From af593cc95bc17078757774e4605588373b420e31 Mon Sep 17 00:00:00 2001 From: Ben Thompson Date: Wed, 13 Jul 2022 15:00:46 -0400 Subject: [PATCH] Squashed 'imprint/' changes from 23ea4fd..cbd80b8 cbd80b8 Create LICENSE 10a90ec Update README.md 0407c45 Tbt/add tutorial back (#129) a354160 Update README.md 1666644 Add thesis link f813308 Fixing the CI failure. (#128) 4c30bba Research folder. 3edfe1d Responsive plotting (#127) 13a1cd4 Adapting FastINLA to work for a variety of basket trials including survival analysis. (#123) 75c6cf7 Add back fast math routines (#126) 10ba41c Fully revert performance changes (#125) 747d848 Revert some performance changes (#124) 2b41a4a Merge branch 'tbt/vscode_config' 6a86ad2 Upgraded vscode config. 9653991 Add slack alerting for CI pipeline (#120) 2bbc28a Small bug fixes for main branch. (#122) 37aa0c9 We become imprint. (#112) 706901a Additional optimizations for Jax Fast INLA (#111) 662ae4a A Python Grid (#105) a0e87cb Remove obsolete Python dependency management (#110) 14e4923 Update obsolete Github links (#109) 8f91d9c Add CI badge to README (#108) 1dae617 Run INLA in 32-bit floating point (#106) c8d3c54 Add CI caching for Conda, Bazel, Pre-commit (#107) 3ff9393 Implementing a fixed N upper bound calculation in Python (#104) ffa8a59 GridRange.is_regular was incorrect for tiles that had intersections but were pruned (#101) e858feb Exact binomial type I error for Berry. (#95) 183d284 Better readme installation instructions. A tutorial running a 3D basket trial. (#96) a367bd1 Fix for HyperPlane.intersect. (#100) ec37f47 Optimize typeI error with gradient ascent to find the worst grid points. (#94) ea2ced9 Final Berry notebooks and examples (#93) c5e817e Update README.md 5e6b168 Make colorscale configurable through UI (#92) ff7ae76 Update README.md 5ca3d2c Update README.md 6c08499 Running Berry/INLA accumulation. (#91) 608216f Merge pull request #90 from Confirm-Solutions/james.yang/python-models 6c92ad5 Make example smaller c0a74c5 Revert back to numpy version ab9680c Add jax version 502762a Remove print 8accb2e Fix structure and get simple gaussian model from python workin 0c0647b Add trampoline functionality and small test a3cd67b Add back export for std::mt19937 c8d5a8f Simplify generation of bazelrc (#88) a43c92e Add thompson model (#86) aaee63a Merge pull request #85 from mikesklar/tbt/build_quick_fix edff4ca OpenMP linker flag for Mac. Add clangxx to environment.yml da74604 Merge pull request #83 from mikesklar/tbt/conda 3ceb7af Readme updates: installing conda, clarifying clang/gcc usage. d1e7bd0 Implement inference caching (#79) 2134058 clang-format 13.0.1 is now standard. bf76aa5 clang-format 13.0.1 is now standard. fe82eaa try pinning clang and clang-format. 4d75efb Check CI clang-format version and location. 29d5c7a Fix pre-commit failures from before. a2082ac Don't install bazel from conda. 46af945 Setting up conda-centric dev environment. 30da8b3 Make default build options work for Mac and Linux (#78) baa6c9a Kill boost dependency (#77) dd56149 Fix MCMC parallel evaluation (#76) 3992dba Merge branch 'main' of https://github.com/mikesklar/kevlar into main 890384c Finish docs for grid-range 77560cc Update Python README 96a82de Kevlar Refactor (#59) 792b098 Pre-commit and a very simple CI pipeline (#74) 8a46096 Add direct bayes full grid benchmark (#63) b6158e7 Merge pull request #68 from mikesklar/berry 195104f Merge branch 'main' into berry e214ab4 Alex suggested changes. b2b702f Fast inla. a653241 Revert "cholesky version of c++ inla. not faster." 17287fb cholesky version of c++ inla. not faster. 87d45ce Fast c++ version, faster JAX version. 6f5b8d7 Playing around with Jax optimizations. 168458c Fast JAX implementation. Using vmap productively. b5e39ea Merge pull request #67 from mikesklar/const2 8d075ba A few berry improvements 3401cf9 Merge pull request #66 from mikesklar/berry d9a6849 Alex's comments lead to better code. f376a68 Jupytext notebooks to markdown. fec420d Fast INLA. c44a909 restore direct_bayes folder. 4b4ec71 Lots of comparison between INLA methods. 4bc824e numpyro MCMC working! 034cf40 Berry Figure 2 with quadrature 9cee20d Modifying Berry figures so that we can make plots with the exact integrator. Computing CDF from exact integrator. 9e52736 Improved exact integrator. ef6ca5d Berry with analytical mu integration is working nicely. 3dcba48 INLA is correctly modified for p1 theta offset. a696be4 Dirty bayes is correctly modified for p1 theta offset. 74c31b3 Crap, the theta parameterization from Berry is the right one to use... 2e83def Working on one parameter Berry INLA. 1e53769 Massively simplified the berry_dirty notebook. 6637d50 Add QuadRule structure. bc7c638 log_gauss_rule, run black/isort on research/berry folder. a58656b strip notebooks. f7ed040 Merge branch 'main' of github.com:mikesklar/kevlar into berry 4d0757f Reorganizing to split out the berry work from the preliminary INLA exploration that is a little crusty. aeec5cb Exploring DB vs. INLA issues. bd80a65 Replace quadpy with numpy and clear notebook output (#65) 979c492 Kevlar integration (#61) 286cae6 Compute sigma instead of sigma2 in DB Berry replication. 2934747 Compute sigma instead of sigma2 in DB Berry replication. 7726bcb Ben's INLA notebooks (#60) 347691c Replace direct bayes choleskey with faster sherman-morrison (#56) 50efcda Spring cleaning (#55) d6de183 Direct Bayes Kevlar integration (#31) 4425987 Fix openmp not being used issue (#52) 34551d7 Fix Python build rules (#51) 533cf76 Bazel Mac build fix (#50) 1da0c31 Build Python package with Bazel (#46) b3942ea Support Linux GCC, Linux Clang, and Mac Homebrew Clang builds (#45) 6233086 Prelminaries for Direct Bayes (#42) cd35dbd Update all READMEs (#40) 7cac6ca Fix sign warnings 402a17a Fix path grabbing once again 720e3d8 Add external to path 4b312a3 Merge branch 'main' of https://github.com/mikesklar/kevlar into main b315078 Add a more general way to add bazel deps ee93c25 Update c++ engine source (#39) 7c339a7 Clean R Legacy and Revamp build system (#38) 0c3b069 Add binomial fit benchmark (#34) dfeb5ec 0th Order Upper Bound Fix (#33) cab7a49 Add dirty multilevel python and R examples (#20) 18ed8eb Generalized Upper Bound (#32) 3630ddd Don't reload test data on plot state change (#29) 1e2fda8 Update generalized upper-bound writeup (#28) 4ac1667 James.yang/examples csv (#27) 07b9de9 Clang-format everything (#25) ac66eca Direct bayes (#19) b627d65 Kevlar revamp!! (#21) 97882fe Merge pull request #18 from mikesklar/scatter 21e7e1a Add basic React rendering test 965ebc9 Merge pull request #17 from mikesklar/scatter cb7a56a Add file upload buttons for custom data ff3439a Merge pull request #12 from mikesklar/scatter 0ac2d45 Add legend labels to scatter plot b1c5922 Merge pull request #9 from mikesklar/scatter 43e1105 Add layer subvisualization b2a590d Merge pull request #7 from mikesklar/scatter 7ca10e4 Allow choosing between scatter and surface plots aaa9c88 Merge pull request #5 from mikesklar/const2 8a01923 Update kevlar flowcharts b832f19 Update flowchart with clearer vis subgraph 2218d46 Add initial web frontend 887654c Modify slight comment change on diagram 07a2467 Add framework_flowchart.md 4c15174 Fix compilation bugs 946f0fe Fix all R examples that were using incorrect grid radius 2430627 Refactor CRTP base to just free function and add lots of comments eea5572 Add exponential and start adagrid stuff f3cbc70 Add exponential dist with log rank + example f1232dc Add Rcpp header 940268b Add fixes to bckt, and export new version with hypos 47aa629 Work in progress f19d6a6 Update README.md 57c7f9d Add generalizations 6128fe8 Combine and ignore bckt a5af985 Add refactor changes with range style ea1b429 Fix build issues on Mac fef1fde Fix example 9aa608e Make R pkg out of C++ engine and fix bugs with grid epsilon, and make R example work REVERT: 23ea4fd Responsive plotting (#127) REVERT: cf13926 Adapting FastINLA to work for a variety of basket trials including survival analysis. (#123) REVERT: 8ec57b7 Add back fast math routines (#126) REVERT: 1d29ca2 Fully revert performance changes (#125) REVERT: 6ca99e2 Revert some performance changes (#124) REVERT: e7db4e6 Merge branch 'tbt/vscode_config' REVERT: 01932df Upgraded vscode config. REVERT: e113636 Add slack alerting for CI pipeline (#120) REVERT: 9f450ad Small bug fixes for main branch. (#122) REVERT: 7014de8 We become imprint. (#112) REVERT: 1125c49 Additional optimizations for Jax Fast INLA (#111) REVERT: 72a448e A Python Grid (#105) REVERT: 4e95f8d Remove obsolete Python dependency management (#110) REVERT: 40b9d9e Update obsolete Github links (#109) REVERT: 25f2ffe Add CI badge to README (#108) REVERT: f63b569 Run INLA in 32-bit floating point (#106) REVERT: 6ce8096 Add CI caching for Conda, Bazel, Pre-commit (#107) REVERT: ee78c14 Implementing a fixed N upper bound calculation in Python (#104) REVERT: 29ac69a GridRange.is_regular was incorrect for tiles that had intersections but were pruned (#101) REVERT: 40ced7d Exact binomial type I error for Berry. (#95) REVERT: 475d8a8 Better readme installation instructions. A tutorial running a 3D basket trial. (#96) REVERT: 2d24a96 Fix for HyperPlane.intersect. (#100) REVERT: 4058c75 Optimize typeI error with gradient ascent to find the worst grid points. (#94) REVERT: 3fae2fb Final Berry notebooks and examples (#93) REVERT: d0c7210 Update README.md REVERT: 5938716 Make colorscale configurable through UI (#92) REVERT: 28512e5 Update README.md REVERT: 081e97e Update README.md REVERT: 76004b3 Running Berry/INLA accumulation. (#91) REVERT: fcf2571 Merge pull request #90 from Confirm-Solutions/james.yang/python-models REVERT: b594f95 Make example smaller REVERT: 0fa053c Revert back to numpy version REVERT: 414ba87 Add jax version REVERT: a34cb76 Remove print REVERT: fd26349 Fix structure and get simple gaussian model from python workin REVERT: 99eb755 Add trampoline functionality and small test REVERT: befb51a Add back export for std::mt19937 REVERT: 70e31a4 Simplify generation of bazelrc (#88) REVERT: f3e7d61 Add thompson model (#86) REVERT: 4f7f26c Merge pull request #85 from mikesklar/tbt/build_quick_fix REVERT: cfa86be OpenMP linker flag for Mac. Add clangxx to environment.yml REVERT: 1c9f0aa Merge pull request #83 from mikesklar/tbt/conda REVERT: 9a81474 Readme updates: installing conda, clarifying clang/gcc usage. REVERT: 1b8f2bb Implement inference caching (#79) REVERT: f7177d3 clang-format 13.0.1 is now standard. REVERT: fbbc60e clang-format 13.0.1 is now standard. REVERT: 1f1dbd8 try pinning clang and clang-format. REVERT: 1d98560 Check CI clang-format version and location. REVERT: edfd2cd Fix pre-commit failures from before. REVERT: 7b44836 Don't install bazel from conda. REVERT: 35d947c Setting up conda-centric dev environment. REVERT: 42a40ba Make default build options work for Mac and Linux (#78) REVERT: 90b3343 Kill boost dependency (#77) REVERT: 7183528 Fix MCMC parallel evaluation (#76) REVERT: befa822 Merge branch 'main' of https://github.com/mikesklar/kevlar into main REVERT: 1813b65 Finish docs for grid-range REVERT: 07ea72c Update Python README REVERT: 540fbb9 Kevlar Refactor (#59) REVERT: 09ca99e Pre-commit and a very simple CI pipeline (#74) REVERT: 525bca7 Add direct bayes full grid benchmark (#63) REVERT: a2e5881 Merge pull request #68 from mikesklar/berry REVERT: 61d9593 Merge branch 'main' into berry REVERT: 625a519 Alex suggested changes. REVERT: df6e0fe Fast inla. REVERT: 4fafb7e Revert "cholesky version of c++ inla. not faster." REVERT: 457f19b cholesky version of c++ inla. not faster. REVERT: 7cd976b Fast c++ version, faster JAX version. REVERT: c8b4c24 Playing around with Jax optimizations. REVERT: 10ce1fc Fast JAX implementation. Using vmap productively. REVERT: 4b96f49 Merge pull request #67 from mikesklar/const2 REVERT: e773c6c A few berry improvements REVERT: 8d338f0 Merge pull request #66 from mikesklar/berry REVERT: 5d2ff5e Alex's comments lead to better code. REVERT: ee08728 Jupytext notebooks to markdown. REVERT: 380c510 Fast INLA. REVERT: 7f8ee57 restore direct_bayes folder. REVERT: a8f97cc Lots of comparison between INLA methods. REVERT: 596fc7b numpyro MCMC working! REVERT: 0c1ae09 Berry Figure 2 with quadrature REVERT: 658d039 Modifying Berry figures so that we can make plots with the exact integrator. Computing CDF from exact integrator. REVERT: 87f0bcb Improved exact integrator. REVERT: b1d6261 Berry with analytical mu integration is working nicely. REVERT: 08d23af INLA is correctly modified for p1 theta offset. REVERT: aba8cab Dirty bayes is correctly modified for p1 theta offset. REVERT: ae2755e Crap, the theta parameterization from Berry is the right one to use... REVERT: f772145 Working on one parameter Berry INLA. REVERT: d2ff89e Massively simplified the berry_dirty notebook. REVERT: b8a83fd Add QuadRule structure. REVERT: 8588e91 log_gauss_rule, run black/isort on research/berry folder. REVERT: 163d127 strip notebooks. REVERT: 9b561a1 Merge branch 'main' of github.com:mikesklar/kevlar into berry REVERT: 3800f42 Reorganizing to split out the berry work from the preliminary INLA exploration that is a little crusty. REVERT: 732769f Exploring DB vs. INLA issues. REVERT: f157635 Replace quadpy with numpy and clear notebook output (#65) REVERT: 0f0ae91 Kevlar integration (#61) REVERT: 915b93d Compute sigma instead of sigma2 in DB Berry replication. REVERT: 93dae31 Compute sigma instead of sigma2 in DB Berry replication. REVERT: cb4e23d Ben's INLA notebooks (#60) REVERT: 363d552 Replace direct bayes choleskey with faster sherman-morrison (#56) REVERT: efeef7d Spring cleaning (#55) REVERT: 3340a3b Direct Bayes Kevlar integration (#31) REVERT: 181d5d6 Fix openmp not being used issue (#52) REVERT: ef52e65 Fix Python build rules (#51) REVERT: 1f5c192 Bazel Mac build fix (#50) REVERT: 33902a6 Build Python package with Bazel (#46) REVERT: debfdf7 Support Linux GCC, Linux Clang, and Mac Homebrew Clang builds (#45) REVERT: 58e43e8 Prelminaries for Direct Bayes (#42) REVERT: 59b1f3a Update all READMEs (#40) REVERT: 8b45f49 Fix sign warnings REVERT: fb56c82 Fix path grabbing once again REVERT: 3f0404b Add external to path REVERT: 44f869d Merge branch 'main' of https://github.com/mikesklar/kevlar into main REVERT: 3b94819 Add a more general way to add bazel deps REVERT: 17c8d61 Update c++ engine source (#39) REVERT: 745b9e3 Clean R Legacy and Revamp build system (#38) REVERT: cf41d43 Add binomial fit benchmark (#34) REVERT: 3b65233 0th Order Upper Bound Fix (#33) REVERT: cb93daf Add dirty multilevel python and R examples (#20) REVERT: c18d1fb Generalized Upper Bound (#32) REVERT: fc26117 Don't reload test data on plot state change (#29) REVERT: 96d599c Update generalized upper-bound writeup (#28) REVERT: 4aa8325 James.yang/examples csv (#27) REVERT: 46c128e Clang-format everything (#25) REVERT: d977e78 Direct bayes (#19) REVERT: 46125f4 Kevlar revamp!! (#21) REVERT: 67b9c31 Merge pull request #18 from mikesklar/scatter REVERT: 5a3a055 Add basic React rendering test REVERT: 688129f Merge pull request #17 from mikesklar/scatter REVERT: fcc2cc4 Add file upload buttons for custom data REVERT: f83435d Merge pull request #12 from mikesklar/scatter REVERT: 89e5576 Add legend labels to scatter plot REVERT: 08bfb68 Merge pull request #9 from mikesklar/scatter REVERT: bbba082 Add layer subvisualization REVERT: df96e44 Merge pull request #7 from mikesklar/scatter REVERT: 1aa7f04 Allow choosing between scatter and surface plots REVERT: 4e209fc Merge pull request #5 from mikesklar/const2 REVERT: dc10f22 Update kevlar flowcharts REVERT: f719197 Update flowchart with clearer vis subgraph REVERT: 32fa045 Add initial web frontend REVERT: e678a6b Modify slight comment change on diagram REVERT: 6fbe5b7 Add framework_flowchart.md REVERT: 4c3a939 Fix compilation bugs REVERT: f4a0aed Fix all R examples that were using incorrect grid radius REVERT: 7126e66 Refactor CRTP base to just free function and add lots of comments REVERT: e4c7447 Add exponential and start adagrid stuff REVERT: 96a6ee6 Add exponential dist with log rank + example REVERT: 2d1cbd7 Add Rcpp header REVERT: f84be87 Add fixes to bckt, and export new version with hypos REVERT: b82fd87 Work in progress REVERT: effeb0b Update README.md REVERT: 5c1b778 Add generalizations REVERT: 97463f3 Combine and ignore bckt REVERT: fad4329 Add refactor changes with range style REVERT: add7e65 Fix build issues on Mac REVERT: 8f9c8d7 Fix example REVERT: b56fdb7 Make R pkg out of C++ engine and fix bugs with grid epsilon, and make R example work git-subtree-dir: imprint git-subtree-split: cbd80b8c5bd1bea5bbdd45562ca61c340c35d4c1 --- .github/workflows/test.yml | 2 +- LICENSE | 29 + LICENSE.md | 595 --- README.md | 4 + environment.yml | 7 +- frontend/package-lock.json | 1818 +++++----- frontend/package.json | 2 +- generate_bazelrc | 9 - python/example/simple_log_rank.py | 6 +- python/example/simple_selection.py | 6 +- python/example/thompson.py | 7 +- python/pyimprint/grid/__init__.py | 7 +- python/pyimprint/grid/adagrid.py | 3 +- python/pyimprint/model/normal/simple.py | 3 +- python/setup.py | 3 +- python/test/core/model/base_unittest.py | 3 +- python/test/model/normal/simple_unittest.py | 3 +- python/test/test_imprint.py | 2 + research/berry/.gitignore | 7 - research/berry/README.md | 43 - research/berry/berry_imprint.ipynb | 1151 ------ research/berry/berry_imprint.md | 585 --- .../berry/berry_marginal_playground.ipynb | 855 ----- research/berry/berry_marginal_playground.md | 331 -- research/berry/berry_part1.ipynb | 1272 ------- research/berry/berry_part1.md | 773 ---- research/berry/berry_part3_simulation.ipynb | 282 -- research/berry/berry_part3_simulation.md | 184 - research/berry/berrylib/__init__.py | 0 research/berry/berrylib/binomial.py | 215 -- research/berry/berrylib/constants.py | 41 - research/berry/berrylib/dirty_bayes.py | 98 - research/berry/berrylib/fast_inla.py | 491 --- research/berry/berrylib/fast_inla_ext.cpp | 197 - research/berry/berrylib/fast_math.py | 95 - research/berry/berrylib/grid.py | 333 -- research/berry/berrylib/imprint.py | 53 - research/berry/berrylib/mcmc.py | 134 - research/berry/berrylib/quadrature.py | 339 -- research/berry/berrylib/test_berry.py | 360 -- research/berry/berrylib/test_fast_math.py | 60 - research/berry/berrylib/test_grid.py | 173 - research/berry/berrylib/util.py | 180 - research/berry/bound_viz_example.png | Bin 572439 -> 0 bytes research/berry/exact_typeI.ipynb | 775 ---- research/berry/exact_typeI.md | 239 -- research/berry/inla_from_scratch.pdf | Bin 454960 -> 0 bytes research/berry/intro_to_inla.ipynb | 883 ----- research/berry/intro_to_inla.md | 539 --- research/berry/jax_inla.ipynb | 889 ----- research/berry/jax_inla.md | 457 --- research/berry/quadrature_dev.ipynb | 3199 ----------------- research/berry/quadrature_dev.md | 720 ---- research/berry/sage_analytical.ipynb | 246 -- research/berry/sage_analytical.md | 96 - research/berry/tutorial.ipynb | 100 +- research/berry/tutorial.md | 16 +- .../binomial_thompson/BinomialMonteCarlo.R | 209 -- research/binomial_thompson/CollectSims.R | 121 - research/binomial_thompson/LikelihoodModel.R | 46 - .../ParallelBinomialSampling.R | 130 - research/binomial_thompson/ParameterSpace.R | 21 - research/binomial_thompson/README | 13 - research/binomial_thompson/SimulateData.R | 177 - research/binomial_thompson/Taylor.R | 5 - research/direct_bayes/Dockerfile | 6 - .../dirtyBayes_integrated_multilevel.R | 208 -- research/direct_bayes/dirtymultilevel.R | 55 - research/direct_bayes/dirtymultilevel.ipynb | 748 ---- research/direct_bayes/dirtymultilevel.md | 531 --- .../direct_bayes/dirtymultilevel_integrated.R | 168 - research/inla_explore/.gitignore | 2 - research/inla_explore/log_quadrature.ipynb | 94 - research/inla_explore/log_quadrature.md | 61 - research/inla_explore/mcmc_example.ipynb | 200 -- research/inla_explore/mcmc_example.md | 142 - research/inla_explore/pyinla.ipynb | 835 ----- research/inla_explore/pyinla.md | 591 --- research/inla_explore/pyinla_hyper.ipynb | 431 --- research/inla_explore/pyinla_hyper.md | 325 -- research/inla_explore/sim.ipynb | 246 -- research/inla_explore/sim.md | 156 - research/inla_explore/sim_rinla.Rmd | 50 - research/inla_explore/single.Rmd | 78 - research/opt/opt.ipynb | 764 ---- research/opt/opt.md | 403 --- research/stat/log_rank.R | 52 - 87 files changed, 1124 insertions(+), 24664 deletions(-) create mode 100644 LICENSE delete mode 100644 LICENSE.md create mode 100644 python/test/test_imprint.py delete mode 100644 research/berry/.gitignore delete mode 100644 research/berry/README.md delete mode 100644 research/berry/berry_imprint.ipynb delete mode 100644 research/berry/berry_imprint.md delete mode 100644 research/berry/berry_marginal_playground.ipynb delete mode 100644 research/berry/berry_marginal_playground.md delete mode 100644 research/berry/berry_part1.ipynb delete mode 100644 research/berry/berry_part1.md delete mode 100644 research/berry/berry_part3_simulation.ipynb delete mode 100644 research/berry/berry_part3_simulation.md delete mode 100644 research/berry/berrylib/__init__.py delete mode 100644 research/berry/berrylib/binomial.py delete mode 100644 research/berry/berrylib/constants.py delete mode 100644 research/berry/berrylib/dirty_bayes.py delete mode 100644 research/berry/berrylib/fast_inla.py delete mode 100644 research/berry/berrylib/fast_inla_ext.cpp delete mode 100644 research/berry/berrylib/fast_math.py delete mode 100644 research/berry/berrylib/grid.py delete mode 100644 research/berry/berrylib/imprint.py delete mode 100644 research/berry/berrylib/mcmc.py delete mode 100644 research/berry/berrylib/quadrature.py delete mode 100644 research/berry/berrylib/test_berry.py delete mode 100644 research/berry/berrylib/test_fast_math.py delete mode 100644 research/berry/berrylib/test_grid.py delete mode 100644 research/berry/berrylib/util.py delete mode 100644 research/berry/bound_viz_example.png delete mode 100644 research/berry/exact_typeI.ipynb delete mode 100644 research/berry/exact_typeI.md delete mode 100644 research/berry/inla_from_scratch.pdf delete mode 100644 research/berry/intro_to_inla.ipynb delete mode 100644 research/berry/intro_to_inla.md delete mode 100644 research/berry/jax_inla.ipynb delete mode 100644 research/berry/jax_inla.md delete mode 100644 research/berry/quadrature_dev.ipynb delete mode 100644 research/berry/quadrature_dev.md delete mode 100644 research/berry/sage_analytical.ipynb delete mode 100644 research/berry/sage_analytical.md delete mode 100644 research/binomial_thompson/BinomialMonteCarlo.R delete mode 100644 research/binomial_thompson/CollectSims.R delete mode 100644 research/binomial_thompson/LikelihoodModel.R delete mode 100644 research/binomial_thompson/ParallelBinomialSampling.R delete mode 100644 research/binomial_thompson/ParameterSpace.R delete mode 100644 research/binomial_thompson/README delete mode 100644 research/binomial_thompson/SimulateData.R delete mode 100644 research/binomial_thompson/Taylor.R delete mode 100644 research/direct_bayes/Dockerfile delete mode 100644 research/direct_bayes/dirtyBayes_integrated_multilevel.R delete mode 100755 research/direct_bayes/dirtymultilevel.R delete mode 100644 research/direct_bayes/dirtymultilevel.ipynb delete mode 100644 research/direct_bayes/dirtymultilevel.md delete mode 100644 research/direct_bayes/dirtymultilevel_integrated.R delete mode 100644 research/inla_explore/.gitignore delete mode 100644 research/inla_explore/log_quadrature.ipynb delete mode 100644 research/inla_explore/log_quadrature.md delete mode 100644 research/inla_explore/mcmc_example.ipynb delete mode 100644 research/inla_explore/mcmc_example.md delete mode 100644 research/inla_explore/pyinla.ipynb delete mode 100644 research/inla_explore/pyinla.md delete mode 100644 research/inla_explore/pyinla_hyper.ipynb delete mode 100644 research/inla_explore/pyinla_hyper.md delete mode 100644 research/inla_explore/sim.ipynb delete mode 100644 research/inla_explore/sim.md delete mode 100644 research/inla_explore/sim_rinla.Rmd delete mode 100644 research/inla_explore/single.Rmd delete mode 100644 research/opt/opt.ipynb delete mode 100644 research/opt/opt.md delete mode 100644 research/stat/log_rank.R diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index 76a56f92..e0bf4782 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -74,4 +74,4 @@ jobs: # For posting a simple plain text message slack-message: "*Build failure on default branch!* đŸ˜±\nhttps://github.com/${{github.repository}}/actions/runs/${{github.run_id}}" env: - SLACK_BOT_TOKEN: ${{ secrets.SLACK_BOT_TOKEN }} + SLACK_BOT_TOKEN: ${{ secrets.SLACK_BOT_TOKEN }} \ No newline at end of file diff --git a/LICENSE b/LICENSE new file mode 100644 index 00000000..cba20ac3 --- /dev/null +++ b/LICENSE @@ -0,0 +1,29 @@ +BSD 3-Clause License + +Copyright (c) 2022, Confirm Solutions, Inc. +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +1. Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + +2. Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +3. Neither the name of the copyright holder nor the names of its + contributors may be used to endorse or promote products derived from + this software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. diff --git a/LICENSE.md b/LICENSE.md deleted file mode 100644 index 175443ce..00000000 --- a/LICENSE.md +++ /dev/null @@ -1,595 +0,0 @@ -GNU General Public License -========================== - -_Version 3, 29 June 2007_ -_Copyright © 2007 Free Software Foundation, Inc. <>_ - -Everyone is permitted to copy and distribute verbatim copies of this license -document, but changing it is not allowed. - -## Preamble - -The GNU General Public License is a free, copyleft license for software and other -kinds of works. - -The licenses for most software and other practical works are designed to take away -your freedom to share and change the works. By contrast, the GNU General Public -License is intended to guarantee your freedom to share and change all versions of a -program--to make sure it remains free software for all its users. We, the Free -Software Foundation, use the GNU General Public License for most of our software; it -applies also to any other work released this way by its authors. You can apply it to -your programs, too. - -When we speak of free software, we are referring to freedom, not price. Our General -Public Licenses are designed to make sure that you have the freedom to distribute -copies of free software (and charge for them if you wish), that you receive source -code or can get it if you want it, that you can change the software or use pieces of -it in new free programs, and that you know you can do these things. - -To protect your rights, we need to prevent others from denying you these rights or -asking you to surrender the rights. Therefore, you have certain responsibilities if -you distribute copies of the software, or if you modify it: responsibilities to -respect the freedom of others. - -For example, if you distribute copies of such a program, whether gratis or for a fee, -you must pass on to the recipients the same freedoms that you received. You must make -sure that they, too, receive or can get the source code. And you must show them these -terms so they know their rights. - -Developers that use the GNU GPL protect your rights with two steps: **(1)** assert -copyright on the software, and **(2)** offer you this License giving you legal permission -to copy, distribute and/or modify it. - -For the developers' and authors' protection, the GPL clearly explains that there is -no warranty for this free software. For both users' and authors' sake, the GPL -requires that modified versions be marked as changed, so that their problems will not -be attributed erroneously to authors of previous versions. - -Some devices are designed to deny users access to install or run modified versions of -the software inside them, although the manufacturer can do so. This is fundamentally -incompatible with the aim of protecting users' freedom to change the software. The -systematic pattern of such abuse occurs in the area of products for individuals to -use, which is precisely where it is most unacceptable. Therefore, we have designed -this version of the GPL to prohibit the practice for those products. If such problems -arise substantially in other domains, we stand ready to extend this provision to -those domains in future versions of the GPL, as needed to protect the freedom of -users. - -Finally, every program is threatened constantly by software patents. States should -not allow patents to restrict development and use of software on general-purpose -computers, but in those that do, we wish to avoid the special danger that patents -applied to a free program could make it effectively proprietary. To prevent this, the -GPL assures that patents cannot be used to render the program non-free. - -The precise terms and conditions for copying, distribution and modification follow. - -## TERMS AND CONDITIONS - -### 0. Definitions - -“This License” refers to version 3 of the GNU General Public License. - -“Copyright” also means copyright-like laws that apply to other kinds of -works, such as semiconductor masks. - -“The Program” refers to any copyrightable work licensed under this -License. Each licensee is addressed as “you”. “Licensees” and -“recipients” may be individuals or organizations. - -To “modify” a work means to copy from or adapt all or part of the work in -a fashion requiring copyright permission, other than the making of an exact copy. The -resulting work is called a “modified version” of the earlier work or a -work “based on” the earlier work. - -A “covered work” means either the unmodified Program or a work based on -the Program. - -To “propagate” a work means to do anything with it that, without -permission, would make you directly or secondarily liable for infringement under -applicable copyright law, except executing it on a computer or modifying a private -copy. Propagation includes copying, distribution (with or without modification), -making available to the public, and in some countries other activities as well. - -To “convey” a work means any kind of propagation that enables other -parties to make or receive copies. Mere interaction with a user through a computer -network, with no transfer of a copy, is not conveying. - -An interactive user interface displays “Appropriate Legal Notices” to the -extent that it includes a convenient and prominently visible feature that **(1)** -displays an appropriate copyright notice, and **(2)** tells the user that there is no -warranty for the work (except to the extent that warranties are provided), that -licensees may convey the work under this License, and how to view a copy of this -License. If the interface presents a list of user commands or options, such as a -menu, a prominent item in the list meets this criterion. - -### 1. Source Code - -The “source code” for a work means the preferred form of the work for -making modifications to it. “Object code” means any non-source form of a -work. - -A “Standard Interface” means an interface that either is an official -standard defined by a recognized standards body, or, in the case of interfaces -specified for a particular programming language, one that is widely used among -developers working in that language. - -The “System Libraries” of an executable work include anything, other than -the work as a whole, that **(a)** is included in the normal form of packaging a Major -Component, but which is not part of that Major Component, and **(b)** serves only to -enable use of the work with that Major Component, or to implement a Standard -Interface for which an implementation is available to the public in source code form. -A “Major Component”, in this context, means a major essential component -(kernel, window system, and so on) of the specific operating system (if any) on which -the executable work runs, or a compiler used to produce the work, or an object code -interpreter used to run it. - -The “Corresponding Source” for a work in object code form means all the -source code needed to generate, install, and (for an executable work) run the object -code and to modify the work, including scripts to control those activities. However, -it does not include the work's System Libraries, or general-purpose tools or -generally available free programs which are used unmodified in performing those -activities but which are not part of the work. For example, Corresponding Source -includes interface definition files associated with source files for the work, and -the source code for shared libraries and dynamically linked subprograms that the work -is specifically designed to require, such as by intimate data communication or -control flow between those subprograms and other parts of the work. - -The Corresponding Source need not include anything that users can regenerate -automatically from other parts of the Corresponding Source. - -The Corresponding Source for a work in source code form is that same work. - -### 2. Basic Permissions - -All rights granted under this License are granted for the term of copyright on the -Program, and are irrevocable provided the stated conditions are met. This License -explicitly affirms your unlimited permission to run the unmodified Program. The -output from running a covered work is covered by this License only if the output, -given its content, constitutes a covered work. This License acknowledges your rights -of fair use or other equivalent, as provided by copyright law. - -You may make, run and propagate covered works that you do not convey, without -conditions so long as your license otherwise remains in force. You may convey covered -works to others for the sole purpose of having them make modifications exclusively -for you, or provide you with facilities for running those works, provided that you -comply with the terms of this License in conveying all material for which you do not -control copyright. Those thus making or running the covered works for you must do so -exclusively on your behalf, under your direction and control, on terms that prohibit -them from making any copies of your copyrighted material outside their relationship -with you. - -Conveying under any other circumstances is permitted solely under the conditions -stated below. Sublicensing is not allowed; section 10 makes it unnecessary. - -### 3. Protecting Users' Legal Rights From Anti-Circumvention Law - -No covered work shall be deemed part of an effective technological measure under any -applicable law fulfilling obligations under article 11 of the WIPO copyright treaty -adopted on 20 December 1996, or similar laws prohibiting or restricting circumvention -of such measures. - -When you convey a covered work, you waive any legal power to forbid circumvention of -technological measures to the extent such circumvention is effected by exercising -rights under this License with respect to the covered work, and you disclaim any -intention to limit operation or modification of the work as a means of enforcing, -against the work's users, your or third parties' legal rights to forbid circumvention -of technological measures. - -### 4. Conveying Verbatim Copies - -You may convey verbatim copies of the Program's source code as you receive it, in any -medium, provided that you conspicuously and appropriately publish on each copy an -appropriate copyright notice; keep intact all notices stating that this License and -any non-permissive terms added in accord with section 7 apply to the code; keep -intact all notices of the absence of any warranty; and give all recipients a copy of -this License along with the Program. - -You may charge any price or no price for each copy that you convey, and you may offer -support or warranty protection for a fee. - -### 5. Conveying Modified Source Versions - -You may convey a work based on the Program, or the modifications to produce it from -the Program, in the form of source code under the terms of section 4, provided that -you also meet all of these conditions: - -* **a)** The work must carry prominent notices stating that you modified it, and giving a -relevant date. -* **b)** The work must carry prominent notices stating that it is released under this -License and any conditions added under section 7. This requirement modifies the -requirement in section 4 to “keep intact all notices”. -* **c)** You must license the entire work, as a whole, under this License to anyone who -comes into possession of a copy. This License will therefore apply, along with any -applicable section 7 additional terms, to the whole of the work, and all its parts, -regardless of how they are packaged. This License gives no permission to license the -work in any other way, but it does not invalidate such permission if you have -separately received it. -* **d)** If the work has interactive user interfaces, each must display Appropriate Legal -Notices; however, if the Program has interactive interfaces that do not display -Appropriate Legal Notices, your work need not make them do so. - -A compilation of a covered work with other separate and independent works, which are -not by their nature extensions of the covered work, and which are not combined with -it such as to form a larger program, in or on a volume of a storage or distribution -medium, is called an “aggregate” if the compilation and its resulting -copyright are not used to limit the access or legal rights of the compilation's users -beyond what the individual works permit. Inclusion of a covered work in an aggregate -does not cause this License to apply to the other parts of the aggregate. - -### 6. Conveying Non-Source Forms - -You may convey a covered work in object code form under the terms of sections 4 and -5, provided that you also convey the machine-readable Corresponding Source under the -terms of this License, in one of these ways: - -* **a)** Convey the object code in, or embodied in, a physical product (including a -physical distribution medium), accompanied by the Corresponding Source fixed on a -durable physical medium customarily used for software interchange. -* **b)** Convey the object code in, or embodied in, a physical product (including a -physical distribution medium), accompanied by a written offer, valid for at least -three years and valid for as long as you offer spare parts or customer support for -that product model, to give anyone who possesses the object code either **(1)** a copy of -the Corresponding Source for all the software in the product that is covered by this -License, on a durable physical medium customarily used for software interchange, for -a price no more than your reasonable cost of physically performing this conveying of -source, or **(2)** access to copy the Corresponding Source from a network server at no -charge. -* **c)** Convey individual copies of the object code with a copy of the written offer to -provide the Corresponding Source. This alternative is allowed only occasionally and -noncommercially, and only if you received the object code with such an offer, in -accord with subsection 6b. -* **d)** Convey the object code by offering access from a designated place (gratis or for -a charge), and offer equivalent access to the Corresponding Source in the same way -through the same place at no further charge. You need not require recipients to copy -the Corresponding Source along with the object code. If the place to copy the object -code is a network server, the Corresponding Source may be on a different server -(operated by you or a third party) that supports equivalent copying facilities, -provided you maintain clear directions next to the object code saying where to find -the Corresponding Source. Regardless of what server hosts the Corresponding Source, -you remain obligated to ensure that it is available for as long as needed to satisfy -these requirements. -* **e)** Convey the object code using peer-to-peer transmission, provided you inform -other peers where the object code and Corresponding Source of the work are being -offered to the general public at no charge under subsection 6d. - -A separable portion of the object code, whose source code is excluded from the -Corresponding Source as a System Library, need not be included in conveying the -object code work. - -A “User Product” is either **(1)** a “consumer product”, which -means any tangible personal property which is normally used for personal, family, or -household purposes, or **(2)** anything designed or sold for incorporation into a -dwelling. In determining whether a product is a consumer product, doubtful cases -shall be resolved in favor of coverage. For a particular product received by a -particular user, “normally used” refers to a typical or common use of -that class of product, regardless of the status of the particular user or of the way -in which the particular user actually uses, or expects or is expected to use, the -product. A product is a consumer product regardless of whether the product has -substantial commercial, industrial or non-consumer uses, unless such uses represent -the only significant mode of use of the product. - -“Installation Information” for a User Product means any methods, -procedures, authorization keys, or other information required to install and execute -modified versions of a covered work in that User Product from a modified version of -its Corresponding Source. The information must suffice to ensure that the continued -functioning of the modified object code is in no case prevented or interfered with -solely because modification has been made. - -If you convey an object code work under this section in, or with, or specifically for -use in, a User Product, and the conveying occurs as part of a transaction in which -the right of possession and use of the User Product is transferred to the recipient -in perpetuity or for a fixed term (regardless of how the transaction is -characterized), the Corresponding Source conveyed under this section must be -accompanied by the Installation Information. But this requirement does not apply if -neither you nor any third party retains the ability to install modified object code -on the User Product (for example, the work has been installed in ROM). - -The requirement to provide Installation Information does not include a requirement to -continue to provide support service, warranty, or updates for a work that has been -modified or installed by the recipient, or for the User Product in which it has been -modified or installed. Access to a network may be denied when the modification itself -materially and adversely affects the operation of the network or violates the rules -and protocols for communication across the network. - -Corresponding Source conveyed, and Installation Information provided, in accord with -this section must be in a format that is publicly documented (and with an -implementation available to the public in source code form), and must require no -special password or key for unpacking, reading or copying. - -### 7. Additional Terms - -“Additional permissions” are terms that supplement the terms of this -License by making exceptions from one or more of its conditions. Additional -permissions that are applicable to the entire Program shall be treated as though they -were included in this License, to the extent that they are valid under applicable -law. If additional permissions apply only to part of the Program, that part may be -used separately under those permissions, but the entire Program remains governed by -this License without regard to the additional permissions. - -When you convey a copy of a covered work, you may at your option remove any -additional permissions from that copy, or from any part of it. (Additional -permissions may be written to require their own removal in certain cases when you -modify the work.) You may place additional permissions on material, added by you to a -covered work, for which you have or can give appropriate copyright permission. - -Notwithstanding any other provision of this License, for material you add to a -covered work, you may (if authorized by the copyright holders of that material) -supplement the terms of this License with terms: - -* **a)** Disclaiming warranty or limiting liability differently from the terms of -sections 15 and 16 of this License; or -* **b)** Requiring preservation of specified reasonable legal notices or author -attributions in that material or in the Appropriate Legal Notices displayed by works -containing it; or -* **c)** Prohibiting misrepresentation of the origin of that material, or requiring that -modified versions of such material be marked in reasonable ways as different from the -original version; or -* **d)** Limiting the use for publicity purposes of names of licensors or authors of the -material; or -* **e)** Declining to grant rights under trademark law for use of some trade names, -trademarks, or service marks; or -* **f)** Requiring indemnification of licensors and authors of that material by anyone -who conveys the material (or modified versions of it) with contractual assumptions of -liability to the recipient, for any liability that these contractual assumptions -directly impose on those licensors and authors. - -All other non-permissive additional terms are considered “further -restrictions” within the meaning of section 10. If the Program as you received -it, or any part of it, contains a notice stating that it is governed by this License -along with a term that is a further restriction, you may remove that term. If a -license document contains a further restriction but permits relicensing or conveying -under this License, you may add to a covered work material governed by the terms of -that license document, provided that the further restriction does not survive such -relicensing or conveying. - -If you add terms to a covered work in accord with this section, you must place, in -the relevant source files, a statement of the additional terms that apply to those -files, or a notice indicating where to find the applicable terms. - -Additional terms, permissive or non-permissive, may be stated in the form of a -separately written license, or stated as exceptions; the above requirements apply -either way. - -### 8. Termination - -You may not propagate or modify a covered work except as expressly provided under -this License. Any attempt otherwise to propagate or modify it is void, and will -automatically terminate your rights under this License (including any patent licenses -granted under the third paragraph of section 11). - -However, if you cease all violation of this License, then your license from a -particular copyright holder is reinstated **(a)** provisionally, unless and until the -copyright holder explicitly and finally terminates your license, and **(b)** permanently, -if the copyright holder fails to notify you of the violation by some reasonable means -prior to 60 days after the cessation. - -Moreover, your license from a particular copyright holder is reinstated permanently -if the copyright holder notifies you of the violation by some reasonable means, this -is the first time you have received notice of violation of this License (for any -work) from that copyright holder, and you cure the violation prior to 30 days after -your receipt of the notice. - -Termination of your rights under this section does not terminate the licenses of -parties who have received copies or rights from you under this License. If your -rights have been terminated and not permanently reinstated, you do not qualify to -receive new licenses for the same material under section 10. - -### 9. Acceptance Not Required for Having Copies - -You are not required to accept this License in order to receive or run a copy of the -Program. Ancillary propagation of a covered work occurring solely as a consequence of -using peer-to-peer transmission to receive a copy likewise does not require -acceptance. However, nothing other than this License grants you permission to -propagate or modify any covered work. These actions infringe copyright if you do not -accept this License. Therefore, by modifying or propagating a covered work, you -indicate your acceptance of this License to do so. - -### 10. Automatic Licensing of Downstream Recipients - -Each time you convey a covered work, the recipient automatically receives a license -from the original licensors, to run, modify and propagate that work, subject to this -License. You are not responsible for enforcing compliance by third parties with this -License. - -An “entity transaction” is a transaction transferring control of an -organization, or substantially all assets of one, or subdividing an organization, or -merging organizations. If propagation of a covered work results from an entity -transaction, each party to that transaction who receives a copy of the work also -receives whatever licenses to the work the party's predecessor in interest had or -could give under the previous paragraph, plus a right to possession of the -Corresponding Source of the work from the predecessor in interest, if the predecessor -has it or can get it with reasonable efforts. - -You may not impose any further restrictions on the exercise of the rights granted or -affirmed under this License. For example, you may not impose a license fee, royalty, -or other charge for exercise of rights granted under this License, and you may not -initiate litigation (including a cross-claim or counterclaim in a lawsuit) alleging -that any patent claim is infringed by making, using, selling, offering for sale, or -importing the Program or any portion of it. - -### 11. Patents - -A “contributor” is a copyright holder who authorizes use under this -License of the Program or a work on which the Program is based. The work thus -licensed is called the contributor's “contributor version”. - -A contributor's “essential patent claims” are all patent claims owned or -controlled by the contributor, whether already acquired or hereafter acquired, that -would be infringed by some manner, permitted by this License, of making, using, or -selling its contributor version, but do not include claims that would be infringed -only as a consequence of further modification of the contributor version. For -purposes of this definition, “control” includes the right to grant patent -sublicenses in a manner consistent with the requirements of this License. - -Each contributor grants you a non-exclusive, worldwide, royalty-free patent license -under the contributor's essential patent claims, to make, use, sell, offer for sale, -import and otherwise run, modify and propagate the contents of its contributor -version. - -In the following three paragraphs, a “patent license” is any express -agreement or commitment, however denominated, not to enforce a patent (such as an -express permission to practice a patent or covenant not to sue for patent -infringement). To “grant” such a patent license to a party means to make -such an agreement or commitment not to enforce a patent against the party. - -If you convey a covered work, knowingly relying on a patent license, and the -Corresponding Source of the work is not available for anyone to copy, free of charge -and under the terms of this License, through a publicly available network server or -other readily accessible means, then you must either **(1)** cause the Corresponding -Source to be so available, or **(2)** arrange to deprive yourself of the benefit of the -patent license for this particular work, or **(3)** arrange, in a manner consistent with -the requirements of this License, to extend the patent license to downstream -recipients. “Knowingly relying” means you have actual knowledge that, but -for the patent license, your conveying the covered work in a country, or your -recipient's use of the covered work in a country, would infringe one or more -identifiable patents in that country that you have reason to believe are valid. - -If, pursuant to or in connection with a single transaction or arrangement, you -convey, or propagate by procuring conveyance of, a covered work, and grant a patent -license to some of the parties receiving the covered work authorizing them to use, -propagate, modify or convey a specific copy of the covered work, then the patent -license you grant is automatically extended to all recipients of the covered work and -works based on it. - -A patent license is “discriminatory” if it does not include within the -scope of its coverage, prohibits the exercise of, or is conditioned on the -non-exercise of one or more of the rights that are specifically granted under this -License. You may not convey a covered work if you are a party to an arrangement with -a third party that is in the business of distributing software, under which you make -payment to the third party based on the extent of your activity of conveying the -work, and under which the third party grants, to any of the parties who would receive -the covered work from you, a discriminatory patent license **(a)** in connection with -copies of the covered work conveyed by you (or copies made from those copies), or **(b)** -primarily for and in connection with specific products or compilations that contain -the covered work, unless you entered into that arrangement, or that patent license -was granted, prior to 28 March 2007. - -Nothing in this License shall be construed as excluding or limiting any implied -license or other defenses to infringement that may otherwise be available to you -under applicable patent law. - -### 12. No Surrender of Others' Freedom - -If conditions are imposed on you (whether by court order, agreement or otherwise) -that contradict the conditions of this License, they do not excuse you from the -conditions of this License. If you cannot convey a covered work so as to satisfy -simultaneously your obligations under this License and any other pertinent -obligations, then as a consequence you may not convey it at all. For example, if you -agree to terms that obligate you to collect a royalty for further conveying from -those to whom you convey the Program, the only way you could satisfy both those terms -and this License would be to refrain entirely from conveying the Program. - -### 13. Use with the GNU Affero General Public License - -Notwithstanding any other provision of this License, you have permission to link or -combine any covered work with a work licensed under version 3 of the GNU Affero -General Public License into a single combined work, and to convey the resulting work. -The terms of this License will continue to apply to the part which is the covered -work, but the special requirements of the GNU Affero General Public License, section -13, concerning interaction through a network will apply to the combination as such. - -### 14. Revised Versions of this License - -The Free Software Foundation may publish revised and/or new versions of the GNU -General Public License from time to time. Such new versions will be similar in spirit -to the present version, but may differ in detail to address new problems or concerns. - -Each version is given a distinguishing version number. If the Program specifies that -a certain numbered version of the GNU General Public License “or any later -version” applies to it, you have the option of following the terms and -conditions either of that numbered version or of any later version published by the -Free Software Foundation. If the Program does not specify a version number of the GNU -General Public License, you may choose any version ever published by the Free -Software Foundation. - -If the Program specifies that a proxy can decide which future versions of the GNU -General Public License can be used, that proxy's public statement of acceptance of a -version permanently authorizes you to choose that version for the Program. - -Later license versions may give you additional or different permissions. However, no -additional obligations are imposed on any author or copyright holder as a result of -your choosing to follow a later version. - -### 15. Disclaimer of Warranty - -THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY APPLICABLE LAW. -EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT HOLDERS AND/OR OTHER PARTIES -PROVIDE THE PROGRAM “AS IS” WITHOUT WARRANTY OF ANY KIND, EITHER -EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF -MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE ENTIRE RISK AS TO THE -QUALITY AND PERFORMANCE OF THE PROGRAM IS WITH YOU. SHOULD THE PROGRAM PROVE -DEFECTIVE, YOU ASSUME THE COST OF ALL NECESSARY SERVICING, REPAIR OR CORRECTION. - -### 16. Limitation of Liability - -IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING WILL ANY -COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS THE PROGRAM AS -PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY GENERAL, SPECIAL, -INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE USE OR INABILITY TO USE THE -PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF DATA OR DATA BEING RENDERED INACCURATE -OR LOSSES SUSTAINED BY YOU OR THIRD PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE -WITH ANY OTHER PROGRAMS), EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE -POSSIBILITY OF SUCH DAMAGES. - -### 17. Interpretation of Sections 15 and 16 - -If the disclaimer of warranty and limitation of liability provided above cannot be -given local legal effect according to their terms, reviewing courts shall apply local -law that most closely approximates an absolute waiver of all civil liability in -connection with the Program, unless a warranty or assumption of liability accompanies -a copy of the Program in return for a fee. - -_END OF TERMS AND CONDITIONS_ - -## How to Apply These Terms to Your New Programs - -If you develop a new program, and you want it to be of the greatest possible use to -the public, the best way to achieve this is to make it free software which everyone -can redistribute and change under these terms. - -To do so, attach the following notices to the program. It is safest to attach them -to the start of each source file to most effectively state the exclusion of warranty; -and each file should have at least the “copyright” line and a pointer to -where the full notice is found. - - - Copyright (C) - - This program is free software: you can redistribute it and/or modify - it under the terms of the GNU General Public License as published by - the Free Software Foundation, either version 3 of the License, or - (at your option) any later version. - - This program is distributed in the hope that it will be useful, - but WITHOUT ANY WARRANTY; without even the implied warranty of - MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the - GNU General Public License for more details. - - You should have received a copy of the GNU General Public License - along with this program. If not, see . - -Also add information on how to contact you by electronic and paper mail. - -If the program does terminal interaction, make it output a short notice like this -when it starts in an interactive mode: - - Copyright (C) - This program comes with ABSOLUTELY NO WARRANTY; for details type 'show w'. - This is free software, and you are welcome to redistribute it - under certain conditions; type 'show c' for details. - -The hypothetical commands `show w` and `show c` should show the appropriate parts of -the General Public License. Of course, your program's commands might be different; -for a GUI interface, you would use an “about box”. - -You should also get your employer (if you work as a programmer) or school, if any, to -sign a “copyright disclaimer” for the program, if necessary. For more -information on this, and how to apply and follow the GNU GPL, see -<>. - -The GNU General Public License does not permit incorporating your program into -proprietary programs. If your program is a subroutine library, you may consider it -more useful to permit linking proprietary applications with the library. If this is -what you want to do, use the GNU Lesser General Public License instead of this -License. But first, please read -<>. diff --git a/README.md b/README.md index 3551ea33..4b7e6c6d 100644 --- a/README.md +++ b/README.md @@ -87,3 +87,7 @@ Please run all the steps here to get a fully functional development environment. Most users will not need to work directly with the core C++, instead working entirely through the Python interface. [Instructions for developing the C++ core engine are available in the subfolder](./imprint/README.md) + +## References + +- [Adaptive Experiments and a Rigorous Framework for Type I Error Verification and Computational Experiment Design](https://arxiv.org/abs/2205.09369) diff --git a/environment.yml b/environment.yml index 5443f6a7..72df6bff 100644 --- a/environment.yml +++ b/environment.yml @@ -15,10 +15,7 @@ dependencies: # C++ toolchain - cxx-compiler - clang-tools - # bazel is not currently working for installing the zip package when installed - # on mac through conda-forge. see: - # https://github.com/Confirm-Solutions/imprint/issues/82 - # - bazel + - bazel # some more nice stuff for easy dev. - pytest @@ -43,4 +40,4 @@ dependencies: # - pybind11[global] is only used by the same cppimport code. - pip: - "pybind11[global]" - - cppimport + - cppimport \ No newline at end of file diff --git a/frontend/package-lock.json b/frontend/package-lock.json index f01ed834..33b406a3 100644 --- a/frontend/package-lock.json +++ b/frontend/package-lock.json @@ -25,7 +25,7 @@ "plotly.js-dist": "^2.9.0", "react": "^17.0.2", "react-dom": "^17.0.2", - "react-scripts": "^5.0.0", + "react-scripts": "^5.0.1", "typescript": "^4.5.5", "web-vitals": "^2.1.4" }, @@ -46,11 +46,11 @@ } }, "node_modules/@babel/code-frame": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.16.7.tgz", - "integrity": "sha512-iAXqUn8IIeBTNd72xsFlgaXHkMBMt6y4HJp1tIaK465CWLT/fG1aqB7ykr95gHHmlBdGbFeWWfyB4NJJ0nmeIg==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.18.6.tgz", + "integrity": "sha512-TDCmlK5eOvH+eH7cdAFlNXeVJqWIQ7gW9tY1GJIpUtFb6CmjVyq2VM3u71bOyR8CRihcCgMUYoDNyLXao3+70Q==", "dependencies": { - "@babel/highlight": "^7.16.7" + "@babel/highlight": "^7.18.6" }, "engines": { "node": ">=6.9.0" @@ -94,9 +94,9 @@ } }, "node_modules/@babel/eslint-parser": { - "version": "7.17.0", - "resolved": "https://registry.npmjs.org/@babel/eslint-parser/-/eslint-parser-7.17.0.tgz", - "integrity": "sha512-PUEJ7ZBXbRkbq3qqM/jZ2nIuakUBqCYc7Qf52Lj7dlZ6zERnqisdHioL0l4wwQZnmskMeasqUNzLBFKs3nylXA==", + "version": "7.18.2", + "resolved": "https://registry.npmjs.org/@babel/eslint-parser/-/eslint-parser-7.18.2.tgz", + "integrity": "sha512-oFQYkE8SuH14+uR51JVAmdqwKYXGRjEXx7s+WiagVjqQ+HPE+nnwyF2qlVG8evUsUHmPcA+6YXMEDbIhEyQc5A==", "dependencies": { "eslint-scope": "^5.1.1", "eslint-visitor-keys": "^2.1.0", @@ -139,24 +139,24 @@ } }, "node_modules/@babel/generator": { - "version": "7.17.7", - "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.17.7.tgz", - "integrity": "sha512-oLcVCTeIFadUoArDTwpluncplrYBmTCCZZgXCbgNGvOBBiSDDK3eWO4b/+eOTli5tKv1lg+a5/NAXg+nTcei1w==", + "version": "7.18.7", + "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.18.7.tgz", + "integrity": "sha512-shck+7VLlY72a2w9c3zYWuE1pwOKEiQHV7GTUbSnhyl5eu3i04t30tBY82ZRWrDfo3gkakCFtevExnxbkf2a3A==", "dependencies": { - "@babel/types": "^7.17.0", - "jsesc": "^2.5.1", - "source-map": "^0.5.0" + "@babel/types": "^7.18.7", + "@jridgewell/gen-mapping": "^0.3.2", + "jsesc": "^2.5.1" }, "engines": { "node": ">=6.9.0" } }, "node_modules/@babel/helper-annotate-as-pure": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-annotate-as-pure/-/helper-annotate-as-pure-7.16.7.tgz", - "integrity": "sha512-s6t2w/IPQVTAET1HitoowRGXooX8mCgtuP5195wD/QJPV6wYjpujCGF7JuMODVX2ZAJOf1GT6DT9MHEZvLOFSw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-annotate-as-pure/-/helper-annotate-as-pure-7.18.6.tgz", + "integrity": "sha512-duORpUiYrEpzKIop6iNbjnwKLAKnJ47csTyRACyEmWj0QdUrm5aqNJGHSSEQSUAvNW0ojX0dOmK9dZduvkfeXA==", "dependencies": { - "@babel/types": "^7.16.7" + "@babel/types": "^7.18.6" }, "engines": { "node": ">=6.9.0" @@ -192,17 +192,17 @@ } }, "node_modules/@babel/helper-create-class-features-plugin": { - "version": "7.17.6", - "resolved": "https://registry.npmjs.org/@babel/helper-create-class-features-plugin/-/helper-create-class-features-plugin-7.17.6.tgz", - "integrity": "sha512-SogLLSxXm2OkBbSsHZMM4tUi8fUzjs63AT/d0YQIzr6GSd8Hxsbk2KYDX0k0DweAzGMj/YWeiCsorIdtdcW8Eg==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-create-class-features-plugin/-/helper-create-class-features-plugin-7.18.6.tgz", + "integrity": "sha512-YfDzdnoxHGV8CzqHGyCbFvXg5QESPFkXlHtvdCkesLjjVMT2Adxe4FGUR5ChIb3DxSaXO12iIOCWoXdsUVwnqw==", "dependencies": { - "@babel/helper-annotate-as-pure": "^7.16.7", - "@babel/helper-environment-visitor": "^7.16.7", - "@babel/helper-function-name": "^7.16.7", - "@babel/helper-member-expression-to-functions": "^7.16.7", - "@babel/helper-optimise-call-expression": "^7.16.7", - "@babel/helper-replace-supers": "^7.16.7", - "@babel/helper-split-export-declaration": "^7.16.7" + "@babel/helper-annotate-as-pure": "^7.18.6", + "@babel/helper-environment-visitor": "^7.18.6", + "@babel/helper-function-name": "^7.18.6", + "@babel/helper-member-expression-to-functions": "^7.18.6", + "@babel/helper-optimise-call-expression": "^7.18.6", + "@babel/helper-replace-supers": "^7.18.6", + "@babel/helper-split-export-declaration": "^7.18.6" }, "engines": { "node": ">=6.9.0" @@ -245,12 +245,9 @@ } }, "node_modules/@babel/helper-environment-visitor": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-environment-visitor/-/helper-environment-visitor-7.16.7.tgz", - "integrity": "sha512-SLLb0AAn6PkUeAfKJCCOl9e1R53pQlGAfc4y4XuMRZfqeMYLE0dM1LMhqbGAlGQY0lfw5/ohoYWAe9V1yibRag==", - "dependencies": { - "@babel/types": "^7.16.7" - }, + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-environment-visitor/-/helper-environment-visitor-7.18.6.tgz", + "integrity": "sha512-8n6gSfn2baOY+qlp+VSzsosjCVGFqWKmDF0cCWOybh52Dw3SEyoWR1KrhMJASjLwIEkkAufZ0xvr+SxLHSpy2Q==", "engines": { "node": ">=6.9.0" } @@ -267,57 +264,45 @@ } }, "node_modules/@babel/helper-function-name": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-function-name/-/helper-function-name-7.16.7.tgz", - "integrity": "sha512-QfDfEnIUyyBSR3HtrtGECuZ6DAyCkYFp7GHl75vFtTnn6pjKeK0T1DB5lLkFvBea8MdaiUABx3osbgLyInoejA==", - "dependencies": { - "@babel/helper-get-function-arity": "^7.16.7", - "@babel/template": "^7.16.7", - "@babel/types": "^7.16.7" - }, - "engines": { - "node": ">=6.9.0" - } - }, - "node_modules/@babel/helper-get-function-arity": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-get-function-arity/-/helper-get-function-arity-7.16.7.tgz", - "integrity": "sha512-flc+RLSOBXzNzVhcLu6ujeHUrD6tANAOU5ojrRx/as+tbzf8+stUCj7+IfRRoAbEZqj/ahXEMsjhOhgeZsrnTw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-function-name/-/helper-function-name-7.18.6.tgz", + "integrity": "sha512-0mWMxV1aC97dhjCah5U5Ua7668r5ZmSC2DLfH2EZnf9c3/dHZKiFa5pRLMH5tjSl471tY6496ZWk/kjNONBxhw==", "dependencies": { - "@babel/types": "^7.16.7" + "@babel/template": "^7.18.6", + "@babel/types": "^7.18.6" }, "engines": { "node": ">=6.9.0" } }, "node_modules/@babel/helper-hoist-variables": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-hoist-variables/-/helper-hoist-variables-7.16.7.tgz", - "integrity": "sha512-m04d/0Op34H5v7pbZw6pSKP7weA6lsMvfiIAMeIvkY/R4xQtBSMFEigu9QTZ2qB/9l22vsxtM8a+Q8CzD255fg==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-hoist-variables/-/helper-hoist-variables-7.18.6.tgz", + "integrity": "sha512-UlJQPkFqFULIcyW5sbzgbkxn2FKRgwWiRexcuaR8RNJRy8+LLveqPjwZV/bwrLZCN0eUHD/x8D0heK1ozuoo6Q==", "dependencies": { - "@babel/types": "^7.16.7" + "@babel/types": "^7.18.6" }, "engines": { "node": ">=6.9.0" } }, "node_modules/@babel/helper-member-expression-to-functions": { - "version": "7.17.7", - "resolved": "https://registry.npmjs.org/@babel/helper-member-expression-to-functions/-/helper-member-expression-to-functions-7.17.7.tgz", - "integrity": "sha512-thxXgnQ8qQ11W2wVUObIqDL4p148VMxkt5T/qpN5k2fboRyzFGFmKsTGViquyM5QHKUy48OZoca8kw4ajaDPyw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-member-expression-to-functions/-/helper-member-expression-to-functions-7.18.6.tgz", + "integrity": "sha512-CeHxqwwipekotzPDUuJOfIMtcIHBuc7WAzLmTYWctVigqS5RktNMQ5bEwQSuGewzYnCtTWa3BARXeiLxDTv+Ng==", "dependencies": { - "@babel/types": "^7.17.0" + "@babel/types": "^7.18.6" }, "engines": { "node": ">=6.9.0" } }, "node_modules/@babel/helper-module-imports": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.16.7.tgz", - "integrity": "sha512-LVtS6TqjJHFc+nYeITRo6VLXve70xmq7wPhWTqDJusJEgGmkAACWwMiTNrvfoQo6hEhFwAIixNkvB0jPXDL8Wg==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.18.6.tgz", + "integrity": "sha512-0NFvs3VkuSYbFi1x2Vd6tKrywq+z/cLeYC/RJNFrIX/30Bf5aiGYbtvGXolEktzJH8o5E5KJ3tT+nkxuuZFVlA==", "dependencies": { - "@babel/types": "^7.16.7" + "@babel/types": "^7.18.6" }, "engines": { "node": ">=6.9.0" @@ -342,20 +327,20 @@ } }, "node_modules/@babel/helper-optimise-call-expression": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-optimise-call-expression/-/helper-optimise-call-expression-7.16.7.tgz", - "integrity": "sha512-EtgBhg7rd/JcnpZFXpBy0ze1YRfdm7BnBX4uKMBd3ixa3RGAE002JZB66FJyNH7g0F38U05pXmA5P8cBh7z+1w==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-optimise-call-expression/-/helper-optimise-call-expression-7.18.6.tgz", + "integrity": "sha512-HP59oD9/fEHQkdcbgFCnbmgH5vIQTJbxh2yf+CdM89/glUNnuzr87Q8GIjGEnOktTROemO0Pe0iPAYbqZuOUiA==", "dependencies": { - "@babel/types": "^7.16.7" + "@babel/types": "^7.18.6" }, "engines": { "node": ">=6.9.0" } }, "node_modules/@babel/helper-plugin-utils": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-plugin-utils/-/helper-plugin-utils-7.16.7.tgz", - "integrity": "sha512-Qg3Nk7ZxpgMrsox6HreY1ZNKdBq7K72tDSliA6dCl5f007jR4ne8iD5UzuNnCJH2xBf2BEEVGr+/OL6Gdp7RxA==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-plugin-utils/-/helper-plugin-utils-7.18.6.tgz", + "integrity": "sha512-gvZnm1YAAxh13eJdkb9EWHBnF3eAub3XTLCZEehHT2kWxiKVRL64+ae5Y6Ivne0mVHmMYKT+xWgZO+gQhuLUBg==", "engines": { "node": ">=6.9.0" } @@ -374,15 +359,15 @@ } }, "node_modules/@babel/helper-replace-supers": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-replace-supers/-/helper-replace-supers-7.16.7.tgz", - "integrity": "sha512-y9vsWilTNaVnVh6xiJfABzsNpgDPKev9HnAgz6Gb1p6UUwf9NepdlsV7VXGCftJM+jqD5f7JIEubcpLjZj5dBw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-replace-supers/-/helper-replace-supers-7.18.6.tgz", + "integrity": "sha512-fTf7zoXnUGl9gF25fXCWE26t7Tvtyn6H4hkLSYhATwJvw2uYxd3aoXplMSe0g9XbwK7bmxNes7+FGO0rB/xC0g==", "dependencies": { - "@babel/helper-environment-visitor": "^7.16.7", - "@babel/helper-member-expression-to-functions": "^7.16.7", - "@babel/helper-optimise-call-expression": "^7.16.7", - "@babel/traverse": "^7.16.7", - "@babel/types": "^7.16.7" + "@babel/helper-environment-visitor": "^7.18.6", + "@babel/helper-member-expression-to-functions": "^7.18.6", + "@babel/helper-optimise-call-expression": "^7.18.6", + "@babel/traverse": "^7.18.6", + "@babel/types": "^7.18.6" }, "engines": { "node": ">=6.9.0" @@ -411,28 +396,28 @@ } }, "node_modules/@babel/helper-split-export-declaration": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-split-export-declaration/-/helper-split-export-declaration-7.16.7.tgz", - "integrity": "sha512-xbWoy/PFoxSWazIToT9Sif+jJTlrMcndIsaOKvTA6u7QEo7ilkRZpjew18/W3c7nm8fXdUDXh02VXTbZ0pGDNw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-split-export-declaration/-/helper-split-export-declaration-7.18.6.tgz", + "integrity": "sha512-bde1etTx6ZyTmobl9LLMMQsaizFVZrquTEHOqKeQESMKo4PlObf+8+JA25ZsIpZhT/WEd39+vOdLXAFG/nELpA==", "dependencies": { - "@babel/types": "^7.16.7" + "@babel/types": "^7.18.6" }, "engines": { "node": ">=6.9.0" } }, "node_modules/@babel/helper-validator-identifier": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.16.7.tgz", - "integrity": "sha512-hsEnFemeiW4D08A5gUAZxLBTXpZ39P+a+DGDsHw1yxqyQ/jzFEnxf5uTEGp+3bzAbNOxU1paTgYS4ECU/IgfDw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.18.6.tgz", + "integrity": "sha512-MmetCkz9ej86nJQV+sFCxoGGrUbU3q02kgLciwkrt9QqEB7cP39oKEY0PakknEO0Gu20SskMRi+AYZ3b1TpN9g==", "engines": { "node": ">=6.9.0" } }, "node_modules/@babel/helper-validator-option": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-validator-option/-/helper-validator-option-7.16.7.tgz", - "integrity": "sha512-TRtenOuRUVo9oIQGPC5G9DgK4743cdxvtOw0weQNpZXaS16SCBi5MNjZF8vba3ETURjZpTbVn7Vvcf2eAwFozQ==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-validator-option/-/helper-validator-option-7.18.6.tgz", + "integrity": "sha512-XO7gESt5ouv/LRJdrVjkShckw6STTaB7l9BrpBaAHDeF5YZT+01PCwmR0SJHnkW6i8OwW/EVWRShfi4j2x+KQw==", "engines": { "node": ">=6.9.0" } @@ -465,11 +450,11 @@ } }, "node_modules/@babel/highlight": { - "version": "7.16.10", - "resolved": "https://registry.npmjs.org/@babel/highlight/-/highlight-7.16.10.tgz", - "integrity": "sha512-5FnTQLSLswEj6IkgVw5KusNUUFY9ZGqe/TRFnP/BKYHYgfh7tc+C7mwiy95/yNP7Dh9x580Vv8r7u7ZfTBFxdw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/highlight/-/highlight-7.18.6.tgz", + "integrity": "sha512-u7stbOuYjaPezCuLj29hNW1v64M2Md2qupEKP1fHc7WdOA3DgLh37suiSrZYY7haUB7iBeQZ9P1uiRF359do3g==", "dependencies": { - "@babel/helper-validator-identifier": "^7.16.7", + "@babel/helper-validator-identifier": "^7.18.6", "chalk": "^2.0.0", "js-tokens": "^4.0.0" }, @@ -478,9 +463,9 @@ } }, "node_modules/@babel/parser": { - "version": "7.17.7", - "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.17.7.tgz", - "integrity": "sha512-bm3AQf45vR4gKggRfvJdYJ0gFLoCbsPxiFLSH6hTVYABptNHY6l9NrhnucVjQ/X+SPtLANT9lc0fFhikj+VBRA==", + "version": "7.18.8", + "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.18.8.tgz", + "integrity": "sha512-RSKRfYX20dyH+elbJK2uqAkVyucL+xXzhqlMD5/ZXx+dAAwpyB7HsvnHe/ZUGOF+xLr5Wx9/JoXVTj6BQE2/oA==", "bin": { "parser": "bin/babel-parser.js" }, @@ -566,15 +551,15 @@ } }, "node_modules/@babel/plugin-proposal-decorators": { - "version": "7.17.2", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-decorators/-/plugin-proposal-decorators-7.17.2.tgz", - "integrity": "sha512-WH8Z95CwTq/W8rFbMqb9p3hicpt4RX4f0K659ax2VHxgOyT6qQmUaEVEjIh4WR9Eh9NymkVn5vwsrE68fAQNUw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-decorators/-/plugin-proposal-decorators-7.18.6.tgz", + "integrity": "sha512-gAdhsjaYmiZVxx5vTMiRfj31nB7LhwBJFMSLzeDxc7X4tKLixup0+k9ughn0RcpBrv9E3PBaXJW7jF5TCihAOg==", "dependencies": { - "@babel/helper-create-class-features-plugin": "^7.17.1", - "@babel/helper-plugin-utils": "^7.16.7", - "@babel/helper-replace-supers": "^7.16.7", - "@babel/plugin-syntax-decorators": "^7.17.0", - "charcodes": "^0.2.0" + "@babel/helper-create-class-features-plugin": "^7.18.6", + "@babel/helper-plugin-utils": "^7.18.6", + "@babel/helper-replace-supers": "^7.18.6", + "@babel/helper-split-export-declaration": "^7.18.6", + "@babel/plugin-syntax-decorators": "^7.18.6" }, "engines": { "node": ">=6.9.0" @@ -817,11 +802,11 @@ } }, "node_modules/@babel/plugin-syntax-decorators": { - "version": "7.17.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-decorators/-/plugin-syntax-decorators-7.17.0.tgz", - "integrity": "sha512-qWe85yCXsvDEluNP0OyeQjH63DlhAR3W7K9BxxU1MvbDb48tgBG+Ao6IJJ6smPDrrVzSQZrbF6donpkFBMcs3A==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-decorators/-/plugin-syntax-decorators-7.18.6.tgz", + "integrity": "sha512-fqyLgjcxf/1yhyZ6A+yo1u9gJ7eleFQod2lkaUsF9DQ7sbbY3Ligym3L0+I2c0WmqNKDpoD9UTb1AKP3qRMOAQ==", "dependencies": { - "@babel/helper-plugin-utils": "^7.16.7" + "@babel/helper-plugin-utils": "^7.18.6" }, "engines": { "node": ">=6.9.0" @@ -853,11 +838,11 @@ } }, "node_modules/@babel/plugin-syntax-flow": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-flow/-/plugin-syntax-flow-7.16.7.tgz", - "integrity": "sha512-UDo3YGQO0jH6ytzVwgSLv9i/CzMcUjbKenL67dTrAZPPv6GFAtDhe6jqnvmoKzC/7htNTohhos+onPtDMqJwaQ==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-flow/-/plugin-syntax-flow-7.18.6.tgz", + "integrity": "sha512-LUbR+KNTBWCUAqRG9ex5Gnzu2IOkt8jRJbHHXFT9q+L9zm7M/QQbEqXyw1n1pohYvOyWC8CjeyjrSaIwiYjK7A==", "dependencies": { - "@babel/helper-plugin-utils": "^7.16.7" + "@babel/helper-plugin-utils": "^7.18.6" }, "engines": { "node": ">=6.9.0" @@ -997,11 +982,11 @@ } }, "node_modules/@babel/plugin-syntax-typescript": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-typescript/-/plugin-syntax-typescript-7.16.7.tgz", - "integrity": "sha512-YhUIJHHGkqPgEcMYkPCKTyGUdoGKWtopIycQyjJH8OjvRgOYsXsaKehLVPScKJWAULPxMa4N1vCe6szREFlZ7A==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-typescript/-/plugin-syntax-typescript-7.18.6.tgz", + "integrity": "sha512-mAWAuq4rvOepWCBid55JuRNvpTNf2UGVgoz4JV0fXEKolsVZDzsa4NqCef758WZJj/GDu0gVGItjKFiClTAmZA==", "dependencies": { - "@babel/helper-plugin-utils": "^7.16.7" + "@babel/helper-plugin-utils": "^7.18.6" }, "engines": { "node": ">=6.9.0" @@ -1162,12 +1147,12 @@ } }, "node_modules/@babel/plugin-transform-flow-strip-types": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/plugin-transform-flow-strip-types/-/plugin-transform-flow-strip-types-7.16.7.tgz", - "integrity": "sha512-mzmCq3cNsDpZZu9FADYYyfZJIOrSONmHcop2XEKPdBNMa4PDC4eEvcOvzZaCNcjKu72v0XQlA5y1g58aLRXdYg==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-transform-flow-strip-types/-/plugin-transform-flow-strip-types-7.18.6.tgz", + "integrity": "sha512-wE0xtA7csz+hw4fKPwxmu5jnzAsXPIO57XnRwzXP3T19jWh1BODnPGoG9xKYwvAwusP7iUktHayRFbMPGtODaQ==", "dependencies": { - "@babel/helper-plugin-utils": "^7.16.7", - "@babel/plugin-syntax-flow": "^7.16.7" + "@babel/helper-plugin-utils": "^7.18.6", + "@babel/plugin-syntax-flow": "^7.18.6" }, "engines": { "node": ">=6.9.0" @@ -1475,15 +1460,15 @@ } }, "node_modules/@babel/plugin-transform-runtime": { - "version": "7.17.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-transform-runtime/-/plugin-transform-runtime-7.17.0.tgz", - "integrity": "sha512-fr7zPWnKXNc1xoHfrIU9mN/4XKX4VLZ45Q+oMhfsYIaHvg7mHgmhfOy/ckRWqDK7XF3QDigRpkh5DKq6+clE8A==", - "dependencies": { - "@babel/helper-module-imports": "^7.16.7", - "@babel/helper-plugin-utils": "^7.16.7", - "babel-plugin-polyfill-corejs2": "^0.3.0", - "babel-plugin-polyfill-corejs3": "^0.5.0", - "babel-plugin-polyfill-regenerator": "^0.3.0", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-transform-runtime/-/plugin-transform-runtime-7.18.6.tgz", + "integrity": "sha512-8uRHk9ZmRSnWqUgyae249EJZ94b0yAGLBIqzZzl+0iEdbno55Pmlt/32JZsHwXD9k/uZj18Aqqk35wBX4CBTXA==", + "dependencies": { + "@babel/helper-module-imports": "^7.18.6", + "@babel/helper-plugin-utils": "^7.18.6", + "babel-plugin-polyfill-corejs2": "^0.3.1", + "babel-plugin-polyfill-corejs3": "^0.5.2", + "babel-plugin-polyfill-regenerator": "^0.3.1", "semver": "^6.3.0" }, "engines": { @@ -1565,13 +1550,13 @@ } }, "node_modules/@babel/plugin-transform-typescript": { - "version": "7.16.8", - "resolved": "https://registry.npmjs.org/@babel/plugin-transform-typescript/-/plugin-transform-typescript-7.16.8.tgz", - "integrity": "sha512-bHdQ9k7YpBDO2d0NVfkj51DpQcvwIzIusJ7mEUaMlbZq3Kt/U47j24inXZHQ5MDiYpCs+oZiwnXyKedE8+q7AQ==", + "version": "7.18.8", + "resolved": "https://registry.npmjs.org/@babel/plugin-transform-typescript/-/plugin-transform-typescript-7.18.8.tgz", + "integrity": "sha512-p2xM8HI83UObjsZGofMV/EdYjamsDm6MoN3hXPYIT0+gxIoopE+B7rPYKAxfrz9K9PK7JafTTjqYC6qipLExYA==", "dependencies": { - "@babel/helper-create-class-features-plugin": "^7.16.7", - "@babel/helper-plugin-utils": "^7.16.7", - "@babel/plugin-syntax-typescript": "^7.16.7" + "@babel/helper-create-class-features-plugin": "^7.18.6", + "@babel/helper-plugin-utils": "^7.18.6", + "@babel/plugin-syntax-typescript": "^7.18.6" }, "engines": { "node": ">=6.9.0" @@ -1731,13 +1716,13 @@ } }, "node_modules/@babel/preset-typescript": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/preset-typescript/-/preset-typescript-7.16.7.tgz", - "integrity": "sha512-WbVEmgXdIyvzB77AQjGBEyYPZx+8tTsO50XtfozQrkW8QB2rLJpH2lgx0TRw5EJrBxOZQ+wCcyPVQvS8tjEHpQ==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/preset-typescript/-/preset-typescript-7.18.6.tgz", + "integrity": "sha512-s9ik86kXBAnD760aybBucdpnLsAt0jK1xqJn2juOn9lkOvSHV60os5hxoVJsPzMQxvnUJFAlkont2DvvaYEBtQ==", "dependencies": { - "@babel/helper-plugin-utils": "^7.16.7", - "@babel/helper-validator-option": "^7.16.7", - "@babel/plugin-transform-typescript": "^7.16.7" + "@babel/helper-plugin-utils": "^7.18.6", + "@babel/helper-validator-option": "^7.18.6", + "@babel/plugin-transform-typescript": "^7.18.6" }, "engines": { "node": ">=6.9.0" @@ -1747,9 +1732,9 @@ } }, "node_modules/@babel/runtime": { - "version": "7.17.2", - "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.17.2.tgz", - "integrity": "sha512-hzeyJyMA1YGdJTuWU0e/j4wKXrU4OMFvY2MSlaI9B7VQb0r5cxTE3EAIS2Q7Tn2RIcDkRvTA/v2JsAEhxe99uw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.18.6.tgz", + "integrity": "sha512-t9wi7/AW6XtKahAe20Yw0/mMljKq0B1r2fPdvaAdV/KPDZewFXdaaa6K7lxmZBZ8FBNpCiAT6iHPmd6QO9bKfQ==", "dependencies": { "regenerator-runtime": "^0.13.4" }, @@ -1758,9 +1743,9 @@ } }, "node_modules/@babel/runtime-corejs3": { - "version": "7.17.7", - "resolved": "https://registry.npmjs.org/@babel/runtime-corejs3/-/runtime-corejs3-7.17.7.tgz", - "integrity": "sha512-TvliGJjhxis5m7xIMvlXH/xG8Oa/LK0SCUCyfKD6nLi42n5fB4WibDJ0g9trmmBB6hwpMNx+Lzbxy9/4gpMaVw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/runtime-corejs3/-/runtime-corejs3-7.18.6.tgz", + "integrity": "sha512-cOu5wH2JFBgMjje+a+fz2JNIWU4GzYpl05oSob3UDvBEh6EuIn+TXFHMmBbhSb+k/4HMzgKCQfEEDArAWNF9Cw==", "dependencies": { "core-js-pure": "^3.20.2", "regenerator-runtime": "^0.13.4" @@ -1770,31 +1755,31 @@ } }, "node_modules/@babel/template": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/template/-/template-7.16.7.tgz", - "integrity": "sha512-I8j/x8kHUrbYRTUxXrrMbfCa7jxkE7tZre39x3kjr9hvI82cK1FfqLygotcWN5kdPGWcLdWMHpSBavse5tWw3w==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/template/-/template-7.18.6.tgz", + "integrity": "sha512-JoDWzPe+wgBsTTgdnIma3iHNFC7YVJoPssVBDjiHfNlyt4YcunDtcDOUmfVDfCK5MfdsaIoX9PkijPhjH3nYUw==", "dependencies": { - "@babel/code-frame": "^7.16.7", - "@babel/parser": "^7.16.7", - "@babel/types": "^7.16.7" + "@babel/code-frame": "^7.18.6", + "@babel/parser": "^7.18.6", + "@babel/types": "^7.18.6" }, "engines": { "node": ">=6.9.0" } }, "node_modules/@babel/traverse": { - "version": "7.17.3", - "resolved": "https://registry.npmjs.org/@babel/traverse/-/traverse-7.17.3.tgz", - "integrity": "sha512-5irClVky7TxRWIRtxlh2WPUUOLhcPN06AGgaQSB8AEwuyEBgJVuJ5imdHm5zxk8w0QS5T+tDfnDxAlhWjpb7cw==", - "dependencies": { - "@babel/code-frame": "^7.16.7", - "@babel/generator": "^7.17.3", - "@babel/helper-environment-visitor": "^7.16.7", - "@babel/helper-function-name": "^7.16.7", - "@babel/helper-hoist-variables": "^7.16.7", - "@babel/helper-split-export-declaration": "^7.16.7", - "@babel/parser": "^7.17.3", - "@babel/types": "^7.17.0", + "version": "7.18.8", + "resolved": "https://registry.npmjs.org/@babel/traverse/-/traverse-7.18.8.tgz", + "integrity": "sha512-UNg/AcSySJYR/+mIcJQDCv00T+AqRO7j/ZEJLzpaYtgM48rMg5MnkJgyNqkzo88+p4tfRvZJCEiwwfG6h4jkRg==", + "dependencies": { + "@babel/code-frame": "^7.18.6", + "@babel/generator": "^7.18.7", + "@babel/helper-environment-visitor": "^7.18.6", + "@babel/helper-function-name": "^7.18.6", + "@babel/helper-hoist-variables": "^7.18.6", + "@babel/helper-split-export-declaration": "^7.18.6", + "@babel/parser": "^7.18.8", + "@babel/types": "^7.18.8", "debug": "^4.1.0", "globals": "^11.1.0" }, @@ -1803,11 +1788,11 @@ } }, "node_modules/@babel/types": { - "version": "7.17.0", - "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.17.0.tgz", - "integrity": "sha512-TmKSNO4D5rzhL5bjWFcVHHLETzfQ/AmbKpKPOSjlP0WoHZ6L911fgoOKY4Alp/emzG4cHJdyN49zpgkbXFEHHw==", + "version": "7.18.8", + "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.18.8.tgz", + "integrity": "sha512-qwpdsmraq0aJ3osLJRApsc2ouSJCdnMeZwB0DhbtHAtRpZNZCdlbRnHIgcRKzdE1g0iOGg644fzjOBcdOz9cPw==", "dependencies": { - "@babel/helper-validator-identifier": "^7.16.7", + "@babel/helper-validator-identifier": "^7.18.6", "to-fast-properties": "^2.0.0" }, "engines": { @@ -2840,6 +2825,19 @@ "node": ">=8" } }, + "node_modules/@jridgewell/gen-mapping": { + "version": "0.3.2", + "resolved": "https://registry.npmjs.org/@jridgewell/gen-mapping/-/gen-mapping-0.3.2.tgz", + "integrity": "sha512-mh65xKQAzI6iBcFzwv28KVWSmCkdRBWoOh+bYQGW3+6OZvbbN3TqMGo5hqYxQniRcH9F2VZIoJCm4pa3BPDK/A==", + "dependencies": { + "@jridgewell/set-array": "^1.0.1", + "@jridgewell/sourcemap-codec": "^1.4.10", + "@jridgewell/trace-mapping": "^0.3.9" + }, + "engines": { + "node": ">=6.0.0" + } + }, "node_modules/@jridgewell/resolve-uri": { "version": "3.0.5", "resolved": "https://registry.npmjs.org/@jridgewell/resolve-uri/-/resolve-uri-3.0.5.tgz", @@ -2848,15 +2846,23 @@ "node": ">=6.0.0" } }, + "node_modules/@jridgewell/set-array": { + "version": "1.1.2", + "resolved": "https://registry.npmjs.org/@jridgewell/set-array/-/set-array-1.1.2.tgz", + "integrity": "sha512-xnkseuNADM0gt2bs+BvhO0p78Mk762YnZdsuzFV018NoG1Sj1SCQvpSqa7XUaTam5vAGasABV9qXASMKnFMwMw==", + "engines": { + "node": ">=6.0.0" + } + }, "node_modules/@jridgewell/sourcemap-codec": { "version": "1.4.11", "resolved": "https://registry.npmjs.org/@jridgewell/sourcemap-codec/-/sourcemap-codec-1.4.11.tgz", "integrity": "sha512-Fg32GrJo61m+VqYSdRSjRXMjQ06j8YIYfcTqndLYVAaHmroZHLJZCydsWBOTDqXS2v+mjxohBWEMfg97GXmYQg==" }, "node_modules/@jridgewell/trace-mapping": { - "version": "0.3.4", - "resolved": "https://registry.npmjs.org/@jridgewell/trace-mapping/-/trace-mapping-0.3.4.tgz", - "integrity": "sha512-vFv9ttIedivx0ux3QSjhgtCVjPZd5l46ZOMDSCwnH1yUO2e964gO8LZGyv2QkqcgR6TnBU1v+1IFqmeoG+0UJQ==", + "version": "0.3.14", + "resolved": "https://registry.npmjs.org/@jridgewell/trace-mapping/-/trace-mapping-0.3.14.tgz", + "integrity": "sha512-bJWEfQ9lPTvm3SneWwRFVLzrh6nhjwqw7TUFFBEMzwvg7t7PCDenf2lDwqo4NQXzdpgBXyFgDWnQA+2vkruksQ==", "dependencies": { "@jridgewell/resolve-uri": "^3.0.3", "@jridgewell/sourcemap-codec": "^1.4.10" @@ -3280,9 +3286,9 @@ "integrity": "sha512-EYNwp3bU+98cpU4lAWYYL7Zz+2gryWH1qbdDTidVd6hkiR6weksdbMadyXKXNPEkQFhXM+hVO9ZygomHXp+AIw==" }, "node_modules/@rushstack/eslint-patch": { - "version": "1.1.1", - "resolved": "https://registry.npmjs.org/@rushstack/eslint-patch/-/eslint-patch-1.1.1.tgz", - "integrity": "sha512-BUyKJGdDWqvWC5GEhyOiUrGNi9iJUr4CU0O2WxJL6QJhHeeA/NVBalH+FeK0r/x/W0rPymXt5s78TDS7d6lCwg==" + "version": "1.1.4", + "resolved": "https://registry.npmjs.org/@rushstack/eslint-patch/-/eslint-patch-1.1.4.tgz", + "integrity": "sha512-LwzQKA4vzIct1zNZzBmRKI9QuNpLgTQMEjsQLf3BXuGYb3QPTP4Yjf6mkdX+X1mYttZ808QpOwAzZjv28kq7DA==" }, "node_modules/@sinonjs/commons": { "version": "1.8.3", @@ -3930,7 +3936,7 @@ "node_modules/@types/json5": { "version": "0.0.29", "resolved": "https://registry.npmjs.org/@types/json5/-/json5-0.0.29.tgz", - "integrity": "sha1-7ihweulOEdK4J7y+UnC86n8+ce4=" + "integrity": "sha512-dRLjCWHYg4oaA77cxO64oO+7JwCwnIzkZPdrrC71jQmQtlhM556pwKo5bUzqvZndkVbeFLIIi+9TC40JNF5hNQ==" }, "node_modules/@types/mime": { "version": "1.3.2", @@ -4108,18 +4114,18 @@ "integrity": "sha512-iO9ZQHkZxHn4mSakYV0vFHAVDyEOIJQrV2uZ06HxEPcx+mt8swXoZHIbaaJ2crJYFfErySgktuTZ3BeLz+XmFA==" }, "node_modules/@typescript-eslint/eslint-plugin": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/eslint-plugin/-/eslint-plugin-5.15.0.tgz", - "integrity": "sha512-u6Db5JfF0Esn3tiAKELvoU5TpXVSkOpZ78cEGn/wXtT2RVqs2vkt4ge6N8cRCyw7YVKhmmLDbwI2pg92mlv7cA==", - "dependencies": { - "@typescript-eslint/scope-manager": "5.15.0", - "@typescript-eslint/type-utils": "5.15.0", - "@typescript-eslint/utils": "5.15.0", - "debug": "^4.3.2", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/eslint-plugin/-/eslint-plugin-5.30.6.tgz", + "integrity": "sha512-J4zYMIhgrx4MgnZrSDD7sEnQp7FmhKNOaqaOpaoQ/SfdMfRB/0yvK74hTnvH+VQxndZynqs5/Hn4t+2/j9bADg==", + "dependencies": { + "@typescript-eslint/scope-manager": "5.30.6", + "@typescript-eslint/type-utils": "5.30.6", + "@typescript-eslint/utils": "5.30.6", + "debug": "^4.3.4", "functional-red-black-tree": "^1.0.1", - "ignore": "^5.1.8", + "ignore": "^5.2.0", "regexpp": "^3.2.0", - "semver": "^7.3.5", + "semver": "^7.3.7", "tsutils": "^3.21.0" }, "engines": { @@ -4139,10 +4145,26 @@ } } }, + "node_modules/@typescript-eslint/eslint-plugin/node_modules/debug": { + "version": "4.3.4", + "resolved": "https://registry.npmjs.org/debug/-/debug-4.3.4.tgz", + "integrity": "sha512-PRWFHuSU3eDtQJPvnNY7Jcket1j0t5OuOsFzPPzsekD52Zl8qUfFIPEiswXqIvHWGVHOgX+7G/vCNNhehwxfkQ==", + "dependencies": { + "ms": "2.1.2" + }, + "engines": { + "node": ">=6.0" + }, + "peerDependenciesMeta": { + "supports-color": { + "optional": true + } + } + }, "node_modules/@typescript-eslint/eslint-plugin/node_modules/semver": { - "version": "7.3.5", - "resolved": "https://registry.npmjs.org/semver/-/semver-7.3.5.tgz", - "integrity": "sha512-PoeGJYh8HK4BTO/a9Tf6ZG3veo/A7ZVsYrSA6J8ny9nb3B1VrpkuN+z9OE5wfE5p6H4LchYZsegiQgbJD94ZFQ==", + "version": "7.3.7", + "resolved": "https://registry.npmjs.org/semver/-/semver-7.3.7.tgz", + "integrity": "sha512-QlYTucUYOews+WeEujDoEGziz4K6c47V/Bd+LjSSYcA94p+DmINdf7ncaUinThfvZyu13lN9OY1XDxt8C0Tw0g==", "dependencies": { "lru-cache": "^6.0.0" }, @@ -4154,11 +4176,11 @@ } }, "node_modules/@typescript-eslint/experimental-utils": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/experimental-utils/-/experimental-utils-5.15.0.tgz", - "integrity": "sha512-AJOOaBrVqKYWaYDBtgMi9XVDB3YHXlffto/3A4VQ39VVaNqosSOp/nW09G4N/ej8WlzHQB2jTnSfP5wWsXSQJA==", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/experimental-utils/-/experimental-utils-5.30.6.tgz", + "integrity": "sha512-bqvT+0L8IjtW7MCrMgm9oVNxs4g7mESro1mm5c1/SNfTnHuFTf9OUX1WzVkTz75M9cp//UrTrSmGvK48NEKshQ==", "dependencies": { - "@typescript-eslint/utils": "5.15.0" + "@typescript-eslint/utils": "5.30.6" }, "engines": { "node": "^12.22.0 || ^14.17.0 || >=16.0.0" @@ -4172,14 +4194,14 @@ } }, "node_modules/@typescript-eslint/parser": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/parser/-/parser-5.15.0.tgz", - "integrity": "sha512-NGAYP/+RDM2sVfmKiKOCgJYPstAO40vPAgACoWPO/+yoYKSgAXIFaBKsV8P0Cc7fwKgvj27SjRNX4L7f4/jCKQ==", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/parser/-/parser-5.30.6.tgz", + "integrity": "sha512-gfF9lZjT0p2ZSdxO70Xbw8w9sPPJGfAdjK7WikEjB3fcUI/yr9maUVEdqigBjKincUYNKOmf7QBMiTf719kbrA==", "dependencies": { - "@typescript-eslint/scope-manager": "5.15.0", - "@typescript-eslint/types": "5.15.0", - "@typescript-eslint/typescript-estree": "5.15.0", - "debug": "^4.3.2" + "@typescript-eslint/scope-manager": "5.30.6", + "@typescript-eslint/types": "5.30.6", + "@typescript-eslint/typescript-estree": "5.30.6", + "debug": "^4.3.4" }, "engines": { "node": "^12.22.0 || ^14.17.0 || >=16.0.0" @@ -4197,13 +4219,29 @@ } } }, + "node_modules/@typescript-eslint/parser/node_modules/debug": { + "version": "4.3.4", + "resolved": "https://registry.npmjs.org/debug/-/debug-4.3.4.tgz", + "integrity": "sha512-PRWFHuSU3eDtQJPvnNY7Jcket1j0t5OuOsFzPPzsekD52Zl8qUfFIPEiswXqIvHWGVHOgX+7G/vCNNhehwxfkQ==", + "dependencies": { + "ms": "2.1.2" + }, + "engines": { + "node": ">=6.0" + }, + "peerDependenciesMeta": { + "supports-color": { + "optional": true + } + } + }, "node_modules/@typescript-eslint/scope-manager": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/scope-manager/-/scope-manager-5.15.0.tgz", - "integrity": "sha512-EFiZcSKrHh4kWk0pZaa+YNJosvKE50EnmN4IfgjkA3bTHElPtYcd2U37QQkNTqwMCS7LXeDeZzEqnsOH8chjSg==", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/scope-manager/-/scope-manager-5.30.6.tgz", + "integrity": "sha512-Hkq5PhLgtVoW1obkqYH0i4iELctEKixkhWLPTYs55doGUKCASvkjOXOd/pisVeLdO24ZX9D6yymJ/twqpJiG3g==", "dependencies": { - "@typescript-eslint/types": "5.15.0", - "@typescript-eslint/visitor-keys": "5.15.0" + "@typescript-eslint/types": "5.30.6", + "@typescript-eslint/visitor-keys": "5.30.6" }, "engines": { "node": "^12.22.0 || ^14.17.0 || >=16.0.0" @@ -4214,12 +4252,12 @@ } }, "node_modules/@typescript-eslint/type-utils": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/type-utils/-/type-utils-5.15.0.tgz", - "integrity": "sha512-KGeDoEQ7gHieLydujGEFLyLofipe9PIzfvA/41urz4hv+xVxPEbmMQonKSynZ0Ks2xDhJQ4VYjB3DnRiywvKDA==", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/type-utils/-/type-utils-5.30.6.tgz", + "integrity": "sha512-GFVVzs2j0QPpM+NTDMXtNmJKlF842lkZKDSanIxf+ArJsGeZUIaeT4jGg+gAgHt7AcQSFwW7htzF/rbAh2jaVA==", "dependencies": { - "@typescript-eslint/utils": "5.15.0", - "debug": "^4.3.2", + "@typescript-eslint/utils": "5.30.6", + "debug": "^4.3.4", "tsutils": "^3.21.0" }, "engines": { @@ -4238,10 +4276,26 @@ } } }, + "node_modules/@typescript-eslint/type-utils/node_modules/debug": { + "version": "4.3.4", + "resolved": "https://registry.npmjs.org/debug/-/debug-4.3.4.tgz", + "integrity": "sha512-PRWFHuSU3eDtQJPvnNY7Jcket1j0t5OuOsFzPPzsekD52Zl8qUfFIPEiswXqIvHWGVHOgX+7G/vCNNhehwxfkQ==", + "dependencies": { + "ms": "2.1.2" + }, + "engines": { + "node": ">=6.0" + }, + "peerDependenciesMeta": { + "supports-color": { + "optional": true + } + } + }, "node_modules/@typescript-eslint/types": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/types/-/types-5.15.0.tgz", - "integrity": "sha512-yEiTN4MDy23vvsIksrShjNwQl2vl6kJeG9YkVJXjXZnkJElzVK8nfPsWKYxcsGWG8GhurYXP4/KGj3aZAxbeOA==", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/types/-/types-5.30.6.tgz", + "integrity": "sha512-HdnP8HioL1F7CwVmT4RaaMX57RrfqsOMclZc08wGMiDYJBsLGBM7JwXM4cZJmbWLzIR/pXg1kkrBBVpxTOwfUg==", "engines": { "node": "^12.22.0 || ^14.17.0 || >=16.0.0" }, @@ -4251,16 +4305,16 @@ } }, "node_modules/@typescript-eslint/typescript-estree": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/typescript-estree/-/typescript-estree-5.15.0.tgz", - "integrity": "sha512-Hb0e3dGc35b75xLzixM3cSbG1sSbrTBQDfIScqdyvrfJZVEi4XWAT+UL/HMxEdrJNB8Yk28SKxPLtAhfCbBInA==", - "dependencies": { - "@typescript-eslint/types": "5.15.0", - "@typescript-eslint/visitor-keys": "5.15.0", - "debug": "^4.3.2", - "globby": "^11.0.4", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/typescript-estree/-/typescript-estree-5.30.6.tgz", + "integrity": "sha512-Z7TgPoeYUm06smfEfYF0RBkpF8csMyVnqQbLYiGgmUSTaSXTP57bt8f0UFXstbGxKIreTwQCujtaH0LY9w9B+A==", + "dependencies": { + "@typescript-eslint/types": "5.30.6", + "@typescript-eslint/visitor-keys": "5.30.6", + "debug": "^4.3.4", + "globby": "^11.1.0", "is-glob": "^4.0.3", - "semver": "^7.3.5", + "semver": "^7.3.7", "tsutils": "^3.21.0" }, "engines": { @@ -4276,10 +4330,26 @@ } } }, + "node_modules/@typescript-eslint/typescript-estree/node_modules/debug": { + "version": "4.3.4", + "resolved": "https://registry.npmjs.org/debug/-/debug-4.3.4.tgz", + "integrity": "sha512-PRWFHuSU3eDtQJPvnNY7Jcket1j0t5OuOsFzPPzsekD52Zl8qUfFIPEiswXqIvHWGVHOgX+7G/vCNNhehwxfkQ==", + "dependencies": { + "ms": "2.1.2" + }, + "engines": { + "node": ">=6.0" + }, + "peerDependenciesMeta": { + "supports-color": { + "optional": true + } + } + }, "node_modules/@typescript-eslint/typescript-estree/node_modules/semver": { - "version": "7.3.5", - "resolved": "https://registry.npmjs.org/semver/-/semver-7.3.5.tgz", - "integrity": "sha512-PoeGJYh8HK4BTO/a9Tf6ZG3veo/A7ZVsYrSA6J8ny9nb3B1VrpkuN+z9OE5wfE5p6H4LchYZsegiQgbJD94ZFQ==", + "version": "7.3.7", + "resolved": "https://registry.npmjs.org/semver/-/semver-7.3.7.tgz", + "integrity": "sha512-QlYTucUYOews+WeEujDoEGziz4K6c47V/Bd+LjSSYcA94p+DmINdf7ncaUinThfvZyu13lN9OY1XDxt8C0Tw0g==", "dependencies": { "lru-cache": "^6.0.0" }, @@ -4291,14 +4361,14 @@ } }, "node_modules/@typescript-eslint/utils": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/utils/-/utils-5.15.0.tgz", - "integrity": "sha512-081rWu2IPKOgTOhHUk/QfxuFog8m4wxW43sXNOMSCdh578tGJ1PAaWPsj42LOa7pguh173tNlMigsbrHvh/mtA==", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/utils/-/utils-5.30.6.tgz", + "integrity": "sha512-xFBLc/esUbLOJLk9jKv0E9gD/OH966M40aY9jJ8GiqpSkP2xOV908cokJqqhVd85WoIvHVHYXxSFE4cCSDzVvA==", "dependencies": { "@types/json-schema": "^7.0.9", - "@typescript-eslint/scope-manager": "5.15.0", - "@typescript-eslint/types": "5.15.0", - "@typescript-eslint/typescript-estree": "5.15.0", + "@typescript-eslint/scope-manager": "5.30.6", + "@typescript-eslint/types": "5.30.6", + "@typescript-eslint/typescript-estree": "5.30.6", "eslint-scope": "^5.1.1", "eslint-utils": "^3.0.0" }, @@ -4334,12 +4404,12 @@ } }, "node_modules/@typescript-eslint/visitor-keys": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/visitor-keys/-/visitor-keys-5.15.0.tgz", - "integrity": "sha512-+vX5FKtgvyHbmIJdxMJ2jKm9z2BIlXJiuewI8dsDYMp5LzPUcuTT78Ya5iwvQg3VqSVdmxyM8Anj1Jeq7733ZQ==", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/visitor-keys/-/visitor-keys-5.30.6.tgz", + "integrity": "sha512-41OiCjdL2mCaSDi2SvYbzFLlqqlm5v1ZW9Ym55wXKL/Rx6OOB1IbuFGo71Fj6Xy90gJDFTlgOS+vbmtGHPTQQA==", "dependencies": { - "@typescript-eslint/types": "5.15.0", - "eslint-visitor-keys": "^3.0.0" + "@typescript-eslint/types": "5.30.6", + "eslint-visitor-keys": "^3.3.0" }, "engines": { "node": "^12.22.0 || ^14.17.0 || >=16.0.0" @@ -4584,11 +4654,11 @@ } }, "node_modules/address": { - "version": "1.1.2", - "resolved": "https://registry.npmjs.org/address/-/address-1.1.2.tgz", - "integrity": "sha512-aT6camzM4xEA54YVJYSqxz1kv4IHnQZRtThJJHhUMRExaU5spC7jX5ugSwTaTgJliIgs4VhZOk7htClvQ/LmRA==", + "version": "1.2.0", + "resolved": "https://registry.npmjs.org/address/-/address-1.2.0.tgz", + "integrity": "sha512-tNEZYz5G/zYunxFm7sfhAxkXEuLj3K6BKwv6ZURlsF6yiUQ65z0Q2wZW9L5cPUl9ocofGvXOdFYbFHp0+6MOig==", "engines": { - "node": ">= 0.12.0" + "node": ">= 10.0.0" } }, "node_modules/adjust-sourcemap-loader": { @@ -4772,13 +4842,13 @@ "integrity": "sha512-hNfzcOV8W4NdualtqBFPyVO+54DSJuZGY9qT4pRroB6S9e3iiido2ISIC5h9R2sPJ8H3FHCIiEnsv1lPXO3KtQ==" }, "node_modules/array-includes": { - "version": "3.1.4", - "resolved": "https://registry.npmjs.org/array-includes/-/array-includes-3.1.4.tgz", - "integrity": "sha512-ZTNSQkmWumEbiHO2GF4GmWxYVTiQyJy2XOTa15sdQSrvKn7l+180egQMqlrMOUMCyLMD7pmyQe4mMDUT6Behrw==", + "version": "3.1.5", + "resolved": "https://registry.npmjs.org/array-includes/-/array-includes-3.1.5.tgz", + "integrity": "sha512-iSDYZMMyTPkiFasVqfuAQnWAYcvO/SeBSCGKePoEthjp4LEMTe4uLc7b025o4jAZpHhihh8xPo99TNWUWWkGDQ==", "dependencies": { "call-bind": "^1.0.2", - "define-properties": "^1.1.3", - "es-abstract": "^1.19.1", + "define-properties": "^1.1.4", + "es-abstract": "^1.19.5", "get-intrinsic": "^1.1.1", "is-string": "^1.0.7" }, @@ -4798,13 +4868,14 @@ } }, "node_modules/array.prototype.flat": { - "version": "1.2.5", - "resolved": "https://registry.npmjs.org/array.prototype.flat/-/array.prototype.flat-1.2.5.tgz", - "integrity": "sha512-KaYU+S+ndVqyUnignHftkwc58o3uVU1jzczILJ1tN2YaIZpFIKBiP/x/j97E5MVPsaCloPbqWLB/8qCTVvT2qg==", + "version": "1.3.0", + "resolved": "https://registry.npmjs.org/array.prototype.flat/-/array.prototype.flat-1.3.0.tgz", + "integrity": "sha512-12IUEkHsAhA4DY5s0FPgNXIdc8VRSqD9Zp78a5au9abH/SOBrsp082JOWFNTjkMozh8mqcdiKuaLGhPeYztxSw==", "dependencies": { "call-bind": "^1.0.2", "define-properties": "^1.1.3", - "es-abstract": "^1.19.0" + "es-abstract": "^1.19.2", + "es-shim-unscopables": "^1.0.0" }, "engines": { "node": ">= 0.4" @@ -4814,13 +4885,14 @@ } }, "node_modules/array.prototype.flatmap": { - "version": "1.2.5", - "resolved": "https://registry.npmjs.org/array.prototype.flatmap/-/array.prototype.flatmap-1.2.5.tgz", - "integrity": "sha512-08u6rVyi1Lj7oqWbS9nUxliETrtIROT4XGTA4D/LWGten6E3ocm7cy9SIrmNHOL5XVbVuckUp3X6Xyg8/zpvHA==", + "version": "1.3.0", + "resolved": "https://registry.npmjs.org/array.prototype.flatmap/-/array.prototype.flatmap-1.3.0.tgz", + "integrity": "sha512-PZC9/8TKAIxcWKdyeb77EzULHPrIX/tIZebLJUQOMR1OwYosT8yggdfWScfTBCDj5utONvOuPQQumYsU2ULbkg==", "dependencies": { - "call-bind": "^1.0.0", + "call-bind": "^1.0.2", "define-properties": "^1.1.3", - "es-abstract": "^1.19.0" + "es-abstract": "^1.19.2", + "es-shim-unscopables": "^1.0.0" }, "engines": { "node": ">= 0.4" @@ -4848,7 +4920,7 @@ "node_modules/ast-types-flow": { "version": "0.0.7", "resolved": "https://registry.npmjs.org/ast-types-flow/-/ast-types-flow-0.0.7.tgz", - "integrity": "sha1-9wtzXGvKGlycItmCw+Oef+ujva0=" + "integrity": "sha512-eBvWn1lvIApYMhzQMsu9ciLfkBY499mFZlNqG+/9WR7PVlroQw0vG30cOQQbaKz3sCEc44TAOu2ykzqXSNnwag==" }, "node_modules/async": { "version": "2.6.3", @@ -4926,9 +4998,9 @@ } }, "node_modules/axe-core": { - "version": "4.4.1", - "resolved": "https://registry.npmjs.org/axe-core/-/axe-core-4.4.1.tgz", - "integrity": "sha512-gd1kmb21kwNuWr6BQz8fv6GNECPBnUasepcoLbekws23NVBLODdsClRZ+bQ8+9Uomf3Sm3+Vwn0oYG9NvwnJCw==", + "version": "4.4.3", + "resolved": "https://registry.npmjs.org/axe-core/-/axe-core-4.4.3.tgz", + "integrity": "sha512-32+ub6kkdhhWick/UjvEwRchgoetXqTK14INLqbGm5U2TzBkBNF3nQtLYm8ovxSkQWArjEQvftCKryjZaATu3w==", "engines": { "node": ">=4" } @@ -5544,14 +5616,6 @@ "node": ">=10" } }, - "node_modules/charcodes": { - "version": "0.2.0", - "resolved": "https://registry.npmjs.org/charcodes/-/charcodes-0.2.0.tgz", - "integrity": "sha512-Y4kiDb+AM4Ecy58YkuZrrSRJBDQdQ2L+NyS1vHHFtNtUjgutcZfx3yp1dAONI/oPaPmyGfCLx5CxL+zauIMyKQ==", - "engines": { - "node": ">=6" - } - }, "node_modules/check-types": { "version": "11.1.2", "resolved": "https://registry.npmjs.org/check-types/-/check-types-11.1.2.tgz", @@ -6488,14 +6552,18 @@ } }, "node_modules/define-properties": { - "version": "1.1.3", - "resolved": "https://registry.npmjs.org/define-properties/-/define-properties-1.1.3.tgz", - "integrity": "sha512-3MqfYKj2lLzdMSf8ZIZE/V+Zuy+BgD6f164e8K2w7dgnpKArBDerGYpM46IYYcjnkdPNMjPk9A6VFB8+3SKlXQ==", + "version": "1.1.4", + "resolved": "https://registry.npmjs.org/define-properties/-/define-properties-1.1.4.tgz", + "integrity": "sha512-uckOqKcfaVvtBdsVkdPv3XjveQJsNQqmhXgRi8uhvWWuPYZCNlzT8qAyblUgNoXdHdjMTzAqeGjAoli8f+bzPA==", "dependencies": { - "object-keys": "^1.0.12" + "has-property-descriptors": "^1.0.0", + "object-keys": "^1.1.1" }, "engines": { "node": ">= 0.4" + }, + "funding": { + "url": "https://github.com/sponsors/ljharb" } }, "node_modules/defined": { @@ -6585,7 +6653,7 @@ "node_modules/detect-port-alt/node_modules/ms": { "version": "2.0.0", "resolved": "https://registry.npmjs.org/ms/-/ms-2.0.0.tgz", - "integrity": "sha1-VgiurfwAvmwpAd9fmGF4jeDVl8g=" + "integrity": "sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A==" }, "node_modules/detective": { "version": "5.2.0", @@ -6877,30 +6945,33 @@ } }, "node_modules/es-abstract": { - "version": "1.19.1", - "resolved": "https://registry.npmjs.org/es-abstract/-/es-abstract-1.19.1.tgz", - "integrity": "sha512-2vJ6tjA/UfqLm2MPs7jxVybLoB8i1t1Jd9R3kISld20sIxPcTbLuggQOUxeWeAvIUkduv/CfMjuh4WmiXr2v9w==", + "version": "1.20.1", + "resolved": "https://registry.npmjs.org/es-abstract/-/es-abstract-1.20.1.tgz", + "integrity": "sha512-WEm2oBhfoI2sImeM4OF2zE2V3BYdSF+KnSi9Sidz51fQHd7+JuF8Xgcj9/0o+OWeIeIS/MiuNnlruQrJf16GQA==", "dependencies": { "call-bind": "^1.0.2", "es-to-primitive": "^1.2.1", "function-bind": "^1.1.1", + "function.prototype.name": "^1.1.5", "get-intrinsic": "^1.1.1", "get-symbol-description": "^1.0.0", "has": "^1.0.3", - "has-symbols": "^1.0.2", + "has-property-descriptors": "^1.0.0", + "has-symbols": "^1.0.3", "internal-slot": "^1.0.3", "is-callable": "^1.2.4", - "is-negative-zero": "^2.0.1", + "is-negative-zero": "^2.0.2", "is-regex": "^1.1.4", - "is-shared-array-buffer": "^1.0.1", + "is-shared-array-buffer": "^1.0.2", "is-string": "^1.0.7", - "is-weakref": "^1.0.1", - "object-inspect": "^1.11.0", + "is-weakref": "^1.0.2", + "object-inspect": "^1.12.0", "object-keys": "^1.1.1", "object.assign": "^4.1.2", - "string.prototype.trimend": "^1.0.4", - "string.prototype.trimstart": "^1.0.4", - "unbox-primitive": "^1.0.1" + "regexp.prototype.flags": "^1.4.3", + "string.prototype.trimend": "^1.0.5", + "string.prototype.trimstart": "^1.0.5", + "unbox-primitive": "^1.0.2" }, "engines": { "node": ">= 0.4" @@ -6914,6 +6985,14 @@ "resolved": "https://registry.npmjs.org/es-module-lexer/-/es-module-lexer-0.9.3.tgz", "integrity": "sha512-1HQ2M2sPtxwnvOvT1ZClHyQDiggdNjURWpY2we6aMKCQiUVxTmVs2UYPLIrD84sS+kMdUwfBSylbJPwNnBrnHQ==" }, + "node_modules/es-shim-unscopables": { + "version": "1.0.0", + "resolved": "https://registry.npmjs.org/es-shim-unscopables/-/es-shim-unscopables-1.0.0.tgz", + "integrity": "sha512-Jm6GPcCdC30eMLbZ2x8z2WuRwAws3zTBBKuusffYVUrNj/GVSUAZ+xKMaUpfNDR5IbyNA5LJbaecoUVbmUcB1w==", + "dependencies": { + "has": "^1.0.3" + } + }, "node_modules/es-to-primitive": { "version": "1.2.1", "resolved": "https://registry.npmjs.org/es-to-primitive/-/es-to-primitive-1.2.1.tgz", @@ -7130,9 +7209,9 @@ } }, "node_modules/eslint-config-react-app": { - "version": "7.0.0", - "resolved": "https://registry.npmjs.org/eslint-config-react-app/-/eslint-config-react-app-7.0.0.tgz", - "integrity": "sha512-xyymoxtIt1EOsSaGag+/jmcywRuieQoA2JbPCjnw9HukFj9/97aGPoZVFioaotzk1K5Qt9sHO5EutZbkrAXS0g==", + "version": "7.0.1", + "resolved": "https://registry.npmjs.org/eslint-config-react-app/-/eslint-config-react-app-7.0.1.tgz", + "integrity": "sha512-K6rNzvkIeHaTd8m/QEh1Zko0KI7BACWkkneSs6s9cKZC/J27X3eZR6Upt1jkmZ/4FK+XUOPPxMEN7+lbUXfSlA==", "dependencies": { "@babel/core": "^7.16.0", "@babel/eslint-parser": "^7.16.3", @@ -7196,7 +7275,7 @@ "node_modules/eslint-module-utils/node_modules/find-up": { "version": "2.1.0", "resolved": "https://registry.npmjs.org/find-up/-/find-up-2.1.0.tgz", - "integrity": "sha1-RdG35QbHF93UgndaK3eSCjwMV6c=", + "integrity": "sha512-NWzkk0jSJtTt08+FBFMvXoeZnOJD+jTtsRmBYbAIzJdX6l7dLgR7CTubCM5/eDdPUBvLCeVasP1brfVR/9/EZQ==", "dependencies": { "locate-path": "^2.0.0" }, @@ -7207,7 +7286,7 @@ "node_modules/eslint-module-utils/node_modules/locate-path": { "version": "2.0.0", "resolved": "https://registry.npmjs.org/locate-path/-/locate-path-2.0.0.tgz", - "integrity": "sha1-K1aLJl7slExtnA3pw9u7ygNUzY4=", + "integrity": "sha512-NCI2kiDkyR7VeEKm27Kda/iQHyKJe1Bu0FlTbYp3CqJu+9IFe9bLyAjMxf5ZDDbEg+iMPzB5zYyUTSm8wVTKmA==", "dependencies": { "p-locate": "^2.0.0", "path-exists": "^3.0.0" @@ -7230,7 +7309,7 @@ "node_modules/eslint-module-utils/node_modules/p-locate": { "version": "2.0.0", "resolved": "https://registry.npmjs.org/p-locate/-/p-locate-2.0.0.tgz", - "integrity": "sha1-IKAQOyIqcMj9OcwuWAaA893l7EM=", + "integrity": "sha512-nQja7m7gSKuewoVRen45CtVfODR3crN3goVQ0DDZ9N3yHxgpkuBhZqsaiotSQRrADUrne346peY7kT3TSACykg==", "dependencies": { "p-limit": "^1.1.0" }, @@ -7241,7 +7320,7 @@ "node_modules/eslint-module-utils/node_modules/p-try": { "version": "1.0.0", "resolved": "https://registry.npmjs.org/p-try/-/p-try-1.0.0.tgz", - "integrity": "sha1-y8ec26+P1CKOE/Yh8rGiN8GyB7M=", + "integrity": "sha512-U1etNYuMJoIz3ZXSrrySFjsXQTWOx2/jdi86L+2pRvph/qMKL6sbcCYdH23fqsbm8TH2Gn0OybpT4eSFlCVHww==", "engines": { "node": ">=4" } @@ -7249,7 +7328,7 @@ "node_modules/eslint-module-utils/node_modules/path-exists": { "version": "3.0.0", "resolved": "https://registry.npmjs.org/path-exists/-/path-exists-3.0.0.tgz", - "integrity": "sha1-zg6+ql94yxiSXqfYENe1mwEP1RU=", + "integrity": "sha512-bpC7GYwiDYQ4wYLe+FA8lhRjhQCMcQGuSgGGqDkg/QerRWw9CmGRT0iSOVRSZJ29NMLZgIzqaljJ63oaL4NIJQ==", "engines": { "node": ">=4" } @@ -7272,23 +7351,23 @@ } }, "node_modules/eslint-plugin-import": { - "version": "2.25.4", - "resolved": "https://registry.npmjs.org/eslint-plugin-import/-/eslint-plugin-import-2.25.4.tgz", - "integrity": "sha512-/KJBASVFxpu0xg1kIBn9AUa8hQVnszpwgE7Ld0lKAlx7Ie87yzEzCgSkekt+le/YVhiaosO4Y14GDAOc41nfxA==", + "version": "2.26.0", + "resolved": "https://registry.npmjs.org/eslint-plugin-import/-/eslint-plugin-import-2.26.0.tgz", + "integrity": "sha512-hYfi3FXaM8WPLf4S1cikh/r4IxnO6zrhZbEGz2b660EJRbuxgpDS5gkCuYgGWg2xxh2rBuIr4Pvhve/7c31koA==", "dependencies": { "array-includes": "^3.1.4", "array.prototype.flat": "^1.2.5", "debug": "^2.6.9", "doctrine": "^2.1.0", "eslint-import-resolver-node": "^0.3.6", - "eslint-module-utils": "^2.7.2", + "eslint-module-utils": "^2.7.3", "has": "^1.0.3", - "is-core-module": "^2.8.0", + "is-core-module": "^2.8.1", "is-glob": "^4.0.3", - "minimatch": "^3.0.4", + "minimatch": "^3.1.2", "object.values": "^1.1.5", - "resolve": "^1.20.0", - "tsconfig-paths": "^3.12.0" + "resolve": "^1.22.0", + "tsconfig-paths": "^3.14.1" }, "engines": { "node": ">=4" @@ -7319,7 +7398,7 @@ "node_modules/eslint-plugin-import/node_modules/ms": { "version": "2.0.0", "resolved": "https://registry.npmjs.org/ms/-/ms-2.0.0.tgz", - "integrity": "sha1-VgiurfwAvmwpAd9fmGF4jeDVl8g=" + "integrity": "sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A==" }, "node_modules/eslint-plugin-jest": { "version": "25.7.0", @@ -7345,22 +7424,23 @@ } }, "node_modules/eslint-plugin-jsx-a11y": { - "version": "6.5.1", - "resolved": "https://registry.npmjs.org/eslint-plugin-jsx-a11y/-/eslint-plugin-jsx-a11y-6.5.1.tgz", - "integrity": "sha512-sVCFKX9fllURnXT2JwLN5Qgo24Ug5NF6dxhkmxsMEUZhXRcGg+X3e1JbJ84YePQKBl5E0ZjAH5Q4rkdcGY99+g==", + "version": "6.6.0", + "resolved": "https://registry.npmjs.org/eslint-plugin-jsx-a11y/-/eslint-plugin-jsx-a11y-6.6.0.tgz", + "integrity": "sha512-kTeLuIzpNhXL2CwLlc8AHI0aFRwWHcg483yepO9VQiHzM9bZwJdzTkzBszbuPrbgGmq2rlX/FaT2fJQsjUSHsw==", "dependencies": { - "@babel/runtime": "^7.16.3", + "@babel/runtime": "^7.18.3", "aria-query": "^4.2.2", - "array-includes": "^3.1.4", + "array-includes": "^3.1.5", "ast-types-flow": "^0.0.7", - "axe-core": "^4.3.5", + "axe-core": "^4.4.2", "axobject-query": "^2.2.0", - "damerau-levenshtein": "^1.0.7", + "damerau-levenshtein": "^1.0.8", "emoji-regex": "^9.2.2", "has": "^1.0.3", - "jsx-ast-utils": "^3.2.1", + "jsx-ast-utils": "^3.3.1", "language-tags": "^1.0.5", - "minimatch": "^3.0.4" + "minimatch": "^3.1.2", + "semver": "^6.3.0" }, "engines": { "node": ">=4.0" @@ -7370,24 +7450,24 @@ } }, "node_modules/eslint-plugin-react": { - "version": "7.29.4", - "resolved": "https://registry.npmjs.org/eslint-plugin-react/-/eslint-plugin-react-7.29.4.tgz", - "integrity": "sha512-CVCXajliVh509PcZYRFyu/BoUEz452+jtQJq2b3Bae4v3xBUWPLCmtmBM+ZinG4MzwmxJgJ2M5rMqhqLVn7MtQ==", + "version": "7.30.1", + "resolved": "https://registry.npmjs.org/eslint-plugin-react/-/eslint-plugin-react-7.30.1.tgz", + "integrity": "sha512-NbEvI9jtqO46yJA3wcRF9Mo0lF9T/jhdHqhCHXiXtD+Zcb98812wvokjWpU7Q4QH5edo6dmqrukxVvWWXHlsUg==", "dependencies": { - "array-includes": "^3.1.4", - "array.prototype.flatmap": "^1.2.5", + "array-includes": "^3.1.5", + "array.prototype.flatmap": "^1.3.0", "doctrine": "^2.1.0", "estraverse": "^5.3.0", "jsx-ast-utils": "^2.4.1 || ^3.0.0", "minimatch": "^3.1.2", "object.entries": "^1.1.5", "object.fromentries": "^2.0.5", - "object.hasown": "^1.1.0", + "object.hasown": "^1.1.1", "object.values": "^1.1.5", "prop-types": "^15.8.1", "resolve": "^2.0.0-next.3", "semver": "^6.3.0", - "string.prototype.matchall": "^4.0.6" + "string.prototype.matchall": "^4.0.7" }, "engines": { "node": ">=4" @@ -7397,9 +7477,9 @@ } }, "node_modules/eslint-plugin-react-hooks": { - "version": "4.3.0", - "resolved": "https://registry.npmjs.org/eslint-plugin-react-hooks/-/eslint-plugin-react-hooks-4.3.0.tgz", - "integrity": "sha512-XslZy0LnMn+84NEG9jSGR6eGqaZB3133L8xewQo3fQagbQuGt7a63gf+P1NGKZavEYEC3UXaWEAA/AqDkuN6xA==", + "version": "4.6.0", + "resolved": "https://registry.npmjs.org/eslint-plugin-react-hooks/-/eslint-plugin-react-hooks-4.6.0.tgz", + "integrity": "sha512-oFc7Itz9Qxh2x4gNHStv3BqJq54ExXmfC+a1NjAta66IAN87Wu0R/QArgIS9qKzX3dXKPI9H5crl9QchNMY9+g==", "engines": { "node": ">=10" }, @@ -7419,21 +7499,25 @@ } }, "node_modules/eslint-plugin-react/node_modules/resolve": { - "version": "2.0.0-next.3", - "resolved": "https://registry.npmjs.org/resolve/-/resolve-2.0.0-next.3.tgz", - "integrity": "sha512-W8LucSynKUIDu9ylraa7ueVZ7hc0uAgJBxVsQSKOXOyle8a93qXhcz+XAXZ8bIq2d6i4Ehddn6Evt+0/UwKk6Q==", + "version": "2.0.0-next.4", + "resolved": "https://registry.npmjs.org/resolve/-/resolve-2.0.0-next.4.tgz", + "integrity": "sha512-iMDbmAWtfU+MHpxt/I5iWI7cY6YVEZUQ3MBgPQ++XD1PELuJHIl82xBmObyP2KyQmkNB2dsqF7seoQQiAn5yDQ==", "dependencies": { - "is-core-module": "^2.2.0", - "path-parse": "^1.0.6" + "is-core-module": "^2.9.0", + "path-parse": "^1.0.7", + "supports-preserve-symlinks-flag": "^1.0.0" + }, + "bin": { + "resolve": "bin/resolve" }, "funding": { "url": "https://github.com/sponsors/ljharb" } }, "node_modules/eslint-plugin-testing-library": { - "version": "5.1.0", - "resolved": "https://registry.npmjs.org/eslint-plugin-testing-library/-/eslint-plugin-testing-library-5.1.0.tgz", - "integrity": "sha512-YSNzasJUbyhOTe14ZPygeOBvcPvcaNkwHwrj4vdf+uirr2D32JTDaKi6CP5Os2aWtOcvt4uBSPXp9h5xGoqvWQ==", + "version": "5.5.1", + "resolved": "https://registry.npmjs.org/eslint-plugin-testing-library/-/eslint-plugin-testing-library-5.5.1.tgz", + "integrity": "sha512-plLEkkbAKBjPxsLj7x4jNapcHAg2ernkQlKKrN2I8NrQwPISZHyCUNvg5Hv3EDqOQReToQb5bnqXYbkijJPE/g==", "dependencies": { "@typescript-eslint/utils": "^5.13.0" }, @@ -8094,9 +8178,9 @@ "integrity": "sha1-C+4AUBiusmDQo6865ljdATbsG5k=" }, "node_modules/fork-ts-checker-webpack-plugin": { - "version": "6.5.0", - "resolved": "https://registry.npmjs.org/fork-ts-checker-webpack-plugin/-/fork-ts-checker-webpack-plugin-6.5.0.tgz", - "integrity": "sha512-cS178Y+xxtIjEUorcHddKS7yCMlrDPV31mt47blKKRfMd70Kxu5xruAFE2o9sDY6wVC5deuob/u/alD04YYHnw==", + "version": "6.5.2", + "resolved": "https://registry.npmjs.org/fork-ts-checker-webpack-plugin/-/fork-ts-checker-webpack-plugin-6.5.2.tgz", + "integrity": "sha512-m5cUmF30xkZ7h4tWUgTAcEaKmUW7tfyUyTqNNOz7OxWJ0v1VWKTcOvH8FWHUwSjlW/356Ijc9vi3XfcPstpQKA==", "dependencies": { "@babel/code-frame": "^7.8.3", "@types/json-schema": "^7.0.5", @@ -8231,9 +8315,9 @@ } }, "node_modules/fork-ts-checker-webpack-plugin/node_modules/semver": { - "version": "7.3.5", - "resolved": "https://registry.npmjs.org/semver/-/semver-7.3.5.tgz", - "integrity": "sha512-PoeGJYh8HK4BTO/a9Tf6ZG3veo/A7ZVsYrSA6J8ny9nb3B1VrpkuN+z9OE5wfE5p6H4LchYZsegiQgbJD94ZFQ==", + "version": "7.3.7", + "resolved": "https://registry.npmjs.org/semver/-/semver-7.3.7.tgz", + "integrity": "sha512-QlYTucUYOews+WeEujDoEGziz4K6c47V/Bd+LjSSYcA94p+DmINdf7ncaUinThfvZyu13lN9OY1XDxt8C0Tw0g==", "dependencies": { "lru-cache": "^6.0.0" }, @@ -8345,11 +8429,36 @@ "resolved": "https://registry.npmjs.org/function-bind/-/function-bind-1.1.1.tgz", "integrity": "sha512-yIovAzMX49sF8Yl58fSCWJ5svSLuaibPxXQJFLmBObTuCr0Mf1KiPopGM9NiFjiYBCbfaa2Fh6breQ6ANVTI0A==" }, + "node_modules/function.prototype.name": { + "version": "1.1.5", + "resolved": "https://registry.npmjs.org/function.prototype.name/-/function.prototype.name-1.1.5.tgz", + "integrity": "sha512-uN7m/BzVKQnCUF/iW8jYea67v++2u7m5UgENbHRtdDVclOUP+FMPlCNdmk0h/ysGyo2tavMJEDqJAkJdRa1vMA==", + "dependencies": { + "call-bind": "^1.0.2", + "define-properties": "^1.1.3", + "es-abstract": "^1.19.0", + "functions-have-names": "^1.2.2" + }, + "engines": { + "node": ">= 0.4" + }, + "funding": { + "url": "https://github.com/sponsors/ljharb" + } + }, "node_modules/functional-red-black-tree": { "version": "1.0.1", "resolved": "https://registry.npmjs.org/functional-red-black-tree/-/functional-red-black-tree-1.0.1.tgz", "integrity": "sha1-GwqzvVU7Kg1jmdKcDj6gslIHgyc=" }, + "node_modules/functions-have-names": { + "version": "1.2.3", + "resolved": "https://registry.npmjs.org/functions-have-names/-/functions-have-names-1.2.3.tgz", + "integrity": "sha512-xckBUXyTIqT97tq2x2AMb+g163b5JFysYk0x4qxNFwbfQkmNZoiRHb6sPzI9/QV33WeuvVYBUIiD4NzNIyqaRQ==", + "funding": { + "url": "https://github.com/sponsors/ljharb" + } + }, "node_modules/gensync": { "version": "1.0.0-beta.2", "resolved": "https://registry.npmjs.org/gensync/-/gensync-1.0.0-beta.2.tgz", @@ -8556,9 +8665,9 @@ } }, "node_modules/has-bigints": { - "version": "1.0.1", - "resolved": "https://registry.npmjs.org/has-bigints/-/has-bigints-1.0.1.tgz", - "integrity": "sha512-LSBS2LjbNBTf6287JEbEzvJgftkF5qFkmCo9hDRpAzKhUOlJ+hx8dd4USs00SgsUNwc4617J9ki5YtEClM2ffA==", + "version": "1.0.2", + "resolved": "https://registry.npmjs.org/has-bigints/-/has-bigints-1.0.2.tgz", + "integrity": "sha512-tSvCKtBr9lkF0Ex0aQiP9N+OpV4zi2r/Nee5VkRDbaqv35RLYMzbwQfFSZZH0kR+Rd6302UJZ2p/bJCEoR3VoQ==", "funding": { "url": "https://github.com/sponsors/ljharb" } @@ -8571,10 +8680,21 @@ "node": ">=4" } }, + "node_modules/has-property-descriptors": { + "version": "1.0.0", + "resolved": "https://registry.npmjs.org/has-property-descriptors/-/has-property-descriptors-1.0.0.tgz", + "integrity": "sha512-62DVLZGoiEBDHQyqG4w9xCuZ7eJEwNmJRWw2VY84Oedb7WFcA27fiEVe8oUQx9hAUJ4ekurquucTGwsyO1XGdQ==", + "dependencies": { + "get-intrinsic": "^1.1.1" + }, + "funding": { + "url": "https://github.com/sponsors/ljharb" + } + }, "node_modules/has-symbols": { - "version": "1.0.2", - "resolved": "https://registry.npmjs.org/has-symbols/-/has-symbols-1.0.2.tgz", - "integrity": "sha512-chXa79rL/UC2KlX17jo3vRGz0azaWEx5tGqZg5pO3NUyEJVB17dMruQlzCCOfUvElghKcm5194+BCRvi2Rv/Gw==", + "version": "1.0.3", + "resolved": "https://registry.npmjs.org/has-symbols/-/has-symbols-1.0.3.tgz", + "integrity": "sha512-l3LCuF6MgDNwTDKkdYGEihYjt5pRPbEg46rtlmnSPlUbgmB8LOIrKJbYYFBSbnPaJexMKtiPO8hmeRjRz2Td+A==", "engines": { "node": ">= 0.4" }, @@ -8885,9 +9005,9 @@ } }, "node_modules/immer": { - "version": "9.0.12", - "resolved": "https://registry.npmjs.org/immer/-/immer-9.0.12.tgz", - "integrity": "sha512-lk7UNmSbAukB5B6dh9fnh5D0bJTOFKxVg2cyJWTYrWRfhLrLMBquONcUs3aFq507hNoIZEDDh8lb8UtOizSMhA==", + "version": "9.0.15", + "resolved": "https://registry.npmjs.org/immer/-/immer-9.0.15.tgz", + "integrity": "sha512-2eB/sswms9AEUSkOm4SbV5Y7Vmt/bKRwByd52jfLkW4OLYeaTP3EEiJ9agqU0O/tq6Dk62Zfj+TJSqfm1rLVGQ==", "funding": { "type": "opencollective", "url": "https://opencollective.com/immer" @@ -9064,9 +9184,9 @@ } }, "node_modules/is-core-module": { - "version": "2.8.1", - "resolved": "https://registry.npmjs.org/is-core-module/-/is-core-module-2.8.1.tgz", - "integrity": "sha512-SdNCUs284hr40hFTFP6l0IfZ/RSrMXF3qgoRHd3/79unUTvrFO/JoXwkGm+5J/Oe3E/b5GsnG330uUNgRpu1PA==", + "version": "2.9.0", + "resolved": "https://registry.npmjs.org/is-core-module/-/is-core-module-2.9.0.tgz", + "integrity": "sha512-+5FPy5PnwmO3lvfMb0AsoPaBG+5KHUI0wYFXOtYPnVVVspTFUuMZNfNaNVRt3FZadstu2c8x23vykRW/NBoU6A==", "dependencies": { "has": "^1.0.3" }, @@ -9196,9 +9316,9 @@ } }, "node_modules/is-number-object": { - "version": "1.0.6", - "resolved": "https://registry.npmjs.org/is-number-object/-/is-number-object-1.0.6.tgz", - "integrity": "sha512-bEVOqiRcvo3zO1+G2lVMy+gkkEm9Yh7cDMRusKKu5ZJKPUYSJwICTKZrNKHA2EbSP0Tu0+6B/emsYNHZyn6K8g==", + "version": "1.0.7", + "resolved": "https://registry.npmjs.org/is-number-object/-/is-number-object-1.0.7.tgz", + "integrity": "sha512-k1U0IRzLMo7ZlYIfzRu23Oh6MiIFasgpb9X76eqfFZAqwH44UI4KTBvBYIZ1dSL9ZzChTB9ShHfLkR4pdW5krQ==", "dependencies": { "has-tostringtag": "^1.0.0" }, @@ -9286,9 +9406,12 @@ } }, "node_modules/is-shared-array-buffer": { - "version": "1.0.1", - "resolved": "https://registry.npmjs.org/is-shared-array-buffer/-/is-shared-array-buffer-1.0.1.tgz", - "integrity": "sha512-IU0NmyknYZN0rChcKhRO1X8LYz5Isj/Fsqh8NJOSf+N/hCOTwy29F32Ik7a+QszE63IdvmwdTPDd6cZ5pg4cwA==", + "version": "1.0.2", + "resolved": "https://registry.npmjs.org/is-shared-array-buffer/-/is-shared-array-buffer-1.0.2.tgz", + "integrity": "sha512-sqN2UDu1/0y6uvXyStCOzyhAjCSlHceFoMKJW8W9EU9cvic/QdsZ0kEU93HEy3IUEFZIiH/3w+AH/UQbPHNdhA==", + "dependencies": { + "call-bind": "^1.0.2" + }, "funding": { "url": "https://github.com/sponsors/ljharb" } @@ -11416,11 +11539,11 @@ } }, "node_modules/jsx-ast-utils": { - "version": "3.2.1", - "resolved": "https://registry.npmjs.org/jsx-ast-utils/-/jsx-ast-utils-3.2.1.tgz", - "integrity": "sha512-uP5vu8xfy2F9A6LGC22KO7e2/vGTS1MhP+18f++ZNlf0Ohaxbc9nIEwHAsejlJKyzfZzU5UIhe5ItYkitcZnZA==", + "version": "3.3.2", + "resolved": "https://registry.npmjs.org/jsx-ast-utils/-/jsx-ast-utils-3.3.2.tgz", + "integrity": "sha512-4ZCADZHRkno244xlNnn4AOG6sRQ7iBZ5BbgZ4vW4y5IZw7cVUD1PPeblm1xx/nfmMxPdt/LHsXZW8z/j58+l9Q==", "dependencies": { - "array-includes": "^3.1.3", + "array-includes": "^3.1.5", "object.assign": "^4.1.2" }, "engines": { @@ -11452,14 +11575,14 @@ } }, "node_modules/language-subtag-registry": { - "version": "0.3.21", - "resolved": "https://registry.npmjs.org/language-subtag-registry/-/language-subtag-registry-0.3.21.tgz", - "integrity": "sha512-L0IqwlIXjilBVVYKFT37X9Ih11Um5NEl9cbJIuU/SwP/zEEAbBPOnEeeuxVMf45ydWQRDQN3Nqc96OgbH1K+Pg==" + "version": "0.3.22", + "resolved": "https://registry.npmjs.org/language-subtag-registry/-/language-subtag-registry-0.3.22.tgz", + "integrity": "sha512-tN0MCzyWnoz/4nHS6uxdlFWoUZT7ABptwKPQ52Ea7URk6vll88bWBVhodtnlfEuCcKWNGoc+uGbw1cwa9IKh/w==" }, "node_modules/language-tags": { "version": "1.0.5", "resolved": "https://registry.npmjs.org/language-tags/-/language-tags-1.0.5.tgz", - "integrity": "sha1-0yHbxNowuovzAk4ED6XBRmH5GTo=", + "integrity": "sha512-qJhlO9cGXi6hBGKoxEG/sKZDAHD5Hnu9Hs4WbOY3pCWXDhw0N8x1NenNzm2EnNLkLkk7J2SdxAkDSbb6ftT+UQ==", "dependencies": { "language-subtag-registry": "~0.3.2" } @@ -11845,9 +11968,9 @@ } }, "node_modules/minimist": { - "version": "1.2.5", - "resolved": "https://registry.npmjs.org/minimist/-/minimist-1.2.5.tgz", - "integrity": "sha512-FM9nNUYrRBAELZQT3xeZQ7fmMOBg6nWNmJKTcgsJeaLstP/UODVpGsr5OhXhhXg6f+qtJ8uiZ+PUxkDWcgIXLw==" + "version": "1.2.6", + "resolved": "https://registry.npmjs.org/minimist/-/minimist-1.2.6.tgz", + "integrity": "sha512-Jsjnk4bw3YJqYzbdyBiNsPWHPfO++UGG749Cxs6peCu5Xg4nrena6OVxOYxrQTqww0Jmwt+Ref8rggumkTLz9Q==" }, "node_modules/mkdirp": { "version": "0.5.5", @@ -12120,12 +12243,12 @@ } }, "node_modules/object.hasown": { - "version": "1.1.0", - "resolved": "https://registry.npmjs.org/object.hasown/-/object.hasown-1.1.0.tgz", - "integrity": "sha512-MhjYRfj3GBlhSkDHo6QmvgjRLXQ2zndabdf3nX0yTyZK9rPfxb6uRpAac8HXNLy1GpqWtZ81Qh4v3uOls2sRAg==", + "version": "1.1.1", + "resolved": "https://registry.npmjs.org/object.hasown/-/object.hasown-1.1.1.tgz", + "integrity": "sha512-LYLe4tivNQzq4JdaWW6WO3HMZZJWzkkH8fnI6EebWl0VZth2wL2Lovm74ep2/gZzlaTdV62JZHEqHQ2yVn8Q/A==", "dependencies": { - "define-properties": "^1.1.3", - "es-abstract": "^1.19.1" + "define-properties": "^1.1.4", + "es-abstract": "^1.19.5" }, "funding": { "url": "https://github.com/sponsors/ljharb" @@ -12538,7 +12661,7 @@ "node_modules/pkg-up/node_modules/path-exists": { "version": "3.0.0", "resolved": "https://registry.npmjs.org/path-exists/-/path-exists-3.0.0.tgz", - "integrity": "sha1-zg6+ql94yxiSXqfYENe1mwEP1RU=", + "integrity": "sha512-bpC7GYwiDYQ4wYLe+FA8lhRjhQCMcQGuSgGGqDkg/QerRWw9CmGRT0iSOVRSZJ29NMLZgIzqaljJ63oaL4NIJQ==", "engines": { "node": ">=4" } @@ -13881,9 +14004,9 @@ } }, "node_modules/react-dev-utils": { - "version": "12.0.0", - "resolved": "https://registry.npmjs.org/react-dev-utils/-/react-dev-utils-12.0.0.tgz", - "integrity": "sha512-xBQkitdxozPxt1YZ9O1097EJiVpwHr9FoAuEVURCKV0Av8NBERovJauzP7bo1ThvuhZ4shsQ1AJiu4vQpoT1AQ==", + "version": "12.0.1", + "resolved": "https://registry.npmjs.org/react-dev-utils/-/react-dev-utils-12.0.1.tgz", + "integrity": "sha512-84Ivxmr17KjUupyqzFode6xKhjwuEJDROWKJy/BthkL7Wn6NJ8h4WE6k/exAv6ImS+0oZLRRW5j/aINMHyeGeQ==", "dependencies": { "@babel/code-frame": "^7.16.0", "address": "^1.1.2", @@ -13904,7 +14027,7 @@ "open": "^8.4.0", "pkg-up": "^3.1.0", "prompts": "^2.4.2", - "react-error-overlay": "^6.0.10", + "react-error-overlay": "^6.0.11", "recursive-readdir": "^2.2.2", "shell-quote": "^1.7.3", "strip-ansi": "^6.0.1", @@ -14011,9 +14134,9 @@ } }, "node_modules/react-error-overlay": { - "version": "6.0.10", - "resolved": "https://registry.npmjs.org/react-error-overlay/-/react-error-overlay-6.0.10.tgz", - "integrity": "sha512-mKR90fX7Pm5seCOfz8q9F+66VCc1PGsWSBxKbITjfKVQHMNF2zudxHnMdJiB1fRCb+XsbQV9sO9DCkgsMQgBIA==" + "version": "6.0.11", + "resolved": "https://registry.npmjs.org/react-error-overlay/-/react-error-overlay-6.0.11.tgz", + "integrity": "sha512-/6UZ2qgEyH2aqzYZgQPxEnz33NJ2gNsnHA2o5+o4wW9bLM/JYQitNP9xPhsXwC08hMMovfGe/8retsdDsczPRg==" }, "node_modules/react-is": { "version": "17.0.2", @@ -14029,9 +14152,9 @@ } }, "node_modules/react-scripts": { - "version": "5.0.0", - "resolved": "https://registry.npmjs.org/react-scripts/-/react-scripts-5.0.0.tgz", - "integrity": "sha512-3i0L2CyIlROz7mxETEdfif6Sfhh9Lfpzi10CtcGs1emDQStmZfWjJbAIMtRD0opVUjQuFWqHZyRZ9PPzKCFxWg==", + "version": "5.0.1", + "resolved": "https://registry.npmjs.org/react-scripts/-/react-scripts-5.0.1.tgz", + "integrity": "sha512-8VAmEm/ZAwQzJ+GOMLbBsTdDKOpuZh7RPs0UymvBR2vRk4iZWCskjbFnxqjrzoIvlNNRZ3QJFx6/qDSi6zSnaQ==", "dependencies": { "@babel/core": "^7.16.0", "@pmmmwh/react-refresh-webpack-plugin": "^0.5.3", @@ -14049,7 +14172,7 @@ "dotenv": "^10.0.0", "dotenv-expand": "^5.1.0", "eslint": "^8.3.0", - "eslint-config-react-app": "^7.0.0", + "eslint-config-react-app": "^7.0.1", "eslint-webpack-plugin": "^3.1.1", "file-loader": "^6.2.0", "fs-extra": "^10.0.0", @@ -14066,7 +14189,7 @@ "postcss-preset-env": "^7.0.1", "prompts": "^2.4.2", "react-app-polyfill": "^3.0.0", - "react-dev-utils": "^12.0.0", + "react-dev-utils": "^12.0.1", "react-refresh": "^0.11.0", "resolve": "^1.20.0", "resolve-url-loader": "^4.0.0", @@ -14222,12 +14345,13 @@ "integrity": "sha512-jbD/FT0+9MBU2XAZluI7w2OBs1RBi6p9M83nkoZayQXXU9e8Robt69FcZc7wU4eJD/YFTjn1JdCk3rbMJajz8Q==" }, "node_modules/regexp.prototype.flags": { - "version": "1.4.1", - "resolved": "https://registry.npmjs.org/regexp.prototype.flags/-/regexp.prototype.flags-1.4.1.tgz", - "integrity": "sha512-pMR7hBVUUGI7PMA37m2ofIdQCsomVnas+Jn5UPGAHQ+/LlwKm/aTLJHdasmHRzlfeZwHiAOaRSo2rbBDm3nNUQ==", + "version": "1.4.3", + "resolved": "https://registry.npmjs.org/regexp.prototype.flags/-/regexp.prototype.flags-1.4.3.tgz", + "integrity": "sha512-fjggEOO3slI6Wvgjwflkc4NFRCTZAu5CnNfBd5qOMYhWdn67nJBBu34/TkD++eeFmd8C9r9jfXJ27+nSiRkSUA==", "dependencies": { "call-bind": "^1.0.2", - "define-properties": "^1.1.3" + "define-properties": "^1.1.3", + "functions-have-names": "^1.2.2" }, "engines": { "node": ">= 0.4" @@ -15059,17 +15183,17 @@ "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==" }, "node_modules/string.prototype.matchall": { - "version": "4.0.6", - "resolved": "https://registry.npmjs.org/string.prototype.matchall/-/string.prototype.matchall-4.0.6.tgz", - "integrity": "sha512-6WgDX8HmQqvEd7J+G6VtAahhsQIssiZ8zl7zKh1VDMFyL3hRTJP4FTNA3RbIp2TOQ9AYNDcc7e3fH0Qbup+DBg==", + "version": "4.0.7", + "resolved": "https://registry.npmjs.org/string.prototype.matchall/-/string.prototype.matchall-4.0.7.tgz", + "integrity": "sha512-f48okCX7JiwVi1NXCVWcFnZgADDC/n2vePlQ/KUCNqCikLLilQvwjMO8+BHVKvgzH0JB0J9LEPgxOGT02RoETg==", "dependencies": { "call-bind": "^1.0.2", "define-properties": "^1.1.3", "es-abstract": "^1.19.1", "get-intrinsic": "^1.1.1", - "has-symbols": "^1.0.2", + "has-symbols": "^1.0.3", "internal-slot": "^1.0.3", - "regexp.prototype.flags": "^1.3.1", + "regexp.prototype.flags": "^1.4.1", "side-channel": "^1.0.4" }, "funding": { @@ -15077,24 +15201,26 @@ } }, "node_modules/string.prototype.trimend": { - "version": "1.0.4", - "resolved": "https://registry.npmjs.org/string.prototype.trimend/-/string.prototype.trimend-1.0.4.tgz", - "integrity": "sha512-y9xCjw1P23Awk8EvTpcyL2NIr1j7wJ39f+k6lvRnSMz+mz9CGz9NYPelDk42kOz6+ql8xjfK8oYzy3jAP5QU5A==", + "version": "1.0.5", + "resolved": "https://registry.npmjs.org/string.prototype.trimend/-/string.prototype.trimend-1.0.5.tgz", + "integrity": "sha512-I7RGvmjV4pJ7O3kdf+LXFpVfdNOxtCW/2C8f6jNiW4+PQchwxkCDzlk1/7p+Wl4bqFIZeF47qAHXLuHHWKAxog==", "dependencies": { "call-bind": "^1.0.2", - "define-properties": "^1.1.3" + "define-properties": "^1.1.4", + "es-abstract": "^1.19.5" }, "funding": { "url": "https://github.com/sponsors/ljharb" } }, "node_modules/string.prototype.trimstart": { - "version": "1.0.4", - "resolved": "https://registry.npmjs.org/string.prototype.trimstart/-/string.prototype.trimstart-1.0.4.tgz", - "integrity": "sha512-jh6e984OBfvxS50tdY2nRZnoC5/mLFKOREQfw8t5yytkoUsJRNxvI/E39qu1sD0OtWI3OC0XgKSmcWwziwYuZw==", + "version": "1.0.5", + "resolved": "https://registry.npmjs.org/string.prototype.trimstart/-/string.prototype.trimstart-1.0.5.tgz", + "integrity": "sha512-THx16TJCGlsN0o6dl2o6ncWUsdgnLRSA23rRE5pyGBw/mLr3Ej/R2LaqCtgP8VNMGZsvMWnf9ooZPyY2bHvUFg==", "dependencies": { "call-bind": "^1.0.2", - "define-properties": "^1.1.3" + "define-properties": "^1.1.4", + "es-abstract": "^1.19.5" }, "funding": { "url": "https://github.com/sponsors/ljharb" @@ -15698,13 +15824,13 @@ "integrity": "sha512-c3zayb8/kWWpycWYg87P71E1S1ZL6b6IJxfb5fvsUgsf0S2MVGaDhDXXjDMpdCpfWXqptc+4mXwmiy1ypXqRAA==" }, "node_modules/tsconfig-paths": { - "version": "3.14.0", - "resolved": "https://registry.npmjs.org/tsconfig-paths/-/tsconfig-paths-3.14.0.tgz", - "integrity": "sha512-cg/1jAZoL57R39+wiw4u/SCC6Ic9Q5NqjBOb+9xISedOYurfog9ZNmKJSxAnb2m/5Bq4lE9lhUcau33Ml8DM0g==", + "version": "3.14.1", + "resolved": "https://registry.npmjs.org/tsconfig-paths/-/tsconfig-paths-3.14.1.tgz", + "integrity": "sha512-fxDhWnFSLt3VuTwtvJt5fpwxBHg5AdKWMsgcPOOIilyjymcYVZoCQF8fvFRezCNfblEXmi+PcM1eYHeOAgXCOQ==", "dependencies": { "@types/json5": "^0.0.29", "json5": "^1.0.1", - "minimist": "^1.2.0", + "minimist": "^1.2.6", "strip-bom": "^3.0.0" } }, @@ -15722,7 +15848,7 @@ "node_modules/tsconfig-paths/node_modules/strip-bom": { "version": "3.0.0", "resolved": "https://registry.npmjs.org/strip-bom/-/strip-bom-3.0.0.tgz", - "integrity": "sha1-IzTBjpx1n3vdVv3vfprj1YjmjtM=", + "integrity": "sha512-vavAMRXOgBVNF6nyEEmL3DBK19iRpDcoIwW+swQ+CbGiu7lju6t+JklA1MHweoWtadgt4ISVUsXLyDq34ddcwA==", "engines": { "node": ">=4" } @@ -15819,13 +15945,13 @@ } }, "node_modules/unbox-primitive": { - "version": "1.0.1", - "resolved": "https://registry.npmjs.org/unbox-primitive/-/unbox-primitive-1.0.1.tgz", - "integrity": "sha512-tZU/3NqK3dA5gpE1KtyiJUrEB0lxnGkMFHptJ7q6ewdZ8s12QrODwNbhIJStmJkd1QDXa1NRA8aF2A1zk/Ypyw==", + "version": "1.0.2", + "resolved": "https://registry.npmjs.org/unbox-primitive/-/unbox-primitive-1.0.2.tgz", + "integrity": "sha512-61pPlCD9h51VoreyJ0BReideM3MDKMKnh6+V9L08331ipq6Q8OFXZYiqP6n/tbHx4s5I9uRhcye6BrbkizkBDw==", "dependencies": { - "function-bind": "^1.1.1", - "has-bigints": "^1.0.1", - "has-symbols": "^1.0.2", + "call-bind": "^1.0.2", + "has-bigints": "^1.0.2", + "has-symbols": "^1.0.3", "which-boxed-primitive": "^1.0.2" }, "funding": { @@ -16970,11 +17096,11 @@ } }, "@babel/code-frame": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.16.7.tgz", - "integrity": "sha512-iAXqUn8IIeBTNd72xsFlgaXHkMBMt6y4HJp1tIaK465CWLT/fG1aqB7ykr95gHHmlBdGbFeWWfyB4NJJ0nmeIg==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.18.6.tgz", + "integrity": "sha512-TDCmlK5eOvH+eH7cdAFlNXeVJqWIQ7gW9tY1GJIpUtFb6CmjVyq2VM3u71bOyR8CRihcCgMUYoDNyLXao3+70Q==", "requires": { - "@babel/highlight": "^7.16.7" + "@babel/highlight": "^7.18.6" } }, "@babel/compat-data": { @@ -17005,9 +17131,9 @@ } }, "@babel/eslint-parser": { - "version": "7.17.0", - "resolved": "https://registry.npmjs.org/@babel/eslint-parser/-/eslint-parser-7.17.0.tgz", - "integrity": "sha512-PUEJ7ZBXbRkbq3qqM/jZ2nIuakUBqCYc7Qf52Lj7dlZ6zERnqisdHioL0l4wwQZnmskMeasqUNzLBFKs3nylXA==", + "version": "7.18.2", + "resolved": "https://registry.npmjs.org/@babel/eslint-parser/-/eslint-parser-7.18.2.tgz", + "integrity": "sha512-oFQYkE8SuH14+uR51JVAmdqwKYXGRjEXx7s+WiagVjqQ+HPE+nnwyF2qlVG8evUsUHmPcA+6YXMEDbIhEyQc5A==", "requires": { "eslint-scope": "^5.1.1", "eslint-visitor-keys": "^2.1.0", @@ -17036,21 +17162,21 @@ } }, "@babel/generator": { - "version": "7.17.7", - "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.17.7.tgz", - "integrity": "sha512-oLcVCTeIFadUoArDTwpluncplrYBmTCCZZgXCbgNGvOBBiSDDK3eWO4b/+eOTli5tKv1lg+a5/NAXg+nTcei1w==", + "version": "7.18.7", + "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.18.7.tgz", + "integrity": "sha512-shck+7VLlY72a2w9c3zYWuE1pwOKEiQHV7GTUbSnhyl5eu3i04t30tBY82ZRWrDfo3gkakCFtevExnxbkf2a3A==", "requires": { - "@babel/types": "^7.17.0", - "jsesc": "^2.5.1", - "source-map": "^0.5.0" + "@babel/types": "^7.18.7", + "@jridgewell/gen-mapping": "^0.3.2", + "jsesc": "^2.5.1" } }, "@babel/helper-annotate-as-pure": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-annotate-as-pure/-/helper-annotate-as-pure-7.16.7.tgz", - "integrity": "sha512-s6t2w/IPQVTAET1HitoowRGXooX8mCgtuP5195wD/QJPV6wYjpujCGF7JuMODVX2ZAJOf1GT6DT9MHEZvLOFSw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-annotate-as-pure/-/helper-annotate-as-pure-7.18.6.tgz", + "integrity": "sha512-duORpUiYrEpzKIop6iNbjnwKLAKnJ47csTyRACyEmWj0QdUrm5aqNJGHSSEQSUAvNW0ojX0dOmK9dZduvkfeXA==", "requires": { - "@babel/types": "^7.16.7" + "@babel/types": "^7.18.6" } }, "@babel/helper-builder-binary-assignment-operator-visitor": { @@ -17074,17 +17200,17 @@ } }, "@babel/helper-create-class-features-plugin": { - "version": "7.17.6", - "resolved": "https://registry.npmjs.org/@babel/helper-create-class-features-plugin/-/helper-create-class-features-plugin-7.17.6.tgz", - "integrity": "sha512-SogLLSxXm2OkBbSsHZMM4tUi8fUzjs63AT/d0YQIzr6GSd8Hxsbk2KYDX0k0DweAzGMj/YWeiCsorIdtdcW8Eg==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-create-class-features-plugin/-/helper-create-class-features-plugin-7.18.6.tgz", + "integrity": "sha512-YfDzdnoxHGV8CzqHGyCbFvXg5QESPFkXlHtvdCkesLjjVMT2Adxe4FGUR5ChIb3DxSaXO12iIOCWoXdsUVwnqw==", "requires": { - "@babel/helper-annotate-as-pure": "^7.16.7", - "@babel/helper-environment-visitor": "^7.16.7", - "@babel/helper-function-name": "^7.16.7", - "@babel/helper-member-expression-to-functions": "^7.16.7", - "@babel/helper-optimise-call-expression": "^7.16.7", - "@babel/helper-replace-supers": "^7.16.7", - "@babel/helper-split-export-declaration": "^7.16.7" + "@babel/helper-annotate-as-pure": "^7.18.6", + "@babel/helper-environment-visitor": "^7.18.6", + "@babel/helper-function-name": "^7.18.6", + "@babel/helper-member-expression-to-functions": "^7.18.6", + "@babel/helper-optimise-call-expression": "^7.18.6", + "@babel/helper-replace-supers": "^7.18.6", + "@babel/helper-split-export-declaration": "^7.18.6" } }, "@babel/helper-create-regexp-features-plugin": { @@ -17112,12 +17238,9 @@ } }, "@babel/helper-environment-visitor": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-environment-visitor/-/helper-environment-visitor-7.16.7.tgz", - "integrity": "sha512-SLLb0AAn6PkUeAfKJCCOl9e1R53pQlGAfc4y4XuMRZfqeMYLE0dM1LMhqbGAlGQY0lfw5/ohoYWAe9V1yibRag==", - "requires": { - "@babel/types": "^7.16.7" - } + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-environment-visitor/-/helper-environment-visitor-7.18.6.tgz", + "integrity": "sha512-8n6gSfn2baOY+qlp+VSzsosjCVGFqWKmDF0cCWOybh52Dw3SEyoWR1KrhMJASjLwIEkkAufZ0xvr+SxLHSpy2Q==" }, "@babel/helper-explode-assignable-expression": { "version": "7.16.7", @@ -17128,45 +17251,36 @@ } }, "@babel/helper-function-name": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-function-name/-/helper-function-name-7.16.7.tgz", - "integrity": "sha512-QfDfEnIUyyBSR3HtrtGECuZ6DAyCkYFp7GHl75vFtTnn6pjKeK0T1DB5lLkFvBea8MdaiUABx3osbgLyInoejA==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-function-name/-/helper-function-name-7.18.6.tgz", + "integrity": "sha512-0mWMxV1aC97dhjCah5U5Ua7668r5ZmSC2DLfH2EZnf9c3/dHZKiFa5pRLMH5tjSl471tY6496ZWk/kjNONBxhw==", "requires": { - "@babel/helper-get-function-arity": "^7.16.7", - "@babel/template": "^7.16.7", - "@babel/types": "^7.16.7" - } - }, - "@babel/helper-get-function-arity": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-get-function-arity/-/helper-get-function-arity-7.16.7.tgz", - "integrity": "sha512-flc+RLSOBXzNzVhcLu6ujeHUrD6tANAOU5ojrRx/as+tbzf8+stUCj7+IfRRoAbEZqj/ahXEMsjhOhgeZsrnTw==", - "requires": { - "@babel/types": "^7.16.7" + "@babel/template": "^7.18.6", + "@babel/types": "^7.18.6" } }, "@babel/helper-hoist-variables": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-hoist-variables/-/helper-hoist-variables-7.16.7.tgz", - "integrity": "sha512-m04d/0Op34H5v7pbZw6pSKP7weA6lsMvfiIAMeIvkY/R4xQtBSMFEigu9QTZ2qB/9l22vsxtM8a+Q8CzD255fg==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-hoist-variables/-/helper-hoist-variables-7.18.6.tgz", + "integrity": "sha512-UlJQPkFqFULIcyW5sbzgbkxn2FKRgwWiRexcuaR8RNJRy8+LLveqPjwZV/bwrLZCN0eUHD/x8D0heK1ozuoo6Q==", "requires": { - "@babel/types": "^7.16.7" + "@babel/types": "^7.18.6" } }, "@babel/helper-member-expression-to-functions": { - "version": "7.17.7", - "resolved": "https://registry.npmjs.org/@babel/helper-member-expression-to-functions/-/helper-member-expression-to-functions-7.17.7.tgz", - "integrity": "sha512-thxXgnQ8qQ11W2wVUObIqDL4p148VMxkt5T/qpN5k2fboRyzFGFmKsTGViquyM5QHKUy48OZoca8kw4ajaDPyw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-member-expression-to-functions/-/helper-member-expression-to-functions-7.18.6.tgz", + "integrity": "sha512-CeHxqwwipekotzPDUuJOfIMtcIHBuc7WAzLmTYWctVigqS5RktNMQ5bEwQSuGewzYnCtTWa3BARXeiLxDTv+Ng==", "requires": { - "@babel/types": "^7.17.0" + "@babel/types": "^7.18.6" } }, "@babel/helper-module-imports": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.16.7.tgz", - "integrity": "sha512-LVtS6TqjJHFc+nYeITRo6VLXve70xmq7wPhWTqDJusJEgGmkAACWwMiTNrvfoQo6hEhFwAIixNkvB0jPXDL8Wg==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.18.6.tgz", + "integrity": "sha512-0NFvs3VkuSYbFi1x2Vd6tKrywq+z/cLeYC/RJNFrIX/30Bf5aiGYbtvGXolEktzJH8o5E5KJ3tT+nkxuuZFVlA==", "requires": { - "@babel/types": "^7.16.7" + "@babel/types": "^7.18.6" } }, "@babel/helper-module-transforms": { @@ -17185,17 +17299,17 @@ } }, "@babel/helper-optimise-call-expression": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-optimise-call-expression/-/helper-optimise-call-expression-7.16.7.tgz", - "integrity": "sha512-EtgBhg7rd/JcnpZFXpBy0ze1YRfdm7BnBX4uKMBd3ixa3RGAE002JZB66FJyNH7g0F38U05pXmA5P8cBh7z+1w==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-optimise-call-expression/-/helper-optimise-call-expression-7.18.6.tgz", + "integrity": "sha512-HP59oD9/fEHQkdcbgFCnbmgH5vIQTJbxh2yf+CdM89/glUNnuzr87Q8GIjGEnOktTROemO0Pe0iPAYbqZuOUiA==", "requires": { - "@babel/types": "^7.16.7" + "@babel/types": "^7.18.6" } }, "@babel/helper-plugin-utils": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-plugin-utils/-/helper-plugin-utils-7.16.7.tgz", - "integrity": "sha512-Qg3Nk7ZxpgMrsox6HreY1ZNKdBq7K72tDSliA6dCl5f007jR4ne8iD5UzuNnCJH2xBf2BEEVGr+/OL6Gdp7RxA==" + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-plugin-utils/-/helper-plugin-utils-7.18.6.tgz", + "integrity": "sha512-gvZnm1YAAxh13eJdkb9EWHBnF3eAub3XTLCZEehHT2kWxiKVRL64+ae5Y6Ivne0mVHmMYKT+xWgZO+gQhuLUBg==" }, "@babel/helper-remap-async-to-generator": { "version": "7.16.8", @@ -17208,15 +17322,15 @@ } }, "@babel/helper-replace-supers": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-replace-supers/-/helper-replace-supers-7.16.7.tgz", - "integrity": "sha512-y9vsWilTNaVnVh6xiJfABzsNpgDPKev9HnAgz6Gb1p6UUwf9NepdlsV7VXGCftJM+jqD5f7JIEubcpLjZj5dBw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-replace-supers/-/helper-replace-supers-7.18.6.tgz", + "integrity": "sha512-fTf7zoXnUGl9gF25fXCWE26t7Tvtyn6H4hkLSYhATwJvw2uYxd3aoXplMSe0g9XbwK7bmxNes7+FGO0rB/xC0g==", "requires": { - "@babel/helper-environment-visitor": "^7.16.7", - "@babel/helper-member-expression-to-functions": "^7.16.7", - "@babel/helper-optimise-call-expression": "^7.16.7", - "@babel/traverse": "^7.16.7", - "@babel/types": "^7.16.7" + "@babel/helper-environment-visitor": "^7.18.6", + "@babel/helper-member-expression-to-functions": "^7.18.6", + "@babel/helper-optimise-call-expression": "^7.18.6", + "@babel/traverse": "^7.18.6", + "@babel/types": "^7.18.6" } }, "@babel/helper-simple-access": { @@ -17236,22 +17350,22 @@ } }, "@babel/helper-split-export-declaration": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-split-export-declaration/-/helper-split-export-declaration-7.16.7.tgz", - "integrity": "sha512-xbWoy/PFoxSWazIToT9Sif+jJTlrMcndIsaOKvTA6u7QEo7ilkRZpjew18/W3c7nm8fXdUDXh02VXTbZ0pGDNw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-split-export-declaration/-/helper-split-export-declaration-7.18.6.tgz", + "integrity": "sha512-bde1etTx6ZyTmobl9LLMMQsaizFVZrquTEHOqKeQESMKo4PlObf+8+JA25ZsIpZhT/WEd39+vOdLXAFG/nELpA==", "requires": { - "@babel/types": "^7.16.7" + "@babel/types": "^7.18.6" } }, "@babel/helper-validator-identifier": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.16.7.tgz", - "integrity": "sha512-hsEnFemeiW4D08A5gUAZxLBTXpZ39P+a+DGDsHw1yxqyQ/jzFEnxf5uTEGp+3bzAbNOxU1paTgYS4ECU/IgfDw==" + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.18.6.tgz", + "integrity": "sha512-MmetCkz9ej86nJQV+sFCxoGGrUbU3q02kgLciwkrt9QqEB7cP39oKEY0PakknEO0Gu20SskMRi+AYZ3b1TpN9g==" }, "@babel/helper-validator-option": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/helper-validator-option/-/helper-validator-option-7.16.7.tgz", - "integrity": "sha512-TRtenOuRUVo9oIQGPC5G9DgK4743cdxvtOw0weQNpZXaS16SCBi5MNjZF8vba3ETURjZpTbVn7Vvcf2eAwFozQ==" + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/helper-validator-option/-/helper-validator-option-7.18.6.tgz", + "integrity": "sha512-XO7gESt5ouv/LRJdrVjkShckw6STTaB7l9BrpBaAHDeF5YZT+01PCwmR0SJHnkW6i8OwW/EVWRShfi4j2x+KQw==" }, "@babel/helper-wrap-function": { "version": "7.16.8", @@ -17275,19 +17389,19 @@ } }, "@babel/highlight": { - "version": "7.16.10", - "resolved": "https://registry.npmjs.org/@babel/highlight/-/highlight-7.16.10.tgz", - "integrity": "sha512-5FnTQLSLswEj6IkgVw5KusNUUFY9ZGqe/TRFnP/BKYHYgfh7tc+C7mwiy95/yNP7Dh9x580Vv8r7u7ZfTBFxdw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/highlight/-/highlight-7.18.6.tgz", + "integrity": "sha512-u7stbOuYjaPezCuLj29hNW1v64M2Md2qupEKP1fHc7WdOA3DgLh37suiSrZYY7haUB7iBeQZ9P1uiRF359do3g==", "requires": { - "@babel/helper-validator-identifier": "^7.16.7", + "@babel/helper-validator-identifier": "^7.18.6", "chalk": "^2.0.0", "js-tokens": "^4.0.0" } }, "@babel/parser": { - "version": "7.17.7", - "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.17.7.tgz", - "integrity": "sha512-bm3AQf45vR4gKggRfvJdYJ0gFLoCbsPxiFLSH6hTVYABptNHY6l9NrhnucVjQ/X+SPtLANT9lc0fFhikj+VBRA==" + "version": "7.18.8", + "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.18.8.tgz", + "integrity": "sha512-RSKRfYX20dyH+elbJK2uqAkVyucL+xXzhqlMD5/ZXx+dAAwpyB7HsvnHe/ZUGOF+xLr5Wx9/JoXVTj6BQE2/oA==" }, "@babel/plugin-bugfix-safari-id-destructuring-collision-in-function-expression": { "version": "7.16.7", @@ -17337,15 +17451,15 @@ } }, "@babel/plugin-proposal-decorators": { - "version": "7.17.2", - "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-decorators/-/plugin-proposal-decorators-7.17.2.tgz", - "integrity": "sha512-WH8Z95CwTq/W8rFbMqb9p3hicpt4RX4f0K659ax2VHxgOyT6qQmUaEVEjIh4WR9Eh9NymkVn5vwsrE68fAQNUw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-proposal-decorators/-/plugin-proposal-decorators-7.18.6.tgz", + "integrity": "sha512-gAdhsjaYmiZVxx5vTMiRfj31nB7LhwBJFMSLzeDxc7X4tKLixup0+k9ughn0RcpBrv9E3PBaXJW7jF5TCihAOg==", "requires": { - "@babel/helper-create-class-features-plugin": "^7.17.1", - "@babel/helper-plugin-utils": "^7.16.7", - "@babel/helper-replace-supers": "^7.16.7", - "@babel/plugin-syntax-decorators": "^7.17.0", - "charcodes": "^0.2.0" + "@babel/helper-create-class-features-plugin": "^7.18.6", + "@babel/helper-plugin-utils": "^7.18.6", + "@babel/helper-replace-supers": "^7.18.6", + "@babel/helper-split-export-declaration": "^7.18.6", + "@babel/plugin-syntax-decorators": "^7.18.6" } }, "@babel/plugin-proposal-dynamic-import": { @@ -17495,11 +17609,11 @@ } }, "@babel/plugin-syntax-decorators": { - "version": "7.17.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-decorators/-/plugin-syntax-decorators-7.17.0.tgz", - "integrity": "sha512-qWe85yCXsvDEluNP0OyeQjH63DlhAR3W7K9BxxU1MvbDb48tgBG+Ao6IJJ6smPDrrVzSQZrbF6donpkFBMcs3A==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-decorators/-/plugin-syntax-decorators-7.18.6.tgz", + "integrity": "sha512-fqyLgjcxf/1yhyZ6A+yo1u9gJ7eleFQod2lkaUsF9DQ7sbbY3Ligym3L0+I2c0WmqNKDpoD9UTb1AKP3qRMOAQ==", "requires": { - "@babel/helper-plugin-utils": "^7.16.7" + "@babel/helper-plugin-utils": "^7.18.6" } }, "@babel/plugin-syntax-dynamic-import": { @@ -17519,11 +17633,11 @@ } }, "@babel/plugin-syntax-flow": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-flow/-/plugin-syntax-flow-7.16.7.tgz", - "integrity": "sha512-UDo3YGQO0jH6ytzVwgSLv9i/CzMcUjbKenL67dTrAZPPv6GFAtDhe6jqnvmoKzC/7htNTohhos+onPtDMqJwaQ==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-flow/-/plugin-syntax-flow-7.18.6.tgz", + "integrity": "sha512-LUbR+KNTBWCUAqRG9ex5Gnzu2IOkt8jRJbHHXFT9q+L9zm7M/QQbEqXyw1n1pohYvOyWC8CjeyjrSaIwiYjK7A==", "requires": { - "@babel/helper-plugin-utils": "^7.16.7" + "@babel/helper-plugin-utils": "^7.18.6" } }, "@babel/plugin-syntax-import-meta": { @@ -17615,11 +17729,11 @@ } }, "@babel/plugin-syntax-typescript": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-typescript/-/plugin-syntax-typescript-7.16.7.tgz", - "integrity": "sha512-YhUIJHHGkqPgEcMYkPCKTyGUdoGKWtopIycQyjJH8OjvRgOYsXsaKehLVPScKJWAULPxMa4N1vCe6szREFlZ7A==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-syntax-typescript/-/plugin-syntax-typescript-7.18.6.tgz", + "integrity": "sha512-mAWAuq4rvOepWCBid55JuRNvpTNf2UGVgoz4JV0fXEKolsVZDzsa4NqCef758WZJj/GDu0gVGItjKFiClTAmZA==", "requires": { - "@babel/helper-plugin-utils": "^7.16.7" + "@babel/helper-plugin-utils": "^7.18.6" } }, "@babel/plugin-transform-arrow-functions": { @@ -17714,12 +17828,12 @@ } }, "@babel/plugin-transform-flow-strip-types": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/plugin-transform-flow-strip-types/-/plugin-transform-flow-strip-types-7.16.7.tgz", - "integrity": "sha512-mzmCq3cNsDpZZu9FADYYyfZJIOrSONmHcop2XEKPdBNMa4PDC4eEvcOvzZaCNcjKu72v0XQlA5y1g58aLRXdYg==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-transform-flow-strip-types/-/plugin-transform-flow-strip-types-7.18.6.tgz", + "integrity": "sha512-wE0xtA7csz+hw4fKPwxmu5jnzAsXPIO57XnRwzXP3T19jWh1BODnPGoG9xKYwvAwusP7iUktHayRFbMPGtODaQ==", "requires": { - "@babel/helper-plugin-utils": "^7.16.7", - "@babel/plugin-syntax-flow": "^7.16.7" + "@babel/helper-plugin-utils": "^7.18.6", + "@babel/plugin-syntax-flow": "^7.18.6" } }, "@babel/plugin-transform-for-of": { @@ -17901,15 +18015,15 @@ } }, "@babel/plugin-transform-runtime": { - "version": "7.17.0", - "resolved": "https://registry.npmjs.org/@babel/plugin-transform-runtime/-/plugin-transform-runtime-7.17.0.tgz", - "integrity": "sha512-fr7zPWnKXNc1xoHfrIU9mN/4XKX4VLZ45Q+oMhfsYIaHvg7mHgmhfOy/ckRWqDK7XF3QDigRpkh5DKq6+clE8A==", - "requires": { - "@babel/helper-module-imports": "^7.16.7", - "@babel/helper-plugin-utils": "^7.16.7", - "babel-plugin-polyfill-corejs2": "^0.3.0", - "babel-plugin-polyfill-corejs3": "^0.5.0", - "babel-plugin-polyfill-regenerator": "^0.3.0", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/plugin-transform-runtime/-/plugin-transform-runtime-7.18.6.tgz", + "integrity": "sha512-8uRHk9ZmRSnWqUgyae249EJZ94b0yAGLBIqzZzl+0iEdbno55Pmlt/32JZsHwXD9k/uZj18Aqqk35wBX4CBTXA==", + "requires": { + "@babel/helper-module-imports": "^7.18.6", + "@babel/helper-plugin-utils": "^7.18.6", + "babel-plugin-polyfill-corejs2": "^0.3.1", + "babel-plugin-polyfill-corejs3": "^0.5.2", + "babel-plugin-polyfill-regenerator": "^0.3.1", "semver": "^6.3.0" } }, @@ -17955,13 +18069,13 @@ } }, "@babel/plugin-transform-typescript": { - "version": "7.16.8", - "resolved": "https://registry.npmjs.org/@babel/plugin-transform-typescript/-/plugin-transform-typescript-7.16.8.tgz", - "integrity": "sha512-bHdQ9k7YpBDO2d0NVfkj51DpQcvwIzIusJ7mEUaMlbZq3Kt/U47j24inXZHQ5MDiYpCs+oZiwnXyKedE8+q7AQ==", + "version": "7.18.8", + "resolved": "https://registry.npmjs.org/@babel/plugin-transform-typescript/-/plugin-transform-typescript-7.18.8.tgz", + "integrity": "sha512-p2xM8HI83UObjsZGofMV/EdYjamsDm6MoN3hXPYIT0+gxIoopE+B7rPYKAxfrz9K9PK7JafTTjqYC6qipLExYA==", "requires": { - "@babel/helper-create-class-features-plugin": "^7.16.7", - "@babel/helper-plugin-utils": "^7.16.7", - "@babel/plugin-syntax-typescript": "^7.16.7" + "@babel/helper-create-class-features-plugin": "^7.18.6", + "@babel/helper-plugin-utils": "^7.18.6", + "@babel/plugin-syntax-typescript": "^7.18.6" } }, "@babel/plugin-transform-unicode-escapes": { @@ -18088,65 +18202,65 @@ } }, "@babel/preset-typescript": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/preset-typescript/-/preset-typescript-7.16.7.tgz", - "integrity": "sha512-WbVEmgXdIyvzB77AQjGBEyYPZx+8tTsO50XtfozQrkW8QB2rLJpH2lgx0TRw5EJrBxOZQ+wCcyPVQvS8tjEHpQ==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/preset-typescript/-/preset-typescript-7.18.6.tgz", + "integrity": "sha512-s9ik86kXBAnD760aybBucdpnLsAt0jK1xqJn2juOn9lkOvSHV60os5hxoVJsPzMQxvnUJFAlkont2DvvaYEBtQ==", "requires": { - "@babel/helper-plugin-utils": "^7.16.7", - "@babel/helper-validator-option": "^7.16.7", - "@babel/plugin-transform-typescript": "^7.16.7" + "@babel/helper-plugin-utils": "^7.18.6", + "@babel/helper-validator-option": "^7.18.6", + "@babel/plugin-transform-typescript": "^7.18.6" } }, "@babel/runtime": { - "version": "7.17.2", - "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.17.2.tgz", - "integrity": "sha512-hzeyJyMA1YGdJTuWU0e/j4wKXrU4OMFvY2MSlaI9B7VQb0r5cxTE3EAIS2Q7Tn2RIcDkRvTA/v2JsAEhxe99uw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.18.6.tgz", + "integrity": "sha512-t9wi7/AW6XtKahAe20Yw0/mMljKq0B1r2fPdvaAdV/KPDZewFXdaaa6K7lxmZBZ8FBNpCiAT6iHPmd6QO9bKfQ==", "requires": { "regenerator-runtime": "^0.13.4" } }, "@babel/runtime-corejs3": { - "version": "7.17.7", - "resolved": "https://registry.npmjs.org/@babel/runtime-corejs3/-/runtime-corejs3-7.17.7.tgz", - "integrity": "sha512-TvliGJjhxis5m7xIMvlXH/xG8Oa/LK0SCUCyfKD6nLi42n5fB4WibDJ0g9trmmBB6hwpMNx+Lzbxy9/4gpMaVw==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/runtime-corejs3/-/runtime-corejs3-7.18.6.tgz", + "integrity": "sha512-cOu5wH2JFBgMjje+a+fz2JNIWU4GzYpl05oSob3UDvBEh6EuIn+TXFHMmBbhSb+k/4HMzgKCQfEEDArAWNF9Cw==", "requires": { "core-js-pure": "^3.20.2", "regenerator-runtime": "^0.13.4" } }, "@babel/template": { - "version": "7.16.7", - "resolved": "https://registry.npmjs.org/@babel/template/-/template-7.16.7.tgz", - "integrity": "sha512-I8j/x8kHUrbYRTUxXrrMbfCa7jxkE7tZre39x3kjr9hvI82cK1FfqLygotcWN5kdPGWcLdWMHpSBavse5tWw3w==", + "version": "7.18.6", + "resolved": "https://registry.npmjs.org/@babel/template/-/template-7.18.6.tgz", + "integrity": "sha512-JoDWzPe+wgBsTTgdnIma3iHNFC7YVJoPssVBDjiHfNlyt4YcunDtcDOUmfVDfCK5MfdsaIoX9PkijPhjH3nYUw==", "requires": { - "@babel/code-frame": "^7.16.7", - "@babel/parser": "^7.16.7", - "@babel/types": "^7.16.7" + "@babel/code-frame": "^7.18.6", + "@babel/parser": "^7.18.6", + "@babel/types": "^7.18.6" } }, "@babel/traverse": { - "version": "7.17.3", - "resolved": "https://registry.npmjs.org/@babel/traverse/-/traverse-7.17.3.tgz", - "integrity": "sha512-5irClVky7TxRWIRtxlh2WPUUOLhcPN06AGgaQSB8AEwuyEBgJVuJ5imdHm5zxk8w0QS5T+tDfnDxAlhWjpb7cw==", - "requires": { - "@babel/code-frame": "^7.16.7", - "@babel/generator": "^7.17.3", - "@babel/helper-environment-visitor": "^7.16.7", - "@babel/helper-function-name": "^7.16.7", - "@babel/helper-hoist-variables": "^7.16.7", - "@babel/helper-split-export-declaration": "^7.16.7", - "@babel/parser": "^7.17.3", - "@babel/types": "^7.17.0", + "version": "7.18.8", + "resolved": "https://registry.npmjs.org/@babel/traverse/-/traverse-7.18.8.tgz", + "integrity": "sha512-UNg/AcSySJYR/+mIcJQDCv00T+AqRO7j/ZEJLzpaYtgM48rMg5MnkJgyNqkzo88+p4tfRvZJCEiwwfG6h4jkRg==", + "requires": { + "@babel/code-frame": "^7.18.6", + "@babel/generator": "^7.18.7", + "@babel/helper-environment-visitor": "^7.18.6", + "@babel/helper-function-name": "^7.18.6", + "@babel/helper-hoist-variables": "^7.18.6", + "@babel/helper-split-export-declaration": "^7.18.6", + "@babel/parser": "^7.18.8", + "@babel/types": "^7.18.8", "debug": "^4.1.0", "globals": "^11.1.0" } }, "@babel/types": { - "version": "7.17.0", - "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.17.0.tgz", - "integrity": "sha512-TmKSNO4D5rzhL5bjWFcVHHLETzfQ/AmbKpKPOSjlP0WoHZ6L911fgoOKY4Alp/emzG4cHJdyN49zpgkbXFEHHw==", + "version": "7.18.8", + "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.18.8.tgz", + "integrity": "sha512-qwpdsmraq0aJ3osLJRApsc2ouSJCdnMeZwB0DhbtHAtRpZNZCdlbRnHIgcRKzdE1g0iOGg644fzjOBcdOz9cPw==", "requires": { - "@babel/helper-validator-identifier": "^7.16.7", + "@babel/helper-validator-identifier": "^7.18.6", "to-fast-properties": "^2.0.0" } }, @@ -18901,20 +19015,35 @@ } } }, + "@jridgewell/gen-mapping": { + "version": "0.3.2", + "resolved": "https://registry.npmjs.org/@jridgewell/gen-mapping/-/gen-mapping-0.3.2.tgz", + "integrity": "sha512-mh65xKQAzI6iBcFzwv28KVWSmCkdRBWoOh+bYQGW3+6OZvbbN3TqMGo5hqYxQniRcH9F2VZIoJCm4pa3BPDK/A==", + "requires": { + "@jridgewell/set-array": "^1.0.1", + "@jridgewell/sourcemap-codec": "^1.4.10", + "@jridgewell/trace-mapping": "^0.3.9" + } + }, "@jridgewell/resolve-uri": { "version": "3.0.5", "resolved": "https://registry.npmjs.org/@jridgewell/resolve-uri/-/resolve-uri-3.0.5.tgz", "integrity": "sha512-VPeQ7+wH0itvQxnG+lIzWgkysKIr3L9sslimFW55rHMdGu/qCQ5z5h9zq4gI8uBtqkpHhsF4Z/OwExufUCThew==" }, + "@jridgewell/set-array": { + "version": "1.1.2", + "resolved": "https://registry.npmjs.org/@jridgewell/set-array/-/set-array-1.1.2.tgz", + "integrity": "sha512-xnkseuNADM0gt2bs+BvhO0p78Mk762YnZdsuzFV018NoG1Sj1SCQvpSqa7XUaTam5vAGasABV9qXASMKnFMwMw==" + }, "@jridgewell/sourcemap-codec": { "version": "1.4.11", "resolved": "https://registry.npmjs.org/@jridgewell/sourcemap-codec/-/sourcemap-codec-1.4.11.tgz", "integrity": "sha512-Fg32GrJo61m+VqYSdRSjRXMjQ06j8YIYfcTqndLYVAaHmroZHLJZCydsWBOTDqXS2v+mjxohBWEMfg97GXmYQg==" }, "@jridgewell/trace-mapping": { - "version": "0.3.4", - "resolved": "https://registry.npmjs.org/@jridgewell/trace-mapping/-/trace-mapping-0.3.4.tgz", - "integrity": "sha512-vFv9ttIedivx0ux3QSjhgtCVjPZd5l46ZOMDSCwnH1yUO2e964gO8LZGyv2QkqcgR6TnBU1v+1IFqmeoG+0UJQ==", + "version": "0.3.14", + "resolved": "https://registry.npmjs.org/@jridgewell/trace-mapping/-/trace-mapping-0.3.14.tgz", + "integrity": "sha512-bJWEfQ9lPTvm3SneWwRFVLzrh6nhjwqw7TUFFBEMzwvg7t7PCDenf2lDwqo4NQXzdpgBXyFgDWnQA+2vkruksQ==", "requires": { "@jridgewell/resolve-uri": "^3.0.3", "@jridgewell/sourcemap-codec": "^1.4.10" @@ -19130,9 +19259,9 @@ } }, "@rushstack/eslint-patch": { - "version": "1.1.1", - "resolved": "https://registry.npmjs.org/@rushstack/eslint-patch/-/eslint-patch-1.1.1.tgz", - "integrity": "sha512-BUyKJGdDWqvWC5GEhyOiUrGNi9iJUr4CU0O2WxJL6QJhHeeA/NVBalH+FeK0r/x/W0rPymXt5s78TDS7d6lCwg==" + "version": "1.1.4", + "resolved": "https://registry.npmjs.org/@rushstack/eslint-patch/-/eslint-patch-1.1.4.tgz", + "integrity": "sha512-LwzQKA4vzIct1zNZzBmRKI9QuNpLgTQMEjsQLf3BXuGYb3QPTP4Yjf6mkdX+X1mYttZ808QpOwAzZjv28kq7DA==" }, "@sinonjs/commons": { "version": "1.8.3", @@ -19613,7 +19742,7 @@ "@types/json5": { "version": "0.0.29", "resolved": "https://registry.npmjs.org/@types/json5/-/json5-0.0.29.tgz", - "integrity": "sha1-7ihweulOEdK4J7y+UnC86n8+ce4=" + "integrity": "sha512-dRLjCWHYg4oaA77cxO64oO+7JwCwnIzkZPdrrC71jQmQtlhM556pwKo5bUzqvZndkVbeFLIIi+9TC40JNF5hNQ==" }, "@types/mime": { "version": "1.3.2", @@ -19790,25 +19919,33 @@ "integrity": "sha512-iO9ZQHkZxHn4mSakYV0vFHAVDyEOIJQrV2uZ06HxEPcx+mt8swXoZHIbaaJ2crJYFfErySgktuTZ3BeLz+XmFA==" }, "@typescript-eslint/eslint-plugin": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/eslint-plugin/-/eslint-plugin-5.15.0.tgz", - "integrity": "sha512-u6Db5JfF0Esn3tiAKELvoU5TpXVSkOpZ78cEGn/wXtT2RVqs2vkt4ge6N8cRCyw7YVKhmmLDbwI2pg92mlv7cA==", - "requires": { - "@typescript-eslint/scope-manager": "5.15.0", - "@typescript-eslint/type-utils": "5.15.0", - "@typescript-eslint/utils": "5.15.0", - "debug": "^4.3.2", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/eslint-plugin/-/eslint-plugin-5.30.6.tgz", + "integrity": "sha512-J4zYMIhgrx4MgnZrSDD7sEnQp7FmhKNOaqaOpaoQ/SfdMfRB/0yvK74hTnvH+VQxndZynqs5/Hn4t+2/j9bADg==", + "requires": { + "@typescript-eslint/scope-manager": "5.30.6", + "@typescript-eslint/type-utils": "5.30.6", + "@typescript-eslint/utils": "5.30.6", + "debug": "^4.3.4", "functional-red-black-tree": "^1.0.1", - "ignore": "^5.1.8", + "ignore": "^5.2.0", "regexpp": "^3.2.0", - "semver": "^7.3.5", + "semver": "^7.3.7", "tsutils": "^3.21.0" }, "dependencies": { + "debug": { + "version": "4.3.4", + "resolved": "https://registry.npmjs.org/debug/-/debug-4.3.4.tgz", + "integrity": "sha512-PRWFHuSU3eDtQJPvnNY7Jcket1j0t5OuOsFzPPzsekD52Zl8qUfFIPEiswXqIvHWGVHOgX+7G/vCNNhehwxfkQ==", + "requires": { + "ms": "2.1.2" + } + }, "semver": { - "version": "7.3.5", - "resolved": "https://registry.npmjs.org/semver/-/semver-7.3.5.tgz", - "integrity": "sha512-PoeGJYh8HK4BTO/a9Tf6ZG3veo/A7ZVsYrSA6J8ny9nb3B1VrpkuN+z9OE5wfE5p6H4LchYZsegiQgbJD94ZFQ==", + "version": "7.3.7", + "resolved": "https://registry.npmjs.org/semver/-/semver-7.3.7.tgz", + "integrity": "sha512-QlYTucUYOews+WeEujDoEGziz4K6c47V/Bd+LjSSYcA94p+DmINdf7ncaUinThfvZyu13lN9OY1XDxt8C0Tw0g==", "requires": { "lru-cache": "^6.0.0" } @@ -19816,66 +19953,94 @@ } }, "@typescript-eslint/experimental-utils": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/experimental-utils/-/experimental-utils-5.15.0.tgz", - "integrity": "sha512-AJOOaBrVqKYWaYDBtgMi9XVDB3YHXlffto/3A4VQ39VVaNqosSOp/nW09G4N/ej8WlzHQB2jTnSfP5wWsXSQJA==", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/experimental-utils/-/experimental-utils-5.30.6.tgz", + "integrity": "sha512-bqvT+0L8IjtW7MCrMgm9oVNxs4g7mESro1mm5c1/SNfTnHuFTf9OUX1WzVkTz75M9cp//UrTrSmGvK48NEKshQ==", "requires": { - "@typescript-eslint/utils": "5.15.0" + "@typescript-eslint/utils": "5.30.6" } }, "@typescript-eslint/parser": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/parser/-/parser-5.15.0.tgz", - "integrity": "sha512-NGAYP/+RDM2sVfmKiKOCgJYPstAO40vPAgACoWPO/+yoYKSgAXIFaBKsV8P0Cc7fwKgvj27SjRNX4L7f4/jCKQ==", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/parser/-/parser-5.30.6.tgz", + "integrity": "sha512-gfF9lZjT0p2ZSdxO70Xbw8w9sPPJGfAdjK7WikEjB3fcUI/yr9maUVEdqigBjKincUYNKOmf7QBMiTf719kbrA==", "requires": { - "@typescript-eslint/scope-manager": "5.15.0", - "@typescript-eslint/types": "5.15.0", - "@typescript-eslint/typescript-estree": "5.15.0", - "debug": "^4.3.2" + "@typescript-eslint/scope-manager": "5.30.6", + "@typescript-eslint/types": "5.30.6", + "@typescript-eslint/typescript-estree": "5.30.6", + "debug": "^4.3.4" + }, + "dependencies": { + "debug": { + "version": "4.3.4", + "resolved": "https://registry.npmjs.org/debug/-/debug-4.3.4.tgz", + "integrity": "sha512-PRWFHuSU3eDtQJPvnNY7Jcket1j0t5OuOsFzPPzsekD52Zl8qUfFIPEiswXqIvHWGVHOgX+7G/vCNNhehwxfkQ==", + "requires": { + "ms": "2.1.2" + } + } } }, "@typescript-eslint/scope-manager": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/scope-manager/-/scope-manager-5.15.0.tgz", - "integrity": "sha512-EFiZcSKrHh4kWk0pZaa+YNJosvKE50EnmN4IfgjkA3bTHElPtYcd2U37QQkNTqwMCS7LXeDeZzEqnsOH8chjSg==", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/scope-manager/-/scope-manager-5.30.6.tgz", + "integrity": "sha512-Hkq5PhLgtVoW1obkqYH0i4iELctEKixkhWLPTYs55doGUKCASvkjOXOd/pisVeLdO24ZX9D6yymJ/twqpJiG3g==", "requires": { - "@typescript-eslint/types": "5.15.0", - "@typescript-eslint/visitor-keys": "5.15.0" + "@typescript-eslint/types": "5.30.6", + "@typescript-eslint/visitor-keys": "5.30.6" } }, "@typescript-eslint/type-utils": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/type-utils/-/type-utils-5.15.0.tgz", - "integrity": "sha512-KGeDoEQ7gHieLydujGEFLyLofipe9PIzfvA/41urz4hv+xVxPEbmMQonKSynZ0Ks2xDhJQ4VYjB3DnRiywvKDA==", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/type-utils/-/type-utils-5.30.6.tgz", + "integrity": "sha512-GFVVzs2j0QPpM+NTDMXtNmJKlF842lkZKDSanIxf+ArJsGeZUIaeT4jGg+gAgHt7AcQSFwW7htzF/rbAh2jaVA==", "requires": { - "@typescript-eslint/utils": "5.15.0", - "debug": "^4.3.2", + "@typescript-eslint/utils": "5.30.6", + "debug": "^4.3.4", "tsutils": "^3.21.0" + }, + "dependencies": { + "debug": { + "version": "4.3.4", + "resolved": "https://registry.npmjs.org/debug/-/debug-4.3.4.tgz", + "integrity": "sha512-PRWFHuSU3eDtQJPvnNY7Jcket1j0t5OuOsFzPPzsekD52Zl8qUfFIPEiswXqIvHWGVHOgX+7G/vCNNhehwxfkQ==", + "requires": { + "ms": "2.1.2" + } + } } }, "@typescript-eslint/types": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/types/-/types-5.15.0.tgz", - "integrity": "sha512-yEiTN4MDy23vvsIksrShjNwQl2vl6kJeG9YkVJXjXZnkJElzVK8nfPsWKYxcsGWG8GhurYXP4/KGj3aZAxbeOA==" + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/types/-/types-5.30.6.tgz", + "integrity": "sha512-HdnP8HioL1F7CwVmT4RaaMX57RrfqsOMclZc08wGMiDYJBsLGBM7JwXM4cZJmbWLzIR/pXg1kkrBBVpxTOwfUg==" }, "@typescript-eslint/typescript-estree": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/typescript-estree/-/typescript-estree-5.15.0.tgz", - "integrity": "sha512-Hb0e3dGc35b75xLzixM3cSbG1sSbrTBQDfIScqdyvrfJZVEi4XWAT+UL/HMxEdrJNB8Yk28SKxPLtAhfCbBInA==", - "requires": { - "@typescript-eslint/types": "5.15.0", - "@typescript-eslint/visitor-keys": "5.15.0", - "debug": "^4.3.2", - "globby": "^11.0.4", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/typescript-estree/-/typescript-estree-5.30.6.tgz", + "integrity": "sha512-Z7TgPoeYUm06smfEfYF0RBkpF8csMyVnqQbLYiGgmUSTaSXTP57bt8f0UFXstbGxKIreTwQCujtaH0LY9w9B+A==", + "requires": { + "@typescript-eslint/types": "5.30.6", + "@typescript-eslint/visitor-keys": "5.30.6", + "debug": "^4.3.4", + "globby": "^11.1.0", "is-glob": "^4.0.3", - "semver": "^7.3.5", + "semver": "^7.3.7", "tsutils": "^3.21.0" }, "dependencies": { + "debug": { + "version": "4.3.4", + "resolved": "https://registry.npmjs.org/debug/-/debug-4.3.4.tgz", + "integrity": "sha512-PRWFHuSU3eDtQJPvnNY7Jcket1j0t5OuOsFzPPzsekD52Zl8qUfFIPEiswXqIvHWGVHOgX+7G/vCNNhehwxfkQ==", + "requires": { + "ms": "2.1.2" + } + }, "semver": { - "version": "7.3.5", - "resolved": "https://registry.npmjs.org/semver/-/semver-7.3.5.tgz", - "integrity": "sha512-PoeGJYh8HK4BTO/a9Tf6ZG3veo/A7ZVsYrSA6J8ny9nb3B1VrpkuN+z9OE5wfE5p6H4LchYZsegiQgbJD94ZFQ==", + "version": "7.3.7", + "resolved": "https://registry.npmjs.org/semver/-/semver-7.3.7.tgz", + "integrity": "sha512-QlYTucUYOews+WeEujDoEGziz4K6c47V/Bd+LjSSYcA94p+DmINdf7ncaUinThfvZyu13lN9OY1XDxt8C0Tw0g==", "requires": { "lru-cache": "^6.0.0" } @@ -19883,14 +20048,14 @@ } }, "@typescript-eslint/utils": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/utils/-/utils-5.15.0.tgz", - "integrity": "sha512-081rWu2IPKOgTOhHUk/QfxuFog8m4wxW43sXNOMSCdh578tGJ1PAaWPsj42LOa7pguh173tNlMigsbrHvh/mtA==", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/utils/-/utils-5.30.6.tgz", + "integrity": "sha512-xFBLc/esUbLOJLk9jKv0E9gD/OH966M40aY9jJ8GiqpSkP2xOV908cokJqqhVd85WoIvHVHYXxSFE4cCSDzVvA==", "requires": { "@types/json-schema": "^7.0.9", - "@typescript-eslint/scope-manager": "5.15.0", - "@typescript-eslint/types": "5.15.0", - "@typescript-eslint/typescript-estree": "5.15.0", + "@typescript-eslint/scope-manager": "5.30.6", + "@typescript-eslint/types": "5.30.6", + "@typescript-eslint/typescript-estree": "5.30.6", "eslint-scope": "^5.1.1", "eslint-utils": "^3.0.0" }, @@ -19912,12 +20077,12 @@ } }, "@typescript-eslint/visitor-keys": { - "version": "5.15.0", - "resolved": "https://registry.npmjs.org/@typescript-eslint/visitor-keys/-/visitor-keys-5.15.0.tgz", - "integrity": "sha512-+vX5FKtgvyHbmIJdxMJ2jKm9z2BIlXJiuewI8dsDYMp5LzPUcuTT78Ya5iwvQg3VqSVdmxyM8Anj1Jeq7733ZQ==", + "version": "5.30.6", + "resolved": "https://registry.npmjs.org/@typescript-eslint/visitor-keys/-/visitor-keys-5.30.6.tgz", + "integrity": "sha512-41OiCjdL2mCaSDi2SvYbzFLlqqlm5v1ZW9Ym55wXKL/Rx6OOB1IbuFGo71Fj6Xy90gJDFTlgOS+vbmtGHPTQQA==", "requires": { - "@typescript-eslint/types": "5.15.0", - "eslint-visitor-keys": "^3.0.0" + "@typescript-eslint/types": "5.30.6", + "eslint-visitor-keys": "^3.3.0" } }, "@webassemblyjs/ast": { @@ -20131,9 +20296,9 @@ "integrity": "sha512-OPdCF6GsMIP+Az+aWfAAOEt2/+iVDKE7oy6lJ098aoe59oAmK76qV6Gw60SbZ8jHuG2wH058GF4pLFbYamYrVA==" }, "address": { - "version": "1.1.2", - "resolved": "https://registry.npmjs.org/address/-/address-1.1.2.tgz", - "integrity": "sha512-aT6camzM4xEA54YVJYSqxz1kv4IHnQZRtThJJHhUMRExaU5spC7jX5ugSwTaTgJliIgs4VhZOk7htClvQ/LmRA==" + "version": "1.2.0", + "resolved": "https://registry.npmjs.org/address/-/address-1.2.0.tgz", + "integrity": "sha512-tNEZYz5G/zYunxFm7sfhAxkXEuLj3K6BKwv6ZURlsF6yiUQ65z0Q2wZW9L5cPUl9ocofGvXOdFYbFHp0+6MOig==" }, "adjust-sourcemap-loader": { "version": "4.0.0", @@ -20267,13 +20432,13 @@ "integrity": "sha512-hNfzcOV8W4NdualtqBFPyVO+54DSJuZGY9qT4pRroB6S9e3iiido2ISIC5h9R2sPJ8H3FHCIiEnsv1lPXO3KtQ==" }, "array-includes": { - "version": "3.1.4", - "resolved": "https://registry.npmjs.org/array-includes/-/array-includes-3.1.4.tgz", - "integrity": "sha512-ZTNSQkmWumEbiHO2GF4GmWxYVTiQyJy2XOTa15sdQSrvKn7l+180egQMqlrMOUMCyLMD7pmyQe4mMDUT6Behrw==", + "version": "3.1.5", + "resolved": "https://registry.npmjs.org/array-includes/-/array-includes-3.1.5.tgz", + "integrity": "sha512-iSDYZMMyTPkiFasVqfuAQnWAYcvO/SeBSCGKePoEthjp4LEMTe4uLc7b025o4jAZpHhihh8xPo99TNWUWWkGDQ==", "requires": { "call-bind": "^1.0.2", - "define-properties": "^1.1.3", - "es-abstract": "^1.19.1", + "define-properties": "^1.1.4", + "es-abstract": "^1.19.5", "get-intrinsic": "^1.1.1", "is-string": "^1.0.7" } @@ -20284,23 +20449,25 @@ "integrity": "sha512-HGyxoOTYUyCM6stUe6EJgnd4EoewAI7zMdfqO+kGjnlZmBDz/cR5pf8r/cR4Wq60sL/p0IkcjUEEPwS3GFrIyw==" }, "array.prototype.flat": { - "version": "1.2.5", - "resolved": "https://registry.npmjs.org/array.prototype.flat/-/array.prototype.flat-1.2.5.tgz", - "integrity": "sha512-KaYU+S+ndVqyUnignHftkwc58o3uVU1jzczILJ1tN2YaIZpFIKBiP/x/j97E5MVPsaCloPbqWLB/8qCTVvT2qg==", + "version": "1.3.0", + "resolved": "https://registry.npmjs.org/array.prototype.flat/-/array.prototype.flat-1.3.0.tgz", + "integrity": "sha512-12IUEkHsAhA4DY5s0FPgNXIdc8VRSqD9Zp78a5au9abH/SOBrsp082JOWFNTjkMozh8mqcdiKuaLGhPeYztxSw==", "requires": { "call-bind": "^1.0.2", "define-properties": "^1.1.3", - "es-abstract": "^1.19.0" + "es-abstract": "^1.19.2", + "es-shim-unscopables": "^1.0.0" } }, "array.prototype.flatmap": { - "version": "1.2.5", - "resolved": "https://registry.npmjs.org/array.prototype.flatmap/-/array.prototype.flatmap-1.2.5.tgz", - "integrity": "sha512-08u6rVyi1Lj7oqWbS9nUxliETrtIROT4XGTA4D/LWGten6E3ocm7cy9SIrmNHOL5XVbVuckUp3X6Xyg8/zpvHA==", + "version": "1.3.0", + "resolved": "https://registry.npmjs.org/array.prototype.flatmap/-/array.prototype.flatmap-1.3.0.tgz", + "integrity": "sha512-PZC9/8TKAIxcWKdyeb77EzULHPrIX/tIZebLJUQOMR1OwYosT8yggdfWScfTBCDj5utONvOuPQQumYsU2ULbkg==", "requires": { - "call-bind": "^1.0.0", + "call-bind": "^1.0.2", "define-properties": "^1.1.3", - "es-abstract": "^1.19.0" + "es-abstract": "^1.19.2", + "es-shim-unscopables": "^1.0.0" } }, "asap": { @@ -20322,7 +20489,7 @@ "ast-types-flow": { "version": "0.0.7", "resolved": "https://registry.npmjs.org/ast-types-flow/-/ast-types-flow-0.0.7.tgz", - "integrity": "sha1-9wtzXGvKGlycItmCw+Oef+ujva0=" + "integrity": "sha512-eBvWn1lvIApYMhzQMsu9ciLfkBY499mFZlNqG+/9WR7PVlroQw0vG30cOQQbaKz3sCEc44TAOu2ykzqXSNnwag==" }, "async": { "version": "2.6.3", @@ -20366,9 +20533,9 @@ "integrity": "sha512-DMD0KiN46eipeziST1LPP/STfDU0sufISXmjSgvVsoU2tqxctQeASejWcfNtxYKqETM1UxQ8sp2OrSBWpHY6sw==" }, "axe-core": { - "version": "4.4.1", - "resolved": "https://registry.npmjs.org/axe-core/-/axe-core-4.4.1.tgz", - "integrity": "sha512-gd1kmb21kwNuWr6BQz8fv6GNECPBnUasepcoLbekws23NVBLODdsClRZ+bQ8+9Uomf3Sm3+Vwn0oYG9NvwnJCw==" + "version": "4.4.3", + "resolved": "https://registry.npmjs.org/axe-core/-/axe-core-4.4.3.tgz", + "integrity": "sha512-32+ub6kkdhhWick/UjvEwRchgoetXqTK14INLqbGm5U2TzBkBNF3nQtLYm8ovxSkQWArjEQvftCKryjZaATu3w==" }, "axobject-query": { "version": "2.2.0", @@ -20836,11 +21003,6 @@ "resolved": "https://registry.npmjs.org/char-regex/-/char-regex-1.0.2.tgz", "integrity": "sha512-kWWXztvZ5SBQV+eRgKFeh8q5sLuZY2+8WUIzlxWVTg+oGwY14qylx1KbKzHd8P6ZYkAg0xyIDU9JMHhyJMZ1jw==" }, - "charcodes": { - "version": "0.2.0", - "resolved": "https://registry.npmjs.org/charcodes/-/charcodes-0.2.0.tgz", - "integrity": "sha512-Y4kiDb+AM4Ecy58YkuZrrSRJBDQdQ2L+NyS1vHHFtNtUjgutcZfx3yp1dAONI/oPaPmyGfCLx5CxL+zauIMyKQ==" - }, "check-types": { "version": "11.1.2", "resolved": "https://registry.npmjs.org/check-types/-/check-types-11.1.2.tgz", @@ -21524,11 +21686,12 @@ "integrity": "sha512-Ds09qNh8yw3khSjiJjiUInaGX9xlqZDY7JVryGxdxV7NPeuqQfplOpQ66yJFZut3jLa5zOwkXw1g9EI2uKh4Og==" }, "define-properties": { - "version": "1.1.3", - "resolved": "https://registry.npmjs.org/define-properties/-/define-properties-1.1.3.tgz", - "integrity": "sha512-3MqfYKj2lLzdMSf8ZIZE/V+Zuy+BgD6f164e8K2w7dgnpKArBDerGYpM46IYYcjnkdPNMjPk9A6VFB8+3SKlXQ==", + "version": "1.1.4", + "resolved": "https://registry.npmjs.org/define-properties/-/define-properties-1.1.4.tgz", + "integrity": "sha512-uckOqKcfaVvtBdsVkdPv3XjveQJsNQqmhXgRi8uhvWWuPYZCNlzT8qAyblUgNoXdHdjMTzAqeGjAoli8f+bzPA==", "requires": { - "object-keys": "^1.0.12" + "has-property-descriptors": "^1.0.0", + "object-keys": "^1.1.1" } }, "defined": { @@ -21596,7 +21759,7 @@ "ms": { "version": "2.0.0", "resolved": "https://registry.npmjs.org/ms/-/ms-2.0.0.tgz", - "integrity": "sha1-VgiurfwAvmwpAd9fmGF4jeDVl8g=" + "integrity": "sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A==" } } }, @@ -21826,30 +21989,33 @@ } }, "es-abstract": { - "version": "1.19.1", - "resolved": "https://registry.npmjs.org/es-abstract/-/es-abstract-1.19.1.tgz", - "integrity": "sha512-2vJ6tjA/UfqLm2MPs7jxVybLoB8i1t1Jd9R3kISld20sIxPcTbLuggQOUxeWeAvIUkduv/CfMjuh4WmiXr2v9w==", + "version": "1.20.1", + "resolved": "https://registry.npmjs.org/es-abstract/-/es-abstract-1.20.1.tgz", + "integrity": "sha512-WEm2oBhfoI2sImeM4OF2zE2V3BYdSF+KnSi9Sidz51fQHd7+JuF8Xgcj9/0o+OWeIeIS/MiuNnlruQrJf16GQA==", "requires": { "call-bind": "^1.0.2", "es-to-primitive": "^1.2.1", "function-bind": "^1.1.1", + "function.prototype.name": "^1.1.5", "get-intrinsic": "^1.1.1", "get-symbol-description": "^1.0.0", "has": "^1.0.3", - "has-symbols": "^1.0.2", + "has-property-descriptors": "^1.0.0", + "has-symbols": "^1.0.3", "internal-slot": "^1.0.3", "is-callable": "^1.2.4", - "is-negative-zero": "^2.0.1", + "is-negative-zero": "^2.0.2", "is-regex": "^1.1.4", - "is-shared-array-buffer": "^1.0.1", + "is-shared-array-buffer": "^1.0.2", "is-string": "^1.0.7", - "is-weakref": "^1.0.1", - "object-inspect": "^1.11.0", + "is-weakref": "^1.0.2", + "object-inspect": "^1.12.0", "object-keys": "^1.1.1", "object.assign": "^4.1.2", - "string.prototype.trimend": "^1.0.4", - "string.prototype.trimstart": "^1.0.4", - "unbox-primitive": "^1.0.1" + "regexp.prototype.flags": "^1.4.3", + "string.prototype.trimend": "^1.0.5", + "string.prototype.trimstart": "^1.0.5", + "unbox-primitive": "^1.0.2" } }, "es-module-lexer": { @@ -21857,6 +22023,14 @@ "resolved": "https://registry.npmjs.org/es-module-lexer/-/es-module-lexer-0.9.3.tgz", "integrity": "sha512-1HQ2M2sPtxwnvOvT1ZClHyQDiggdNjURWpY2we6aMKCQiUVxTmVs2UYPLIrD84sS+kMdUwfBSylbJPwNnBrnHQ==" }, + "es-shim-unscopables": { + "version": "1.0.0", + "resolved": "https://registry.npmjs.org/es-shim-unscopables/-/es-shim-unscopables-1.0.0.tgz", + "integrity": "sha512-Jm6GPcCdC30eMLbZ2x8z2WuRwAws3zTBBKuusffYVUrNj/GVSUAZ+xKMaUpfNDR5IbyNA5LJbaecoUVbmUcB1w==", + "requires": { + "has": "^1.0.3" + } + }, "es-to-primitive": { "version": "1.2.1", "resolved": "https://registry.npmjs.org/es-to-primitive/-/es-to-primitive-1.2.1.tgz", @@ -22108,9 +22282,9 @@ } }, "eslint-config-react-app": { - "version": "7.0.0", - "resolved": "https://registry.npmjs.org/eslint-config-react-app/-/eslint-config-react-app-7.0.0.tgz", - "integrity": "sha512-xyymoxtIt1EOsSaGag+/jmcywRuieQoA2JbPCjnw9HukFj9/97aGPoZVFioaotzk1K5Qt9sHO5EutZbkrAXS0g==", + "version": "7.0.1", + "resolved": "https://registry.npmjs.org/eslint-config-react-app/-/eslint-config-react-app-7.0.1.tgz", + "integrity": "sha512-K6rNzvkIeHaTd8m/QEh1Zko0KI7BACWkkneSs6s9cKZC/J27X3eZR6Upt1jkmZ/4FK+XUOPPxMEN7+lbUXfSlA==", "requires": { "@babel/core": "^7.16.0", "@babel/eslint-parser": "^7.16.3", @@ -22167,7 +22341,7 @@ "find-up": { "version": "2.1.0", "resolved": "https://registry.npmjs.org/find-up/-/find-up-2.1.0.tgz", - "integrity": "sha1-RdG35QbHF93UgndaK3eSCjwMV6c=", + "integrity": "sha512-NWzkk0jSJtTt08+FBFMvXoeZnOJD+jTtsRmBYbAIzJdX6l7dLgR7CTubCM5/eDdPUBvLCeVasP1brfVR/9/EZQ==", "requires": { "locate-path": "^2.0.0" } @@ -22175,7 +22349,7 @@ "locate-path": { "version": "2.0.0", "resolved": "https://registry.npmjs.org/locate-path/-/locate-path-2.0.0.tgz", - "integrity": "sha1-K1aLJl7slExtnA3pw9u7ygNUzY4=", + "integrity": "sha512-NCI2kiDkyR7VeEKm27Kda/iQHyKJe1Bu0FlTbYp3CqJu+9IFe9bLyAjMxf5ZDDbEg+iMPzB5zYyUTSm8wVTKmA==", "requires": { "p-locate": "^2.0.0", "path-exists": "^3.0.0" @@ -22192,7 +22366,7 @@ "p-locate": { "version": "2.0.0", "resolved": "https://registry.npmjs.org/p-locate/-/p-locate-2.0.0.tgz", - "integrity": "sha1-IKAQOyIqcMj9OcwuWAaA893l7EM=", + "integrity": "sha512-nQja7m7gSKuewoVRen45CtVfODR3crN3goVQ0DDZ9N3yHxgpkuBhZqsaiotSQRrADUrne346peY7kT3TSACykg==", "requires": { "p-limit": "^1.1.0" } @@ -22200,12 +22374,12 @@ "p-try": { "version": "1.0.0", "resolved": "https://registry.npmjs.org/p-try/-/p-try-1.0.0.tgz", - "integrity": "sha1-y8ec26+P1CKOE/Yh8rGiN8GyB7M=" + "integrity": "sha512-U1etNYuMJoIz3ZXSrrySFjsXQTWOx2/jdi86L+2pRvph/qMKL6sbcCYdH23fqsbm8TH2Gn0OybpT4eSFlCVHww==" }, "path-exists": { "version": "3.0.0", "resolved": "https://registry.npmjs.org/path-exists/-/path-exists-3.0.0.tgz", - "integrity": "sha1-zg6+ql94yxiSXqfYENe1mwEP1RU=" + "integrity": "sha512-bpC7GYwiDYQ4wYLe+FA8lhRjhQCMcQGuSgGGqDkg/QerRWw9CmGRT0iSOVRSZJ29NMLZgIzqaljJ63oaL4NIJQ==" } } }, @@ -22219,23 +22393,23 @@ } }, "eslint-plugin-import": { - "version": "2.25.4", - "resolved": "https://registry.npmjs.org/eslint-plugin-import/-/eslint-plugin-import-2.25.4.tgz", - "integrity": "sha512-/KJBASVFxpu0xg1kIBn9AUa8hQVnszpwgE7Ld0lKAlx7Ie87yzEzCgSkekt+le/YVhiaosO4Y14GDAOc41nfxA==", + "version": "2.26.0", + "resolved": "https://registry.npmjs.org/eslint-plugin-import/-/eslint-plugin-import-2.26.0.tgz", + "integrity": "sha512-hYfi3FXaM8WPLf4S1cikh/r4IxnO6zrhZbEGz2b660EJRbuxgpDS5gkCuYgGWg2xxh2rBuIr4Pvhve/7c31koA==", "requires": { "array-includes": "^3.1.4", "array.prototype.flat": "^1.2.5", "debug": "^2.6.9", "doctrine": "^2.1.0", "eslint-import-resolver-node": "^0.3.6", - "eslint-module-utils": "^2.7.2", + "eslint-module-utils": "^2.7.3", "has": "^1.0.3", - "is-core-module": "^2.8.0", + "is-core-module": "^2.8.1", "is-glob": "^4.0.3", - "minimatch": "^3.0.4", + "minimatch": "^3.1.2", "object.values": "^1.1.5", - "resolve": "^1.20.0", - "tsconfig-paths": "^3.12.0" + "resolve": "^1.22.0", + "tsconfig-paths": "^3.14.1" }, "dependencies": { "debug": { @@ -22257,7 +22431,7 @@ "ms": { "version": "2.0.0", "resolved": "https://registry.npmjs.org/ms/-/ms-2.0.0.tgz", - "integrity": "sha1-VgiurfwAvmwpAd9fmGF4jeDVl8g=" + "integrity": "sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A==" } } }, @@ -22270,43 +22444,44 @@ } }, "eslint-plugin-jsx-a11y": { - "version": "6.5.1", - "resolved": "https://registry.npmjs.org/eslint-plugin-jsx-a11y/-/eslint-plugin-jsx-a11y-6.5.1.tgz", - "integrity": "sha512-sVCFKX9fllURnXT2JwLN5Qgo24Ug5NF6dxhkmxsMEUZhXRcGg+X3e1JbJ84YePQKBl5E0ZjAH5Q4rkdcGY99+g==", + "version": "6.6.0", + "resolved": "https://registry.npmjs.org/eslint-plugin-jsx-a11y/-/eslint-plugin-jsx-a11y-6.6.0.tgz", + "integrity": "sha512-kTeLuIzpNhXL2CwLlc8AHI0aFRwWHcg483yepO9VQiHzM9bZwJdzTkzBszbuPrbgGmq2rlX/FaT2fJQsjUSHsw==", "requires": { - "@babel/runtime": "^7.16.3", + "@babel/runtime": "^7.18.3", "aria-query": "^4.2.2", - "array-includes": "^3.1.4", + "array-includes": "^3.1.5", "ast-types-flow": "^0.0.7", - "axe-core": "^4.3.5", + "axe-core": "^4.4.2", "axobject-query": "^2.2.0", - "damerau-levenshtein": "^1.0.7", + "damerau-levenshtein": "^1.0.8", "emoji-regex": "^9.2.2", "has": "^1.0.3", - "jsx-ast-utils": "^3.2.1", + "jsx-ast-utils": "^3.3.1", "language-tags": "^1.0.5", - "minimatch": "^3.0.4" + "minimatch": "^3.1.2", + "semver": "^6.3.0" } }, "eslint-plugin-react": { - "version": "7.29.4", - "resolved": "https://registry.npmjs.org/eslint-plugin-react/-/eslint-plugin-react-7.29.4.tgz", - "integrity": "sha512-CVCXajliVh509PcZYRFyu/BoUEz452+jtQJq2b3Bae4v3xBUWPLCmtmBM+ZinG4MzwmxJgJ2M5rMqhqLVn7MtQ==", + "version": "7.30.1", + "resolved": "https://registry.npmjs.org/eslint-plugin-react/-/eslint-plugin-react-7.30.1.tgz", + "integrity": "sha512-NbEvI9jtqO46yJA3wcRF9Mo0lF9T/jhdHqhCHXiXtD+Zcb98812wvokjWpU7Q4QH5edo6dmqrukxVvWWXHlsUg==", "requires": { - "array-includes": "^3.1.4", - "array.prototype.flatmap": "^1.2.5", + "array-includes": "^3.1.5", + "array.prototype.flatmap": "^1.3.0", "doctrine": "^2.1.0", "estraverse": "^5.3.0", "jsx-ast-utils": "^2.4.1 || ^3.0.0", "minimatch": "^3.1.2", "object.entries": "^1.1.5", "object.fromentries": "^2.0.5", - "object.hasown": "^1.1.0", + "object.hasown": "^1.1.1", "object.values": "^1.1.5", "prop-types": "^15.8.1", "resolve": "^2.0.0-next.3", "semver": "^6.3.0", - "string.prototype.matchall": "^4.0.6" + "string.prototype.matchall": "^4.0.7" }, "dependencies": { "doctrine": { @@ -22318,26 +22493,27 @@ } }, "resolve": { - "version": "2.0.0-next.3", - "resolved": "https://registry.npmjs.org/resolve/-/resolve-2.0.0-next.3.tgz", - "integrity": "sha512-W8LucSynKUIDu9ylraa7ueVZ7hc0uAgJBxVsQSKOXOyle8a93qXhcz+XAXZ8bIq2d6i4Ehddn6Evt+0/UwKk6Q==", + "version": "2.0.0-next.4", + "resolved": "https://registry.npmjs.org/resolve/-/resolve-2.0.0-next.4.tgz", + "integrity": "sha512-iMDbmAWtfU+MHpxt/I5iWI7cY6YVEZUQ3MBgPQ++XD1PELuJHIl82xBmObyP2KyQmkNB2dsqF7seoQQiAn5yDQ==", "requires": { - "is-core-module": "^2.2.0", - "path-parse": "^1.0.6" + "is-core-module": "^2.9.0", + "path-parse": "^1.0.7", + "supports-preserve-symlinks-flag": "^1.0.0" } } } }, "eslint-plugin-react-hooks": { - "version": "4.3.0", - "resolved": "https://registry.npmjs.org/eslint-plugin-react-hooks/-/eslint-plugin-react-hooks-4.3.0.tgz", - "integrity": "sha512-XslZy0LnMn+84NEG9jSGR6eGqaZB3133L8xewQo3fQagbQuGt7a63gf+P1NGKZavEYEC3UXaWEAA/AqDkuN6xA==", + "version": "4.6.0", + "resolved": "https://registry.npmjs.org/eslint-plugin-react-hooks/-/eslint-plugin-react-hooks-4.6.0.tgz", + "integrity": "sha512-oFc7Itz9Qxh2x4gNHStv3BqJq54ExXmfC+a1NjAta66IAN87Wu0R/QArgIS9qKzX3dXKPI9H5crl9QchNMY9+g==", "requires": {} }, "eslint-plugin-testing-library": { - "version": "5.1.0", - "resolved": "https://registry.npmjs.org/eslint-plugin-testing-library/-/eslint-plugin-testing-library-5.1.0.tgz", - "integrity": "sha512-YSNzasJUbyhOTe14ZPygeOBvcPvcaNkwHwrj4vdf+uirr2D32JTDaKi6CP5Os2aWtOcvt4uBSPXp9h5xGoqvWQ==", + "version": "5.5.1", + "resolved": "https://registry.npmjs.org/eslint-plugin-testing-library/-/eslint-plugin-testing-library-5.5.1.tgz", + "integrity": "sha512-plLEkkbAKBjPxsLj7x4jNapcHAg2ernkQlKKrN2I8NrQwPISZHyCUNvg5Hv3EDqOQReToQb5bnqXYbkijJPE/g==", "requires": { "@typescript-eslint/utils": "^5.13.0" } @@ -22739,9 +22915,9 @@ "integrity": "sha1-C+4AUBiusmDQo6865ljdATbsG5k=" }, "fork-ts-checker-webpack-plugin": { - "version": "6.5.0", - "resolved": "https://registry.npmjs.org/fork-ts-checker-webpack-plugin/-/fork-ts-checker-webpack-plugin-6.5.0.tgz", - "integrity": "sha512-cS178Y+xxtIjEUorcHddKS7yCMlrDPV31mt47blKKRfMd70Kxu5xruAFE2o9sDY6wVC5deuob/u/alD04YYHnw==", + "version": "6.5.2", + "resolved": "https://registry.npmjs.org/fork-ts-checker-webpack-plugin/-/fork-ts-checker-webpack-plugin-6.5.2.tgz", + "integrity": "sha512-m5cUmF30xkZ7h4tWUgTAcEaKmUW7tfyUyTqNNOz7OxWJ0v1VWKTcOvH8FWHUwSjlW/356Ijc9vi3XfcPstpQKA==", "requires": { "@babel/code-frame": "^7.8.3", "@types/json-schema": "^7.0.5", @@ -22827,9 +23003,9 @@ } }, "semver": { - "version": "7.3.5", - "resolved": "https://registry.npmjs.org/semver/-/semver-7.3.5.tgz", - "integrity": "sha512-PoeGJYh8HK4BTO/a9Tf6ZG3veo/A7ZVsYrSA6J8ny9nb3B1VrpkuN+z9OE5wfE5p6H4LchYZsegiQgbJD94ZFQ==", + "version": "7.3.7", + "resolved": "https://registry.npmjs.org/semver/-/semver-7.3.7.tgz", + "integrity": "sha512-QlYTucUYOews+WeEujDoEGziz4K6c47V/Bd+LjSSYcA94p+DmINdf7ncaUinThfvZyu13lN9OY1XDxt8C0Tw0g==", "requires": { "lru-cache": "^6.0.0" } @@ -22905,11 +23081,27 @@ "resolved": "https://registry.npmjs.org/function-bind/-/function-bind-1.1.1.tgz", "integrity": "sha512-yIovAzMX49sF8Yl58fSCWJ5svSLuaibPxXQJFLmBObTuCr0Mf1KiPopGM9NiFjiYBCbfaa2Fh6breQ6ANVTI0A==" }, + "function.prototype.name": { + "version": "1.1.5", + "resolved": "https://registry.npmjs.org/function.prototype.name/-/function.prototype.name-1.1.5.tgz", + "integrity": "sha512-uN7m/BzVKQnCUF/iW8jYea67v++2u7m5UgENbHRtdDVclOUP+FMPlCNdmk0h/ysGyo2tavMJEDqJAkJdRa1vMA==", + "requires": { + "call-bind": "^1.0.2", + "define-properties": "^1.1.3", + "es-abstract": "^1.19.0", + "functions-have-names": "^1.2.2" + } + }, "functional-red-black-tree": { "version": "1.0.1", "resolved": "https://registry.npmjs.org/functional-red-black-tree/-/functional-red-black-tree-1.0.1.tgz", "integrity": "sha1-GwqzvVU7Kg1jmdKcDj6gslIHgyc=" }, + "functions-have-names": { + "version": "1.2.3", + "resolved": "https://registry.npmjs.org/functions-have-names/-/functions-have-names-1.2.3.tgz", + "integrity": "sha512-xckBUXyTIqT97tq2x2AMb+g163b5JFysYk0x4qxNFwbfQkmNZoiRHb6sPzI9/QV33WeuvVYBUIiD4NzNIyqaRQ==" + }, "gensync": { "version": "1.0.0-beta.2", "resolved": "https://registry.npmjs.org/gensync/-/gensync-1.0.0-beta.2.tgz", @@ -23058,19 +23250,27 @@ } }, "has-bigints": { - "version": "1.0.1", - "resolved": "https://registry.npmjs.org/has-bigints/-/has-bigints-1.0.1.tgz", - "integrity": "sha512-LSBS2LjbNBTf6287JEbEzvJgftkF5qFkmCo9hDRpAzKhUOlJ+hx8dd4USs00SgsUNwc4617J9ki5YtEClM2ffA==" + "version": "1.0.2", + "resolved": "https://registry.npmjs.org/has-bigints/-/has-bigints-1.0.2.tgz", + "integrity": "sha512-tSvCKtBr9lkF0Ex0aQiP9N+OpV4zi2r/Nee5VkRDbaqv35RLYMzbwQfFSZZH0kR+Rd6302UJZ2p/bJCEoR3VoQ==" }, "has-flag": { "version": "3.0.0", "resolved": "https://registry.npmjs.org/has-flag/-/has-flag-3.0.0.tgz", "integrity": "sha1-tdRU3CGZriJWmfNGfloH87lVuv0=" }, + "has-property-descriptors": { + "version": "1.0.0", + "resolved": "https://registry.npmjs.org/has-property-descriptors/-/has-property-descriptors-1.0.0.tgz", + "integrity": "sha512-62DVLZGoiEBDHQyqG4w9xCuZ7eJEwNmJRWw2VY84Oedb7WFcA27fiEVe8oUQx9hAUJ4ekurquucTGwsyO1XGdQ==", + "requires": { + "get-intrinsic": "^1.1.1" + } + }, "has-symbols": { - "version": "1.0.2", - "resolved": "https://registry.npmjs.org/has-symbols/-/has-symbols-1.0.2.tgz", - "integrity": "sha512-chXa79rL/UC2KlX17jo3vRGz0azaWEx5tGqZg5pO3NUyEJVB17dMruQlzCCOfUvElghKcm5194+BCRvi2Rv/Gw==" + "version": "1.0.3", + "resolved": "https://registry.npmjs.org/has-symbols/-/has-symbols-1.0.3.tgz", + "integrity": "sha512-l3LCuF6MgDNwTDKkdYGEihYjt5pRPbEg46rtlmnSPlUbgmB8LOIrKJbYYFBSbnPaJexMKtiPO8hmeRjRz2Td+A==" }, "has-tostringtag": { "version": "1.0.0", @@ -23301,9 +23501,9 @@ "integrity": "sha512-CmxgYGiEPCLhfLnpPp1MoRmifwEIOgjcHXxOBjv7mY96c+eWScsOP9c112ZyLdWHi0FxHjI+4uVhKYp/gcdRmQ==" }, "immer": { - "version": "9.0.12", - "resolved": "https://registry.npmjs.org/immer/-/immer-9.0.12.tgz", - "integrity": "sha512-lk7UNmSbAukB5B6dh9fnh5D0bJTOFKxVg2cyJWTYrWRfhLrLMBquONcUs3aFq507hNoIZEDDh8lb8UtOizSMhA==" + "version": "9.0.15", + "resolved": "https://registry.npmjs.org/immer/-/immer-9.0.15.tgz", + "integrity": "sha512-2eB/sswms9AEUSkOm4SbV5Y7Vmt/bKRwByd52jfLkW4OLYeaTP3EEiJ9agqU0O/tq6Dk62Zfj+TJSqfm1rLVGQ==" }, "import-fresh": { "version": "3.3.0", @@ -23424,9 +23624,9 @@ "integrity": "sha512-nsuwtxZfMX67Oryl9LCQ+upnC0Z0BgpwntpS89m1H/TLF0zNfzfLMV/9Wa/6MZsj0acpEjAO0KF1xT6ZdLl95w==" }, "is-core-module": { - "version": "2.8.1", - "resolved": "https://registry.npmjs.org/is-core-module/-/is-core-module-2.8.1.tgz", - "integrity": "sha512-SdNCUs284hr40hFTFP6l0IfZ/RSrMXF3qgoRHd3/79unUTvrFO/JoXwkGm+5J/Oe3E/b5GsnG330uUNgRpu1PA==", + "version": "2.9.0", + "resolved": "https://registry.npmjs.org/is-core-module/-/is-core-module-2.9.0.tgz", + "integrity": "sha512-+5FPy5PnwmO3lvfMb0AsoPaBG+5KHUI0wYFXOtYPnVVVspTFUuMZNfNaNVRt3FZadstu2c8x23vykRW/NBoU6A==", "requires": { "has": "^1.0.3" } @@ -23505,9 +23705,9 @@ "integrity": "sha512-41Cifkg6e8TylSpdtTpeLVMqvSBEVzTttHvERD741+pnZ8ANv0004MRL43QKPDlK9cGvNp6NZWZUBlbGXYxxng==" }, "is-number-object": { - "version": "1.0.6", - "resolved": "https://registry.npmjs.org/is-number-object/-/is-number-object-1.0.6.tgz", - "integrity": "sha512-bEVOqiRcvo3zO1+G2lVMy+gkkEm9Yh7cDMRusKKu5ZJKPUYSJwICTKZrNKHA2EbSP0Tu0+6B/emsYNHZyn6K8g==", + "version": "1.0.7", + "resolved": "https://registry.npmjs.org/is-number-object/-/is-number-object-1.0.7.tgz", + "integrity": "sha512-k1U0IRzLMo7ZlYIfzRu23Oh6MiIFasgpb9X76eqfFZAqwH44UI4KTBvBYIZ1dSL9ZzChTB9ShHfLkR4pdW5krQ==", "requires": { "has-tostringtag": "^1.0.0" } @@ -23562,9 +23762,12 @@ "integrity": "sha512-AGOriNp96vNBd3HtU+RzFEc75FfR5ymiYv8E553I71SCeXBiMsVDUtdio1OEFvrPyLIQ9tVR5RxXIFe5PUFjMg==" }, "is-shared-array-buffer": { - "version": "1.0.1", - "resolved": "https://registry.npmjs.org/is-shared-array-buffer/-/is-shared-array-buffer-1.0.1.tgz", - "integrity": "sha512-IU0NmyknYZN0rChcKhRO1X8LYz5Isj/Fsqh8NJOSf+N/hCOTwy29F32Ik7a+QszE63IdvmwdTPDd6cZ5pg4cwA==" + "version": "1.0.2", + "resolved": "https://registry.npmjs.org/is-shared-array-buffer/-/is-shared-array-buffer-1.0.2.tgz", + "integrity": "sha512-sqN2UDu1/0y6uvXyStCOzyhAjCSlHceFoMKJW8W9EU9cvic/QdsZ0kEU93HEy3IUEFZIiH/3w+AH/UQbPHNdhA==", + "requires": { + "call-bind": "^1.0.2" + } }, "is-stream": { "version": "2.0.1", @@ -25124,11 +25327,11 @@ } }, "jsx-ast-utils": { - "version": "3.2.1", - "resolved": "https://registry.npmjs.org/jsx-ast-utils/-/jsx-ast-utils-3.2.1.tgz", - "integrity": "sha512-uP5vu8xfy2F9A6LGC22KO7e2/vGTS1MhP+18f++ZNlf0Ohaxbc9nIEwHAsejlJKyzfZzU5UIhe5ItYkitcZnZA==", + "version": "3.3.2", + "resolved": "https://registry.npmjs.org/jsx-ast-utils/-/jsx-ast-utils-3.3.2.tgz", + "integrity": "sha512-4ZCADZHRkno244xlNnn4AOG6sRQ7iBZ5BbgZ4vW4y5IZw7cVUD1PPeblm1xx/nfmMxPdt/LHsXZW8z/j58+l9Q==", "requires": { - "array-includes": "^3.1.3", + "array-includes": "^3.1.5", "object.assign": "^4.1.2" } }, @@ -25148,14 +25351,14 @@ "integrity": "sha512-pJiBpiXMbt7dkzXe8Ghj/u4FfXOOa98fPW+bihOJ4SjnoijweJrNThJfd3ifXpXhREjpoF2mZVH1GfS9LV3kHQ==" }, "language-subtag-registry": { - "version": "0.3.21", - "resolved": "https://registry.npmjs.org/language-subtag-registry/-/language-subtag-registry-0.3.21.tgz", - "integrity": "sha512-L0IqwlIXjilBVVYKFT37X9Ih11Um5NEl9cbJIuU/SwP/zEEAbBPOnEeeuxVMf45ydWQRDQN3Nqc96OgbH1K+Pg==" + "version": "0.3.22", + "resolved": "https://registry.npmjs.org/language-subtag-registry/-/language-subtag-registry-0.3.22.tgz", + "integrity": "sha512-tN0MCzyWnoz/4nHS6uxdlFWoUZT7ABptwKPQ52Ea7URk6vll88bWBVhodtnlfEuCcKWNGoc+uGbw1cwa9IKh/w==" }, "language-tags": { "version": "1.0.5", "resolved": "https://registry.npmjs.org/language-tags/-/language-tags-1.0.5.tgz", - "integrity": "sha1-0yHbxNowuovzAk4ED6XBRmH5GTo=", + "integrity": "sha512-qJhlO9cGXi6hBGKoxEG/sKZDAHD5Hnu9Hs4WbOY3pCWXDhw0N8x1NenNzm2EnNLkLkk7J2SdxAkDSbb6ftT+UQ==", "requires": { "language-subtag-registry": "~0.3.2" } @@ -25447,9 +25650,9 @@ } }, "minimist": { - "version": "1.2.5", - "resolved": "https://registry.npmjs.org/minimist/-/minimist-1.2.5.tgz", - "integrity": "sha512-FM9nNUYrRBAELZQT3xeZQ7fmMOBg6nWNmJKTcgsJeaLstP/UODVpGsr5OhXhhXg6f+qtJ8uiZ+PUxkDWcgIXLw==" + "version": "1.2.6", + "resolved": "https://registry.npmjs.org/minimist/-/minimist-1.2.6.tgz", + "integrity": "sha512-Jsjnk4bw3YJqYzbdyBiNsPWHPfO++UGG749Cxs6peCu5Xg4nrena6OVxOYxrQTqww0Jmwt+Ref8rggumkTLz9Q==" }, "mkdirp": { "version": "0.5.5", @@ -25649,12 +25852,12 @@ } }, "object.hasown": { - "version": "1.1.0", - "resolved": "https://registry.npmjs.org/object.hasown/-/object.hasown-1.1.0.tgz", - "integrity": "sha512-MhjYRfj3GBlhSkDHo6QmvgjRLXQ2zndabdf3nX0yTyZK9rPfxb6uRpAac8HXNLy1GpqWtZ81Qh4v3uOls2sRAg==", + "version": "1.1.1", + "resolved": "https://registry.npmjs.org/object.hasown/-/object.hasown-1.1.1.tgz", + "integrity": "sha512-LYLe4tivNQzq4JdaWW6WO3HMZZJWzkkH8fnI6EebWl0VZth2wL2Lovm74ep2/gZzlaTdV62JZHEqHQ2yVn8Q/A==", "requires": { - "define-properties": "^1.1.3", - "es-abstract": "^1.19.1" + "define-properties": "^1.1.4", + "es-abstract": "^1.19.5" } }, "object.values": { @@ -25946,7 +26149,7 @@ "path-exists": { "version": "3.0.0", "resolved": "https://registry.npmjs.org/path-exists/-/path-exists-3.0.0.tgz", - "integrity": "sha1-zg6+ql94yxiSXqfYENe1mwEP1RU=" + "integrity": "sha512-bpC7GYwiDYQ4wYLe+FA8lhRjhQCMcQGuSgGGqDkg/QerRWw9CmGRT0iSOVRSZJ29NMLZgIzqaljJ63oaL4NIJQ==" } } }, @@ -26798,9 +27001,9 @@ } }, "react-dev-utils": { - "version": "12.0.0", - "resolved": "https://registry.npmjs.org/react-dev-utils/-/react-dev-utils-12.0.0.tgz", - "integrity": "sha512-xBQkitdxozPxt1YZ9O1097EJiVpwHr9FoAuEVURCKV0Av8NBERovJauzP7bo1ThvuhZ4shsQ1AJiu4vQpoT1AQ==", + "version": "12.0.1", + "resolved": "https://registry.npmjs.org/react-dev-utils/-/react-dev-utils-12.0.1.tgz", + "integrity": "sha512-84Ivxmr17KjUupyqzFode6xKhjwuEJDROWKJy/BthkL7Wn6NJ8h4WE6k/exAv6ImS+0oZLRRW5j/aINMHyeGeQ==", "requires": { "@babel/code-frame": "^7.16.0", "address": "^1.1.2", @@ -26821,7 +27024,7 @@ "open": "^8.4.0", "pkg-up": "^3.1.0", "prompts": "^2.4.2", - "react-error-overlay": "^6.0.10", + "react-error-overlay": "^6.0.11", "recursive-readdir": "^2.2.2", "shell-quote": "^1.7.3", "strip-ansi": "^6.0.1", @@ -26894,9 +27097,9 @@ } }, "react-error-overlay": { - "version": "6.0.10", - "resolved": "https://registry.npmjs.org/react-error-overlay/-/react-error-overlay-6.0.10.tgz", - "integrity": "sha512-mKR90fX7Pm5seCOfz8q9F+66VCc1PGsWSBxKbITjfKVQHMNF2zudxHnMdJiB1fRCb+XsbQV9sO9DCkgsMQgBIA==" + "version": "6.0.11", + "resolved": "https://registry.npmjs.org/react-error-overlay/-/react-error-overlay-6.0.11.tgz", + "integrity": "sha512-/6UZ2qgEyH2aqzYZgQPxEnz33NJ2gNsnHA2o5+o4wW9bLM/JYQitNP9xPhsXwC08hMMovfGe/8retsdDsczPRg==" }, "react-is": { "version": "17.0.2", @@ -26909,9 +27112,9 @@ "integrity": "sha512-F27qZr8uUqwhWZboondsPx8tnC3Ct3SxZA3V5WyEvujRyyNv0VYPhoBg1gZ8/MV5tubQp76Trw8lTv9hzRBa+A==" }, "react-scripts": { - "version": "5.0.0", - "resolved": "https://registry.npmjs.org/react-scripts/-/react-scripts-5.0.0.tgz", - "integrity": "sha512-3i0L2CyIlROz7mxETEdfif6Sfhh9Lfpzi10CtcGs1emDQStmZfWjJbAIMtRD0opVUjQuFWqHZyRZ9PPzKCFxWg==", + "version": "5.0.1", + "resolved": "https://registry.npmjs.org/react-scripts/-/react-scripts-5.0.1.tgz", + "integrity": "sha512-8VAmEm/ZAwQzJ+GOMLbBsTdDKOpuZh7RPs0UymvBR2vRk4iZWCskjbFnxqjrzoIvlNNRZ3QJFx6/qDSi6zSnaQ==", "requires": { "@babel/core": "^7.16.0", "@pmmmwh/react-refresh-webpack-plugin": "^0.5.3", @@ -26929,7 +27132,7 @@ "dotenv": "^10.0.0", "dotenv-expand": "^5.1.0", "eslint": "^8.3.0", - "eslint-config-react-app": "^7.0.0", + "eslint-config-react-app": "^7.0.1", "eslint-webpack-plugin": "^3.1.1", "file-loader": "^6.2.0", "fs-extra": "^10.0.0", @@ -26947,7 +27150,7 @@ "postcss-preset-env": "^7.0.1", "prompts": "^2.4.2", "react-app-polyfill": "^3.0.0", - "react-dev-utils": "^12.0.0", + "react-dev-utils": "^12.0.1", "react-refresh": "^0.11.0", "resolve": "^1.20.0", "resolve-url-loader": "^4.0.0", @@ -27061,12 +27264,13 @@ "integrity": "sha512-jbD/FT0+9MBU2XAZluI7w2OBs1RBi6p9M83nkoZayQXXU9e8Robt69FcZc7wU4eJD/YFTjn1JdCk3rbMJajz8Q==" }, "regexp.prototype.flags": { - "version": "1.4.1", - "resolved": "https://registry.npmjs.org/regexp.prototype.flags/-/regexp.prototype.flags-1.4.1.tgz", - "integrity": "sha512-pMR7hBVUUGI7PMA37m2ofIdQCsomVnas+Jn5UPGAHQ+/LlwKm/aTLJHdasmHRzlfeZwHiAOaRSo2rbBDm3nNUQ==", + "version": "1.4.3", + "resolved": "https://registry.npmjs.org/regexp.prototype.flags/-/regexp.prototype.flags-1.4.3.tgz", + "integrity": "sha512-fjggEOO3slI6Wvgjwflkc4NFRCTZAu5CnNfBd5qOMYhWdn67nJBBu34/TkD++eeFmd8C9r9jfXJ27+nSiRkSUA==", "requires": { "call-bind": "^1.0.2", - "define-properties": "^1.1.3" + "define-properties": "^1.1.3", + "functions-have-names": "^1.2.2" } }, "regexpp": { @@ -27683,36 +27887,38 @@ } }, "string.prototype.matchall": { - "version": "4.0.6", - "resolved": "https://registry.npmjs.org/string.prototype.matchall/-/string.prototype.matchall-4.0.6.tgz", - "integrity": "sha512-6WgDX8HmQqvEd7J+G6VtAahhsQIssiZ8zl7zKh1VDMFyL3hRTJP4FTNA3RbIp2TOQ9AYNDcc7e3fH0Qbup+DBg==", + "version": "4.0.7", + "resolved": "https://registry.npmjs.org/string.prototype.matchall/-/string.prototype.matchall-4.0.7.tgz", + "integrity": "sha512-f48okCX7JiwVi1NXCVWcFnZgADDC/n2vePlQ/KUCNqCikLLilQvwjMO8+BHVKvgzH0JB0J9LEPgxOGT02RoETg==", "requires": { "call-bind": "^1.0.2", "define-properties": "^1.1.3", "es-abstract": "^1.19.1", "get-intrinsic": "^1.1.1", - "has-symbols": "^1.0.2", + "has-symbols": "^1.0.3", "internal-slot": "^1.0.3", - "regexp.prototype.flags": "^1.3.1", + "regexp.prototype.flags": "^1.4.1", "side-channel": "^1.0.4" } }, "string.prototype.trimend": { - "version": "1.0.4", - "resolved": "https://registry.npmjs.org/string.prototype.trimend/-/string.prototype.trimend-1.0.4.tgz", - "integrity": "sha512-y9xCjw1P23Awk8EvTpcyL2NIr1j7wJ39f+k6lvRnSMz+mz9CGz9NYPelDk42kOz6+ql8xjfK8oYzy3jAP5QU5A==", + "version": "1.0.5", + "resolved": "https://registry.npmjs.org/string.prototype.trimend/-/string.prototype.trimend-1.0.5.tgz", + "integrity": "sha512-I7RGvmjV4pJ7O3kdf+LXFpVfdNOxtCW/2C8f6jNiW4+PQchwxkCDzlk1/7p+Wl4bqFIZeF47qAHXLuHHWKAxog==", "requires": { "call-bind": "^1.0.2", - "define-properties": "^1.1.3" + "define-properties": "^1.1.4", + "es-abstract": "^1.19.5" } }, "string.prototype.trimstart": { - "version": "1.0.4", - "resolved": "https://registry.npmjs.org/string.prototype.trimstart/-/string.prototype.trimstart-1.0.4.tgz", - "integrity": "sha512-jh6e984OBfvxS50tdY2nRZnoC5/mLFKOREQfw8t5yytkoUsJRNxvI/E39qu1sD0OtWI3OC0XgKSmcWwziwYuZw==", + "version": "1.0.5", + "resolved": "https://registry.npmjs.org/string.prototype.trimstart/-/string.prototype.trimstart-1.0.5.tgz", + "integrity": "sha512-THx16TJCGlsN0o6dl2o6ncWUsdgnLRSA23rRE5pyGBw/mLr3Ej/R2LaqCtgP8VNMGZsvMWnf9ooZPyY2bHvUFg==", "requires": { "call-bind": "^1.0.2", - "define-properties": "^1.1.3" + "define-properties": "^1.1.4", + "es-abstract": "^1.19.5" } }, "stringify-object": { @@ -28149,13 +28355,13 @@ "integrity": "sha512-c3zayb8/kWWpycWYg87P71E1S1ZL6b6IJxfb5fvsUgsf0S2MVGaDhDXXjDMpdCpfWXqptc+4mXwmiy1ypXqRAA==" }, "tsconfig-paths": { - "version": "3.14.0", - "resolved": "https://registry.npmjs.org/tsconfig-paths/-/tsconfig-paths-3.14.0.tgz", - "integrity": "sha512-cg/1jAZoL57R39+wiw4u/SCC6Ic9Q5NqjBOb+9xISedOYurfog9ZNmKJSxAnb2m/5Bq4lE9lhUcau33Ml8DM0g==", + "version": "3.14.1", + "resolved": "https://registry.npmjs.org/tsconfig-paths/-/tsconfig-paths-3.14.1.tgz", + "integrity": "sha512-fxDhWnFSLt3VuTwtvJt5fpwxBHg5AdKWMsgcPOOIilyjymcYVZoCQF8fvFRezCNfblEXmi+PcM1eYHeOAgXCOQ==", "requires": { "@types/json5": "^0.0.29", "json5": "^1.0.1", - "minimist": "^1.2.0", + "minimist": "^1.2.6", "strip-bom": "^3.0.0" }, "dependencies": { @@ -28170,7 +28376,7 @@ "strip-bom": { "version": "3.0.0", "resolved": "https://registry.npmjs.org/strip-bom/-/strip-bom-3.0.0.tgz", - "integrity": "sha1-IzTBjpx1n3vdVv3vfprj1YjmjtM=" + "integrity": "sha512-vavAMRXOgBVNF6nyEEmL3DBK19iRpDcoIwW+swQ+CbGiu7lju6t+JklA1MHweoWtadgt4ISVUsXLyDq34ddcwA==" } } }, @@ -28240,13 +28446,13 @@ "integrity": "sha512-TCTIul70LyWe6IJWT8QSYeA54WQe8EjQFU4wY52Fasj5UKx88LNYKCgBEHcOMOrFF1rKGbD8v/xcNWVUq9SymA==" }, "unbox-primitive": { - "version": "1.0.1", - "resolved": "https://registry.npmjs.org/unbox-primitive/-/unbox-primitive-1.0.1.tgz", - "integrity": "sha512-tZU/3NqK3dA5gpE1KtyiJUrEB0lxnGkMFHptJ7q6ewdZ8s12QrODwNbhIJStmJkd1QDXa1NRA8aF2A1zk/Ypyw==", + "version": "1.0.2", + "resolved": "https://registry.npmjs.org/unbox-primitive/-/unbox-primitive-1.0.2.tgz", + "integrity": "sha512-61pPlCD9h51VoreyJ0BReideM3MDKMKnh6+V9L08331ipq6Q8OFXZYiqP6n/tbHx4s5I9uRhcye6BrbkizkBDw==", "requires": { - "function-bind": "^1.1.1", - "has-bigints": "^1.0.1", - "has-symbols": "^1.0.2", + "call-bind": "^1.0.2", + "has-bigints": "^1.0.2", + "has-symbols": "^1.0.3", "which-boxed-primitive": "^1.0.2" } }, diff --git a/frontend/package.json b/frontend/package.json index 0c0f9793..c96ff9dd 100644 --- a/frontend/package.json +++ b/frontend/package.json @@ -20,7 +20,7 @@ "plotly.js-dist": "^2.9.0", "react": "^17.0.2", "react-dom": "^17.0.2", - "react-scripts": "^5.0.0", + "react-scripts": "^5.0.1", "typescript": "^4.5.5", "web-vitals": "^2.1.4" }, diff --git a/generate_bazelrc b/generate_bazelrc index 7d5506e5..3ca67dc0 100755 --- a/generate_bazelrc +++ b/generate_bazelrc @@ -1,5 +1,4 @@ #!/usr/bin/env python3 - import os import subprocess from sys import platform @@ -45,14 +44,6 @@ build:asan --linkopt -fsanitize=address if platform == "darwin": # get canonical brew path conda_prefix = os.environ["CONDA_PREFIX"] - if not ("imprint" in conda_prefix): - print( - "Current conda environment path does not include the " - 'phrase "imprint". You might need to activate your imprint ' - "conda environment and the run `./generate_bazelrc` " - "again." - ) - conda_bin = os.path.join(conda_prefix, "bin") conda_inc = os.path.join(conda_prefix, "include") conda_lib = os.path.join(conda_prefix, "lib") diff --git a/python/example/simple_log_rank.py b/python/example/simple_log_rank.py index 4f7a0a48..f6783913 100644 --- a/python/example/simple_log_rank.py +++ b/python/example/simple_log_rank.py @@ -1,13 +1,15 @@ import argparse import os from datetime import timedelta +from logging import basicConfig from logging import DEBUG as log_level -from logging import basicConfig, getLogger +from logging import getLogger from timeit import default_timer as timer import numpy as np from pyimprint.driver import accumulate_process -from pyimprint.grid import HyperPlane, make_cartesian_grid_range +from pyimprint.grid import HyperPlane +from pyimprint.grid import make_cartesian_grid_range from pyimprint.model.exponential import SimpleLogRank from utils import to_array diff --git a/python/example/simple_selection.py b/python/example/simple_selection.py index df56de87..d590a425 100644 --- a/python/example/simple_selection.py +++ b/python/example/simple_selection.py @@ -1,13 +1,15 @@ import argparse import os from datetime import timedelta +from logging import basicConfig from logging import DEBUG as log_level -from logging import basicConfig, getLogger +from logging import getLogger from timeit import default_timer as timer import numpy as np from pyimprint.driver import accumulate_process -from pyimprint.grid import HyperPlane, make_cartesian_grid_range +from pyimprint.grid import HyperPlane +from pyimprint.grid import make_cartesian_grid_range from pyimprint.model.binomial import SimpleSelection from utils import to_array diff --git a/python/example/thompson.py b/python/example/thompson.py index cc638991..c561d1ad 100644 --- a/python/example/thompson.py +++ b/python/example/thompson.py @@ -1,13 +1,16 @@ import argparse import os from datetime import timedelta +from logging import basicConfig from logging import DEBUG as log_level -from logging import WARNING, basicConfig, getLogger +from logging import getLogger +from logging import WARNING from timeit import default_timer as timer import numpy as np from pyimprint.driver import accumulate_process -from pyimprint.grid import HyperPlane, make_cartesian_grid_range +from pyimprint.grid import HyperPlane +from pyimprint.grid import make_cartesian_grid_range from pyimprint.model.binomial import Thompson from utils import to_array diff --git a/python/pyimprint/grid/__init__.py b/python/pyimprint/grid/__init__.py index 3fa463ec..01ad0df0 100644 --- a/python/pyimprint/grid/__init__.py +++ b/python/pyimprint/grid/__init__.py @@ -1,12 +1,13 @@ from types import MethodType import numpy as np - -# TODO: note that AdaGridInternal really should not be exposed. from pyimprint.core.grid import * -from pyimprint.core.grid import Gridder, GridRange +from pyimprint.core.grid import Gridder +from pyimprint.core.grid import GridRange from pyimprint.grid.adagrid import AdaGrid +# TODO: note that AdaGridInternal really should not be exposed. + def n_tiles_per_pt(gr): cum_n_tiles = np.array(gr.cum_n_tiles()) diff --git a/python/pyimprint/grid/adagrid.py b/python/pyimprint/grid/adagrid.py index 42c9f5eb..87114c73 100644 --- a/python/pyimprint/grid/adagrid.py +++ b/python/pyimprint/grid/adagrid.py @@ -3,7 +3,8 @@ import numpy as np from pyimprint.bound import TypeIErrorBound -from pyimprint.core.grid import AdaGridInternal, GridRange +from pyimprint.core.grid import AdaGridInternal +from pyimprint.core.grid import GridRange from pyimprint.driver import accumulate_process diff --git a/python/pyimprint/model/normal/simple.py b/python/pyimprint/model/normal/simple.py index 0294053d..68871916 100644 --- a/python/pyimprint/model/normal/simple.py +++ b/python/pyimprint/model/normal/simple.py @@ -1,5 +1,6 @@ import numpy as np -from pyimprint.core.model import ModelBase, SimStateBase +from pyimprint.core.model import ModelBase +from pyimprint.core.model import SimStateBase class SimState(SimStateBase): diff --git a/python/setup.py b/python/setup.py index b526baf4..707195a4 100644 --- a/python/setup.py +++ b/python/setup.py @@ -1,6 +1,7 @@ import os -from setuptools import find_packages, setup +from setuptools import find_packages +from setuptools import setup CWD = os.path.abspath(os.path.dirname(__file__)) diff --git a/python/test/core/model/base_unittest.py b/python/test/core/model/base_unittest.py index 2924891e..d9087654 100644 --- a/python/test/core/model/base_unittest.py +++ b/python/test/core/model/base_unittest.py @@ -1,6 +1,7 @@ import unittest -from core_test.model import test_py_ss_score, test_py_ss_simulate +from core_test.model import test_py_ss_score +from core_test.model import test_py_ss_simulate from pyimprint.core.model import SimStateBase diff --git a/python/test/model/normal/simple_unittest.py b/python/test/model/normal/simple_unittest.py index 1aa3fb79..dbdf080d 100644 --- a/python/test/model/normal/simple_unittest.py +++ b/python/test/model/normal/simple_unittest.py @@ -2,7 +2,8 @@ import numpy as np from pyimprint.driver import accumulate_process -from pyimprint.grid import Gridder, GridRange +from pyimprint.grid import Gridder +from pyimprint.grid import GridRange from pyimprint.model.normal import Simple diff --git a/python/test/test_imprint.py b/python/test/test_imprint.py new file mode 100644 index 00000000..65de24b9 --- /dev/null +++ b/python/test/test_imprint.py @@ -0,0 +1,2 @@ +def test_one(): + pass diff --git a/research/berry/.gitignore b/research/berry/.gitignore deleted file mode 100644 index 417e46b3..00000000 --- a/research/berry/.gitignore +++ /dev/null @@ -1,7 +0,0 @@ -*.png -*.jpg -.ipynb_checkpoints -*.pkl -*.rendered.*.cpp -*.npy -*.csv diff --git a/research/berry/README.md b/research/berry/README.md deleted file mode 100644 index b5505432..00000000 --- a/research/berry/README.md +++ /dev/null @@ -1,43 +0,0 @@ -# List of notebooks for the Berry work - -**Work products**: intended to be useful and somewhat understandable. - -- intro_to_inla.ipynb: - - building inla from scratch, implementing the method entirely in this notebook. demonstrating some of the ideas and features. - - comparing gaussian arm marginals to laplace approximation arm marginals. - - also, building dirty bayes from scratch. -- berry_part1.ipynb: - - explanation of dirty bayes. - - figures comparing DB vs INLA vs MCMC vs QUAD on Berry Figure 1/2. - - earlier version of the arm marginal figures. the newer figures are in berry_marginal_playground. i think I could pull something useful from these figures. -- berry_part3_simulation.ipynb - - reproduce the later figures from the berry paper where they simulate for various sets of known parameter values and determine the type I error rate. -- berry_imprint.ipynb: - - running the berry imprint model in 2 and 4d via imprint and using the python accumulator tools. - - c++ berry-inla implementation runner. - - building a rejection table. - - comparing against mcmc to make sure the rejection inference is doing well. - - running parallel accumulation using both jax and multiprocessing. -- berry_marginal_playground.ipynb: - - Tools for making inla, mcmc and quadrature plots of 1) arm marginals, 2) arm densities given sigma^2, 3) hyperparameter posteriors. - -**Notebooks mostly just for development**: somewhat more inscrutable. - -- quadrature_dev.ipynb: - - exploring the domain of integration. - - developing the eigenvector approach. - - tools for exploring a slice of the quadrature grid. - -# berrylib - -berrylib is a collection of the support code for the above notebooks. -- `constants.py`: the Berry Figure 1 and 2 datasets. -- `binomial.py`: binomial imprint framework accumulation and lookup table construction. -- `fast_inla.py`: JAX, numpy and C++ implementations of INLA for the Berry problem. -- `fast_inla_ext.cpp`: the C++ support code for FastINLA -- `dirty_bayes.py`: Dirty Bayes applied to Berry. -- `imprint.py`: A Imprint framework FastINLA Berry model. -- `mcmc.py`: MCMC via numpyro applied to Berry. -- `quadrature.py`: let's just apply Gauss quadrature to Berry. -- `util.py`: some basic quadrature rules and plotting tools. -- `test_berry.py`: a smattering of tests for the above where it seemed useful. \ No newline at end of file diff --git a/research/berry/berry_imprint.ipynb b/research/berry/berry_imprint.ipynb deleted file mode 100644 index 18465fa2..00000000 --- a/research/berry/berry_imprint.ipynb +++ /dev/null @@ -1,1151 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import berrylib.util as util\n", - "\n", - "util.setup_nb()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/.mambaforge/envs/imprint/lib/python3.9/site-packages/jax/_src/lib/__init__.py:33: UserWarning: JAX on Mac ARM machines is experimental and minimally tested. Please see https://github.com/google/jax/issues/5501 in the event of problems.\n", - " warnings.warn(\"JAX on Mac ARM machines is experimental and minimally tested. \"\n" - ] - } - ], - "source": [ - "from scipy.special import logit, expit\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import warnings\n", - "import pyimprint.grid as grid\n", - "import berrylib.fast_inla as fast_inla\n", - "import berrylib.binomial as binomial\n", - "import berrylib.grid as berrylibgrid\n" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "name = \"berry2d\"\n", - "n_arms = 2\n", - "n_arm_samples = 35\n", - "seed = 10\n", - "n_theta_1d = 32\n", - "sim_size = 1000" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 1.85 ms, sys: 1.15 ms, total: 3.01 ms\n", - "Wall time: 2.28 ms\n" - ] - } - ], - "source": [ - "\n", - "%%time\n", - "# null is:\n", - "# theta_i <= logit(0.1)\n", - "# the normal should point towards the negative direction. but that also\n", - "# means we need to negate the logit(0.1) offset\n", - "# so, for example, arm 2 out of 4 would be:\n", - "# n = [0, 0, -1, 0]\n", - "# c = -logit(0.1)\n", - "null_hypos = [\n", - " berrylibgrid.HyperPlane(-np.identity(n_arms)[i], -logit(0.1)) for i in range(n_arms)\n", - "]\n", - "theta1d = [np.linspace(-3.5, 1.0, 2 * n_theta_1d + 1)[1::2] for i in range(n_arms)]\n", - "theta = np.stack(np.meshgrid(*theta1d), axis=-1).reshape((-1, len(theta1d)))\n", - "radii = np.empty(theta.shape)\n", - "for i in range(theta.shape[1]):\n", - " radii[:, i] = 0.5 * (theta1d[i][1] - theta1d[i][0])\n", - "g = berrylibgrid.prune(berrylibgrid.build_grid(theta, radii, null_hypos))" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "theta = g.thetas\n", - "theta_tiles = g.thetas[g.grid_pt_idx]" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 296 ms, sys: 3.26 ms, total: 299 ms\n", - "Wall time: 151 ms\n" - ] - } - ], - "source": [ - "%%time\n", - "fi = fast_inla.FastINLA(n_arms)\n", - "rejection_table = binomial.build_rejection_table(n_arms, n_arm_samples, fi.rejection_inference)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 133 ms, sys: 61.1 ms, total: 194 ms\n", - "Wall time: 131 ms\n" - ] - } - ], - "source": [ - "%%time\n", - "np.random.seed(seed)\n", - "samples = np.random.uniform(size=(sim_size, n_arm_samples, n_arms))\n", - "accumulator = binomial.binomial_accumulator(lambda y,n: binomial.lookup_rejection(rejection_table, y))\n", - "\n", - "# Chunking improves performance dramatically for larger tile counts:\n", - "# ~6x for a 64^3 grid\n", - "typeI_sum = np.empty(theta_tiles.shape[0])\n", - "typeI_score = np.empty((theta_tiles.shape[0], n_arms))\n", - "chunk_size = 5000\n", - "n_chunks = int(np.ceil(theta_tiles.shape[0] / chunk_size))\n", - "for i in range(n_chunks):\n", - " start = i * chunk_size\n", - " end = (i + 1) * chunk_size\n", - " end = min(end, theta_tiles.shape[0])\n", - " typeI_sum[start:end], typeI_score[start:end] = accumulator(theta_tiles[start:end], g.null_truth[start:end], samples)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 265, - "width": 353 - }, - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 265, - "width": 353 - }, - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs8AAAITCAYAAAD4jvHjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAABYlAAAWJQFJUiTwAAEAAElEQVR4nOydd1jUWBfG39B7b4oCdrCBYO8F7AVp9oZ1d92mq27z21503eauq4i9K2DvYtu1K9h7A7uCigLSyfdHMsOEycwkAZVdz+958kBu8ubcJIO+uXNyD8OyLAiCIAiCIAiCMIzR6+4AQRAEQRAEQfxbIPNMEARBEARBEBIh80wQBEEQBEEQEiHzTBAEQRAEQRASIfNMEARBEARBEBIh80wQBEEQBEEQEiHzTBAEQRAEQRASIfNMEARBEARBEBIh80wQBEEQBEEQEiHzTBAEQRAEQRASIfNMEARBEARBEBIh80wQBEEQBEEQEiHzTBAEQRAEQRASMXndHSAIpTAMc70cDpPBsmyQxHhxACIATGdZdko5xCaIfy0Mw8QAGAMgnmXZyNfdH4IgiFcFmWfi30z1cjhGhuYKb8irA0hkWTakHI5PEBWWN/Xz/qaeN0EQ5QOlbRD/WliWZXQtADRHwkL07Ov4uvpPEARBEMS/Dxp5Jv6rZCjUxQCoASCp/LpCEBWWN/Xz/qaeN0EQ5QCZZ4LQgGXZ6a+7D28qfA4tAExhWTbjdfblTeFN/by/zPOmzzFB/PehtA2CICoKY/iFIP7N0OeYIP7jkHkmCIIgCIIgCImQeSYIgiAIgiAIiZB5JggNGIaJYxiGZRhmmkJ9BMMwSfwxWIZhdjEME1wO/Qrk+/aUP+5TPs5kGZrrDMNMYxjGQY9ml77zZxgmht8ep2PbdYZhIvj1yfy6qr9xpWPz+7AMw7Aazar+qpZAA5dHrJ+T+Xiqvozhz0117F0Mwxic6lDO/RQ5/+p8H67ru08Sz0XVh+v8uTjw7apzeqqkL1I+7/yxVNctydBnSOZ5lcc9UvI513neFelzTBBExYReGCSIcoIpKaIClMz2EQwgmGGYsSzLzlV43MkANP+TVx07EEAgf+wapTTTAEzW2P8GuHltJwMYwzBMJMuyiUr6o4fq/NKEj1+djwsADuCuTSC4WQ5U3ACg6ofKlCYDeKKxT4aCvjTh4zkwDBPLx8/gf6piJTEM04ll2WSxAyi4n07gztlJ5J4pgmGYJHDXTHWdqoObKSIGJff1Br+vg8YLamXuC28QkyCcT90B3GdoMkrurVLK4x69jM95RfocEwRREWFZlhZa/nMLuP/AWH4JlqGL4zXTZG6L4bclAaiu0R4I4Cm/LVDBeUzWOI8xABw0tjmAM0VxOvpyvfS58/uzuvoDYJeucyx17Dg9WtV10OzrGI1tETqOrdruILZd5nWL0zhenOqeoMT8qbZdN3Ceku+nRswk/udT/ryrKzwHVR9idLSL3iM5fTHwmRZo9XwutT4Lr/geKfmc6zvvCvM5poUWWirm8to7QAstL2PBKzTPvKFSmQwHEZ1quyyTAW7ES9Y5aMTS+Z+3hjFJEtlWXuZZ7DqozFiMjmO/DPMses3BjR6KXlul97OUGbxe1vPQdT14c8kCYCWcv96+6PlMG/z7MXSNX9E9Uvo5l2qeX+vnmBZaaKmYC+U8E0TZ+YT/KTqvK8t95ZyMkhQAqUzhfyay0r96Vn09P12sL3x/poP7CjlQlddZziTqiH2C/+n0EmLq4olYI8uy8eDuCQCMLbW5PO5niK7rLwWNXN+M0sfh1zP4/RwkHE5JX1TXRM5nTylK7tGr+JxXpM8xQRAVCDLPBFF2VEYnptQLQuoF3EiZXBrzP3fJ0KjyLQ1pVAYgRFaPpFHWXNhXhcoUln4praz3M5ll2TJdAw29Q+ltvGF24PfLMHAopX1RXQPRXONXiK579Co+5/+WzzFBEK8YemGQIMqOykjFQ8comopSL3UZQmUYJP0nXmoUUm8/NI5pcDYDBWS8hGO+DK7zP0tfg7LezxNi+ypgLriX3mJYltUceZ2msd0QSvuiuibHFerLC6179Ao/5xkKNARBvAGQeSaIsqN6w/8HVsesAGU4biAk/sfPsmwGwzCq1erQP2qoGtXOUNq5/wCq2RJKG8yy3s+MsnRKgyT+5xh+erxklHwekksZ6vLuyxNwo9sv4+FKDlr3iD7nBEG8bihtgyDKjuo/7zLP51wKJV85q/piSKMyRXJSQoD/Vp6n6n6VHtl/WfdTLlPAjX5P59cjwJnAKSzLBr3k2Kpr0OQlxzGEoXv0sj7nBEEQOiHzTBBl5wf+p6HCDDq36SCG/xmsqzAHf1zN0UFVX8boKjDBz13rAO5lNF1f/TvoaH8VhrI8Rzt1XYMxKEnPiCm1+WXdT7lUB3CDZdkpLMvWYFmWYVk2iH8R7mWzmv8Zoae4R3ndp7Lco7J+zl8mr3vUniCIlwSZZ4IoI/xX+ypDc7O00eWru01DydfwSo67izcTpY8bg5K8UNUMBfH8apLmLAN8VboYlBSViBQJqxrha1x6A180xEHOOcgkg//ZTyPmGH0PDhIIZkpV9+PXVWYsvnRqxsu6nwrIAJ+ywcdULQ4vOW7pmS52a14D/nO0C8peghVDyT0q6+f8ZZLB/yzPzzFBEBUIMs8EUQ6wLDsFnOFyAGd0VaWMn4Izt4oqsmkcFyiZ/eEpP+PDdXBFG25oGiqWZSPBvUzmAEBVhvgpSgplZADQVXlNVXY7kC9JHMfwJZPBmaWXOW2Z6tiTNc4xBmUzP8kAPuGPd50/puqFu0QAo8VEL+t+ymSNKj4fU7VolspWXPZbApHgztEB3DV4yjDMdXCfI0O5xnJQeo/K8jl/mbyMzzFBEBUIMs8EUU7whisI3H+eGeDM5hNwI2QhLMsqmhZO47jxKClfrCoHHMl/pZ9RSjMWXD5oPEoM0A1wZqMaP3InFisR3Jy6qpfmVKNlU1iuBHgcH/dlzMIwGiXGQ3Xdxkp8MU4XJwBUA3feGXxbMrjz0Tv/8cu6n1LgH4YMjVQGgksteSkj4PwUd5qfO4D7XKg+C6tRPp+FstwjRZ/zl8zL+BwTBFGBYFiWfd19IAiCKFf4FJMIAHP/jaaFT4sIBme8ppSeq5nP8x2LktSEKa8oF7rc+LffI4Ig3lxo5JkgCKICoTnqzLJspFiRE5Zlb/Aj46oqlC9tFJwgCIIQQuaZIAiigvIqXg4kCIIg5EHmmSAIogLB5/iqcnV365oqjp99RfVi3TSxfQiCIIjyhyoMEgRBVDBYlo3UyAlOYhjmBrgX4TLAvcipaahfx4wSBEEQkuFnBqqBkn/DHMC9qyF71h5+2sdIcLMPOWscK6M89pcCmWeCIIgKCG+gq4PLa27MLw4omWkl7jUV/yAIgpAMP+/6NM33N3gzncQwTKScWXH4Od0/0ayyyn87l8QwTFBpQyx3f8n9oNk2CIIgCIIgiPJGZVRRakYg/n2Op+AqgDpKPJZKE1L62zb+mzrV/O+K9pcD5TwTBEEQBEEQL5MamisaI74OMo4Rxf88IbJtNbg0t7LsLxkyzwRBEARBEES5w+c0O5aey51PSQPkVa2NBDdSnSGy7QZ/3Igy7C8ZMs8EQRAEQRDES0GHeZ1S6qcUGoOr2imGKkaTMuwvmTfmhUGGYW4CsAOQ8pq7QhAEQRDEfwMfAM9Zlq32OjvBMMxyAL4v6fA+0OGdNF/EkwKfhxwFrhBUkMzZNhyg2wxr7qN0f8m8MeYZgJ2lpaWTn5+f0+vuCEEQBEEQ/34uXryInJyc190NAPC1tGQCa/ualutBr1wqQE4O+6I8jsUwzDRwZrUxgBjwqRMyydDRrjLJpT2e3P0l8SaZ5xQ/Pz+npKSk190PgiAIgiD+AwQFBSE5OTnldfcDAGr7mmL/Ec9yPWa75ndx+mT+JbkjzGKwLKtO0eCnqrvJT1VXnvPUO7zk/QFQzjNBEARBEMR/AAYoNi7fBcxL6Sk/bd0TALv4VA6p6NpXNYKcUcb9JUHmmSAIgiAIgnjVqPKdx0jcP0PCPpo5znL3lwyZZ4IgCIIgiH87LMAUM+W6oIx19BiGiWMY5rqO0WVVzrPUGS9OgCvtLYaqXTM3V+7+kiHzTBAEQRAEQbwMIsAZVbEX81QG9rjEY8Xp2SY2b7Tc/SVD5pkgCIIgCOK/AMuU71J24sGVxxabWSNQYx8BGkVUNFnDbxMrbBIJILFUHLn7S6bCmWeGYSIYhqEpMQiCIAiCICTCoPzTNsrBPo8GMLa0GeanrasOYGxpA8t7wOsMwwRqtvPFVsYCmFZq/0D+WJFl2V8OFWKqOoZhYsAN6T8BN3E2QRAEQRAE8S+GN7CRDMNM08h7VqVw1NAx8psIbpaMDJHjzWUY5gbDMHHg0j2c+X2DxCoZyt1fKhXCPGvWPOefOBxeX28IgiAIgiD+ZbAAU1z+xyyXw2jM8SxxX5378/NCS85Vlru/FCpc2gZBEARBEARBVFQqxMgzQRAEQRAEUUbKe+SZEIXMM0EQBEEQxH8AppzSLAj9/OfMs56ZOnxfRrykE/exbMkZXL/2BMXFLKp62WPQkAZo1boqGEb/e6oFBUXYuvkq1iVcwqNH2TAzN4G/vzuGRfujenVHg7GfPMnBiqVnsX9/KrIy82Fnb46Onaqh/8B6sLe3MKi/cvkxFi04hfPn01BYUAx3DxtERvmhc9caMDbWn9FTXMxi754UrF55DnfvZMLExAi1ajth2Ah/NGjobjB2dnY+4lZfwI5t15GRkQsra1O0bFUVQ4c1hKubtUH9ndvPsWjhKSQnPUDOiwK4uFihV5/a6NO3DszN9X+sWZbF8WP3sGzJGdy8kQEA8Paxx+AhDdGshafB+5afX4RNG65gw7pLSEt7AQtLEzRq5IFh0f7w9nYw2PfH6S+wdPEZHDhwG9lZ+bB3MEdI5xqI6l8XtrbmBvUEQRAEQbw+GJatWI8pqhcGWZatUQa9GL6BgYFWSUnlMwve1atPMHbkZpw4fk90u19dF8ye2wOBQZVEt29YdwmTJybi/v0srW0MA/TsVRt/zO4GJydLre1FRcX46n/7MeevJOTmFmptt7Y2xfsTmmHyx61gZKRtBB89zMa4MVuQuFN8ekMvLzv8MrMLOncRvwWHDtzGO29txfVrT0W3t25TFTHzeqKql73WNpZlMWvmcfz4w0E8f5antd3U1AjDowPww/ROMDMz1tqelZWPD97dgfg1F1BcrP3ZdXG1wjffd8CgwQ1E+3bxQhrGjd6Ck8kPRLc3aOiGObE9dD4AxK2+gE+m7Majh9la2xgG6Bvmi5l/dYOdnbYJLigowtRP92J+7Enk5RVpbbexNcOkyS3xwcRmBg08QRAE8foJCgpCcnJyMsuyQa+zHwzDJAU0NA88uNunXI/bqlMKTp3Je+3nV9H4z5lnfccNDAwMLA/zfOliOroGL8eTJzl697O0MsGGTf3RvGUVQfuyJWfw9titBuP41XXB9sTBcHQsGUUuLmYRPWwj1sZfNKgfHu2P3//sKjBiDx9kIaTjMqTczNCrNTZmsHBJH4SGCQfsdyfeRL/weOTna5s/TSpVssHOvYO1RmKnfroXv/961GDfgztXx+r4cJialhjorKx89Oq2Ekkn7hvUfz+tI8a/11TQdub0Q3TvskLUtGtiY2uGzdsGaD34xMYkY+IHOw3G9g9wx5YdAwUGurCwGEMGrMOWzVcN6se9HYRpM4LJQBMEQVRwyDy/mdBsGzIpLCxG/8gEg8YZAHJeFGJAVAIyM0vM2vlzj/Du29skxbp4IR3jxwlN9qyZxyQZZwBYtOA0li4+I2gbNWKTQeMMAEVFLEZHb0JKSsm+aY+yMWTgOoPGGQDu38/CkAHroPlwtnH9ZUnGGQASd97AD98dFLR9PClRknEGgE+n7MGRQ3fU63l5hRgQmWDQOANAVmY++kckICenQN2WnHQfkybskhT79KmHmPC+0GT/MuOwJOMMAHP+SkLc6guS9iUIgiAINcVs+S6EKGSeZbJ96zXcuC6eriDG48c5WLXivHo9ZnYSioqkfyA3b7qCm7zZLSwsxuxZ8kbO/5x5XG1gz5x+iP37UiVr8/KKMH/uSfX64kWnkZWZL1l/6uRDHPjnlqAvcpgfm6w2sGmPsgXXUQp//VkSb+P6K7h9+7lk7YMHWYKHlL/+PCGaJqKLhLgLuHc3EwCXIx0zW959m/WHvGtFEARBEAxbvgshDplnmcyfd9LwTqVYwGsyM/OwZpW8EUWWBRYvOAUA2LXjOu7ckW4AAS7F5PBBbgR24fxTsrQAsGTxaeTnF4FlWSycJ18/P5bTXDifhiOH7+jfuRRPn+Ri/brLAIBlS85KGvHWZNPGK3j4gMspX6Dgvqn6/vhxDtavvSRLW1TEYsni0wCAzRuvIO3RC1n6k8kPdOZlEwRBEATx+iDzLJOzZx7J1pw/l4aiomJcv/YUL14UGBaU4gwf84yC2JzuIffz9EPZ2qdPcnH3biaePs2VNXKr4qwq9hn5sQHg7Gnl+qIiFhcvpvP9kH/tVH2/cildtnEHgLOnHymOrRmfIAiCIAzCgpvnuTwXGn0WhcyzTJSYKJVObIYFSdq8wrLF5uMq1xeioIyxlerzykmv5NxVI+75BQpj55ftuovNpEIQBEEQxOulIppnBwBOr7sTunB1tZKtsbU1g4WFCdzcDc9fLBqTn/dYSWwAcOXjSpk/WQwXFys4OFrAxET+x0UV08VVWWy3MvbdrQzXztXNGgzDwFVp392sFMcGAHeFnxeCIAjizYMBwBSz5bu87pOqoFQI88wwzGSGYeL4aeqqA3BgGOY63zbtdfdPk77h8muthEX4gWEYVKvmgEaBHvL1fMzeferA2FjeR9nS0gRdu9UUHEcO7Tt4w9nFCubmJujZq5ZsfViEr/o4Do6GC7eUpi8/VZ7qOHKoXsMR/gHcfM1K7psqtl9dF/j6ucjWh0X4AQD6hPlC7qxztrZm6BRSXXZMgiAIgiBeLhXCPLMsO51l2UiWZYNYlmX4pQbfNuV190+TEdEBsg3syNGN1L+PGtNIz57aVK5si249ONNa2dMWPXrKM7ARUXXV80SHRfjJNrCCvo8NlKW1sDDBoCENAQCWlqYYMrShLH3bdl6oXccZANC6jZdsAztyVIC6SEz06EayDazqXjEMI/u+VavugI6dqnG/V3NAcGd5Rrj/wPqwsTGTpSEIgiDeYCjn+ZVRIczzvwnPKnaY/EkryfuPGBmAgEYlo839BtRHi1JFU3TBMMBPvwQL0iW++KY9HBykGWB3d2t88llr9bqVlSl+mN5JYs+5QiU9e9dWr7dp66UeTZXCl9+0ExR4+XBic/j4aFcdFMPK2hTf/dhRvc4wDKb/HCw5daShvxuiNYx/9eqO+GBCc4k9B956pzHq+JaY9SHDGuqsFlkaIyMGP/0SIqju+M13HWBjK80MV6lii0lTWkruK0EQBEEANFXdq4LMswI+/rQVPpjQzOB+AwfXx8+/dRa0mZkZY2VcuEEDbWJihL/m9kCvPnUE7bVqOWHdpn5wcdGfR+vpaYsNW/qjSlU7QfugwQ3w0y8hBkdhOwZXw+JlfWBsXPIRYRgGc2J7oE9oHT1KjqlftsXb45sI2lxcrbB+S39Ur+GoV2tnb464tRHwDxCmuLTv4INFS/vAwkK7bLcmAY3ckbA+CtbWQrP6xdftMPYtw0WSRowMwPfTOgraLC1NEb8uEkGN9RtoMzNjzF/UW6u0ed16rli7PsrgyL+3tz02bOkPj0o2BvtJEARBEMSrh8yzAhiGwdffdcDKNeGoV89Va3v1Go6YE9sDs+f2EB0pdXKyxKZtAzD1i7ZaL5MZGTFo07Yqdu8fgkGDG4jGD2pcCYeORaPfgHowNxcaSUtLEwwd3hAHjoxAXZG+AcDYt4KwPXEwmjX31DLRlSrZ4LsfOyJ+XSRsbc21tBYWJli8PBS/zuwMLy87re0BjTywfnOUzpHT6tUdse/AMIx9K1ArLcHU1Ah9Qmvj0LFotGnrLarvHVoH+w+NQKeQalrpM46OFvhocgvs2D0Y7h7a5tPIiBu9XrI8FL5+zlrba9V2woLFvfHbH10EDw0qXFytsG3XIHzyWSs4OVtqHbt9R2/s/WcowiPFR+ebt6yCQ8dGICzCF2ZmwvtmZW2KkaMbYf+h4ahVW7tvBEEQBGGQ8k7bIERhNMsn/5dhGCYpMDAwMClJXqU3XWxYdwljR23Gixfi04mZmhph+s8hgpxhFUVFxfh0yh7MnnVC5/ErVbLBqvgI0RcM0x5lY0DUWhw7elenvn0Hbyxe3leQNqHi8MHbGNhvLR4/Fi8xzjDAxMktMfWLNmBKuWuWZTHz12P4Yuo+nRX37OzNsXBJH4SI5PlmZeVj1IiN2Lr5ms6+N2johlVx4ajqpZ3icflSOiLD4vWWGB88tAF++6OrlkEFgNUrz+Pdt7fpnAbO3NwYv87sgsEi+dmFhcWYNGEX5sfqLrhStaodVidEoH4DN61t9+9lon9kgt7iJyFdqmPhkj6ws9N+cCEIgiAqFkFBQUhOTk5mWdbw15ovEYZhkhrVNw88vMmrXI/botctnDyX99rPr6JBI88K2LThMoYOWq/TOANAQUExPnxvB+bNTRa0syyLCe/v1GucAeD+/Sz06LoC584KC2xkZOSiZ7eVeo0zAOzbm4q+vVYjO1tYTvvY0bvo03OVTuPM9RGYMe0Q/vfZPq1tv844gqmf7dVbqvr5szz0C4/Hnt03Be35+UUYEJmg1zgDXFGRHl1W4NHDbEH79etP0S1khV7jDHDVCMdEb9Lq45pV5zE6epPe+ZPz8orw9titWLbkjKCdZVm8M26rXuMMALdvP0f3zitw5fJjQfvj9Bfo3mWFwaqBu3bcQGTfOJrjmSAIgpAHCzDF5bvQC4PikHmWyfPneRg7egukDthPnpiI27eeqdd37bwhuUx2VmY+3hqzBZrfDnzz5d+4eCFdkj456T5+/umIer24mOXNo7SiHb//ehRHNUpqX7qYji//t1+StrCwGGOiNyMvr8QExvx1Avv3pUrSp6Q8w6cf7xG0fTB+O9LTpZW5XptwCfFrSkqhP36cg3ff3iZJCwAfvLtDYN43bbiClcvPSdJmZOTinXFbBW3/+3wfrl97Kkl/+NAd/DnzmOS+EgRBEAQAbvSrPBdCFDLPMlm98jyyMvMN78hTWFiMhQtOq9djY5L17K3N6VMPcezoPQBAZmYeVi4/K0u/eOEptYFN3HUDN29kyNLHzi0ZaZXb90ePsrFh3WUAnHHXPJYU1iVcRNojzsBeupgu2Xir0OzviqVnkJMjfTQ3P78ISxaX3Le5c+Sl+xw9chenT3GjzE+e5CBu9QUDCiELYk+hsJASzgiCIAiiokHmWSalv86XpFnMaR4+yMLO7dcVx9y4/jKysgpkadMevVDHXL5EnvEGgPVrLyEzMw+FhcVYtULayKsmqr4fOnjbYLpFaQoKirF61XkAwPKl8vt+9MhdXL3CpU8sU6Bfyt+31NQM/L3/lmz9Mv56r42/KDsN486d59i3N0V2TIIgCOLNpdzTNghRyDzLJDX1meGdSvHgQRby84tw+/ZzRd+C3OJjpqTIjw2U9DklJUO2Nj+/CA8eZOPpkxxkyhhxLx07VUFsoOTclepL4su/drdSn4FlWXUfZOtvKY9dFh1BEARBEC8Pk9fdgX8bcqvU/XdilzF4GfVlja9Eror5OmKXRUcQBEG8gagqDJb3MQktaORZJj4+DrI1lSvbwszMGN7e9oKqc5JjVnMQ/JRLNV5Xrbr+4iRimJsbo1IlGzg4WsDOXv70aao+V1Nw3TT1Ss+9LHpvH3swDANvb2lVEbVi+yiPXRYdQRAE8WZCFQZfDWSeZSI2/68hhgznNK5u1ujSrYaBvXXH7N2nDmwllnhW4e5hjRC+2t3goeJFV/TRN9wXNjZmMDExwsBB9WXrhw7zB8AVCDFUWbA0ZmbGiOpXD4CyvrdsVQU1azoBAAYNka8fwl/3ql726NDRR75+GKcPi/CDpaW8L3m8vOzQrr14oRiCIAiCIF4fZJ5lEtW/rqwRWFNTIwwf4a9eHzNO3jzjjQI90LgJVxLaxsZMtgkcMTJAXSykY6dqqFnLSZZ+9NiS/o4aEygrlcDDwwa9+tQGwFXgGz02UFbs8Eg/uPAVGGvVdkaHTj6y9Jp9HzSkIaytTSVrLSxM1OYXAMaMk9f3lq2qqAulODhYoN+AerL0I0cHilY5JAiCIAidUIXBVwL97ywTW1tzxC7oJTn94teZXeBZpaSMdcdOPpKNmL29OWLm9RTk3H7+RVs0aKhdvU6MZs098eHE5up1IyMG8xb2gqWVtFHQj6a0RJOmldXrtes449vvO0jSmpkZY8GS3oIqf2PGBaJTSDVJ+uo1HPH9jx0FbTNndYWbm7Ukfb8B9RAW4ated3S0wOy5PSSb/z/+6gZXjVjde9bC0OHSvnVwdrbErJgegravvu2AOr7Sym63beeFd95rIq2jBEEQBEG8Usg8K6Bb95pYsToMNnpSKMzNjTFrTjcMHe4vaGcYBtN/DsH7HzbTG6NqVTts3TkQvn4ugnY7O3Ns3DoArVpX1asP7lwdCRuiYGkpHG0NDKqETVsHwN1dtwk1MmLw2f/aYOoXbbS2vftBM0ybEQwTE90fHUcnCyRsiETrNsIyoaamxlixOgx9w3x1KDkaBXpg286BcHaxErR7eztg++5BBkfPR45uxBtloVMODfPFoqWhekegLS1NMG9hL62RYoZh8PufXTHubf3fHFSr7oDtiYNQo1SKiqOjBbZsHyh4GBGjR89aWJ0QIVpanCAIgiB0onphsDwXynsWhcyzQrr1qIk5sT3gV9dFa5tPNXv8/FtnDBoiPlKpMqefTm0NZxdLwTaGAVq1rorFy/ugQUN3Ub2zsyXmLeyFyCg/LZNlYWGCwcMaYM7c7rCzE08vadrMEwuX9kHjppW1RmLd3a3x1bftMeGj5jpnmRgzLhA/Tu8Ezyq2Wtsa+rth3sJeaNfeR1RraWmKX//ogtFjA7VMrImJEXr1ro2FS/ugUmXtYwNAzZpOWLIsFB07+WiN/ts7mOPDj5rh2x866DT3oWF18MfsbqhdR3sUuEZNR8yc1RWR/eqKao2NjfDlN+0x6eOWcHS0EGwzMmLQrr03liwPRR1f7c8EALi5W2PB4t4IDasDU1Nh/6ysTDBiVAD++KsrrK3l5bUTBEEQBPHqYNg3pPwiwzBJgYGBgUlJ8irFicGyLD6etBuzZ53Qu19EVF3Mie2hZXAfp79AZFg8Thy/p1NrZMTgtz+6YHh0gNa2o0fuIiosDk+f5urUu7tbI2FDFBr6axvwP38/plX6ujRt23lhxZpwLQOek1OA4UM2YNuWa3r1Uz5thU8/b61lwK9eeYyw3mv0zpdtbWOK5avC0LGTdopHQtxFjB21Gfn5ukuM16vvioT1UajsKTTgRUXFmPjBTiyYd0pv3wcNaYA//uqmZcAfPcxGeOganD71UKfWxMQIs2K6Y8BA7Zcr//k7FQOi1uL5szydek9PW6zdGAW/uq56+0gQBEG8foKCgpCcnJzMsqy8F5rKGYZhkgL9zAOPrfYyvLMMmva7heSLea/9/CoaNPKsgG+++segcQaA+DUX8OF7OwRteXmFiArXb5wBrpz1e+9sx7qES4L2y5fSER66Rq9xBoCHD7PRt9dqpKZmCNqXLDpt0DgDwN/7b2HIgHWCEtEsy2L0iE0GjTMATPv+IP78/Zig7dHDbIT2XG2w0Ex2VgH6RyYgOem+oD1x1w2MGrFRr3EGgPPn0hDWZw0yM4Umdeqnew0aZ4CrZjjlo0RB24sXBYjoq984A1w59nGjNmPblquC9rNnHiIyLF6vcQaAu3czEdpzNe7dzTTYT4IgCIIQQC8MvhLIPMvk9q1n+OWnw5L3X7r4DJJOlJjAlcvP4fgx/cZZkykfJaKgoMQsfjl1v0EDpiIt7QV++PaAej07O1+ScVaxd08KNm24ol7ftzcVGzXWDfH1l3/j8eMc9fovMw7j9u3nkrS5OYX4/JOSvrIsiykfJaKoSNo3JRfOp2H+3JPq9WvXnuDPmccl9hyIjUnGhfNp6vXFC0/j1En9xrmkr8DkiYkoKir5l2fqZ/vwIltaafX797Pw0/RDkvtKEARBEMSrg8yzTBYuOI3iYnmpLvNjkwFwBnDe3GRZ2gcPsrB1MzeKeef2c2zbanjUV5O18ZfUBjYh7qJk461C1XcAmBcjr+95eUVYvuQMAG7kdvmys7L0B/65jUsX0wEA+/el4uqVJ7L0C+adVN+rBbEnDeytzXxeo+S+paY+Q+KumwCA69efYk/iTVn61SvOaY2cEwRBEIRO6IXBVwaZZ5msX3vJ8E6lWJdwCSzL4ubNDJw5/UiRHgA2bbwi27jn5hZi+zbOcK9T0Pe/99/C4/QXyMsrxNZSqQhSWMv3ff/eFDzLkG8GVX1Wct1TUp7hZPIDXn9ZcewL59NkG3cAWJdwEQCwcZ382FlZBUjcKc9wEwRBEATx8pFX9oxAelq2bE12dgFycwuR9lC+FgDS018A4NIwlPCY16U9Uh6/oKBYcsqEIHYZ+56u7rtCvTq+/HN/nP4CLMsq73t6juLYZdERBEEQbyg0UvxKIPMsE3MLEwDyR1DNzIxhIbNEszAmYGGhbO7fEr30Cnul9apjKI1tbq5Mb6HSK4yvumYWFibIy9P/omFpzM1NwDAMLJT23bwktiK9Qh1BEATxZsIUyygDTCiG0jZk4h/gIVvToKEbjI2NUKOmk6wS0eqY/HRzSmIL9eLzRuvD2cUSnp62cHAwh7e3vWx9wzLE1tQHKNCbmBihLj/lm5L4qti1fZ1hbi7/waVhQNnOXamOIAiCIIiXB5lnmUSPDJCtGTm6EQDAxsZMq3KdIRgGGBbNVSkMDqkGLy87Awoh9eq7olkLTwBA9KgAWVoAGDrMH6amxmAYBtGjGsnWj+LP3dfPBS1bVZGldXK2RJ++dQBwcy/LNbC9Q+uoS2yPGCm/79GjA7h+OFkiLMJPltbExAhDh3H3rXvPWnD3kFZWXEVQ40qKH5YIgiCINxS2nJdygGGYCIZhYhiG2cUwTBL/u4OC4yQxDBMoY/9pfKxgVTz+9ziGYcbIja8JmWeZdOlWQ7Q6nS7c3KwR1b/EMI97u7FWdTl9hPb1hbe3AwCuwt3b7zaRrAWA8e83VRcqqVffDR2DtQuP6MLC0kRt/AFg6PCGsLMXr1ooRmBQJbTQMMzvfaC/JHlpxowLVKcuOLtYYeDgBpK1DAO8Pb6xer1Xn9rw8ZE+cu7paYuw8BLD/Pb4xjA2lv51WFT/uvCoZAOAK0v+1tuNDSiEvPt+U1n7EwRBEERFg2GYaQDAsuxYlmVDAHQC0BjATYZhqss4TiCAQABJDMOwepZgDZkDgDEAdgF4yjAMy/9+g2XZuWU5LzLPMjE2NsKq+HC4uloZ3NfaxhSr4sNhY1NSbtnXzwWzYrprlcUWo0FDN8z8q6ugbdzbjdF/oLTR6zHjAjFwkLDS3bwFvVCzlpNBrYmJERYu7g0vjVQNZxcrrFgdJin3ukoVWyxb2VdQYbB7z1qY9HFLSX3v3rMmJn/cStD240+d0LyFtNHrGb92RtNmnup1MzNjrE6I0CqrLYadvTlWJ0QIco79Azzw2x9d9ahKCGpcCTN+7Sxoe39CM4Tyo+iGeP/DZrJHugmCIIg3HBZAMVO+SxlGn1WjxCzLxqu7yLIZ4Ay0AzgjK5XqAG4ASNSxJAOIZ1k2sZRursY+0wHUYFl2ivyzEULmWQE1azohcf9QtGpdVec+AY3csXP3YDRuUllrW/8B9bEqLlxnCoaREYPwSD9s3TkQ9vYWWtvmxPbElE9b6cyftrM3x1fftMdPv4Rolcd2cbXCrj2D0bNXLZ0GvkZNR6zdGIUevWprbWvbzhubtw+EX10XcTGAjsHVkLhvKKpU1T6/qV+0xc+/dYaTs6Wo1sLCBOPfa4KlK/pqlce2tDTF+s39MGRYQ61tKipVssGCxb0xeqz2Nzt+dV2RuG8ImjX3FFFyBDWuhF17BouWNR82wh9LV4TCs1TZbxXGxgwGDKqPTdsGCB6YuG1GWLCkDz6c2BxWVuL3zcHRAj9M74Svv2uvs38EQRAEoZOKVWFwLIDVpRt5A50IoLqMNIwmAIJYlg0RW8CNJkeKxBqrsd8UlmVvlOF81JB5Voi7uzWat6gCewftNAYrKxM0beaJKlV1pwnU8XNB46aVRVMBKnvaonmLKrC1FU+RMDJi0KRpZfj6ihvYevVc0LhpJS3jrMLB0QLNmleBu7uN1jZTUyM0aVoZNWvqHp2uVs0BTZtVFs1BdnaxRPMWnnDRMzIf0MgDDRq6iW6rWcsRzZp7wtRUfHTb0tIEzVt4CkbEVRgZAY0CPVCvvqvO2JUqc9fWxtZMa5u1jSmat6gCzyq688rr1nNFUONKMBL5y6lS1Q7NmnvqfKgxMTFCs+aeOkf+GzRwRVCQ7vtGEARBEP8iGoNLsxAzyMka+0jhMW+6teBTQ36Q3z3lMCz7ZkwKyDBMUmBgYGBSUlKZj/X8eR7Ceq/BsaN39e5Xx9cZm7cNgLuH0KSeOvkAoT1X48mTHB1Kjv4D62FObE8YGQnNVGxMMj76cCf03TpjYwZ/ze2BAQOFaRsFBUUYNmg9Nm/SX/DEw8MGm7b1R51SBj01NQO9uq5ESsozvfoOHX2wKj4clpZCI7l54xUMH7IB+fn6p43731dt8dFkYYoHy7KYPDERMbP130MbWzPEr41Ey1LfDDx9movQnqvUhVN0Ub+BKzZtHQBnF+EDwLGjdxHWZ43BKo0jRgbgtz+6aJngP347is8+2atXa2pqhNgFvShtgyAI4l9AUFAQkpOTk1mWDXqd/WAYJimwjnng8QU+5XrcJtEpSL6cp+j8eFM7BtyI8Q2RbZMBjC1L/jGf4xzIsux0kW0xLMuO5V8WVOVCJ+oy4XKgkWcFjBy+0aBxBoDLlx4jKjweRUUl332kPcpGRGicQeMMAKtWnMe3X/8jaNu+7RomfqDfOANAURGLt8dswaEDtwXtn0zebdA4A1xZ8PA+a/DsWa66LTe3EBGhcQaNMwDs3ZOCd9/eLmg7feoBRgw1bJwB4Osv/saaVecFbbNmHjdonAEgKzMf/SLikZqaoW5jWRZDB64zaJwB4NzZNAzst1ZQzfHe3UxEhcVLKm++cP4p/PzTYUHbhnWXDBpnACgoKMbo6E04cfyewX0JgiAI4hXgy890obXoE/FpEo46UiVUo9EnlHaKN8VjxYyzxj4qA58MLlUkjmGYyUpjqiDzLJOkE/exY9t1yfufTH4g2H9e7Ek8klHp768/jiMjo8TA/vjdQcnaoiIW06cdUq/fv5eJBfNOSdbfuvUcy5eeVa+vTbiIy5ceS9avWXUeV6+WlLX+dcYRWYVKfvjugNrA5uYWYkYpQ6qPZ8/yMPvPkr/JQwdvY/++VMn6w4fuYN/eFPV6zOwkSQ88Kn775Siys/MBcMb9Bxn3raCgGD9Pl36uBEEQBFHRXhjUBT/LRjC4F/ySDe2vB0PpGhkAdrEsO51l2Rv8iHMkgE9oqrpXzLy58u/z3BhOU1hYjEXzT8nSvnhRgJXLzwEAkpPuIznpviz9nsSbuHaNM7CLF51GYaG8NwDmzT0JVWrPvJiTsrQAMJ+/Xg8fZGHjhiuytNevPVUb3nVrL+HJY+nmFQCWLT2rNrCxCvo+j79vubmFWLL4tCzt82d5iFt9AQBw+OAdXDifJku/bes13L5leISfIAiCIF4yl1iWDRJbFB4vDtzMGaOVdkhlwPWZb37kO7FUWwa4EehpSmMDZJ5ls3+v9NFLFX/vSwXLsrhy+THu38+SH3NfiuLYqvhK9deuPsG9u5nIyspXlEqgMr8HD9yWbdwBYD8/+rtvT4ps7fNneTh98iHfD/l6Vd/PnX2Ex+nyjDsA7OOv9z4FsYuLWfzzzy3ZOoIgCOJNhQHYcl5Qvi+w82kUDuDyoDPKcKgp4EywEo4DcCg1J7QsTAzvQmiSlWU457U0hYXFyMkpROZz+VoAyHzOjZ5mZuWXTZ+pMH5mPoyNlT1nqc45S2Hfn2dyuqxMpfo8xfrMzHywLKu475lliA2U3DeCIAiCkAJT9unlXhoMw0SAS9coq3EGgChwBrosSC7SUhoaeZaJrunj9GFiYgRLSxPY2snXAoCtHTetmp3I9Gpy9Er6zunMRKd2kxbbvEyxVeesOgf5enNBP+Rga2sGhmHKcN2UxwYgq5ojQRAEQVRU+FHesXy6R0Y5HMsBXOqHrn1i+IqDDmWJpQsyzzJp39FHtqZdB28wDIPadZxRubJ4gQ29MTv4KI7Nxed0HTrJ19eu44zKnrawsTFDk6baBV8Moep7q9ZVZZUlV+v5c1Zy7vYO5ggI9BD0Q1ZsXlO/gSucXcSLuuijA9/nDgpiGxkxaNPGS7aOIAiCeEOpoC8M8vM8q8pza7Y7KHxxT3WcJ3r2qQ7uhUExnPmfimf6IPMsk1FjpBbDKWEMX+3OxMQII0YFyNJaW5tiAF9iO6CRh2jFQn10CqmGGjUcAQDDhvvrrMyni1FjGqnnKx4lUrXPECPHNAIAuLlbo3eotPLUKmrVdkK79t4AgNC+vrIN7OAhDdXV/Ebz/ZDD6HHc+Zqbm2DYcH9ZWnsHc0T2qwsAaNbCE/Ub6C7cIkaPnrVEKzQSBEEQxL8F/sW+sWLV/8ClcGiNHvMafUhJt9gF3ekhEQCSyzLTB5lnmTQK9ED3njUl79+4SWV07lpDvT5yVCO4u1tL1o9/v6mgRPcnn7fWWVa7NCYmRpjycSv1uruHjWjZal14e9tj4OAG6vWwcF+9ZblLM2BQfUGlwgkfNYeFhXjlQDE+/byN2rhbWJhoFU3Rh4ODBd56p6RwUfOWVWSNvLdqXVVt3AFg7FtBcNZRUlyMCRNbqI07wzD49PM2krVmZsaYOLmF5P0JgiAIAgA3UlyeSxngUyZ2gSvDHaex7GIYZheAWJQyz/zc0dcNlO1WmecMXTvwcz9PK23E+RcWncBNWacYMs8KmLewN1q0rGJwP7+6LlgVFy542c7F1QoJG6Lg4qK7fLWKwUMb4JPPWgvaQjpXx68zuxg00CYmRpgT2wPNS/Xzux87oo+EEeDKlW2wdmMU7DTydc3NTRC/LhLVqjsY1HcKqYbf/+wqaGvQ0B2Ll4WKlvUuzVfftEd4pLDK3tvjG+Odd5sY1NrZm2NNQoSghDfDMFi8LBSBQZUM6hv6u2HZqjBBhcBKlW0Rty4SDg4WepQco8YG4oOJzQRtPXvXxg/TOxnUmpkZY/6iXpL6SRAEQRACyjtto2zsBmd0g8GN9qqWYH5xECmgkgjOUGfoOe4JABk6iq+o4Ue7x/L5z3G8YYeewi2SIfOsABsbM2zY0h+TP2kJR0dtM2VtbYp33m2MnXsGw01klLmhvzv2/DMUUf3riqZR+PjY49eZXTBrTnet0twAED2qEdZt6odmzT1F+9emrRc2bxuAqP71tLaZmBhh0bI++H5aR9H8azMzYwwe2gB7/h6GWrWdtbZX9bLHnv1DMWpMI1hYak/W4upmhf991RZrEiJgYaG9vVuPWtixezCCO1cXfQAIaOSOlWvC8OFHzbW2MQyD76d1xJx5PVCrtpPWdiMjBn1C62D3viFaDw0ANxq9ZccATJzUAvYiL+PZ2pnh/QnNsG3XINFR5sZNKmPPP0MRHuEHY2Ptzlev4YhZc7rh519DtEpzA8A77zbBmrURCGosbow7dPLB1p0D0aevr+h2giAIgvi3wL8cyOhbRDRTWJatoc/csiw7lmVZR4l9mMLvH8mybAjLsmWdoQMAmWfF3L2bif17U/H0aa7WtuzsAuzfl4qbNzJ06s+deYSD/4jPfZyS8gz796bgmY5S0EVFxfhn/y2cOf1QdPvJ5Ps4ePC2urhJaZ48zsH+fam4dy9Ta1t+fhEO/H0LFy+m6+z71StPsH9fKnJzCrW2pT16gf17U/HwgXgVRZZlceTwHRw/dle0xPjFC+nYvy9VZwnvFy8KsH9vKq5f035PoLiYxeHDd3DypO4S3HduP8c+Hdc283k+9u9Nwa1U3cVJTp98iIMHbqOoSLvzN288xd49qTqntiss5O7b+XPiBVOSTtzHkUN3dN43giAIgtAJi/Kf55n+OxKFzLMCrlx+jOB2S3D0yF2d+5w7m4auIctF91m+7CwG9V+Lu3e1zauK9esuo1vIckFpboAziGNGbsbPPx1Gjoh5BYCsrAJ88+XfmPD+Ti0j9uhhNkI6LtNbYjwl5RkiQtdg4/rLWtv27klBr+4rcfWK7pdc9+9LRXD7JaIm9Osv/sbHk3bjWYb4g0FeXhHm/JWEQf3XoqBAaKCzs/PRu/sqrFx+DsU65rJ89DAbY6I3Y/Ys7Zdoz519hJAOy5B0QneVxlMnH6Jzp2U4JWLAF8w7iRFDN+DBA/FCNywLxK+5gJ5dV2rNqV1UVIxhg9bjj9+PITdX/L49f5aHzz/di0+n7NHZP4IgCIIgXi9knmVSWFiM/pEJeCyhVPSL7AIMjEoQGKkL59Pw7lvbREddS3P+HLevJn/9eVxd9tkQ82NPYvnSs4K20dGbcOP6U4PaoiIWo0ZsRGpqhrotPe0FBg9Yi7w88VFhTe7dy8KQgesE5n3zxiv4+afDkvq+Y9t1TPvhoKDt40m7cfyYtCqHH09KFDy45OcXoX9EvNbDiBiZz/PRPyIeOTkF6raTyQ8w4f2dkmKfTH6AiR8I9/315yPYtFFaefJZfxxH/Bpp95ggCIIg1BSX80KIQuZZJju2XcO1q/qmFhSSlvYCa1aVGKGY2UmyylRv3HAZKSkZALjRy7/+kDct4Z8zj6sN7NkzD7FXRpnr3NwizJ97Ur2+ZNFpWVXvTiY/wKGDt9Xrf/x+TLIWAGJjktUGNj3tBVYuPydZy7LA7D+Pq9c3rr+MW7eeS9bfu5eFtQmX1OuzZx1HcbH076/i11zEfT4tJj+fG02Xw58zjxveiSAIgiA0Kffy3IQYZJ5lsmD+Kdma+bHcVIJZWflYvfK8LC3LAosXnAYA7Np5A3fuSDeAADfSfeTQHQDAQv44cliy+Azy84vAsiwWzDtpWFCKebz5vnghDYf5fkjl6ZNcbOBTR5YvPaszD1oXGzdcwaOHXO71QgX3bUEs1/cnT3KwNv6Sgb2FFBYWY8niMwCArZuvqvshleSk+6KpIwRBEARBvF7IPMtE10t6+jh3Ng1FRcW4dvUJXrwoMCwoHfPMQ8WxOf0jAMBpBWbsyeMc3LuXiYyMPFkjtyrO8rHPnH4kWwsAZ3ndaQXnXlhYjIsX0/j48vWqvl+59Fi2cQeAs6fLeN8U6giCIIg3EJYBW1y+C40+i0PmWSZS8n3FyM8vUqzN418wK6teiQFU6fPzxF9ykx5bmV71cp3S+Lm53DkruXZ5eYVgWRZ5Svuepzw2AJ0vFhIEQRAE8fog8ywTV1fDxU1KY2NjBgsLE9E5n6Xg4mqtODYAuLhxOlc3hfFdrODgaCE6t7FBLd9n1TnIxbWMfVddMyXXzsXVCgzDwFVp38sQGwDcFJ4zQRAE8YZCOc+vBDLPMgkNk1/Aom+4LxiGgY+PPQIaucvWh4VzMXv1ri3bwFpYmKBrN66ceN8ww5UFS9OuvTecXaxgbm6CHj1rydar+t6uvTccRArKGKIvf71DFfS9WnUHBDTy4PUK7huv8avrgjq+2gVjDOr5c+/dV37fbWzN0CmkmmwdQRAEQRAvFzLPMhkRHSBa9U8fo8ZwJdoZhlH/LpVKlWzQnTetnlXs0L2HPAMbEeUHJyeuWl54ZF3YO2hX1tPHyNGN1L+PHiev7xYWJhg0tCEAwMrKFIOHNJClb9PWC3V8XQAAbdt5yzawI0c1Ut+raI3zkEpZ7ptPNQcEh1QHAFSv7ojgztVl6fsPrA9bW3n3iiAIgnjDoanqXglknmVSpaodJn3cUvL+w0b4o1Ggh3q934B6OstqizH952BBCe8vvm4n2QC7uVnjk89aq9etrEzxw7ROkmN36OSDXn1qq9fbtvNGqIxR1P991VZt3AHgw4nN4eVlJ0lraWWC737sqF5nGAbTZgRLHnmv38BVYJhr1HDEex80ldhzYOxbQfD1c1GvDx3eUHAf9WFkxGD6z8GCh6xvvmsPaxtTSfrKlW0waXILyX0lCIIgCACUtvGKIPOsgE8/b4133zdsxPoNqIdffu8saDM3N8Gq+AiDBtrYmMGsOd3Qp68w3aB2HWes3dAPzs6WOpQclSvbYP3mfqjqZS9oHzy0IX78qRMYA38THTr6YNnKvjA2LvmIMAyDuQt6oVfv2nqUHJ9ObY133m0iaHN1s8b6Lf3hU81Br9bWzgxrEiLUKRcqOnaqhoVL+sDc3FivvqG/G9Zu6AcbGzNB+9ffdcCosYZHkIeN8MePPwkfMiwtTRG/LtKggTY1NcLc+T3VqTIq6tV3Q8K6KIMPPl5edtiwpT8qVbY12E+CIAiCIF49ZJ4VwDAMvvuxI1asCUfdeq5a26vXcMDsmO6YO78nTE21jZ6zsyU2bx+Az79oAxcX4ctkRkYMWrepisR9QzFkmL9o/CZNK+Pg0WhE9a+rZSQtLU0wdHhD/HN4BOo3cBPVvz2+CbbtGoSmzTy1TLRHJRt8+0MHJGyIEk0bsLAwwdKVffHL751RVWQUOaCRO9ZtisLHn7YGI+LQa9Z0wv6DwzBmXCBsSo3EmpoaoXdobRw8Go127X1E+x4a5ot9B4ejU3A1rVFoB0cLTJzUHDv3DIFHJRstrZERg59/DcGiZaGiKSC1ajlh/qLemDmrq+ChQYWrmzW2Jw7ClE9bwclJmL9tZMSgfQdv7DswDFH964n2vWXrqjh0LBphEb4wMxMe38rKFCNHBWD/oeHqVBWCIAiCkAwLoJgp30V6bbA3CoaVUif6PwDDMEmBgYGBSUnyKr3pYtOGyxgzajOys8TnbTYzM8aMX0MwPDpAa1tRUTGmfrpXbxU5T09brIoPh3+A9khnetoLDOy3FkcO6y460qGTD5YsD4W9vfZLekcP38HAfmuRlvZCVMswwJRPW+GTz7QNMMuymDXzOKZ+thdFReKfHXsHcyxeFoqOnbRfeMvOzseY6M16S1X7B7hjVVw4PKtom/OrVx4jMixeb4nx4dH++Pm3zqIPLvFrLuCdcVuRkyM+DZyFhQl+n9UVAwbW19pWWFiMKR8lIjYmWWdsb297rFkbAb+62g9VD+5noX9kApKT7uvUd+1eA/MX9aZ8Z4IgiH8BQUFBSE5OTmZZNuh19oNhmKTA6paBx3+W/3K8PppMvITkGzmv/fwqGjTyrIAtm65gyMD1Oo0zwM2p/N4727Wq8rEsi48m7DJYfvnu3Ux077ICF86nCdqfPctFr+4r9RpnANi7OwV9e63RKspy4vg99OqxSqdx5voI/PjdQXz1v/1a237/5Sg+/XiPTuMMAM8y8hDZNw779qYI2vPzizAwaq1e4wwAp089RLfOK5D2SFiV7+bNDHQNXq7XOAPAogWnMWbkZq1y2glxFxE9bKNO4wxwcyuPHbkZK5afFbSzLIt3396m1zgDQGrqM3QNXo6rVx4L2h8/zkGPriv0GmcA2L71OqLC4pGncF5rgiAI4g2Gcp5fCWSeZZKZmYcxo7SNmS4++nAX7twuqcy3O/Em5s+VVuY683k+xo3eDM1vB7796h+cP5emR1XCieP38MuMw+r14mIWo0ZsQq4e86jJLzOO4NjRu+r1y5fS8cXUfZK0BQXFGB29SVCYZe6cJOzdkyJJn3IzA59+vEfQ9sH47XpNvyYJcRexNv6iev3Jkxy8M26LJC0AvP/OdkFJ7S2brmL50rN6FCU8fZqL8W9tE7R9OXUfrl55Ikl/8MBtgw9XBEEQBCGknFM2ihnumIQWZJ5lsnrleWQ+z5e8f2FhMRYuOKVenztHXtrIqZMPcfzYPQCccV++TJqBU7FowWm1gd2deNPgqG1pNEdaY2OSISfL5+GDbGxYdxkAZ9wNjdqWZl3CJfXo8+VL6ZKNt4q5c0rirVh6Fi9eSB/NzcsrwtIlZ9TrMbPl3bfDh+7gLF9W/enTXKxeeV6Wfv7ckygqonmCCIIgCKKiQeZZJsuWyDOvALBsMWfCHj3Mxo5t1xXE5PQbN1xBVqZ0466KuXM7F3O5hhmUyrqES8jKykdhYTFWrTgnW6/q++FDt3HzRoYsbX5+EdasvgAAkkd9NTly+A6uXuVGe5cp0C/l79ut1GfYvy9VsX5t/EXZpbbv3HmOfXvlxyQIgiDeUNiXtBBakHmWSWpqhmzN/ftZyM8vwq1bz2SN3Kpjpjzjf8qPDQApvO7mTfn6/Pwi3L+fhYynuXguY8S9dOwU/hzkojrn1DLrMxRpWZbFrVsKY6eW8b4puF8EQRAEQbxcTF53BwiCIAiCIIiywxZTjvKrgEaeZeLt7SBbU6mSDczMjOHlZW+wOIloTB97/qf82ADgw+uqGShOIoaZmTEqVbKBg6MF7OzMDAt0xPbxsde/ow5U5+xdZr2DIi3DMPDyUhjbu4z3TcH9IgiCIN5gaLaNVwKZZ5kMHtpAtmbI8IYAADd3a3TpVkNBTE7fu09t2NrKM7Bu7tbo3JWLOYg/jhz6hvvCxsYMJiZGGDBIwbkP42K2aFkV1ao7yNKamRkjql9dACXXQA4tWlZBrVpOnH6I8r57edujfQdvxfqwCD9YWsr7kqdqVTtFMQmCIAiCeLmQeZZJvwH1YCtjBNbExAjDRwSo18eMkzfPeEAjdzRpWhkAYGtrjoGD5ZnA4dH+MDPjioV0Cq6G6jUcZelHa5SzHjWmkayRc3cPa/QOrQOAq8A3WkJpbE36hvvC1c0aAFeWvENHH1l6zXgDhzSAlZV0A2tuboyhw0oMu9z71qJlFTRo6A4AcHS00Fl1UBfRoxuJVjkkCIIgCFGowuArg/53lomtrTli5/eCkZE0F/nzb51RpWpJpbxOwdUwckwjSVo7e3PMie0pqPL3+RdtUK++dvU6MZo0rYwJH7VQrxsZMZi3sJfkUdAJHzVH02ae6vU6vi74+tsOkrSmpkaYt7CX2rgDnAGVaoCrVXfA9z92FLT99mdXuLpa6VAIiYiqi7AIP/W6k5MlZs3pIUkLAL/P6qo27gDQo1ctyd86ODlZ4s853QVtX33bHrVqO0nSt2pdFePfayK5rwRBEARBvDrIPCuge89aWLayL6xtTHXuY2ZmjJmzumLEyABBO8MwmPFLiEFz5Olpiy3bB6BuPaFRtre3wKatA9CiZRW9+o7B1bB2YxSsrIR9bNykMjZu6a/XhDIM8PFnrfDF1+20tr33YVN8P60jjI11PzzYO5gjbl0k2rX3EbSbmRljxZow9O5TW2/f/QPcsXXHQIF5Bbic7e2JgwyOng+P9kfMvB5aDzjhkX5YuKSP3ocHCwsTxMzviYGlUlQYhsHMWd0Mjp57e9tj266B6nQRFU5Olti6YyCCGlfSq+/avQbi1kXC3Jze5SUIgiBkQjnPrwQyzwrp2bs2Yuf3Qt26LlrbqlV3wO9/dMGwEf6iWmNjI3zxdTt8/r82cHGxFGwzMgJat6mK5avD4B/gIap3cbXCoqV9ENmvLszMjQXbLCxMMGRYQ8TO7wl7ewtRfbMWVbB0ZV80bVZZKw3Dw8MG33zfAZOmtBSMeKtgGAZvj2+C6T+HoEpVW63t/gHuWLSkDzp2qiYa29raDH/M7oYx4wJhU+rhw9TUCL1D62DpilB4VrET1deq7YwVq8PQMbialoF3cDDHxEkt8ONPwTA1NRbVh0X4YvbcHqjj66y1rWYtJ/w5uxv6DxBPsTAxMcK3P3TA5E9awsmp9H1j0L6DN1asCYNfXfFvBtw9bLBkeSjCwn1haib807OyMkX0qADMntsDNjbyX8wkCIIgCOLVwLBKJh7+F8IwTFJgYGBgUpK8SnFisCyLzz/Ziz9+P6Z3v34D6uGvmO5aRu7x4xz0C48XlL4ujbExg5mzumLIMG0DfvzYPUSFxeHx4xyd+kqVbJCwIQr1G7hpbfvrz+P4ZPJuvXNOd+jog6Ur+8LOzlzQnptbiOihG7B501XdYgCfTm2NKZ+00jLg1649QVjvNXrnMLa1M8PyVWFo38FHa9v6tZcwOnoT8vKKtIU8DRq6IWF9FDwq2Qjai4tZfDRhF+YZqHQ4bIQ/fvuji1bOcdqjbET0jcPJ5Ac6taamRpg9t4dojvOhA7fRLzIezzLydOqrVrXD2o1RqOOr/VBGEARBVCyCgoKQnJyczLKsvBdjyhmGYZICfawDj30j/+V4fTSdehbJKdmv/fwqGjTyrIDvvz1g0DgDXCnvCe/vFLTl5RUaNM4AUFTE4p1x27Bh3SVB+5XLjxHWe7Ve4wxwhVn69FiFW6nCAh/LlpzBx5P0G2cA2LsnBUMGrhOUiGZZFmOiNxk0zgDw/TcHMOuP44K2tEfZCO2xymDxj8zn+egXEa9lUvfsvokRQzfoNc4AcPbMI4T1WY2sLGFRl/99ttegcQaAxQtP4+NJuwVtOTkFBo0zABQUFGPMyM3Yvu2aoP3c2UcI77tGr3EGgNu3n6NPj1W4fy/TYD8JgiAIQgULgGXLeXndJ1VBIfMskzu3n+OnHw9J3n/xwtMCw7V65XmDxlmTyRMTUVBQYha/+t9+PHum34CpSEt7gR+/P6Bef/GiAJ9M2a1HIWTv7hRs2nBFvb5/XyrWr7ssWf/1F38LTP6vPx/BrVvPJWlzXhTi80/2qNdZlsXkiYkoKpL2p3zubBoWxJ5Ur1+//hQzfzP8wKMiZnYSLl5IU6+Xvo/6KC5mMXnCLhQXl/T1f5/vQ3ZWgST9vXtZ+Gn6Ycl9JQiCIAji1UHmWSYLF5wSmCIpzJvLjXayLItYCSOfmty/n4VtW7hRzLt3nmPLZsOjvprEr7mIJ084A5sQd8HgyGdp5msYUCmjtprk5hZixdIzADjjvmzpWVn6f/6+hcuX0gEAf+9PxZXLj2Xp58WeVN8rTSMtFdW5syyLeXPl6VNSniFx1w0AwI0bT5G484Ys/aoV55CZKe9eEQRBEG8wLMr/hUEaehaFzLNM1iVcMryTiIZlWdy8mYHTpx7K1q/lY27ccEW2cc/NLVSnEKxV0Pf9+1LxOP0F8vIKZRt3zZj796Yg42mubP26tZxeyXVPuZmBUycfKNarYl84nybbuGvG3LBW+mi9iqzMfOzedVO2jiAIgiCIlwvNhyWT9PQXsjVZWfnIzS1E2iP5WgBIT8tWHBsA0vm46WkK9ekvUFhYLDllQqDlYyrte1oZ+55WhvjpaS/Asqzyvpfx3B89ylakIwiCIN5Qiml6uVcBmWeZmJuLT4FmCDMzY8VacwuTMsVW6TULlsjVmymcd7gktjK9hUqvML6FBXfO5ubGyM0tlKU1NzcBwzAwV9p385LYivQW9OdJEARBSIeluZlfCRUubYNhmGCGYWIYhpnMMMw0/neH190vFQ393WVr6jdwhbGxEWrWcoK1te7CKjpj8mWelcTm9Nx0df6NxOeN1oeTsyUqV7aFg4M5vLzE517WRwM+dkN/7SnzJOl5nb+CczcxMYKfnysfX75e1ffavs6KDHAD/zLeN4U6giAIgiBeHhXKPDMMEwFgGsuyY1mWnc6y7BQAMQCSKoqBji5VMVAKI0dzVelsbMxE5//VB8MAw6K5uZ5DOldH1aryDGzdeq5ozlcjHBEtXrRFH0OHNYSZmTEYhkH0KGllxTUZxZci96vrarAqYmkcnSwQ2tcXADBoSAPZI+e9+9SGmztXpbB0pUcpRI/m+u7kZIm+4b6ytCYmRhg6rCEAriKlqh9SCQyqhAAFDzsEQRDEGwoLLm2jPBd6YVCUCmOeeXMcB2CKZjvLsskAkgHEvoZuadGlW03ULFV6WR+urlaI6l9XvT7u7SCYmEi/7L371IGPjwMArjLhW+MbS9YCwPj3mqgLlTRo6I4OHX0kay0sjDFyTIlhHjrcH7Z20qvfNQr0QMtWVdXr777fVLIWAEaPDVSnLri4WmHg4PqStQwDvDW+pAR679A68Pa2l6yvXNkGYRqG+a13mmiV+9ZHRJQfKlXmKjCamRlj3Nvy5peXe60IgiAIgng1VBjzDCCK/3lCZNtqABGvsC86MTExwur4cLi4WBnc18raFCvjwmFrW1Klz6+uK/6c002rLLYY9Ru44o/Z3QRtb49vInn0euSYRhg0RFhtaN7CXqhew9Gg1tiYwfxFveHt7aBuc3G1wvJVYZJSGDw9bbFsZV9BhcGevWtj4qQWkvretXsNfPxpa0Hbjz8Fo2kzT0n6aTOC0ax5yb5mZsZYFR8OBwfxkuWa2NqZYVV8BCwtS1JsGgV64NeZXSTFbhTogZ9/6yxo+3Bic/TuU1uSfvx7TRAe6SdpX4IgCILgKO9p6hjumIQWFck8RwLIYFk2Q2TbDUCd1vHaqVXbGbv2DUHzFrrTEBo0dMP2XYNEzd7AQQ2wfFUYqlQRT8FgGKBvmC+27hykZfaMjBjEzOuBjya3gJWVeP60ja0Z/vdVW/zyW2et8tiubtbYtWcwunavobPvPtUcEL8+Cr361NHa1r6DDzZtHYDadZx16tt38EbiviGo6qU90vu/r9pi2oxgODiKm1hzc2O89U5jLF8VpjVCb2Vlig1b+mHg4PowNhb/g3b3sMbcBT0x7m3tEfp69d2wa+9gNG5SWWffGwV6YOfuwaIpEyNGBmDR0j6oVKrstwojIwaR/epi8/YBggcmgPvWYNGyULz3QVOdLwLa2Zvjux864LsfO+rsH0EQBEHogmWZcl3KA4ZhIvj313YxDJOk9F02jffgglV6/vc4hmHG6NC8lPfoKpJ5bgzgiY5tGfzPJjq2v3IqV7ZBm3ZeoiOZVtamaN2mKnyqOejU12vghuYtq4imcFSpaoc27bxgb28uouSMWKs2XqhX31V0e4C/O1q0rKJlnFU4OVuibVtvVKqknYdramqEVq2rwM/PRWffa9ZyQus2VdUzWWji4mKJNu28deb4MgyDps08ERgkns9bx9cFbdp6wdRUfHTbysoUbdp5i15bhgGaNvVEIz25wlWq2qFtOy/YiVxbG1sztG5TFV560jsaBrijWYsqoikc3j72aNvOGzY24qktJibcffOrK35tGwV6oGlz3feNIAiCIP5NMAwzDQD4d9lCAHQC5/duMgxTXebhHACMAbALwFOGYVj+9xssy84Vif3S3qNjWLZiZIPzF+EGy7JaQ6L8Bb4OYC7LsmMNHCdJxybfwMBAq6QkXZulk5mZh/A+cThy+I7e/fzqumDT1gFaRvLM6Yfo02OVoHS1GIOGNMCsOd21jNqCeSfx4Xs7oO/WmZgYYU5sD60Uj8LCYowYsgEb1usv3FG5sg02bRuAWrWFI8y3bz1Dz24rcfNGhl59x+BqWBUXrjXKum3LVQwdtB55eUU6lBxffdMeH37UXNDGsiw+nbIHs/44rldra2eGhHVR6hclVWRk5CK052okJ93Xq2/o74YNWwbA2dlS0H7i+D2E9V6DjAz9xV5GjmkkOuo/64/j+GSy/vLopqZGWLC4N/r0lfeCIkEQBPHqCQoKQnJycjLLsvJebClnGIZJauRlE3jk08ByPW7z75Nx8laWovNjGCYQQD/etGq2OwB4Ch2eT8/xYvhfVaY7GUAMy7JaJXw1YoSwLJtYalscALAsGyk1dmkq0sgzUDLCXBrViLT0N/VeIqOjNxk0zgBw8UI6+kcmoKioWN2WnvYC4X3WGDTOALB86Vn88N0BQdvOHdcNGmeAM8njRm/B4YO3Be2ffbzHoHEGgHv3shDWew2ePy8pEZ2XV4iIvnEGjTMA7Em8iffHbxe0nT3zEMMGGzbOAPDF1H2IX3NB0PbXnycMGmcAyHyej6jweNxKfaZuY1kWwwavN2icAeDM6UcY3H8tNB8s79/LRGTfOIPGGQDmzz2JX2ccEbRt2nDZoHEGgIKCYowcvglJJwz3kyAIgiAqMGPBvbMmgE/PTQRQnTfYklGNYPPLFDHjzPNS36OraObZEA6GdmBZNkhsASC/PrMIyUn3sXXzNcn7nzh+Dzu3X1evz593Eg8fSq8c9+fvx/DsWYlh+/G7gwaNs4rCwmJMn3ZIvf7wQRZiY5Ilx05NfYYVy86q19cmXMLFC+mS9SuXn8O1ayWZOL/MOILcXMPGWcUP3x1QG9jc3ELMmH7IgKKEjIxczJ5V8jdz5NAd7N2dIll/8MBt7N+Xql6PmZ0k6YFHxS8/H0F2dj4AzriXfgjSR35+EX756bDk/QmCIAgCLMr/hcGyJSc0BpciIWaQkzX2eRm81PfoKpp5dtDRrhpxzng13dDN/NiTsjVzecNaWFiMhfNOydJmZxdg5fJzAIBTJx/gxPF7svS7d91UG9jFi06jsLDYgELIvLkn1QZ2ngzjrWL+XO56PXqYjY0SRrw1uXrlidrArl93CY/TpZtXAFi29AxevCgAAMTOlX/fYudw55uXV4jFi07L0j5/lof4NRcBAEcP38W5s2my9Fs2X8Wd289laQiCIIg3G7aYKdeljCSC820ZZT2QJgzDOPAvIUboyV1+qe/RVSTznCFhH10X4pWxb0+KbM3+valgWRZXLj/GvXuZ8mPuTVEcGwD+5g2onJFXFVcuP8a9u5nIysrH8WPyjDtQ0veDB26joECecQdKzlnJuT/LyMOp5AeCfsiKzWvOnU2TbdwBYC/f570KYhcXs/jnn1uydQRBEARRzvjys2RoLfpEfFqFo47UCtVotFhahU74FxDHgBu5TgQQxzDMZJFdHSQcTso+oojPmfV6OAEgWMc2VXJ42d/2KyOZmXmGdypFYWExcnIKkflcvhbgcngB4Hlmfpn0SvrO6fJhbKzsOUt1zkpjq85ZdQ7y9XmCfsghMzMfLMuW4bopjw1wo9cEQRAEIZlyml7uZcJPAhEMIJ4vhCeVDAC7NF8AZBgmEtzMHRkiM25k6DhOmd+jq0jmOQ6GzXOiju2vDBsbc2RkyDM1JiZGsLQ0ga2d+NRzhlBV9bPVMQWaZL2twvi2ZrCxVRqbi6lr+jZD2PFxlca348/ZxtYMeXnyRo9tbc3AMIzivttqxFakl1HNkSAIgiBeEpfKeTaROHB5x6PliErP2sG3ZTAMkwhgGgCt6eoM4CBzfzUVKW1jDaAzgTsSQKKetypfGe06eMvWtG3vDYZhULuOs84CG3pjtvdRHFsVX6m+Vm0nVPa0hY2Nmd7iIrpox8du1bqqrLLkan0HHwBAexllxVXY2ZvDv5E73w/5elXfGzR0g7OLpYG9tWnPX+/2CmIbGTFo08ZLto4gCIJ4UynfAinsS6gwyKddOAAI0vEynxKOA3BgGKb0AKyDjv3L/B5dhTHP/EUcC+7pQQ3/lmZ1cAb6tTNqjPw5FMeM5TQmJkYYPjJAltbKyhQDBtUHAAQGVUJgUCVZ+o7B1VCzJvc5GTbcX7aBHTm6kXq+4lFjG8nSAsBI/nq5e9hILk+tomYtJ7WB7RvmCydneQZ28JAGsLbmRm9HK+j7KP6+mZubYOgwf1laO3tzRParCwBo0aoK6tYTL2iji27da4pWaCQIgiCIfyP84Ggwytc4a6JZdEXK8RW/R1dhzDMA8PkqY/lSi5P5J5SxeHkXWjZBjSvpLW1dmsCgSujSrWT/UaMbwc1NvPqeGO+810RQxfCTz1tDagE6Y2MGk6e0VK9XqmyLkaOlm0gvLzsMGtJAvR4W7oc6vrrLcpem34B6qFWrJKVowqQWMDcXrxwoxseftlIXiLGwMMFHk1pI1to7mOOt8SUz4LRsVVU9EiyFFi2roD0/6g0AY98KgpOTdPP+wYRmauPOMAw+/by1ZK2ZmTEmTpZ+rgRBEAQBFkAxU75LOdXR40eFx/LTB2co0McwDMPKqAx4AkIzrUmZ36OrUOYZAFiWTWRZNlJVSpGfEDvjdfdLk3kLe6NpM0+D+/n6uWB1fLjgZTtXN2vEr4+UZMQGDKqPz6a2EbR16VoDM37tbNBAGxszmB3bAy1bVxW0fz+tI3r1NjwCXKmSDRI2RMHevsS4W1iYIH59pN6y4yo6dPTBzFldBW0N/d2xaGkfmJkZNtBffN1OqzriO+81wbi3Dadd2dqZYXVcBLy9S/rJMAwWL++LRoG6S3eraNDQDStWhwkqO1b2tMWatRGwdzCcNx49KgATSxn93qF18P2PHQ1qTU2NELugl6IUGYIgCOINp7zneS4H+AwCVXluzXYHhmHGSDxMdegeTVaN6mnO3BFn4FhAGd6jq3Dm+d+AnZ05Nm3rj48mt4CDiJmysjLFuLeDsGP3YLh7aOc4BzTywJ5/hiI80g/GxtofzqpedpjxawjmxPbQKs0NAKPHBiJ+fRQaNxFP4WjVuio2bRuA/gPqa20zNTXGkhWh+O6HDqL516ZmRhgwqD72/D0UdXxdtLZ7eztg974hGDEyQKv0NgC4uFjhs/+1Qdy6SFhammpt79GrNrbtGoSOnXxE+96goRuWreyrZT4BzgBPmxGMv2K6o0ZNR63tRkYMevauhd37hmo9NACAo6MFtuwYiA8mNIOdyMubNjZmGP9eE2zbNQjOLlZa25s288Se/UPRp28d0fvmU80BM2d1xa8zu2iV5gaA8e83xer4cJ0Gvl17b2zZPhB9w6k0N0EQBPHvh59ZY6yOUtjB4AuWiGhKswu6sxAiACSXmrnjpb5HR+ZZIffvZ+HQwduiM2+8eFGAw4fu4PatZyJKjksX0nHsyF0UFWl/J3Ln9nMcOnhHUBpbk+JiFkcO39FZ7e/MmYc4duSuoLy0Jk+f5OLgwdu4fz9La1tBfjGOHrmLK1d0pwLduJGBw4fuIDe3UGtbevoLHDp4G+lpL0S1LMsiOek+Tp58ILr96pUnOHzoDgoKxCsR5uQU4tDB20i5maG1rbiYxYlj93H2zCOdfb9/L1Pntc3Kysehg3dw947u4iTnz6Xh+NF7ovftVmoGDh64jezsAlFtYWExDh+6g0sXxe/bqVMPcOLEPZ33jSAIgiB0wQJg2XJeytAfPsViF7gy3HEayy6GYXYBiEUp88zPHX29dFVClmWnA5hW2ljz6b1OKPVe3Mt+j455U/6jZhgmKTAwMDApqexTRV+9+gRdOy1Dmg6DqMLaxhQbtwxAk6bCr+BXrjiHcaM2Gyyz3aChG7bsGCjIeS4uZjF21GasXnneYD9HjQ3Ez7+GCEZB0x5lo3OnZbh+7alerYmJEZYsD0XPUike+/elILJvnMEy21Wq2GLH7sFaL719/eXfmDHNcJntbj1qYvmqMMELji9eFCC052ocOXzHoH7GryEYM06Y4nHhfBq6hSzH06e5OlQcdvbm2LJ9APwDhCPEixacwnvvbDcYOzCoEjZvHyCY4q6oqBjDB2/ABglVFt/7oCm+/cFwigdBEATxegkKCkJycnJyOU/lJhuGYZICqtgGHprYrFyP2/Lnozh1J1PR+fFGWO8sCywrzA3hzXAEgBCxkWGN2Tqc+J/JYlPYaewfDM5EHweX3uEAYEpZ04Fp5FkmRUXF6B8Rb9A4A0B2VgEGRCYgK6ukwMeli+l4Z+xWg8YZAM6eeYT3S5m1OX+dkGScAa6c9gq+tLeKUdGbDBpngBsljR6+EbdSS0bPH6e/wKD+6wwaZwC4cycTQwauF4yibtl0RZJxBoBtW65h+o8HBW2fTN4tyTgDwKQJu3Ds6F31en5+EfpHxBs0zgBXnKR/RAJyckpGkE+dfIAP3t0hKXZy0n189OFOQdtvvxyVZJwBYOZvx7A2/qKkfQmCIAhCTXm/MFgG+JcDGX2LiGYKy7I1dKVUaLwLF8mybIg+48zv/1LeoyPzLJMd267jqp6UhtI8epSNNatKzO6cv06gsFB6mer16y4hNTUDAGfcZ808LlkLAH/+fkxtYM+feySrRHduTiHmx55Ury9ZdEZW1bvkpPs4fLDE7P7x+zHJWgCYOydZnRryOP0Fli89K1nLssBff5a8O7BpwxWkpOhOoynN3buZWLf2knp99qwTKC6W/i3NmlUX8IBPiykoKMKcv2RVIJV9rQiCIIg3HBblP8/zm5GcIBsyzzJZMP+UbI3KgGZl5UseNVbBssDiBacBAIm7buL2bd35uGKcP5eGo4e5EdgF807J0gLAksWnUVBQBJZlsWDeScOCUszjz/3SxXQcOiht1FjFk8c52LCOG61dvvQs8vMNj3hrsnH9ZaQ9ygYALJwvv+8LYk9x/XiSI3skuLCwGEsWc/dt6+arePggW5Y+6cR9nD4lnhdOEARBEMTrg8yzTJQYmrNnHqGoqBjXrz3R+TKZ3pinHyqOLdQ/lK19nJ6Du3czkZGRh9RU6SO3Ks6UIbam/pQCfWFhMS5cSFMcXxX7yqXHyMuTZ9wB4Mypsp27Uh1BEATxJlLO09S9hAqD/xXIPMtEiYkCuJxbKbnCojH51AWlsUv02rNjSNXnl0ELAPn5yvSqtA2l8VXXXMm1y8srBMuyyFPa9zzlsQGIzmZCEARBEMTrhcyzTFxE5v81hLW1KSwsTODqJl+rGVNJbABwduX1rsrjOzhaiM5tbDB2GfvuUg59Vxrf2cUKDMMo77uLpeLYAODqKr0SJUEQBEGwxUy5LoQ4ZJ5lEhomv4BF33BfMAyDatUc4B/grkgPAL161xYtmqIPCwsTdO1WkzuOgr63becFZxcrmJuboHuPWrL1YXzf23XwkVSdrzSqPiu57j4+9uqCJKFhdRTHrlvPFbVqOxnYW0Qf7gcA6N1XfmwbG1MEd64mW0cQBEG8wVTACoP/Rcg8y2REtL9sAztqDDfNIcMw6t+lUqmSDbr35Exrlap26N6jpix9eKQfnJ25EdCIqLqyDezI0SX9HTVWXt/NzY0xaGhDAFzVxcFDGsrSt25TFb5+XJXDdu29ZRvYkaMD1fcqenQjWVoAGDWG0yi5bz4+9ggO4cxvjRqO6BQizwj3G1gftrbyHzYIgiAIgni5kHmWSVUve0wQKR2tiyHDGiIwqKSMdv+B9bSKpujjx5+CYWpqrF7/4ut2sLOXZqpcXa3w8Wet1OtWVqb4TkbxjQ4dfdCrT0mRlPYdvNG7T209CiH/+7Kt2rgDwIcTm6NqVTtJWktLE0GhEFVpbqmpI/XquyJ6dIB6vWZNJ4x/r4m0joMrge5X11W9PmyEPwIaSfvWwMhI1deSP6+vv20PaxvtcuViVKpkg0mTW0ruK0EQBEHQVHWvDjLPCpj6RRu8Pb6xwf0iouri15ldBG3m5iZYkxCBxk30G2hjYwYzZ3VVp2yoqOPrgoT1UXBystSh5PDwsMG6Tf3g7e0gaB863B/f/2jYQLdt54WlK/sKKvwxDIPYhb3Qvafh0e8pn7bC+PebCtrc3K2xfnM/eHvb61Bx2NiaYWVcuOChAwCCQ6pj/qLeMDMz1qHkqN/AFWs3RGmN3H7zfQdEjwow2PfBQxtg2oxgQZuVlSni10UZNNAmJkaYM68HupVKcWnQ0B1xayMNPvhUqWKL9Zv7obKnrcF+EgRBEATx6iHzrACGYfDjT8FYtqov6tZz0dperboD/prTDfMX9RI1es4uVti6cyA++18bOLsITTBjBLRu44Vde4dgeHSAaPxmzT1x8OgIRPWvq3V8C0sTDBnWEAeODEdDf3GjN/79pti2ayCaNqsMptRAroeHNb75rgPWbeoHOztto2dpaYrlq8Lw868hqCIyiuwf4I61G6Lw2dQ2grLgKmrVdsbfh0dg9NhAWFsLR2JNTY3QO7Q2Dh6NRsdO4mkOYRF+2HdwGDp28tEahXZwMMfESc2xa+8QVKqsbT6NjY3w68wuWLi0D+r4Omv3rZYTYhf2wqw53QUPDSrc3K2xPXEwpnzSCo5OFoJtRkYM2rX3xt5/hqL/gPqifW/dxgsHj0ajb7gvTE2Fx7eyMkX0qAD8c3iEYMSbIAiCICRTgSoM/pch86yQrZuvYtzoLbhwPl1r280bGfjw/Z1YtuSMqLa4mMV3X/+D777+B4/TcwTb2GLgwD+3MGzQepw9Iz7P7+P0Fxg1YhPWrLqgVTgkN6cQSxefwbgxW/H8uXg1wGNH72L44A04dvSeVpnwBw+y8cXUffhlxhFBaW1NYmYnYcqk3bgjUrDl9KmHGDliI/btTRHVvnhRgPff2YbYmGStOa8LCoqxcf0VDB+8HvfvZYrqr159gqED12PP7hQUFQn7l5GRh59/OoLPP9mrs4rj+rWXMX7cVly+9Fj02O+9vQ1rVl0Q1RYVFePLqfsw7YeDePpEWOa7uJjF/n2pGDJwPS5d1P5MAMDDB1mIHroB6xIuoaBA2L8XLwqwYN4pjH9rm6CcO0EQBEEQFQsyzwrYtuUqBvZbi6xM3SYnL68I74zbhsULTwvaWZbFpAm78PuvR/XGuH37Obp1XoGLfJEPFc+f56FX95U4eOC2Xn3izhsI670GOTlCg5p04j56dV+Jhw91V7xTmftvvvxba9sfvx3Fx5N26y0x/vRJLsL7rMHf+1MF7QUFRRjYby3W81UDdXEy+QG6dV6B9LQXgvaUlAx0C16Oa1f1l0efH3sS40Zv0TL/6xIuYfiQ9XoL1eTkFGJ09CasWnlO0M6yLN57Zzvm/JWkN3bKzQx0DV6Oa9eEfXzyJAc9uq7E8WP39Oq3bL6KfuHxiufkJgiCIN5cWLZ8F0IcMs8yyczMw+iRm1FcLO1TNeH9Hbh7p2SEds/uFMTGJEvSPn+Wp2UCv/3qb5w7m6ZHVcKxo3fxy4wj6vXiYhajozch54U0YzZj+mGB2bty+TE+/3SvJG1BQTFGDd8kGBmfOycZexJvStLfuP4Un368W9D2/vjtePRIWpnrNavOY238JfX606e5eHvsFsn/GLz39nZ1aW+A+6Zh6WLxbxJK8+RJDsaP2ypo+3LqPly5rD3aLcY/f9/CrJnHpXWUIAiCIACwKN+XBVmWAUsVBkUh8yyTNasu4Pkz8XQIMQoKirFIY/R57hz9I5elOZn8ACeO3wcAZGXlY/nSs7L0ixacUhvYPbtvGhy1LU1sTEl/581NlvUk+uBBFjZtuAKAM+5SHxpUrI2/pB59vnL5MfbuTpGl1+z78qVnZJVGz80tFJjluXPk9f3QwTs4d/YRAM64r155XpZ+fuxJFBXpHt0nCIIgCOL1QOZZJrrymPWxdBGnSXuUjR3briuOuXHDZWTqSRUR4+GDbOzacZ0/jjzjDXCpDllZ+SgsLMaK5ecMC0qxZDH34HDk0B3cuP5UljY/vwhrVnOmU+5DA8AZWFX6hBL9Uv663771DHv3pMjX8+Z7XcJF5OTIS8O4ffs59u9LNbwjQRAEQQDctHLl/cIgpW6IQuZZJikpGbI19+5lIj+/CKmpzySnewhi3swQ/JTLTV5384Y88wpwudv372ch42murBF3Fao+31Rw3TT1Ss+9LPqUmxlgWRapqc+UxU5RHrssOoIgCIIgXh4mr7sD/zZeZwL9641dxuBl1Jc1flnkrys2vaxBEARByIGlktqvBBp5lomhAh9ieHjYwMzMGF5e9lrzKkvBi4/p4yM/NlDSZx8fB9laMzNjeHhYw9HJEra2ZopjeyuIDZScu1J9SXz5187L2x4Mw6j7IFvvpTx2WXQEQRDEGwrLlO9CiELmWSaDhzaUrxnGadzcrdG5aw3FMXuH1oGNxBLPKlzdrNQxBw1tIDt2aJgvbG3NYWJihP4DxYt/6EPV95atqsKnmoMsrampEfr1rwcAGDREft+bNfdErdpcMZTBCvRD+Pvm7e2Atu28FOvDIvxgYSHvS54qVezQvoOP7JgEQRAEQbxcyDzLpN+AerC1kz4Ca2JihOiRAer10WMDZcXzD3BH02ZcKW9bW3MMGCTPBA6PDoC5OWfcgkOqo1p1B1l6zf7K7bubmzX69K0DgKvAN3pMI1n6vuF+cHWzBgD4+rmgXXtvWfox44LUvw8c0hCWltINrJmZMYYO8xc9lhSat6iirvDo5GSJyH51ZemjRweIVjkkCIIgCF2U91R1hDj0v7NM7OzMMWduD8npF9N/DhaUsQ7pXB0jNMy0PmxszTB7bg9BmeupX7aFX13tkuBiBAZVwoSPmqvXjYwYxC7oBQsL7ZLhYrz/YTM0a+6pXvf1c8GXX7eTpDUxMULswl5q4w4AY99uLNkA+/jY4/sfOwrafp/VFS4uVpL0YeG+CI/0U687O1viz9ndJWkB4Lc/usDN3Vq93qtPbQwYJG3k3cHBAn/O7iZo+/q7DqhR01GSvkXLKhj/XlPJfSUIgiAI4tVB5lkBvfrUwZLlobCy0j2SaWpqhF9ndsGoMcLRWoZh8MvvnfHWO431xqhUyQZbtg9E/QZugnYHBwts3jYATZt56lBytO/gjfWb+8HaWjhK3rSZJzZs7g9nZ0udWoYBJn3cEl9/115r24cfNce333eAsbHupwc7e3OsTohAh44+gnYzM2Osig9Hj5619Pa9QUM3bN05SGBeAaB6dUds2zXQYPrHkGENMXdBLxgZCfsY2a8u5i3spTeFwtzcGH/FdNdKz2EYBrPmdMfI0fpHz7287LBt10DUruMsaHd2tsTWHQPRKNBDrz6kS3XErYuUneZBEARBvOGw5TxNXTHlPeuCzLNC+vT1xYLFvVGvnqvWtuo1HPDHX10RPSpAVGtsbIRvvu+AqV+0gaurcCTVyIhBm7ZeWBkXrtNoubpZY9nKvojqXxfm5sJRZEtLEwwd3hALlvSBg4OFqL5Fq6pYsSYMzZp7ao2gV6pkg29/6IhPPmstGPFWwTAMxr/fFD/9EoKqGiPqKvwbuWPJslCEdK4uGtva2gyzY7tj7LhArfxtU1Mj9OlbBytWhwlG6zWp4+uC1Qnh6BRcTcvAOzpaYOLkFpjxawjMzMRH1yP71UXM/B6o4+usta1WbSf8NbeHzvxqExMj/DC9E6Z82gpOpR4+jIwYtO/og1XxEahX301UX6myLZav6ouwCD+YmQn/9KytTTFyVABiF/SCnZ25qJ4gCIIg9EHluV8NTJmnIPuXwDBMUmBgYGBSkrwKf2KwLIsvPt+H3345qne/gYPr48/Z3bVyV588yUH/iAQcOXxHp9bExAh//NUVg4Zov6CYdOI+IvvGIT39hU69p6ctEjZEoa6IuY+ZnYTJE3fp/cPoGFwNS1eEwtZWaORycwsxesQmbFh/WbcYXHrJpCkttdqvX3+KsN6rcfNGhk6tnb05Vq4JQ5u22ikeG9dfxsjhG5GXVySi5PAPcEf8uki4e9gI2ouLWUz5KBExs/V/BkaMDMAvv3eGsbHwvqWnvUBkWBySTtzXqTUzM8ac2B6IiNLOcT588Db6RSQgIyNXp97b2x5rN0apX3QkCIIgKi5BQUFITk5OZllW3osx5QzDMEn+Hg6Be0d2KNfjdpi/F6cfZLz286to0MizAn78/qBB4wwAK5adw8QPdgra8vOLDBpnACgsLMbbY7di0wahSb169Qn69lqt1zgDwN27mejTYxXu3H4uaF++7CwmTdBvnAFgT+JNDBu8QVAimmVZjBu9xaBxBoBvvvwbf/15XNCWnvYCoT1W6TXOAPD8WR4iw+Jx+tQDQfu+vSkYPmSDXuMMAKdPPUR46BpkZQmrMX71v/0GjTMALJx/Cp9O2SNoy8kpQERf/cYZ4O7vqBGbsHOHsJLkhfNpCO8bp9c4A0Bq6jP07r4KD+5nGewnQRAEQWhCLwy+Gsg8y+TuneeY/sNByfsvnH8Kp06WmMDVK88ZNM4qWBaYNCERhYUlBvarqfsMGjAVDx9m44fvDqjXX7wowCeTd0vsOZC48wY2b7yiXv/n71tYG39Rsv7Lqfvx5EmOev3Xn49Irtb3IrsAn31cYmBZlsWkCbsE10IfZ04/wsJ5J9XrN248xa8/H5HYc2D2rBO4dDFdvb508RkkJ+k3ziqKi7m+alaTnPrZXmRJLK1+924mfpp2SHJfCYIgCIJ4dZB5lsnCBadQVCQv1WXe3GQAnAGMjUmWpb13LxPbtlwFwBn3LZuvytLHr7mAp085s702/iIynkoz3irmx5YY0Ng58vqem1uIFUvPAuBGbpcuOSNL//f+W7h8iTOw//x9C5cvPZalnxd7Um1gF2ich1RU567kvt28kYHdiTcBcMY9cecNWfqVK85pjZwTBEEQhF6oSMorgcyzTNYlXJKtWRt/CSzLIiXlGU6dfChbnxDPxdy08Yps456TU4htWznDvVZB3/ftTcXj9BfIyyuUbdwBIIEfqd63N1W2cQeAdWu5Piu57jdvZKhH/RXdtwSu7xcvpMs27gDUo/Qb112W/eJFVma+bMNNEARBEMTLh+bDkklamv5cYzGysvKRm1uIRw+zFcVMT8tWHBsA0h9xurRHCuOnv0BhYbHklAmBlu+z6hzkklbGvquumZJrl572AizLIk1p38sQGwAeKTxngiAI4s2DZQG2uHxHi9+QOSVkQ+ZZJrqmQJOiKz2tnGQtX2hEcWw+rnK9CUzLGFup3ryc9GZmxsjNLZSlNTMzBsMwMDNVGNusbNed5nomCIIg5EAv+b0aKG1DJqqSy3KoV98VxsZGqFHTEVZWpoYFpWM2dFMcm9NzuoYB8vWOThbw9LSFo6OF6LzOhmigit1QWd8b8Ofsr+DcjY0Z+Plx1Rgb+ovPvaw3Nt/n2r4uigxwA/+y3bcGCq8ZQRAEQRAvDzLPMomWWFpboBnFVaWztTVHVH/t+X/1wTDAsGguZkjn6qhSRZ6B9avrghatqgAARvDHkcPQYf7qEdgROoq+6GPkaE5Tt54rmreoIkvr6GSB0L51AACDhjSQbWB79a6tnut5xEj9lQHFUPXd2dkSoWG+srTGxgyGDvMHAPToVQuubtLKiqtoFOhhsBohQRAEQZRQzi8Lsgx3TEILMs8y6dq9JmrUdJS8v7OzJfoPrKdeH/tWkN7S1qXp2as2qvHlqE1MjPDWO/LmKX/n3SbqSoEN/d3Rrr124RFdmJsbY+SYEtM5bLg/bGzN9CiEBDRyR+s2Xur18e81kawFgJGjA2FpyY3Uu7pZC66jFN4eXxKvd2htWSPnHh42CIvw0zhWY61y3/oIj6yLyp62ALi0jbFvyb9vBEEQBEFUPMg8y8TExAir4sLh5GRpcF9LKxOsigsXVOmrV98Nf/zVTassthh+dV3w55zugrZ33muK8Eg/HQohI0YGYMgwYYXCeQt7oVp1B4NaY2MGsQt6wcenZF9XN2ssXdFX0ghwpUo2WLqyr6DEd+/QOvhgQjNJfQ/pUh2ffNZK0DZtRjAaN6ksSf/D9E5o3rJkpNvc3ASr4sNhb2+49LWNrRlWxYerjTsABAZVwoxfQyTFDmjkjl9+7yxom/BRC/ToWUuS/q13GiOyn7xvKAiCIAiCiqS8Gsg8K6COrwt27Rui18j51XXBtp2D0EwkVWHw0IZYsjwUlSrZiCi5VI1evWtje+JgODpaCLYZGTGYt7AXPpzYXOcLZdbWpvh0amv89kcXgXkFAHcPG+zaMwQhXarr7LuXlx3WrI0UTVXoFFwNG7f01zv63rpNVSTuGwJvbwetbV992x7fT+sIOx0m1szMGKPHBmLlmnCYlnpRz9raDBu39kdU/3o6R4FdXK0wO7aH6Mhtg4bu2LlnsN50iAYN3bAjcRACgyppbRs1JhDzF/WGm7u1qJZhgLAIP2zePhB2dsLzMzExwpIVoXh7fGOdL47a2prhq2/a48efOmndN4IgCILQCwuwxeW7gGbbEIXMs0KqVrVDSJfqcHK20NpmY2OGTsHV9BrMgEAPtG3vDRMT7Vvg7eOA4M7V4eAgbjCNjY3QoZMP/APEX4ILalIZ7dv76DRgLq5WCA6prk4r0MTc3BjtO/qgfn1XnX2v4+uMjp18YGmpbd7d3KwR0rkGPHQ+GDBo1doLzZp7im6vW88FwSHVdI5u29iYIaRzddSspX1tjYwYtGpdFU2b6n6o8fZxQMfgarAXuba2dmYIDqmGatV137fAxpXQpo2XaOpN9RqOCOlcDbY6UltMTY3RMbga6jcQv29NmnmidVsvMs4EQRAEUYFh2DdkEj+GYZICAwMDk5KSynysrKx8RPaNw8EDt/XuV6++KzZu6Q9XN+FI5dkzDxHac7XB+X+HDm+ImbO6aY2yLlpwCh+8u0NQ/rk0JiZGmDu/JyKihF//FxYWY9TwjQYLpnh62mLjtgGoVctJ0H7n9nP06r4S16891asP6VIdK1aHwdxcaLC3b7uGoQPXITe3SK/+2+874L0PhSkeLMvi80/24o/fj+nV2tmbI2F9lJZBf/YsF317rcGJ4/f06gMauWP95v5aqTnJSffRt9dqdcVGXYwZF4iffgnRMsFz/jqByRMT9WrNzIyxcElv9OpTR+9+BEEQxOsnKCgIycnJySzLynuxpZxhGCapoZtj4K5BXcr1uCHLd+DMo6ev/fwqGjTyrIAx0ZsMGmcAOH8uDf0jE1BUVFJc5HH6C0SExkkqnLFk0RlM++GgoC1x1w28P367XuMMcCZ5zMjNOHr4jqB96qd7JVUavHs3E+F91iAzM0/dlpdXiIi+cQaNMwDs2nEDH7y7Q9B27uwjDB203qBxBoDPP92rrtCnYs5fSQaNMwA8f5aHqLA43L71TN3GsiyGD9lg0DgDwKmTDzFkwDpoPlg+uJ+FiNA4g8YZAObOScbvvxwVtG3ZdMWgcQaA/PwiRA/biJPJDwzuSxAEQRDEq4fMs0xOJj/A5k3Sy1QfP3YPO3eUlFmeP+8k7t/Pkqyf+etRPH9eYmB/+PaA5Io/hYXFmPbjIfX6wwdZmDtH+sh7ys0MrFh2Tr2+bu0lXDifJlm/fOlZXL9eYrR/mXEEuTnSC5V8/+0BtYHNyyvET9MOGVCU8PRpLmbPOqFeP3r4LnbvuilZ/8/ft/D3/lT1eszsJKSnS68U+POMw3jxogAAZ9y/++Yfydq8vCL8PF36uRIEQRAEUDFfGGQYJoJhmBiGYXYxDJPE/+7wso/FMMw0fnuwah/+9ziGYcYoPiGQeZbN/Nhk2ZrYGE5TWFiMhfNOydJmZxdg5XLOwJ4+9QDHjxkeOdUkcecNtYFdsvgMCgrkldieNzdZbWDnxZyUpQWA+XO5c3/0MBsb1hke8dbkyuXHagO7fu1ldalvqSxbelZtYGPnKrhvczhNXl4hFi86LUv7LCMP8WsuAACOHbmLc2elP3QAwJbNV3H3znNZGoIgCOLNhUX5m+eyJvYyDDMNAFiWHcuybAiATgAaA7jJMIzumQvK51gOAMYA2AXgKcMwLP/7DZZl5yo8JQBknmWzd3eKbM2+PSlgWRZXLj/G3buZ8mPuuak4NgDs38vp9iRKH3lVcfnSY9y7m4msrHwcO3pXtn7vHi72wQO3ZRt3oOScVddADhlPc3GKT39Q9UNWbF5z7myabOMOAHv4vu9RELuoiMXff9+SrSMIgiCIigDDMIEAwLJsvKqNZdkMcKbXAZyRfdnHmgsgkV+mA6jBsuwUySehA/G5zgidaKZQSKWwsBg5OYXIVKAFgMzn+Ypja+o185dl6TPzZRUIEcbmYirt+/NM/tyfKdXnKdZnZuaDZVnl170MscuiIwiCIN5A1FUBy/mYyhkLIEbrkCybwTBMIoBghmECWZaV8tWwomOxLDtWYd/1QiPPMtEseCIVY2MGFhYmsLWTrwWgruqnJHa56G3MZFUWFMY252Mr09va8H1XeO1UcW3t5Me3sTEDwzDl0HeFeoU6giAIgqgANAaQpBo1LkWyxj6v+lhlhsyzTNq29zK8k5bGG0ZGDGrVdoKHh/j8x/pQldRuK6O0dun4SvU1aznBs4otbG3NEdRYu3CIIVR9b9mqquic1gb1HbwFP+VgZ2+OgEZcQZR27eTrVX2v38ANTs6GK0pq6Tv4CI4jByMjBq1by/+sEQRBEG8ubDFTrksZSQSQwS+v7VgMwzjwLxpGKH1RsTRknmUyaozYQ49+xozlNKamxhg+0l+W1tLSBAMHNwAABDWupLc6nhgdOvmo52oePsJftLiHPkaObqSer3jUWPnnPmpMIwCARyUb9OpdW5a2Rk1HtOcNaFi4HxydtAvS6GPQ4AawtuZGbxX1nddYWJhgaKky54awtTNDVH9uju2WrarCr66LLH3X7jXg5W0vS0MQBEEQLwFffmYLrUWfiGXZKSzLOrIse0Nks+o/5RMi28rtWPxLhmPAjU4nAohjGGaylJj6IPMsk6DGldC5aw3J+zcK9ECXbjXV66NGB8LV1Uqy/p13m8DBocQ0fvxZa8laY2MGkz9uqV6vVNkWI0Y1kqyvWtUOg4c2UK+HR/ihdh1nyfrIfnVRq3bJ/h9+1FxnaWoxPv60tTrX2sLCBBM/aiFZa2dvjrfGl3yD06p1VbRtJ30kt1lzT3To6KNeH/tWkFapdH28/2EztXFnGAafyLhvpqZGmDippeEdCYIgCEKDijhVXWn4mTGCAcRLzHdWeqwMALtYlp3OsuwN/gXDSACf0FR1rxiGYbBgcW80bqK7BLSK2nWcsTo+QpCu4OZujbh1kZKMWFT/evjsf20Ebd2618RPv4QY1BoZMfhzTne0KvXV/7SfOqF7z5o6VCW4u1sjfn0k7O1L+mlhYYL49ZHwljAi2q69N/6c3U3QFtDIA/MX9dZZeluTz79og34D6gna3v2gKUZLGEG2tjHFqrhw+Pg4qNsYhsGSFX3hH+BuUF+vvitWrgkXvCTpWcUOaxIiYGdvOPd62Ah/TJoiNL+hYb745rsOBrUmJkaImdcTTfSUGCcIgiAIUdhyXjgusSwbJLYo7GUcgBsARivUSzoWP1qdWKotA9wI9LSyBCXzrAA7O3Ns3j4AH05sLmqmLC1NMHpsIHbuGQyPSto5zoFBlbD776HoG1ZHNI3Cs4otps0Ixtz5PWFsrH2Lxr4VhDVrI9AoSDyFo3nLKtiwpR8GDW6gtc3U1BjLVobhq2/aw93DWmu7iYkR+g2ohz1/D4VfXVet7T4+Dti9fyiGDm8IM5FRZCcnS3z8WSskbIiCpaWp1vbeoXWwZcdAtNeRw1y3nisWLwvF5I9baW1jGAYzfg3BH391Q7XqDiLbge49aiJx7xC0bqM9yuzkZImtOwfi3febir4AaW1tirfeaYztiYPgIvLtQLMWVbB73xD06l1bdPYRb297/PJ7Z8yc1VWrNDcAvD+hGVasDkODhm6i596mrRc2bxugVVKdIAiCIP4L8GkUDgCCeCP7Oo51HIADwzDBSmOTeVbIo0fZOHH8nuh0Yjk5hThx/B7u6ZnT+drVJziZ/ABFRdpTkN+/l4kTx+8hKytfVFtczCI56T6uXn4suv3ihTScSn4oKC+tybNneThx/B4ePsjW2lZYWIykE/dx82aGzr6npj5D0on7yM/TLrP95EkOThy/j8d6qvGdPfMQZ88+Et124/oTJJ24h8JC8Tmhc3O5a6tZelsFy3KltS9dFL8uAPDgAXffsjK1r212dgFOHL+HB3oqQF65/BinTj4QLY9+585znDh+T12YpTRFRdy1vXb1iej2c+ce4fRp3feNIAiCIHTCvoS0jXL874hhmAhwKRblYZzL41iyirRoQuZZAdevP0Vwu6X4R08Ri5PJD9C50zIknbivtW3NqvPoH5GAlBRtAwgAxcVA3OoL6NFlBZ49yxVsY1kW74zbih+/O4isLHGT9iwjD1M/24spHyVqGbH0tBfo0mkZNm28orPv164+Qd9eq7Fti3YZ8n/+TkWPritw/pzuinmJO28gpMNS0Qp533/7Dya8vxOP03NEtbm5RZj52zEMHbhOy0Dn5BSgb6/VWLzwNAoLxf+i793LxIihGzA/Vrsa4qWL6QhpvxSHD93R2ffjx+4huMNSnD3zUGvbsiVnMHjAOty+LV75r6iIxYpl59C7+ypkZ+eX2laMkcM34eefDiNHR4nyp09yMeWjRHw5db/O/hEEQRDEvw1+lHcsn+6R8bKPxZflZstrdo3SkHmWSVFRMfpHxOPRI+1R29JkZeajf0S8YAT58qV0vDVmi+jIZWlOn3qI98fvELTFzE7C8qVnJfV1zl9JWLXyvKBt9MhNuKJjxFqTgoJiDB+yQTDC+/hxDgb2W4tcHeZPk1u3nmPIwPUC875ty1X8+N1BSX3fvOkqZkw/JGj7dMoeHDqo2/hqMvGDnYJS5gUFRYgKj8eTJ+KmXZNnGXnoFx6P3NyS8zxz+iHefXsbpAwKHz92D5MmCIsdzfz1GNbGX5TU919/PoL1a+WVMicIgiCIivjCID83s6qktma7g9wX92Qcqzp0T2unmslA0kwfYpB5lsnOHTdw+ZJh86ni4cNsxK2+oF6fMztJVpnq9Wsv4VYqZ2CLiooxa+Zx6Z0F8MdvR9UG9sL5NOzeJb3MdU5OIRbMO6VeX7roNJ5lSK96d+L4PRzRGOX94/djkrUA96CQl8cZ2MfpL7BsyRnJ2uJiFn/9WXKtNm+8ihQ9qSiluXMnE+vXlRjYv/48Lppio4vVK8/j4QMu/aOgoAizZ8n7G5V7rQiCIIg3GxblO8czW8yARdkMND8bxliWZSNFNgeDe9lPTFPWY+2C7pSOCADJZZnpg8yzTBbM004HMMT8WO7+ZGXlY/WKc7K0xcUsFi08DQDYnXgTqaniqR66OHc2DceO3AWgrO+LF51GQUERWJZVpJ/Hp09cvpSOA//clqV9nJ6DDesuAwBWLDuLPJEca31sXH8Zafw3BIru21xO8/RpLhLipI0aqygoKMaSxZzZ37blGh480J1HLcbxY/dw5rR26ghBEARB/BvgUyZ2AajOMEycxrKLYZhdAGJRyjzzc0dfL11JUO6xWJadDmBaaSPOv2ToBG7KOsWYlEX8JnLq5APZmjOnH6GoqBjXrz3Rmaesj9OnHiiODQCnTj1EsxZVcOqkfDOWnvYCd+9mwt7eQmeOtj5On+JiKomt0kf1r4eTCvQFBcW4cCEN7dysFV07Vd8vX0yXbdwB4PTJMt63kw/Q0N/w1HoEQRAEAQB4SXMzK2Q3uPQJnS/miRQ9SQQ3g0ZGWY/FsmwkwzDTeOPtxB83mWVZR0m91wOZZ5nk5RrO9xUjP79IUq6wvpi5ufINnFAv37ir9HnmZeu7Kv1CLqq8Y6XXXXXNchXo8/IKwbIscpX2PU957LLoCIIgCOJ1o2QeaJZlpwCYUh7H0jheuUNpGzJxdpFeHVCFtbUpLCxM4OKmPa+yFFz4mC4ulor0zvycxS6uyuI7O1vBwdFCdmlvoOR6uSi4bgDU8y27uinUlyG+s4sVGIaRVRFSGNtScWwAcFV4vwiCIIg3kAo+Vd1/CTLPMgnt6ytfE+YLhmFQvbqDzgIZ+ujDx+zZS7w4hz7MzY3RlS8PHtq3juzYrdtUhYurFSwsTNCtu+HKhKXpG8b1vV0Hb0nV+UrTJ5Trcx8F193Hxx4Bjdx5vfxzV2nq1nNFrdpOsvWh/Ln3CpUf29raFJ1CqsnWEQRBEG8uFXG2jf8iZJ5lMmJkAESKx+ll1Bgu751hGPXvUnH3sEbP3rUAAF7e9ujavYYsfXikH5yduRHQyH51YWunXVlPH5r9HSWhNLYm5ubGGDyUq3JobW0mWvFQH61aV0XdelyVw3btvVGzljwDGz2qkbpC48jRjWRpAWAUr2EYRrbe29seIZ251KxatZzQoZOPLH3/gfVhZyf/YYMgCIIgiJcLmWeZeHnbY8JHLSTvP3BwfQQ1rqReHzBIuG6IH6cHw9S0pAz2l1+3l2yAXVys8PFnrdXr1tZm+O6HjpJjt23nhd4ao6YdOvqgZ69akvWfTW0jSHOZ8FFzeHraStJaWBjjm+87qNeNjBj8+FMnySPvfnVdEK1heGvVdsZb7zSW2HPObNerX/ItwbAR/mjoL+1bA4YBfvypk6C0+jffdYCllbRXDDw8bPDRZOmfMYIgCIIAuEq75bkQ4pB5VsDUL9ti7FuGc9fDIvwwc1Y3QZuFhQni1kYiMEi/gTYyYvDbH10QHuknaPf1c0HCuig4OFjo1bu7W2Pdpij4+DgI2odHB+BbDVOqi9ZtqmL56jCYmJR8RBiGwbxFvSWNfn80pSXen9BM2CcPG2zY0h9eXnZ6tdY2plixJhyNm1QWtHfuUgOxC3rB1FT/x7ZuPVes3RClNXL7/bSOGDbC32DfBwyqj59+Ecy/DmtrMySsjzJooE1MjPDX3B7o0au2oL2hvzvi1kYafPCpXNkG6zf3g2cV/deIIAiCIIjXA5lnBRgZMZj+czCWrAiFr5+L1nYfH3v8ObsbFizuDTMzY63tLq5W2LZrID6d2hpOzsKXABkGaNmqKnbuGYzoUeKpAs1bVsGhYyMQEeWndXwLCxMMHtoA/xweDv8AD1H9ex82w5YdA9G4SWWtFBQ3d2t8/W17rN/cH/b22gbdysoUK9eEY8YvIfCsoj2K3NDfHfHrIvC/L9uCEclvqV3HGfsPjcDosY1gZWUq2GZiYoSevWvh4JFoBIeIz0YT2a8u9h4Yhg6dfLRGoe3tzfHhxOZI3DdE1HwaGxth5qyumL+4t2gOc42ajoiZ3xNzYnsIHhpUuHvYYMfuwZj0cUs4OAqvjZERg7btvbB7/xCd6Slt23nj0LFohIbV0XoAsLQ0wYiRAThwJFqdqkIQBEEQcqCc51cDmWeFbN92He+M24pLF9O1tqWkPMNHH+7CSh0FUYqLWUz7/iB++PYAnjwWlotmWeDQwdsYOWwjzp97JKp/8iQH40ZvQfyai8jPF05fl5tbiGVLzuLdd7YjM1O8GuCJ4/cwavhGnDh+T+trmUcPs/HVF/sxU6MyYWnmzT2JT6bsxt07mVrbzpx+iDEjt+Dv/ami2pycAkz8YCdiY07ixQvh1HmFhcXYvPEqRg7fiAf3xYuKXL/+FNFDN2Lv7hStEufPnuXh15+P4IvP96GwULyK48b1l/HeO9tw9coT7WNfe4oP392usyBKUVExvv3qH/z04yFkPM0VbCsuZvH3vlsYMXSjzvLnaY+yMXrEZqxfe1mrymROTiEWzj+FD97djuzsfFE9QRAEQRCvHzLPCti+7RoGRiUg87luk5ObW4i3Rm/RKinNsiymfJSIX2Yc0ZtPlJr6DN1CVuDyJaE5z8zMQ+/uK/H3/lt6+7hj23WE94nTmiv4ZPID9Oy2Evd1mFMAKCpi8fUXf+O7b/7R2vbnzGOYNGGX3hLjT57kIKz3Ghw8IOxjQUERBvVfh7Xx+qv1JZ24j26dl+Nx+gtBe2pqBrp2WqbTnKqIjUnG22O3aJn/DesuYeig9cjWU6jmxYtCRA/bKCipDnD37cP3dmDWH/rLo9+4/hRdg5fjxo2ngvanT3PRo+tKHDl8R4eSY+OGK+gfkaD1UEQQBEEQemEZoLicFxp9FoXMs0yysvIxOnoTioqkZdK/P3477t0tGaHdtzcVMbOTJGkzMnIxdtQWQdt3X/+DM6fFR6RLc+TwHfz68xH1enExi1EjNuJFtrRiKdN/OISkE/fV61evPMZnH++RpM3PL0L00I0CEzhv7kkk7tQqYy/K9WtP8dknwljvj9+Bhw+zJelXrTiP9Wsvq9czMnIxbswWyS9AvDNuK9LTSsz7ti3XsGjBaUna9PQXGD9uq6Dtq//tE/2WQoz9+1LxlwGTThAEQRCasCj/tA16Z1AcMs8yiVt9Ac8yxNMhxCgoKMaihafU63MlGmcVyUn31QY2OzsfS0uNZBtiwbyTKCjgDOy+vSmi6Qr6iI0p6e+8uSdlvX17/34WNm+8AoAz7nPnyDv3hLiL6tHnq1ceY0/iTVl6zXgrlp3VO+JcGi79peRax8js+4F/bqvTbjIycrFqxXlZ+vmxJ1FUpHt0nyAIgiCI1wOZZ5ksXSzPvALA0kWcJu1RNrZtvaYgJjfiuXHDFb2pImI8fJCNXTtu8MeR3/eEuIvIyspHUVExViw7K1u/hI959PAdXL/21MDeQvLyirCGT59YvlR+7IMHbuP6dS5m6fQZKaj6fvvWM+zdnSJbr7re6xIuaeV3GyI19ZnB1ByCIAiC0IReGHw1kHmWyc2b8gwgANy9m4n8/CKkpj7TeslNWswM7ucN+bE19Teuy9fn5RXhwYMsPH2Si2fPpI+4q0hRxeZ/KtXfvPHq9Sk3M8CyLFJTnymLnaKKrfC+KdQRBEEQBPHykFa1gVDzWiYNZ8sWW9esGdL1yo+h1pVRX9b4SuRljy38qVRPEARBEFKg0eJXA408y8Tb2162xsPDBmZmxqha1U52aW+Aq2qoNLamTone1NQIHh7WcHSyhK2tvNLemjG9FPbdq4z6ssT38rYHwzDK++5Vxr77KNMRBEEQbyaUtvFqqJDmmWGYCIZh5L2h9YoYNES8AIY+Bg/lNO4eNgjpYrg6n5aej9k7tA5sbEwN7C3ExdUKnbtyMQcNbSg7dmiYL2xtzWFiYoR+A+vL1g8awsVs1doLPjLNoKmpEaL61eOPI/+6N23miVq1nQGUXEM5DOavl7e3A9q09ZKtV/U5LMIPFhbyvuTx9LRF+w4+smMSBEEQBPFyqTDmmWGYGIZh4hiGiQEwDYDDa+6SKP0H1oeNjBFYY2MGw6MD1OujxwbKitfQ3w1Nm3sCAOzszNF/kDwTOHyEP8zNOeMWHFINPtUcZOnHaPR39Bjxioe6cHWzQmhYHQBcBb5RY+Sde2iYL9zcrQEAfnVd0badPAOrea0HDW0IS0vpBtbMzBhDh5U8bIwZJ6/vTZt5IqARV+HR2dkSEVF+BhRCokc3Eq1ySBAEQRCisMzLWQgtKsz/zizLjmVZNpJl2bEAMl53f3RhZ2eO2THdJadf/PhTsOBr+85dqmPYCH9JWmsbU8ye20NQ5nrqF21Rx9dZkr5RoAcmTm6hXjc2NkLs/J6wsNAuGS7G+PeaoFmLKup1v7qumPplW0laY2MGc+f3Uht3ABj7dpDkEVwvLzt8/2NHQdtvf3aFc6ly5roI7VsHkf3qqtednS3x+6yukrQA8MvvneHuYaNe7x1aB/0G1JOktXcwx6w53QRtX3/bAdVrOErSN2vuifHvNZHcV4IgCIIgXh0Vxjz/m+jT1xeLlobqHck0MTHCjF9DMPatIEE7wzD47Y8uBkcyPTxssHnbQDRo6C5od3S0wJbtA9G4SWW9+jZtvbBuUz9YWwtHyZu1qIJ1m/rByUm/CZ04qQW+/aGjVvtHk1vgq2/aw8hI99ODja0ZVsVHoFNwNUG7ubkJVidEoGt3/akrdeu5YuvOQQLzCgA1azph686BBnO3Bw6uj3mLemv1sf+A+oiZ3xPm5rofHszMjPHn7G4YOlz4gMMwDP6K6Y7h0foffKpUscXWHQNRx9dF0O7iaoWtOwbCP8Bdh5KjY3A1xK+PhKWlvPQcgiAIgmCLy3chxCHzrJC+4b5YuKQP6tV31dpWvYYj/pzdTWeKhrGxEX6Y3glTv2oLV1crwTYjIwZt2nohbm0EghpXEtW7uVtjxeq+6DegnpYRtLQ0wbDh/liyIlSnQW7V2gur4sPRrLmn1gh6pco2+H5aR3z+RRtRg8wwDN6f0Aw//xai9SIcw3Cj3ctX9UWXruIG2cbGDPMW9sLYt4JgYyM09qamRujTtw7WJETofMnOr64r4tZHIjikGoyNhf1zcrLAR1Na4Lc/usLMTNwgDxhYH/MW9YKfn4vWttp1nDFnXg8MGSaeG25qaoyffgnBJ5+3grOL8NoaGTPo0NEHq9dGaj3wqKjsaYvV8eEIj/TT6p+1tSlGjQ7AoqW9YW9vIaonCIIgCF1QhcFXB1PWacxeBvzLgg4sy8p/u07PMQMDAwOTksr+HiLLsvj6i7/x80+H9e43ZFhD/P5nV63c1YyMXAyITMDBA7d1ak1MjDArpjsGiLykdzL5ASJC1yBNo3x0aapUscXajf3gK2IS581Nxkcf7tI753Rw5+pYsjxUy+Dm5RViTPRmrFt7SacWAL78uh0mTGqh1X7zZgbCeq/WWzDF3sEcq+LC0aq1dorHlk1XMGLYRuTmFOrUNwr0QNzaSHW+tIriYhafTtmNv/48obfvI8c0woxfQmBsLLxvj9NfICo8HseP3dOpNTc3xtz5vdA33Fdr29Ejd9EvPB5PnuTo1Pv42CNhYz/UquWkt48EQRDE6ycoKAjJycnJLMsGGd775cEwTFJdR9fAtZ2jyvW4YTvX4MLTtNd+fhWN/9zIM8MwSWILAG03o5DpPx4yaJwBrsLcpIm7BG35+UUGjTMAFBYWY9yozdiy6Yqg/dq1JwjtuUqvcQaAO3cy0bv7Kty981zQvnLFOUx4f6fBYi2JO29g+JANghLRLMvirTFbDRpnAPjyf/sRU6oU+eP0F+jTY5XBSoPPMvIQ0TcOZ888FLT/vT8VQwau12ucAe7hIjx0DbKzhdUYv/nyb4PGGQDmzz2JqZ/uFbTl5hYiMky/cQa4ojLRwzYgcdcNQfuli+kI67Nar3EGgJSUZwjtsQoPH2QZ7CdBEARBaEJT1b0a/nPm+WVz985z/PjdAcn7z597EqdPPVCvr1l13qBxVsGywEcf7kJhYYmB/Wrqfjx9mitJ/+BBFn78/qB6PSenAB9PSpTYc2Dn9uvYuvmqev3AP7cQv+aCZP3/Ptsr6OuvPx9RV/wzRHZWAT77eI96nWVZTJogvBb6OH3qIRbOP6Vev3kzA7/MMPzAo+LPmcdx+VK6en3p4jM4cVy/cVZRVMRqjex//uleyaXVb99+jhnTpfeVIAiCIIhXx3/OPLMsGyS2ADA8XCqBRQtPo6hIXqrL/NiT6t9jY5Jlae/ezcT2rdcAAPfuZmJzqZFoQ6xZdR4ZGZyBXRt/EU+fSDPeKubNLen7vJiTevbUJienECuWneV/L8DSJWdk6fftTcWVy48BAAcP3MbFC+kGFELmx55UG9gFsSdlV+xT3TeWZTFvrrz7duP6U+zdkwKAM+67dlyXpV+x/CyysqSZbYIgCIIA+xJGniteZm+F4D9nnl82a+MvytYkxF0Ey7K4eTMDJ5MfGBaU1vMxN264LNu45+QUYhtvvhPi5T8/7N2TgsePc5CXV4hNG+UZd4A7d4AzwnKNOwB1ikiCgut+/dpTnD7FpX4ouW9rE7jYly6myzbuAJAQx43Sb1h7SbZxz3yej92lUj8IgiAIgnj9lMk88/nErIIlorxO4FVjKNdYjMzMfOTmFuLRw2xlMR9lK44NAGl8XNVx5JKelo2Mp7mSUyYEsfmY6WnKYquuWZrCa/eoDNcu7VE2WJZVH0N+7BeKYwPAQ4XnTBAEQbyZUM7zq0FezeBSvIlvX+qaAk2KTt/8wnq1fKERxbH5uMr1JjAtY2ylevNy0puZGSM3V/+LhqUxMzMGwzAwM1UY26xs111uSW+CIAjiTeZlVAQkAy0GpW3IpEFDN9mauvVcYWxshBo1HWWViFbHbMDFbKggNlDS54b++gt0iOHoZAFPT1s4OlqgShU7+bH5vqt+yqW+qu865k7Wh7ExA1++WImS+1af73NtXxeYmsr/U1H1XUlszfgEQRAEQVQcyDzLJHpkgHzNKE5ja2uOqP7SSjyrYBhgGF/VLqRLDXh62srS+/q5oGWrqgCAEQr6PmRoQ/UI7IhR8vXRoxsBAOrVd0Oz5p6ytA6OFugbxs0wOGhIA9kGtmev2vCoxFUpVHLuI/m+OztbIjRM3kyHxsYMhvFVCnv0qgVXNysDCiGNAj3QKNBDloYgiP+zd97hTVttG79lO3vvEBISCAHCJuy9N2QnhBX2LHRQWrroYhVaSktL2XuThL0T9h4Je0MSNmTvbev7Q7ZsxbItObTl/Xp+15ULdKzH52hYus+jo3MTCP9tyLCNf4b3VTzbA3gvXSL69vdDzVr2gtd3dLRAlIbRyYRJzbWc8fTRf4AfatVyAMAYp0z6oIXgWAD4YGpLUEobwcZN3NCps7bxiC7MzKQYM17tkjhiZBNYWQu3jW7S1A0dO6nrm/JhS8GxADB2XDPWptrVzQqDBovreEyeot5XQSF14ekpvOPh5maF0HB/je9qqeXGqI/QcH94KDs6ZmYyjJ8oboQTUx+5cBEIBAKB8L7x3ohniqI+pygqRmloUguAPUVRT5Rl8//t9qmQySTYFhMGBwfDFsrmFjJs3REKW1sztqxhI1f89kcfQXXVreeEP5f145R98GFLNhtriOiRjRE9kms1vWptIHx8+K2vNZFIKCxfNQA1a9qzZa5uVtiwOURQBtjNzQobt4ZwBGBQSD1M/aiVoLZ361ETX37TgVO2YGFPwdnYOfO6oq0y4w4wAnZrTBhsbE31RDFYWZtga0wYLC3VHYXmLaphwcKegupu1NgVv/7ei1P26Wdt0bd/bUHx4ycGIDKqvqB1CQQCgUAAiD33P8l7I55pml5A03SEcl5mSvnnqyyb8W+3TxP/+i5IODlcr5CrW88JB48M4Qg4FSNGNcH6TcFwc7fiiWToN6A2DicMg6OjBadcKpVg9fpAfPhxK50vIFpammDGV+2xeElfreylezVrxJ8Yjm49auqs29PTFttiwziZVxU9e9XCngNRerPvbdt5IuHUcPj4aK8ze15XzJ7bFTY2/CLWxESCMeOaYXtsGEwqvahnbW2K/YcHIyzCX2cW2NHJAkuW9cXUj1trfdakqTuOHhuGxk10jyVu0NAFh+OHokVLD63PJkxqjhVrBsDZhX8IBkUBwSF1cfDoENjZcTtXMpkEm7aGYMKk5jpfILS2NsG3P3TCz7/2JFlnAoFAIIiDBmjFu/0j6pmf90Y8/69Rw9sO/QbUhpOThdZnNram6NPXF3XrOemMb9GyGrr3qMmbxa3l64D+A/zg6Mif3ZbJJOjd1xfNW1Tj/bxVGw/06FkLEgm/AHNxtUK//rXhVUP7BUAzMyl69q6FZs10dwzqN3BB7z6+nMysCnd3K/Qf4Ifq1flfLqQoCl26+aB9By9eAdyosRv69KsNMzP+FyttbMzQf4Af6vk7a30mlVLo0tWbt8OiopavA/r0q8375MDOzgx9+tVGbT/dI4Zat/FE127ekMm0G+9XxxF9B/hxnjRoYmIiRZ9+tdGkKf/Lj23aeaFb95pEOBMIBAKB8B5D0WLdG/5HoSgqMSAgICAxMbHK31VYWIbI0FicOf1M73qNGrti74EoODlzM5V3bqchqP92g/MHjxrTFL/90VtLTG1cfwNTJx/m2D9XxsREglVrAxESxh3iIZcrMG70foM2215etth7aDB8fR045S9f5CGw/zY8epilN753X19s2hqiJYKPHnmCYYN3oaRY/7Rxc+d3w5QPuUM8aJrGd9+cxG+/XtIba29vjrg9kWjZips9zssrRWjgDly+9FJvfEDzati1b5CWwL5+7Q1CBm5HZmax3vhJH7TATz931zpuK5Yl4rNp8XoNU8zMpFi/KRj9BvjprYNAIBAI/z7NmzdHUlJS0r89dS9FUYn+dq4B2zoPe6ffG3VqE+7lpv3r2/e+QTLPRjBhzH6DwhkAbt1MQ1REHORytblIZkYRwoJ2CDLeWLv6Ohb8dJ5TdvxYikHhDADl5QqMHbVXSyh++/VJg8IZAJ4/z0NY0A7k55eyZaWlFYgIjTEonAHgyKEnmPbRUU7Z3TvpGD7EsHAGgK9mHMfunVxHxBXLkgwKZwDIySlBREgMXjzPY8tomsao6D0GhTMAJCW+RvSQXdDsWL59U4Dw4BiDwhkAli65ij9/v8wpO3TgEaZ/ol84A0BpqRwjh+/G9WvinSgJBAKBQCD8/RDxLJLr195g7x7hNtWXLr5EQnwKu7xm9XW8elUgOP73Xy8iL08tYOfOOmtQOKsoL1dwxHfa20Is++uq4LqTn2Rj6+bb7PKeXQ9w+1a64PhNG24iOTmbXV748wUUFwk3Kpkz6wwrYEtLK7Dgp3OCY7OyijnbevniS8QfEW53ferkU04HafmyJFFOgz8vuIDi4nIAjHCfM+uM4NiSEjkWLrggeH0CgUAgEAAyVd0/BRHPIlm98promJXLkwAAFRUKrF11XVRsQUE5tm1hBOzNG28FZU41iT/yBCkpOQCADetvoLxcnMX2qhXXWAGr2g6h0DSwRrm/0tMKtTLJhnhwP5MVsHt2PUB6mjib640bbrICduUKI47bMmZ7y8rkWL/2uqjYnOwSxMXcAwBcvvQKN2+kiYrfv+8hXr3MFxVDIBAIhP8y73imDZoCcRjkh4hnkRxPSDG8Ek8MTdN49DATL17kGQ6oxIljqUbXTdPAyePGx9+/l4HXrwpQUFCGSxfFCXeAGWYCAGfPPBct3AGNbT8mvu3ZWSW4nvTG6PgTyv1262aaaOEOAMeU+9uYuuVyGqdPPxUdRyAQCAQC4e9FvFf0fxzNIRRCqahQoLi4Anm54mM16zSmbgBsvUbH55WKMgh5l3XnqrbdyH1Xlfi8vFLQNF2l/WZs3QCQm2NcHIFAIBD+e9A03vlQi3cxpwRFUeEAeoLx8HAEcBXADJqmc4z4rh4AIgA8AeAExlRP53eJXV8oRDyLxNraFLkixZBUSsHcXAZrHXMbG6xTGWdt/S/FW5tWoe1mVarbRhlnbP2q+aStbUyRJeBlP02srU1BUdS/13YBhi4EAoFAILyvKE3urtA0PUG5bA/gGIAUiqKa0zQt+GUkpQj/UnPmD4qiAgAkKr8rpyrri4EM2xBJpy7e4mM6e0MioVCnrhPc3a2Nije2bia+htHxvrUdUN3TBjY2ZoLd/fjqbtfeU5QtORuvbHNnI9puY2uKJk2ZNnfubMRx68K0vVFjVzjomHNbf7zxbacooEMH4VbqBAKBQCC8Ty8MKoUqaJqOVbePzgHQHUwGOF7Ed9kDiAHAMc2jaToJQBKAlVVZXyxEPItk7PgAI2KaAWBMMkaMbiIq1sJChiHDGgFgLKLFCtguXb3hV4cxaxk5qqloATtmXDN2vuJxE4zZdiammocNBgbWERVby9cBXbv5AABCw/1FC9ghQxuxWeOxE5qJigXUbTc3l2F4dGMDa3OxsTVFZFQDAED7Dl68pi766NOvNmp4G7ZRJxAIBALhPWUCgO2VC5UCOgFALZXAFkCk8l++KcO2Awiv4vqiIOJZJC1aVkOPXrUEr9+kqRv69lcbXowd1wzOzvz2znxM+qAFa9ZBURRmfNlecKxEQuGzL9qxyx7VbTBydFPB8dWr22CYhmgMi/DX675XmbAIf9Spq3ZZ/GR6W53W1HzM+Ko965JoYWGCT6a1ERxrY2uKyVNbsssdOtZAh466nQcr07KVB7p1V1uYT5zcAvb2wsX71I9ascKdoih88ZXw4yaTSTBtelvB6xMIBAKBALxfmWcALcAMkeATyEka6wghAkCOjqEWyQA7TMPY9UVBxLNIKIrC2g2BCGjOb42tSW0/R2yPDYdMpt7Nbu7W2LEzXJAQC4vwx8zvO3HK+g3ww08/dzcYK5FQ+OOvPujYiTtkYP4vPdCnn6/BeBcXS8TtieS008LCBHF7IuHlxW+9rUmHjl5Ysqwfp6xZgDtWrR3Ia0lemS++bo/BQxpyyj6a1hpjxhnOIFtamWDrjjDUrGnPllEUhY1bQ9GosavB+Hr+ztgWE8axN/f0ssX22DBB45CHRTfC519wxXJouD++/7GzwViplMKylf3Ruk11g+sSCAQCgcBBQb3bv6qRACBH+VdVWgDQ5dCm+v6WGmVi1xcFEc9GYGdnjgNHBmPqR63YF9I0MTeXYfTYpog/MRwe1W20Pm/R0gPHTg3HwKA6HIGmwsPDBnN/6obV6wIhlWofoslTWmJbTBgaN3HjbV/LVh7YuTcSw0doDxExNZViy/YwfPtDJ7i4aGfAZTIKYRH+OH4mGvUbuGh9XrOmPY6disbQYQ15s8j2DuaYPqMddu0bBEtLE63Pg0PrYf+hwejQkX88bz1/Z6xZH4ivvumo9RlFUfj1915YtLg3vHmGNFAU0KtPLcQfH8aOE9fEyckCh+KHYtIHLWBlpd02S0sTjJ8YgKPHh8HF1Urr87btvZBwYjj6DajNO/uIl5ctfv61J5Ys68d7XKd91hYbNgfz7lcAaNvOE3sPRrHDPQgEAoFAeA+oR1FUIt+fviCapmfQNO2g46VAVTZaqHObvch1xK4vCiKejSQzoxi3b6UhP79M67OSkgrcvJGGt290OwmmpOTgzu10XrfAt28LcPPmWxQWan83ACgUNG7fTkNKSjbv548fZ+HunXSOvbQmeXmluHUjDRkZ2nMXV1TQuHM7Hc+f6Z6P+tWrfNy+nY6yMrnWZznZJbh96y1yskt0xj94kIkHDzJ4P3v2NAe3bqahooJ/TujSUjlu30rDq1faBiI0Ddy7k4Enj/n3CwCkpxfh1s23KCws1/qsqKhcOaezbifBlOQc3L2dzjt9z+vX+bh18y2KddiPy+UK3LqVhqep/O179CgL9+5m6DxuBAKBQCDo5B0P2aBpCvgbXAYpiqoFoAeAWOULfELJ0VGuyjBXHlcqdn3BEPFsBMnJ2ejRZSNrosHH1Suv0Kv7Jly/9kbrs7iYe4gMjUXyE34RJZfT2LblDgb02Yr8fO60eDRNY+rkQ5j9wxnk5/GL6+ysEnw14zi+/uK41meZmcXo02Mzdu28r3P+xvv3MhDUfxuOHH6i9dn5s8/Rt9dm3Lj+lj8YwOGDT9Cjy0a85hG48+edw4cfHNZpOlJUVIFFCy9i1PA9kMu5ArqkpAKhgduxeuU1nYYrz5/nIXrobqxdfV3rs4cPMtGzy0acPfNcZ9svnH+BHl024s5tbUfAzZtuYXBkHFJTc3ljKypobFh3E0H9t6GoiCvOFQoa48fsx88/nUdhIb+4zkgvwvRP4jHrB+FW3gQCgUAg/M3cp2m6Od+fkd8XA2bc8bh32EZAfCZZ7PosRDyLRC5XYHBEHN7oySqryMstRWRoLCeD/PBBJiaM3c+bca7MtaQ3+GjKEU7ZyuVJ2Lj+pqC2/rn4CrZvvcMpmzB2P+7f48/6alJersCIYbvx4rk6A52ZWYyoiDgUF/GLP02ePs3F8CG7OVnUw4ceY86PwoThnt0PsPDnC5yyr744rlf4avLJh0eQePU1u1xeLkdkWCxvtr0y2dklGBQWi9JS9XbeuvkWUycdEjRh/KWLL/HZNO4MPH/+fhkx2+8Kavsv889j7+4HgtYlEAgEAkHFe/bCoBbKeZ/tARgzz7K9jnJVBrny94ldXzBEPIsk/mgy7t01LD5VvHlTwBFNy5Ym8g530MXO2Ht4/ozJdMrlCvz5+2XhjQWw+LdLrIC9dzcdR3myybooKizHmlXX2OVN628iJ0f3cIzKXL70EpcuqC29//hNXNuX/ZXICtjMzGJsEthpAJhM75I/rrDLB/Y90pnp5+PZszzs3qkWsH/9eVXnUBI+tm25jbS3zPCP8nI5py1CWCxyXxEIBALhvw0NlcvgO/x7h+1Tzm7RA8YJZyHra74gKHZ9URDxLBJNMSmU1SuZmMLCMmzbfEtUrEJBY93aGwCA48dSdQ4Z0MWtm2m4fOkVAGDNquuiYgFg3dobKC+Xg6ZprDZi21cpt/3hg0ycOf1MVGxGehH27n4IANi66RZKSgxnvDXZs+s+MtKZTHNVjlt2dgniYu6Jii0vV2DDeua4HT74GK9fG35SocnlSy9x66buoTEEAoFAIPyvoLTJnqAc7pFjxFdcBWPvzYeqXPMFRrHri4KIZ5FcS9Iew2yIG9ffQi5X4PGjLBQUaL+oZgjVuOlrSa8NrGkoXnzbM9KL8PJlPnJySpGakvOP1q0Zn2REfHm5AnfupBldv6ruB/cyRAt3ALieVLVtNzaOQCAQCP9N3sdhG8p5nifQNN2zUrk9RVHjBX5NjJ7PVGI4oQrri4KIZ5GUGiGiAKCsTI4SHbMwCK2zpET4cA/+ePHCXRVv7Har4jTHD4tBJVqNrV+1z4wRvyUlFaBpGiXGtr3U+LqrEkcgEAgEwvuAcmaNCTRNR/B83ANKwxKemMrsUH7GZ2wSASCh0pR4YtcXhczYwP8qTs6WyMkpNbyiBpaWJjA3l8GZZ+5gQXU6MfMxOztbGBevjHN2Mb5+axtTSCSUoBcdNXF0UtYtwlWRUzfbdiPjNep/+VJ79g9DdVMUZXzbq7jtxsYRCAQC4b/J3/GSn7FQFGUPIB5AMkVRmplge+W/LQA0rxSTCCCAoqjmmtPY0TSdQ1HUBADzAcRqrB8AJpPM+R6x64uFZJ5FEhRcV3xMSF1QFIVatezRsBG/QYaheAAYMLAOrzmHPszMpOjTtzbzPUa0vX0HLzi7WMLcXCbImbAywSH1AACdu3oLcuerjKrNgUa0vUYNWzQLcDc6XtX2+g1c4FvbwYh4ps6BQXVEx1pZmaB7z5qGVyQQCAQCAQDov2HYRtXeGDwGRqj2ABCu8ddD+WfPk/1NAJONztHaPJpeAWACRVExFEV9rpy5YwJ0vIAodn0xEPEsklFjm4oWsOMmMEY6FEVh7Hg+i3fduLlbYUAgI75qeNuhT7/aouJDw/3hpMxgRgyqL1rAarZ33ARxHTUzMymiRzYGAFhZmWLosEai4tu190SDhoyddtduPqIF7JhxAaxD49jxhm29teOZGIlE/HGrUcMWvfownQ2/Ok7o2s1HVPygwQ1gZ2fYwp1AIBAIhPcR5cuBlL4/npgZNE376hpSQdN0Ak3TETRNL1CuO0GfEBa7vlCIeBaJt7c9PvqkteD1Bw1ugOYtqrHLQ4Y1YrOhQpj7U3eODfZ3P3SGNY8lOB+Ojhb44usO7LK1tSl+nN1VcN0dOnqxWW8A6NbdB337CxfvX3zdgRXuADBtelt4eFgLijUzk2LW3G7sskRCYd6C7ry213zUreeEMRqC2a+OEyZMEi7+R45ugoaNXCstC3tqQFHAvAXdOdbqP8zuAgtLYaOkXF2tMP3zdoLbSiAQCAQC8Dc4DOL9GQbyPkHEsxF8P6sLxk4wnIkMDqmLP5f2BaWRqjY3lyF2V4RBAS2RUFj4Wy9EDKrPKa/fwAWxOyNgZ2emN97FxRK79g1CzZr2nPIx45rh+x87G2x7u/ae2LIjDDKZ+hShKApr1geiZ29ds7+omTa9DaZNb8Mpc69mjd37o+DpaaM31tLKBJu3h6JlKw9OeZ++tbFsVX9Om/io5++MXXsHwdaWu49++rk7hkUbzn5HRjXAwt96ccqsrEwRtzvSoICWSin8ubQvBgZxh4k0beaObTHhBjs+1apZY/f+QfD0sjXYTgKBQCAQCP88RDwbgURCYeGinli/ORj1/J20Pvf2scPiv/pg3aZgmJlpZxtdXK1wKH4ovvy6AxwduS8BUhQjXI8cG8oO96hMuw5eOHd5NMIj/GFiyj2EZmZSDB3eCOcujdYp0Kd91hb7DkWhRctqWp+5uFri+1mdsedAFOzttYcNWFmZYntsOBYs7AGP6toiuFFjV+yIC8f3s7pwOg0q6vk748yFURg7vhksLU04n8lkEgwY6IezF0ehV2/+8dVRgxvixNlodO3mo5WFtrU1w8eftsaxU8N5xadUKsGSZf2wau1A+PlpW9rX8nXA0pX9sXLNAJiYSLU+r+Zhg6PHh+PTz9vCzp4rzCkJ0KlzDRw7FY3hI5rwtr1rNx+cuzQKwSF1YWLCPW4WFjKMHN0EZy+O4mS8CQQCgUAQAg2AVlDv9u/f3qj3FCKejST+aDI+/OAQ7t/L1PrsaWouZnyagB3b7/BEMsYnvyy4gPnzziErq5jzGU0D58+9wLjR+3HvbjpvfHZ2CaZMPIjYmHsoL+O63pWWyrF54y18/OFhFBSU8cYnJb7GxLEHcPWK9rzR6WlFmPX9afz1x1WOtbYm69ZcxzdfnsArntkrbt1Mw+QJB3HuLL8hSklJBT6fnoBVK66hqIg7dV5FhQL79z3ChDH78VaH/XlKSg7Gj96PE8dTtWb+yMsrxW8LL2HW96chl/O7AR7Y9wiffHQEjx5pGwslP8nG9I+PYlfcfd5YhYLGT3PO4tefLyC30owrtAI4feoZxo3ex/vdADNn9qRxB7B71wOUl3PbV1xcgXVrbmD6J/Fa+4VAIBAIBCG8j/M8/3+EiGcjiD+ajEFhsVoCSpPi4gqMH70fW3gcBb/+4jh+mX9e77RvqSk56NNjMx495IrzgoIyBPXfipMnnupt48H9jxEevENrruAb19+gf58teqdtk8tpfDfzJObPO6f12bK/rmLaR0f1WoxnZBQheMB2XDj3nFNeUaHA8CG7OHblfFy5/Ar9em/R6lg8f5aLPt03GbRHX/ZXIqZMOqQl/vfvfYhhg3chP4+/UwEAhYXlGDl8D3bGch0FaZrGpx8fxeLfLkNHnwIA8OhhFvp034SUSoYyOTklGNB3K86fe6G37bt23sfgiDiUlxs3pzeBQCAQCIS/FyKeRVJYWIYxI/dCLhf2MOPDyYfx+pVaqJ48kYolf1wRFJudXYIJYw9wyub8eAbXrwmzbT5/7gV+X3SJXVYoaIwZuQ+FAl0O5846i6REdXb68eMsfPHZMUGxpaVyjIreyxGBq1Yk4cihJ4LiHz3MwjdfHueUfTT1iGCb680bb2HPrgfsck5OCcaN2Sd4nupJ4w8gM6OIXT586Alr122I9PQiTJl4kFP2w7encPcO/5OEypw4noqlf14VtC6BQCAQCADex6nq/t9CxLNIYrbfRU52ieD1y8rkWLf2Bru8Yqk4K/WrV14h8SojYAsLy7Bxw01R8atXXGMF7KmTT/HwgfYwE32sXM7OUY5Vy5NEmaS8epWP/XsfAWAytyuWJRmI4BKz/S4yM5ns86NHWUg4Ks4MaMUy9b7euvm24E4DwDw52LRB/dRgucjjdub0M1Ys5+aWYOvm26LiV61I0jn0hEAgEAgEwr8HEc8i2bBOnHgFgI3KmIz0Ihw88Fh0/CalYN675yHycsW5G755U8CKzg3rbhhYW5u4mHsoLCyDXK7A5k3aQ1AMsWE9U+fF8y/wWMdYYF2UlsoRoxw3vllkpwEAzp55jidPsgEAG9eL33ZV2188z8PxhBTR8RvXM23eGXtf9Djm1NRcnDnNP26cQCAQCAQ+yJjnfwYinkWSkpItOubFizyUlcnx9GmuaHtrAEhOZupMSRZfNxOfo4zPER1bUlKB168LkJ1VoneMty5UdSZXGgMsNt6YtgPM2HFj41OSc0DTNFJTjatbda4YfdyeGBdHIBAIBALh70OYawOBRd/LYvrjaKOEMxNc9bo1/xUfX5XYqjW+6m1Xxf8bdXP/NTaeQCAQCATD/B3ZYpJ95oNknkVSo4Z48wo3dyuYmcngZaTxhZeyTmPqZuLsOP+KwcREAnd3Kzg4WsDaWpy1t2adXkbUrRlfw7tq8V5G7DuvGnagKMrotquOtzF1A8ZvM4FAIBD+e9B498M2SA6HHyKeRTJkmGGHusoMG94YAOOw16OXYXe+ygxV1hkYXBdWViYG1ubi5GyB3n0Zw5Ehw8W3PTC4LmxszCCTSTBoSAPR8UOVjn7tO3jBW6QYlMkkrMOiMfu9ZSsP1KnLmNgMNSJ+qHJ/+fjYo0NHL9Hxw6KZ4x4W7g8zM23TFX1Uq2aNrt18RNdJIBAIBALh74WIZ5EMHtoQVtbCBaxUSmHkGLXjnC7XQF00bOSCNu08AQB2duaIGtJQVPzIUU1Zl8NevWvBx0ecgB2v0d5x48W13dnFEsEh9QAw7n5jxjUTFR8UUhdu7tYAGFtysQJ23ER1e4ePaAxzc+GjlExMJBgxUvO4NRdVd8tWHmjajHF4dHK2RFiEv6j40eOaGbQhJxAIBAJBE/LC4D8DuTuLxM7OHH8t6y94/bnzu8Pb255d7tPXF8OihWVBLa1MsHRFf47N9czvO7HZVEM0beaGTz9vyy5LpRIsXzVAcBZ08pQWaNteLVjrN3DBVzM7CIqVSiksXzWAI1gnTWmB9h2ECWAvL1vMm9+dU/b7kr5wcNC2DOcjMKgOIiLrs8tOzpb47c/egmIB4JdFveBezZpdDgqpi3CN79OHrZ0Z/lzal1M2a05X+NS0FxTfspUHPvy4leC2EggEAoFA+Ocg4tkIQsLqYc36QL2ZTKmUwvxfemDSBy045RRFYfGSvhgzXn8W1tXVCvsODkaTpu6cckdHC+w/NBjNAtx1RDK07+CFXfuitMYpt23vhbg9kbA3IEI/ntYacyuJVwCY8WV7fPtDJ1B6OqRW1ibYsiMMPSsNUTEzk2HHznD07K1/6Eo9f2ccjB/CEa8A4OfniINHhxgcOz5ocAOsXh8IqZR7eg8Z2ghLV/SDqanuzoOJiQS//9kHo8Y05ZRLJBSWr+qP4SMa663bw8MaBw4Phn99F065i6sVDh4ZgkaNXfXGd+3mg7g9kbCwEDc8h0AgEAj/cYhJyj8GEc9GEh5ZHxs2B6NhI20x5FvbAUtX9MfEyfyP+mUyCRb80gPfft8Jrq6WnM8kEgqdOtfAzj0RaNnKgzfevZo1YnaGY9CQBjA35wpBS0sZRoxqgs3bQ+HkZMEb36mzN2J3hqNN2+paItjDwxrz5nfHdz92hkSirZApisKnn7XFosW9tV5ooyigWYA7tu4IQ99+tXnrtrExw7qNQZgwuTlsbLjC3tRUiqCQuojbHcHJ1mvSoKEr4vZGokevWpBKue1zdLTAZzPa4s+lfdmhKpUZOrwx1m4IhL+/s9Zndeo6YuWaARg5uglPJGBiIsWixb3xxTcd4OTM3bdSKYWu3XwQuydSq8OjwtPLFjE7IxAW4a8l4K2sTTB2fDNs2BIMe3th2XUCgUAgEDShFdQ7/SPwQxk7Ddf/GhRFJQYEBAQkJopziuODpmnM/vEMfv7pvN71RoxqgkWLe2uNXc3JKcHQQTv1mmCYmEiwdEV/REZpv6R34/obhAfH4O3bQp3xNWrYIm5PJOrW0xaJa1Zdw7SPjuqdOq9XH1+s3xQEKyuuwC0rk2PC2P2Ii7mnMxZghil8NK21VvnTpzkIDdyBRw91G6bY25tje2wYZ8iIikMHHmFk9B4UF1XojA9oXg0xO8Ph4mrFKadpGt98eQJ//H5Zb9vHTwzAgoU9tToPmZnFiAqPxaWLL3XGmplJsWrtQAQpx3prcuXyK0SGxrCuiXzUrGWPnXsHwdfXQW8bCQQCgfDv07x5cyQlJSXRNC3uxZh3DEVRiX6WHgFLG0x9p9876c4feFT06l/fvvcNknk2goU/XzAonAFg/dobmDE9gVNWXi7HkMg4g+5x5eUKjB+zH4cOPOKUP3mSjaD+2/UKZwB49iwPQf234dXLfE75jm138PHUIwbnnD56+AlGRe/hrEfTNCZPOGhQOAPAzK9PcKy9AUZ8Bvbbplc4A0znIjR4B27fSuOUnzn9FMMG79IrnAEgKfE1wkNitFz9Zv94xqBwBoAVy5Lw7dcnOGUlJRUYFKZfOAOMK+LI4Xtw/BjXkfDB/QyEBG7XK5wBxpglqN9WpBk4vgQCgUAgcHnH09TRFMg8z/wQ8SyS16/yMefHM4LXX7k8CTdvvGWXd2y/i7NnnguKVShofPpxPORyBVv247enkJWlX4CpePWqAD/NPcsul5RU4PNKYl4fhw8+wcH9avF+7uxz7Nh2R3D8zK9OICenhF3+/deLgp3+CgvK8fUXx9llmqbx2bQElJcr9ESpuZb0BmtXX2eXU1Nz8Mt8wx0eFYt/u4xHDzPZ5U0bbuLyJf3CWYVcTuPTj7mZ/ZlfnxBsrf7sWR5+WSC8rQQCgUAgEP45iHgWybq1NyCXixvqsnrlNfb/qyplYw3x4kUejhx6AoAR7vv2PhQVv2PbXVbA7oy7hywDmc/KrKpC24uKyrFl0y0AjHDfsP6mqPgTx1Px6BGTpT5/7jnu3kkXFb9qRRIrYNeuui7asU913GiaxqoV1wyszeXJ42ycPJEKgBmqojqGQtmy+TYKC8tExRAIBALhvwtjkvKO//7tjXpPIeJZJEKGLOiKSU3NQeLV16LjY5Xxe/c8REWFsMyriqKichw+9JjTDjEcT0hBZmYxSksrsHePOOGuWefJE6mihTsA7Ipj4mONaPuTx9ls1j8u5q7o+LhYps779zJEC3emTiZ+d9wD0cI9L7cUx+JTDK9IIBAIBAIA0ICCpt7pH1HP/Ah3jSAAANLSxI9FzcsrRXFxOd6+MW4ca9rbAqPrBoA0Zb3GjqPNSC9ERbm5aOGuWWe6kW1X7bN0I9uuGhuellYkOjbtbSFomjZ6v6vrNi7+zZsCo+IIBAKBQCD8fRDxLBJ9cwQbihNr0czGKqddM7puZb3Gx8tgUsW6jY03e0fxpqZSlJTof9GwMqamUlAUBVMTI+s2rdp+F+OISCAQCAQCcQX8ZyDDNkTCN6+zIfzrO0MqlaCWrwMsLMQLooYNGcONRkbUDajbbMiggw97B3N4eFjDwcEcnp76zUl4626orNvItjdoZHy8VEqhnnKqvoaNXAyszVO3su116jrBxET8T6WBsk5jzhnN+gkEAoFAILw/EPEsktGVnOcExYxl3ARtbc0QMUiYxbMmI5V19urjCw8PG1Gxdeo6sZbYI0c3FV338OjGMDOTgaIojBzDbx6ij9HjmDobNHRFq9bVRcXaO5gjJJSZL3no8EaiBWz/AX6sS+GoMfodHfkYo2y7k7Ml77zN+pBKKYwYyeyvAYF+cHaxNBDBpWkzNwQ01+8iSSAQCASCJu9+qjoCH0Q8i6TfAD/41LQXvL6DgzmihqiNTiZMas7r3Ke7vtqoVYsxzJDJJDpdC3XxwdSWoJQ2gk2buaNDR23jEV2Ymko5NuIjRjaBpZVw2+hGjV3RqbM3py1iGD2mKSwtmfrc3K1FdzwmTVFboweH1kX16sI7Hq6uVgiLUNc36YMWei3JKxMcWg/VlZl6MzMZxk0IEB4MYNIU9XEjEAgEAoHw/kDEs0hkMgm2xYQJslA2N5diy45Q2Nmp123U2A2LFvcWVJdfHUcsWdafUzb141YIDKojKH7o8EZaVtOr1wWiRg3Dwy8kEgpLV/RnhTvACNh1G4MEZYBdXa2wcWsIRwAGh9bFZA1Bq4+u3Xzw1cyOnLKff+2Jps3cBMX/OLsL2neowS6bmcmwZUcYrCtZgvNhaWWCLTtCWeEOAC1beWDegu6C6m7Q0EXrGE//vC169fEVFD9mfDNEDdZ2liQQCAQCQRfMVHXv2Cjl396o9xQino2gfgMXxJ8YhiZNdQu52n6O2H94CEfAqRg1pinWrA+Ei6vuR/m9+/ri6LFhcHKy4JRLpRKs2xSMD6a21Pkimrm5DNNntMOSZf20spfVPGwQf2I4unT15o0FAA8PG2zdEcqb6e3TtzZ27o2Et7edzvhWrasj4dRwjvAGAIqiMG9Bd/wwqwusrfkz2DKZBCNHN8H2uHCt7bOxMcP+w0MQElpPZxbY3sEci5f0wcefttH6rFmAO44kDEWDhrrHP9fzd8aho0N5h5hMntISS1f2h2OlY6LJwMA6OBQ/VKtzZWIixZbtoRg7IUBn58PS0gRff9sRv/7Wi2SdCQQCgSAS4jD4T0HEs5HUrOWAoJC6cHbWFsC2dmYIDKqD+g10i7S27TzRp68vrwCu7eeA4NB6OkWaTCbBgEA/tGrDP4a4fUdP9OtfW+fwEDd3awSF1IO3j7YANjeXoW//2mjewkNn2xs3cUf/gX6w4hHA1TysERxaF15e/NltiqLQs3ctdOrswyuAmwW4IzC4rs6ZJmxtzRAcWg/+9Z21PpPJKPToWROduujuGPjVcUJQSF2tTgnADLEJDK6DuvWcdMZ36OiF3n1q8Qrgev7Md+t6KmFqKkVgUB204Nm3FAV07OSF3n18iXAmEAgEAuE9hqLFujf8j0JRVGJAQEBAYmJilb+rqKgcg8JicerkU73rNWnqht37o7SE2r276Qjqv93gPL5jxjfjzUJu3nQLUyYe1Ot0aGoqxep1A7VedJPLFZgw9oBBm21vbzvsORillT1+/Sofgf234cH9TB2RDP0G1MaGzSFanYOE+GQMjdqJ4iL908b99HN3TJ7CHSNN0zRmfX8avyy4oDfWwcEccXsi0aIlV6Tm55ciPDgGF86/0BvfoqUHdu6N1BLBN66/QcjAHcjI0D9n9JQPW2LOT920jtvqldcw7aMjeg1TzM2lWL85BH371dZbB4FAIBD+fZo3b46kpKQkmqbFvZD0jqEoKtHX3DPgt9rT3un3fvz4VzwpefGvb9/7Bsk8G8HEsfsNCmcAuHH9LYZExrEW0QCQmVmM0MAdggwwVq+4piUUT55IxQcT9AtnACgrk2PMyH24cvkVp/z7macMCmcAePo0F2FBO1BQoLaILiuTIyI0xqBwBoCD+x/j04+Pcsru3U0XJJwB4IvPjmHv7gecstUrtfcHH9nZJYgIicHLF3lsGU3TGD1ir0HhDABXr7zCiKG7odmxTHtbiPDgGIPCGQD+XHwFS/64wik7fOixQeEMACUlcowYuot1RiQQCAQCgfB+QcSzSG7eeIvdux4YXlHJhfMvkBCfzC6vW3MdL1/mC45ftPAi8vNL2eW5s85yxLg+ysrkWPDTOXY5Pa0QS5dcFVz3k8fZ2LblNru8Z9cD3LyRJjh+w7obSE3NYZd//eWiIOGsYs6sM6yALSuT46e55wxEqMnMLMayv9RPGa5cfoUjh54Ijj9xPBXnzj5nl5cvS2QdA4Xw8/zzKC4uB8AI9zk/nhFs0V1SIsdCAZ0EAoFAIBA0IVPV/TMQ8SyS1SuviY5ZuTwJADNkYo3I+IL8MmzfymSKb918i4sXDGdONTl6+AkrYDeuv4myMrmo+JXLk1gBu2pFkqhYmmay5wCQkV6EXXH3RcXfu5vBCti9ux+IthffsP4GK2DFth0AVi5jYsrK5Fi/9oao2OysEuyMvQcAuHrlNW5cF5dJ3rf3IV6/Et7JIhAIBAKBiOd/BiKeRXJMI4sslOMJKaBpGg8fZOL58zzDAVp1pii/J1V0LE0DJ44xcQlGtP3e3Qy8flWAwsIyQUMeKnMsganz7JlnooU7oN72YwkpomOzs0pwPemN0fGqmNu30kQLdwBIYNsufr9XVChw6pThoUEEAoFAIBD+WcR7Rf/HycsrNbxSJcrLFSgurkBervhYzTpzjagbAFuvMW1XxYkxdnmXdau22dh9V5X4vLxS0DRdpf1mbN0AkJtjXByBQCAQ/nuo5nl+199J0IZknkViZWXYZKMyUikFc3OZIIMOPlRx1iLc/XjjrY2s39qUd1o6YXWbATBuvwGAjbLNxtZvY6OKF1+/tbUpKIp6B22v2nEnEAgEAoHw/kDEs0g6dtY2PTFEh441IJFQqFPXCW7uVuLr7FhDWbfu+Yv1xncyPr6WrwM8qtvAxsYMzQLcRcer7MDbtfeEVCq+R9xB2fZORrTdxsYUTZoybe7UyYjj1olpe8NGLrB3MOwoqR2varv4uikKoqzUCQQCgfAfhwYUNPVO/0jqmR8inkUydnyA6JhxE5gYExMpRoxqYmBtLhYWMgyNbgwAaNGymmB7ahWdu3ijTl3G9GPkqCaiBezYcc3YIRtjxzcTFQuot72ahw0GDBRmK66iZi17dO9REwAQGu4vWsAOHtqQzbaPnWDMcWOmtbSwMMFw5TEQirWNKQYpLbY7dKyh13iFj959feHtbS8qhkAgEAj/Zd5fh0GKosIpijLaaIOiqESKogTfyCmKmk9R1HKKonpQFGWvLOtBUVQMRVHjjW2HCiKeRdKylQe6dvcRvH6jxq7oN8CPXR47LgCOjrrtnSszfmJzOChFI0VR+PyL9oJjJRIK02e0ZZere9oieqRw8e7hYc0KdwAIj6yPWr4OeiK4hITWQ916aifAjz9to9Oamo/Pv2jHCndLSxN89ElrwbFW1iaYPFVtstKxUw20a+8pOL55i2qscAeAiZObw87OTHD8lA9bwkY5ZIWiKMz4Uvhxk0opTPu0reEVCQQCgUB4T1GK1xiKopYDmA/A3sjvCQAQACCRoihaz18PjTB7AOMBxAPIpiiKVv4/mabpFVXZLoCIZ9FQFIV1G4MFZYBr+TpgR1w4ZDL1bnavZo0dO8NhK0CIhYTWw3c/duaUDQisgznzugpoJ/DbH73RuYsPp3zBwh7o2buWwXhnZ0vE7o5khTvAZGDj9kSienUbg/Ht2nvirxX9OGXNW1TDitUDOftDF5990Q5Dh3OzvdOmtxGUubewlGHL9jCOOyJFUdi0NRQNGuq2TFdRp64TtsWEcV6S9Kphh22xYYLGXg8e2hBffNWBUxYeWR/ffNfRYKxUSuGvFf3Rpp1woU8gEAgEAvB+TVVH0/QEmqYjaJqeACCnCl9VC0AygAQdf0kAYmmaTqgUt0JjnQUAfGmanlGFdrAQ8WwEDg7mOHh0KCZPacErpszMmOEZx04OR3VPW63PW7WujmMnh6PfAD9QPOemm7sVZs3pirUbg3iF5tSPW2PzthA0bMQvBJu3qIbY3ZEYObopT9tk2BYThq+/7QhnZ+0MuFRKITi0Lo6fiUbDRq5an/v6OuD46WhEDWkAGU8W2c7ODNOmt8Hu/VG8L9qFRfhj36EonVngOnUdsXLNQMz8rpPWZxRFYfGSPvhlUU941dDerxQFdO9ZE0ePDUPXbj5anzu7WOJwwlCMnxgAS56XLy0sZBgzvhniTwyHm7u11uftO9RAwonh6N3Xl/e4eVS3wU8/d8eylf15Zyf5/Iv2WLcxCP71nbWDAbRuUx279w/C4CENeT8nEAgEAuE/SEsAzWma7sn3ByabHFE5SCneVevNoGla/LyxOiDi2Uhyskvw4EEmCgvKtT4rLZXj/r0MpKfrtnJ+8SIfDx9k8rrOZWYU4cGDDBQVaX83wDjWPXyYhWfPcnk/T03NweNHWRx7aU0KCspx/14GsrKKtT6Ty2k8fJCF13pcEN++LcSD+5moKFdofZabW4oH9zP1Ts+W/CQbyU9yeD97+SIPDx5kQi7X/m6AMSx5cD8Tb3nszWkaePwwC8+f6Z5LOyurBA/uZ6KoUHvfFhdX4MG9DGRm6j5uz5/n6Txu6WnMfikp4XdRVChoPHiQiefP+Y9bcnI2njzO1lk3gUAgEAi6oAHQinf8929vFEMmTdM5fB9QFDUfwLx/tjlEPBtFSkoOunfewBp48HHp4kv07LoRN66/0fpsV9x9hAfvwONHWbyxFRU0Nm24hQF9tqKgoIzzGU3T+GjKYfzw7Snk5ZbxxmdmFGPG9ATM/OqE1mdZWcXo02MT4mLuQcGvT3H3TjoG9tuG+KPanbQL556jT8/NuJakvV0qDux/hB5dN+LNa22B+8uC8/hg4iG84RG/AFBYWIFf5p/H6Oi9WgK6pKQC4cExWLk8CWVl/I1/+jQXQ6N2YsM6bUfARw8z0aPzBpw6qdt85OyZ5+jReSPu3U3X+mzb1tuICo9DSnIOb2x5uQJrV19H8IDtWh0fhYLGhLH7MW/2WRTk83eK0tOK8PHUI5j942md7SMQCAQC4b8ETdML+MqVY5wzaZrWaSFMUZS98mXFcNWLg+8CIp5FIpcrMDgiDq95hGFlcnNLMSgsFoWFapH76GEmxo/ZB7nccH8uKfE1Pp56hFO2asU1rFsjzCp68W+XEbP9Lqdswtj9uHc3w2BsWZkcw4fswssX6ixuVlYxoiLieLO2lUlNyUH00N2c7PeRw0/w43fChOGunfexaOFFTtk3Xx7XK3xV0DTw0ZTDSEp8zZaVl8sRGRar92mAiqysYkSGxqK0VJ1Bvn0rDZPHH4RCYfi4XTj/AjOmc4deLVl8mbVZN8SCeeexb88DQesSCAQCgQAAoP+GMc/MLa+ecrYLrb9/a1OVQniCLmGtXGc+mJcGk8CMe46hKOrzd1E/Ec8iSYhPwd072llJXbx6VYC4mHvs8rK/ElFaKtymOnbHXbxQWnorFDT++O2S8MYC+H3RRVbA3r+XgSOHngiOLSosx+pV19nlzRtuIju7RHD8xQsvcPnSK3ZZbNuXLrnKCtisrGJsWHdTcKxcTuOvP6+yywf3PxI1JOLp01zs2aUWsEuXXEVFhY5UPQ9bNt1Cehpj6V1eLsefi68IjgWYjg+BQCAQCGJ45/M8v78YGq6RAyCepukFNE0nK4d9RAD4kkxV9y+wZtU10TGrVzIxhYVl2LrltqhYhYLGurXXAQDHj6UgNZV/vKwubt5Iw9UrTAbWmLavX3sd5eVy0DSNVSuN2Xbmacqjh5k4feqZqNj0tCLs2/MQACNGdY0l1sXunfeRmcFkmtdodAKEojpuOTklWhl8Q5SXK7BxPSP2jxx6IuhJhSaXLr7E7VtpomIIBAKBQPgbuE/TdHO+v3+jMRRF1QLQQ99wDeULggmVynLAZKDnV7UNRDyLRHMogFCuJb2BXK7A40dZKMjnH6dsKN7YujXjkhJ1j1PWRXpaEV6+zEdOTqnOsb76637D+Vcs6m0XH19WJsft22nKeOOOGwDcv5shWrhr1mnscbuWZFwcgUAgEP6bvE9T1f2NzAAjgo3hCgD7SnNCi4aIZ5GUGiGiAGYGjpJi42JVcSUlwod78McbHqusK97Y7S4pZurUHD8shmJlvcbWX8xuu/j4kpIK0DSNkiq23Zi6AXXbCQQCgUAgsEQCqOp4a8OGF3og4lkkjk6WomMsLU1gYSGDk4v4WIAxLAEAJyfhzoSceBcmzsnZuPqdnCxg72DOO3exwdiqtt1Z1XZj41X1i992J2cLUBRVhbYr6zZyvzsbGUcgEAiE/x7032DPTb8je+53hTJjbA/GNEXXOsuVjoP2f1c7iHgWSVBwXdExgcF1QFEUfH0dBDncacczdQ4I5DdV0YepqRS9+9QGYFzb27X3hIurFczNZejd11d0vKrOzl19YGOrbZpiiMAgJj7QiLZ7edmiWYC7Mr6O6HhV2xs0dBVlS145PjBIfN2Wlibo3rOm4RUJBAKBQFDyHxi20VP5L/9cvwy1oNvR0En571UdnwuCiGeRjBrbVLSAHTs+AADjkKf6v1Bc3awwUCm+vL3tRQvYkLB6cFZmvCOjGsDGRpyA1Wyv2LabmkoRPZKx07a2NsWQoY1Exbdt58m6HHbrXlO0gB09rhmkUuYUF9t2ABgzrhkAQCKhMFb5f6F4edmyx8qvjhO6dPUWFT9ocAPY2ZkbXpFAIBAIhP8nKF8G1IeQ4RbxYBwJc3g+CweQpO9lQyG8V+JZOYn1coqi4pVzCC7/O9PuxuDjY4+pH7USvH7EoPpo2cqDXR4yrCGaNnMTHD97XleYmkrZ5e9+6MxrCc6Hg4M5vvymA7tsbW2K72d1EVx3u/aeCApRZ3y796gpSrzP+Ko9K9wBYNr0NqhWTdv2mg8zMyl+nNOVXZZIKMxb0F1wx6VOXSeMHd+MszxugnABHT2yMRo1Vh+nkWOainpqMHd+N1a4A8APs7vC3EImKNbFxRLTP28ruC4CgUAgEED/DVPVvTuLQXsAjvpWUM4b/YSiKH03a5V4ztG1gnLu5/mVhbhy3mdHMFPWVYn3RjwrN4r1IgfQHUALACkCeiL/KD/O6YrRY5saXG9gYB38tbwfKA3FZ2FhgthdkWjSVL+ApihgwcIeiBrckFPeoKErYnZGwNbOTG+8k5MFdu4dhFq1uNnacRMCMPP7Tgbb3rpNdWyNCYeJiVq4SyQU1m0MQrcehocTfPRJay0BWM3DBrv2DYKHh34BbWEhw4YtIWjdpjqnvG+/2li6sj9kMv2nbZ26Tti5J1Irczv/lx4YPLShjig1YRH+WLS4N6fM2toUcbsjUb+BfgEtkVBYvKQPgkLqccqbBbhj644wgx0fNzcr7No3CF417Ay2k0AgEAiE9xWKoj6nKCpGKYprgZnl4omyjG+6uAQwY5lz9HztVQA5NE3rHPMMADRNRwCYoEzCxlAUFa8sdzAUKwRK0wHu30LZyxhE0/SMSuX2ALIBJNM0LX7ALfe7EgMCAgISE9+NIQ5N09gZew8/zT2HB/czOZ/V8LbDp5+1RfTIxpzsoyaFhWX4/ddLWL40kWM8QlFAm7ae+H5WF7Rt56mz/tTUHHw/8yT27XmI8nK1eYeZmRThkf6Y+V1neFS30Rl/4ngqfvzuFBKvcqdDc3GxxAdTW2Ly1JYwN+fPlJaXy7FqeRJ+X3QJr15x5y9u2MgF33zXCf36++msOz2tEHNnn8WWzbdQXKSeUUImo9C7b238OLsL/Oo46Yy/fu0Nvv36BE6fesZx/LO1NcOosU0x/fO2Ooc80DSN7VvvYMG8c3hcyTSlZi17fDajHYYMa6Tz5cj8/FL8+vMFrFpxDbm5pWw5RQEdOtbAD7M7o0XL6ryxAPD4cRZ++PYUDux7xDFdMbeQIWpwA3w9syPc3IVl5wkEAoHw79K8eXMkJSUl/VtzHqugKCrRx6RGwI/u37zT7/32zWyklj/717fvfeN9yTxPALC9cqHGhNa1DKTx/3GOJaRg2sdHtYQzADx7mouvZhzjOAtqQtM0fvv1En6ef17LsY+mGXvnyRMO4MF9fhvtnJwSfPLhEeyMvc8RzgAzJd7mjbfx2bR4ji24JtevvcGUiQe1hDMApKcXYc6sM1ixNBG6OlabNtzCdzNPaQlnALh9Kx0fTj6MC+ee88aWllbg6y+PY/XKaxzhDAAVFTQO7HuEDyYeYt35KpOamoNJ4w/g5ImnWlbZeXmlWLzoEn6acw5yOb8b4KEDjzF9WryWcAaAlOQcfD49Qac1tkJB45f5F/DrLxc5whlgjtuZ088wafxBPHnC72SYmVmMjz44jD27Hmi5FZYUV2Ddmhv44vNjKC42bkpBAoFAIPx3oQHQCurd/v3bG/We8r6I5xYAEnUI5CSNdd4LjiWkIDI0FtlZuq2qCwvLMXbUPmzbqu0oOPOrE5g/9xzkct2n5ZPH2ejdfTMeP+a+UFpYWIag/ttwLD5Fbxv37X2IyNBYrfmVb918i369t+C50vKbj/JyBb756gR+nn9e67MVyxLx0ZTDeucuTksrRNCAbbh04QWnvKJCgeihu7Ftyx29bb944QX69d6i1bF4+SIPfbpvwp3buu3RaRpY8scVfDTlsJb4P7j/EYYM2om8SsJXk4L8MkQP3Y3dO+9X+l4an02Lx6KFF6HvYc2D+5no030Tnj7N4ZTn5pZgYN8tOHNav8tiXMw9DBm0E+Xlxs3pTSAQCAQC4e/lfRHPCWDGuOT8u80wTGFhGUaP2KOVOdTF1EmH8EbDmvn0qadY/NtlQbFZWcWYMGY/p2zurLOs850hzpx+ht8XXWKXaZrGmJH7BLsczv7hDKeuJ0+y8fmnwkx9SkrkGDl8D0cErll1DYcOPBYU/+B+Jr758jin7MMph3mz3XxsWHeTtfYGGPE6dvQ+rWw1HzQNTBy3H5mZxWzZ0SPJWLlc2Mu5b98WYsrEQ5yyH747jdu3dIt+TY7Fp2DZkirNokMgEAiE/yD/ganq3gveC/Gs9CDXNYhblY0WpCaUs3Ro/QGoZzBYALE77unNOFemtFSO9etusMvL/xI35vrK5VesvXNhYRnnu4SwesU1VsCeOvkU9+/xDwXRxcrl6vauXpEkSHyqePkyHwf3PwLACPflS8Vte8z2u6yAffIkG/FHxI3xX7FMXd/WzbdFWaMXFVVg84ab7LLYtmvu69zcEmzddEtU/Mrl4vY1gUAgEAiEf4b3QjzrQjnLRg8AsVWdk+9dsUGkeAWADWuZmIz0Ihw88Eh0/EaliNu396HeIQd8vH5dgATlEI8N624aWFub2B33UFhYBrlcgU0bxQlAAFivrPPShZd49FDfnObalJRUIHbHXQDApvXi23761DMkJzPjjzcaEb9BGfPyRR4Sjop/OVd1ruyKu4/CQnHjmFNTc3Hm9FPRdRIIBALhP8o7nqaOmaqOZJ/5eK/FM4AYMNOWjBMaQNN0c74/APcNBgtAJcbE8Px5HsrK5Hj6NFfvOGeddSpfQEvW8SLa3xlfUlKB168LkJ1Vgpxs4Rn3ynU/MWK/acYbu+0pyTlGxyc/yQZN00hJyTGqbtW5Ymzbn/C81EggEAgEAuHfRZhrw7+Acg5Ae+h2iflXMHZmP5qmjX4MTyvjjK6bjTe+fmNj2W2uYnxV6zcmXFXnv1F3VeIIBAKB8N+E3Df+GaqUeVaOJ6aN+As38L3hYIZrvFfCGQBq1LAVHePqZgUzMxm8vMTHAmANM4ypm4m3VcaLN96QySRwc7eGg6MFrKyEORtqomqzsaYf7y5e/L7z8rIFRVHw9DKubi9lnDF1VyWOQCAQCP89aLz7FwaJFuenSuJZOSSCMuIvVtd3UhTVA8AE5XfnVKV9fweDhzYSHTN0GBPjXs0a3XsadufTFR8YXBeWluIErKOTBXr3rQ2AsQYXS2BwXdjamkEmk2DQ4Aai44cMZ9revoOXaPEvk0kQMYipU4gzYGWat6iGuvWcmXYYcdxUba9Z0x7t2us2rNHFUGV8WLg/zMykBtbmUq2aNbp28xFdJ4FAIBAIhL+X92rMs3KeZ5U9t2a5PUVR4/+lZnEYPLShqAysREJhlIaV9/gJ4rxeGjR0QVulcLOzM0fUEHECdsTIJqxTYK8+vvD2FpdFHTehGfv/sePFtd3J2QKhYf4AAKlUgjHjxMUHBtWBezXGba9hI1fRAnbcRHV9w0c0FiVgTUwkGDGyCbs8fqI4c6XmLaohoHk1AICTsyVCw/1FxY8c05RjjU4gEAgEgiHe+QuDBF7eG/GsnFljgtKPvDI9wLw4+K9jb2+OP/7qK3j92fO6wsfHnl3u06+24AywpZUJ/lreHxSlPoFnft8Ztf0cBcU3buKK6TPasstSqQTLVw2AqakwUTZhUnO071CDXW7YyBVffN1eUKxEQmHZygEci+9JU1rotRzXpHp1G8xb0J1TtnhJX9jb89tuV6b/AD8MilJ3NJxdLPHbH70FxQLAgoU9Uc1DbW8eHFpPsAC2sTXFn0u558isOV3h4yOs49K8RTV89ElrwW0lEAgEAoHwz/FevDBIUZQ9gHgAyRRFxWh8ZK/8twWA98ZXPTyyPuRyGlMmHURpKb8TnERCYfa8rpjyYStOOUVR+HNpP5iZybB29XWddTg7W2JrTBiaBbhzyp2cLHDg8GAMCo/F9Wtvdca3aeuJrTtCYWNjxilv18ELsbsjMHzILuTm6J72bupHrTBrblet8i+/7gCpVIK5s87ofDHB0soEq9cORO8+vpxyc3MZYnZFIHrobhxP0O2QWKeuE2J2RXDEq6r84NEhiAyNwYsX+TrjwyPr46/l/SCVcvuGQ4c3hkJB4+OpR7RszVXIZBIsWNgDY8Y145RLJBRWrB4Ac3MptmzSdo1U4e5uje1x4WjQ0JVT7upmhQNHhiAiNBZ37+g2S+nUuQY2bg01ODynsLAML57noaJCATc3azi7WOpdvzIZ6UV4+7YAMpkEnl62sLIyFRxL0zSePctFXm4prKxN4e1tp7Wv9VFaWoFnT3NRUlIBZ2dLreNsiJycErx6mQ+KAjyq28DOTliHSsWrl/nIzCyCuYUJvL3tBHcmAcYl8+nTXBQVlsHe3hyeynHxQikoYI6bXK6Au7s1nJzFHbf0tEK8fVsIExMJvGrYiRrGpVCoj5uNrRm8ve0gkQhve0kJc9zKyuRwcbGEm7u1qLZnZRXjzesCUBRQ3dMWtrZmhoOU0DSNly/ykZ1dDAtL5riJeTJTXs7MdlRcVA4HBwtU97QRddzy80vx8kU+FAoa7tWs4ehoITgWAN6+KUB6ehFMTaWo4W3HSSoYQqGg8fRpLgrymeNWo4a441ZcXI7nz5gZn1xdreDqZiWq7ZmZxXjzOh9SqQTVPW207in6oGkaL57nISenBBaWJvDxsYdMJvxaoZqlqqS4HI6OFqjuKW7oX24uc62gaaCahw0cHMRdK/4XIS8M/jNQxs4k8E4bwZiY6H2mT1fR6oaiqMSAgICAxERxZhf6SDn7ACvmnUDs+Sy8LWEuCI6mCgQ1t8P46R1Qv29jnRdoWi7HmbXnsHLpVcQ/KEWRnFnP10aBob2rY+Q3PeFc10Nn3SVZ+YiZn4B12x8gKY2GnKYgo2i0qibB6KH+CPmsJ0xsdF/g39x6hjVzErA14Q2eFjJtt5bR6FvfAuOntkarIa1BSfgvcjRN48bORCxfdB77bxYgt5xZz8NCgchOLhj3dXd4tayls+6K4lIc+O0Y1qy/jbPP5CinKUhAo7EzEB3qi8Ff9YKVm73O+OzUNGycHY/NB57ifg4FGhTMJTS6+ppg7Lhm6Da+E6RmukXFoxN3seKnU9h5KRvppUzbnU0VCGllj3Gfd0K9nrqfDNAVcpxYeQarlici4VEZShQUKNDws6MxrK8Xor/pBUdfN53xpWXp2LtvM1Yvf4FL5x0hl0tgaipH155ZGDuhLnp0GwypVLeYvH0rDSuWJWLHtrsoKlLPHd29Z02MGx+Avv1r6zznFAoahw48wsoV1zidF0tLEwwa3ADjJwZoiX5N8vNLsWnDLaxeeQ0PH2Sy5V5ethg1tilGjmqqV8SnpORg1fIkbNxwkzPtYes21TF2fABCw+vpFURnTj/FymVJ2Lf3ITvlo4mJBIHBdTFhYnO00fNUo7SUmTN85fJrrOkQwAwtih7RBGPHN9P7UurbNwVYs/o61q2+jtcajqH1G7hg7PhmyuFcujsg16+9wYpliYjdcY+1tqcoZijV2PEB6NW7lt7jtn/vQ6xcnoRTJ9Vzf1tbmyBqaCOMnxCAev7OOuvOzS3BxvU3sXrlNc70hz4+dhg1phlGjG6iVww+fpyFlcuSsHnTLc488+07eGHMuGYIDq2nUxDRNI2TJ55i5bJEHDzwmJ2BxtRUipCwehg/sTlattJznSupwPatd7BqRRJuXFcnC1zdrBA9sgnGjmsGj+q6fy+vXuZj9aprWL/2BtLeFrLljZu4Yuz4AAwa3AAWFrqvFYlXX2PFskTsjL3HJkokEgp9+9XGuIkB6NrNR+dxk8sV2LPrAVatSMLZM8/ZchtbUwwZ2gjjJzWHn56niNnZJdiw9gZWr7qGVI3pMmv5OmDM2KYYPrKJ3idxD+5nYMWyJGzdwjWI6tS5BsaOD8DAoDo6O700TSMhPgUrlyfiyKEnrCAzN5chLMIf4yc210rsaFJUVI6tm29j1Yok3LmtTha4u1tj5JgmGD2mGTskj48Xz/OwakUSNqy/iYz0Ira8WYA7xk0IQMSg+jAz090BuXThBZYvS8KeXffZRIlUSmHAwDoYNzEAnTp764wVS/PmzZGUlJSknBL3X4OiqMQaUu+Arxx+eKffOzf7OzyTP/3Xt+99470Qz/8E71I80zSN15uO4fXmY2xZhYJ509VE41rk3K8VanwQBKrSBUpeWIInszYh//oTtqxMAUgp5g8AKJkUPtMj4NilCSpT9OQVHs9ch/KsfGV7mHhTCXNDBgBTNwf4zR4Fcy8XrfiMQ1fw9I9dgPJGJqeZP1ONZtq19ketL6MgMecKAkV5BZ7+GoesE9d1th0APMf1g1tYR626S99m4/HMdSh5lsZpu4kEUCVTpDYWqP3DCFjX177A5V6+j+Q5W6AoZYSjggYqaMCEUm+7VT0v1P5hBGR23AwLTdN4ueYw3sacZsv4jptrcDt4ju+v1XmoyC/Ck+83ouBOKmfbZZS67ZSpDLW+iIJ9O+2x6RWKGyiqGAMaWey2l5RIYW4uZ9sugQ8sTdZCSmlv+/Klifj803i9mYWQ0HpYvnqAVmarpKQC40btw57dD3TGSiQUFizswTu+Ozk5G6GBO/TOWe3iYomYXRHsWG9N9u5+gLGj9qKkhP9JDQC0a++JrTHhWtkhhYLGF58lYJkBd85PPm2D72d11hIzGelFiAiNQeLV1zoimacl6zcFaz0tAYCL519gUHgssvXMc17P3xlxuyN4BfjiRZfwzVcn9LZ90OAGWLKsn1YWvKioHCOH78bhg090RDKi4Pc/+yB6pPa14uGDTIQF7cDTp7k646tVs0bs7gg0aqzd6YvZfheTxh9AWZnu49alqzc2bQvVyiTL5Qp8+vFRrFl1XWcsAHz5TQd88VV7reP25nUBIkJjOKK5MtY2pti8LZT35drTp55iyKCdeo2lGjV2RSzPUy6aprHgp/OY8+MZvW2PHtkYv/3RR6vzkJ9fiuFD9D9hMzGR4K/l/XlfxL5zOw1hQTvw6lUBTySDl5ct4vZE8nacNm+8iamTD6Oigv8JG8B03NZvCtLq9JWXyzFl0iFs3az7CRsA/DCrCz6Z3kar/MXzPISHxOh9wmZvb45tMWFo18FL67P4o8mIHroLhQW6jaWaBbgjdlcEXFy1r/GzfjiDX+af19v28RMDsGBhT1EZfF0Q8fzf5L0Z8/y/xNuY0xzhDAAyCVeAAUDGwct4seIAp4yukOPJjxs5whlghKum+KQr5EiZvx25l7jeLqWvs/Doy9WscAYY0WgmVYtHACh7m42HX65GWWYeJz7r5A08/X0nK5wBpl7TSm3PvXQPyT9tA61QX3xpmsbT33dyhDNf2wHgxcqDSD9wiVNWkV+ER1+tZoWzZts1r2Hy/GI8+notilPfcOLzb6XgyY+bWOEMMHGanQYAKLz/HI9mruOsBwCvNyVwhDPAf9zSdp/Hy3VHOWWKsgo8/m4DRzirtl2z7XRZBZ7M2YK8pMec9eR0MgorRrDCWbXtFhZyTtsVSEVheTQUNNdGffPGm/hsmn7hDAC7dt7HxHEHOHNT0zSNCWP26xXOACNSp38Sj82VrMTT0woR1G+bQbOX9PQiBA/YjkcPMznlx4+lYMSw3XqFMwCcP/cCUeGxKC2t4JR/981Jg8IZABYtvIif5p7jlBUVlSMseIde4QwARYXlGDpoJy6ce84pv3M7DaHBO/QKZwC4fy8DQQO2IyurmFO+cnmSQeEMANu33sFHUw5zjptCQWNU9B69whmAcgjZIcTF3OOUv3qZj8B+W/UKZ4BxIQ3qvx2pqTmc8kMHH2Pc6H16hTMAnDzxFMOidmoJtRnTEwwKZwCYN/ssFi+6zCnLzy9FaNB2vcIZAAryyzAoPBZXr7zilCclvkZEaIxBR9ZbN9MQErgDeXnc9f78/bJB4Qwwrq2ffRrPKauoUGDY4F16hTMAlJcrMH7MPhzY95BT/vRpDgL7bdMrnAHGfCuw3za8fMG9xu/eeR+Txh/UK5wB4OjhJxgxbA/kcu56H089YlA4A8B3M09i+VLu7zInpwTBA7frFc6q9cJCduDWTe7xvXThBYZExukVzgBwLekNwoJ3oLCwjFP+8/zzBoUzAKxYloRvvjxucL3/NWi8+xcG/xvpVfEQ8SySssw8vFx/1PCKStL2nEdRsvrGnXXyBvJvCHz3kabxbMke0BoXt5drD6Mir0hPkJryjFy83qQW+Yqycjz7a6+wugHkXrzHEe8Fd1KRlXBNcPyLFQcgL1SLjjcxp1H6MlNPhBpFcSmea3Q8aJrG8yV7QVfov5GrKHr4AumH1Dfk0jfZeL1F+MXy7Y5TKHmhvgFkxiei8K5Au2y5gjluGkKopGIegDzdMRrQeI5S+V/sckFBGT6fniCsbgA7Y+/hxPFUdvlYQgp27RRusDljegLnpvTz/PMGBZiKnJwSzPxaLRYVChrTPjoq2FnzwvkXnDHljx5m4vdFl/REcJk/9xyeabR1zapruJb0Rk+EmrIyOT795CjnuH014zjnkbc+Hj/KwmKNtmZnl4i6QW/eeAsXz79glw/uf4RDBx7rieAyfdpRTsdj3pyzBgWYioyMIvzw7Sl2uaJCgU8/OirY2OnkiaeI2XGXXb518y1WLEsS2HLgx+9P4e0bdVuXL03E7Vv6BZiKkuIKfP4p9/fxxWfHUFxUoSOCy9076Vi65Cq7nJ5WiB++O60ngsvqFdxzbFfcfZw4lioolqaBTz+O5wjdWd+fQXq6sGv8mzcFmDNLLfLLyuSYPi1eTwSXo4efYP9etXi/dPElNq6/KTh+5lcnOB3GP36/zBnSpY/CgnJ88Zn6/kTTNKZPi9f5HlFlrl97i9Ur1Pejly/yMG/2WYEtB/5cfAX37go7xwiEyhDxLJKMw1cAuf4efWXS91/k/b8QytJykHuFyRiWZ+Yh+9wdUfFZJ66zAjb79C3IBQpvFZy27xPXdkVpOTLjmcyEoqwcmYeviIrPT3qMkpdMBrbgTqpWJtoQ6fsvsUIo4+AliO1CqzLnNE2L3vbSlxnIv8ZkDBX0C1TQ4rIcZYo40DRzrHZsu4P8PGECTsWq5WrhsmqFcBEDAHm5pYjdwWQxCwrKtDLRhjh88AmeP2ME7InjqaLtyVevTGKP28rl4tquUNBYt+Y6+//VK4V39gDg9q10XLrwEgAj3DU7IULYsP4mK2C3bLqF4mJhAk7FSg0xsFLkccvMKMbuncy1IienBDu2ibtW7N39gB0XfOTQY7x4Iayzp0JTyIg9buXlCqxfdwMAM9xjzcrrouKvXnmF69eY68Otm29x8cILAxFc1q2+zgrYDetvGsy2V2b1SvX2it32V6/ycXD/IwCMcN8toqMLALE77rFPRvbsesAZ2y2EVRrHTey1oqSkAls2MteHsjI51q+9ISr+zOlneHCfucZfufzK4JOGyqxedY3t4K1ZfV1wJ52NF3l9+F+AVrzbPwI/RDyLJPuU8F65iqyTzAWl9E02Cu8/N7C27vjsc3dEC3dFSRlyLjJCKMuItuclPkJFfhEU5RXIESncAXXb868/EZwx10S1v7NPim976Yt0FD9mHucas+1ZyjpLnqWJFu5MPLPt5YpDEK3ckY8Kmsl+VX4cL4SDBx6jsLAMBQVlBh/78xGrzCImHE0WLdwVCpoVAHExdw2src3NG2l49JAZ3rIzTpyQANRtv3H9LecFOcHxyjYbU3dGehH7Up8xx23v7gcoL5cjM7NYcPZSE1XbDx18LFq4l5cr2KE9sUa0/fKll3j2NBc0TRu17aoO2+WLL0ULd0C9v42p++XLfFw4/1wZL/6cjYu5p5wRJE+0cAfU5+z+fY9EC/eSkgoc3M9kj+Nixbf91MmnSHtbiIoKhWjhDoB94nDm9DPRwh1Qn2vGHLeU5Bz2BWCjzjkjYt5v3rG7IE0BIHM980HEs0g0xxoLRVFUCkVpOcqzxN8QAKAim6mzPFt83ZpxxrSdiS+APL9Y8JCJyrGa/4qPf0fbbkR8RU4BaJquctsVtHGPBlVxb424ISkUNDIyipCRUST40bsmqjqNqfvdxBdAoaCNuhmr6zbuuKnqfPOmavFpRtRfViZHTnaJUbGcut8Yv98BcIZQiIsvRHFxBfIFDnXhq/tNVdtu7Dn3xvhztrCwHAUFZe/g92Lkfle13ch9l5ZWiNzcUsFDJjix7+j3Zuy+U//exMdnZRYbHBtOIPDxXszz/L8EZaTrGyWTQmJi3O6mlHESmXF1q+qVGNl2iYnM+O1W1k0Z2fZ3GU+XicvEUTIpKIqq8n6nIM5Sna0fzFvwppXf5hSImanMKOEMgHVjFDMHsiamymmkTI08b0xNZaAoZkYCXXNy6+Jdtd3M2HhlnInR9UvZNhhft5HnjOq4GVm/mZkUJpXfwBUaaypjv8O4upVtN3K/s+eNkeesmZnsX6vbtIrnvJmZ1OjrjGlV226qanvV6jfmnJdKKUgrv+3+PwxN4527Av5HJmQTDck8i8TCR/fclrowr+EKSiqBmYcTKFPxNyVVnRY1xddd1XiptTlMnGwhtbaAibO4CeqZut2MrpuJr8K2SyiY13DlfI+4upm2m3k6AyJMQNj4mm7KZtQVHcvE1QMA1G+ge+5lXbi4WsLF1RKublaiDVSYOl04/4qlgSq+ofh4ExMJavs5gqIoo+pXxdSr52zUVFT16ztzvkcsDZTb3MCI+OrVbWBrawZPTxvY2gk3o9Cq24j9DqjbbEzbLSxk8KlpDxMTKerUdRIdrzpX/I3c71U9Z/2rcM7W9nOEqakUPjXtRRnXqKhfhboBsPOzGxNvY2MKTy9bWFubokYN8dd49pwxuu2qc078dY6imN+5ZjvEUL+BiyizHAJBBRHPInHp18rwSjpipFbmvPM2G8K5b0sAgF2rejBxEndxM/N0gXXjmsz39BNv+ezUszkkpjJQFAXnvsZsO1OnZa1qsKqnPaenPqRW5nDs1AgA4NyzuWgBa9/GH6bK/WXccWPabmJvDYcOwizVWSQUnHszx81E0hsUhFmqq8PrQ0o1BgCMHtNUXN0ARoxsAqlUAplMgugRjUXHq+ps1dpD9E3R2cUSAwL92HaIvTcFh9aDkxNj2jHKiG0fNYZxh/SoboM+/bTnbdaHiYkEw6KZ/RUa7g8bW+HOiwDQqnV1VsiMGtvMwNrajBrbFBRFwcxMhqHDGomOHzm6KQCgYydv+NZ2EBVbvboNeinnuR45Wvx1KmJQfXauZ2OOm+qcq1nTHl27+4iKtbCQIWoI8xsdNLiBaAHbuYs3atd25LRDDKoYa2tTREbVFx2v2l89e9WCl5e4a3zNWvbo3MWb0w4xDB7aEBYWJqAoyshzlonxr++CNm11GxXxYWNjirAIfwDAkGENRWfOe/f1hadyf6l+92Iw5jx936Hpd/tH4IeIZ5HYt60PU3fhNyWptQWceqrnFncNagcxasKudT2YV2d61pRMCtfAtsIbC8AtRG0+YOVXHdYNfQTHUjIJXAaqJ8F36dtKyzRFHxY+7rBpphYvriEdBMcCjMmMqj4TJ1s4dhV3Q3cNbs/+36FTI1EdD5m9FRw06tP8LiE4dGgIU1d7AABFmcFUMlRUvJlkFHvc2rb31OvmVRlzcylGa9wER49tJupReEDzamjVpjoAxk5+yoctBccCwNjxzdhH6DW87RAULDzzTlHAxMkt2OXIqAZwFmFh7eFhjeBQdX2Tp4hre8Sg+qx9sbW1KUaLvCFPnqJue9duPvCvr9v5rzKWViYYOaopuzxuYoCoIRDtO3ihaTPmPJFIKNHbPmFSc9bsw6+OE3r3Fd7xkEgoTJikvs4NHd4IdvbCM+c+Ne3Rb4Afu/zBVHFtHzKsEWuuY29vjmHR4joekzXq6923Nmr5Cr/G29qZYchwdX0TJ7cQNRSgR69aqKvMnkqlEkycLM6LYtIHLdgnLI0au7FCWggymYRz3KJHNIaVtfCOR916Tujeoya7LPZaET2yCWv37eJqxWsYow/NczwopK6ojoejo4Xo+ggEFUQ8i4SSSeH77XBIrXTborLrmkjhO3MYZ11LXw/U+CBQUF1m1Z3h/UkYp8wtvBPs2wnLbDj2aAbnShnXmjOiYOKi24aYhQK8p4XD3EN98zdxtEHNL6MEZYBl9lao9e1QziMxh06N4CJQ/Ns09YXH8J6cshqTAmHhq9vKVxOPkb1h01htES4xNYHvd8MhsTAs/iVmJswx1ugoWPvXgOf4/oLqNvdxQ42pIZwyM+kUyKjOguJNJYNhIglllymKwoYtwXB3121nq0IqpbByzUA2GwMwAnbF6oGChjBUq2aN9ZuDOMdtyLBGgjORvfr44rMZ7Thlv/3ZR699tCZz53fn2DVbW5tiy/ZQWFgYHu5kbWOKrTHhHNveTp29MfP7ToLqbtLUDT//yj3nvvmuIzp1riEoftIHLRASVo9dlkgobN4eKkj8y2QSrNsYxAp3AKhd2xFLlvcT1Nf28rLF6nXc68qYcc0Ei4OBgXUw9WPutWLp8v6Cs9cLf+vFcSi0tzfHpq0hgjptdnZm2LojlOPS16u3L6ZXOo900bKVB+b81I1TNmtuV7RWdgANMW16G/TtV5tdlskk2LojVK/1tQpTUyk2bgnh2JvXb+CC3/7oI6jumrXssXwl97oyeWpLwR3O8Mj6Wo6gK9cMhLe34Ws8RQF/LO0LvzrqITYurlZYvylYUKfN0dECW7aHcq4rgcF1BQvoDh298N2P3GviTz93F5wo+GpmB3Tp6sMum5pKsWVHqKCnReYWMmzZHsoK9/9PvGuTFAI/RDwbgWWtaqi7cKLecbhm1RxRZ/442DSppfWZy4A28Pk8EjJb3TdV2xZ1UHfhBJjYcwUTJZWg1ldD4BrUTudLdJSJDO6RneHzSbjWeC5TFzvUWzQJ1o2126VC5mAD35nD4NRNO+tm39offrNGsVlVPizreqLer5M4whtgRKDXpIHwGNkLEjMd2Q0JBadeLVD7xxGQVBofLrUyR90F42DfXrcgkFqZo8bUYFSL6qL1mVUdT9T9ZQI7DpoPM08X1Fkwjtca3C20A7w/CYPUxoInksGujT/q/jwBskrrUJQJLGXLYCoZDN3v6ZrDTPIhzKWztI6bt7c9Ek4O1ysIPDxssD0uHEEh9bQ+Cwmrh22xYfCoZEOsSZu2nog/MRze3vaV2k7htz/6YMZX7bVsv1XIZBKMGdcMW7aHwqTSi0OOjhY4nDAUffvX5o0FAAdHcyxd0Y8349imnScOHBmC2n66h77413fGkYShvDfez2a0w6+/99I7hjgouC72Hx6sdTM1M5MhZlcEhkU30tn5sLIywXc/dsZPP3fXOm61azsi/uRwXstyFV5etti5NxJ9+mrvn6jBDbFpawjc3K14Ihk6dqqB+BPD4VGde2wlEgrLVvbHJ5+20SliTUwkmPRBC6zbFARppU6xs4sljh4bhu49a/LGAoCTswVWrR2IMeO0rxWdu/hg38HBqFnLXmd8o8auiD8xnB3qosnM7zpi3oLusLbhF0MUxYjHPQeitIZpWFiYYPf+QYiMaqCz82FtY4q5P3XTEnAAMwQh/sQwNGmqbVmuwqemPfYeiOK1Bh8xqgnWbgjS+75B1+4+iD8+XMtiWiqVYO3GIHwwtaXOYQymplJ89ElrrFwzQOu8dK9mjfgTw/VmoF3drLBhczDv0KBevX2xa98gveOfmwW4I+HUcI7wVjHnp274YVYXWFnxX+MlEgpDhjVE3J5IreuJjY0Z9h0ajJDQejqPm62dGX5Z1BNffKX9JLNJU3ccPTZM77h339oOOHB4CK81+P8HyLCNfwYino1E6uGMo76tMOeVKw6/McHtXClu50pxLM0Ec587Ypd3K1Deum+YpXVrY4NrC/ySbI1zGTLcy5PiRo4UcS9MMTevBhIbtITMjv+GScmkeNG4KX6T+mNVihkSs6W4lyfFlSwZlieb4w+zhnjbpAkoHRliEydbXKjXEnOyPLHnpSlu5EhxN0+KMxkyzE+xxZZqzVHhp/uGqajliZjqLTDvqT1OpstwJ0+Km7lSHHhtgtlvq+GkXyvI3PgzVhRFIbtRQyy1aow/ky1wOYvZ9qRsKdanmuFXRV0kNwmAxJT/wiu1MsedRi3xU7Evtj03xfUcZtsvZsqwKNkKqxyaobCB7qyN1NMVh3xbYc5LZxx9qz5uCW9NMOe5E/bXbAlJDd2domJ/P6xzCsDCZCtcyFQftx3PTTGvoCZuNGipJZzV226GijtjkL5wMjI3N0TRDVeUPHRE0TU3pK9uhszfp0HxNBIUxX/cPL1sERnVAF48NzVLKxMEh9ZFi5a6M/MtW1VHYHAdWFpqC+Aa3naIjKrPyVhrIpFQGBhYB126evPe1Fq3rY6wCH+dN3tHRwtERNbnHcZgaipF/wF+6NRZ982+QUMXhEf6s4/mNXF2tkB4pL/el9S696yFvn1rc7KbKho1dkVkVH3Y2fFnGi0sTBAeWR8tWmr/niUSCt161ES//rV1vnjk42OHiEH+qOah/eTA2sYUIWH19Gbb2rT1RGBQHZhbaO/bmrXsERnVgPe7AUaIBQbXRcfONXiPW9v2nggJrafV4VHh7GKJyKgGqFNXu+NiZibFwMA66NhJd2a+YWNXhEX4w46n4+LqaomIyPo6s9sURaFXH1/06l2LdxhE02buiBhUH9bW/OLaysoUEYPq8+5bqZRCz1610Luvr87jVsvXAeER/nBz074O29qZISzCH42a6O6It+/ghQGBfrwdl9p+DoiMagAXV35xLZNJEBxaD+06aI8hpiigY+caCAqpq9XhUeHmboXIqPq8w0/MzaUYGOiHtu10i8emzdx1jvmv5mGNiEH14eNjzxtLURT69q+N7j1r8nY4W7SohvDI+rCw4L/G29qaIWJQfc6TDBUyGYU+fX3Ro5fu5I9fHSdERPrDhafjYu9gjrAIf6NfbiQQVFD0f6RrQVFUYkBAQEBiYmKVv6uoqByDI+MMmhg0C3DHrn2DOI/0AOD+vQwE9d+G16/1z4s5fmIAfv61p9bFfeuW25g8/oBeNyUzMynWrA/EwCCukJTLFZg84SC2br6tI5LBx8cOew8N1rpAvnldgMD+23D/Xobe+AED/bBuU7CWmDpxPBWDI+NQVFiuM5aigAULe3LG4qmY9cNp/PzTeb11OzpaYOfeSK1sX0FBGSJCYnDurH6jmlatqyNuT4SWmLp18y2CB2w3aJ370Set8eOcLlrHLf3QZTxbvFtvd54yNYHvN0Ng14qbPa6oUGDsqH3YGat/Uv/afo7YeyBKSwQ/f5aLwP7bDJqGhEX4Y+WagVoi8/Chx4gesgslJbrngZVIKCxe0gfRI7lDPGiaxjdfnsAfv1/WEcng6mqF3fsHoWEjriDJzS1BaOAOXLn8Sm98h45e2LEzQktMJV59jbCgHRwbYT5mfNUeX8/sqFW+7K+rWvbPlbGyNsHWHWGcx8gAM2/ziKG7cUDpIKcL//rO2HsgCm6VhuakpOQgsO9Wg/boQ4Y1xF/L+2uJlb27H2D0iL16jTdkMgn+WtEPUYO5L8XSNI3pn8QbdMzz8LDGngNR7LhdFZmZxQgZuA3Xr+l3jevWoya27gjVElMXz79AeGgM8nJL9cZ//2NnTPtMezjY779e4ljF82Fja4qYuAitLGRJSQWGDNqJhKPJeuMbN3HFnv1RcKo0NOfRw0wE9tuGly/1zy8/Zlwz/Pp7L61rxY5tdzBx3AG9cxCbmEiwam0gZ6gQwMzxPnXyIYM22zVq2GLPwcHwrSSw094WImjANty5rX9++r79a2PD5mDOMCkAOH3qKQaFx6KwQPc1HgDmLejO+6Tpp7lnMXeWfpttBwdzxO6O5AzxAoDCwjIMCovF6VPP9MY3b1ENO/cO4u2Mi6V58+ZISkpKomla3GD1dwxFUYmeEp+ATyzmvNPvXVT8NV4oUv/17XvfIJlnI5g8/oAg969rSW8wdNBOzly7WVnFCAvaYVA4A8CKZUlY9AvXFvrUyVSDwhkASkvlGBW9F4lXX3PKf/zutEHhDACpqbkIC9qBwkK12UFZmRyRYTEGhTPAOGV9/mk8p+z+vQyDwhlgtOVn0+Kxf+9DTvmaVdcMCmeA2cfhwTF4pXHjomkaY0buNSicAcYpbcSwPdDsWKanFSIsKMagcAaA3xddwtIlVzlluVce4NniXQafg9Fl5XgyewuKkrnH7asZxwwKZwB4/CgL4SExKClRz2ldXFyO8JAYQW57cTH38M2XXCvxmzfeGhTOgPqm5iCkvQAA4V5JREFUHV9JcCz544pB4QwwRg1hQTuQnqY2O6BpGtFDdxsUzgBw9sxzjBu1j1P28kUewoMNC2cAmD/3HGvtrWLfngcGhTMAFBYwHWqV1bCKTz8+alA4A8C9uxmIDItFebl6HxcUlCEsaIdB4QwAWzbdxqzvT3PKrlx+ZVA4A0zHbNK4Azhz+imnfOHPFwRZTb96VYDQwB2sRTTAnAtDIuMMCmcAOJ6Qgg8mHuKUpabmIDIs1qBwBoDvvz2FrVu417Qd2+4YFM4AkJ9XhkHhsUhO5v42pkw6ZFA4A4wbZlREHOQazq85OUxnz5BwBhh76AWVrmnnzj4zKJwBxhFy7Ki9uHTxJad8zqwzBoUzADx7loewoB3Iz1fv44oKBSLDYg0KZwA4dOAxpn10lFP26FEWoiLiDApnAPjy82NajoYb1t0wKJwBIDu7BBEhMXjxnGs8NmHMfoPCGWA61NFDduG/kjwkvHuIeBbJrZtvRdn2njv7HMePpbDL61Zfx/NKP3h9/PLzBRQUqAXs3FlnDQpnFWVlciz46Ry7nJFehCV/XBFc96OHWdi2RW3JvW/PQ0E3QxVrV1/H06c57PKvv1wwKJw1mf3jGfbiVlYmx7w5hi+qKjIyirB8qfopw9Urr3HowGPB8ccTUnD+nFpor1ieJMpxbsFP51kBS9M0Xq0/Ktihmy4rx5tt6hv/q5f5gkSMirt30rEzTi2042Lu4d5dwx0eFSuWJeH1K/WN/5f55w0KZxU0Dcz58Qy7XFxcriUO9PH6dQFWrbzGLp8980yUTfWB/Y84HcalS64iM9OwcFYxd9ZZVsDSNI1ZP5wxEKGmsKAcixaqO7vJydnYsO6G4PhrSW+wf69aaG/dfBuPH2UJjv9z8WVkZqg7d/PnnRNs9SyX05g3W/37ys8vxa8/XxBc9/PneViv0fFIiE/GhfPCbapjd9zF3TtqwfbHb5eRk1OiJ4LL3B/PsAJWoaAx+0fhxy03t5TTubt/LwM7tt3RE8Hl0sWXOHpELbQ3rrshqMOj4reFF5GXpxaw82afFex6V16uwPx56mt8VlYx/vjNcEdVRfKTbGzZpO54HNj3kLW7FsLG9Tfx5Im64/HbwosoEOEuOeuH0+w1vrxczrl2GCIrqxh//am+n11LeoO9ex7qieBy6uRTnDr51PCK/0MwJinv9o/0L/gh4lkkqzVu7EJRCR+5XIE1q8TFF+SXYftW5kJ++1aaqBsSABw++JgVsBvX3xR8M1WxakUSe3FbuVzckBeaBtasvA4AyMwows5Y4Z0OgBGBKgG7b89D0daz69fdYAXsqhXCxaeKlcuYmPJyuVZG0hBZmcWsgC16+AJFjw1nTjXJPncH5ZlMJ2vtmuuCO0wqVG0HIEp4A0z2ad1aRvS9fpWPfXuF35AAICnxNStgd8beQ062cBEEMB1MlYDV3A6hqM7T4uJybNxgOAOnyZs3BayAPXvmmaCnLJrExdxjxfraVddF33hUbadpWvQ5W1oqZzOOqak5iD/yRFT82TPPWQG7fesdFAjIHmqyeuU1VsCKPecAYKVye/PzS7UyyYZ4+jSXFbAJ8clITckRFb99y21WwBp1rVBur0JBczp/QigsLGefBj64nyEoc6pJwtFkVsBu3nCT89RJCCuXq6/xq1aIv7+tVu6vrKxixGy/Kyr20cMsVsAeOvBY0BNZTTZtvIWiIuY8rco1/v8T5IXBfwYinkUi5FEeXwxN03j0MAvPngnPOqs4Fp+s/DfFwJra0DTYzF1CvPi237mdjjevC1BYWIbz58QJd806z5x+Jlq4A+ptNqbtWZnFuJ70xuj4YwlM3bdupokW7gCQcJSJz70qTnwCAOQK5F1/ovwe8W1PvPoaWVnFyMwsxjXlPhCDqs4TJ1JFC3cAOJbAxMcfFX/Ovn5dwD42Vh0DcXUzMdcS3yA7S5xwB9TnijG/t9JSOc6decb5HjGcPfMcxcXlePUyX9TTAhWqbT+ekGLUjU91rTGm7U+f5uLJ42woFLRR++6Y8py7fOmVqOwlG69quxG/l4KCcly8wFzfEoxo+4ljKZDLFXjyJBspyTmi4xPY/S6+blX9xsY/fJCJ58/yUFpaYVQmVlXn+bPPRQt3oGrX+JzsEiReZRITxhx3Y64vBAKge84sgg40H68JpbxcgeLiCuSKeAypSa5y3F+uEXUDQG6OMj7X+PqNtTBVbbMx+w0AcpTbLmTsI398idHxubmloGna6Lar9re80Lj9Li9kMpjG1p+XV2p05iC3ivtddc5VZd/J5QrkGyGi2PPd6N9LibINVTvuxu67vNzSf61u1e9NtQ9Fx+eUoLi4XPCwA/66q3adNPqcq8I5K5fTKCws/xd/L6Wcf8XHl+icWs5grOr3UsXr5L+x74qKylFeLtc528z/ImRu5n8GknkWiZWVOLtegJkWydxcpnO+UoN1Kh2frI28uLHxOqZ0MhhvZSLKdYpbt6nyO4yrW7XNxtav2mYrI7bdyoqxrDW+7UycVIAxCx9SC2Z6L2OPm7WVqdHnjKpOo8+ZKp6z1tZmkEolom2WOXUbe87YVHHbrYw/51T1/2t1K+ONvVZZW5vCwsJEkCHP31E3UIVrTRXOWYoCLC1NjD7nqnyNt6raOW9lbQpLY3+rqt+L0W2v+u/F2HhTUynv9JUEgiHIWSOSDnrmNNVF+w5ekEgo+NVx4jiICaVjxxpG1w2AnYfVmPiatexR3dMWNjZmaNpMt2GALjoo2962nacoy1o2XtlmfXPJ6sLaxpQ1OVDtQ2PqbtjIBfZGTGmkirfRY0ijEwqwbsTMtd3BiLb713eGk7MFnF0sUbee7vmPdaHa38YaCVTlnHNwNGfnYW3fUXz9qmPdtJm7UZ0u1f42pm6plELbdszcvMZse7MAd1hZmcLTyxY+Ne1Fx6vq7GBE2zXjjfm9uLlbwa+OIyQSCu2NOG86dGJiWrT00GnGoze+o/HXClNTKVq1rq5sh/j4tu08IZNJ4FvbEdWqGXYCrYz6Gi/cWpsTX4XfW40atvD2toOFhYneeeIN1d2mradRQrQqbbeyMmHn8TbmOtmhUw2jn6q+j9B492OeybBnfoh4FslYHictQ4ybEACAuUBXngPXEObmMgyNbgyAsaFtrGdSfj46da7Bzr86clRT0RmhMWObsTFjxweIigXU2+5R3Qb9+vuJivWpaY8ePRnhGRZRH3b24qxUBw9pyDrGjRkv/ripttfCwgTDhms7cenD2toEUUMYJ0TrxrVg7iVuUn7bFnVh5s4YU4w24pwbOz4AFEWBoihe9zd9UJS6zlq1HPQaEvBRz9+ZvZFFDWko+nHw8OjGrHgy5pwbqzznbGzMtOYuNoTKRAEAevaqJcjmWJMBA+ugmtLFsSrXComEwugxTUXFSqUURo1mYvzru4gWsM0C3FkjmKHRjQVZa2syYlQT9vG3cdcKZhpZR0cLhIZru2Tqw9XNCgOD6gAA+g/0E2Rlr0loeD12ruYx44w455TbK5NJMFLkcdO8LzQLcNfrRslH23aerEPjiJFNRAvY0WObsWYrVblOurlbI1B5DITi5WWL3n19AQAhofXg6KTbvZWPyKgG7Hz84yYY8XszYnvfd8gLg/8MRDyLpFWb6ujSVXh2oEFDF/QboBaN48Y3EzUx+7gJAazJCkVR+PyL9oJjKQr49PN27LKnly2Gj2gsON7d3RrDNNYPj6yv12q3MkHBdVHPX22c8Mn0NqIu7J/NaMsKd0tLE3z4cWvBsVbWJpisMQF/5y7eaNNW261LF80C3NFDw5Z44uQWvG5bupg8tSUr3CmKQrUh3QTHQkKh2qAu7KKvL+NGJhQvL1tWuAPAkGGN4Omp25a7MpFRDVBTI+s5/bO2op4afDajHZvNsbU1w6Qp2kYIurC1M+OY4/TqXUuv+15l2rbz5GQeJ09tKepx9EeftGbNOqRSCT77op2BCDUmJhJ8/Gkbdrl+AxcMDBQuJmr5OrDCHQCiRzXhdbfTxfARjTkW3dNntNNpccyH5nFzcrJghbwQHB0tMFZDdA4I9NNrkVyZrt19OA6OH37cGubmwsX7J5+2YQ2ZTEykmPZZGwMRaszMpJxrS/MW1UR1GOv5OyMwWG1GNWZsMziJEIFjxjXj2HjP+FL4OUdRzHFWUc3DBiNGC0/QuLpaYcQo9fph4f6o7aftJqmLfgNqc0yNPtY4DkL49PO2rHA3N5fh40+EX+MtLGUck5V27b1EPXFp3MQVvfvWFrw+gaAJEc8ioSgK6zYFs8MB9OFT0x474sI5LyNU87DBjrhwQUIsMKgOfpjdhVsWXBez5nQV0E5g0eLe6NrNh1P+y6Ke6NZDt/W2CicnC8TujuC4I1pamiB2dyQ8dFgBa9K6TXUsXdmfU9aipQeWrxogSIh9+llbDB/RRKtsWLThDLC5hQybtoZynLMoisLmbSG89tCVqe3niO2x4Rzr2xredtgWEyZIiEVGNcBX33Cd6hy7NkW1Yd0NxoKi4P1xGKwb+nCKFy/pI+hxtJubFeL2RLLCHWAEbOzuSF672sp06lwDi5f04ZS16+CFP/7qK+ipxTffdUTEoPqcsq9ndkB4ZH0dEWqsrE2wLSYMXjXU2V6pVIJtMWGCbuj1G7hg87ZQzmNYPz9HbNoaAnMLw8MAokc2xrTpbSqVNcEnnxoWYjKZBMtXDUDzFtys4bJV/dnhAPrw8LBG7O4Ijsueo6P2b1AX3XvWxM+/9uSW9aiJhb/1EiSgZ8/tigGVhP6Pc7oKEv+2dmbYHhcOd43hCiYmUsTsDIePj+HMfZOmbli3MZhz3Oo3cMG6jdoOpXyMmxCAyVNacMomTGqOSR+00BGhxtRUirUbgrRcLdesDxTUaatRwxYxu8I57XR1s8KOnRG8luSV6T/AD7Pnca/nffv7Ye5PwjrbCxb2RM9KQn/+zz3Qq4+vwVgHB3PE7IrguCOam8sQsysC1asb7my3aOmBFasHcsqaNnPndSjl46NPWmNUpSz9R9NaY6QA8W9uLsWGzSGoU1c9JI2iKGzcEiLIeruWrwN2xEX8/xvvTFNQvOM/kBcQefl/dub8Mzg6WuDg0SGYOLk57yNpU1MphkU3wrGTwzlCQEXrtp44djIaffr68t7Y3Nys8P2PnbF+czDvj/ujaa2xcUuwTiHYtJkbduyMwOix2o+kzMxkiNkZji++bs97U5ZIKAwMqoNjp6PRuIl2B8HPzxHHTkUjYlB93rbZ2prho09aY+/BKN6XniIG1ceeA1Fo3YZfUPjWdsCyVf3x3Y+dedu2ZFk/zP+lh86Le9duPjiSMAzdeToILq5WOHJsGMaMbwYLHjFlbi7DqDFNEX9iOEcIqOjYyRvxx4ehZ69avMetWjVrzP2pG1asHsArND2G9UDNGYN0DuGwqusFvzmj4NxL2wXV0tIEO/dG4tPP2vIOX5FKKYSG18OxU9GcbL+K+g1ccPxMNELC6vF2XuztzTH987aI2xOpZZMMAMOiGyNuT6SWOFRRt54T1qwP5H0yIpVKsGrtQMyZ15V3PChFMUMk4o8P5x23WM3DBvEnhmPk6Ca8QwksLGQYM74ZjhwbysngqejRsxYOxw/V6kiq8PS0wYKFPfDHX315xz/+MLsLlq7sj1qVbIxVtGnriT0HBvF2EGxszLDvUBQ+/LgVb4fZxESCyKgGOH56BGrX1u4gNGnqjmOnozEwqA7vOeXoaIEvvm6PHXHhWjbJAPNIfXtcuM7Ofv0GLti4JRgf8mT8ZDIJNmwJxnc/doarq3YGnJIAffvVRsKJ4by/Z68adjh2KhpDhzfiFcFWViaYOLk5DsUP5X0a12+AHw4cGaKz01jD2w6//dEbvyzqqXXcKIrCTz93x+IlfeCtQ8B36OiFA4cHa3UaAOb3cODIEEye0oL3JTwTUwmGDGuIY6ei4e1tr/V5y1YeOHYqGv361wbFc5d1cbHEzO87YdO2EN6ZHqZ81Aqbt+kWgo2buGF7bBjnKY0KU1Mptu4IxVczO/BmwCUSCgMG+uHY6WjeDoKvrwOOn47GoMENYGKi3XgbG1NM/agV9h8eDFtb7WtRSFg97DsUxY79r0zNWvb4a3k/zJrblfe4/f5nH/yyqCe8vGx547t09cah+GHozdNBcHK2xJFjwzBuQgDvy8ZmZlJEj2yMYyeHc57SEAhiIeLZSPJyS5GcnINCHse8sjI5kp9kc+xqK/PmTQFSUnJ4xxRlZRUjJSVH55yZNE0jJTkHr1/z27++fJmPp6k5Oq1HCwvLkfwkh3fqOoWCRmpKDtLf6p7XODOzGMlPsnmno8rPL0VKcrZee9bnz/PwXMd812/fFiAlOYdjd6tJWZkcKcnZyMzkt8lOTc3huONVJje3BMlPslFcrL1vS0oqkPwkW++Ufq9fFyA5OZv3uGVmFuFJcrbO+axphQKlr7NQlsm/7WXpOSh7m6Oz7oKCcqQkZ/NO6SSXM+dERgb/fgGA9LQipKbk8M7bnJdXovN8VvH8WS5evOBv++vX+UhJyeFY0WtSWlqB5OQc3uNG00BKSo5eg4ScHOa4lZZq79vi4gqkJOfonV7t9SumfXxkZBQhJTkH5eX855xcrkBKcjbS3vK379nTXL2uoQX5ZUhJzkF+nva0e+XlCiQ/0X0+A0D620Kk6ti3ubklSEnOYY0iKkPTNJ6m5uq0in71Kg+pKbk6rxUlJRVISc5Gdra2SyOtYI7bWx37BWCuZclP+H8ThYXlSEnJ0TtF2SvltYyPjPRCpCTn6JwWT/Wb0LR71+Rpai5evNB9rcjPK0VycjavWUx5mQIpyTl6r/Fv3yqv8TzNy84uRkoy/3UIYI5bakoOXum4lr18mae8f/Aft+Ji5lrG59KoUNBIEXCN1/WbyM8vQ0pytt65uJ8/z8MzHS6LaWmFSNZzjS8vZ/Ztejp/+1JTcvDqpe7fW25OCVJS+H8TpaXKe7OR0yH+L0C/4793BUVR4RRFiXNa48bPpyhqOUVRPSiKsleW9aAoKoaiqPE6YnooYz7XiLc3tg2c7/6veLtTFJUYEBAQkJho9LFjefo0B326b9Z5Q1LBZC8Go1FjbtZn7+4HGDl8j8G5UFu09NDK4NI0jWkfHRXkdPjJp220hn1kZ5egX6/NrAmFLszMpNgWG66Vwb104QWCA7frFccA81jsSMJQuFV6cWfRLxfx3cyTBtseFuGP1esCOdm20tIKRIbG4sTxVL2xFAUsWdYPw6K547sfP85Cn+6bkabjZqrCyckChxOGsi9aqtix7Q7Gj9mvUyCqaN/BCzv3cjO4NE3j6cJYZCYYdrSqNqw7PIb14JRlpBehT8/NePggU2+shaUMcbsjtTK4p089RXhIDEp03KxV1K3nhMPxQzmPcgFg7uwz+GnOOR1RaoZFN8KSZf04GaXi4nKEDNxu0GRHIqGwcs1ArWEf9+9loG/PzQZttt3crHD42DDOcB0A2Lj+BqZMOmTw5Zeu3X0QszOCkyWVyxUYM3Ifdsbe0xPJ8OPsLpwxzwDw5nUBevfYZNA4w8raBHv2R2kN8UiIT8bgiDjeToMmDRu54ODRobC352Zwv/36BH779ZLBto8Z3wy//taLc9wKCsowsO9Wjt05HzKZBOs3BWFgUF1O+c0bb9G/zxaDc0Z7etrgcMIw1Kj0cubK5Un49OOjBtvep58vNm8L5WRwKyoUGD54Fw7sf6QnkmHBwh6YOJk7xOP5s1z06bFZb6cIYIas7D80GE2bcTO4B/Y9RPTQ3To7ZCoCmlfDvkNRnGFWNE3js2nxWCHA/W7Khy0xdz53OFhubgn6996CmzfS9MaamkqxeXuoVgb3yuVXCBqwzaBRjY+PHY4cG8a+IKvij98u4esvTxhse3BIXazdGMQZHldWJseg8FhBJjuLl/TBSOULsipSUnLQp/smg06FqqfHYsbl66J58+ZISkpKomla+zHAPwhFUYkeqBkwyWTuO/3epeVf4RVSjNo+iqKWA3AEkAWgBwDQNG14TJHu7+ITyQtomp7Bs344gC81201RVACAGADNaZrOMaYdKkjmWSQKBY3BEXEGhTPAZMsiQ2M5PeDHj7MwZuReQSYCV6+8wrSPjnDK1qy6LtgifNHCi4iL4d70J47bb1A4A0wPfdjgnXilsZ3Z2SWIiogzKJwBIPlJNkYM283JjMQfTRYknAHG5vi3hRc5ZTO/OmFQOANMJnPq5EO4fk3trFdRocCgsFiDwhlgsi4RobGcbNndO+mYNP6AQeEMAOfOPscXnx3jlKXtOidIOAPA603HkHOBa3M7ZuReg8IZAIqLKjA4Mg4Z6epMZtrbQgwZtNOgcAaAB/czMWbUPk7Z/r0PBQlnANi04RaWLrnKKfv80wRB7pQKBY2J4/bj3l31+cl0mGIMCmcAePu2EIPCYjm/raTE1/jwg8OC3ho/cSwV337NvekvWnhRkHAGgG+/OclxLKNpGtFDdwtynCssKEdUeBwnU/jyRR6GD9llUDgDwO1b6Zg07gCnbMe2O4KEMwCsXnEN65WW7Co+nnrEoHAGmN/WmJF78fhxFltWVFSOyNAYQWYrL17kY8igOM5v6+L5F5j+iWHhDACHDz7B3FlnOWXz5pwVJJwBYMb0BJw7q7bEpmkaQ6N2GhTOAPMEMjI0FgUFaqGZkpKDUSP2GhTOgPr81GTj+puChDMA/Ln4CrZt5VqZfzDhoEHhDDBCdcSw3Xj+TJ0hzs0tQVR4rCCHx9TUXAwbvItzjT95IlWQcAaA3bse4JcFFzhl3888Kdid8uOpR3D1yit2WS5XICo8VpDFd1ZWMSJCYoxyRHyfoQEo6Hf7V5X0Kk3TE2iajqBpegKAnHewiSsAJCj/FgDw1SGc7cGIZM5nNE0nAUgCsLKqDSHiWSTHElJw+5Zh8ani5ct8xMWohdDyvxIF3QxVxGy/i5fKR+UKBY3Fvwm7Gar4fdFF9uL24H4GDh14LDi2sKAca1arhfrmDTcFiRgV58+9wJXL6ovbHyLb/teSq6yAzc4u0bq560Mup7Hkjyvs8qEDj/DoYZaeCC6pKTnYu/uBui1/XhF0M1SxeeMt9nExLZfj7c6zBiK4vI09w/7/xvU3gjoNKnJzSrF+nXpfrV93Q5R71/GEFNy6+ZZdFirAVPz5+xX2kWza20Js2XRLcGx5uQLL/lI/Hdq98wFSU/kf//Lx8EEmjhxSn+NL/rgiyl583ZobrIAtLa3AX39eNRDBRfP3efniS9byWQgZGUXYvFG9r1avui6oo6riwP5HePSQ6WDRtDHXikusgH3xPA+xO+4aiFBTUiLHSg3BF7P9Ll69MixiVNy8kcY5x//4/bKoabJWLE9EYSEj+IqKyrFimfAnjDTN1Kfi1MmnuH7trZ4ILm/eFCBmu3pfrViaKKijqmJX3H12iANN0/h9kbjjtnjRJfYa//hxFvbueSg4tqiwnJOM2br5NtLTdQ8hqsyVy69w8bz6HBfb9mV/XWUFbG5uCdauvi44VqHgXuOPHn4iytL++fM87Np5X/D6/yvQoN7p3/uEUoz3VP7NoGlalyd7pPJfvgv4dgDhVW0LEc8iWb1SWEZAk1UrmItTUVE5tmwWLiQARgSqhNCJ46mCsliaXL/2ls0erVl1XVQswIiJigoFaJrGKoEZb01UF+ZHj7Jw8sRTUbFpbwuxfy9zI9iy6ZbO8YG62BV3H5nKMcBVaXtubgnn5iiEsjI5Nm1gjnXu5QcozxAuAAGg4E4qilPecNohhjUrr0GhoKFQ0FhrxHFXnSu3br7F5UsvRcW+eJGHo4efAAA2brgpqtMBANu33mGtdo3ZdtWxzkgvwm6RN8eionJs3cxk8vbufsjJ4AvhxLFUNgNr7DlH0zTKy+VYv/a66HjVcbty+ZWg7KMmTx5n49RJ5je6bu11QU9ZNNm86Rb7lM2Y6+TqFUzMq5f5grPGKvLzyhC7g3lCEBdzV7S9+OGDT/BCmWlevcKY48a0vaSkAps23hQVq1DQWLfmOgDgzOlnojr5APPU4fJF5jdqzG99/bobbJKiKr+35ORswVljFZkZxdizi0lSbN96R+87F3zs3f2ATVIY9Xsz4lgT/ieIAJCjY2hGMsAO6zAaIp5FknT1jeGVKnH92hvI5Qo8fpTF+9KQwToT3yj/NfwIlT/+tdHxaW8L8fJlHnJzS5H8JNvouq/9C20vK5Pjzp10o+tX1Xn/boZo4a4ZX/hAePZRk8KHLzjfI4bnz/OQkV6EtLeFOl/y00fi1VfKusWf7wCQqDpuAh77V6aoqBz372WApmlcSzL+uN2+nSZauGvGG1M3AFxPMv73+vhRFvLzy/DiRT7S08QJd806q36tEH/c85TXCLlcISpzq66bqfPGjbeihTsTb3zbFQoaN64bf9xu3khDeTnzMppY4Q5U7ffCiTei7ZkZxXj2LBeFhWV4cN/w0DCtupVtVp33YqnKOVtersDNm2lGxyclvtb50uX/Ku962Mb7BkVR9sqXD8P1vPzXAsw4az5ylP8KNyDgQbwH6n+ckhJxPWOAeSxYViZHsY434g3WWczEGSPgmPgKZbyx9VfAzLRqdRs7tky1zWIeg/LFG7PviosrQNM0io1tuzJOUWbcfleUVu24F5eUQyFeO3LqrMo5w7TByPOmpAIKBS1qiJNW3VX+vRjfds3vMaZ+o68VVaxbdbyNrb+4uML433pJVesu5/wrPr7q52yVzzlj634H53xVzlegavtN83vE119udHxFhQIVFQre6QIJHOrpminjn3xRkqKo+QAyAcSCEccxFEXF0zS9oNKq9tAtnjXXMRqSeRaJo5Nho4nKWFjIYG4ug5MAkwreOpXzMYtxreLEK+Mqz6Agpn57B3PR1t6cuqvcdiPj2X0nftsdnSxAUZTxbXdkZj6Q2Qp3idNEZsfEGdN2AHBwsGDbIBYnJ+P3G1D1c9bJyQJSqQQORrS/ynU7v6Nzzoh4iYSCnb0ZnI38rTpUoW5A3XZj63d0soClpQlrr25U3VW+ThrfdiZe/L4zNZXCysr0HVyn/r3rpK2dmSgnURXs78Xo6yQT52jkOac63sbUb2tr9v9KOL/raere9XR1VSQHQDxN0wtomk5WDsmIAPCljqnqcnR8j0pUC7fS5IGIZ5EEBgm322VjguuCoij4+joYNTWOyvq1/0A/UXa7AHNRV01FFFhpKikhtG3nCRdXK5iby9Crj3DLWhWqtnfu6gNrG+H21my8cn9XngZLCF5etgho7q6MF3/cgpRtb9DQVZQteeV4h/aG3fUqIzEzgW1zxtbdmHOua3cf2Nqawc7OXJSdvArVcevRqxavoYwhVPvbmLbX9nOEf33mdyLG3lqFqu0BzasJckqrjOpcGzBQfN02tqborNzfxpyzffr5wsxMBlc3K51GQvpQnXO9+9TmNbjQB0Wpt9mY30vDRi6oVcseFEVV6ffWuk11uLiKF1KqeGPOOSdnC7Rrz1g7G3PcVCY23t52aNzE1XBAJQJDmDr79fcTnaSQySTo24+xmTbmGt+ipQc8qtvAxESKfv39RMerfm+dOnvDVoCroq54Y45btWrWaNHKA4Bxxy0wWHyd7zt/07CN+zRNN+f7+6e2S/mCYEKlshwwM2/MN+Ir7avSHiKeRTJqbDPRAnbs+AAAjHvSmHHarn/6cHG1ZC8uPj726Nlb3BSJwaH14KJ0B4uMqs/rlqUPzfaqtkMoJiYSRI9g5lq2tjbF4CENRcW3blOdnSO7e4+a8KlpLyp+1Nim7ByiYve7ZoxEQmGsyHhPT1v07svc0My9XGHTRFzHw7FrU8ismUzKkOGNRGfyxmkcK7HbbmEhw5BhjA26g4O5IGttTbp09YZfHcY2t29/P3h4iBOwo8c2ZQWE2HMOUG+vTCbByEr2v4ao5evAOhE2beaOlsobs1CGDG0EKyumkxg9orFo+1/N7R0zXtxxs7ExZefIdnWzYq8bQunTrzY713JQSF3RGeAx4wLYeaLHiTxuFMX8XgHGBTV6RBNR8fUbuKCN0tGuVZvqaNRYnICNHtGE/Y2NGt1EtIAdqzxWFEWJPmcdnSwQEloPAODpZcsKYaEEBtVh59MPj/QXLWDHTlCfZ2LPOZlMghEjmWNlaWmCYcMbiYoPaF6NdTns3MUbtf3EJQNHjmnK/sZGG3WNF399Ibx3XAFgT1FUj0rl9jrWV51kOVWplIhnkdSsaY/JU4SPMw8N90er1uob8NDhjURlJmbN7coxbfjuh06w5LEE58Pe3hxffK22S7axMcO3P3QWXHebtp4ICavHLvfoWQs9ewsXgZ990Y4V7gAwbXobuLkJG8JgairFrDld2WWJhMK8+d0Ed1xq+zlybmL1/J1FiUjmOKnNbUaOaarTDp2P2fO6coRT9dF9QJkKE8AyOyu4R6m33dHRAl9900Fw3Z27eKNvf/UNuP/AOujUmd/imI+vvunIMdv4/Mt2gh+JmlvI8N2PXdhlmUyCOT91E1y3f31njvFB02buGDJMeKdr7IQA1KnrxC6Pn9hcp612ZSgKmDe/G0c4za70+9OHu7s1PtEwSXFzt8b0GW0Fthzo3dcX3bqrTYlCw/xFZZ+//aEzx1Dpq5kdea3c+bCyNsHM7zqxy2ZmMsya21VPBJcmTd04x6l12+oI1bh2GGLKh604NtcfTG2JGjX47ZkrI5VSmPNTN1a4UxSzLHQIgpeXLaZ8qL6me9Www4cftxLc9qDgumzWGgCihjTktb3Wxaw5XTid45nfdxL8lM7WzgxfzezILltZmeKHWV0E192ylQfCI9Sd467dfDjXDkN8Mr0N3KupjbA+ntYGHh7WeiLUmJhIMHue+hyjKApzK/3+9FGzlj3HntzPz5HXrlwXgwY3QPMW1QSv/7/C/9MhG0LQFCc5AtYXN61NJYh4NoLZ87oiemRjg+v1G1Aby1b257h2WVqaIHZXJBo2Mjx8Y96C7hgylNuTb9TYDdtjwwxeXB0dLRC7OwK1a3N78hMnt8BXMw0LsZatPLA1JowzHkwiobB+U7CgYQAfTG2JGV+255RV97TFrn2D4O6u/+Jqbi7Fhs3BbCZJRf+BdbBkWT+DN0Xf2g7YtS9Sy23t5197IjKqgcG2h4TWw+9/9uGU2diYIW53JOrWc9IRxSCRUFi0uDdCw/055VZ1veA7cxgkZvo7PjJ7K/jNHgUzd67g+2haa0yb3kZHlJr2HbywaVsIx7VLJpNg07ZQtK20P/mY/nlbfPgJVzh4e9tj595BcDGQibS0MsGW7aFaN6SwCH8s/K2XwY5PPX9n7NwTyRGAALB4SV8EhxjOokYNaYAFv3CTDw4O5ti9f5BBAS2VUvhreT/0rfTYum17L6zfFARzc/0Culo1a+zaFwmPSsNEvvy6AyZ90EJHlJqu3XywdkMQRziYmjIuny1aGs5+f/1tRy3h4OfniNhdkXBw0D9u3MbWFNtjw9GwEbdTP3RYI8ydb7jj06ixK2J3RXAcNSmKwrJVAwQJsZGjm2gJdWcXS+zaHwXvSq6DlTExkWDF6oFaTqhduvpg9bpAgx2fGjVssXv/IE4nHwC+n9UFo5WZcH306uOLFWsGcK7x5uYyxOyMQJOmbnoiGWbP7YrhlbLs9Ru4YEdcuMEMsr29OWJ3RnA6iwDz5OXbHzrpiFIT0LwadsSFc/YRRVFYsz4Q3SrtTz4mTGqOb77tyClzr2aNXfsGGRTQZmZSrNsYpOWE2qdvbfy1op/BJzY1a9lj175B7HhpFT/93F1QZzswqA7+XNrX4HqE9wOlrTYtwlr7KrhiWhNVeZXspol4NgKpVII//uqLVWsHwq+O9mMmLy9b/Pp7L2zeFsr7uN29mjWOHh+Oz75oB/tKNzaKYoYrHIofgg+m8me4O3fxwblLoxESVk9rXKOpqRSDhzTA2YujtKx+VXzxVQfs2hfJjgfWxNnZAjO/74QDR4bwZhutrU0RtycSc+d3g7u7dha5QUMXbN4egnkLunNuKCoaNnLFmQsjMWpMU62xtFIphX79a+P0+ZHoN4B/7N2w6MY4dioanbp4a4kxGxtTTP24JU6cGcHJYqmQySRYuWYAlq3sr2XhDAA+Ne3x59K+WLsxiPem6+lli2OnovHJp21ga8u9sVEU0L6jF44eH6Yzw23Xsi7q/TkV9u0bAFLucaNMZXDq3QL+Sz6EpZ/2caMoCt/P6oIdceG8Ty5c3awwa04X7N4/CHZ22mLJ3t4cew9G4cfZXeDKM560SRM3xOwMx7c/dOY9bs0C3HHmwigMi24EMzPuvpHJJAgMroOzF0aiR0/+69W4CQE4enwY2nfw0jpudnZmmDa9DRJODkd1T+1so6mpFOs2BeOPv/rAx0dbTPnWdsCylf2xfNUA3puuj489TpwZgSkftYRNpU6nRAJ07uqNY6eiMXQ4f4e4/8A6OHVuJPr2q63VcbOwkGHMuKY4c2EUGjTUPi4URWH+Lz2weVsI7/sO1apZY96C7ojdHaHVaQCYl6AOHBmMmd914n0ZLKC5O3bvH6TVUVXRuk11nLs0GoOHNNA6p01MJAgNr4ezF0ejU2f+DvGUD1vhUPwQtG5TXeu42TuY4/Mv2uHIsWHssAFNzM1l2LI9FAt/6wkvL+3jWqeuE9asD8Tvf/bhzTb6+Tni5LmRmPhBc1hVetomkVDo0bMmTpwZoWXnriI03B8nz45Az141tb7f0soE4ycF4NS5kewQo8rfv2hxb6zdGIi6/tqfV/e0wS+LemJbTBin06DC1c0KhxOG4ouv2mu/9EoBrVp54MDhwfjwk9a8be/QsQbOXhyF8Ah/3mv8oCjmGl85waBi+uftsPdgFG9m1dHJAl/P7IhD8UN4XyK3sjJFzM5w/PRzD1TjEcH+DZyxcUsIFizswXut8K/vgjMXRmHMuGa81/g+fX1x6twInWOUhwxthGOnotGlmw8klX7O1tammPIhc42vVUv7Gi6VSrB0RX+sWDMAtf20P/f2tsNvf/bG+s3BMDP7/zfZGI33y2HwHVILurPJqh+opiFKjIHvApix0kZD/X+b41AXFEUlBgQEBCQmVqmzwXLieCpGj9iDzAx+xz0raxMsWdpPKwMJMC5SC346j5/mnNXpfuZXxxHbYsJ4L+y5uSUYM3Ifa0TBR0hoPSxd2R+WltoX9ps33mLooJ14+pTfuMPUVIofZnfB5CkteC+OG9ffwPRP4nVOi+Tubo2NW0N4HzmXlcnx8dTDrIEIHx06emHD5hDeMZfPnuZiyKA4nQYQFAV8+HFr/DC7C+8N+cjhJxg3eh9yskt4opnHoMtW9McAnhfVFAoas388g19/vqBzHtr6DVywNSYMNXnGZ1fkFyF57lbkX9Pt8ujYrSm8Pw6FxFT7uCVefY1hUTt1WsObmUnx0889dIr3lcuT8NWMYzqnf/P0tMWmbSEIaK59wy0pqcAHEw/qNYvp2t0H6zYG82Y6k5OzMTgiTqcDmERC4dPP2+LrmR15j9u+PQ8wcfwBnfOk2zuYY9XagejF806AXK7At1+fxJ+LdbvWNWnqhi3bQ+FVQ1ucZ6QXYfiQXTh39jl/MIDhIxpj0eLevJ2ui+dfIHrobrx5w++4Z2Ehw8LfemFYtLZ4p2kaSxZfwXczT+qcs9rHxw6bt4ey7wdoUlhYhknjDmD3rgc8kQy9+/pi9bpArQ4hwDg2Do6M02ncIZNJ8MXX7fHZjHa814q4mHuYMvmgTqdEJ2cLrNsYhM5dfLQ+q6hQ4IvPEvRaVTdvUQ1btoeiGs+4+jevCzA0aifH5bQyYycEYMEvPXg7XadPPcWo4Xt0Ou5ZWZng9z/78D7Nomkav/5yEXN+PMOxi9fEt7YDtsWEoW497eFg+fmlGDtqn15H2IGBdbB89QDeTted22kYHLkTqSk5vLEmJhJ890NnTP24Fe9x27zpFj796ChrelMZNzcrbNgcjLYaw1VUlJXJMf2To1i3RrcjbNt2nti0NUQr4w8w7pZDo3bimo55oykKmDylJWbP68p5wqYiIT4ZY0buRXYW/zXextYUS5f3F/1OgC6aN2+OpKSkpH/y5Tk+KIpKdEPNgJHUvHf6vevoL/EWKVXePuVUd/Y0Tet9cYuiqFqVnQMpivocQCyfoyBFUU/AGKI01yizB5ANIIKm6dhK68cDAE3TPY3dFoCIZ6M4cTwV4cE7BBkwrF4XqJUZ+e6bk1i08KLBWCcnCySciuZkSQsLyzCgz1Z2Ynp9dO7ijbg9kZwb+p3baejVfZMgs5bvfuyMTz/jjtlcvfLa/7H33eFRG93XR1vcuzEYMGBsOtiA6b0XA+69YUwnIaGEhPQQIAQCBBISeu9u4EYxmE4CJPTeq003uHevvj+0q11Z2lUxv4S8n8/78LxZee/OSDNz58yd0T2Y9nE6r62JqQJp+8IY0e/KShUiQ3cLUg9r2aoW0g9FMo5ePM3Kx8C+m5GZyU0edREzph2WLhvCmBj27b2L8OBEXrlmggC2bPdjOFeSJDFzRgZDOlofHB0tkHE0in75CgAqi0px69NVKL7H325WnZqhyayRIOTadrtw/jk8B29DkQAFrvkLB7DO5f/261/4cuZhXlszcyX2H4xAu/baXYny8kqEBCYi44A+JVQt2rarg70HwmFpqSVijx7lYGCfLXjxopDXftKHHbGgytGL5N03MTIiiVeuWS4nsDMhkM4uA1Dt9vGH+wVJuzdoYIWMo1EMIvb2bQmGDNiKmzf4ZX+9vJth83ZfxoR+5lQmvIbtQEkJf77qX34bipgqLzgu+ulPzP7uOK+tlbUxDhyKZES3S0srEOATh+PHHvPad+xUD2n7wxiL7bt332BQ3y3IzuYOEOhi+oyumFXlrG3sjmsYNzqV11aplGFXSjCDQJMkifFj0hC74xqvvXNjGxw6GsUgYq9fFWFgvy2ChJ0Cg1th7QYvxqLt+LFH8PeOo5X3DGHl2uGs43WzZx3HogV/8tra2Zni4NEoNNV5Ua64uBxenjsFKXv26NkASWkhjCjqzRuvMajfFuTm8ou1fPVtL9auxaYNl/DRB/t4bY2N5UjZE8og0CoViVGRSQYXaxo0a26PA4cjGUcvnj8rwMC+m/H4Mb+wU1S0O35b4cnw8RkH7yPYP0HvgkUDggA2bvFlvNMjFTXkWRjUJNeOJEm9Z+jUBNsDQAeSJM9X+Vs8AIYktzrv83j196sS7vHq77vqXPMAFZXuoEd9UDBqjm2IRFFROWJGJgtWLvtgwh680Ik4nTj+SBBxBoDs7GJMGJPGuPbj3JOCiDMAHDv6CL8sOUN/JkkSo6NTBKscfv/tMVy8oF3937//FjOmHRBkW1JcgVGRySgv104+69deFCy7e+P6a3z9BZPsTflovyDiDAAb1l2kpb0BKlo/NiaFlzgDlKjN+LFpDNJw8MB9QcQZAJ4/L8DkSXsZ17I27BdEnAEg7+/beJmknXgrK1UYFZUkiDgDwBefHWKQvRvXX+Grz/mJMwAUFZZjVFQyI7K+8vezgogzAFy6+ALff3uMce3DCXsFEWcAWPH7WRzUKSv7dREmjE3jJc4AJWU/ZlQKLe0NUPK9QogzQKkyTvloP+Pa118cFkScASA15TY2rLtIfy4vr8SoqGRBxBkApk9JxwOdSOGF888FEWeAUvcbHZ3CUEtb+vMZQcQZAM7+/RTzfzjJuDZhTJog4gwAPy86jZMntGU9f8YeA/pQXq7CqKhkhrhJ7M5rgogzADx8kIMZ0w4yrn02I0OwImpC3HXs2H6V/lxSUoGYkcmCiDMAfPzBfmTpqHie/jNTEHEGgDdvijEuJpXRbj/9+Kcg4gwAf5x8gsULT9GfSZIaA0KIMwD8MPsEzv6tjcw/epQjKDgCAKWlVP/WfU6bN14SRJwBalfji88OMa5N+zhdEHEGgC2bLmN34k36c0FBGUZHp/ASZ4Dy8RPHpdHS3v9LUL3jf9UBQRCfEQQRrybFLqCyYtxTX+NKL5cBSj47p+ofSJIMAjBBff45XieCbMsVkSZJcrX6+/HqeiwAMAHvgDgDNeRZNBLiruONwAkFoBzMpo3ayXuVQAKmwV9nsmgCW1RUzvgtIVi3+gLtTI4fe6R321wf1qzSLv7Wrb4giHxqkJmZR287kiSJ1SvF3Xvczut484Z61vfvv0X6Pv3HVLigu927c/s1UdLoRYXl2L7lMv151QpxdT965BFu3aSedWVhCbIP6t965sKrtNMg1fKABw/cx4P7OYJtSRJYu1pb3upV5wWRTw3u33uLjIOUL6qsVDH6gBBs33oF+fnU5H392ivBBE4D3X6ydfMVFBUJVw7Lyy1lkC6x7Za+7x5NYLOzixG3UxiB02D1yvM0EUpLuaP3iA0XKitJrF9zQee3xNX9+rVXNIEtL6/EutUXeCyY2LTxEk1gz597ZvC4AxdW6zzrjRsuilKHzH5djF0JN+jPYv1kSvItPFU/6+fPCpC06yaPBRO6dd+VeEOUNHpZWSU26izQVorsc+fPPaMDIiUlFdiw/qIo+w3rLtJBilN/ZOLKZe4jbfqgO77Xr7koiHxq8OxZAVKTqSAFSZKix1ti/A28Vh+LefQoB3v3CAuuaKA7RuJ2XtN7HI8LxcUV2LLpMv8XayAZakGTIHVOaEL9z1V9bSbH92eq/84ZrVH/fYLafhDXb1T5fob6uz/p2Oa8i3urIc8isXmj+MG2We1Ys18XCY68MuzVAzw1+TZyc4RFFDR4+jSfJkJS6p4Qdx2FhWWorFRh6xbx9hqy/9fpLNy6mS3KtqSkAglx1BnbrRKc3LGjj2gitGWTuEUHoH3uWZl5giOvDHv18357/ApUJcKJOwCUPnuDgisPqN8RGDnVxY5tV1FWVonS0grE6kTVhGKLuu7Hjz3Gw4fcZ+P1oaCgnCYvUianA/vv4dlTightltBumra+f/8tTp7Qf06ZCyQJbN1M1Tk+9ppoefCbN17TpFNS3TdfhkpForCwDInxN/gNqkDT5zIO3Nd7xlof3r4pQVoK5Z+ktFta6h06Ur15gwRfoba5fu2V4N01DSorSTp6vGPbVVEEEKCi/FcuvwCg7ftioLF586YYKUnCIq+62Kz2k3vT7ogKzgDAi+eF9PsvYoMrALAr4Qby8kqhUpHYslnC/Kbu5+fOPsO1q69E2ZaVVSJWvUDdtuWKqEU+APz5Rybu3KHO4wvdYdLF5v9B8vz/caq6fxQ15Fkk7t0Tnxrw8eM8lJVV4uHDXFGRW7rMu28kl03Zv2X8vxgUF1fg2bMCvH1TovcFDCFl3xW4harPXkrdAdBbt1Ls7919C5Ik8eBBjminDmjbq+SpuGi/BiWZr9W/I77u+fllePWyEC9fFKJAz8tahnBX0+fuVrPPSeizJAk8uJ8DkiQFb71zli2xz1Tbvhp97k12Md6+LcHTrHyUlAiPuNNlV7vu0tu9okKFx49yUVpagcxMYVvv76psXbt/w08+fZqP4uJyPHmcK5q4M8r+F/xkaWklnmblIy+vlI4Ciyr7jqbd/vnxQtlR5UvxFQ/uv9X78ncNamAI/3u5Wv6PIfX9SpIkJQ9SUm0nuWzaXnr5Um3pe66mfXXLl2KuKbP69y7JnK601HZXqchq2Va37GrZk1TdpYyZ6vYZzXiROl6r2+dJlXRf8a7GS3XKr26fqf69V698UuKAfTfj7d9rd+l1p/5f6nN7d/ObBFtS88xEyga/pyBR/XPKXL9ZAzZqIs8iwZWvlA8Otc1gbKyAk5M4mWINnNRlSim7uvYKhQx1HC1ga2fKyrUqBJoynSTW/d+0d3KyAkEQcGpgLalsjZ1RbWn2RrVt1L8jvu7GxnI41DZX9z1hCnm60KRsk/rcnarbbg2tIJMRcOLI+yy0bKnjpUHDatpX494tLIxga2cCx7oWghXyuMuW1uc09lwp+4Sgfn1LmJgoREt7v4uyq9vnaHsJfc7WzgRmZkrUr28pWAWVs+x/wcfLZAQc61rA2toYVlbClA11Ud3xUv3xKt1X1atnyZnu7r8MakHw7v7VgBv/W73mH0BYhHCpYA0iIqk0RnXrWQpSbmLZR1H23r7NOfM2G4KtnQmGDqNUvsIj3Xi+zYa3TzNYWRlDoZAJUuerinB13Xv2aijaOSoUMjrNn5Tn7tGhLlq0pHKohkuw19S9cWMbQep8VaFpd9ve7iAU4gis0s4SVh6UUIyUugcEtYSJiQKmpkpJ6Zg0dR8wsDFqC5RU18DYWI4AdX7zqim8hKBnrwa0yE2YCGluDTR1b9GyliiZZA00fS0opJVoAtuokTV69KRSd0kZbyFhrSGXy2BtbQIvjlzjfND02aHDXFkCTHwwN1fS6RnFSKJrMHCwCy3VLGm8qZ9Xew9HetyKQZi6r4WEtRZNYJs2s0OnzvUY9RCDiEg3EAQBh9rmGMSRa5zXXt1uXt7NYGEhzsdb2xjTolJhEuo+fERT2NmZQiYjEBImYbyp696tewNOESNDkMkIhKjnFSk+vm27OmjdhkrPWB0fX4MaiEUNeRaJ8Eg3UQRWJiMQM1YrWjF+goeo8lq1dkB3dR5NGxsThISJI7DRo9rSKodDPF3RsKE4AjtWp75jx3OLb+iDnb0p/NXETS6X6RXv0Acv72Z0zl039zqiCey4idq6R0W7i4rAKhQyRI9qq/0tke3m0aEure6ltLGAbR9+OXdd1PLsTBNub9/mqMOh5mgIY8d7cP63EDg6WmCENzUZGxnJMWp0Wx4LJvwDW9LKZR071RVNYHXrGzO6Ha9Ury6MjeW02AhBEKLbrUfPBrRSYH0nK4zwEkdgR49tT0ey/ANbstXleKA7xnT7rxA0amSNwUMo8SxTUyVGRovrc6HhbWh1yp69GoomsON06j56XHtOsRt9MLdQ0uRJSrsNGNSYzofv4mIrmsCOm+BB5wsOCWsNC0vhEViCoO5X97fEoFlze/Tp2wgAYGlpTC8ChCIyyp2ekwYOagxnDoEmQ9DtZ2J9vLWNMQKCqIWyTEaI9jXDhjehI8YtWtZC7z4NeSyYGDte224RI91ZioaGIJcTiBHp2/4LeJ9S1f0vo4Y8i4SNjQl+/X2o4O/P+aEvQ23Oc3gTwQTY1EyB31cOYySB/3ZWb7g20ZtjnIE2bg6YMbM7/Vkul2Hl2hEsuVd9GDfBAz17aZ2Zm3sdfPp5dwMWWshkBFasGsaQrp00uSOn6iAX6tWzwLwF/RnXfv19KKyt2SpoXPAc3gShOs/ZobY5Fi8dLMgWABYsGoh69bXHbPwDW8LPX1gE18LSCL+t8GRccxrjSR/D4INZ0/qoE9Sb/mxkJMfKNSMER0E/ntoZHTvVoz937lIfH03pLMhWoZBh5drhUCq1C41pn3QVTIAbNbLGnB/60Z8JgsBvKzwFkxE//xbw1XnO9Z2sMH/hAEG2ALDk1yGMIwOh4W0wdJgwImVjY4JffmOO7fkLB6BuXbZEMRe6dnPCpMkd6c9mZkqsWDVcMImc+WUPhsR3z14NGYtXQzAykmPFmuGMLehPP+9OR+X44NrEFl9/p+1zBEFgxerhMBFIRkLDW9M7XABFYL+vIppiCL/+5smQlR81ui36DXAWZGtvb8oa24uWDIKDwKMjffo2wmidAIeVlTF+W+5pwIKJ777vgyZNtCIng4e40NFYPpiYKrB8FdPHf/VtLzRtZmfASouWrWph5pdakRO5XIZVa4YLDhTEjGlHE3fq9xzw5Tc9BdkSBLB85TCYm2vH9oQPOtA7L3xwdLRgCSItWTaUU6GUC4OqPGd7e1MsWTZEkC0A/DC/v+QjQjWoQQ15loDg0NZYuXY4pxSvBjIZgbnz+mFyFdJCEASWrxqGkaMMR4Xs7EyRlBJCRy81sK9lhrR9YXBzr63HkkKnzvWQsieMJbnbs1dDxO0KgiXP2bZJH3bET4sHsq5//W0vhrPmgqmpApu3+cJzeNMq15WI3x2Evv0a6bGk0KSpHfYciED9KmcPm7eohbT9Ybxkxs+/BTZu8WGdZRs5qi1++W2owUimXE5g4c+DWNEjmYzA6vUjeI+u1K5tjtS9YWjjxmwfpZ0lmv00HiYNDbebhVtjNJ03GnITZvsMGNgY2+MCYM6zpTt9RlfM1iGvGsyZ1w9Tp3cxaGtuocT2OH/0H8A8WmRuboRdKSHo3sNw5L9lq1rYkx7OOubh5l4HyWmhvGQmJKw1Vq8fwSKb4yd2wE+LBxpcPCgUMixb7smSuFYoZNi01Re+foaleOvVs0Da/jA0a27PuF7fyQp7D0bwLlj79XdG/O5AepdHg2EjmmLTVh/eiNjnX/XAl18zSQtBEFi4eCAmfmBY2MvK2hhxuwIZC10AsLY2QcqeUMZCigvubWtjz/5w2NubMq536FgXyakhDAU4LkTHtGUt8gHg42mdMeeHfgYXD0ZGcqxeP4KlwqpUyrE91h+ew5vosaTQsKEV9h4Ih4sLs32cnW2w90A47zGCIZ6u2BEfwPLl/oEtsXaDl0ESShDArNl9MG1G1yrXCSxb7onRY9sZLNvW1gS7U4IZKqwA5fvT9oWhXXu23LouPDrURereMIYKKwB069EACUlBsLYxHGgYP9EDP/8ymNVuM7/ogS+/6Wnw6IuJiQIbt/jCy4c5royNFYhNDMSAQYaPJ7q42mLPgXAWeW3a1A570sNRv77h94O8fZphy3Y/li8Pj3DD8lXDDAaIZDICP/7EVmH9XwD5f/SvBmzUkGeJCI9ww7ZYfxZJAoAmTWyxau1wfDytC8sxAdTE8MtvQzFrdh/UqUI0ZDICvfs0RMo+puypLuo7WWF3agjCwluzJmszcyVGjW6LhKQgvS/tDBjYGEmpIejarT7LQdarb4n5Cwfgx58GcL5IQRAEvvy6J375fSgaVZmYCALw6OCI+N1BDGlrXdjYmGB7XAAmfdiBReCNjOTw9W+BlD2hDElyXbRt54jUfWEYNMQFcgWz8vb2pvj08+5YvX4EI+Kti5gx7bBpmy9atmJvSTdvYY8Nm70xYRI3WTE2VmD5Kk98+XVP1rOVywn0H+iMtH1hrAUPbe9oi6Y/joFt37YglMxJWWZqhFojusJ1VhQUltzt5jmsCRKTgtGpcz1WuzVoaIXFSwfhu9l9OMmKTEbg+7l9sWjJINbZc4IAOnWph93JwRjqyU1W7O1NEbcrCGPGt2cReGNjOYKCWyEpLZQhSa6LTp0p+ef+A5xZJNjBwQxffdsLy1cNY8gM62LiBx2xbqM3i9wC1NGmzdt9ER3DvQVraqrEmg1e+PTz7iwiqFAQGDLUBan7wuDelpusuLraInVvGHz9m8PIiDkmrKyM8MHkjtgW68+InOrCx68F4ncFwqODI6vdnBtb49flQ/HFVz05fYVcLsP8hQPx44L+qFefuWiUyYBu3Z2QnBbCWvBo4FDbHInJQYiOacs6bmZiokBYeBvsSglh7LLooluPBkjZF4refRqy+lWdOuaYNbsPli4bwtip0IAgCHw8rTNWrR2OJhyLDzf32tge549QPedszc2NsGmrD6Z+0oVFEJVKGYaNaIrUfWFo2Yo7ut68RS2k7gvDcK+mLDJlY2OMKdM6Y/M2X1hYcAcSgkNbY0dcANzbsX28q6stVq4djmkzunK2m0Ihw+KlgzF7bl84OlZtNwI9ezVA8t5Q9OjJfUyhbj1L7EoJQUSkG2vhZWamQFS0O3alBOl9H6FPX2ckpYWiew8nyKq48br1LPDD/H74afEgvT5+5hc98NvKYYxdU+pv1Jn0uMRAve9SWFkZY9tOP3z4USdYVdkpVCpl8PZtjtS9YQxJcl20cauN1H2hGOLpyiLHdnam+OSzbli3yVvv8cnIke7Yst2Pc9elWTM7rNvohQ8/+t8jzhrUHNv4Z0BITW3zXwNBEOc8PDw8zp0Tp4DEBZIk8dP8P/HD7BMGvzdugoc6YsZ0APn5pYgM240jhx7qtTU2lmP1Oi9OB3Xt6ksE+MTh6VP9IgjOjW2wKyWYsZ2owdbNl/Hxh/sN5iMd4dUU6zZ5s0hoeXklJk/ahx3b9AtvEAT0ruwzn+QhwDfOoNKhvb0pYhMDWREZgFLbGxmxG4UGchd36VofOxMCWZE0kiQx+7vjDDlbLnw0pTPmzGNHzHJyShAenGhQeMPUVIGNW3xYUXcAKLyThbvfbkTFW/3tZuzkgKZzR8HYkd1u69ZcwCdTDxhM5RUQ1BIr1wxnkdDS0gpMGJOGXYn6lddkMgI//zKYsYWtwcOHOfD3jsPdO/pz6NapY4743UFo1559xGNP6m3ERKegpFh/7uJevRtiW6w/iyipVCS+/uIwfvv1b722ADBjZnd8810vFpnJzi5GSECCQcljcwsltmz3w8BBLqy//XUmC8H+CbTaJRdatXZAYlIQa7cEAH5f9je+nHnI4Jvr4ZFtsGy5J4uEFheXY/TIFIPiSlTUfSgioti7WXfuvEGATxwe6sh+V0X9+pZISApiHBnRYFfCDYwfk2ZQqrr/wMbYst0XlpZMolRZqcKnn2RgLY9C5TezemPGZ91Y7fbyRSGC/ONx4fxzvbZW1sbYHuuP3n3Yu1l/nHyM0KBEg8JSbdvVQcLuINSpQnBJksTPi06zpOarYvTYdli8dDDLxxcUlCE6MgkH0/WLK1HHsYYjMLgV6283rr9CgE8cMjP1K1Q2amSNxORgzgXlzh1X8eGEvSgv1+/jPYc3wYbNPiwSWlGhwpTJ+3mFcn74sR8+msrezXqalY9AvzhcvaJfMMXW1gRxiYHo0o29m3X40ANEhu1GQb5+YamOneohLjGQFcQgSRLz5p7Egnl/GKz7pA874sefBog6l68PHTp0wPnz58+TJGl4i+j/GARBnHNAY48Q/PhOfzcWX+AVHvzr9/e+oSbyLAHLlv7FS5wBSvb06y+OMK5VVKgQGWqYOANU4vrR0ck4WEXZ7uHDHHgP22mQOAPAwwc58PbcgRdVVMZ2J97EBxP28ibyT0u9g7GjUhlEjSRJTJm83yBxpr4HfP7pIWysIjP79m0JfEbs5JUIz84uhr9PHG7eYH7v9J+ZCAtKNEicAeDM6SwE+cXTUsMaLPjxD17iDADLfvkLc78/zrhWVlaJ0MAEXsW64uIKRIbtxvFjjxjXSzJf4c4X6wwSZwAozXyF21+sQ0VuIeP69m1XMO3jdN4cuInxN/DBhL2MfK8kSWLiuD0GiTNAkdSpH6Vj5w5m+75+VQRvzx0GiTMAvHhRCN8RsbTAigbHjj5EVHiSQeIMACeOP0ZYUCKLqM3+7hgvcQaARQv+xMIFfzKuFReXI9A3ziBxBoDCgnKEBSXizKlMxvUb11/BzzvWIHEGKFU8nxGxeFtFHnj92gv44jPDxBkAtm+9imkfpzOuqVQkxkQbJs4A5VMmjd/LkqR+/qwA3p47DBJnAMjKyof3sJ14/IipJJm+/x5GR6cYJM4AcDiDIjtVfcqXMw/zEmcAmDPrOH6v0r4FBWXw94k1SJwBSo6di2BfvPAcAb7xvIqsly6+gJ93LC0nr8Hy387yEmcAWL/2ImbOyGBcq6xUYWSEYeIMUD5lbEwq9u29y7j+5HEuvIftNEicAeDRo1x4D9tBy5JrkJp8CxPGpBkkzgCwb89dxIxMZvmU6VPSBSlMfvXFEYa0NwDk5pbA1yvWIHEGqLnAzycO164ypcT/OpOF0MAEg8QZAM7+/RQBvnEoKmL6+J8XneYlzgCw4vez+O7ro7zf+y+iJvL8z6CGPIvE82cFmCXAqWrw+7K/GQ4iPu46jhx+KMi2spLEtI/2o7JS24VnfXMMrwSqQGVm5mO+jiMpKanA9KnpBiyYSE25jfR9Wsd++s9MbN18RbD9F58dQm6ulkz88vNp3LltmIBpkJdbii9mHqI/kySJ6VPTeSdyDc7+/ZQh1/r4US7m/8DvVDVY9NMpBgnctuUK/vwj04CFFuXlKkz7OJ1BYDPX7kNlgTDZ3bJnb/Bsp3bRVVhYhs8+yTBgwUR87HUcO6ol74cPPRQl9fzp9IMoLNROXgsX/ClYovvNm2J8+6W27hpCLlR17Y+TTxiLszt33uDnRacF1hyYN+cknjzW1nX92ouCpZ5LSyvxybQDjHb7/LNDyM8TJq1++1Y2li09Q3/OySnBlzMPC6w5Ja2tS9737bmDtFTDxFkX06ceQGmpdoEyb+4JZGUZJmAavHpVhO+/0/q1ykoVpgtYrGlwpEofu3rlJVb8flZgzYHvvjmKly+0C8ZVK87h8qWXBiy0KC6qwKfTDzKuzZyRgaJCYcqaV6+8wsrl2h3JVy8LRRGr1SvP4+IFLXnfnXgTGQcME2cNVCoS0z9mjo/Zs47jxYtCA1ZaPH1agHlztYGcsrJKTJtyQHB+3n177mJP6m36819nsrBxvXCZ66+/OMxYWC775S9W0EMfCvLL8PmnTB8/Y9oBlJQI8/EXzj/H+jUX6M9ZmXmsoIch/LLkjOC61qAGVVFDnkVi08ZLouVX1+oMcCGRGF08fpyHA+oIxovnBUhJuiXKfuf2q8jLo6IqSbtvIvu1MAKnwZrVFzj/WwgKC8uxc/s1ANSxgU0bhTtlADh08AEt3XrmVBZvNKMq1q6+QBOhDesuilYu0zhmkiSxZpW44z53br+ho89lL3OQ+5fhqG9VZB88B1UJRdriY68jL9dwBK0qdPuZ2D6Xm1NKE6HCwjJs2yp8wQQAe/fcReYTSp756JGHomV3164+T7fbutXi6q5SkdignvxJksS6NeL67OVLL/HXmacAKOLOt0NUFZs2XqIXeNu3XmFFxvhQnfH2+lURkndT/iE3twRxO6+Lsk/adROvXlKkLX3fPTx5Ik5ie61OW60V2W7l5Sps3kS1W2WlikGKhOCvM1m4fOkFAIq4n/pT2EJXgw1rL9J+fcumy4IX6Rro9jOx956VlY/96ujz61dF2M2zQ1QV8bHX6R2P1OTbjEWIEKxdLb3uxcUV2K72D2VllYyAhRAcO/oIt29lAwDO/v0MFy+8EGW/ds0F2q9v3HAJlZXifLxY//C+o+aFwX8ONeRZJMRE8DRIiKUmscePcvH3X0/F28dR9inJt0UT98LCcuzbQzlmKXU/dPA+3rwpRllZJZJ3i3PqAOXYAcpJiiXuAHXmEqAi9mJx+1Y2PaEmxou3T4i7Qf+OWOIOaO/97YkrgEjiXllQgtxzd9T1EF/3PWl3UFhYhoKCMta2sBBoysw4cF80cVepSPoIgZQ+d+niC/qISIKU8aauu+7vSLHX9D0xePWyiI76S7n3pF03UV5eiezsYhzOeCDaPkHdz/ftvSuauJeXq5CsXpxLee5nTmfhyeNckCRJjx0x0IyXv888FU3cAW27SXnumZl5OK2O+idKaPeEuOsgSRJZmXmCd6h0obn3tNTbool7cXEF9u6R7iuOHH6IVy8LUVGhQtIuccEZqkzqeZ088Rgvnosj7oC2z0rx0ffvvaWP7Ei59wQJZb7vqDm28c+ghjyLxPPnhs+sciE3txQlJRV49ky8LQA6kiClbMqesnsuoXySpKIhb98U856hM1R21bPXQqGxk2xPPzvxTv3FiwKQJCn5uWvKLn8jbOu8KsrfUARCSt0rK0lkvy7G69dFoiPuumVKKRvQfe7Snt3z5wVQqUjRUTSg+uNF09eqO96k9NmyskrkvC2hf0MsNOTlxbNqttszaX32xYtCFBdX0LtdUsqW6ier2+dePJduX1hYjsLCcsHHLVhlv6hmn6tG3QHg5ctCep4Si+qPl2r6GnqOEG+f/bpYdECqBjUAAOFyPDUAAIO5nQ1BoZBJtlWq7aprz5VOSqi9srplS7Q3ekf2RkZy0RODkZEcBEHASOJz09iJlebWQKZQqOshbY1rZCSXRJx1y6x2n63GsyMIatyIndz+7bprxll1xkz1x4v0PqOpg1R7oSJMLFulZqxWr+5S253uN5LbXbqPN6pun6tmnzcykkt+7u9qvFS3fCl9XiYjBItP/VdA1hy0+EdQE3kWiVYc+YH50LyFPRQKGVxcbVh5mcWUKaVsgEqjBUCw2pgurKyNUa+eBWxsTAQrrTHKVudgbaUnFyuvvbrumv8XA5mMQLNmVBonrrzOQstu2sxelES0Bi1bU2WaOhsWO9AH08aUnb48toZQy8EMtRzMULuOOexrGRa54AL93KX2ObVdSwntplTK0KSpHQiCQKvW4svXPK/mze0NCj3oQ3X6HMNeQrvVr28Ja2tjODlZ8QoZGSxbat3V7dZagr2JiQLOjW2gVMoFK+TpQjNepPQZQDvGpYx1AGihbi8p5bs2sYWxsQKNnK1FSURr0LIaZQPVa3cLSyPUd7KChYURGjZkp1rkQ+t/cbwQBNCihb1k+1ata3Hm6a5BDfhQQ55FImYMOwcuv007AJTiV0BQS9H20aMp+6HDmrAS7vOhSVM7WnlMUw8xiIxyg7GxAjIZgVES7GPUKlvubevoFQ/RBytrYzrPdWSUm2gC6zmsCS3+EMOj9sUFzfOq5WAGb59momxlMgIjoynRDpserSG3EiYVrIGpS12YNadEcviUyrgQPaotFAoZFAoZXQ8xGK3u55271hc9KdrXMoWX+nlFx7iLJrA+fi1gX4t6XpLGm/p51XeyYkhGC4FCIUOkWvI3IKglLAXKimvQqXM9WjhJSp8bNaYdCIKAiYkCEZHCJJ51oemzvfs0goseoSF9qFvXAkPUIjlSfEVQSCta0VSK/Wi1jYuLLfr1dxZla2KiQGg4JbYSEtZGNIHt3achLdoxuhp1t7Q05lUh5YLmeQ0a7AInjlzhhuDc2AZ9+zkzfkcMwsLbwMxMCYKono9v1doBXbqyc/MbgoWFEoHB1JwYEeUmetdi8FBXWqVQyr1L8S/vM0i8+zPPNXFsbtSQZ5EY4d1U1Orc2sYY4TqT4IRJHUSRiSGerrRTVyrlGD/Jg8eCiUkfdqQTwXt0qIuuHEnp9UGplGGsjkz1qJi2MDUTPim1au1AO3UAouVQY0a3g7k5RV7q1rMUvfCYNLkj/d/+AS1FLTxq1TJjSAZP+rCjgW+z4e3TjFbbkxkp4TDcsDR2VdT27UFHRLr3aMAr1asLY2M5YyIZPa6dQZnhqmjv4Ygu3ahJkCAIfPiRuHsfO96DFmlp1MgGXt7iFh66ctTBoa1YYjeGULeuBXz9tMJCH0wWV/fA4Ja0YIaFhRFGqReuQqHbx/sPaIwWLYVHQU3NFIgepV3ojJvgIWrB2L2HEy1QI5MRovvshEkd6PKaNrPHoCFswRh9kMkIjJ+o9RURUe4sdTlDcHa2xrARWmGhSSLbLTyyDa0eaWtrgogqMu180G23ocOaoLGLjWBbSysjhOsI1EyY1EGU+Eb/gdp+olDI9Cqc6oOuj3dvWwe9enOrFnJBLme228jotjAz51bu40LTZnYMYSGxyn0jR7WlxXUcapuLXnjo9nEfv+a8st66sLU1QUiY+IVODWoA1JBn0VAq5dgeFyBoS9XYWI6tO/wYimnt2jti4c+DBJXl4mqL5SuHMa5Nnd4VnsOFRdOCQ1tjzDjmynr9Jm9BDoYggN9WDmMoFNatZ4n1G70FnRGztzfFlh1+jEkkMLglxk0QRv579W6Ir7/rxbi2aMkguLmzVdC48M2s3gzVMRMTBbbH+QuaGExMFdge608TdwDo0s0Jc+f1E1R2i5a1sPS3oYxrdcP7w8qDrTrIBfshHWE/SPucCILApm1+LCl3LshkBFav82LIZDdqZIOVa0YImtDr1DHHpm2+jK3MyJHuiIoWRkYGDGqMzz7vzrj263JPNG/BVkHjwrz5/RnKkpaWxti20x8mJvzk39xCiR3xAYyjUX36OuOrb3sZsNLCvW1tLFoymHHtm1m90bNXA0H24yd6wD9QS9xlMgLbdvoJIv8KhQwbN/vAUedoVNNm9li2wlNQ2U5Olli30ZtxbdwED8YC0BCGj2iKKdOZC7yVq4cLJpELfx6Etu20ypK2tibYst1P0BlcK2tjbI8LYLyTMdSzCabP6Cqo7A4d6+KH+f0Z1+bO64dOnesJsp86vQuDuCsUMmyP9Ye1APKvVMqweRuzjdu41cbPvww2YKWFc2MbrFoznHFt8pROghec/oEtWWR77QYvwQGeZcs90byFdoFXu445Nm7xEbRos7U1wfZYf4Zf8fFrLnjR1r2HE2bN6cu49tPigWjbTlig4POvejBk6Y2NFdgeFwALAbtFJiZybIv1p3dK/pdQk6bun0ENeZYA97Z1cOBQpMHtbGdna6TsCUWfvs6sv42f2AGr1o2ArZ0J21CNfgOccfBwJBxqMwmTQiHD1h1+BqNSRkZyTJnWBavWDmcRJqcGVjh4JArde+iPQDvUNsOW7X4IU2+D6mK4VzMkJAWjXj39BLy9hyMyjo2kI+YaEASBRUsG4atve+ndVpXJCIRHtkFCUhBLYtra2gR70sMxfIR+EmppZYTFSwfj05ndWX/r2Kke9h+M4JSz1cC1iS327A9H1+7s5/PxtC5YttwT1jb6He4QT1fsOxhBR8Ho+1Iq4DprJGoN7QToIbGEkQKOYf3QaIof6xxe48Y2OHg0Ch076ScEjo4W2JkQwCnpHhDUEjvi/FHHUT8B79S5HjKORcHZ2YZZL4LAsuWemDGzu94ItlxOYNTottgZH8B6MdXOzhT7D0Zg8FBXvWVb2xjjtxWemDylM+tv3Xs2QNr+cIPHEJo1t8f+gxHw6MA+GjTzix5Y+PMggwveEV5NkbY/nDWZmpgokJgcjLCINnoXH6amCnz9XS8s/HkQq92aNrPHgSNRBncONPLYXJLuEZFu2LLdFw619R/76d7DCQePRLGkwamF1Ah8PLWzXhKrUMgwfqIHNm/3ZUlMO9Q2x8HDUQaPUNjamWD1+hGci+J+/Z2RsicUjXQWclXRqrUDDhyKpI+66OK72X3ww4/9YGHBveAlCMA/oAVS9oYyFroAYGamRPKeUAQEtdS702dursScH/rh+7l9WX9r3aY2DhyORBs3/T6+YUMrJO8JxYCBjVl/Gz22PdZu8IKdgYVTn76NcPBwJEsaXC6XYeNWH0z8oINeH69UyjD5405Yu8GL1S/r1rPEgcNRBhd9tRzMsGmrLyI5IvRDPZsgMTnY4PGRtu3qIONoFIN4A5SvmL9wAL79vjdL9lv7HSAkrDV2pYSw3gGytDRG2v4wg8fkLCyNsGDRQHz5NXtR3N7DEekZEQZ3fBq72CB1Xzh9nPF/DTWp6v4Z1JBniWjW3B7hEa05o4E2NiYICW+Dtu0dOSwp9OvnDF+/FjDmiKi1aGmPyCh31HLgnjCVSjmCQ1ujZ2+2cyQIoF//RggIasmaDDWo72SJiCg3uLjasP5maqZAQGBL9Oip3/F26lwPwaGtOMmIUwNLhEe2gbMz94RJEAR8fJtj0BBXTjLSpWt9hEW0gakpt+O1sTFB5Eg3uLdlT7ZKpQwjvJpi8FD9280tW9VCWHgbOHA8W3t7U4SFtzEY3R4wsDG8fZpxkpHWbRwQEemmN9IoM1LAbkB7WLRxZv+RIGDVoSlse7mBkHG3W8OG1oiIaoOGjdiTmoWFEQKDW6JLV/2Loq7dGyAwqCXMOchII2drRI50R4MG3O0mkxHwD2iBAQNdONute88GCA1rw1rwaGBfywwRkW6cL60aGcnh69eCk4Ro4OZeG2ERrVmLEgCoXdsM4RFtDL5YOXSYK0Z4NeU8U9m2XR1EjnRn7BDpwtRUibCINujShX2eUyYjMHioK7x9mut98cjFxQbhkW6o78RecFpaGSE4tLXBRVHPXg3hH9CC88iUaxMbRI50p8/2V4VcLkNgcCv069+Ik0T27N0AQSGt9WbicahthogoN/qlLF0Ym1Dt1pcjQKBB2/Z1EBLemvPZ1nE0R0RkG70vFxIEgWFezeA5rAkUCnblPTrURXiUG73tXxUWFkYIj3RDh47sZ6tQEBg6rAmGezfV225Nm9kjPNKNsRuggY2NMULC29DHZLjQt58z/PxbcO6aNGtuh4iRbqitZzdJqZQjKKQ1+vRtyGo3ggD69muEwOBWesl13XoWiBjpjiZN2AtOU1MF/ANaGDze0bFTXQSHtYaVNdvH16tP+Xh9i1mCIODt0xyDh7py7lJ27lIf4ZFuesm1tbUJIqLcOBecGh9v6F2G5i1qITyiDWpzLDjt7EwRFtGGc/6oQQ3EgCCF6nj+x0EQxDkPDw+Pc+fEKcVxobi4HOEhu3DooGERgw4d62JXSghsbZkTx+1b2fAZvpNXOnfShx0xf+EAlnOP3XENk8bvMZjCy9hYjo1bfDDci7mCV6lITJ60l1dmu7GLDVL2hqJRIxvG9RfPC+AzIhbXrxkWDfHxbY71m71Zk/Kxow8RGpSIwgL9Ag4EASxeOhhjx7OjWT/+cBI/zj1psOxatcywKyWYNbEVFJQhJCABJ44/NmjftZsTEpKCWFHIa1dfwndELG8u1+kzuuK72X1Y7fZ6/9949MtuGNLOlRkr4fJNBKw7Nmdcr6hQYfyYNF4hgGbN7ZGyJ5RFprIy8+A9fCevPHpQSCusXjeCtfA6kH4PUWG7UVysP92fXE5FqKtGs0iSxHdfH8XSn8/osaRQp445ktJC0LoNc2LLzS1BoG88zpzOMmjfp28j7EwIYEUhL5x/Dn/vWGRnGxbp+fKbnvj8y56s62tWnceMaYYljy0sjbAzPoBxVAgAyssrEROVjJTk23osKbRu44DktFAWmXr4MAfew3bi4YMcg/ZR0e5YttyTtbDZk3obo6KSUVqqX3hDoZBh1doRrCMeJEli5owMhnQ1F+rXt0TK3lA0bcYk2G/eFMPfOw7nzxmWRx842AXbY/1ZUcgzp7MQ5BePnJwSg/az5/bF1E/YRzx+++UvfPm5YXl0axtjxCcGsXaaSkoqEBm2Gwf23zNo3659HexODWUtmO/efQOfYTt5xV7GTfDAoiXsHYvE+BsYPybVYG59IyM51m/yhrcv01eoVCSmfrSfV2bb2dkayXvD0LixDeP6q5eF8PWKxZXLhuXRh49oik3bfFmBhJMnHiMkMMGgrD1BAAsWDcTED9hHPH6a/wfmfn+Cw0oLOztTJCYHs15CLyoqR1hQIo4cfmjQvnOX+khICtK7YBaDDh064Pz58+dJkhR3WP0dgyCIc/Zw9vAi5r3T300lv0Q2Hv7r9/e+oSbyLAEfTtzHS5wB4NzZZ4gM3cXItfv2bQn8vWN5iTMArPj9LH6pQjhOHH+EiePSeHPflpZWYlRUMmvimjPrOC9xBoAH93MQ4BOPwkKtAywvr0RwQAIvcQaA5KRb+GxGBuPa7VvZvMQZoLjl9CkHsDftDuP6xvUXeYkzALx+XYQAnzg8e6p9xiRJYlxMKi9xBoDTpzIxKioZugvL16+K4O8dJ0gE4edFp7FqBZNw5J69hUe/7DJInAFAVVqO+3O2oeg+s92+/uKwIAWt27eyEegXh9JSLcktKalAoF88L3EGKKWzb748wrh29cpLXuIMUMIskyftw6Eqyngrfj/LS5wBSuQiwCcOr18V0ddIksSoqGRe4gxQKpbjR6cxrj3NykeATxwvcQaAeXNOsuSF96TexidTDRNnACjIL0NoUCItNazBp9MP8hJnALh29RWCAxJQXq4luYWFZQjwieMlzgAlKT13NpNwnP37KaIjDRNngFqYTRibhpMnmGNjyaLTvMQZoOSl/b3jaIlogCJwkaG7eIkzQKlYTp60j3Ht0aMcBPvzE2cA+Pbro4jdcY1xLSHuOi9xBigp+qCAeDx8mMO4/vGH+3iJMwBcvPAC4cGJqKzU+uPc3BL4e8UKUklcs+o8Fv10inHt1B9PMG60YeIMUII6o6NT8NcZ5tj48YeTvMQZAB4+zIW/dywKCrQ+vqJChZDARF7iDFAqpp9MPcC4dvfuG17iDFBu8LNPMpCSxFQ03Lr5Mi9xBqiFWaBvHLIymc944tg0XuIMUHLu0RFJ+P8leFiDd48a8iwSV6+8FCUDeuL4Y8Zg3rjuIh4/Fi49u/CnPxnO7YfZJ1BZKWzAl5ZW4qf5f9Cfs18XYdkvfwku+/atbMaklJp8m5ZCFYL1ay7g0aMc+vPihad4ibMu5nx/nHZu5eWV+GEOv1PV4NWrIgaBPXf2GfZUIeOGkHHgPk7pyOyuXnVOlPLZgh//YIiyPN10UPDbF6rScjyPPUp/fvY0n0XGDeHqlVfYlaiVUk+Mv45rV4XLi69cfo6hRrlw/p+8xFkDlYrE3O+P05+Li8ux4Mc/DFgw8fRpAdauOU9//uPkE0ELVQ1SU27j3FktYVvx+1m8fl1kwIKJeXNO0ASWJEnMnnWcx0KLgvwyLFl8mv784EEONqy7KNj+/Lln2JOq7aM7tl0VtODRYNnSM4xFwoIf/xAs9VxRoWIsTPPzS7Fo4SkDFkw8epSLzToLj0MZD3DyxBPB9nE7r+HGdW0fXbb0LwYZ58MPs4/TBFalIjHne+HtlptTil+Xav3irZuvsXP7NQMWTJz6MxMHD9ynP2/ZeBkPH+YKtl+y6BRDkXHe3JOChYHKyioZ4+vt2xJWwMUQ7t19i+1btcGUvWl3cPbvp4LtN224hPv339Kfly4+zUucdTF7ltbHV1SoBBFnDbKzi7H8t7P054sXniNpt3B58SOHH+L4sUeCv/9fQE2qun8ONeRZJNatuSDaZs0qivhUVqqwfq04+/y8MsTHUmT92tWX+FOH0AnB/r338PgR5ci3bLoseDLVYO3q87RzW7v6PM+3mSBJYMPaiwAoR7cr4YYo+2tXX+H0n9T9pqXcES2/umnjJZrAiq07AKxR25SXV2LjOv5Iji6yXxdj9y6KwBbeeoKiO/yRU128PXmVlvXeuOGS4AWTBmtWau93zSpxfa6iQoVNG6n7ffY0H6kp/JFTXZw7+4yOOO5KvIm3b4STIIDqMxoCu3aV+HZbpybfJSUV2LL5sijbZ88KaAL75x9PcOP6a1H2ifE3aAK7Ye0F3oh1VaxR3y9Jkli7Wly7lZZWYpv6fh8+zBEUOdXFieOPaQIbt/M6CvKFkyCAeu6aXTZp442634KCMmzfdlWU7cOHuchQL7IOH3qAB/dzRNnv3HaFJrBin7uujUpFYq3IOaKgoBw7t1P3e/tWNo4dFUfoMg7cpwnsti2XRSuprlkl3ccDVJAEoIi7Zq4Situ3sundwH177uDpU/4dWV1s2XwZxcVUQEbK3LxWpG/8L6DmhcF/BjXkWSQOpoubkCib+yBJEnduv8GjR8IjElXLzDggPAKngUpF4vAhyk43OiIUV6+8wvNnBSgsLBMVSdJAU+aJY494t48N2R+Q8NyzXxfjojpSLuXeM9Q2Vy6/xPPnwqPOGhxMp+xzz4ojnwCAShXyLtwFANEkCKC27N++LUF2drGgrfOq0JR55MhD0fLYAJBxkLp3zTMQg2fPCuhIuZR209icP/sMbwQc19BnL6XuJSUV+EN9/EFK3U8cf4zi4nI8zcoXdDyqKjRlHs54IJq4A9o+f/CA+D738GEu7t55A5WKlPTsMtRj/MzpLNHEHdD6SSnjpaCgHKdPUQt1Ke126OB9qFQk7t17i/v33vIbVAHd5ySUTZJUewPS+uytm9l48jgPpaUVook7ABxQl/nHiceCd6h0oamzlHvPeVtCR8qltLuUMmtQAwAQryP6/zl0t9eEorxcheLiCuQKOL/HhdxcqsxcCWUD1LYk9TvSy5cqYaq5ZynPDQBy1PeelyvVvkSyfW5uKUiSlFx3zfOuLJT23CsLKeJXnfKlHunLreZz1/S56tS9slKFfAkkiu7vksdLiboO1Wt3qc8uL7f0XytbM940z1C0fU4JiovLJS24tGVXz09K7nPV6LOVlSQKCsr+xfFSyvh/8fYlMDdXSvIX9Hippp/8N55dUVE5yssr9Wab+S+CrDlo8Y+gJvIsElXf5BcCmYyS2zW3EG8LgE4tZiFC+YnLXkrdKTslZ3ozYWUbVatszT1LLd9CU76EZ29uTknWSq87ZSc3lWYvN6WyfVhI7DcW5kaS+4ymTKllV7fPWlgYQy6XiZZZZpQttc9YavqsxD5vLr3PacqXPN6qW3Z17S2MYGqqFKWw9y7LBqrha6rZZ83MlJL7XLV9vHn1+ry5hZEoZUFdaMaL9LpXf7xItTcykotS8axBDTSo6TUi0d1A/mN96NGzAWQyAs2a2xsUO9CHnj0b0r8jBRq7HhKSwjs7W6O+kxUsLY0l5cbUlNmla31JE6rGvkdP8XW3sFDSalU9ekhoN3XZrds4GBRG0W9PlWnRRn/+Yr0gtHbdJdS9eQt72NcyRS0HM4OiMPqgEVjoJqFsyp56dlLGi42tCVq1riXZXjNe2rZzlESA6fEioWy5nEDXbk6S7du1rwNzcyM0aGBtUFxEHzR9TrKvUNv3lGBfu445mjS1g0xGoBuHyJDQsjt2qidKTp62r0a7GRnJ0akzlcdbSp/r1t0JCoUMLq62cHRk54Xmg3a8SBPu0NyzlLo7OVmhUSNrmJoqOUWG+KCpe+cu9QWpz7LtpdfdzExJpySV5uMbSN5VfR9R88LgP4ca8iwS4zhyD/NBk6/YyEiO6FFtRdkaG8sRoc6b27lrfcHy1Br07NWAFo+IGd1WNIEdM86DtuHKu8yHceMpeXCnBlYYJlBWXANnZ2sMHEQRyMDglrASIJeri5DwNrSAwliBsuC6GKuuu5mZEhGRbqJsLSyUCFUrNFq2c4Wxk34BDy5YdWwG47qUeMSY8e15vs3G2PEeIAgCBEGwJNqFYLTaxtXVFv0NiJdwoVlze1qAISyijV4xBH2IGulOi+RIGm8TqLpbWRkjJKy1KFsbWxMEBFH5jgcPdRUsc6zB8BFN6RzbUp67ZozJZARGjxVnL5cTiBndDgCl3GdIRZQLbdvVoSWto6LdRRPY6Ji2dM5fKb5CY2Nvbwr/wJaibB1qm9H5jkd4NzOopMkFX/8WtChVdequVMoRPVqcjzcykmNkNOXjO3Ssi/Ye+oVXuNC1mxPc3KkgwaiYdqIJ7Ohx7ei87uMmiO+zmn5et56lYFlxDZycrDDEk5oX/ANaGFTd5UJwaCs6V/NYCXWX4l/ed5Dv+H814EYNeRaJLt3qo3cf4dGBVq0dMMJbK7s7dryHqMTsY8d70An4CYLglJ3WB4IAZuh8v0FDa0RECSeBdeqYI2qUVvAiOLS1XuVALnh5N2Oovk2b0U3UFtknn3Wnnbq5uRE+4pBu1gczcyU+/KgT/blP30bozKEQpw/tPRwxaLBWqXDS5I4G5Z2rYuKHnWiRFYIgUDesn2BbEAQcg/vSH5s0sUNgcCv9368CJydLhEVopdXDI9ugvh4FOi4EhbSCi4tWPWzGZ91ELbo+ndmdjuZYW5tg0odsIQR9sLQywoRJ2lz8Qzxd6d0DIejStT5DqOTDjzpxKvPpw0dTOtNkXy6XMcYPHxQKGaZM14p1tHGrbVBKvioau9gw2nlkTFvUri2cBEZEuTEkumfM7K5XmpoLuu1mX8tMFPm3tTXBWJ3ve/k0MyiRXBV9+zVC5y5aJcCPp3YWRd6nTe9KE3cjIzmmcYim6IOxsRxTpml9S4eOdUUtGJs1t4e3r5Y0jh3XnlMJUx9ixrSDg047f/a58D4HAJ981o3+73r1LREdI5y8OziY0QsuAPAPbKlXOZALQ4e5wr2tdnxO/aQrp4qnPkz/tCs9J5iaKjFlahfBtqamCoaP79mroagFo5t7bYNKhTWogSHUkGeRIAgCm7b5oY0bfySxUSNrxCUGMl5GqFffErEJAfQ5LUMY4dUUc+YxSZevfwvMmt1HUF0XLRmM/gOYk8DipYPRr78zr62trQnidwcxJgEzMyUSk4MFbUt26lwPK9cOZ11bvnqYoMjI1OldWJPApzO7IzyyjR4LLUxM5Niy3Q9Nmmhlf2UyAttj/dGcQ2a4Klyb2GJnfABDZa9RIxtsj/UXRMQCglriq2+YSnX2A9qjbnh/XlsQBBpN9YelG7PdflvhKWg72sHBDAlJwQx1RGtrEyQkBaFWLf4jQz16NsCy5Z6Maz17NcSvvw8VRMS++LonK9r79Xe94B/QgtfWzFyJHXEBaKhzXEEulyE2IVDQhN6iZS1sj/VnbMM2bWaPLdv9OCWSqyIiyg2ffNqNcS06pi2mTOOf0OVyAivXDKcjtxqsWjfCoPS2BnXrWiAhKZgRpbe3N0X87iCWQikX+g1wxuKlgxnXBg5ywcKfB/HaAsD3c/qylOrmzOsniPxbWhkhNiEQdetpF2hGRnLE7w4UdPTEzb02Nm71ZbRb6za1sWGzD0u9jgtjxrXHhx93Ylyb9GFHjJ/IH1VUKmVYu8GLjtwClI/fsNlH0KKtQQMrJCQFMWTp6zhaIDYxUNBOmefwJpi3gOkXhns1w9x5whbbCxYNxJChrqxrA3UW/vpgY2OCuF1BsNfxC6amSiQkBaFePX4f79GhLtas92JdW7V2hKAgyeSPO7EWaNNmdMVInYCNPhgby7Fxqy+at9Au0AiCwNYd/mjVmn9ubuxig7jEwP/J8841qer+GbxXPYcgiM8IglhFEMQCgiDiCYI4SBDEe7evYm9viv0ZkRg7wYPzhSalUoawiDY4dGwkgwho0K1HA2QcicKgwS6chKSWgxm+mdUbW3b4cQ7u6Z92w8YtPnqJoJtbbcQmBGAcx1EFExMF4ncH4dPPu3NOyjIZgeEjmuLQ8ZEseWuAIiOHj4+Ef2BLThJsaWmEyR93Quq+MPrIhC5Cw9pgd2qIXkLR2MUGy1cNw+wf2JOHTEZgxerhmLegP+rqce69+zTCvoORjKixBrXrmOPA4SjEjGnHkgIGACNjOUaOckfGkSgGEdCgT19nHDgUif4DnTnLruNojjk/9MO6jd4seWsAqDdyEJw/DYZxfe6InFmz+mgyZxRqDWFHas3MlNidGoKp07uwZMMB6tn4+jXH4RMjOSeP1m1q4/CJkfDxbc4ZRba2Nsa0T7oiKS2E85jFyFFtkZAUjLbtuQlFk6a2WLPeC198xZa3lstlWL/ZB7Pn9mXJT2vQfyD1bKvKWwPUgvPQ0ShEjnSDEUc00sREgZgx7ZB+KJIRwdNg8BBX7D0Qwfnbmt//8acBWL5qGOvZEASBOfP64feVniwZYw06damHpLQQBIeyj4hYWRkjbX8YPvyoE+fLl3I5gYCgljh0bCSaNrVj/b29hyMyjo3E8BFNOdvN1tYEn37eHfG7mAROg/ETOyA2IQBubtzHvVq0sMemrb6YNoMdqVUq5diyww9ff9eLPtKgC4IABg12wcHDUSx5a4BacGYcjUJoeGvOaKSZmRLjJnhgf0YEZ6R2hHczpO0L03sWtkFDKyxeOhg//zKYdW6VIAgs/HkQlvw6BA30HL3p1t0JqXvD4OPHXtjZ2ppg74FwTJjUgXM8KJUyhIS1xqFjI+HsbMP6e5eu9ZFxJApDhrpy+nj7Wqb48pue2LbTnzPTw8fTumDLdl+0bMXtK9q4OWB7rD/nro6xsQKxCQGY+WUPzmMQMhkBz2FNcOhYFEveGqB2ug4dG4nA4Fac84+FhRE+mNwRe9LDYG3N/v3A4FZI3hOCzl25d/qcG1tj2XJP/DC/P2e7LVvuiQWLBtLHn6qiV++G2JMeDk+OqHEtBzOkH4rAmHHtuX28kRwRUW44dHQkY5emBjUQi/eGPBMEsQpAAkmSE0iSnEmSZBCAgwDOEQQR+C9Xj4XCgjJkZeZx5rUsL1ch80mewdQ9r18XISsrnzM1UF5uCbIy8/TmRSZJElmZeXj1ils05MXLAjx9qj8vcUlJBTKf5CE/n10/lYpEVlaewfy4OTklyHySxyncUVhYhqzMfBQX6VcSfP68gKFgp4vs7CJkZuYxJM11UV6uQlZmPnL0qI9lZel/LgBQkF+KzMw8TiGBstJKPHmShzwD6dFevy5G5hPuRP65OSV48iRXrxANqVKh7FUuynO47738TT7K3+hXnywurkBmZj4KCrjb7cmTPIOCJG/flODJE+5nW1BQhszMPBQV6c/T+vxZPl7qEap5/boIWZl5euVuy8qoZ6svDVlWZr5BJcC8fKpflXGMiZKSCmRm5qGAoz9r8OplIbKyuJ9tzttiZGXm6ZVDVqlIZGbm43U2d/2ePy3A82f6+1xRYTmyMvMYUvcaVFaSlK8wkEby7ZtiZGVxt1t+fimy9PRnQO0rsvLx4iV3n3v5qpC33bIy85HHUT+SBJ4+zUe2nucCUOnDsjLzOZ9tUVE5srLyDKqOvnhRgKdZ3OPtTTbV5/QJCFVWUn7yzRtuX/bsaT5evjTcbplP8lDE4csoP2S43bKzi5CVlafHx1PPpbRUf7tlZuqv34sXhXj6NF9vu5WUVCArMw/5HHOQEB+fm0v1K66UgxofX1RowMc/K8QzPe32+rVhH19RQT3bnLfc9cvKysfrV/r7XEF+mX4fX1ZJtZvEtHrvO0gAJPGO//3bN/WegngftN3V0eVzAGaSJPmTznUbAG8B5JAkKfwgFncZ5zw8PDzOnRMuc6wPTx7nYsiArcjMNKyGZGtrgj3p4WhTJeqTlnIbIyOSeHOhdu5SH8l7Qhipl0iSxIxpB2klMkOY8Vk3fPs984hHTk4Jhg/ZjiuXXxq0NTGRIzYxiHXE468zWfD1iuUVMWjS1A77D0awIo2//HwG33x1hLfuwaGtsXrdCEa0raysEsEBCbQggD7IZASWrx6G8Ajm+e57997Cc+A2XsETBwcz7DsYwcpSkRB3HeNGp/Kq/fXu0xAJScGMyAdJkni0JBHZB/j7X72Rg1hHPLJfF8Fz8HbcvGFY8c7MXIldScGsaN3JE48R4BuHYgPkGABatqqFvQci6HP2GsyfdxLz5pzUY6VFdExb9REPbbsVF5cjwCeOV2RHLiewdoM3AoKYL4vduvkanoO288ps161rgf2HIlkR4m1bLuODCXt5c9gOGNQYsQmBjKMCKhWJsTGpSIjjV0774cd++KjKmc0XzwswdNA23LtrWDjDwtIIyWmhrGMfhw89QEhAAq/AkHvb2kjbH856n+L7b49hsQCZ7fETPbDw50GMdissLIPP8Fj8dcawOqZSKcPmbb4Y7sV8WezK5RcYMXQHr8x2gwZW2J8RgQYNmbt069ZcwLSP03nrPnxEU9YuXUWFCqMik5CSzC9QtHjpYNYuXVZmHoYO3MYramVtY4y0fWFo2465S7dv711Ehu7SuyDToGOnekjZG8rYlSBJEp9/eggrfj9rwJLClGldWEf78vJK4eW5AxfUAlH6YGwsx474AAwcxNylO3f2GbyH7+CV2W7sYoP0jEg41mXuAv6+7G988dkh3rr7B7bEuo1ejF268vJKhAXv4hU8IQjqKFtUNPNo38OHORg6YKvB4BFA7R7vPRDOeCdHKjp06IDz58+fJ0myA/+3/+9AEMQ5Gzh7DJDNeae/e0j1DXLw8F+/v/cN703kWQ3G4S2SJHPU/2nzj9dED1QqEmHBibzEGaDkSoP942n5UIAicKOjkwWJCPx1JgvTpxxgXNu4/pIg4gwAi346xZLEnjRuDy9xBoCSkkpEhO7CMx251JycEoQGJgpS/7p75w2iI5MYkZFDGQ8EEWcAiNt5Db/8fIZx7duvjvASZ4Bqo8kT9+HSRe3kUVGhQkhAgiClwFevihDkH8+IIN+4/goTx+0RJJN9/Nhj1uTxMvlPQcQZAJ5uPoic08x2GxOTykucASpaFhqUiGwdovnqZSHCghN5iTMA3Lj+GmNjUhjX9qbdEUScAWDThktYtYJ5n59/ekiQOmVlJYkJY9MY91laWoEg/wRe4gxQyoQhAQmMsXXh/HNMnrRPkPjDoYMP8N3XRxnXli4+LYg4A8BXXxyh1TwBigSNjEjiJc4AFS0LDUxAjk5k/mlWPiLDdgtS5rx86SU+GL+HcS0h7rog4gwAq1eex+aNTCnzaR+n8xJngIrCxoxMxj0dZb2ionIE+yfwEmcAePIkDxGhuxiRyDOnMvHJ1AMGrLTYk3YH8+acYFxb8OMfgogzAMyYdgCn/tD2T5IkER6yS5AabG5OKYL9Exi7Cg8f5mBUZBIvcQYoJdApk/czrm3bckUQcQaAX5acQeyOa4xrkyfu5SXOACXnHhW+G5lPtDsyeXmlCAlI4CXOAPDgfg6iwnczfPyxow8FEWcA2JVwAz8vOs249v23xwQpBZIk8PGH+3HurFY9tbJShdDARF7iDADZ2cUI9k8QLWVegxpo8F6QZ5IkzwOwJUlygu51giA0S+KMf75W3Dh86AEuX+InnxpkZuYzCOyq5WdRUiJcpjpu5zV621KlIvHLkjM8Fkzofv/2rWzsSbsj2LYgvwzr112kP2/bckUQidHgj5NPGM7tV5F1X/773zSBzckpwQaduvChokKF5b9pJ6D9e+/i9q1swfYP7ucgVWfyXfH7Wb3HMbiwZdNlmsCSlZV4kXiCx4KJFwnH6f++fOmFoEWDBjk5JQwitGnjJVGKcYcOPsDVK9o+vvRnce22bOlfqKykiMOrl4XYuvkyj4UWZWWVWLlc224pSbfx8EGOYPubN14zJt/fl/0taMGjwYZ1F+mt+LKySvz+29+CbQHg16V/0f/915mnOPVnpmDbV6+KsGPbVfrzurUXRMlUp6XewZ07bwBQBHDpz6d5LJj4ZckZmghlZeYhbqewRQNALbbXrNQumhLjryNLz7Y9Fy5eeMGQhl72y196t/W5sHrVeZrAFhWVsxZwhkCSVHkaHD/2SBD51ODZswLEx2qf1ZqV50XJVCfG38CTx7nqupCix9svS07T7Xb//lsk7b4l2LawoBzr116gP+/YdtXgUZaqOHM6C2dOaRdYuv1fCJb/9jd9dCUvrxTr1lzgsdCispLE78u04/PggfuiJO0fPcpF0u6bwiv7H8H7+sIgQRCBBEFUa+tf/Rur1O/DnVP/t42e7y5Q/32g5jvq/44nCGJ8deoBvCfkGWBEmXUxs8r//+tYt1r44NZgzSrKpqioHNu2XhFlW1lJYtPGSwCAo0ce4v49/iiWLi6cf04TWF0nKRQb119ERYUKJEmKcmwarF1NRcnv3n2DI4cfirJ98bwQe1Ipsr9j21VRExJARTay1ef61kqo+7o1VN1zc0tEEQmAIl5bNlGkMfevWyh/xR/F0kXB1YcofkhN4FLabd2a81CpSKhUJDasvSjeXl3m1SsvcfqUcAIIUJHEA+n3AVCLCCEROF3E7rhGn8fXtIEYaNo6+3URknaJmxyLisppApuafBuvXgpfLALA4YwHdARWUt1XnwdJkqioUGHThkui7Teo2+3s389ELfIBardIQ2A3brgkirwCwNYtV+hdtrUS/ORa9Y7as6f5ohb5AHWGODGeClLsTryh950Ifdi75y6yMqkIrBQfr/GNJSUV2CJisQhQQZEN66m2PnnisahFPgBcvfIKf515CgCSxvrGDZfowIAkH6+2efgwBxkH7ouyzX5djGQ12Y/dcQ2FBs5RcyF59028UpN9KXWX0tY1EA41eY1Xv9O2ANU4RUAQxAIAUL8XNwjAAAAdATzQCbTqwgbAeFDvzr0lCIJU//d9kiRXS62HBu8NedYFQRA26pXBQAAd1JFpobbnuP4B4M+VJQC6kVShuHD+GVQqEnfvvBG0HaavTCllU3ZPJdu/eE69aJWbW4q76qiWuLKpMs9Xs+5n/34q2ra0tBLXrr5Uly/eXlP3m9dfc740JNS+8JY48qmBxk7KvT9+nIfXr4rw8kUhnjzR/xKiPpz7W3qfoeyk2xcWluPG9dcgSVKSvabsK1deitot0Nprxpv45w4AF85JH693br9Bfn4ZnjzJw8sXwiOAGlS37tXxNXm5pbh39y0qK1WiIrdVy7548YWo3YKq9mf/Fl93lYrExQvPGb8jBpcuvkB5eSXu33srmrhTZarHi4S669pL8RWvXxXh8eNcFBaWCToaVhWaMs+ffSboeFRVVKfPlpercFl9DFHKvZ87+0zvS5f/RZB49yIp1Xk6aqIbpD5VkCP1dzRZ10iSTND57RxQBNoGFCnmwmpQJxcyAPwEwJUkyXcSjBWuHvAPQb26sAG1olgFQNxS9v8YJSXiSRRJUmc3DWWgMFimOpojNvKqta9Q20stvwLGRtUrW+rZMs09l0i892L63sXbFxdXgCRJFEutu9pOVSbtuatKq9fuxSXlUEncdyt+B32GqoPEflNSAZWKFHTeV2/Z1R4v0uuu+ztSypfsK6pZtqa9pZZfXFwhfayXVLfscsb/i7evfp+tdp+TWvY76PPV6a9A9Z6b7u+IL79csn1FhQoVFSrOdIE1eK8wARQfZIAkyRyCIDIADCQIwqNqoLXqUeB3ifcu8qxOUzdB583OBwRBDBRh34HrH4B3crjJVoRylAampgqYmChgJ0CkgguaHKh2IqVLaXt15gR7e+nl29iaiFIrq1q2GMUtTnt7ifZ20su3szcFQRDS665uL4WVtOeusZNavq2tqfQ+U43n9q7s5XIZbAQIhLzzst9Vn5NgL5MRsLYxZmU7EQrbapQNaOsutXw7e1OYmSk5c+wKLrvWv9TnquGrjIzkMDc3+lf8FPBu+qyVtbFoaW+qTBP6N6SWDQC2/8Kzs7Iy/p8jzu/rmedqoiOotMVcuh/ndb7zj+G9I8+6UKetewPgoL5D4f80vLyb8X+pqo1PcxAEgSZNbEVJ1mowQl3msBFNRRNYpVJGK1CNkFD3Ll3rw6G2OUxMFBhcRclKCLx8qDL79GsECwu22ACvvbrOmt8RAycnK7T3oFJISbl3Tdlt3GrDWY9AhiF4+1CKbTbdhEtra0AYKWHVoZn6d8TXvV9/Z1hZGcPa2kSUnLwGmuc9cLCLJCKked5e3sLlqTVwcbWlhV6kjDdN2R061kXdKmm0hEBz71LKtrQ0Qu++jRj1EIMhnq4wNlagjqMFK22dEGjqPGSoq2j1NIIAhntR7TVCQp9r1doBLi42IAhC0r1rxkvXbk6SCLSm3TS/IwZ29qbo3oNK7yipz3lRIjbOztZwc+cWpDEEL7W8t+ewJpxiOIagUGh9vBRf0aFjXdSrbwmlUo6hnuLlqr3Uz7t3n4aCVBWrQusrxNfd0dECHdXjRMocMUKCf3q/QUL1jv+9J5meM0Ad+8gRa6g+Bhyo/mfzripULfKsPk9MSvgnRvREs6qo9tuR7wKjq8iJCsG48ZQNQRAYO16cfS0HM/j4Uc7JxcVWkOyqLnz9W9CqayFhrUUT2LHjPTj/WwiUShlGqvNwWloaI7RK3mU+dO5SH+5tKUW7gYNc4OzML/Wri5ix7WgCIfa5A6ClY2UyAmNFtnv9+pYYqlbAMm1UBxbu4trNrl9bKCwpAhEe5S6awOrer9h2MzVVICKKksi1szNFYHBLHgsm+vRtROfIHjaiqWgCO3Zce5pAiK07ZUPdu0IhQ8zYdqJsG7vY0JL27do7CpLW1kVYRBs6Z2/0qLaiCSxjvHEohBqCpaURgkOphVodRwuW3DYfhni6olEjGwCAr18L0QR27Pj2dJ7ocSLHG0GAbitjYwWiR7U1bFAFLVvVoslvl2710cZNXP7ekdHaMRYzpp3oIIWmrSgfL67dbO1M4B9AjbGGjawxdJi4IIWXdzNaETUopBUsrdhKloag28/E9jm5nMCoGKqtzM2NEBEpzse393CkVQ779nOGaxNxcg6jxrSlI8dVpb6FQIp/+f8ULQy8T/Z/DvWJBFuSJLmO8WoakZXfUX0MeDwoHpkBIJ4giM/eRZ2qRZ7VRyIICf8SdH9H/TbmPT2rAs3D6lSdur4ruLjYYuIHwnOF+/m3YMiURo50F+XYZ8/ty5Dd/XZWb5iaCSNS1jbG+FxHLtnKyhhffdtbcNmdu9SHX4D2PctBg13Qf2BjwfaffNaNIZIy/ZOuqM0hn8wFpVKG2XP70p9lMgI/zO+v36AKXFxtGY6xZSsHjBotfEIOi2jDkCcfNaadXjl0LsyZ149BnJxGDwEhcHtQYWWGumFa4QN7e1PM/LKH4LJ79W6IYSO0EZUR3s3Qsxe3xDEXPv+yJ0O6/dPPewjeEjUxkeO72VphHqVSjrk/Cm+3Fi1rIVqnndp7OCIkjC17rQ+jx7ZD8xba3Z3xEzugsYuNIFuCAObN78+I/M2Z15dTWpoLdeqYY9onWplrx7oWnLLX+jBwsAsG6IyvgMCWoqLPX3/XG5aW2sjfl1/3FBwJNDNX4pvvtL7BxETBGH98cHOvjXAd4tS1uxN8RJD3DyZ3Yshcf/hRJzRoIEw+WSYjMPdHrdQzQVCfhR5BcHKyxOSPO9OfGzayZnzmwwivpuihI0oUGt4abdtxy9hz4fs5fRmL42++6w1zgUEOSysjfPG11sebmxth1uy+gsv26FAXgTqiRP36O2OIp3DyPu2TrjRxB4Cp07vA0VHYYlmhkDEEXmQyAvPm9xe8cHF2tsaESdqd+qbN7EWR/8DgVpzy5P9l/P+mMKjOsjEQlDp11cQSOQAOkiT5E0mS99UvGAYB+OJ/KVVdIAAXAHYcf9OE7MQlXP0/xI8/DUBEFP8Ke+gwV6xcO5yh2mVmpkRiUjBat+En0D/82A+RI90Z19q2c8TO+EBe52pra4KEXUFo2pT5SD+Y3FEQEevQsS5iEwIYamsyGYHN23wFHQOY+EEHfKFD3AHAqYEVdqUEo04dwwTaxESOjVt8WCp5Xj7NsWy5J++2pourLXanhjAIIEApiVVVr+OCt08z/Pr7UMY1Kytj7EoOZqkOVgVBAIuWDEJgMPOohnmLhnD9OhKEkeF2U1ibo8ncGBg7Mttt+oyumDKtix4rLbp1d8K2WH+GapdCIcO22AB00VnE6cPU6V0w9RNmOY0b2yAxOZj3HKypmQJbd/qzorVBIa3U6nWGy27ewh6JSUEMAghQSmJCtnQ15ejCzs4Uu1NDeAm0XE5g2XJPlkpej54NsWGzD4yNDS98HB0tsCslGPWdmITvq296YfxE/gm9T99G2LTVh9G3jYzkiEsMhEcH/gn+8696sBb1zZrbI2FXEEt1sCosLI2wMz4Abu5MwhcV3RZzq6jXcaGNmwMSdgfBzEzbtwmCwOr1IwQRsahod8z9kVmOQ21z7E4N4SXQCoUMq9aOwKAqO3L9BzTG6nVevAsfJydL7E4NYSmhzv6hL6Jj+BfbAwe7YO1Gb4aPNzVVImF3kKDjG9/P6YtRo9sxrrVuUxuxCYG8EWRrG2PEJwaxjgKOm+CBr77txVt2ew9HJOwOYgRnZDICGzb7sJRluTB2gge+/o4ZjKlbzxK7U4N5d5uMjeVYv8kbvfs0Ylz3HN4Uv68cxrvwcXa2xu60UJZP+mnRQEGL7eEjmmL5qmGMdquBQdw08D7Zv4l4UAHWcVX/oI5WZ1S5lgMqAr2gugW/L+Q5AcAgnpB8Asff/hXI5TIsXzUMazd4oWkzNt93crLE4qWDsD02AKambLJUt54lDhyOxIzPusHahkkUCIKK+O5JD2dJ/WrQr78zTp4eDV//FqxtYSMjGULDWuPEqRh06ebEsiUIAl990wuJycH0eWBd2Ncyxdff9sLeA+Gw53jB0crKGLtSQvDD/H6o48gmwa1a18KWHX74afEgTsfk3rYOTpyKQfTotqyjCHI5Ac9hTXD0ZDR9jq4qomPaIuNIJHr1acgiYxYWRvjwo044ciKaJdEMUFHQdRu9sXzVMLhwkKlGztb4dflQbN7ux5hQNGjQ0BqHjkVh6vQurImNIIDuPRog/VAkxk/k9ifWXVqg1e+TYdO9FSBjthuhVMB+cAe0/O0jmDfjbrc58/qpSQ57UnaobYbv5/ZFyt5QTrJka2uC1H1hmDWnDxwc2O3q7l4bsQkBmP1DP85269CxLk6ejkFElBuLSCoUMnj5NMPJUzEYPISbLE2Y1AH7MyLQvYcTq92srIwxdXoXZByNYkk0A9Q2/ubtvvjlt6Fo1Ij9dxdXWyxfPQxr1ntxvvzj4mKLIyei8eFHnVjHlggC6N23IQ4eicJIPUcFvH2b4+jJaAz1dIWsyqRuYqJAzJh2OP7nKBb5BCgysvDnQdi83RctW7Hfd3B0tMAP8/sjMTmYtWgAAPtaZth7IBxffduLc/HS3sMRu1KC8eXXvTjbrWt3J5w8HYPQsNYwMmL2OaVSBj//FjhxKgZ9+zlz3vvH07ogbX8YOndhR8BtbEzw6czuSD8UyYg+amBqqsSOuAAsWjII9Z3Yf2/azA5rN3jhtxWejMWeBs2a2+PYH6MwYVIHmJkz200mIzBgoDMOHx+plywFhbTC4eMjMXBQY9aC28xMiXETPXDsj1GMnQoN5HIZfv19KNZt8kYzjh2nevUt8dPigYhLDGQsGjSo42iB9EORmPlFD9YiHqBkuVP3hurdmejdpxFOnIpBQGBL1gLAyEiG4JBWOHEqhhVg0GDmFz2QlBoCjw5sH29nZ4ovv+6JfQcjUIvDF1hYGCEhKQg//tSfkwS3aFkLm7f5YvGSQZyBjNZtauP4n6Mwemw7mJoy/ahMRmDIUFccORENX3/u7LGRI92RcTQKffo1Yv2+hYUSH0zuiCMnR8HVlX3EQ6GQYfW6EVi5Zjjn3xs2tMKSX4dg604/Se9y/Bfw7s88v5/QyczWQY9OiD78DcBGTCIKzvLfhxyH6uMaawDM1CXQ6ofzGYAJ1U1qTRDEOQ8PD49z597NEZ1jRx9idHSKXhEFSysj/L5iGKeDIEkSixeewrw5J/XKdLdoWQvbYv1ZkWOAUmIaNzoV+/bc1Vu/gKCWWL5qGCd5v3rlJSJCd+HB/RxOW2NjOebM64eJH3C/vLpt6xV8MuWA3tzH9epZYssOP84t57KySnwy9YBBAYg+fRth41ZfTrKQqZby1ZdHViYjMGVaF3w3uw+nYz944D7GjU7FG7V4SlXY2Jpg1Zrh8BzOfpGEJEnMm3sSixb8qTcPrZt7bWyL9WdsQWtQkV+MB/N3IO+cfgEIu4Ht0ehjf8iM2I79wvnniArbhcePufM2m5oqsGDRQFYkS4P1ay/g808P6U0l1rChFbbu9GccV9GgpKQCH3+4Dzu3X+OwpDBwsAvWb/LmJO8PHuQgIiQRV69wK4DJ5QQ+/bw7vviqJycJ3Jt2BxPGpelVSrSzN8XaDV4YOIh9tlylIjHrm6P4dal+1br2Ho7YHuvPihwDlNhKdGQSjh97zGkLAKNGt8XipYM5yfuZ01mIjkjC06fcinvm5kos/mUwwvW8E7D8t7/x3ddH9abta+xig+2x/mjdhr2oKioqxwcT9jJUTqti2IgmWLPei5O837nzBuHBibh1k1u4Q6mU4ctvemH6jK6c7bY78SYmf7BXb357h9pm2LjFB716N2L9raJCha8+P4yVy8/qzR/cuUt9bN3hB0cOkvfyRSEiw3brFfkhCOpYz48/DeA8m37yxGOMikzWq7hnYWmEZb97cu5mkSSJX34+gznfH9crEtSsuT12xPmjaTM2Oc/PL8WEMWlIS9XvK3z9mmPFmuEwN2dHqG9cf4XwkF16peGNjOSYNacPPvyoE2e77dxxFdM+StcrWlK3rgU2b/PlDNCUl1fis08yDIqW9OzVAJu3+XGS96zMPESE7sb5c9w5r2UyApM/7oTv5/blXHQdOfwQo6OTkf2a28dbWRtj5erhkl5q5UKHDh1w/vz58/92FJYgiHNWaOTRXT7rnf7un5WzkIdH1b4/9floG5IkxWceYP9WIIAvAAwQSZyhPvO8ANXkle8FedZAZyUBaI9wzNQTkRb72++MPB87+hD+3nG8ymkEAazf5MNyrt9/ewyLF57iLcfBwQwZx0YyoqhFReXw8tyBv//iTwjfr78z4ncHMY5eXL/2CoMHbEVeLr9c8+y5fTH1E2ZkZMO6i5gyeT+vramZAnv2hzO28CsrVRgZnoTUlNsGLCm0au2A9EMRsLbWErFnT/MxsO8WQaIfY8a1x8+/DGZMDOn77yE0MIFXgEEmI7B1hx/LuX7+aQZD8lsf6ta1wKFjI+Gks+VcWVSKW5+uRvE9/naz7twcrt9FgZBr2+3SxecYOmgbCgv4c9j+tHgga+Gz/Le/8fmnh3htzS2USM+IpF/UBCgSExqUyJC91of2Ho7Ykx5OvzQHAI8f5WJg3y14/ryA137yx50wb8EAxrXU5FuICk/iVbxTKGSITQxkbOGTJImpH6ULknZv2NAKGUdHMohYTk4Jhg7cJkj218e3OTZu9WFM6H+dycIIzx2CctAuW+7JOirw88JTmPXtMV5ba2tjHDgciZattMfBysoqEegbh6NHHhmwpNC5S32k7gtlLLbv33+LgX224PVrfpXFGTO749tZzC38+NjrGDMqhdfWyEiOXSnBjC18kiQxcdwehly5Pri42iLjSBSDiGW/LsKg/lsFCTuFhLXG6nUjGL7i5InH8B0RK0hkZ/X6EQgNa8O49sOcE1gw7w9eW3t7Uxw8GoUmTbRBkuLicvgMjxWk7Nmrd0PsSglm7JTduvkag/ptRU4Ov1jLN7N649OZ3RnXtmy6hA8n7uO1NTGRI3VvGINAq1QkRo9Mxq5E/sywLVrWQvqhSEZk/sXzAgzsuwWPHvErskbHtMWvvw9ltNuhjAcI8ovXG5TSgCCAzdt84eNXfe20GvIsDO+KPKsjxjPVKoP6vrMK1IuCtlXJ9bsiz+/LsQ0AjBzPGlWaoHdBnN8liorKMSoqWZDkMEkCk8bvwQsd0vDHyceCiDMAvHpVhAlj0hjX5v9wUhBxBqgV+LJf/tKpD4nR0SmCiDMAfPv1UVy+9IL+fP/+W0yfki7ItrioAtERSQwntnH9JUHEGaBI/jdfHmFcm/LRfsFqeevWXMBeHYnfvLxSjBmVIki5TKUiMXZ0Kt680UYuDh64L4g4A8CzZwX4cNJexrWsjemCiDNAyXm/TNH2kcpKFUZFJQsizgDw+aeHGBK/N2+8xhef8RNnACgsoPq3LlFd+ftZQcQZoKLjs79jkr3Jk/YKIs4A8Nuvf+NQxgP6c3Z2McaNSRMkFV1RocLo6GRa2hsA0lJuCyLOAKXKOPVj5sLw6y8OCyLOAJCcdIuxo1JeXolRkcmCxRumfZyOhw9z6M8XLzwXRJwBIDe3FKOjUxhqab8sOSOIOAMUya9K9iaMSRNEnAFg0YI/8efJJ/Tn588K8MGEPYJsy8qo56QrbhIfe10QcQaA+/feYsZ0psDYZzMyBCuixu64hp07tDsqJSUVGBWZLFidcvLEfXiapd1VOHMqUxBxBqj+PX4008cvXHBKEHEGgBPHH2PJ4tP0Z5IkMTYmVRBxBoA5s44zIryPH+Vi6kfCfHxJSSWiI5NRXq59Tls2XRZEnAHKL305k+mXpk85IIg4A8CmDZdoaW8AKCgow+joZF7iDFBz8/gxaXj9Slj//q+AxLvP8/z+hFdppcEJVYmzjiq1Bi7Qn9ZOs9UjbELXg/eKPP8XsCvhht7tIC6UlFRg86bL9OdVy8VFvk+fysSli9QRheLicmw0cNyBC2tXnaedyckTjwUTAQ3WrNK+wLp+zQVRsrlPnuRh3x6KwJIkiVUrxN177I5reKuWur1//y3S9wkjcBrolhe745rgRQMAFBWWY/vWK5y/JQRHDj3ErZuU1G1lUSmyD4qzf5V6GqRaHjDj4AO9269cUKlIRrutWXVelGzu3TtvcPjQA/q3Vq8UV/etW66goIDapr9547VgAqeBbnnbNl9GkZ6tYy7k5pQibud1+rPYdtu35y5NYLOzixm/JQSrV56nCezetDvIzBQujV5RocJ6na1u3TYUgmtXX+HPPygCW15eibUi7Tesv0gT2Avnn+PM6SxR9rrttmnjJVHqkK9fFzFIl9h2S0m6hWfqYzEvnhdgt0ACR5en45eTdt/Ue1SDC2Vlldi0UeuXV4qs+9m/n9IS1aWlFdiwTv9xBy6sX3ORJrCn/8zEpYsveCyY0G23DesuCgoMafD0aT7SUnR9vDg+khB3HdnqBdrjR7nYk6b/mAoXdOseH3sdb98Il0YvLq7A1s2X+b9Yg38U6gwa+q5PIEkyiOPPA8FUoz4I/WehAwGc58jOIQo15FkkDJ3V1Wuz/iIAaitRaOSVYb+RGuCpybeR81a4cwCArKx8ZByk+tSmDeIdRdzOaygqKkdlpQpbJDgaDdn/68xT3LzxWpRtcXEF4mOpiNDWzVdEEUAAOHrkER48yAEAbN4ood3UdX+alY+D6eKIO1Um9bzeHr8MVTH3mU99KH2ajYIrFIHdLKHPbd92BWVllSgrq8TO7cIieLrYtJ4q8/ixR3j4UFgkSIOC/DLsTqTO2Ep57vv33qWJ0CZJ7XYRALXgMnROmQskCXpCjY+9Jlpq+vq1V/TOkGbcisHmTZehUpEoLCxDfKw44g5QuzsAteB69kxYtF+Dt29KaCK0eZP4556SfBvZ6ncJpPRZTZ+7cf2V4N01DSoqVNiujlTv2HZVUPRRF+fPPcOVyxTprE7d374tQUrSLZ5vc9ir++zetLuigjMA8Px5Ab0zJGW8JMbfQH5+KUiSlNTuG9V1P3/uud53GvShtLSSjvpv23pF0A6TLk6eeIK7d6kdBilzs9hg1H8B7/ELgzbgzqhGQ320415VJUH1e3EHAbioUxtr/h0kCOIgqHfmaPKsFthbUJWIq48G24FKWVct/G++bvp/iHv3hEcANXj8OA/l5ZV4+DBXVORWg/vqMqWUrWsvdBtTF8XFFXj2rAA21saiVvVVy753T3zZuvb370qzf3D/LRo3thEVudUtmyRJPHjwVjRx19gDQMlT7pet+FCSlQ3Ltq6S2j0/rwyvXxVBpSKRny+OuAPa9pLy3ADg/r0c9e+ItydJ4OGDHDjWtaCfoZSypdgC2nuWfO/336Jzl/q4J6HPvskuRk5OCbJfF4km7oDOeJM4Xu7fV9tL8BUVFSo8eZwLCwul4ONVXGVL8VPAu/GTbu51JLX706f5KCmpwJPHuaIit7plA9X3k1LqXlpaiadZ+XCsa6H3BXiDZd+tZp+rRt01dk2a2OG+hGf34P5bqFSkaFXH9xnv2TGLz0BpdLio/4EgiHugREvukyQ5s4pJBiiSnVPl+iHd3+BC1SO+JEkGEQSxQE287dS/e54kSXFKPHpQQ55FQuzKWNdOsm2lqnplqwm71JdDVZUqyWVrFgtkNe2rW74Ue42N5LLVxy4g0R6q6rV7ZaVKEumnbKv73KtZdxUJkpRmX92yVe+oz0nt86pK6b6i+uOtun2OrEafq35/r569ut0l3kDlO/CT/6a9SjznZ5YtdX6ppp/Vzo/ibUlSMy/+75Dn9wnqCLCY788EUJVQQ+rLihzk/J2h5tiGSDhx5Cvlg0NtMxgbKyTZAqCzNjhxpNH6v7ZXKGSo42gBG1sTznymfNCIHHClAPtn7cU/eycnKxAEIblspwZUTmIjB3ZuYiEwqm0DQFrdjY3lqOVgBofaZoxsK0Khybf8b/ZZmYyQZP+uxotQhbuqqE6fNTdXwsbWBI51LQQr5L2rsnXtnSTee/36ljAxUYiW9maWLW28OFVjrDPs64u/d1s7yj/Wq2cpWtqbUfa/4ONlMgKOdS1gZWUES0tx0t4A0KDhu5qfpLWbxldJafd69Sw50939V0ECUBHkO/33PkWy3yf87/Safwih4W34v1QFmvytdetZClJuqoqwCKpMH7/mrKTzfLC1M6FVvjS/IwYjvJrCysoYSqUcwaGt+A2qIDySKrNX74ainatcTtBKfVLq3t7DkVbfkmIfqrZxcbFFV458pnwIV9vb9nEHoRBHYBW2lrDyaKr+HX41y6rwD2wJU1MlTE2VesUIDCFM3c8HDHKBQ212LlZDMDKSwz+ASs8oZbx07+FE58kOldBumrq3bFVLlEwyba8uMyiklWgC27ChFS3VLKXPhYS1hkIhg7W1CYaPYOca54OmzKHDmrAEmPhgZqaEt1pSW0rd+w9sTKf5k9Jnw9Q2Hh0c0ZxDmIQPmr4mpc81bWZH56WXcu9h4W1AEARq1zHHwMF6d5b1QiNt7uXdDObm4oIUVtbG8BzehKpHpPi6DxveBHZ2ppDLZQgWoM5XFZrn1a27E5ydxS18ZDICwSHSfbybe21arVdanxNfZg1qANSQZ9GIiHIXFYGVyQjEjG1Hfx43gV+qVxctWtZCz16UHLaNjQmCQ8U5t6iR7nTu1qHDmogmsGN16jt2vLi629qZwD+QIlFyuQyjx7UTZT/Cqxnq1aeiCe5t64gmsLrPemR0W1ERWIVChlE6OXfFtlt7D0d06EjJKittLGDbS5xjd/DsRBNub99mqF3bsKR5Vei2ldi613E0h5cPlePayEiuV3RFH/wCWtA5dzt3qSeawOrWPWZ0O1EE1thYjqhoStKeIAjR996tuxPauFFiI/WdrEQT2Jix7elIVmBwK9hwqMsZwphx7en/HidA1lsXDRpY0QtlMzMloka6i7IPCWtN51Xv3aeRaAI7bry27qPHtRcVgTU3V9JEhiAI0b6m3wBnOleyi4stBg0RR2DHjGtP5wsODW8NcwvhPp4gqrSbyD7XpKkd+vSlclxbWRmLXjBGRLrRQimDBruIJrC6Pn6cyOduZW2MIDX5lctlGDNOnP3QYa505LhlKwf07MWtmKgPY8d70O0WOdJNlGqgTEZg1Ji2/F/8T+HdvixIvTBYE3vmQg15FglbWxMsWTZE8Pdnze4DFxft+fThXk1pZ8MHE1MFfl85jJEE/rvv+6Axh7Q0F1q1dsCnn2sT4CsUMqxYM4wl96oPY8a1R6/eDenP7m3r4JNPuwmyJQhg+UqmwuEHkztxqg5yoW5dC/z4E1Ms45ffhsDKWlg0bYinKyMCVbuOORb+rDenOgvzFvRnbKEGBLWEt48wRSpzCyWWLfdktJvTWE/6GAYfzJrUQ50greCEsbECy1cPE0wiP/yI+Zy7dK2PDyZzq0VWhVxOYPmq4YyFxrRPuqJde2EEuGFDK8z5oR/9mSAI/LbCkyWvrA8+vs3pBRdAbelWFU0xhEVLBsNBZ6ERHukmmEhZWxvjl9+GMq79+NMAODqy1eu40KlzPcZzNjNT4vcVnoJJ5IyZ3RkS3737NMJonYW3ISiVMqxYM5yxBf3ZFz04JcG54OJqyxA5IQiqH5gI3OkKDm2NYToLDVdXW3z3fR9BtgCwdNlQhjJlzJh2NKHkg52dKRYvHcy4tvDnQahVS9iOSa/eDRnk19raBL/+5inIFgC+/q43QyVwyFBXwRFNExM5Vqwaxnhh7etve8O1ibB3mpq3sMfnX/WkP8vlVD8QGigYOcqdsRvaqrUDZn7ZQ5AtQQC/r/BkKBxO+KCD4CBHnTrmWLCIqZBctR8YwoBBjRE5UhuUsK9lhp9/GWzAgom58/qhUSMbwd+vQQ10UUOeJSAsvA1WrDZMQgkC+H5OX0yZ3qXKdQIrVg9HRJThSKStrQl2pwSzyGYtBzPs2R9Ob1XpQ4eOdZGyJ5Sh0AcAffo6Y2dCICx4zraNn+iBRUsGsaRbv/2+N2ZUUaSqChMTBTZt9cVwLybZNDNTIiEpGL37NNRjScHF1RZp6eGsc5ctWzkgdW8YL5nx9mmGzdt8WZK7MWPaYcmvQwySUJmMwPyFA1gKfTIZgXWbvDmleHVRq5YZUvaEMRT6AEBpb4VmC8bBpIHhdrNo7Yym80ZDbspcJAwe4optO/1hZmaYzEyZ1gU/zO/Puj5vwQB8NKWzQVszcyW27fRnKPQBgIWFEXanhPBOis1b2CMtPZwlldy2nSOS00J5yUxgcCus3ejFevN90ocd8eNPAwy+Ea9QyLB02RCWQp9CIcOW7X7w4pHidXS0QOq+MPqYjwYNGlpjz4Fw3gVr7z4NkZgczFgsAoCXT3Ns3OLLGxH79PPu+Oa7XoxrBEFg8dLBvJFMC0sjxCYGMhT6AGqnKnVvGDw61DVo38bNAWn7wmBfpX06da6HXcnBvNHzyJFuWLF6GMtXTJvRFbNm9zG4eNCQ/pAqxwWMjOTYER+AwUMNi5E5OVliT3oYQ6EPoKLPe9LD0LCh4Z22gYNdsDMhgKHQB1BHdlatG2GQhBIEpdA347NuVa5TC8aqfbEqrG2MkZgczJK4trc3xZ794XBzZ8ut66K9hyNS94YxFPoAoEfPhojfHQRLK8M+fsz49li6bCir3b78uicvgTY2lmPdRm+WQp+JiQLxuwN5jyc6N7bB3gPhLPLarLk90vaHoS6H3Louho9oiq07/KBUMtsncqQ7li335JRb10AmI/DDj/0wmccf/ldBvuN/NeBGDXmWiIgod2yPC+B0cE2a2mHNei9Mm9GV5ZgAamJYtnwoZs3ugzqOzO14mZxAn76NkJYehh49uUmmUwMrpOwNRWh4a9akbG6uxKjR7bA7NQS163Bv9Q8a7ILkPaHo2s0JRJUeUN/JEvMXDsDCnwdxvkhBEAS++a4Xli33RKMq24MEAXh0qIuEpCC952xtbU0QmxiISR92hFUV525kJIeffwvs3R+Gpk2500G293BE2v4wDBriwnKQ9vam+Ozz7li/2ZtFYjQYM649tu7wR6vW7Ihc8xb22LjFBx9M7sRpa2yswOp1I/DVNz3h4MAkGnI5gQEDG2PvgXC90XXjunZoumAsbPu2BaFktpvM1BgOXl3RZHY0FFbc7TZsRFMkpYWiU+d6LELSoKEVfv5lMGb/0JeTZMpkBOb+2A+Llw5mvQhHENTxiqTUEEb0UBf2tcyQkBSIsePbw6LKlraxsRxBwa2Qui+MPqtcFV261sfeA+HoP6Axa/Hi4GCGr77thVVrh7NIjAYfftQJGzb7cB4laNW6FrZs98Pose05LKlF24Yt3vh0ZjfY2TNfZFMoZBgy1BV7D4ShXXtHTvumTe2wLz0cvv7NWWTKysoIH3zUEXG7gvRGzPwCWiAhKQgeHRxZ7ebc2Aa/rfDE19/24vQVcrkMC38ehB8XDqCPMGkgkxHo1t0JKXtDMXAQd3S9dh1zJKWFYNTotqzov4mpAmERbZC8J1TvC4I9ezXEnvQw9O7TiNWvHB3NMWtOHyxb7skiMQDlK6Z/2g2r149AE45Iqpt7beyID0BEJHcgwcLCCNt2+mHqJ11ZBF6plGG4V1PsPRCB1m24SWbLVg7Ykx6OEd5NWYEOGxtjfDytC7bt9IOlJfduVlh4G8QmBHAeO3JtYotVa0fg05ndOdtNqZTjl9+GYvYPfVmLSZmMQK/eDbFnfzh69eaOrterb4mUvaGIiGrDes/FzEyJkaPckZQWwvptDfr1d0bqvjB079GA1W5161lg3vz+WLxkMCfJJAgCX37dEytWD0PjxjZV/kb54PjdQfT7KFVhbW2CHfEBmPxxJ1hX2Sk0MpLBx68Z9qaHM6L1unBvWwd7D4Rj6DBXVv3s7Ewx47Nu2LTNhxHx1kV0TFtsj/XnDDA1bWaHdRu98dHULhyW/32QePd5nmsINDcIqenL/msgCOKch4eHx7lz4tSfuECSJBYvPIXZ3x03+L2JH3TA/IUDWc6roKAMIyOSkHFAv/K4iYkcazd40y/w6OLG9VcI8IlDZmY+hyUFF1dbJCYHw9WVPWlt33YFkyfuMygk4OPbHGs2eLHIeXl5JaZM3o+tm6/osaQc7E+LB2HCJHZ2mazMPAT6xePaVf3J9GvVMkPcrkB07MQmoYcPPUBk2G4UGMhd3K27E3bEB8DOjkmUSJLE3NknsHD+n3ptAWDq9C74fm5f1qSYm1uCiJBdBoU3TM2oqPtQzyasvxXdfYo732xAxVv94hUmDWujyZxRMK7DbreN6y9i2sfpBnOFB4e2xvJVw1gkr7S0ApPG70VCnH7hDbmcwNJlQzkjZo8e5SDAJ54h+10Vjo4WSEgKYkXdAWDf3rsYFZWE4iL9uYv79G2ErTv9WLslJEni26+O4pclZ/TaAsDML3vgy697strtzZtihAYmGpQ8trA0wtYdfug/oDHrb2f/fopg/wSDUtVt3ByQsDuYRXABYOXys5g5I8NgCreoaHf88ttQFlkoLi7HuJhUpCTrF1dSKmX4beUw+kVJXdy79xb+3rF4cD9Hr72TkyUSk4PRshWbbCTvvomxMakG1QIHDnbB5m2+sLBgkhmVisTMGRm8aoGzZvfBdI7jYK9eFiLIP4EhH10V1jbG2BEXQL8XootTfzxBSGCiQanq9h6OiN8VxBloWLr4NL79+qjBuo+d4IGFiweyAg2FhWUYFZVsUBXV2FiO1eu84BfADjTcuvka/t5xBvNlOztbIzElhDPQELfzGiaN32Mw5/QIr6ZYt4kdaKioUGHax+kGRUcIgtrN+vAjdqDh2dN8BPnH4/Kll3rt7e1NEZsYiM5d6rP+duzoQ4SH7EJ+nn4f37lLfcQmBLB2S0iSxIIf/8C8OSf12gLA5I87Ye6P/d9JfucOHTrg/Pnz56WmU3tXIAjinDkaerRXfPNOf/dCxRwU4vG/fn/vG2oizxLw+69/8xJnAFi5/By++fII41pFhQqRYbsNEmcAKCmpRHRkEg5lPGBcf/woF16eOw0SZ4BKPO8zbAdevmDKzCbvvomJY/fwKnAlJ93CuJhURm5okiQx7eN0g8SZ+h7w6fSD2FJFrSonpwS+XrEGiTNASfX6ecXS8tYanDmViZCABIPEGQBO/ZmJYP8ElsjEop9O8RJnAFj68xnMnX2Cca2srBJhQYm8inXFRRWICNmFkyeY3yt5+hq3v1xnkDgDQMnjl7jzxTpU5DHbLXbHNXz84X5ekZ24ndfw4cS9rHb7YIJh4gxQ+Vo/+mAf4nZeY1zPfl0E72E7DRJngFI68xm+kxa70OD4sUeIDN1lkDgDwLGjjxAevIuWGtZgzvcneIkzACyY9wd+XnSaca2kpAJBfvEGiTNAqSKGBibgrzNMSeqbN17D1yvWIHEGgKtXXsFnxE4WUdu04RI++8QwcQaALZsuY/qUdMY1lYrkJc4AUF6uwsSxaSxluxfPC+DtucMgcQaAzMx8eA/biSePmUqSBw/cx6ioZF6Z7YwD9xEVvpvlU776/LAgme1Z3x7D78v+ZlwrLCxDgG+cQeIMUHLsgX7xuHjhOeP65Usv4O8bZ5A4A5QMub9PLC0nr8HK5Wd5iTMArF11Hl98dohxrbJShehIw8QZoMRJYkYmI30/83uZT/Lg5bmTV2jm4cNceHvuoNU4NdiTehvjRqfyirWkpd7B6JEprPzKn04/yKvWR5LAF58dwvq1FxjX8/JK4esVa5A4A0B2djH8vGNx/RpzLjj791ME+cUbJM4A8NeZLAT6xdNy8hr88vMZXuIMAL/9+jdmf3eM93v/RbzHCoP/U6ghzyLx4nkBvvvmqODvL/vlL4aDSIy/gcNVCLE+VFaSmDp5P538H6AmmpcvCw1YafH4cR5+nKd1JKWlFZg25YDAmlMEer/OBHDmVBYtOS0En32Sgby8Uvrzr0vO4NZNYWp7ubml+GLmYfozSZKYPvUA70SuwV9nshgTwJPHufihCiE2hIXz/2QolW3fegUnTzwRZFtersLUj9IZBDZr7T5U5glT7yp9mo1nO4/SnwsLyzBjuvB2i91xDcePPaI/Hz3ySJTU8yfTDqCoSDspLVzwJy8B0yA7uxjffKFdMGoWXEJV104cf4wd27Ry4nfuvMGiBfwLHg3mzDqOTB3SsWHdRcFSzyUllfhk6gFGu33+2SHk5ZYasNLi1s1s/Lr0L/pzbm4JZs7IEFhzSlr7zGkteU/fd5eXOGtAksC0KekoK9OOjx9/OClY6e/Fi0J8rxMQqKxUYdpH/Is1DQ4dfIBdCTfoz9euvmQRYkP47uujeKXj11avOI+LF14Isi0qLMen0w8yrn32yUEUFpTrsWDi8qWXWLn8LP359asiVtDDEFYuP4fLl7R1Tdp1i5bL5oNKRWLaR+mMhcec74/j+XNh0upZWfmYN1fr48vKKjH143TBQjV70u5gb9od+vPZv59i3ZoLBiyY+OKzQ3j7VrtAWfbLX7hx/bUBCy3y88rw+afM8fHJ1AMoKRHm48+dfcao69OsfMyexR/U0uDnRad5AwI1qIE+1JBnkdi86bJo+dW1OgN87erzomwfPcpFxkGKbL98UYjk3TdF2cduv0oT2OTdt/D6lTj5VV3ntEZk3QsLy7FzO0WESksrsGmj4WhGVRw6eJ+OYv51OgtXLhuOZlTF2tXnaSK0Yf0l0QpWG9RRFZIkRbfb7VvZOHGcij6XvcpBzukbPBZMZB84B1UpNfknxN1Abo4wAqfB2lU6fW6VuLrn5pTSRKiwsAxbtxjeaaiKvXvuICuTIm3Hjj7CndviZHN12229iIkcoMjIxg0XAUhrt0sXX9Bk++7dN4IXuhps3niJJrA7tl1lLEKEQLe+a1aLu/dXL4vo6HNubglid1zjsWAiaddNmsAeSL+Px4/FSWyvY/g5cXUvK6vE5k3UwryyUsWKaPLhzOksXLlMEdhrV1/izz8M7zRUxfo1F+kgxdbNlwUv0jVYVw0fn5mZh/R9dwFQuzy6ixAhiI+9TkfY01Ju48VzYcEVDXT9uti6FxdXYMc2yj+Ul1di4/qLouyPHnmEO7cpAnvu7DNcOP+cx4KJdWsu0H5944aLvDuqXPb/a1C943814EYNeRYJMRE8DRJiqUns8aNcRmRJbJnJSbdEE/eCgnLs30s55niebXsuHEy/hzdvilFWVonk3bf4DapAU/djRx/h1UtxxJ0kQU8kcRKe+62b2TTh1rSBGGjqfvtWNu82pCH7t8eviJboriwoRt652+rfEV/3tNTbKCwsQ0FBGfbuucNvUAWaumccuC848qpBZSWJ3btuMn5HDC5eeIG7d6lFU0K8eHtNmZcuvhBN3HXtxZIYgFrgaqL+Uu59d+JNlJdXIju7mPdoFxc0Y3zf3rsoLBRH3MvKKulIt5S6n/ozE08e54IkSUn2Gpu/zzzFo0e5PN9mIyHuBuP/xSAzM48+2iPFT8bHXgdJknialY8/TgrboapqDwCpKbdFE/eionJ6jEt57kcOPcSrl4WoqFBhV4K44IxumSeOPxZN3AEgIf6G+nfE+7l7d9/SR3Yk9TkJbf0+g8qQ8a7/VwMu1JBnkRC6naaLnJxSlJRU4Nkz8bYAdVREatkMewnlkyS1jflWTaCllv1CYt01dZZsTz878U79+fMCkCQp+blr7MrfGD6frg9l2Xnq3xFf98pKEtmvi/H6dZHgrXddaPqqlLIB0JOo5Gf3LB8qFSlpMq5u2Zq+Vt3xKqXPlpVVIudtCV6+qOZ4eSat3ejx8kxan33xohDFxRWM41piy5b63J9X008+fya93xQUlKGwsLzavkJyn61G3QHg5ctC5OaWst4TEYLnz97R/CTR12jnCPH2r18ViY5W16AGACBO67kGggVGqkKhkIlSuGPYqsuUXLY6jRRXOimh5Ssk28oZ/y8Wyndkr1TKUGL43SH9tiKltWl7deYEgiPlnxDIFAp1PaTZK5Uy0UdVNDAyql6fU1azzxop5SAIatyIndy0ZUtsN/U4NZLa5xXV7LNGcroOom3p8VLNdpNcvqzafUbT96TaV7vPSh3v1br36vnoavd5pVx63Y2q5yc1GWaqW76UPi+TEe8k48b7hJqX/P4Z1ESeRaIVRzonPjRrbg+FQgYXVxsYG4t3MJoypZQNgM5pzJXbmA9W1saoV88StrYmvInrOctWK5y1Eqh0xrKvRt1lMgLNm1O5RLnScAkpmyAING1mZzDpvj60bE2VaeIsTp5aA42dlLrb1zKFQ21z1HG0YOU2FoKW1exz1bFXKmVo0tQOBEFIandN2S1a2IuSiNbaa/pcNcebhD5fr54lrK2N4eRkxStyYbBsqXWvRruZmCjg3NgGSqUcTfTkaRdSdotq9jkp44Wyo55dSwl9zsXVFsbG1P1XzcsspmypflLja6SMFwsLJZwaWMHS0oiVA14IquOjKTvpfY4gQPt4Kc+uZata/3PkuQb/DGrIs0iMGt1OtE3MGMrG2tqEIT0svEwq767n8CYsURU+uDaxpRPxS6l7eEQbmJgoIJMRiB5tWDGLCzFq4Yq27RzR3oNbhEIfLK2M6OcVNdJdsDy1BkOHudJ5d2PGiK+75nk51DbnVairCoIAokdRZdr2bAO5pTgCa+rsCPMWDQBAsESzLqJHtYVCIYNCIUPUSHfR9jHqe+/Srb5giWcN7OxN4aWWMh8Z01Y0gfXyaU7nb5XSZ0ep27q+kxWvQl1VKBQyREZRz8s/sAWvEmdVdOhYl5bYHqUe92IwakxbEAQBExMFZ95mXnv18+rTtxGvKmJV1K1rgSGerurfET9eAoJa0jm6R0u4d42fdHW1FSzNrYGxsRyh6ucVGs4WFuFDr94NadGOGCk+Xm1jaWmMoBBu8RCD9up7HzTEFfU5coUbgrOzNa3oJ2W8hEa4wcxMCYKQ5uM1ZbZuU5szb7MhmJsrabGViCg30dHngYNd0LARJdYVM4ZbJMkQpDyv9xskVMS7/VejM8iNGvIsEl4+zUStzq2sjRGuo6A18YOOosjEoCEutFNXKuW8Ur1VMenDjvTKukPHuqKcm0IhY5QXM7qdqEmpRctaDJlWfcp9+jAqph2tIlW3nqXohcekD7US2/6BLVFHj+IiF+zsTBEcqpUM1v0tIfDybkY7dZmREg7DxSla1fbrQYt99OjZgFPlTB+MjOQMtb0x49uLOjLUrn0ddOtBSQYTBCG63caMa0+L6zg722C4HtVCfZj0gTYXf0hYa5bYjSE4OlrAP0DbT8TWPSCoJa3aZmlpTC+AhEK3vIGDXNCsObeKGhdMzRQYFdOO/jx+YgdROx5duznRUtwyGcGSmOfD+Ekd6G3/5i1qYcAgtmCMPhAEGKJI4VFuoiLnDRtaYbiXtp98MFlc3cMi2sBevcNia2vC8LlCoFvesBFN4VxFPdUQLCyNEDlSW96ESR1ERTP79Xemo+UKhQzjJ4rTopjwgdbHt2vviB49Gwi2lcsJjNfx8dGj2EqUhtCkqR0GDdaqW4ptt6hod1hZUSqEteuY61Ut1Addv+zr3xz16gnfHbWxNUFoeGv+L/6HQCkMvtt/NdSZGzXkWSSMjOTYHucvKCJlZCTHlu1+sNWRlm3v4Yj5CwcKKsu5sQ1WrBrOuDZ9Rjc6OsSHgKCWGDte6xgJgsCGzd6Cj18sWz6UIaFat54l1m7wEhQBtrMzxbadfoxJJDi0FcaMExYd6NGzAb6Z1ZtxbfHSwZySq1z44uue6NPXmf5saqrEtlh/mJrxk38TEzm2xfoxFNO6dnfC93P6Ciq7WXN7/PK7J+Na3YgBsGwnrN3sB3eA/WDtBEoQBDZt82VJgnNBJiOwau0ImrgDFIFdsXq4oEVb7drm2LTNj6HSN3KUO8IjhUVB+w1wxswvejCuLVvuiabNhG3jz/mhH7p0c6I/W1oaY+tOP5iY8JN/M3OqjXVVMfv1d8bnX/UwYKVFGzcHLFoyiHHtu9l90L2Hkx4LJsaMb4/AYC1xl8kIbNvJHP/6IJcTWLfBmyG33Ky5PX79faigsuvVs8D6Td6MaxMmdRC84Bw6zBVTpjEXeCtXD4dzFXlmfViwaCBD3tzOzhSbt/kJiiRaWhlhe1wA47yu5/CmrProQ3sPR8xbMIBxbe6P/dChY11B9h9N6YzhXtqdJYVChm2x/rCy5pbt1oVSKcOmrb4MpTs39zpY+PMgA1ZaNGxkjVVrRzDrM7Wz4AWnr19z1sJ+7QYvODkJi14vXTYULVpqd5bqOFpgwyZvQT7exsYE23b6MdQV/QJacCrLcqFrNyd8P7cv49rCnwfBzZ1bbr0qPv28O0OW3thYge1xATC34Cf/xsZybN3BVjOtQQ2EooY8S0Dbdo5Iz4hA8xb6o0oNGlghKS2EEXnVYNKHHbF81TBY2+h3zn36NsLBw5Es2ViFQoZtO/0xemw7vQ5OqZRh8sedsHaDFysC0qChNQ4eiTIYgbavZYqNW3wQEcXe7vfyaY7YxEA4Ouon4O5ta+PgkUgG8QYoErh46WDM/LIHS/Zb+x1KYjoxOZj1HRsbE+w9EIGhw/STUAsLJRYsGogvvurJ+lvnLvWxNz0Crk3Y0tcaODe2Qeq+cPToyZb7nTajK5b8OsRgRG3AoMZIz4igo2AayJQKNJkdTZFiPVEpQiGHY3AfNJrqz5KYdnGxxcGjUQaPvtSuY47tsf4ICGITpqCQVti20x8OtfUTcI8OdXHwaBQaVyFMBEHg95XDMO2Trnoj2DIZgahod8QmBLK+Y1/LDOkZkeg/UH8k09LKCEuXDcGU6WzC1LNXQ6TuDTMYDWzS1A5708PRqTNb0v2Lr3pi/sIBsDAwqXoOb4I96RGsydTERIHE5GAEh7bWu/gwMVHg86964Oelg1nt1rxFLWQcjTJICOrWtUDcriCM4DgaFDnSHRs2+8C+lv7oe5eu9XHwSBScquyIyWQE1m7wwocfddJLYuVyAmPGtcfWHf6sKHcdRwscOBSJ3n3YY0EDG1sTrFg9jDPKPWBgYySlhRjcqWvRshbSMyI5Jd1n/9AXs+f2hZmZ/nbz8W2O1H1hLGlwc3MjpOwNhZ8/W/paAzMzJb6b3Qdzf+zH+pubex2kZ0QYPLLk5GSFXSnBjMirBuMmeGDVuhGwMbBw6tmrAQ4ejmQsmADKx2/e7ouxEzz0+niFQoaJH3TA+s0+LB9f38kKB49EoWs3/Ys+O3tTrN/kjegY9s6K5/CmiN8dhHr19BPwNm4OOHgkknW+nCAI/LR4IL76tpdBHx8Y3Aq7U4NZ0uBWVsbYkx5ucPFgbqHEvPn98fW3vVh/8+hQF/sORBhcrDdqZI2UPaHo3Ufc0aD/CmoUBv8Z1JBniWjZygHRMW3hWJd9FMDOzhRRo9zpLVQuDBrsgsCgVpwRtZataiFmTDvU0UNQjYzkiIhy5zwXKJMRGDjIBaHhbRgRAV00aGiFmLHt0KQpm0SamSsREtoaffo56617t+5OCItsAysOEtmgoRVGjW4H1ybczksmIxAU3ApDh7lyTgzdezTAqNFt9U6YtrYmiBndDu3asydbIyMZfP1aYISXfsfr5l4b0aPaok4dNomsVcsUI6PdDR6R8BzWBP6BLTlf/HRzr43RY9oxolC6kBkpUWtwR1i6cZBIGQGrzi1g178dCBl3uzVubIOYMe04o4GWlkYIC2+N7ga2bHv2boiw8DawsGQ/28YuNogZ01YvQZXLZQgJa43BQ104t6R79WmAqJHueifMWg5mGD2mHSeJNDaWIyCwJYZ6NtFb97btHRE1qi1qcZDIOnXMMDLaHW3cuAkqQRAY4dUMPn4tOElkew9HjBrdTm+E2NzcCNEx7vRRFl3I5QQ8h7siMKgVizhr4NrEDqNGt0WDhmwSaWVtjLDINujaTf9itm9/ZwSHtOYcE02b2SFmbDsWcdZAoZAhLKINBg7ibre+fZ0REeWmd1FUx9EcMWPac5JIE1MFAgJbYtBg/YvZDh3rITLanfPZ1q1rgegYd0bkUxcEQcDHvwW8fJpxtlunzvUQPbotve1fFZaWxoge3Radu7AXVAqFDCO8m8LXv4XedmveohZGjW5LvzehC1tbE0RGu6FjJ/ZvazBwYGMEh7SCCcdRt+Yt7BEzpj2LOGugVMoREemG/gMasxZtBEEtTMIj3fQe66lX3xKjx7VDMw4SaWamRHBIK87AjgZduzkhPKoNZ4DHqQHl4/W9FEoQBPwDW2LYiCacPr5LNydEx7jTR/KqwsbGBKPGtINHB3agQKmUwce3Obx8m+ltt9ZtHCgfz/F+kL09NTe3NzA316AGQkCQQnU8/+MgCOKch4eHx7lz56r9WyUlFYgI3YWD6YZFDDp1rofE5GDY2DAnjjt33sBn2A5kZhrOpTr54074YX5/lpNIiLuOCWPTDAqmmJjIsWmbHzyHMQmJSkViyuT9DOlqLrg2sUXKnlA0aMgkU69eFsJnxE5cvfJKjyUF/4AWWLvRm+XcTxx/hJDARBTkl+m1lckILPl1CP0SjS5+mv8H5n5vWGbbwcEMu1NDWNGswsIyhAUl4uiRR3osKXTv4YT43UGwtGROHDeuv4LP8FjefKYzZnbHt1WOnADA6wPn8GhpokHBFJmJEVy/jYSVB3MBUFmpwsRxe3hV41q0rIXktBDUrRI1epqVD58RO3nl0UPDW2PF6uGshdehjAcID0lEcZH+PLByOYHfVw1DeATzvClJkpj93XEsXnjKYNl161ogeU8oi0zl55ci0Dcep/40rBrXr78zdsQHsEjmpYvP4ecVh9evDYv0fDOrNz6d2Z11fd2aC5g+xbDksaWVEWITAtGzFzNKW15eiTHRKUjiERhyc6+NpNQQONRmTviPH+XCe/hO3NeRiufCqNFtsXTZUBZB3rfnDqIjkwxKHiuVMqxe58XasSBJEl/OPMwrs92ggRWS94aiSZUF89u3JQjwicPZvw3Low/xdMXWHX4wNmaSzL//eopA3ziG/DMX5s3vj8lTOrOuL//tb3z+6SGDtjY2JkhICmLtxJWWVmBkRBL27blr0L69hyN2p4awzuXfu/cWPsN28Ko0TvygAxYsGsjy8Um7bmJsTKrB3PrGxnJs2OzD2rEgSRLTpxzgVc9r7GKDlL2haNTIhnE9+3URfL1icemiYXl0b59m2LDFh5Ue78+TTxAcmGBQXIkggEVLBnO+w/PzwlOY9e0xg2Xb25tiV0oIayeuuLgcYcG7eJVBu3ZzQkJSkN6Flxh06NAB58+fP0+SpLjD6u8YBEGcM0UDj6bKz9/p794pn49iPPnX7+99Q03kWQImT9rHS5wByvlHhe1m5NrNySlBgHcsL3EGgN9+/RvLlv7FuHbyxGOMH2OYOANASUkloiN20+pLGvww5wQvcQYo5aYA33iGvHB5eSWC/BN4iTMA7Eq8iZkzMhjX7tzO5iXOAEXwp360H/v2MieuzRsv8RJnAHj1qggBPnEsUZgJY9J4iTMA/PlHJmJGpkB3Yfn6VRH8veMECQEsWvAn1lSRxM47dxuPlhgmzgCgKinDvdlbUfyQ2W7ffnVUkNzyzRuvEeQfj9JSLcktKalAkH88L3EGgJ3br+G7r48yrl27+pKXOAOUMMsH4/fi8CHmxLV65Xle4gxQ4hj+3rHI1iG5JEliVFQyL3EGgCOHH2LCmDTmbz7NR4BPPC9xBoA5s45j6+bLjGv79tzhJc4AkJ9XhpDABNy5w1Q0/GxGBi9xBoArl18iJDCRkdO6sLAMAb5xvMQZADauv4R5c5lj4/y5ZxgZYZg4A0B5uQrjRqfizyrKeL8u+YuXOAPAkyd58PeKpSWiAWoMR4Xt4iXOAJC+7x4++mAf49rjR7kI8ovnJc4A8OXnh1nqcrsSbvASZ4Dyx0F+8Xj0KIdxfepH6bzEGQAunH+OiJBdtLQ3AOTllcLfO1aQvPnK5eewZNFpxrXTf2ZizKgUXlGq0tJKxIxMZj3jBT/+IUh2+sH9HPh7x6GgQOuPKypUCAlM5CXOAJCSfBszph1kXLt37y0vcQYo8a1Pph5AajJzbGzbeoWXOANAdnYxAn3j8DSLOY9OGr+XlzgDwOlTmRgZkYT/X4KHNXj3qCHPInHt6kvE7RQuI3rs6CMcPfKQ/rxx3UU8fChcenbB/D9QWKh1bj/MPiFYNKKkpBIL5v1Bf87OLsavS84ILvvmjdcMwpaWcgfnzz0TbL9uzQU81pHZXbzwFC9x1oAkgTmzjtHOrby8UhBx1uDFi0KsWqHdZTh39hktPSwEB/bfw2kdwrZm9XlkZfEveDSYN/cEg8BmbToIXgamhqqkDM92HKE/P3uajxW/nxVc9uVLL2l5bABITLhBy5QLwfLfzjLU8RbO/5OXOGugUpGMdiopqcCPP5wUXHZmZj7W6kz8f/7xRNBCVYPkpFu4cF678Fjx+1m8fClceWzOrOMoL6dIC0mS+P6740KbDfl5ZViySLtIePgwB+sFkBgNzv79FHtStX105/ZrghY8Gvy65C+8eVNMf54/76RgqeeKChWDfBcUlOGn+X8YsGDi4cNcbNZZlB8+9ADHjz0WbL9z+zXcvPGa/rzsF+a98GHO98fpIIVKRWL2rOOCbd++LcGvS7RBitu3srFtyxXB9n+cfIKMg1rCtnnjJTy4nyPYftFPfyI/X0s25809wRsc0aC0tBLzdXz827clLDJuCHduv8GObVfpz/v23MFfZ7IE229cfxEPHuTQn5cuPs1LnHUxe9Zx2sdXVKgwV0S7vXpVhOW/aRd3ly4+x64E4dLshzMe4MRx4X30vwAq28a7PfNcs7zgRg15Fol1ay+KtlmrjkKqVCTWrxU+mQLUhJwQRzmEG9df4Y8q0SE+7Nt7F08eUwR22+bLgidTDdatOU87t7Wrz/N8mwmVisTG9RcBUMR9V8JNwwZVcPXKK/x1mnLke1LviJZ/3bTxEk1g160RV3cANIkrL6/ExnUXRdlmvy5G0i4qqlJ4OxNFt/kjp7rI+eMayt9SZH3TxkuiVfbWrtL2s3WrxfW5igoVNm+iIrDPnxWIWnQAFAnU7Hjs3nUTb7KFkyCAWmBq7nfNKnF1B7RtXVJSgS1VIsl8ePasgI44nvojE9ev8e+y6CIh7gYdLd247qJg4q3BWnVbkSQpus+WlFRgu5r0PXqUg/R990TZHz/2GLduUgQ2PvY68gUudDVYt/YCTWDF+gpdm8LCMmzfJpy8AsDDBzk4pI44Hjn8UFC0Xhc7tl+lCayQqG1VaNpKpSJF2xcUlNNBiju3swXtjuniYPo9PHyYAwDYvvUKiovFSWyvXa3j40XWnSSBDeo5LSenRFRgCQBu3cym57T0fXdFBSgAYMvmyygupnZHJbWbSN/4X0DNC4P/DGrIs0gc3C9uQgKAA+n3QZIk7tzOFhV11iB9HzWZi4nAaaBSkfSkciBdfN0vX3qJ588KUFRULmmVnq5+XiePP0JJiTinrmsvpe6vXxXhwrnnanvxz+6AuuyrV17h2TNxxB3Q1j3vb/5t+6ogKyqRd+Guuh7i6/7XmSy8fVuCN2+KBW2dV4WGeB058lA0cQe07XVAwnjJysrHtatUpDzjgPh71zz3C+eeIfu1OOIOaOt+UELZJSUVOHHsEeN3xODY0UcoLi7Hs6cFgo5HVYXm3g9nPBRN3AFte0lptwf3c3D3zhuoVKQkX6Up88zpLOTniSPugNZPSql7QX4ZfTRISrsdTL8PlYrE/ftvce+uOOIOaNtNSp8jSe04kVL3G9df48njPJSWVuDo4Yei7TV1/+PEY9HEHdD6Gik++u2bEpw7S+2GSvGT6RL6Sg1qAADidUT/P4fuuT6hKCurRHFxBXIEnN/jQq56G0xK2QCQm1NNexHbcOyyS9RlS/uNHM29S3x2Obklku1zc0tBkmQ1nhtlV1EgnsABQKXarjrlq3jOWOuDpkzJfbaafS4npwSVlSrk5YnvN9Uu+62mz1av3XPeSuvzebml76BsqeOl+u1WVFQu+NgBZ9n/QT9ZWUmioKDsXxsvudV+diUwM1NKWnC9u/Hyz49Xqq9Wsl56/K+C/D+IFtcc3OBGTeRZJPSl1zEEmYyS2zW3EG8LgE76Xm17CXWn7JTVKNuI/g0psDCv3r1r8r8KSZxfFebmlGSt9LpTZctNpb3RrbEzlJ+Yr3wLiW2ueW5Sy9Y8b+nlG0Mul4mWWdYtW3Kfsaxen9WMMyl9jrIzkm5bzbItaHvp/cbUVCFakv1dlV09++r1WTMzJSvftFBUd7xo+qr08qX3Oe14kVr3avZZS+n2RkZyUSqeNaiBBjW9RiQM5dHVa9PDCTIZgWbN7VFLgEpcVfTo0VD9/+LLpsqn7MTItmrQqJE16jtZwcrKWLDyE6NsdZlduzmJkqytai+l7ubmSjpdnZRnpym7jVttQWpj+uwt2giXOdaFRWtn6nck1L1Zc3vY1zKFQ20zwep+utA8724S+5zGXsp4sbE1QavWtSSXr2nrtu3qGBTY0AfN85by3GUyAl26UmnPpPTZtu3qwMLCCA0aWKMhR15oPlRnvDDsJdy7Q20zNGlqB7lchm7dhakycpXdsWNdzjzqvPY9pNddqZTROZul9Nmu3ZygUMjg2sSWM78wH6ozXqpr7+RkhUaNrGFqqjQowsRXdpeu9QUpE+qzl9JnTU0VtLKllHbv0bOB3nzR/1XUnHn+Z1BDnkVi3Hhh8tK60EhkGxnJET2KrehkCMbGckSOpPLmdulWH23chMlTa9CjZwO0ak3ZjBrdTjSBHTOuPW2jK/UtFOPUNk4NrFg5p/nQqJE1rd4VFNJKNIENDW9D5/Ecy5FPlA+a+zUzUyIi0o3n20yYmysRGt4aAGDZzgXG9fUrlXHBqmMzGNejFBrHSHjuY8e3B0EQIAhCsCS6LkarbZo0sUO/Ac6ibJs2s6PVu8Ii2ogmsJFRbrTymKTxpm5ra2sThIS1FmVrbWOMwOBWAKj8w4bU8bgwfERT1HeibKQ8d02fk8kIjB4rzl4mIxAzuh0AoHWb2qIJrHvb2rSgSFS0u17hFH2IjmlH20jzFdT92tcyg1+AfmVALjj8v/buPDqKKt8D+Pdm6exJk4WQRWgSskDCYhKQfTNAAoSsHfaIiEZEEGXJcY6zOOPo4DjO6Izz5OE6jgokrIqCBBTee2eOI8m893wSZCCowzCu0IIatuS+P3pJL1VJdbbuhO/nnJyQqlt9bqhU1e/euvf++gdjXpF5veOCwlSXzKztKSpJt62x3ZG6r7DU3d/fVzFrX1v8/X1QcZv5mOycOLcD2FvGJmD4CHMnwe3L1TPPqrl9xSjbuu5K6y63x/r/FRcfhrl2ac61SEgIQ57luVBSNrTNjIxKyhdk2PIodOwe7/416tUE0NLFX+hbbYsuw+DZTWPHJ2LiJO0t3PSh0SgobL2hrLjrZkS4EQQuX3GzLWOdEAIbqiZoPlYIYN3GcbafBw6KwMLFmZqP798/BEvtgv3yBcMwaJB6imRnc+am2AJ3AFi7bqxbN/YHNoyz3dRDQnRYtXq05mODgv1wz72tKYOnTjO0mQ3M2chRsZg5qzXt7sp7c2yvB7W4+54cW6pn4eODuIWuKYBVCYEB5VNsP6akRKKkzDXltpqEhDAssgv2Fy8djvh49XTqzkqNQ5Gc3Jp9cv3GcW41utZXjbf15uj1gahcqX1t/dAwHSrvaS2fN3sIRozU/sZj9Jh4h8ybq1aPVszwpubeNWNswb6vr4/D9dMePz8fh/Tiw0fEIn+O9gajwRAB4/xhtp9vu30kYtx4U7VoSaZDpkF36g4AG+zOW3RMMJavGKX5WL0+ECvsGgvzitKQlh6l+fjJUwZizNjWRCVr1t7iVu/zfWtvsSVZ0el8sVYhzbsanc4X993fWj5ndFyb2fecpaRGorA4zfbzijuzVLNVKlm2fJQt2BdCYL2b583+PMcnhGHpbSM0HxsdHWxrcAHma39wkl7z8TPzkh2SUa1dN9atYRD3r28tHxTkjzVrXZPdqAkM8nN4JkyaPLDNlOTOMjJjkD9HPRstUVsYPLtJCIFXXitGRmb7PcADB4ajeleZw2SEhMRwbK0p1TQ+K3/OEDzymGPQVVyajh8rZK9TsumJXOTOSHLY9uRTMxXTejvT6wOxfWcZoqJaM2eFhOhQs9uIWA29Otk5cdj8/FyHbbeMTcAzm2drCsRW3zcGy5Y79uBUPThBU09iQIAv/vRqMVJSWx/ePj4Cr28v0TSEYXCSHlurSx2y7BkMery6tURTIFZSmo6HfjrJYVtUbhYGLJja7rEQwMA1RQgb4Xjennk2X9ODITo62CVzVkREIKp3GR3OpZpx4xPxh3/Ld9g2afIg/PbpWZrGsW58cDwWLnJsoP34Z5NRZBdcqAkK9sNr20ocMp75+vpgW02ZYkpyZ6lpUXh9e6nDa9jUtCi8/OciTYHYgkUZLhkGb79jlKZGmzW7onOmui0vFCBLQyrg2NgQ1Owud+ilj4oOxvadRsUUyc6mThuEJ5+a5bBt5qxkbHoit91jAeAnD09GYbFjb+8vfzUdebPVU29bhYT6Y2t1qUMaa53OF9W7jJp67jMyY/Dyq8UO5y1zeH8892KBYlpuZ8uWj8Rqp6Br1erRuENDr6Kfnw+2vFDgEAAKIfDiK4WahqklJIShepfRITvigLhQbKsp09TYnpmXjMcev9VhW0FhGh7+xdR2jwWARzdNd0lr/+snZ2h6WxQREYDtO8schhIGBfmjZpcRAwa039i+OWsAnnuxwGFbdk4cnt0yR1MnycpVOS493Q+sH4fFS9t/y6fT+eKlPxU6ZCMVQuDVrcWq6d7tGQwR2L6jrM+Nd+Y6zz2nb/3l9JCo6GDsr12M5StGKb6S9vf3QfmCDNS+V+GS+hQAJkwciIOHl2J6rvJY2OiYYPzoxxPx6tYSxVnAG6rG4/mX5iE1TblnJyMzBq9vL8Hd9+S47AsK8kfNbiPWbRin+IpMCCBvdjIOHVmq+NBPS4/GoSMVKCpOU7xBhobpsHJVDt7cv1Ax9emixcOxc2+5akBhGKzH7/+Yj0cem+YyFs3HR2Dzc3PxyKPTEBenfHOfOOkmvPXOYszKc33oxw4IxcF3l6Ji2QgEBroGwQEBvli0JBOH3quwvXq3N226AQdql6g2PvrHhuBnP5+C51+e55LeGgASls2CYV2ZbTiGs6DkeAx5+DbE5Lv2voSE6LBn33ysvm+M4vAVHx+BgnmpOHS0AhmZrg/94SNicehoBeYWpCg2XsIjArBm7Rjs2bdAceLP7XeMwrYdZaq9wMlD+uHZ5+bgoZ+4Nuz8/Hzw4iuF+OnPp6i+Tp86bRAO1C7B1GkGl30JieE49N5SLFycqTiUIDDQDxXLRuCdw0sUPz9/9hDsO7BIdUxlXFwofvnYNDy7Za7L/40QAo9umo6nn8mDwaD81iU7Jw479853aTQAQHh4APYdWIi778lWDKZ8fQWKitNw+GiF4vWcnROHw0cqkDc7WbHxou8XiHUbxqFmd7ni3/TKVTl4bVuJamM/NS0KL7w8D+s3uqYl9/f3xWvbSvHgQxMRFa3c8JqeOxgHDy9VHGtrMOhx6EgFjPOHKQbBwcH+uOPOm7G/drFiw66wOB1vvLVQtdGYmBiOx3+Ti6f+kOdyrxBC4MnfzcQTv52hGsCPuSUBe99aoDhEJDIyCG8fXIwVlVmKE0f9/X1QVj4Mh45UICmpn8v+seMTUfvuUuTOTHLZBwBR0UGo+tEEvL69RPFv+v71Y/HSK4WqvffDMmLw59eLce8a13tFQIAfqncasb5qPPpFKt/jZ+Ylo/a9pYpv41JSo3D4aAVKStMVg8vQUH9UrszGvgOLbEMm7JUvyMCuN+arvukbNCgCv/v9LPzq17cq3uP/uHk2Ht00HfHxYYrHj5+QiH37F2L2XNde45j+IThwaAmWLR+pONlYp/PFgkXmZ/NNA7W/RSVyJm6U9JRCiLqsrKysurq69gu7wWS6jB3VDWg8fQFSSiTeFA5j+TDb+Ln2nDp1Hnt2fYwvv/gegYF+GD6iPwoKUx16MtRIKXH0yKc4euQzXLp4BeERAbj11sEYOz5R0ySIpqZr2L3rYzR89BWuXm3GgAGhKC5LVwz4lZz75yXsqD6Oc+e+g5+fD1JSI1Fcmo6wMG3DUuqO/QsH9p+C6cJlhIbqMHZ8InJnJGnqmb52rRlv7zuF+rp/oanpOqKig1AwLxVDh2kbE37+fBN2VDfgkzMmSCkxyKBHmXGobYhMez4+8TX27jmJr7/6AYGB5kkrcwpSNI0TlS0tuPS3U7j04SdoaboC39BAhOekISRd2+SV77+/il07TuDkx9/g6tVmxMeHoaRsqMMr+7ac/cdF7KxpwLlzl6DT+SItPQpFJemaZstLKfHX98+h9mAjvjVdRmhYACZOuglTpxk0nberV5vx5t6T+J///gKXL19HdEwwCovSVBuCzr7+6gfUVB/HZ59+CyEEDIP1KDUORWRk+73qAHD8o6/w5hsn8c3XTQgK8kNWdhzy5wzRtFRVc3MLag+ewft/OYvvvrsKfb9A5OUP0dSzDACXLl3Brh0n8PeT53H9egsSEsJQahyKOJUgwdknn5iwe8cJfP75d9DpfDE0IwZFxWm28eFtkVLiL/91FocPn8HFb68gLDwAk6cMxOQpgzT9zV25ch17d5/E/334JS5fvo7+sSEoKkl3GN7Tli+/+B411cdx9h8XIYRA8pB+KDUOtQ1tas+H//sF9r35d5z/pgkhITqMHhOPmXnJmnoOm5tb8M7+0/jr++fwww/X0C8yEPmzh2DkKG1ji7/99jJ21pzA6VPn0dxsvseXGYciVkPvLGBOWb1n5wl8YbnHZ2TGYF5RmmJjx5mUEv/5H5/hvXc/td3jp003YPwEbfeKpqZr2LP7YzR89DWuXLmO2NhQFJWmY7CGNzmAOUlSTfVx/PPsJfj5+WBISiRKyrTf4/9W/zn2v30KF843ITRUhzFjEzBjZpJi54Kz69dbsP+tUzj2gfm8RUUHY25BimLngJILFy5jR/VxnGk03+NvGhgBY/mwDk3ab0t2djbq6+vrpZTax6d1AyFEnU4kZsX7r+vSzz137Te4Ks96/PfzNgyeiYiIiDrAm4Jnf5GYNcD/gS793M+vPYlrDJ5dcNgGEREREZFGzDBIRERE1AdwbeaewZ5nIiIiIiKN2PNMRERE1MvJbsgKyMXqlDF4JiIiIqJuI4QoA/BgZyYeCiFyARgBnAYQBUAPoEpKaeqK8u5g8ExERETUBzSLFk9XwUYIsRlAJIDzALRlbFL/LJfgWwiRBaBOCJHtHBC7W95dDJ6JiIiIejkJoLnLh2104lgpK63/FkLUwdzz6zYhhB5ANYAZTp9fL4SoB7AF5h7mDpXvCE4YJCIiIiJvVW75fkxh3zYAZZ0s7zYGz0RERER9QDNkl355CSMAk8pQi0bANkyjo+XdxuCZiIiIiLxVDszjppWYLN9Hd6K8226kMc+GhoYGZGczwyQRERF1XkNDAwAYPFwNAECz/BIXrz7dpZ/ZIr8CgHTLmGUXPZS2Ww/1YNi+TEfLu+1GCp4vNjU1ob6+/hNPV8RLpVu+n/BoLaijeP56L5673o3nr3fr7PkzALjYNVXplBPANbTIc93x2Ybu+FA3mVS2W4PkyE6Wd8sNEzxLKQd7ug7ezNqq7KFWJHUxnr/ei+eud+P56936yvmTUi72dB08TN/N5R1wzDMREREReTO9ynZrD7Kpk+XdwuCZiIiIiLyVSUMZ+zHO7pZ3G4NnIiIiIvJWxwAkqeyzbref0OhuebcxeCYiIiIib1Xdxj5rMFzbifJuY/BMRERERB4nhFDqMd5u2aeU2MQIoFZK2diJ8u7XU0qvySBDRERERH2MEOI0gEgpZb82ytQByAKQLaWsd9p3F4AqKWWy3bYsmHuZs52zCbpb3l03zFJ1RERERNQzhBAbYc7kl2T5sgbR9QAapZRVTofUwrxKhsn5s6SU/y6EaBRCVAP4AECUpaxiIOxuebd/N/Y8ExERERFpwzHPREREREQaMXgmIiIiItKIwTMRERERkUYMnomIiIiINGLwTERERESkEYNnIiIiIiKNuM4ztcuyVmMyzGsvJsG8VmKV8yLm5J0sWZZmwHzuIgEcg/n8mTxZL9LOcg4flFJme7ouZCaEyIU5W9lptK4hy+uql+A1RZ3B4JnaJITYDGCTfSpLSzBdJ4QwSilrPFc7ao8QYhOAD6SUlZaf9QAOATgjhMjubIpS6j6Way8SwHkAuR6uDtlRCrws2cvqLNeVyWOVI1W8pqirMEkKqbI+DGDuTXncbrsewAUAprZSbZJnWc7ffOcsTnbnr9E+dSl5L0vaWj3Pl+fZXT8zpJS1TvuqAUBKafRA1cgNvKaoMzjmmbRwuLnY9aroe7wm5I5KANucN1rOXy2AJEuATUTalVu+H1PYtw1AWQ/WhYg8gMEzqbKMae5nfeVvJYRIsvyz1vUo8iI5ML9GVgqQ6+3KEJF2RpjfupkU9jUCtmEdRNRHMXimNqk8IKqcvpN3qoV5kqfJs9Ug6lNyYB4zq8Rk+T66Z6pCRJ7A4Jk0E0LohRB3wTzRIpurbXg3KWWVlLKfyqRAa2+00qtnIlKn76IyRNRLcbUN0sSyaoMe5l6XzbC8nqTexzLsJhdADRtARB1iUtlu7ZGO7KF6EJEHsOeZNLH0YlbaLc10xrLOKfU+1TA3fu70dEWI+ii9pytARN2HwTO5zbJs3XkABy3LNlEvYfcGgWvREnWcXmW7tcfZ1DPVICJPYPDcBwkh6oQQsgNf7swQt77uv6s7focbWXedP8t+63h1U4/8MjeYHrr2yLNMGsqoTSgkoj6AY577oK5KN2pZ8D8LysGWdcwzZ5V3se5IF2sZYlPZHZ9Nrfj/e0M4BvXsdNZlPOt6qC5E5AHseaa2lMH8MFCa/GJ9SHzQc9WhjrCs81wppZzhtN26egoRaVfdxj6ugU90A2DwTG2pgTkFbVtLndX0YH3ITZaVNSpV0gXngqumELlrO6CaCMUIoFblnklEfQSHbVBb7gSwRQjRaP8wsEw6swZlfEh4KctkzoMAGi1DcKz0lu85ADjMoHfQg8ufeQUppUkIUQlgE+w6DyxveJLAa6q30IPXFHWQkFJ6ug7k5exWaABabzZVDJy9mxCiDq1vCBRJKUUPVYfcJITYCPOcgiS0nsdGmCfrNkopmeHTg6zzCGAeuhYF8z2yipNxvRevKeoqDJ6JiIiIiDTimGciIiIiIo0YPBMRERERacTgmYiIiIhIIwbPREREREQaMXgmIiIiItKIwTMRERERkUYMnomIiIiINGLwTERERESkEYNnIiIiIiKNGDwTEREREWnE4JmIiIiISCMGz0REREREGjF4JiIiIiLSiMEzEREREZFGDJ6JiIiIiDRi8ExEREREpBGDZyIiIiIijf4fkhhjW8/o8FoAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 265, - "width": 359 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "_, n_tiles_per_pt = np.unique(g.grid_pt_idx, return_counts=True)\n", - "pos_start = np.zeros(g.n_grid_pts, dtype=np.int64)\n", - "pos_start[1:] = np.cumsum(n_tiles_per_pt)[:-1]\n", - "is_null_per_arm_gridpt = np.add.reduceat(g.null_truth, pos_start, axis=0) > 0\n", - "\n", - "plt.title(\"Is null for arm 0?\")\n", - "plt.scatter(theta[:, 0], theta[:, 1], c=is_null_per_arm_gridpt[:, 0], cmap=\"Set1\")\n", - "plt.hlines(logit(0.1), -4, 2)\n", - "plt.vlines(logit(0.1), -4, 2)\n", - "plt.xlim(np.min(theta[:, 0]) - 0.2, np.max(theta[:, 0]) + 0.2)\n", - "plt.ylim(np.min(theta[:, 1]) - 0.2, np.max(theta[:, 1]) + 0.2)\n", - "plt.colorbar()\n", - "plt.show()\n", - "\n", - "plt.title(\"Is null for arm 1?\")\n", - "plt.scatter(theta[:, 0], theta[:, 1], c=is_null_per_arm_gridpt[:, 1], cmap=\"Set1\")\n", - "plt.hlines(logit(0.1), -4, 2)\n", - "plt.vlines(logit(0.1), -4, 2)\n", - "plt.xlim(np.min(theta[:, 0]) - 0.2, np.max(theta[:, 0]) + 0.2)\n", - "plt.ylim(np.min(theta[:, 1]) - 0.2, np.max(theta[:, 1]) + 0.2)\n", - "plt.colorbar()\n", - "plt.show()\n", - "\n", - "plt.title(\"Tile count per grid point\")\n", - "plt.scatter(theta[:, 0], theta[:, 1], c=n_tiles_per_pt)\n", - "plt.colorbar()\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 281, - "width": 391 - }, - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwYAAAI1CAYAAABsX+1jAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAABYlAAAWJQFJUiTwAAB3CUlEQVR4nO3dd3hb133/8c8Btya196L28qCGLe8heU9Z8pDlFcdS0jZt0rR20qRNm6RN5aZNfs1o5BkP2ZYl7ylLcryXTFp7WtSy9iBFiRInzu8PACJIAiQoETjgxfv1PHwoAhf4fgBC4Pni3nOusdYKAAAAQGrzuQ4AAAAAwD0aAwAAAAA0BgAAAABoDAAAAACIxgAAAACAaAwAAAAAiMYAAAAAgGgMAAAAAIjGAAAAAIBoDAAAAACIxgAAAACAaAwAAAAAiMYAAAAAgGgMAAAAJEnGmFnGmMXGmDnGmLxm3G6uMSY3jtGAhDDWWtcZAAAAnDLGLJA0LeyiEknjrLVFTdxumqSHrbWd4hgPSAj2GAApIPhplg1+zTqJ2y8O3nbzSdZfELz9nOZcB6QK/h+4FXxfnCapUFInSQ9KypU0N4abz5H0QNzCAQlEYwCkAGvtbAU+/ZKkZu3yDn4aNjn44/SWTYaWYIzZHBxULnadBWhpwcN7CpqxfV6w0SoOfaBhjLm/iZuFBvYPWGtLrLUPSCqSNNkYk99IrfslyVr7UKz5gGRGYwCkjvBB/YJYbhBsIB4O/viQtbawpUMBQH3BwX2oIYjlU/vQ7aZJ2qzaQ4KKJOVJmmOMKYj0oUjwsjxJstYuCbsq9O/J9W8TdrsfS5odaz4g2dEYACki+Acv9KnW5BgPKXpYgd3pRcG9DkhOcxX43cbU8AHJyhgzzRhjFRjcz5UU9dP6CLfNU+3/gQestZ2stYMVODRoSfC+Iv0fGR/8XlLv8tChk4OjlPyxpC/rNRNAq5buOgCAxLHWzjbG3KzAYH+OMeZ5a21JpG2NMZNV+6kbTUESs9Y+GK/7NsaEPq19INprBWhBJZIWSjokabGkKZJinRcVmp/xYPj/CWttiTFmuqRiBT4UmVxvMJ8b/H4oQhYpuDchXLAJuV/SuBizAa0CewyA1BM6pChXUT5hDu4iD133EJ+IpbRZin1gBpwSa+0Sa+10a+1sa+1CNfwUP6Lge1bog4xfRbjfEgUmFEsNP+gI1ehc7/Lc4PdIqxLNkbSQwyvhNTQGQIoJDvIXBn+cHDwmt745CvxRLOEQIgCtQGgeQFEje7YW19s25Mvg99x6l4cOIaqzGltwMvI0Sfc1OyWQ5GgMgNR0n2o/JXs4fEJe8BCi0CfErEIEoDWYEPze2Cf4JxqA8Pe8YCNRJJ14/wsJ/bv+HtOHFThcqeQkswJJi8YASEHBP2ihT7tyVbvykFS7AkijhxAFJwkWhJ0fYXG9P6otxhiTH2H5wTn1Gpr7GzvXQmhSY3BiY7Q6oftv9uMI1l8Q2gMTdgbV4rDnp8kzqcbyWCPcprHzRMwN3kco1/1hy5sWB2+bW+82oecy/LkK5Ql95de7TV5YLRuWfe7Jvi6MMZOD+ernjTghNcJjzQu7fYPlKuP1Gm5u7ij3MStCthZ9/QRrWGNMcRP3OcdEWQ43ke8DTQg9N1FPRlZvID++3tWh/ztzjDG5wf9LeZIKww8XCr628oLLmQLeY63liy++UvRLgXkENvg1WYE/jlZScTNuVxz8Cv08q5Ht5zTnuuD1c+rV2lzv58nB7fLCLs9rIvO0CNfnh64/xedycdjzEf68hH7Ob+Q+YnqszXx+F4euC7u/zfVyba53m2nB2y0O26Yg7LLF4c9x8LUTnrOg3mNv9PUU42usoF7uxl5nsxSYGBr+GO8/lddwPHM38vqp/3sqjvTaPpXXT9j1EV9bwW1C9zOticfaIs9hlMdU0MR2J17nTWxXHOmxRHg8EZ/v4HPRIo+NL76S8ct5AL744svdlwJ7CyINYhsbJMwNGyiGDw7zw+4jv95tTqoxCKu1uX6meoOg/OBloQFMpEFjcdjgYW6E60P3t+Akn8vwQcWC0HMTfI7DB6mbo9y+WY+1Gc9h/cF9bth1s8KuazBQCm4Tuj63kcdeoAiD7+B10yJdHsPzOSf4vOXWuzw8c/1B24Kwxxl6Tc+KsF2zX8PxzB3h9TO33u9pWliuFn39hNWN+LpXlIY5ns9hlOxNNQZRX4P1tovaGIT9nhYH69Z/3cxq5PmP+v+DL75a05fzAHzxxZfbr+CgI/xTsqgD47BBQnGkP4Rh1y+od3mzG4PwAUm0P7qqHXAXBH8ODSIWR7mv+4PZiyPcV8RPRZvxPDY1wAp/nusP3Jr9WJvx/C5u7L7DBlQNmqXg9bE0BlEHvHF6zUYcBKru4HpzE6/RZr2G45k7xtdP+GukxV4/CtvbE+V2oQZgboR6cX8OleDGIIbb1n/u81R3z0yzm2C++EqmL+YYACnOBpYEDJ9L0NhKGz8Ofo+4pr0NHItbqNplA09F+JrkDWoF6z2owCTq/OCxv/ODV9U/xvmW4Pclwa/c8OO9Td0zny7Uqam/Fnoo60LVToysv9LTyTzW5loS5b5DEzLrL9XYHKHH9UBjcyFaUCjzhEa2mRLl8SbyNVxfLLmjvX4KVfv/tMVePzYwj6hECsw5iHDT0GXhZx92+RxGE3reusS4fUlz7jw456DIhs27Cs75KFDgvSO0tOqcSPNZgNaCxgCAVDthryTawCIoNMFvbr2JqCe+1IwzlTYhNLhvMOGxntBga0pwQFIiNVhdZJoCj60w7P5uCbv+5uD3eJ+vIXT/9SeRNvuxnkTtqJMyW0Bo3fhZCkxSLghOBG6xgWFwUu204KCr/sTR+gqttdEebyJfw83N3ZRQA9bSr5/QGdHrNBxhv78iW3e9/oQ+hzEqCX7PbWK70PURG7BIgs3u/Wr4ockDwft70Fo7XbUnO/uxgFaKMx8DaI7QH/vQmUmjMsbkNtFkNHrbsB+b+gMeGgCGBivPKzBAnS5pSdjegIVh189V3b0KoWVZI57wrQWFVkw6MbA7xcfaHCUncZuYWGsXGmOmKPDJdX7Y1yxjTImkS+1JnAgqODCdrYZ7gJryZSPXxf01fAq5mxKv189cBQa++caYvLCmanbY9eES8j7QTKEcUf9v1FvVqaQZ9/2wIp/MLLQ35VeSZK0tMsYsUeD8MLOstQ8JaGVoDAA0R5ECf3h/dTIDvVhZa0uMMaEf89T42uShT2FLgt8XKPAH+2YFBjahvQGLw+67SIFBUGjQEhrAPd8S+RsROmHSiYHrKT7WpBE8xGJccKA6WYFPpW9W4BPVpZI6Nef+gktjhn4vDynw+ysMDr7mqvGzMZc0cl1cX8OnmLspcXn9hA9oFdi79mDY71Gq3aMQkpD3gWZarMBz29hemRONQSN7lOowtScz6xThcqnhXtbQ73+wgFaIQ4kANEdoEJCIdcpDtZo6bCb0xz408A8drpMb/IQwdPvwQX/4mZ9Dj6UwAZ9snjg7a73LT+qxJiNrbYm1dqG1dra1tpMCjzW3OYcVBQ+7mazA78QE72thrIO5JsTtNRzn3FLtJ/XxeP2E9gqE9hKcOLwuwv+LRL4PxCRsblCuiX6+h9CeweYcMjhHkeduhGrU32NSUu96oFWhMQDQHKFjyZs64VbU606i1qxof+iDEwJzFfjULvxTzRMDf9UO1ErCrg9NUr5FtYOp+WoZ0bLOUu3Arv6hGafyWBPlZAc60Y6Lb0xocm60AdypDLri+RpuidzRfv/TVDsQb/HXT9jAOi94H9EOIwqvl4j3geYIPe8NTj4WzBJpInVUwQ8NxtvIJzMrOYl8QNKjMQAQs+BhAw8Gf9xS/wynJnCm2TkKrNRxqrUWqnaAXxD+iXPwzKSh46Kl2k8CQ+aHXZ6reoP+sEnK+aodbLXUxOPJ9VclCf4cGow0OFb5FB9rvJUEv5+YrB08Y+7ksJ+Lg2fHrTMoDW4TeizNeX6XBb/PMg3PsBz6VP6kxPk13BK5I71+Zql2/ks8Xz/hk5DzFWgiGqzSlcj3gWYKDeBnhT+HwaZgafDHwmasPDZXEZqMoGjzNUKHEC0T0Bq5Xi+VL774cv+l2rXKi2PcPvyESaGTHBWH/Vz/PAKncubjufVqFdf7d6QzmObWu01TJ5SK6XE38ZyEn1yrWA3PPGsVOIQjN4bfQ8yPNYbnt9EzwobVjLZ+fv2z24b+PTfKcx3arsG2zXguc+vdfrMansW3QeamXkun8hqOZ27Xr5+w2+fXu32jv7c4PYd5qnuG7fDnIPzyaGcBr39els31/h31+at3P1FPZha2Teix5oddFqoX9SSRfPGVzF/sMQDQbDawa32cAp8ClygwoDikwKeWU6y1J7OcZrRasxU43GehgserB78/JGmQjfyJZolqP6EuspGP8Q7fi9CSk46/lDQomK8keFmhAmu+R1tbX9LJPdYEuE+1z2Xodzw7mDX0XHdS4FPm0OshN/hVKGl6aNtYBe8z9PqSAudYKFHgU+rBYZlO+lPZeLyGTzH3suB1cxV4/YS/JhPy+rGBPQHh/1caPeQmTu8Duao9BHCy6n4iH+3y8EwLFXiuQ+cVyFPgMT1grR3c2PNXzxxF31sQErr+4eCemfuD9Qpt2PkOgNbEWGtdZwCAVs8Ys0CBTysfau5AGEDyCB4GNdlaOy6GbcNXoZICzci4KB9GAEmPPQYAAAB1xTSXJ7hX5AEF9po8JJoCtHKcxwAAACDIRl6FqLHtH1TtZGygVWOPAQAAAAAaAwAAAAA0BgAAAADEqkQAAAAAxB4DAAAAAKIxAAAAACAaAwAAAACiMQAAAAAgTnCWMMaYLZI6SNrqOAoAAAC8a6CkUmvtoObekMYgcTrk5OR0HjlyZGfXQQAAAOBN69at0/Hjx0/qtjQGibN15MiRnQsKClznAAAAgEeNGzdOhYWFW0/mtswxAAAAAEBjAAAAAIDGAAAAAIBoDAAAAACIxgAAAACAaAwAAAAAiMYAAAAAgGgMGjDGTDPGcLIBAAAApBROcCbJGDNXUmdJhyRNdhwHAAAASDgaA0nW2tmhfwf3FuS6SwMAAAAkHo2BR23dWqJ5T61S0eZi+f1WAwZ01G23j9HwEV1PbGOt1YcfbNcrL23Qgf3HlJ2TrjPze+rWGWOUm5t9YruyskotfH6dPvv0Gx0rq1Knztm68uqhmjxlkNLSao9G27KlRPOeWqktRSUnas6YOVbDhnepU/P997bp1Vc26uD+Y8ppk678cb10y22j1bFjbc2jRyu1YP5affH5Th0rq1LnLjm68uohmjwlTz6fObFdUVGxnnl6lYo2l0hSoOYdYzV0aOcT2/j9oZobdOjAceW0Sde48b11y22j1aFD1ontjhypOFHz+LFqde6So6uuGapLJw+qU3Pz5mLNe2qVtm4J1Bw4sKNum9mw5l/e3arXX9t4oub4Cb118611a5aWVuj559boy2W7AjW75uiaa4fp4ksG1qn59deH9MzTq2trDsrVjJljNGRI3ZrvLt2iN17bpEMHAzUnntVH028Zpfbt69ac/+waFXxZW/Pa64bpoovr1ty06ZCefXqVtm49LEkalJer2+8Yq7y8TmG/T7+q7Yeq9i+WVYmkHKWbfGX4rpMxbcO2K1Wl/2XV2FWSjsuoszJ8lynNnCtjamvW2CJV1bwgv76RZOTTAGWm3SSf6S8AABBfxlrrOkNSCe0xsNYObun7zc/Pzy8oiO/0hd27jugHf7dIb73xtSL9ai+8aIB+87vLtaWoRD++f6k2bjjYYJs2bTJ01z2n62c/v0D/8+vP9H9/+FJHSisbbDdgQEf92y8v0tmT+ur7f/u2Fr21OWLNiy4eoN/87gp9vemQ/umBpdq08VCDbdq2zdDd3zpD//yvF+jXD36quX/8UkeONKw5cFCufv7LizR+Qm/94O8W6Z23I9e8+NKB+u3vrtD6dQf0kx+9q683Ra75rW+fqZ/+7HzN+Y+P9dDcQh2NUHNQXq5+8e8X68z8nvr+3y7S4kVFDQtKumTyIP32d5dr7er9+qcfvauizcUNa7bL0H2z8vWjn5yrOf/xiR6eW6CjR6sabJc3uJN++R8Xa+zp3fX97y3S0sVbItacfFmefvu/l2vlir36yY/f1ZaikgbbtGufeaLmv//8Qz368FcqK2tYc/CQTvqP/7xEI0d30/e/t0jvLolc87IrBus3/+8y9ez7icqr58iv7RG2aqss313K9P2VKvy/UaX/WUnHGmzl0yBlp/9EPjNY5dU/VbX9OMJ9GaWbi5ST/kv5TK+ImQAAQMC4ceNUWFhYaK0d19zb0hjU05obg+3bDuvKKfO0Y0dpo9u1bZuh48er5fc3/rvv1r2N9u9rOJirr2PHLB0+XNHoNu3aZejYsZar2aFjlkqbrJmpsrLKiI3DSdXskKXS0sZrtm+fqaNHE18zUhN1sjVjub+//v5m/ejfljZ5X0ZdZNWw+ay/ldRGUlkTW/VUu4z58pl+TdYFACBVnUpjwKFELayRFY1GxLOu328145YXmmwKJEX8tDiSWAaRkppsCiRF/FT8VGo21RQEajY9WG5WzSYG6JJiGqAne82m7m/cxD36x395N6b7aropCGzVVFMQ2GqPyqrvU7v0N2RMWkz1AQBA7Fiu1CPeXbpFK1fscx0DKWD2365UWpqbPY1+u1HV9j0ntQEA8Dr2GLSwaLttgnsS8uNV99GHvorXXQMn9OxVpsuu2iZrpbA5wwlVWTNPGb5L3RQHAMDDaAw84ssvd7mOgBQw9oz9zvYWhNTYlU7rAwDgVRxK5BHlx6tdR0AKyM6pcR1BVsddRwAAwJNoDDyiU+cc1xGQAooPZTW9UZwZdWp6IwAA0Gw0Bh5x7XXDXEdAClj2aU8dOui2OcjwXea0PgAAXkVj4BEXXjzAdQSkgIqKdD33VFxX3m1SupnktD4AAF5FY9BQrqTOrkM016K3NruOAE+JPsH44d+P0c4dbROYpS6WKwUAID5oDCQZY+43xiwILimaJynXGLM5eNkc1/liseitr11HgAf061+q8y/eocDZiKW6DULg3wf2t9WjfxrT5Nmd46XK/xc3hQEA8DiWK5VkrX3QdYZTVVLS9BlygeisfvCjQt0ze7U6dKzUi/OH6ImHR2tFYfewbYzGTdyju+5bq+unfe3sPAZWh90UBgDA42gMPKJt2wyVltIc4GQZfedvV6hN28Cyt9NnbNL0GZu0YV0nfbO9nSSp/8AjGjq8xGHGAKM2riMAAOBJHErkEZPO6es6Alq5ZZ/1bHDZ8JHFuvTyHbr08h1J0RRIUpoZ7zoCAACeRGPgEdNvGeU6Alq5px5tHa+hDN81riMAAOBJNAYesWH9QdcR0Motebu/1q5K/gW5auwW1xEAAPAkGgOPeH7+WtcR0MrV1Ph038wpOnYsuaceVftfdh0BAABPojHwiF27jriOgFYuf8Je/c//va82bapdR2mUX3tdRwAAwJOS+6NBxCwtzdHakfAIq4VvvaqMDEcnJ2iWNNcBAADwJPYYeMTw4V1cR0CrZvT1hk6uQ8QkzQxxHQEAAE+iMfCImXee5joCkl7jewOeeWJEgnKcmgzfVNcRAADwJBoDj3B1Flq0Jo2/SF54bphKD2cmKMspsLxtAQAQD/yF9Yh5T61yHQFJK7CnIDOzps7P9R0pzdB3756smprk7jKr7AuuIwAA4Ek0Bh6xnvMYICqj8y/+Ros+XqBzL9ipaHsOMjL9mjBpt3y+5J6A7Ldfu44AAIAnsSqRR1RX+11HQJJ64Gef62/+foUk6bnX3tCKwq56+rFRWl7YTcePpatzl3Jdcc1W3XLHBnXpWu44bdOskns5VQAAWisaA4/o1audSoqTf1CHxMvKrNs0np5/QKfnf+AozanzqbvrCAAAeBKHEnnEtJtHuY6AJPXywsDynja5jxCKWYbvetcRAADwJBoDjxgzupvrCEhSK7/qpq++7OaZlat8nMcAAIC4oDHwiAUL1rmOgCT2kx+ep+PHvHHG4Cr/G64jAADgSTQGHvHJRztcR0AS27GtvbZu6eA6RouosV+4jgAAgCfRGHhEWVml6whIUjdM36T3C+Zr5Ohi11FahNUx1xEAAPAkGgOP6Ngxy3UEJKmzz9utzl0qXMdoMUbe2PMBAECyoTHwiCmXD3YdAUnqvcX9XEdoUem+i1xHAADAk2gMPOLKq1mpBZEtfmuAdn3T1nWMFkNjAABAfNAYeMRHH2x3HQFJqqbGp1//+3hJ3jiXQY1/mesIAAB4Eo2BR7zy8gbXEZDEFjwzXJ9/3NMT5zKo8i9yHQEAAE+iMfCIQwePu46AJDVs5CE9ufAtnXXuHtdRWoTVIdcRAADwJBoDj8jKTncdAUnqu3+3QhdP8c55LoyyXUcAAMCTaAw8In9cT9cRkKRWFHZzHaFFpZnTXEcAAMCTaAw84rYZY1xHQJJ6cf5QHSvzzh6lDN8NriMAAOBJNAYesWdPmesISFKlh7M07/ERkryxKpHf7nMdAQAAT6Ix8Ihn561yHQFJ7Ff/epZWLe/ijVWJ7IuuIwAA4EneOb4gxW3bdth1BCSpzMwa3TVrjUaMPug6Sovw252uIwAA4Ek0Bh5hvPBRMOLiF7/+SDPu8tJ5LnitAwAQDxxK5BGDBuW6joAktX9vG9cRWpTP9HcdAQAAT6Ix8Ijb7xjrOgKS1IJnhkvyxsRjSco0N7mOAACAJ9EYeESnTpz0CZFt29JBSxf188TEY0kypoPrCAAAeBKNgUfMe3q16whIYj/+wfnatyfHdYwWUelnVSIAAOKBxsAjVq7Y6zoCkljH3ArV1Hhjl4HfrnMdAQAAT6Ix8IjKimrXEZCkvvv9r/T2hy+qV59jrqO0CKsK1xEAAPAkGgOP6NLVWyvPoOX07lOmtDSPzDyWZNTFdQQAADyJxsAjbrxppOsISFKvvzTYdYQWleG7ynUEAAA8icbAIyZO7O06ApLU55/01Po1nVzHaDFp5kzXEQAA8CQaA494/bWNriMgaRn97EfnqKrKG5OPq+07riMAAOBJNAYe8e6Sra4jIIkVftFDa1Z2dR2jRVT7P3QdAQAAT6Ix8IjSUlZqQWQXT9mudz5ZqDPG7XcdpUVYHXUdAQAAT6Ix8Ij27TNdR0CSuur6LRo0uNR1jBZj1NZ1BAAAPInGwCMuuGiA6whIUh+/762J6em+Sa4jAADgSTQGHnHj1OGuIyBJvflKng4eyHYdo8WkmytcRwAAwJNoDDyisHCP6whIUpWVafr9f58hSbIeOM9ZjX+t6wgAAHgSjYFHvLhwvesIcKTfgFJlZVcHf4o88n/kj2P1+Sc9ZTywYmm1fd11BAAAPInGwCP27WWlllSTnu7Xt76zSos+ekEvvv2qLp6yPeLAf/DQEv36D+9r4iRv7FXyyxurKwEAkGzSXQdAy8jITHMdAQl27oXf6N/mfCpJOu3MA3py4dvaWtReS94eoOJD2crJqVb+hL2adP5uT+wpCDFiBS4AAOKBxsAjRo/upvf2bXMdAwm0eVMnSYF5A6GB/8C8I/r2X612mCr+fIaJ9gAAxAOHEnnEjDvGuo6ABPtme3u9t6Svp/YGxCLTN9V1BAAAPInGwCPKj1e5jgAHHvljoCH0wmpDsbK23HUEAAA8icbAI55+0tuHjyCy95f20x/+5/SU2mtQZV9wHQEAAE+iMfCIzZsPuY4AB4YOL9YFl+xwHSOhauxW1xEAAPAkJh97RE1NCh1LAknShLN364W3X0upvQUBftcBAADwJPYYeES/fh1cR0CClZenp2BTIPlML9cRAADwJBoDj7jlttGuIyDBVi3vqg3rOrmOkXAZ5kbXEQAA8CQaA48YNCj1BogwevKRUZJSa1Uin+ntOgIAAJ5EY+AR859lVaJU9OwTI/The31S6pCiKv9rriMAAOBJNAYe8cXnu1xHgAN+v9G2ovauYyRUjf3KdQQAADyJVYk84jgnOEs5g4aU6KmFb2nAoCOuoySU1XHXEQAA8CT2GHhEp07ZriMgwXr2OpZyTYEkGeW6jgAAgCfRGHjEVdcMdR0BCVb4RXcdPJB6DWGGb4rrCAAAeBKNgUdcMnmQ6whIsIqKdD331HDXMRIu3ZzjOgIAAJ5EY+ARS94pch0BDjzyhzHavbOt6xgJVW0/ch0BAABPojHwiLfe+Np1BDhwYH9b/fG3p6fUeQyq/EtdRwAAwJNYlcgjSkrKXUdAgrXvUKF//uVnunnmxpQ6j4FViesIAAB4EnsMPCInJ8N1BCRY/oS9uu2uDUpLS6HdBZKM2riOAACAJ9EYeMTZk/q4joAEW7W8myorfSl1GJEkpZl81xEAAPAkGgOPmH7raNcRkGCHDubozVcGpdRhRJKU4bvGdQQAADyJxqAeY8xkY8xcY8z9xpg5wX/nus7VlKKvD7mOAAfm/u50VVWm1n/jGrvDdQQAADwptUYUTTDGTJM0x1o721r7oLX2AUlzJRUke3Mw/7k1riMg4axWr+iqX/7zWSl1OFG1/2XXEQAA8CQag6DgwH+BpAfCL7fWFkoqlPSwg1gx++abI64jIMGMka65YbP+6gfLU+pwIr/2uI4AAIAnsVxprZuD37+McN18BZqGpJWWlkIjQ0iSzrvoG/3fE6m4pj+fZwAAEA/8ha01XVKJtbYkwnVF0olDjZLS0KFdXEdAgu3c0V6SUuowIklKM3muIwAA4Ek0BrXGS4o2g7ck+H1CYqI038w7x7qOgAQr+jpXn3/cM6UOI5KkDN9NriMAAOBJHEpUK1fRG4PwbRpljCmIctWIZuZployMtHjePZLU4w+N0Vnn7pG1Sp0GwfK2BQBAPLDHoK6SKJeHGobOCcrRbM88vcp1BDjwxsuD9OwTw1OnKZBUZV90HQEAAE/io7fmyW1qA2vtuEiXB/ckxO2UrWvW7I/XXSOJde12XH36pdaKVH670XUEAAA8icagrtwol4f2FJQkJkbzVVfVuI6ABDvtzH164e3XlJ2dWr97q2rXEQAA8CQOJapVEsM2SXt64R4927mOgARLT7cp1xRIkk9dXUcAAMCTaAxqfSkp2jqIocujTSx2btr0ka4jIMGWF3TTtq3tXcdIuHTfda4jAADgSTQGtRo7gVmoMViSiCAn47QzerqOgATz+316+rHUawjTTFwX+AIAIGXRGNR6Xop6ErPpkpZYa4sSGyl2Ly5c5zoCHHji4VFauTy1Dq2ptm+5jgAAgCfRGAQFz3g8W9Kc8MuNMfkK7DGY7iBWzD58f7vrCHDg+LFM/WVx35Q6+3G1/zPXEQAA8CRWJQpjrX3IGFNkjFkgaZmkLgqsVDQu2DgkrbKyStcRkGC9+x7Rn55YojPHp9ZStVZlriMAAOBJNAb1WGuXKInnEkTToUOWDh+ucB0DCZQ35HDKNQWSZJR6E64BAEgEDiXyiEunDHIdAQlWuKyHjpRmuI6RcOm+811HAADAk2gMPOLqa4e6joAEO1aWoYXPDnMdI+HSzRTXEQAA8CQaA4/47JOdriPAgYd+P1YlxVmuYyRUjU3a04kAANCq0Rh4xMsvrXcdAQ58s72DHvz5+JRalajKz3KlAADEA5OPPeLA/mOuIyDBsrKr9Td/v1zf+bsVMsZ1msSxOuQ6AgAAnsQeA4/IyqbHSzWTztul7z9QqOzsGtdREsootQ6dAgAgUWgMPOKMM3u6joAEW7+2s2pqTEodRiRJaWa06wgAAHgSjYFH3HY7g6VUs2dXOy15q39KHUYkSRm+qa4jAADgSTQGHnHwwHHXEeDAw384zXWEhPPbYtcRAADwJBoDj5j31CrXEZBwVp9/0ksP/mK86yAJVWVfcB0BAABPojHwiG3bDruOgIQzmnD2Ht106ybXQRLKb7e7jgAAgCexlI1H2FSbgQpNOm+Xnn/jddcxAACAR7DHwCMGDsx1HQEJVhw843Gq9YQ+0891BAAAPInGwCNmzBzrOgISbP2azlq5vGvqrUpkbnIdAQAAT6Ix8Iiu3dq4joCEM3ry4VGSUmuvgc90dh0BAABPojHwiOeeWe06AhxY8Mwwvf3awJTaa1Dlf8l1BAAAPInGwCO+KtzjOgIcyMj0q6IizXWMhKqxNMEAAMQDqxJ5REV5tesISLDhIw/q+TdeV+cuFa6jJJRVaj1eAAAShT0GHtGlK3MMUk1up8qUawokyYg5BgAAxAONgUfccONw1xGQYAVf9NDe3anXEGb4rnAdAQAAT6Ix8Ihzzu3rOgISrLrap2eeGOE6RsKlmXGuIwAA4Ek0Bh7xxutfu44ABx7702ht2dzBdYyEqrZLXUcAAMCTaAw8Ysk7Ra4jwIGS4hzN+/OIlDqPQbX/Q9cRAADwJFYl8ojS0tSbhJrqunQ9pl/99iNdcc3WlDqPgVWp6wgAAHgSeww8om3bTNcRkGBjTj+oK69NraZAkoxSb8I1AACJQGPgEedd0N91BCTY8oLuOn4stU5uJknpvrNdRwAAwJNoDDzipmmptzpNqjtckqVXXxjsOkbCpZurXEcAAMCTaAw8YuXKva4jwIG5vztdx4+n1l6DGv961xEAAPAkGgOPWPj8OtcR0MIyMqvVq/fRRrfZtKGTfvmTs1NrVSL7musIAAB4Eo2BR+zd0/gAEq3LOefv1AtvvaZ3PlmomfesVU6bqgbb5LSp0sx71uof/3lZSk1A9mu/6wgAAHgSy5V6RHpGah1O4nVPLHhb2Tk1kqRf/fYj/fjfPtfrLw3W9m3tJUn9BxzRNTduVoeODRsGrzO8bQEAEBf8hfWIUaO66oP3t7uOgRayYV1nnZ5f+8l4h45VmnE3x9ZLks8MdR0BAABP4lAij7j9jtNcR0ALmvdnVpmKJsN3k+sIAAB4Eo2BR1RV17iOgBb08oIhOrA/23WM5GRT7/ApAAASgcbAI+Y9ucp1BLSg48cyNGvmZaqqSqFZxTGqsi+6jgAAgCfRGHjExo0HXUdAC8rJqdJlV29VenoKrUMaoxpb5DoCAACexORjj6ipYQDpJZ+umacuXSpdx0hSHDYHAEA8sMfAI/r0ae86AlpQ2dEs1xGSlk89XUcAAMCTaAw84pbbRruOgBb04nMsyRlNhu8G1xEAAPAkGgOPGDK0s+sIaEHz/jxC1dVMPI7EZwa6jgAAgCfRGHjE88+ucR0BLWjPrrb6938+y3WMpFTlf9V1BAAAPInGwCM++3Sn6whoUUYb1nVSeTn/ReursYWuIwAA4EmsSuQRx49z0icveXz+27rksu3y0Rc0YHXMdQQAADyJYYdH5OZyllwvyZ+wl6YgCqOOriMAAOBJDD084oqrhriOgBa05K0BriMkrQzfpa4jAADgSTQGHjHl8jzXEdCCnnx0lCTJct66BtJ8F7iOAACAJ9EYeMRflm51HQEtaEVhd732Up6MoTmor8b/iesIAAB4Eo2BR7zx2kbXERAjY6yuvmGzjAmN+COP/P/jXybq6JEMGU5nUEeV/x3XEQAA8CQaA48oLi53HQExGH3aAc1//XX96Ymlmv/665p8xbYGA//2HSp073dX6cVFr6pde1abqs+qxHUEAAA8ieVKPSI7J12HD1e4joEm3D1rjSadt1uSNOm83Zp03m7t2NZOK7/qpuPH09Wpc7kmnbdbbdpWO06avIxyXEcAAMCTaAw8YuLEPnrtVQ4nSnYFX/TQrXdsqHNZvwFH1W/AUUeJWp80c4brCAAAeBKHEnnELbeNdh0BMXhl4WCVlma4jtGqZfiudx0BAABPojHwiK1bS1xHQAyOH8vQn+cGmjhWGzo5frvLdQQAADyJxsAj5j+7xnUExOh/fjVehcu6s9rQSaqyL7mOAACAJzHHwCO++abUdQTEIDunSvf99SqdduY+11FaLfYYAAAQHzQGHuHz8fFza/Cv//mJbr97Q9MbohHs6AQAIB74C+sRgwd3dh0BMdi1o73rCK1emhngOgIAAJ5EY+ARM+8c6zoCYrDg2WGqqTFMPD4FGeYm1xEAAPAkGgOPyMnhqLDkEX3Uv3tnO739+kAmHp+SNq4DAADgSTQGHvHM06tdR4CkQFNg1Fhz8NMfnqudO9omLJHXVNkXXEcAAMCTaAw8YvVqVrlxrUPHCj3yzCLd9zcrG90j0KffUaVn1CQumMf4LZO3AQCIB44/8YiqSgaaLo0ac0AvvfOq2rSt1uVXb9c9s1Zr3p9HatHrA3XoYLZy2lTrjPz9uvPbazTp/N0cSnQKrCpdRwAAwJNoDDyie492KimpcB0jZWVm+dWmbfWJn/sNOKof/WyZfvSzZQ5TeZNP3VxHAADAkziUyCNumjbCdYSUtvKrrtq2laVIEyHdd7XrCAAAeBKNgUecOa6X6wgpze/36enHRrqOkRLSzBjXEQAA8CQaA494+cX1riOkvCcfGaXVK7u4juF51fZt1xEAAPAkGgOPeP8v21xHSHnHyjL11qsDOXlZnFX7P3EdAQAAT2LysUccOcJKLS716FWm3z38riadv9t1FM+zKnMdAQAAT2KPgUd06JDlOkJKGzy0hKYgQYzauY4AAIAn0Rh4xMWXDnQdIaUtL+iuI6UZrmOkhHTfea4jAADgSTQGHnHd9cNcR0hpx8oytPBZfgeJkGEucx0BAABPojHwiM8/3+U6Qsp7+A9jVXo403UMz6v2f+U6AgAAnkRjEIExZpoxpsB1juZguVL3dmzroF/+dCKrEsVZlX3LdQQAADyJVYmCjDFzJXWWdEjSZMdxmm3/PlZqcSkjs0az/mal/vYfvpIxrtN4m9VB1xEAAPAkGoMga+3s0L+Dewty3aVpvsysNNcRUtrZ5+7Uj362zHWMlGDE4VoAAMQDhxJ5xGmn93AdIaVtWt9FNTWGw4gSwGdGuY4AAIAn0Rh4xIyZY11HSGl7drfVkrf6cxhRAmT6prqOAACAJ9EYeMThknLXEVLeI3+kOUsEvy11HQEAAE+iMfCIeU+tch0hxVl99nFvPfiL8a6DeF6VfdF1BAAAPInJxy2skWVOR8Sz7pYtJfG8ezTJaOzp+3Xt1M2ug3ie325zHQEAAE+iMfAIy6xXpyacvVsvvP0acwwSgtc6AADxQGPQwqy14yJdHtyTkB+vugMGdFTxIeYZuHKkNEvGSNaK5iDOfKaP6wgAAHhSq55jYIwpMMbYk/ia5jp7S7vtdia+urR+bSetWtGFpiABMgyrEgEAEA+tujGw1o6z1pqT+FroOntL69mrnesIKc7oiYdHSxLnMogzn+GcHQAAxEOrbgxQ67lnVruOkPIWzBumd94YwF6DOKvyv+Q6AgAAnkRj4BGFBbtdR0h5aWlWxYcyXcfwvBrL0rwAAMQDk48jy5XU2XWI5ig/Xu06QkobPLRYz732hnr2OuY6iudZMckeAIB4oDEIMsbcL2mCpLzgl4wxmyUVSiqy1j7gMF6TOnfJ0eHDFa5jpKzOXSpoChLEKNd1BAAAPInGIMha+6DrDKfiuuuH6//95nPXMVLWV192197dbdSD5iDuMnxXuI4AAIAnMcfAI867oJ/rCCmtutqnZ56I68mtEZRuJrqOAACAJ9EYeMTbb212HSHlPfan0dq2pb3rGJ5XZd9zHQEAAE+iMfCIxW/TGLhWUpyjR/44hvMYxFm1/y+uIwAA4EnMMfCIkhImHruU26lcP/+vj3X9TZs5j0GcWZW6jgAAgCcl3R4DY0wH1xlao7ZtM1xHSGljzzigG6dvli/p/kd5j1Eb1xEAAPCkZBzGzHEdoDU65zwmH7u08qtuKj+e5jpGSkgzE1xHAADAk5KxMcBJmH7zSNcRUtrhkiy9snCw6xgpIcN3jesIAAB4UtznGBhj/lHS5GbcZLKk78YpjmetXXvAdYSU99DvT9P10zYrO6fGdRRPq7Ffu44AAIAnJWKPQaECZxQ2MXx1SUAeT1owf63rCCnOauP6zvrXH09iVaI4q/a/4joCAACeFPc9BtbapcaYh6y1P4ple2PMn+KdyYt27z7qOkJK8/mkqbdu0D/+9EtWJYozv/a5jgAAgCclarnS3ATVSVnp6UwXcWnS+Tv1m/9733WMlGBYZRkAgLhI1GiyOSsNPRC3FB42YgRHYbm0Y1tglV0OI4o/nxniOgIAAJ6UkMbAWrulGdsejmcWr5p552muI6S07Vs76IO/9OEwogTI8N3kOgIAAJ50So2BMaaDMeYfjDGLjDGbjDEHjTHLgj//yhhzSUsFReP8fj6qdu2x/xsjib0GcccTDABAXJx0Y2CMuVTSVkm3KrCi0BZJxZLGSZqiwCFBi40xNcaYPxpjBp5yWkQ176lVriOkvKWLBujhP4xhr0GcVdkXXEcAAMCTTmWPwTRJg6y14621lwW/hlhrfQo0Bz9S7TKk35G02RjzhTHmxlOPjfo2bDjoOkLK69XnqMaczvkk4s1vN7uOAACAJ51KY1ASbT6AtfYra+2DkgqDjcJ4Sb+WNETSQmPM28aY9qdQG/VUV/tdR0hpp525Tx+veFaTztvjOornWVW7jgAAgCedSmPQyRhzehPbWEmy1hZaax+w1naWdIukoZK2GmMGnEJ9hOnVq53rCCnOKCODY98TwaceriMAAOBJp9IY/EjSX4wx9zbnRtbahdbawQosYVrInoOWcfOto11HSGkrv+qqrzd2dB0jJWT4rncdAQAATzrpxsBaWyJpsqT/Cs4duLiZt39QgUnKD55sBtQaMZLzGLhl9OQjgeaMRXPiy2cGu44AAIAnndJypdbaQgXmDxyWtCS4ZOkPYz1EKHj7klPJgIAF89e5jpDy5j0+Ql980pNVieKsyv+66wgAAHjSKZ/gzFpbZK2dIum7CqxA9F+SiowxByXlGWPujbZUqTGmgyQ+/msBn368w3WElFdZma6CZd3YYxBnNXaZ6wgAAHhSekvdkbX2IUkPGWPyJf1YUuj0pA9Jkgl8jFqkwB6CQ5I6S8qTNL2lMqSysrIq1xFSWt/+pXrs2Xc0cswh11E8z+qY6wgAAHhSizUGIcHDg6YbYzoqMAdhigKHG+VK6hL8Kpb0vKSHoi15iubJzc1SaWmF6xgpq2//ozQFCWLUwXUEAAA8qcUbg5DggP+F4Bfi7LIrh+iRuYWuY6Ss5V92V/GhLHXqTHMWbxm+S1xHAADAk055jgGSwxVXMVXDpfLydM1/erjrGCkhzXeh6wgAAHgSjYFHfPCXba4jpLxH/zhG+/bmuI7heTX+z11HAADAk2gMPOK1Vze6jpDy9uxup//+93GsShRnVf5FriMAAOBJcZtjgMQ6dPC46wgpLSenSn//TwW6Z/ZqzmMQZ5ZTnwAAEBfsMfCI7Bx6PJcmTNqj7/ztSmVl+V1H8TyjbNcRAADwJBoDjxg3vpfrCClt7aouqqoyHEaUAGlmrOsIAAB4Eo2BR9x62xjXEVLagf1t9NargziMKAEyfDe6jgAAgCfRGHjEzp1HXEdIeQ///jRVV9MZxJvf7nEdAQAAT6Ix8IjnnlntOkLKW17YXT/+wfnyM80grqrsS64jAADgSTQGHrF9+2HXESDpuSdHaNbMy7S1qEPE66ur2KNwqvx2p+sIAAB4EkvZeITh4PakseiNgXrnzQG64JJvdPk1W9W5S7mOH0vX8i+7a/yk3bphWpHriK0cr3UAAOKBxsAj8vI6cS6DJGKt0ftL++n9pf3qXJ7budxRIu/wmQGuIwAA4EkcSuQRt9/BEo6twcJnh8nvF8uanoJMM9V1BAAAPInGwCM6dMh0HQEx2Lmjvd55YyDLmp4CY9q7jgAAgCfRGHjEM/NYlai1+MkPz9PuXW1cx2i1Kv0vuo4AAIAn0Rh4xMoVe11HQIy6dj8mcSjRSfPbda4jAADgSTQGHlFVWeM6AmLw3e9/pbc+eFG9+hxzHaXVsqp0HQEAAE+iMfCIrt3auo6AGHTvflw+/tedEqMuriMAAOBJDFE84sabRriOgBi89tJgSaxKdCoyfFe7jgAAgCfRGHjEhIm9XUdADAqXddfqlV1YlegUpJnTXUcAAMCTaAw84tWXN7iOgJgY/ez+c1RZwX+9k1VtF7mOAACAJzE68Yj33t3mOgJi9MWnvTTrjik6dowTj5+Mav/HriMAAOBJNAYeceRIhesIaIaliwZoyqRpevj3Y3W4pO7J6Tas7SS/31GwVsDqqOsIAAB4Eh9ZekS7dpk6fJjmoDXZvrWDfv6TSXrwFxM0aMhh5eRU69DBbG0t6qDV255Qx1yW5YzEqJ3rCAAAeBJ7DDziwosHuI6Ak1Renq51q7uocFkPbS3qKMno4w+YTB5Nuu8c1xEAAPAkGgOPuOFGliv1kicfGS2JZU0jyTCXu44AAIAn0Rh4RGHhbtcR0II+fr+3PvuoF8uaRlDtX+U6AgAAnkRj4BEvLFjnOgJalNHfzbpIR48wDai+avum6wgAAHgSjYFH7N9X5joCWtClV2zT4/MXqV37atdRko5f+11HAADAk/g40iMyMtNcR0AL+r/HlyinTY3rGEnJKLPpjQAAQLOxx8Ajxozt7joCWtDa1V1cR0haPsNEewAA4oHGwCNunznWdQS0oHmPj3QdIWll+qa6jgAAgCfRGHhEWRknw/KS114crL2727iOkZT8lvk0AADEA42BRzz9JEs4ekl5ebrunXGZjh5tehpQqp3roNq+6DoCAACeRGPgEZs3F7uOgBa2orC7brriOq1f06nR7VLtXAc1dqvrCAAAeBKrEnmETbWPjVPE2lVdNeWcaTrrnD26ZeYG9R9YKknavrWDijZ30AP/8qXjhC7wWgcAIB5oDDyiX78OKj5U7joG4sLo80966fNPetW5dMzpB1KyMfCZ3q4jAADgSRxK5BG3zhjjOgISbPWKLk0eZuRFGeZG1xEAAPAkGgOP6Ne/o+sISDijJx4ZLSm1JiCzxwAAgPigMfCI+c+sdh0BDjz35Ai9v7RvSk1ArvK/4joCAACeRGPgEcuW7XIdAY7s+qat6wgJVWOXu44AAIAnMfnYI8qPV7uOgAQbPLRYT7/4lvr2P+o6SkJZHXcdAQAAT2KPgUd06pzjOgISrFuP4ynXFEiSUa7rCAAAeBKNgUdcfc1Q1xGQYIVf9NDBA9muYyRchu8y1xEAAPAkGgOPuPjSga4jIMEqK9P07JMjXMdIuHRztusIAAB4Eo2BR7zz9mbXEeDAI38Yq507UmvycbX90HUEAAA8icbAIxa9RWOQig4eyNHMqVdFbQ68eH6DKv+7riMAAOBJNAZhjDHTjDFzjTGLjTEFwX/nus4Vi5KSctcR4MjXGzvp6oum6ne/PkMH9tedc1BV5fPcHgWrw64jAADgSSxXGmSMmSNpmbV2dvDnXElLJW0xxoyz1ha5zNeUNm0ydPhwhesYcOTggRw9+IuJ+u2cccqfsFedupTr+LF0rVreTf/0b5/r5pkbXUdsMUZtXEcAAMCT2GMgyRiTL0nW2oWhy6y1JZIulZQrabGTYM1w9qS+riMgCVRWpumzj3vrrVfz9N6S/jp4IEfLPu/pOlaLSjPjXEcAAMCTaAwCZkuaX//CYHOwRFJeqHlIVjffOsp1BCSpVxYO1uHDma5jtJgM3zWuIwAA4Ek0BgHjJRVEGfwXhm2TtDZtPOQ6ApLU8WMZevSPYyR5YzJyjd3qOgIAAJ5EYxCwRFJJ8KtVmv/cGtcRkMT+34P5Kvi8u4xxneTUVftfcR0BAABPojGQZK19wFrbKcoE49BehC8Tmam5du484joCklT7DhV64F+W6cwJ+1xHaRF+7XEdAQAAT2JVokYYY/IkTZa00Fpb2NT2wdsURLkqrqeoTUvzwEfBiIt/m/OJps/Y5DpGC0pzHQAAAE9ij0HjFkgqknSf6yBNGT68i+sISFJbN3d0HaFFpZnBriMAAOBJNAZRBM9rkCtpXHB1ophYa8dF+pK0Pk5RJUkz7zwtnnePVuz5Z4aputp4YuKxJGX4bnIdAQAAT2rVjUHw7MT2JL6mNXG/0xQ4hKhZTYFLaT4OJUJke3a101uvDvLExGNJkuVQIgAA4qFVNwbBT+PNSXwtjHafxpjJkmYH77skcY/m1Dz91CrXEZDEfvLD87R5U+CQomh7DlrLHoWq6P99AQDAKWjVjUFLC57HYLa1dkq9y3ONMbMcxYrJunUHXEdAEis+lK1pV16rTz/s1er3HPjt164jAADgSaxKFBRcgWi2tXZ6hKsnKzAJOWlVV/tdR0CSO7C/jW6+5hqdkb9fd9y7VmeM36ecnGoVH8rWW68N1D/+9MtW0TRYVbuOAACAJ9EYKLBHQNJiSUXGmAVhV+UGv4+XNC7BsZqlZ892Kikudx0DSc9oeWF3LS/s3uCau769Vj17H3OQqXl86uY6AgAAnsShRAFLJYXOWTAt7Gty8Cs3ysnPksa0m0e6joBW7uWFQ1xHiEmG73rXEQAA8CQaA8U2idl1xqaMHdPwE2CgOZ5+bJT8/uSfhOwzQ11HAADAk2gMPGLhwnWuI6CV27alvX47J1/GJHdzUG3fch0BAABPYo6BR3z84Q7XEdDqGX30fm999/srlJNT4zpMVNX+z2RttWrsWlkdllG20swIGdO+wbZ+WyK/3SirCvnUST4zSsY0/Dykxm6VtTslGfnMAPlMnwbbBGqukVVpsOZIGdOuiZqd5TMjo9TcImt3NVGzKvg4S2WUE3yckWoWy283BWt2kc+MiFKzSNbuluSTz/RvouZhGbUJPs62EWoekt9+HWPNXZLSgo+zd4Salaqx65pZs2uwZsMdunVrDpTP9IpSc62sjoTVbBOh5sFgzcomam4OPreJqWmtlV+bZe2eYM1B8pmeEWpWBJ/bUM1RMiYnQs0D8tvNwZrd5DPDm6iZHqzZI0rN0ONsqzQzWsZkR6i5X35bFEPNr2Xt3mDNPPlMwz3ktTWPBmuOaqTmZllVyafu8plhkWvaTbLa18yao2VMVhM1e8hnhkapuVF+7ZNRhnxmsHym4Xwqa8uDNctk1C74OCPV3Ce/LZJULaPuLVTzqIzaN1Jzr/x2S6Cm6SGfhkSpuUF+7ZdRZvC5jVTzeNjjbKzmHvnt1mDNnvJpcJSa6+XXgWDNwfKZro3UPBasObKRmlsk1ciYXkozgyPcV/2aQ+QzXRpsl4xoDDyirKzSdQS0alZ/fHyprrh2izIyknh3gSSrwzpSdaGsdodd2kaZvuuVmXaP0swQ1fjXqsL/uKr8r0mq/b/hU39lpt2uTN9tktqoyv+6Kv1PqcYW1KmRbs5VZtpdSjeXyqpElf6nVVnzrKz21Kt5gzLTvqU0k6ca/xpV+B9Tlf+NejUHhNXMUZX/NVX6n45Q87xgzUtkVaxK/1OqrHlOVnvDtmobrHlPsOaq4ON8Q1JVlJrZwZpPqcZ+Va/mBcpMu1Pp5mJZHVJlzVOq9D8XHBCF15yqzLS7lWYGqdq/UpX+x1Xlf7NezUHBmrdKylKV/9VgzeX1al6ozLS7lOG7SH57IKzm/no1bwrWHKhq/wpV+h9Tlf8tKWxVKp/ywmpmhNVcEXZfJljzbmX4LpDf7g+rGb7Mcztl+qYpK+1u+Ux/VfuXB2u+Xa/m4LCa6aryvxysuapezYuCNc8P1nwyWPNg2Hbtlem7SVlp98hn+qna/1Xwua1fc4gy02Yq03dzsOaLwdfQ6no1L1ZW2t1K950nv92nyponVOmfL6tDYdt1CKvZV9X+gmDNd+rWNEOV6btdmb5bJPlU5X9RFf6n5bdrwu7Lp3RzibLS7lK671z57d5gzefr1ewY9tz2UbV/mSpq/qxq+46kmrCaw5Tpm6lM3/Swmk/Jb9fWq3lp8HFOkt/uUUXNn1XlXyCr4no1pysr7a5gzS+CNRfXqzk8WHOaJKMq/wvBx7muXs3Jykq7R+m+s+S3u1VR80SDmka5yvDdrKy0O+UzvVXt/1wVNY+r2i6tV3NEWE2rSv8LqvQ/Lb9dH1YzLazmRPntrrCaJWE1OynjxOPspWr/Z8HHuUSSP6zmSGX5ZgbPHG9V6V8QrLmxXs0pwed2ovx2pypq/qxK/0JJh8Nqdlamb7oy0+6Sz/RUtf+TYM1369UcHaw5VZJflf7nVemfV69mujJ8lynTd7fSfeODNR8P1iytV/OWYM3uqvZ/HFbThtUcE6x5Y7DmfFXWPC2/vq5X83Jl+u5Rui9ffvuNKmoeU6X/BUlHwmp2CavZTVX+D1VZ84Sq7V/q1EwzY5V5omZ1WM3N9WpeEax5ppKZscl8zICHGGMK8vPz8wsKCpre+CSMHvZH7dhR2vSGQBRrtj+uDh2rmt4wqWUp03eLKv3PSI0sa2o0RGmmX/ANProMc7Wq7XJZ7Wxkq+xgzacV/sc/cs2+qrbvNVHzGlXbQlntamSrHGX6pgdrRl+q2GiY0kxPVdsPGq2Zbq5Tjf2iXuPTsGaGb7qqmqw5Qmmmm6rth03UvF419rN6jU+kmtOCNaP/rTIaJZ/ppBr7cRM1b1SN/bhe41NfG2X4pqrKP6/Rmj6NljEdVGM/baLmVNXYD+s1PvW1VabvRlXGVLO9auxnjdbMMNNUbf9Srwmpr50yfdcHa0bn02kyJkc19vMmak5XtV1aryGor70yfNeqyv9MEzXPkDHpqrFfxlBzSb2GoL6OyvBdqSr/czHUTGvQsDeo6btF1f5FdQbn9RnlKt13RQw1x8kYqxpb2ETNW4NN8eFGtuqoDN8VqvLPb6LmeBlT3aBhb1jztuAHDo2NKzopw0xWlV3QyDahmlX1GvaGMn23q9L/qsIH5w11Voa5pMkTXabpLMkcV41d2eh2Gb7bVeV/RdLRRrbqogxzkarsC03UPFvWHKnXPNdnlJ32U2Wl3dPofZ2qcePGqbCwsNBa2+wVNWkMEiTejcH3v/e2HntkeVzuG6nhD48t0XU3JfXiWwAAtHo5ab9WZtrUuN3/qTQGTD72iCuuzg3+i0YPJ+fJR0ZLSu6JxwAAtHblNf8haytcx4iIxsAjPvzgveC/kn5lVbSolhvFf/5JT723pG+TqxLROAAAcPKsDgXnEiUfGgOPeO2VMtcR4ERLNoJG3717spZ91kMRFl2p3YreEwCAUxKYN5J8aAw84tDBDNcREIN27WNdParpj+UzMmNbUjS2moF6R49kasb1V+u/fjFeu3c2XC7y6BFeZwAAnKrGJ827w3KlHpGVFX2VECSPkaMPatlnDdc3ry8np1rHjzc+CB8x6qBWLW/6jNcjRh3Sl583XN+8LqPMrGpVVqSrvDxd//vrfP3hN2fo/It2qu+AwAoR27d20KTzdupvftj4yhIAAKBxRg3PkZAMaAw84vQza7RkkesUaIrxxXaA/sDBpVq3uvGToeze2U5paX7V1Bg1dkhRWlpsTWPe4MNav7a2Zk2NT+8t7Vdnm8OHM/TXfx9oDDikCACAk5NmxrqOEBGHEnnEzDuT8wWGutas7KqcNk2fK6BNDNsc2N9GY8/Yr6bmGaxd3UXZ2dHX9A9p277pmisKeujAvhyaAgAATkGG71bXESKiMfCI/XsHaGBeYyc/QTIoO5qp088Mnego+t6DFYXd1KtPYydcCSg/ni5jGt8LcaQ0S6fnh07oFH3bVV91Vc/eTdf8/X+f0eQ2AAAgOqvdriNERGPgEc88vU6VlT517XYseEmkAWDgsvT0mijXIxG+/LxHk5/0V1enKSOjRrmdyoOXRP59rl/bRede+E2TNQuX9dAZ4/YFa0b+3VdWpis7u0Ydcxuv+djcsXp3Ub8I1wEAgFhU+hs/Y7QrNAYesXVriXZ9015p6X6NOT3aoNNo+KhD6tPvaJTrkQjV1Wlav6azzjpnl7KyIh/i06Nnmbp1P6627ao0csxBRft9jhpzQFs252rcxD3q3jPykrVZ2dW64961euaV13TXfWuUmRV5NaM+/Y7ogX/5Qq8seUUTz9kdteY55+9U3tCSWB4qAACIwG93uo4QkbGcrSghjDEF+fn5+QUFBXG5/4F9/58OHTx+4ud+A0rVp+9RVVSkyVopK6tGB/bnaPOmTnGpj5PToWO5Ro45pKpKn2pqfMrM9KuqymjlV93k99f27QPzDqtHrzJVlKdJkrKya7R3V1tt3dLxxDY+n1+nnXlAGRl+VVb6lJbmV0amXzfPWK+bZ359YrviQ1l6ft4wLS/orvLj6erUpVxXXLNVl16+XWlpte8H61Z31vx5w/XN9naSpP4Dj+iWmRs0fGRyLrEGAEBrkWbOVruMZ+Jy3+PGjVNhYWGhtXZcc2/LqkQeMXBgbp3GYMe2DtqxrYPDRIhF6eFsff5x7ya321rUUVuLOja6jd/v0/KChsuXXnBx3U8lOnWu0OzvrWqy5sgxh/Svv/q0ye0AAEDz+ExyHpLLoUQecfsdY1xHQJJa8MwwSRI7BwEASA6ZvumuI0REY+ARnTvnuI6AJLW1qKPefacfS4wCAJA0uroOEBGNgUc8M2+16whIYv/09+dp7+42jW7DHgUAABKjyv+c6wgR0Rh4xIrle11HQBLbuaO9pl11rTZtyI26DXsUAABIDL9d6zpCRDQGHlFR3vSZbZHathZ11JRJ0/TtGZfp/aV9VVKSqYoKn/bsaqM/PzTKdTwAAFKGVYXrCBGxKpFHdO3WRocPJ+eLDMmjpsanRW8M1KI3Bja47pobi9S1W3nDGwEAgBZl1Nl1hIjYY+ARN9w4wnUEtHJvvpLnOgIAACkhw3eV6wgR0Rh4xKRz+riOgFbuqUcDhxMxCRkAgPhKN+e4jhARjYFHvP7aJtcR0MqtX9tZTz4ySsY03hzEq3FwURMAABeq7OuuI0REY+ARS97Z4joCPOBf7j9HC+YNO7FCUfiAPPTvll69aP2ajvpme7uE1gQAwKVq/weuI0REY+ARpaVMPMapq6nx6e//6kLde9tl+uDdPnUG5MZIa1a13GQpa6WfPTBJ10+Zqkljb9Xv/+cMFRdnNWgCjpRmtFhNAACSgdUR1xEiYlUij2jXLpPmAC3E6J03B+qdNweqV5+j6tvvqCRpx/Z2GjXmkJ5Y8HbLVDHSvD+PVEV54G1ozr9N1Jx/m6gzJ+zVmNMOyPqlFYXd1bN3mR577p0WqQkAQDIwaus6QkQ0Bh5xwUX99dwza1zHgMfs3tlOu3e2O/Fz+fF0lR9PU3ZOTYvc/znn79JfFvevc9lXy3roq2U9Tvz8zY72qqzwKSPTzyFFAABPSPdNch0hIg4l8oipN410HQEpoKQ4W6++MLjF7u/Obzd95sfiQ9l67aU8mgIAQKtnrVRRkSaff6rrKBHRGHjE8uV7XEdAipj7u9N0/Hhai9zXxVN26LQz9zW53Z/+93SVt1BNAABcsDZwGO0TD43SorcOuY4TEY2BR7ywYJ3rCEgRG9d31nfvmqyK8sDbx6ksJZqWZvWHx5dowKDDjW63fk0X/fynZ6uy8tRrAgDQUkJ/j/btzVbp4Yw6l9VnjPTGK4P0Hz87Swufb3qPuQs0Bh6xd89R1xGQQpYuGqBpV12nD/7SJ+IhPkePNr2SkLXSu+/003funKLiQ1maeM5u5bSparBdu/aVOuucXXrh2aGaduW1+vC9aDWZMgUASCxrpQXPDNVVF9ykay6+UW++OlA1NQ3/SO3e2Vb//i8T9Vd3X6qaGp/2JOm4zVg+eksIY0xBfn5+fkFBQVzuP6///+rA/mNxuW+gMYMGl+iyq7Ypt1OFjh9LV8GyHrrtznW6flpRo7ezVhrU5duqqan9fKJd+0qNHH1QaWmB96Xqap/WrOqi48fqNhqDh5Zo8hWBmseOpavgix6a+a21uvZGzucBAEicDWtzNXnSzXUu69n7qK68dqu6dT+mioo0rVvdRUsX9a/z9+6iiwfo1Tdvi0umcePGqbCwsNBaO665t+UjNo8YPbqb3n9vm+sYSEFbNudq7u9y61x25vh9ul6NNwbGSMNGFmvd6i4nLjt6JFPLPuvVZM3Nm3K1eVPdmhPO2ktjAABIqD79ypSdU63y47VD6j272unxuWMavd2o0d3iHe2kcCiRR9x+x1jXEYATnn96uKqqTJNzAW6/u+Xmxsx/eriqq5uuCQBAS2nXvko3Tt/U7Nvdc+8ZLR+mBdAYeERFRbXrCMAJ+/a20asvDG5yidGbbt2kTp3Lm3HP0Uf9e3a31esxLmvanOaBRgMAvKup9/hY/gbcM3uNfD5/s+oeO5ac4zYaA4+Y99Rq1xGAOv75H8/TmpWBw4SivbG2a1+lh55+R1lZTb9BpmfUSGp81P+TH56ndas7N1pTChzGVF3ddAdRWelrtNGgaQCA1if03n38eJqMif5eHlpetLw8rc7t6hs55pB+/uAnzcrw5J9XNGv7RKEx8IhNmw66jgDUcaQ0Uzdfc40WvT4g6uC6tDRDr7+Up4F5h9Wn35Go99V/4GH161/aZM3Sw1mafvW1Wvxm/6g1Dx/O1D/9/XmaftW12ralfdT72rCuk665+Ab9579N0LEypmMBgFcYI338QW9dMmG6nnpsZMRVhCSpsiJNv/+fM3TZOTdp5Vddo/5d2b2zrRa/NaBZGb7elJznMWBVogSJ96pE/Xv/ViXFzTkkA0icvCElmnnPOp2ev1/ZOdUqPpStt18boBefH6ZjZaEVh6zGnrFfGRlWR48ELmvfoVLl5enBPQ/NO/Xx4KElmnnPWp2Wv1/ZOTU6dCBbb746SC8vGHJilSOfz68LL/1G02/fqL79jshao21bOujZJ0fo0w97najZoWOFbrp1kyZfGVx9qSxdyz7vqdPP3KfzL97VQs8SACARHvvTaP3sgXNP/NyzV5luu2udzjl/t9q0q9KR0ky9t6Sv5j81QsWHsoNbWY2buFcz7lqvwcNKlJ5utXtnW70wf6gWvzmgzopDsTjv/H56853bW/BR1TqVVYloDBIk3o3BORMf1epV++Ny30C8dO9xTPv2tnEd46T98tcf6a77kvMkNQCAyJ58ZKR+8sPznWa45bbRevixa+Ny36fSGHAokUfcOqPxZbGAZJQ3pMR1hFOy8NlhkphrAACtyTU3Fikzq1qNLWgRb7fdnpzjNhoDjxiUl+s6AtBsW7d0aOZKDsk1Al9e0K3R407D0TwAQHLo3KVC100tUnMPUW1Jw4d3aXojB2gMPOL5ZzmcAa3Pnl1tNXHSnuBPsYyc3b2JR2Z0/99eoLImJieHVrYI/RsAYhXre0Zzlt1siSU6W3vNH/3r5+rdN/qiF/H25BMrndVuDI2BR3z+2U7XEYCTYPTZx7101rm7Gv3UPS3Nr/yJuxMXqxnWrOyqGddfrYMHshtcF/qjZIz0xisD9dv/zI9p7wIASFJZWbr+4a8vOLEMs1T7vhI+6F2zsov+8W8u0PFjaVHvyxjp8bmj9PTjIxp9Hzp6NF0//KsLtWFtp0ZrrlzeVQ/87flN1nz0/0brmT8Pb7TmkSMZ+vvvXKiN63Mbr/lVV/3o785X+fHGaz78h7Ga//SwRmu2aVOtPv2ORt8gzr74PDnHbUw+TpB4Tz7u1/M3Ony4Ii73DcSHVfgegL79S9Wn31GtXdVFR0qzJEmdOpdr+MhD2r61vXbtjL60aDIIrVx0x71rNXR4iaTAeRAWvTFQTz4ySp99FFjlaMiwYt1x71rddOsmdcytlCTt35ejFYVdNfmKHe4eAICk8tH7vfW9ey/Rgf1tlJFRoyuv26I7712rs87dc2Kbzz7qpSceGaVFrw9UVVWaunU/ptvuXK8Zd69Tn35lkqRjZel65YXBeurRUVq1vJsk6Yz8fbrj3rW67qbNys6pkSRt39Ze8x4fqflPDdfBAznKzKzRlddu0Z33rdHESXtP1Pzkg1568tHRWvT6QFVX+9S9R23N3n0DNcuOpuuVF4boqUdHafWKrpKkM8fv1R33rtW1NxadqLlta23NQwcDNa+6vkh3fnutJpwdqOn3S59+1FtPPDxKi98M1OzRs0y33bVeM+5ar159amu+tCBQc+2qrpKs8icEHuc1NxYpOztYc0t7Pf34yHorDiXepHP6atHSmXG5b1YlagXi3RicNvL/tHXr4bjcNxAvbdtVquxoZr1Lrdq1r5K1UtnRDCXf4UNNy86pVnZ2tY6UZkZdws4Yq/YdKuX3Gx09kqHLrtqmR599J8FJASSrx+eO1r/cf26DyzMza9SmbZXKjmaoqiraJ+dWbdpWKyPDryOlGfL7I78P+Xx+dehYqcrKtOD5WiK/3za3ZunhTFkb+b5CNSsq0nT8WHLVTKSrrhmi5xZMi8t9syoRdOXVQ11HAJptxOhIJ3gxOnokM9gwuH/zPhnlx9NVUpzd6LrW1hqVHs7S0SOBx/nJh71VdpQTqQEIuOSy7TLGqv78q8rKNJUUZzcyWJYko2NlGTpckhW1KZAkv9+nkuLs4Plkor/fNrdmtAF6eM3A+WSSq2YiXZWk4zYaA4+YfNkg1xGAZjtaWntys1R39EimXpyfnH8oACTegEFHdPGUHUqWgSxa1lXXJOf7PY2BRyx5Z4vrCECzbVjXWWeO36vAH77GmoPUaBz+8JszIk5ijoYjQZGqmvvab4n/Ky5q/vCflik7u/rU7whJ5603NrmOEBGNgUck6wsMaJzR2tVdNPaM/Yr8qZg9sd3wUQfl9QZh5472unPalVGbg9BAo6rK6OWFeSyBipRljLTojf462sThd8eOpemtVwc2+X9lw9pcrVvTKeJ14auLvf3agCaXJy4rS9NbrzVdc92aTnVW/olU87QzD+rGmzfJ6+99qeiN15Nz3EZj4BHFxeWuIwAnpaI8XWtXddHEc3ap/8D6E+iN8oaUaMKk3dq4rpNSYZf6yq+66aoLp+qxP41W6YlDrQKqq41eezFPN152vb5372Tddv1Vevedfg0GHs3Z6wC0Nru+aavZd07Wt2dcrqsvnKpnnxzeYMnMivI0Pf/0MF1z0VTNuuMyfXvGZfr0w14Nlq/c9U1b/dcvxuv6KTfo+sk36D//bYK+2d6uzjbGSJ9/3FOz7pis+2ZepqsvnKrnnhreYMnM8uNpmv9UsObMy3TfzCn67KOGNXfuaKs5P5+gG6bcoOsm36AHfzFeO3e0bVDz0w976b7bp+jZJ0cqFd77Uk3xoeQct7EqUYLEe1WiYYN+rz173K3HC7QMq6EjitW+faUko9LDmfp6Y65S9Y9im7ZVmjhpt3JzK3XsWLqWF3TXvr1tGmzXb0CpRo89qKysGh08mK3CL3pow+7H65xYDfCKx/40Wj97oO5qPR1zKzT+rD1q375KR49m6MvPe6ikuGGDPHhoiYaNPKSMDL/27W2jZZ/2bLBIgM/n18RJe9S95zFVVfm0aX0nfb2x4Sf7uZ3KNW7iXrVvX6UjRzJU8EXkmkOGFWvoiOJAzT1ttOyzhjXT0vyacHZtzY3rOmvzptyTeHbQWlwyeZBefu2WuNz3qaxKxBIYHjHxrN569ZWNrmMAp8ho0/rOTW+WIo6VZei9Jf2b3G7Htg7asa1DncuWF3TTGeP2xysa4Ez+hH3Bf9WeC+VwSZaWLhrQ5G03b8ptcsDt9/v02ce9m7yvkuLsmGp+vTFyYxGupia2mvCOs87u4zpCRBxK5BG33DbadQQASeSpR0e5jgDExRnj9uu0M/cpVfckwhvuuOs01xEiojHwiC1Fxa4jAEgir74wWDu2tWt6QyBBWvLI5b/+wYrQvbbcnQIJtHHDQdcRIqIx8Ijnnl3jOgKAJFJenq67b75CB/YHjnmONChjihkSyRhpz+6Gc2RCQq/H8vLQWXijv0avun6LZn5rrdhrgNbq2XmrXUeIiMbAI7755ojrCACSzMb1nXXDlBsirlwkSX4/gyokxoH92frxD87T+WfeoiceHtVgFSEp0Dh88WkP3XjZ9bru0hv08Qe9I06eLz+epmeeGKGXnh+SgORAfOz8ptR1hIiYfOwRaWn8gQfQ0LYtHXTX9Cs1YFCpbrx5k/r0Oyq/32jL5g6qKE/Tzx/81HVEpIBZMydr2WeBybU//Yfz9OAvJujGmzdp+KhiZWbUaP++NnrlhcFav6bLidvceu01Gjq8WDdM/1o9epapqtqnrzd00gvPDY24+g/QmqSlJedn8zQGHjFkSGcdPLDTdQwASWrblg767Zy6K9flT9jrKA1SzYC8I1r2We3PpYez9MTDY5q83aYNnfRfv5wQx2SAG4OHNL5SlSvJ2a6g2W6/c6zrCABamcJl3bVhXXL+cYK33HbnetcRgKRy1z1nuI4QEY2BR+RkZzS9EQDUYfTnhwJLHTMRGZE053XR2LYTzt6rMacdOPVAgEe0aZOcB+3QGHjEvKdWuo4AoBWa9/hIvf7yIBkTfWAXuryqqvG5TDQXrUPo91TdxO9Tiv3M2dXVptHXkCT97tGlate+MrY7BDzu8UeXu44QEY2BR6xZwxlOATSftUbfu/dSPfXYyKiDOmOkD97to2suvlFrVnaJvJFiH0TCLWOkd94YoGsvvV6bNuRG3a6iPE0/e2CSfvhXF6rsaPRPN7dva6+brrhOL84fEvU1YIz09YZOqq7mRQJI0rq1ybkHLTn3Y6DZqiprXEcA0EpVV/v0Tz84X3P/93TN/NZaXXr5dnXoWKHjxzL0xSc99eSjo7SisLsk6coLpurcC3fqjnvXavRpB5WdVaODB7K1+K0B+rv7v3L8SBCL78++SC88N0ySNPnsabrw0m90x7fWavjoYmVl1mjfvhy9snCInn96uIoPBVb/eeu1QZp220ZNvWWTevYqU1WVT5s35Wren0dq8ZsDVFPjU+GyHvrdr8/UHfeu1QWXfKP2HSpVdjRTH3/QW08+MqrOikNAqqtM0nGbsez7TQhjTEF+fn5+QUFBXO5//BkPJ+1Z9AB4nzFWG3Y9ppw2yfnHDrW+ffsULXp9kOsYQEqbetMI/fnpG+Jy3+PGjVNhYWGhtXZc01vXxaFEHjFt+kjXEQCkMGuNXntxsOsYiMH1N212HQFIedNuHuU6QkQ0Bh5x+pk9XEcAkOKeeIQVjlqDK67dou49y1zHAFLahLP6uI4QEY2BR7z0AmtEA3Br5Vfd9NRjI5tcnaallsBs7n0ls+Y8zlN9zBkZVv/+3x/JGI88eUAr9Ny81a4jRERj4BEfvLfddQQA0D//w7l69snhJ1aniTSINUb6w29Ob3RFHEk6sD9b//mvE1RR3vBPVeh+m2pCXPL7pf/9rzNU9HXHRrfbtydHD/5igiorG3+c7y3pq1dfyGv0ufX7pd/OOVNbizo0WvPMcfvVq8/RmB4HgJb3wQfbXEeIiMnHCRLvycd9e/xGpaUVcblvAGgeq/Mv3qk7712rKVdtU1pa4O9M+fE0vbxwiJ54eLRWr+iqnDZVuunWTbrz3rUaOebQiVt/s72d5v15pJ758wgdOpijAYNKdce9a3XLzA3K7VT7Prfssx6acPbehD+6WGxY20l/O+tirV3VVW3aVmn6bRt1x7fXavjI4hPbbN/WXk8/NlLPPjFCJcXZGph3WHd9e42mz9yojh1r1/v/6P3eeurRUXr7tYHy+40umrxDd347sHqUL9hLHCtL14vPB57b9Wu6qG27Sk27baPu/PZaDRtRcuK+tm1tr6ceHaX5Tw1XSXF2op4OAPVMOqevFi2dGZf7PpXJxzQGCRLvxmDU0D/qm29K43LfAHCyOuZWqHuPY6qpMdqzu62OlUU6S7tVrz5l6tixUmVl6dq5o538/oafnmdm1qh336PKCi6RWno4S5v3Pyprk+8cCs/PG6Yf/tVF9S6t+zi/2d5e1jYMnpVVrV59ypSVVaP9+3J06GBOxBq5ncrVvccxVVf7tHtXWx0/Fvm57d23TB06VOro0Qzt3NEuYk0AiXX5lYO14MXpcbnvU2kMOI9BGGPM/ZIGSyqRlCcpV9ID1tpCh7FicumUQXri8RWuYwBAHYdLsnS4JKuJrYx272yn3Tsb36qyMk1bi+oelvPJB710zgW7Ty1kHJx34U75fH75/UZSaCAe2+OsqEhv8DgjKSnOjuFTf6Nd37TTrlhCA0iYSy5NziWDmWMQZIyZK2mhtXa2tfYBa+10SYslFRhjpjmO16Rrrh3qOgIAJNxTjyXnkn+9+5Zp8pXbVdsUAECt6SxXmryMMfmSZkmq3wA8FPz+cGITNd/nnzXxERQAeNDbrw3SyuVdm9yuuUfNtsRRtt/7h0JlZlWf+h0B8Jz330vOycc0BnXVOTuPtbYk+M/chCdpppdeZLlSAKmnutqne26+QhvWdWp0O2OkFV91VXl5mqSGA//Qz36/9MWnPZqcs7B/b7a2bWnf6DZn5B/Q7O+tlMRcPgB1vfTCOtcRIqIxkBScQ9DJWjs7/HJjTF7wn0sSn6p5Dh445joCADixb28bTb38Os393WkqKW44n2HHtnb65T+fpesvvUFTL79Oi14fEDz2v5Yx0scf9NbMqVfppiuu0z/89QXasLZhs3H8WJqeeWKErrpoqq6+aKoe+t1YHS7JbLDd9m3t9cufnqU//uYMcTgRgPoOJOm4jVWJGhGcdzBL0rhTnYAc71WJhgz8nfbt5UyWAFJbdna1Lr1iu3r1PqqaGp+2fN1RH/ylT4NVjvr0O6LzL96pjh0rVFaWoc8/7qVNG+o3AlYTzt6rUWMPKCvLr/37crR0UX+VHq7bfGTnVGvyFdvUq3eZqqt9Kvq6oz6MUBMAQi6+dKBeef3WuNw3qxK1MGNMrqSbJU1WM5sCY0y0kf+IFogW1eln9NDiRUXxLAEASa+8PF1vvJzX5HY7d7TXc0829bZstOyznlr2Wc/Gax5P1+svDW50GwAId/rpPVxHiIiPM+oxxsyRNEfSbElzJbWK0faMmWNdRwAAAEAM7vrW6a4jRMQeg3qstQ+E/h08r8EWY8x0a21M8wyi7bYJ7knIb5mUDR06eDxedw0AAIAWdGDfMQ0e3Nl1jAbYY9AIa+2Dkg5JWhw8vChpzXtqlesIAAAAiMGTT6x0HSGiVt0YGGMKjDH2JL6ac8Ky0PyCWfF4DC1l69YS1xEAAAAQg21JOm5r1YcSncxs60iMMQsUOMxnXNi5C0JCcwwmtESteGF1KQAAgNYhWYdtrXqPQQuaJilPUqSDvULLWyxLXJzmGzgw13UEAAAAxKD/gI6uI0REYxCwUNIUa22kFYjyw7ZJWrfdPsZ1BAAAAMRg5p3JuZokjUHAfZJmh53pWNKJpUvzJM2O0jQkje492rqOAAAAgBj06dvedYSIWvUcg5YSnFcw3RgzJ2z1odBhRYOTvSmQpOeeWe06AgAAAGLwxGMr9bOfX+g6RgM0BmHCz2HQ2hQW7HEdAQAAADEoLNztOkJEHErkERXl1a4jAAAAIAblx5Nz3EZj4BGdu+S4jgAAAIAYdO3axnWEiGgMPOL6G4a7jgAAAIAYXJek4zYaA4847/z+riMAAAAgBpdMHug6QkQ0Bh7x1ptfu44AAACAGLz84gbXESKiMfCId97e7DoCAAAAYrD4neQct9EYeERpaYXrCAAAAIjB4ZLkHLfRGHhE27aZriMAAAAgBm3bJee4jcbAI845r5/rCAAAAIjBeUk6bqMx8Ihp00e6jgAAAIAYzJg5xnWEiGgMPGLNmn2uIwAAACAGXxXucR0hIhoDj1gwf53rCAAAAIjB/OfWuo4QEY2BR+zZc9R1BAAAAMRgb5KO22gMPCI9nV8lAABAa5CRkZzjtuRMhWYbObKr6wgAAACIwfARyTluozHwiNvvGOs6AgAAAGJwz71nuI4QEY2BR9T4resIAAAAiEF1td91hIhoDDxi3pMrXUcAAABADP78+ArXESKiMfCIDRsOuo4AAACAGGxK0nEbjYFH1NRwKBEAAEBrwKFEiKvevdu7jgAAAIAY9O6TnOM2GgOPuOW20a4jAAAAIAa3zhjjOkJENAYeMXRYZ9cRAAAAEIMxY7q5jhARjYFHLHhuresIAAAAiMFTSbqaJI2BR3z26TeuIwAAACAGn36SnOM2GgOPOHasynUEAAAAxOBYWXKO22gMPCI3N9t1BAAAAMQgt1NyjttoDDzi8isHu44AAACAGFxx5RDXESKiMfCIy5L0BQYAAIC6rr1uqOsIEdEYeMR7S7e4jgAAAIAYLFpU5DpCRDQGHvH6a5tcRwAAAEAMXn9lo+sIEdEYeETxoeOuIwAAACAGh5J03EZj4BHZOemuIwAAACAGOW0yXEeIiMbAIyZM6O06AgAAAGIwfkIv1xEiojHwiHtn5buOAAAAgCb4fEZ333OG6xgR0Rh4xMWXDNTpZ/RwHQMAAACNmH7LKPXt18F1jIhoDDzC5zN69vmb1L9/0y+0du0y5POZJrfr3r1NTLVzc7NiqJkZW80ebWOq2bFj0zXbt098zQ4dMmWaLhlzzQ4x1cxqsZrGSO07ZDa5XSzPRaw1Q3VbYhtJ6t49tsfZrl3TjzPWM4rHUtPnC/zfa7pmjM9tDDXT0ozatm26ZqcYz8AZy3tCzDU7t1zN9HSjNm2anmcVa81uMdX0KSeGuV1duuS06poZGT5lZ8dQs2uMNbs1XTMz06es7LQWq9k1ppppyspqumbXWGt2jaFmlk+ZmTHU7NZyjzMrOy2mmrH8nqTYfgctXjOG13d2TroyMpoe4rZkzZycdKWnN11z4ll99NvfXR5TXRdoDDykb78OWvLenbrm2qFRB8QXXzJQH372Lb3wys0aMbJrxG3ats3Q3/ztBK1a/1396CfnqmOUgcrAQbl6ct4N+rzg27r6mqFRB26XTB6kj7/4lha8NF3DR3SJuE27dhn63t9N1Kp139H9Pz4n6oA4b3AnPf3sjfrsy3t15dVDotacfFmePv7iW5r/wjQNGx695vf//iytWvcd/cMD50QdEOcN7qRn5k/Vp8vu1eVXDo5ac8rlefrki3v13IKbNGRo58g122fq7//hbK1e/1398B8nqV37yDWHDO2s5xbcpE8+/5YuuyLyWa2NkS67YrA+XfYtPTN/qgYP6RRxu/YdMvUP90/SqnXf0Q9+eHbUmkOHddb8F6bpky++pcmX5UWtecVVg/XZl/dq3nM3Km9w9Jr/+KNztHr9d/R3Pzgr6oB42PAuWvjydL3+9gx1buSNt3v3Nnrvw7v01DM3aFBebsRtOnTM0gP/dK5Wrf+Ovvd3E6MOTkeM7KqFL9+sjz6/RxdfOjDq47z6mqH6vOBePfH0DRo4KHLNjrlZ+vFPz9PKdbP119+bELXmyFFd9eKrt+iDT+/RxZdErunzGV173TAt++o+Pf7k9RowoGPE7XI7Zesn/3K+Vq3/jr771+PVJsoEtlGju+ml127RB5/crQsvGhC15nXXB2o++ufron6w0Klztv75Xy/QynXf1ezvjos6OB09ppteeeNWvf/x3Tr/gv5Ra95w43B9+dV9euixaxqt+a8/v1Ar1n5H983Oj1pzzNhuevXN2/TeR3frvPP7RdwmLc1o6k0jVLhilv70yNXq2zdyzc5dcvTzX16klWu/o3tnnRl1QHza6d31+lu36S8f3qVzz2uk5rSR+nLFLP3fQ1epT5/2Ebfr0jVHv/yPi7VizWx969tnRK15+hk99OaiGXr3gzs16Zy+EbdJT/dp2s2jVLByln7/f1dGrdm1Wxv9x39eohVrZuvub50edUB8xpk99OY7t2vp+3fo7EnRa95862gVrpyt//3DFerVq13E7bp1b6P//K9LtXzNbN1592lRB4pn5vfUW4tnaslf7tDEs/pE3CYjw6dbZ4zWV6tm67e/u1w9e0au2b1HWz3435O1fPUs3XFX9Jr543rp7SW3651379CEiZHn62Vk+DRj5hgVrpql//7tZerRM3Jj3qNnW/36N1P01epZmjFzTNTB6fgJvbX43Tu1aOlMjRsf+VjzzMw03X7HWH21arb+63+mRP2gpWfPdvrN/16ur1bN0m23R685YWJvLX73Dr295Hblj4te8467TtNXq2dpzq8nR63Zq1c7/b/fX6GvVs3WLbeNjjogPuvsPlr63p16850ZOjO/Z8RtsrLSdNc9p2v5mtn6jzmXRG1wevdur9/98UoVrpqt6beMilrz7El99e77d+rNRTN0xpmRj6TIykrTPfeeoRVrZ+vff3Vx1Jp9+rTXH/50pb5cMUs3TR8ZteY55/bVXz68S2+8fZtOO717xG2ys9N1731n6tU3b1Xbtk1/MOWKsda6zpASjDEF+fn5+QUFBQmpt33bYc17epWKNhfLWqlfvw6aMXOMhg6rHSRba/XxRzv0yksbdODAMWVnp+vM/J665bbR6tix9pO1srJKvbBgnT7/bKfKyqrUqXO2rrp6qC6dPKhOA7JtW4nmPbVKW4pKZK3Uv38H3TZzrIaGDZKttfrow+165aUNOnjwuHJy0pU/rpduvnW0OnTIqlNz4fPr9MXnO3XsWJU6dc7RVVcP0SWX1q25dWug5tYtwZoDOmrGzDEaMqRuzQ/e36ZXX96oQ4cCNceN762bbx2l9u1rax49WqmFz6/Vsi92qaysSp275Ojqa4bq4ksG1qlZVFSsZ55epW1bD8taacDAjpoxc6wGhw2SrbV6/71teu2VjTp48LjatEnX+Am9Nf2WhjWff26Nvly2S8eOVatLlxxdc90wXXTxABlTt+a8pwI1JWngoEDNvLzamn6/1Xt/2ao3Xtt0ouaEiX00/ZZRdT4dP3KkQs8/t1YFX9bWvPb6Ybrworo1N2+ufZzGBBrBGTPHalDYINnvt/rLu1v1xuubVHzouNq0ydCEiYHHGf7GV1paoeefW6PCgt06fry25gUX1q25ZHGRHvzVJ9q164iMCTS7//yz83XOuf3r1Hx36Ra9+cbXJ2pOPKuPpt08skHN+c+u0VeFtTWvv3G4zju/f52amzYe1LPzVmv79lIZE2gEZ8wcowED6j7OJYuL9NabX6v4ULnats3Q2ZP66Kbpo+oMzA8fLtdzz6zR8q/2qLy8Wl27ttH1Nw7Xuef1q1Nz44ZAzR07amvePnOs+oc1AzU1fi1ZvEVvvxWo2a5dhs6e1FdTp42sU7OkpFzPPbNaK5bvPVHzxqkjNOncvnVqblh/4ETNtDSjwUM66/aZY+vszq6p8eudRUV65+3NKi4O1Jx0TqBmTk5tzeLiQM2VKwI1u3UL1Dz7nLo11687oOeeqVtz5h1j1advvZpvb9Y7i4pUXFyu9u0zNencvpp608g6g+Ti4nI9O2+VVq3cp/LyanXv3lY3Th2hsyb1qVNz3dr9eu6ZNfrmm1Klp/s0eEjguQ2vWV3t16K3vtbid4pUUlKh9u0zdc55/XTj1BF1ah46dFzPzlut1atqa06dNlITz+pdp+aa1fs0/9k12rnziNLTfRo6LPDc9urdvk7Nt9/8WksW19Y89/xAzays2poHDx7Xs/NWac3q/Sovr1aPHoGaEybWrbl6VaDmrl2N13zz9U16d+mWEzXPO7+/bpg6vG7NA8f0zNOrtHbtgRM1p908SuPG96pTc+WKvXr+uTXavfuo0tN9Gja8i26fOVY9w5qBqqqaYM2tOny4Qh06ZOr8Cwbo+huH1xmYH9h/LPA41+xXZaW/Ts1wK5bv0YL5a7Vr11FlZvo0fHhXzZg5Rj161q35+qub9N5famtecOEAXXdDw5qBxxmo2bNnoGb9QfLyrwI1d++urXn7HWPrDJKrqmr02isb9f57207UvOjigbr2+mHKyKituX9fmeY9tUrr1x9QZaVfvXq107SbRzUYJH9VuEcL5q/Rnj1lysz0aeTIbpoxc4y6he0ZrKwM1dyq0tJKdeyYpYsuHqhrrhtap+a+vYGaGzbU1px+yyidcWbdmgVf7tYLC9aeqDlqVDfNmDm2ziC5srJGr7y0QR9+sO1EzYsvGairr61bc++eo5r31Cpt3HhQVVWBmjffOlqnnV53YP7lsl16YcE67d1bpqysNI0a1VUzZo5Vl7A9LBUV1XrlpQ366MPtKi2tVG5uli65dJCuumZonYH5nt1HNe/pVdq44aCqq/3q3bu9br51lMaeVlvTWqsvlwUe5969ZcrOTtfo0d1028yxdfYCVFRU6+UXAzWPHAnUvHTyIF15dd2au3cd0bynV2nTxkMnat5y22iNGdu9Ts0vPt+lFxeu0759wZpjuum228fGvDfvVI0bN06FhYWF1tpxzb0tjUGCJLoxAAAAQOo5lcaAQ4kAAAAA0BgAAAAAoDEAAAAAIBoDAAAAAKIxAAAAACAaAwAAAACiMQAAAAAgGgMAAAAAojEAAAAAIBoDAAAAAJKMtdZ1hpRgjDmYk5PTeeTIka6jAAAAwKPWrVun48ePH7LWdmnubWkMEsQYs0VSB0lbHUdJNSOC39c7TYFkxmsEseB1gqbwGkEsEvE6GSip1Fo7qLk3pDGApxljCiTJWjvOdRYkJ14jiAWvEzSF1whikeyvE+YYAAAAAKAxAAAAAEBjAAAAAEA0BgAAAABEYwAAAABArEoEAAAAQOwxAAAAACAaAwAAAACiMQAAAAAgGgMAAAAAojEAAAAAIBoDAAAAAKIxAAAAACAp3XUAwBVjzP2SBksqkZQnKVfSA9baQoexkESMMdMkTVHg9dFZ0pcKvEZKXOZCcgq+Xn5srR3nOgsSxxgzWdJ0SZsldVHt35ISh7GQZFrL+wONAVKSMWaupDnW2qKwy+6XVGCMmW6tXeguHZKBMWaOpGXW2tnBn3MlLZW0xRgzLvy1g9QVfC/pLOmQpMmO4yDBIg32jDH5CvwtGUdzkNpa4/sDZz5Gygm9aSvwic6DYZfnSiqWVGKt7eQoHpJA8DVyi7X2gXqX5yrwGimy1g52kQ3JyxhTICmX10ZqCHs/mGKtXVLvugWSZK2d7iAaklBreX9gjgFSWZ3/nGGf7OQmPAmSzWxJ8+tfGHyNLJGUF2weAKSum4Pfv4xw3XxJ0xKYBWgRNAZIOcE5BJ1Ch4iEGGPygv9c0vBWSDHjFTgUINLgvzBsGwCpa7oCe5hLIlxXJJ041AhoNWgMkJKivJE/UO87UtcSBSall7iNASCJjVfg2PFISoLfJyQmCtAyaAyQ8owxucaYWQpMDBrHqkSw1j5gre0UZYJxaC9CpMMHAKSO3BbaBkgarEqElBZceSZXgU9+5iq4+xeIJHi42WRJC2kgASj6XsXQnoTOCcoBtAj2GCClBT8Znh221NyW4JrUQCQLFGge73MdBECrkOs6ANAcNAZAUHDp0kOSFgeXoQNOCNu7xNrkAEJyo1we2lNQkpgYQMugMUCrYYwpMMbYk/hqzqoQocNDZsXjMSC+4vUaCV4fmoNSkpAHg7hJ0HsJvK8khm2iTU4GkhJzDNBqtNRpxIMnnslX5EFeaI4BK0m0QvE41Xzw0LLZ8bhvuMHvEi3kS0U/m21o+euCBGUBWgR7DJCKpinwph1pUljozXxZ4uIgWQXPYzDbWjul3uWhlawApK4FjVzHeXHQKtEYIBUtVOAU9o0tRbkwgXmQhIIrEM221k6PcPVksYIVkOqel6KexGy6pCVR/s4ASYtDiZCK7pP0sDGmKPxNOzi5NDQY5M08hQUnny+WVBQ89CwkN/h9vCQOR0F9uWJ5ypRhrS0xxsyWNEdhHyYF9zTmifcI1JWrVvD+YKy1rjMAToStMiPV/md9gKYAxpgC1e49ishaaxIUB0nMGHO/AnOS8lT7milSYCGDImstZ1L3uNA8JAUOQe2iwN+VB1ioAK3x/YHGAAAAAABzDAAAAADQGAAAAAAQjQEAAAAA0RgAAAAAEI0BAAAAANEYAAAAABCNAQAAAADRGAAAAAAQjQEAAAAA0RgAAAAAEI0BAAAAANEYAAAAAJCU7joAAADGmFxJcySVSMqVtMBau8RhJABIOcZa6zoDACCFGWPyJS2VdKm1tjDYJGyRNMhaW+IyGwCkEg4lAgA4Y4zJU6ApeMBaWyhJwWagSNIsh9EAIOWwxwAA4IwxZrGkztbacREul7V2ipNgAJCCmGMAAHDCGDNL0mRJ0Qb/eQmMAwApjz0GAAAnjDGbJclaOzjKdZ2ttZ0SHgwAUhRzDAAACReccJwnaW6UTfIUmGcAAEgQGgMAgAs/Dn5fWP+KYNMgSYcSFwcAQGMAAEio4HKk0ySVWGsj7RWYHPxemLBQAAAmHwMAEi408JcxpiDC9aE9BosTEwcAINEYAAASL7QK0QPW2ofqX2mMsZIUfubj4PkO5ihs3oG19oE45wSAlEJjAABItPHB70vqXxE2v+ChsMtyJRUo7EzIxpj7jTELrLXT4xsVAFIHy5UCABIquBRpnrXWRLhujqT7JQ0OzT8wxsyVJGvt7HrbWknjQmdMBgCcGiYfAwASrbOiL0U6S1JhvUnJN0vaHGHbIkm3tHA2AEhZNAYAABdK6l9gjJkmKVfSr8Iuyw1e1mD74GX5ES4HAJwE5hgAABLtyyiXz5G0xFobfm6DvOD3SOc0OBR2PQDgFLHHAACQaIsVOJzoBGPM/cHLmEwMAI7QGAAAEu0hSXnBw4RCKxH9WIGJxCXNuJ/OTW8CAIgVhxIBABLKWltijJku6WFjTJECcwgGRWkKQpdFawIi3QYAcBJoDAAACRc8eVmD8xhE2K7IGFOiQPNQX66khREuBwCcBA4lAgAku+clTQi/IHgYUp4C8xUAAC2AE5wBAJKaMSZPgTMfjws76dn9kqZYa6c4DQcAHkJjAABIesEJyrMVONFZF0my1j7gNBQAeAyNAQAAAADmGAAAAACgMQAAAAAgGgMAAAAAojEAAAAAIBoDAAAAAKIxAAAAACAaAwAAAACiMQAAAAAgGgMAAAAAojEAAAAAIBoDAAAAAKIxAAAAACAaAwAAAACiMQAAAAAg6f8DX6WK2/iJ+0IAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 282, - "width": 387 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "plt.title(\"Type I error at grid points.\")\n", - "plt.scatter(theta_tiles[:, 0], theta_tiles[:, 1], c=typeI_sum / sim_size)\n", - "cbar = plt.colorbar()\n", - "plt.xlabel(r\"$\\theta_0$\")\n", - "plt.ylabel(r\"$\\theta_1$\")\n", - "cbar.set_label(\"Type I error\")\n", - "plt.show()\n", - "plt.title(\"Yellow points are above 10\\%\")\n", - "plt.scatter(theta_tiles[:, 0], theta_tiles[:, 1], c=typeI_sum / sim_size > 0.1)\n", - "plt.xlabel(r\"$\\theta_0$\")\n", - "plt.ylabel(r\"$\\theta_1$\")\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuYAAAHyCAYAAACnNgtDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAABYlAAAWJQFJUiTwAAA2HUlEQVR4nO3dQYxk53ke6u9QsygrpZkWvRXgEbsRiDCCKD3yVte+ogQESFCCTCYrjSkHFldGViQRCzGQa+gaHMFZeBVZCDiarBzSHZU2DiQqHt3llbrHCiC0BXSzi6usIg6FklwLkyeL6W5211SRff7Tf//nVD2PMSBr5pv5XtEzw481p9+u6roOAACgrCdKBwAAABzmAADQCQ5zAADoAIc5AAB0gMMcAAA6wGEOAAAd4DAHAIAOcJgDAEAHOMwBAKADHOYAANABDnMAAOiAa6UDXJWqqo4i4npETApHAQBgdd2MiF/Udf3Jpt9xbQ7ziLj+a7/2a08+/fTTT5YOAp22t/f+329vl8sBAD20v78ff//3f5/0fdfpMJ88/fTTT+7u7pbOAd1WVe//vV8vANDIrVu3Ym9vb5LyfT1jDgAAHeAwBwCADnCYAwBABzjMAQCgAxzmAADQAQ5zAADogHWqSyxmPB7HvXv34p133okbN27E7du3YzQadWJONtnOzkVEjOZmFn1fACCDuq479SUino2I3Qw/7u729nZ9le7cuVPfuHGjjojHvty4caO+c+dOsTnZZFs0FxF1febL/PcFAD7Y9vZ2nXrLVvWjo7Woqqq+GRFPRsTPI+KZiIi6rjcvecfu9vb29lV9gqHnn38+vv3tb3/o3ObmZhweHl753EXIlqbv2c7+jnDmUw3F888/H6+++uql5ACAVXX8CYb26rq+1fT7duIwP6uqqt2I2OjrYf7Ln/4yXv+j1+ON774Rv4pfxV7sxSQmj83djJuxHdvx0fjolc2V2Clb/7Idnfn6T8bNc3N37tyJF1988bHvBwA80uYw94z5JXn7B2/H5P+ZxDv/3zvxG/Eb8W/i35x+20/iJ3Ev7sVe7MV2bMftuB3/NP7pYz9GrrmIuPKdsvU52++czrwar56b+/rXv+4wB4BMvGN+Cf7Xf/5f8bOv/izivYg66qjOPABw8vrdeDe+F9+LL8QX4iPxkSubey/ei4iIJ+IJ2WS70NzvxP99Ovc38T9O5/4s/iz+Ov46vvOd7/iAUABYwqMsj3//RT61vb390cs+zN/+wdvxky/8JI5vpQ80fxxd1dxFyJZmFbP99pl3zO/H35z+/bvxbrwUL8XNL92Mv/qrv7qUjACwatoc5nrMW9r9t7sXOsoj4sIH12XPldgpW965Ejs/Eh+JL8eX45133mkTCwBYYuUO87quby36EhF/d5l7vvGNb8Q/+dg/iWs/vRZ1XOxPHUrNldgpW965EjvrqOPT8en4ZPXJNrEAgCVW7jC/Cs8//3y89NJL8Y+n/zgiyr1r2uV3V2XLO1di58ncl25+KTkTALCcw7yhb3zjG6f95B+NjxZOA1fv6d94unQEAFhJDvOGvv71r5/+/a/iVwWTQBnXrmtZBYAcHOYNjMfjcx/4thd7EVHuOeOuP498WWRLkyvbg+pBciYAYDmHeQP37t0793oSkziMQ8+Yt5grsVO29LmDOIi79++2SAUALOMwb0BNHPh1AAC5dPEw34iIJ0uHWOTGjRvnXt+Mm7EZmx5laTFXYqds6XNbsaUuEQAy6cRhXlXVS1VVvXb8WTufioiNqqoOj7/uldL5Tty+ffvc6+3Yjgh1iW3mSuyUrd2cukQAyKMT9Qp1Xd8pneEiRqPRudfqEllH6hIBII9OvGPeF+Px+NxrdYmso/239ktHAICV5DBvYL6VRV1i+7kSO2VrN7cz2UnOBAAs5zBvYL6NYhKTmMbUM+Yt5krslC19bhrTOKqP2sQCAJZwmDewqJVlGEPvmLeYK7FTtvS5YQy1sgBAJg7zBrSyyJZ7Zx+yaWUBgDwc5g1oZQGtLACQi8O8Aa0soJUFAHJxmDeglUW23Dv7kE0rCwDk4TBvQCuLbLl3dj2bVhYAyMdh3oBWFtly7+x6Nq0sAJCPw7wBrSyy5d7Zh2xaWQAgD4d5A6PRKAaDwelrrSysI60sAJCHw7wFrSyso2vXr5WOAAAryWHewHg8jtlsdvpaK0v7uRI7ZWs396B6kJwJAFjOYd7AfF3iJCZxGIeeMW8xV2KnbOlzB3EQd+/fbZEKAFjGYd7AfF0irCO/DgAgD4d5A4vqEjdj06MsLeZK7JQtfW4rttQlAkAmDvMG1CXKlntnH7KpSwSAPBzmDYxGo3Ov1SWyjtQlAkAeDvMGxuPxudfqEllH+2/tl44AACvJYd7AfCuLusT2cyV2ytZubmeyk5wJAFjOYd7AfBvFJCYxjalnzFvMldgpW/rcNKZxVB+1iQUALOEwb2BRK8swht4xbzFXYqds6XPDGGplAYBMHOYNaGWRLffOPmTTygIAeTjMG9DKAlpZACAXh3kDWllAKwsA5OIwb0Ari2y5d/Yhm1YWAMjDYd6AVhbZcu/sejatLACQj8O8Aa0ssuXe2fVsWlkAIB+HeQNaWWTLvbMP2bSyAEAeDvMGRqNRDAaD09daWVhHWlkAIA+HeQtaWVhH165fKx0BAFaSw7yB8Xgcs9ns9LVWlvZzJXbK1m7uQfUgORMAsJzDvIH5usRJTOIwDj1j3mKuxE7Z0ucO4iDu3r/bIhUAsIzDvIH5ukRYR34dAEAeDvMGFtUlbsamR1lazJXYKVv63FZsqUsEgEwc5g2oS5Qt984+ZFOXCAB5OMwbGI1G516rS2QdqUsEgDwc5g2Mx+Nzr9Ulso7239ovHQEAVpLDvIH5VhZ1ie3nSuyUrd3czmQnORMAsJzDvIH5NopJTGIaU8+Yt5grsVO29LlpTOOoPmoTCwBYwmHewKJWlmEMvWPeYq7ETtnS54Yx1MoCAJk4zBvQyiJb7p19yKaVBQDycJg3oJUFtLIAQC4O8wa0soBWFgDIxWHegFYW2XLv7EM2rSwAkIfDvAGtLLLl3tn1bFpZACAfh3kDWllky72z69m0sgBAPg7zBrSyyJZ7Zx+yaWUBgDwc5g2MRqMYDAanr7WysI60sgBAHg7zFrSysI6uXb9WOgIArCSHeQPj8Thms9npa60s7edK7JSt3dyD6kFyJgBgOYd5A/N1iZOYxGEcesa8xVyJnbKlzx3EQdy9f7dFKgBgGYd5A/N1ibCO/DoAgDwc5g0sqkvcjE2PsrSYK7FTtvS5rdhSlwgAmTjMG1CXKFvunX3Ipi4RAPJwmDcwGo3OvVaXyDpSlwgAeTjMGxiPx+deq0tkHe2/tV86AgCsJId5A/OtLOoS28+V2Clbu7mdyU5yJgBgOYd5A/NtFJOYxDSmnjFvMVdip2zpc9OYxlF91CYWALCEw7yBRa0swxh6x7zFXImdsqXPDWOolQUAMnGYN6CVRbbcO/uQTSsLAOThMG9AKwtoZQGAXBzmDWhlAa0sAJCLw7wBrSyy5d7Zh2xaWQAgD4d5A1pZZMu9s+vZtLIAQD4O8wa0ssiWe2fXs2llAYB8HOYNaGWRLffOPmTTygIAeTjMGxiNRjEYDE5fa2VhHWllAYA8HOYtaGVhHV27fq10BABYSQ7zBsbjccxms9PXWlnaz5XYKVu7uQfVg+RMAMByDvMG5usSJzGJwzj0jHmLuRI7ZUufO4iDuHv/botUAMAyDvMG5usSYR35dQAAeXTuYdGqqp6JiOci4jAifj0iNiLi5bquHxaMFRGL6xI3YzPqqC/0rmOpuYuQLc26ZduKLXWJAJBJpw7zqqqejYh/V9f1rTNftx0Ru1VV3Sp9nN++fTt2dt7/rIfqEtvPldgpW7s5dYkAkEdnHmWpqmojIl6LiJfPfn1d13sRsRcR3yoQ65zRaHTutbpE1pG6RADIozOHeUT8q+O//njBt/1lRDx7hVkWGo/H516rS2Qd7b+1XzoCAKykLh3mz0XEwyWPq7wZcfqoSzHzrSzqEtvPldgpW7u5ncnOh0wCACm69Iz5ZyLi50u+7eHxX38rIl7/oB+kqqrdJd/0qbRY75tvo5jEJKYxjWEML/T91/F55MsgW5oc2aYxjaP6qE0sAGCJLr1jvnFJM9ksamUZxtA75i3mSuyULX1uGEOtLACQSZcO84j33xmfd/JO+pMf9gPUdX1r0ZeI+Lu24W7fvn3utVaW9nMldsrWbk4rCwDk0bXD/MNslFyulQW0sgBALl07zDeWfP3JO+UPrybGYlpZQCsLAOTSpcP84QVmln1w6JXQyiJb7p19yKaVBQDy6NJh/uOIeGrJt518/bLGlSuxrJXFM+bpcyV2ypY+p5UFAPLp0mH+2gd828lh/sZVBFlGK4tsuXd2PZtWFgDIp0uH+X+NWPpJhJ6LiDfqun7zaiOdp5VFttw7+5BNKwsA5NGZw/z4M36+EBGvnP36qqq249E75s8ViHXOaDSKwWBw+lorC+tIKwsA5NGlz/wZdV3/RVVVb1ZV9VpE/Cgifj0eNbXcOj7cO0UrC+vo2vVO/bYBACujc/+Grev6jSj8LPky4/E4ZrPZ6euzrSwXeRyg1NxFyJZmHbM9qB7EJ+ITlxERADijM4+y9MF8XeIkJnEYh54xbzFXYqds6XMHcRB3799tkQoAWMZh3sB8XSKsI78OACAPh3kDi+oSN2NTXWKLuRI7ZUuf24otdYkAkInDvAF1ibLl3tmHbOoSASAPh3kDo9Ho3Gt1iawjdYkAkIfDvIHxeHzutbpE1tH+W/ulIwDASnKYNzDfynK2LvEi1u155MsiW5pc2XYmO8mZAIDlHOYNzLdRTGIS05h6xrzFXImdsqXPTWMaR/VRm1gAwBIO8wYWtbIMY+gd8xZzJXbKlj43jKFWFgDIxGHegFYW2XLv7EM2rSwAkIfDvAGtLKCVBQBycZg3oJUFtLIAQC4O8wa0ssiWe2cfsmllAYA8HOYNaGWRLffOrmfTygIA+TjMG9DKIlvunV3PppUFAPJxmDeglUW23Dv7kE0rCwDk4TBvYDQaxWAwOH2tlYV1pJUFAPJwmLeglYV1dO36tdIRAGAlOcwbGI/HMZvNTl9rZWk/V2KnbO3mHlQPkjMBAMs5zBuYr0ucxCQO49Az5i3mSuyULX3uIA7i7v27LVIBAMs4zBuYr0uEdeTXAQDk4TBvYFFd4mZsepSlxVyJnbKlz23FlrpEAMjEYd6AukTZcu/sQzZ1iQCQh8O8gdFodO61ukTWkbpEAMjDYd7AeDw+91pdIuto/6390hEAYCU5zBuYb2VRl9h+rsRO2drN7Ux2kjMBAMs5zBuYb6OYxCSmMfWMeYu5EjtlS5+bxjSO6qM2sQCAJRzmDSxqZRnG0DvmLeZK7JQtfW4YQ60sAJCJw7wBrSyy5d7Zh2xaWQAgD4d5A1pZQCsLAOTiMG9AKwtoZQGAXBzmDWhlkS33zj5k08oCAHk4zBvQyiJb7p1dz6aVBQDycZg3oJVFttw7u55NKwsA5OMwb0Ari2y5d/Yhm1YWAMjDYd7AaDSKwWBw+lorC+tIKwsA5OEwb0ErC+vo2vVrpSMAwEpymDcwHo9jNpudvtbK0n6uxE7Z2s09qB4kZwIAlnOYNzBflziJSRzGoWfMW8yV2Clb+txBHMTd+3dbpAIAlnGYNzBflwjryK8DAMjDYd7AorrEzdj0KEuLuRI7ZUuf24otdYkAkInDvAF1ibLl3tmHbOoSASAPh3kDo9Ho3Gt1iawjdYkAkIfDvIHxeHzutbpE1tH+W/ulIwDASnKYNzDfyqIusf1ciZ2ytZvbmewkZwIAlnOYNzDfRjGJSUxj6hnzFnMldsqWPjeNaRzVR21iAQBLOMwbWNTKMoyhd8xbzJXYKVv63DCGWlkAIBOHeQNaWWTLvbMP2bSyAEAeDvMGtLKAVhYAyMVh3oBWFtDKAgC5OMwb0MoiW+6dfcimlQUA8nCYN6CVRbbcO7ueTSsLAOTjMG9AK4tsuXd2PZtWFgDIx2HegFYW2XLv7EM2rSwAkIfDvIHRaBSDweD0tVYW1pFWFgDIw2HeglYW1tG169dKRwCAleQwb2A8HsdsNjt9rZWl/VyJnbK1m3tQPUjOBAAs5zBvYL4ucRKTOIxDz5i3mCuxU7b0uYM4iLv377ZIBQAs4zBvYL4uEdaRXwcAkIfDvIFFdYmbselRlhZzJXbKlj63FVvqEgEgE4d5A+oSZcu9sw/Z1CUCQB4O8wZGo9G51+oSWUfqEgEgD4d5A+Px+NxrdYmso/239ktHAICV5DBvYL6VRV1i+7kSO2VrN7cz2UnOBAAs5zBvYL6NYhKTmMbUM+Yt5krslC19bhrTOKqP2sQCAJZwmDewqJVlGEPvmLeYK7FTtvS5YQy1sgBAJg7zBrSyyJZ7Zx+yaWUBgDwc5g1oZQGtLACQi8O8Aa0soJUFAHJxmDeglUW23Dv7kE0rCwDk4TBvQCuLbLl3dj2bVhYAyMdh3oBWFtly7+x6Nq0sAJCPw7wBrSyy5d7Zh2xaWQAgj04e5lVVPVtV1W7pHPNGo1EMBoPT11pZWEdaWQAgj2ulA5yoquqbEfFkRPw8Ip4pHOdCtLKwjq5d78xvGwCwUjrzb9i6rl84+fvjd8s3yqVZbDwex2w2O319tpXlIo8DlJq7CNnSrGO2B9WD+ER84jIiAgBndPJRlq6ar0ucxCQO49Az5i3mSuyULX3uIA7i7v27LVIBAMs4zBuYr0uEdeTXAQDk0ZlHWS7LB3zQ6Kfa/tiL6hI3Y9OjLC3mLkK2NDmybcWWukQAyMQ75g2oS5Qt984+ZFOXCAB5rNw75nVd31r09cfvpG+3+bFHo9G51+oSWUfqEgEgD++YNzAej8+9VpfIOtp/a790BABYSQ7zBuZbWc7WJV7Eun369ssiW5pc2XYmO8mZAIDlWh3mVVXtVlVVJ3x59rL+B1yl+TaKSUxiGlPPmLeYK7FTtvS5aUzjqD5qEwsAWKLVM+bLnudeVYtaWYYx1MrSYu4iZEuTI9swhlpZACATj7I0oJVFttw7+5BNKwsA5OEwb0ArC2hlAYBcunqYb0TEk6VDzNPKAlpZACCXzhzmVVW9VFXVa8d9409FxEZVVYfHX/dK6XwRWllyzJXYKVu7Oa0sAJBHZz7BUF3Xd0pn+DDLWlmGMbzQ91/H55Evg2xptLIAQL905h3zPvigVpaLWMd3Vy+DbGlyZNPKAgD5OMwb0MoiW+6dfcimlQUA8nCYNzAajWIwGJy+1srCOtLKAgB5OMxb0MrCOrp2vTMfmgIAK8Vh3sB4PI7ZbHb6WitL+7kSO2VrN/egepCcCQBYzmHewHxd4iQmcRiHnjFvMVdip2zpcwdxEHfv322RCgBYxmHewHxdIqwjvw4AIA+HeQOL6hI3Y9OjLC3mSuyULX1uK7bUJQJAJg7zBtQlypZ7Zx+yqUsEgDwc5g2MRqNzr9Ulso7UJQJAHg7zBsbj8bnX6hJZR/tv7ZeOAAAryWHewHwri7rE9nMldsrWbm5nspOcCQBYzmHewHwbxSQmMY2pZ8xbzJXYKVv63DSmcVQftYkFACzhMG9gUSvLMIbeMW8xV2KnbOlzwxhqZQGATBzmDWhlkS33zj5k08oCAHk4zBvQygJaWQAgF4d5A1pZQCsLAOTiMG9AK4tsuXf2IZtWFgDIw2HegFYW2XLv7Ho2rSwAkI/DvAGtLLLl3tn1bFpZACAfh3kDWllky72zD9m0sgBAHg7zBkajUQwGg9PXWllYR1pZACAPh3kLWllYR9euXysdAQBWksO8gfF4HLPZ7PS1Vpb2cyV2ytZu7kH1IDkTALCcw7yB+brESUziMA49Y95irsRO2dLnDuIg7t6/2yIVALCMw7yB+bpEWEd+HQBAHg7zBhbVJW7GpkdZWsyV2Clb+txWbKlLBIBMHOYNqEuULffOPmRTlwgAeTjMGxiNRudeq0tkHalLBIA8HOYNjMfjc6/VJbKO9t/aLx0BAFaSw7yB+VYWdYnt50rslK3d3M5kJzkTALCcw7yB+TaKSUxiGlPPmLeYK7FTtvS5aUzjqD5qEwsAWMJh3sCiVpZhDL1j3mKuxE7Z0ueGMdTKAgCZOMwb0MoiW+6dfcimlQUA8nCYN6CVBbSyAEAuDvMGtLKAVhYAyMVh3oBWFtly7+xDNq0sAJCHw7wBrSyy5d7Z9WxaWQAgH4d5A1pZZMu9s+vZtLIAQD4O8wa0ssiWe2cfsmllAYA8HOYNjEajGAwGp6+1srCOtLIAQB4O8xa0srCOrl2/VjoCAKwkh3kD4/E4ZrPZ6WutLO3nSuyUrd3cg+pBciYAYDmHeQPzdYmTmMRhHHrGvMVciZ2ypc8dxEHcvX+3RSoAYBmHeQPzdYmwjvw6AIA8HOYNLKpL3IxNj7K0mCuxU7b0ua3YUpcIAJk4zBtQlyhb7p19yKYuEQDycJg3MBqNzr1Wl8g6UpcIAHk4zBsYj8fnXqtLZB3tv7VfOgIArCSHeQPzrSzqEtvPldgpW7u5nclOciYAYDmHeQPzbRSTmMQ0pp4xbzFXYqds6XPTmMZRfdQmFgCwhMO8gUWtLMMYese8xVyJnbKlzw1jqJUFADJxmDeglUW23Dv7kE0rCwDk4TBvQCsLaGUBgFwc5g1oZQGtLACQi8O8Aa0ssuXe2YdsWlkAIA+HeQNaWWTLvbPr2bSyAEA+DvMGtLLIlntn17NpZQGAfBzmDWhlkS33zj5k08oCAHk4zBsYjUYxGAxOX2tlYR1pZQGAPBzmLWhlYR1du36tdAQAWEkO8wbG43HMZrPT11pZ2s+V2Clbu7kH1YPkTADAcg7zBubrEicxicM49Ix5i7kSO2VLnzuIg7h7/26LVADAMg7zBubrEmEd+XUAAHk4zBtYVJe4GZseZWkxV2KnbOlzW7GlLhEAMnGYN6AuUbbcO/uQTV0iAOThMG9gNBqde60ukXWkLhEA8nCYNzAej8+9VpfIOtp/a790BABYSQ7zBuZbWdQltp8rsVO2dnM7k53kTADAcg7zBubbKCYxiWlMPWPeYq7ETtnS56YxjaP6qE0sAGAJh3kDi1pZhjH0jnmLuRI7ZUufG8ZQKwsAZOIwb0Ari2y5d/Yhm1YWAMjDYd6AVhbQygIAuXTqMK+q6tmqqr5ZVdX3q6raPf77jdK5TmhlAa0sAJBLZw7zqqpeiYio6/qFuq4/HxGfi4jPRMRRVVVPFQ13TCuLbLl39iGbVhYAyKMTh3lVVdsREXVdv37ydXVdP4xHx/lGRHy/SLA5Wllky72z69m0sgBAPp04zCPihYj4y/mvPD7O34iIp06O95K0ssiWe2fXs2llAYB8unKYfyYidpcc33tnZorSyiJb7p19yKaVBQDyuFY6wLE3IuKpiHjY9geqqmp3yTd9qu2PPRqNYjAYxGw2iwitLKwnrSwAkEcn3jGv6/rluq4/Xtf1mwu++eRd9B9fZaaL0MrCOrp2vSv/PQ8Aq6XT/4Y9bmN5JiJer+t678PmIyLqur615MfajfeP/CTj8fj03fKI860sF3kcoNTcRciWZh2zPagexCfiE5cREQA4oxPvmH+A1yLizYj4g9JBIh6vS5zEJA7j0DPmLeZK7JQtfe4gDuLu/bstUgEAy3T2MD/uNd+IiFvH7SzFzdclwjry6wAA8mh1mB9/ds464cuzH/LjPhuPHmHpzFEesbgucTM21SW2mCuxU7b0ua3YUpcIAJm0Oszrur5V13WV8OX1ZT9mVVXPRMQLxz/2wzb5Lpu6RNly7+xDNnWJAJBHpx5lOe4xf6Gu68/Pff1GVVVfLRTr1Gg0OvdaXSLrSF0iAOTRmcP8uIHlhbqun1vwzc/Eow8CLWo8Hp97rS6RdbT/1n7pCACwkjpRl1hV1UZEfD8i3qyq6rUz37Rx/NfPRMTCGsSrNN/Koi6x/dxFyJYmV7b/9P//p/jn8c8vIyIAcEYnDvOI+EE8+syfTy0bWPLJh67UfBvFJCYxjWkMY3ih77+OzyNfBtnS5Mg2jWl8939+NzY2NuJrX/tavPjii20iAgBndOJRlot8EGnpjBGLW1mGMdTK0mKuxE7Z0ueGMYybcTPeeeedeOmll+IrX/lKm4gAwBldece8F27fvh07Ozunr7WytJ8rsVO2dnMnP++3Yzv+4e4/xLd//u149v99Nt44eCPu3bsX77zzTty4cSOe/+3n45/V/yz+4Rf/ENeuX4uPf+7jj83cvn07ntl6Jt7+wdtXOidbv7M9qB7E3ft3i//zkE022fqZ7X//xv+OH771w/jFL34R169fj8997nPxm7/5m2n/sr1kDvMGtLJAxLPxbPxh/OH7X/HdiB9990cxOf6/iIh/Gf8yPrbzsTiIg3Pf92RmL/ZiO7ZjsjOJH8WPHtuRa0621cj2sfhYfDY+G/fiXrwdb1/5Pw/ZZJOt39kiHv0p8H+L/3b68YKf/exn44//+I/jc5/73GOzV6mq68v7o/Muq6pqd3t7e3t3dzf5xxiPx/HFL37x9PWX4kvnDxRYAb8dv3P69/fjbxbOzH/A6Mnr9+K9iIh4Ip5YOvNuvBvfi+/FF+IL8ZH4yJXNySabbLLJJtv83J/Fn8Vfx18/yvjEE/Gtb30rfv/3fz/auHXrVuzt7e3Vdd24uMRh3sDv/u7vnnuU5WbcjFfj1cf+H77MOjZ4XAbZ0qTuXHaYdyFb27mLkC2NbGlkSyNbGtke9268Gy/FS6fvnD/xxBPxve99r9U7520O80588GdfLGtluehPylJzJXbKlneuxE7Z8s6V2Clb3rkSO2XLO1dip2x55z4SH4kvx5dPX7/33nvxJ3/yJxf6vjk4zBv45S9/ee61Vpb2cyV2ypZ3rsRO2fLOldgpW965EjtlyztXYucqZKujjk/Hp+Nm3Dz9uh/+8Ifx05/+9ELf/7Kt16MsEdvpD7IAAMAHuxURexEeZQEAgL5ymAMAQAesV4/59nZEi1aWP/qjP4o//dM/PX2tlaX93EXIlkYrSxrZ0siWRrY0sqWRbfncV+Irp5+3ISLiz//8z+MP/zCxEvvWrYi9vaTv6h3zBn72s5+dez2JSRzGYbGPJF6Fj4YusVO2vHMldsqWd67ETtnyzpXYKVveuRI7VyFbFVUcxMG5ozwi4v79+xf6/pfNYd7AfF0iAACrp9TN5zBv4MaNG+de34ybsRmbRSt+LotsaWRLI1sa2dLIlka2NLKlKXlLbcXWubrEiMdvvqviMG/g9u3b515vx3ZElP3jl8siWxrZ0siWRrY0sqWRLY1saUrfUic33Yn5m++qOMwbGI1G515/ND5aKAkAAJdl/qabv/muisO8gfF4fO71r+JXhZIAAHBZ5m+6+ZvvqjjMG7h3796513vxqArHM+bpcyV2ypZ3rsRO2fLOldgpW965EjtlyztXYucqZDuZO7npTszffFfFYd7A/EfoTmIS05gWfy7qMsiWRrY0sqWRLY1saWRLI1uakrfUNKaP1SVqZemBRa0swxgW/6+8yyBbGtnSyJZGtjSypZEtjWxpSt5SwxhqZekjrSyy5d4pW965EjtlyztXYqdseedK7JQt71yJnVpZ1oBWFgCA1aOVpYe0sgAArB6tLD2klUW23DtlyztXYqdseedK7JQt71yJnbLlnSuxUyvLGtDKIlvunbLlnSuxU7a8cyV2ypZ3rsRO2fLOldiplWUNaGWRLfdO2fLOldgpW965EjtlyztXYqdseedK7NTKsga0ssiWe6dseedK7JQt71yJnbLlnSuxU7a8cyV2amVZA6PRKAaDwelrrSwAAP139qYbDAZaWfpIKwsAQP915aZzmDcwHo9jNpudvtbK0n6uxE7Z8s6V2Clb3rkSO2XLO1dip2x550rsXIVsi1pZZrOZusQ+mK/OmcQkDuOw+HNRl0G2NLKlkS2NbGlkSyNbGtnSlLylDuLgsVYWdYk9UKo6BwCAq6MusQcW1SVuxmbxP365DLKlkS2NbGlkSyNbGtnSyJam5C21FVvqEvtIXaJsuXfKlneuxE7Z8s6V2Clb3rkSO2XLO1dip7rENTBfnaMuEQCg/+ZvOnWJPTD/EbpdqdYBACDd/E2nlaUH5j9CV11i+7kSO2XLO1dip2x550rslC3vXImdsuWdK7FzFbItqkuM0MrSC/MfoTuJSUxjWvy5qMsgWxrZ0siWRrY0sqWRLY1saUreUtOYPlaXqJWlBxa1sgxjWPy/8i6DbGlkSyNbGtnSyJZGtjSypSl5Sw1jqJWlj7SyyJZ7p2x550rslC3vXImdsuWdK7FTtrxzJXZqZVkDWlkAAFaPVpYe0soCALB6tLL0kFYW2XLvlC3vXImdsuWdK7FTtrxzJXbKlneuxE6tLGtAK4tsuXfKlneuxE7Z8s6V2Clb3rkSO2XLO1dip1aWNaCVRbbcO2XLO1dip2x550rslC3vXImdsuWdK7FTK8sa0MoiW+6dsuWdK7FTtrxzJXbKlneuxE7Z8s6V2KmVZQ2MRqMYDAanr7WyAAD039mbbjAYaGXpI60sAAD915WbzmHewHg8jtlsdvpaK0v7uRI7Zcs7V2KnbHnnSuyULe9ciZ2y5Z0rsXMVsi1qZZnNZuoS+2C+OmcSkziMw+LPRV0G2dLIlka2NLKlkS2NbGlkS1PyljqIg8daWdQl9kCp6hwAAK6OusQeWFSXuBmbxf/45TLIlka2NLKlkS2NbGlkSyNbmpK31FZsqUvsI3WJsuXeKVveuRI7Zcs7V2KnbHnnSuyULe9ciZ3qEtfAfHWOukQAgP6bv+nUJfbA/EfodqVaBwCAdPM3nVaWHpj/CF11ie3nSuyULe9ciZ2y5Z0rsVO2vHMldsqWd67EzlXItqguMUIrSy/Mf4TuJCYxjWnx56Iug2xpZEsjWxrZ0siWRrY0sqUpeUtNY/pYXaJWlh5Y1MoyjGHx/8q7DLKlkS2NbGlkSyNbGtnSyJam5C01jKFWlj7SyiJb7p2y5Z0rsVO2vHMldsqWd67ETtnyzpXYqZVlDWhlAQBYPVpZekgrCwDA6tHK0kNaWWTLvVO2vHMldsqWd67ETtnyzpXYKVveuRI7tbKsAa0ssuXeKVveuRI7Zcs7V2KnbHnnSuyULe9ciZ1aWdaAVhbZcu+ULe9ciZ2y5Z0rsVO2vHMldsqWd67ETq0sa0Ari2y5d8qWd67ETtnyzpXYKVveuRI7Zcs7V2KnVpY1MBqNYjAYnL7WygIA0H9nb7rBYKCVpY+0sgAA9F9XbjqHeQPj8Thms9npa60s7edK7JQt71yJnbLlnSuxU7a8cyV2ypZ3rsTOVci2qJVlNpupS+yD+eqcSUziMA6LPxd1GWRLI1sa2dLIlka2NLKlkS1NyVvqIA4ea2VRl9gDpapzAAC4OuoSe2BRXeJmbBb/45fLIFsa2dLIlka2NLKlkS2NbGlK3lJbsaUusY/UJcqWe6dseedK7JQt71yJnbLlnSuxU7a8cyV2qktcA/PVOeoSAQD6b/6mU5fYA/MfoduVah0AANLN33RaWSKiqqqXqqr6ZlVVr1RV9VpVVd+vqmr7w7/n1Zj/CF11ie3nSuyULe9ciZ2y5Z0rsVO2vHMldsqWd67EzlXItqguMaJcK8u1IlsXqKrqmxHxSl3Xb575upciYreqqufqun69XLpH5j9CdxKTmMY0hjG80Pf3bFca2dLIlka2NLKlkS2NbGlkWzw3jeljdYlr3cpy/K74VyPi2blv+ovjv37rahMttqiVZRjD4v+VdxlkSyNbGtnSyJZGtjSypZEtTclbahhDrSxLbJ59Udf1w+O/3bjyJAtoZZEt907Z8s6V2Clb3rkSO2XLO1dip2x550rs7GsrSyceZanreq+qqo+fOcQjIqKqqqeO//aNq0/1OK0sAACrpyutLJ04zCPOvTt+1stzf/1QVVXtLvmmTzXNNE8rCwDA6lnUylLiOO/aoywREVFV1UZVVV+NiGci4lZd13sf9n2uglYW2XLvlC3vXImdsuWdK7FTtrxzJXbKlneuxE6tLJekqqpX4tEz5Z+JiG9GxJsf+B3m1HV9a8mPuxsRraoXtbLIlnunbHnnSuyULe9ciZ2y5Z0rsVO2vHMldmpluSR1Xb9c1/ULZw7so6qqnika6phWFtly75Qt71yJnbLlnSuxU7a8cyV2ypZ3rsROrSwZ1HV9JyJ+HhHfr6pqo3AcrSwZ5krslC3vXImdsuWdK7FTtrxzJXbKlneuxM5VyNa1VpZWh3lVVbtVVdUJX+b7yj/IyUM/X22T9TKMRqMYDAanr7WyAAD039mbbjAY9LOVZdnz3E1VVfVaPHr++9aCdpaTZ8x/6zJ2XSatLAAA/deVm64rj7I8GxFPRcSTC77tpMv8R1cXZ7HxeByz2ez0tVaW9nMldsqWd67ETtnyzpXYKVveuRI7Zcs7V2LnKmRb1Moym80eq8i+Kl05zF+PiM/Xdb2ogWX7zExR89U5k5jEYRwWfy7qMsiWRrY0sqWRLY1saWRLI1uakrfUQRw81spSqi6xK4f5H0TEC2c+02dExEl14lMR8cKSo/1KlarOAQDg6pS6+TrRY378XPlzVVW9cqZ95eSxls0uHOURi+sSN2Mz6qgv9F9mpeYuQrY0sqWRLY1saWRLI1sa2dKUvKW2Yituxs1z75qXqkvsxGF+oq7rl0tn+CC3b9+OnZ2d09fqEtvPldgpW965EjtlyztXYqdseedK7JQt71yJnauQ7WRuO7bPHea9rEtcN/PVOeoSAQD6b/6mK1WX6DBvYP4jdLtSrQMAQLr5m27dW1l6Yf4jdNUltp8rsVO2vHMldsqWd67ETtnyzpXYKVveuRI7VyHborrECK0svTD/EbqTmMQ0psWfi7oMsqWRLY1saWRLI1sa2dLIlqbkLTWN6WN1iaVaWRzmDSxqZRnGsPh/5V0G2dLIlka2NLKlkS2NbGlkS1PylhrGMG7GzXNfX6qVxWHewPxH6GplaT9XYqdseedK7JQt71yJnbLlnSuxU7a8cyV2rkK2s60sZ2ll6QGtLAAAq0crSw9pZQEAWD1aWXpIK4tsuXfKlneuxE7Z8s6V2Clb3rkSO2XLO1dip1aWNaCVRbbcO2XLO1dip2x550rslC3vXImdsuWdK7FTK8sa0MoiW+6dsuWdK7FTtrxzJXbKlneuxE7Z8s6V2KmVZQ1oZZEt907Z8s6V2Clb3rkSO2XLO1dip2x550rs1MqyBkajUQwGg9PXWlkAAPrv7E03GAy0svSRVhYAgP7ryk3nMG9gPB7HbDY7fa2Vpf1ciZ2y5Z0rsVO2vHMldsqWd67ETtnyzpXYuQrZFrWyzGYzdYl9MF+dM4lJHMZh8eeiLoNsaWRLI1sa2dLIlka2NLKlKXlLHcTBY60s6hJ7oFR1DgAAV0ddYg8sqkvcjM3if/xyGWRLI1sa2dLIlka2NLKlkS1NyVtqK7bUJfaRukTZcu+ULe9ciZ2y5Z0rsVO2vHMldsqWd67ETnWJa2C+OkddIgBA/83fdOoSe2D+I3S7Uq0DAEC6+ZtOK0sPzH+ErrrE9nMldsqWd67ETtnyzpXYKVveuRI7Zcs7V2LnKmRbVJcYoZWlF+Y/QncSk5jGtPhzUZdBtjSypZEtjWxpZEsjWxrZ0pS8paYxfawuUStLDyxqZRnGsPh/5V0G2dLIlka2NLKlkS2NbGlkS1PylhrGUCtLH2llkS33TtnyzpXYKVveuRI7Zcs7V2KnbHnnSuzUyrIGtLIAAKwerSw9pJUFAGD1aGXpIa0ssuXeKVveuRI7Zcs7V2KnbHnnSuyULe9ciZ1aWdaAVhbZcu+ULe9ciZ2y5Z0rsVO2vHMldsqWd67ETq0sa0Ari2y5d8qWd67ETtnyzpXYKVveuRI7Zcs7V2KnVpY1oJVFttw7Zcs7V2KnbHnnSuyULe9ciZ2y5Z0rsVMryxoYjUYxGAxOX2tlAQDov7M33Y0bN7Sy9JFWFgCA/jt7033ta18rlsNh3sB4PI7ZbHb6WitL+7kSO2XLO1dip2x550rslC3vXImdsuWdK7FzFbLNt7I8//zz8eKLL17o++bgMG9gvjpnEpP4Sfyk+HNRl0G2NLKlkS2NbGlkSyNbGtnSlLyl/jb+Nt6+8XbcuXMnXn311Qt9v1wc5g0sqs65F/fi3Xj3Qt/ff6mmkS2NbGlkSyNbGtnSyJZGtse9F+/F1n/YiocPHxZ9p/yEw7yBRdU5e7EX/zH+4+lxPv8T4eT1u/Fu/Pf471c+997x/8kmm2yyySabbLLJdub1ExFP/+en41/88b+Irqjquv7wqRVQVdXu9vb29u7ubvKPMR6P44tf/OLCb9uO7fhyfDk+HZ9+7Nv+Nv42/kv8l9iLvSJzESGbbBee++34ndOZ+/E3ncrW5X9usskmm2yy9Sfbjf/rRtz89zfj45/7+GPf1tatW7dib29vr67rW02/r8O8oY2NjQ/8bFA342Zsx3Z8ND4av4pfxV7sPfbZpErNySbbReaOznz9J+Nmp7J1+Z+bbLLJJpts3c/23uC9+Isf/0X8o9/8R4/NXZY2h3nUdb0WXyJid3t7u27rzp07dUT44svKfqnPfCmdxRdffPHFF18u88udO3da34IfZnt7u46I3TrhXvWMeUMvvvhi/N7v/d6l/Xibm5tF5krslC3v3FX/WJf9463CPzfZVm+nbHnnSuyULe9ciZ0XnStdhXghKdd8H7/EJb1jfuLOnTv1jRs3Fv7X2I0bN+o7d+5caOaiP9Zlz8km26K5iIu9Y+6fm2zrslM22WRbnWxXpc075p4xb2k8Hse9e/finXfeiRs3bsTt27cf+zSuF5kpNSebbGfnIiJGZz7Aefyd70REdCJbl/+5ybb6O2WTTbbVyZabD/68gFyHOayc6swnZViT3x8A4LK0Ocw9Yw4AAB3gMAcAgA5wmAMAQAc4zAEAoAOulQ5whW7u7+/HrVvNPwkTrC2/XgCgkf39/YiImynfd51aWY4i4nrEgs/VSg6fOv7r3xVNQR/4ucJF+HnCRfm5wkXk/HlyMyJ+Udf1J5t+x7U5zLlaVVXtRkSkVAWxXvxc4SL8POGi/FzhIrr688Qz5gAA0AEOcwAA6ACHOQAAdIDDHAAAOsBhDgAAHaCVBQAAOsA75gAA0AEOcwAA6ACHOQAAdIDDHAAAOsBhDgAAHeAwBwCADnCYAwBABzjMAQCgA66VDsD6qarqpYjYjIiHEfFURGxExMt1Xe8VjEXHVFX1bER8Ph79HHkyIn4cj36ePCyZi+46/jnz7+q6vlU6C1evqqpnIuK5iDiMiF+P9//d8rBgLDqoy79XOMy5UlVVfTMiXqnr+s0zX/dSROxWVfVcXdevl0tHV1RV9UpE/Kiu6xeOX29ExA8i4qiqqltnf/6w3o5/T3kyIn4eEc8UjkMhiw6tqqq249G/W245zunL7xVVXdelM7AmTn6TjEfvYNw58/UbEfF2RDys6/rjheLREcc/T/51Xdcvz339Rjz6efJmXdebJbLRbVVV7UbEhp8f6+XM7w2fr+v6jblvey0ioq7r5wpEo6O6/HuFZ8wp4dwvhDPvZGxceRK66IWI+Mv5rzz+efJGRDx1fLwDRET8q+O//njBt/1lRDx7hVmgFYc5V+b4GfKPnzyecKKqqqeO//aNx78Xa+gz8eiPnxcd33tnZgAiHj1X/nDJ4ypvRpw+6gKd5zDnSi35jfPlub+y3t6IRx8Y/LBsDKAnPhOPnhte5OHxX3/raqJAOw5ziqmqaqOqqq/Gow/CuKWVhYiIuq5fruv640s+wPPkXfRFf2QNrKeNS5qB4rSyUMRx68ZGPHqn45tx/MeNsMzxI0/PRMTr/iMOmPNwydefvJP+5BXlgFa8Y04Rx++KvnCm2urouIMWlnktHv0H3B+UDgL0zkbpAHARDnOKO65O/HlEfP+49grOOfMnLPqIgUU2lnz9yTvlD68mBrTjMOdDVVW1W1VVnfClyUfBnzya8NUc/xvIL9fPk+NvP/k4hIdX8j+GrK7o9xTWx8MLzCz74FDoFM+Y86Eu61PWHn+ih+1YfGCdPGPuI+d7KsenNj5+vOmFHD825fj/J5fsx7H8Mzme1PHuXlEWaMU75lylZ+PRb5KLPgjn5DfPH11dHLrsuMf8hbquPz/39SdtPgARjz7+ZBmfJ4NecZhzlV6PR58y+YNq8F6/wjx01HEDywtLPo32M6HFB3jff41Y+kmEnouIN5b8ewc6x6MsXKU/iIhvVVX15tnfJI8/sO/kEPOb55o7/gDg70fEm8ePP53YOP7rZyLCoxAsshFq8dZOXdcPq6p6ISJeiTNv7hz/qdtT4fcLHrcRHf29oqrrunQG1syZho2I939hvOwoJ+LRBwbG+3+CslBd19UVxaHjqqp6KR59bMpT8f7Pmzfj0QeUv1nXtc8ovCZOPiYlHj0S+evx6N8zL/ugcSL683uFwxwAADrAM+YAANABDnMAAOgAhzkAAHSAwxwAADrAYQ4AAB3gMAcAgA5wmAMAQAc4zAEAoAMc5gAA0AEOcwAA6ACHOQAAdIDDHAAAOsBhDgAAHeAwBwCADnCYAwBABzjMAQCgAxzmAADQAf8HXXQOhKzK2XAAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 249, - "width": 371 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "corners = g.vertices\n", - "c_flat = corners.reshape((-1, 2))\n", - "plt.scatter(c_flat[:, 0], c_flat[:, 1], c=\"k\")\n", - "plt.scatter(theta[:, 0], theta[:, 1], c=\"m\")\n", - "plt.hlines(logit(0.1), -4, 2, \"r\")\n", - "plt.vlines(logit(0.1), -4, 2, \"r\")\n", - "plt.xlim(np.min(theta[:, 0]) - 0.2, np.max(theta[:, 0]) + 0.2)\n", - "plt.ylim(np.min(theta[:, 1]) - 0.2, np.max(theta[:, 1]) + 0.2)\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 96.1 ms, sys: 2.65 ms, total: 98.8 ms\n", - "Wall time: 98 ms\n" - ] - } - ], - "source": [ - "%%time\n", - "tile_radii = g.radii[g.grid_pt_idx]\n", - "sim_sizes = np.full(g.n_tiles, sim_size)\n", - "total, d0, d0u, d1w, d1uw, d2uw = binomial.upper_bound(\n", - " theta_tiles,\n", - " tile_radii,\n", - " corners,\n", - " sim_sizes,\n", - " n_arm_samples,\n", - " typeI_sum.to_py(),\n", - " typeI_score,\n", - ")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 281, - "width": 385 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "plt.title(\"Type I error at grid points.\")\n", - "plt.scatter(theta_tiles[:, 0], theta_tiles[:, 1], c=total)\n", - "cbar = plt.colorbar()\n", - "plt.xlabel(r\"$\\theta_0$\")\n", - "plt.ylabel(r\"$\\theta_1$\")\n", - "cbar.set_label(\"Type I error\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Comparing against MCMC for a few grid points\n", - "\n", - "This is a check to determine how much of the type I error is real versus an artifact coming from INLA.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/.mambaforge/envs/imprint/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], - "source": [ - "import berrylib.mcmc as mcmc\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([-2.234375, -0.828125])" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sorted_idxs = np.argsort(typeI_sum)\n", - "idx = sorted_idxs[-1]\n", - "theta_tiles[idx]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "# y_mcmc = y[idx, :]\n", - "# n_mcmc = np.full((sim_size, n_arms), n_arm_samples)\n", - "# data_mcmc = np.stack((y_mcmc, n_mcmc), axis=-1)\n", - "# n_mcmc_sims = 1000\n", - "# results_mcmc = mcmc.mcmc_berry(\n", - "# data_mcmc[:n_mcmc_sims], fi.logit_p1, np.full(n_mcmc_sims, fi.thresh_theta), n_arms=2\n", - "# )\n", - "# success_mcmc = results_mcmc[\"exceedance\"] > critical_values[0]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "ename": "FileNotFoundError", - "evalue": "[Errno 2] No such file or directory: 'berry_imprint_mcmc114.pkl'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/Users/tbent/Dropbox/active/fda/imprint/research/berry/berry_imprint.ipynb Cell 15'\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m load \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m\n\u001b[1;32m 3\u001b[0m \u001b[39mif\u001b[39;00m load: \n\u001b[0;32m----> 4\u001b[0m \u001b[39mwith\u001b[39;00m \u001b[39mopen\u001b[39;49m(\u001b[39mf\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39mberry_imprint_mcmc\u001b[39;49m\u001b[39m{\u001b[39;49;00midx\u001b[39m}\u001b[39;49;00m\u001b[39m.pkl\u001b[39;49m\u001b[39m'\u001b[39;49m, \u001b[39m'\u001b[39;49m\u001b[39mrb\u001b[39;49m\u001b[39m'\u001b[39;49m) \u001b[39mas\u001b[39;00m f:\n\u001b[1;32m 5\u001b[0m results_mcmc \u001b[39m=\u001b[39m pickle\u001b[39m.\u001b[39mload(f)\n\u001b[1;32m 6\u001b[0m \u001b[39melse\u001b[39;00m:\n", - "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'berry_imprint_mcmc114.pkl'" - ] - } - ], - "source": [ - "import pickle\n", - "\n", - "load = True\n", - "if load:\n", - " with open(f\"berry_imprint_mcmc{idx}.pkl\", \"rb\") as f:\n", - " results_mcmc = pickle.load(f)\n", - "else:\n", - " with open(f\"berry_imprint_mcmc{idx}.pkl\", \"wb\") as f:\n", - " pickle.dump(results_mcmc, f)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(335, 388)" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mcmc_typeI = np.sum(\n", - " np.any(success_mcmc & is_null_per_arm[idx, None, :], axis=-1), axis=-1\n", - ")\n", - "inla_typeI = typeI_sum[idx]\n", - "mcmc_typeI, inla_typeI\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "bad_sim_idxs = np.where(\n", - " np.any((success[idx] & (~success_mcmc)) & is_null_per_arm[idx, None], axis=-1)\n", - ")[0]\n", - "unique_bad = np.unique(y[idx, bad_sim_idxs], axis=0)\n", - "print(\"theta =\", theta_tiles[idx])\n", - "bad_count = 0\n", - "for i in range(unique_bad.shape[0]):\n", - " y_bad = unique_bad[i]\n", - " other_sim_idx = np.where((y[idx, :, 0] == y_bad[0]) & (y[idx, :, 1] == y_bad[1]))[0]\n", - " pct_mcmc = (\n", - " np.any(\n", - " success_mcmc[other_sim_idx] & is_null_per_arm[idx, None, :], axis=-1\n", - " ).sum()\n", - " / other_sim_idx.shape[0]\n", - " )\n", - " if pct_mcmc < 0.2:\n", - " print(\"bad y =\", y_bad, \"count =\", other_sim_idx.shape[0])\n", - " bad_count += other_sim_idx.shape[0]\n", - "print(\"\\ninla type I =\", inla_typeI)\n", - "print(\"bad type I count =\", bad_count)\n", - "print('\"true\" type I count =', inla_typeI - bad_count)\n", - "# print('pct of mcmc sims that had type I error', pct_mcmc)\n", - "# print('')\n", - "\n", - "# print(\n", - "# \"unique y where INLA says type 1 but MCMC says not type 1: \",\n", - "# np.unique(y[idx, bad_sim_idxs], axis=0),\n", - "# )\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "bad_sim_idxs = np.where(\n", - " np.any((success[idx] & (success_mcmc)) & is_null_per_arm[idx, None], axis=-1)\n", - ")[0]\n", - "print(\"theta: \", theta_tiles[idx])\n", - "print(\n", - " \"unique y where INLA says type 1 and MCMC also says type 1: \",\n", - " np.unique(y[idx, bad_sim_idxs], axis=0),\n", - ")\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "bad_sim_idxs = np.where(\n", - " np.any((~success[idx] & (~success_mcmc)) & is_null_per_arm[idx, None], axis=-1)\n", - ")[0]\n", - "print(\"theta: \", theta_tiles[idx])\n", - "print(\n", - " \"unique y where INLA says type 1 and MCMC also says type 1: \",\n", - " np.unique(y[idx, bad_sim_idxs], axis=0),\n", - ")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Building a rejection table" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 134 ms, sys: 4.2 ms, total: 138 ms\n", - "Wall time: 138 ms\n" - ] - } - ], - "source": [ - "%%time\n", - "rejection_table = binomial.build_rejection_table(n_arms, n_arm_samples, fi.rejection_inference)\n", - "np.random.seed(10)\n", - "typeI_sum = np.zeros(theta_tiles.shape[0])\n", - "typeI_score = np.zeros(theta_tiles.shape)\n", - "accumulator = binomial.binomial_accumulator(lambda y,n: binomial.lookup_rejection(rejection_table, y))\n", - "for i in range(sim_size):\n", - " samples = np.random.uniform(0, 1, size=(1, n_arm_samples, fi.n_arms))\n", - " chunk_typeI_sum, chunk_typeI_score = accumulator(theta_tiles, is_null_per_arm, samples)\n", - " typeI_sum += chunk_typeI_sum\n", - " typeI_score += chunk_typeI_score" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((145,), (145, 2))" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "typeI_sum.shape, theta_tiles.shape\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 466, - "width": 465 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(8, 8))\n", - "plt.scatter(theta_tiles[:, 0], theta_tiles[:, 1], c=typeI_sum / sim_size)\n", - "plt.colorbar()\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Running a 4D grid" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], - "source": [ - "import berrylib.util as util\n", - "\n", - "util.setup_nb()\n", - "\n", - "# NOTE: don't be surprised if this JAX code does not scale linearly.\n", - "# JAX already uses parallelism within a single CPU device, so using multiple CPU\n", - "# devices will only take advantage of the remaining unused cores. In addition,\n", - "# there will be thrashing between the different threads trying to claim the same\n", - "# cores. This could be fixed by CPU pinning the JAX threads. There might be more\n", - "# potential to do this with a multiprocessing-based version of this\n", - "# parallelization. However, I didn't do this at the moment because I'm working\n", - "# on Mac where there is are no easy tools for CPU pinning threads. In addition, for\n", - "# higher performance, we should really be running this on a GPU where the effort\n", - "# of setting up tools for CPU pinning will have been wasted.\n", - "# see: https://github.com/google/jax/issues/743\n", - "# some other links that might be useful for parallel and multiprocessing JAX:\n", - "# - this link provides a path to cpu pinning on mac: http://www.hybridkernel.com/2015/01/18/binding_threads_to_cores_osx.html\n", - "# - more info on JAX multithreading: https://github.com/google/jax/issues/1539\n", - "# - running JAX inside multiprocessing: https://github.com/google/jax/issues/1805\n", - "n_requested_cores = 8\n", - "import os\n", - "\n", - "os.environ[\"XLA_FLAGS\"] = (\n", - " f\"--xla_force_host_platform_device_count={n_requested_cores} \"\n", - " \"--xla_cpu_multi_thread_eigen=false intra_op_parallelism_threads=1\"\n", - ")\n", - "os.environ[\"OMP_NUM_THREADS\"] = \"1\"\n", - "os.environ[\"OPENBLAS_NUM_THREADS\"] = \"1\"\n", - "os.environ[\"MKL_NUM_THREADS\"] = \"1\"\n", - "from scipy.special import logit, expit\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from pyimprint import mt19937\n", - "import pyimprint.grid as grid\n", - "from pyimprint.driver import accumulate_process\n", - "import pyimprint.core.model.binomial\n", - "import berrylib.binomial as binomial\n", - "\n", - "import berrylib.fast_inla as fast_inla\n", - "\n", - "name = \"berry2\"\n", - "fi = fast_inla.FastINLA(4)\n", - "seed = 10\n", - "n_arm_samples = 35\n", - "n_theta_1d = 10\n", - "sim_size = 10000\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "ename": "FileNotFoundError", - "evalue": "[Errno 2] No such file or directory: 'berry2_10_10000.npy'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/Users/tbent/Dropbox/active/fda/imprint/research/berry/berry_imprint.ipynb Cell 26'\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m loaded \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39;49mload(\u001b[39mf\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39m{\u001b[39;49;00mname\u001b[39m}\u001b[39;49;00m\u001b[39m_\u001b[39;49m\u001b[39m{\u001b[39;49;00mn_theta_1d\u001b[39m}\u001b[39;49;00m\u001b[39m_\u001b[39;49m\u001b[39m{\u001b[39;49;00msim_size\u001b[39m}\u001b[39;49;00m\u001b[39m.npy\u001b[39;49m\u001b[39m\"\u001b[39;49m, allow_pickle\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m)\u001b[39m.\u001b[39mtolist()\n\u001b[1;32m 2\u001b[0m gr \u001b[39m=\u001b[39m loaded[\u001b[39m'\u001b[39m\u001b[39mgr\u001b[39m\u001b[39m'\u001b[39m]\n\u001b[1;32m 3\u001b[0m typeI_sum \u001b[39m=\u001b[39m loaded[\u001b[39m\"\u001b[39m\u001b[39msum\u001b[39m\u001b[39m\"\u001b[39m]\n", - "File \u001b[0;32m~/.mambaforge/envs/imprint/lib/python3.10/site-packages/numpy/lib/npyio.py:407\u001b[0m, in \u001b[0;36mload\u001b[0;34m(file, mmap_mode, allow_pickle, fix_imports, encoding)\u001b[0m\n\u001b[1;32m 405\u001b[0m own_fid \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m\n\u001b[1;32m 406\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 407\u001b[0m fid \u001b[39m=\u001b[39m stack\u001b[39m.\u001b[39menter_context(\u001b[39mopen\u001b[39;49m(os_fspath(file), \u001b[39m\"\u001b[39;49m\u001b[39mrb\u001b[39;49m\u001b[39m\"\u001b[39;49m))\n\u001b[1;32m 408\u001b[0m own_fid \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m\n\u001b[1;32m 410\u001b[0m \u001b[39m# Code to distinguish from NumPy binary files and pickles.\u001b[39;00m\n", - "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'berry2_10_10000.npy'" - ] - } - ], - "source": [ - "loaded = np.load(f\"{name}_{n_theta_1d}_{sim_size}.npy\", allow_pickle=True).tolist()\n", - "gr = loaded[\"gr\"]\n", - "typeI_sum = loaded[\"sum\"]\n", - "typeI_score = loaded[\"score\"]\n", - "table = loaded[\"table\"]\n", - "theta_tiles = loaded[\"theta_tiles\"]\n", - "is_null_per_arm = loaded[\"is_null_per_arm\"]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 1.17 s, sys: 6.64 ms, total: 1.18 s\n", - "Wall time: 1.17 s\n" - ] - } - ], - "source": [ - "%%time\n", - "# define null hypos\n", - "null_hypos = []\n", - "for i in range(fi.n_arms):\n", - " n = np.zeros(fi.n_arms)\n", - " # null is:\n", - " # theta_i <= logit(0.1)\n", - " # the normal should point towards the negative direction. but that also\n", - " # means we need to negate the logit(0.1) offset\n", - " n[i] = -1\n", - " null_hypos.append(grid.HyperPlane(n, -logit(0.1)))\n", - "\n", - "gr = grid.make_cartesian_grid_range(n_theta_1d, np.full(fi.n_arms, -3.5), np.full(fi.n_arms, 1.0), sim_size)\n", - "gr.create_tiles(null_hypos)\n", - "gr.prune()\n", - "theta_tiles = grid.theta_tiles(gr)\n", - "is_null_per_arm = grid.is_null_per_arm(gr)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 4.29 s, sys: 235 ms, total: 4.52 s\n", - "Wall time: 3.38 s\n" - ] - } - ], - "source": [ - "%%time\n", - "table = binomial.build_rejection_table(fi.n_arms, n_arm_samples, fi.rejection_inference)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Parallel Jax accumulation" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "import time\n", - "import jax\n", - "import jax.numpy as jnp\n", - "\n", - "reject_fnc = lambda y, n: binomial.lookup_rejection(table, y, n)\n", - "accum = binomial.binomial_accumulator(reject_fnc)\n", - "paccum = jax.pmap(accum, in_axes=(None, None, 0), out_axes=(0, 0), axis_name=\"i\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 19.2 s, sys: 10.7 s, total: 29.9 s\n", - "Wall time: 4.74 s\n" - ] - } - ], - "source": [ - "%%time\n", - "np.random.seed(seed)\n", - "typeI_sum = np.zeros(theta_tiles.shape[0], dtype=np.uint32)\n", - "typeI_score = np.zeros(theta_tiles.shape)\n", - "n_cores = jax.local_device_count()\n", - "for i in range(int(np.ceil(sim_size / n_cores))):\n", - " chunk_size = np.minimum(n_cores, sim_size - i * n_cores)\n", - " samples = np.random.uniform(0, 1, size=(chunk_size, 1, n_arm_samples, fi.n_arms))\n", - " s, c = paccum(theta_tiles, is_null_per_arm, samples)\n", - " typeI_sum += s.sum(axis=0)\n", - " typeI_score += c.sum(axis=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(9992, 10000)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "i * n_cores, sim_size\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "# If you kill the simulation early, run these lines to accept the smaller sim_size\n", - "# sim_size = (i + 1) * n_cores\n", - "# gr.sim_sizes()[:] = sim_size\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "np.save(\n", - " f\"{name}_{n_theta_1d}_{sim_size}.npy\",\n", - " dict(\n", - " sum=typeI_sum,\n", - " score=typeI_score,\n", - " gr=gr,\n", - " table=table,\n", - " theta_tiles=theta_tiles,\n", - " is_null_per_arm=is_null_per_arm,\n", - " ),\n", - " allow_pickle=True,\n", - ")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Making some figures!" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA28AAANwCAYAAAC4T1KyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAABYlAAAWJQFJUiTwAADTaklEQVR4nOzdeXhb5Zn//8/xlt2WnbAHiGUChK2JZIdSuoHlQBe6gJ2002U68yM2pTNtp4vVMNNZ2mmDU5hvp8uAEugwnXZKIqVA6UJjJS1toUAsJRBCIGAlQEhCEtuyszledH5/BLl2bMeydY4W6/26Ll0z1Tm6z23JDufW8zz3Y5imaQoAAAAAkNHy0p0AAAAAAGBsFG8AAAAAkAUo3gAAAAAgC1C8AQAAAEAWoHgDAAAAgCxA8QYAAAAAWYDiDQAAAACyAMUbAAAAAGQBijcAAAAAyAIUbwAAAACQBSjeAAAAACALULwBAAAAQBageAOAEYTDYTU0NCgYDKY7lYwRiUQUDofTnYbt+Ownr2g0qoaGBq1evTrdqQDAhFC8AcApIpGIqqurFYlE5PF40p1OxnA6nVq5cuWkLmr47Cc3h8Mht9uthoYGrVq1Kt3pAMC4UbwBGKKurk6GYcjr9aY7lbSpqamRJPn9/oTOj0QiqqurU0NDg2pqahQIBOxMb1yszm3NmjVqaGiYtCNw4/3skX3q6+tVW1srr9c7qb+IADA5UbwBSFhFRYUMwxi4wZ2M6urqFIlEtGbNGjkcjjHPDwQCqqmpUVNTk3w+n/x+v5YvX54RxY0duTkcDvn9ftXV1SkajVqXbAYY72c/HqtXr5bb7U46TvzLlbEekUjEgqytlynvw5o1awbiTLbfYwCTG8UbALwlEokoEAjI6XSqtrZ2zPODwaDq6urk8/nkdDolnSxuKisrtXLlSrvTTVtuLpdLHo9nUo3OjvezTzRmvFhpaGiwJGacw+GQ0+kc9ZFJMvF9cDgcampqUjQaZf0bgKxSkO4EAGSPhoYGtba2WvLNeSZqamoa8n9PJxqNqq6uTvX19cPWRjmdzrTeEKYiN6/Xq4qKCnm93owrFiZiPJ/9WAKBgOrq6pKOczorVqxQY2OjrddIVqa/D/X19fJ6vVq5cmXGv5cAEMfIG4CENTY2yufzqb6+Pt2pWG7wN/CJjLwsX75c0Wj0tKNP6ZqOlYrcnE7npBl9G+9nPxaHw6Ha2lrV19fL7/dPyr+XRGT6+xDPj9E3ANmEkTcAkMZ18x4MBhUIBOTxeEYcdWpvb5d0crqYy+WyNtEMyq2hoWFgzZDVa8RSycrCTZI8Hs+QEc/NmzdbEjfbZMP7sGzZMgUCATU1NWVccQkAI2HkDQAkNTc3S1JCzVjiU+tGG3WKN0lIR0GTytziN+br1q1LKk4kEtGqVavU0NAwoQ6A0Wg0qSYs4/nsMbnEf4cjkQiNSwBkBYo3AJAGCoax9vYKh8MKBoNyOByjnhsvJMrKyqxNcgypzi3eLCJe/EzEqlWrBtbOrV69WqtWrVJNTY0qKioSLsiCwWBSLd8T/ewx+TgcjoEvMlpaWtKbDAAkgOINyAGRSEQNDQ0Drf4Nw1BFRYUaGhrGddObyB5w4XBYdXV1Ki0tlWEYKi0tldvtPu2GuIFAQG63eyC3mpqaUfOKRCID51nVjn9wO/Gxmm+sXbtWkrR06dIxY6V65C0dublcrgkXToFAQF6vV7W1tQqFQjJNU62trWpqalJ7e3vC3QnXrl074aYp4/nsM028g2P878zqTo7ZItn3IV60J/MlBACkjAlgUmtubjYlmZJMh8Nhulwu0+FwDHlusNraWlOS2djYOCzW6Y6Zpmk2NTUNxI3HHnwtp9M5asyRzvf5fMPOb21tHTgeCoUm+K4M5fP5Rs3vVPH8/H7/aWO5XC5LchuPdOQW/8w7OjrG/VqHwzHq71JHR4fpcrkGPpfW1tYRz/P7/RO+vmmO77OfqMbGRsve98F/L4P/rgb//6O9V+mWqe9DPC+Px5N0XgBgN0begEkuPkrW1NSkjo4OhUIhdXR0yDRN+f1+rVixwpLrrFq1auBaPp9PHR0dQx6NjY3DGmQ0NDQoEAjI5XKptbV14NxQKCSHw6GGhoZho2tlZWXy+XxD9i9LVnyty1jxBq+LWb58uUpLS4c94t/6V1ZWWpJbotKVW3wEb7ybQkciEZWVlY3amt/hcCgUCqmpqUmRSGRgamX8OpFIRF6vV3V1dWpsbJzwSGKin30mqq+vHxit7OjokMfjUSQSybm1e8m+DxUVFZL+0swHADIZ3SaBSS5e/IzUSc/KzYjjhVtzc/OwtUPxDXFPzWv16tVyOBzauHHjkJtvl8uljRs3yu12a+XKlfL7/UNiWd0Vrq2tbSD26cSnB7pcLoVCoRHPKS0tHdhnbbBIJDLwHrS0tAwULlZ1o0w2N5/PN/C/w+GwvF5vQmvA4mvnxtu9MhKJJBS/sbFRtbW1qqur06pVq4ZNv62vr09qb7ZEP/tMU1tbO+Qzczgc8vv9Ki0tHdgUOxe6J1rxPgz+HQaATMfIGzDJxW+om5qabOumFr95PrU1+OmsXLly4LUj3Ti7XC65XC4FAgHL8hxNou9LvCgabeQqPvp1asOQ+JrD+IhhKBSSy+WS2+227OebaG7RaFRNTU1DHg0NDaqpqUlo76v4ZzfeUQun05nw2iSn06lQKKRQKDRQzDU1NSkUCg25cZ+IbOsw6Pf71dHRMeQLjbj4vmWSkn5fMp2V70P8dzjbfhcA5CZG3oBJbsWKFaqrq9Pq1au1evVquVwuVVZWqqamxrKRt3iXtvFM14p/y93Q0JD2RgvxwmOsDozxnEf7OeOF2KkNQ7xe77DRoaamJgUCAS1fvtySz2GiucV/L9xu98AIRTyfRPa+mmjXysHTFCORiAKBgFpbW+VwOFRTUzPilwDxgv5U0WhULS0tE+oWmchnv2rVqtM2s/D7/SkduTvdteLvq1XNfAbjfQCA9KN4Aya52tpaNTc3y+v1KhwODzwGT1lMdupevHAYz7qhwdM5xyoA7N4EOn79sUaP4sdH+znj3R5P7cYZ3zi7o6NjyM/h8Xi0evVqhcPhpD+DiebmcrkGWv4nc92JFnFer3fYVMhVq1bJ6XTK5/MlVJCtW7dO0Wh0QsVbIp/95s2bk9qKIJVmz5498P9b/XfD+wAA6UfxBuQAj8ejUCikaDSqYDCo5ubmgRve6upqdXR0JBXf6XQqHA6Pa82I0+lUJBLRihUrLFv3NVHjnTY1UqETL4pra2uHHfd4PAqHw6PeQFrZKGEiuZ36+cdv0BMZEU1mqll8DVtjY6MaGhrkdDoHfkdXrlw5MAI3VnMan8834XVviXz2I03Ny1Stra0D/7/VBctkfR/inz0FHoBswJo3IIfE14LEu0HGb5aTXXcVX2c1nn2S4gVbJnyTH/+WfqwiKj5KM9JN3uCunqfy+/1Dbibj4tNNrej+ONHcThUMBtXQ0KCmpiY1NjaOef5YI36n4/V61dzcrKampoHXx39HQ6GQ/H6/WlpaBvYkPLXAincUnOiom5T4Z58pxiqW479T6f5CxG5Wvg/Jjh4DQCpRvAE5LH5jk2yXtfgITTAYPG0xNvg68S0KvF7vaW/EUtFEINGRt9FuBMPhsILB4JAiZCzx0bBk2txbmVs4HNaqVavk8/nkcrkSLoYm2mo/HA6P2eCmtrZ2YJuJ1atXD2z4XlNTI7fbrYqKCrW0tCQ1IpRNzSq8Xq+qq6tHPR4MBgemI1u1BUgmsvp9iH+xko3bRQDIPRRvwCRXWlo6ZH+suPg6LEkTHrWIc7lcA6M0I3UpjHdbjO+ndOprysvLhxV98e0H3G73kOej0ehAkw2rbrjjI19jFbHLli0b8by6ujrV1tYmNFI1+DUej2fU0bC6urqBUaVEJJtb/PPw+/1qaGiQ2+1OqNvk5s2b5XA4xl2Atre3D9uyYDRNTU1qbW1VfX39wLTKaDSq+vp67dq1K6lRpkQ/+1Q53e/37NmzFQ6HVVFRMezvJRAIDLyftbW1IzbBseNvxy52vg+nin/2k320EsAkkeZNwgHYqKOjw5Q05OFwOEyHwzHwv+vr64e8pra21pRkNjY2Dot3umOmaZqNjY3DrjX4fzudTrOjo+O0r3G5XENe5/F4hpzf2to6cCwUCiX3Bg2SaEyPx2M2NTUN/O/a2lqztrZ2XNeqr68f9nMN5vf7R/187M4tzul0mpLM1tbWMc+b6DUyhdW/T62trabH4xl4xN/L+O9z/NHc3Dzia0+XT1NT07C/qdP9PY8nttUy9X04VTyvkfIAgExD8QZMch0dHabP5zM9Hs+QmxuXy2X6/f5h5ydTvJmmaYZCIbO2tnbgWk6n0/R4PCNea/BrBucXLwgmclM3UR6Px5Rk+ny+057X0dFh1tbWmvX19WZtbe2Y55/K5/ONWex0dHSYLpdr4L1L1ERyC4VCI76P8c/6dDHiXw6M9z3INIl+9okKhULDvjQZ6THS9RL5/W5tbTXr6+sHig6HwzFqETTe2FbK1PfhVPHrnPrFEgBkIsM0TTPhYToAmKTiLetra2tt66oXDAbl9/uHbBwc3zx7tClb8c297WIYhiQN28agpqZGwWBQPp9v1L3e4lPUTn1ttknFZ58p4j9rtn9mVgkGg6qpqZHT6RyxqRAAZBrWvAGA/tLYINnOm6MJh8Nqbm4eVogFg8HT3kTbfYPtcDjk8XiGXSe+Duh06yHjhV22FwF2f/aZJN4oJts/M6vE/x5P3f8QADIV+7wBgP7Soj4QCCgQCCTU6CBRkUhkoEHJqXunBYPBUUe2IpHIkM2G7TBSw5RAIKBIJHLaDpWRSETBYFChUMjW/FLBzs8+07S0tEx4T7zJKBAIyOFwjPo3CACZhmmTAPCWSCSiiooKuVwuS4uSioqKUbsZnm66ltfr1YoVK2wfJYlP54yLd/o83ahbvAi1c0pnKtn12WeSaDSq5cuXa82aNYy86eQm8V6vV42NjRS0ALIGxRsADFJXV6dAICC/35/WEZhwOKy1a9dm5E1lOBxWdXW1du3aNamKgEz57JEapaWlkjTpfo8BTG4UbwAwSDQaVXl5uaT03tTZ3ahkoqLRqNxut/x+/6TbFytTPnvYr6GhQatXr1Zzc3PS+1wCQCrRsAQABnE4HNq4caOi0WjCm0jbIRMLN0lavny5mpqaJl3hJmXOZw97BQIBrV69Wk1NTRRuALIOxRsAnCK+7snhcCgYDKY7nYwRiUTU0NAwqacU8tlPbtFoVM3NzWpqalJjY2O60wGAcWPaJAAAAABkAUbeAAAAACALULwBAAAAQBZgk+4sM2/ePHV1dQ10RAMAAEBq7dq1S8XFxdq9e3dKr/uJT3xCL774YkqvmahLL71UP/3pT9OdxqRH8ZZlurq61N3dne40AAAAcla67sVefPFF7dixRRdfWpiW649m54u96U4hZ1C8ZZn4iFsoFEpzJgAAALnJ7Xan7doXX1qox586L23XH8l73v5GulPIGax5AwAAAIAswMgbAAAAkDUMKZaf7iROYaQ7gZzByBsAAAAAZAGKNwAAAADIAkybBAAAALKFKRmxDJumaIqZkynCyBsAAAAAZAGKNwAAAADIAkybBAAAALKJyRzFXMXIGwAAAABkAYo3AAAAAMgCTJsEAAAAsoShzOs2mVnZTG6MvAEAAABAFqB4AwAAAIAswLRJAAAAIFuYkhFLdxKnMNOdQO5g5A0AAAAAsgDFGwAAAABkAaZNAgAAANkk06ZNImUYeQMAAACALEDxBgAAAABZgGmTAAAAQBYx6O6YsyjeMMTBA0f1y0dfVji0Ty9sP6hjx3pVVJSv8nKHFi46WzU3OHX5FWemO03LvfZKpx7/1W69ED6gV3dG1XOiX1OmFch5aakuc5+p935wns65YFa607SUaZraH2rX7k37tT/crs5XjyrWF1PRrEKdcYVD57jLdPGHztfU0qJ0pwoAAABJhmma1O5ZxO12S5JCoZClcV95pV3f/uaf9MhDL6q39/SrYN9+zVx9xXuNltxQYWkO6bDlyX3yfatFf25+/bTn5eUZevf7L9RtX6/SgkVnpCg7e5imqZceel1P371D+8Ptpz23YFq+Fiy9UO/8xytUfP6MFGUIAEBms+t+LJHrxvq264mN81J63bFcW71beQWXp/z9yEWsectxsZipH35/s95R9SMF1r0wZuEmSU/9eY9qP+LXbct/qc7O7hRkab3u4336zlf+pL+57qExCzfp5Pv0+1/u1ieuDeiH//qMenv7U5Cl9Y4e6NbDH/uTHvnEE2MWbpLUd7xf2/4novsrf6Pn/qdVfNcDAACQPhRvOSwWM/V3n/21VjRuVHd337hf/38/eV43en6qgweO2pCdfY4e7tHtH/ylfvK95zTeWqS/z9Tqb7foS3WPqedEdhVwna8e0U/e26ydv9gz7tf2dPXqN7c9o9/fsZUCDgAAIE0o3nLYisaN+smPtyUVY/vzB3Xzh9fp+PFei7KyV39/TF9a+phCf9ybVJw//PpV/ePfBLOmkOnu6NHaD/xO0V1HkorzzHdf1J9XvWBRVgAAYEJiZmY9kDIUbzlqY3CX7vlhiyWxnt36pv793/5oSSy7/eR7z+mpjeMfeRrJhkCrfvmTlyyJZbeNXw2pozW5wi3uT9/cpn2hNktiAQAAIHEUbzmop6dfn7/9N5bG/MH3ntHWLfstjWm1fa8d1g/+5WlLYzZ9+U/qbM/sdX+7f7dfz/90t2XxzH5Tv7ntaZl80wYAAJBSFG856JGHXtLrr3dZGtM0pXv/y5qRPLus8z2vnm5r16kdjvbokR+/aGlMq23+nvWjgwef79Srv3/T8rgAAGBshplZD6QOxVsOeuBHW22Ju96/Q9FoZo5C9ffH9NADO2yJHViTuWvAul47qshvk1vfN5qt971iS1wAAACMjOItx/T09Ovpp96wJfaJE/0KteyzJXayIjs61HHQnsLy1ZejOrT/mC2xk7XnyYOSTd+Ivf7Egaxp2AIAADAZULzlmB0vHFRPj30t7jN13duO8EFb478QPmBr/Inav2Xsvdwm6tiBEzr8xnHb4gMAgBGYkmIZ9uC73JSheMsx+/ZZ03Fw1Ph7D9saf6IO7rN3L7qD+zJz5O3IPnuLqyN7M/PnBgAAmIwo3nKM3R0C+zO0A2HM7p+7P2Zr/IkybU4r1p+ZnzcAAMBkVJDuBJBaDsdUW+OXlk6zNf5EFZfa+3OX2Bx/oqaWFtkaf9rsKbbGBwAAQxmSjAz7stxIdwI5hJG3HHPFVWfKsPEv7G1vO9O+4Em4dOGcrI4/UWe9rdS22IUzClRaMdO2+AAAABiK4i3HzJo1RQsuO8O2+O7Kc22LnYyLr5qtoin5tsR2zJ6q8ytKbImdrHMXz7Yt9jnuMuXl808IAABAqnDnlYP+6hNX2BL3uuvnae75xbbETta06YVaUlthS+ybPnWJ8vIyc8LAGVc6dOZVDltiX/GpclviAgCA06DbZE6jeMtBn/zrqzR9uvXLHZc3uCyPaaWP3X6l5THz8gzVLb/c8rhWMQxDrs9ebHncaXOm6NJbLrA8LgAAAEZH8ZaDysqm6ev/+h5LY3qWOPWBm+ZbGtNqV1adpQ//9aWWxvz0PyzUhfMdlsa02pWfLNc5ldZOn6xe5VLhNPodAQAApBLFW4667Xa33vmu8y2J5XBM1fd+cKMMOzuhWOQr37lW51xgTZONisvKdPu/VFkSy055BXl6/+qrVTDdmjV/F39ori772IWWxAIAAONnmJn1QOpQvOWo/Pw8/eTBm3XlVcl1h5xVXKTAw3UZu9btVMWOKbrnlzdp9lnJbWlwXnmx/uvRD2jK1OwYfZqzoEQ3r32X8qcm9yc/99oz9IEfXZMVhToAAMBkQ/GWw8rKpulXv/0rvf+DF03o9RfNL9NvNnxCi68+z+LM7FV+aan+5/c36zLXxLpuut91rh743Ud19vmzLM7MXuWec/SxX16v4vOnT+j1l398npb+4r0qmpEdBSsAAMBkQ/GW4xyOqfrZulu05kc36bzzEitGpk8v1Be/dLWeePpvdNXbzrI5Q3ucX1Gi//3TLfr8N6/WzJLENrIunTNV3v/3Tt3X/GGdee4MmzO0x9xrz9DftrxfixrmK78osT9/h3Ombl73Ln3wR9eo0IZGNwAAYJzS3V3y1AdSxjBNk5mqWcTtdkuSQqGQ5bH7+mJ67NevaH1gh7aE9yvS2jFw7Iwzp2vhorNVs8Spj3/iCpWUTLX8+uly7GivHlv3sh5/dLde2HJQB944OnDs3AtnacGiM1T9Eadqbqmwba+4dDh2sFvb/neXdm/ar/1b2tXd3nPygCGVXVysc9xluuxj81RefbaMDN0KAQCAdLDzfmys65o92/XnRzOr4/M1N70mo+jylL8fuYiv0TGgoCBPH/zQxfrgh062lj9+vFfHjvWpqChPM2cWTdp1TtNnFOrmv7lMN//NZZJOFnM93f2aMi1f06YXpjk7+0w/Y6qu/tICXf2lBTJNUz2H+xTrjalwZoEKJlGRCgAAMFlQvGFU06YVatq0yVu8jGb6jEJNn5FbP7dhGJpSnFs/MwAAWcmUjEybqsg8vpRhzRsAAAAAZAGKNwAAAADIAkybBAAAALIJ/QZzFiNvAAAAAJAFGHkDAAAAkHbBYFB+v18VFRVqa2tTNBpVU1OTHA7HuOJ4vV5Fo1HV1dWpsrJSDodDwWBQPp9PNTU1qq+vt+cHSAGKNwAAACCLZFy3SQsEAgGtXLlyyF5x4XBYbrdboVBoXAVcNBrV6tWrtXr16iHPNzY2ZnXhJlG8AQAAAEij+ChZc3PzkOddLpdcLpeWL18uv98/rpj19fWKRCIDcRoaGuR0Oi3LOV0o3gAAAACkzbp16yRJlZWVw44tW7ZMdXV1447p8/mSzisT0bAEAAAAyBampFiGPZJsfun3++VwOEacGhkfLQsEAsldZJKgeAMAAACQNi0tLSorKxvxWLyg27x587jjRqNRBQIBBQIBRaPRJDLMHEybBAAAAJCUHTt2yO12j3hscBOSkUSj0VGLt8HnjIfX69Xs2bNVW1ursrIy1dXVqaamRo2NjeOKk2ko3gAAAIAsYkzCPbpH6yYZL+ra29vHFaumpkYej2fgOb/fr/LycjkcjqzuOEnxBgAAACApCxYsGHOELRnjGXlramoa9pzD4ZDH45HX683q4o01bwAAAADSarTiLD7iNt6NukdSVVWlaDSqYDCYdKx0YeQNAAAAyCaTbJPuRAqzsdbEjUd8/7dsxMgbAAAAgLSprKwctaCKPz9aM5RTNTQ0yDCMSdNd8lQUbwAAAADS5nSbcMeLt8HNR04nEomMOpLX1tYmaeTNwLMFxRsAAACQLSbhJt1Lly6VNPJG3H6/Xx6PZ2Cz7sFGGq2rqalRKBQasYALBAJyuVxyuVzJJZxGFG8AAAAA0sbhcMjn88nr9Q55PhwOKxKJyO/3D3uN2+1WRUWFwuHwkOcbGxvl9XqHFXZer1ft7e0jxsomNCwBAAAAsoQhyTCNdKcxhBXZ1NfXy+l0qq6uTlVVVWpra1M0Gh11FM3j8SgajY54zO/3y+v1KhqNqr29XdFoVC6XSx0dHRZkml6GaZqTcJu/ySu+WNPOfTQAAAAwunTdj7ndbun4dj2z9oKUXncsi5e9Jk27nPvTFGDaJAAAAABkAaZNAgAAANlkku3zhsQx8gYAAAAAWYDiDQAAAACyANMmAQAAgGwR3+ctk9D+MGUo3k4RDAbl9/tVUVEx0KK0qalp1J3aRxNvT1pXV6fKyko5HA4Fg0H5fD7V1NSovr7enh8AAAAAwKRE8TZIIBDQypUrh7Q5DYfDcrvdo+4xMZpoNKrVq1dr9erVQ55vbGykcAMAAAAwbhRvb4mPkjU3Nw953uVyyeVyafny5ePekb2+vn5gd3eXy6WGhgY5nU7LcgYAAEAOYppizqJ4e8u6deskSZWVlcOOLVu2THV1deOO6fP5ks4LAAAAACS6TQ7w+/1yOBwjTo2Mj5YFAoEUZwUAAAAAJzHy9paWlhaVlZWNeCxe0G3evFm1tbXjihuNRhUMBiVJHo8n4XVzbrd7xOd37NihBQsWjCsHAAAATB5GzEh3CkgTire3RKPRUYu3weeMh9fr1ezZs1VbW6uysjLV1dWppqZGjY2NSWQKAAAAIBdRvA0y2qhYvKhrb28fV6yamhp5PJ6B5/x+v8rLy+VwOMbsODm44+Vgo43IAQAAAJjcWPM2DuMZeWtqahpSuEknCzqPxyOv12txZgAAAMgZZoY9kDIUb4OMVpzFR9zGu1H3SKqqqoasgwMAAACARFC8vSWRwmysNXHjEd//DQAAAAASQfH2lsrKylELqvjzia43a2hokGEY425wAgAAAJyWKSlmZNaDqZMpQ/H2ltNtwh0v3k5dw3a680cbyWtra5M08mbgAAAAADAaire3LF26VNLIG3H7/X55PJ6BzboHG2m0rqamRqFQaMQCLhAIyOVyyeVyJZ80AAAAgJxB8fYWh8Mhn883rBNkOBxWJBKR3+8f9hq3262KigqFw+Ehzzc2Nsrr9Q4r7Lxer9rb20eMBQAAACQklmEPpAz7vA1SX18vp9Opuro6VVVVqa2tTdFodNRRNI/Ho2g0OuIxv98vr9eraDSq9vZ2RaNRuVwudXR02P+DAAAAAJh0DNM0WWKYReJNU0bbxBsAAAD2Stf9mNvtlo5u1+b/npfS646l6m92SzMu5/40BRh5AwAAALIJQy85izVvAAAAAJAFKN4AAAAAIAswbRIAAADIFvFNujMJ0zhThpE3AAAAAMgCFG8AAAAAkAWYNolRmaap3t6YCgrylJeXYcPzNjJNU329MRUU5skwcujnjpky+00ZBUZO/dwAAGQXQzIz7b/TmZbP5EXxhgGmaeoPv3tVDwVe1Jbwfu3YflC9vTFJUrnToYWus1VdU66P1i3Q9OmFac7WOr09/Xr8kd3646Ov6sUth/T6zk7FYqby8w3Nu9ShS91n6D0fmadr33+B8vMnz2B1z5FevRJo1Z7H9+nQc4d05PWjkqT8KXkqu6xMZyyco4tuLtdZi8+kmAMAAMgAbNKdZezaFPLXj76sf/3H3+vlne1jnusonarPfb5KX/jK1SoszLc0j1SKxUytv2e7Hrhzi9r2Hx/z/LMvmKlb/9mtD3z64qwuZvqO9yl011a98KMX1Xu0b8zzZ19eqrf/W5XOe/e5KcgOAIDMl9ZNuo+8oM33laf0umOpunWXNPMyNulOgckzjIAJOXKkR/WfeVSfqPt5QoWbJEU7uvWtf/ujqt/5Y+18qc3mDO3x5utHdHv1o7r7i08mVLhJ0v7Xjujfb31cX/7wY4oe6rY5Q3scfPaQ1l//Cz37/ecTKtwkqW17h35Vu0F/avyz+k/025whAAAYixHLrAdSh+Ithx0+fEI3f2Ct/A++MKHXb3v2gN533U+17bkDFmdmr727utTw3l9o65/2T+j1T/7mdd12/S/U9uYxizOz176n3tSjH3lMna1dE3r9Cw+8pN9+eqP6uhMr+gAAAGAtirccZZqm/uavHtHmp/cmFae9/bhu+cBavbn/iEWZ2evYkV59/v2/1v7Xkst3946ovnTTY+rtyY6RqM5Ilx77RFB9CY62jWbP7/bqD//wpEVZAQAAYDwo3nLUA/c9q43NuyyJdfDgMX358xuUDcsnf7jiae15ZWIjT6d6acshPXDnFkti2cmMmXr8i0+o93CvJfFeWR9R5NHdlsQCAADjFN+kO5MemX8LOGlQvOWgzmi3/vmO31ka81e/eFnBDRFLY1pt59ZDWn/vxKaIjuaBlVu0d/dhS2Na7eVARPufetPSmE+seJr1bwAAAClG8ZaDHvzp8zpyuMfyuGvuCVse00r+/9puecz+PlMPr9lheVwrbb/f+vyOHziuXb961fK4AAAAGB3FWw766Y+32RI3+NuI9u3NzFGoE9192vDgK7bEfvSBlzJ2ymj7ix06uOWQLbFf+r+XbYkLAADGYGbYAylD8ZZjjh7t0fZtB22JbZpSuGWfLbGT9cpz7Tpx3J5pfh0HjmvvrswsWg+02PNZS9KB8CGZMf7FBgAASBWKtxyzfdtBxWy84X5uq7Vrq6yyc6s9o09xL9kcf6IObUts776J6D3Sq64MX+8HAMCklO4GJac+kDIUbzmmrS2xDakzNf5ERdvs3VS7M0M37e5utzevbpvfVwAAAPwFxVuOMWz+csSw+wITZHdemfpzy+60MvTHBgAAmIwK0p0AUuvss2faGv+ss2fYGn+i5pw93db4s8+xN/5ETT/L3rzsjg8AAE5hSjIz7NtTlsCnDCNvOWbB5XNUWGjfx77QdbZtsZNxyaI5tsa/1GVv/Imac+Vs22JPKZuimXMzs1gHAACYjCjecsyUKQVyVZ5jS+zCwjy5bYqdrPLLSjWrdIotsc8tn6Uzzs3MIubsq8+0LfY5V5+VudNFAQAAJiGKtxz0mf9voS1xP/TRS1RaNs2W2MkqKMzTTZ+5xJbYH7l1gS1xrVB84Syd955zbYl96acutiUuAAAYQyzDHkgZircc9JHaS3W2DWvTGj7ntjymlW5uuEwFFk8ZnTazUB+0qSi0ypUNl1kes+SiYs29zp6iEAAAACOjeMtBU6cW6O4f3GBpzP+vYZGqrj7P0phWm1tRrL/9J5elMT/fdLXKzszM0ca4Czxz5fzQPOsCGtJ7/uNa5eXzzwcAAEAqcfeVo97/wfn69N9cZUmsSy6drX/91nstiWW3T391oa56x1mWxLr2AxfoI8szd8rkYNfe+XbNOM+a0daFn79SZ7/dmvcQAABMgGlk1gMpQ/GWw+7+/g36aO2lScW4aH6Z1v9yqWbOLLIoK3sVFObprodv1AL3GUnFqbzuXH3r/zxZ07Bj2pyp+kBgiWYkuaXBgk9frKo7rB29BAAAQGIo3nJYQUGe1vzPTVrx9XeqoGD8vwof/PDF+s2mT+i8ucU2ZGef4tIp+kHzB3TT34x/rZphSB/7/BW6+xc3aur07Nom0VFRog//5gM6793j7wiaPzVf13yzSu/8zjVZU7ACAABMNhRvOS4/P0+N/3itNj3517rh/RVK5L788ivP0I9+8iH9+MGPaM4Z2blJ84xZRfrH1e/Rd3/1Pl2Z4BRA93vP1T2bPqQv3v0OTZmaXYVb3MxzZ+j9/iV693evVUnF2EW3UWCo/KYLVfv7D+vKhssp3AAASDfTkBnLrAdTJ1MnO+9AYbkrrzpTD/68Vq/t7tQjD72oreE39cL2gzp6pEdFRfkqryjVwkVnyXODU4vfft6kuYl/+5Lz9fYl5+ulLYf0p1+9qpe2HNKrL0V1ortfU6cXqHxBqS5ZNEfv+fA8lS8oTXe6ljAMQ5f+1Xxd8vGLtPdP+/XG43t18Nk2HX7tsGJ9MRXNKlLZZaU6Y+EcOT80TzPOzs4CHQAAYLKheMMQF8wr0d//w9XpTiPlLlk0R5csmpPuNFLKMAyd965zdN67MnNjdQAAAAxF8QYAAABkE6Yp5izWvAEAAABAFqB4AwAAAIAswLRJAAAAIJvE0p0A0oWRNwAAAADIAhRvAAAAAJAFmDYJAAAAZBO6TeYsRt4AAAAAIAtQvAEAAABAFmDaJAAAAJAtTEmxDJs2aaY7gdzByBsAAAAAZAGKNwAAAADIAkybBAAAALIJ3SZzFiNvAAAAAJAFKN4AAAAAIAswbRIAAADIGkbmdZtUpuUzeTHyBgAAAABZgOINAAAAALIA0yYBAACAbGEq8zbFzrR8JjFG3gAAAAAgC1C8AQAAAEAWYNokAAAAkEXMjOs2iVRh5A0AAAAAsgDFGwAAAABkAaZNAgAAANnEZNpkrmLkDQAAAACyAMUbAAAAAGQBpk0CAAAA2cKUlGndJtmkO2UYeQMAAACALMDIGwAAAJBNaFiSsxh5AwAAAIAsQPEGAAAAAFmAaZMAAABA1jAyr2GJMi2fyYuRNwAAAADIAhRvAAAAAJAFmDZ5imAwKL/fr4qKCrW1tSkajaqpqUkOhyOtsQAAAABTkplh+6qZYuJkqlC8DRIIBLRy5UqFQqGB58LhsNxut0Kh0LiKLitjAQAAAADTJt8SjUZVV1enpqamIc+7XC65XC4tX748LbEAAAAAQGLkbcC6deskSZWVlcOOLVu2THV1dWmJBQAAAAwwlXmbdGfYNM7JjJG3t/j9fjkcjhGnMzqdTkknp0KmOhYAAAAASBRvA1paWlRWVjbisXgRtnnz5pTHAgAAAACJaZMDotHoqAXX4HNSFcvtdo/4/I4dO7RgwYKE8gAAAMAklHGbdCNVGHkbZLQOkPFCrL29PS2xAAAAAICRt3FIdOTNiliDtxgYbLQROQAAAACTG8XbIKMVVPFRsvHszWZlLAAAACDOzLRuk0gZpk2+JZFiaqx1bHbEAgAAAACJ4m1AZWWlIpHIiMfizyc6ZdHKWAAAAAAgUbwNON3G2fGCy+PxpDwWAAAAMMDUyW6TmfRgk+6UoXh7y9KlSyWNvHm23++Xx+MZ2GB7sJFG2CYaCwAAAABGQ/H2FofDIZ/PJ6/XO+T5cDisSCQiv98/7DVut1sVFRUKh8NJxwIAAACA06Hb5CD19fVyOp2qq6tTVVWV2traFI1GFQqFRmxC4vF4FI1GRzw23liZpudEn3btjOrY0V4VFuXrAmeJih1T0p2W7bqP9Gr/y4fV292vomkFOvviWZoyffL/mfR2HtOJ/R0y+2PKnzZFU8+frbyC/HSnBQAAhjGkjOs2mWn5TF6GaZrMUs0i8UYno+0Dl4z2Q8e1/oEX9Bv/Tr30fJv6emNDjl9QUaJ3LblQH6+/UvMvn2359dPlQOSINvleVvjRN7TvpS4N/ovIyzd03mUlqvzIXF1Xf5HKzpuevkQtdmTnXr35i83qDLXqxJvRIceMwnzNuOgczam+SmcseZsKZk5LT5IAAGQgO+/HxrqueWinnv76opRedyxXf3OLjDkXp/z9yEWTf0gBY+rp6dc9396s++4OqedE/6jnvdbaqZ/e85x+es9zqr7JqX/5/nt11rkzU5iptY529OgnXw7rT/8T0WhfYcT6Tb2+LarXt0X1yLe3q/q2+Vq28m2aOrMwtclaqHtfhyL/8Yg6QyN3RJUks7dfR3bs0ZEde/Tafc2a++nrdG7dO2TkM9MaAAAgXSjectzruzr1udpf6aVth8b1uo2PRrT5j29o1X8v0XUfKLcpO/vsfOKgvr/sT+rYezzh18T6TTX/cKee/c1efWH9u3Th20ptzNAeBzc+p8jdjyjW3Zvwa2LdvXpt9Qa1/2mHLvnGx1RUNsvGDAEAwFjYpDt38TV6Dns90qlPXB8Yd+EW1xU9oc/V/lIbHnrF4szstePxN3Xnkk3jKtwGOxA5om9dF9TuLe0WZ2avN38V0ivfCoyrcBvsyAuva/sXf6Se9sMWZwYAAIBEULzlqBPdfWr4yC/05htHk4rT32/qS596bMIFYKq1vX5U//GRP6jn+OjTQxNxLNqruz74uI60n7AoM3t1Pbdbkf/3i6TjdO9p00v//DOZ/bGxTwYAAIClKN5y1H/+61NqfbHDkli9PTGtuLVZvb3JFUR2M01T99U/o+OdExt5OlV033H97xczf2Fu//EevbLqYSlmTW+iIy/s0V7/k5bEAgAAExDLsAdShuItB+17/bAe+M8tlsbcvuWgfvF/L1ka02rPN+/Xtt/uszTmEz/ZrV2hzJ4++eYvntGJvdbmuOd/fqe+IxObdgoAAICJoXjLQWvve179/dbvEPEz3zbLY1qp+b922hI3eM/LtsS1ghmLaf8vNlseN3aiVwc3PGt5XAAAAIyO4i0H/XKtPSNk21re1O6Xo7bETtaxrl5t+eVeW2I/tfZV9fdl5pyBIzv26MQ+a6bHnupQkOINAICUM3Vyk+6MeqT7TckdFG85pqPtuF6PdNkWf1vLm7bFTsbucLtMi9Z8nerE0T7tfdG+9zQZR16yp2CVpKOt+xXr7bMtPgAAAIaieMsxdneFzNSuk689a8/oU9zrz0VtjT9RR1v32xbb7O1X95422+IDAABgKDbpzjFHD1vTaXE0h7t6bI0/Ud2H7R0hOmZRB0urxY7Zu5VB39FuW+MDAIDhzBibdOcqRt5yTEGBvR95YWFm/krlFdj7j1x+YYb+I5pv7+dh5OfbGh8AAAB/kZl32rDNeRfOsjX+3HnFtsafqDPmzbA3fvlMW+NP1NSzHfbGP6fU1vgAAAD4C6ZN5pjyS0o1fUahjh21Z5rf5a4zbYmbrPLK2fbGd5XZGn+iZlx8nm2xi84sUaHD3qIYAACMwMzQGT+wHSNvOSY/P09Xv3euLbFnFhfpCndmFm9nVcy0bfSt3F2mGaVFtsROVvFVF8qwaapsictpS1wAAACMjOItB3284Upb4n700ws0bXqhLbGTZRiGrm+Yb0vs6tvsiWuFQscMzX7PFbbEPvtDi22JCwAAgJFRvOWgdy25UJdeNcfSmFOm5uvTn3ubpTGt9t5bKzSjzNoRstnnT9c1H7/Q0phWO6fuHVKetdMriheWa+al9k3JBAAAozFkmpn1kJjGmSoUbzkoL8/QyjUe5edb94f2xX+7RhdUOCyLZ4dZs6for79XaWnMW9dcrSnTM3vp6MyLz9W5S6+1LF7elEJVfPnDlsUDAACQpGAwqIaGBq1atUper1cNDQ2KRqOWxs52mX3XCdtctuhMNd75Tq386h+TjvXuGy/UX39+YfJJpcA1H79Q24L79ccHIknH+sBXFujKJedYkJX9zv/MdTq87VUd3v560rGc/3CTpp6XmQ1aAACY9ExJmbbPm5l8iEAgoJUrVyoUCg08Fw6H5Xa7FQqF5HA4kopfV1enpUuXJpll+jHylsM+84VF+tI3r0kqxrtuuFDfe/D9yrd5PzGrGIahW1cv1rWfnJdUnCV/f7E+1rTQkpxSIa+oUJeu/KRmXX7+xIMYJwu3M5YstCwvAACAaDSquro6NTU1DXne5XLJ5XJp+fLlScX3er2WjeClW3bcccM2Dd4q+R6+SWeeO75OjAWFefriv12jex+6KWOblIwmvyBPDQ9co8/8sEpTZoxv8HlGaZFu+/E1+tR33TKMDPvWawwFM6fpsrs/o3M/9s5xr4Gbck6pLvuPv9FZN1XZlB0AAMhV69atkyRVVg5f3rJs2TIFAoEJxw4Gg6qqmjz3LxRv0HvfX65fbvmE/v7rV+uMc05fxE2Zmq9bPnOZHtn8cX12RZUKbGpDb7e8PEOez87XndveryV/d7GmFZ++AJ1ZVqQPfGWB7nz+A3rnJ8uzrnCLyysq1IX1S3TlfzVoTvVVY24jMOVshy5YXqO33Xe7St5WnqIsAQDAaZlGZj2S5Pf75XA4Rpwa6XSe3JpoogVcc3Ozamtrk0kvo7DmDZKkktKp+ruvX62Gr1Uq/OQ+PR86oJ3PH9KxI70qLMrXhRc5dLnrDFW96zyVlE5Nd7qWOWPeTH36e5Va+u236cU/HNCuULv2vdSl3u6Yiqbn67wFJSp3l+mSd52hommT589l5sXnav4/1mre7Teqa9urOrpzr7r3dcjsiyl/xhTNcJ6lGZeep1kLzpeRJVNiAQBAdmppaVFZ2cjr6eMF3ebNm8ddhHm9Xq1YsSLZ9DLK5LkbhSUKC/N19Xvm6ur32LORd6aaOrNQC99/nha+P7fa3xeWztTsd1+u2e++PN2pAACALLZjxw653e4Rjw1uQjKSaDQ6avE2+JzxCIfDqqqqSrrRSaaheAMAAACyhCnJtKC7o5WsSGe0Iite1LW3t48rns/nk8/nSzatjEPxBgAAACApCxYsGHOELRnjGXlbtWrVsM6VkwWLWQAAAACk1WjFWXzELdHpj+FweNTmJ5MBI28AAABANsm0TbqTlEihNdaauLjJOl0yjuINAAAAQNpUVlYqGAyOeCwSiUjSqM1QBgsEAmppaVFdXd2Ix9etWzcwkuf3+yeYbXpRvAEAAABIm7q6ujGLN4/HM2ac2traEbcTiEajCgQCWrp0adaPyrHmDQAAAMgWpmSaRkY9km03uXTpUkkjb8Tt9/vl8XgGNuseLF7Y5RKKNwAAAABp43A45PP55PV6hzwfDocViURGnOLodrtVUVGhcDg8Zvz4VMnJUOwxbRIAAABAWtXX18vpdKqurk5VVVVqa2tTNBpVKBQasaGJx+NRNBo9bbOTcDislStXDhR4wWBQNTU1cjqdWTt90jDNTNvmD6cTX6xp5z4aAAAAGF267sfcbrdib76iJ754TUqvO5Zrv/tn5Z11EfenKcC0SQAAAADIAhRvAAAAAJAFWPMGAAAAZBFzkm3SjcQx8gYAAAAAWYDiDQAAAACyANMmAQAAgGxiMm0yVzHyBgAAAABZgOINAAAAALIA0yYBAACAbGFKZqZNmzTTnUDuYOQNAAAAALIAxRsAAAAAZAGmTQIAAADZhE26cxYjbwAAAACQBSjeAAAAACALMG0SAAAAyCIm3R1zFiNvAAAAAJAFKN4AAAAAIAswbRIAAADIEqaMjNuk21Rm5TOZMfIGAAAAAFmA4g0AAAAAsgDTJgEAAIBsYSrzNumm+2XKMPIGAAAAAFmA4g0AAAAAsgDTJgEAAIAskmndJpE6jLwBAAAAQBageAMAAACALMC0SQAAACCbMG0yZzHyBgAAAABZgJE3AAAAIIvQsCR3MfIGAAAAAFmA4g0AAAAAsgDTJgEAAIBsYRpSLMOmTTKNM2UYeQMAAACALMDI2yDBYFB+v18VFRVqa2tTNBpVU1OTHA7HuOJ4vV5Fo1HV1dWpsrJSDodDwWBQPp9PNTU1qq+vt+cHAAAAADBpUby9JRAIaOXKlQqFQgPPhcNhud1uhUKhcRVw0WhUq1ev1urVq4c839jYSOEGAACApJhmujNAulC8SQOjZM3NzUOed7lccrlcWr58ufx+/7hi1tfXKxKJDMRpaGiQ0+m0LGcAAAAAmWX37t0KBoNyOp26/vrrLY9P8SZp3bp1kqTKysphx5YtW6a6urpxx/T5fEnnBQAAACCzrF+/XvX19fL7/UMKtGXLlikQCAz875qaGj322GOWXpuGJZL8fr8cDseIUyPjo2WDPwgAAAAgXUzTyKhHrlm7dq2i0eiQgZ81a9bI7/erpKREd955pxYuXKjm5mbdfffdll6b4k1SS0uLysrKRjwWL+g2b9487rjRaFSBQECBQEDRaDSJDAEAAABkgmAwKJfLpeLi4oHnmpqaZBiGNm3apK9+9asKhUIqKSnRgw8+aOm1mTapk0XWaMXb4HPGw+v1avbs2aqtrVVZWZnq6upUU1OjxsbGhF7vdrtHfH7Hjh1asGDBuHIBAAAAYI1oNDqkl0VnZ6cikYhKS0u1cOHCgec9Ho/Wr19v6bUp3t4yWjfJeFHX3t4+rlg1NTXyeDwDz/n9fpWXl8vhcGR8x8neE/3avS2q156PqvtorwoK83R2xSxVuMo0s3RKutOzTe+RXrVtb1PXK53qO9GvgqkFclzsUNllZSqYPnn/VMzjUZmHXpZ5eJ8U65OKpssoq5BRWi4jf/L+3AAAZK0cnKqYyYLBoCQNufeXThZ5491ybCzcmSVoPCNvTU1Nw55zOBzyeDzyer0JFW+DtywYbLQRuWSZpqnnH39Tv7lnp57+xevq64mNeN4lb5+jGxsu1juXzlPR1HxbckmlWF9Mr/32Nb34Pzu074l90gitd418Q+ddN1eXfvpSzb1+roy87P8H0+w9rtjLzYq98IjMtldGPil/ivIq3qu8yz6ivLMuS22CAAAAGaq6unqgYJNONio0DEM1NTVDzmtpadHs2bMtvTbF21tGK87iI25WVM1VVVUKBAIKBoPDKvN0anvjmH7Y8JRCv3ljzHNfeuqQXnrqkNb++zZ9/v5rdPm7zkpBhvZo396mP37xj2rffvpRVbPf1J7g69oTfF1nVp2pd/7Hu1RSUZKiLK0Xe+0p9f3hLunowdOf2H9CsZ2/VWznb5VXcb3yr/2CjGmOlOQIAACQqRoaGrR06VLNnj1bZWVlam1tVWlpqW699daBc7Zs2aJoNKply5ZZeu2sbljidrtlGMa4H6d2jkykMBtrTdx4xPd/ywTP/W6//u7KXyRUuA22v/Ww/vG6DfKv3CYzC3eK3PnTl/SL9/1izMLtVAc2H9AjNQ9r9y932ZSZfUwzpr4//5f6fuMdu3A7Rax1k3r9n1Hs4Is2ZQcAABJhmpIZMzLrkX23gkmpra3VnXfeqY6ODrW2tsrlcg0ZiZNO9r+QThZ6Vsrq4i0UCsk0zXE/amtrh8SprKwctaCKP5/odMWGhgYZhpEV3SW3/X6/vvHBTTrW2Tuh15um9JN/2qq1/77N4szs9dJPX9ITX31CZt/E/qXp7+7X72/7fVYVcKZpqv/J7yv23NqJBzneob5H/0GxgzutSwwAACALNTY2KhaLqaOjQy0tLVq0aNGQ4xs2bFAoFBrSwMQKWV28WeV0m3DHi7dEpzlGIpFRR/La2tokjbwZeKpFDxzXqmV/UG93f9Kxfvavz4575C5dDj17SH/+2pNJxzFjpv7w+T+oM9JpQVb2i728QbHnf558oN5j6tvwdZk9x5KPBQAAkIVWrFgxsH9bScnoS2lOLeisQPEmaenSpZJG3ojb7/fL4/EMaQcaN9JoXU1NjUKh0IgFXCAQkMvlksvlSj7pJPn+7hl1HTphWbwfNjylo509lsWzQ39Pv/74D3+U2W/N2H5/d7+e+NKfZMYye66AebRN/U98z7qAR/ar/+l7rIsHAADGJd2bcuf6Jt1+vz/h7b+sRvGmk2vefD7fwNzUuHA4rEgkIr/fP+w1brdbFRUVCofDQ55vbGyU1+sdVth5vV61t7ePGCvVdj3brifXv2ZpzLY3jum3q1+2NKbVdj+6S9EXOyyN+eYzb+qNxzN71LF/2zqp54ilMWM7finz8JuWxgQAAMgGt9xyiyTpoYceSvm16Tb5lvr6ejmdTtXV1amqqkptbW2KRqOjjqJ5PJ5R927w+/3yer2KRqNqb29XNBqVy+VSR4e1hcNE/eZee9YsPebbqQ9/aYHy8zPzO4EdD9jTbOPFB3Zo7nVzbYmdLLPvhGIv/tqGwDH173hUBYtvHftcAACASeSOO+7Q6tWrdeutt8rj8WjWrFkpuzbF2yAejyfhtW1NTU0j7uc2+HgmMk1TTz38ui2x39x1RK8+F5VzkXWdOa1y/OBxHQwdsCX2nt/tUV93nwqmZt6fk7n/OelElz2xd/9RongDACDFjAzcpDvT8rFXSUmJNm3apOrqajkcDq1atUrV1dUjLrOSpOLiYsuunXl3m7DVoT3H1Hmg27b4r4TaMrJ4O/TsIdtim32mOnZ06IxFZ9h2jYkyD75kX+zoazJ7j8sonGbbNQAAADJNVVWVIpGIOjs7ZZrmade/GYahvr4+y65N8ZZj9uywtzvi6zbHn6joy1F74++MZmbx1vGqjcFjMqOvyzjjYvuuAQAAkGFisZhM0zxtp0m7ULzlmJ7jyW8NkM74E9VvwZYIp49v3TcqVjL7resoOiK74wMAgGFyscNjJgmFQmm7dmZ2loBtCqfm2xw/M3+l8qfY+3PbHX+ijPwiey9gd3wAAIAssHXrVm3dutX262TmnTZsM/dS6xZMjhj/ktQPHyei5CJ78yq5yGFr/IkyHBfaGV1Gyfk2xgcAAMhcXV1duuGGG5Sfny+32y232638/HwtXrxYr75qz9IVirccc8YFM1Q8Z4pt8Svcs22LnYw5V82xLbaRZ6jsssxr0iJJxhwb16M5zpdRNN2++AAAYDhTMmOZ9ZCZ7jcl9TZu3KjS0lI1NzfLNE0tWrRIixYtkmmaamlpkdPptGUfOIq3HGMYhqo+aM+eZHPOny7nwlJbYidr+tnTNfsqewrLc999rgqmZ+byUeOcq6SiGbbEzrvwHbbEBQAAyGSdnZ2qq6tTSUmJ/H6/YrGYWlpa1NLSolgspnvvvVemaWr58uXq6rJ2yyaKtxz0vs9eYkvcG+ovVn5B5v5KXfrXC+yJ+xl74lrBKJymvIvfZ0dk5V/2YRviAgAAZDav16vOzk4FAgHdcsstw47X19dr3bp1am9v19e+9jVLr525d9qwzfzK2ar6wHmWxiw5c6pubMjslvHOjzpV7LR2zd+chXM0t9qekUyr5L9tmVRo7fTGvItvkFF8rqUxAQBAgkwjsx45pqWlRS6XS9dff/2o59TW1srpdGrz5s2WXpviLUd99p63a3pJoXXx/utqFc+2by2dFQqmFuid//EuyaJ/Y/IK8/Su775LefmZ/WdkzDxT+W//rHUBp89R/jv+zrp4AAAAWSQcDsvpdI55ntPpVDgctvTamX3XCdvMPm+6vvLTdym/IPlK5iNfvkzXfPQCC7Ky31mLz9Lif1lsSax3fOdaOS7OzDV+p8pbcJPyLr4x+UAFU1RQ828ypsxKPhYAAEAWcrlcCRVl8RE6K1G85TD3+87TivXv1ZTpE9+j7ObGy/WZJmt/Ke12ef0VWvyviyc8AmcUGHrn/3uX5i+db21iNjIMQ/nvaVTepR+ceJCimSp4/3eUd/YV1iUGAADGzTSNjHrkmurqakUikdN2k1yzZo2i0ag8Ho+l16Z4y3FVH5yr/9x6ky5/95njet3sudP1L7+6Xn+90iXDyL4/2svrr9D7H/7AuNfAlV1epg/95kOavyx7Crc4Iy9fBe/5qgo8/ypNHd++d8YFb1fh0geUd87b7EkOAAAgSzQ1NWnevHmqra3V3XffPaSjZFdXl1asWKHbbrtNpaWlWrFihaXXzsz+5kipcypm6d83LlHo12/oN/e8pPBv98ocZb+OCy4v0fs+e4ne+0mnps+ybs1cOpxVdZY+HPyIdv1il158YIcObT00+rlXn6VLP7NA894/T3mF2f2dR17FdSqcW6nYS79W//ZHpK43Rj7RyJNx4bXKv/wjMs5zZ2WRDgAAYAe/36/q6mo1NjaqsbFRDodD0Wh04HhJSYmCwaCKi61tlkfxBklSXt7J/d+qPjhXRzt71Bpu16vPd+jE0T7lF+bp3IuKVeEu0+zzpk+qm/iCqQWav3S+5i+dr+MHj+vQc4fU+UqnYj39yp9aIMd8h2ZfOVtTZ09Nd6qWMqbMUv5Vy5R35VLpyH6ZB3fK7Normf1S4QwZs50yZs9nE24AADKMKWXcVMUc3KNbLpdLHR0damhokN/vV0dHhyTJ4XDI4/FozZo1KikZ30ynRFC8YZgZJUW66rqzddV1Z6c7lZSadsY0nV99vs6vPj/dqaSMYRjSrHNkzDon3akAAABkHZ/PJ5/Pp87OTkmypWAbLLvnfwEAAABACq1YsUJ33333kOdKSkpsL9wkijcAAAAge6R7Q2426pbf71djY2Nark3xBgAAAAAJuuWWWyTptFsF2IXiDQAAAMgiZszIqEeuueOOO1RcXKxbb71Vhw8fTum1Kd4AAAAAIEElJSXatGmTTNOUw+HQ3Xffra1bt6qrq2vEh5XoNgkAAAAACaqqqlIkElFnZ6dM0zzt+jfDMNTX12fZtSneAAAAgCySafu85ZpYLCbTNFPSXfJUFG8AAAAAkKBQKJS2a7PmDQAAAACyAMUbAAAAkE3MDHvkmBUrVuiuu+5Ky7Up3gAAAAAgQX6/X16vNy3XpngDAAAAgASxSTcAAACAsZknu01m0iPXpk6ySTcAAAAAZAE26QYAAACALMAm3QAAAAASwibd6cUm3QAAAACQBdikGwAAAABwWoy8AQAAAFnClCEzllnTJk1lVj6TGSNvAAAAADBOu3fv1ooVK1RVVaU5c+YMOXbbbbfp9ttvt/yaFG8AAAAAMA533XWXKioq1NTUpI6ODnV0dAw57vF45PP59Oyzz1p6XYo3AAAAIJuYRmY9csz69evV2Nio6upqdXR0jLhVQG1trUpKSrRy5UpLr82aNwAAAABI0MqVK1VaWqoNGzZIOrmX20gqKyst70zJyBsAAAAAJCgcDsvj8Yx5nsPhUCQSsfTajLwBAAAA2cLMwE26zXQnkFpOpzOhoiwcDsvlcll6bUbeAAAAACBB1dXVCofDp21GsmbNGkUikYRG6MaD4g0AAAAAErRq1SoVFxfL7XbroYceUjQaHXL8rrvu0m233aaKigoalgAAAAC5LOOmTeaYkpIS+f1+1dXVqba2duD5+fPnKxKJyDRNORwO+f1+y6/NyBsAAAAAjIPH49Hu3bt16623qry8XKZpqrW1VeXl5WpsbFR7e7sWLlxo+XUZeQMAAACAcSopKZHP50vpNSneAAAAgCxi5lh3R/wF0yYBAAAAIAtQvAEAAABAFmDaJAAAAJBF6DaZuxh5AwAAAIAsQPEGAAAAAFmAaZMAAABAtjANKZZh0yaZxpkyjLwBAAAAQBageAMAAACALMC0SQAAACBLmMq8bpPsGZ46jLwBAAAAQBZg5A0AAAAABrnhhhssiWMYhh577DFLYkkUbwAAAEBWybRpk5NRc3OzDMOQaSY3KdQwrP2sKN4AAAAAYJDly5dbXnhZgeINAAAAAAbx+XzpTmFEFG8AAABAFmHaZO6i2yQAAAAAZAFG3gAAAIAswshb7mLkDQAAAACyAMUbAAAAAGQBpk1iiFjM1L4tHXpjc7ve3N6pnqN9yi/K0+yKmTrXVabzr5mtoumT79cm1tun4ztf1fHWPTrxxgGZvX0yigo1Ze5ZmnbR+Zo+/3wZ+fnpTtNypnlE/X1bFOvfrljsDUl9MoyZysu/WHn5Vyov75KMbJMLAEDOMo2Tj0ySaflMYpPvLtwCgUBAK1euVCgUmnCMYDAov9+viooKtbW1KRqNqqmpSQ6Hw7pELdRztE/P+F7RM/e2qr31yKjnTS0p1KJPz9M1X7hYZeUzU5ihPXo7utT2yz+qvflp9XeN/nMXzC5R2ZK3a/b736mCWTNSmKE9Yv0R9fQ8oL6eRyUdH/W8vLz5Kiz6uAqKamUYRalLEAAAAMNQvL2loaFB7e3tKisrUzAYTCrWSMVfOByW2+1WKBTKuAJu1+MH9PNbn1FH5OiY53Z39urP339ZLfdHtGTlVbr69vnKy8u+b1tM01T08ZD23feQ+o+MXrzE9bV16sDPfqv23zyp8z5bp+Krr0hBltYzzT71nrhPPSd+IKlvzPNjsZd1ovsb6u35maZM+7byC660P0kAAACMiOLtLYM34nO73YpGoxOKE41GVVdXp+bm5iHPu1wuuVwuLV++XH6/P5lULfXUD1/WL78Qlszxva73WL9+9YUt2v34QdX99O0qKMqeKYVmLKa9q3+u9seeHPdr+6KH9erKH+mMOo/O+qv3ZdWUQtM8qu5jf6/+vvH/3LHYyzp+9GOaMu1OFRbdZEN2AAAgUWYs3RkgXWhYYrF169ZJkiorK4cdW7ZsmQKBQKpTGtXmNa365efHX7gNtv3ne+T/5FOKxZIIkmL77nt4QoXbYAf9QR1Yt8GijOxnmr3qPvp3Eyrc/qJfJ443qq/3t5blBQAAgMRRvFnM7/fL4XCMODXS6XRKUkYUcG9u7zxZuFlg+/o92ux7xZJYdut86jm1/fpPlsQ68LPf6uj2Vkti2a33hE/9/X+2IJKp7mP/qFhsnwWxAAAAstfu3bu1YsUKVVVVac6cOUOO3Xbbbbr99tstvybFm8VaWlpUVlY24rF4Qbd58+YUZjScaZp66NZn1N9j3Zj7Y95nFX1t7DVz6dR/5LjeuMfawnnP9x5UrKfX0phW6+/fqZ4T91gY8YhOHP8XC+MBAIBEmTq5SXdGPdL9pqTBXXfdpYqKCjU1Namjo0MdHR1Djns8Hvl8Pj377LOWXpc1bxaLRqOjFm+DzxmL2+0e8fkdO3ZowYIFE0ltQGTTAe15pj2pGKfqPdqvp37wsm5ctdDSuFbq2PSM+jtH7yg5ET1vtqnziWdVet3wabKZovfEf0vqtzRmf98f1N+/Q/n5yf0uAgAAxFnZrX3VqlVqbW2Vw+FQJBIZiOVyuZLOc/369WpsbJTH45Hf79fatWv12c9+dsg5tbW1Kikp0cqVK/Xggw8mfc04ijcbjPYLFi/q2tutLZzG6+l77JniGPrvXar+xpUqnJp5zUtM01RbkuvcRtP22BMZW7yZsaj6en9tS+zenp8pf9o3bIkNAAByi5Xd2hsaGuT1egeWLEknizm32y2/36/a2tqkcl25cqVKS0u1YcPJ/gejNbCrrKxMauuxkTBtMg0SGXkLhUIjPpIddYvFTLUG9ycVYzTH23u0N5TewnQ0vW+2q2fvQVtiH3/pVfUfHXu7gXTo72+RdMKe2L1P2BIXAACcXtqnSZ7ySFa8W3tTU9OQ5wd3a09UOBzW6tWrh/WYqK+vl6RxxTrdNTwez5jnxUf9rETxZoPRirP4iFs693lre/mwThwee3+vidob7hj7pDQ43vq6vfEjb9gaf6L6+7fbFts035AZy8zPGwAAZA87urW3tg5tKhe//57odmCDOZ3OhIqycDhsyTTNwbK6eHO73TIMY9wPO7s9JlKYjbUmzk7trdau+TpV2yv2xp+oE/vbbI3fs/+QrfEnyoy9Zmv8WMzeohgAAEx+VnZrd7lc6ujoGLKHs6SBYiuREbOxVFdXKxwOn7YZyZo1axSJRCy53mBZXbyFQiGZpjnuR7LzXE+nsrJy1Eo8/vxozUhSIdZnbz+gWG+G7hrZb29eZp+1DUGsY3de9o3iAgCAEZgZOG0yydtLq7u1j1QExqdknjo1cyJWrVql4uJiud1uPfTQQ8NG8+666y7ddtttqqio0MqVK5O+3mA0LLFYXV2dgsHgiMesrPgnqmimvR950axCW+NPVN7UInvjT5tia/yJm25veGOGvfEBAEBW2LFjx6gDFGM17bCqW/tor1u3bp2CwaBCoZAl0xhLSkrk9/tVV1c3ZFBo/vz5ikQiMk1TDodDfr8/6WudKqtH3tJtpBG2pUuXShp5aNfv98vj8QzpfJNqZ19ZYmv8s66wN/5ETb3wnKyOP1F5+RfbGL1AeXnlNsYHAAC5wo5u7V6vV16vVz6fTw0NDZbeg3s8Hu3evVu33nqrysvLZZqmWltbVV5ersbGRrW3t2vhwoWWXS+OkbcRRKPRMX9B3G63wuHwsAre4XDI5/PJ6/UOqcTD4bAikYjl7ULHa8YZU1VywXR1vnbMlvjnVaZvPd/pTKuYKxmGZFo/bdQoKtDU88+2PK4V8vOvsC12Xv4lMgx7RzQBAMBwVnR4tNqCBQtsvc+dyMjb4CmSq1atUnl5+cBgihVKSkqGra2zG8XbW1atWqXNmzcrEokMjKhVVFTI5XLJ6XQOmx/r8XgUjUZH/Jagvr5eTqdTdXV1qqqqGthkcLx7VNjlqmUX6I/fedHyuGe/zaEzLp1leVwr5M+crpmLLtGRsPU/d8k7FsooyLy97SQpL3+hDOMcmeY+y2MXFL7f8pgAACA32d2tvbGxUT6fTzU1Nero6MiIe/KJoHh7S2Nj47jOb2pqOu2CR4/Hk9a1badT1VChP971YtKLS0+1uKFi1E0KM8HsG6+1pXgru/Edlse0imEUqLBomXpOfNfiyEUqLLzZ4pgAACAXpapbu8vlUiQS0erVq8d9758pWPOWg8rKZ+rtn5tvacyzriiR6zOZvf5pVuUCzbiiwtKYxddcpRmXzrM0ptUKp3xShnGupTGLpjTIyCu1NCYAAEiEIZkZ9lByX95b2a29rq5OFRUVI47kxde8jadz5Vi6urq0adMm3XXXXbrvvvu0adMmdXV1WRb/VBRvOWrJt69SqdOaToFGvqGb71+sgimZOXUwzsjL09y/+5jyplizTiu/eIbOa7jFklh2MoyZmjLtm5bFy8u7TIVT6i2LBwAAcltdXd2ox8bbrT0QCCgSiYzYvyIeq6qqagJZDtXV1aVly5aptLRUNTU18nq9amhoUE1NjUpLS3X33XcnfY2RULzlqKIZBfrUL96t6XOSLGQM6eb7F2dso5JTFZ09Wxd4/1rKT67QzJtSpAvv+P9U4MjMNX6nKii8VkVT70g6jmGco6kzfiDDyMwtIQAAQPaZaLf2kUbramtr1dzcPOL54XB44Jxk7Nq1S+Xl5QoEAjJNU4sWLdLy5cu1fPlyLVq0SKZpqrGxUTfeeGNS1xkJxVsOO3NBsW79fbVmXzRzQq8vnJGvZT+9Ros+Nc/axGw2y7VA875+q/JnTmwPtILSYpV/47aMny55qqIpn9aUqf8qaWKFV17eJZo286fKy7N2CiYAABifdG/KPWyT7iQN7tY+WLxb+0j7pbndblVUVAwUZHFr1qyRz+cbVth5vV5FIhH5fL6ktwzwer3q6OhQSUmJmpub1dLSonvvvVf33nuvWlpatGHDhoFjVo/A0bAkx525oFif23KDgv+0TX/+/k6ZscRe57z+TH1kdZXKyidW+KXbrIWXaP4PvNp7b0BdT21L+HWO6yp17v/3kQkXfulWOOVjyi+oVPfxf1Ss/9kEX1Wgwin1KppyG1sDAAAAW4y3W/tond/jm2N7vd6BdW/xKZStra2W7PUWDAZlGIY2bdo04l5uHo9H69at05IlS7R27Vp9+ctfTvqacYZp2rDxFWwTX6xpxz4a0dePqWVNq7ate01tLx8ZdnzGmVN08Y3naPFtF2nu4rKM7iw5Ht2796rtsSfVtXm7+to6hx0vPKNUxddcpdk3vkNTzj0jDRlazzRNxfo3q7fnQfX1PSGZp/7chvLyKlRQ+EEVFNUqL29OWvIEACAT2Xk/NtZ1uyN7tO76v0rpdceydNP/aapzbtr3M06Viy66SIZh6OWXXz7teW63W1u3blV/f79l12bkDQMc50+X5xtXyvONK3U82qMD2zvVc7Rf+YWGZs+fpeLzpk2agm2wqfPO1Xm31eq822rVGz2sE3velNnbr7yiQk05/0wVFGfn6OLpGIah/ILFyi9YLNM0ZZpvKBbbI5l9MoyZysu/SIYx+X5uAACynanM26Q710aCnE6nOjo6xjyvoqJCeXnWrlKjeMOIpjmKdOG1k2OUaTwKHbNUmCVNSKxiGIYMY67y8uamOxUAAICMV19fr2XLlunw4cOaNWv0+8ZwOKyvfe1rll6b4g0AAAAAElRbW6tFixapurpafr9fpaVD975tb2+X1+uVYRjyeDwj7vtWXFw8oWtTvAEAAADZwlTCDeZSJsfmTS5ZskRbtmyRpDEboFRUVAx7zjAM9fX1TejaFG8AAAAAkKCSkhKVlJSk5doUbwAAAACQoJH2nUsVijcAAAAgi2Rat0mkjrW9KwEAAABgErvvvvtGbEKSChRvAAAAAJCg+vp6lZaW6mMf+5ieffbZlF6b4g0AAADIIqZpZNQj1yxfvlwlJSVat26dXC6XLr74Yt19990pGY2jeAMAAACABPl8PrW3t2vdunVauHChXnnlFTU2NqZkNI7iDQAAAADGqba2VqFQSK2trfrKV76iefPmDYzGzZ8/35bROIo3AAAAIGukf5rk8GmTuTd1crDy8nI1NTWptbVVra2tuvPOO1VSUmLLaBzFGwAAAAAkaffu3Vq/fr3WrVuncDgs0zRVXV2tDRs2yOVyafHixfrd736X1DUo3gAAAABggn7+85+rqqpKFRUVamxsVGtrqxobG9XR0aENGzaovb1da9euVVtbmzwej+6///4JX4viDQAAAMgSppl53SZNM93vSurt3r1bK1as0OzZs1VXV6dQKKTy8vKBZibxqZNxtbW1am1t1cKFC9XY2Djh6xZYkTwAAAAA5IIbbrhBwWBQ5ltVq8fjkdfrVXV19Zivraqq0tatWyd8bYo3AAAAIIvk4t5qqXbRRRcpLy9PO3fuHHasublZDodD9fX1amhoUHl5ecJxW1pa5HQ6J5xXxhVvXV1dKi4uTncaAAAAAHKYOcp8UJ/Pp+XLl08o5saNG4dMpxyvjFvz5vV6050CAAAAAIxoooWbpKQKNykDR94AAAAAjI5pk7nL9uLtO9/5joLBYMLnB4NB3XPPPTZmBAAAAADZx/Zpky6XS5s3b5ZpmmM+2tra7E4HAAAAAMbkcDjSncIwto+8VVdXq76+XnfeeWdC59922202ZwQAAABksRjTJlMhGo3q8OHDozYuSZSVzRhTsuYtGo2m4jIAAAAAYIlIJJL06JthGOrr67MmIaWoeBtPB8mmpiYbMwEAAACAsSU74mZVjMFSUryNZ+O6ZNtnAgAAAJOWaWRet8lMy8ciFRUV2rBhQ7rTGCKp4q2rq0urV69Wc3OzIpGI2tvb5XQ6VVZWJpfLpZqaGl1//fVW5QoAAAAAKeFwOMY1CJUKE+42uXHjRs2bN08PPvigTNNUeXm5SktLFQqF1NzcrKamJtXU1Cg/P1+33367du/ebWHaAAAAAGCfTOzbMeHiLRAIaNeuXWppadGGDRu0YcMGvfLKK4rFYgqFQrrzzjsHtgC49957VVFRocWLF+uhhx6yMn8AAAAgp5hvTZ3MlAdSZ8LFm8PhGHV92qJFi9TY2CiXy6VYLKaWlhZ95Stf0SuvvKLa2lrdeOONOnz48ISTBgAAAIBcM+HiraOjQ88+++xpzzGMk5W4y+VSU1OT2tvbtXbtWr388suaN2+eXn311YleHgAAAAByyoSLtzvvvFPXXXed7r///nG9rra2Vq2trfJ6vXK5XIzAAQAAAAkyJZlmhj3S/abYwOoW/1ZJatpkMBjUV7/6VS1evFi/+93vxvX6xsZGNTc3q7GxcaIpAAAAAIDlWltb9fLLL6c7jWEmXLxJJ6dDtrS0qKSkRB6PR/Pnz9fdd9+d8HRIl8uV9K7lAAAAAJALkireJMnpdKq5uVn33HOPTNPUV7/6VTmdTs2ePVuRSET333//qNsEdHV1qbW1NdkUAAAAgJyR7u6SdJtMn6Q26R6svr5e9fX1CofDWrlypdavXz/wfJzT6ZTD4VBZWZna29sViUTk9/utSgEAAAAAJi3Lirc4l8slv9+vzs5OBYNBNTc3q6WlRdFoVG1tbWpra1NpaamWLl2q+vr6UbcbAAAAAAD8heXFW1xJSYluueUW3XLLLXZdAgAAAMg5TFXMXUmveQMAAAAA2I/iDQAAAACygG3TJgEAAABYzMzAaZOZuZ91Urq6uiRJxcXFac5kKIo3AAAAABjE5XIpLy9PO3fuTHcqQzBtEgAAAAAGiUQiKi8vH/HYihUrtGnTphRndBIjbwAAAEDWyMSNsTMtn+Q5HI5RjzU1NUmSrr/++hRl8xeMvAEAAADAINXV1QoGgzp8+HC6UxmCkTcAAAAAGKSpqUnr16/XvHnz5PF4VFZWNuR4IBBQJBIZM45hGHrwwQcty4viDQAAAMgSpiQzllnTFCdhs0k5nU61tLSorq5Ofr9/2PHW1la1traOGYfiDQAAAABs5nK51Nraql27dikcDkuSTNPU0qVLVVNTo/r6+pTnRPEGAAAAAKMoLy8f1nnS5XLplltuSXkuFG8AAABAFsm8bpO5pbm5WU6nMy3XpngDAAAAgARVV1cPe27r1q2SpIULF9p6bYo3DHH0QLde+sUe7W1p18Htneo50qf8ojyVVczU2a4yXXTDOTrzSke607Rcz/6DOtzyvLojr6tn3wGZPb0yigo1Ze7ZmlpxgWZVXqHCOWVjB8oipmkqFtumvv4n1R/brpi5RzL7ZBgzlJd3ifLzrlRhQY0MoyTdqQIAAGScrq4u1dXVKRgMDnne7XbL7/frwgsvtPyaFG+QJLW/fFiPf2Obdvz8dcV6h/cM2r+lQy8EXtemO57V3HfM0Tu/dpkuuvHcNGRqrWMvRnRo/WM6+uyLIx7vbn1NnY8/ozf/e71mui/XnNr3aZrz/BRnaS3TNNXX/5hO9K5RLLZ9hBOk/tgW9epBdfd8U4UFH9CUwr9TXl72f94AAGQ9MwOnTU7GdpNj2Lhxo5YsWSLTPPnDu1wuSVI4HFZLS4ucTqcCgYA++tGPWnpdNunOcWbM1NP/+ZJWu3+j7WtfG7FwO9WeJw/pwQ/9QY/87VPqjvakIEvrxXp6tP+B9Xr1X/5z1MJtCNPUkZbntfuOu3XgwV/J7Ou3P0kbxMw2HT/xdzp+4osjF27DdKu3b72OHP+genr9A/9AAQAA5KrOzk7V1dWppKREfr9fsVhMLS0tamlpUSwW07333ivTNLV8+XJ1dXVZem2Ktxxmxkz9suEZNX91i/q6Y+N+/baf7NaPr9+oowe6bcjOPv3Hu/Xat+5Rx68fl8ZbjMRiavv5b7XnrvsU6+21J0GbxGJ7dPT4MvX1B8c+eZij6u75J53oXUUBBwAAcprX61VnZ6cCgcCIHSfr6+u1bt06tbe362tf+5ql16Z4y2HNX92iZ/9nV1IxDjzfqf/7wO/Ve7zPoqzsZcZieuOu+3V8x9ibKp7OkfB27f3BT7KmkDHNTh3r/luZ5utJxenp/ZF6eu+1KCsAADARpmlk1CPXtLS0yOVy6frrrx/1nNraWjmdTm3evNnSa1O85ajW5n165vs7LYn15rNRPf6v2yyJZbf2X/1eR7e9ZEmsw3/eos4/WPsHaZfunm8rZr5qSawTvd9Tf/9zlsQCAADINuFwOKGtApxO58Dm3laheMtB/T39+tVnrS06nvruS9q3pd3SmFbrPdSugw/+0tKYb/73evUfOWppTKv19f9ZvX0PWxgxpuMn/lGmOf6ptgAAIFnpH2kbPvKWW6NvLpcroaIsPkJnJYq3HLTj53vU9doxa4Oa0uYfWDOSZ5eODX+S2Wvt9M7YseOK/v5pS2Naraf3vy2PGTN3qj/2lOVxAQAAMl11dbUikYgeeuihUc9Zs2aNotGoPB6PpdemeMtBW+5Pbr3XaLavey1ju0+asZiim+wpNqLNT9oS1wqx2F719f/Bltg9vQ/aEhcAACCTNTU1ad68eaqtrdXdd989pKNkV1eXVqxYodtuu02lpaVasWKFpdemeBtBIBCQ2+2e8Ou9Xq8aGhoUDAYVjUYlScFgUHV1dVq9erVFWU5Mf0+/9vz5kD2xT8T0xuY2W2In68Se/ervOmJL7J59B9QXtbYNrFX6YyHZtflKf39L1jRsAQBgsjCVeQ1LcvFuwO/3q7i4WI2NjSotLdXs2bOVn5+v0tJSrVq1SiUlJQoGgyouLrb0umzS/ZaGhga1t7errKxs2C7p4xWNRrV69ephhVpjY6Pq6+uTip2sg9u71N9j31ql/eEOVdScY1v8ieqOJNdlcSzHI69rlutyW68xEf39iezlNjGm2mSab8owzrbtGgAAAJnI5XKpo6NDDQ0N8vv96ujokCQ5HA55PB6tWbNGJSUlll+X4u0tPp9v4P93u90DI2YTVV9fr0gkIunkh9vQ0JBQVxq7Hd53PKvjT1RfR6e98dvtjT9RMfOAzfHfVJ4o3gAAQG7y+Xzy+Xzq7Dx5L2hHwTYYxZtNBheDmcSM2TuwbfZn6MC53dP7YpnaedHuvPptjg8AAE6Vi3urZTq7i7Y41rzlmKmlRVkdf6LyZky3NX7+THvjT5RhWDvPenh8h63xAQAA8BeMvNkoGo0OrJ/zeDxyOBzpTUjSWVc5Tm7FYdNA1NkLS+0JnKSp5XOzOv5E5eddpl7bok9XnnGhbdEBAAAwFMWbTbxer2bPnq3a2lqVlZWprq5ONTU1amxsTOj1o3W73LFjhxYsWDDhvKbMKtQZl5Xo4HZ71midW1VmS9xkTb3wPBmFBZbv8yZJ+bNmqPCsOZbHtUJ+3kIbY18hw8i3LT4AABiBmYHTJjN01cxkRPFmA4fDoZqamiGb8vn9fpWXl8vhcKS94+RVnyrXxq9ttTxuefVZKjl/huVxrZA3pUjF1yxS5x82Wx675D2LZeRl5gzkvLxLlJd3qWKxFy2PXVhws+UxAQAAMDqKNxs0NTUNey7eNtTr9SZUvIVCoRGfT2b/ubiFnynXH76xTb3HrG02UXnbfEvjWa30xndbX7wZhkprrrU2poUMw1BRwSfV3fNP1sZVqQoL3mdpTAAAAJxeZg4XTFJVVVVD1sGly7SyKXrvN66yNGbFDefo4g+dZ2lMq0276EKVvPdqS2POvul6FZ1zpqUxrVZY8FHl5Vn7eU+dcocMY6qlMQEAQGLMmJFRD6ROVhdvbrdbhmGM+xEIBNKad3z/t3Sq+tx8XfDuMyyJNbW0SO//r0oZRub/8Z711x9VwRxrmqpMOf8czVn6fkti2ckwCjRtykpJ1hRbBfk1Ksi/yZJYAAAASFxWF2+hUEimaY77UVtba1tODQ0NMgwj6U2+7ZaXn6e6de/UWW9zJBVnSnGBPv7oezJ2rdup8mdM1wX/dLvyHcm10C88c7bOX3Gb8ooKLcrMXvl5F2n6lB9KmpJknEpNm7IqKwp1AACAySari7dMFIlERt0SoK2tTZJUWVmZwoxGN61sij7VfL0u/uDEpjuWzZ+lTwWrdd7i2RZnZq8p556led/4gqY6z5/Q66cvqNCF3/iiCi0awUuVgoJ3avrUH8kwzp3Q6wvzP6TpU++TYWTmnnYAAOQGQ6aZWY+T+1AhFWhYkoRIJCKn0znkuZqaGvl8vhELuEAgIJfLJZfLlaIMxzbVUaS69e/U8z97VZv+6Vkd3nN8zNcUTs9X5Wfn693/fIUKp2Xnr1DR2Wdo3re+pLZfbFTbI0HFjnWP+Zr8WTM0p/ZGld7wroztLjmWgvxKzZz2qLp77lZvn19KYBc4w7hAU4u8KizwjHkuAABArti9e7fC4bDa29tPe96tt95q2TWz887bZtFodMwPwe12KxwOKxQKDSnGGhsbVVdXp6ampiGFndfrVXt7u5qbm23Le6IMw9CVfzVPly+9QC//aq+2+1/TvnC7Ol45MnDOjDOn6GxXmS664Rxd+cl5mlpSlMaMrWHk52vOR5eo7H3vUdeTYR1u2abuyOvqa//LHniFZ5Rpavn5mnX1VZr19oXKK8yOaZKnYxgzNW3Kv2hK0d+rt/fn6ut/UrHYdpmKxs9QnlGu/PwrVZh/k/Lzr5VhZGexCgAAYIeqqiqFw+GEzqV4s8GqVau0efNmRSKRgYYiFRUVcrlccjqdw9r/ezweRaPREUfY/H6/vF7vQBEYjUblcrnU0dGRih9lwvIK8nTJh+fqkg/PlST1Hu9T77F+5RflqWhmwaRd55Q3dYoc118jx/XXSJJi3ScU6+1TXlGh8qZkf5E6mjyjTFOKbtUU3SrTNCUdlaleGZohw5i8PzcAANnMlGRm2KbYGZaO7ZYuXTqwrZfH4xl1yZQdDNPMtI8fpxPf5220feAAAABgr3Tdj7ndbnW9+Kb+a8Hfp/S6Y7l9x/dVfOlZOXN/WlZWps7OToVCIS1cuDCl12YuFAAAAAAkKD6rLtWFm8S0SQAAACB7mFLMzLClLDk2j8/lcqmsrCwt12bkDQAAAAASdOedd6q5uVmvvvpqyq/NyBsAAAAAJMjj8aipqUkul0t33HGHqqurh20fNlhxcbFl16Z4AwAAALKImWnTJnPM/PnzB7rTNzY2nvZcwzDU19dn2bUp3gAAAAAgQcXFxSopKUnLtSneAAAAACBB6dwSgeINAAAAyCJMm8xddJsEAAAAgCRs3bpVW7dutf06FG8AAAAAME5dXV264YYblJ+fL7fbLbfbrfz8fC1evNi2bQQo3gAAAIAsYerktMmMeqT7TUmDjRs3qrS0VM3NzTJNU4sWLdKiRYtkmqZaWlrkdDr10EMPWX5dijcAAAAASFBnZ6fq6upUUlIiv9+vWCymlpYWtbS0KBaL6d5775Vpmlq+fLm6urosvTbFGwAAAAAkyOv1qrOzU4FAQLfccsuw4/X19Vq3bp3a29v1ta99zdJr020SAAAAyBpGBnabzLR87NXS0iKXy6Xrr79+1HNqa2vldDq1efNmS6/NyBsAAAAAJCgcDsvpdI55ntPpVDgctvTaFG8AAAAAkCCXy5VQURYfobMSxRsAAACQLUzJjBkZ9ci1dpPV1dWKRCKn7Sa5Zs0aRaNReTweS69N8QYAAAAACWpqatK8efNUW1uru+++e0hHya6uLq1YsUK33XabSktLtWLFCkuvTfEGAAAAAOPg9/tVXFysxsZGlZaWavbs2crPz1dpaalWrVqlkpISBYNBFRcXW3pdijcAAAAgi6R9U+5THrnI5XKpo6NDt956q0pKStTR0SHTNFVSUqJbbrlFu3bt0qJFiyy/LlsFAAAAAMAE+Hw++Xw+dXZ2SpJKSkpsvR7FGwAAAAAkwe6iLY7iDQAAAMgiuTpVMZW6uroUiUQkSQsXLhx2bDysXPdG8QYAAAAAg2zevFlLliyRYRjq6+sbcqy0tDThOCO9PhkUbwAAAECWMJV5I2+TdZs30xz5JysuLpZhpOczoHgDAAAAgEGqq6vV0dEx4rHRnk8FijcAAAAAOEWqmpCMB8UbAAAAkC1MKZZh0yYn7bzJDMQm3QAAAACQoE2bNmn37t2nPWfLli1atmzZuDtTjoXiDQAAAAASVFNTI5/Pd9pzHA6H/H6/1qxZY+m1Kd4AAACArGHINDPrIWXYNE6bjdaFcrDy8nJ5PB5t2LDB0muz5g0AAAAALNbe3q5du3ZZGpPiDQAAAABG8fOf/1zNzc1DngsEAopGoyOe397ernA4rEgkIofDYWkuFG8AAABAFsm0Tbonu2eeeWbYGrfW1la1traO+Vqr17xRvAEAAADAKBoaGlRTUyPp5Hq3JUuWqKamRo2NjaO+pqysTIsWLbI8F4o3AAAAABhFeXm5ysvLhzzncrlUXV2d8lwo3gAAAIAsYUoyY+nOYqhc26O7sbFxYCQu1SjeAAAAACBBd955Z9quzT5vAAAAADAOy5Yt03333Tfq8SVLlmjx4sWWX5fiDQAAAMgWptK+KfewTbpzbN7kd77zHQUCAZWVlY16Tm1trUKhkO6//35Lr03xBgAAAAAJWrt2rRwOh26++eZRz6mvr5dpmvL7/ZZem+INAAAAABIUiURUWVk55nkul0ubN2+29No0LAEAAACySIxNutMqGo0mdF5ZWZm2bNli6bUZeQMAAACABJWXlysYDI55XktLi1wul6XXpngDAAAAgATV1tbKNE3dcccdo57zne98R9FoVB6Px9JrU7wBAAAAWSTd3SWHdZvMMU1NTSovL1dTU5M+9rGP6dlnnx04tnXrVi1btkxf+9rXVFFRoZUrV1p6bda8AQAAAEi7YDAov9+viooKtbW1KRqNqqmpSQ6HY9yxAoGAmpubFYlE1N7ersrKygnHGklzc7Nqamq0bt26YR0lTdOU0+nUhg0bLLnWYBRvAAAAANIqEAho5cqVCoVCA8+Fw2G53W6FQqFxFV1er1dVVVXy+XySTjYYqa6uVnl5uUKhkJxOZ9L5Op1Otba2atWqVVq7du1AYxKXyyWPx6M777wz6WuMhOINAAAAyBKmMm+qoqnk8olGo6qrq1Nzc/OQ510ul1wul5YvX57wfmnhcFjSyXVpcQ6HQxs3blRpaalqamrU2tqaVL6DNTY2qrGx0bJ4Y2HNG0Zlmqb6evoVi5npTiWlTNNUrLdfpplrP3dMZqwv535uAACQXuvWrZOkEfdOW7ZsmQKBQMKxfD6fli1bNux5h8Mhj8ejSCQyUOBlI0beMMA0Te3Y9KaeWfuadrd06I3nO9XfG5MknVkxUxe6S3XFjedo8bILNGX65PnVifX2a//GV/Tm7yPqfOGAjrzaIcVMGfmGZpaXqeTys3R29UU6693lMvInz/cdZu9Rmbt/K3P/M1L7i9LR/ScP5BVJjotkzF4gY94Sac5VMozM+oYPAABMHn6/Xw6HY8SpkfEpjoFAYMho2mhaWlq0evVqhUKhYW36XS6XgsGgLS38U2Xy3IEjKVse2SO/91ntf+nwiMcPtB7RgdYj2rzuda398lbd8KVL9D7vAhUUZm8xY8ZM7X7wWb2y5mmdOHRs+PF+U4dfadPhV9q055EXNO2cWbr49ms098OXZXUxY/Z1y3z+fpk7A1Lf8eEnxHqk9hdktr8g8+X1kmO+8lyfl3F2VeqTBQAAw2TatElJ2rFjh9xu94jHBq9jG0lLS4vKyspGPBYv6DZv3pxQ8RYfXbOqMcnp7N69W8Fg8LSbdjudTt18882WXZPiLcd1H+nVj29r0VM/fTXh1xzr6NFDX9+m0PrX1fCzd+icS4ttzNAex/cf1hbvb9QefiPx1+w7rGe/vkH7Nryshd+6QUWl02zM0B5m+4uKPfHP0uHXEn9R9GXFNv29jPk3y3B9UUZ+kX0JAgCAnBONRkct3gafk4impiY1NTWNeCw+XXKk6Znjddddd8nr9Y55nsfjoXiDNY4f7tV/LPm9Wp9qm9DrX9sa1cp3BvWVjdfpgreVWpydfY7t6dSf/9av4/tGHmUcy4E/7tKTn1mna+6v1ZQ5MyzOzj7mga2K/f4fRh5tS+T1L/9c5pG9ynt3k4z8KRZnBwAAstmCBQvGHGE7ndFGyuJFXXt7+4RjS1IkElEwGFRtbW3SUyY3btw40KSktrZWTqdTq1atksfjkcvlUjQa1bp162QYhhoaGpK61qmyd84bkmKapu6pe2LChVvckbYe3b3k9+rcP7GCINX6jvXoqYafT7hwizsSadcztz+sWG+/RZnZyzz8umKPf3nChduAfU/JfPrb1iQFAADGz5RippFRD6Wg11miI2+jqaurk9Pp1Jo1a5LOpampSaWlpero6NC6det05513yuFwaMmSJbrzzjt17733qqWlRR0dHZZsSzAYxVuOenx1q57/7X5LYh0+cEI//mxLVnQp3PEff9Kx16KWxOrccUAvr3nGklh2Ms2YYk99S+o9ak283b+V+domS2IBAABIoxdn8RG3ZNaweb1eRaPRce8XN5qWlhZ5PB6VlJQMPBff923w/3a5XJbv90bxloOORXu07qtbLY255eE3tO2xfZbGtFrniwf06tpnLY35yupndOyNTktjWs3c/Vvp4FZLY8Za7pbZ32NpTAAAkJsSKajGWhM3mkAgoGAwaFnhNprKykq1tLQMec7pdCY1lXQkFG856Ikf71b34T7L4276wcuWx7TS7p9ZW7hJktkf06v+bZbHtZL5UmKbWo5Ld5vM139vfVwAADAm08ysR7IqKysViURGPBZ/frROlqcTDAbl8/ksL9ycTuewfF0ul8LhsF599S9NACORyKg/10RRvOWgJ/7b2l+iuG2/2aeOvZm59q3/RJ/e+PWLtsR+/aHtGTtl1IxGpPYX7IkdedSWuAAAILfU1dWNeixe/Hg8nnHFDIfD8vl8am5uHvJ8NBrV6tWrx5/kINXV1QqHwzp8+C89FJYtWybTNNXQ0KDdu3frrrvuUjgcZs0bknPiaJ9efy5qS2zTlHY9k1wDFLt07TykWLf1o42S1NN+TMf2ZObUSfOQjaOCh7bLNGP2xQcAADlh6dKlkk5OcTyV3++Xx+MZsQg63Widz+eT3z989lEwGEy6oLrjjjtUUlIin8838FxJSYm++tWvasOGDaqoqBjYRiCR7QTGg60Ccszrz0Vl5/32a1s65PrIXPsuMEFdOw7YG//Fg5pxvsPWa0xIx077Yvcdkw7vkYovsO8aAABgCFOSGcusTbqTnX/kcDjk8/nk9XqHbMQdDocViURGXDfmdrsVDocVCoWGtP6PRqOqqamR0+kcMqIXb4jS0tKS9Dq0kpKSEbcuaGpq0uzZs7Vu3TqVlZXJ6/Wquro6qWudiuItxxw5dMLW+Idtjj9RPVF7p3P2dGTmdFGdiNocPzNHHAEAQHapr68fKLiqqqrU1tZ22g6RHo9H0Wh02LHq6uox15pZPZVxsMbGxoE94OxA8ZZrbP6ixjAy65ugAXbnlaE/dgo+cHvjAwCAnOHxeBJe29bU1KSmpqZhz1vd3XEkK1as0OzZs/WVr3zF9mudiuItxzjOmWZr/JJzptoaf6Kmzplhb/wz7I0/YdPm2Bx/tr3xAQDAMKbJl6fp5Pf7tWvXrrQUbzQsyTHnXVGi/EL7PvZ57ontwWG3ksvOtDn+WbbGn7CyS+yLPaVEmn62ffEBAAAy0C233CJJeuihh1J+bYq3HFM4JV/li+0psPILDdtiJ2ums0yFxVNsiT39vGJNPXOmLbGTZZzxNvuCn7Ewc6fJAgAwWZmGYhn2UI6NBN5xxx0qLi7WrbfeOmS7gFSgeMtB76mvsCVuZe35mllmT4GUrLzCfJ3/0StsiX1B7ZW2xLWCMfNc6ezFtsTOq/iwLXEBAAAyWUlJiTZt2iTTNOVwOHT33Xdr69at6urqGvFhJda85aDFSy9Q4GvPqnNft6VxPZ+/2NJ4Vrtw2VXa9dMtMvus2yshf3qhbUWhVfIu+Zhi+5+xNmjxhdI5V1sbEwAAIAtUVVUpEomos7NTpmmetrukYRjq67Nur2GKt0ECgYCam5sViUTU3t6uyspKNTU1jdiedCzBYFB+v18VFRUDrU4nGstqhVPz9el7q/T9D//RspjX3X6RKt5uc3OMJM0436GLb3u7XvrBk5bFvOzL79aU2dMti2cH47x3yLigWuZrG62KqLzFK2Tk5VsUDwAAjIeZ7MZqSEosFpNpmiopKUn5tSne3uL1elVVVTWwU3o0GlV1dbXKy8sVCoXGtR9EIBDQypUrh7QqDYfDcrvdo+5VkWqLPnSe3n2rU3+4b/Q9MBJ1zoJi1TXZuLbKQhV/W6kDT+xWx5a9Scc68z3luqAuc6dMDmZUfkXmoeelY28mH+uyT8s4c2HySQEAAGShVGxHMBrWvOlkYSVpyI7uDodDGzduHNilPVHRaFR1dXXD9p1wuVxyuVxavny5NUlb4FP3VKpq6flJxTjr4ln68ob3aurMQouysldeYb6qvv9hlVyeXHfI2VefL/d3PpA1DTuMqaXKu/770rQzkotz0UdlvO02i7ICAADAeFC8SfL5fFq2bNmw5x0OhzwejyKRyECBN5Z169ZJkiorK4cdW7ZsmQKBQHLJWii/IE8N/3eNPvJvVyivYPxFiOujc7XiT9Uqm5vZ0wZPVVQyVdfcX6vzb57AWjVDKv/kIi3+4UeUPy07CtY4o/gC5d1wv3R21fhfnD9FhuuLMqoas6ZgBQBgMjJ1cp+3jHqk+02xQVVVlW6//fZ0pzEMxZuklpYWud3uEQs0l8s1cE4i/H6/HA7HiFMj41MvM6mAy8vP04f++Qr9c8sSve2D5yqR+/K5Vzl029p36HPrr1XxGZm5KfdYCmYU6W3/VqPF935UpW87J6HXzF58vt7xwFJd7n2v8qdk54xjY/qZyrvuezKu/kdp1gUJvCBfOv965b3vf5V36cco3AAAQE5obW1Va2vrac+54YYbdNddd6Uoo5Oy8w7UYvHRNSvWorW0tKisbOS9zuLxN2/ePGSKZia44G2l+sKj79ah3UfUEtij3aF2vbGtU91HelVQlK8zL5qpC92luup956rimtmT5ib+zGvn6cxr56lzxwG9+fuIOncc0JFd7Yr19Ct/aoFmVpSpZMFZOru6QrOcs9OdriUMw5BRcZNM5welN0My9z8js/1F6cheyeyTCmfKcFwklS2QccH1MqYnN9USAABgMmpubh5XXwwrULxJampqGrZGLS4+GjfSNMiRRKPRUYu3weeMxe12j/j8jh07tGDBgoRymYg582bqxq9calv8TFWy4EyVLDgz3WmklGEY0tmVMs5O7HcbAABkhliObYqNv2Da5GlEIhEFg0HV1tYOTJ9MxGgjePGirr293Yr0AAAAAOQQRt5Oo66uTk6nU2vWrLE0biIjb6O1IB1tRA4AAADA5EbxNgqv16toNDqhfdlGK87iI26ZsM8bAAAAshObdOeurJ426Xa7TzZfGOdjrG6PgUBAwWBwQoVbIuePtSYOAAAAAE6V1SNvduxuHgwG5fP5Jhy7srJSwWBwxGORSEQSUx8BAAAAjF9WF29WC4fD8vl8am5uHvJ8NBrVunXrVF9fP2aMurq6MYs3j8eTfLIAAADIPebJTbozyiSdxtnS0qIbbrjhtOesW7du4B5/JIZh6LHHHrMsJ4q3t0QiEfl8Pvn9/mHHgsHgiHs4RCKRYc8vXbpUDQ0NCgQCw/Zy8/v98ng8Kd8PAgAAAMD4dHR0DBvUGe85Vu+NTPGmkyNrNTU1cjqdqqurG/K8dLLqPnUapdvtVjgcVigUGrKNgMPhkM/nk9frHVK8hcNhRSIRW6Z6AgAAALBOfX19Qh3iU43iTVJ1dbUikchphzxPHS3zeDyKRqMjNiipr68fKASrqqrU1tY24c6VAAAAQJypzNukezLOmrzzzjvTncKIKN40scYnTU1NampqGvW4x+NhbRsAAAAAy2T1VgEAAAAAkCsYeQMAAACyiBlLdwZIF0beAAAAACALULwBAAAAQBZg2iQAAACQNYzM26RbmZbP5MXIGwAAAABkAYo3AAAAAMgCTJsEAAAAsoRpZuAm3ZNxl+4MxcgbAAAAAGQBijcAAAAAyAJMmwQAAACyCNMUcxcjbwAAAACQBSjeAAAAACALMG0SAAAAyCKZ1m0SqcPIGwAAAABkAYo3AAAAAMgCTJsEAAAAsgjdJnMXI28AAAAAkAUo3gAAAAAgCzBtEgAAAMgiJt0mcxYjbwAAAACQBSjeAAAAACALMG0SAAAAyBKmKcUyrNsk3S9Th5E3AAAAAMgCjLwBAAAAWYSRrtzFyBsAAAAAZAGKNwAAAADIAkybBAAAALJIjH3echYjbwAAAACQBSjeAAAAACALMG0SAAAAyBKmMq/bZIalM6kx8gYAAAAAWYDiDQAAAACyANMmAQAAgCySadMmkTqMvAEAAABAFqB4AwAAAIAswLRJAAAAIFuYRuZt0p1p+UxijLwBAAAAQBageAMAAACALMC0SQAAACCL0Gwyd1G8YUTHunq0Y9NeHWk/oSlTCzT/2rM0+8KZ6U7LdscOHNPeJ99Q75FeFc0q0nnvOk9Ty6alOy3bndjdquPbn5N6e5RfUqrpi9+p/BnT052WrUzTlI4fkLoPnuy5XFQizZwrw5jcExJMM6aYXpNpdkgylGecKUPnyDAm93oF0+xVTLtlmocl5SvPOF95Rlm607Kd2XdC6npN6jsh5RdKxXNlFM5Id1q26zvarRNvtMns61fe1CJNnTtbeUWF6U7LdscPHteRPUdk9psqKilScXmx8gom+79ppg6/flRH3+yWTGnaGVNUMm/mpP83DbmL4g0D9r0Y1f82PqNn/rBPbUf7hn2rM6soT5de6tBf/atbi266IC052mHfn9/QH/8lpN2bj+jo4TxJg//Bb9Gskpic7yzWO/+tSmcuPCtdaVqu81ePKPrrjeo93DN8ofGPfi4jX5rmPEuz//b/05S5k+PzNs2YdOAZmbsekg5tkU60Dz2hYIbMsstlXHiTdF61jPyi9CRqMdM8od7Yb9UbC6jP3CrpyJDjhmYr36hUUf7HVGC8a9IUsKbZpZ7Yw+qN/UL95nZJJ4YcN3SuCvKuVVHeX6kg723pSdIG5rGDMnc+qtirj0vRiGTGBh01pOLzZZx/rfIu+YiM4rlpy9Nqx187oAOPPqPOzTt1Ym/bkGNGfp6mlZ+l0nddqTNudKuwdHJ8GWmapg5sPqAXf/yi9j25T8f2HRtyPH9qvuZcNUcVtRWquLlChTMmRwEb649p12N79fz/vKK9Tx1Ud0fPkONTSot0btUcXf7pCjnfP1f5hZPj3zRAkgzTZJu/bOJ2uyVJoVDIspjdR3q06sNB/f4P+xQb+3RJ0kXnTtfXH67RhYvmWJZHqnW91qmf39ysXVv79JeCzdTQ4s0ccuySd0zRRwI3aPqZ2TsqdbTlKb15z/8oNuS/daf+3EOPTZs3W2d//Z+VXzTF/gRtYrY/LzP0TamrNbEXTCmTsfCrMubW2JuYzXpjv9Hxvn+TqQMJnZ+nizStYKUK8tw2Z2Yf0+xXT+wBdff/P0nHxjxfkvKNazSt4NvKNy60NzkbmX3dioV9MncETinYRmc4b1De4i/ImFpic3b26W0/rFd/8Kg6/rQ9ofONgnydXftOnfvJ65VXlL3fYXe81KE/fflPOhg6mND5hcWFqvrHKl3yqUuyelTqtcf3K/j5p9UZOTL2yZJmnT9d1d9drPIl51mahx33Y4led1+4Q7cVfDul1x3LvX136BxXacrfj1zEVxE5bucf9+uvzv2ZNo2jcJOkV/Ye061XP6KHvhG2LTc7vfDj7frBgl9p19b+U46c+h+0of/7pSd79L2LHlbk0QQLgAzz5ne/o33/+cBbhdvg721O9x9yQ8d3t2t3wxfU/VJiN0eZxDRNmS+slvm7v028cJOkE+0yn16h2NN3yOzvti9Bm5jmCR3r+5KO9X0u4cJNkmJ6RUf7lqq7725l43d7MfOQjvZ9XN3931KihZsk9Zt/1pHe96unf719ydnI7Iio/5G/lvnCuoQLN0kyI79V/8OflLl/i43Z2adz805tW/6fCRdukmT29Wvfg4/rhc/9UN1vtI39ggy044EdeqTmkYQLN0nq7erVk94n9duP/VYnOk+M/YIME+uP6fdfC2n9BzcmXLhJ0uHXj+nhW36v4BeeVn/veO50gMxE8ZbDXnp8n75Y82u1H++b0Ot7Tel739yitXdstjgzez1/3zb5b31OJ07kv/VMot9Anjzv+LF8/bTuGb3y8Mu25GeX/Xf+uw6HIvrLzzueb15NmX2G9nzr+1lVwJmmKfO5/5C5Y7U0rq8nBtmzQeYTX5LZnz03OycLtwb1xh6eaASdiP1Q3f3/klUFXMw8pKO9H1e/2TLBCMd1vP+rOtH/E0vzspvZ/or6f/M56fCeiQXobld/85cU2zvR9y09Ov68Qzv/+X/Vf/j4hF5//NUDevFLq9X9xiGLM7PXcz98Tn9e8WfFJliI7P3DXj1W+1hWFXBmzNSGzz6lLT98ccIxtv3oFf36b/6kWB8FHLIbxVuOOhY9Ie8Hf6tj/cndmJmSfN95TqGHd1uSl90OhN/UQ597XrFYcr/6fX15WveJzep6tdOizOzV4f+pjmyf4I2dpIFCzzT0xsrvq78nS/6jv2u99MrPko9z8BmZW7+TfJwU6e7/d/WZf0g6Tk/sJ+qJ/diCjOxnmjEd6/ucYkp+VLy7/1/UF3vSgqzsZ544rP7gV6WeruQC9fco9rsVMg/vsyYxmx1/7YBav/Wg1J/cjXhvxxHt/Kcfq7+7Z+yTM8Crj72qln9Pvshue75Nj3/u8az5cuaZu57Xjp/tSjrOK4+8rie/+awFGaWfKSOjHkgdircc9e0PblC0+9QpgxMTk7TyM4/rxLGJjeClSiwWk7/2d+rrt+bX/sSJfAU+ssGSWHbqPXRQbY/+UeMbaRuNKbPf0P5vfsOCWPYyj74h87n/tC7g7odl7s/8G/q+2BPqif3Usnjd/U3qN3dbFs8uPbEH1G9aNQvA1LG+r8k0j1oUzz6xzd+XjiU+Lfa0eo8p9uSdGX9Db/b3a9d31svssea/OSfeaNMb/91sSSw7dbd368lG6/4N2rNxj15em/kzSA4+36Gn7txmWbyW776gfZuza7QVGIziLQdFnjmgJ5626D/2bzl0tE8/+YenLI1ptWe/v1UHXjNk3e4opl7dFtPL63daFM8eB/7zu8O7SU7YW1NHd7fpxJ7XLIppD/OFe6X+iU2nGjXmc/8vo29sTdPU8f5vWRy1Wyf6/8PimNYyzcNvNSexMKb26ETsAUtjWs1sf0XmK7+yNua+Fpl7MvtLirbfbdPRl5KZSTDcmw8/qRP72sc+MY22/XCbjh+09t+0ln9vUf8Ja77Itcsfv75FsV7r/t01Y9If/yk71+sDEsVbTvrfr222ZXPHx9ZFbIhqnaf/K/4No7WFzJNN1n0jaLX+3h4df9WOBfmG2u6/z4a41jBPdEh7gtYHPrxLOpS5nbT6zZBi5sTXhIymN/aYYmbijRFSrSf2sCTrR8l6+v9Pppm5N7axF39uS1zTprhWOfDLp60PakoHfp2567f7uvu082fWf1HY3dat3b/abXlcq0RbD+vVoPVTed948qAObe+wPG4qxczMeiB1KN5yUMtT1o66xR080qsXNr5hS+xkHd13RPtaTVk36vYXr27tUV93Zk4ZPfyrhywcdRvq+C57fo8s8cYmKdZrS2jztcdsiWuF3tgvbIrcp97Yr22Knbze2KO2xDW1L4nmJ/YyzZjMXRvtif3G0zK7M3M974n9HTr6gj2j/m0bM3ct1N7H9+pEhz1rjVt/nrndk19av9u22C/6X7UtNmAnircc8+YrXTpsY6vc0KOZOZWu9ZfxLovWFzL9sTy9/rvM/LmPPfeCbbHNfqn/6GHb4ifD7LDv55adsZPUbz5nY+zMHGE2zb63NuC2R6b+3Op6XepNvF36+Jgy21+yKXZyju60drrkYL2HOtXbnpn/ph3cat/I96FnD2XsdPD9Ifumsr4Zzs5tIgCKtxyz9Vf2FhkvZ+g/hnuffNPW+Hv+sNfW+BPVu9/ONRyGjj2doWtjOm1chN/VmpFT6UzTVL8NUyb///buPDyq6vwD+PfOkp1ksrInZMKSsJMJiywikigoigsR61a1QqR20bYabX+tdtXQVruqCXWrrQuJda/WBHdQIBMQhLBl2LdAkhsge2bu7w86lCWBZOacmXuT78cnz9PO8nJuMnPvfc95zzlebq1SWmx/eLAHgNh5QKfT63FrdZJHS2p3yI3vo0bXIUPH91VdpbwSv+ajzcLn0okis7TxyEbjlk1qOv2hwGDy1sucqJW7xHvDcTmlav5qPia3Xc11+lxm2uPnMtoX0l6n04tfm8RVAjU30K7HTbtb//sjh6bJGuXxj6bJHSnR63GjVe5KmJrM75Af3I1yr2Gy4/uq9bjca0ybTq/drRKv3a06PWaiC2Hy1stYQswXfpE/8S363OvDZJH7UTdZ9flVUiT/ORSrVe4/4CuT3M85TBa58X0it00KJP9OfaRIPm7o9Lhlf8YVRZ/HrZjlnmtlx/eV7GuY0guv3bJ/p0Sy8JPby6SMj5Mav9+QPlLj+ypuqNx2JYy0SY3vK3NUuNT44aNGS43vs4gB8mKHxUMxh8qL7yNFMUNBf2nxTcpgabH9YVIGSY6vz+NWoiR+xgGgj+T4PgrtF2vo+L6KGhwlLbbJakJkv0hp8f0RnSKvXTJjB0KwV5fkapPBw+StlxmVM0BqP/WYWfJuHv2ROjdFUuSTZ6zUK1MlxfdPqF3ijaeiITRthLz4/ojNkBfbNlJebD+ZlTGGjO0PRYmBCbK+3/o9bsQPg4wFmLyU+HRpsf0ROWygtNhKiAVhKUnS4vsjYWyCtNix6bEwh+pzpLXvBHkdzn0nxEuLTSQTk7dexhpiQXL/CDmxFWDyDXYpsf3Vf+oAhEfIWGRCQUy8G9HJMRJi+y/m8jmQNZXYGqXTkkkAStJkibEnSYvtL4tpmiFj+8timiorMiwmff69FWskkDhKTvCIJCBanyOOEUMHwNxHTkVB9NhUmCz6TGIGzJA3EjrgYn2OsgJAssQO4eRZ/aTFJpKJyVsvdM3dckYlHBMS0CchTEpsf5lMJoy6Qk4P3oRvyOsJ9ldo2ghYIi0Q20N/MhGMufJSgTEFix8HRKeJj2sOBVKuFB9XkBDTNQDEd86YYIdZmSI8righppulxLWaLoNJ0edIDACY0q+VE3fEfCiy5436yBRiQeLlDimxE6+S1+njr+jUaAycKeFaowAjbtFpBQUA+9yBiBogPlkPjw/FsGuShccNpGCvLMmVJoOHyVsvdOUDYxEfIbZ40gTgmwX67KH2uvjRKbBYxI6+hYW5cdHP9H3csfMvg9jTqwKTFbBdKefGUQRFUaCM+Kb4wKnXQQmJFh9XEEXpgxDTLcLjhpoXQ5G9+o0fzKaRsCgXC46qIMS0SHBMsZSUWUCU4JEJaxSU4fPFxhQsaf4UKCFir2FhKUmwTdJvEgMAY+4RX8I7ZN4QRA/R7znNZDHB8T3xpeoT7kmHRaelokQXwuStFzJbTHigaIbQsZh5V6cg4xJ9znfzikm14ZL7vD1t/iYyJ98/5zcZCIuTuyiIv2LmXo3QpEicHH0TkcBp6Hu3+ARBuMFzgb4Cy+kiBkIZtURcPEnCzN8XOgfMokyD1ZQrLJ4s4ZZfQeSoY4jpTlhM44TFk0GxhMI07SGhMU2Tvw8lXJ+LdniF9o3F4G9dLi6gSUHqj67X7UqTXgNmDMDwm4YLixdqC8VFv75IWDxZxt89HP0nipvzlzgmFlnflzgvmkgyfZ+pSJrJC+24+pohQmINSQrHd1++REgs2ab9eipSx5vhXyKjAVAw6tJwTPjeBHGNk6jfwz+FYjnZbn8TuD7jUxE5Sb/zn7wURYHi+CkQLmBegzkUyqRfQrHImS8qkqKEI9zyBwD+dyoo6IdwS4GuR928TMoghJsfFRLLrIxDmPkHQmLJZurvgDL2NiGxFPtlUNLmCoklW9L8KbBdJGZRlUF3XoaoEXJXLRVl0sOTEJvuf3KtmBXM+NMMhCfqu/MRAExmE+Ysm4rweP9X+Q2NsWLOM1Nhlrxtkmwagr+65Nk/LJ0MHCZvvdh9xbMx93L/LlhDksLx56+ug1VwCYssJpMJt3x+DVLGmOD7PDAFI6aHYsH780Q2TSprtA2DfvljPxM4DZEZA9D3h/mCWyePEp4I5eKn/ds6wBwOZeoTUOLHimuYZBbTOERangXg+1LYCvoj0voPmBT9LmZwthDzVQg3PwZ/Lm1mZRwiLM9BUfR/U+tlmrAYyqhv+BVDGTIbpuk/MUSiDgCKyYS0n9wI2xT/ErgBt16KfrkzBLVKvpDoEMxZPgexGb4ncIpFwcwnZyI5xzhzvmxpfXD9O7MRnuh7AhcWG4Lr3pyNhAybuIYRBQGTt14u/53Lce/DmQg3d++CrQCYkzMIy6pu0O0iJZ2xhFnwzbXXY/pdiTCZPN17r8WD2T8cgBs/vBomk7G+PqGDkpH8x8cQmnT66FEXkzhFQ9y8aej/459KaZtMStQgKJf+HRh0WfffHDcGyqUv6nqFyc5YTJMRZX0LZqX7iztYlLmIsr4Js6LP1WPPJ8R8AyItL/tQOnpyjluk5WWYFJuMpkmjKApMWffAdPHPge7OyTSHwTT5XphmPgJFl5vPd84UYsXQh2/CoG9dDqWbq0RaY6Mw9JGbMfDW2YZJWL3CE8Mx7+15SP9m9xNX2wgbrnr7KtivNt53O3F0LG75/AqkXt79DqXkWf1w8+dz0c/B7QHI+BRN0zjSaSAOx8kbMafTKTTukZ3HUJi3Eis/PYgmd+cfCROAMSNsuKNgIsZfaZxeu84cXHMQH93/JXZ82Qy3u/NkzGrxYPjFkZj9xEWIH5UYwBbKUf/eW6h78wO0N7TjvCOQiobw5Dgkfe/7sCb1DVj7ZNEOrYK2/SWg+svzvzBmOJShC4GUeVAUg5fXaG60ed5Aq+cFuLWvz/taizINIeY7YDXpeCXRLtK0JrR6XkSL+5/QsPc8r7TAapqDENNdsJiMM7raGa2pFp5Nr0Lb/g7Qonb+Qks4lKFzYRp1I5Q++l0xt6ua9h7BoZLPUfPhV9Ba2jp9nTUuColzJ6LvtVNhidZ/GfSFHF5zGF8//TX2/GcPtPPslByTFoP029ORfmu6bvd06ypN07Djrb1Y99RW7F9Zfd7X9p+UgAlLRmD49SnCk3RZ92Nd+Xf3V9ThdkVMmbgoz2sPYWBmbMB/H70RkzeDkX2yaGlsxyfPbMXGDw9i1xYVLc1umC0K+idHYeS0vph5xzAkpup3ZSpfNVY3ovLFSuxddRg1OxrgbtNgCVWQMDwKg6f1Q8ZtGQizGWuEsStadmxF/Qfvo8W1F+3HmwBNg2IxIyTJhvAxoxB91bUwh/g/z0BvtIb9QM1X0OoqgeajgOYBQmKg2EYAcWOAmGGG642/EE3T4NG2wq2th1v7Gh6tDopigoJEmJUxsJgcMCnG75A5m6Z54NbWwa1tgFurhKadgKJYYMJAmE1jYFYmwqQYv0PmbFp7C7Tqr4CjW6GpOwF3C2C2QolOBuLTofQbd3KvuB6m/UQTjm/chcbt+9G8vwZamxumsBCED+mLyOEDETUqGSarsUYYu6LxUCMOrT6Emg01OLHvBDS3hpCYEMSNikPihEQkjE/ocec0AKjbfgwHVh9B9fpaNB5phuYBIhJDkTQuDv0nJyI+Xd4erEzezsTkLXCYvBlMsE4WRERERHRSsJO323SWvP2dyVvAGGvSDhERERERUS/F5O00JSUlyMvLQ05ODhwOB/Ly8qCqarfj5OfnIy8vD2VlZafeX1ZWhtzcXBQVFYltNBERERER9QpM3v4rP//k8ueFhYUoLS3FihUrUF5ejtTUVLhcrm7FUlUVRUVFyMnJQWxsLBRFQU5ODux2OxYvXiyj+URERETUS2g6+6HA6Xmzdn1QUVEBAFiwYMGpx2w2G1asWIHY2Fjk5OSgqqqqWzEXL158KunLzMxEXl4e7HbjLc1LRERERET6wOQNJ0fb8vLyznncZrMhOzsbZWVlqKioQGZmZrdiEhERERERicKySQDl5eVwOBynRuBO503YysvLA90sIiIiIqIzaAA8Ovth6WTgcOQNQHZ2NlwuF2w2m9C4qqqirKzs1L8hOj4REREREfUeTN4AFBQUoKCgoMPnvKNxWVlZ3YqZn5+P+Ph4LFiwAHFxccjNzUVOTg4eeOCBLr3fu3/I2SorK5GRkdGtthARERERkfExeTsPl8uFsrIyLFiwoFvz3Ww2G3JycpCdnX3qseLiYqSmpsJms3HFSSIiIiLymcY6xV6Lydt55Obmwm63Y9myZd16X0ejeN7FT/Lz87uUvHW2Q31nI3JERERERNSzccGSTuTn50NVVTidTmFz1SZOnHjGPDgiIiIiIqKuMnTy5nA4oChKt39KSkrOG7ekpARlZWVCE7fTdXfTbyIiIiIir2CvLnn2DwWOoZM3p9MJTdO6/XP6ZtxnKysrQ2Fhoc+JW15eHhRFgaqqvh8YERERERHRWQydvIlWUVGBwsJClJaWnvG4qqooKirqUozzbTlQU1MDoPsrVxIRERERETF5+y+Xy4XCwkIUFxef81xZWRnsdnuH7zlbTk5Op6N2JSUlyMzM7NbKlUREREREXppOfygwuNokTo6s5eTkwG63Izc394zHAaC8vPyc1R8dDgcqKirgdDrPSMYeeOAB5ObmoqCg4IyELz8/H7W1teeM6hEREREREXUFkzcAs2fPhsvlOu9CImePvGVnZ0NV1Q5H2IqLi0+tVllbWwtVVZGZmYm6ujrRTSciIiIiol6CyRs631PtfAoKCjrcz+3054mIiIiIROMKj70X57wREREREREZAJM3IiIiIiIiA2DZJBERERGRgbBssvfiyBsREREREZEBMHkjIiIiIiIyAJZNEhEREREZhB43xdZbe3oyjrwREREREREZAJM3IiIiIiIiA2DZJBERERGRgXC1yd6LI29EREREREQGwOSNiIiIiIjIAFg2SURERERkIBrXd+y1OPJGRERERERkAEzeiIiIiIiIDIBlk0REREREBqFBf6tNsogzcDjyRkREREREZABM3oiIiIiIiAyAZZNERERERAbSU8sUy8rKUFxcjLS0NNTU1EBVVRQUFMBms/kcs6SkBI8++iicTqe4hgYRkzciIiIiIgqqjpKsiooKOBwOOJ3ObiVweXl5qK2tRVxcHMrKyiS0NniYvBERERERUdCoqorc3FyUlpae8XhmZiYyMzOxaNEiFBcXdzleYWHhqf/tcDigqqqopgYdkzciIiIiIgPR22qT/lq+fDkAICsr65znFi5ciNzc3EA3Sbe4YAkREREREQVNcXExbDZbh6WRdrsdwMmySmLyRkREREREQVReXo64uLgOn/MmdGvXrg1gi/SLZZNERERERIahQVN0tt6kpqGyshIOh6PDpy+00qOqqp0mb6e/hjjyRkREREREQdbZapLepK62tjaArdEvjrwRERERERmEBv0tWKIByMjIkLqXGkfeTuLIGxERERERBVVnyZl3xM2fjbp7EiZvREREREQUNF1JzC40J663YPJGRERERGQgHp39+CsrKwsul6vD57yPd7YYSm/D5I2IiIiIiILmfJtwe5O37OzsQDVH15i8ERERERFR0Nxwww0AOt6Iu7i4GNnZ2ac26z5dZ6N1PRmTNyIiIiIiA9F09p+/bDYbCgsLkZ+ff8bjFRUVcLlcKC4uPuc9DocDaWlpqKioOG9sVVV71DYD3CqAztHa4sbOjXXYuakOTSfaYA0xYUBaNIZNiEef2NBgN0+a5uNt2L9eRfXWY2hr9sAabka/kdEYOM6GkIie+1VRq+qw89+7UFupwt3qRqgtFINm9EfyZSmwhluD3TwpNE1D8+HjOFZZjebqE9A0DSG2cESnJyEyORaKSQl2E6XQPB60HT6Clt174T5+AoqiwGyLQeiQZFjiY6EoPfS4291o3X8QLXv2w93YBMVkhjUxDqH2ZFii+wS7edK0N7dD3VyD+h11aG9qhznEjD6pMYgblQBrn5BgN0+aBrUVe9bV4dD242hv9SA00oJBo2MwaIwNIWHmYDdPmppDjdi2rgaHdh+Hx62hT2woho6NQ3K6DRZLz+yr1zQNB3Ydx5Z1R1Fb3QhNA+ISw5E+IQED7dE99pzWUy1evBh2ux25ubmYOHEiampqoKoqnE5nhwuaZGdnQ1XVDp9bunQp1q5dC5fLdWp0Li0tDZmZmbDb7SgoKJB8NPIomqbpbIt2Oh/vZE3R+2homoavPj2EN5+uxKq39qCttePppyMnJ+LqvHRckpuKkDDjJzTudg82vrkfnz+5Azs+qkZH3waTWUH6nH6YvmQoMub2h6kH3Ng3HW3EqodXY8PygziudnxRN5k8GDw6BFN+NAojvpER4BbK0VLbiL2vb8Te1zag6cCxDl9jjQnDwKtGISV3HCJTYgPcQjlaD1fj2IrPcOyzL+A50dDhaywJcYi+ZDqiL5kGS0x0gFsoR3PVbqiln+L4lxXQWlo7fE1I8kDYsmcgesZEmMLCAtxC8TSPhoOf7sP2f2zCgY/2QnN3cFJTgKTJ/TH81lEYdNkQmKzGv7Fva3FjbclerHhqO3asOtrha8xWEyZcPRCzlwxFxqy+PeLG/kR9K97/+za8sWwLdleqHb4mPMqKnBvTcO3dGRg6Lj6wDZSkev8JvP63SrzxXCWOHGjs8DXxfcNx9TfTcd2ikeifIr6TRtb9WFf+3V0VtZir/Dqg/+6FvKf9BEMy4wL+++iNmLwZjIyTxZH9DXh8yUqsfm9fl98zIK0PHvjbDIyd3k9YOwJt/1d1+Ofta7B/vdrl96ROS8BNz05C0nDj9tZXPO5E6cNb0NLs7YHWAJz/JmZQugnXvZEDW5oxkxlN07D3tQ2ofPwTuBvbuvYmkwL7bVkYtmQqzKHG7KjQ2tpQ+8a/UffOB4Cna+uBKaEhiF94LWJmXwzFZMybeveJBlQ/X4zjK9d2+T3m2Bj0vesmRGWOltgyuY7vPobV93+C6jUHu/weW3ocpvzuEsSNTpDYMrm2rzqCv925Goe2He/ye8Zc3g93FE1C/OBIiS2T66MSF37/3VWoP9rc5fdc9a0RuGfpZERGG3Pk1e324KU/bsBTD69Fa4u7S++xWE1Y9H8OfPNH42Gxiht5DWbytrOiFnN0lry9r/0EqUzeAoLJm8GIPlms+/ggfragDA31XbyhPY2iAHf+woGb8scargfzi79VYfkSJzzt3f/4W8PNuOXvkzF+wWAJLZPH0+5ByZy3seWTpm6+82RyFxLixvUvTMSwBcNlNE8ad1Mb1j30Lqo/rvLp/VFDEzDpr9chrK+xEvZ2tR4HfvsXtO7peqfM6SLGjUa/79wFU5ixSqWbd+7F/qVPwq12PLJ6IbY5lyDx1usNl7ju/c8urLr3Q7ib2rv9XsWsIOuRaRh260gJLZPr37+txPIH13dYNXEh4dFWfKd4Gkbn9BffMIna2z343ZLP8e7z23x6f7+UKPzunTlISbeJbZhkJ+pb8MMF/4HzkwM+vX/M5L544o25sMWLGWFn8nYmJm+BY6yrEwm1/pODeOiqD3xK3ABA04BnfurEi79eL7Zhkq1aVoVXFpX7lLgBQFuTG88vXIX1JXsFt0wej8eDV2e/+d/ErbvHfTIxb201Y/kt5djxr+3C2yeLu7Udzvve9DlxA4ATO47iy7uWo/nICYEtk6u9/hj2//pxnxM3AGj86mscfPxJeFp9Oz8EQ8vu/dj3qz/6nLgBgPr+x6h+9lUYqV9z3we78Pm3S31K3ABAc2tY+9PPse3vmwS3TK53HtuMV/N9S9wAoOlYG5646lNsKjsktmESeTwafnPHJz4nbgBwaPcJfHf2O9izrV5gy+RqPNGGe6541+fEDQA2rj6MJZe9jWN1LQJbRhR4TN56qbrqJvz8xg/R2ty1soPzef7n67D6fWMkMnvKa1G8xP9eIc0D/OO21aje3vUynWD6/MGV2L6qBV0pkTwft9uEf92+Bg2HjJHIbPvLShz9crffcRr3qvjqJ+9B8+j/hl7TNFQXvoC2Q9V+x2qq3Iaa5a8LaJV8nuYWHHiiCJ7G7o4sn6t+xec49vEXAlol34m9x7Dq3g87ntvWTeWPrMLRisMCWiXfprJDKP7xV37HaW/14K8LV0I96P/nJhCK//Q1Sl/xvTPKq666GT9dWIa2Vv/vAQLht/d+jk1r/T+nbd9Yg998+xMBLQq+YK8uKXq1Seo6Jm+91B+/9wXqj4rrffr93Stxor7jBQH0or3VjZfuWAOPgJsc4OQI3Mt3roFH5zf0NZuO4vM/e5Nr/8tbm5vMeOP6D/yOI1vdhgPY+Q9x5Rs1a/ZgT4n/N4uyHf9kFRo3bhYWr/6Dj9G0Vf+jrUdffQtthzteqMIXR158DW01dcLiyaBpGlY/8CnaG30bcTuHR8OX938Cd7OgeJI0HW/DM3etFhavoa4Vzy/p+vzIYNm7vR5FPy0XFs/1dR1e+PU6YfFkWfn+Hrz9963C4pW95kJZif8JMFGwMHnrhaq+qsGnr+0SGvPo/ka8s2yL0JiirVu+Fwe/Flsm4vr8KLZ+oO+Smw/vW4X2dpFfdQ1Va1pQ7dT3cW9/+gtAcGK9o+hLeNr021Otud2off1dwUE11P5LcEzB2mtVqB98KjSmp6kZde+uEBpTtMOrDuDwF76XkXXkWJWKXW/p+8b2k79VoWZPxysM+mrdW/uxs7xGaEzRXnxsvZBqmdO98sRGHFf1W0aoaRqe/Nka4XGf/vlaQ5VGE52OyVsv9FahnCTr7aItcLu7tqJdMHz+5A5DxRWhpb4F2z8TXeKoAFDw2cPieoBFa9hTh6OrdgmP23K0AYc/1O/fu2HdRrTXih8tatq8Fa37u76CYaDVf7iyy6tpdsexT76Ep1m/N7bbX5QzR01WXBE8Hg0fPi3nO7jiSf2OMB+rbcaK5S7hcVua3HjvBf0e96a11di6XtyIuteurapf8+f0wKOzHwocJm+9jKZp+PxN/+cAdeTgzhNwbdBnmdGxw83Y9YWcXtXN7x1Em+DeUFEqX6wUPOr2P7u+0O9k98N+LFByIYc+0u+NToNzvbTYJ5z6LRk9Ub5BSlxPYxMaN+vz7+1udWP/h3LmGtduPIqGA/qc13pgcz0OS5prXPHmft2Oxqz+zz7ho25en765S0pcET56Y6e02B9KjE0kE5O3XubIvgbUVXd9T5ju2lYhvodMhL3ltdJie9o1HNigSovvj72fyRot0dBwzISmo2JLl0Sp3yyvpLN+s/+T5mVp2blHXuxd8mL7w9PahpZ98nrQZf5O/VG/rQ4eiYtN1G7U57l8l1PeubyhrhVHdna8iX2wbZV4bd2+vka3c7crK45Ii71FYmwimZi89TK7t8gdLdldqUqN76vDlb4vHd4VhzbLje+rmu2ybkROlk7u/3S/pPj+OeGSd4PXuKdOl/PeNI8HrQfkJa1tEmP7o+3wEUBiuXbrfn0e97EqVW78Hfqsojgg+Vx+oFKfFQW7t6jSYjceb8OR/fpMWndtVaXF3rlFn5/xrtAAaIrOfoL9S+lFmLz1Mq0+7gPUVS1N+rupBU6uDGnk+L5qb5Fbid56XJ97gHla5H7OZY54+Mzths8bXnWBp1Wfq8lqkveh87Tp8zMue0VId4sOP+MAWnvpuVz2tVWv1+4Wifcsej1mogth8tbLhISZDR3fVxbJ7bKE6fOrZAnxf2uA87FGWaTG95UpVG67TCE6/JybzYAi7++tWK3SYvtDscr9WysWvX7G5X4GTSH6PKdZZZ/LJf9efSX92h2qz7+3zOO26vRvTXQh+vy2kjSDR9ikxk8eESM1vq/6pveRHD9aanxfxaVFSYqsAdAwYNoASfH9EzUkVlrsiME2mKz6u+grJhOs/ftKix8yoJ+02P6w9k0ETPIuZSED9Xnc0Xab1PgxQ+V9h/zRf4Tcc/mADH2ey5OHy7u2hkdakDgoUlp8f6QMt0mLnZouL3YgeKDp6ocCh8lbL9M3ORIxCWHS4g/PTJAW2x+DHXHSYismYOA4m7T4/hg0XdbNvILIPh5E9pOVHPonOkNeEhOTkSQttr9ChyQbMrY/TKEhUhOssFR9HrdtRBxMVnmX8LjR+jyXD5F4Lo+IsSJJWoeXf2ReW4eNj4fZrM/bwYzMREPGJpJJn99WkkZRFFx05WApsZMGR2LoeHkXVn/EDAjHYIecnuQROf0QEqHP0qqMW9JhNsuZ95acJbcH3B99Z6ZJi50kMba/IjPHyos9YYy02P6Kcsg5biUsFBEjh0mJ7S9zqBn9Zw6SEtuWHoeIgfpMYgaNsSExVc4o0bh5A6BILD32x+TLB8EqqZR16jx9dlAAwMyrhkiLffE8ebGJZGLy1gvNvztDStx5i0bAbNHvR2r6t4dKiTvjHjlxRQhPiEDaRRGCo54smZz+c4fguOJE2eMRP1F8J0VIbDj65QwXHleUKMc4mGPEl32FDU9DaLKcREGEmNnTpMz3i54xGaZweZUK/hp2yyg5cW8dqdskxmRSMCtPzjk3+9v6/W7HJobjkutThce1hppw5e0jhMcVZdzUfhg6Wnyn8OCh0Zicrd9zWlcEe1NubtIdPPq90yZpRmQlYIrg0TdbUhiuWpwuNKZojptSkDRc7GhR8sQ4jLyiv9CYol36+EWCR98UpIyzov9FAwXGFG9o3kXCY6bdORnmEH2OsgInF9eInT9XeNy4a68UHlMka0IcYi6dKjSmEhqCuHmzhcYUrf/Fg5CQKbZEOCq5D1Kv028SAwCXLB4KW3+xSfXoy/ohbUq80Jii3frgeOGjb9ffMwo2iVMp/KUoCvJ+NlF43Lt+nAWTSZ8dFEQXwuStl7rvr1MRGSNu9bj7/joVMfH6vQAAJ1cp+8azE4V10JtDTLj5+Ukw6XSugFfShL6Y8i1vgun/pOKQUDeue+Myv+PIFp81GCkLxwuLFzt+AIbcNEFYPFliZl+MsHRxpX7Rs6YjYrSc0XqREm66FpZ4caXRiTddA2uSPud9eSkmBVN+OxNmgavmTV46E5Zw/XZQAECkLQR3FE4SFi+sjwV3Fk3S7WijV+rIWNz+00xh8ZJHxOCuR/RbQeE165pU5OSKK1efcUUKrrhZn+XQRF2h77tOkiZxYCT+7x+XwGzx/2J1ww9GY8Y1Q/xvVADYpyVi/u/HC4l1Y1EW+o3U5+qaZ5v155lIGWfByc21fU/gTCYP5j81AX0G6XNFtrOl33sxYif4P0IY1jcK439zJRSdJ+rAyVUn+y25A5YE/0uNQtOGIOGm6wW0Sj5zRDj633sXlNAQv2P1mTYRMdkzBLRKvug0GyYvnXnyq+2n8fmT0HeKPleQPdv4eQNx1UMj/Y5jMivIe/EixCfrc7XFs930o7GYfnWK33GibCH4xcuzEarzRN3rob9cjGFj/B8ZTRluw8+WXaL7RP1CTk5e0Nt/FCj6vxMhaSbPGYxflMxGqB+Lbdx4/xjkPSa+pEGmWfeNwDWPj/d5BM5kUXDTc5Mw6Zvi5x/IYjKZcMuqa2B3WNH9u7yTp2SLxYNrnx6LjFv9v2EKFHO4FVl/vhbxk3yfkB8x2IYpzyxE+ABjJKwAYImLxcAf/wDWfr6vjBk2YhgGPPA9mML0PaJ+uvChQzDox9+FKcr3eZ7RM6eg35JboUjcfkC0IfOH4qInZkHxdc6xAox/cBJGLhkvtF2yXf+rsbj6J77P+7OGm/Gd4unIvNo4c58sFhN+/tKlmLXA9+tPXN9w/PGDK5A2Rp8LjHUkOjYUT74/DyOzfF8hctiYeBSWXoXYxHCBLSMKPEXTNCbLBuJwnCxxcDqdwmLurzqG3y76HBs+O9Tl9yQOisAPn56OSZcb56J3tp2rjuKlO9agetvxLr9n4Hgbbn5+EgaO0+ceSF3xxcNf4OPf7kRb24Vu9DR4E72+KcD1r81GwjhjLq2suT3Y+Q8ntv11JTyt7i6/Lzl3HNLvvRiWSP9Hc4LB09yCmuVvoL70466/yWJG/PVXwTY3G4pZf/vZdUV7XT0O/+1lNFRs7PJ7TFERSLp9IfpMdRi2V17dWosvf/Qxajce7fJ7ooZEY8rSmUiapO+5u+fzdelBPHPXGtTubezye4ZNS8Bdz05Bv2H6XTX3fDRNw7vPbcNf7v8SDcfauvy+2QvtuPcPU3U9z+182lrdePbRCjxbUAF3e9duX00mBbfcNw55D2chNEzcSKOM+7Gu/rtVFbWYZfpFQP/dC/nI8zOkZcYF/PfRGzF5MxhZJwuPR8Pq9/bizae3YO1/9qGzT8WQUTbMz8tAzi1DEdFH3Jy5YGlrdmPdq3vw2V93YM/a2k5flzYjEdPvGYpx1w2CWeLeSoFybE89Vv7fanz91hE0NXR2g66h/1ATJn1nBMYsGQuTgUYiOtN08Bj2lGzA3tc3orW24xs9c5gFA+ZmIHnhOMSky9svLpBa9uxDfdknOL5qDbSW1g5fY+oTheiZUxFz6cWwJup74Yau0DQNTZu3Q/3gE5wo3wB4Ol60x5oUj5jsGYiZNRXmKGOUzp2Pp92Dff/ZhW1/34Tq1Qc7fV3cmAQMu3UkUq4eCovAG9pgaWlox8oXd2LFU9uxb2N9p68bfVk/zF4yDOOvGtgjFqyoq27C289swZvLtqB6b0OHr7FYTbjk+lRce3cGxk7T56bz3bVnu4qSos14+4UtOK52fE6LjA7BlbcMxw13j8KQdPEdrsFO3mbqLHn7hMlbwDB5M5hAnCxO1Ldi+7oa7NxYi+bGdpitJgwaGo3hmQlIGBhh2F7pCzl2uBl7nbWo3nIc7S1uWMPN6DcyBoMyYxGVEBrs5knh8XhQvfYQdr2/BzXb6uFp9yA0JgQDL+qLIXOH6HYTbn9pbg8adtehvvIwmqtPAJoGa0w4otOT0GdYgq5XlPSH1t6Oln0H0LJrDzzHGwBFgdkWjbDUFFj79zVUqWB3eJqb0bJrH1r27IensRkwm2BNjEeYPRmWxPgee05rqWtG7ddHUb+tDu7mdphCzYi22xA3OgHhSaK3ENEHTdNQd6AJu5y1OLz9ONpbPQiNtGDQ6BikZMYh0mbMUfQL8Xg0HHAdw9aKozi05wQ8bg1RMSEYNi4eQ8fFI0yne5H6q73dg12VdahcdwS11U3QPEBsUjjSxycgbVQsLFZ51QNM3s7E5C1wmLwZTLBOFkRERER0EpO3MzF5C5ye2RVDRERERNQjafDobn1HvbWn5+qZNTJEREREREQ9DJM3IiIiIiIiA2DZJBERERGRQWgANJ2ts8SiycDhyBsREREREZEBMHkjIiIiIiIyAJZNEhEREREZiP5Wm6RA4cgbERERERGRAXDkjYiIiIjIQDSOvPVaTN5Os3TpUlRVVcFms8HlckFVVRQUFCAzM7PbscrKylBcXIy0tDTU1NScimWz2cQ3nIiIiIiIejwmb/+Vl5eH/Px82O32U48tXboUDocDxcXFWLBgQZdjlZSU4NFHH4XT6Tz1WEVFBRwOB5xOJxM4IiIiIiLqNs55w8nEqqioCCUlJWc8vnjxYgDAokWLuhxLVVXk5uaioKDgjMczMzORmZnZrVhERERERKfTAHh09sMizsBh8naaqqqqM/6/d4RMVdUux1i+fDkAICsr65znFi5ceE6CSERERERE1BUsm8TJUbG6urpzyhldLhcAIDs7u8uxiouLYbPZOiyN9JZklpSUdKsMk4iIiIiIiCNv/9VRsuUtfTy7BPJ8ysvLERcXd95/Y+3atd1uHxERERERcHKfNz39UOBw5K0Dqqpi+fLlKCsrg9Pp7NZqk6qqdpq8nf6aC3E4HB0+XllZiYyMjC63h4iIiIiIegYmb2fJz8+HqqooLy9HXl7eGatPdlVnq0l6k7ra2lp/mkhERERERL0Qk7eznF4iuXTpUqSmpqK4uLhb894upCsjb6dvM3C6zkbkiIiIiKh3YKFi78U5b+fxwAMPIC4uDjk5Od1acbKz13pH3LjPGxERERERdZehkzeHwwFFUbr9053l+r3z3YqKirr0+q4kZheaE0dERERERHQ2Q5dNdlZa2F25ubmoqKiA0+k8J/nyznnr6gqRWVlZKCsr6/A579YDLH0kIiIiIl9oADyKvgon9dWans3QI2+ilJSUwOVydbiQiDfhmjhxYpdi5ebmdvqcL/vGERERERERAUzeAAALFixAaWlphytLVlRUnHrN2bzJ2OluuOEGAOiwNNO78IkvK1gSEREREVHvxuQNwLJly1BYWHhOMpafnw+Xy4XCwsJzEi6Hw4G0tLRTyZ2XzWZDYWEh8vPzz3i8oqICLpcLxcXFcg6CiIiIiHqB4G/Kfe4m3SycDBRDz3kTxWazobi4+NQeb8D/VoasqqrqcKQsOzsbqqp2uEDJ4sWLYbfbkZubi4kTJ6KmpgaqqnY4p46IiIiIiKgrmLyd5vQ93rry2vO9Pjs7m3PbiIiIiIhIGCZvREREREQGwiLF3otz3oiIiIiIiAyAyRsREREREZEBsGySiIiIiMggNOC/Kzzqh75a07Nx5I2IiIiIiMgAmLwREREREREZAMsmiYiIiIgMRG9lkxQ4HHkjIiIiIiIyACZvREREREREBsCySSIiIiIiA/EEuwEUNBx5IyIiIiIiMgAmb0RERERERAbAskkiIiIiIoPQAGg6W21SX63p2TjyRkREREREZABM3oiIiIiIiAyAZZNERERERAbCTbp7L468ERERERERGQCTNyIiIiIiIgNg2SQRERERkWFo8Ch6K5vUW3t6Lo68ERERERERGQCTNyIiIiIiIgNg2SQRERERkUFoADzBbsRZWDQZOBx5IyIiIiIiMgAmb0RERERERAbAskk6g8ejYdP6amwsP4xtm2rQ2NgGq9WMZHsMRmcmIXNKf4RHWIPdTOFaW9yoXHME25xHsW9bPVpbPAgNNyM53YYRjgSkT0yA2dLz+jpq9zVg5T934OtPD+PwnhNwuzWER1qQNjYOmVcMguPaFJhMPe+4j1U3o2rVUex21kI90ARNA6LiQzF4vA32KfFISusT7CZKoe48gQNrjuLQ+jo01bRAURRE9QtH38xYDJycgKh+4cFuonCapqH663rsW1uLwxtVtBxrg8ligi0lEgMyYzH4oniExYQEu5nCuds9qCqvQZWzFvsq69Ha2A5LqBkDhveBPTMew6ckwBpqDnYzhWtuasf6Lw9iU8UR7KlS0dbqQXikBUNHxmO0IwmjMpNgMinBbqZwal0z1n65HxsqDmPf3mPwuDVE20IxakwSMif1x/D0+GA3UYoD+49j7er9+GrdYRypboCmAQlJERg7ri8mTh6IwcnRwW6iNNyku/di8kYAgMaGNrxUtBH/LNqAPa76Tl/XJyYE190yEnd8dzwGp8YEsIVy1B5qxL/+shn/fnYb1CPNnb4uYWAE5t01Atd8eySi40ID2EI5Nry3F8/ll2NDZS3cHTy/Zv1RvPz3bbCFWZA9PwV3PjkVEdHGv8Hd/vkRlP1hK9a9sR8ed+cXvuEXJ+LS7wyDY8FgKIqxb/Q0TcO2N/fB+eQ27Pm0utPXKWYFw+YNRNZ3RiB5RlIAWyhHe6sb657bibVP78DhjZ2f06wRZoz5Rgou+v5wJI00/jmtQW3F+09uRWnRdhzd29jp6/okhGL2nUNx5fdGILZ/RABbKMf+3cfw4l++wusvVOKY2tLp6wbbo7Fw0RjcmDcakVHGP6d9/dVhFP7JiTdLtqClpaOz+UnjMvvijrwJyL15FCw9oCPyo7KdePqvTpS+XwXtPDnMpdlDsPieLFw2x274czmRl6Jp5/vYk944HA4AgNPpFBZz9af78ODiMuzZ2fkNztnCIyy4/1fTcOuScYbsxdQ0DWUvVeEv932J43WtXX5fbN9w/ODJqZh2dYrE1snT1tyO3127Ah+U7etWn50tzIL7n56GaTcPldY2mZqOtaH4R+vw6TJXt96Xkd0Xt/9tEuJTIiW1TK5jexvw3rfXYGfpoW69b+w37bi0YALCbMa8uT1QUYs3vrXmvEnb2UwWBTN/MgozHsyA2WrMm1vnu/vw9N2rUXegqcvviYix4s4nsjDzNmPe3Ho8Gl4p2ojfPbQSTQ3tXX7fwCHR+FXhpZgya7DE1snT3NyO3/5yJZ58Yi08nq6fzSdM7I8/Fs3BiIwEia2Tp+ZoIx64rwz/Kq7s1vvmzR+O3//pMiT1FXcul3E/1tV/t7LiCIZZHwzov3sh29seQ0ZmYsB/H70RkzeDEX2yeOGv6/HLH35y3p6r85lz7VA8/sLlCA01ziCux6PhT9/7Am8VbvE5xs0PjcOdP8801M1O/aFGfGf869hb0/kI4/koAG5fMhLf/NNFYhsmWe3eBjye8zEObT3u0/sjbFZ8792ZGDrVWDc7B9bWYPn8j9Fc2/XOidPFpkVh4buzYBsSJbhlcn1dvAev3fYlPG2+ndSGzEzCTW9MR2gf45SHa5qG4l9uxPKfb/A5xuw707D46ckwm42TuLa1ufHgHaX49/LtPsfI/+103P79CQJbJV9dbRNuuuY1VKw56NP7Q8PM+NtL83HZFWmCWybX9m01uPaKV7F/n2/n8r59I/HauwsxanSikPYweTsTk7fAMc5ZmoR75Zmv8Ysf+J64AcD7r+/AD2//T7d6/oLtL/d96VfiBgD/fPQrvPjr9WIaFAAtje24Z5zviRtwchng557ajJcfXCuuYZIdP9KM3136kc+JGwA0qm34w5yPsWddncCWyVX9tYpX533kc+IGAHVVJ/DK3I/QcLjrozjBtuXt/Si5+QufEzcA2PVJNV6a/xnaz1OCpjevF2zyK3EDgBXPVuFv3zHOd1vTNDx0Z5lfiRsAFNz/Of75lH+/u0BqaGjFjVeX+Jy4AUBLsxt3LnwDn364W2DL5Nq75xjmX/6Kz4kbABw+3IBr5ryCqh21AltGFHhM3nqpbZtr8Mi9HwmJ9d6/duClImNc/D57YxfeeLJ75Radef7n6/DVZ90rRwuWpfPLsK/W98TtdM88vgGuNZ3PndILTdPw4t3lqN5xwu9YzcfbUfSNVWht6npZVrC0t7jx1m2r0FLf5ncsdecJvPfttTBCgcaxA014/Y7V0ARsfrTr0yP45Feb/Q8UAFtWHcHL/7deSKzSou1YtdwYN/TFz27Cu69uExLrsR99hq0bjgqJJduv/u9TrC/3/7rT1ubBt29/B7U1+u+c8Xg0LPnWOzh40P9z+dGjjci74x20t+ttl7TuObnPm6arH/1fJXoOJm+9kKZpeHBxKdpaxZ28Hvvx5ziw55iweDKcUFvwxD2rhMZcetdnaG3W9w19xZu78eHH+4XFa9eAn19bJiyeLM7X9qHiX/uExTu09Tje+vkmYfFkWfXYJhzd3PW5Xhey49392Pyq/m/o3/2OE82q/wmr12dLK3Fwvb5HW9ta3XjyW6v8qp4427LvrMHxms4X/NCDw/tPYOkDnwuL197mwUN3lem+gmT1yn149ql1wuIdqW7Ez+7/UFg8WZ5/Zj1WfrZXWDzn2oN46s/GGWUmOhuTt15o1Ud78dXaw0JjNjW044UnvxIaU7T3nt8OtVrM6JPXQddxfFyyS2hM0Z57qFx4j9ju6iasKd4pOKo4mqbh378RP3Ly0V+3o+mYuARBtNaGdpT/VcxoxOm+/N1mXY++VW+qx5a3xHVQAIDm1rDq8a1CY4q2+l97cWCb72VkHTle04IVz+4QGlO0l57agIbjYr+HleuPYGXpHqExRfvT71YLj/naK5XYp+OOV7fbgz/89kvhcf/6x7VobTVOaTTR6Zi89UL/LJRT4ljywma06HQUStM0vF3k3zy3zrz1tJgyTBmqq45h03ZVSuyXf7leSlwRdq6plTJHreVEO778xy7hcUXZ/MoutEpILo98XY99q/RbVra2SE6ysalkLxrOs4VIsH1QKD5RB4APnt6m21Go1lY3Sp6TU9L68tMbpcQVYc+ueqx4v3ur5XaFx6PhxWf02/Fa9sFO7JWQXB4+1IB335Lz/QmUYJdJnv1DgcPkrZfxeDSsXCGu/OB0am0zNlbocy7UwZ3HsW+7nN7FzauP4ES97wtDyPTJc9shq7J/m6SkUIRN//F9Mv+FY+t3nuPOMnlt21kq73fqr6oP5By3u9WDXZ8ckRLbX80N7aj8TM75tnpXAw5KOl/6a8tXR1B7RM48rS8+3KvbuVCffrhbaHns6T4u2yUnsAArPhCfsHp9WKrf6hGi82Hy1svs2q7ixHF5icbXOk3etlXUSI2/Y73c+L7atFJseezpGto9OKzTG7zdTnlzlXY79btS2aEKeW07tE6fx91c34qa7f4vZNCZAzr9e+9aXyvtZh4AXDo97k0V8pLp5qZ2uLboc57jhnXyOmY2bzyi2xLC9RKPe/06eddHIpmYvPUyu12q3PhVcuP76oBLbpKxf4c+k5jD+xqkxt+2Sp8Xv+oqeTfzdfub0Nasvxsdj9uD+t3y/t6qS97v1B91O+V+xmt1etyHJH7GAeCQS+xcOlH2usQtxhOM+L7aJfHa3drqxsH9+vx7794p7+8h83cqm6aDMslzV5tk6WSgMHnrZdztcr9c7W36LDnptcftlnvcbTrdC8sjufTJrcO/t0fyZ1yPxwwAHsnt8mfPOJlk/z3cOj1u2edavZ7L22Qft07LRdva5F1jZMYmkonJWy8TEWWVGj+yT4jU+L4Kj5R73BF95Mb3VVi4WWr86IQwqfF9FRplkRbbZFZglfx79YU5xASTVd4pPUTi79QfIZK/e3o97nDJxx2m0+OWfQ2THd9XUZKvrZGR+rx2y2xXZJQ+j5noQpi89TIjRscbOr6v7GNi5cYfLTe+r4Zk2KTFVgCMzB4gLb4/Bo6xSYvdf2Q0zBb9nToVRUHi6Bhp8ZNG26TF9kfc0ChYwuQl033HyPud+mOwxL81AKRIPmf6atgoydewMfq8hqWPTJAWOy4+HH37R0qL74+RoxOlxR4lMXYgBLtMkqtNBo/+7kBIqvjECAxI7iMt/pjMvtJi+2PYhHgoipzYIWFmpIzU543O2Nnykqv4SCsiovXZczkkK86Qsf3VP1Ne2/o59HncZosJ/cbZpMUfoNPjHjAiWuromF2nxz0mS941JrF/JJIGREmL748JWf2kxR6X2ReKrAuknzId8o57vMTYRDIxeeuF5uUOlxI3Y2wC0tL1mcT0iQ3FxMsGSok98/ohsEgsV/PHzDuGIULSKNGUWfocdQOAzOsGwWSRczMy6cZkKXFFyMhNkRJXMSsYca1+j3v0Qjlt6zMgHCkz9Nk7bzabMFXS33vM7H6ISdRnSXRyWgxGO5KkxL7ihmFS4opwSU4qomNCpcS+JjdDSlwRrpXYtut1fNxE56PPO06S6qZFY6SMQt20eKxue+8AYP4SOSfqq/P0ewGwhlkw41LxSasJwK1LJwmPK4qtfzgc1w8WHrfvsD7IyNZvb23yzCTEp0cLjzts3kBED4oQHleU8bcNgTVCfOmk41t2mHXaMQMAly+R0xF3+d1y4oryjbvHSIl742I5cUWIiLDixttGC48bGxeG+bkjhMcVZfiIeFx8ifhOiqxJ/TFugn7P5RekAB6d/UC/t389jn6vSiTN4NQY3LpknNCYw0fF4/rb9JvEAMDkuYMxfqbYk/XF1w3BqIvk9AKLklc4Tfjo26WzBqLvMPFJgkjzfzEa1jCxx71g6TiYTPq9QimKglmPjhca0xxiwsWPjBUaU7RwWwhm/mSU0Jh9BoZjyvf1ncSkOeIx/cYhQmOmT0vExPmDhMYU7aqbRiBjnNg5YAsXjcaQYTahMUX77o8mIzZe7Iho/sPTER6uz0VavB759UyYzWLPu4/8epbQeESBxOStl7r/V9OQbBcz4d1sVlCwLAehofpcnczLZFLwo6LpCIsU086YhFB8/88XCYklU9ygSNzzC4ewePERVtz/RraweLL0Gx6Na38jrpNi8k0pmHCNvm9qAWDo3IEYc2uqsHgzfjYGCRn6XLTjdFN/OAIDBc5HvPqpLITb9Dmn83Tf+tNExPQVc0MfEm7GPc9cBLNZ37cGVqsZv/lbtrBy9QEpfXD/Y9OExJIpqW8kHvtDjrB402Ym45uLxguLJ8sER398/4dThMXLu8eBaTPEV2YQBYq+z9AkTUSkFcv+dTVi/VzqXVGAgmU5GOvQ50IlZxtgj8Yjr14KS4h/H/2wSAt+9a8cxCaFC2qZXFfePxbXXOv/DX2ExYSl/5mD0Ah9J+peOfcOx/Rv2f2Ok3ZRPG4rmiigRYFx2R+zMHi6/3O1Rt88BJN/oO8RdS+zxYQbX5uG2FT/V83LeWwchl+h3zmdp+sTH4qH3rwE4X38+06aLQp+8MoM9Nf5iLpX+rhEPPZsjt8j4TFxoXjq9at0u83N2a7JTcd9D/rfaTg8PR5F/7hK15UEp3voZ9Nx1TX+j4TPviwVv3jU+KNuGvS32iTXmwwcJm+92NCMOLy6IhdDhtp8en94pAV/eHEurr3ZGDd3XpMuH4RH38pBdLxvk7/jB0Tg9/+Zo/tyybPdu/xSLLx5mM9f+rhwC/780ZVIm2Kc41YUBbcVTcRlP/R9TsfYKwfgvv9cglBBI7aBYI2wIPfNSzDsKt/nO2Z9ZziuKJoMxSA3dwAQPTACd358Kfpn+rZwksmq4Io/ZWL6j9IFt0yuoRMT8HBZDuJ9nJcYGRuCB9+chax5+h9ZPt2VC4fjiZfnINLHPe8G26Px4orrMVynW9x0Jv/hafi/X13scynhxCkD8HrpjUhI1O881rNZLCY88+LVuPV230u4FywciX8WX4eQEP3t00nUHUzeerm09Di8s/Ym3PHd8d3qgZs6azDer7hV2sqVsjlmD8SzX12Hi68b0q33XX7rUDy7/lpkTDZOAnO6Jc9fjMdfvwxJ3ehlVgBcevEAvHTgG4ZK3LxMJgU3/G4CfrhiFhLtXR+VCY+x4vZnJuG7b89AmE43YT+fkEgLrls+A1cum4yw2K7/vaOTI7HwnUuQ/TsHTDovn+tI9MAILFqZjVmPjIa5GyPsA7PicPfayzD52/pdcfB8hmbF4/EN8zD7zrRuvW/i1YPwh43zMGGOMUYaz3bZtUPx1rqbMS2n6yuOmkwKbrlnLN5w3iR93zgZFEXBd380Gf/+9BZkjO763L+wcAseeewSvLniG4ZK3LysVjP+9PRc/LPkOvTv3/UtHRKTIvDcP+dj2QtX6X56B1FXKJqmcaTTQByOk3OXnE6n8NgH9h7HK898jXeLt2HXDvWc5+OTwjHz8iG4efFYjJuo331husu1sRZvFW7Bqnf24Oj+xnOe75sShRnXpODqvHQMGqb/uT9d4fF4UPbkFvzria/h2nsCrR2cBmyhFkye2R+3FmRh0Gh97vnUXe1tHnz19n58WlSFHZ8fRUtD+xnPm60mJE+wYfqddky+KcWQSVtHWk+0YfOru7Hh7y4cqqiDp81zxvPWCDMGXpSI8d9Kw7CrBul6hcXuOFHdjHXP7cSGl3ahevMxnF3XEx4bAvvsvpiYl4YhlyT1mHPawR3H8UHhNqx+fS+qd5445/m4AeFwzBuEy+8ejiHj9Lm9iy82lh/GK4Ub8en7u3H08Lnn8uShMZh7/TDk3jUKA1OMUR56IR6Phk9W7MILy9Zj5Sd7cay+5YznTSYFGaMTcMPNo7Dw1tGIjTNGqf+FtLS0463Xt+Hvz36F8jUH0Nx85rk8NNSMCY7+uO2OsbhmQbqURVlk3o9d6N/9el01Blh/GNB/90IOtP0eoyckBfz30RsxeTOYQJ0sjqkt2F5Zg8YTbbCGmJGSFoN+A6N6zM1NZ2oPN2Hvtnq0NrsRGm5GSroNMX7OC9Q7j8eDHV8cgav8KNpb3OiTEIZxcwbBNsB4PbPd4XF7cGjrcdQfbIKmAZFxIRgwKgbW0J5dUtPe4sbRyno017QCChDZLxzxI/oYcpStO1pOtOHIpmNorm+D2aogJiUSsamRPf6cdrymBfsq69HS2A5rqBkDRkQjtl/PuIHvjKZpqD7QgN07VLS1ehAeacHQkfGItsnZJ00vPB4Nu3eq2LfnGDxuDdG2UIwYmYCIiJ7RCdWZ9nYPtm6pwdHqBmgaEJ8YgfSMeFitcs/lTN7OxOQtcJi8GUywThZEREREdBKTtzMxeQscFv8SERERERmEBsCts/Ud9dWanq1n18kQERERERH1EEzeiIiIiIiIDIBlk0REREREBuJhoWKvxZE3IiIiIiIiA2DyRkREREREZAAsmyQiIiIiMggNmu7KJjWdtacn48gbERERERGRATB5IyIiIiIiMgCWTRIRERERGYhb8QS7CRQkHHkjIiIiIiIyACZvREREREREBsCySSIiIiIig9AAuHW2uqO+WtOzceSNiIiIiIjIAJi8ERERERERGQDLJomIiIiIDERvZZMUOBx5IyIiIiIiMgAmb0RERERERAbAskkiIiIiIoPQoMGt6KtsUmMZZ8AweTOYnTt3orm5GQ6HI9hNISIiIuqVKisrERYWFpR/26MdQUPLn4Pyb3fGox0B0C/YzegVmLwZTHR0dLCbEHSVlZUAgIyMjCC3hPSMnxO6EH5GqCv4OaGOhIWFBeWeLD09PeD/Ztf003HbehZF0zSOc5KheEcdnU5nkFtCesbPCV0IPyPUFfycEJGecMESIiIiIiIiA2DyRkREREREZABM3oiIiIiIiAyAyRsREREREZEBMHkjIiIiIiIyAK42SUREREREZAAceSMiIiIiIjIAJm9EREREREQGwOSNiIiIiIjIAJi8ERERERERGQCTNyIiIiIiIgNg8kZERERERGQATN6IiIiIiIgMgMkbERERERGRAViC3QAikZYuXYqqqirYbDa4XC6oqoqCggJkZmYGu2mkIyUlJSgtLYXL5UJtbS2ysrJQUFAAm80W7KaRzpSUlODRRx+F0+kMdlMowMrKylBcXIy0tDTU1NScup7wPEFEwcTkjXqMvLw85Ofnw263n3ps6dKlcDgcKC4uxoIFC4LYOtKL/Px8TJw4EYWFhQAAVVUxe/ZspKamwul0nvH5od4pLy8PtbW1iIuLQ1lZWbCbQ0HQUdJeUVEBh8MBp9PJBI6IgkbRNE0LdiOI/OW9qBYUFOCBBx449biqqoiNjYXNZkNdXV0QW0h6UFFRgVdffRUFBQVnPO79nNjtdlRVVQWpdaRHDocDqqryc9GLeM8HpaWlyM7OPuO53NxcAEBxcXEwmkZExDlv1LOcfYPl7R1VVTXwjSHdKSwsxMKFC8953GazITs7Gy6XCxUVFUFoGRHpxfLlywEAWVlZ5zy3cOFClJSUBLpJRESnMHmjHiEzMxN1dXWnSuG8XC4XAJzTe0q9U3l5ORwOR4cJmndeZHl5eaCbRUQ6UlxcDJvN1mFppLesmgkcEQULkzfqMTq60HrL484uk6PeKTs7u9ObMiIi4GQHTlxcXIfPec8da9euDWCLiIj+h8kb9UiqqqKoqAhlZWVwOp1cbZIAnEzi6+rqOlyUxDsa11GpFBH1Hl0ps2cpPhEFC1ebpB4nPz8fqqqivLwceXl5XD2QLsjlcqGsrAwLFixgok9EnY7Oe0fkamtrA9gaIqL/4cgb9TgFBQUoLCw8tcRzamoql/um88rNzYXdbseyZcuC3RQiMgCOvBFRsDB5ox7tgQceQFxcHHJycnixpQ55R2q5dxMReXV2vfCOuPFcQUTBwuSNgsrhcEBRlG7/dGelL28ZXFFRkazDIMlkfU5KSkpOzYvkzZixBeJcQr1DV84FnS1oQkQkG+e8UVB5Sxv9lZubi4qKig5vwr1z3rg6mHGJ+pycrqys7IzyWjI2/h1JlKysrE5L7b3bzzgcjkA2iYjoFI68UY9QUlICl8vV4SRy78V24sSJgW4W6VRFRQUKCwtRWlp6xuPeVUqJqPfKzc3t9DnuHUpEwcbkjXqEBQsWoLS09LxLwC9YsCDQzSIdcrlcKCwsRHFx8TnPlZWVcXVSol7uhhtuANDxRtzFxcXIzs7meYKIgoZlk9QjLFu2DIsWLYLdbj/jopqfn3/qZp0XW1JVFTk5ObDb7Wf0rnsXJygvL2f5HZ1BVVUuC9/L2Gw2FBYWIj8//4xOv4qKCrhcLp4jiCioFE3TtGA3gkgU78qBwP9WBSsoKGDiRgBOzlPxjsR2hqdEWrp0KdauXQuXy3Xq82K325GZmQm73Y6CgoIgt5ACwTsvduLEiaipqYGqqigoKODiRkQUVEzeiIiIiIiIDIBz3oiIiIiIiAyAyRsREREREZEBMHkjIiIiIiIyACZvREREREREBsDkjYiIiIiIyACYvBERERERERkAkzciIiIiIiIDYPJGRERERERkAEzeiIiIiIiIDIDJGxERERERkQEweSMiIiIiIjIAS7AbQEREPZeqqsjPz4fNZoOqqsjNzUV2dnawm0VERGRITN6IiEiKiooKzJ49GytWrEBmZiZUVUVqaip27twJm80W7OYREREZDssmiYhIOJfLhdmzZ6OgoACZmZkAAJvNBrvdjqKioiC3joiIyJgUTdO0YDeCiIh6lpycHNTW1sLpdJ7zOACUlpYGo1lERESGxrJJIiISqqioCGVlZZ0maC6XK8AtIiIi6hk48kZEREKlpaUBAKqqqjp8rra2FnV1dYFuFhERkeFxzhsREQlTUVEBl8uFvLy8Dp93uVyw2+0BbhUREVHPwOSNiIiEefTRRwEACxYsOOe5iooKAEBcXFxA20RERNRTMHkjIiIhVFVFSUnJqVUlz1ZWVgYAp1afJCIiou7hgiVERCSENzkDAIfDcc7z3pE374qTRERE1D1M3oiISAjv6pIFBQVYvHjxOc8rigIAyM7OPvWYy+VCfn7+GSN1BQUFkltKRERkTEzeiIhIiPLycgBnJmde3lG305M6VVXhcDiwc+dO2Gw2AMDSpUuRm5uL4uJi+Q0mIiIyGG4VQEREQqSlpcHlcqGjy0p+fj6WLl2KqqqqU6Ns3hUpCwsLz3itoihwOp2cG0dERHQWLlhCRERC1NbWdroNQFFRETIzM894fvny5af2hDud3W7Hq6++Kq2dRERERsXkjYiIhPGWP56upKQEqqrioYceOvWYqqpQVbXD19tstlNllkRERPQ/nPNGRERCZGVldfh4fn4+srOzz9j7zeVyAeh4z7e4uLhTzxMREdH/cOSNiIiEyMnJQW1t7RmPLV26FLW1tVyAhIiISAAmb0REJMTixYvhcrmgqiqAkytMPvroo3A6nR2WR3bm7ASQiIiITmLZJBERCWGz2VBcXIxFixbBbrdDVdUztgE4+7VA54lad5I9IiKi3oLJGxERCZOdnd3hPm9ns9vtsNlsp0bpTqeq6hnz44iIiOgklk0SEVFQ3HDDDVi7du0Zj6mqCpfLhZycnCC1ioiISL+4STcREQWFy+WCw+GA0+k8tf/b0qVLUVpaitLS0iC3joiISH+YvBERUdBUVFSgsLAQaWlpqKmpAQAUFBQEuVVERET6xOSNiIiIiIjIADjnjYiIiIiIyACYvBERERERERkAkzciIiIiIiIDYPJGRERERERkAEzeiIiIiIiIDIDJGxERERERkQEweSMiIiIiIjIAJm9EREREREQGwOSNiIiIiIjIAJi8ERERERERGQCTNyIiIiIiIgNg8kZERERERGQATN6IiIiIiIgMgMkbERERERGRAfw/KRIh5QevlNUAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 440, - "width": 439 - } - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 440, - "width": 439 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "# for t2_idx, t3_idx in [(16, 16), (8, 8)]:\n", - "for t2_idx, t3_idx in [(4, 4), (8, 8)]:\n", - " t2 = np.unique(theta_tiles[:, 2])[t2_idx]\n", - " t3 = np.unique(theta_tiles[:, 2])[t3_idx]\n", - " selection = (theta_tiles[:, 2] == t2) & (theta_tiles[:, 3] == t3)\n", - "\n", - " plt.figure(figsize=(6, 6), constrained_layout=True)\n", - " plt.title(f\"slice: ($\\\\theta_2, \\\\theta_3) \\\\approx$ ({t2:.1f}, {t3:.1f})\")\n", - " plt.scatter(\n", - " theta_tiles[selection, 0],\n", - " theta_tiles[selection, 1],\n", - " c=typeI_sum[selection] / sim_size,\n", - " s=120,\n", - " )\n", - " cbar = plt.colorbar()\n", - " plt.xlabel(r\"$\\theta_0$\")\n", - " plt.ylabel(r\"$\\theta_1$\")\n", - " cbar.set_label(\"Fraction of Type I errors\")\n", - " plt.savefig(f\"grid_type1_{t2_idx}_{t3_idx}.png\", dpi=300, bbox_inches=\"tight\")\n", - " plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Compute the bound and save slices for the Plotly frontend" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "from pyimprint.model.binomial import SimpleSelection\n", - "\n", - "sys.path.append(\"../../python/example\")\n", - "import utils\n", - "\n", - "delta = 0.025\n", - "simple_selection_model = SimpleSelection(fi.n_arms, n_arm_samples, 1, [])\n", - "simple_selection_model.critical_values([fi.critical_value])\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "True\n", - "True\n" - ] - } - ], - "source": [ - "from pyimprint.bound import TypeIErrorAccum\n", - "\n", - "acc_o = TypeIErrorAccum(simple_selection_model.n_models(), gr.n_tiles(), gr.n_params())\n", - "typeI_sum = typeI_sum.astype(np.uint32).reshape((1, -1))\n", - "score_sum = typeI_score.flatten()\n", - "acc_o.pool_raw(typeI_sum, score_sum)\n", - "print(np.all(acc_o.typeI_sum() == typeI_sum))\n", - "print(np.all(acc_o.score_sum() == score_sum))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "P, B = utils.create_ub_plot_inputs(simple_selection_model, acc_o, gr, delta)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "np.save(\n", - " f\"{name}_{n_theta_1d}_{sim_size}.npy\",\n", - " dict(\n", - " P=P,\n", - " B=B,\n", - " sum=typeI_sum,\n", - " score=typeI_score,\n", - " gr=gr,\n", - " table=table,\n", - " theta_tiles=theta_tiles,\n", - " is_null_per_arm=is_null_per_arm,\n", - " ),\n", - " allow_pickle=True,\n", - ")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "for t2_idx, t3_idx in [(40, 40), (32, 32), (24, 24), (16, 16), (8, 8)]:\n", - " t2 = np.unique(theta_tiles[:, 2])[t2_idx]\n", - " t3 = np.unique(theta_tiles[:, 2])[t3_idx]\n", - " selection = (theta_tiles[:, 2] == t2) & (theta_tiles[:, 3] == t3)\n", - " Pselect = P[:, selection]\n", - " Bselect = B[selection, :]\n", - " utils.save_ub(\n", - " f\"P-{name}-{n_theta_1d}-{sim_size}-{t2_idx}.csv\",\n", - " f\"B-{name}-{n_theta_1d}-{sim_size}-{t3_idx}.csv\",\n", - " Pselect,\n", - " Bselect,\n", - " )\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "\n", - "data = np.load(\"berry2_64_8160.npy\", allow_pickle=True)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "data = data.tolist()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "p_path = \"P4D.csv\"\n", - "b_path = \"B4D.csv\"\n", - "np.savetxt(p_path, data[\"P\"], fmt=\"%s\", delimiter=\",\")\n", - "np.savetxt(b_path, data[\"B\"], fmt=\"%s\", delimiter=\",\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "t3 = np.unique(data[\"theta_tiles\"][:, 2])[8]\n", - "selection = data[\"theta_tiles\"][:, 3] == t3\n", - "p_path = \"P3D.csv\"\n", - "b_path = \"B3D.csv\"\n", - "np.savetxt(p_path, data[\"P\"][:, selection], fmt=\"%s\", delimiter=\",\")\n", - "np.savetxt(b_path, data[\"B\"][selection, :], fmt=\"%s\", delimiter=\",\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "interpreter": { - "hash": "a9637099bd81b2ef0895c64d539356b45819bc945d59d426757b1f51ae370d50" - }, - "kernelspec": { - "display_name": "Python 3.10.2 ('imprint')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.12" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/berry/berry_imprint.md b/research/berry/berry_imprint.md deleted file mode 100644 index 0b121ce0..00000000 --- a/research/berry/berry_imprint.md +++ /dev/null @@ -1,585 +0,0 @@ ---- -jupyter: - jupytext: - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: Python 3.10.2 ('imprint') - language: python - name: python3 ---- - -```python -import berrylib.util as util - -util.setup_nb() - -``` - -```python -from scipy.special import logit, expit -import matplotlib.pyplot as plt -import numpy as np -import warnings -import pyimprint.grid as grid -import berrylib.fast_inla as fast_inla -import berrylib.binomial as binomial -import berrylib.grid as berrylibgrid - -``` - -```python -name = "berry2d" -n_arms = 2 -n_arm_samples = 35 -seed = 10 -n_theta_1d = 32 -sim_size = 1000 -``` - -```python - -%%time -# null is: -# theta_i <= logit(0.1) -# the normal should point towards the negative direction. but that also -# means we need to negate the logit(0.1) offset -# so, for example, arm 2 out of 4 would be: -# n = [0, 0, -1, 0] -# c = -logit(0.1) -null_hypos = [ - berrylibgrid.HyperPlane(-np.identity(n_arms)[i], -logit(0.1)) for i in range(n_arms) -] -theta1d = [np.linspace(-3.5, 1.0, 2 * n_theta_1d + 1)[1::2] for i in range(n_arms)] -theta = np.stack(np.meshgrid(*theta1d), axis=-1).reshape((-1, len(theta1d))) -radii = np.empty(theta.shape) -for i in range(theta.shape[1]): - radii[:, i] = 0.5 * (theta1d[i][1] - theta1d[i][0]) -g = berrylibgrid.prune(berrylibgrid.build_grid(theta, radii, null_hypos)) -``` - -```python -theta = g.thetas -theta_tiles = g.thetas[g.grid_pt_idx] -``` - -```python -%%time -fi = fast_inla.FastINLA(n_arms) -rejection_table = binomial.build_rejection_table(n_arms, n_arm_samples, fi.rejection_inference) -``` - -```python -%%time -np.random.seed(seed) -samples = np.random.uniform(size=(sim_size, n_arm_samples, n_arms)) -accumulator = binomial.binomial_accumulator(lambda y,n: binomial.lookup_rejection(rejection_table, y)) - -# Chunking improves performance dramatically for larger tile counts: -# ~6x for a 64^3 grid -typeI_sum = np.empty(theta_tiles.shape[0]) -typeI_score = np.empty((theta_tiles.shape[0], n_arms)) -chunk_size = 5000 -n_chunks = int(np.ceil(theta_tiles.shape[0] / chunk_size)) -for i in range(n_chunks): - start = i * chunk_size - end = (i + 1) * chunk_size - end = min(end, theta_tiles.shape[0]) - typeI_sum[start:end], typeI_score[start:end] = accumulator(theta_tiles[start:end], g.null_truth[start:end], samples) -``` - -```python -_, n_tiles_per_pt = np.unique(g.grid_pt_idx, return_counts=True) -pos_start = np.zeros(g.n_grid_pts, dtype=np.int64) -pos_start[1:] = np.cumsum(n_tiles_per_pt)[:-1] -is_null_per_arm_gridpt = np.add.reduceat(g.null_truth, pos_start, axis=0) > 0 - -plt.title("Is null for arm 0?") -plt.scatter(theta[:, 0], theta[:, 1], c=is_null_per_arm_gridpt[:, 0], cmap="Set1") -plt.hlines(logit(0.1), -4, 2) -plt.vlines(logit(0.1), -4, 2) -plt.xlim(np.min(theta[:, 0]) - 0.2, np.max(theta[:, 0]) + 0.2) -plt.ylim(np.min(theta[:, 1]) - 0.2, np.max(theta[:, 1]) + 0.2) -plt.colorbar() -plt.show() - -plt.title("Is null for arm 1?") -plt.scatter(theta[:, 0], theta[:, 1], c=is_null_per_arm_gridpt[:, 1], cmap="Set1") -plt.hlines(logit(0.1), -4, 2) -plt.vlines(logit(0.1), -4, 2) -plt.xlim(np.min(theta[:, 0]) - 0.2, np.max(theta[:, 0]) + 0.2) -plt.ylim(np.min(theta[:, 1]) - 0.2, np.max(theta[:, 1]) + 0.2) -plt.colorbar() -plt.show() - -plt.title("Tile count per grid point") -plt.scatter(theta[:, 0], theta[:, 1], c=n_tiles_per_pt) -plt.colorbar() -plt.show() - -``` - -```python -plt.figure() -plt.title("Type I error at grid points.") -plt.scatter(theta_tiles[:, 0], theta_tiles[:, 1], c=typeI_sum / sim_size) -cbar = plt.colorbar() -plt.xlabel(r"$\theta_0$") -plt.ylabel(r"$\theta_1$") -cbar.set_label("Type I error") -plt.show() -plt.title("Yellow points are above 10\%") -plt.scatter(theta_tiles[:, 0], theta_tiles[:, 1], c=typeI_sum / sim_size > 0.1) -plt.xlabel(r"$\theta_0$") -plt.ylabel(r"$\theta_1$") -plt.show() - -``` - -```python -corners = g.vertices -c_flat = corners.reshape((-1, 2)) -plt.scatter(c_flat[:, 0], c_flat[:, 1], c="k") -plt.scatter(theta[:, 0], theta[:, 1], c="m") -plt.hlines(logit(0.1), -4, 2, "r") -plt.vlines(logit(0.1), -4, 2, "r") -plt.xlim(np.min(theta[:, 0]) - 0.2, np.max(theta[:, 0]) + 0.2) -plt.ylim(np.min(theta[:, 1]) - 0.2, np.max(theta[:, 1]) + 0.2) -plt.show() - -``` - -```python -%%time -tile_radii = g.radii[g.grid_pt_idx] -sim_sizes = np.full(g.n_tiles, sim_size) -total, d0, d0u, d1w, d1uw, d2uw = binomial.upper_bound( - theta_tiles, - tile_radii, - corners, - sim_sizes, - n_arm_samples, - typeI_sum.to_py(), - typeI_score, -) - -``` - -```python -plt.figure() -plt.title("Type I error at grid points.") -plt.scatter(theta_tiles[:, 0], theta_tiles[:, 1], c=total) -cbar = plt.colorbar() -plt.xlabel(r"$\theta_0$") -plt.ylabel(r"$\theta_1$") -cbar.set_label("Type I error") -plt.show() -``` - -# Comparing against MCMC for a few grid points - -This is a check to determine how much of the type I error is real versus an artifact coming from INLA. - - - -```python -import berrylib.mcmc as mcmc - -``` - -```python -sorted_idxs = np.argsort(typeI_sum) -idx = sorted_idxs[-1] -theta_tiles[idx] - -``` - -```python -# y_mcmc = y[idx, :] -# n_mcmc = np.full((sim_size, n_arms), n_arm_samples) -# data_mcmc = np.stack((y_mcmc, n_mcmc), axis=-1) -# n_mcmc_sims = 1000 -# results_mcmc = mcmc.mcmc_berry( -# data_mcmc[:n_mcmc_sims], fi.logit_p1, np.full(n_mcmc_sims, fi.thresh_theta), n_arms=2 -# ) -# success_mcmc = results_mcmc["exceedance"] > critical_values[0] - -``` - -```python -import pickle - -load = True -if load: - with open(f"berry_imprint_mcmc{idx}.pkl", "rb") as f: - results_mcmc = pickle.load(f) -else: - with open(f"berry_imprint_mcmc{idx}.pkl", "wb") as f: - pickle.dump(results_mcmc, f) - -``` - -```python -mcmc_typeI = np.sum( - np.any(success_mcmc & is_null_per_arm[idx, None, :], axis=-1), axis=-1 -) -inla_typeI = typeI_sum[idx] -mcmc_typeI, inla_typeI - -``` - -```python -bad_sim_idxs = np.where( - np.any((success[idx] & (~success_mcmc)) & is_null_per_arm[idx, None], axis=-1) -)[0] -unique_bad = np.unique(y[idx, bad_sim_idxs], axis=0) -print("theta =", theta_tiles[idx]) -bad_count = 0 -for i in range(unique_bad.shape[0]): - y_bad = unique_bad[i] - other_sim_idx = np.where((y[idx, :, 0] == y_bad[0]) & (y[idx, :, 1] == y_bad[1]))[0] - pct_mcmc = ( - np.any( - success_mcmc[other_sim_idx] & is_null_per_arm[idx, None, :], axis=-1 - ).sum() - / other_sim_idx.shape[0] - ) - if pct_mcmc < 0.2: - print("bad y =", y_bad, "count =", other_sim_idx.shape[0]) - bad_count += other_sim_idx.shape[0] -print("\ninla type I =", inla_typeI) -print("bad type I count =", bad_count) -print('"true" type I count =', inla_typeI - bad_count) -# print('pct of mcmc sims that had type I error', pct_mcmc) -# print('') - -# print( -# "unique y where INLA says type 1 but MCMC says not type 1: ", -# np.unique(y[idx, bad_sim_idxs], axis=0), -# ) - -``` - -```python -bad_sim_idxs = np.where( - np.any((success[idx] & (success_mcmc)) & is_null_per_arm[idx, None], axis=-1) -)[0] -print("theta: ", theta_tiles[idx]) -print( - "unique y where INLA says type 1 and MCMC also says type 1: ", - np.unique(y[idx, bad_sim_idxs], axis=0), -) - -``` - -```python -bad_sim_idxs = np.where( - np.any((~success[idx] & (~success_mcmc)) & is_null_per_arm[idx, None], axis=-1) -)[0] -print("theta: ", theta_tiles[idx]) -print( - "unique y where INLA says type 1 and MCMC also says type 1: ", - np.unique(y[idx, bad_sim_idxs], axis=0), -) - -``` - -# Building a rejection table - -```python -%%time -rejection_table = binomial.build_rejection_table(n_arms, n_arm_samples, fi.rejection_inference) -np.random.seed(10) -typeI_sum = np.zeros(theta_tiles.shape[0]) -typeI_score = np.zeros(theta_tiles.shape) -accumulator = binomial.binomial_accumulator(lambda y,n: binomial.lookup_rejection(rejection_table, y)) -for i in range(sim_size): - samples = np.random.uniform(0, 1, size=(1, n_arm_samples, fi.n_arms)) - chunk_typeI_sum, chunk_typeI_score = accumulator(theta_tiles, is_null_per_arm, samples) - typeI_sum += chunk_typeI_sum - typeI_score += chunk_typeI_score -``` - -```python -typeI_sum.shape, theta_tiles.shape - -``` - -```python -plt.figure(figsize=(8, 8)) -plt.scatter(theta_tiles[:, 0], theta_tiles[:, 1], c=typeI_sum / sim_size) -plt.colorbar() -plt.show() - -``` - -# Running a 4D grid - -```python -import berrylib.util as util - -util.setup_nb() - -# NOTE: don't be surprised if this JAX code does not scale linearly. -# JAX already uses parallelism within a single CPU device, so using multiple CPU -# devices will only take advantage of the remaining unused cores. In addition, -# there will be thrashing between the different threads trying to claim the same -# cores. This could be fixed by CPU pinning the JAX threads. There might be more -# potential to do this with a multiprocessing-based version of this -# parallelization. However, I didn't do this at the moment because I'm working -# on Mac where there is are no easy tools for CPU pinning threads. In addition, for -# higher performance, we should really be running this on a GPU where the effort -# of setting up tools for CPU pinning will have been wasted. -# see: https://github.com/google/jax/issues/743 -# some other links that might be useful for parallel and multiprocessing JAX: -# - this link provides a path to cpu pinning on mac: http://www.hybridkernel.com/2015/01/18/binding_threads_to_cores_osx.html -# - more info on JAX multithreading: https://github.com/google/jax/issues/1539 -# - running JAX inside multiprocessing: https://github.com/google/jax/issues/1805 -n_requested_cores = 8 -import os - -os.environ["XLA_FLAGS"] = ( - f"--xla_force_host_platform_device_count={n_requested_cores} " - "--xla_cpu_multi_thread_eigen=false intra_op_parallelism_threads=1" -) -os.environ["OMP_NUM_THREADS"] = "1" -os.environ["OPENBLAS_NUM_THREADS"] = "1" -os.environ["MKL_NUM_THREADS"] = "1" -from scipy.special import logit, expit -import matplotlib.pyplot as plt -import numpy as np -from pyimprint import mt19937 -import pyimprint.grid as grid -from pyimprint.driver import accumulate_process -import pyimprint.core.model.binomial -import berrylib.binomial as binomial - -import berrylib.fast_inla as fast_inla - -name = "berry2" -fi = fast_inla.FastINLA(4) -seed = 10 -n_arm_samples = 35 -n_theta_1d = 10 -sim_size = 10000 - -``` - -```python -loaded = np.load(f"{name}_{n_theta_1d}_{sim_size}.npy", allow_pickle=True).tolist() -gr = loaded["gr"] -typeI_sum = loaded["sum"] -typeI_score = loaded["score"] -table = loaded["table"] -theta_tiles = loaded["theta_tiles"] -is_null_per_arm = loaded["is_null_per_arm"] - -``` - -```python -%%time -# define null hypos -null_hypos = [] -for i in range(fi.n_arms): - n = np.zeros(fi.n_arms) - # null is: - # theta_i <= logit(0.1) - # the normal should point towards the negative direction. but that also - # means we need to negate the logit(0.1) offset - n[i] = -1 - null_hypos.append(grid.HyperPlane(n, -logit(0.1))) - -gr = grid.make_cartesian_grid_range(n_theta_1d, np.full(fi.n_arms, -3.5), np.full(fi.n_arms, 1.0), sim_size) -gr.create_tiles(null_hypos) -gr.prune() -theta_tiles = grid.theta_tiles(gr) -is_null_per_arm = grid.is_null_per_arm(gr) -``` - -```python -%%time -table = binomial.build_rejection_table(fi.n_arms, n_arm_samples, fi.rejection_inference) -``` - -# Parallel Jax accumulation - -```python -import time -import jax -import jax.numpy as jnp - -reject_fnc = lambda y, n: binomial.lookup_rejection(table, y, n) -accum = binomial.binomial_accumulator(reject_fnc) -paccum = jax.pmap(accum, in_axes=(None, None, 0), out_axes=(0, 0), axis_name="i") - -``` - -```python -%%time -np.random.seed(seed) -typeI_sum = np.zeros(theta_tiles.shape[0], dtype=np.uint32) -typeI_score = np.zeros(theta_tiles.shape) -n_cores = jax.local_device_count() -for i in range(int(np.ceil(sim_size / n_cores))): - chunk_size = np.minimum(n_cores, sim_size - i * n_cores) - samples = np.random.uniform(0, 1, size=(chunk_size, 1, n_arm_samples, fi.n_arms)) - s, c = paccum(theta_tiles, is_null_per_arm, samples) - typeI_sum += s.sum(axis=0) - typeI_score += c.sum(axis=0) -``` - -```python -i * n_cores, sim_size - -``` - -```python -# If you kill the simulation early, run these lines to accept the smaller sim_size -# sim_size = (i + 1) * n_cores -# gr.sim_sizes()[:] = sim_size - -``` - -```python -np.save( - f"{name}_{n_theta_1d}_{sim_size}.npy", - dict( - sum=typeI_sum, - score=typeI_score, - gr=gr, - table=table, - theta_tiles=theta_tiles, - is_null_per_arm=is_null_per_arm, - ), - allow_pickle=True, -) - -``` - -# Making some figures! - -```python -# for t2_idx, t3_idx in [(16, 16), (8, 8)]: -for t2_idx, t3_idx in [(4, 4), (8, 8)]: - t2 = np.unique(theta_tiles[:, 2])[t2_idx] - t3 = np.unique(theta_tiles[:, 2])[t3_idx] - selection = (theta_tiles[:, 2] == t2) & (theta_tiles[:, 3] == t3) - - plt.figure(figsize=(6, 6), constrained_layout=True) - plt.title(f"slice: ($\\theta_2, \\theta_3) \\approx$ ({t2:.1f}, {t3:.1f})") - plt.scatter( - theta_tiles[selection, 0], - theta_tiles[selection, 1], - c=typeI_sum[selection] / sim_size, - s=120, - ) - cbar = plt.colorbar() - plt.xlabel(r"$\theta_0$") - plt.ylabel(r"$\theta_1$") - cbar.set_label("Fraction of Type I errors") - plt.savefig(f"grid_type1_{t2_idx}_{t3_idx}.png", dpi=300, bbox_inches="tight") - plt.show() - -``` - -# Compute the bound and save slices for the Plotly frontend - -```python -from pyimprint.model.binomial import SimpleSelection - -sys.path.append("../../python/example") -import utils - -delta = 0.025 -simple_selection_model = SimpleSelection(fi.n_arms, n_arm_samples, 1, []) -simple_selection_model.critical_values([fi.critical_value]) - -``` - -```python -from pyimprint.bound import TypeIErrorAccum - -acc_o = TypeIErrorAccum(simple_selection_model.n_models(), gr.n_tiles(), gr.n_params()) -typeI_sum = typeI_sum.astype(np.uint32).reshape((1, -1)) -score_sum = typeI_score.flatten() -acc_o.pool_raw(typeI_sum, score_sum) -print(np.all(acc_o.typeI_sum() == typeI_sum)) -print(np.all(acc_o.score_sum() == score_sum)) - -``` - -```python -P, B = utils.create_ub_plot_inputs(simple_selection_model, acc_o, gr, delta) - -``` - -```python -np.save( - f"{name}_{n_theta_1d}_{sim_size}.npy", - dict( - P=P, - B=B, - sum=typeI_sum, - score=typeI_score, - gr=gr, - table=table, - theta_tiles=theta_tiles, - is_null_per_arm=is_null_per_arm, - ), - allow_pickle=True, -) - -``` - -```python -for t2_idx, t3_idx in [(40, 40), (32, 32), (24, 24), (16, 16), (8, 8)]: - t2 = np.unique(theta_tiles[:, 2])[t2_idx] - t3 = np.unique(theta_tiles[:, 2])[t3_idx] - selection = (theta_tiles[:, 2] == t2) & (theta_tiles[:, 3] == t3) - Pselect = P[:, selection] - Bselect = B[selection, :] - utils.save_ub( - f"P-{name}-{n_theta_1d}-{sim_size}-{t2_idx}.csv", - f"B-{name}-{n_theta_1d}-{sim_size}-{t3_idx}.csv", - Pselect, - Bselect, - ) - -``` - -```python -import numpy as np - -data = np.load("berry2_64_8160.npy", allow_pickle=True) - -``` - -```python -data = data.tolist() - -``` - -```python -p_path = "P4D.csv" -b_path = "B4D.csv" -np.savetxt(p_path, data["P"], fmt="%s", delimiter=",") -np.savetxt(b_path, data["B"], fmt="%s", delimiter=",") - -``` - -```python -t3 = np.unique(data["theta_tiles"][:, 2])[8] -selection = data["theta_tiles"][:, 3] == t3 -p_path = "P3D.csv" -b_path = "B3D.csv" -np.savetxt(p_path, data["P"][:, selection], fmt="%s", delimiter=",") -np.savetxt(b_path, data["B"][selection, :], fmt="%s", delimiter=",") - -``` - -```python - -``` diff --git a/research/berry/berry_marginal_playground.ipynb b/research/berry/berry_marginal_playground.ipynb deleted file mode 100644 index 8e591373..00000000 --- a/research/berry/berry_marginal_playground.ipynb +++ /dev/null @@ -1,855 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import berrylib.util as util\n", - "util.setup_nb()" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/.mambaforge/envs/imprint/lib/python3.10/site-packages/jax/_src/lib/__init__.py:33: UserWarning: JAX on Mac ARM machines is experimental and minimally tested. Please see https://github.com/google/jax/issues/5501 in the event of problems.\n", - " warnings.warn(\"JAX on Mac ARM machines is experimental and minimally tested. \"\n", - "/Users/tbent/.mambaforge/envs/imprint/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], - "source": [ - "# Import MCMC first so that JAX gets set up with 8 cores.\n", - "import berrylib.mcmc as mcmc\n", - "\n", - "import numpy as np\n", - "import scipy.stats\n", - "import matplotlib.pyplot as plt\n", - "from scipy.special import logit\n", - "\n", - "import berrylib.fast_inla as fast_inla\n", - "import berrylib.quadrature as quadrature" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up some tools for plotting\n", - "\n", - "We want to plot two main things:\n", - "1. The posterior arm marginal: $p(\\theta_i | y)$\n", - "2. The hyperparameter posterior: $p(\\sigma^2 | y)$" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "def run_mcmc(fi, y, n, n_samples=20000):\n", - " return mcmc.mcmc_berry(\n", - " np.stack((y, n), axis=-1),\n", - " fi.logit_p1,\n", - " fi.thresh_theta,\n", - " dtype=np.float64,\n", - " n_samples=n_samples\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [], - "source": [ - "def compare_arm_marginals(fi, y, n, arm_idx, plot_idx, ti_N=51, results_mcmc=None, n_theta=15, n_samples=20000, include_laplace=False, show=True):\n", - " data = np.stack((y, n), axis=-1)\n", - " if results_mcmc is None:\n", - " results_mcmc = run_mcmc(\n", - " fi, y[plot_idx : (plot_idx + 1)], n[plot_idx : (plot_idx + 1)],\n", - " n_samples=n_samples\n", - " )\n", - " mcmc_arm = results_mcmc[\"x\"][0][\"theta\"][0, :, arm_idx]\n", - " else: \n", - " mcmc_arm = results_mcmc[\"x\"][plot_idx][\"theta\"][0, :, arm_idx]\n", - " if not isinstance(mcmc_arm, np.ndarray):\n", - " mcmc_arm = mcmc_arm.to_py()\n", - "\n", - " # print('arm_idx=', arm_idx, ' y=', y[plot_idx])\n", - " ti_rule = util.simpson_rule(ti_N, -6.0, 2.0)\n", - "\n", - " sigma2_post, _, theta_mu, theta_sigma, _ = fi.numpy_inference(data)\n", - "\n", - " integrate_dims = list(range(fi.n_arms))\n", - " integrate_dims.remove(arm_idx)\n", - " quad_p_ti_g_y = quadrature.integrate(\n", - " fi,\n", - " y[plot_idx],\n", - " n[plot_idx],\n", - " integrate_sigma2=True,\n", - " fixed_arm_dim=arm_idx,\n", - " fixed_arm_values=ti_rule.pts,\n", - " n_theta=n_theta,\n", - " )\n", - " quad_p_ti_g_y /= np.sum(quad_p_ti_g_y * ti_rule.wts)\n", - "\n", - " gaussian_pdf = scipy.stats.norm.pdf(\n", - " ti_rule.pts[:, None],\n", - " theta_mu[plot_idx, :, arm_idx],\n", - " theta_sigma[plot_idx, :, arm_idx],\n", - " )\n", - " gaussian_p_ti_g_y = np.sum(\n", - " gaussian_pdf * sigma2_post[plot_idx] * fi.sigma2_rule.wts[None, :], axis=1\n", - " )\n", - "\n", - " # construct bin edges such that the bin midpoints correspond to ti_rule.pts\n", - " mcmc_p_ti_g_y = mcmc.calc_pdf(mcmc_arm, ti_rule.pts, ti_rule.wts)\n", - "\n", - " if include_laplace:\n", - " y_tiled = np.tile(y, (ti_rule.pts.shape[0], 1))\n", - " n_tiled = np.tile(n, (ti_rule.pts.shape[0], 1))\n", - " ti_pts_tiled = np.tile(ti_rule.pts[:, None], (1, fi.sigma2_n)) \n", - "\n", - " ti_max, ti_hess_inv = fi.optimize_mode(y_tiled, n_tiled, fixed_arm_dim=arm_idx, fixed_arm_values=ti_pts_tiled)\n", - " ti_logjoint = fi.log_joint(y_tiled, n_tiled, ti_max)\n", - "\n", - " ti_post = np.exp(ti_logjoint + 0.5 * np.log(np.linalg.det(-ti_hess_inv)))\n", - " ti_post /= np.sum(ti_post * ti_rule.wts[:, None], axis=0)\n", - " laplace_p_ti_g_y = np.sum(ti_post * sigma2_post * fi.sigma2_rule.wts, axis=1)\n", - " plt.plot(ti_rule.pts, laplace_p_ti_g_y, \"k-x\", markersize=7, label=\"INLA-Laplace\")\n", - "\n", - "\n", - " plt.plot(ti_rule.pts, gaussian_p_ti_g_y, \"k-\", markersize=3, label=\"INLA\")\n", - " plt.plot(ti_rule.pts, quad_p_ti_g_y, \"k--\", markersize=3, label=\"Quadrature\")\n", - " plt.plot(ti_rule.pts, mcmc_p_ti_g_y, \"k.\", label=\"MCMC\")\n", - "\n", - " y_str = ', '.join([str(v) for v in y.astype(np.int32)[plot_idx]])\n", - " n_str = ', '.join([str(v) for v in n.astype(np.int32)[plot_idx]])\n", - " plt.title(f'y=[{y_str}] n=[{n_str}]')\n", - "\n", - " plt.xlabel(r\"$\\theta_\" + str(arm_idx) + \"$\")\n", - " plt.ylabel(r\"$p(\\theta_\" + str(arm_idx) + \" \\| y)$\")\n", - " plt.legend()\n", - " if show:\n", - " plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [], - "source": [ - "def compare_hyperparam_posterior(fi, y, n, plot_idx, results_mcmc=None, n_theta=15):\n", - " if results_mcmc is None:\n", - " results_mcmc = run_mcmc(\n", - " fi, y[plot_idx : (plot_idx + 1)], n[plot_idx : (plot_idx + 1)]\n", - " )\n", - " mcmc_sigma2 = results_mcmc[\"x\"][0][\"sigma2\"][0, :]\n", - " else: \n", - " mcmc_sigma2 = results_mcmc[\"x\"][plot_idx][\"sigma2\"][0, :]\n", - " if not isinstance(mcmc_sigma2, np.ndarray):\n", - " mcmc_sigma2 = mcmc_sigma2.to_py()\n", - "\n", - " sigma2_post, _, theta_mu, theta_sigma, _ = fi.numpy_inference(np.stack((y, n), axis=-1))\n", - "\n", - " quad_p_s2_g_y = quadrature.integrate(\n", - " fi,\n", - " y[plot_idx],\n", - " n[plot_idx],\n", - " integrate_sigma2=False,\n", - " n_theta=n_theta,\n", - " )\n", - " quad_p_s2_g_y /= np.sum(quad_p_s2_g_y * fi.sigma2_rule.wts)\n", - "\n", - " mcmc_p_s2_g_y = mcmc.calc_pdf(mcmc_sigma2, fi.sigma2_rule.pts, fi.sigma2_rule.wts)\n", - "\n", - " plt.plot(np.log10(fi.sigma2_rule.pts), sigma2_post[plot_idx], \"k-\", markersize=3, label=\"INLA-Gaussian\")\n", - " plt.plot(np.log10(fi.sigma2_rule.pts), quad_p_s2_g_y, \"k--\", markersize=3, label=\"Quad\")\n", - " plt.plot(np.log10(fi.sigma2_rule.pts), mcmc_p_s2_g_y, \"ko\", markersize=3, label=\"MCMC\")\n", - " plt.xlabel('$\\log_{10} (\\sigma^2)$')\n", - " plt.ylabel('$p(\\sigma^2 \\| y)$')\n", - " plt.legend()\n", - " plt.show()\n", - "\n", - " plt.plot(np.log10(fi.sigma2_rule.pts), sigma2_post[plot_idx] * fi.sigma2_rule.wts, \"k-\", markersize=3, label=\"INLA-Gaussian\")\n", - "\n", - " y_str = ', '.join([str(v) for v in y.astype(np.int32)[plot_idx]])\n", - " n_str = ', '.join([str(v) for v in n.astype(np.int32)[plot_idx]])\n", - " plt.title(f'y=[{y_str}] n=[{n_str}]')\n", - "\n", - " plt.plot(np.log10(fi.sigma2_rule.pts), quad_p_s2_g_y * fi.sigma2_rule.wts, \"k--\", markersize=3, label=\"Quad\")\n", - " plt.plot(np.log10(fi.sigma2_rule.pts), mcmc_p_s2_g_y * fi.sigma2_rule.wts, \"ko\", markersize=3, label=\"MCMC\")\n", - " plt.legend()\n", - " plt.xlabel('$\\log_{10} (\\sigma^2)$')\n", - " plt.ylabel('$p(\\sigma^2 \\| y) * w$')\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exploring a 2D grid.\n", - "\n", - "Every situation where $y_i \\in \\{0, 1, ..., 9\\}$" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [], - "source": [ - "fi = fast_inla.FastINLA(n_arms=2, sigma2_n=90)\n", - "\n", - "# Compute for a grid of y values ranging from 0 to 9 with n = 35\n", - "ys = np.arange(0, 10)\n", - "Y1, Y2 = np.meshgrid(ys, ys)\n", - "ygrid = np.stack((Y1.ravel(), Y2.ravel()), axis=-1)\n", - "ngrid = np.full_like(ygrid, 35)" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [], - "source": [ - "import pickle\n", - "mcmc_filename = 'mcmc_grid.pkl'\n", - "load = True\n", - "if load:\n", - " with open(mcmc_filename, 'rb') as f:\n", - " results_mcmc = pickle.load(f)\n", - "else:\n", - " results_mcmc = run_mcmc(fi, ygrid, ngrid)\n", - " with open(mcmc_filename, 'wb') as f:\n", - " pickle.dump(results_mcmc, f)" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [], - "source": [ - "plot_idx = 84\n", - "arm_idx = 0\n", - "y = ygrid[plot_idx:(plot_idx + 1)]\n", - "n = ngrid[plot_idx:(plot_idx + 1)]\n", - "sigma2_post, _, theta_mu, theta_sigma, _ = fi.numpy_inference(np.stack((y, n), axis=-1))" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [], - "source": [ - "ti_rule = util.simpson_rule(51, -3.0, 1.0)\n", - "gaussian_pdf = scipy.stats.norm.pdf(\n", - " ti_rule.pts[:, None],\n", - " theta_mu[0, :, arm_idx],\n", - " theta_sigma[0, :, arm_idx],\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [], - "source": [ - "T, S = np.meshgrid(ti_rule.pts, fi.sigma2_rule.pts, indexing='ij')" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 267, - "width": 401 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(np.log10(fi.sigma2_rule.pts), sigma2_post[0] * fi.sigma2_rule.wts, 'k-', linewidth=2.5)\n", - "plt.xlabel('$\\log_{10} \\sigma^2$')\n", - "plt.ylabel('$p(\\sigma^2 | y) * w$')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 269, - "width": 390 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "cntf = plt.contourf(T, np.log10(S), gaussian_pdf)# * sigma2_post * fi.sigma2_rule.wts)\n", - "plt.contour(\n", - " T,\n", - " np.log10(S),\n", - " gaussian_pdf,\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " # levels=levels,\n", - " extend=\"both\",\n", - ")\n", - "cbar = plt.colorbar(cntf)\n", - "plt.xlabel(f'$\\\\theta_{arm_idx}$')\n", - "plt.ylabel('$\\log_{10} \\sigma^2$')\n", - "cbar.set_label('$p(\\\\theta_0 | \\sigma^2, y)$')\n", - "plt.savefig('ptheta_given_sig_cntf.jpg', dpi=300, bbox_inches='tight')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [], - "source": [ - "sigs = fi.sigma2_rule.pts\n", - "\n", - "mcmc_results = mcmc.mcmc_berry(np.stack((y, n), axis=-1), fi.logit_p1, fi.thresh_theta, sigma2_val=sigs[0], n_samples=300000)\n", - "pdf0 = mcmc.calc_pdf(mcmc_results['x'][0]['theta'][0,:,0], ti_rule.pts, ti_rule.wts)\n", - "mcmc_results = mcmc.mcmc_berry(np.stack((y, n), axis=-1), fi.logit_p1, fi.thresh_theta, sigma2_val=sigs[50], n_samples=300000)\n", - "pdf50 = mcmc.calc_pdf(mcmc_results['x'][0]['theta'][0,:,0], ti_rule.pts, ti_rule.wts)\n", - "mcmc_results = mcmc.mcmc_berry(np.stack((y, n), axis=-1), fi.logit_p1, fi.thresh_theta, sigma2_val=sigs[89], n_samples=300000)\n", - "pdf89 = mcmc.calc_pdf(mcmc_results['x'][0]['theta'][0,:,0], ti_rule.pts, ti_rule.wts)" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 374, - "width": 389 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "# for i in [0, 50, 89]:# range(0, fi.sigma2_rule.pts.shape[0], 10):\n", - "plt.figure(figsize=(6,6))\n", - "lw = 2.5\n", - "plt.plot(ti_rule.pts, gaussian_pdf[:, 0], 'b-', linewidth=lw, label='$\\sigma^2 = 10^{-6}$')\n", - "plt.plot(ti_rule.pts, gaussian_pdf[:, 50], 'b--', linewidth=lw, label='$\\sigma^2 = 10^{-1}$')\n", - "plt.plot(ti_rule.pts, gaussian_pdf[:, 89], 'b:', linewidth=lw, label='$\\sigma^2 = 10^3$')\n", - "plt.plot(ti_rule.pts, pdf0, 'r-' ,linewidth=lw)\n", - "plt.plot(ti_rule.pts, pdf50, 'r--',linewidth=lw)\n", - "plt.plot(ti_rule.pts, pdf89, 'r:' ,linewidth=lw)\n", - "plt.plot([],[], 'b', label='Gaussian')\n", - "plt.plot([],[], 'r', label='MCMC')\n", - "plt.legend(loc='upper left')\n", - "plt.xlabel(r'$\\theta_0$')\n", - "plt.ylabel(r'$p(\\theta_0 | \\sigma^2, y)$')\n", - "plt.savefig('ptheta_given_sig.jpg', dpi=300, bbox_inches='tight')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 265, - "width": 389 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "from scipy.special import expit\n", - "# for i in [0, 50, 89]:# range(0, fi.sigma2_rule.pts.shape[0], 10):\n", - "plt.plot(expit(ti_rule.pts), gaussian_pdf[:, 0], 'k-', label='$\\sigma^2 = 10^{-6}$')\n", - "plt.plot(expit(ti_rule.pts), gaussian_pdf[:, 50], 'k--', label='$\\sigma^2 = 10^{-1}$')\n", - "plt.plot(expit(ti_rule.pts), gaussian_pdf[:, 89], 'k:', label='$\\sigma^2 = 10^3$')\n", - "# plt.plot(ti_rule.pts, pdf0, 'r-')\n", - "# plt.plot(ti_rule.pts, pdf50, 'r--')\n", - "# plt.plot(ti_rule.pts, pdf89, 'r:')\n", - "plt.legend()\n", - "plt.xlabel(r'$p_0$')\n", - "plt.ylabel(r'$p(p_0 | \\sigma^2, y)$')\n", - "plt.savefig('p_given_sig.png', dpi=300, bbox_inches='tight')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 282, - "width": 388 - } - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 282, - "width": 388 - } - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 282, - "width": 388 - } - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwkAAAI1CAYAAACdVLbuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAABYlAAAWJQFJUiTwAACCW0lEQVR4nO3deXhcdd3//9eka7pO0pYAhbaZtKVFRDtJWFxY7ERUqBpIWi3qfYM2Qe6v3qiQUAH1K2qZ4PrFH5Ig3m7lpp1o1Mpyk6lsymKSoQVKgTYTWqA1LUkOXZJuyfz+yH0OM8mkWWfOLM/HdXFxzpmTmXcm6eS8zmdzhEKhkAAAAADgf2XYXQAAAACAxEJIAAAAABCBkAAAAAAgAiEBAAAAQARCAgAAAIAIhAQAAAAAEQgJAAAAACIQEgAAAABEICQAAAAAiEBIAAAAABCBkAAAAAAgAiEBAAAAQITxdhcAAKkuPz8/Yr+goEDV1dU2VTM2/H6/KisrI46tXbtWJSUlNlUUO6n487NDOv3OAKmAkAAAMRYIBOwuYcwZhtHv+woGgzZVE1up+POzQzr9zgCpgO5GABAnHR0dCoVCampqsruUUSspKVEoFFIoFEqbO8Gp9POzQzr+zgDJjJAAADYqLS2Vw+EY9L943HGtra1VUVGRsrKy5HA4lJ+fr8rKShmGEfPXTnYjee8S5WefzLUDiB26GwFAAnA6ncrOzrbltQ3DUGlpqfx+vyTJ5XLJ5XIpGAyqqqpKNTU12rx5s9xuty31JbKxeO/s+tknc+0AYo+QAAAJYO3ataqoqLDltZcvX65AIKCysjJ5vV45nU7rsfLyctXU1Gj58uVqaWmJeAxj897Z9bNP5toBxB7djQAgjQWDQQUCAXm9XlVXV/e7GDRn8TEMw7rjjF7J/N4lc+0A4oOQAABpzOVyqb6+/qR3g10ulySpoaEhXmUlhWR+75K5dgDxQUgAgDTn8XgGfMwwDGvwaWFhYbxKShrJ/N4lc+0AYo+QAAAYkLn4ldPpZNrKYUrm9y6ZawcwNggJAFJCTU2NHA6HsrKyTnpeZWWlHA6HioqK4lTZ0NXU1Cg/P9/6PsrLy22rxTAMa/CqJPl8vpi+Xnl5ufLy8lRbWytJqqqqUl5envVelJaWJs1UrCN57xLlZ5/MtQMYYyEASBFOpzMkKVRdXT3oOT6fL251SQpJCnV0dPR7rKSkxHrc/M/lckVsNzc3x6XOjo6OkMvlst4jSSGn0xmqr68/6deZ34PX6x3xa3s8npCkUEVFhfX9h78P5r4dTvbzM43kvUuUn70dtY/F7wyA2KIlAUDKKCsrk/TuzCx9+f1+GYYR0YUiEAgMaVGoofw3WCvGUOoPhUJqbm5WR0eHPB6PgsFg3Fo92tvbFQwGI+7Yx3sO/KqqKjmdTnV0dKi5uVmhUMj6eQaDQaulwZQoP7/Rvnd2/uyTuXYAsUNIAJAy1q5dK6n3wjEQCPR73LzYNMOEJLndbnV0dIzJfy0tLSOuvaSkJCLcOJ1Oq6tHMBi0un/EksvlUigUUigUUkdHh3w+n9rb21VUVBTXLiSbN2+OmJKzrKzMWtCrvr4+4txE+fmN5r2z+2efzLUDiCG7mjAAIBbMbgxlZWURxzs6OqyuEPHqvmPSIN1VTtaNxfx+3G53bIobREdHh9UNpaKiIuo5Y9ndyOPxRH28rKwsJClUUlIy4tcYqcF+fgMZynuXqD/7WNdOdyMg8dGSACClmK0JNTU1Ed0nNm7cKKn3zrM5/3uiONkqxmat0VpG4sHpdFotL1VVVTEfPJxoP5vRGMp7l6g/+2SuHcDYICQASCnhIcAMBtK7XY3MEJEsZs2aZW3bNbtPeN/yxsbGmL7WyS48k9Fo3ju7f/bJXDuA0RtvdwEAMNYqKytVXl6u6upqlZWVyTAMBQKBAed8H6uLmFhc4DY3N8f0+VNBIv/8RiOZf/bJXDuAXoQEACmnrKxMlZWVCgQCETPihA9YNgUCAeXn54/J65qz8gyHOdvSQMw7uObA3bHm9/tPuvKuJGvlXUkqKCiISR0jZefPb7TvnZ0/+2SuHUB80N0IQEoyA0Ftba02bNggSVFnanG73dbMLqP9b7gBobKyUsuXLx/wcb/fb/XpjlU3Ka/Xq9LS0kHPkXrfq0S7K2znz280753dP/tkrh1AfBASAKQk8+Kkvr5egUAgIQcsz5o1S4FAQHl5efL7/RGP1dbWWhdxJSUlA3aTqqmp6TdIezgqKytVW1urrKysftNVGoahoqIi645yrFddTjajee/s/tnbWTuAJBHbyZMAwD7hq8LGc4XlvnSSKTS9Xm+/VWvDV77tO5VruObmZuu8pqamEddXX18f8Zoulyti9dyhrr47VisuR5OoU6CO5r2z+2dvV+2hEFOgAsmAlgQAKSu8q0Oi3tGsqKhQc3OzysrK5HK5rLu3Ho9H9fX1A64ePZY8Ho86Ojrk9XrldrutFXjdbrcqKirU0tIyaP/1dDWa987un30y1w4g9hyhUChkdxEAEAvmoNaysjJbL1ocDockqaOjY8z79FdWVqqqqiomzz1UpaWlqq2tldfrVUVFhS01xFIsf36jkQg/+5FK9d8ZIBXQkgAgZZnBoLKy0uZKYicQCMjj8STdRSJGj589gFgiJABIWTU1NQk5YHksNTY2DjpLDVITP3sAsURIAJCSzNaDVJ6C0TAMeTwerVy50u5SEGf87AHEGoupAUgZWVlZVquBOe1pog5YHgtOp5NpSdMUP3sAsUZIAJAyCgoKrHnbPR4PF1EAAIwQ3Y0ApIz6+npr9dz6+vqEG9CZlZUlh8Oh/Px8u0sZtdraWjkcDjkcDtXW1tpdTlyk0s/PDun4OwMkM1oSACDG3G53xH4qDKR2Op0p+X1Fky7fZ6yl0+8MkApYJwEAAABABLobAQAAAIhASAAAAAAQgZAAAAAAIAIDl+NswYIFOnDggHJzc+0uBQAAACmspaVFM2bM0Ouvvz7sryUkxNmBAwd05MgRu8sAAABAihvNNSchIc7MFoSmpiabKwEAAEAqG826LoxJAAAAABCBkAAAAAAgAiEBAAAAQARCAgAAAIAIhAQAAAAAEQgJAAAAACIQEgAAAABEICQAAAAAiEBIAAAAABCBkAAAAAAgAiEBAAAAQARCAgAAAIAI4+0uAMMXCoXU2dmpAwcO6NChQ+ru7lYoFLK7LACDcDgcGjdunKZNm6YZM2ZoypQpcjgcdpcFAEA/KRcSamtrtW7dOjU1NY34Ofx+v3w+n/Ly8tTW1ibDMOT1euV0Oseu0BHq6enRW2+9pUOHDtldCoBhCoVCOnHihAzDkGEYmjZtmubOnauMDBp1Eamzs1N1dXVqaWmRy+VScXGxMjMz7S4LQBpJiZBQXl6u9vZ2ZWdny+/3j+q5ooWMQCCg/Px8NTU12RoUQqGQFRDGjRunrKwsTZ8+XRMnTuQiA0gCPT09OnbsmA4ePKiOjg4dOnRIb731ls444wxaFGBpaGjQihUr1Nraah3LycnRpk2bVFhYaGNlANKJI5Ri/VTy8/NlGIaam5uH/bWGYSgrK0v19fXyeDwRj5WWlkqSfD7fqOuTNKKWjsOHD2v37t0aN26c5s2bp8mTJ4+qFgD2OXLkiHbv3q3u7m7NmzdPU6dOtbskJICuri7l5uZGBARTTk6OWlpaaFEAMGSjue7k9nOYjRs3SpIKCgr6PbZq1SrV1tbGu6QIBw4ckCRlZWUREIAkN3nyZKtl0vy3DdTV1UUNCJLU2tqqurq6OFcEIF0REsL4fD45nc6oXYpcLpck2RoUzHEI06dPt60GAGNnxowZksQYI1iCweCoHgeAsUJICNPY2Kjs7Oyoj5nBoaGhIY4VReru7pYkTZw40bYaAIwd89+y+W8bMG9IjfRxABgrhIQwhmGMyTmxYg4fYZAykBrMwcopNjQMo1BcXKycnJyoj+Xk5Ki4uDjOFQFIVykxu9FYGmj2IrOFob29fUjPYw4U6Wv79u1aunTpiGoDkFqY0Qh9ZWZmatOmTQPObsSgZQDxQkgYJjtbEgAAqa+wsFAtLS2qq6tTMBhknQQAtiAk9DFQCDBbEIa6TsJAU00N1MIAAIApMzNTq1evtrsMAGmMzu1hhhIABhrYDADAWNq1a9eA06ECQKwREsIUFBQMOL2ceZyWAABArP3pT3/SggULdNZZZ+mf//yn3eUASEOEhDDmqsrRmCGh70rMSC9+v18Oh0MOh0OBQOCkjzscjpP+TpkqKyvlcDhUVFQ0otccqby8POt5mXsdSCw//vGPJUnvvPOO/u3f/k1HjhyxuSIA6SZtQ0K0i6KVK1dKir5gms/nk8fjYY5qDEttbW1CXoAHAoGIuqqrq22sBkC4jo4OPf3009b+K6+8ov/7f/+vjRUBSEcpFxIMwxh0mtL8/Hzl5eX1uyvrdDpVXV2tysrKiOPmBZXP5xvzepG6zEDp9XptrqQ/MxS43W5J9q4kDiDSo48+2m+BvTvvvFONjY02VQQgHaXE7EZVVVVqaGhQMBi07o7m5eXJ7XbL5XL1u0jzeDwyDCPqQOWysjK5XC6VlpaqsLBQbW1tMgxDTU1NQ57ZCJB6uxGVl5erpqZGXq83oX5/Nm7cKEm69957lZ+fr2AwqEAgYIUGAPZ56KGHrO0JEybo+PHj6u7u1jXXXKPGxkZNmjTJxuoApIuUCAkVFRXDOt/r9Z707q7H42HsAUatrKxMlZWVMgxD69atS5gWBb/fL8MwVFJSYgXpYDCo6upquh0BNuvp6dHDDz9s7f/ud7/Ttddeq87OTr300kv6/ve/r+9+97s2VgggXaRcdyMgkZjBoKqqKmEW4jODwKpVqyRJJSUlkt5tXQBgn8bGRu3fv1+SNH78eL355pv6wQ9+YD2+bt06bdmyxabqAKQTQgIQQ2VlZVY3o3Xr1tlbzP8yxx+Y4cAMC4ZhyO/321YXgMiuRidOnNDjjz+ur3zlK3rf+95nHbvmmmt0/Phxu0oEkCYICUCMrV27VlJitCaYASG8O53b7baCDN2NAHuFhwRJ+vCHP6zrr79eL7zwgsaNGydJ2rJlS8J0XwSQuggJQIxVVFRYF+E1NTW21mKGgL7rN5SVlUliliPATq2trWpoaLD2MzIydOqpp6q6ulqhUEg9PT3WY9/97nf10ksv2VEmgDRBSEhh4Yt6pdt/icZsTbCzy1F4dyJzTRCT2eVIIigAdnnkkUci9i+++GJ94Qtf0OWXXy5JCoVCmjZtmiTp+PHjuuaaa3TixIm41wkgPRASgDgwZ+AyDENVVVW21GC2Yng8nn7TsdLlCLBf365GV155pSTpJz/5iSZMmCBJOnTokNXtqLGxUT/60Y/iWySAtEFIAOLEDAp2tSZs2LBBUv+uRiazdcGcIhVA/Bw/frxfS8KnP/1pSdKiRYv09a9/3TqemZlpbX/729/WK6+8EpcaAaQXQkIKC4VCaftfIjK7HBmGEfexCeZiaVL/rkam8PBg99gJIN0888wzOnDggLV/3nnn6YwzzrD2b731Vp1++umSelsTcnJyJElHjx7VNddc02+FZgAYLUICECdOp9NqTaisrIzra4d3IVqzZo1KS0v7/Rc+W4rZ6gAgPh588MGIfbOrkWnatGkRXRXb2to0fnzveqjPPvusfvazn8W+SABpJSVWXAaSxdq1a62pUGtqaqxZhWItfDDyUAYmBwIBBYNBuVyuWJYF4H/99a9/jdgvLi7ud87q1at199136+mnn9aJEye0aNEi7dixQ5L0zW9+U6FQSF1dXXK5XCouLo7olgQAw0VLAhBHTqfTCgbxmufcvOCXBu+C1tTUZH0dA5iB+Ni9e7defvlla3/p0qVavHhxv/McDofuuusuawa3HTt2aMGCBZJ6ux3deOONuu2223T11VcrNzc3YjpVABguQgIQZ2Y4CAaDcZlu1LzYN1dYPhm32221HjAuAYiP8FmNioqKVF9fP+C5brdba9askdS70Np3v/vdqOe1trZqxYoV6urqGttiAaQNQgIQZ+GtCfEYm7Bx40ZJUnl5+ZDON88zDMMa7AwgdsJDwhVXXKG5c+ee9Pzvf//7euCBB/TEE09Y06FG09raqrq6ujGrE0B6ISQANjDDQaxbE8zpTJ1Opzwez5C+JnycBF2OgNg6cuSINm/ebO1/4hOfGPRrZs+erVWrVsnhcFhdCQcy2OMAMBBCAmADl8tldf8Zzh/x5cuXKy8vr99/WVlZ1n/hM6CYF/nDGSAdHijMVggAsfHEE0+os7NTUu96CAsXLhzW1w82uQCTDwAYKUICYJORDFw2DEPBYLDff4ZhWP+1tbVZ55utFKtWrRrW64R3OYrHuAkgXYXParRgwQIdO3ZsWF9fXFxsrZnQV05OTtRZkgBgKJgCFRgGj8dz0sXaBns8nMvlGtK5w3nOvkb6dSUlJQm7KB2QSsLHDDQ1NVlrHwzVK6+8EnWq0zlz5mjTpk1MgwpgxGhJAADABq+99preeusta//KK69URsbw/izPmjVLra2t/Y7/+te/VmFh4ahrBJC+CAkAANig7yrLpaWlw36OefPm6eabb+53/LXXXhtxXQAgERIAALDFhg0brO0pU6bokksuGdHz3HTTTZo/f37EsRdffHE0pQEAIQEAgHg7dOhQxIrIl112mSZOnDii58rMzNQtt9wScYyQAGC0CAkAAMTZ5s2b1dPTY+1//vOfH9Xz5efnR+xv27Yt4vkBYLgICQAAxNn9999vbY8fP16XXXbZqJ5vyZIlcjgc1n5nZycLqQEYFUICAABxFAqF9Mgjj1j7H/jABzRlypRRPeeUKVO0YMGCiGMvvPDCqJ4TQHojJAAAEEcvvviiDhw4YO1fe+21Y/K8Z599dr/XAYCRIiQAABBHmzZtsrYdDoc+9alPjcnzEhIAjCVCAgAAcRTe1eib3/ymnE7nmDzv5Zdfruuuu87aJyQAGA1CAgAAcdLR0aGnn35aUm8rwle/+tUxe+6LL75YP/rRj6wBzDt37lRnZ+eYPT+A9EJIAAAgTh599FFratLCwkKdcsopY/r8U6ZM0cKFCyVJPT09evnll8f0+QGkD0ICAABx8uCDD1rbn/jEJ2LyGueee661TZcjACNFSAAAIA56enq0ceNGa/+jH/1oTF7nve99r7VNSAAwUoQEAADi4PHHH9fRo0et/ZycnDF/jd/+9rf61a9+Ze0TEgCMFCEBAIAY6+zsVGVlpbWflZUll8s15q9z9OhR7d6929onJAAYKUICAAAx1NDQIJfLpcbGRutYV1eXGhoaxvy1+q6V0Nraqn379o356wBIfYQEAABipKurSytWrFBra2vE8SNHjmjFihXq6uoa09dbunRpv2O0JgAYCUICAAAxUldX1y8gmFpbW1VXVzemr5edna1TTz014hghAcBIEBIAAIiRYDA4qsdHom+XI0ICgJEgJABjwO/3q7y8XHl5eXI4HMrKylJ+fr6qqqpkGIbd5Y1YeXm5HA6HSktL7S4FSEqDDU6OxeBlQgKAsUBIAEbBMAwVFRWpqKhINTU1CgaDcjqdMgxDgUBAlZWVysrKUk1Njd2lArBBcXHxgKsq5+TkqLi4eMxfs29I2LZtm7XKMwAMFSEBGKFgMKjc3Fz5/X45nU5VV1crFAqpo6NDoVBITU1NKikpkdR7R768vNzmigHEW2Zmpm6++eZ+x3NycrRp0yZlZmaO+Wv2DQmdnZ0x6dYEILUREoARMAxD+fn5MgxDbrdbLS0tKisrizjH7XbL5/PJ5/NJkmpqaiLmSQeQHsKnIM3MzNT69evV0tKiwsLCmLxe35AgSS+88EJMXgtA6iIkACNQWloqwzDkdDq1efNmOZ3OAc8tKSmR1+uVJFVVVSkQCMSpyuRntsAk87gOILy70Uc+8hGtXr06Ji0Ipjlz5mj27NkRxxiXAGC4CAnAMAUCAfn9fknS2rVrTxoQTBUVFdZ5a9asiWF1qaWmpobxHEh6zc3N1vbFF18cl9d8+OGH9aMf/cjaJyQAGC5CAjBM69atkyQ5nU5VVFQM+evM1oRAIEBrApBGduzYYW0vWrQoLq9ZUFCgiy66yNonJAAYLkICMEy1tbWS1G8MwmDCzzdbIgCkPjtCgtQ7NsHhcEiSdu7cqc7Ozri9NoDkR0gAhiG8BWAkgw7dbrckqb6+vt9jRUVFcjgcAw5uHmzNAr/fr9LS0oi1GkpLS4fUalFeXq6srCw5HA7l5+ersrJy0HEA5roQZmgKBoPW61dVVY24tqqqKjkcDuviRpJVm/lf368bzXs3nO9D6g2J+fn5Vi1FRUWEPgyovb1dr7/+urUfi3URBjJlyhQrlPT09Ojll1+O22sDSH6EhBT3ne98J+Li6mT/RbszXlZWNuSv/853vtPv61esWDHkr4/W9zz8Ymyw/zZt2hSLtzBCe3u7tT2SP/bm14z1dISlpaUqKipSbW2t2tvb5Xa7lZ2dbV3QDtSv3zAM5eXlqaamxgoFhmGoqqpKWVlZJ734bW9vVzAYVHt7u6qqqqwL7b7f23Brc7lc8ng88ng81jG3220d83g8QxoHMlRD/T7M78UMN06nU06nU36/31onA+irtrZWoVBIUu9FeywHLPd1+PBhnXHGGdY+XY4ADAchARiG8LvrI7lQzc7OlhQZNsaCy+WS1+tVR0eHOjo61NTUpObmZlVXV0vqvVse7aJ3+fLl1gJw5joPzc3NCoVC8nq9Qwoz1dXVqqystJ6jubk5YqzGcGsrKSlRfX19RGvL5s2brWP19fUxuRs72PdRXl6u2tpaud1uNTc3R3w/TqdT5eXljDVBP88995y1PZbhdjChUEjz5s3T3/72N+sYIQHAcBASgGEI/yM/kmk5zXBghoWx4vV6I2ZQMpWVlVldnMzuNCa/329d1Pp8vn4tSRUVFdZicCcTCATkcrmstSL6XsCPpDY7nOz7CAQCqqmpsaa8DX/M7XZr8+bNkt4d1A6Ytm3bZm3Pnz8/bq/rcDi0ZMmSiGOEBADDMd7uAhBb3/nOd6J2Axqq0U5BOdouQE1NTaP6+rEWfnE/ktYA8455PPslFxQUKBAIqKGhIeK4eSe/b9eekaivrx/RXdKBarPLQN+HefHv9XqjPu52u+V2uxMi7CCx7Nq1y9o+55xz4vraZ599tp5++mlrn5AAYDgICcAwmHe+pd4LyuFeXJt37sOfJxYCgYCCwaCCwaAaGxujnmMGltHW4na7hxV6hlKbHU72fZjvlbm4GzBUbW1t1vb5558f19fuu/Jya2ur9u3bF7G4GwAMhJAADJPH45Hf71dtba219oHJMAyrhaHvBWf4XeZVq1aNeV21tbWqrq4e8kw75oXvSGZpCldQUDDmtdnhZN+HGe5KSkoG7SpmrsQN7N+/X8ePH7f2L7jggri+ft+QIPW2JixfvjyudQBIToQEYJgqKyvl9/sVDAZVU1PTry9/fn6+DMNQWVmZ1aVHerfLitk1ZSyFT8NZVlamoqIi6854eXl51C5j2dnZMgxj1DMtDXZBPJLa7HCy78PlcikYDGrt2rUxbwVC6ti6dWvEfl5eXlxfn5AAYDQYuAwMU3gf/r7z8judTvl8PkmR4zlqamqsu9H33nvviF53oDEQVVVV8vv9crvdCoVCqq6uVklJyaBdgMyL3ViOBxhpbWNttLNJme9VIreEIPH8/e9/t7anTp2qyZMnx/X1zzjjDE2bNi3iGOMSAAwVIQEYAZ/PJ6fTKcMwlJ+fH/GYx+OxWhfKy8tVVVVl9WOvqKgY9E70QLMmDXSBal7kDzQ+YqCWArPLU21t7YBTd462lWGktY30vOG+d0O1du1aSRp0kbmRzHiF1BX+7+rUU0+N++s7HI5+rQmEBABDRUgARsCcCtPpdCoQCCgrKytizEF1dbV1t9xsbaioqOg3hiGceX60wbylpaUDXoCaYwrCWytM5p38aEpKSqzAsnz58ojzDMNQUVHRqOf9H2ltJrML0IYNG6xjNTU1/b5upO/dULndbmvNhNzc3H6vHwwGVVlZ2S8wIr299tpr1vbChQttqaFvSNi2bZu6u7ttqQVAciEkACPkdrvV1NQkj8cjwzBUWloqh8OhrKwsZWVlRdz9NhcUO5nS0lJJvXcf8/LyrJWKs7KyFAgEBrwbX1ZWFtGqkZeXp7y8PDkcDmtxsIH4fD65XC4rFGRlZSkvL8+qf7T970dTm/RuC4S5ArTD4VB5ebnVpcs00vduOMz1Hsz3yuFwKD8/33rPqqqq4t6NCoktfNDy+9//fltq6BsSOjs7x3zFdwCpiZAAjILL5bJWATb72pt3rd1ut7UYmTnI+WQ8Ho/VAhEMBq271V6vV83NzSotLZXH4+k3G5HT6bTCitTb/97pdKqiokLNzc269957o36dWX9TU5NKSkqsC3Yz0DQ3N2vVqlUDfu1QjKY2SdbjUu9A65KSElVXV0cMCB/NezdcXq/X+n7MViSzrr6rRAMLFiywti+88EJbajj77LN1xhlnRMzKRZcjAEPhCIVCIbuLSCdmd4SRLBK2fft2SdLSpUvHtCbEVvjsPk1NTcyOgwj8u05d8+bN0xtvvCFJeuWVV3TWWWfFvYZQKCSHw6Gvf/3r+slPfiKpd5HNb3/723GvBUD8jea6k5YEIMbMQc5Sb99/BrcCqa+rq8sKCBkZGcrNzbWlDofDIUl673vfax2jJQHAUBASgBgLnxbVHLsAILU1Nzdb2/Pnz9fEiRNtrIaQAGD4WEwNiAOPxyN69gHpI3wMUiIMaD/77LOVkZGhnp4e7dy5U52dnZoyZYrdZQFIYCkXEvx+v3w+n/Ly8tTW1ibDMOT1egedReVkz2Vqb2+X1+tNiA98AEDiCp+2N3zQsB1ef/11PfTQQ5o+fbreeecd9fT06OWXX1ZBQYGtdQFIbCkVEmpra7Vu3bqIwRmBQED5+flqamoaVlAw7wKFz6JiGIaWL18ur9c7JlMqAgBSz/Hjx7V//35r3+6L8a1bt+o//uM/Io69+OKLttcFILGlzJgEs69337no3W633G631qxZM6zn8vl81qq5JrNvubl6LgAAfTU3N0d0LzznnHNsrKb/WgkS4xIADC5lQsLGjRslRb9js2rVqojVcAcTbdVWkzkPOwAA0ZjT2poWLVpkUyW9cnNzNWnSpIhjhAQAg0mZkGBOMxmtS5E5hmA4QcHv90c9PxgMMiYBADCgF154wdp2OBwRi6rZYfz48f3WaCAkABhMyoSExsbGAQeHmcGhoaFhSM/l8XjkcrlUWlrar2tReXl5xGBmAADChf+tmTVrliZMmGBjNb36djlqbW3Vvn37bKoGQDJImYHLhmEMOoPEcBax8vl8Wr58uWpqarRx40Z5vV7V19erurp6SC0J5gp3fW3fvp2VVQEghYV3N0qUlueBxiUsX77chmoAJIOUaUmQNODsRWZ4aG9vH/Jzud1utbS0yOVyyTAMq0XB7qnsAACJq6enR2+++aa1H76ImZ0YvAxguFKmJWEohtOSYBiG1qxZo+rqamu7trZWfr9fmzdvltvtPunXh0/DGm6gFgYAQPJ78803dezYMWv/3HPPtbGadxESAAxXSrUkDBQCzBaEoa6T0Hc9hJKSErW0tKisrMx6bDiBAwCQHl555ZWI/cWLF9tUSaSFCxdq/PjI+4KEBAAnkzIhYSgBYKhdhdasWaNVq1ZF9CV1Op2qrq6Wz+eTYRjWYmsAAJjOOOMMTZ061dq3e/pT04QJE/oFlm3btqm7u9umigAkupQJCQUFBQOuX2AeH2pXn9raWpWUlER9rKSkRGVlZUOeKQkAkD7mzZunw4cPS+qdenT+/Pk2V/Sua6+9VrfddptmzpwpSers7GTdHwADSpmQUFpaOuBj5oegx+MZ0nM5nc6TdifKy8tLmBkrAACJY+fOndZ2bm5uvy4+dvrGN76h7373uyosLLSO0eUIwEBSJiSsXLlSUvQF03w+n7X2QV/R7qKsXLlSGzZsGPC16uvrtWrVqlFUCwBIRTt27LC2E6WrUV/hMy4REgAMJGVCgjlmoLKyMuJ4IBBQMBiMugBafn6+8vLyFAgEIo5XV1fL7/erqqqq39eUl5ertLR00NmNAADpJ7wlgZAAIJklTjvoGCgrK7NWSi4sLFRbW5sMw1BTU1PUgc0ej0eGYUR9rKmpSVVVVSoqKpLT6bQGPZeXlxMQAAD9NDQ06Gc/+5m1n6ghIXxaVkICgIGkTEuCyePxyOfzqaKiQl6vV9XV1QPOfOT1etXc3Dzg+IKKigrV19fL5/Opurpa1dXVBIQ0FwwG5XA4rP+GO8uVYRgRX9+35etkX1dVVaX8/HxlZWXJ4XAoKytLeXl5Ki0tVW1tbdRxNMlWL5DMtmzZotbWVms/EUPC2rVrtWbNGmt/x44d6uzstLEiAIkq5UICEE/V1dXDOn/jxo3Dfo2qqiplZWWpsrJSgUDAav0yDEPBYFC1tbUqLS3V8uXLU65eIJls3749Yj8RQ8L27dv1/PPPW/uhUEgvv/yyjRUBSFSEBGCEnE6nNeZlqMyL9KEu7FdaWmrdvS8pKVFTU5NCoZA6OjoUCoXU3Nwsr9crp9OpgoKClKoXSDYvvfSStT1+/HjNmzfPxmqiY+VlAENFSABGyJxSd6h354PBoAKBgFwu15Cm0C0vL7dm6zIX8uvb3c3lcqmiokIdHR2DdgVKtnqBZLNt2zZr+8wzz9S4ceNsrCY6QgKAoSIkACNkToM71H7+5sX5QAv1hautrbWe1+v1qqysbNCvGexCPtnqBZJJZ2en9u7da+0vWbLExmoGFi0khLeAAICJkACMkNvtlsvlkmEY/abRjca8iC4vLx/0XPMuu3nnfSwkW71AMnn11VcVCoWs/UQNCUuWLJHD4Yg41tzcbFM1ABIZIQEYBfMu+2BdeMwBvEPpulNbW2uNGxjrLjnJVi+QLJJh0LIkTZkyRQsWLIg4tmvXLh0/ftyeggAkLEICxlRnZ6fWr1+v733ve7r//vvV1dVld0kxZd5lH6wLj3lRPpS78vX19db2ULrtDEey1Qski2QJCVL/Lkfd3d164403bKoGQKIiJGDMNDQ0yOVy6XOf+5xuu+02XX311crNzVVDQ4PdpcWMy+WyBueag3ajMS/Kh3IR7ff7JSkma3IkW71AskjmkCDR5QhAf4QEjImuri6tWLEiYiEhSWptbdWKFStSukXBHBA8UBce82Lc7XYPaSpRs+tOrAb2Jlu9QDIIn9lowoQJOvPMM22s5uSihYThTI0MID0QEjAm6urq+gUEU2trq+rq6uJcUfyYd9v9fn/UVYSH03UnXKwuupOtXiAZ3H777da2y+VSRkbi/nmlJQHAUCTupxiSymB3oVL5LpXT6bTWIOjb198wDKs7zsqVK4f1vNEu4MdCstULJIPwgb9nnXWWjZUM7pxzztFf//pX/fjHP7aOERIA9EVIwJgY7C5yqt9lNu+69+3CY16El5SUDHnVYvO9imWwSrZ6gUS3c+dOazuRxyNIvTMcXX755brwwgutY/z7BdAXIQFjori4WDk5OVEfy8nJUXFxcZwrii9zalFzlWLThg0bJA2v6455l7+xsXEMK4yUbPUCiW7Hjh3WdqKHBFP4zZvm5uaIdR4AgJCAMZGZmalNmzb1Cwo5OTnatGmTMjMzbaosfswLb/NC27wAD+/eMxRFRUWServvnGwGotFKtnqBRPX222/rtddes/aTJSTMmTNH06ZNkyQdPHhQbW1tNlcEIJEQEjBmCgsL1dLSovXr1+v222/X+vXr1dLSosLCQrtLiwvz7rt5oWz+f7h9+0tKSqw7fLFcnCzZ6gUS1eWXX67nnnvO2k+WkHDs2DGdfvrp1j7jEgCEIyRgTGVmZmr16tW69dZbtXr16rRoQTB5PB45nU4Fg0EFg8ERzxIkSV6vV1Lv3f2qqqoxrdOUbPUCiSgUCunll1+29idNmqS5c+faWNHQNDQ0aOrUqREtIIxLABCOkACMIXN6Ua/Xq2AwGLF42XCUlJRYz1VZWTmkbjzmrETDkWz1Aolmz549OnTokLW/cOHChJ7+1HT66aeru7s74hgtCQDCJf4nGZBEzLvw5ixBI7krb6qurrbGDZSWlqq0tDRikLHJ7/erqKhIRUVFw74TmGz1AokmmVZaDnfaaadpwoQJEccICQDCERKAMdT3Trx5d32kfD6f1ZWntrZW+fn5cjgcysvLU1ZWlhwOh4qKiuT3++V2u5WdnZ3S9QKJJllDQkZGhubPnx9xjNAOIBwhARhj9957r3w+n+rr64e81sDJVFRUqKOjQ16vV2632xpHYBiGXC6XSkpKVF9fr6amphG9XrLVCySSV155JWI/WUKCJC1YsCBin5YEAOEcISZGjqv8/HxJUlNT07C/1rxjtXTp0jGtCYB9+Hed3D7ykY/oscces/Yfe+wxXXLJJfYVNESdnZ264oorImqXpK6uLk2ePNmmqgCMtdFcd9KSAADACCVjd6OGhga5XK5+AUGSWlpabKgIQCIiJAAAMAKGYehf//qXtZ+ZmRmx7kAi6urq0ooVK9Ta2hr18fDpXAGkN0ICAAAjEK0VweFw2FTN0NTV1Q0YECTpz3/+cxyrAZDICAkAAIzA/v37I/rvJ0NXo8FmMNqxY0ecKgGQ6AgJAACMwCc/+UnddNNN1v7ChQttrGZoXC7XSR8/evRonCoBkOgICQAAjNDOnTut7WRoSSguLlZOTs6Aj3d2dsaxGgCJjJAAAMAIhXfPSYaQkJmZqU2bNg0YFF5//XX19PTEuSoAiWi83QUAAJCMQqFQ0oUESSosLFRLS4vq6uoUDAblcrn0la98Re3t7Tp69Kj27t2ruXPn2l0mAJsREgAAGKY9e/boz3/+s9555x1J0rRp03TqqafaXNXQZWZmavXq1db+T3/6U7W3t0vqXXmZkACA7kYAAAzTU089peuvv97aX7hwYcJPfxrNgQMHtHnz5ohjg82ABCA90JIAADYJhUJ2l4ARSsaVlqN5+eWX5fF4Io41NzfbVA2AREJLQhIx71IxqAxIDWZISMY70Omub0hIhulPo1mwYEG/Y4QEABIhIamMGzdOknTs2DGbKwEwFsx/y+a/bSSPVGlJyMnJiVgQTqK7EYBehIQkMm3aNEnSwYMHba4EwFg4cOCApHf/bSM59PT06LXXXos4lqwhweFwaP78+RHHaEkAIBESksqMGTMkSR0dHTpy5IjN1QAYjSNHjsgwDEnv/ttGcnjzzTf7rUycrCFB6t/l6O2337YCLID0RUhIIlOmTNG0adPU3d2t3bt3a9++fTpy5Ih6enoYAAkkuFAopJ6eHh05ckT79u3T7t271d3drWnTpmnKlCl2l4dhCF8bQZKmT5+uU045xaZqRi/auAS6HAFgdqMk4nA4NHfuXL311ls6dOiQ2tra1NbWZndZAEZo2rRpmjt3LgOXk0zfkLBo0aKk/hkONHj5/e9/f9xrAZA4CAlJJiMjQ2eccYY6Ozt14MABHTp0SN3d3bQkAEnA4XBo3LhxmjZtmmbMmKEpU6Yk9cVluooWEpJZbm5uv2O0JAAgJCQhh8OhqVOnaurUqXaXAgBpp29ISNbpT01MgwogGsYkAAAwDOedd17EGIRkb0lgTAKAaAgJAAAMw6233qrTTz/d2k/2kHDKKafoggsuiFh5mZYEAHQ3AgBgGEKhkHbu3GntJ3tIcDgceuaZZ9TV1WXNtLVr1y4dP35cEyZMsLk6AHahJQEAgGF4++23dejQIUm905/Onj3b5orGRmZmptVC0t3drTfeeMPmigDYiZAAAMAwtLS0WNu5ubkpNUOVy+WytulyBKQ3QgIAAEP0y1/+Ut/+9ret/WjThyazvLw8a5vBy0B6Y0wCAABD9Oc//1mPPPKItZ8qIWHXrl367W9/qxdffNE6RksCkN5oSQAAYIj6rpHw2muv6f7771dXV5dNFY2N1tZWfetb31IgELCOERKA9EZIAABgCE6cONGvC85DDz2kq6++Wrm5uWpoaLCpstFjrQQAfRESAAAYgt27d+v48eNRH2ttbdWKFSuStkVhzpw5yszMjDjW3NysUChkU0UA7EZIAABgCMLXRoimtbVVdXV1capmbDkcjn6tCQcPHlRbW5s9BQGwHSEBAIAh6DseIZpk7qITrcsR4xKA9EVIAABgCIYSEsLXGUg20WZqSubQA2B0CAkAAAzBYCEhJydHxcXFcapm7NGSACAcIQEAgCE4WUjIycnRpk2b+g3+TSaEBADhWEwNAIBBnDhxQi0tLRHHvvjFL2rBggVyuVwqLi5O6oAgMQ0qgEiEBAAABtHT06Nf/epXuuWWW/TGG29Ikj7zmc/I4/HYXNnYoSUBQDi6GwEAMIiJEyfq85//vHp6eqxj0Qb6JrPZs2frP//zP+X1epWR0Xt58NZbb+nIkSM2VwbADoQEAACG4OjRo9qzZ48kKSMjQ/PmzbO5orHlcDj005/+VBUVFZo/f751vG83KwDpgZAAAMAQ7Nq1y1qB+IwzztCECRNsrih2wqdypcsRkJ4ICQAADEH4HfVU62rUV15enrXN4GUgPaXcwGW/3y+fz6e8vDy1tbXJMAx5vV45nc4RPV8wGJTX61V7e7uys7MlaVTPBwBIPuedd5727dtn7adTSKAlAUhPKRUSamtrtW7dOjU1NVnHAoGA8vPz1dTUNOwLe7/fr/Lycvl8Prndbkm9oWHNmjXy+XxjWToAIEGdOHFCzz//vE6cOGEdS9WQ8Pzzz+ub3/ymXnzxResYLQlAekqZkGAYhkpLS1VfXx9x3O12y+12D/vCPhgMqqioSE1NTVZAkKTKykrV1taOWd0AgMT2+uuvRwQEKXVDQnd3tx555JGIY7QkAOkpZcYkbNy4UZJUUFDQ77FVq1YN+8K+vLxcJSUlEQFBkrKzs/sdAwCkrmgrLadqSBhoQbXwqV8BpIeYtiRs2bJFwWBQwWBQbW1tkqRZs2bJ5XLJ5XLJ6XRG/UAaCZ/PJ6fTGbVLkTlLQ21trUpKSgZ9Lr/fL7/f369VQpKqq6tHXSsAIHmkU0iYNWuWpk6dqsOHD1vHjh49qr1792ru3Lk2VgYg3sY8JPzyl79UdXW1AoGANVWcJOvi3TAM65jD4ZDT6dTKlSt13XXX6X3ve9+IX7exsdEaWNyX+doNDQ1DCglmECgoKJBhGPL7/Wpvb5fH44mYFg4AkPr6hoRJkybptNNOs6ma2HI4HFqwYIG2bdsWcby5uZmQAKSZMQsJN998s+68807l5ubK4/GorKxMHo9H2dnZmjlzZr/z33nnHQWDQdXX18vv9+vSSy/VrFmzVFNTo0svvXTYr28YxoAhIfycofD7/ZJ6m1j9fr9KSkqUnZ2tyspKSUNrTcjPz496fPv27Vq6dOmQ6gAA2G/nzp0R+/Pnz7dWJE5Fubm5/UJCMBjURRddZFNFAOww6pCwefNmlZaWqqioSI2NjVq2bNmQvm7mzJlatmyZli1bpoqKCklSTU2N1qxZo7y8PNXW1mr69OnDqmWg2YvM8NDe3j6k5zHDxIYNG+T1eq3j1dXVys/PV3l5Od2OACBN9G1JSNWuRqZo3YAZvAykn1GFhDvvvFMbN25UU1PTmHxolpWVqaysTLW1tXK73fL7/RFLw4/WUFsSTEVFRf2OrVq1SpWVlSovLz/pAObwaVjDDdTCAABIPMePH9frr78ecSzVu50SEgBIo5jd6N5771VbW5saGhrG/K5KSUmJ/ud//kdr1qzRgQMHhvx1A4UAswVhuOskeDyefsfMYGB2SQIApK6WlhZ1d3dHHEvHlgTWSgDSz4hDgsvl0h133DGWtfR7/kcffXTIdy+GEgAGG7MQ/tqDaWhoGNJzAQCSVzrNbGSiJQGANIqQsHz58rGsY0BDHeNQUFAw4J0O8/hQu/qYrQUn656U6s3NAADpsssu086dOzVv3jzrWDqGhLfffntYLfsAkl/KTM9QWlo64GNmSIjWfSgacyxCtNBhBofCwsJhVggASDbjx4+Xy+XS22+/bR1L9ZCQnZ2t//7v/9bTTz+thQsXWsfpcgSkl5QJCStXrpSkqCsr+3y+Adc4iPahV1ZWJqfTGXXcQX19vVwu15DWWwAAJL/9+/ers7NTkjRjxgxlZWXZXFFsORwOfeYzn9GFF16oxYsXW8fpcgSkl5iFhMsuu0yf+cxndN999/WbGSIWnE6nqqurrbUMTIFAQMFgUD6fr9/X5OfnKy8vT4FAoN9jPp9P69atiwgRgUBAGzdujPpcAIDU1NLSYm3n5ubK4XDYWE185eXlWdu0JADpZcxXXDYtWLBA9957rzZu3GitrFxUVCSPxyOPxxO1z+NolZWVyeVyqbS0VIWFhWpra5NhGGpqaoo6sNnj8cgwjAEf27x5c0ToyM7OVktLy7BnSQIAJJ8TJ05ox44deu2116xjqd7VqK/wFnhaEoD04giFQqFYvoDf71d9fb02b95s3bGPV2hIRObg6YHWUQAAJIZXX31VS5YskcPhkPmn8mtf+5p+/OMf21xZfIRCIT3wwANavXq1pN7xeo8++qjNVQEYjtFcd8asJcFkhgBTeGgI77qTn5+vtWvXqri4ONYlAQAwKHP60/B7aenSkuD3+3XVVVdFzGhESwKQXuI+cNnj8cjr9aqxsVE7d+7UsmXLtGbNGrW3t6ukpETf/OY3410SAAD9pOMaCabs7Ox+U57u2rVLx48ft6kiAPFm6+xGLpdLmzdv1sKFC7Vz50794he/0D333KPrr7/ezrIAAEjrkBDeBdgcqN3d3a033njDpooAxFtMQ8Lrr7+uv/3tbyc9Z+bMmWpra5PUO/A4GAzq0Ucf1datW2NZGgAAJ7Vz585+x9Jl/FxWVpZmzJghKbK7FV2OgPQRs5Bw5513yuVyqaioSOPGjdP111+vxx57LOq54dOqOZ1ONTY26p577olVaQAADKpvS0JOTo6mTp1qUzXx5XA4ogYipkEF0kfMBi43NDSoqalJDQ0N8vl8uueee1RdXS2n06mCggK53W7NmjVLDQ0N1irGJqfTqZkzZ8aqNAAATuro0aPavXt3xLF06WpkWrBggV544YWIY7QkAOkjZiEhOztby5Yt07Jly1RWVqZ33nlH1dXV2rBhg+rr61VfXy+pd1ajzZs3S5L++Mc/KisrS5deemlaLVYDAEgswWBQPT09EcfSMST0RUgA0kfMuhuVlpbqhz/8obU/c+ZMVVRUqKmpST09PWpqalJHR4caGhqsfo9f+tKX5PF4tGXLFsV4+QYAAAaUzoOWTXQ3AtJbzFoSli9fLpfLpeuuu05ZWVlau3atFQYkadmyZf2+ZuPGjaqpqZHf79cdd9wRq9IAADgpQsLALQmhUIjWfiANxHQxtdzcXN1zzz1qaWmJCAgD6bvwGgAAduju7tacOXO0f/9+61g6hwRz1emDBw+qra1Ns2fPtq8wAHERl3US0u2DFQCQ3CoqKrRv3z6deuqp1rF0+1tmhoRx48Zp4sSJ1nHGJQDpwdbF1AAASFRHjhzRv/71L0lSRkaGzjzzTJsriq+srCy9/vrrOnLkiD7xiU9YxxmXAKSHmHY3AgAgWe3atcvaPvPMMzVhwgQbq7HH/PnzJUl5eXnWMVoSgPQw4pCwcuVKPf/882NZS1Rer1dXXnllzF8HAIBwLS0t1na6dTXqy+VyWduEBCA9jDgkeL3efougxUK0WZAAAIiVl19+Wc8++6xeeukl61i6h4TwlgS6GwHpYcQhId0/MAEAqemhhx7STTfdFHEsXf/mHTlyRM3NzRGrT+/cudPGigDEC2MSAAAIE+0iOF1DwiOPPKLi4mJJ706DumfPHh0+fFhTp061uToAscTsRgAAhGEhtXeFf9/jx797X5HWBCD1jbgl4c4774xLv8Ty8nK9//3vj/nrAADSU2dnp+rq6tTS0iKXy6VXX3213znhA3fTiTm7kdS7wJzp1Vdf1fve9z47SgIQJyMOCfH6wHQ6nXF5HQBA+mloaNCKFSvU2to64DmTJ0+OWFQtnTidTjmdThmGoZ6eHuv4a6+9ZmNVAOJhxCHhqquuGss6AACIq66urkEDgtS78rDD4YhTVYlnwYIF2rJlS8QxQgKQ+hiTAABIS3V1dYMGBCl9xyOYFixY0O8YIQFIfYQEAEBaGuq4unQPCdG+/1dffVWhUMiGagDECyEBAJCWhjq2Lt1DQnhLgjnDkWEYamtrs6kiAPFASAAApKXi4mLl5OQMeh4hYYG1nZmZaW3T5QhIbXFdTG3Lli3asGGDAoFARDOv0+mUx+PRRz/6UV166aXxLAkAkKYyMzO1adOmfoOXJ02apJ6eHh0/flwSISHamASpNyR84AMfiG8xAOImbiFh5cqVqq2tlcvlktPptD5029vbFQqF5PP55PV69dGPflSPPPJIvMoCAKSxwsJCtbS0qK6uTsFgUC6XS5/+9Kc1Z84cQsL/ys3N1Wmnnabc3FwdPnxYW7dulURLApDq4hISbr75ZhUWFmrjxo0nPc8wDN17771au3at1q1bF4/SAABpLjMzU6tXr7b2W1tb1dnZKUmaOXOmsrKy7CotIUyfPl179uyRJP3+97/X5z//eUmEBCDVxW1Mwk033TToOU6nUzfddBMzJgAAbNPS0mJtp3srQl+LFy+2tgkJQGqLS0gY7iI0s2fPjlElAACcXPiYOUJCpEWLFlnbO3bsiFiFGUBqiUt3o+bmZh08eFDTp08f9NzXX39dO3fujENVAAC860c/+pG2b9+uN954wzpGSIiUlZWlOXPmaP/+/Tpy5IjefPNNzZs3z+6yAMRAXELCHXfcofnz52vVqlXKy8uT0+lUdna29Xh7e7sMw1BDQ4P8fr82b94cj7IAALBs2rRJTzzxRMQxQkKv3bt369FHH1VLS4tmzpyp/fv3S+rtckRIAFJTXEKCy+VSMBjUzTffrB/84AcyDKPfOU6nUytXrlRjYyMfygCAuNuxY0e/Y0NdcC3Vbd26VWvWrJEknX766dbx1157TR6Px66yAMRQ3KZAdTqduueee3TPPffonXfe6bdOAsEAAGCXw4cPWzP4hONvU6/w9+Ho0aPWNoOXgdQ16pBw4MAB1dTUqL6+XsFgUO3t7XK5XMrOzpbb7VZRUZE+8pGPRHzNzJkztWzZstG+NAAAY6K5uTnq8YEWEks34e/DO++8Y20TEoDUNarZjTZv3qwFCxbogQceUCgUUm5urrKystTU1KT6+np5vV4VFRVp3Lhxuv766/X666+PUdkAAIydaF2NTj31VGVmZtpQTeKZNm2aTj31VEnSiRMnrOOEBCB1jSok1NbWqqWlRY2NjXr00Uf16KOPaufOnerp6VFTU5PuuOMOhUIhhUIh3XPPPcrLy9N5552nurq6saofAIBRixYS6GoUKXz6U1NLS4uOHTtmQzUAYm1UIcHpdGrmzJlRH1u2bJkqKirkdrvV09OjxsZG3Xjjjdq5c6dKSkr0sY99TAcPHhzNywMAMCYICYMLDwnmDIU9PT0RYwwBpI5RhYSOjg5t3br1pOeYC6m53W55vV61t7drw4YN2rFjhxYsWKBdu3aNpgQAAEaNkDC4hQsXWtvTpk2ztulyBKSmUYWEO+64Q5deeqnuu+++YX1dSUmJmpubVVlZKbfbTYsCAMBW0RbxJCRECm9JMG8ASoQEIFWNuruR3+/XTTfdpPPOO0+PPfbYsL6+oqJC9fX1qqioGE0ZAACM2KFDh7R3715JkRe/hIRI4S0JXV1d1jYhAUhNowoJUm83osbGRs2cOVMej0eLFi3Sj370oyF3I3K73XI6naMtAwCAEZkwYYL+8pe/aN26dZoyZYp1nJAQKTwktLe3W9uEBCA1jTokSL0rUtbX1+sXv/iFQqGQbrrpJrlcLs2aNUvBYFD33XffgNOfHjhwYMD5qQEAiLVJkyZpxYoV+s///E8dPnxYkjRu3DideeaZNleWWKZNm6YvfOEL+sY3vqFvf/vb1nFCApCaHKFQKDTWTxoIBLRu3Tr94Q9/6H2RsOZbl8slp9Op7Oxstbe3KxgMyufz9VtwLVXl5+dLkpqammyuBAAQbvv27Tr77LMl9S4e1tLSYnNFiau7u1uZmZk6fvy4pN4bftOnT7e5KgB9jea6c0xaEvpyu93y+Xzq6OiQz+fTmjVrtGzZMuXm5qqtrU3Nzc0KhUJauXKlgsFg2gQEAEDiCg8FdDU6uXHjxkV0P4o2OxSA5DY+lk8+c+ZMXXXVVbrqqqti+TIAAIzY8ePHNWHChIiQ4HK5bKwoOSxevFjbt2+X1NvlyO1221wRgLEU05AAAEAiO3DggGbPnq1FixYpvPctLQmDW7x4sbXNuAQg9Yy4u9Evf/nLsawjqtdff11/+9vfYv46AID0tG3bNh0/flwvv/yy3nrrLes4ISG6t99+W1/60pd08cUX609/+pN1nJAApJ4Rh4Tc3FxddtllMVsIbfPmzSovL2e8AgAgZrZt22ZtZ2S8+yeRkBDd5MmTdd999+nJJ59UMBi0jhMSgNQz4u5Gy5cvVygUktvtVlVVlYqLi8ekoAMHDugHP/iBnn/+eW3cuHFMnhMAgGheeukla/vIkSPWNiEhumnTpum0007T3r171d3dbR1/7bXXFAqFImYzBJDcRjW7kcfj0f/8z//oF7/4hRYtWqT77rtvxM/1+uuv67rrrlNubq5mz56t//mf/9HMmTNHUx4AACcV3pJghoTMzEzl5OTYVVLCC5/VKDMzU5L0zjvvaP/+/XaVBCAGRj1w2eVy6dFHH1Vtba3uuOMOlZWVye12q6CgQEVFRdaaCOFrIxiGYa2RUF9fL7/fL8MwVFJSosbGRu7gAADiIrwlwbRgwQLuiJ/EokWL9NRTT0mSZs+erTfeeENSb2vCKaecYmdpAMbQmM1uVFJSopKSEgUCAW3YsEF/+MMfVF1dLUn9PmzDZ5DweDy6+eabVVZWRssBACBu2tra9K9//UuSNHHiRB07dkwSXY2i6ezsVF1dnVpaWqxVqaV3WxKk3pDwoQ99yI7yAMTAmE+B6na75Xa75fV6JfU2QQaDQasFwel0yuVyKTs7m1AAALBNeFejOXPmWLMbERIiNTQ0aMWKFWptbe33WPhNPwYvA6kl5uskzJw5U8uWLYv1ywAAMCzhXY2mTZtmbRMS3tXV1TVgQJB6JxsxERKA1DKqgcsAACSr8JaEcISEd9XV1Q0YECRp37591jYhAUgtMW1JOHDggNatW6dAIKD29nZlZ2frox/9qNasWaMZM2bE8qUBADip3bt3W9vh/ewJCe8KXwshmvDuRjt37lR3d7fGjRsX67IAxEHMQkJLS4vy8vL6Ha+vr1dFRYWqqqr0jW98I1YvDwDASW3atEn79u3Tiy++qMsvv9w6Tkh4l8vlGvQcp9MpwzB09OhRvfHGG1qwYEHsCwMQczHrbnTzzTervr5ePT096unpUUdHh+rr63XTTTdpwYIFuummm3TeeefF6uUBABjUKaecorPPPltHjx6V1HvB63Q67S0qgRQXFw+4ZsTMmTP1z3/+U+95z3usY3Q5AlJHzEJCVlaWli9fbu3PnDlTy5cvl9frVXNzsxobG9XW1qaPfexjsSoBAIBBhV/Yhi8Uht4pTjdt2tQvKOTk5Ki+vl6FhYVasmSJdZyQAKQO2wYuu91uNTc3a8GCBfrhD39oVxkAgDS3fft2a3vp0qU2VpKYCgsL1dLSovXr1+v222/X+vXr1dLSosLCQknS4sWLrXMJCUDqiNmYhKKiIv3xj3/UlVdeedLz7rnnHq1cuXLMXtfv98vn8ykvL09tbW0yDENer3dMmo/N5zYXiQMAJKe///3vmjBhgs4++2xCwhBkZmZq9erVUR8jJACpKWYh4aqrrtKdd945pKAQbYDzSNTW1mrdunVqamqyjgUCAeXn56upqWnUQaG0tHRMAw0AwB4VFRV65plnJEn5+fnW8fCuMxhcT09PxBoThAQgdcSsu9Hrr7+uDRs2qLS0VIWFhVq7dq3+9re/9TvvnXfeUUdHx6hfzzAMlZaWWis9m8wVoNesWTOq56+srJRhGKN6DgCA/UKhUMQaCXv37rW2aUkYuuXLl2vKlCkqKiqyjr3++uvWIHAAyS1mLQllZWXKzs7W8uXL1djYqKamJlVVVUnqvXD3eDySei/uzePhfvjDH+rGG28c8utt3LhRklRQUNDvsVWrVqm0tHQk34ak3m5GZt9LAEBye/PNN62VgrOysrRnzx5J0vjx48esZTsddHd3W4EgJydHra2tCoVCam5u1tlnn21zdQBGK2YtCS6XS48++qgeffRRtbe3q7m5Wb/4xS905ZVXqrm5WV6vV16vVzU1NfJ4PP1aGjZs2DCs1/P5fANOXWfO81xbWzui76W+vl4lJSUj+loAQGJ56aWXrO358+db2wsXLtSECRPsKCkphc8ElZWVZW3T5QhIDTELCXl5efrjH/9o7efm5qqsrEw+n88KDdXV1brqqqu0c+dOeb1eFRUVady4cSosLFQgEBjW6zU2Nio7OzvqY2ZwaGhoGPb3UVlZqbVr1w776wAAiSm8q1H43w26Gg3PokWLrO2JEyda24QEIDXELCTcdNNNmjlzpq677jp9+ctftpp2Tbm5uVqzZo02btzYr6UhfODxUA1lvMBwxxQEAgEVFhaysA4ApJDwloTx49/tdUtIGJ7wkHD8+HFrm5AApIaYjUmQegc1hS+odjJmS0NZWZmkkS1oM9DFvHmnqL29fVjPV11dPeLpTsNnywi3fft2/hABgI3CQ0JnZ6e1zWfz8IT/nX7nnXesbUICkBpsW0xtMLEYAzCcloSqqqp+MyUBAJJbT0+PXn75ZWu/tbXV2mb60+EJDwnh7yMhAUgNMW1JGI077rhj2F8zUAgwWxCG2m0oEAgMOAh6qAbqMjVQCwMAIPZaWlrU1dUlSTrllFPU0tJiPUZIGJ4pU6Zo7ty5euutt9Td3a2JEyfq2LFjam1t1TvvvKOZM2faXSKAUUjYloThGsoF/UADm/uqrq62uj0BAFJH+KBll8ulEydOSJLOPPPMiEXBMDThrQmnnnqqtb1jxw47ygEwhhK2JWG4CgoK5Pf7oz4WDAYlDe0ufm1trRobGwdcV8EcaC31TrsKAEge06dP1+WXX66XXnpJs2fPto7TijAyixYt0hNPPCGp92bd7t27JfV2OYq2bhGA5JEyIaG0tHTQkGAu4HYyJSUlUcdDGIah2tparVy5csSDmQEA9rr00kt16aWXSpK+//3v669//askBi2PlDnD0dSpU1krAUgxKdPdaOXKlZKiL5jm8/nk8XisRdXCmQECAJBeXn31VWubkDAyX/ziF7V3714dPHhQX/jCF6zjhAQg+aVMSHA6naqurlZlZWXE8UAgoGAwGLVrUH5+vvLy8oa0cJvZxYhQAQCpYfv27dY23Y1GZtasWTr11FPlcDi0ePFi6zghAUh+KdPdSJLKysrkcrlUWlqqwsJCtbW1yTAMNTU1RR3Y7PF4ZBjGSQc9BwIBrVu3zgoSfr9fRUVFcrlcdDsCgCQVCoX0yiuvWPu0JIxe35AQCoXkcDhsrAjAaDhCoVDI7iLSiTl4eiSrSgMARu6xxx7TAw88oPe85z0666yz9LGPfUySlJWVpba2Ni5oRykUCikrK8taWG3v3r0RMx4BiL/RXHemVEsCAAADeeKJJ1RTUyMpcsHOJUuWEBBG4cCBA9qxY4d27NihefPm6cUXX5TU25pASACSV8qMSQAA4GReeukla3vSpEnWNl2NRufGG29UQUGBPvvZz2rixInWccYlAMmNkAAASAvhC6kdOXLE2iYkjE74gmrjxo2ztgkJQHIjJAAAUt6RI0ciVgHet2+ftU1IGB1zrQQpMnwREoDkRkgAAKS8V199Vd3d3ZIkl8sVERiY/nR0wkOCOV24REgAkh0hAQCQ8sK7Gi1evFj/+te/JPWOTViwYIFNVaWG8IVK9+7da23v3LnTCmYAkg8hAQCQ8sIHLZ9yyinW9llnnRXRjx7DN2XKFJ1xxhmSpO7ubs2ZM0eSdPz4ce3atcvO0gCMAiEBAJDywlsSwmc2oqvR2AjvcpSTk2Nt0+UISF6EBABAygtvSTh27Ji1zaDlsRE+w9H06dOtbUICkLwICQCAlHb48GEFg0FJUkZGBjMbxUB4S0JGxruXFoQEIHmx4jIAIKWNGzdOtbW12rZtm9ra2vTggw9aj9HdaGyEh4TOzk5rm5AAJC9CAgAgpU2ePFlXXXWVrrrqKh05ckQ///nPJUkOh0OLFy+2ubrUsHjxYi1YsECLFi3SWWedpeeff14SIQFIZoQEAEDa2LFjh3p6eiRJubm5yszMtLmi1HD22WerpaVFUu+Yj7vvvls9PT3avXu3urq6eJ+BJMSYBABA2ti+fbu1TVej2Jg4caJyc3MlSaFQSM3NzTZXBGAkCAkAgJQWvqDXK6+8Ym0zaDl2wrtx0eUISE50NwIApKx33nlHp556qpYsWSK32x0xqJaQEDuLFy/Www8/LImQACQrQgIAIGW9/PLLOnLkiLZs2aLu7u6I6TkJCWMrGAzqwQcf1M6dO9Xa2modJyQAyYmQAABIWeGLqL3nPe/Rn/70J2ufMQlj64UXXtBXv/pVSVJ+fr51nJAAJCfGJAAAUlZ4SJg7d66OHDkiSTrllFOUnZ1tV1kpKXythPAF6wgJQHIiJAAAUta2bdus7fBpOOlqNPZcLpe1/dZbb2ny5MmSpP3796utrc2usgCMECEBAJCywlsSwmc5oqvR2MvMzNSZZ54pSerp6dHChQutx5qamuwqC8AIERIAACmls7NT69ev19q1a60BtJmZmRGDaWlJiI3wLkdmYJCkhoYGO8oBMAoMXAYApIyGhgatWLEiIhBI0vz58/Xqq69a+4SE2Fi4cKH+9re/SZJmzpxpHSckAMmHkAAASAldXV1RA4Ikvf766xHH6W4UG+EtCaFQyNomJADJh+5GAICUUFdXFzUgSNKRI0fU0dEhSZo6dWpEVxiMnfCQ0N7erqlTp0qS9uzZoz179thVFoARICQAAFJCMBgc0nlLliyRw+GIcTXpKTwk7Ny5U26329qnNQFILoQEAEBKCJ+C82ToahQ7LpfLCmC7du2KCAmNjY12lQVgBBiTAABICcXFxcrJyYna5WjKlCnq7OyUxKDlWJo8ebKuv/56zZo1SwsXLmRcApDECAkAgJSQmZmpTZs29Ru8nJOTo9zcXD377LOSCAmx9vOf/9za3rlzp7Xd0NCgUChEVy8gSRASAAApo7CwUC0tLaqrq1MwGJTL5VJxcXFEFyNCQvzk5eUpKytLHR0dam9vV0tLy5C7hQGwF2MSAAApJTMzUy6XS5dffrmKi4vV09Oj3bt3S5LGjRunvLw8mytMHw6HQwUFBdY+XY6A5EFIAACknK997Wtyu92aNm2aHnjgAev4woULNXHiRBsrSz+FhYXWNiEBSB6EBABASgmFQtq2bZskqaenR11dXdZjdDWKvba2Nq1evVqFhYVatmwZIQFIUoxJAACklDfeeEMHDx6UJGVnZ2vv3r3WY0x/GntTp07VAw88oFAopIyMDJ177rnWY01NTeru7ta4ceNsrBDAUNCSAABIKS+88IK1/Z73vEevvvqqtU9LQuxNnjzZWtG6p6dHR48e1WmnnSZJOnz4cMTPA0DiIiQAAFLK3//+d2s7Pz9f27dvt/YJCfHRd+VlBi8DyYeQAABIKU888YS1/aEPfUg7duyw9s866yw7Sko74SFhx44djEsAkhAhAQCQMg4fPqzGxkZrf+7cuTp+/Li1PWPGDLtKSyt9WxIICUDyISQAAFLGs88+qxMnTkjqHY8QvvIyXY3iZ+HChdb2jh07IrobbdmyRceOHbOjLADDQEgAAKSMJ5980tq+6KKLIsYjMLNR/PTtbjR79mzl5uZKko4dO6YXX3zRrtIADBEhAQCQMvqGhFdeecXapyUhflwulzIyei8xdu/erSNHjtDlCEgyhAQAQMr41Kc+pY9//OOaPn26PvzhDzOzkU0mTZokl8slqXdxuxdeeIGQACQZQgIAIGXccMMNeuihh9TR0aHTTz+dkGCj8847z9reunUrIQFIMqy4DABIOePGjdOePXuslZdnzpypnJwcm6tKL9dff71KS0t1/vnn67TTTtPBgwflcDgUCoW0bds2dXZ2asqUKXaXCWAAhAQAQErq24rgcDhsrCb9fPCDH4zYnz59upYsWaLt27erp6dHzz//fL9zACQOuhsBAFISXY0SD12OgORBSAAAJL2mpiadffbZuu6667Rp0yZJYvrTBERIAJIH3Y0AAEnvySef1Pbt27V9+3YdPHhQK1asYPrTBHHs2DFt3bpV3d3dhAQgidCSAABIen3XR5DobmS3zs5O3XzzzZoyZYrOO+88ffOb39T73vc+jR/fe39yx44dMgzD3iIBDIiQAABIaj09PXrqqaes/YsuukjvvPOO9u7dK0maOHGiFixYYFN16amhoUEul0ter1fd3d2SpMcff1xbtmzRueeea53X2NhoV4kABkFIAAAktZdfflltbW2SpDlz5mjJkiURXY0WL15s3b1G7HV1dWnFihVqbW2NOB4KhXTFFVfo/e9/v3WMLkdA4iIkAACSWt+uRg6Hg65GNqqrq+sXEExtbW3KyHj30oOQACQuQgIAIKkNNh6BmY3iKxgMnvTxSZMmWdt0NwISFyEBAJC0QqFQ1JDAzEb2cblcJ338/PPPV2ZmpiTpjTfeGLDVAYC9CAkAgKTV3NxsDVCeOXOm3vve90piZiM7FRcXKycnZ8DHL7vsMi1btszap8sRkJgICQCApBXeivChD31I48aN09GjR9Xc3CxJcjgcWrx4sV3lpaXMzExt2rRpwKCwbds21ksAkgDTPQAAkta2bdusbbOr0c6dO9XT0yNJmj9/vqZMmWJLbemssLBQLS0tqqurUzAY1N/+9jc99thjkqTnnnuOkAAkAUICACBp/ehHP9LXv/51PfXUUyooKJAkbdmyxXqcrkb2yczM1OrVqyVJp59+uhUSnn32WV155ZXWeQ0NDQqFQnI4HLbUCSA6QgIAIKnNnTtXn/nMZ6z9J554wtq+8MIL7SgJfZx//vlyOp06//zzdckll2jhwoWaMWOGDhw4oLffflu7du1iwTsgwRASAAAp5fHHH7e2L774YvsKgeXss8/ut0ZCQUGB/va3v0nqbU0gJACJhYHLAICU8dZbb2nHjh2SpMmTJ+u8886zuSJIvQPIwwOCJMYlAAmOkAAASEr33XefGhsbdeLECetY365GkydPtqM0DEF4SGBRNSDxpFx3I7/fL5/Pp7y8PLW1tckwDHm9XjmdzmE/V21trerr6xUMBtXe3q6CgoIRPxcAYOzs27dPX/rSlyRJs2fP1t69ezV+/PiIkHDJJZfYVB2GIjwkNDU1qaenp19rAwD7pFRIqK2t1bp169TU1GQdCwQCys/PV1NT07Au7isrK1VYWKjq6mpJkmEYWr58uXJzc9XU1DToipIAgNh56qmnrO0lS5Zo/PjeP2fh4xEICYklFArpt7/9rZ599lk1NTXpqaee0imnnKJ9+/bpwIEDeu2117RkyRK7ywTwv1ImshuGodLSUnm93ojjbrdbbrdba9asGfJzBQIBSVJJSYl1zOl0avPmzTIMQ0VFRWNTNABgRMIXUTPXR9izZ49ee+01SYxHSEQOh0O333677rnnHjU0NOiFF15gXAKQwFImJGzcuFGSrHmyw61atUq1tbVDfq7q6mqtWrWq33Gn0ymPx6NgMGgFCQBA/EULCeFdjS644ALGIySg888/39p+9tlnI/5mExKAxJIyIcHn88npdEbtUmR2DRpqUGhsbFR+fn7UIOB2u61zAADx19HRoa1bt0qSxo0bpw984AOS6GqUDC644AJr+9lnn6UlAUhgKRMSGhsblZ2dHfUxMzgM9QPI4/EMGDgAAPb6xz/+oVAoJKn3xs306dMlERKSQXhIeO655yJCwpYtW3T8+HE7ygIQRcoMXDYMY8CQEH7OUHi93n5jG0xm60K0bk3h8vPzox7fvn27li5dOqQ6AAD9RetqtHfvXms8wqRJkyK6tSBxvO9979OkSZN09OhRNTc3y+FwaN68edq9e7eOHDmil156ScuWLbO7TABKoZYESQPe+TfDQ3t7+6iePxgMyu/3q6SkxOp2BACIr8HGI7A+QuKaOHFixN/Pvq0JdDkCEkfKtCQMxVBbEgZSWloql8ule++9d9Bzw6dhDTdQCwMAYHCHDh2K+Hz90Ic+JImuRsnkggsu0DPPPCPp3ZDwhz/8QVJv1+GysjI7ywPwv1IqJAwUAswWhNGMMaisrJRhGMNebwEAMDqdnZ2qq6tTS0uLOjs7rRWW3/ve91otxYSE5NF3hqO1a9da+7QkAIkjZULCUC7cBxuzMJDa2lr5/X4CAgDEWUNDg1asWKHW1lbr2NSpU7V06VIrDOzdu1evvvqqJMYjJIPwwcv//Oc/9f73v9/af/HFF9XV1aXMzEwbKgMQLmXGJBQUFCgYDEZ9zDw+kq4+fr9f1dXVBAQAiLOurq5+AUGSDh8+rDfeeEPf/e53JbE+QrKZN2+eTj31VEnSgQMH1NraqsWLF0uSuru7tWXLFhurA2BKmZBQWlo64GNmSPB4PMN6zkAgoOrqatXX10ccNwxDNTU1wy8SADBkdXV1/QKCqbW1VXV1dZIiQwJdjRKfw+HQ97//fW3YsEG7du3SkiVLGLwMJKCUCQkrV66UFH3BNJ/PJ4/HYy2qFu5krQ/V1dXy+Xz9HvP7/VGfCwAwdgb6fO77OOMRks+1116rlStXat68eXI4HIQEIAGl1JiE6upqVVZWqqSkxDoeCAQUDAajzjZkrqrc1NQUMSWbYRgqKiqSy+WKaKEwB0Y3NjYOOHsRAGBsDHYzxuVy6V//+pdeeeUVSb3jEcL7uyN5EBKAxJMyIUGSysrKrAv7wsJCtbW1nXRGIo/HI8Mw+j22fPlyBYPBk97FoiUBAGKruLhYOTk5UbsczZ49W8XFxfrLX/5iHWM8QvJ6//vfr3Hjxqm7u1uvvvqq3nnnHc2cOdPusoC0llIhQeq98B/q2IOBVlamlQAA7JeZmalNmzZFHbz8y1/+UpmZmXQ1SnInTpzQSy+9pNmzZ+ucc87R1q1bJUl///vfdfnll9tcHZDeUmZMAgAg9RQWFqqlpcWayUiS5s6dq09+8pOSIscjXHzxxfEuD6Nw5513aubMmVq2bJl+//vfR9zg27hxo42VAZAICQCABJeZmakpU6ZY+5dccokcDkfEeISJEycyHiHJzJo1S52dnZJ6F1X7zGc+Yz1WV1enI0eO2FUaABESAABJ4Mknn7S2zRaD8GMXXHABC3AlmfBQ9+yzz8rtdisvL0+SdPDgQT388MN2lQZAhAQAQILr6enRU089Ze1fdNFFkpj6NNktWbJEM2bMkNS77sUbb7wR0ZrwwAMP2FUaABESAAAJbtu2bero6JAknXLKKdbqvISE5JaRkaHzzjvP2u/b5WjTpk06dOiQHaUBECEBAJDgNm/ebG1fdNFFcjgcam1t1fbt2yUxHiGZnX/++db2s88+q3POOUfvec97JEldXV3atGmTXaUBaY+QAABIWKFQSL/61a+sfXMGnCeeeMI6dv755zMeIUmFh7vnnntOkuhyBCQIQgIAIGH985//1Isvviipd5Yj8wKSrkapIbwlIRAI6OjRo1q1apV17OGHH5ZhGDZUBoCQAABIWF1dXVq2bJmk3jvM5iq84S0JhITkNWfOHLlcLknS0aNHtXXrVi1atEj5+fmSpOPHj+tPf/qTjRUC6YuQAABIWJdccokCgYAaGxt18803S5L27dunl19+WRLjEVIBXY6AxERIAAAkvPz8fGtWo77jEcIXWkPyOf/88zVt2jR95CMfUU5OjiRp5cqV1uN+v1/79++3qzwgbRESAABJhfEIqaWsrEyGYWjz5s1WOJg3b54++MEPSpK6u7v1hz/8wc4SgbRESAAAJJzOzk6FQqGojxESUsvkyZM1bty4fsfpcgTYi5AAAEg4X/va1/Te975XP/vZz6yF1KTI8QgTJkxgPEIKKykpUUZG72XKk08+qbfeesvmioD0QkgAACSUQ4cO6f7779e2bdt0ww03aNu2bdZjTz75pLXNeITUduqpp+rSSy+V1Ltehs/ns7kiIL0QEgAACeWBBx7QoUOHJElLly61+qZLdDVKVQcOHND999+vr371q/rqV79qHafLEWAfQgIAIKHU1NRY22VlZXI4HNY+ISE1tbe36+qrr9Zdd92lX//61+ru7pYkXXnllRo/fryk3ulRW1pa7CwTSCuEBABAwtiyZYsaGhok9a6B8PnPf956bN++fVbXowkTJujCCy+0pUaMvfnz51vTnx48eFAvvfSSJCk7O1uXXXaZdd6GDRtsqQ9IR4QEAEDCuPfee63tkpISzZo1y9pnPELqcjgcuuiii6z93/zmN9Y2XY4AexASAAAJ4fDhw/r9739v7ZeVlUU8Ht7V6OKLL45XWYiTa6+91tr+9a9/rc7OTknSJz/5SU2ePFmStHXrVm3fvt2W+oB0Q0gAACSEjRs36sCBA5KkxYsXR9xZliJXWmY8Qur56Ec/KpfLJUnq6OiwuhbNmDFDl19+uXUeXY6A+CAkAAASQnhXozVr1kQMWN6/f7/VT53xCKkpIyND1113nbV/9913W9t9uxwNtNAegLFDSAAA2O7FF1/UM888I6k3BPzbv/1bxOPh4xHOO+88TZ06Na71IT6uueYaTZo0SZLU2NhoDWL/xCc+oWnTpkmSXn31VW3dutW2GoF0QUgAANhu1qxZWrt2rXJyclRcXKw5c+ZEPM7Up+lh9uzZWrlypbX/i1/8QpI0ZcoUfepTn7KOM4AZiD1CAgDAdqeffrp+8IMf6I033tBdd93V73FCQvq4/vrrre3//u//VkdHhyRp1apV1nG6HAGxR0gAACSMCRMm6JRTTok49vbbbzMeIQ10dnZq/fr1qq+v1/z58+VwOHTZZZfJMAxJvQObnU6nJGnXrl167rnn7CsWSAPj7S4AAICTCZ/VqLCwkPEIKaihoUErVqxQa2urdWz27Nm65ZZblJubK0maNGmSrrzySv3qV7+S1NuacMEFF9hSL5AOaEkAANhmz5492r1790nPqa6utrYvvfTSWJeEOOvq6uoXEKTeFqQVK1aoq6vLOhY+y9HGjRvV3d0dtzqBdENIAADY5oc//KEWLFigyy+/PGr3keeee0719fWSeqfIvOaaa+JdImKsrq6uX0Awtba2qq6uztq/9NJLrUHte/fu1VNPPRWXGoF0REgAANjiyJEj+s1vfqNQKKSHHnrI6nse7vvf/761vXr1auXl5cWxQsRDMBgc9PEjR47o4MGDGj9+vEpLS63HmOUIiB1CAgAgrswBqp///OfV3t4uSZo/f76Kiooiztu6das2bdpk7a9duzaudSI+zFWWB/Lcc8/pjDPO0A9/+ENJkV2Oamtrdfz48ZjWB6QrQgIAIG4aGhrkcrn0uc99TrW1tdbxj3/848rIiPyT9IMf/MDavuqqq3T22WfHrU7ET3FxsXJycqI+NnPmTP31r39VW1ubampqdPz4cX3wgx/U3LlzJUltbW3avHlzPMsF0gYhAQAQFwMNUJWkP/zhDxEDVF955RX5fD5r/5ZbbolLjYi/zMxMbdq0qV9QyMnJ0cMPP6zTTjtNkvSvf/1Lf/rTn5SRkdFvzQQAY4+QAACIi5MNUN2/f3/EANU77rjDWizrE5/4hJYtWxaXGmGPwsJCtbS0aP369br99tu1fv16tbS06MILL9SaNWus88wVmMO7HNXV1enIkSNxrxlIdYQEAEBcDGWAqiS1tLTo97//vXX81ltvjWldSAyZmZlavXq1br31Vq1evVqZmZmSpDVr1mjcuHGSpMcee0zbt29XQUGBNZbhwIEDEa1OAMYGIQEAEBeDDVA1H/d6vdb89x/5yEdYYTnNnXHGGfrkJz9p7f/iF7+Qw+HQ1VdfbR278cYb9fbbb9tRHpCyCAkAgLgoLi7WKaecEvWxnJwcFRcX66233tJ//dd/WccZiwBJuv76663t3/zmNzp8+LC+8Y1vWAOY9+3bpxtuuMGm6oDUREgAAMRFZmZm1K5DOTk52rRpkzIzM/XDH/5Qx44dkyRdeOGFrLAMSb0tSosXL5bU273o/vvv18yZM3XPPfdY56xfvz5iylwAo0NIAADEzVe+8hU1NDRo7ty5+uxnP2sNUC0sLNS+fftUXV1tnXvrrbfK4XDYWC0SRUZGhq677jpr/+6771YoFNIVV1yhz33uc9bx6667LuqifACGj5AAAIirgoICtbS06P77748YoPrTn/7UmgZ12bJl+vjHP25nmUgw//7v/279rmzZskXPPfecpN7fG7Mb2549e3TjjTfaViOQSggJAIC4mzBhQsR+R0eHfv7zn1v7t9xyC60IiJCVlaXPfvazeu9736u7775b73nPeyRJs2bN0t13322dd99996m+vt6uMoGUQUgAAMTUj3/8Y73yyisnPeeuu+7SwYMHJUlLly5VcXFxPEpDkrnrrru0detWffnLX9b06dOt41dddZVKSkqs/TVr1li/TwBGhpAAAIiZTZs26Rvf+Iby8/N13333WQukhTt48KB++tOfWvvf/OY3lZHBnyf0N2XKlAFbmH7+858rOztbkrRr1y6tXbs2nqUBKYdPYQBATOzZs0fXXHONJKmzs1N/+ctfop53zz33qKOjQ1LvWgnhq+kCA+ns7NT69ev1ve99T/fff79mzJih//f//p/1+P/3//1/evLJJ22sEEhu4+0uAACQerq7u/W5z31ObW1tkqS5c+fqV7/6Vb+7wF1dXfrhD39o7a9du1bjx/OnCSfX0NCgFStWqLW11TqWk5Ojv/zlL7riiiv017/+VZL0xS9+UVu3btWUKVPsKhVIWrQkAADGXFVVlR577DFJksPh0O9//3vNmjWr33m//OUvtW/fPkm9K+t+4QtfiGudSD5dXV362Mc+FhEQJKm1tVWf/OQn9ZOf/EQzZsyQJO3cuVPf+ta37CgTSHrcrgEAjEpnZ6fq6urU0tIil8ul008/Xbfddpv1+C233KJLLrmk39cdO3ZMVVVV1n5FRYUmTpwYj5KRxOrq6tTe3h71sdbWVv3zn//Uj3/8Y33pS1+SJP3kJz9RSUmJLrjggniWCSQ9QgIAYMSidfvIyMhQT0+PpN5Vk7/97W9H/drf/va3evPNNyVJp5xyinVRB5xMMBgc9PFbbrlFDzzwgPx+v3p6enTttdfq+eef16RJk+JUJZD86G4EABiRrq6ufgFBkhUQZsyYofvvvz/qGIMTJ05o3bp11v43vvENa6Es4GRcLtegjzscDt17772aOnWqJGn79u26/fbb41EekDIICQCAEamrq+sXEMJ94Qtf0IIFC6I+tmHDBuuOcFZWlr785S/HokSkoOLiYuXk5ER9bOLEifrEJz4hSVqwYIG8Xq/12B133KHnn38+LjUCqYCQAAAYkcG6fQx0IdfT06Pvf//71v4NN9wQsTAWcDKZmZnatGlT1N+vY8eOqaysTN3d3ZKkL3/5y/rwhz8sqXfGrWuuuUbHjx+Pa71AsiIkAABGZCjdPqL53e9+p+3bt0uSpk+frq985StjXhtSW2FhoVpaWrR+/XrdfvvtEast+3w+XX/99QqFQsrIyNB9992nyZMnS5K2bt0a0boAYGCEBADAiJys20dOTo6Ki4v7Hb/33nv1xS9+0dr/j//4D2VlZcWsRqSuzMxMrV69Wrfeeqs2btyo//zP/7Qeq6mp0V133SVJWrRokb73ve9Zj333u9/V008/Hfd6gWRDSAAAjMg//vEPVVZW9gsKOTk52rRpU8RA5FAopNtuuy2iK0hubq5uvPHGuNaM1ORwOPTjH/9Yn/vc5yRJH/rQhyLW3Ljhhht03nnnSZKOHz+uiy++WHfccYf1uwigP6ZABQAMS2dnp26++WbdddddmjVrlhoaGvTMM88oGAzK5XKpuLg4IiAcO3ZMa9as0W9/+1vrmNvt1oMPPhh1gTVgJDIyMvSrX/1KS5cu1Q033BCxyvK4ceP061//Wh/4wAdkGIZOnDihtWvX6tFHH9Xvfvc7zZ0718bKgcTkCIVCIbuLSCf5+fmSpKamJpsrAYD++i6M1veCv6GhQZ///Of16quvWsc+97nP6Xe/+13U5ztw4ICuuuoq+f1+69jHPvYx+Xw+TZs2LXbfCBBFS0uLVq9erWeffdY6lp2drfvuu0+f/vSn7SsMiJHRXHfS3QgAIKk3ALhcLn3uc5/Tbbfdpquvvlq5ublqaGjQ8ePH9Z3vfEcXXnhhREC44oordOedd0Z9vrfeeksf/vCHIwLCF7/4Rf3lL38hICCufvvb3+rxxx9Xbm6unnzySd12223KyOi9BGpvb1dxcbGuu+46dXZ22lwpkDhoSYgzWhIAJKKuri7l5uZGXfdg1qxZmj9/vgKBgHVs2rRp+ulPf6prr71WDoej39ds27ZNH//4x/XGG29Yx7773e/q1ltvjXo+ECs/+clP9PWvf13Tp0/X448/LrfbLUl68skndfXVV1urfkvS0qVL9d///d963/veZ1e5wJiiJQEAMConWxitra0tIiB86EMf0tatW/XFL34x6gX/448/rg9+8INWQBg/frz+67/+S7fddhsBAXHV0dFhtXQdPHhQH/vYx/Taa69Jki666CK98MILEdOnbt++Xeedd55+9rOfiXuoSHeEBADAoAujSb2r2VZVVenxxx8fcA2EBx54QJdddpneeecdSb0tDn/961/17//+72NZLjAkWVlZevTRR+V0OiVJ+/fvV1FRkR599FGFQiFlZWVp48aN+uUvf2kNdD527JhuuOEGXX755SddURxIdYQEAMCgC6OdeeaZamho0E033aRx48b1ezwUCunOO+/UZz/7WR07dkySdNppp+nJJ5/UZZddFpOagaE455xz9NBDD1kD8Hfv3q3LLrtMS5cu1S9+8Qt1dnbqi1/8ogKBgJYtW2Z93cMPP6xzzz1XjzzyiF2lA7ZKuZDg9/tVXl6uqqoqVVZWqry8XIZh2P5cAJCIQqGQnn/+eb3wwguaPXt21HOmTp2qF154Qeeee27Ux0+cOKGvfvWrqqiosI4tXbpUzzzzTMRFF2CX8ePHW6sum1599VVdf/31OuOMM3TjjTdq6tSpeuaZZ/SNb3zDOmffvn36+Mc/rkWLFun73/++1VUJSAcpNXC5trZW69atixicEQgEVFpaqqamJqu5Md7PFY6BywBGY7ApSody/qRJk/Tcc8/pD3/4g/74xz+qpaVFkvR//s//kc/ni+hiYS6MVlhYGPG8R44ckd/v15/+9Cf95S9/0f79+63HLrroIv3pT39iJWUkhJMNyg/39NNP68ILL5Qk3XXXXbrhhhvU09PT77ylS5fq05/+tIqLi5Wfn2/NkgQkotFcd6ZMSDAMQ1lZWaqvr5fH44l4rLS0VJLk8/ni/lx9ERIAjFRDQ4NWrFgxpIv4gc7PzMzU1KlT9fbbb/c7//zzz9djjz2murq6qAujGYahhx56SHV1dXr44Yd1+PDhfs+xcuVK/eY3v+l31xawy/3336+rr776pOcUFhbqueeek8PhGHKokKS5c+fqU5/6lD796U/rkksu0YQJE8aqbGBMjOa6M2VWXN64caMkqaCgoN9jq1atsi7u4/1cAHAyQ20Z6Orq6nfBL0mtra1asWKFWlpaIr5uoPO7urrU1dUVcWzGjBlasWKFrrrqKmVmZmr16tXWY3v27NFvfvMb1dXV6bHHHtPx48ejfh+nnnqq/s//+T9au3Ytd1aRUAYblP/5z39e//Zv/2bNvHWymb76euutt3T33Xfr7rvv1owZM3TOOefozDPPVGFhoa699lpa05DUUiYk+Hw+OZ3OqN2AzAF5tbW1EVOdxeO5EsVYdFFIpvMTsaZEOz8Ra0q082P9GsNpGTjZhUtra6s+8IEP6OjRo9qyZYsmTpw46IXOtGnTtGrVKl111VX6yEc+ooyMDLW2tqqxsVF79+7Vtm3b9Oc//zliZdq+Fi5cqOLiYhUXF+v8888nHCAhDTYo/2Mf+5iWL19u7Q8WKqZNmyan06m3335bR44csY4fOHBATz/9tCRpw4YNuvHGGzV79mydddZZWrBggXJzc63/5+bm6owzztDx48cT6jMv2T9TU+H8hBJKEU6nM+RyuaI+1tzcHJIUqqioiPtz9eV2u0Nut3tEXztS//znP0M5OTkhSdZ/OTk5oX/+858peX4i1pRo5ydiTYl2/nC/pqenJ/TMM89EPf/BBx8MvfLKK6EXXngh1NjYGPrHP/4ReuSRR0JZWVkR54Z/TWdnp/Xcl156aWjWrFlRz+3739NPPx168803Q1/72tdOet65554bKioqCp1zzjmh2bNnD+m5JYXy8/ND3/ve90IvvfRSqKenZ8D3DkgUnZ2d/f5dDvRvLRQKhdavXz/kfw/mfw6HY0Rfk5GREXEsMzMz9IUvfCF0++23h37yk5+EfvnLX4YeeOCB0IMPPhi65557QtnZ2RHnz5kzJ+T3+0MHDhwIdXV1hY4fP279u0z2z9R0PD8WRnPdmTJjEhwOh1wul5qbm/s9FgwGlZeXp7KyMlVXV8f1ufqK95iEwfpWTpw4MWJxo1AoZE1f2FdGRobGjx8/5PPHjRunRYsWWXcX3377bRmGMeD54fXMnDlTs2fPVk9Pj3bs2KHu7u4h1W/WdOLEiagDzob7PYd/D7t379bx48dPer75/HPnzrXuFAz3ewiFQuru7h7W+YPVf+LEiYiVbwf7HpYsWRJxV/jw4cPatWvXgOeH1zRhwgSdccYZJ/2eJ0yY0O97GKgby7hx43TKKaeora1tSOc7HA6dddZZEfXv378/YmBttNcw68nKytKcOXMG/bmZrxWrj9DZs2crMzNToVBIe/fuPWkdsTRu3DhdfPHF+vSnP61PfepTmjdvni11AKMxnFa74YxJSFSDfTZlZGRYn5ETJ05Udna29uzZM+DfzeF+ZmdnZ1trpQz1a8KvF1pbW3Xw4MEhXS9kZ2crKytrRH9rB3p+h8MR9Xse6vVOS0uLuru7Bzw/JyenXxfRWGHgsnp/oG63O+qbYA5ELikpGdKA47F4LvOH0tf27du1dOnSuIWEoQzYAoCMjAydcsopOvXUU3XaaafptNNO00UXXaQrrrhCs2bNsrs8YNS6uroGHJTf10ChwufzaebMmXrllVf06quv6pVXXtE//vGPk95EAaJZv359xPivWGHg8hCN5RoHybJewlBWUQWQ/CZOnKhJkyZF/L+np0d79uzRiRMnrPMyMzP17//+7yooKNBpp51mhYI5c+ZEXSQNSBV9B+WfTGFhoVpaWgYMFeFrhgx2M2758uU67bTTdOjQIR06dEgHDx5US0uL9u3bN+DXnHvuuXrhhReG+J313unPyMjQiRMnbGt1xPAkw/VZSoWEgS7c29vbJWlYaxuM9rkGSmwDtTDEymADtr72ta/p4osvtvafeOIJ/eQnPxmz871ery6//HJJvd2N/vznPw/p+Z1Op2bPnq0HH3xQlZWVQ64nlt/Drl27dPz48SE9/2c/+1lNmTJFkob9PcSi/qKiIu3evXtYX2P+3CTpj3/8o771rW8NqaYJEybopZdeOun3/PWvf73f9/DjH/94wPO/9a1vRcw29sQTT+hHP/rRkOvfsGGDbr/99gHPv/nmm62Bi1OnTtWMGTMG/bl973vf0yc+8QllZGRo3Lhxeuihh056/p133qkrrrjC2j969KiWL18e0Y3KNHv2bD311FPKzMxURkaGHA6H9f+jR4/q4Ycf1htvvKGFCxfqqquu0owZM/p1uzMN5+4pgHcNNVQUFxcrJycnavcks0tT339zgwWLm266SZ/61KfU3d2tEydOyOfz6frrrx/w/F//+tdWrT09Pbr33nt13XXXDXj+Lbfcoo985CMKhUKaNGmSmpqadMMNNwx4/o033mh9ZodCoUE/g2+99dZ+3bgG+5wP/9z+17/+pQcffHBIfwtnzZqlrKyshPhba9bf3Nysxx9//KTnD3Z9lhBGOhAi0QxlsHFZWVncn6uveA9cHu6ArWQ/PxFrSrTzE7GmRDs/Xq+RCIPaAIzecP8tJ9pnXip8pib7+bEymuvOlAkJHo8nJEX/durr60OSQtXV1XF/rr6Y3YgZFBLh/ESsKdHOj9drdHZ2htavXx+6/fbbQ+vXr4/bHw4AY2u4/5YT7TMvFT5Tk/38WGB2I0k1NTUqLy+POprffKy5uXlIzTtj+Vx92bXi8nC7HCT7+YlYU6Kdn4g1Jdr58XoNAOkp0T7zUuEzNdnPH2vMbqR3Zx3y+Xz9FjkrKiqSJNXX1/f7OvOHNhbPNRR2hQQAAACkl9Fcd6bM8phOp1PV1dX9Bq0EAgEFg8Go05Xm5+crLy9PgUBg1M8FAAAApIqUmt2orKxMLpdLpaWlKiwsVFtbmwzDUFNTU9TZiDwejwzDiPrYcJ8LAAAASBUp090oWdDdCAAAAPFAdyMAAAAAY4aQAAAAACACIQEAAABABEICAAAAgAiEBAAAAAARCAkAAAAAIhASAAAAAEQgJAAAAACIQEgAAAAAEIEVl+MsOztbR44c0dKlS+0uBQAAACls+/btmjx5strb24f9teNjUA9OYsaMGba99vbt2yWJgDJEvF/Dw/s1PLxfw8P7NTy8X8PD+zU8vF/DY+f7NXny5BFfe9KSkEby8/MlSU1NTTZXkhx4v4aH92t4eL+Gh/dreHi/hof3a3h4v4YnWd8vxiQAAAAAiEBIAAAAABCBkAAAAAAgAiEBAAAAQARCAgAAAIAIzG4EAAAAIAItCQAAAAAiEBIAAAAARCAkAAAAAIhASAAAAAAQgZAAAAAAIAIhAQAAAEAEQgIAAACACOPtLgCJIRgMyuv1qr29XdnZ2ZIkr9crp9Npb2EJqLKyUoZhqLS0VAUFBXI6nfL7/aqurlZRUZHKysrsLjHh+f1++Xw+VVdX211KQqqqqlJzc7OcTqeCwaAMw5DX65Xb7ba7tIRUW1ur+vp6BYNBtbe3q6CggM+vIaitrdW6devU1NRkdym2MT+L8vLy1NbWZv1b43cnOn5nhifZP5sICZDf71d5ebl8Pp91ERIMBrVmzRr5fD6bq0s8hmGopqZGNTU1EccrKioICENUWlqqlStX2l1GQiovL1dlZaVcLpd1rKqqSvn5+fL5fCopKbGxusRTWVmpwsJCK3AahqHly5crNzdXTU1NEe8jen+/zJtBfr/f7nJsFe2CNxAIKD8/X01NTUlzIRdr/M6MTCp8NrHicpoLBoPKy8tTU1NTxF3K0tJS1dbWil+P/srLyyX1vneS5Ha7VV5enhT/4BNBZWWlqqqqVFZWRktCH+YFitfrVUVFhXXcMAxlZWXJ6XSqo6PDxgoTSyAQ0IYNG+T1eiOOm++Xy+VSc3OzTdUlvvz8fBmGkZbvkfk7Ul9fL4/HE/FYaWmpJHGTLIp0/p0ZjlT5bKIlIc2Vl5erpKSkXzeG7OxsujacBBe3I+P3+1VYWGh3GQmv7x8P846mYRjxLyaBVVdXW6E9nNPplMfjkd/vVyAQ4LMM/WzcuFGSVFBQ0O+xVatWWUEBGIlU+Wxi4HIa8/v9Vlejvqqrq+lziDFXX19Pd5mTcLvd6ujo6BdCzVarvnc8011jY6Py8/MVCAT6PWb+8W1sbIx3WUgCPp9PTqczapcis1W4trY2zlUhVaTKZxMhIY2ZFyIFBQUyDEO1tbWqqamxLkhwcuZ7Vltbyx3eIaisrNTatWvtLiPhRbtoMZus+zZdpzuPxzPghR5wMo2NjdYkHX2Zv08NDQ1xrAipJFU+mwgJacwcgBQMBlVTUyO3262VK1fK6/VGbV3AuyorK633zOPxqLS0VFVVVXaXlbACgYAKCwuT/gMz3sxB8n6/v9+4IfSGpo6Ojqjjgcw7eNG6kwBDubHDzR+MVKp8NjEmIY2ZH4B9B9dUV1crPz9f5eXl9L2Pwul0qqioKKLrh8/nU25urpxOJzMcRVFdXc3v0jCZU+02NjYyMH6YgsGg/H5/1PFWgGmgmxZmC0N7e3scq0E6SLbPJloSoKKion7HVq1apZqamqj96dKd1+vt1zfcHIxUWVlpU1WJq6qqim4yI+D1eiPGBuXm5jL94BCVlpbK5XLp3nvvtbsUJDFaEjDWku2ziZCAqIMhzYTLRcnQFRYWyjAM3rMwgUAgJfpl2q2iokLZ2dkqKiriwmUQZgsM89xjMAP9WzJbEPj9wVhKxs8mQkISys/Pl8PhGPZ/fWdqGEr3hVQZuDVW79lQpMLA77F6v6qrq9Oi+1U8fr/M4N53Eb9kFKv3q7a21hq/kSx/hIcinp9f6WIovx8DDWwGhitZP5sYk5CExmpqUrfbrWAwKMMwBvylTZV+0GP1npWXl6umpkYdHR1J9Q99uMbi/aqtrVVjY+OA841v3LjRumOX7IsWjdXvV2lpqQKBQNQ/JOa/xVQI7rGYXtnv96fs1M2p+D3ZraCgYMBWX/NGT35+fjxLQopK5s8mQkIaKyoqUm1trYLBYL8BNGYzLAtfRQoGgwOGg7a2NknJMWNBPJSUlERdE8GcOnblypUMZu7DvPPb3t7e7/fMvHDh32R/gUBA1dXVqq+vjzhuGIY2btyYFq1ZGJ7S0tJBQwLrkmC0kv2zie5GaaysrExOpzPqB2V9fb1cLhcLX/VRVFQ0YHNhbW2t3G53UsxYgMRUUlJi/dvry5xEgH+TkYLBoKqrq6O2Rvn9/pRpDcXYWrlypaToC6b5fD55PB5+dzAqqfDZREtCmvP5fCotLVVJSYn1CxsIBLRx40Zt3rzZ5uoST0VFhUpLS+X1eiP+gVdWVqq9vb3f3QL0Z3YxSoWxG2Pt3nvv1Zo1a+Ryufr9fpl/cJLhD0u8GIahoqIiuVyuiG5tZktoY2NjUjbxx4thGGk7zafT6VR1dbUqKysjgncgEFAwGOT3ZgDp/DszHKny2eQIhUIhu4uAvQKBgNatW2ftZ2dny+v1pnSf+9EyZylob2+XYRhyu91M8zkI8/fM/CMsybpbR7ejSObvl/RuqOobTNHbZ3ywaZr5ExepqqpKDQ0NCgaD1nvncrnkdrvlcrnS7nPM7C9eWFiotrY2GYbB378++J0ZvlT5bCIkAAAAAIjAmAQAAAAAEQgJAAAAACIQEgAAAABEICQAAAAAiEBIAAAAABCBkAAAAAAgAiEBAAAAQARCAgAAAIAIhAQAAAAAEQgJAAAAACIQEgAAAABEICQAAAAAiDDe7gIAAAhnGIYqKyvldDplGIZKS0vl8XjsLgsA0gohAQCQMAKBgJYvX67NmzfL7XbLMAzl5uaqpaVFTqfT7vIAIG3Q3QgAkBCCwaCWL18ur9crt9stSXI6nXK5XKqpqbG5OgBIL45QKBSyuwgAAIqKitTe3q6mpqZ+xyWpvr7ejrIAIC3R3QgAYLuamhr5/f4Bg0AwGIxzRQCQ3mhJAADYLi8vT5LU3Nwc9bH29nZ1dHTEuywASFuMSQAA2CoQCCgYDKq8vDzq48FgUC6XK85VAUB6IyQAAGy1bt06SVJJSUm/xwKBgCQpOzs7rjUBQLojJAAAbGMYhmpra61ZjPry+/2SZM12BACIDwYuAwBsY4YAScrPz+/3uNmSYM5wBACID0ICAMA25mxGXq9XZWVl/R53OBySFLHicjAYVGVlZUTLg9frjXGlAJBeCAkAANs0NjZKigwBJrMVITw8GIah/Pz8iBWYq6qqVFpaKp/PF/uCASBNMAUqAMA2eXl5CgaDivanqLKyUlVVVWpubrZaDcwZkKqrqyPOdTgcampqYuwCAIwRBi4DAGzT3t4+4PSmNTU1crvdEY9v3LjRWlMhnMvl0oYNG2JWJwCkG0ICAMBWZrehcLW1tTIMQ2vXrrWOGYYhwzCinu90Oq3uSQCA0WNMAgDANgUFBVGPV1ZWyuPxRKydEAwGJUVfMyE7O9t6HAAwerQkAABsU1RUpPb29ohjVVVVam9vZyAyANiIkAAAsE1ZWZmCwaAMw5DUO6PRunXr1NTUFLVb0UD6Bg0AwOjQ3QgAYBun0ymfz6c1a9bI5XLJMIyI6U37nisNHAiGEyoAACdHSAAA2Mrj8URdJ6Evl8slp9NptTqEMwwjYvwCAGB06G4EAEgaK1euVENDQ8QxwzAUDAZVVFRkU1UAkHpYTA0AkDSCwaDy8/PV1NRkrZ9QVVWl+vp61dfX21wdAKQOQgIAIKkEAgFVV1crLy9PbW1tkiSv12tzVQCQWggJAAAAACIwJgEAAABABEICAAAAgAiEBAAAAAARCAkAAAAAIhASAAAAAEQgJAAAAACIQEgAAAAAEIGQAAAAACACIQEAAABABEICAAAAgAiEBAAAAAARCAkAAAAAIhASAAAAAEQgJAAAAACI8P8D+5aHnQY+YrQAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 282, - "width": 388 - } - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 282, - "width": 388 - } - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 282, - "width": 394 - } - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 282, - "width": 394 - } - }, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/berrylib/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 282, - "width": 388 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "for arm_idx, plot_idx in [(0, 48), (1, 84), (0, 27), (0, 35), (0, 22), (1, 8), (1, 1), (0,0)]:\n", - " compare_arm_marginals(fi, ygrid, ngrid, arm_idx, plot_idx, results_mcmc=results_mcmc, n_samples=20000)" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 872, - "width": 872 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize = (12, 12), constrained_layout=True)\n", - "for i, (arm_idx, plot_idx) in enumerate([(1, 88), (1, 78), (1, 68), (1, 58), (1, 48), (1, 38), (1, 28), (1, 18), (1, 8)]):\n", - " plt.subplot(3, 3, 1 + i)\n", - " compare_arm_marginals(fi, ygrid, ngrid, arm_idx, plot_idx, results_mcmc=results_mcmc, n_samples=20000, show=False)\n", - "plt.savefig('small_y_grid.png', dpi=300, bbox_inches='tight')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/berrylib/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 267, - "width": 397 - } - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 284, - "width": 401 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "for arm_idx, plot_idx in [(1, 0)]:\n", - " compare_hyperparam_posterior(fi, ygrid, ngrid, plot_idx, results_mcmc=results_mcmc)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## A 4d problem, Berry figure 2 final analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "fi4 = fast_inla.FastINLA(n_arms=4, sigma2_n=90)\n", - "n4 = np.array([[20, 20, 35, 35]])\n", - "y4 = np.array([[0, 1, 9, 10]], dtype=np.float64)" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [], - "source": [ - "results_mcmc4 = run_mcmc(fi4, y4, n4, n_samples=500000)" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 282, - "width": 394 - } - }, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/berrylib/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwkAAAI1CAYAAACdVLbuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAABYlAAAWJQFJUiTwAAC72UlEQVR4nOzdeVxU9f4/8NewqLgOGJC5MriSZg5qdrulxPDTMm+pM1q2d69gQsuthLzXbovdEmy7JSVYt9VKh6Jbt5Uxsr1gyG6KWjK4KygyboALnN8ffM+nOcwMDDA7r+fj4cM567xnmIHzPp/P5/1RSZIkgYiIiIiI6P+E+DoAIiIiIiLyL0wSiIiIiIhIgUkCEREREREpMEkgIiIiIiIFJglERERERKTAJIGIiIiIiBSYJBARERERkQKTBCIiIiIiUmCSQERERERECkwSiIiIiIhIgUkCEREREREpMEkgIiIiIiKFMF8HQET+ITExUbE8ceJE5OXl+Sga8gcmkwlZWVmKdUuXLoVer/dRRJ7Dzz8Fsq70XSXvYZJARACAsrIyX4dAfsZqtdp9LiwWi4+i8Sx+/imQdaXvKnkPuxsRkUJtbS0kSYLZbPZ1KORjer0ekiRBkqQuc0eSn38KRF3xu0qexySBiFxmsVhgMBgQGRkJlUqF+Ph45OTk+Cye/Px8u24i3tDyfUhMTPTZ+9De98DffoaBJCcnB4mJiYiMjERkZCQSExORn5/v0rG+ft8DOfaCggKkpKQovm9ZWVmwWq1OjzEYDFCpVG3+8/Td9kCOnQgSEZEkSQAkAFJtba3D7UajUeyjVqsljUYjlrVardPj3K2iokLKy8uTtFqteG5vKioqEq9bo9FIWq1WUqvVXn0fOvoedOZnqNfrJQBSdna2m16Ff2nr8y+/1/J7Jz925b3z9XcnUGOvra2VdDqd0++bWq2WzGazw2Plz6scs7N/FRUVQRd7sH9XyXuYJBCRJEmtXyRVVFSI7bZ/eGz/EOp0Oo/GZ3ux0vIix1tsEwSj0ajYJr8Per3eY8/fmfegsz/DYL/waO3zL7/2zMxMsa62tlbKy8tTXAQ64uvvTiDHLic3qampdj+X1NRUcSHd2s/MV59XX8bu69dOwYNJAhFJktT+iyRZbW2tOLaoqMhj8RUVFUl6vV5KTU2VjEaj+EPrzSRBvguYl5dnt832fXB2h7CzOvMedPZnGOwXHs4+/2azWVzsOSJvd/be+PK7E8ixywlKa583Zwm7JPn28+rr2IP9u0rewySBiCRJcn6RZHsx4KxrQWZmpsfvojt7Tm8lCfJdfLVa7XQf+aLd2UWZu7n6HrjjZxjsFx7O3h/5Z+pKV6yWd+R9/d0J5NglSWoz+ZC7PjlKYnz9efVl7L5+7RQ8OHCZiFplMpkAABqNBmq12uE+KSkpin2DUUlJCYDm+vnOyO/D+vXrvRKTq/gz7DiDwQCdTuf0fQN+f+9aDiT19fseyLEDgE6nc7rNarWKmCdNmuSR5++MQI6dSMYkgYhaJV8ca7Vap/vIF85Wq7XVqh2BTK5B3toFl0ajAeB/7wN/hh2n0+lgNBpb3Uf+uQNQvHe+ft8DOfa2yBOHqdXqgCv5GcixU9fCJIHIi/Lz86FSqRAZGdnqfllZWVCpVOJOnS/Jd7xsLyZasr1wLi0t9XRIPtFacuBoH38qT+gvP8O0tDTEx8ejoKAAQHNZzvj4ePGdMBgMfpmgtPWzl99ftVrt8DPgy/c9kGN3xGq1Ii0tTZRvbSsJAn4vEyx/ztLS0jwdpkOBHDt1TUwSiLwoNTUVarUaVqu11Rrl8jZ/+IPg6kWbfMHgjxd57mDbSuCMbWJw5MgRT4fkMn/5GVosFlgsFpSUlCA+Pl7cUZWfs6CgwCfzXnSWfLHXsouJv7zvrQmE2K1WK+Lj48UcD/n5+VCr1SgqKmq1Ww/QfMMlLS0NZWVl0Gg04ndvfHy8VxL5QI6diEkCkZelpqYCAPLy8hxuN5lMsFqtiqbosrIylybXceVfW60YLckXu/379+/Eqw588fHxAFrvf11UVCQe+1Oy5G8/w5ycHKjVatTW1qKiogKSJInvg8ViES0NMl9+/ttSVlYmPhPZ2dmKbf72vrcUKLEfOXIEFotF8Z2Kiopy+fjU1FRIkoSKigrU1tZCp9PBYrF4paU2kGMnYpJA5GVLly4F0PwHWu7nbku+WJKTCaC5X3Btba1b/lVWVnrnhQYZ25+Ho9lmrVarYr0r3ZO6sg0bNijeo9TUVNH/3TbZAvz382+1WmEwGAA035FvrWuOvwmk2DUaDaTmaoyora2F0WjEkSNHkJKS0mZrq16vV9yQUavVovXEYrG4POt0V4ydiEkCkZfZthC0bE2Qu1wA9l2N5D7D7vjXHvJdr5qaGpdfX7DKzMwE0NwNICcnRwzYLCgoQFxcnGKQZ3vuFnqav/0MnVXckQfCOuqq5avPf2uSk5NhsViQnZ3tcACqv73vtgI1dvn3Z2VlJdRqNfLz8xXd1mRGo1FclDs7B+C8RdcTAjl26pqYJBD5gNyakJ+fr2iGlktnarVav7mz52qfY3m7P10cu5vtBVVWVpboZ2wwGJCamqrosuEvPz/A/36G/vTedFRiYiLKyspgNBpF8tiSv73vskCOXaZWq0XrnpywO9rHGfkz6Kg119MCOXbqWpgkEPmAbRJgW1NfvjMkJxH+QP7j39pAOdttwdySADTf5cvOzoZOp4NOp0NqairMZjOys7PFH+3Wasv7gr/9DP3pvekI+SK7qKio1RKW/va+A4Ede0u2/fLbW13JdqyFL8YPBXLs1HWE+ToAoq5KrlyRl5eH1NRUWK1WlJWVKZqTbbnrj0F7/5inpKQgPz+/1T9kthcLwXCXuC2ZmZkO78DKfen9rfZ5MPwMffX5bxlDcnKyuMhuqzqNP73vgRy7J1RUVIjHgZa0BnLsFFiYJBD5SGpqKrKyslBWVqao6GI7QFZWVlbmttKQ6v+rKuMq+YJXniXU0cWAszKKXYltpRh/KF1rK9B/hr78/Mvki2yLxQKz2dzqJGMyf3nfAzF2k8nU5nltk5SWM6HLFeKckZMfV96L9grk2IlssbsRkQ/JCUFBQQHWrVsHwPEFplarFRUyOvuvIxdI8h+8lmUSASjmfPC3i2NvWrhwIYDmn6k/3lUN5J+hrz//HbnIlvn6fQ/U2LOzs0X1pdb2AZo/H7YX1VlZWUhOTnZ6nMlkEl0DPdG1M5BjJ1KQiMhnamtrJQCSTqeTAEhardZnsQCQAEi1tbV228xms9ienZ0t1tfW1kparbbV2Gtra6W8vDwpLy/P4bk7KjMz0+X3zF0xmM1mKTU1VXGOioqKNt8Dd8Zgqz3vQWd+hpIkSXq93u7Y9pI/55mZmQ63p6amSgAkvV7f4efoKGef/9raWkmj0UhqtVqqqKho93l9+d0J5NiLiookAJJarZby8vLszi1/lgDYvbbs7GwJgKTRaKSioiLFNqPRKKnV6lY/Z4EcuyS557tKJEnNd1aIyIfkX+gAJKPR6LM4WksSJKn5D5S8j/xHzPaxs+MqKirEfmazucPxVVRUSDqdTvyzfX7b9S3/sLozBtuflXzxJS9rtdpWLyjcEUNn3gNJ6vjP0Pa1d7UkQU7EXP3n6GLcV9+dQI5dkpovtm2/YxqNRvH8arXa6Wddvth29n1NTU11+ryBHLskMUkg92GSQORjtnfrfKmtJEGSmv946vV68QdLo9G0+YfIXRfotu9Ta/9a3rlzZwySJEl5eXmSVquV1Gq1pFarJa1W6/A5PRFDZ94D2zja+zOUJCYJnbnQliTffHcCOXZb2dnZ4jsHNCfkmZmZbd7lr6iokFJTU8XFuVqtbjWJDobYJYlJArkPkwQiH5Mv/Nq6O+RpriQJHSVfrHji3IzBO4L9wsOTn//OCOTPDGP3jWD/rpL3cOAykY/JcyM4mnkzWJSVlTmdZZcxEDkXyJ8Zxk4U2JgkEPlYfn6+X82w7AmlpaVtVvtgDET2Avkzw9iJAhuTBCIfklsPgrmUndVqhU6nw7x58xiDj2OgwBLInxnGThT4OJkakZdFRkaKVoOysjJotVq/m6HXndRqtZh0iTH4NgYKLIH8mWHsRIGPSQKRl02cOFHMzKvT6fjHiIiIiPwOuxsReVlRUZGY/bWoqMjvBsZFRkZCpVIhMTHR16GQjxUUFEClUkGlUqGgoMDX4XgFP/8UiLrid5U8jy0JRAQA0Gq1iuVgHkhNrlGr1V3mc9FVXicFp670XSXvUUmSJPk6CCIiIiIi8h/sbkRERERERApMEoiIiIiISIFJAhERERERKXDgspcNGzYMx44dQ1xcnK9DISIiIqIgVllZib59+2Lnzp3tPpZJgpcdO3YMDQ0Nvg6DiIiIiIJcZ645mSR4mdyCYDabfRwJEREREQWzzsz5wjEJRERERESkwCSBiIiIiIgUmCQQEREREZECkwQiIiIiIlJgkkBERERERApMEoiIiIiISIFJAhERERERKTBJICIiIiIiBSYJRERERESkwCSBiIiIiIgUmCQQEREREZECkwQiIiIiIlII83UA1H6SJKGurg7Hjh3DiRMn0NjYCEmSfB0WEfkRlUqF0NBQ9O7dG3379kXPnj2hUql8HRYREQUIJgkBpqmpCfv27cOJEyd8HQoR+TFJknD27FlYrVZYrVb07t0bAwcOREgIG5CJiKhtTBICiCRJIkEIDQ1FZGQk+vTpg27duvEPPxEpNDU14fTp0zh+/Dhqa2tx4sQJ7Nu3D4MGDWKLAhERtYlXlgGkrq5OJAhDhgxBdHQ0evTowQSBiOyEhISgR48eiI6OxpAhQxAaGooTJ06grq7O16EFhcbGRhw8eBBnz571dSidwq6qROQMry4DyLFjxwAAkZGR6NGjh4+jIaJA0aNHD6jVagC//x6h9pMkCT/88APuvvtuDB48GAMGDMB5552HO+64A999911AXXD/8ssvmDZtGgYOHIjCwkJfh0NEfohJQgCRxyH06dPHx5EQUaDp27cvAHA8Uwds3rwZf//73zF8+HBMmTIF//rXv3DgwAEAwKFDh7Bq1Sr84Q9/QHx8PJYtW4by8nIfR+xcY2MjnnjiCUycOBEbN27EgQMHsGDBAmzatMnXoRGRn2GSEEAaGxsBAN26dfNxJEQUaOTfG/LvEWqdxWLBY489hnHjxmHcuHF47LHHYLFYFPuEhSmH9VVWVuKf//wnzj//fEyYMAErV67E3r17vRl2q3bt2oXk5GQsWbIEp0+fFusbGhqg1+thtVp9FxwR+Z2gSxJMJhPS0tKQk5ODrKwspKWlue0Xn3xuX5GbsjkGgYjaSx6sHEhdYrztwIED+Ne//oUpU6YgPj4ef//737F582bFPn379sUtt9yCTz/9FCdPnsTnn3+Ov/zlL6I7l2zTpk3IzMzEkCFDMG3aNKxZswZHjhzx4qv5nSRJeO2113DBBRdg48aNYv2ECRPQu3dvAEBFRQVuvfVWfj6I6HdSEDEajZJWq1WsM5vNkkajkWprazt9frVaLaWmpnbqHFqt1i5GV5WXl0vl5eWden4i6rr4O8Sxs2fPSqmpqVJISIgEwO5fRESENG/ePKmwsFCqr693eI6GhgapsLBQ0uv1Uvfu3R2eJzw8XLruuuukbdu2ee21HTp0SJo7d64ijpCQEOmBBx6QTp8+La1bt06xLScnx2uxEZHndea6M2huSVutVhgMBmRnZyvWa7VaaLVaLFy4sFPnz8rKYlMsEVEQuueee5Cfn4+mpiaxLiwsDDNnzsQbb7yBqqoqrFu3Dtdcc43TohHdu3fHNddcA6PRiKqqKrz88stISUlRtPyeOXMGb731FhISEnDrrbdi586dHn1dH3/8McaNG4d33nlHrBs+fDi++eYbPPLIIwgPD8e8efNw1113ie1Lly5VtDYQUdcVNEnC+vXrAQATJ0602zZ//nwUFBR0+NwmkwmTJk3q8PFEROSfnn32WTz77LNi+ZJLLkFeXh4OHjyI//73v7j++uvbXSyiX79+uOWWW/DZZ59h7969eOaZZzB58mSxvampCa+88gpGjhyJ9PR07N+/322vBwBOnjyJ22+/HVdeeSUOHjwo1i9atAibNm3ClClTFPvn5OTg4osvBtA8ZmX+/PliYDYRdV1BkyQYjUao1Wq7fqEAoNFoAKDDiUJRURH0en1nwiMiIj/z3//+F3/961/FssFgwJdffonU1FT079/fLc8xYMAA3HXXXfjhhx/www8/ICUlRWw7c+YMnn/+ecTHx2PJkiU4fPhwp5/vhx9+wIQJE7B69WqxLjY2Fv/973/xwgsvoFevXnbHdOvWDevXr8c555wDAKiqqsK1114b8HNAEFHnBE2SUFpaiqioKIfb5MShpKSk3efNysrC0qVLOxMaERH5idzcXFRXV+Onn37CtddeK7oYTZkyBa+++qpdYYjq6mrMmzcP1dXVLj9HdXU1cnNz7dZPnjwZn332Gb744gtccsklYn1DQwOeeOIJaDQaPPjggzh69KjLz3XmzBmUl5ejoKAAd999Ny655BL89ttvYvvs2bOxefNmzJw5s9XzDBo0CG+//bZ4/V9++SX+9re/uRwHEQWfoEkSXBkv0N4xBWVlZZg0aZLD1gnqmkwmE1QqFVQqFcrKylrdrlKpYDAY2jxnVlYWVCqV4g5je56zo+Lj48V5W5Z27CxPxexJBoMBKpUKWVlZvg6FPCQ3NxcZGRn44x//iCuvvBInT54EAMTFxeE///kPIiIiFPtXV1dj/PjxMBqNGD9+vEuJQnV1NZKSkpCRkeEwUQCAqVOn4quvvsJHH30ErVYr1h8/fhyPPPII4uLikJ2dLeIDgFOnTmHz5s1Yv349HnzwQRgMBpx//vno2bMnzj//fBgMBvzrX/8SJW779OmDV155Be+8845oIWhLcnIyHnnkEbG8cuVKvPfeey4dS0TBJ2iSBABOL+blFob2lp/Ly8vrcDejxMREh/+2bt3aofNRYCooKHD7Bbg7lJWVKeLKy8vzYTRE3mEwGDBq1Cj89ttvoq9+v3798OGHHyImJkaxr3yxf/DgQXTv3h0HDx5EUlJSq4mCfEx5eTkSEhJavUmgUqlwxRVXoLS0FAUFBRgzZozYVltbi/vvvx/x8fGYPXs2xowZg169emHcuHGYP38+HnnkERQUFKC8vNxhl6DLLrsM//vf/3DzzTeL0reuWrp0qaLV4eabb8aOHTvadQ4iCg5BlSS0pT0tCTk5OXaVkkhJbrZ3lbMm+GAlj4Xxx8+RnBTIdzE7M7CfKFBERUVh8ODBinUvvfSS4gIdsL/YN5vNSEhIQHl5udNEoeUxxcXFdomHIyqVCnPnzsUvv/yC1157TfzeAJrHBrz33nvYtm1bq5PgDRkyBDNmzMA999wDo9GIzz//HMOGDWvzuR0JCQnBa6+9Jo4/duwY9Ho96uvrO3Q+IgpcQZUkOEsC5BYEV7sNlZWVOR0E7Sqz2ezwX8s/RoFKbrZv686azJUm+GAjd1vJz8/3u/K5cjWwNWvWAGieXTZQugURdYQkSbj77rthMpkU6//xj38ofoc5utg///zzUVxc7DRR6GiCYCs0NBQ33ngjtm3bhtWrV2PgwIF2+wwbNgxXXnkllixZgpdffhk//PADjh07hl27duHjjz/Gk08+Cb1ej9DQ0Ha+O0pRUVEoKCgQs3T//PPPWLx4MSdaI+pigiZJcOWC3tnA5pby8vKQmprayYiCm8FgaPPOmqw9TfDBJDU1VXwuH3/8cd8GY8NkMsFqtUKv10Or1Yo7l+xyRMHs2WefVdyguOuuu8TvsKlTp+L555/H/fffD61W6/BiPyYmRpEouHJMR4SHhyMtLQ07duxAQUEBXn31VZSUlODEiROorKzEhx9+iJycHNxyyy2YPHlyu8uzuioxMRHPPfecWH7llVfw0ksveeS5iMg/hfk6AHeZOHGi3R0imdz3OjExsc3zFBQUoLS01OmF7Pr160XLhNFo7GC0gU/+gylf/CclJTn84+iOO2yBLDs7G2lpacjJycHSpUv9YhC8nAzMnz8fAKDX65GTk4P169czUaCg9J///EdR6nT+/Pl46qmncPjwYUyZMgXbtm1Denq64pjjx49j+vTp6NatG8LCwkTVn169eqFbt252x4SGhuKpp55y2++3Hj16YO7cuW45V0ctXLgQ33zzDV577TUAQEZGhpiglIiCX9C0JLR2d1pOEnQ6XZvn0ev1MJvNMBqNin9yt4x58+aJdV1dyztrnmiCD3T+2Jogjz+QB+XLyYLVanWaaBMFKrPZjAULFoiuMhdffDFeeeUVhISEoE+fPjhx4oTD4/bs2YNNmzbhxx9/xLfffouvv/4aX3/9NUpKSnD69Gm7/RsbG3HzzTcHVd99lUqFF154AePGjQPQXGFJr9ejtrbWx5ERkTcETZIwb948AI4HYBqNRuh0OsWAMJk/Vp4JJM4SBSYIv5Pn2cjJyfH52AT5+2GbMGu1WpHIsCWBgsmePXswa9Ys1NXVAWguJvCf//wHPXr0AAAsW7YMhw4dctvzVVVVobCwMKiKOvTs2RPvvPMO+vbtCwCorKzEnXfe6eOoiMgbgiZJUKvVyMvLs6txLpd6dHTnPzExEfHx8S4N2JS7GDGpsNcyURg7dizGjh3LBOH/ZGZmiovw/Px8n8YiJwEtW97kMTj+VOXIZDLBYDCI+RwiIyNhMBha/b7m5OTAYDCI15Gfn4+UlBRERkaKuSg6+h3uSDyysrIyGAwGEUdkZCQSExORk5Pj9JiCggIkJiaK+SZSUlLY0tMOx44dw8yZM3HgwAEAzX8jPvzwQ0RHR6OxsREPPPAAnnrqqVbPER8fD51Oh8svvxyXXnopLrroIkRHR7d6zJIlS4KuqMOIESPw8ssvi+WCgoJWqy0RUZCQgkxRUZGk1+ul7OxsKTMzU0pNTZVqa2sd7puZmSlpNBqpoqLC6fnMZrOk1+sljUYjAZAASDqdTkpNTe1QfFqtVtJqtR06try8XCovL3d5fznervjPU4qKisRzmM3mVrfbys7OlgBIarXa7pjMzEzxuerIc7qqtrZWnKfld8JsNottRqOxw88h62zMer1eHK9WqyWtVqv4Dubl5bV6nE6nk9RqtTje9rOhVqsdxiQfm5mZ6bZ4JOn3n73t8bYxaTSaNp/Pdv/Wnqst7f0dEqjOnj0rzZgxQ7xnYWFh0ueffy5JUvP34Morr3Tp98jzzz+vOG9VVZU0cODANo8LCwuTAEgJCQlSVVWV0zirqqqkhIQEl/b1B+eee654jb/++quvwyEiF3TmujPokgR/xyShayYJtj+P7OxsxXpvJQnyxaqz55EvRJ1tb4/OxpyZmSllZ2fbJTN5eXnivI6Se9uLa71eL/apra1VXKy3dmHuKEnoaDy2z5mXl6c4vra2VsrMzJT0er3imNTUVAmApNVqFec0m83iZ9TRz0EwJgmrVq2yu7h+6aWXFL8PXn75ZUmSJOmXX36R4uLiXP49Mnr0aHFu2wv60NBQl88xZswYhxf/gZYgSJIk6XQ68breffddX4dDRC5gkhBAmCR03SRBTgZatiZ4K0nQarXiYtUR+eIUsG9paC93xeyI/DpaJluS9PuFfssLb5nRaBRxFRUVOTzWUZLQkXgqKiqcPpczcouOWq12+DOQtzt7fW0JtiRh1apVdhfZ9fX10uDBg8V7f99990mS1Pyz79mzp93viiFDhkjR0dGKddHR0SKZSEhIkDZv3qy4oP/kk0+k2NhYxTH9+/eXVCqVw99H8fHxUmVlpfTGG29Iy5cvl55//nlp9OjRAZUgSJIk3X333eI1PfLII74Oh4hc0JnrzqAZk0D2pOYk0OP/qqqqkJCQAABISEhAVVWVw3Xeikfy0wl/5AHMVqvV62MTbCdLkwf5t2Q7TsHXYydaM3HiRABASUmJ032czYkizw0BuG+QtrN45Jm2dTqdS5XVgN8rYGVnZzsslyuXn/SnsSO+5Gi+lry8POzZswcAEB0djWXLlmHp0qUwGAxiALNs0qRJ2LRpE3bt2oW1a9di+fLlWLt2LXbt2oXvv/9enDsxMVExxmr69OmorKxUHFNWViY+Cy1VVFQgPj4eN9xwAx544AEsXrwY27ZtQ1xcXECN2Ro7dqx4vHnzZh9GQkTeEDTzJJBvtFbFyJV5FLoStVqNzMxM5OTkICsry6sT9tleEC9cuNDhPraVl9atW4fMzEyxnJOTg6KiIqfnNxqNHp0DQi5AYLFYUFpa2qlz6XQ6cT5PxiOvT0lJcfm8ckxpaWlIS0vrcHxdRcv5Wi677DIcPnxYbL/77rsxf/58fPrpp3bHTp8+HYWFhYiIiAAALFiwQLE9IiICxcXFGD9+PA4ePIhzzz1X8TssIiLC7pgvv/wS1113Hd577z2752tqarJbd+LECY9NhuYJTBKIuhYmCdRhbZU5dXXCta5k6dKlohRqfn6+1xIF2zvPrtyFli+C5bLBJSUlXq+sU1BQgLy8PLc/b3x8PID2Vyprbzzy+R2VXnZGbu3R6/VtzhBvtVr9YnI+X2v5e0YWFRWFjz76CN98843dMddffz1eeeUVhIW1/icwJiYGP//8MzIyMrBq1ao2f3f16NED7777LpYsWYInn3yyzdgPHTqEwsJCu2TDX8mtwwDw66+/4tSpU+jevbsPIyIiT2J3I+oQV+dBaGvCta5GrVaLxEDujuJptnfN2+qmZTabxXG2rQ9Go7HV49x9sZqSkgKDwQCTyYTU1FQYjUZUVFRAkqROJ1YVFRUA4LRriLvikZOD9iQj8jFLly5FXl5eq/+YIPwuJiYG77zzjpgVGWguW+0oQVi2bBlef/31NhME23OvX7/e5ZsbKpUKTzzxBF5//XV069atzf0Dqax2nz59EBcXBwA4e/Ysfv31Vx9HRESexCSBOsRoNLo8D0LLRKGrz1YtJwcWi8Urfcvli315huXWaLVacaHqq3EJOTk5MJlM0Gq1kCQJeXl50Ov17boj3xq5JcDV83U0HjkJaa2bVkvyeAnOh9B+//73vx126bH11FNPYfny5VCpVB6P54YbboDJZEKvXr1a3c9dn2tvYZcjoq6DSQJ1SHp6OlatWuVy9yE5UVi1ahXS09O9EKH/sm1NaDn5nyesX78eAFzu4y7vZ7VaXZoozN3kAcDOBvu6cufV2T75+fniNbn6fnQ0Hvn8JpOp1Yt+2+Plwe1ZWVmtzs7t65m7/c3+/fvx3HPPtblfbGysF6L53ahRo9p8zkBrEWKSQNR1MEmgDktPT2/X+IKYmJgunyDI5OTA060JJpNJ9F13tcKObfcZd1UAao9JkyYBUF7Qy+S7+m0xmUx2sxnn5OSIC3fbKkeeiker1YrB3ykpKXYtMxaLBWlpaWKMRMtj4uLi7M5tsViQlZWFxMREl2LvKpYvX46GhoY29/Nm1x65S6bFYsGQIUMQHh7ucL9Zs2bhs88+81pcnWWbJPzyyy8+jISIPI1JApEPaDQa0f2nPRcuycnJiI+Pt/sXGRkp/tleHMsX+e3px2+bUMitEJ3R3phTU1OhVqthtVqRmJgo9lepVMjKynLpzqtWq8Xjjz+OyMhIxbFAc4vAmjVrXI6/M/FkZ2eLi/60tDSoVCpERkZCpVIhPj4e+fn50Gg0ipYB+Rir1YqUlBSoVCokJiaK15KTkxNwXVQ8qaKiAi+++KJL+3rrfWs5ZqukpAS1tbWiZOry5cvRt29fAM1Vj2bMmIG33nqrXefPzc31VPitYksCUdfBJIHIRzoycNlqtYrSm7b/rFar+FdTUyP2l1sp5s+f367nse1y1NmWjvbGrFarYTabRaJy5MgRUT62oqICa9asgU6nE3f4HZk4cSIqKyvFBT7QnDhkZ2ejqKioXV08OhtPdnY2zGYz9Hq9SDY0Gg10Op0YAN0yHvkYnU4HtVqNsrIyREVFQa/Xo6ioqF3jHILdgw8+iLNnz7a5X2hoKC655BKPx+OsqEOvXr2wYMECLFu2DMuWLcMXX3whfu6SJGHBggV44403XD5/RkaGTxKFUaNGITQ0FABQWVmJEydOeD0GIvIOleSvM08FKbmbgG0VGVdt3boVADBmzBi3xkQULAwGAwoKCpCamuqTrlL+Lth+h/zyyy8YP358mxMohoaGorGx0aVCC52Vm5uLjIyMNp/r9OnTMBgM+PDDD9HY2AiguTJSYWEhrr76aofHuFpVztMSEhLEZ+mHH37A5MmTvR4DEbmmM9edbEkgIqKAtGzZMqcJwsKFC8VsyBUVFV4rw+xKUQdJkjBr1iy8//77aGxsFOMVJEnC7Nmz8c4779gd4y8JAgCMGzdOPGaXI6LgxSSBiIgCznfffYf333/f4bY//OEPWL16NZYtW4YFCxZg6NChXp2vpa2iDiqVCnPnzhXLZ86cETM/S5IEg8GgGA/kTwkCwHEJRF0FkwQiIgookiThb3/7m8NtoaGheOGFFxQTqwH+N19LamoqlixZIpbr6+vFYGZJknDttdfirbfe8rsEAWCSQNRVuDblJBERkZ8wmUz44osvHG678847ccEFFzjcJicKRqPRL8oxr1ixAhUVFXj33XcBACdOnED//v1RU1MjBjN3794dp06dwujRo/0iQQCYJBB1FWxJICKigNFaK8J5552Hhx56qNXj/Wm+lpCQELz++uuiMlZTUxMaGhoQFRUl9jl16hQA4NChQ9i1axeA5sHR7eku5e6SqRqNBj169AAAHDhwQFGdjIiCB5MEIgoaRqMRkiSxslEQKywsRGlpqcNtTz/9tOiyEyh69uyJ999/H0OHDgUAnDx5ErW1tXb71dTUYNq0afjnP/+JjIwMl8dVeKJkamhoKBISEsQyWxOIghOTBCIiCgiNjY1YtmyZWO7WrZt4nJKSAoPB4IuwOu3cc8/Fhx9+qBiT4EhdXR0effRRxMTEuDQA23Y8w8iRI11+f1xpeWCXI6LgxySBiIgCwhtvvCHq8/fo0QOnT58G0JwsrFq1CiqVypfhdcr555/v0szRDQ0NqK6uRlhYWKuJgm2CAMDl98bVlgcmCUTBj0kCERH5DWf97U+dOoUHH3xQLNte9F5++eUYOXKkV+LzlOrq6jbHU9iSZ5kuLy9HYmIiqqqqFOeybUEYNWoUtm/f3q6Wh4SEhFZbHjhXAlHwY5JARER+QZ6tuOXFbF1dHRYuXCgG7nbv3h319fUAgPDwcHzyySduHZjrbbYX56NHj0Z0dLTD/UJDQwEAYWHKwoR79+7FsGHD8O6779pd6H/11Vf48ssv25wjor2lVlu2JLQ16zURBR4mCURE5BcMBoPdxWxJSQni4uLw+uuvi/3kij9A80Rkbd319mctL843btyIDz/8ELGxsYr9+vbti5deegkJCQk4e/YsYmJi0KdPH7G9oaEBc+fOxaBBg1BeXo5BgwbhxRdfRP/+/e3miGiZKHRkLoaBAweiX79+AACr1Yr9+/e78V0hIn/AJIGIiPxCy4vZqVOnYubMma12kfGXCcY6ymg02l2cT5o0CZWVlVi7di2WL1+OJUuW4NixY/jrX/+Kf/zjH0hISEB1dTWWLVuG++67TzGA+8yZMwCaWxf+8Ic/oG/fvrjooouwbNky3HjjjRg2bJgiUejoZG0qlYrjEoiCHCdTIyIivyEnCraDbp2JjY0N6AQBgJizwWAwKF5HREQEFixYgPr6esTFxQEAamtrcd111yEzMxOLFi3CHXfcAQC44IILcNNNNzk8f11dHX788Uf8+OOPivXl5eUYPHgwwsPDcfLkyQ4lW2PHjsU333wDAPjll18wffp01184Efk9tiQQEZFfkRMFZ33zZbfccktAJwiy9PR0p68jIiIC7733HgYOHAiguTxqdnY2ioqKYLVasWvXLtx6660Oj22rotHp06dx8uRJdO/evUPJFlsSiIIbkwQiIvI7MTExePjhh1vd54ILLvBSNL41ZcoUmM1mTJs2Taz74IMPoNVqMXnyZDQ2Njo8Tk4oPvvsM6xcuRI33HADLrjgAjEAWnbq1Cn89NNP7Y6LSQJRcFNJLEngVYmJiQAAs9nc7mPl+uBjxoxxa0xE1DUE2u+QXbt2YdiwYQ63xcbGorKyEhEREd4NyofOnj2LpUuX4oknnnD5mOjoaGzevFm0ElRXV2PatGnYunUrunXrJuaa6NWrFywWS7taEw4fPixaeyIiInD8+HG7BISIfKsz151sSSAiIr+Uk5PjcH10dDQ++OCDLpUgAM2lT1euXIk1a9a4PDnaoUOH7AYpb926FQkJCfjiiy8QEtJ8GXDy5ElMnjy51UHiLZ1zzjk499xzAQD19fWorKxs/4siIr/FJIGIiPxOU1MTXn75ZYfb+vfvj6FDh3o5Iv9QXV2Np59+GpIkKaoaORIdHY3Ro0ejvLwcl156KS677DJFFaOLL74Yt912m9h/165dbU641hK7HBEFLyYJRETkd5555hkxYZps9uzZSEhIwLZt29p9MRssbEumlpeXY/bs2QAg5iyQxcbG4sMPP8TGjRsxcuRI/Prrr9i+fbtdFaN//OMf6N69uziutQnXHGGSQBS8mCQQEZFfqa6uxv3332+3/oEHHmh1UrCuID09HatWrUJxcTHi4+PxzjvvwGQy4cCBA2JehbVr16KiogLffvstampqRNckR2VOBw8ejMWLF4vl7t27t+u9ZZJAFLyYJBC1g8lkgkqlgkqlQllZWavbVSqVS7PAZmVlQaVSISUlpUPP2VHx8fHivBaLxW3nJeqM6upq/PGPfxSTgsl0Oh0mTJjQ5uzBXYFtyVSVSoXk5GQxr8KyZcuwYMECFBcX4+6778aFF16I7du3Y/jw4U7LnC5duhS9e/cG0FzpaODAgSgvL4fRaGwzFiYJRMGLSQKRBxUUFPjlBXhZWZkirry8PB9GQ9RMHlj722+/2W1bsmSJeMxEoW3yoG+5elFlZSXuvvtubNq0yW7f6Oho3HPPPWI5LCwMzzzzjJjorTUJCQni8fbt28XzEVHgY5JA5CEajQYAkJ2d7eNI7MlJgVarBdCczBD5mtzfPjw8XLF+/Pjxdi1tLRMFV+56dxWSJOH222/H+PHjxbrGxka89dZbmDBhAqZPn44NGzbAtgL6Pffcg6ioKADNA5jbGhQt69OnjyhTe/bsWWzfvt19L4SIfIpJApGHZGVlAQDy8/NhtVp9G0wL69evBwCsWbMGAGCxWNzalYmoI9LT03H77bfbdTVasmSJw5KfcqKwatUql+56dxUqlQrXXXcdfvrpJ3z66adITk5WbP/ss8+g0+kwadIkGI1GSJKEfv36YenSpWKf5cuXo66uzqXnGzdunHjMLkdEwYNJApGHpKamQq1WAwAef/xx3wZjw2QywWq1Qq/XQ6vVihYPdjkiXzt69Cj+85//KNYNHjwY8+bNc3pMTEwMEwQnVCoV/t//+38wmUwoLS3F/PnzxbwIQPPkSvPmzcPy5csBNCdp5513HgDgwIEDWLVqlUvPw3EJRMGJSQKRB8ldjXJycvymNUFOBubPnw8A0Ov1AH5vXSDylRUrVmD//v2Kdffcc49d9yNqv8TERLz99tv49ddfsXjxYnTv3h3h4eFITU3FjTfeCKB51uR//OMf4pgVK1a49HuLSQJRcGKSQORB/tiaII8/kJMDOVmwWq0wmUw+i4u6tvr6ejz33HOKdWq1Gn/5y198FFFwio+PR25uLnbv3o0ffvgBeXl5iIuLE9tvu+02xMfHAwBqa2vx5JNPtnlOJglEwYlJApGHyf18/aE1QU4QdDqdWKfVakUiwy5H5CsvvvgiTp48qVh3++23i9Kc5F69e/dGeXk5Hn30Ubz55pti4rrw8HA88sgjYr+nn34aVVVVrZ5r1KhRCA0NBdA8vqnlz5GIAhOTBCIPy8zMFBfh+fn5Po1FTgJazt+QmpoKgFWOyDfOnj2LRx99VLEuPDwcd955p48iCm4lJSXQaDS44YYb8MADD+D6669HXFwcSkpKAADXXnutGIx88uRJPPbYY62er3v37hg5cqRYLi8v91zwROQ1TBKCmO2kXl3tn7+RWxN82eXItjtRy4GgcpcjgIkCed/bb79tN8/BzTffjHPPPddHEQWv+vp6zJo1y651oKqqCklJSdi/fz9eeOEFxbwUq1evxq5du5yes7q6Gj169BDLv/zyi/sDJyKvY5JA5AWZmZkAmi/U5UmOvE1uxdDpdKJlQ8YuR+QrTU1NorqOrfvuu88H0QS/wsJCp92HTp48iZkzZyIjIwMrVqzAxIkTATRPyPbwww87PEaeAO+nn34S6zgugSg4MEkg8hI5UfBVa8K6desA2Hc1ksmtC3KJVCJv+O9//4tff/1Vse7qq6/GqFGjfBRRcGtrBvht27Zh1KhRKC8vx+HDh8X6V199Fdu2bVPsKycI5eXlGDRokFjPJIEoODBJCGKSJHXZf/5I7nJktVq9PjbBdrI0ZzXnbZMHX4+doOBWV1eHtWvXYvny5bjnnnvsttt2dSH3kudFcaahoQEGgwEJCQnYuXMnevXqBaC5xeeBBx4Q+9kmCAkJCYoZr5kkEAWHMF8HQNRVqNVqZGZmIicnB1lZWWKwsDfYdiFauHChw31sWw/WrVsnWj6I3KmkpMRhn3jZlClTcMkll3g5qq5j9uzZiI2NbbViUV5eHn744QdcddVVikHIBQUFMJvNGDx4sCJBKC4uRv/+/dGjRw80NDTgwIEDqKmpQf/+/b3xkojIQ5gkEHnR0qVLRSnU/Px8ryUKtoORXRmYXFZWBovF0uZdR6L2cDZo1lZWVpYXI+p6IiIi8MEHH9j9HGJjYwE0D2A+dOgQ3nvvPRQXF4tkQHbfffehurpakSDExMQAABISEkSL5ZYtW3DZZZd58ZURkbuxuxGRF6nVapEYyLMxe5p8wQ+03QXNbDaL4ziAmdwhNzdXVC5qbdAsAERHR2PKlCnIzc31Vnhd0qRJk1BZWSm6fK1duxaVlZWK2ZZXrlyJvn37ori4WEyuBgBffPGFwwQB4KRqRMGGSQKRl8nJgcVi8Uq5UfliX55huTVarVa0HnBcAnVWbm4uMjIykJSUhOrq6jYHzSYmJiI5ORkZGRlMFDwsIiICCxYswLJly7BgwQJERETgtttuw4ABAwAABw4cwL///W/ExMTg22+/VZQ4DQ8Pt0sQACYJRMGGSQKRl9m2Jnija8X69esBAGlpaS7tL+9ntVpF1wGijpAHwJaXlyMpKanNPur/+9//xF1qZ1W4yHN69OihGDS+YsUKnD59GgDEAGYAOHPmDM6cOWN3vG2SwLkSiAIfkwQiH5CTA0+3JsjlTNVqNXQ6nUvH2I6TYJcj6oyYmBgUFxeLROHZZ59FdHS0w31VKhX279/vsBsLeU9aWpr4Ge3ZswerVq1CUlISampqEBLy+yXD1KlT7SbAa9mS4K+V5ojINUwSiHxAo9GI7j9tdcGwlZycjPj4eLt/kZGR4p/tZG3yRX57BkjbJhRyKwRRR9kmCtu2bUNERITD/SRJYoLgB3r27Il7770XADB06FA8/fTTonVn6tSpYr+KigrRjUw2aNAg9OvXD0BzS+T+/fu9GzwRuRWTBCIf6cjAZavVCovFYvfParWKfzU1NWJ/uZVi/vz57Xoe2y5H3hg3QcHNNlHYvXu3w32YIPiPxYsXIzc3Fz179sTevXvFz0ar1Yp9oqOjRTcyOVFQqVQcl0AURFgClagddDpdq03obW23pdFoXNq3PedsqaPH6fV6dhUgt4qJicHnn3+OoUOH4tSpU4ptI0aMYILgR+rr65Gbm4utW7cqkrfzzz9f7HPRRRfBYrGIREHeZ+zYsfjmm28ANCcJ06dP99XLIKJOYksCERF5RWVlpV2CEBYWhq+//poJgp9oOZOybfJmmyRUVFQoxpvILQpsSSAKHkwSiIjIK1avXm23rnfv3j6IhJwxGo12CYIkSfj2228xevRosd9vv/0GtVqtSBSMRiOTBKIgwiSBiIg8rra2FuvWrVOsU6lUsFqtdgNgyXfS09OxatUqkSBs2LABl156KS655BLRXQwAzp49i19//VWMN1m1ahXS09MVrQ1btmxBU1OTr14KEXUSkwQiIvK43NxcNDQ0KNYtXrzYrrsK+V56erroYvTpp5+KMQbLly9HQkKC2G/Lli0AmsebpKenA2ge0BwbGwugeWxDZWWlN0MnIjdikkBERB5VVVWF5cuXK9apVCo89thjDvu1k/+49957RdnasrIy9OzZU2yTk4SWxo0bJx5zUjWiwMUkgYiIPKa6uhoXXXSRmLlXdsEFF6Bv3752E64xUfAvsbGxinlWNm3aJB47SxI4LoEoODBJICIij5Ar5ezatctuW2ZmpnjMRMG/LVmyBN26dQPQXNVIxiSBKLgxSSAiIo+QK+WMGjUKEyZMEOu7d++O6667TrFvy0TBaDR6O1xyYuDAgbjtttvs1u/YscOupC3AJIEoWDBJICIij5Ar5WzcuBE7duwQ61NSUqBSqez2b1kph/xHVlaW3brGxkZs377dbr3t4Obt27fbdTUjosDAJIGIiDwmPT0dmzZtwvHjx8W6hx9+2On+tpVyyH8MGzYMgwYNslvvqMtRnz59MGzYMAC/l0olosDDJIGIiDzqkUceEY/POeccaLVaH0ZDHWXbjUjmrDsRuxwRBT4mCURE5BHPP/88Pv/8c3z//fdi3fXXX+/DiKgzbEubyjh4mSh4hfk6ACIiCj779+/HnXfeicbGRsX6e++910cRUWddfPHFmDFjBqKjo/H6668D4FwJRMGMLQlEROR2L730kl2CMGLECAwePNhHEVFnzZ49Gx9//DHy8vIQEtJ8+VBRUYH6+nq7fdmSQBT4mCQQEZFbNTY2Ys2aNXbrFy9e7INoyN0iIiKg0WgAAJIkYdu2bXb7jBo1CqGhoQAAi8WCkydPejVGIuo8JglERORWH3/8Mfbs2aNYp1KpcOONN/ooIuqsuro6rF27Fo8++ijefPNNjB49Wmxz1OWoe/fuosIRAOzevdsbYRKRG3FMAhERudXq1avt1l188cXo37+/D6KhziopKcGsWbNQVVUl1vXq1Us8djYuYfDgwWKG5t27d2PMmDGeDZSI3IotCURE5Da7du3CRx99ZLd+0aJFPoiGOqu+vt4uQQCg6D7kLEkYMmSIeNyyZYmI/B+TBCIicps1a9ZAkiTFuvDwcFxzzTW+CYg6pbCw0C5BaKm1lgQZkwSiwMMkgYiI3OLMmTN46aWX7NZfddVV6NOnjw8ios6yWCxt7lNZWYm6ujq79bZJAsckEAUeJglEbmAymZCWlob4+HioVCpERkYiMTEROTk5sFqtvg6vw9LS0qBSqWAwGHwdCvkxeVDrTTfdhIMHD9ptv+mmm3wQFbmDXMWoNZIkYevWrXbr2d2IKLBx4DJRJ1itVhgMBphMJrFOrVbDarWirKwMZWVlyMrKQl5eHlJTU30YKZFnOBrUaqt379644oorvBwVucvs2bMRGxvrUpejxMRExTp2NyIKbGxJIOogi8WCuLg4mEwmqNVq5OXlQZIk1NbWQpIkmM1m6PV6AM135NPS0nwcMZF7ORvUastgMKB79+5ejIrcKSIiAh988AFiY2Nb3c/RuISWSULLsSpE5N+YJBB1gNVqRWJiIqxWK7RaLSorK+1aCrRaLYxGI4xGIwAgPz8fWVlZvgiXyG1yc3NRXV0NwLVBrVdccQVyc3O9ERp5yKRJk1BZWYm1a9di+fLlmD9/vt0+jpKEfv36ibEo9fX1qKmp8XisROQ+TBKIOsBgMMBqtUKtVmPDhg1Qq9VO99Xr9cjOzgYA5OTkoKyszEtRBj65BSaQx3UEk9zcXGRkZCApKQnV1dVtDmrt2bMnHnzwQWRkZDBRCHARERFYsGABli1bhhtuuMFuO8ugEgUfJglE7VRWVibGICxdurTVBEGWmZkp9lu4cKEHowsu+fn5yM/P93UY9H8MBgMSEhJQXl6OpKSkNidHU6lU2Lp1KxISEjj4PYiMGzfObt3OnTtx4sQJu/Ucl0AUuJgkELXT448/DqB5gHJmZqbLx8mtCfKAZqJAExMTg+LiYpEoPPvss4iOjna6/8mTJ5GQkIDi4mLExMR4MVLypCFDhqB3795268vLy+3WsQwqUeAKuupGJpMJRqMR8fHxqKmpgdVqRXZ2tkt3e1vKyclBRUUF1Go1LBaLOJdWq3V/4BQwCgoKAKDd1YpSU1PF4GWTycTPEQUkOVFISkpCeXk5Bg0a5HTfMWPGMEEIQiqVCmPHjsX333+vWL9lyxZMnjxZsY7djYgCV1C1JBQUFIhyk5mZmcjOzkZaWpoYYNoeaWlp0Ov1yMvLQ3Z2NoxGI1JSUpCYmCguEqnrsW0BmDRpUruPlxODoqIiu20pKSlQqVROBze3NWeByWSCwWBQzNVgMBhcarVIS0tDZGQkVCoVEhMTkZWV1eZ3Rp4XQv4+WCwW8fw5OTkdji0nJwcqlQoqlUqsk2OT/7U8rjPvXXteB9D8eyYxMVHEkpKSoiiB2xXYtijs3bvX4T79+/fHF198wQQhSN1///1Yv349Fi9eLNa5UuGIiAJH0CQJcr16uUuHTKvVQqvVtqsfeFlZGfLz8+2SAfnOcSD1KX/ooYcUF1et/XN0Zzw1NdXl4x966CG742fNmuXy8Y76nttejLX174MPPvDEW6hw5MgR8diVSYZako9xZRbT9jAYDEhJSUFBQQGOHDkCrVaLqKgocUHrrF+/1WpFfHw88vPzRVJgtVqRk5ODyMjIVi9+jxw5AovFgiNHjiAnJ0dcaLd8be2NTaPRQKfTQafTiXVarVas0+l0HWoZ7OzrkF+LnNyo1Wqo1WqYTCakpKR0ubETMTExMJlMCAtz3CBdUFDABCGIXX311TAYDJg2bZpYxySBKLgETZKwfv16AMDEiRPtts2fP79Dd/8rKioUy/KFCSutdF22P/uOXKhGRUUBUCYb7qDRaJCdnY3a2lrU1tbCbDajoqICeXl5AJrvlju66E1OTobFYlHM81BRUQFJkpCdne1SMpOXl4esrCxxjoqKCsVYjfbGptfrUVRUpGht2bBhg1hXVFTUoQSts68jLS0NBQUF0Gq1qKioULwetVqNtLS0LjfW5H//+x/Onj1rt3706NGKi0cKXueff7543FaSwDEJRIElaJIEo9Eo7uy1JF9QuJooaLVa1NbWiosYmXwhY3uHk7oW289XR5JFOTmQkwV3yc7OVlRQkqWmpoouTi0//yaTSVzUGo1Gu5akzMxMMRlca8rKyqDRaMRcES0v4DsSmy+09jrk1kW55K3tNq1Wiw0bNgD4fVB7V/Hyyy87XD979mwvR0K+MmLECISHhwNobik4duyYYrvtmJV9+/ahsbHRq/ERUccFTZJQWlrq9MJLvjgpKSlx+XyOkg25K1PLLk3+7KGHHoIkSS79c9RdIj8/3+XjHXU3+uCDD1w+3lF3J7PZ7PLxs2bN8sRbqGD7GetIa4CcaHriTrgzcutay8+/nAS37NrTEUVFRR1qWXEWm684ex3yxb+zIghyt0Z/SHa85ciRIygsLHS4zWg0ignXKLiFhIRg2LBhYrllhaOIiAhRAauxsREHDx70ZnhE1AlBU93IarW2eXe2o92ErFYr1q9fD5PJBLPZ7FJVmsTERIfrt27dijFjxnQoDvI92599UVFRuy+u5Tv3nq5sVFZWBovFAovFgtLSUof7yAlLZ2PRarXtSnpcic0XWnsd8nslT+5GzTcQTp8+bbc+IiICO3bsQFJSEisbBbnbb78dr776Kurr68W6LVu2YMqUKYr9Bg8ejEOHDgFo7nI0cOBAr8ZJRB0TNEkC4LyPeGf6gctVXkpLS5GWlubVO8Dkn3Q6HUwmEwoKCuxalaxWq/ictfys2N5lnj9/vtvjKigoQF5ensuVduQL345UabLlaBxQZ2PzhdZeh5zc6fV6l25GuHNgtT+qrq7Gww8/7HDb3//+d7z55ptiwjUmCsErPDxckSAAjsclDBkyRHyH9uzZg4svvtgr8RFR5wRVktCWjrQk2F4E5uTkIC4uDkajsc07yGaz2eF6Zy0MFDiysrJgMplgsViQn59v101KLrmbmpqqGNcid1mRu6a4k20ZztTUVKSkpIg742lpaQ67kkVFRcFqtXa60lJbF8Qdic0XWnsdGo0GFosFS5cu7fLzW1RXV+Piiy9GQ0OD3TaVSoXbbrsNCxcuFPMoMFEIXo5mXmaFI6LgETRjEgDnSYB8Z7ezd/cyMzMRFRWFlJQUVjjqwmz78Lesy69Wq2E0GgE0d8eQL4Dz8/PFnbQ1a9Z06HmdtYTl5OSIydkkSUJeXh70en2brV7yxa4nxwN0NDZ362w1Kfm98ueWEG+orq5GUlISLBaLGKxq649//CMGDBhgNzNzUlISxygEobFjx9qtY4UjouARNEmCKwmAOyrKyBcL/nL3k3xDrqZltVrtWod0Op1oXUhLS0NOTo7ox56ZmdnmnWhnCaizC1T5It9Z65azlgK5y1NBQYHT0p2dbWXoaGwd3a+9752rli5dCgBtTjIX7DcPjEYjysvLkZCQgLfffttuu201rJaJgpw8U/CwLX8q27dvn933gC0JRIEpaJKEiRMnOr2QkNe72tVHnm3V0R98+Q6ov1RjId+QS2Gq1WqUlZUhMjJSMeYgLy9PfFbk1gZ5FnBn5P0dDeY1GAxOL0DlMQW2rRUy+U6+I3q9XiQsycnJiv2sVitSUlI6Xfe/o7HJ5OR/3bp1Yl1+fr7dcR1971yl1WrFnAlxcXF2z2+xWJCVlRX03QnT09OxatUqFBcX4/3337fbPmfOHMWynCisWrUK6enp3gqTvKRv374YMmSI3fqWFY5s92GSQBQ4giZJMBgMTre1d34DebZVR10U3DXYkwKfVquF2WyGTqcTM36rVCpERkYiMjJSkbTKE4q1Rv4Ml5WVIT4+XsxUHBkZibKyMqef39TUVEWrRnx8POLj46FSqcTkYM4YjUZoNBqRFERGRiI+Pl7E39n+952JDfj9OyvPAK1SqZCWlmZ3V7qj7117yPM9yO+VSqVCYmKieM9ycnK6RGGD9PR0RERE2P0MpkyZoqiJL4uJiWGCEMRc6XLElgSiwBQ0ScK8efMAOJ6USR5o7OgPuKPWB3nGV0f721Y5IdJoNGIWYLmvvXzXWqvVis+JPMi5NTqdTrRAWCwWcbc6OzsbFRUVMBgM0Ol0dgmqWq0WyQrQ3P9erVYjMzMTFRUVWLNmjcPj5PjNZjP0er24YJcTmoqKCsyfP9/psa7oTGwAxHagubugXq9HXl6e3USHHX3v2is7O1u8HrkVSY6r5SzRwUiSJADNv2fr6uoU2+bOneuLkMjHXEkSBgwYgJCQ5suNqqoqnDp1yiuxEVEnSUEkLy9P0mg0inVms1nSaDRSbW2t3f5arVYCIJnNZsX62tpaSa/XSxUVFYr1mZmZEgApLy+vwzFqtVpJq9V26Njy8nKpvLy8w89NvqHT6SQADj9rRN7U2d8hK1eulJKSkqSRI0eKz7T8z2KxuDFSChSvv/663WchOTnZbr/BgweL7Tt27PBBpERdU2euO4OqBGpqaio0Gg0MBgMmTZqEmpoaWK1WmM1mh90a5G4iLbfJFWpsBynKXY8qKiq6RJcCch+j0Yi4uDhYrVYkJyejsrIy6OvoU/CRJAkvvfQStm3bZrdNq9UiLi7OB1GRr7WnwpHc1WjPnj2Ij4/3eGxE1DlBlSQAyvKUbcnOzm61n3hbfciJXCEnnXLpXIPBEPTdUij4/PDDDw4TBIBdjbqy0aNHIyQkBD179sTJkychSRIOHjyII0eOKCoKsgwqUeAJmjEJRP5Mp9NBkiRIksQEgQLSv//9b6fbOEar6+rRowd2796NY8eOYfz48WI9By8TBT4mCURE1Kq6ujqH8yIAzd1NRo4c6eWIyJ8MHDgQKpVK0fWoZZLAMqhEgYdJAhERterdd9/F8ePHHW5jKwLJbCdXa60lgd2NiAIDkwQiImpVa12NOB6BZK4mCWxJIAoMQTdwmYiI3KeyshLFxcUOt40cOVJxYUhdU1NTEzZv3owdO3aIdexuRBT4mCQQEZFTr7zyitNter0eKpXKe8GQX2pqasLkyZMVk6RVV1fj8OHDOOeccwAA55xzDnr06IGGhgYcPXoUx44dQ9++fX0VMhG5gN2NiIjIoaamplaTBHY1IgAICwvDmDFj7NbbtiaoVCoMGjRILLM1gcj/MUkgIiKHjh8/Dp1Oh/DwcLttcXFxmDBhgg+iIn/kyqRqHJdAFFiYJBARkUP9+vVDfn4++vfvb7dt7ty57GpEgitJAsclEAUWjkkgIiKhrq4OhYWFqKyshEajQc+ePXHw4EEAzV1GJEkCwK5GpDRu3Di7dSyDShTYmCQQEREAoKSkBLNmzUJVVZVY1717d/FYThAGDRqEyZMnez0+8l/sbkQUfNjdiIiIUF9fb5cgAFBUrJHNmTMHISH880G/Gzx4MPr06aNYd/jwYVRXV4tldjciCiz8LU9E1EXl5uaKi7jCwkK7BMGWbVLAWZapJZVK5bA1YfPmzeIxuxsRBRYmCUREXVBubi4yMjKQlJSE6upqWCyWVvdvamoSjzdt2uTh6CgQtdXlyDZJ2Lt3r+i+RkT+iUkCEVEXZDAYkJCQgPLyciQlJTmsYORIZGQk5s+f7+HoKBC1lST07dtXTKDW0NCAw4cPey02Imo/JglERF1QTEwMiouLRaLw7LPPIjo6us3j8vPzERMT44UIKZDk5uYiPj4el19+Oa6++mqxvrUyqE8++aTX4iOi9mOSQETURdkmCtu2bUPv3r3RrVs3p/tHRUXhmmuu8V6AFBDkrmuZmZl466238Nxzz4ltW7ZsUXQrsu1ylJ2djdzcXK/GSkSuY5JA1A4WiwUqlUr8y8/Pb9fxVqtVcXxWVpbLx+Xk5CAxMRGRkZFQqVSIjIxEfHw8DAYDCgoKYLVaAz5e8j7bRKGyshKnT592uu/s2bMRFsbK2aTUsutat27dRLei2tpaMc8GAJxzzjni8bnnnguDweD1eInINUwSiDohLy+vXfuvX7++3c+Rk5ODyMhIZGVloaysDFarFWq1GlarFRaLBQUFBTAYDEhOTg66eMk75EQhNjbWbpttVSNOoEaOtOy6dvnll2PEiBFiu9zlqLq6Gp988olYP3fuXHZdI/JjTBKIOkitVqOsrKzNqjC25It0tVrt0v4Gg0Hcvdfr9TCbzZAkCbW1tZAkCRUVFcjOzoZarcbEiRODKl7yrujoaERFRdmtl6sa9evXj4kdOdUyUaioqBDbtmzZgurqaiQlJeHQoUNiPQcuE/k3JglEHaTT6QC4fnfeYrGgrKwMGo0GGo2mzf3T0tJQUFAgnsNoNEKr1Sr20Wg0yMzMRG1tbZtdgQItXvIus9mMrVu3KtapVCrx+E9/+lOr4xWIYmJisGbNGkRFRSm6E5aWliIpKQnl5eUYOnSoWM8J1Yj8G5MEog6Sy0C62s9fvjh3ZSKqgoICcd7s7Gykpqa2eUxbF/KBFi951/PPP2+3znbAKSdQI1eEhITgyJEjinVvv/02ysvLkZCQgHXr1on1TBKI/BuTBKIO0mq10Gg0sFqtKCsra3N/+SI6LS2tzX3lu+zynXd3CLR4yXuqq6thMpkU62xbDUJCQnDhhRd6OSoKRAkJCXbrzp49i+joaBQXF2P8+PFi/b59+3D27FlvhkdE7cAkgdyqrq4Oa9euxaOPPoo333wT9fX1vg7Jo+S7q2114ZEH8LrSdaegoECMG3B3l5xAi5c8T+4rvmfPHsWYhFGjRonHTU1NuOKKK1BdXe2LECmA9O3bV9GlSCaPbenRo4cYrNzU1IQDBw54NT4ich2TBHKbkpISaDQa3HDDDXjggQdw/fXXIy4uDiUlJb4OzWPku+xtdeGRL8pduStfVFQkHrvSbac9Ai1e8iw5QSgvL8eYMWPEhRwAHDt2TDweNGiQKG/JRIHaYlvZSFZTUyM+P7ZzJbDLEZH/YpJAblFfX49Zs2ahqqpKsb6qqgqzZs0K2hYFjUYjBufKg3YdkS/KXbmIlrt9tBz06w6BFi95jm2CkJCQgHvuuUcMNj3vvPOwa9cuAEBERAS+/PJLRR18JgrkTHV1NX766Se79baJpm2pXSYJRP6LSQK5RWFhoV2CIKuqqkJhYaGXI/IeeUCwsy488sW4Vqt1qZSo3HXHUwN7Ay1e8gyj0Yjy8nIMHz4cJpMJ7777rthm29XoiiuuQFxcnKK8pdFo9EXI5OfkxLOmpsZu28KFC8Xn5/vvvxfrd+/e7c0QiagdmCSQW7RVe789tfkDjXy33WQyOZxFuD1dd2x56qI70OIlz0hPT8dzzz2HxsZGTJgwAR9//LHYZpvwyxOoyXXwV61ahfT0dK/HS/7NtmXK0e+C2tpakWjaVj9iSwKR/2KSQG7R1gViMF9AqtVqMQdBy77+VqtVdMeZN29eu87r6ALeHQItXvKcCy+8EJWVlYqk4KKLLkJ5eTmA5gpHV111ldgWExPDBIHstOy69sUXXyA0NFSxz+7du0WiOXDgQLF+x44d3g6XiFzEJIHcYvbs2Yp+prZiY2Mxe/ZsL0fkXfJd95ZdeOSLcL1e7/KsxXJC5cnWl0CLlzzj5Zdftls3bNgw8TglJQV9+/b1YkQUiOSuawkJCSguLsbgwYMxcuRIxT5yi0FMTIzi987mzZu9GisRuY5JArlFREQEPvjgA7tEITY2Fh988AEiIiJ8FJl3yKVF5VmKZfLEQe3puiPf5S8tLXVjhEqBFi+538mTJ7F+/XrFuj59+qCyslIsy12NiFqTnp6OVatWobi4WJQ3HTt2rGIf27EHtnMlNDQ0eCdIImo3JgnkNpMmTUJlZSXWrl2L5cuXY+3ataisrMSkSZN8HZpXyBfe8oW2fAFu273HFSkpKQCau++0VoGoswItXnKvgoICnDhxQrFu5syZ+PHHHwEAoaGh+NOf/uSL0CgApaeniwQBaL7R8OqrryIkpPkyo6qqSiQEAwYMEN2RDh06FLTV74gCHZMEcquIiAgsWLAAy5Ytw4IFC4K+BcGWfPddvlCW/29v3369Xi+68HhycrJAi5fcy1FXI9uWwKSkJPTv39+bIVEQSU5Oxk033YRBgwaJdXv37gXQnIDajkuQ1xORf2GSQOQmOp0OarUaFosFFoulw1WCACA7OxtA8939nJwct8YpC7R4yX0sFgs2btyoWDdixAhs2rRJLM+ZM8fLUVEwGjJkiHhsW8mIE6oR+T8mCURuJJcXzc7OhsViUUxe1h56vV6cKysry6VuPHJVovYItHjJPV555RW7dXq9Hl999RUAQKVSBX2xAfIO22TAdlwCkwQi/8ckgciN5LvwcpWgjtyVl+Xl5YlxAwaDAQaDQTHIWGYymZCSkoKUlJR2VxgKtHip8yRJwquvvqpYFxISArVajaamJgDAJZdcgnPPPdcX4VGQYZJAFLiYJBC5Ucs78fLd9Y4yGo2iK09BQQESExOhUqkQHx+PyMhIqFQqpKSkwGQyQavVIioqKqjjpc47fvy43Sy3KSkp+Pzzz8UyqxqRO6SmpuLpp58Wy7afO9tuSJx1mcg/MUkgcrM1a9bAaDSiqKjI5bkGWpOZmYna2lpkZ2dDq9WKcQRWqxUajQZ6vR5FRUUwm80der5Ai5c6p2fPnli5ciXCw8PFOoPBgA0bNohldjUidwgNDcWZM2fEMsckEAWWMF8HQBRINBoNJElqdR+tVttmv36z2dyu51Wr1cjMzERmZma7jgu0eMnzwsLCkJiYKC7e1Go1VCoVzp49CwCYOHEihg4d6ssQKUi0/ByxuxFRYGFLAhFRF2M7cHnBggV4//33xTK7GpG7OEoS5JsW7G5E5P+YJBARdSGNjY2K6lPz58/Hp59+KpZZ+pTcpWWScPLkSdTW1gIA+vfvjx49egBoHidz9OhRr8dHRK3zaHejTZs2iRrsNTU1AJp/MWg0Gmg0GqjVagwbNsyTIRAREYDTp0+jqakJtbW1qKurAwCMHTsWBw4cEDPhjh07FiNHjvRlmBREHHVb27NnD6KioqBSqTB48GD89ttvYn2/fv28HSIRtcLtScKLL76IvLw8lJWVKfpCywMUrVarWKdSqaBWqzFv3jwsWrQI48ePd3c4RERdWmNjI6xWKw4dOoT6+npF145bb70VhYWFYpldjcid+vXrh9DQUDQ2Nop1u3fvFn/rbZOE3bt3Y+zYsT6Jk4gcc1t3o/vvvx+hoaFYsWIFEhMTsXr1alRUVKC2thZNTU04cuQIjhw5gqamJnE3q7S0FFlZWaioqEBSUhJGjBiB4uJid4VERNSlnTx5Eps3b0ZlZSVOnDgBAGIuhLCwMOj1enz44YdifyYJ5C4lJSUYPny4IkEAICbsA5zPxkxE/qHTScKGDRsQFRWFyspKlJaWYseOHVi9ejUWLlyIuLg4p82H/fr1w4QJE5CZmYnPPvsMR44cwZIlS7Bw4UJMnz4dx48f72xoRERdSnV1taha1NTUhB07dihKUNqaMWMGvvjiC5E8jBgxgndyyS3q6+sxa9YsVFVV2W3Lzc1FfX09AFY4IvJ3nUoSVq5cifvvvx9msxnr1q3DhAkTOhVMamoqduzYgYULF0Kr1WLXrl2dOh8RUVdRXV2N3bt3Y/v27Thz5gxqa2udJggAMHDgQNx5551iec6cOVCpVN4IlYJcYWGhwwQBAOrq6kQXNyYJRP6tw0nCmjVrUFNTg5KSEsTFxbkzJuj1enz66adYuHAhjh075tZzExEFo8jISPTo0QMNDQ3Yvn27uFvrzDvvvKOoKMOuRuQuFovFpe0sg0rk3zqcJGg0GqxYscKdsdid/7PPPkNFRYXHnoOIKFiEh4dj1KhRIlGQK8o5c/jwYfF48ODBmDhxoqdDpC5Co9G4tJ0tCUT+rcNJQnJysjvjcKqzXZiIiLoK20Shta5GABTjxdjViNxp9uzZiI2Ndbp91qxZAJRJwt69e8WgeiLyD5xMjYgoiNgmCs4MGzYM4eHhYpldjcidIiIi8MEHHzhNFORS6H369BHJ6qlTp3Do0CFvhUhELmCSEEDkO32820JErZEThdDQUMV6SZKgUqnwzDPPiO5GsbGx+MMf/uCLMCmITZo0CZWVlVi7di2WL1+u6IJkO/6AZVCJ/JfHkoTp06fj2muvxUsvvYSdO3d66mm6FPkP/unTp30cCRH5u5CQELsbCmfOnMHYsWPx+eefi3WzZ8+2SyaI3CEiIgILFixARkaGosCJbZLAcQlE/stjScKwYcOwfv16LFy4EPHx8ejfvz+uvfZavPjii0waOqh3794AwDkkiKhNoaGhGDlypGLdiRMn0KtXL7z77rti3Zw5c7wdGnUxM2fOxIYNG8QykwSiwOCxJCEvLw9NTU347LPPcN999yEuLg7r169Hamoqk4YO6tu3LwCgtrYWDQ0NPo6GiPzZmTNnFHPNSJKEo0ePIj09HXv37gXQXDZ12rRpPoqQuoqhQ4cqlm2TAZZBJfJfYZ5+Ap1OB51OJ5ZNJhOKioqwYcMGrF+/HkajEQCQmJiIpUuXYvbs2Z4OKWD17NkTvXv3xokTJ7B7926o1Wr07dsX3bp1g0qlYnUSIgLQ3CVx+/btOHXqFIDmBKG6uhq//fab4o7u1VdfrRjATOQJw4YNUyyzJYEoMHg8SWjJNmmwWCyYN28eJk6cCJPJBL1ej6ysLDz22GPeDisgqFQqDBw4EPv27cOJEydQU1PTZi10IupaJElCQ0MDGhsbcfbsWRw7dgzHjh1DaGgobrvtNjz00ENirIK3SllT19ayJYFJAlFg8Gl1I41Ggw0bNmD48OHYsWMHXnjhBaxevRqLFy/2ZVh+LSQkBIMGDcKQIUOgVqsRFhbGFgQiAtDcxWjLli3YsmULfv31V/z4449Yt24dHn30UVx88cWoqqpSzJ/wz3/+E9XV1T6MmLoCV5MEdjci8i8ebUnYuXMnLBYLLr/8cqf79OvXT9wNT01NFS0LP//8M8aPH+/J8AKWSqVCr1690KtXL1+HQkR+orq6GklJSSgvLwegrG40Z84cDBgwAKtXrxb79+3bF9u2bUNSUhKKi4sRExPjk7gp+LVMEmpra3HixAn07t0bgwYNEusPHDiAs2fPIizM650ciMgBj7UkrFy5EhqNBikpKQgNDcXixYtRXFzscF+LxSIeq9VqlJaWKv6YERFR64xGI8rLy8UkarblT1NTUwEA77zzjlj31FNPISEhAeXl5WJsGJEn2A5Olsldi7p37y4mXWtqasL+/fu9GhsROeexdL2kpARmsxklJSUwGo1YvXo18vLyoFarMXHiRGi1WvTv3x8lJSVi9kWZWq0WszASEVHb5KpFK1asUKwfOnQoUlJSsH37dmzZsgUA0KNHD1x77bWYNWsWjEYj0tPTfREydRG9evXCOeecIybwA5q7Fo0ZMwZAc5ejqqoqsd5RUkFE3uexJCEqKgoTJkzAhAkTkJqaiqNHjyIvLw/r1q1DUVERioqKADRXNZKrbbz77ruIjIxEUlIS+9kTEbXTsWPH7Nb95S9/QUhIiKIVYcaMGaLLIhME8oahQ4cqkoSWZVBLS0vt1hORb3msu5HBYMATTzwhlvv164fMzEyYzWY0NTXBbDajtrYWJSUlov7/X/7yF+h0OmzatAmSJHkqNCKioFNXV4e1a9cq1oWEhODWW28FAMUEanPnzvVqbESscEQUeDzWkpCcnAyNRoNFixYhMjISS5cuFckAAEyYMMHumPXr1yM/Px8mk8muyZyIiJwzGo04evSoYt1VV12FgQMHYufOnTCbzQCA8PBwXHXVVb4Ikbqw4cOHo3///qJQCZMEIv/n0RICcXFxWL16NSorKxUJgjMtJ14jIiLXrFmzxm7dwoULAShbEXQ6HdRqtbfCIgIAZGdn4/LLL8eMGTMAsAwqUSDwyjwJcXFx3ngaIqIuqby8HN98841i3aBBg8QFme14hDlz5ng1NiKZ7YDklmMSHK0nIt/y6WRqRETUeY5aEW677TaEhYVh//79+PbbbwE0j1G4+uqrvR0eEQD7bkVymV52NyLyT0wSiIgCmCRJdnPQqFQq/PnPfwagbEWYOnUqoqOjvRofkax3796IjIwEAJw6dQqHDh0CAJx77rliArXDhw+jrq7OZzES0e86PCZh3rx5+Omnn9wZi0PZ2dlsHicickKlUsFsNmPBggVYv349gOYSp3IXDnkd0Px7m8hXTCYTevbsidraWgDN4w9iY2MRGhqKgQMHYteuXQCAvXv3YuTIkb4MlYjQiSQhOzvbbhI0T3BUBYmIiH7X1NSEr776SizLMyzv27cPX3/9NYDmrka84UK+9Ne//hX79u0Ty3v27MGkSZMANHc5kpOEPXv2MEkg8gMdThI4GJmIyD98+OGHOHDgAIDmrhszZ84EABQUFIh9kpKSEBMT45P4iIDmuRI2b94sllnhiMi/cUwCEVGAsx24fOuttyI8PBwAuxqRf+GEakSBxaPzJBARkWecOXMGCxYswLRp0/DRRx+J9X/5y18ANF9oyVWNQkND2dWIfK61JIFlUIn8T4eThJUrV8JisbgzFofS0tJw4YUXevx5iIgCyQcffICCggJFlyKdTgeNRgNA2dUoOTkZ55xzjtdjJLI1bNgwxbJtMsCWBCL/0+EkQf5D5GmcGZSIyJ6juRHkAcsAuxqR/3G1uxHHJBD5hw4nCXPnznVnHERE5IK6ujqsWbMGn3zyiWJ9dHS0mCht165d+P777wEAYWFhuOaaa7wdJpGdlknCwYMHcerUKXTv3t2uu5EkSVCpVN4OkYhscOAyEZGfys3NRXV1tVguKSmBRqPB3XffbbfvLbfcAqvVitzcXLsuSP379/dGuEStiomJQffu3RXr9u7dCwCIiopCREQEAODEiRM4evSo1+MjIiUmCUREfig3NxcZGRlISkpCdXU16uvrMWvWLFRVVTnc/8orr0RSUhIyMjLw3HPPifXsakT+IiQkRNFiAPw+/kClUrHLEZGfYZJAROSHDAYDEhISUF5ejqSkJLzyyitOEwQAuOGGG1BeXo7hw4eLSanCw8PZ1Yj8iqsVjuTPMBH5DpMEIiI/FBMTg+LiYpEoPPjgg63uv2/fPiQkJOC6664T61JSUhAZGenpUIlcptPpMGbMGLFsmyTYFkSprKz0alxEZM8v50k4duwY+vbt26FjTSYTjEYj4uPjUVNTA6vViuzs7A5VSSooKEBRUREsFguOHDmCiRMndvhcRETtJScKSUlJKC8vb3XfgQMHori4GFdeeaVYx65G5G+ysrLQu3dvZGRkAFAmCXFxceKxN0qsE1Hr/DJJyMrKwgsvvNDu4woKCvD444/DbDaLdWVlZUhMTITZbG7XxX1WVhYmTZqEvLw8AIDVakVycjLi4uJgNpu9VgKWiLo2OVGYOnUqtm3b5nCf0NBQfPPNNzh+/Lj4/RceHi6qHRH5E2cTp9n+XWWSQOR7QdPdyGq1wmAwIDs7W7Feq9VCq9Vi4cKFLp+rrKwMAKDX68U6tVqNDRs2wGq1IiUlxT1BExG5ICYmBhs3bkS/fv3stoWGhuLDDz/E0KFDYTQaxfrp06ez1ZP8krMBykwSiPyLV1oSVq5cCZPJ5PL+JpOp3S0J8sRBEydOtNs2f/58GAwGl8+Vl5eHtLQ0u/VqtRo6nQ4mkwllZWXQarXtipGIqKNiYmLw66+/YtiwYaivrwfQnCBUVFSIwaCcQI0CgW1Lwu7du8WcCC3HJHCuBCLf8kpLglarRUlJCSRJavNfTU1Nh57DaDRCrVY7vHMm/+KxrR3emtLSUiQmJooWhZavRd6HiMibzpw5g1OnTonlnj17itryv/32G3766ScAQLdu3fCnP/3JJzESteWZZ55BaGgogOY5EaxWKwAgMjJStJbV1dUp5gghIu/zSktCcnIyUlNTsWLFCpf2X7RoUbufo7S0FFFRUQ63yYlDSUmJoguRMzqdDhaLhU31ROQ3qqurMWXKFDQ1NQForjl//PhxJCUlobi4WNHVaMaMGQ67JhH5g1dffRWNjY1iec+ePYiMjIRKpUJcXBw2bdoEoLnLUWxsrI+iJCKvjUmQ7xT48vyuxpCdnY3a2lqHg5Pl1gVH3ZqIiDyhsrISSUlJYnZaALjnnnsU8yi8+eabYhu7GpE/a22uBI5LIPIfXqtulJWV5fK+LQcfu8rZnX+5heHIkSMdOq/MYrHAZDJBr9e3OR4hMTHR4fqtW7cqakQTEbXmxx9/xJQpUyBJklgXHh6Oe+65B0uWLLErj9q9e3d2NSK/NnToUHz11VdimXMlEPknr7Uk2NY/bounmsk725phMBig0WiwZs0a9wRERNSK6upqXHHFFYoEAWhuKRgwYIAojxodHS22JScno0+fPt4OlchlbEkgCgydbkk4duwY8vPzFZOOaTQaREVFQavVIiUlBZdffrk7Ym2TsyRAbkHozBiDrKwsWK1Wl+dbsJ2rwZazFgYiIlvV1dWYOnWqwxbQO+64QzyOiYnBOeecg0OHDgEAfv75Z1RXVyMmJsZrsRK1R8skgXMlEPmnTrUkbNiwAcOGDcPbb78NSZIQFxeHyMhImM1mFBUVITs7GykpKQgNDcXixYuxc+dON4Vtz5ULd2cDm9tSUFAAk8nU7gnZiIg6ymg0Opw8bfLkybjooovE8tatW7F161YAgEqlwr59+xSDmIn8TWstCZx1mch/dCpJKCgoQGVlJUpLS/HZZ5/hs88+w44dO9DU1ASz2YwVK1aI0qarV69GfHw8Jk+ejMLCQnfFL0ycONHpLxR5fUfu4ptMJuTl5TFBICKvWrx4Mc477zy79Xfeeadi2TYhmDlzJlatWoX09HSPx0fUUcOGDVMs2yYJQ4cOFXMj7N27V1Hyl4i8q1NJglqtdjp+YMKECcjMzIRWq0VTUxNKS0tx3333YceOHdDr9ZgxYwaOHz/emadXaG2yNDlJ0Ol07TpnWVkZ8vLyUFRUpFhvtVqRn5/f/iCJiFz05ZdfYv/+/Yp1sbGxdr/rbCdQu/HGG5kgkN+znUwNaE4G5JKo3bt3x6BBgwAAkiQpEggi8q5OJQm1tbX4+eefW91HviOg1WqRnZ2NI0eOYN26dfjtt98wbNgw7Nq1qzMhCHLJP0cTphmNRuh0OoclTVtrfcjLy3PYbG8ymRyei4jIXVatWmW3btGiRejWrZtY3rJlC7Zs2QIAiIiIwMyZM70WH1FH9ejRQzH/QVNTEw4cOCCWOS6ByD90KklYsWIFkpKS8NJLL7XrOL1ej4qKCmRlZUGr1bqlRUGtViMvL8+u1GpZWRksFovDi/3ExETEx8fbzaxstVqRkpICi8UCg8Eg/qWkpCAlJQULFy5kkkBEHrNnzx67bpnh4eFIS0tTrLNtRbjqqqvQq1cvr8RH1FmscETk/zpV3UitVsNkMkGn0yEvLw/Z2dlISkpy+fjMzEzodDpkZmbihRde6EwoAIDU1FRoNBoYDAZMmjQJNTU1rVYk0ul0sFqtdtuSk5NhsVha/eXEJIGIPGX16tWKGWmB5i6VAwYMEMuSJCmSBE6gRoEkIyMDTz75pOiNsHv3bvzhD38AwMHLRP6i0yVQtVotSktLkZaWJrr0LFq0CHq93u5OgbPj3TkgWKfTuTz2IDs72+HEbc7KlxIReVpDQ4PDMU8tByxv3rxZVD/q2bMnrrzySq/ER+QON954I8rKykSSwDKoRP7HLZOpaTQaFBUV4YUXXoAkSViyZAk0Gg369+8Pi8WCl156yWn502PHjqGiosIdYRARBbzw8HDk5+crLpRalj0FlF2NZs2ahZ49e3otRiJ3sB3AzFmXifyPW2dcTk1NxY4dO1BaWoo5c+agtrYWtbW1SE1NRXx8PEJDQzFixAhMmjQJ06dPx6RJkxAXF4dFixa5MwwiooAVGhqKq666SlH60XbyNIBdjSg4DB48WDx2liRUVFTYzThORN7R6e5Gjmi1WhiNRhw9ehQmkwlFRUUoLS2F1WpFTU0NampqEBkZiXnz5iE1NdVpGVUioq6osLAQ+/btA+C47On//vc//PrrrwCAXr164YorrvB6jESd5awlISYmBj179kRdXR2OHTuG2traDk+GSkQd55EkQdavXz/MnTsXc+fO9eTTEBEFrLq6OhQWFqKyshIajQazZ8/Gc889J7YvWrQI3bt3Vxxj24rwpz/9CREREV6Ll8gdTp06hb/+9a9i2TZJUKlUiIuLE+V9LRYLkwQiH/BokkBERM6VlJRg1qxZqKqqEuuioqJw5MgRAEBYWJhd2VN2NaJg0L17d5SXl4vlI0eO4OTJk6KMr0ajUSQJEydO9EmcRF1Zh8ckvPjii+6Mw6GdO3fi888/9/jzEBF5W319vV2CAEAkCEBzAmBb9hQANm3ahB07dgAA+vTpgxkzZng+WCIPaFkB0VmFIw5eJvKNDicJcXFxmD59ulsmQnNkw4YNSEtLw+WXX+6R8xMR+VJhYaFdgtBSy7KnAPDGG2+Ix3/605/Qo0cPt8dG5A2cUI3Iv3U4SUhOTsaSJUug1WrtZgbtjGPHjuH+++9HTk6OokmdiCjQ5ebmorq6GkDbFz4DBw5EXFwccnNzxbqzZ8/izTffFMs33HCDZwIl8oLWWhI4oRqR73WqBKpOp8Onn36KF154ASNGjMBLL73U4XPt3LkTixYtQlxcHM455xx8+umnrHpEREEjNzcXGRkZSEpKQnV1dZuztut0OiQlJSEjI0MkChs2bMDBgwcBNFc9cnXiSCJ/xJYEIv/W6YHLGo0Gn332GQoKCrBixQqkpqZCq9Vi4sSJSElJgVqtRlRUlPj/yJEjsFqtOHLkCCwWC4qKimAymWC1WqHX61FaWqq4g0BEFAwMBgOef/55lJeXIykpCR999BFiY2MddjlSqVT4/vvvsX37diQkJIgSqK+99prYZ8GCBQgLY+0JClytJQm21wG7d+/G2bNn+Xkn8jKV5OZZSsrKyrBu3Tq88847IvtXqVSKfWyfUqfTISUlpcvMl5CYmAgAMJvNPo6EiLyturoaSUlJKC8vR0JCAp566ilcc801aGhoUOynVqthtVqRkJCA4uJixMTE4Pjx44iNjUV9fT0A4KeffsKFF17og1dB5B4lJSWYPHmyWL788suxYcMGsTxgwADRclZZWYlhw4Z5O0SigNeZ6063p+VarRZarRbZ2dkAgKNHj8JisYgWBLVaDY1Gg6ioqC6RFBARyWJiYlBcXCwShYyMDJw+fdpuv5YJAgC8++67IkEYO3Ysxo8f79XYidyttTEJQHNPBTlJsFgsTBKIvMzjbXf9+vXDhAkTPP00REQBoWWi4EjLBAEAXn/9dfH4xhtvtGuhJQo00dHRiIiIEMnvrl27IEmS+GzHxcXh22+/BdCcJLDaIZF3dWrgMhERtV9MTAzWr1/v8EI/Li7OLkHYu3evmDNGpVJhwYIFXouVyFNUKpWiNeH06dM4dOiQWObgZSLf8miScOzYMSxduhTTp0/HpEmTMH36dDz55JM4duyYJ5+WiMjv7d69226Og7CwMHz33XeKBAEA1q5dK8ZyJScnY9CgQV6Lk8iTXnzxRQwfPlwsO6twxAnViLzPY0lCZWUl1Go1srOzUVRUBLPZjKKiIixZsgSRkZF48sknPfXURER+74orrsDXX3+tWBcREeGw0INtVaMbb7zRK/ERecMll1yC0aNHi2Vnsy6zJYHI+zyWJNx///0oKipCU1MTmpqaUFtbK5KEYcOGYcmSJYqqBkREXUl1dTVmzpwplkNCQnD8+HExj4Lsp59+EmMXevbsiTlz5ng9ViJPGjx4sHjMuRKI/IfHkoTIyEgkJyeL5X79+iE5ORnZ2dmoqKhAaWkpampqMGPGDE+FQETkl6qrqzFt2jRRuQUAHnvsMSQkJIh5FOREwXbA8uzZs9G7d2+vx0vkSUOGDBGPbZOE8847D926dQMAHD58mF2VibzMZwOXtVotKioqMGzYMDzxxBO+CoOIyKv279+PpKQkbN26VayLiYnBnXfeieLiYkWisH//frz11ltiv5tuuskXIRN5lLOWhJCQEEXZU45LIPIujyUJKSkpePfdd9vcb/Xq1fjxxx89FQYRkd84cOAANBoNysvLER4eLtbfc889iIiIEOVR5URhypQpYkbmAQMGKFpniYLBwYMHcdttt4llR3MlyJgkEHmXx5KEuXPnoqKiwqVEIT4+3lNhEBH5herqakyePBmnTp0CAJw5cwZAc1fM22+/XexnmyjYXjAtWLAAoaGh3g2ayMOio6PR1NQklnft2qXYznEJRL7jsSRh586dWLduHQwGAyZNmoSlS5eKOt+2jh49itraWk+FQUTkF9avX4+9e/farc/IyEDfvn0V62JiYvD+++8rKh2xqhEFo9DQUEVJ34MHD4pEGmCSQORLHptxOTU1FVFRUUhOTkZpaSnMZjNycnIANI9H0Ol0AACr1SrW23riiSdw3333eSo8IiKvGjNmjN26iIgI3HXXXQ73//LLL8XcCBdccAHGjx/v0fiIfGXo0KHYuXOnWN63b59IDuLi4sR6JglE3uWxJEGj0WD16tViubKyEkVFRSgqKsKGDRtgNpsBNM+4aDabkZycjJSUFDHt+rp165gkEFHQWLFihd26hQsXIjo62uH+tlWN2IpAwWzYsGHYuHGjWN6zZ49IEjgmgch3PNbdKD4+XjEeIS4uDqmpqTAajThy5AgqKiqQl5eHuXPnYseOHcjOzkZKSgpCQ0MxadIklJWVeSo0IiKvKi0thclkUqwLCwtzeiNk9+7dKC4uBtBc4WXBggUej5HIm3Jzc0WZ36FDhyq22VY4sm1J2LFjh2L8AhF5lseShCVLlqBfv35YtGgRbr/9drv6xnFxcVi4cCHWr18vkoYXXngBc+bMEa0MRETBwFErwk033aQo/Whr7dq14rFOp8N5553nsdiIvC03NxcZGRliPpDWkoR+/fohKioKAHD27Fk8/vjjXo2VqCvz6DwJycnJWL16NV544QW7gXkt2bY0NDU1Ke4eEBEFqu3bt9tVeVOpVMjMzHS4vyRJ7GpEQc1gMCjmA2l5fWBb1au6uhp1dXViedy4cV6Lk6ir89lkam3R6/W+DoGIqNNWrlwpBiDL9Ho9Ro0a5XB/s9ksJlrr1asXZs+e7fEYibyp5XwgS5cuVWyXWxKqq6uRlJSEhoYGsY3VEIm8x2+TBEfN80REgWT//v147bXX7Na3vCiyZduKMGfOHPTq1csjsRH5km2isGPHDsW2Xbt2iQShvLwc/fv3F9s4eJnIe/w2SSAiCnTnnnsuCgoKFBWMZsyYgQkTJjjc/8yZM3jrrbfE8k033eTxGIl8xTZRsLVz506RICQkJCiSapZBJfIej5VAJSLqiurq6lBYWIjKykpoNBpMmjRJ0UXib3/7m9NjP/vsMxw6dAgAcN555yEpKcnj8RL5kpwoXHbZZdi+fTuA5u+QnCAUFxfjl19+EfszSSDyHiYJRERuUlJSglmzZqGqqkqs69mzJ86ePQsAuOSSS3DppZc6Pd62a9L111+P0NBQzwVL5CdiYmLw5Zdf4rzzzkNjYyMAIDIyEsXFxYiJieGsy0Q+wu5GRERuUF9fb5cgAFBUZmmtFeHo0aP4z3/+I5ZZ1Yi6mpCQ3y9JbOdDGDx4sEiYDxw4gPr6eq/HRtQVMUkgIuog2wmhCgsL7RIEW0OGDEFiYiJyc3Mdbi8oKMCpU6cAABdeeCFLPVKXIQ9SPnPmjFh39OhRMY9CWFgYhgwZIrbt3LnTB1ESdT1MEoiIOqDlhFBtdYO48MILcfnllyMjI8NhosC5Eagrsq1iJE+aBjR3N5LnUaiurmaXIyIfYJJARNQBLSeEsi3T6IjZbBaDMQ0Gg2Lbzp07sXHjRgDNXS6uu+46j8VN5C9sEwSNRoMjR46IbePGjVN8vwYMGCC2MUkg8g4mCUREHdByQqhnn31WUerUVkhICPbt2yeqtcTExCi2r127VjxOSUlRXBARBSPbBCEhIQEmk0mxfdeuXYrv12effSa2MUkg8g4mCUREHWSbKGzbtk0x2NJWU1OT0wRBkiRFVyPOjUDBrmWCUFxcjLi4OEV3o927d6Nfv37i+yWP/QGYJBB5C5MEIqJOkBOF0aNHo6amxuE+zhIEoLlsqlwfvnfv3rjmmms8GS6RzxmNRkWCIH8vhg4dKvaRJAk7d+4U36+4uDixjbMuE3kHkwQiok6KiYnB/PnzHW4bPXq00wQBAF5++WXxeO7cuejZs6dHYiTyF+np6Vi1apXd98J2cDIA/PbbbwCav18fffSRWG+xWCBJkneCJerCmCQQEXXS0aNH8dxzz9mt79WrFzZu3Og0QTh+/DjeeOMNsXzrrbd6LEYif5Kenm73vRg5cqRieceOHeLxqFGj0LdvXwDAyZMnxczkROQ5TBKIiDrpiSeeUFRmkUVERLR63BtvvIETJ04AAMaMGYPLLrvMI/ERBQLb7kYAsG3bNvFYpVKxDCqRlzFJICLqhKqqKjz99NN263v16oXDhw+LOu8tSZKEF154QSwvWrQIKpXKo7ES+auSkhK7GclffvlllJSUiGWOSyDyLiYJRESd0K1bN7uKROeeey62bNmiqPPeMlH47rvv8MsvvwAAevbsyapG1GXV19dj1qxZdq1xp0+fxqxZs1BfXw8AbEkg8jImCUREnXDmzBl8/vnninWPPvoohg4dqqjz3jJRsG1FuO6666BWq70VMpFfKSwsRFVVlcNtVVVVKCwsBMAkgcjbmCQQEXWQXO9dLmEKNFczuvnmmwHYT7gmJwqHDx+G0WgUx9x+++1ej53IX7R1wS9vZ5JA5F1MEoiIOsB2QijbsQSPP/44wsLCxLKjRGHVqlU4deoUAGDixIlITEz0evxE/qJl6VNn223HJDBJIPI8JglERB2QkZGB8vJy9OvXT9Rsv/jii3H11Vfb7dsyUcjNzRXb2IpAXd3s2bMRGxvrcFufPn0we/ZsAM3Vj+SEfO/evTh9+rTXYiTqipgkEBG10w8//ACj0YjQ0FAcPXpUrF+xYoXTCkVyopCeno7Dhw8DANRqNa699lqvxEzkryIiIvDBBx84TBSuuOIKUUq4R48eGDhwIACgqakJu3fv9mqcRF0NkwQionaQJAlLly4FADQ2Nor1M2fObHOeg5iYGOzfv18s33zzzZxhmQjApEmTUFlZibVr1+K6664T648dO6bYj+MSiLyHSQIRUTuYTCYUFxcr1qlUKjz++ONtHrtv3z68//77YjktLc3t8REFqoiICFx33XWKmZd/++03xT5MEoi8h0kCEZGLJEmym/AJAG688UaMGzeuzePXrFkjWh+mTZuGMWPGuD1GokCmUqnw4osviuWdO3fizJkzYpmDl4m8h0kCEZGL3n33XZSWlirWdevWDY888kibx545cwZr1qwRyxywTOTYqFGjxOPGxkbs2rVLLNu2JHDWZSLPCmt7FyKirquurg6FhYWoqKjA6tWr7banp6dj6NChbZ7nv//9rxiPEBsbi2uuucbdoRIFhZEjRyomKNyxYweGDx8OgN2NiLyJSQIRkRMlJSWYNWuW09lg+/bt67D7kSO2Myz/+c9/Rrdu3dwSI1GwsR2TADQnCTImCUTew+5GRET/Jzc3F9XV1QCA+vr6VhMEAFi8eDHWrVvX5nl/++03FBUVAWjuc52amuqegImCUMskwXbwcmxsrCiJarVaUVtb69XYiLoSJglERGhOEDIyMpCUlITq6moUFha2miD06dMH7733HjIyMhSTozmSn58vHs+cOdOl7klEXZXtmARA2ZKgUqkUg5c5LoHIc5gkEBEBMBgMYkbkpKQk/O9//2t1f0mSsG3bNiQkJMBgMDjdr6GhAS+//LJY5oBlotYNGzYMYWG/94b+9ddfFdvZ5YjIOzgmgYgIv8+InJSUhPLycsVMyo6cOHECCQkJKC4uRkxMjNP9jEYjampqADRf/EyfPt2tcRMFm7CwMMTFxYluRjt37sTZs2dF4sAkgcg72JJARPR/5EQhISEB+/btQ2hoqNN9R48e3WaCACgHLKemprZ6TiJqNnr0aPH47Nmz2L17t1hmkkDkHUwSiIhs2CYKjY2NDi/q4+LisHHjxjYThJ9//hnfffcdACA8PBx//vOfPRIzUbBhhSMi32OSQETUQkxMDB566CEMGDBAzJAsGzx4ML7//vs2EwQAinkV5s6d69IxRARMnz4dF1xwgVi2TRI4cJnIO5gkEBG10NDQgKVLl+LAgQNQqVRifbdu3VBaWurSxf7x48fxxhtviGUOWCZyXUpKCq699lqxbFsG1TZJ2Llzp10iT0TuwSSBiKiFnJwcVFRUAGiuYiTr1auXy+d44403cOLECQBAQkICLr30UvcGSRTk5FmWAWVLQq9evRAbGwugebzC3r17vR4bUVfAJIGIyIbFYsHjjz9ut75Hjx6ora0V8yi0RpIkxYDlRYsWKVokiKhtI0aMEI9tkwSA4xKIvIFJAhHR/5EkCXfeeScaGhoU66OiovDTTz8p5lFoLVH47rvv8MsvvwAAevbsiZtuusmjcRMFo/j4ePG4oqJC0a2ISQKR5zFJICL6P++//z4+/PBDu/VPPfWUKHnqSqJg24qwYMEC9OvXz2MxEwWrtWvXIjw8HABw5swZ7NmzR2zj4GUiz2OSQEQEoK6uDnfccYfd+qlTp4qWANvyqM4ShcOHD8NoNIrlRYsWeTZwoiB14MABnDlzRiyzDCqRdzFJICIC8Le//U1xpxJontvghRdeUIwnaCtReOWVV3Dq1CkAwKRJk5CYmOidF0AUZDhXApFvMUkgoi5v27ZtWLVqld36JUuWYMyYMXbrWyYKcsvB6dOn8a9//Uvsx7KnRB3XMkmwLYPKJIHI88J8HQARka89/PDDdrXW4+Li8Pe//93pMXKiYDQakZ6eDqC57KlcjjE2NlZR552I2se2uhGgTBLOO+88dOvWDadPn8ahQ4dw4sQJ9O7d29shEgU1tiQQUZe3evVqzJkzR7Fu1apV6NmzZ6vHxcTEiAShsbERK1asENv++te/IiIiwv3BEnURarUaUVFRYnnr1q3icWhoKIYOHSqWOXiZyP2YJBBRlxcREYHy8nKxrNfrceWVV7brHO+++66409mvXz92NSJyg1GjRonHu3btQlNTk1hmlyMiz2KSQERd3hNPPIFt27YBAPr06YNnnnmmXcdLkoTHHntMLN9xxx3o27evO0Mk6pISEhLE4zNnzihmV7ZNEuTvLxG5D8ckEFGXUVdXh8LCQlRWVmLQoEGYP38+Dhw4gOXLl4t9Hn30UQwcOLBd5/3kk0+wadMmAM2tEnfeeac7wybqshxVOBoyZAgAQKvVivXff/+9V+Mi6gqYJBBRUMrNzYXBYEBMTAwAoKSkBLNmzUJVVZXY5/bbb8f5558vZlgePHgwFi9e3O7nevzxx8Xj1NRUREdHdzJ6IgIcVzi6/PLLAQAXX3yxWP/dd99BkiRFuWIi6hx2NyKioJObm4uMjAwxh0F9fb1dggAADQ0NMJvNYnnPnj3Iy8tr13N99dVX+OqrrwA0z6tw7733dv4FEBGA1udKGDNmjJjNvKqqioOXidyMSQIRBR2DwaCY7OyVV16xSxAcSUhIgMFgaNdz2bYi3HjjjRg8eHC74yUix4YPH65IvG2ThJCQEFx00UVi+bvvvvNqbETBjkkCEQWdlpOdPfjgg20eM3r0aBQXF4vuSa7YtGkTPv74YwCASqVCVlZWh2MmInvdunVTzDdimyQA9l2OiMh9mCQQUVCyTRQOHTrU6r6RkZHYuHFjuxIEQNmKoNfr7bpGEFHnxcfHi8c7duxQlEFlkkDkOUGXJJhMJqSlpSEnJwdZWVlIS0uD1Wrt1DkLCgqQmJjongCJyGvkRGH06NGt7ldWVtbuBOHXX3+F0WgUy0uXLu1QjETUusjISPTv3x9A8zii/fv3i2223Y1+/vlnnDx50uvxEQWroKpuVFBQgMcff1wxELGsrAyJiYkwm81Qq9UunystLQ1HjhxBVFQUTCaTB6IlIm+IiYnBxo0bodFoHF5AvPTSSxg2bFi7z5uTkwNJkgAAV1xxBSZMmNDZUInIieHDh6OmpgZAc2vCoEGDADTPyix3K2xsbERpaSmmTp3qy1CJgkbQtCRYrVYYDAZkZ2cr1mu1Wmi1WixcuLBd58vLy4PRaEReXl67kgsi8j8mk8lhgnD33Xfjtttua/f59uzZg9dee00ssxWByHO+/vpr/Pjjj2JZntlcxi5HRJ4RNEnC+vXrAQATJ0602zZ//nwUFBR4OyQi8gO7d+92OPdBaGgo7rnnng6d88knn8SZM2cAAH/84x9x6aWXdipGInJu8ODBotUOsB+8/Ic//EE8ZpJA5D5BkyQYjUao1WqHd/3lqduZKBB1PX369MG0adPs1jc2NmLGjBmorq5u1/kOHTqENWvWiGW2IhB51uDBgxEeHi6Wy8vLFdttWxK+/fZbRUJBRB0XNElCaWkpoqKiHG6TE4eSkhIvRkRE/uDMmTPYtGmTYt3f//53xTwK7UkUnn32WdTV1QEAxo8fjyuuuMKd4RJRCyEhIRgyZIhY3rp1q2L7qFGjxN/5w4cPo6KiwpvhEQWtoEkSXKlg1NkqR+2RmJjo8F/LX25E5DnV1dW47LLLsGvXLrEuKSkJDz/8sGIeBVcThWPHjmHVqlVi+W9/+xtUKpVHYiei340ZM0Y83r17t6K1ICQkBFOmTBHL7HJE5B5BkyQAcDrAWG5hOHLkiBejISJfkSQJ1dXVSEpKwvbt28X6qKgovPbaawgNDbWbcM2VRGH16tXiZsOIESMwd+5cT74MIvo/Y8eOFY/PnDmDAwcOKLZz8DKR+wVVCdS2eLMlwbYMqy3Ot0DkeampqXjnnXdQW1urWP/iiy+K0onA7/MoJCUliUTB2azL9fX1eOqpp8RyVlYWQkNDPfciiEhoOVHhjh07cN5554llJglE7hdULQnOkgC5BYGlTImC36effooXX3zRLkFIS0vD7Nmz7fZv2aJgO0GarVdeeQVVVVUAgEGDBuHGG290f/BE5FDLJKFlGdSLLrpIdP373//+hxMnTngtNqJgFTRJgisJgLOBzUQUHA4fPoxbbrnFbv3o0aMVrQAtyYnCqlWrkJ6ebrf9zJkzyMnJEcv33nsvunXr5paYiahtbSUJffv2xfnnnw8AaGpqYqESIjcImiRh4sSJsFgsDrfJ69nVhyh4SZKEtLQ0HDx4ULG+W7dueOutt9CzZ89Wj4+JiXGYIADA22+/jZ07dwIA+vfv3+7JGYmoc8455xzFd3jz5s12+3C+BCL3CpokwWAwON0mJwk6nc5b4RCRm+Xm5rY6sPiVV17Bu+++a7c+OzsbF154YYeft6mpCStWrBDLd911F3r16tXh8xFR+6lUKgwbNkwst5xQDbCfL4GIOidokoR58+YBcDxhmtFohE6nE5Oq2XLW+kBE/iM3NxcZGRl2FYjq6uqwdu1a3HPPPbj99tsdHhsW1rn6DO+//76YvKl3797IyMjo1PmIqGM++ugj8Xjv3r12k6bZJgnff/89J1Uj6qSgSRLUajXy8vKQlZWlWF9WVgaLxeJwMGJiYiLi4+NRVlbW6rmtVivLpxL5kMFgsCtVWlJSAo1GgxtuuAFPP/00Tp06ZXfcyJEjxQ2EjmhqasLy5cvF8uLFixEZGdnh8xFRxw0ZMgT9+vUDAJw8eVIUEpCNHDlSjD2sqamxG7dARO0TVCVQU1NTodFoYDAYMGnSJNTU1MBqtcJsNjsc2KzT6WC1Wh1uy8nJQUlJCSwWi2htiI+Ph1arhUajQXZ2todfDRHJWpYqnTp1KmpqanDo0CGnxwwZMgRfffWVw3Kmrnr99dfFTYQePXrgr3/9a4fPRUSdo1KpMGLECJSWlgJoHrx87rnnKrZPmTJFtDh89913dgOeich1QZUkAM0X/q6OPcjOznZ6sZ+ZmenOsIiok1omCq3p1asXSkpKOpUgnDhxAn/729/E8r333qu4ICEi7xs+fLhIEnbs2IFLL71Usf3iiy9WJAk333yz12MkChZB092IiIKfnChER0e3ut+iRYs6lSAAza2J+/fvBwCce+65uP/++zt1PiLqvIiICPH4119/tdvOSdWI3IdJAhEFlJiYGDz88MOt7qPVajv1HLt378bKlSvF8mOPPYbevXt36pxE1HnvvfeeePzzzz/bbZ88eTJCQpovbTZv3ozjx497KzSioMMkgYgCzi233OK0NSE2NtbhzMrtsXTpUjQ0NAAAJkyYwC4LRH4iLi5OPN6+fbvd9j59+mDs2LEAmgsP/Pjjj16LjSjYMEkgooDyyy+/ICIiwmH3n+joaHzwwQeKLgnt9f333+PNN98Uy88884y4M0lEviUnAACwb98+h2VObSdV43wJRB3Hv3xEFDBef/11XHDBBfjzn/+MJUuWiPUqlQpA82zIQ4cO7fD5JUnC3XffLZbnzp2Lyy67rMPnIyL3uuCCC8TjU6dOOaxwxnEJRO7BJIGIAsIPP/yAhQsXAgD+/e9/o6mpCUBzYvDDDz8gISEB27Zts5twrT3eeust/PDDDwCAbt26IScnxz3BE5FbjBo1SrHsaC6ElpOqyb8riKh9mCQQkd/bu3cvrrnmGrsJ08LDw/H+++9j0qRJKC4utptwrT3q6uoUkzH+9a9/dThLOxH5Tst5D3bs2GG3z/Dhw3HOOecAAGprax1WQSKitjFJICK/VldXh2uuuQYHDx602/byyy+L/sdyedSOJgpPPvkk9u7dK85lO0cCEfmHuLg40b0QgMM5U+RJ1WTsckTUMUwSiMhvSZKE2267DWaz2W7bP/7xD1x//fWKdR1NFPbt24cVK1aI5UcffRR9+/bt/AsgIrcKDw9XzIGyadMmh/txXAJR5zFJICKfyM3NbfMC/p///CfWrVtnt37+/Pl46KGHHB7TMlEwGo1txvL3v/8ddXV1AJoHRt52221tvwAi8on4+Hjx2FF3I4BJApE7hPk6ACLqenJzc5GRkYHnn38excXF4s5gXV0dCgsLUVlZiZqaGjzzzDN2xw4dOhQvv/yyostBS3KiYDQakZ6e3mospaWlePXVV8Xy008/jdDQ0I69MCLyuHHjxonSpnIZ1Ja/DyZNmoSQkBA0NTVhy5YtOHr0KPr16+eLcIkCFlsSiMjrDAaDXZegkpISaDQa3HDDDXjggQccJgjh4eH473//69I8CDExMW0mCC1Lnl599dW4/PLL2/tyiMiLpk2bJhL5U6dOoaamxm6f3r17Y/z48QCav+ecVI2o/ZgkEJHXtewSNHXqVMycORNVVVVOjwkJCcFnn32mmEypswoKCvDNN98AaE5AVq5c6bZzE5FnXHvttRg3bpxYdlQGFVB2OeKkakTtxySBiHzCNlHYtm2bw0mRbL322muYNm2a256/oaEBmZmZYvmOO+7AiBEj3HZ+InKflmOYhg8fLh47GpdQXV2NEydOiGWOSyBqPyYJROQzcqIQHR3d6n7Jycl2lYw665lnnsHOnTsBNE/I9sADD7j1/ETkHvIYJttqZa0lCdXV1UhKSsJrr70m1nFSNaL2Y5JARD4VExODf/zjH63uc+utt7r1OQ8ePIh//vOfYvmRRx6BWq1263MQkXs4GsNk2+pn291IThDKy8sxZswY9O/fHwBw9OhRbNu2zeuxEwUyJglE5FNnz57Fxo0bnVYrio2NxZw5c9z6nA888IDoipCQkIDU1FS3np+I3MfR/CeVlZViuzwo2TZBSEhIwBdffIFLLrlE7McuR0TtwySBiHymsbERt912GwoKCiBJkt32c845Bx988IFL1YxctWnTJrz00kti+amnnkJYGKtBE/mzlonC888/L7bt27fPLkGQSytzvgSijmOSQEQ+0dTUhNTUVLz++ut22+RWhXPOOQdDhw5163PefffdIiG58sorMX36dLedn4g8xzZROHLkiFjf0NCAyy67zC5BADipGlFnMEkgIq+TJAmLFy/Gv//9b7tt5513Hr7//ntR9ch2sGJn5ebmYuPGjQCA0NBQPPnkk245LxF5h5woDBs2TLF++/btdgkCAEycOFHMqVBeXg6r1erFaIkCG5MEIvIqSZJw1113IS8vz27beeedh6+++gqTJ0+264Pc2UShvLxcUfL03nvvxejRozt1TiLyvpiYGHzyySeKdb1797ZLEACgV69euPDCC8Xy999/740QiYICkwQicouWdcwdkSQJ9913H5577jm7bQMHDsRXX30FjUYDwPFgxY4mCqdPn8b111+PhoYGAMD48ePxyCOPdOhcROR7kZGRiuWGhgbU19c73Jddjog6hkkCEXWaozrmAFBXV4e1a9fi0Ucfxdq1a7FkyRI89dRTdse3TBBk7koU/vGPf2DTpk0AgO7du2Pt2rXo3r17u89DRL5XXV2NKVOmKNadPXsW8fHx+PTTT+32Z5JA1DEqyVFJEfKYxMREAIDZbPZxJETu46iyyK5duzBr1ixUVVW1euyAAQPwzTffIC4uzqXzr1q1Cunp6S7H9uWXX2LatGlisPIzzzyDu+66y+Xjich/VFdXY+rUqU7nPAgNDUVFRYWi4EFlZaW4AdG3b1/U1tYiJIT3SKlr6Mx1J5MEL2OSQMHK9kJ+9OjRqKmpwaFDh1o9ZsCAAfj222/tBiE6O7/RaGxXgnD06FFccMEF2L17NwAgJSUFn3zyCS8QiAKQ7e+Y1gwcOBBlZWVifIIkSRgwYIC4YfHLL79g7NixHo+XyB905rqTfymJyC1suwZt27atzQRh8ODBLicI8vnbkyAAwB133CEShMjISLz88stMEIgCkG2CEB0d3eq++/btU3RNVKlU7HJE1AH8a0lEbiMnCm39Ee/bty+++uorlxOEjli3bp1iDob8/HwMHDjQY89HRJ7Rsjvjww8/3Or+AwcOtBvDxCSBqP2YJBCRW8XExOCBBx5odZ/ly5e7dZK0lvbu3YtFixaJ5Ztuugl6vd5jz0dEnmM0GhXjnW655RbExsY63DcyMhLffPONKHZgNBoBMEkg6ogwXwdARMGlpqYGb7/9ttPt55xzDhYuXOix529qasItt9wiJk0aNmyYw5KrRBQY5G6GBoNBjDP44IMPHBZGuPLKKzF06FAUFxcrxjBNnDgRYWFhOHv2LLZt24YjR44gKirKuy+EKMCwJYGI3GbHjh24+OKL8e233zrcHhUVhY8++ggREREei+Ff//oXNmzYAKC5L/Jrr72Gvn37euz5iMjz0tPTFROlTZo0CZWVlVi7di1uuOEGsf7nn38GYD+GKSIiAhMmTBDLnFSNqG1MEojILb7++mtMmTIFv/32m902lUoFoPkPtye7Gf3yyy9YunSpWL7//vtx6aWXeuz5iMh3IiIisGDBArzwwgvo1q0bAGDz5s3Yt2+fw/1tuxx99dVXXomRKJAxSSCiTnvzzTeRnJyMmpoau23Tpk3D9u3bRdWjzsyc3JpTp07h+uuvx6lTpwAAWq0WDz30kNufh4j8S+/evXHJJZeIZUcTqgHA1KlTxeOXXnrJ6QzNRNSMSQIROZSbm9vmxbwkSVi+fDmuv/56nD592m77X/7yFxQVFWHEiBFumTm5NcuWLcMvv/wCAOjRowfeeOMNcXeRiIJXfX09SktLxfL777/vcL9Zs2Zh8ODBAIBDhw7hlVde8UZ4RAGLSQIR2cnNzUVGRobdxXxdXR3Wrl2LRx99FK+99hpuuOEG/OMf/3B4jpycHKxZswZhYc31EWznUXB3olBcXIwnn3xSLK9cuRJjxoxxy7mJyL9FREQoZmwvKipCY2Oj3X7h4eG45557xPITTzyBs2fPeiVGokDEGZe9jDMuUyBoWZe8uLgYu3btsqsmEhoaavfHOCQkBEajEXPmzHH53LYDEturtrYWF1xwAfbu3QsAmDFjBj766CMxDoKIgt/y5csVNyy+++47TJkyxW6/EydOYMiQIaitrQUAvP3225g/f77X4iTyNs64TERu1fKu/9SpUzFz5ky7coMtE4Tw8HB88803ThMER+eW65h3hCRJSE9PFwlC//798e9//5sJAlEXc9VVVymWP/roI4f79e7dGxkZGWI5OzsbvFdK5BiTBCJyyPZiftu2bTh06FCr+w8fPhxbtmxxePfO2blXrVqlKFPYXjk5OXjrrbfEcn5+PgYMGNDh8xFRYLrwwgsRGRkplt99912n+95xxx2iDPNPP/0Ek8nk8fiIAhGTBCJySr6Yj46ObnU/rVaLrVu3YsSIEe06d2cShNdffx3333+/WP7zn//cagsGEQUvlUqFmTNniuUtW7bgyJEjDveNjo7GbbfdJpazs7M9Hh9RIGKSQEStOnr0KHr27NnqPvfee68YoOwNRUVFij/y06ZNQ25urteen4j8z9y5cxXLrbUQ3HvvvQgNDQUAbNiwQVEdiYiaMUkgIockScLLL7+MCRMmYNeuXU73i42NxezZs70W16ZNmzB37lxRlWTs2LEoLCxE9+7dvRYDEfmf5ORkhIT8fllTUFDgdN+4uDjMmzdPLLM1gcgekwSiLsKVeQ9ktbW1uOaaa3Dbbbfh5MmTTveLjo7GBx98IPr3etrOnTtxxRVX4Pjx4wCAQYMG4eOPP4ZarfbK8xOR/+rTp4+o5AIAn332WauDkjMzM8Xjd955x+Fs8URdGZMEoi7A2bwHjnz55ZcYN26c0wmJwsPDRfej/v37Y+jQoW6P15GamhrMmDEDBw8eBAD069cPn3zyCQYNGuSV5yci/2dbzvTo0aPYvHmz030vvPBCTJ8+HUBzy+kTTzzh8fiIAgmTBKIuwGAwtDmJ2ZkzZ7Bs2TIkJSVh3759Ds8zZMgQ7N27F5WVlaLqkSdmT26pvr4ef/rTn7B9+3YAQLdu3fCf//wH559/vkefl4gCy5/+9Cf0799fLH/66aet7p+VlSUev/rqq+ImBBExSSDqEpzNdmw7g/LUqVPxz3/+E01NTQ7PMWrUKJSUlCAmJsajsye31NjYiOuvvx7ffvstgOYqJq+//jqmTp3qkecjosA1YsQI5OTkiOVPPvmk1f2nTZuGSZMmAQBOnTqFf/3rXx6NjyiQcMZlL+OMy+RLtrMdx8XF4cSJE63OfxASEoKmpianMyO7e/bkliRJwh133KGoXPT000/j7rvvdttzEFFw2bt3LwYPHgygudXxyJEj6NWrl9P933nnHej1egDN3Rh3796Nvn37eiVWIk/jjMtE5BK5BWD06NGorKxsNUHo1atXqwmC7fk81aKQk5OjSBDuvfdeJghE1KpBgwZh7NixAIDTp0/jiy++aHX/a665BiNHjgTQPI4hLy/P0yESBQQmCURdTJ8+fTB8+PBW95k8eTJOnjzpUutAy0TBaDS6Jc6Wk6Vde+21im4ERETOyAOSAeC9995rdd/Q0FAsWbJELD/99NM4deqUp0IjChhMEogCUHvKmQLN3YJWrVqF999/H+effz7++9//trr/rFmzsGrVKpe7D8mJwqpVqzo1i7LM0WRpr7zyiqIGOhGRM+Hh4eJxW0kCANx4440YMGAAAODAgQN44403PBUaUcDgX1yiAOOsnKntIOQ333wT9fX1AJoThD/84Q+44447cPXVV6OysrLN59BoNEhPT2/X+IKYmBi3JAg//fQT5syZIyZLGzduHCdLI6J2GTJkiHh8+PBhWCyWVvfv3r27oivjypUrnRZxIOoqmCQQBRhH5UxLSkqg0Whwww034IEHHsD111+PuLg4vPfee0hISEBFRYXL54+OjvbqDMq2tmzZgiuvvBInTpwA0Ny3+KOPPuJkaUTULldffbVi2ZXWhLS0NDFgefv27fjPf/7jidCIAgaTBKIA03IMwNSpUzFz5kxUVVUp9quqqsLs2bNRU1Pj9FyOuu/07t1bzGjsTRs2bMAll1wi6pSr1WpOlkZEHXLeeecpfne8/fbbbR7Tr18/3H777WI5Ozu71RmbiYIdkwSiAGSbKGzbtq3VKkUtqVQqAMDo0aNhsViwdu1aLF++HM8//7yoeuSNCdJs/fvf/8aMGTNw9OhRAM2JCidLI6LOmDVrlnj8008/4fTp020ec9ddd6Fbt24AgB9++AFffvmlx+Ij8ndMEogClJwoREdHu3xM3759IUkSEhISsHHjRgwdOhQLFizAsmXLcPvtt2Pjxo1emSBNJkkSli1bhj//+c9iDMLAgQPx9ddf47LLLvPocxNRcLvxxhvF47Nnz+Kbb75p85gBAwbg5ptvFsvZ2dkeiY0oEDBJIPIDHalWlJubi5iYGDz44INt7n/BBRdg2LBhOHbsmE/nPbDV0NCA66+/Hv/85z/FugsvvBA//PADxo8f75HnJKKuY/LkyejRo4dYfu2111w67r777hMtrh9//DH+97//eSQ+In/HJIHIx5xVK3JGnuU4IyMDF198MV577TX069fP4b4hISFYvXo1Fi5ciJ07d/p03gNbNTU1SElJwVtvvSXWXXnllfjyyy8xcOBAtz8fEXU9oaGhuOiii8TyJ5984tJxI0eOxJw5c8Qy52ehrkolcVSOV3VmemwKTvJFf3l5ueIivq6uDoWFhaisrIRGo8Hs2bNx/P+3d+/RTdb3H8DfaWqhXEra0otFqEmBljLPMC07HJ0XpJ3M21AbvIJMpFXwvtmA2zw7sq2mDjyrPbjUo1OxXkg3HIzL1iDgZOJoo3iQi9IUpigt0GZCCy1tvr8/+D3P+uTSJG2aS/N+nZNDm+fJk+/zkH7z/Tzf7/fzPX0aV1xxhV/ZikaNGoVNmzbh2muvBXAhGDEYDH6nNW1tbYXFYglKWtO+Dh8+jBtuuAFffvml/NxDDz2EqqoqxMfHB/W9iCi2vfrqq1i8eLH8+/Hjx5GRkeHzdXv27MEPfvADABeCjcOHD+PSSy8dqmISDZnBtDsZJIQYgwTyxDVQWL16Ne677z5FxqLk5GR0d3ejo6Oj32PFx8ejp6cHeXl52LlzZ0BrHQy1Dz/8EPPmzZMzLqlUKvz+97/HE088IXfvExEFS3t7O1JSUuTfA1nw8brrrsP27dsBXFjxvba2lgs6UtQZTLuTn3aiCOA6xMdTStP29vZ+A4SUlBTYbDYcO3ZMznoU6ixF/XnnnXcwZ84cOUAYOXIk6urq8OSTTzJAIKKgkuZ5JScnK3oArFarx/2leV59GY1G+ed33nkHjz32GFOiUkxhkEA0BAYyEdlisWD79u2YMGECent7/XqddFcrNzcXBw4cwOWXXx7Sycf+EELgd7/7He666y45BWF6ejp27NihGPdLRBQMrvO8XnvtNXnbhx9+6LaSct95Xn0DhR/96EdYtGiR/Ht1dTWMRiMDBYoZDBKIgmwwE5EtFgvuvfden69JT09HRkYGnE4n8vPz8cEHHyiGFUVKoNDV1YUlS5bgF7/4hfxcXl4edu/erZhQSEQULK6r0ufm5sr148mTJ2Gz2eR9XYd6GgwGeZtKpcLLL7+M+fPny889//zz+PWvfx2ycyEKJwYJREHm+gUlNc47OztRW1uL3/zmN3jrrbdw9uxZtLa24tprr8X+/fsxefJkzJ07FydPnuz3+HfddRdSU1PR0tISMelMPfnoo49w+eWX45VXXpGfmz17Nv71r39Bq9WGrBxEFFtc6745c+Yo1l35+9//DsB70oi+4uPj8eabb+InP/mJ/Nyzzz6LioqK0JwMUTgJCim9Xi/0en24i0EBqq6uFi0tLX7vv2/fPpGZmSkAiPz8fLF161aRkZEhAMiP1NRUkZycLP8+ZcoUMWrUKMU+ro+MjAyxevVq+bj+lKmlpUXk5+cLAKK6unowl8Evp0+fFo888ohQqVSKsi9cuFB0dXUN+fsTEQmhrPsmTJgg10WTJk0Sa9asEXl5eX7XpefOnRNz585V1GkvvPBCaE6EaBAG0+5kkBBiDBKiT3V19YAb5VKgoFar+238+/NQq9Vi69atcpkCCVpaWlpCEiBs3bpVZGdnK8o9ZswY8eKLLwqn0znk709E1Fff+tjTQ6vV+l2XdnZ2iuuuu07x+jVr1gzxGRANzmDanRxuROSDt+FDnrh2X1utVmRlZfk9ERkARowYAQCYMmUK1qxZA6PRKE9mfvLJJ9Ha2oply5YFlNo0PT096Osd9HXq1CksXLgQc+fOxdGjR+Xn586di3379uHhhx9mBiMiCrn09HRs3rwZarXa4/YzZ85g7Nixfh0rMTERGzZswA9/+EP5uaVLl+JPf/pTUMpKFGkYJBD54G1sv+scg6NHj7qNb9XpdOjs7PT5HqNHj8a9994LrVaLrq4u5Ofn48MPP8RDDz2E5557DjabLeyTkD0RQuDdd9/FtGnTsHbtWvn51NRUrF27Fps3b0Z2dnYYS0hEsW7Xrl1eb9ScOHEC69ev9/tYo0ePxqZNm+SF1gBg8eLFitXjiYYLLm9KMSnQ1YcBYMGCBVi7di3279+PWbNm4cyZMzhx4oS8Xa1Wo7e3F/n5+di8eTM++ugjrF+/Ht99912/xy0tLcXy5ctx0003obm52eMEOilQkYKQ2bNne52wHCpff/01li5dio0bNyqev/POO/GHP/whohZxI6LYZbfbB7XdVVJSErZu3YrrrrsOn376KYQQWLBgAUaMGMG0zjSssCeBYs5AU5SuWLECCxYsQF5eHpqbmxUBAgD09vZCpVIhOzsb06dPx7x58/D666+75eTuKyMjA08//TRuuummfjNsAOHPViRxOp0wm82YPn26IkCYMGECNm7ciLfffpsBAhFFjNTU1H6363S6gI+ZnJyM+vp6TJ8+HcCF+v/OO+/Epk2bBlRGokjEIIGGhUAWLzMYDMjNzR3QHIP7778fDzzwgNf9hRDYsmWL28rI0qJnfanVarz++uv429/+5jNAkLgGChaLxY8zDp6GhgbMnj0bDz74oKKH5KGHHsL+/ftx0003hbQ8RET9aW1tRVVVVb/7DHS+1Pjx42G1WjF16lQAwPnz53H77bd7XdWZKOoEcwY1+cbsRsE3kOxDU6dOlbNTSK/r6OgQb775pli5cqWora0VR44ckbNiZGdniyeffFIUFha6pfb09pg6dap45JFHhFarFQBEXl6eWLNmjTAajXI6Pum9IzVbkRBCOJ1OYbVaxZw5czye486dO0NSDiKiQPTNbKTVakVaWprHulqlUolPP/10wO/z1VdfyfU8AJGYmCg2b94cxDMhGjimQI0iDBJ8G+yaBP29tu+XxtSpU0Vubq7XLxApbWnf/Nr+PEpKSsTnn38ujh8/Lr+Xa7n6lsPf4CbUenp6RF1dnSgsLPSYjnXFihXi7Nmz4S4mEZEbT3VsZ2enqK2tFStXrhTz5s1T1GkXXXSR+Oqrrwb8fs3NzWLixImKY86bN0988cUXQTwrosAxSIgiDBL6F4w1CfzpGZD2aWlpkQOFYDzS0tJEZ2enX0FApAYKXV1d4pVXXvF4XeLi4sTdd98t9u3bF+5iEhF55E/d6nQ6xfXXX6+o38aNGzeoeviLL74QF198seKY8fHx4rHHHhOnTp0azCkRDRiDhCgSi0FCID0DfRvtgfQK5Ofni3379vXbtSz1DOTm5gqLxSJWrlwpioqKxIgRIwIKBBISEuQGs+s2rVarKEeg5xDOQOH06dNi9erVHntORowYIZYuXSqamprCVj4iIn/4e7Pp3Llzbos/3nPPPYN672PHjokFCxa41aHJycnihRde4KrzFHIMEqLIcAgSAmn0S5V1ZmbmoOYLeNrPU+O6paVF5OXlBa1nQKrclyxZIsxmsyKAOXLkiNx1vWbNGvl9/R365OlcQjXPoK8TJ06IZ555RiQnJ7ude1JSklixYoU4fvx4yMtFRDRQ/n5PffPNN+LGG29U3BD597//7fN1vuaF7dmzR1x11VVuderkyZPF+vXruQI9hQyDhCgS7UFCoMOB9u3bJ9+p9xUoeJsvkJ+fL5qbm+WhQ30b5H3Lce7cOfHJJ5+Ixx9/PKhBQm1tbcDDhzIzMwMakhPKichCXLhWGzZsEAsWLBCjRo1yO+eMjAzx3HPPCYfDEbIyERGFw6pVqxT138SJE/3+ruqv3nY6neLPf/6zyMnJcatjr776atHQ0DAUp0OkwCAhikRikBCK4UBSoBBIz0Df56ShQq4N2V/96lfilltuEdnZ2fLwH0/DgLw91Gq1yM3N9ZqxKC0tzeNcBn/OOdzDh1ydO3dObNy4USxYsEAkJSV5PF+dTif++Mc/ckIyEcWMlpYWMXnyZEVdOGXKFHH+/HmP+wZax3d1dYnVq1cLjUbjVucuXLhwUBOmiXxhkBBFQhEkROJwINdx+v70DAghxJEjRzwGCIN5zJo1S1RVVYmPP/5Y/Oc//+k3ENFqtaKioiKqhg/1JQUGCxcuFOPGjfN6Tb7//e+Lt99+2+OXIhHRcNfS0iImTZqkqBfnzp3rts9gbgKdPHlSPProoyI+Pl7xPomJieKRRx4R//znP0Vvb28wT4toUO1OlRBCgEKmoKAAANDY2Dgkx5dWE/ZnYS4A+Pzzz1FQUICuri5kZmZi7969Xl/Td2GxqVOnQqVS4dChQ8jPz8emTZuwa9cuNDc3IzU1FVVVVTh48KCiHH1fr1ar0dvbqzj++PHjcfPNN+Pw4cO4+eab0draiu3btwf1WqWlpeHo0aNITEx0Wyht8+bN2LVrF+x2u9s5LFiwAPfff7/fKwm3trbCYrFg2bJlQSu7v7q7u1FfX49169bhr3/9K/773/963E+r1cJgMMBgMKCgoGDACwoREQ0Hra2tmDRpErq6uuTnbr/9dsyYMcPr99pAHDp0COXl5diwYYPbtqysLNx+++0wGAy48sorPS7ESRSIQbU7gxqukE9D3ZMQyJ2O/oYD+Zs+1Ndd+L7vv2XLFvHUU0/5vRiZv48xY8YIvV4vHnzwQbFq1Sp5UZv+yhTNKUpddXV1id27d4tVq1aJ2267rd8eA61WK8rLy8WePXs4cY6IyMWXX37Z75BV6TskGAtgvv/++2LGjBle3+viiy8WDz/8sNi5c6fo6ekJ9qlSjOBwoygSiuFGnhq3vhr9/qYPdW0sf/75516HA40aNUosWrRIXH/99WLatGkBzRXw97FmzRqv5+0t+5DrpOhom2PQ1tYmNm3aJJ5++mlxzTXXiMTExH6v0aWXXsrAgIjIT1u2bPFan6alpYnVq1cPeAhqRUWFYltvb6+or68XpaWlYvz48V7fNzMzUyxbtkzs2LGDAQMFhEFCH9Ifm8lkEuXl5aK0tFS0t7eH/ViSUE1c9rUcvadGv6/0oSqVSsyYMUNotVqh0WjcxlUG4xEfHy9ycnLErbfeKp566imRlZXldV+1Wi2OHDnidr7+9AwAF9ZLiPQ5Bk6nUzQ1NYk33nhDlJaWiunTp/t1HS+99FLx1FNPMTAgIgpQbW1tv/Xriy++OKAee1/fO+fPnxdWq1WUlZWJ1NRUr++fkZEhFi5cKKqqqsSuXbtER0eHEEKIiooKtyCkP0O9f0tLizAYDAHdXIu0cwjFNRrqdgWDhP9nsVjcLkRjY6PQ6XQBN+6Deay+QpndyJ9G/6xZs8Rll10mJk6cKDQaTdAnCXt6z/6219bWymX3N8gZ6OJlU6dODSir01D+IXd3d4uDBw+K9957Tzz33HNi0aJFYtasWR6zYXh6aLVace+994qXXnpJfPbZZwwMiIgGaOXKlT6/xx544AE5tak/N6YC7cHOyMgQwIVsfSkpKf2WJy4uTt4fgHjwwQflwMEbKSEH4N67EYz9W1pa5DWD/E2MMtRlirT9Q3UDkkGCEKK9vV0AEPX19W7bSkpKRElJSViO5SrUKVDXrFkzpI1+X4/77rtPbNiwQXzyySfi4MGD/QYtUs+Ap16Bzs5OeeiQ63CpaFm8zOl0itbWVrF7927x2muvieXLl4t58+aJvLy8gHpl1Gq1KCwsFI899phYt26dOHbsWMjOgYhouAvke1Ma7pmXl+cza1+gPd7SXMFp06aJv/zlL2Lp0qWKYMBX4PC9731P3HfffaKqqkrs2LFDNDc3i+7ubrcshb561Qeyv7/pzwfzHtG+f6iGMjNIEEKYzWYBwONdfovFIgD/TzWYx3IV6iDB1x2RQB+TJ08WJSUl4uc//7morKwUl1xyic9GvxD+9wwMdL5AuBcv++6778TBgwfFtm3bxNq1a4XJZBKPPvqoKCkpEVdccYXIzs4WCQkJA7rmSUlJ4vrrrxfPPvus2LZtmzhz5kzQyk1ERP/jqwc+0IdrAg/XxmF/gYWnXvKenh6xa9cusXr1anHPPfeIKVOmBFSeuLg4+abU2LFj5V6KiRMnip07d4rTp0+7XY9AekN8pT8PRo/LcNo/FHMdmQIVQHFxMRoaGtDe3u62zWazoaCgABaLBSUlJSE9lquhToHq6q233sI999zjdbtWq0Vubi4yMzMxYcIEjB49Gr/85S/hdDrd9vWWPlSr1eLMmTM4ceKEvK+U4jQ/Px/r1q3D/Pnz5VSj27dvx9ixY7F+/XrY7XbodDpceeWVuOGGG7B//34AQG5uLj744AOfKeb6lqO6unpQKUe7u7vR0dEBh8OB9vZ2+eH6u+vj+PHjOHPmzIDfVzJx4kTk5eUhLy8Pubm58s9ZWVlMT0pENMT8/V6bMGECZsyYgX/84x84f/58v8e86KKLsGjRIlx22WWYMWMG9Ho9Ojo6+k0HrtVqsXv3brfU4f2lG8/OzsbixYuxd+9ebNy4Ed3d3QO+DqNHj8aYMWOQlJSEb7/9FmfOnEFqaiqWLl0KjUaDF154AV9//TV0Oh1qa2tx4MABHDt2zK/05/6kTAcQU/sPNJWuvwbT7hw2QUJycjJSUlLQ1NTkts1utyMnJwfl5eUwmUwhPZarUAcJR48eRU5OjlslBCgb/QB8rmMgVVyA8g/AV6M/ISEB3d3dyMvLw5YtW5Camgqn0wmn04ne3l709PSgp6cHx48fx1133YXDhw8jOzsbr776KsaNGydv7+npwfnz59Hd3Y2uri7535MnT+Ljjz/GrFmzFNuknzs6OtDZ2YmOjg7Fz67P9fT0DPn/x7hx4zBp0iQ5AJAeU6dOxZgxY4b8/YmIyJ1rQ9bX91p+fj7q6upgtVpRUVGBb7/91u/3SktLQ1ZWFj777DN4aoKNGjUKzzzzDMaPH4+kpCQIIbB8+XI0Nzf7DCqkc7n66qtx6NAhxMXFebzpN5Ti4+ORn5+PpKQkjB49GqNGjYJarca2bdvQ3t4OlUrldt7jx4/Hs88+i7S0NCQkJKCzsxPLly/H0aNHPZ7DJZdcgvfeew+ZmZlQq9Voa2vDbbfdhkOHDvl9jfwN1EKx/1BikABApVJBp9P127AvLS2F2WwO6bFchTJI6Psh9UStViMjIwNxcXHo7e3FiRMn0NPTg/j4eCQnJ6Orqwu9vb1QqVTo7OyE0+mUF3aRfk5MTIS4MGwNQgi58S89YsXIkSORlZWFrKwsTJgwwePPWVlZGD16dLiLSkREfXgKEPxZVFTa12w245lnnglxqT2Tep37a9rFxcUhPT1dvkl39uxZnDt3LlRFDDt/rtFQc71JO5QG0+6MD3Zhwkmj0Xh8PiUlBQDQ1tYWsmNJ/ymuDhw4gGnTpvldjoFyrcg6Oztx5MgRxT69vb345ptv3F7b09Oj6GLtq2/D3+l0oqOjI6jlDie1Wo3Ro0dj3LhxSE5O9vuRlpaG5ORkDgkiIopCFovFrwABANLT07F9+3b5+9VisWD8+PH9Hj8lJQXd3d3yzbah5E/D1+l04vjx40NajkgWCffGT5w4gfXr1+Puu+8Od1H6NayCBF8cDkdEHivYPN3puOqqq8JWHrVaDeBCF2RcXBzi4uKgVqvlny+66CLEx8dDrVYjPj7e52PEiBFISEhAQkKC/HN//44aNUru8vT0r/RzQkJC2K4RERGFhzSXzWAw+DX8QwoULBYLDAYDrrnmGq/7qtVq2Gw2ZGdnAwDOnTuHlpYWVFVVYfXq1V5fl5iYiLi4OPT09MDpdKKnpyciGrcUPHa7PdxF8GlYBQneGu7SXX9vvQNDcSxv3TreehiCxVu3aX19PXp6eqBSqeQ73qdOncKPf/xjnDhxAgkJCdi8eTPy8vIAQN5PesTFxUGlUuHkyZOYN28eDh06hOeffx5lZWVu+/UNAHh3nYiIIl2gSS/S09NhMBgwe/ZsHDx4sN+JzjfccIP8XTxy5EgkJiZi8+bNXo+tVqtx4MABObAAgJdeeglLly71+pqqqirccsst6O7uRk9PD2pra/Hb3/7W6/6rVq3CLbfcAiEEHA4H3njjDVRXV3vd/2c/+xmuvfZaJCYm4uKLL8Y777yDlStXet3/iSeecAuetmzZ0u8wbdfX+NrfZDLhxhtvxLFjx3D27Fmf+z/++OO49dZbMXbsWDidTlgsln7nlpaVlWHWrFkALvQ+vP/++3jzzTe97r948WLMnDlT/n3nzp14++23ve6v0+m8bosYg0mrFEk0Go3Q6XQetzU1NQkAorS0NOTHcjXUKVCrq6sDSqvVd8ETf1OChmKFQCIiokgV6Ho+ntZK8LVQqPQd7ista99045G4fySWKdL2H0pcJ0EIUVRUJLzFPPX19QKAMJvNIT+Wq1Csk1BdXR1Q3l02+omIiPwTSJ57Xzn0fQUWfdcZ8CeoCDQIGer9Xa9BJJQp0vYfagwSxP8WQOtvW1NTU8iP5SrUi6kRERFR8Aykx77varyBBBauKxb3F1QEGoQM9f7eFlOLpnMIxTWK5MXUhk2Q0N7eLgAIi8Xitq2oqEgUFRV5fJ2nxv5Aj+UPBglERETRLdAe+4qKioAahfv27ZMDhMzMTJ9BRd8gJDc3N+z7ewtyoukcQnWNhjpQGEy780LS+2FAo9HAbDbDaDQqnrfZbLDb7bBYLG6vKSgoQE5ODmw226CPRURERLFh2bJlAS2EtXz5clRXV/u9wu6OHTvQ1dWFzMxM7N2712da1p/+9Kfy74sWLQr7/tu3b0dmZqZ8Dv6klo20cwjFNcrPz5dT6UaiYZXdqLS0FDqdDgaDATNnzsSpU6fgcDjQ2NjoMRtRUVERHA6Hx22BHouIiIjIm0AyKAWalnX58uUefw7X/unp6di7dy8efvhhVFdXR+U5hOIaSal0A82uFSrDZsXlaBHKFZeJiIiIKHYNpt05bIYbERERERFRcDBIICIiIiIiBQYJRERERESkwCCBiIiIiIgUGCQQEREREZECgwQiIiIiIlJgkEBERERERAoMEoiIiIiISIFBAhERERERKXDF5RBLSUnBuXPnMG3atHAXhYiIiIiGsQMHDmDkyJFoa2sL+LXxQ1Ae6kdSUlLY3vvAgQMAwADFT7xegeH1CgyvV2B4vQLD6xUYXq/A8HoFJpzXa+TIkQNue7InIYYUFBQAABobG8NckujA6xUYXq/A8HoFhtcrMLxegeH1CgyvV2Ci9XpxTgIRERERESkwSCAiIiIiIgUGCUREREREpMAggYiIiIiIFBgkEBERERGRArMbERERERGRAnsSiIiIiIhIgUECEREREREpMEggIiIiIiIFBglERERERKTAIIGIiIiIiBQYJBARERERkQKDBCIiIiIiUogPdwEoMtjtdphMJrS1tSElJQUAYDKZoNFowluwCGQ0GuFwOGAwGFBYWAiNRgOr1Qqz2Yzi4mKUlpaGu4gRz2q1wmKxwGw2h7soEamyshJNTU3QaDSw2+1wOBwwmUzQ6/XhLlpEqqurQ319Pex2O9ra2lBYWMj6yw91dXWoqKhAY2NjuIsSNlJdlJOTg1OnTsl/a/zseMbPTGCivW5ikECwWq0oKyuDxWKRGyF2ux1LliyBxWIJc+kij8PhQE1NDWpqahTPl5eXM0Dwk8FgwPz588NdjIhUVlYGo9EInU4nP1dZWYmCggJYLBaUlJSEsXSRx2g0YubMmXLA6XA4MGfOHGi1WjQ2NiquI134fEk3g6xWa7iLE1aeGrw2mw0FBQVobGyMmobcUONnZmCGQ93EFZdjnN1uR05ODhobGxV3KQ0GA+rq6sCPh7uysjIAF64dAOj1epSVlUXFH3wkMBqNqKysRGlpKXsSXEgNFJPJhPLycvl5h8OB5ORkaDQatLe3h7GEkcVms+Hdd9+FyWRSPC9dL51Oh6ampjCVLvIVFBTA4XDE5DWSPiP19fUoKipSbDMYDADAm2QexPJnJhDDpW5iT0KMKysrQ0lJidswhpSUFA5t6AcbtwNjtVoxc+bMcBcj4rl+eUh3NB0OR+gLE8HMZrMctPel0WhQVFQEq9UKm83GuozcrFu3DgBQWFjotu2OO+6QAwWigRgudRMnLscwq9UqDzVyZTabOeaQgq6+vp7DZfqh1+vR3t7uFoRKvVaudzxjXUNDAwoKCmCz2dy2SV++DQ0NoS4WRQGLxQKNRuNxSJHUK1xXVxfiUtFwMVzqJgYJMUxqiBQWFsLhcKCurg41NTVyg4T6J12zuro63uH1g9FoxIoVK8JdjIjnqdEidVm7dl3HuqKiIq8NPaL+NDQ0yEk6XEmfpz179oSwRDScDJe6iUFCDJMmINntdtTU1ECv12P+/PkwmUweexfof4xGo3zNioqKYDAYUFlZGe5iRSybzYaZM2dGfYUZatIkeavV6jZviC4ETe3t7R7nA0l38DwNJyHy58YOb/7QQA2XuolzEmKYVAG6Tq4xm80oKChAWVkZx957oNFoUFxcrBj6YbFYoNVqodFomOHIA7PZzM9SgKRUuw0NDZwYHyC73Q6r1epxvhWRxNtNC6mHoa2tLYSloVgQbXUTexIIxcXFbs/dcccdqKmp8TieLtaZTCa3seHSZCSj0RimUkWuyspKDpMZAJPJpJgbpNVqmX7QTwaDATqdDi+//HK4i0JRjD0JFGzRVjcxSCCPkyGlCJeNEv/NnDkTDoeD16wPm802LMZlhlt5eTlSUlJQXFzMhosPUg8M89yTL97+lqQeBH5+KJiisW5ikBCFCgoKoFKpAn64ZmrwZ/jCcJm4Faxr5o/hMPE7WNfLbDbHxPCrUHy+pMDddRG/aDRU16uurk6evxEtX8L+CGX9FSv8+Xx4m9hMFKhorZs4JyEKBSs1qV6vh91uh8Ph8PqhHS7joIN1zcrKylBTU4P29vao+kMPVDCuV11dHRoaGrzmG1+3bp18xy7aFy0K1ufLYDDAZrN5/CKR/haHQ+A+FOmVrVbrsE3dPBzPKdwKCwu99vpKN3oKCgpCWSQapqK5bmKQEMOKi4tRV1cHu93uNoFG6oblwldKdrvda3Bw6tQpANGRsSAUSkpKPK6JIKWOnT9/Piczu5Du/La1tbl9zqSGC/8m3dlsNpjNZtTX1yuedzgcWLduXUz0ZlFgDAaDzyCB65LQYEV73cThRjGstLQUGo3GY0VZX18PnU7Hha9cFBcXe+0urKurg16vj4qMBRSZSkpK5L89V1ISAf5NKtntdpjNZo+9UVarddj0hlJwzZ8/H4DnBdMsFguKior42aFBGQ51E3sSYpzFYoHBYEBJSYn8gbXZbFi3bh22bdsW5tJFnvLychgMBphMJsUfuNFoRFtbm9vdAnInDTEaDnM3gu3ll1/GkiVLoNPp3D5f0hdONHyxhIrD4UBxcTF0Op1iWJvUE9rQ0BCVXfyh4nA4YjbNp0ajgdlshtFoVATeNpsNdrudnxsvYvkzE4jhUjephBAi3IWg8LLZbKioqJB/T0lJgclkGtZj7gdLylLQ1tYGh8MBvV7PNJ8+SJ8z6UsYgHy3jsOOlKTPF/C/oMo1MKULY8Z9pWnmV5xSZWUl9uzZA7vdLl87nU4HvV4PnU4Xc/WYNF585syZOHXqFBwOB7//XPAzE7jhUjcxSCAiIiIiIgXOSSAiIiIiIgUGCUREREREpMAggYiIiIiIFBgkEBERERGRAoMEIiIiIiJSYJBAREREREQKDBKIiIiIiEiBQQIRERERESkwSCAiIiIiIgUGCUREREREpMAggYiIiIiIFBgkEBERERGRQny4C0BERNSXw+GA0WiERqOBw+GAwWBAUVFRuItFRBRTGCQQEVHEsNlsmDNnDrZt2wa9Xg+HwwGtVovm5mZoNJpwF4+IKGZwuBEREUUEu92OOXPmwGQyQa/XAwA0Gg10Oh1qamrCXDoiotiiEkKIcBeCiIiouLgYbW1taGxsdHseAOrr68NRLCKimMThRkREFHY1NTWwWq1eAwG73R7iEhERxTb2JBARUdjl5OQAAJqamjxua2trQ3t7e6iLRUQUszgngYiIwspms8Fut6OsrMzjdrvdDp1OF+JSERHFNgYJREQUVhUVFQCAkpISt202mw0AkJKSEtIyERHFOgYJREQUNg6HA3V1dXIWI1dWqxUA5GxHREQUGpy4TEREYSMFAQBQUFDgtl3qSZAyHBERUWgwSCAiorCRshmZTCaUlpa6bVepVADgccVlq9UKm82G8vLyoS0kEVEM4nAjIiIKm4aGBgCegwCpF6Fv8CBNcDYajTAYDFw7gYhoiLAngYiIwsbhcACAx/kI7777LgDAaDTKz+l0OpjNZgD/CyKIiCj42JNARERh09bW5jW9aU1NDfR6PdOfEhGFAYMEIiIKK41G4/ZcXV0dHA4HVqxYEfoCERERhxsREVH4FBYWenzeaDSiqKjI49oJREQ09NiTQEREYVNcXIy2tjbFc5WVlWhra4PFYglTqYiIiEECERGFTWlpKex2uzyB2WazoaKiAo2NjR6HIRERUWhwuBEREYWNRqOBxWLBkiVLoNPp4HA40NzczACBiCjMGCQQEVFYFRUVeVwngYiIwofDjYiIiIiISIFBAhERRSXXCc9ERBQ8HG5ERERRw+FwyCswSysul5WVAQBMJhPnMhARBYlKCCHCXQgiIiIiIoocHG5EREREREQKDBKIiIiIiEiBQQIRERERESkwSCAiIiIiIgUGCUREREREpMAggYiIiIiIFBgkEBERERGRAoMEIiIiIiJSYJBAREREREQKDBKIiIiIiEiBQQIRERERESkwSCAiIiIiIgUGCUREREREpMAggYiIiIiIFP4PrvJnDmnRE78AAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 282, - "width": 388 - } - }, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/berrylib/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 282, - "width": 388 - } - }, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/berrylib/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 282, - "width": 388 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "for arm_idx in range(4):\n", - " compare_arm_marginals(fi4, y4, n4, arm_idx, 0, results_mcmc=results_mcmc4, n_theta=11, include_laplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/berrylib/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 267, - "width": 392 - } - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 284, - "width": 395 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "compare_hyperparam_posterior(fi4, y4, n4, 0, results_mcmc=results_mcmc4, n_theta=11)" - ] - } - ], - "metadata": { - "interpreter": { - "hash": "a9637099bd81b2ef0895c64d539356b45819bc945d59d426757b1f51ae370d50" - }, - "jupytext": { - "formats": "ipynb,md" - }, - "kernelspec": { - "display_name": "Python 3.10.2 ('imprint')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/berry/berry_marginal_playground.md b/research/berry/berry_marginal_playground.md deleted file mode 100644 index 04259bcc..00000000 --- a/research/berry/berry_marginal_playground.md +++ /dev/null @@ -1,331 +0,0 @@ ---- -jupyter: - jupytext: - formats: ipynb,md - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: Python 3.10.2 ('imprint') - language: python - name: python3 ---- - -```python -import berrylib.util as util -util.setup_nb() -``` - -```python -# Import MCMC first so that JAX gets set up with 8 cores. -import berrylib.mcmc as mcmc - -import numpy as np -import scipy.stats -import matplotlib.pyplot as plt -from scipy.special import logit - -import berrylib.fast_inla as fast_inla -import berrylib.quadrature as quadrature -``` - -## Setting up some tools for plotting - -We want to plot two main things: -1. The posterior arm marginal: $p(\theta_i | y)$ -2. The hyperparameter posterior: $p(\sigma^2 | y)$ - -```python -def run_mcmc(fi, y, n, n_samples=20000): - return mcmc.mcmc_berry( - np.stack((y, n), axis=-1), - fi.logit_p1, - fi.thresh_theta, - dtype=np.float64, - n_samples=n_samples - ) -``` - -```python -def compare_arm_marginals(fi, y, n, arm_idx, plot_idx, ti_N=51, results_mcmc=None, n_theta=15, n_samples=20000, include_laplace=False, show=True): - data = np.stack((y, n), axis=-1) - if results_mcmc is None: - results_mcmc = run_mcmc( - fi, y[plot_idx : (plot_idx + 1)], n[plot_idx : (plot_idx + 1)], - n_samples=n_samples - ) - mcmc_arm = results_mcmc["x"][0]["theta"][0, :, arm_idx] - else: - mcmc_arm = results_mcmc["x"][plot_idx]["theta"][0, :, arm_idx] - if not isinstance(mcmc_arm, np.ndarray): - mcmc_arm = mcmc_arm.to_py() - - # print('arm_idx=', arm_idx, ' y=', y[plot_idx]) - ti_rule = util.simpson_rule(ti_N, -6.0, 2.0) - - sigma2_post, _, theta_mu, theta_sigma, _ = fi.numpy_inference(data) - - integrate_dims = list(range(fi.n_arms)) - integrate_dims.remove(arm_idx) - quad_p_ti_g_y = quadrature.integrate( - fi, - y[plot_idx], - n[plot_idx], - integrate_sigma2=True, - fixed_arm_dim=arm_idx, - fixed_arm_values=ti_rule.pts, - n_theta=n_theta, - ) - quad_p_ti_g_y /= np.sum(quad_p_ti_g_y * ti_rule.wts) - - gaussian_pdf = scipy.stats.norm.pdf( - ti_rule.pts[:, None], - theta_mu[plot_idx, :, arm_idx], - theta_sigma[plot_idx, :, arm_idx], - ) - gaussian_p_ti_g_y = np.sum( - gaussian_pdf * sigma2_post[plot_idx] * fi.sigma2_rule.wts[None, :], axis=1 - ) - - # construct bin edges such that the bin midpoints correspond to ti_rule.pts - mcmc_p_ti_g_y = mcmc.calc_pdf(mcmc_arm, ti_rule.pts, ti_rule.wts) - - if include_laplace: - y_tiled = np.tile(y, (ti_rule.pts.shape[0], 1)) - n_tiled = np.tile(n, (ti_rule.pts.shape[0], 1)) - ti_pts_tiled = np.tile(ti_rule.pts[:, None], (1, fi.sigma2_n)) - - ti_max, ti_hess_inv = fi.optimize_mode(y_tiled, n_tiled, fixed_arm_dim=arm_idx, fixed_arm_values=ti_pts_tiled) - ti_logjoint = fi.log_joint(y_tiled, n_tiled, ti_max) - - ti_post = np.exp(ti_logjoint + 0.5 * np.log(np.linalg.det(-ti_hess_inv))) - ti_post /= np.sum(ti_post * ti_rule.wts[:, None], axis=0) - laplace_p_ti_g_y = np.sum(ti_post * sigma2_post * fi.sigma2_rule.wts, axis=1) - plt.plot(ti_rule.pts, laplace_p_ti_g_y, "k-x", markersize=7, label="INLA-Laplace") - - - plt.plot(ti_rule.pts, gaussian_p_ti_g_y, "k-", markersize=3, label="INLA") - plt.plot(ti_rule.pts, quad_p_ti_g_y, "k--", markersize=3, label="Quadrature") - plt.plot(ti_rule.pts, mcmc_p_ti_g_y, "k.", label="MCMC") - - y_str = ', '.join([str(v) for v in y.astype(np.int32)[plot_idx]]) - n_str = ', '.join([str(v) for v in n.astype(np.int32)[plot_idx]]) - plt.title(f'y=[{y_str}] n=[{n_str}]') - - plt.xlabel(r"$\theta_" + str(arm_idx) + "$") - plt.ylabel(r"$p(\theta_" + str(arm_idx) + " \| y)$") - plt.legend() - if show: - plt.show() - -``` - -```python -def compare_hyperparam_posterior(fi, y, n, plot_idx, results_mcmc=None, n_theta=15): - if results_mcmc is None: - results_mcmc = run_mcmc( - fi, y[plot_idx : (plot_idx + 1)], n[plot_idx : (plot_idx + 1)] - ) - mcmc_sigma2 = results_mcmc["x"][0]["sigma2"][0, :] - else: - mcmc_sigma2 = results_mcmc["x"][plot_idx]["sigma2"][0, :] - if not isinstance(mcmc_sigma2, np.ndarray): - mcmc_sigma2 = mcmc_sigma2.to_py() - - sigma2_post, _, theta_mu, theta_sigma, _ = fi.numpy_inference(np.stack((y, n), axis=-1)) - - quad_p_s2_g_y = quadrature.integrate( - fi, - y[plot_idx], - n[plot_idx], - integrate_sigma2=False, - n_theta=n_theta, - ) - quad_p_s2_g_y /= np.sum(quad_p_s2_g_y * fi.sigma2_rule.wts) - - mcmc_p_s2_g_y = mcmc.calc_pdf(mcmc_sigma2, fi.sigma2_rule.pts, fi.sigma2_rule.wts) - - plt.plot(np.log10(fi.sigma2_rule.pts), sigma2_post[plot_idx], "k-", markersize=3, label="INLA-Gaussian") - plt.plot(np.log10(fi.sigma2_rule.pts), quad_p_s2_g_y, "k--", markersize=3, label="Quad") - plt.plot(np.log10(fi.sigma2_rule.pts), mcmc_p_s2_g_y, "ko", markersize=3, label="MCMC") - plt.xlabel('$\log_{10} (\sigma^2)$') - plt.ylabel('$p(\sigma^2 \| y)$') - plt.legend() - plt.show() - - plt.plot(np.log10(fi.sigma2_rule.pts), sigma2_post[plot_idx] * fi.sigma2_rule.wts, "k-", markersize=3, label="INLA-Gaussian") - - y_str = ', '.join([str(v) for v in y.astype(np.int32)[plot_idx]]) - n_str = ', '.join([str(v) for v in n.astype(np.int32)[plot_idx]]) - plt.title(f'y=[{y_str}] n=[{n_str}]') - - plt.plot(np.log10(fi.sigma2_rule.pts), quad_p_s2_g_y * fi.sigma2_rule.wts, "k--", markersize=3, label="Quad") - plt.plot(np.log10(fi.sigma2_rule.pts), mcmc_p_s2_g_y * fi.sigma2_rule.wts, "ko", markersize=3, label="MCMC") - plt.legend() - plt.xlabel('$\log_{10} (\sigma^2)$') - plt.ylabel('$p(\sigma^2 \| y) * w$') - plt.show() -``` - -## Exploring a 2D grid. - -Every situation where $y_i \in \{0, 1, ..., 9\}$ - -```python -fi = fast_inla.FastINLA(n_arms=2, sigma2_n=90) - -# Compute for a grid of y values ranging from 0 to 9 with n = 35 -ys = np.arange(0, 10) -Y1, Y2 = np.meshgrid(ys, ys) -ygrid = np.stack((Y1.ravel(), Y2.ravel()), axis=-1) -ngrid = np.full_like(ygrid, 35) -``` - -```python -import pickle -mcmc_filename = 'mcmc_grid.pkl' -load = True -if load: - with open(mcmc_filename, 'rb') as f: - results_mcmc = pickle.load(f) -else: - results_mcmc = run_mcmc(fi, ygrid, ngrid) - with open(mcmc_filename, 'wb') as f: - pickle.dump(results_mcmc, f) -``` - -```python -plot_idx = 84 -arm_idx = 0 -y = ygrid[plot_idx:(plot_idx + 1)] -n = ngrid[plot_idx:(plot_idx + 1)] -sigma2_post, _, theta_mu, theta_sigma, _ = fi.numpy_inference(np.stack((y, n), axis=-1)) -``` - -```python -ti_rule = util.simpson_rule(51, -3.0, 1.0) -gaussian_pdf = scipy.stats.norm.pdf( - ti_rule.pts[:, None], - theta_mu[0, :, arm_idx], - theta_sigma[0, :, arm_idx], -) -``` - -```python -T, S = np.meshgrid(ti_rule.pts, fi.sigma2_rule.pts, indexing='ij') -``` - -```python -plt.plot(np.log10(fi.sigma2_rule.pts), sigma2_post[0] * fi.sigma2_rule.wts, 'k-', linewidth=2.5) -plt.xlabel('$\log_{10} \sigma^2$') -plt.ylabel('$p(\sigma^2 | y) * w$') -plt.show() -``` - -```python -cntf = plt.contourf(T, np.log10(S), gaussian_pdf)# * sigma2_post * fi.sigma2_rule.wts) -plt.contour( - T, - np.log10(S), - gaussian_pdf, - colors="k", - linestyles="-", - linewidths=0.5, - # levels=levels, - extend="both", -) -cbar = plt.colorbar(cntf) -plt.xlabel(f'$\\theta_{arm_idx}$') -plt.ylabel('$\log_{10} \sigma^2$') -cbar.set_label('$p(\\theta_0 | \sigma^2, y)$') -plt.savefig('ptheta_given_sig_cntf.jpg', dpi=300, bbox_inches='tight') -plt.show() -``` - -```python -sigs = fi.sigma2_rule.pts - -mcmc_results = mcmc.mcmc_berry(np.stack((y, n), axis=-1), fi.logit_p1, fi.thresh_theta, sigma2_val=sigs[0], n_samples=300000) -pdf0 = mcmc.calc_pdf(mcmc_results['x'][0]['theta'][0,:,0], ti_rule.pts, ti_rule.wts) -mcmc_results = mcmc.mcmc_berry(np.stack((y, n), axis=-1), fi.logit_p1, fi.thresh_theta, sigma2_val=sigs[50], n_samples=300000) -pdf50 = mcmc.calc_pdf(mcmc_results['x'][0]['theta'][0,:,0], ti_rule.pts, ti_rule.wts) -mcmc_results = mcmc.mcmc_berry(np.stack((y, n), axis=-1), fi.logit_p1, fi.thresh_theta, sigma2_val=sigs[89], n_samples=300000) -pdf89 = mcmc.calc_pdf(mcmc_results['x'][0]['theta'][0,:,0], ti_rule.pts, ti_rule.wts) -``` - -```python -# for i in [0, 50, 89]:# range(0, fi.sigma2_rule.pts.shape[0], 10): -plt.figure(figsize=(6,6)) -lw = 2.5 -plt.plot(ti_rule.pts, gaussian_pdf[:, 0], 'b-', linewidth=lw, label='$\sigma^2 = 10^{-6}$') -plt.plot(ti_rule.pts, gaussian_pdf[:, 50], 'b--', linewidth=lw, label='$\sigma^2 = 10^{-1}$') -plt.plot(ti_rule.pts, gaussian_pdf[:, 89], 'b:', linewidth=lw, label='$\sigma^2 = 10^3$') -plt.plot(ti_rule.pts, pdf0, 'r-' ,linewidth=lw) -plt.plot(ti_rule.pts, pdf50, 'r--',linewidth=lw) -plt.plot(ti_rule.pts, pdf89, 'r:' ,linewidth=lw) -plt.plot([],[], 'b', label='Gaussian') -plt.plot([],[], 'r', label='MCMC') -plt.legend(loc='upper left') -plt.xlabel(r'$\theta_0$') -plt.ylabel(r'$p(\theta_0 | \sigma^2, y)$') -plt.savefig('ptheta_given_sig.jpg', dpi=300, bbox_inches='tight') -plt.show() -``` - -```python -from scipy.special import expit -# for i in [0, 50, 89]:# range(0, fi.sigma2_rule.pts.shape[0], 10): -plt.plot(expit(ti_rule.pts), gaussian_pdf[:, 0], 'k-', label='$\sigma^2 = 10^{-6}$') -plt.plot(expit(ti_rule.pts), gaussian_pdf[:, 50], 'k--', label='$\sigma^2 = 10^{-1}$') -plt.plot(expit(ti_rule.pts), gaussian_pdf[:, 89], 'k:', label='$\sigma^2 = 10^3$') -# plt.plot(ti_rule.pts, pdf0, 'r-') -# plt.plot(ti_rule.pts, pdf50, 'r--') -# plt.plot(ti_rule.pts, pdf89, 'r:') -plt.legend() -plt.xlabel(r'$p_0$') -plt.ylabel(r'$p(p_0 | \sigma^2, y)$') -plt.savefig('p_given_sig.png', dpi=300, bbox_inches='tight') -plt.show() -``` - -```python -for arm_idx, plot_idx in [(0, 48), (1, 84), (0, 27), (0, 35), (0, 22), (1, 8), (1, 1), (0,0)]: - compare_arm_marginals(fi, ygrid, ngrid, arm_idx, plot_idx, results_mcmc=results_mcmc, n_samples=20000) -``` - -```python -plt.figure(figsize = (12, 12), constrained_layout=True) -for i, (arm_idx, plot_idx) in enumerate([(1, 88), (1, 78), (1, 68), (1, 58), (1, 48), (1, 38), (1, 28), (1, 18), (1, 8)]): - plt.subplot(3, 3, 1 + i) - compare_arm_marginals(fi, ygrid, ngrid, arm_idx, plot_idx, results_mcmc=results_mcmc, n_samples=20000, show=False) -plt.savefig('small_y_grid.png', dpi=300, bbox_inches='tight') -plt.show() -``` - -```python -for arm_idx, plot_idx in [(1, 0)]: - compare_hyperparam_posterior(fi, ygrid, ngrid, plot_idx, results_mcmc=results_mcmc) -``` - -## A 4d problem, Berry figure 2 final analysis - -```python -fi4 = fast_inla.FastINLA(n_arms=4, sigma2_n=90) -n4 = np.array([[20, 20, 35, 35]]) -y4 = np.array([[0, 1, 9, 10]], dtype=np.float64) -``` - -```python -results_mcmc4 = run_mcmc(fi4, y4, n4, n_samples=500000) -``` - -```python -for arm_idx in range(4): - compare_arm_marginals(fi4, y4, n4, arm_idx, 0, results_mcmc=results_mcmc4, n_theta=11, include_laplace=True) -``` - -```python -compare_hyperparam_posterior(fi4, y4, n4, 0, results_mcmc=results_mcmc4, n_theta=11) -``` diff --git a/research/berry/berry_part1.ipynb b/research/berry/berry_part1.ipynb deleted file mode 100644 index 4cc613e4..00000000 --- a/research/berry/berry_part1.ipynb +++ /dev/null @@ -1,1272 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "See the `intro_to_inla.ipynb` notebook for an introduction to the methods and model used here." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import berrylib.util as util\n", - "util.setup_nb()" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/.mambaforge/envs/imprint/lib/python3.10/site-packages/jax/_src/lib/__init__.py:33: UserWarning: JAX on Mac ARM machines is experimental and minimally tested. Please see https://github.com/google/jax/issues/5501 in the event of problems.\n", - " warnings.warn(\"JAX on Mac ARM machines is experimental and minimally tested. \"\n", - "/Users/tbent/.mambaforge/envs/imprint/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "import scipy.stats\n", - "import numpy as np\n", - "from scipy.special import logit, expit\n", - "\n", - "import berrylib.dirty_bayes as dirty_bayes\n", - "import berrylib.quadrature as quadrature\n", - "import berrylib.mcmc as mcmc\n", - "import berrylib.fast_inla as fast_inla\n", - "fi = fast_inla.FastINLA(sigma2_n=90)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "p0 = np.full(4, 0.1)\n", - "p1 = np.full(4, 0.3)\n", - "pmid = (p0 + p1) / 2\n", - "pmid_theta = logit(pmid) - fi.logit_p1\n", - "pmid_fail = 0.05\n", - "pmid_success = 0.90\n", - "pfinal_thresh = np.full(4, 0.85)\n", - "thresh_interims = np.empty((6, 4))\n", - "thresh_interims[:-1] = pmid_theta\n", - "thresh_interims[-1] = fi.thresh_theta[0]\n", - "\n", - "def figure1_plot(b, title, data, stats):\n", - " fig = plt.figure(figsize=(15, 10))\n", - " plt.suptitle(title)\n", - " outergs = fig.add_gridspec(2, 3, hspace=0.3)\n", - " for i in range(data.shape[0]):\n", - " innergs = outergs[i].subgridspec(\n", - " 2, 1, wspace=0, hspace=0, height_ratios=[0.7, 0.3]\n", - " )\n", - " figure1_subplot(innergs[0], innergs[1], i, b, data, stats)\n", - "\n", - " plt.show()\n", - "\n", - "\n", - "def figure1_subplot(gridspec0, gridspec1, i, b, data, stats, title=None):\n", - " plt.subplot(gridspec0)\n", - "\n", - " # expit(mu_map) is the posterior estimate of the mean probability.\n", - " p_post = expit(stats[\"theta_map\"] + b.logit_p1)\n", - "\n", - " cilow = expit(stats[\"cilow\"] + b.logit_p1)\n", - " cihi = expit(stats[\"cihi\"] + b.logit_p1)\n", - "\n", - " y = data[:, :, 0]\n", - " n = data[:, :, 1]\n", - "\n", - " # The simple ratio of success to samples. Binomial \"p\".\n", - " raw_ratio = y / n\n", - "\n", - " plt.plot(np.arange(4), raw_ratio[i], \"kx\")\n", - " plt.plot(np.arange(4), p_post[i], \"ko\", mfc=\"none\")\n", - " plt.plot(np.arange(4), stats[\"exceedance\"][i], \"k \", marker=(8, 2, 0))\n", - "\n", - " plt.vlines(np.arange(4), cilow[i], cihi[i], color=\"k\", linewidth=1.0)\n", - "\n", - " if i < 5:\n", - " if title is None:\n", - " title = f\"Interim Analysis {i+1}\"\n", - " plt.hlines([pmid_fail, pmid_success], -1, 4, colors=[\"k\"], linestyles=[\"--\"])\n", - " plt.text(-0.1, 0.91, \"Early Success\", fontsize=7)\n", - " plt.text(2.4, 0.06, \"Early Futility\", fontsize=7)\n", - " else:\n", - " if title is None:\n", - " title = \"Final Analysis\"\n", - " plt.hlines([pfinal_thresh[0]], -1, 4, colors=[\"k\"], linestyles=[\"--\"])\n", - " plt.text(-0.1, 0.86, \"Final Success\", fontsize=7)\n", - " plt.title(title)\n", - "\n", - " plt.xlim([-0.3, 3.3])\n", - " plt.ylim([0.0, 1.05])\n", - " plt.yticks(np.linspace(0.0, 1.0, 6))\n", - " plt.xlabel(\"Group\")\n", - " plt.ylabel(\"Probability\")\n", - "\n", - " plt.subplot(gridspec1)\n", - " plt.bar(\n", - " [0, 1, 2, 3],\n", - " n[i],\n", - " tick_label=[str(i) for i in range(4)],\n", - " color=(0.6, 0.6, 0.6, 1.0),\n", - " edgecolor=\"k\",\n", - " zorder=0,\n", - " )\n", - " plt.bar(\n", - " [0, 1, 2, 3],\n", - " y[i],\n", - " color=(0.6, 0.6, 0.6, 1.0),\n", - " hatch=\"////\",\n", - " edgecolor=\"w\",\n", - " lw=1.0,\n", - " zorder=1,\n", - " )\n", - " # # draw hatch\n", - " # ax1.bar(range(1, 5), range(1, 5), color='none', edgecolor='red',\n", - " # hatch=\"/\", lw=1., zorder = 0)\n", - " # # draw edge\n", - " plt.bar([0, 1, 2, 3], y[i], color=\"none\", edgecolor=\"k\", zorder=2)\n", - " ticks = np.arange(0, 36, 5)\n", - " plt.yticks(ticks, [str(i) if i % 10 == 0 else \"\" for i in ticks])\n", - " plt.xticks(np.arange(4), [\"1\", \"2\", \"3\", \"4\"])\n", - " plt.gca().yaxis.set_label_position(\"right\")\n", - " plt.gca().yaxis.tick_right()\n", - " plt.xlabel(\"Group\")\n", - " plt.ylabel(\"N\")\n", - "\n", - "def inla_figure1_data(fi, y, n):\n", - " sigma2_post, exceedances, theta_max, theta_sigma, _ = fi.numpy_inference(np.stack((y, n), axis=-1), thresh_theta=thresh_interims)\n", - " return dict(\n", - " theta_map = np.sum(theta_max * sigma2_post[:,:, None] * fi.sigma2_rule.wts[None, :, None], axis=1),\n", - " cilow = np.sum((theta_max - 2 * theta_sigma) * sigma2_post[:,:, None] * fi.sigma2_rule.wts[None, :, None], axis=1),\n", - " cihi = np.sum((theta_max + 2 * theta_sigma) * sigma2_post[:,:, None] * fi.sigma2_rule.wts[None, :, None], axis=1),\n", - " exceedance=exceedances\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "# I got this data by deconstructing the graphs in in Figure 1 of Berry et al 2013.\n", - "n_i = np.array([[i] * 4 for i in [10, 15, 20, 25, 30, 35]])\n", - "y_i = np.array(\n", - " [\n", - " [1, 6, 3, 3],\n", - " [3, 8, 5, 4],\n", - " [6, 9, 7, 5],\n", - " [7, 10, 8, 7],\n", - " [8, 10, 9, 8],\n", - " [11, 11, 10, 9],\n", - " ]\n", - ")\n", - "data = np.stack((y_i, n_i), axis=2)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 663, - "width": 923 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "inla_stats = inla_figure1_data(fi, y_i, n_i)\n", - "figure1_plot(fi, \"INLA\", data, inla_stats)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 663, - "width": 923 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "db_stats = dirty_bayes.calc_dirty_bayes(\n", - " y_i, n_i, fi.mu_0, fi.logit_p1, thresh_interims, fi.sigma2_rule\n", - ")\n", - "figure1_plot(fi, \"DB\", data, db_stats)" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 663, - "width": 923 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "mcmc_stats = mcmc.mcmc_berry(data, fi.logit_p1, thresh_interims, n_samples=50000)\n", - "figure1_plot(fi, \"MCMC\", data, mcmc_stats)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 19.7 s, sys: 603 ms, total: 20.3 s\n", - "Wall time: 7 s\n" - ] - } - ], - "source": [ - "%%time\n", - "fi_q = fast_inla.FastINLA()\n", - "quad_stats = quadrature.quadrature_posterior_theta(fi_q, y_i, n_i, thresh_interims)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 663, - "width": 923 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "figure1_plot(fi_q, \"Quad\", data, quad_stats)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Figure 2" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/berrylib/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n" - ] - } - ], - "source": [ - "# I got this data by deconstructing the graphs in in Figure 1 of Berry et al 2013.\n", - "n_i = np.array(\n", - " [\n", - " [10, 10, 10, 10],\n", - " [15, 15, 15, 15],\n", - " [20, 20, 20, 20],\n", - " [20, 20, 25, 25],\n", - " [20, 20, 30, 30],\n", - " [20, 20, 35, 35],\n", - " ]\n", - ")\n", - "y_i = np.array(\n", - " [\n", - " [0, 1, 3, 3],\n", - " [0, 1, 4, 5],\n", - " [0, 1, 6, 6],\n", - " [0, 1, 6, 7],\n", - " [0, 1, 7, 8],\n", - " [0, 1, 9, 10],\n", - " ],\n", - " dtype=np.float64,\n", - ")\n", - "data = np.stack((y_i, n_i), axis=2)\n", - "\n", - "y_i_no0 = y_i.copy()\n", - "y_i_no0[y_i_no0 == 0] = 0.5\n", - "data_no0 = np.stack((y_i_no0, n_i), axis=2)\n", - "\n", - "inla_stats = inla_figure1_data(fi, y_i, n_i)\n", - "db_stats = dirty_bayes.calc_dirty_bayes(\n", - " y_i_no0, n_i, fi.mu_0, fi.logit_p1, thresh_interims, fi.sigma2_rule\n", - ")\n", - "mcmc_stats = mcmc.mcmc_berry(data, fi.logit_p1, thresh_interims)\n", - "quad_stats = quadrature.quadrature_posterior_theta(fi_q, y_i, n_i, thresh_interims)" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 663, - "width": 923 - } - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 663, - "width": 923 - } - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 663, - "width": 923 - } - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 663, - "width": 923 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "figure1_plot(fi, \"INLA\", data, inla_stats)\n", - "figure1_plot(fi, \"DB\", data, db_stats)\n", - "figure1_plot(fi_q, \"Quad\", data, quad_stats)\n", - "figure1_plot(fi, \"MCMC\", data, mcmc_stats)" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 663, - "width": 644 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(10, 10))\n", - "plt.suptitle(\"Final analysis\")\n", - "outergs = fig.add_gridspec(2, 2, hspace=0.3)\n", - "innergs = outergs[0].subgridspec(2, 1, wspace=0, hspace=0, height_ratios=[0.7, 0.3])\n", - "figure1_subplot(innergs[0], innergs[1], 5, fi, data, inla_stats, title=\"INLA\")\n", - "innergs = outergs[1].subgridspec(2, 1, wspace=0, hspace=0, height_ratios=[0.7, 0.3])\n", - "figure1_subplot(innergs[0], innergs[1], 5, fi, data, db_stats, title=\"DB\")\n", - "innergs = outergs[2].subgridspec(2, 1, wspace=0, hspace=0, height_ratios=[0.7, 0.3])\n", - "figure1_subplot(\n", - " innergs[0], innergs[1], 5, fi, data, quad_stats, title=\"Quadrature\"\n", - ")\n", - "innergs = outergs[3].subgridspec(2, 1, wspace=0, hspace=0, height_ratios=[0.7, 0.3])\n", - "figure1_subplot(innergs[0], innergs[1], 5, fi, data, mcmc_stats, title=\"MCMC\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Old marginal figures (for new, see berry_marginal_playground), debugging" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Looking at $p(\\theta_i|y_k)$" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "y_i_no0 = y_i.copy()\n", - "y_i_no0[y_i_no0 == 0] = 0.00001\n", - "data_no0 = np.stack((y_i_no0, n_i), axis=2)\n", - "db_stats = dirty_bayes.calc_dirty_bayes(\n", - " y_i_no0, n_i, b.mu_0, b.logit_p1, b.suc_thresh, b.sigma2_rule\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "post_hyper, report = inla.calc_posterior_hyper(b, data)\n", - "inla_stats = inla.calc_posterior_x(post_hyper, report, b.suc_thresh)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "look_idx = 5\n", - "plt.figure(figsize=(10, 10), constrained_layout=True)\n", - "for arm_idx in range(4):\n", - " # Quadrature\n", - " ti_rule = util.simpson_rule(61, -6.0, 2.0)\n", - " integrate_dims = [0, 1, 2, 3]\n", - " integrate_dims.remove(arm_idx)\n", - " quad_p_ti_g_y = quadrature.integrate(\n", - " b,\n", - " data[None, look_idx],\n", - " integrate_sigma2=True,\n", - " integrate_thetas=integrate_dims,\n", - " fixed_dims={arm_idx: ti_rule},\n", - " n_theta=9,\n", - " )\n", - " quad_p_ti_g_y /= np.sum(quad_p_ti_g_y * ti_rule.wts, axis=1)[:, None]\n", - "\n", - " # MCMC\n", - " mcmc_thetai = np.asarray(\n", - " mcmc_data[look_idx].get_samples(False)[\"theta\"][:, arm_idx]\n", - " )\n", - " domain = (np.min(ti_rule.pts), np.max(ti_rule.pts))\n", - " counts, bin_edges = np.histogram(mcmc_thetai, bins=np.linspace(*domain, 51))\n", - " counts = counts.astype(np.float64)\n", - " counts /= np.sum(counts)\n", - " bin_widths = bin_edges[1:] - bin_edges[:-1]\n", - " mcmc_pdf = (counts / np.sum(counts)) / bin_widths\n", - " bin_centers = (bin_edges[:-1] + bin_edges[1:]) / 2.0\n", - "\n", - " # INLA\n", - " n_arms = 4\n", - " x_mu = report[\"x0\"].reshape((*post_hyper.shape, n_arms))\n", - " x_sigma2 = (\n", - " report[\"model\"].sigma2_from_H(report[\"H\"]).reshape((*post_hyper.shape, n_arms))\n", - " )\n", - " x_sigma = np.sqrt(x_sigma2)\n", - " inla_pdf = scipy.stats.norm.pdf(\n", - " ti_rule.pts[:, None],\n", - " x_mu[None, look_idx, :, arm_idx],\n", - " x_sigma[None, 5, :, arm_idx],\n", - " )\n", - " inla_p_ti_g_y = np.sum(\n", - " inla_pdf * post_hyper[None, look_idx, :] * b.sigma2_rule.wts[None, :], axis=1\n", - " )\n", - "\n", - " # DB\n", - " x_mu = db_stats[\"mu_posterior\"]\n", - " x_sigma = np.sqrt(db_stats[\"sigma2_posterior\"])\n", - " db_pdf = scipy.stats.norm.pdf(\n", - " ti_rule.pts[:, None],\n", - " x_mu[None, look_idx, :, arm_idx],\n", - " x_sigma[None, 5, :, arm_idx],\n", - " )\n", - " db_p_ti_g_y = np.sum(\n", - " db_pdf\n", - " * db_stats[\"sigma2_given_y\"][None, look_idx, :]\n", - " * b.sigma2_rule.wts[None, :],\n", - " axis=1,\n", - " )\n", - "\n", - " plt.title(f\"Arm {arm_idx}\")\n", - " plt.subplot(2, 2, arm_idx + 1)\n", - " plt.plot(ti_rule.pts, db_p_ti_g_y, \"m-o\", markersize=3, label=\"DB\")\n", - " plt.plot(ti_rule.pts, inla_p_ti_g_y, \"r-o\", markersize=3, label=\"INLA\")\n", - " plt.plot(ti_rule.pts, quad_p_ti_g_y[0], \"b-o\", markersize=3, label=\"Quad\")\n", - " plt.plot(bin_centers, mcmc_pdf, \"ko\", label=\"MCMC\")\n", - " plt.xlabel(f\"$\\\\theta_{arm_idx}$\")\n", - " plt.ylabel(f\"p($\\\\theta_{arm_idx}$|y)\")\n", - " plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "look_idx = 5\n", - "arm_idx = 2\n", - "plt.figure(figsize=(15, 10), constrained_layout=True)\n", - "\n", - "# DB\n", - "ti_rule = util.simpson_rule(61, -6.0, 2.0)\n", - "x_mu = db_stats[\"mu_posterior\"]\n", - "x_sigma = np.sqrt(db_stats[\"sigma2_posterior\"])\n", - "db_pdf = scipy.stats.norm.pdf(\n", - " ti_rule.pts[:, None],\n", - " x_mu[None, look_idx, :, arm_idx],\n", - " x_sigma[None, 5, :, arm_idx],\n", - ")\n", - "\n", - "TT, log_sigma_grid = np.meshgrid(\n", - " ti_rule.pts, np.log10(b.sigma2_rule.pts), indexing=\"ij\"\n", - ")\n", - "field = db_pdf\n", - "levels = None\n", - "\n", - "plt.subplot(2, 3, 1)\n", - "plt.title(r\"DB $p(\\theta_0|\\sigma^2,y)$\")\n", - "cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend=\"both\")\n", - "plt.contour(\n", - " TT,\n", - " log_sigma_grid,\n", - " field,\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " levels=levels,\n", - " extend=\"both\",\n", - ")\n", - "plt.colorbar(cntf)\n", - "\n", - "plt.subplot(2, 3, 2)\n", - "plt.title(\"DB weights\")\n", - "plt.plot(\n", - " np.log10(b.sigma2_rule.pts),\n", - " db_stats[\"sigma2_given_y\"][look_idx] * b.sigma2_rule.wts,\n", - ")\n", - "\n", - "plt.subplot(2, 3, 3)\n", - "plt.title(r\"DB $p(\\theta_0|\\sigma^2,y) * p(\\sigma^2|y) * d\\sigma^2$\")\n", - "field = (\n", - " db_pdf * db_stats[\"sigma2_given_y\"][None, look_idx, :] * b.sigma2_rule.wts[None, :]\n", - ")\n", - "cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend=\"both\")\n", - "plt.contour(\n", - " TT,\n", - " log_sigma_grid,\n", - " field,\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " levels=levels,\n", - " extend=\"both\",\n", - ")\n", - "plt.colorbar(cntf)\n", - "plt.xlabel(r\"$\\theta_0$\")\n", - "plt.ylabel(r\"$\\sigma^2$\")\n", - "\n", - "# INLA\n", - "ti_rule = util.simpson_rule(61, -6.0, 2.0)\n", - "n_arms = 4\n", - "x_mu = report[\"x0\"].reshape((*post_hyper.shape, n_arms))\n", - "x_sigma2 = (\n", - " report[\"model\"].sigma2_from_H(report[\"H\"]).reshape((*post_hyper.shape, n_arms))\n", - ")\n", - "x_sigma = np.sqrt(x_sigma2)\n", - "inla_pdf = scipy.stats.norm.pdf(\n", - " ti_rule.pts[:, None],\n", - " x_mu[None, look_idx, :, arm_idx],\n", - " x_sigma[None, 5, :, arm_idx],\n", - ")\n", - "\n", - "field = inla_pdf\n", - "plt.subplot(2, 3, 4)\n", - "plt.title(r\"INLA $p(\\theta_0|\\sigma^2,y)$\")\n", - "cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend=\"both\")\n", - "plt.contour(\n", - " TT,\n", - " log_sigma_grid,\n", - " field,\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " levels=levels,\n", - " extend=\"both\",\n", - ")\n", - "plt.colorbar(cntf)\n", - "\n", - "plt.subplot(2, 3, 5)\n", - "plt.title(\"INLA weights\")\n", - "plt.plot(np.log10(b.sigma2_rule.pts), post_hyper[look_idx] * b.sigma2_rule.wts)\n", - "\n", - "plt.subplot(2, 3, 6)\n", - "plt.title(r\"INLA $p(\\theta_0|\\sigma^2,y) * p(\\sigma^2|y) * d\\sigma^2$\")\n", - "field = inla_pdf * post_hyper[None, look_idx, :] * b.sigma2_rule.wts[None, :]\n", - "cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend=\"both\")\n", - "plt.contour(\n", - " TT,\n", - " log_sigma_grid,\n", - " field,\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " levels=levels,\n", - " extend=\"both\",\n", - ")\n", - "plt.colorbar(cntf)\n", - "plt.xlabel(r\"$\\theta_0$\")\n", - "plt.ylabel(r\"$\\sigma^2$\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "p_sigma_g_y = quadrature.integrate(b, data[[0, 1, 5]], integrate_thetas=(0, 1, 2, 3))\n", - "p_sigma_g_y /= np.sum(p_sigma_g_y * b.sigma2_rule.wts, axis=1)[:, None]\n", - "# TODO: would be cool to do a CDF here using a generated product rule for each subset of points.\n", - "plt.plot(np.log10(b.sigma2_rule.pts), p_sigma_g_y[0], \"b\", label=\"interim 1\")\n", - "plt.plot(np.log10(b.sigma2_rule.pts), p_sigma_g_y[1], \"r\", label=\"interim 2\")\n", - "plt.plot(np.log10(b.sigma2_rule.pts), p_sigma_g_y[2], \"k\", label=\"look 6 (final)\")\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "t0_rule = util.simpson_rule(61, -6.0, 1.0)\n", - "p_t0_g_y = quadrature.integrate(\n", - " b,\n", - " data[[0, 1, 5]],\n", - " integrate_sigma2=True,\n", - " integrate_thetas=(1, 2, 3),\n", - " fixed_dims={0: t0_rule},\n", - ")\n", - "p_t0_g_y /= np.sum(p_t0_g_y * t0_rule.wts, axis=1)[:, None]\n", - "\n", - "plt.plot(t0_rule.pts, p_t0_g_y[0], \"b-o\", markersize=3, label=\"interim 1\")\n", - "plt.plot(t0_rule.pts, p_t0_g_y[1], \"r-o\", markersize=3, label=\"interim 2\")\n", - "plt.plot(t0_rule.pts, p_t0_g_y[2], \"k-o\", markersize=3, label=\"look 6 (final)\")\n", - "plt.legend()\n", - "plt.ylabel(r\"p($\\theta_0$ | y)\")\n", - "plt.xlabel(r\"$\\theta_0$\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([-0.71 , -2.41 , -2.835])" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "theta_map = t0_rule.pts[np.argmax(p_t0_g_y, axis=1)]\n", - "theta_map" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([-7. , -6.915, -6.83 ]), array([0.02833333, 0.11333333, 0.05666667]))" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "t0_rule.pts[:3], t0_rule.wts[:3]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "cdf = []\n", - "cdf_pts = []\n", - "for i in range(3, t0_rule.pts.shape[0], 2):\n", - " # Note that t0_rule.wts[:i] will be different from cdf_rule.wts!!\n", - " cdf_rule = util.simpson_rule(i, t0_rule.pts[0], t0_rule.pts[i - 1])\n", - " cdf.append(np.sum(p_t0_g_y[:, :i] * cdf_rule.wts[:i], axis=1))\n", - " cdf_pts.append(t0_rule.pts[i - 1])\n", - "cdf = np.array(cdf)\n", - "cdf_pts = np.array(cdf_pts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([-5.98, -6.32, -6.49]), array([-0.2 , -0.54, -0.88]))" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cilow = cdf_pts[np.argmax(cdf > 0.025, axis=0)]\n", - "cihi = cdf_pts[np.argmax(cdf > 0.975, axis=0)]\n", - "cilow, cihi" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[-0.5389965 , -0.5389965 , -0.5389965 , -0.5389965 ],\n", - " [-0.5389965 , -0.5389965 , -0.5389965 , -0.5389965 ],\n", - " [-0.5389965 , -0.5389965 , -0.5389965 , -0.5389965 ],\n", - " [-0.5389965 , -0.5389965 , -0.5389965 , -0.5389965 ],\n", - " [-0.5389965 , -0.5389965 , -0.5389965 , -0.5389965 ],\n", - " [-1.34992672, -1.34992672, -1.34992672, -1.34992672]])" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "b.suc_thresh" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(cdf_pts, cdf[:, 0], \"b-o\", markersize=3, label=\"interim 1\")\n", - "plt.plot(cdf_pts, cdf[:, 1], \"r-o\", markersize=3, label=\"interim 2\")\n", - "plt.plot(cdf_pts, cdf[:, 2], \"k-o\", markersize=3, label=\"look 6 (final)\")\n", - "plt.legend()\n", - "plt.ylabel(r\"F($\\theta_0$ | y)\")\n", - "plt.xlabel(r\"$\\theta_0$\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABJAAAASQCAYAAACj0LUpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAABYlAAAWJQFJUiTwAAEAAElEQVR4nOzdd3yedb3/8dfnzl5Nm6bp3rtQKBQKlCkoIKiAoiI44OBeeNSj6M+BHhU3zuMApQgoCAiIAwdSNhQoLdCW7r3SNB0Zzbw/vz+uO7nvpNm5V5L383Gux7Wv65sjkE8+1/f7+Zq7IyIiIiIiIiIi0plQqhsgIiIiIiIiIiLpTQkkERERERERERHpkhJIIiIiIiIiIiLSJSWQRERERERERESkS0ogiYiIiIiIiIhIl5RAEhERERERERGRLimBJCIiIiIiIiIiXVICSUREREREREREuqQEkoiIiIiIiIiIdEkJJBERERERERER6ZISSCIiIiIiIiIi0iUlkEREREREREREpEtKIImIiIiIiIiISJeUQBIRERERERERkS4pgSQig5KZXWpmHln+mer2xIOZTTCzq8zsR2b2lJnVRn6+Palum4iIiKS3QRobLTSzr5vZUjMrN7NGM6s0syfM7JNmlpvqNooMJubuqW6DiEjcmdn9wKWR3TAw2d13pK5F/WdmPwKu6+DUXncfk+TmiIiIyAAy2GIjM7sKuCPmUBg4DAyPObYaON/ddyaxaSKDlnogicigY2YjgYuBWuD3BP+te3dKGxUfDmwE7gY+C/wwtc0RERGRgWCQxkZZBD/PzcC5QL67jwCGAZ8AaoB5wH1mZilrpcggogSSiAxGVxIEFQ8Cv4oce1/qmhM3n3X3Ge5+hbv/AHgl1Q0SERGRAWEwxkZPA9Pc/YPu/qi71wO4e5W7/wz4WOS6U4CzUtVIkcFECSQRGYxaAqI7gSeAbcAcM1vU2Q1mdkOkJsASMwuZ2cfNbJmZHYwcXxC5rqV2wBQzm21md5rZ7kg9opfM7D0xzzQz+6CZvWBmVZEx+XeZ2aS+/FDu3tyX+0RERGTIG3Sxkbuvc/e9XVzye6Ahsr2wt88XkaMpgSQig4qZHUMQJOwH/ulBobc/RE735EubAX8CfgqcSDBsrCOLgOcJvujlAbnAAuB3ZvaZSFfpOwm+8h0Xee4I4J3AE5Gu5CIiIiIJNVRjI3dvBKoiuxnxfLbIUKUEkogMNi2B0B8jgQMEwQrAFWaW3c39bwUuBD4KDIuMpR8NbGp33a+Bxwi6Tg8nKNj4y8i5r0eWNwPvAQqBIuBMYA8wCfh8b38wERERkT4YkrFRJHHWkpR6NZ7PFhmqlEASkUHDzDKIFoT8fctxd3+FoF5QCUHg0pVC4JPu/gt3r43cX+7uh9tdVw5c5u6bI9ccJhhrvwHIB74EfMzd73D3Bg88CXwucv/lff05RURERHpiiMdG34istwGPxPnZIkOSEkgiMpicD4wFtgJPtTvX8qWtu67a+4Hf9uBd33f3ptgD7h4G/hPZ3UHbqWVbtAQwU82soAfvEREREemrIRkbmdkHgEsju//t7g1dXC4iPaQEkogMJi0B0B8i4/tj/YFgzP4bzWxUF894oX3w04nOZkArj6xXR4Km9mKLPQ7vwXtERERE+mrIxUZmdjZBvSaAn7v7n/r7TBEJKIEkIoOCmRUDl0R2f9/+vLtvI5h1JJOguGNn9vXwlbs7Od7c1fl2M6ll9fBdIiIiIr0yFGMjMzsJ+DOQA9wPXNef54lIW0ogichg8U6C2T4AXo6ZUrZ1Ac6KnO+qq3ZzF+dEREREBoohFRuZ2XzgH8Aw4J/AFe2SUyLST0ogichg0ZNpaFucEAkyRERERAarIRMbmdkc4N8ERcGfICjmrbpHInGmBJKIDHhmNgNYHNldAIzoYnkocl1vgioRERGRAWMoxUZmNp2gEHcZ8DxwcctscSISX0ogichg0BLwrHT3le5+sLMFuCdy7VWRqW1FREREBpshERuZ2USC5NE4YCVwgbtXpbZVIoOXEkgiMqCZmQHviez2ZJaNh4BGYAxwQaLalQhmlmVmpS0LUBg9FT1uZiNS2U4RERFJnaESG5lZGcGwtcnAauAN7n4gta0SGdyUQBKRge4cgsAB4L7uLo58aftPZHegddU+nWAmlJalZYrasnbHX0pJ60RERCQdnMPQiI0+DMyKbE8AXjGzPZ0sP05hO0UGDSWQRGSgawl01rn7qh7e0xJMXWJmw+PfJBEREZGUGSqxUezfssOA0V0sxUlvncggZO6e6jaIiIiIiIiIiEgaUw8kERERERERERHpkhJIIiIiIiIiIiLSJSWQRERERERERESkS0ogiYiIiIiIiIhIl5RAEhERERERERGRLimBJCIiIiIiIiIiXVICSUREREREREREuqQEkoiIiIiIiIiIdEkJJBERERERERER6ZISSCIiIiIiIiIi0qXMVDdA+sbMNgPDgC0pboqIiEi6mwIcdvepqW6IJIbiIhERkR6bQh/jIiWQBq5heXl5JXPnzi1JdUNERETS2Zo1azhy5EiqmyGJpbhIRESkB/oTFymBNHBtmTt3bsmLL76Y6naIiIiktYULF7J8+fItqW6HJJTiIhERkR7oT1ykGkgiIiIiIiIiItIlJZBERERERERERKRLSiCJiIiIiIiIiEiXlEASEREREREREZEuKYEkIiIiIiIiIiJdUgJJRERERERERES6pASSiIiIiIiIiIh0KTPVDRAREUmGcDhMZWUlVVVV1NfX4+6pbpL0gZmRk5NDUVERJSUlhEL6FiYiItJbiosGh2THRUogiYjIoBcOh9m+fTu1tbWpbor0k7tTV1dHXV0dNTU1TJw4UUkkERGRXlBcNHgkOy5SAklERAa9yspKamtryczMZMyYMRQUFCjpMECFw2FqamrYs2cPtbW1VFZWUlpamupmiYiIDBiKiwaPZMdF+qdEREQGvaqqKgDGjBlDUVGRgqQBLBQKUVRUxJgxY4Do/7YiIiLSM4qLBo9kx0X6J0VERAa9+vp6AAoKClLcEomXlv8tW/63FRERkZ5RXDT4JCsuUgJJREQGvZbCkPrCNniYGYCKfoqIiPSS4qLBJ1lxkf6JERERkQGnJVASERERGeqSFRcpgSQiIiIiIiIiIl1SAklERERERERERLqkBJKIiIiIiIiIiHQpM9UNkPTw3YdfY/Xuw6luhsRRX0bBdjV2tv2ZtpfaUces3XWGRbdjjkX+DzOLrIP9kLWcM0IWHA9Z8AwzI8NajhsZoWA7FAqOZ4QiixkZGdFjmSEjMyNEdkaIzIyWbSMzFCIrM0RuZoicrAxyMkPkRtYt23lZGYRCqrkiA1/7f8+zs7MZNmwYEydO5MQTT+Rtb3sb559/PhkZGUfde/XVV3Pbbbe1ORYKhRg+fDjHH3881157LVdddVVC2y+SDE9vqODXT2xKdTOkD/ob//Qk3ml/rqOYp2W/JzFPyz4tsQ7BOqhvHIlxLBrrhCJxjRlt4p7MkJERCpERgoxQKLJvZGeEyMo0sjJCZEXioGDbyM3KiCxBvJObmUFOVhD/qNacDAWKi3pHCSQBYOWOgzy1YX+qmyGStswgPyuDgpxMCnMyKcjJJD87g8KcTIrzsyjJz2ZEQTYlBdmMyA/WJQVZjCrMZVhepoIwSTtf/epXAWhububgwYOsWrWK22+/nd/85jecdNJJ3HnnncyaNavDey+55BIWLFgAQENDA5s2beLPf/4zjz76KKtXr+ab3/xmsn4MkYTYW1XH0rX7Ut0MkZQxg4LsIOYpzA3WRbnBUpiTyfBIrDOyIJvSwpxguzDYzs06+g9tkXSnuKhnlEASEekBd6hpaKamoZnyqvpe3VuQncH4EXmMH54XWeczfkQeE0bkMWt0EYU5+k+xJN8NN9xw1LG9e/fyiU98gnvuuYfXv/71vPDCC5SVlR113aWXXsrVV1/d5tiLL77ISSedxA9/+EO+/OUvk5ubm6CWi4hIorlDdX0T1fVN0MtBCkU5mUwoyWdSSR4TR+QzaWQ+E0fkM7Eknwkj8pRgkrSkuKhn9FeLAPDZ82fz/jMaU90MiRPHe39PF7e0P+dtznkHx9pe6R4933LO8dbjrc/wmOMOYY/8JDHbYXfCHtzTHG673ezBvU3NwXZzOExzGJrDYZrCwTWNzU5Tc5jG5jCNYaexKTjX0BSmoSlMXVMz9Y1h6puaqYusjzQG231V09DMur3VrNtb3eH5KSPzmTduGHPHDAvWY4cxtjhXvZYk6UaPHs1dd93Fvn37WLp0Kd/61rf40Y9+1KN7Fy5cSElJCZWVlVRVVQ2aQEmGptOmlXLr1SenuhnSS/2Nf3oS77Q/11HM07LXm5in5Vzr2iHcEv9EjrfEPeFIzBN2D7bDtMY9TWGnuTUO8iDeaY19nIaWGKg5Evc0hqlrbKYuEvfUNQZxUENz3+Oeqvom1uw+zJoOymOYwfRRhRw3vpj5E4qZP76YeeOGkZ+tP0sl/SguOpr+TRUATpg0ItVNEElrzWGnpqGJmvpgqa5vjqybOFTbSGVtAwdqGqisaeBAbbCurGlg7+F6jjQ2d/nsLftr2bK/lr+9sqf12Ij8LBZNLeGc2WWcM3sUY4vzEv0jigDB2P0vfelLLF26lD/84Q/cdNNNPUpmLl++nMrKSiZPnsyoUaOS0FKRxBlTnMuY4sER7Iv0RVNzmJqG5qAXUl0T1fWNVNUFcU9VXVMQ61Q3sL+mgYrqevZXB3HP/pp6Gps7T+S5w4byajaUV/Onl3YCEDKYWVbE/AnFnDptJOfNKWNEQXayflSRLikuaksJJBGRHsgIGcNysxiWm9Wr+9ydA7WN7DxwhJ0HI8uBI+w8WMvmiho27quhOXx0oHWgtpF/rNrLP1btBWD26CLOmT2Ks2eP4qTJJWRnahJNSZwzzjiDzMxMysvL2bJlC1OnTm1z/oEHHmDLli1AMNZ/y5Yt/PnPf2bChAncfvvtKWixiIjEU2ZGiOK8EMV5vY979tc0sK2ylu2tyxG2H6hlW2Utuw4eoX3YE3ZYu7eKtXuruPfFHYQMTp5SwvnHjOH8eaOZWJIfx59MpPcUF0UpgSQikkBmFimonc38CcVHna9rbGb93mpW7z7Emt1VrN4VdPmuqm9qc11LYPWrxzdRkJ3BeXNH877FUzhx0nANdYuDKdf/NdVN6LEt37444e/Iyclh5MiR7N27l3379h0VKD344IM8+OCDbY7l5eVx5ZVXMn/+/IS3T0RE0pOZUVqYQ2lhDid2MMKhtiEY3vbyjkO8suMQr+w8xIZ91W2GD4YdnttcyXObK/nfv6xmzpgizj9mDBfNH8OcMcOS+NMMXYqL2lJcFKUEkohICuVmZQQ1AGKSS+7Oxn3VLF27j8fW7eO5TZVtahHUNDTz55W7+PPKXRw/oZhrTp/KRfPHqleSxFVLnY6OEpS33npra7HI5uZmduzYwW233cYNN9zAgw8+yAsvvEBhYWEymysiIgNAfnYmCyeXsHBySeuxmvomVu06zAtbK3lkTTnLtx1ok1B6bU8Vr+2p4iePrOfMmaV87HUzOGVqiT6gSVIpLgoogSQikmbMjBllRcwoK+L9Z06jtqGJZzbuZ+nafSxdV872yiOt167ccYhP3b2Cb/1tDe85dTJXnjKJkYU5KWy9DAZ1dXVUVlYCdDtuPyMjg8mTJ/OVr3yFdevWceedd/LTn/6UL3zhC8loqoiIDHAFOZksmlrCoqklfPScGZRX1fHImnL+tXovT26ooKEp+hHtifUVPLG+goWTR/Cx103ndbPLlEiShFNcFKUEkohImsvPzuS8uaM5b+5o3J3Vuw9z29NbeGDFrtagqryqnh/8ax0/fXQDly0Yz2cumEVZkQrA9lQyuj8PJE8++SRNTU2MHj2aKVOm9Pi+U045hTvvvJNly5YlrnEiIjKolRXl8q5Fk3jXoklU1zfx+Lp9/OXlXTz86p7W+kkvbj3Afy15gTljivjo62Zw8fyxZISUSIoXxUVtKS6K0ngHEZEBxMw4Zlwx3738eJ65/lw+e/4syoqiPY4amsLc/cJ2zr/pce5/acdR0w6LdCccDvPNb34TgCuvvLJX9x44cKD1GSIiIv1VmJPJRfPH8n9XLeQ/nzmHdy2aSFZGNFH02p4qPvmHlzjvB0t5cn1FClsqg5XioraUQBIRGaBGFubw8XNn8uTnz+XHVyzg+Jg6SgdrG/nvu1dy7W0vsPvQkS6eIhJVXl7OFVdcwdKlS5k0aRJf/OIXe3zvgQMHuPXWWwE455xzEtRCEREZqqaUFnDjW4/j8c+9jmvPmEpeVkbruS37a3n3b57jxr+taTPkTaQ/FBcdTUPYREQGuOzMEJcsGM9bjh/HE+sr+OL9r7DjQJA0+s9r5Zz/w8f5fxfP5Z0nT1SdAGl1ww03AMFXsYMHD7Jq1SqefPJJGhoaWLRoEXfeeSelpaUd3hs7XW1LsciHHnqI/fv3c/LJJ/PhD384ST+FiIgMNWOL8/jym+bxsdfNYMnTW1jy1GYO1wWz1/7q8U08s2k/P77iBKaWFqS4pTKQKC7qGSWQREQGCTPjrFmj+MenzuK7D7/Gbc9sBaCqvonr//QKD728i2+/9TgmluSnuKWSDr72ta8BkJ2dTVFREZMnT+a9730vb3vb2zj//PMJhTrvpNx+utqioiLmzJnD5z//eT7xiU+Qm6v6WyIiklglBdl8+g2zeM+pk/nMPSt5fN0+AF7ecYiLf/IEX7/kWN524nh9PJMeUVzUM0ogiYgMMgU5mXztkmO5+LhxfP6+l9lcUQPAUxv2c8GPHucHbz+eN84fm+JWSqr0py7WkiVLWLJkSfwaIyIi0k+jinJYcvXJ/PapzXzn4ddobHZqG5r57D0reWzdPr552bEMy81KdTMlTSku6h3VQBIRGaQWTS3h79edyYfOmkbLxCS1Dc18/A8v8eCKnaltnIiIiEichELG+8+cxv0fPZ1po6JD1x5auYuLfvwEK7cfTF3jRAYRJZBERAax3KwMvnDRXP700dNbawE0h53/vnsF9764I8WtExEREYmfY8cX85dPnME7T5rYemzHgSO8+5bnWLXrUApbJjI4KIEkIjIELJg4nD9+6DRmjS4EIOzwP/eu5K5l21LcMhEREZH4yc/O5DuXH8fPrzyRYblBxZaq+ibe99vn2RIZ1i8ifaMEkojIEDGqKIc/fOBU5o4dBoA7XP+nV7j92a0pbpmIiIhIfF183Fju/tBpFEWSSBXV9bz7N8+x51BdilsmMnApgSQiMoSMLMzhDx84hfnji1uPffmBV/ntk5tT2CoRERGR+Js7dhi3Xn0yuVnBn707Dhzhvb99joO1DSlumcjApASSiMgQMzw/mzvefwoLJg5vPfb1v6zmV49tTF2jRERERBLgpCkl/OLdC8mMzCiybm81V9/6PDX1TSlumcjAowSSiMgQVJyXxe3XLmLh5BGtx278+2v8Rj2RREREZJB53ewyfvCO47HIrLQrth/kw3e8SH1Tc2obJjLAKIEUw8wWm9nfzKzSzGrN7GUz+5SZZfTiGVPMzLtY7krkzyAi0lNFuVn87r8WccrUktZjN/5tDS/vOJi6RomIiIgkwCULxvO1txzTuv/E+go+ffdKmsOewlaJDCyZqW5AujCzS4D7gDrgbqASeDNwE3A68PZePnIl8EAHx1/teytFROKrICeTJdcs4l03P8uK7QdpCjufumsFf/nkGeRn61eEiIiIDB7vPW0KB2oauenf6wD46yu7GVGQxTcunZ/ilokMDOqBBJjZMOBmoBk4x92vdff/ARYAzwCXm9kVvXzsCne/oYPl3vi2XkSkf/KyM/jxFQsoyA46W26qqOFbf1uT4laJiIiIxN8nz5vB1YuntO7f8ew2Hl1bnroGiQwgSiAFLgdGAXe5+wstB929DvhSZPcjqWiYiEgyTB5ZwFffHO3Wfcez23j0NQVTIiIiMriYGV950zwumj+m9diX7n+V2gYV1RbpjhJIgXMj64c7OPc4UAssNrOcXjxznJl9yMy+GFkf1+9Wiogk0NtPmsAFx4xu3f+fe1dSUV2fwhaJiIiIxF8oZPzvJccyIj8LgJ0Hj/Djf69PcatE0p8SSIHZkfW69ifcvQnYTFAvalovnvkG4JfANyPrlWb2qJlN6k3DzOzFjhZgTm+eIyLSHTPjxrcex6iiIFdeUd3A9fe9gruKS4qIiMjgMrIwhy9eNLd1/5YnN7Nq16EUtkgk/SmBFCiOrDv7L0bL8eE9eFYt8L/AQmBEZDkbeBQ4B3jEzAr62lARkUQqKcjm+28/vnX/32v2ctfz21PYIhEREZHEuHzhBE6bNhKA5rDzxT+9olnZRLowaBJIZrbFzLwXyx29eXxk3e1/Tdy93N2/4u7L3f1gZHkcOB94DpgBvL+nL3b3hR0twGu9aL+ISI+dPWtUm+KSX39oNZsralLXIIkrM8PMOj0+efJk6urqOrx3ypQpmBlNTU0d3tsXs2bNwsxYvHhxn+4XERHpKzPjm5cdS3ZG8Gfxyh2HuP2ZLaltlCSV4qLeGTQJJGAjsLYXy66Ye1t6GBXTsWHtruu1yFC4WyK7Z/X1OSIiyXD9G+cwo6wQgCONzXzq7hU0NodT3CpJhm3btvGjH/0oKe969NFHWb9+PWbGM888w6uvvpqU94qIiLSYNqqQj71uRuv+9/6xlt2HjqSwRZJOFBe1NWgSSO5+nrvP6cXyuZjb10bWs9o/18wygalAE7Cpn83cF1lrCJuIpLXcrAx+9M4FZGUEX09Wbj/Izx/dkOJWSaKNGDGCkpISbrzxRioqKhL+vl//+tcAfO5zn2uzLyIikkwfPmca00cFf6LVNDTz1QdXpbhFkg4UFx1t0CSQ+uk/kfWFHZw7C8gHnnb3/k5HdGpk3d9ElIhIwh07vphPv2F26/4vH9vIvirNyjaY5efn8+Uvf5nDhw/zta99LaHv2r9/P/fffz8zZ87kG9/4BqNHj+aOO+7otJu4iIhIouRkZnDjW6OTZv9z9V7+sWpPClsk6UBx0dGUQArcC1QAV5jZSS0HzSwX+EZk9xexN5hZsZnNMbOx7Y6fYmbZ7V9gZucC/x3Z7U39JRGRlPngWdM4ZlwwireuMczNTyj/Pdh97GMfY/r06fzqV79i3bqjJieNm9tuu436+nquvvpqMjMzueqqqzhw4AD33HNPwt451JnZYjP7m5lVmlmtmb1sZp8ys4xePGNKNzUm7+ri3veZ2TIzqzazQ2a21MzeFJ+fTkSkfxZNLeGKkye27t/w51VU1zd1cYcMBYqL2lICCXD3w8AHgAxgqZndYmbfBVYApxEkmO5ud9tlwBrgxnbHvwPsNLN7zOymyPII8AiQA3zZ3Z9O3E8jIhI/GSHjuvNmtu7f/sxWKqrVC2kwy8rK4tvf/jaNjY1cf/31CXvPLbfcQigU4r3vfS8A11xzDZCe3bUHAzO7BHicoGf1/cDPgWzgJqDTpE8XVgJf62C5t5P3fx9YAowFbib4mDYfeMjMPt6H94uIxN0X3jiX0sKgL8DuQ3V8/x9ru7lDBjvFRW1lproB6cLdHzCzs4H/B7wNyAU2AJ8GfuLuPZ3P8XaC5NLJwBuBLGAv8EfgZ+7+RLzbLiKSSG+YN5q5Y4exZvdhjjQ2c8sTm7n+jXNS3az4uqGzORTS0A19ns+hxy6//HJOO+007r//fp588knOOOOMuD7/8ccfZ82aNZx//vlMmDABgGOPPZYTTzyRJ598kjVr1jB37ty4vnMoM7NhBEmbZuAcd38hcvzLBMP4LzezK9y9N4mkFe5+Qw/fvxj4DMGEJye7+4HI8e8BLwLfN7O/uPuWXrxfRCTuivOz+PKb5nHdXSsAuO2ZLbz71MmtE4sMGYqL2lBcFKUeSDHc/Sl3v8jdR7h7nrvPd/eb3L25g2uXuLu5+9Xtjv/G3d/k7lPcvdDdc9x9kru/U8kjERmIzIzrzovOTvK7Z7ZQWdOQwhZJMvzgBz8A4DOf+Qw9/4bSMzfffDMQ/brW4uqrr25zXuLmcmAUcFdL8gjA3euAL0V2P5LA9384sv5mS/Io8v4tBD2hcoBrOrhPRCTp3nL8OM6YUQqAOyx5enOKWyTpQHFRQAkkERHp1vnzxjB7dBEAtQ3N/OZJ1UIa7E477TQuv/xyli1bxh//+Me4PffAgQPce++9DB8+nEsvvbTNuSuvvJLs7Gx+97vfUV+voZJxdG5k/XAH5x4HaoHFZpbTi2eOM7MPmdkXI+vjuri2q/f/vd01IiIpZWZ89HXTW/fve3EnB2v14WyoU1wU0BA2ERHpVihkfPK8mXzs98sBuO3prXzgzGkMzz9qzoCBKQndnweib3/72zz44IN84Qtf4LLLLovLM3/3u99RV1dHXV0deXl5HV6zf/9+7rvvPq688sq4vFNomU7xqOqf7t5kZpuBY4BpBPUde+INkaWVmS0F3ufu22KOFQDjgWp3393Bc9ZH1rN68lIze7GTU4NsXK2IpNJp00YyZ0wRr+2p4khjM3c9v50Pnz29+xsHC8VFHVJcpASSiIj00BuPHcPMskLWl1dTXd/Eb5/czKfPn939jTJgTZ8+nY9+9KP8+Mc/5qc//WlcntnSDftd73oX+fn5R50/dOgQ9957LzfffHNaBEqDREsxi87+Img5PrwHz6oF/hd4AGjpingccAPwOuARM1vg7jUJeLeISFKYGf91xlQ+d+/LANz29BauPWMqWRkawDOUKS5SAklERHooFDI+cd5MPvmHlwC49aktXHvmNIrzslLcMkmkr3zlK9x2221885vfJBTqX+D89NNPs2rVKubOncvvf//7Dq8Jh8NMmzaNpUuXsm7dOmbN6lHHlEHPzLYAk3txy53u/u6ePj6y7raog7uXA19pd/hxMzsfeBI4BXg/8OOeNrSn7468f2FHxyM9k07s5TtFRDr1luPH8Z2/v8b+mgZ2H6rjH6v28KbjxqW6WZJiQz0uUgJJRER67OL5Y/nxv9excV8NVfVN3PrUZj71ev2BP5iVlJTwxS9+kc997nPdXttS7LEj//d//9c6Fe373//+Tq8LhUJcc8013HDDDdx8881873vf63WbB6mNQF0vrt8Vs93Sy6ezaXWGtbuu1yJD4W4hSCCdRTSB1N27u+uhJCKSErlZGVx16mR+8kgw0va3T25WAkmGfFxk8a4gLslhZi+eeOKJJ774YmelAEREEuOBl3byqbtXADAsN5Mnrz+XYbnp3QtpzZqgrEu6TIGaSmZBZ5P2v//NjPHjx7Njx46j7qmvr2fOnDls2bIFgMbGRjIzM9vc250tW7Ywb948mpqa2LlzJ6WlpZ1eu337dqZMmcLIkSPZsWMH2dkd19rq6f+uCxcuZPny5cs7670y2JnZHcBVwJXu/od25zIJkjfZQKG797lKp5ldQjC07R/ufmHM8R0EdZDGta+DZGanAU8DT7r7mf14t+IiEYm78qo6Tv/2f2hsDn5n3v/RxZwwaUSKW9V/iouiFBf1jgZxiohIr7zpuLFMLS0A4HBdE7c9tSW1DZJecfcOp5919w6DJICcnBw2b97cem9skBT7zK6WyZMnU1NTQ319fZdBEsDEiRNpbm6mvLy80yBJeuU/kfWFHZw7C8gHnu5P8iji1Mi6/TSNXb3/je2uERFJG2VFubz5+Givo1sV8ww6iot6RwkkERHplcyMEB9/3YzW/Vue3Ex1fVMKWyQi3bgXqACuMLOTWg6aWS7wjcjuL2JvMLNiM5tjZmPbHT/FzI6KXs3sXOC/I7t3tDv9y8j6/5nZiJh7pgAfA+qBW3v7Q4mIJMN/nT61dftvr+xm96EjKWyNSGopgSQiIr12yYJxTCoJZoo4dKSR257ektoGiUin3P0w8AEgA1hqZreY2XeBFcBpBAmmu9vddhmwBrix3fHvADvN7B4zuymyPAI8AuQAX3b3p9u9/2ngh8B04OXIPT8HXgBKgM+6+5a4/cAiInF07PhiFk0tAaAp7Nz+zNYUt0gkdZRAEhGRXmvfC2nJ01toag6nsEUi0hV3fwA4G3gceBvwCaAR+DRwhfe8KObtwHPAyQRJqY8CM4E/Ame5+zc6usndPwNcDewBPgi8F1gFvNndf9anH0pEJElieyH9ftk2jjQ0p7A1IqmjBJKIiPTJZSeOZ1RRDgD7qup5euP+FLdIRLri7k+5+0XuPsLd89x9vrvf5O5H/SXk7kvc3dz96nbHf+Pub3L3Ke5e6O457j7J3d/p7k908/7b3P1kdy9w9yJ3P9vd/xLnH1NEJO7eMG80E0bkAXCwtpH7X9qZ4haJpEZm95fIkPD0z6BiXapbMTD0oKp+cvWhPZ3+DNbBNdbxfvtjHW63XGMdry0U2Q5FlpjzoYzIsci6dT8EocyYJSOytOxnQUYWZGRHlnb7WfmQlQuZeRBSDr0/sjJCvOX4cfzmyc1AMDvbWbNGpbhVIiIiIvGVETKuXjyFb/w1mOXqt09t5l2LJvZoti2RwUQJJAms/ydsfizVrRBJroxsyMoLkklZeZBTBDnDIut2S0EpFIyKLKWQXxocH+KBw2UnjG9NID28ag/faGgiP1u/WkRERGRwecfJE7npX+uoaWhmQ3k1T6yv0IczGXIU5YvI0NXcECwc6tv9GTlBQmnYOBgxBUZMDtbDI+th44LeUYPYMeOGMaOskA3l1dQ2NPOv1Xu5ZMH4VDdLhoCel+wRERHpv2G5Wbz9pIksiUwc8tunNiuBJGkjWXGREkgSOO1jcMxlqW7FAJBmf7D06T8UndzT0bNaj3kH18Qe62K703XkGR6OLJFtHMLN0bU7eHNwLtwcbIdblqaYpWW/EZobI8mh2O16aGqApiPQWBes+6u5Hg7vCJYdy44+H8qCkmkw9ngYtwDGnQBjjoOcwv6/O02YGZedMJ7v/WMtAPe/tDMtE0hmhrsTDocJaejioNASKGn4gIiIJMvVi6dw2zNbcIela/exuaKGqaUFqW5WrykuGnySFRcpgSSBWRekugUiyeUOTXXQeCRYN9RCQxXUV0Hd4WBdXwX1h6HuENTuh5p9UFMRWfZ1n4QKN0LF2mB55Y+RgwalM4Nk0rgTYcbroXRGl49Jd5csGNeaQHpifQX7qupbi2uni5ycHOrq6qipqaGoqCjVzZE4qKmpAYL/bUVERJJhSmkB584u45HXygH42yu7+djrBl4cp7ho8ElWXKQEkogMTWZB3aOsvL7d7w4NNVBTDge3w8GtcGALHIisD24NkkxH3xgUrK9YBy/fHRwaORPmXASzL4IJJw+4YW8TRuSzaGoJyzZX0hx2Hlq5i/86Y2r3NyZRUVERdXV17NmzB4CCggLMTL1XBhh3x92pqalp/d9Sga+IiCTTxceNbU0g/XP13gGZQFJcNDikIi5SAklEpC/MgqFoOYXBMLWO1FdD+WrYtQJ2r4BdL8G+1yJD9WLsXw9P/ThY8kth1oUw+40w47y+J7iS7LITxrNscyUAD6zYmXYJpJKSEmpqaqitrWXHjh2pbo7ESX5+PiUlJaluhoiIDCHnzRlNZshoCjsrtx9kz6E6xhTnprpZvaK4aHBKRlykBJKISKLkFMLERcHSoqEG9rwaJJO2PAEbHmk7FK62AlbcESz5pXDKh+HkayE/vf9IvujYsXz1wVU0NId5ecchNpRXM6MsfWo9hUIhJk6cSGVlJVVVVdTX16sI8wBlZuTk5FBUVERJSYlqN4iISFIV52dx6rSRPLmhAoB/rt7De0+bktpG9ZLiosEj2XGREkgiIsmUXQCTTgmWUz8c1GDa9Bis/SusfTgYEteitgIe/QY8eRMsfB+c+lEYPjF1be9CcX4W584p4+FVQffZB1fs5DPnz05xq9oKhUKUlpZSWlqa6qaIiIjIAHbBMaOjCaRVewdcAgkUF0nf6LOdiEgqZeXB7AvhLT+Fz6yF9z8CZ3wahk2IXtNYA8/+H/xkAfzpQ7B3dcqa25VLT4jOvnb/Szv1JUtEREQGpTfMG9O6/eym/RyqbUxha0SSRwkkEZF0EQrBhJPg9V+F61bAZb+CsnnR8+EmePku+MVpcNdVcHhXyprakdfNGcWw3KBj644DR3hx64EUt0hEREQk/sYU53L8xOEANIWdR17bm9oGiSSJEkgiIukoIwuOvwI+8jRcdS9MPqPt+df+Av93Krxyb2ra14GczAwuPm5c6/79L+1MYWtEREREEueCY0a3bv8jMoRfZLBTAklEJJ2Zwcw3wDV/DYa3zX0LEJlite4Q3Hct3HMN1FamtJktLosZxvaXl3dT39ScwtaIiIiIJMb5McPYHlu3jyMNinlk8FMCSURkoJhwErzzdrj6rzB8UvT4qj/B/50G6/+VurZFnDR5BBNG5AFw6EgjS9fuS3GLREREROJvRlkh00cVAFDXGOaJ9Yp5ZPBTAklEZKCZcnowtO2E90SPVe+BOy+Hhz4F9dUpa1ooZFy6INoL6QENYxMREZFB6oJjor2Q/rFKdZBk8FMCSURkIMopgkt+Bu+6CwpGRY+/eCv88gzYty5lTbv0hGgdpEfWlHPoiGYmERERkcHn/JgE0iOv7aWpOZzC1ogknhJIIiID2ew3wkefhblvjh47sBlue1PKkkgzyoqYP74YgIbmMH9/ZXdK2iEiIiKSSMeNL2bMsFwADtY2smxLetSkFEkUJZBERAa6glJ4x+1w2a8hKxiLT/XeIIlUsT4lTbo0ppj2gyt2paQNIiIiIokUChnnx8zG9k8NY5NBTgkkEZHBwAyOfye8+962SaQlqUkivfm4sa3bz2+ppLq+KeltEBEREUm02DpI/1y1B3dPYWtEEksJJBGRwWTyYrjqnpgk0p6UJJHKhuUyd+wwAJrCzrMb9yf1/SIiIiLJsGhqCcV5WQDsOlTHqzsPp7hFIomTmeoGiIhInE05PUgi3Xk5NNZGk0hX/xVKZyStGWfNLGXN7iCIemL9Pl4/b3Q3d4iIpInVf4aHv5DqVkhXzPpyUw8Ot7umzXs6OmftrrMOtjtZt9kOdbLEnsuAUEZkHbMfyoRQFmRE1qHM6HZGFmTmQEZOsG7dzobMXMjKh+xCyM6PbBcES2ZuH/9/PPRkZYQ4b04Zf4rMPPuPVXuYP6E4xa0SSQwlkEREBqPWJNLbo0mk2yJJpJHTk9KEM2eO4lePbwLgifUVSXmniEhcNB6BwztS3QqR1LEQ5AyDvBGQNxxyh0e380YEM8AWjYGicTBsLBSOCZJSQ9T5x4xpk0D67AWzU9wikcRQAklEZLCacgZc+Uf4/TuCJFLVblhycdKSSCdNGUFuVoi6xjCbKmrYXlnLxJL8hL9XRERE+snDUHcwWA708J6WpFLxJCidCaPmwKhZUDoLcooS2NjUO2tWKTmZIeqbwqwvr2bTvmqmjSpMdbNE4k4JJBGRwWzqmUES6c63Q9ORIIl0z/vg/Y8E3dgTKDcrg1OmjuSxdfsAeHJDBe9aNCmh7xQRiYu5b4LJr6a6FdKpPhQp7rSwsXdxTVfnYo95zH677a7WHo5sE7MdPnoJN0eub45st1uHmyHcCM2NEG4KlubG6LGmemhugKY6aGqA5vrIdj001EJjDTTUxGzXBtf0Vs2+YNnzCqxtd27YhCCZNGouTFwEk0+HwlG9f0eays/O5KxZo/jX6mAWtn+u3suHz1YCSQYfJZBERAa7qWfCVX+EOy4PAsI9r8Cj34Q3fD3hrz5zZmlrAumJ9fuUQBKRgaGlDozIUNXcCHWH4MjBoBfSkQNtt6v3wuHdULUrWFfvpcvE3uEdwbLxP/Dsz4Njo+YEiaQpZwRLYVnCf6xEuuCYMa0JpH+s2sOHz05OyQCRZFICSURkKJh6VpAwevjzwf5TP4EZbwiSSwl01qxR8Nc1ADy5voLmsJMRUlFOERGRtJaRBQWlwdITzU1BEqlqN1Ruhoq1sC+yVG4MekW1t++1YHnhN8F+6SyYdQEsuArK5sbvZ0mS8+aUkREymsPOS9sOsvdwHaOH5aa6WSJxpQSSiMhQseiDsP4fwdc/HO7/MHzkqaAgZoLMLCtk9LAc9h6u53BdEy/vOMgJk0Yk7H0iIiKSAhmZUDw+WCac1PZccyNUbgqSSbtXwtanYMcLwRC7WBXrguXpn8K4E2HBlTD/8qBo9wAwoiCbk6eM4NlNlQA8taGCt544IcWtEomvUKobICIiSRIKwSX/Fw3EDu+Av302oa80M86cGa1xoNnYREREhpiMLBg1G+a9Bc77MvzXw3D9Nnjvn+GszwXD2DLazeC2a3kQo3x/NtxzDWz4d1DrKc0tnh7tsfX8lp5WHxcZOJRAEhEZSoaNhTf/JLr/yj3w8j0JfeWZM6PB1BPr9yX0XSIiIjIAZOfDtLPh3P8H1/wtSChdeQ/Mu7RtMqm5Hlb9Ce54G/xkAbxybxcF0VPv5CklrdvPb6lMYUtEEkMJJBGRoWbeW2DBu6P7f/0MHNyesNedMSOaQFq+7SBVdY1dXC0iIiJDTlYezDof3nEbfGYtXPR9GLug7TUHt8F918JvzocdL6akmd05YdJwsjKCWo8byquprGlIcYtE4ksJJBGRoeiN34YRU4Lt+kNBPaQEdQ0fWZjDseOHAdAcdp7ZuD8h7xEREZFBIL8EFn0APvQYfORpOO3jkBft2cOOZXDLufCnD8HhXalrZwdyszKYP764dV+9kGSwUQJJRGQoyimCy34NFvk1sPVJeOZnCXud6iCJiIhIr40+Bi74Jly3Ek6/ru3wtpfvgp8uhKXfgYba1LWxnTbD2DYrgSSDixJIIiJD1aRT4MyYItqP/C/sfjkhr1IdJBEREemz3GHwhq/Dx56DuW+OHm+shaXfgp+dBJufSF37YrRJIG1VIW0ZXJRAEhEZys7+XDBVLgTT6T70yYQUp1w4eQR5WRkAbNlfy7b96fOlUERERAaIkmnwzjvgfQ/B6PnR44d3wu2XwvLbU9a0FidNGdG6vWrnIWobmlLYGpH4UgJJRGQoy8iCt94MmbnB/q6XYO3f4v6anMwMTp0W/SL3uHohiYiISF9NPSuokfTmn0B+pJdzuAn+/HH411cgHE5Z04bnZzN7dBEATWHnpW0HU9YWkXhTAklEZKgrnQEnvz+6/59vJiTwalsHSQkkERER6YdQBix8X5BIiu2N9NSP4Z73prQu0slTo72QlqkOkgwiSiCJiAic8d+QVRBsl6+C1ffH/RVnzYrWQXp6w36amlP3dVBEREQGieIJ8F8Pw6wLo8fWPAS3vhEO705Jk9rUQdJMbDKIKIEkIiJQUAqnfji6/+iN0BzfMfvTRxUytjgYKldV38TKHQfj+nwREREZonIK4Yrfw6kfix7bvQJuOQ/2vJL05sQmkF7adpBGfTSTQUIJJBERCSz+BOQUB9v718Mr98T18WbWZja2x9dVxPX5IiIiMoSFMuDCb8HFPwQLJu7g8E74zQWw/t9Jbcq44XmMH54HwJHGZlbtOpzU94skihJIIiISyBsBiz8e3V96IzQ3xvUVqoMkIiIiCXXytXDVPZAzLNhvrIE/vgf2vJrUZiyaGjOMTXWQZJBQAklERKJO+XCQSAI4uBVeuiOujz9jRilmwfaK7Qc5dCS+CSoRERERZpwH1/4LiicF+421cNeVUJu8RE7sMLZlqoMkg4QSSCIiEpU7DE7/VHT/8e9BY13cHj+iIJvjxgfD5MIOz2zUMDYRERFJgLI5cNUfIbsw2D+4Fe55X9xrPHbm5CnRmdhe2FJJOOxJea9IIimBJCIibS36ABSUBduHd8Ly2+L6+NhhbI+vVwJJREREEqRsLrz119H9zY/Dv76SlFfPKCtkRH4WAAdqG9lUUZ2U94okkhJIIiLSVnYBnPmZ6P7j34eG2rg9fvGMka3by7ceiNtzRURERI4y52I45wvR/Wd/Div+kPDXmhknxQ5j26yYRwY+JZBERORoC6+GYeOD7ZpyeP6WuD36+AnDCUXqIK3dW0V1fXK6kouIiMgQddbnYM6bovsPXQc7X0z4axfFJJCeVx0kGQSUQBIRkaNl5cJZn43uP3kT1FfF5dEFOZnMHhPMjOIOL28/GJfnioiIiHQoFILLfgmj5gb7zfVw17uham9CX3vy1NgeSEogycCnBJKIiHRswbth+ORg+0glPPuLuD36hEnDW7dfUgJJJCnMbLGZ/c3MKs2s1sxeNrNPmVlGL56xxMy8m+WRdvdc3c31H47/Tysi0k5OEVxxJ+QGk3lQtQv++F5oakjYK48ZN4y8rOA/sTsPHmHXwSMJe5dIMmSmugEiIpKmMrPh7M/Dgx8N9p/9BZx+HWTm9PvRJ0wczu+f2waoDpJIMpjZJcB9QB1wN1AJvBm4CTgdeHsPH/UAsKWTc+8BpgF/7+T8g8CKDo6/0MN3i4j0z8jpcPmtcOfl4GHY/iz8/XPw5h8l5HVZGSFOmDScpzfuB4JhbJcsGJ+Qd4kkgxJIIiLSuePeCUtvhEPbg15Ir/0Fjn1bvx97wqTo1LYvbT+Iu2Nm/X6uiBzNzIYBNwPNwDnu/kLk+JeB/wCXm9kV7n5Xd89y9wcIkkjt3zEc+BzQACzp5PYH3L2zcyIiyTHjPHj91+BfXw72X7wV5r8dppyekNedPKVECSQZNDSETUREOpeRCSe8J7q//Hdxeey00gKG5QbfMCprGthWGb9Z3kTkKJcDo4C7WpJHAO5eB3wpsvuRfr7jPUAe8Cd3r+jns0REEmvxJ2DuW6L7D18P4eaEvGpRTB2k5zUTmwxwSiCJiEjXTrgKLPLrYtNSqNzc70eGQta2F9K2g/1+poh06tzI+uEOzj0O1AKLzaw/41M/EFn/uotrFkRqLl1vZu8xswm9fYmZvdjRAszpU6tFZGgygwtvhMy8YH/Py7Di9wl51QmThpMZmX527d4qDtYmruaSSKIpgSQiIl0rngAzXh/df+n2uDy2TSHtbfoiJ5JAsyPrde1PuHsTsJmgrMG0vjzczE4D5gPr3P3RLi69jqDm0o3A74AtZvZLM8vty3tFRPqleAKc/sno/iNfj9uMs7HyszM5Znxx6/4LWxTzyMClBJKIiHTvxPdFt1+6E5qb+v3I9nWQRCRhWv5yOdTJ+Zbjw/v4/A9G1jd3cn4z8AmCRFYBMA54B0Ex7g8Bv+3pi9x9YUcL8Fof2y4iQ9np10HRuGC7phye+GFCXnPy5GjM8/zWyoS8QyQZlEASEZHuzboACkcH29V7YP0/+v3IBROGt26v3nWYusbE1B4QGQzMbEvMtPc9We7ozeMja+9Du4oJkkGdFs9298fc/Wfuvs7da919t7vfA7wOOAC8y8yO7+27RUT6LbsAXn9DdP+Zn8OBLXF/zclt6iApgSQDlxJIIiLSvYwsWHBVdD8OxbSL87OYPqoAgKaw88rOzjpHiAiwEVjbi2VXzL0t/3IV07Fh7a7rjXcD+fSheLa7bwf+Ftk9qw/vFhHpv/lvh/ELg+3mevjXV+L+ipOnRBNIr+w8pI9mMmApgSQiIj1zYsxsbOv/CYd29vuRbQtpqyaASGfc/Tx3n9OL5XMxt6+NrGe1f66ZZQJTgSZgUx+a1lI8+1d9uBdgX2Rd0Mf7RUT6JxSCC78d3V/9IGx5Kq6vKCnIZkZZIQCNzfpoJgOXEkgiItIzJdNgaqSTgIdhxZ39fmTbQtoH+/08EenQfyLrCzs4dxZBD6Kn3b2+Nw81s1OA4wmKZy/tY9tOiaz7krwSEYmPiYuCnkgtHr4ewvHtJXRcTCHt1bsOx/XZIsmiBJKIiPRcbDHt5bdDONy/x7XpgXSwX88SkU7dC1QAV5jZSS0HI7OffSOy+4vYG8ys2MzmmNnYLp7bUjz711293MzO7OCYmdkXgNMibXu4259CRCSRXn8DZOYF23tehhW/j+vj540b1rq9apd6IMnApASSiIj03Nw3Q14k6XNoG2zqasbu7s0aXUR+dgYAew7XsfvQkf62UETacffDBEPNMoClZnaLmX0XWEGQwLkXuLvdbZcBa4AbO3qmmQ0D3klQPPu2bprwuJmtNbM7zOw7ZvZL4GXgW0AtcFWkjSIiqVM8IZiVrcUjX4f6qrg9PjaBtHq3/pMnA5MSSCIi0nOZOXD8u6L7y7v7u7FrGSHj+JjZ2JZvPdiv54lIx9z9AeBs4HHgbcAngEbg08AV7t7bGdiuIqhb1JPi2d8H9gDnAtcB7wWygJ8D8939n718t4hIYpz+SSgaF2zXlMMTP4jbo48ZGx3Ctm5PNY3N/evFLZIKSiABZpZlZteZ2a1mtsLMGiJT4L6/H89cbGZ/M7NKM6s1s5fN7FNmlhHPtouIJF3sMLbX/gbV+zq/tgfa1kFSIW2RRHH3p9z9Incf4e557j7f3W9y96MKfbj7Enc3d7+6k2f9InL+XR2db3ft/7j72e4+zt1z3T0/Uuj74+6u2kcikj6yC4KhbC2e+Tkc3tXp5b1RnJ/F+OHBELmG5jAbyqvj8lyRZFICKVAA/Ai4GhhD8JWsz8zsEoIvfGcB9xN8YcsGbgLu6s+zRURSrmwOTIzUvQ03wsr+1QhoMxPb9oP9epaIiIhIv8x/O4xfGGw3N8ALt8bt0ce0qYOkYWwy8CiBFKgFLgLGufsY4Ld9fVCkJsDNQDNwjrtf6+7/AywAngEuN7Mr+t9kEZEUalNM+3fQ69EvUbE9kF7ZeYiGJnXpFhERkRQJhWDxJ6P7Ly6Bpoa4PFqFtGWgUwIJcPcGd/+7u++Ow+MuB0YBd7n7CzHvqAO+FNn9SBzeIyKSOsdcCjmRIGj/Btj6dJ8fVVqYw6SSfAAamsKsUWFJERERSaU5F7ethbTmz3F57DHjonWQVqsHkgxASiDF37mRdUfT0T5O0NtpsZnlJK9JIiJxll0A8y+P7vezmLbqIImIiEjayMiCk66J7i/7dVwee0y7mdh6P3+BSGopgRR/syPrde1PuHsTsBnIBKb15GFm9mJHCzAnbi0WEemL2GFsax6CxiN9ftQJE4e3bi/fdrDvbRIRERGJhxPfB6GsYHv7c7B7Zb8fObY4l+H5wTOr6prYcaDvsZNIKiiBFH8t/RI7G9Tacnx44psiIpJA4xbAyJnBdmMtbHy0z49qW0hbPZBEREQkxYpGw7xLovvLbu73I82sXSFt1UGSgWXQJJDMbIuZeS+WO1LV1Mi6R/0V3X1hRwvwWuKaKCLSQ3PfFN1+7S99f8zYYWRnBr+StlceYV9VfX9bJiIiItI/iz4Y3X7lXqit7Pcj542NGcamOkgywAyaBBKwEVjbi2VXgtrRkkYu7uT8sHbXiYgMXHPeHN1e+3doburTY7IzQ8wfH/3P5ortB/vZMBEREZF+mrgIxhwXbDcdgRV39vuRsYW0VymBJAPMoEkguft57j6nF8vnEtSUtZH1rPYnzCwTmAo0AZsS9H4RkeQZd0J0lpIjlbCt77OxnahC2iIiIpJOzGDRB6L7z98C4XC/Htl2CJsSSDKwDJoEUhr5T2R9YQfnzgLygafdXeMzRGTgC4WCqW5brOn7MLY2dZBUSFtERETSwbGXQ+7wYPvAFtjw7349bmppATmRYft7Dtexv1p/FsrAoQRSH5lZsZnNMbOx7U7dC1QAV5jZSTHX5wLfiOz+IknNFBFJvPZ1kPo4Je0JMT2QVu44SFNz/77wiYiIiPRbdj6c8O7o/rJf9+txmRkh5sTWQdqtXkgycCiBFGFm15vZEjNbAlwaOXxNyzEze3+7Wy4D1gA3xh5098PAB4AMYKmZ3WJm3wVWAKcRJJjuTtgPIiKSbJNPj36ZO7wTdi3v02PGFucxZlguALUNzazbWx2nBoqIiIj0w8nX0joX0oZ/w/6N/XqcCmnLQKUEUtSFwPsiy/GRY4tjjp3R0we5+wPA2cDjwNuATwCNwKeBK9z7+HleRCQdZWTB7DdG9/s1jG146/ZL21UHSURERNJAyTSYeX5kx+GF3/brcaqDJAOVEkgR7n6Ou1sXy9Xtrl/S0fGY80+5+0XuPsLd89x9vrvf5O7Nyfh5RESSak67YWx9dNyE4a3b+iInIiIiaSO2mPZLt0NDbZ8f1TaBpMm5ZeBQAklERPpv+rmQlR9sV6yDfev69Jh5MQHVGtUEEBERkXQx/TwYMTXYrjsEr9zT50fNGTOMUGRE3KaKGmobmuLQQJHEUwJJRET6LzsfZpwX3X/toT49Zu7Yougj9lTRHNaIXxEREUkDoRCcHFMWd9nNfZ44JC87g2mjCoHgEa/tqYpHC0USLu4JJAu8wcy+a2bPmtkuM2sws0Nmtt7M7jGzj5jZ+Hi/W0REUmjOm6PbfayDVFaUS2lhDhAU0t66vyYeLROJG8U5IiJD2AlXQWZesL33Fdj5Yp8fpULaMhDFLYFkZvlmdj2wCXgY+CywCBgOlANNwDSCotI/Bzab2X1mtjhebRARkRSadT6EMoPtXcvh0M4+PSZ2GJumtpV0oThHRETIGwHHvjW6v/qBPj9KhbRlIIpLAsnMrgHWA98CjgBfA94ADHf3fHef4O4jgUxgHvBfwH3AG4EnzOxuM5sUj7aIiEiK5I2AKWdG91/7a58eoy9ykm4U54iISKt5l0a3V/+5z8PYjhlXHH2MPpjJABGvHki/AZ4DTnH3ee7+dXd/xN3b/JvggdciM5i9CxgDfAo4A7g6Tm0REZFUmRs7G1vf6iCpkLakIcU5IiISmHY25ERilYNbYc/LfXpMbLzz2u7DNDWH49E6kYSKVwLpJHd/q7s/35ub3P2wu/8UmA78MU5tERGRVJl9cXR7y1NQW9nrR8yLKaStL3KSJhTniIhIIDMHZl0Y3V/95z49pqQgm7HFuQDUN4XZVKG6j5L+4pJAcvfl/by/zt1fi0dbREQkhYaNhQknB9veDGv/3utHTC0tJDcr+PW093A9FdX18WyhSK8pzhERkTbmvSW6vaZvCSTQsH0ZeOI+C5uIiAxxc2KHsfV+NraMkDF7jIaxiYiISJqafh5k5QfbFeugvG/fCNoW0j4Uj5aJJFS/E0hmNtzMLjazxWZm7c4VmNlX+vsOEREZQOa+Obq98T/Q0Psu2foiJ+lCcY6IiBwlOx9mviG638deSJp5VgaafiWQzOwYYA3wIPAk8LyZTY65pBD4an/eISIiA8zI6VA2L9huqoMN/+71I1RIW9KB4hwREenU3JhhbH2sgxQ7E9uqXYfxPs7oJpIs/e2BdCPwDFAMjAc2AU+Z2cz+NkxERAaw2GFsa3o/jK1NDyQlkCR1FOeIiEjHZl0AGTnB9t5XoHJTrx8xYUQeRbmZABysbWTXobp4tlAk7vqbQDoV+LK717j7bnd/B8EsI0vNbFb/myciIgPS3JgE0oZ/Q7h3U9POGVNEy2ChjftqqGtsjmPjRHpMcY6IiHQspwimnxvd70MvJDPTsH0ZUPqbQMoB2vSzc/dPEwRXjwFz+/l8EREZiMYcBwWjgu0jlbDn5V7dXpCTyZSRBQA0h511e6vi3UKRnlCcIyIinYvDbGxth7GpkLakt/4mkNYCJ7U/6O7/TRBcPdjP54uIyEBkBtPOie5verTXj4j9Iqc6SJIiinNERKRzs98IoWAIGjtfhEM7ev2INoW01QNJ0lx/E0j3A+/q6IS7XwfcAVhH50VEZJCb9rro9sY+JJAUUEnqKc4REZHO5Y2AqWdF99c81OtHHBMT76xSvCNprl8JJHe/0d3f2MX5j7l7f5NUIiIyEE2PSSBtexYaj/TqdhXSllRTnCMiIt3q52xsM8oKyc4IfpXsPHiEQ0ca49UykbhLSNBjZqWJeK6IiAwgw8ZB6exgu7ketj7dq9vnthnCVkU4rKltJT0ozhERkVZz3kRrZ9Rtz0DV3l7dnpURYtqogtb9jfuq49g4kfhK1FezcjN7KkHPFhGRgSK2F9Kmpb26dfSwHEoKsgGorm9i+4HaODZMpF8U54iISKBwFExeHNlxeO0vvX7EjLLC1u0Ne5VAkvSVyG7Xo8ysxMzONbPXm9mUBL5LRETSUT8Kabef2laFtCXNKM4REZHA3P7NxjazrKh1e325Zp6V9JXIBNIkYDfwL+AfwEYzW29mnzWz7AS+V0RE0sWUM6Kzk+x5Bar39ep2FdKWNKY4R0REAnPfHN3e/ATUVvbq9jY9kMrVA0nSVyITSFlAGHgE+BOwDJgKfAdYbmaTEvhuERFJBzlFMOHk6P7mx3p1uwppSxpTnCMiIoHi8TD+pGDbm2Ht33t1+8zR0QTSeiWQJI0lMoG0B5jp7ue7+9vd/TRgHPAjYA7wDzPLT+D7RUQkHUyLqYO0sXfD2GILaasHkqQZxTkiIhI1r+/D2KaMLCAjFBTi3nHgCLUNTfFsmUjcJDKBdI+774g94O7l7v4Z4ApgNvCJBL5fRETSQftC2t7z2dSmjSogOzP4VbXrUB0Haxvi3DiRPlOcIyIiUbF1kDb+B+p6/uErOzPE5JHRbw6b9tXEs2UicZOoBFI1UN/ZSXe/F/g38M4EvV9ERNLFuBMhJ9KT6PAO2L+hx7dmZYSYPTpaWFLD2CRNKM4REZG2SqbCmPnBdnNDrycPmVkWO4xNhbQlPSUqgbQBOL+ba54HZiXo/SIiki4yMmHKmdH9Xg5jm6dhbJJ+FOeIiMjRZl4Q3d7Uu7qPbWZi26s6SJKeEpVAegA4zsy+1cU1E4Gej2MQEZGBq80wtl4mkMapkLaknQdQnCMiIu1NOzu6vWlpr27VTGwyECQqgfQDYB3weTN7zMwuNbO8lpNm9i6Cbt0rE/R+ERFJJ7GFtDc/Ac2NPb61TQJJPZAkPSjOERGRo01YBJmRXweVG+Hg9h7fqgSSDAQJSSC5ew1wFvAocCZwH3DYzHaa2WHgDiCTYKpbEREZ7EZOh+KJwXZDFex8sce3zhkT7dK9obya+qbmeLdOpFcU54iISIeycmHSqdH9zT0fxjZ9VCEWTMTGlv01inckLSVsFjZ33+furwcuIAiktgGjgXxgBfBWd38oUe8XEZE0YgbTzonu96Jbd1FuFpNKgplJmsKur3KSFhTniIhIh9rEOz1PIOVlZzBhRNB7KeywpaI2zg0T6b+EJZBauPu/3P197j4dyHL3THdf6O4PJvrdIiKSRmIDKhXSlkFCcY6IiLTR/oOZ97wcXptC2pqJTdJQwhNIsdx78W+PiIgMLrEB1Y7noa7niSAV0paBIF3jHDPLMrPrzOxWM1thZg1m5mb2/n48c7GZ/c3MKs2s1sxeNrNPmVlGF/e8z8yWmVm1mR0ys6Vm9qa+tkFEJC2NOQ7yRgTbNeVQvqbHt8bWQdJMbJKOkppAEhGRIaygNAiqALwZtjzZ41vVA0mkXwqAHwFXA2OAPf15mJldAjxOUAfqfuDnQDZwE3BXJ/d8H1gCjAVuJhj2Nx94yMw+3p/2iIiklVAIpp4V3e9FHaQ2hbT3KYEk6UcJJBERSZ7pMbOxber5MLa57XogpWlHD5F0VQtcBIxz9zHAb/v6IDMbRpAAagbOcfdr3f1/gAXAM8DlZnZFu3sWA58BNgLHuft/u/vHgIVAJfB9M5vS1zaJiKSdqWdHt3tR93FmbAJJPZAkDSmBJCIiyTMtNoG0tMe3jSvOpTgvC4CquiZ2HjwS54aJDF7u3uDuf3f33XF43OXAKOAud38h5h11wJciux9pd8+HI+tvuvuBmHu2EPReygGuiUPbRETSQ+yw/S1PQXNjj26bHpNA2lRRTVNzOM4NE+kfJZBERCR5Jp0GmbnBdsU6OLSzR7eZGbNHxxSW1Fc5kVQ5N7J+uINzjxP0dlpsZjk9vOfv7a4RERn4SqZB8cRgu6EKdi7v0W3DcrMYMyyIkxqbnW2VmolN0ktKEkhm9l4zu9LMilPxfhERSZGsXJh0anS/F8PYZo2JfpVbt1czk0j6GuRxzuzIel37E+7eBGwGMoFpAGZWAIwHqjvpAbU+sp7Vk5eb2YsdLcCcXv4cIiKJYwbTYoax9aIO0szRMYW0y/XBTNJLqnogLQFuB7aa2Y1mVpaidoiISLL1cRjbrJgeSOvUA0nS2xIGb5zTkhQ71Mn5luPD+3i9iMjg0Md4Z/qomDpISiBJmslM0Xt/BxjB7Bv/A1wH5KeoLSIikkyxX+S2Pg3uwZe6bswsi00gqQeSpLW4xzlmtgWY3Itb7nT3d/fnnX3U8i9zbyvd9+h6d1/Y4UuDXkgn9vKdIiKJEzsT2/Zl0FAD2QXd3hbbA0kJJEk3KUkgufvVLduR7t1npqIdIiKSAqPnQ3YhNFTD4Z1wcBuM6P7v4lntAqpw2AmFuk88iSRbguKcjUBdL67fFYd3dqSlx1Bnw/OGtbuuu+u766EkIjIwFZZB2TFQvgrCjbD1GZj5+m5vi/1gtr5cH8wkvaSqB1Irdz8E/CXV7RARkSTJyISJp8DGR4L9bc/0KIE0sjCH0sJsKqobONLYzI4DR5g0Up1XJb3FK85x9/Pi0Jx4WAucRFCz6MXYE2aWCUwFmoBNAO5eY2Y7gfFmNraDOkgzI+ujaiqJiAx4084OEkgQ1H3sQQJpRpk+mEn6SkgNJDNbambHJOLZIiIyCEw+Lbq99ake3xZbB2mthrFJigzxOOc/kfWFHZw7i2Co3tPuXt/De97Y7hoRkcFj2jnR7R4W0i4pyGZkQTYAdY1hdh48koCGifRNooponwa8ZGY/NLOibq8WEZGhZdLi6PbWZ3p8W9tC2kogScoM+jjHzIrNbI6ZjW136l6gArjCzE6KuT4X+EZk9xft7vllZP3/zGxEzD1TgI8B9cCtcWy+iEh6mLwYQpFBP3tegZqKHt3WvheSSLpIVALpOGAp8ClgnZm9J0HvERGRgWj8QsgIvq6xfz1Ul/fottjCkkogSQoNuDjHzK43syVmtgS4NHL4mpZjZvb+drdcBqwBbow96O6HgQ8AGcBSM7vFzL4LrCBIrN0L3N3unqeBHwLTgZfN7CYz+znwAlACfNbdt8TrZxURSRs5RTD+pOj+5sd7dFtsAkl1kCSdJCSB5O5r3f184J0E4+CXmNkTZnZcIt4nIiIDTFZukERqsa1nvZBmt+mBpC9ykhoDNM65EHhfZDk+cmxxzLEzevogd38AOBt4HHgb8AmgEfg0cIW7HzWjmrt/Brga2AN8EHgvsAp4s7v/rC8/kIjIgBA7jG3T0h7dMlM9kCRNJaoHEgDufg8wG/g+sAh40cx+ambDE/leEREZACbHDmN7uke3zIxJIG3cV01TczjerRLpsYEU57j7Oe5uXSxXt7t+SUfHY84/5e4XufsId89z9/nufpO7N3fRhtvc/WR3L3D3Inc/2901kYqIDG7Tzo5u97AO0ow2M7EpgSTpI6EJJAB3r3X3zxN87XqMYKz7WjO7JtHvFhGRNDap9wmk4rwsRg/LAaChKczWytpEtEykxxTniIhIl8afBFkFwfaBLcHSjdgh+xv2VtNBx06RlEh4AqmFu7/m7q8HrgLygFvM7BkzOzFZbRARkTQycRFY5NfQnleg7lCPbostpL1edZAkTSjOERGRDmVmw5TTo/ubuu+FVFaUQ1FuUHy7qr6J8qr6bu4QSY6EJ5DMbIyZXWpmN5rZo8CvgULAgFOA58zsx5HZO0REZKjIHQZj5kd2HLYv69Fts1QHSdKI4hwREenW1JhhbD2og2RmbQtpK96RNJGZiIea2X8DpxIEThNbDgNOMKPHk8BTwGbgcwTFF88xswvcfU8i2iQiImlo8umwe2WwvfUpmPmGbm+JLaS9Vj2QJAUU54iISK/EFtLe/BiEwxDqui/HzLJCXtp2EAhmYjtjZmni2ifSQwlJIAE/iKyPAE8QBFFPAU+7+8F21z5pZlcCvwVuAt6VoDaJiEi6mXQaPPt/wfbWns3EFlsXQEPYJEUU54iISM+VzYP8UqitgNr9UL4axhzb5S0zYwppayY2SReJSiB9luDr23J3b+ruYnf/vZm9DnhrgtojIiLpKHYmtp0vQuMRyMrr8pbYmdg27auhoSlMdmbSSvqJgOIcERHpjVAoqIO0+sFgf/uz3SaQ2gxhUwJJ0kRCIm53/6G7L+tJUBVjIzA8Ee0REZE0VVAKpbOC7XBjkETqRmFOJuOHB0mmprCzZX9NIlsochTFOSIi0msTT41u96DuY2wCST2QJF2k0yfbO4EPp7oRIiKSZLG9kLY+3aNbZsUMY1unYWwyMCjOEREZyiaeEt3e9my3l48fnkdeVgYAlTUN7K/WTGySemmTQHL37e5+c6rbISIiSTapLwmkmJnY9iiBJOlPcY6IyBA39jjIjAzTP7gVqrqeUyEUMqaXFbTuqxeSpIO41EAys0nxeE7EQXc/HMfniYhIOpt8WnR7+zJoboKMrn89tUkgaWpbSTDFOSIi0m8ZWTD+xGDWWYDtz8G8S7q8ZWZZEa/uDH5lrC+v5pRpIxPdSpEuxauI9haCqWvj4WvA1+P0LBERSXfDJ0HxRDi0HRprYM9KGL+wy1vaJJDK1QNJEm4LinNERKS/Jp4Sk0Ba1m0CSXWQJN3EK4H0deIXWD0Wp+eIiMhAMek0eGV7sL316W4TSDPKCjEDd9hSUUNdYzO5kToBIgmgOEdERPqvl3WQlECSdBOXBJK73xCP54iIyBA1eTG88sdge+szsPgTXV6el53BpJJ8tu6vJeywaV8N88YNS0JDZShSnCMiInExcVF0e/dKaDwCWXmdXh6bQNq4TwkkSb20KaItIiJDWOxMbNuehnC421tmlkWHsa3XMDYRERFJd/klUDor2A43wq6Xurx8Ukk+GSEDYPehOmobmhLdQpEuJSWBZGb3mll+ZHtmMt4pIiIDSOksyI8UhjxyACrWdnvL7DHRr3JrNRObpJDiHBER6bHYYWzbn+vy0qyMEJNK8lv3N1fUJKpVIj2SrB5Ie4CsyPZaM6sys6fM7Odm9gEzO9nMcpPUFhERSTdmQR2kFi0FJrugmdgkjSjOERGRnmlTB6nrBBLAtNKC1u1N+5RAktRKSgLJ3T/u7ociuxOBK4C/AqOAzwLPAFVmtioZ7RERkTQ0+fTo9tZnur08dgjbur3qgSSpozhHRER6bNKp0e3tzwUzgnRh2qhoAkk9kCTV4jULW4+5+05gJ0FgBUCk2/fxwHHJbo+IiKSJybE9kJ4OAiqzTi+fNqqAjJDRHHa2H6jlSEMzedmaiU1SS3GOiIh0aeQMyCuBI5XBsn8DlHY++nnaqOiQ/U0qpC0plhZFtN291t2fcfdfpbotIiKSIqPnQ3akV1HVLji4tcvLc7MymDwyqAvgrultJX0pzhERkVZmvaqDNDV2CJt6IEmKxTWBZGZlZvY2M/tYZMz/hWY2KZ7vEBGRQSojs+30tj0YxjY7pg7SWg1jkwRTnCMiInERG+9se7bLS2OHsG3aV4N3M+RNJJHiMoTNzDKBnwLvp4OklJntAP4C3OruL8TjnSIiMghNPg02PhJsb38OFryry8tnji7i76/uAWC9EkiSIIpzREQkrtrUQVrW5aWjCnMoysmkqr6J6vom9lXXU1akeRkkNeLVA+lrwIcIxvz/BPgqcCPwPGDAGOAjwHNm9pC+1omISIcmxHyR6yagApg1OloXQIW0JYEU54iISPyMOwFCkck7K9ZCbWWnl5oZU0dpJjZJD/Eqov0eYBVwqru3/hNtZo3AyUAJcCFwDXARsNzMLnb37uctFBGRoWP8QrAQeBjKV0PdIcgt7vTy2CFs6/aqBpIkjOIcERGJn6w8GHs87Ix0Wt3xPMy6oNPLp5UW8PKOYLLPTftqOHXayGS0UuQo8eqBNAr4S2xQFcvda9z9Pnd/E3A6UA381czGxun9IiIyGOQUwuhjIzsOO1/s8vIppQVkZQQzte08eISqusYEN1CGKMU5IiISX7GFtLutgxTtcb25Qh/MJHXilUDaAkzpyYXu/ixwNpABfCVO7xcRkcFiYs+HsWVlhJhWGg2q1msmNkmMLSjOERGReJoUOxNb1/FO+0LaIqkSrwTSH4DLzOzUbq8E3H0r8Efg4ji9v1/MLMvMrjOzW81shZk1mJmb2fv78KwpkXs7W+5KxM8gIjJoTOx5QAUwM6YOkgppS4IM6DhHRETSUGy8s/NFaO68F/XU0pgEUoUSSJI68aqB9F3gHcA/zexzwM3u3tzNPTVAaZze318FwI8i23uBPcDEfj5zJfBAB8df7edzRUQGt9geSDueh3AYQp1/75g1ugjYDcDaPeqBJAkx0OMcERFJN0VjYPhkOLgVmo7AnpeDWpAdiE0gbauspbE5TFZGvPqCiPRcXP6pc/c64PXAOuDnwBYz+y4wu6PrzexY4N3Axni8Pw5qCYpejnP3McBv4/DMFe5+QwfLvXF4tojI4DV8MhSUBdv1h2Hfa11eHjsT24Z9SiBJ/A2COEdERNJRmzpInc+7kJ+dybjiXACaw862ytpEt0ykQ3FLW7r7HuA04MsEPXo+C7wTwMxWmtnfzewBM3sWeIngq9x34/X+/nD3Bnf/u7vvTnVbRESGPLN2vZC6HsY2M2YmNg1hk0QZyHGOiIikqTZ1kLoupD1VdZAkDcS135u7N7r7t4BxBF/e/gBsB+YDFwBvARYRfMG7yt1vj+f708w4M/uQmX0xsj4u1Q0SERkwelFIe3JJfutMbLsP1WkmNkkYxTkiIhJX7es+und6aeykIZvU41pSJF41kNqIdPX+fWTBzPKB8UA2sMfd9yfivWnmDZGllZktBd7n7tt6+hAz62wO6zl9b5qISJrrRSHtzMhMbGsjvY82lFdzwqQRiWydDHGKc0REJC7K5kF2ETRUQdVuOLgNRkzu8NLYmdg2q5C2pEhceiCZWV5X59291t3Xu/uqzoKq7p4xgNQC/wssBEZElrOBR4FzgEfMrKDTu0VEBMYugFBWsL1/PdR0/ff4jNiZ2Mr1VU7iS3GOiIgkRCgDJpwU3e/io1mbmdg0hE1SJF5D2Dab2XVmltPbG83seDN7kKCWQJ+Z2RYz814sd/TnfZ1x93J3/4q7L3f3g5HlceB84DlgBvD+XjxvYUcL0HVVWRGRgSwrF8YeH93f8XyXl88siymkrQSSxF/K4xwRERmkJp0a3e6iDtL0UTFD2CoU60hqxCuB9E/gh8BuM/uFmb2uqy9tZjbNzD5iZs8Ay4HjCXro9MdGYG0vll39fF+vuHsTcEtk96xkvltEZECKHcbWXSHtMhXSloRKhzhHREQGozZ1HzufiW3c8DyyM4M/3yuqGzh0RDUfJfniUgPJ3d9rZj8BvgV8MLI0m9kaYDdwAMgFRhJMeVsKGLAX+H/ATe5e3882nNef+5NkX2StIWwiIt2ZuAie/Xmw3U0dpJkawiYJlA5xjoiIDFLjTwILgYdh7yqor4KcoqMuywgZU0cWtNZ83FxRw4KJw5PcWBnq4lZE291fAM43s5nAtcB5wAKCmUli7QP+BNwH3OfuQyl12tI/cVNKWyEiMhDEfpHb+SI0N0FGx7+2powsICNkNIedHQeOUNvQRH52QuaJkCFKcY6IiCRE7jAYNRfKVwVJpN0rYcoZHV46tTSaQNq0r1oJJEm6uEfX7r4euB7azEoyEjgClLv77ni/MxXMrBgYCxyK/ZnM7BTgJXdvaHf9ucB/R3YTUn9JRGRQGTYOiifCoe3QWAt7X4VxCzq8NDszxJSR+WyMFJXcWF7D/AnFSWysDBVDJc4REZEkGn9ikECC4KNZJwkkzcQmqZbQz7PuXgusjyxpzcyuB+ZEdhdE1teYWcu/vU+6+y0xt1wG3ArcBlwdc/w7wDFmthTYETl2HHBuZPvL7v50XBsvIjJYTVwUJJAgGMbWSQIJgjpILQmk9eVVSiBJwg2kOEdERNLY+IXw0u3B9s7lnV42LbaQtmZikxRQ//6oC4Gz2x1bHFla3EL3bidILp0MvBHIIqiB8EfgZ+7+RP+bKiIyRExYBK/eF2zvWAanfLDTS2eOLuThyMc71UESERGRAWP8wuh2FwmkqaXRHkgb9ynWkeRLaALJzAoJkiknAMXAIeAl4H53T6t/4t39nF5evwRY0sHx3wC/iUujRESGuh7OTAIwoyymkPbetPoVI4PUQIpzREQkjZXNhcxcaKqDQ9uguhwKy466bHrMELYt+2sIh51QyJLZUhniEpZAMrO3A78EhhPMRNLCgR+Z2Yfc/d5EvV9ERAaBMfMhMw+ajsDBbVC1B4rGdHjprNHRGUs2lFclq4UyRCnOERGRuMnIgrHHRz+W7VwOsy886rLh+dmUFGRTWdNAXWOY3YfrGD88L8mNlaEslIiHmtkbgD8ARcDvgGsIhnNdQzDEqwj4g5m9PhHvFxGRQSIjKygs2WL7sk4vnVpaQMtHuG2VtdQ1Nie4cTJUKc4REZG4azOM7cVOL5sWM4xtk4axSZIlJIEEfAWoB05192vc/TZ3/0dkfTVBXaHGyHUiIiKd6+EwttysDCaPDIKqsKu4pCSU4hwREYmvHiaQprZJICnWkeRKVALpBOBud++wApi7v0BQVPrEjs6LiIi0mhCbQOq8BxK0q4OkYWySOIpzREQkvmJ7XO9aDu4dXhY7E9vmCiWQJLkSlUCqB3Z3c82uyHUiIiKdi+2BtHsFNHX+q2OmCmlLcijOERGR+BoxFfJGBNtHDsCBzR1eNm2UZmKT1ElUAukJ4IxurjkdeDxB7xcRkcGioBRKpgfbzQ2we2Wnl84crR5IkhSKc0REJL7MYFxML6SdHXZybVcDST2QJLkSlUD6PDDfzL5tZgWxJ8yswMy+CxwLXJ+g94uIyGAysWfD2GaWRWdiW1+ur3KSMAMqzjGzLDO7zsxuNbMVZtZgZm5m7+/Ds2aa2efN7D9mtj3yrL1m9qCZva6Te66OvK+z5cP9/ylFRAaBHtRBmjQyv3XSkF2HjmjSEEmqzAQ99/PAy8D/AB80s+XAXmA0QT2AYoKvcp83i535Fnf3axPUJhERGagmLoKVfwi2tz8HfLzDy6aPKsQsKBuwdX8t9U3N5GRmJK+dMlQMtDinAPhRZHsvsAeY2Mdn/S/wTmA18DegEpgNvAV4i5ld5+4/6eTeB4EVHRx/oY9tEREZXHqQQMrJzGBiST5b99fiDlv21zBnzLAkNVCGukQlkK6O2R4OnNvBNWdHllgOKIEkIiJtTTwlur19WZAhavuHOQB52RlMGJHH9sojNIedLRW1zB5TdNR1Iv10dcz2cNI/zqkFLgJWuPtuM7sB+Gofn/Uw8B13fyn2oJmdDfwL+J6Z3ePuHdWIesDdl/TxvSIig19sIe3dK6G5ETKyjrpsWmkBW/fXAsEwNiWQJFkSlUCamqDniojIUDRqDuQMg/rDUL0HDm2H4ZM6vHRmWRHbK48AQR0kJZAkAQZUnOPuDcDf4/SsJZ0cf8zMlgJvABYD98XjfSIiQ0phGRRPgkPboKkOytfA2OOOumxqaSGPrt0HaCY2Sa6EJJDcfWsinisiIkNUKCP4KrdpabC/4/kuEkiF/Oe1ckAzsUliKM7pVGNk3dTJ+QVm9ikgF9gJPOruO5LRMBGRAWP8iUECCYJhbB0kkDQTm6RKonogiYiIxNeEk6MJpO3Pw7Fv6/CyGWXRmdg2qJC2SFKY2WTgPILhcp3NPnddu/1mM7sF+JS71/XwPR0XBYE5PWqoiEi6G38irH4g2N75Ipx0zVGXxCaQNBObJFOiZmETERGJrwkxM7HteL7Ty2aOjp2JrSqRLRIRwMxygDuBHOAGdz/Q7pLNwCcIim0XAOOAdwBbgA8Bv01aY0VE0l2bQtrLO7xkWmn0Y9mmfdW4e6JbJQKoB5KIiAwUE06Kbu95GZrqITPnqMtieyBtrqihsTlMVoa+l8jAZmZbgMm9uOVOd393gprTyswygNuB04G7ge+3v8bdHwMeizlUC9xjZs8CK4F3mdl33H1ld+9z94UdHY/0TDqxo3MiIgPK2AVgIfAw7FsD9dWQU9jmktHDcijIzqCmoZnDdU1U1jQwsvDomEgk3hRRi4jIwJBfAiNnBNvNDcHsJB0ozMlkXHEuAI3N3jpLicgAtxFY24tlV6IbFEke3QG8Hfgj8G7vxWdwd98O/C2ye1b8WygiMgDlFAaTh0CQROog3jEzpsYOY1MhbUkSJZBERGTgmHBydLuLYWwzYoaxbdAwNhkE3P08d5/Ti+VziWyPmWUCfwCuAH4PXOnunRXP7sq+yLqgy6tERIaS8TEdKnd2XPqt/TA2kWSISwLJzD5pZou6v1JERKQfYoexbV/W6WWzYoaxaSY26S/FOW2ZWTZwL0HPo98B73H35j4+7pTIelM82iYiMiiMi0kg7eq4DtLUUhXSluSLVw+kHwEXtuyYWbOZfTlOzxYREQm0KaT9QqeXzRwdk0DSTGzSfz9iiMU5ZlZsZnPMbGy74znA/cAlwG+Aa9w93M2zzuzgmJnZF4DTgArg4bg1XkRkoGtTSLuTHkgxQ9g2KoEkSRKvItp1BDNvtLDIIiIiEj9l8yCrABpr4PAOOLwLho076rIZZdEhbOv2agib9NuAj3PM7HqiU90viKyvMbMzIttPuvstMbdcBtwK3AZcHXP8l8BFBEmfncBXzI76f8VSd18as/+4ma0Dno/cU0xQdPtYgoLaV7n74b7+bCIig87oYyAjB5rr4eA2qN4HhaPaXDJ9VMwQtgp9LJPkiFcCaTNwgZn9xN33Ro5pLkEREYmvjMygLsCWJ4L9Hc/DvEuOuix2JrZNFTU0NYfJ1Exs0neDIc65EDi73bHFkaXFLXRvamRdCnyli+uWxmx/H1gEnAuUAGFgG/Bz4IfuruFrIiKxMrJg7PGwIzJcf9dymHVBm0tieyBt21+rWWclKeL1T9ivCKZO3WVmLWPgb4h08e5q6UuxRRERGcpi6yB1Uki7OC+L0cOCDiMNTWG2HziSjJbJ4DXg4xx3P8fdrYvl6nbXL+nkeHfPMXe/od09/+PuZ7v7OHfPdff8SKHvjyt5JCLSiW6GseVnZzI2MutsU9jZVqlZZyXx4tIDyd1/YmblwMXAOOB1BF+WtsTj+SIiIq1iZ2Lb3vlMbDPLith7uB6A9Xur2hSbFOkNxTkiIpJ0PayDtPtQHRAU0o4d1iaSCPEawoa73wXcBWBmYeBWd/96vJ4vIiICtE0g7V4BTQ2QmX3UZTPKCnlyQwUQFNI+/5gktU8GJcU5IiKSVONjZmLbuRzcoV3NuWmlhTy1YT8Am/ZVA6OT2EAZihI1SPJrtB37LiIiEh+FZTB8crDdVAd7X+3wstiZ2DZoJjaJL8U5IiKSWCXTILc42D5SCQe2HHXJ9Jg6SJs0E5skQUISSO7+NXd/PBHPFhERYeKi6HYndZBmxszEtr5cM7FJ/CjOERGRhDPrdhjbNM3EJkmWlDLtZjbMzCaa2bBkvE9ERAa52GFsnSaQ2vZACocH2qRZMlAozhERkYRok0BaftTp2JnYNqoHkiRBwhJIZpZhZteb2QbgAEGhyQNmtiFyPG71l0REZIiJnYlt+7IOLxlRkE1pYVAbqa4xzA7NxCZxpDhHREQSrpseSOOK88jNCv6kr6xp4GBtQ7JaJkNUQhJIZpYN/Av4JjAF2A4si6ynRI7/O3KdiIhI74yeD5nB1LUc3ArV5R1eFjuMbd1eDWOT+FCcIyIiSTEuppD27pXQ3NTmdChkTBmpXkiSPInqgfRp4Bzgr8Bcd5/i7qe5+xRgNvAQcGbkOhERkd7JzIaxC6L7O17o8LLZY6IJpLVKIEn8KM4REZHEKxoNw8YH201HoGLtUZdMj62DtE91kCSxEpVAuhJ4FbjU3dfHnnD3jcBbgVXAVQl6v4iIDHYTY+sgdTyMLXYmtvVKIEn8KM4REZHkGHdCdLuDOkhtZmKrUA8kSaxEJZBmAH9393BHJyPH/w5MT9D7RURksGtTSLuTHkijY3sg6aucxI3iHBERSY7YBNKul446PU09kCSJEpVAagAKu7mmAGhM0PtFRGSwi00g7Vx+VF0AgJkxCaSN+6ppau7w732R3lKcIyIiydEmgaSZ2CS1EpVAehm43MxGdXTSzEqBy4GVCXq/iIgMdsPGwbAJwXZjDZSvPuqS4rwsxgwLim03NIXZWlmbzBbK4KU4R0REkiM2gbTnVWiqb3N6amk0gbR1f40+lklCJSqB9DNgFLDMzK41s2lmlmdmU83sGuC5yPmfJej9IiIyFEw4Kbq94/kOL1EdJEkAxTkiIpIc+SUwYmqwHW6EvavanC7KzaKsKAeAxmZnx4EjyW6hDCEJSSC5+x+BbwOTgV8D64FqYANwCzAV+F7kOhERkb6ZuCi63UkCqU0dpD2qDSD9pzhHRESSqhfD2DZVKNaRxElUDyTc/YvAYuC3wEvApsj6t8Dp7n59ot4tIiJDRJtC2h0nkGbFJJDWlasHksSH4hwREUma8SdGt3ceXUh7eptC2qqDJImTmciHu/uzwLOJfIeIiAxhY46DUFbQpXv/BqitDLp6x5g1JiaBtEcJJIkfxTkiIpIU42ISSN3MxLZRM7FJAiWsB5KIiEjCZeXC2OOj+zteOOqSmWXRoGpzRQ0NTSouKSIiIgPI2OMAC7b3rYGGtr2MNBObJIsSSCIiMrC1Gca27KjTBTmZTBiRB0BT2NlcocBKREREBpCcIhg1O9j2MOx5pc3p6aUawibJoQSSiIgMbBN7WQdJM7GJiIjIQBM7jG1n20La40fkkZ0Z/GlfUV3P4brGZLZMhhAlkEREZGCbEDsT2wsQbj7qEiWQREREZEDrYia2jJAxZWR+6756IUmiKIEkIiIDW/EEKBobbDdUQ/maoy6ZNTratVsJJBERERlwxnddSDt2JraN5SqkLYmhBJKIiAxsZjAxphfS9ueOuqRtDyQFVSIiIjLAjD4WQpFJ1PdvgCMH25yOLaS9qUKxjiSGEkgiIjLwtRnGdnQdpBllhYQik5ds3V9DXePRw9xERERE0lZWLpTNi+7vXtHm9DQV0pYkUAJJREQGvomnRLc76IGUm5XBpJKgNkDYYYO6douIiMhA08UwtjY9kJRAkgRJWALJzM42s7+YWbmZNZpZcwdLU6LeLyIiQ8jY4yAjO9iu3AQ1FUddEjuMbX256iBJ/yjOERGRpOtiJrZpMTWQNu+voTnsyWqVDCGZiXiomV0MPABkANuAtYCCKBERSYzMHBi7AHYsC/Z3PA+z39jmklmji/jn6r0ArN2jHkjSd4pzREQkJdrMxLaizanivCxKC3OoqK6noSnMzgNHmBQzM5tIPCQkgQTcADQCF7v7PxP0DhERkaiJi6IJpO3PHZ1AGhPTA0kzsUn/3IDiHBERSbayuZCZC011cGhb0OO6oLT19LRRBVRU1wOwsaJaCSSJu0QNYTsWuFtBlYiIJE2bmdiOLqQ9a3S0a/daJZCkfxTniIhI8mVkwZj50f12w9imqw6SJFiiEkjVQGWCni0iInK02JnYdr4IzY1tTk8rLSQzMhXbjgNHqKnXiCPpM8U5IiKSGuO6KKTdZiY2DdeX+EtUAukR4LQEPVtERORow8ZC8aRgu+kI7H21zenszBBTSqNf5tZrJjbpO8U5IiKSGm1mYmtfSFs9kCSxEpVA+jww3cy+ZGaWoHeIiIi0NfHk6Pb2ZUednh0zE9s6DWOTvlOcIyIiqRFbSHvncvDobGuxM7FtVA8kSYBEFdH+KrAK+BrwX2a2AjjYwXXu7tcmqA0iIjLUTDwFXr0v2N6+DE75UJvTM0cXwivB9ro9SiBJnynOERGR1Bg5E7KLoKEKasrh8C4oHg/AxBF5ZGUYjc1OeVU9VXWNFOVmpbjBMpgkKoF0dcz2lMjSEQcUWImISHxM6EUPJA1hk767OmZ7CopzREQkWUIhGLcAtjwR7O9a3ppAyswIMXlkARsiMc7mihqOmzA8Ne2UQSlRCaSpCXquiIhI58bMh8y8oAbSoW1QtQeKxrSenhmbQFIPJOk7xTkiIpI6bRJIL8HcN7eemlYaTSBt2qcEksRXQhJI7r41Ec8VERHpUkZWUFxy61PB/vZlMO8traenjMwnOyNEQ3OYPYfrOHSkkeI8de2W3lGcIyIiKRU7E9vO9oW0C4G9gGZik/hLVBFtERGR1GgzjO25NqcyM0JtZihZr0LaIiIiMtC0mYntpXaFtKNxzkbNxCZxlqghbACY2VjgPGA8kNPBJe7u/5vINoiIyBAz8ZTo9o7njzo9e0wRr0WGr63bW81JU0qS1TIZZBTniIhISgyfDHklcKQS6g7Cgc1QMg2A6W0SSOqBJPGVsASSmX0NuL7dO4ygoGTstgIrERGJn9geSLtegqZ6yIz+bT8rtg6SeiBJHynOERGRlDGDcSfAxkeC/Z3LWxNI00oLWy/bXFFDOOyEQpaKVsoglJAhbGZ2FfBl4AngcoIg6jbgSuBmIAzcBZybiPeLiMgQVjiqNYiiuQF2v9zmtBJI0l+Kc0REJOXGd1wHaURBNiMLsgGobwqz/UBtslsmg1iiaiB9BNgBXOju90eObXH3u9z9w8CbgHcAwxL0fhERGcomLIput6uDNGt09MucEkjSR4pzREQktcYvjG7vfLHNqZltYh0NY5P4SVQCaT7wN3dvijmW0bLh7v8A/gH8T4LeLyIiQ9nEmGFsO5a1PTUin9ys4NdfRXUD+6vrk9kyGRwU54iISGrFJpB2r4Dmxtbd2eptLQmSqARSFrA/Zv8IUNzumleB4xP0fhERGcpiC2lvX9ZmdpJQyJhZFhtY6cuc9JriHBERSa3CMiieFGw31UH56tZTM2MSSJpxVuIpUQmk3cDYmP1twHHtrhkPNCEiIhJvZfMgO9J9u2o3HNrR5nRsHaS1ew4ns2UyOCjOERGR1JvQ8TC2tvUe9aFM4idRCaSXCLp3t/gPcKaZvcfMCszsYuBtketERETiK5TRtmt3uzpIc8dGA6s1u/VlTnpNcY6IiKRebKyzIzaBFK2BtHFfNc1hRyQeEpVA+gtwjJlNjex/GzgELAEOA38mmLHkSwl6v4iIDHUTYwpp73i+zal5Y6O1jVfvVg8k6TXFOSIiknrjT4pux/RAGp6fzaiiHCCYiW1bpWZik/hISALJ3Ze4e767b47sbwdOBn4B/BP4NXCyuz+biPeLiIi0nYmtbSHtuTEJpLV7q2hqDierVTIIDLQ4x8yyzOw6M7vVzFaYWYOZuZm9vw/PmhK5t7Plri7ufZ+ZLTOzajM7ZGZLzexN/fvpRESGsLHHg0XmcNj3GtRFP4rF9kJau0e9rSU+MpP1okiQ9fFkvU9ERIa4CTFf5fa8DA21kJ0PwIiCbMYV57LrUB0NTWE2VdS0qRcg0ltpHucUAD+KbO8F9gAT+/nMlcADHRx/taOLzez7wGeAHcDNQDZwBfCQmX3C3X/Wz/aIiAw92fkweh7seQXwYDa2qWcBQR2kpzYE8z2s31vFhceOSV07ZdBIeALJzAqAWUChuz+R6PeJiIgAkF8CpbOhYi2Em4Ku3VPPbD09d+wwdh2qA2D1rsNKIEmfDJA4pxa4CFjh7rvN7Abgq/185gp3v6EnF5rZYoLk0UaCnlkHIse/B7wIfN/M/uLuW/rZJhGRoWf8wkgCCdjxQpsEUot15SqkLfGRqBpImNkEM7sPOAC8ADwac+4MM1ttZuck6v0iIiJMOjW6ve2ZNqfmjVMdJOm7gRTnuHuDu//d3XenqAkfjqy/2ZI8irRrC/BzIAe4JgXtEhEZ+MZ3NhNbdAjb+r0awibxkZAEkpmNBZ4DLiEoNPkMQTHJFs8BZcA7E/F+ERERACYvjm63TyDF1EFaowSS9ILiHADGmdmHzOyLkfVxXVx7bmT9cAfn/t7uGhER6Y1OCmnPKIv2QNq0r0b1HiUuEtUD6asEgdPr3f2twL9iT7p7I/AEcHqC3t8rZjbTzD5vZv8xs+2R4pJ7zexBM3tdH5+52Mz+ZmaVZlZrZi+b2afMWqqciYhIwk06Lbq9fRk0N7XutumBtOsw7priVnpsQMU5CfIG4JfANyPrlWb2qJlNir0oMsRvPFDdSQ+o9ZH1rJ681Mxe7GgB5vT5JxERGchGzYbsSG+jqt1weBcAxXlZjBmWC0BDc5gt+zUTm/RfohJIFwF/dvelXVyzDRiXoPf31v8STME7Gvgb8APgKeBi4D9m9snePMzMLgEeB84C7ifonp0N3AR0OjuJiIjE2fBJUBT5VdNQDXtfaT01cUQ+BdlBTn9/TQPlVfWpaKEMTAMtzomnWoK4aSEwIrKcTTCE7xzgkUjSqEVxZH2ok+e1HB8e74aKiAwJoQwYd0J0f8cLrZszNYxN4ixRCaTRRL8odaaRYFaQdPAwcKK7H+PuH3L3L0S+KJ5H0M7vRbqrd8vMhhHMLtIMnOPu17r7/wALCLq4X25mVyTkpxARkbbMYHJML6Rt0VnVQyFj7ti2vZBEeijpcY6ZbTEz78VyR7zeHcvdy939K+6+3N0PRpbHgfMJhu7NAN7fl0f38P0LO1qA1/rwThGRwWH8idHtNnWQYgpp71Uhbem/RCWQKul+ethZBNPIppy7L3H3lzo4/hiwlKD30OL25ztxOTAKuMvdW9O/7l4HfCmy+5F+NVhERHoudhjb1qfbnFIhbemjVMQ5G4G1vVh2xfHd3XL3JuCWyO5ZMadaehgV07HueiiJiEh3OqmDNLtNAkk9kKT/MhP03KeAt5jZGHc/Kngys5nAhUBCvo7FWWNk3dTlVVFdFYp8nKDr92Izy3F3jZcQEUm02ATStmfAPeiZBG17ICmBJD2X9DjH3c+L17MSaF9k3drzyt1rzGwnMN7MxnZQB2lmZL0uGQ0UERmUYmdi2/UShJshlNFmCJsSSBIPieqB9D0gF3jMzN4I5ENQSDGy/xAQJqg1lLbMbDLBMLZaguRPT8yOrI8KhCJf5zYTJO6m9bANKhYpItIfZfMgJ9LJoWYfVG5qPdVmJjYNYZOeGxRxTgKcGllvanf8P5H1hR3c88Z214iISG8Vj4eiSMWVhmrYtxaAmTE9kDZX1NDQpJnYpH8SkkBy9+eADwJTCKa3/Wzk1OHI/lTgWndflYj3x4OZ5QB3AjnADe5+oIe3qlikiEg6CYVg0inR/ZhhbLPHFBGKTL6+eX8NtQ097WwqQ9lgiHO6Y2bFZjanfQ1IMzvFzLI7uP5c4L8ju+17Xv0ysv5/ZjYi5p4pwMeAeuDWeLVdRGRIiu2FFBnGVpiTyfjheQA0hZ0t+2tS0TIZRBLVAwl3vxU4FvgJsIxg7P5y4P+A49z9zni+L57FJc0sA7idYPrdu4Hvx7OpkbWKRYqIJMukjgtp52ZlMH1U0L3bHV7bo+7d0jPJjnP6y8yuN7MlZrYEuDRy+JqWY2bWvvD1ZcAa4MZ2x78D7DSze8zspsjyCPAIwUe3L7t7m2Jjkf0fAtOBlyP3/Bx4ASgBPuvuW+L2w4qIDEVtEkgdz8SmYWzSX4mqgQSAu68n+jUq0TYCdb24vsPikpHk0R3A24E/Au929x4leyK6KxY5rN11IiKSaJNj5kHY1raQ9tyxw1hfHsxMsnrXYU6cNAKRnkhynNNfFwJntzu2mLaThNxC924nSC6dTDD8LAvYSxAz/czdn+joJnf/jJm9DHycoPdWmCDh9j13/0svfg4REelIBz2QIJiJbenaoESdZmKT/kpoAimZ4lFc0swygd8TJI9+D7zX3Zt7+Zi1wEkEs6+8GHsi8vypBAW529cHEBGRRBl3AmTkQHN9UAOpai8UjQaCmdj+vDL4pqBC2jJYufs5vbx+CbCkg+O/AX7TxzbcBtzWl3tFRKQb404gGOzisHc1NNRCdj6zYuogrVcPJOmnuCWQzOy9fbnP3X8Xrzb0R2Q8/x+BS4DfAde4e1+qjP0HuIrgS98f2p07i6DQ5uOagU1EJIkyc4Ivcy29j7Y9A8dcCrQrpK0EknRioMc5IiIyyOUOg1GzYd9r4M2weyVMPo1ZMUPY1iqBJP0Uzx5IS+hhXZ+ISHqUlAdWkYLZfwIuIviq9sHukkdmVgyMBQ61m5L2XoL6AFeY2U/d/YXI9bnANyLX/CLOP4KIiHRn8mkdJpDmxiSQXttdRXPYyWiprC0StYQBGueIiMgQMf6kIIEEQR2kyacxoyyaQNq6v5b6pmZyMjNS1EAZ6OI9hK2JYPaR1XF+bqL9kiB5VAHsBL5idtQfD0vdfWnM/mUEM4bcBlzdctDdD5vZBwgSSUvN7C6gEngLMDty/O6E/BQiItK52ELaMTOxjSrKYVRRDvuq6jnS2MyW/TWthbVF2hmocY6IiAwF40+EFZG5oiJ1kPKzM5lYksf2yiM0h51N+2rafDwT6Y14JpAeIxiidSlQBtwM/NHde1PYOlWmRtalwFe6uG5pTx7m7g+Y2dnA/wPeBuQCG4BPAz/pZVFuERGJh4mLiNYGeBXqDgfdvQmGsT1WFRSYXL3rsBJI0pGBHOeIiMhQMOGk6PaOmELaZUVsrzwCBDOxKYEkfRWK14Pc/XUEPWy+D8wg6J2z28x+ambHxes9ieDu57i7dbPc0O6eJZHjV3fyzKfc/SJ3H+Huee4+391v6kNRbhERiYfcYhh9bLDtYdixrPXUvHGqgyRdG8hxjoiIDBFl8yAzN9g+tA2qywGY2aaQtmZik76LWwIJwN03uPvngYnAO4DngI8AL5nZMjO71swK4vlOERGRHpscM4xt27Otm7Ff4jQTm3RGcY6IiKS1jCwYuyC6HxnGNntMtGf1OhXSln6IawKphbs3uft97n4hMB34FkHB6V8Du8zstC4fICIikght6iA907oZOxPb6l1KIEnXFOeIiEjaGr8wuh1JIM0si+mBVK4eSNJ3CUkgxXL3re7+ZeCDBAWqC4FRiX6viIjIUWITSDtfgKZ6AKaWFpCbFfxKLK+qp6K6PhWtkwFIcY6IiKSVCTEJpB0vADCjrJCWCWa37q+hrlFVVaRvEppAMrNxZvYlM9tEMGvJSOAOYHki3ysiItKhYWNhxJRgu6kOdq8EICNkzBmjOkjSO4pzREQk7bTpgbQcwmFyszKYVJIPQNhhg3ohSR/FPYFkZiEze4uZ/RnYAnwdqAKuA8a5+/vcfUe83ysiItIjbYaxPd26OVfD2KQHFOeIiEhaGz4ZCiIdYesPQcVaoF0h7XLVQZK+iVsCycymmtk3gO3AA8DrgNuAU939eHf/mbsfitf7RERE+iQ2gbQtpg7SOBXSls4pzhERkQHBDCaeEt2PxDqzRscW0lYPJOmbzDg+a0Nk/QLwVeAP7l4Tx+eLiIj03+TF0e1tz0I4DKFQm0LaGsImHVCcIyIiA8Ok0+C1vwTb256Dk/6LWbE9kDQTm/RRPBNIBjQSzELyFeArZtbdPe7uk+PYBhERka6NnAH5pVBbAXUHYd9rMHoec8YUYQbusHFfUGAyNysj1a2V9KE4R0REBoZJp0a3W3sgRRNI6oEkfRXPBBJAFjAhzs8UERGJH7MgsGr5Mrf1KRg9j4KcTKaMLGBzRQ3NYWfd3iqOmzA8pU2VtKM4R0RE0t+Y4yAzD5qOwMGtcHg300aVkREymsPO9gO1HGloJi9bH8qkd+JWA8ndQ31Z4vV+ERGRHptyZnR78+OtmxrGJp1RnCMiIgNGZjZMOCm6v/1ZcjIzmDwymInNNROb9JECGxERGXqmnhXd3vJEUAeJtoW0X9mpesgiIiIyQLUppP0sALPKosPY1qoOkvSBEkgiIjL0lM2NTnF75ADsfQWAY8cXt16ycrsSSCIiIjJAtZl1NkggzR4TTSCt3qWe1tJ7SiCJiMjQY9a2F1JkGNuCmJpHa3Yfpq6xOckNExEREYmDiScTzP8A7HkF6quZH/Oh7FX1tJY+UAJJRESGpg4SSMX5WUwbVQBAU9hZtUvBlYiIiAxAucUw+phg25th5wvMnxBNIK3adYjmsKeocf+fvfsOk7SsEjZ+n6oOk3MOTGJgyDCA5KAoIAZAMACiYN41665p1cWsn3ld14AoKCASREQBkTAgGYacw+Sc83Ss5/ujarp7mp6eztXh/l1XXW9+61Qz9Jw59bznUU9lAUmS1Dc1LCAtvA9qqwE4ePKwut2PLdrQtTFJkiR1lEZ9kMYO6cfoweUAbK2qZf4aG2mrdSwgSZL6puHTYOge+fWqLbD0UQAOaVhAWryh6+OSJEnqCE30QWr4GJsThqi1LCBJkvqmXfVBmjy8btfjjkCSJEk91R5H1q8veRhqa3aaMOSpJTbSVutYQJIk9V07FZDuAmDW+MGUl+T/ely6YTurNlcUIzJJkqT2GTYZhkzMr1dtgZVP20hb7WIBSZLUdzUsIC1+CKq3U5rN7JRcOQpJkiT1WA1HIS1+kANtpK12sIAkSeq7hoyHUXvl12srYfGDwM6NtB+3D5IkSeqpJjcoIC2630baahcLSJKkvq2pPkh7DKvbZQFJkiT1WA1HIC16AFKykbbazAKSJKlva7KR9rC6XU8ucXi3JEnqocbuB2WD8+ubl8OGRTbSVptZQJIk9W1TjwMiv770UajYxMRh/euGd2+prOGV1Q7vliRJPVAmC5MPr99e9ICNtNVmFpAkSX3bgBEw7oD8eqqFhfcRETuNQnps0frixCZJktReexxVv7545wKSjbTVGhaQJEnazWNs9kGSJEk91uQj6tcXPcDYIeWMGmQjbbWeBSRJkqadUL9eKCAdstMIpA1dG48kSVJHmXQYRDa/vuo5omIDB06ykbZazwKSJElTjoJMSX595VOwdQ0HTBpKFFojvbhyM1sra4oXnyRJUluVDYTxBxY2Eix+2EbaahMLSJIklQ+GiYfWby/4F4P7lbLXmPysJbmUn41NkiSpR2rYB2nR/TbSVptYQJIkCeyDJEmSeq89jqxfX/zgqxpp52ykrRawgCRJEuxcQJp3FwAH7zGsbtfji52JTZIk9VCTGxSQls5l7MDYqZH2vDVbixSYehILSJIkAUx6DZT0y6+vewU2LnEEkiRJ6h0Gj4Xh0/LrNRXE8ic5YOKQusNPLd1QnLjUo1hAkiQJoLTfztPczv8Xe40dzICy/KwlKzdVsnzj9iIFJ0mS1E4NH2NbeA8HTBpWt2kjbbWEBSRJknZo+BjbK3eQzcRO09w+tmhD18ckSZLUEaYeW78+b46NtNVqFpAkSdphz9fXr798G+RqOXjy8LpdPsYmSZJ6rOkn1q8vvJ8DxpbVbdpIWy1hAUmSpB3GHwSDxuXXt6+DJY/s3AfJEUiSJKmnGjoJRs7Mr9dWMnbD4zbSVqtYQJIkaYcImNlgFNJL/+CQBjOxPbl0AzW1ua6PS5IkqSPMeG3dasybYyNttYoFJEmSGpp5Sv36i7cydkg/xg/Nz85WUZ3j+RWbixSYJElSO02vLyAx786d+iDZSFu7YwFJkqSGZrwWMqX59ZVPwcalO41Csg+SJEnqsaYeA5GfYZblTzJ7dP3Iahtpa3csIEmS1FD5YJhydP32y//cqQ/SowvXd31MkiRJHaHfUJh0WGEjcXD1k3WHbKSt3bGAJElSY3vt/Bjb4VNH1G3e98paUjK5kiRJPVSD2diGrrjXRtpqMQtIkiQ11rAP0rw5HDC2H4PLSwBYsanC5EqSJPVc0xs20r6TAyYMrtu2kbaaYwFJkqTGRu0JI6bn16u3UrL4Po6YvvMoJKmniIjSiPhkRPwuIh6PiKqISBHxgTbc69LCtc29bm90zQW7Of8jHfdpJUm7NekwKBuUX9+wiONG1k8QYiNtNaek2AFIktQtzTwFHvxFfv2lWzl6xke47blVANz38hrOP3JKEYOTWmUg8JPC+kpgBTC5jff6C7BgF8fOB6YDN+/i+A3A403sf6SNsUiS2iJbClOPhRdvAeDIeArYC4AnlmwoXlzq9iwgSZLUlL1Ori8gvfgPjnnHf9Udun/eWnK5RCYTRQpOapVtwGnA4yml5RFxEfDfbblRSukv5ItIO4mIYcDngCrg0l1c/peU0q6OSZK60vTX1hWQZmx+mB0FpCeXbGBbVQ0DyiwV6NV8hE2SpKZMOQZKB+bX189nr5IVjBpUBsCGbdU8u9wh3uoZUkpVKaWbU0rLO/Ftzgf6A39OKa3pxPeRJHWEBo20yxffw6wx/QGork3MdcZZ7YIFJEmSmlJSDjMaNJl86VaOmjGqbvu+V/w3stTABwvLXzdzzsER8amI+EJEnB8Rk7oiMElSE0bvDYPH59crNnLmuPq85oF59npU0ywgSZK0KzNPrl9/6VaOmTGybvPel02uJICIOAo4AHgxpXRnM6d+Evgx8B3g98CCiPhlRPRrxXvNbeoFzGrPZ5CkPidip1FIJ5Y+U7d+v5OFaBcsIEmStCsNC0gL7+PYPer/nfvwgnVU1eSKEJTU7XyosLx4F8fnAx8H9ibf0HsC8A7yzbg/DPy2k+OTJDVlev1I6+mbHq5bf3LJRrZW1hQjInVzFpAkSdqVIeNh3AH59Vw1k9Y9wKTh+R4B26pqnalEXSYiFjSY9r4lr8u7KK6h5ItBu2yenVK6K6X0vymlF1NK21JKy1NK1wCvBdYD50TEQS15v5TSoU29gOc75hNJUh/SYARS6bKHOWhsKQA1ucQj9kFSEywgSZLUnJmn1K+/9A+OadAH6d6X7YOkLvMK8EIrXsu6KK53AwNoQ/PslNJi4KbC5vEdHZgkaTcGj4Ux++bXa6t4+6jFdYfsg6SmWECSJKk5ezUsIP2To2cMr9u8zz5I6iIppZNSSrNa8fpcF4W2o3n2r9p4/erCcmAHxCJJaq0Gj7Edk3m6bt0+SGqKBSRJkpoz8VAYUGievWUlxw+unwn9scXr2VZljwD1TRFxBHAQ+ebZc9p4myMKy3kdEpQkqXUaPMa2x4YHicivP7V0I1vsg6RGLCBJktScTBb2fH3d5vAld7DX2EEAVNcmHl5gjwD1PhExNCJmRcT4Zk7b0Tz717u513FN7IuI+CJwFLAGuKXNwUqS2m7K0ZDJ9z7Krn6GI8fUAlCbSzy8YF0xI1M3ZAFJkqTdafgY27N/5egGfZDusw+SeoCI+EJEXBoRlwJnFHZfuGNfRHyg0SVnAs8B39nF/YYA7yTfPPuy3bz93RHxQkRcHhHfi4hfAk8C3wa2AeellDa16YNJktqnfBBMfk3d5ttHvFK3bh8kNVZS7AAkSer2Zp4CJf2hZjuseoaTD9lQN93UffYIUM9wKnBCo31HF147/KYV9zuPfN+iq1rQPPsHwGuA1wEjgBywCPg58KOUko+vSVIxTX8tLLwXgCPSk8BeADxgjqNGHIEkSdLulA/aaRTSoVvuIFPoEfD0so1s2FZVpMCklkkpnZhSimZeFzQ6/9Km9jc4/ovC8XNa8N7/mVI6IaU0IaXUL6U0oNDo+2MWjySpG5jxurrV8SvvIhs5IN8HaXNFdbGiUjdkAUmSpJbY/211q+XP38ABE4cCkJJDvCVJUg824RAYnG95l9m+lrePWgRALmEfJO3EApIkSS0x82QoyzfPZu1LnDm+PqHyMTZJktRjZTIw6811m2f1f7Ru/YF5FpBUzwKSJEktUdof9n5j3ebrc/fWrd9rI21JktST7fOWutUDNv+LIP8Y2/1+SaYGLCBJktRS+59Vtzph6c2UleQbIb2yeisrNlYUKypJkqT2mXIM9B8BQL/tKzkkk5+N7ZllG9m43T5IyrOAJElSS814HZTnex9lNizkHeNW1R267xVHIUmSpB4qWwKz3lS3+e4hTwCFPkjzfYxNeRaQJElqqZJy2Ke+R8DZ/R6qW7/9+VVNXSFJktQz7PPWutXXpgeABDhZiOpZQJIkqTUazMa23/o76noE3Pn8Kiqqa4sVlSRJUvtMPwHKhwAwvHIZ+8ZCAO63gKQCC0iSJLXGtBPqegSUbl3OW4YvBmBbVS13vbi6mJFJkiS1XUk57HVK3eZpJQ8D8OzyTWzcZh8kWUCSJKl1sqWwb/0Q7wuG1k91e/NTy4sRkSRJUsdo8Bjb6WWPAJASPDjfUUiygCRJUus1mI3tgI1zyBQeY7v9uVVU1vgYmyRJ6qH2fD2U9Adgcu1iZsRSAB6YZyNtWUCSJKn1phwDg8YCULp9NW8dOg+AzZU13Pey39BJkqQeqmwAzHx93eapmfxjbM42K7CAJElS62WysO/pdZvvHVL/GNtNPsYmSZJ6sn3qc5zTSvIzzj6/YjOL120rVkTqJiwgSZLUFg0fY9t0FyXUAPDP51ZSXZsrVlSSJEnts9cpkC0DYL9YwORYCcDNT/slWV9nAUmSpLaY9BoYMhGAksr1vGXwiwBs2FbNA053K0mSeqp+Q2D6iXWbp2TyzbT//tSKIgWk7sICkiRJbZHJwH5n1m2+f9D9des3P22CJUmSerAGs7Gdls0/xvbE4g0sWe9jbH2ZBSQgImZGxOcj4o6IWBwRVRGxMiJuiIjXtvJeUyMiNfO6qrM+hySpix18bt3qvhvuYjQbALj1mRXU5lKRgpIkSWqnvU+DyAIwO/MSY8nPwnazo5D6NAtIed8AvguMBW4CfgjcC7wJuCMiPtGGez4BfK2J17UdEbAkqRsYux9MPhKATKrhggH3ALBmSxUPL3C6W0mS1EMNHAlTj6nbPDm74zE2+yD1ZSXFDqCbuAX4XkrpsYY7I+IE4J/A9yPimpRSa/5veTyldFEHxihJ6o4Ofz8sfgCA87K380NOI0eGW55ewZHTRxY5OEmSpDba560w/24A3pR9iD/UnszjizewdMN2Jg7rX+TgVAyOQAJSSpc2Lh4V9t8FzAHKgKO7Oi5JUg+wz1uh/wgAhlWv5MTM40B+ppKcj7FJkqSeatabgQDgNZnnmBSrALjZUUh9lgWk3asuLGtaed2EiPhwRHypsDywowOTJHUDpf3gkHfXbV5QdgcAKzdV8tjiDUUKSpIkqZ2GjIcZrwMgQ+KcbD7H8TG2vssCUjMiYgpwErANuLuVl78B+CXwrcLyiYi4MyL2aGUMc5t6AbNaGY8kqbMcdmHd6rE8xqRYDfgNnSRJ6uEOe1/d6juyd1FKDY8t2sCyDduLGJSKxQLSLkREOXAFUA5clFJa38JLt5Fvyn0oMLzwOgG4EzgRuD0iBnZ4wJKk4hkxvdE3dLcDcPPTK0jJx9gkSVIPtdepMHg8AKNjI2/I5Jtp3+SXZH1SrykgRcSCiEiteF3ezL2ywB+AY4A/AT9oaRwppVUppa+mlB5NKW0ovO4GTgYeBPYEPtCK+x3a1At4vqX3kCR1gcPeX7f6rpL8N3RLN2zncR9jkyRJPVW2BGa/p27zvMKXZBaQ+qZeU0ACXgFeaMVrWVM3KRSPLgfeDlwNvDt1wNfHKaUa4DeFzePbez9JUjez16kwZCIAI9nIKZmHAbj8gUXFjEqSJKl9Zr8HIl86OCb7DNNiOY/6GFuf1GsKSCmlk1JKs1rx+lzje0RECfBH4F3AlcC5hcJPR1ldWPoImyT1NtkSmP3eus13l9wGwI1PLmPd1qpiRSVJktQ+QyfBzFPqNnc007756RXFikhF0msKSO0VEWXAteRHHv0eOD+lVNvBb3NkYTmvg+8rSeoOZp8PkQXgyMxz7BlLqKrJcfUji4scmCRJUjs0aKb99uxdlFPlY2x9kAUk6hpmXw+cDlwCXJhSyu3mmqERMSsixjfaf0ShGNX4/NcBny5s7rL/kiSpBxsyAWadVre5o0/A5Q8spDZnM21JktRD7XkSDM1PKD48tnBq5iHmLlzP8o0+xtaXWEDK+yVwGrAGWAp8NSIuavQ6sdE1ZwLPAd9ptP97wNKIuCYiflx43Q7cTn5Gt6+klO7rzA8jSSqiBs20zy65m/5UsGT9dua8sKqIQUmSJLVDJguH1j+qf15JYcbZp3yMrS8pKXYA3cS0wnIU8NVmzpvTgnv9gXxx6XDgjUApsJJ8Q+7/TSn9q+1hSpK6vWknwIjpsG4eg9nOudk7uKT2NP7wwEJO2mdssaOTJElqm0POhznfgVwNr8m8wMxYwt+fGs77jp22+2vVKzgCCUgpnZhSit28Lmp0zaWF/Rc02n9JSunNKaWpKaVBKaXylNIeKaV3WjySpD4gk4Ej/71u8yMlN9KPSu56cTUL124tYmCSJEntMHgszHpT3ea52duZu3A9z6/YVMSg1JUsIEmS1NFmvweGTARgdGzk3dnbSCnfC0mSJKnHatBM+6zsv+hPBb/51/wiBqSuZAFJkqSOVlIOx32mbvPDJTfSnwqufmQJ26s6eoJPSZKkLjL1+Pyj+sCQ2Mabsw9ww+NLWbmposiBqStYQJIkqTMccj4MmQTA6NjEu7O3sXF7NTc+sazIgUmSJLVRJgOHXli3+e7sbVTX5rjsvgXFi0ldxgKSJEmd4VWjkP5Gfyr4/QMLSCkVMTBJkqR2OPg8yJYBcFBmHidmHueKBxexraqmyIGps1lAkiSpsxxyPgydDMCo2MR7sv/k6aWbeGzxhuLGJUmS1FYDR8KhF9Rt/mfJ1WzaXsk1jywpXkzqEhaQJEnqLCVlcNxn6zY/VPI3BlDhMG9JktSzHfcfUNIfgP0yCzkt8xCX3DOf2pyjrHszC0iSJHWmg8+DoXsAMDI2857srdz4xDJeWrm5yIFJkiS10eCxcORH6jY/U3INS9dt5tZnVhQxKHU2C0iSJHWmkjI4fudRSP3Tdr53y/NFDEqSJKmdjvkklA8FYEZmOWdl7+bif80rclDqTBaQJEnqbAefB8Pyo5BGxBbem72V255bxYPz1hY5MEmSpDbqPxyO+UTd5idL/swzi1Yxd+G6IgalzmQBSZKkzpYtheP/s27z30r+yljW8Z2bn3dGNkmS1HMd8REYOBqAibGWc7O3c/Hd84sclDqLBSRJkrrCQefAqL0AGBzb+VrpZTy+eAM3P22vAEmS1EOVD8o31C74aMkN/OvZBSxcu7WIQamzWECSJKkrZEvhzT+p2zw1+zAnZx7m/93yPNW1ueLFJUmS1B6HXQhDJgEwKjZxQeYWfvMvRyH1RhaQJEnqKlOPgdnvqdv8WullrFm7hj8+tKiIQUmSJLVDSTmc+IW6zQ+X/I2bH37WGWd7IQtIkiR1pTd8va5XwPhYx2dLruGnt73ElsqaIgcmSZLURgedQxo5E4AhsY0PxA381/VPk8vZ67E3sYAkSVJX6j8cTv1u3eZ7s7cyeduz/Ppup72VJEk9VLaEeN1/1W2+P3sz2xY+wrVzlxQxKHU0C0iSJHW1/c+CPV8PQCYS3yn9Db+7+0WWbdhe5MDUG0XEzIj4fETcERGLI6IqIlZGxA0R8do23vPoiLgpItZFxLaIeDIiPhUR2WaueW9EPBQRWyJiY0TMiYg3t/2TSZK6lX1Oh8lHAlAatfyk9P/44U2Ps3ZLZZEDU0exgCRJUleLgDf9kFQ6AIB9Mos4L3cjn7n6cWod6q2O9w3gu8BY4Cbgh8C9wJuAOyLiE625WUScDtwNHA9cD/wcKAN+DFy1i2t+AFwKjAcuBi4HDgBujIiPtfoTSZK6n0wGzvwFqXQgAHtmlvHh6sv5zs3PFzkwdRQLSJIkFcPwqcSJX6zb/FTJdayd/6SPsqkz3ALMTintl1L6cErpiymltwEnAdXA9yNifEtuFBFDyBeAaoETU0rvTyn9J3AwcD9wdkS8q9E1RwOfBV4BDkwpfTql9FHgUGAd8IOImNoRH1SSVGQjphOnfrtu830lt7D8sZt5YN7aIgaljmIBSZKkYjny32HcAQD0i2p+XfpDLr51Lk8u2VDcuNSrpJQuTSk91sT+u4A55EcPHd3C250NjAauSik90uBeFcCXC5v/1uiajxSW30oprW9wzQLyo5fKgQtb+P6SpO5u9nthr1PrNn9Q+iu+8+f7qaypLWJQ6ggWkCRJKpZsCZz567qh3tMyK/lh9n/59B/nstVZ2dQ1qgvLlv6Be11heUsTx+4GtgFHR0R5C6+5udE5kqSeLgLe+jNy/UcC+Vln37fx5/z6LkdZ93QWkCRJKqax+xJn/Lxu87XZJzhz42V8/cZnixiU+oKImEL+MbZt5Is/LbF3Yfli4wMppRpgPlACTC+8x0BgIrAlpbS8ifu9VFju1cKY5zb1Ama1MH5JUlcYNIbMW/+nbvP07H3Mm/N7FqzZWsSg1F4WkCRJKrb9zoRjP1O3+bGSG9j06LXc/FRT/96W2q8wQugK8o+PXdTw0bLdGFpYbtzF8R37h7XxfElSb7HPm8kdfF7d5kWZ3/Dl3/+DLY6y7rEsIEmS1B287sukPd9Qt/mD0l/ym+v+ztIN24sYlLqLiFgQEakVr8ubuVcW+ANwDPAn4AcdGWph2drpBFt0fkrp0KZegFP8SFI3lDn1u1QNmgzA0NjGlzZcxOcuv5ua2lyRI1NbWECSJKk7yGSJsy6mdtg0AAZGJT/KfY+P/eafrN1SWeTg1A28ArzQiteypm5SKB5dDrwduBp4d0qpNcWeHSOGhu7i+JBG5+3u/N2NUJIk9WT9hlD29l+TK5Qe9s0s5MKFn+fbNzxK6/76UXdgAUmSpO6i/3Cy5/6R2pIBAEzJrOKbm77Mx37zTzZVVO/mYvVmKaWTUkqzWvH6XON7REQJ8EfgXcCVwLmFvkWt8UJh+aqeRYX7TyPfkHteIe6twFJgUESMb+J+MwvLV/VUkiT1ElOOJnP6/9ZtHp55keMf+wyX/uulZi5Sd2QBSZKk7mTMPmTf9itS4Umg/TILuWjd5/nsJf9ge5XT36ptIqIMuJb8yKPfA+enlNryB+qOwvLUJo4dDwwA7kspNRw219w1b2x0jiSpNzrkPHInf7tu88TsE4z+58e59emlRQxKrWUBSZKk7mbftxJn/F/dcO+9M0v4wsr/4AuX/oPKGotIap1Cw+zrgdOBS4ALU0rNNp+IiKERMauJUUPXAmuAd0XEYQ3O7wd8s7D5i0bX/LKw/K+IGN7gmqnAR4FK4Het+lCSpB4nc/RHqTn2P+u235x9gA1Xf5wnF7d0HgcVmwUkSZK6o4PPJXPWxeQiC8CMzHI+s+STfP0Pt9h4Uq31S+A08oWfpcBXI+KiRq8TG11zJvAc8J2GO1NKm4APAllgTkT8JiL+H/A4cBT5AtOfGl1zH/AjYAbwZET8OCJ+DjwCjAD+I6W0oOM+riSpuyo56b/YfsgH6rbfkbmdx3/7CYtIPURJsQOQJEm7cMDZZLKl1F5zIdlUy5TMKv5twSf4yiXf5Qvnn8HQ/qXFjlA9w7TCchTw1WbOm9OSm6WU/hIRJwD/BZwF9ANeBj4D/E9TTblTSp+NiCeBjwEfAnLAo8D3U0p/a+HnkCT1dBH0f8v32bxtPYNfuA6A96S/cvPFq1h+5s855ZA9ixygmuMIJEmSurN9TyfzzsupiXyxaFKs4ctLP8r//uRbvLxqc5GDU0+QUjoxpRS7eV3U6JpLC/sv2MU9700pnZZSGp5S6p9SOiCl9OPm+iqllC5LKR2eUhqYUhqcUjrB4pEk9UGZDIPf8SvWT3593a43Zh5g6vWn84e/3+HsbN2YBSRJkrq5mHUa2XOvojpTDsDAqOS/Kn/MYz9/L7c/ubDI0UmSJLVStpTh7/0jGw+4oG7X3pklnP7Qefzmkl/a87GbsoAkSVIPEDNfT+mH7mDLoKl1+94etzPh2jdz2Y23UZvz2zpJktSDlJQx9Kyfsu2N/0MV+ZHWQ2Ib71/8Ra7/8SdYvmFrkQNUYxaQJEnqKcbtz6CP38PGGW+t27VPZhFnP3Iuv//BZ3hm0eoiBidJktR6A454L5n3/4MNpWMAyETiXVsvZ82Pj+OGv91AtZOHdBsWkCRJ6knKBzP03b9n68k/rPu2bmBUcuG239L/N8dxxR8uZnNFdZGDlCRJarmSyYcy9JP3sXT4a+r2HRCvcPoj7+HO753N48++UMTotIMFJEmSepoIBh79ATIfvJ21/afV7Z6eWc55r/wHT3zvZG67+x4fa5MkST1GDBrNxI/dzNKDPln3JRnAyVW3M+NPJ/C3X36RVRs2FTFCWUCSJKmHKpl4ECP/42HWHvs1tsbAuv3Hpkd53e1v5p5vncqtt/yVimobUUqSpB4gW8LEM79OfOwh5o96bd3uwbGdN6/4P9KPD+Qf//cZXp4/v4hB9l0WkCRJ6smypYx8/acY8NnHWTj17eQIIN8/4ITaBzj5gfN54dtHceu1v2bdJptRSpKk7q901HSmfewvrDnzKpaX7lG3f2ys55RVlzD50sO5+/vv4NGH7iYlR1x3FQtIkiT1AjFoDFMu+A3bLriN+cOP3unYQekFTn76P+GHe3PHD8/n/jv/TmV1TZEilSRJaplRB72R8V94lJcO+RLrMiPq9pdHNcdv/Qezb3oLL3z9UOb85gs89/SjFpM6WUmxA5AkSR1n0NTDGPTJm9m25GkW//3/MX353yklXywaEZt53ea/wl1/Zeldo3l5xImU7f16Zh3xRoYPG1rkyCVJkpqQLWXm6Z8nvelTzLv7SjIP/oKplfVNtWelV5i15Bdw7S945bo9WDb+DQzZ/xRmHnIcA/oPKGLgvY8FJEmSeqEBk/Zn7w//nsr1S3n2bz9mzPw/Myq3tu74RFYzcd01cP81VN5XymPlB7B53BEMmnEU0w48juHDRzRzd0mSpK4VJeVMf92F8NoLWP7M3ay97SfsveEuSqnv9TgjLWLGsktg2SVs/0cZT5bvw6Yxr2HQzGOZtM8RjBozvoifoOezgCRJUi9WPnwi+57/A8j9P5Y9eRtr7r+CaSv/yWDq+yGVRzWHVD0Kix6FRb+g9o7g5exU1gyaRc3ofRg0+UDGzZzNmHGTyWR9+l2SJBVRBOP3P4Hx+59A5ZZ1PHPPtaRnbmDPzQ/Sj+q60/pHFQdWPQFLnoAlF8OdsIJRLO+3J9tH7kPJmFkMnrg346buy7CRY4iIIn6onsECkiRJfUEmw4SDT2bCwSeTq6pg3txb2PjULYxaeQ+TaxfvdGo2Envm5rPnpvmw6WZ4BZgDW1J/lpdMYGP/yVQNnkwMnUS/UVMZPGYPho6exIgxE8lms0X5eJIkqe8pHzSC/U79EJz6Iaq2beLpe/5M1fO3Mm7DXCbkVrzq/HGsYVzFGlj6ACwFHsvv38AgVmfHsaV8DJUDxpOGTKBkyATKh49jwPBxDBk5gaGjxlJe3r9rP2A3YwFJkqQ+JlPWj+lHnQFHnQHAhuXzWfjw36lZ9BAj1z/BHjULycSrm1AOiu3MrH0FtrwCW4DlOx+vSRnWxBA2ZYaxtWQYVWXDqCkfRq58KPQbSqbfELL9h1AyYCil/YdQ1n8QZf0HUT5gMOX9B1HefwDl/QaSLTE9kSRJrVM2YAj7n3wBnHwBAOuXz2fhY7dRM+8ehm14msnVCymP6iavHcYWhtW+DNtehm3AmqbfY2sqZ3MMZmtmMJXZQVSVDKSmZBC1ZQPJlQyAsoFE2UCitD+ZsgFEWX+yZQPIlvYjU1ZOSUk52bJ+lJSVky0tJ1tSTra0lJLSMkpKysiUlFJSUkK2pJRstoRstoTIdJ/R32ZokiT1ccPGT2PYWz9Wt12xZT0Ln76PzQufgJXPMnTTi4yvWcQgtjd7n5LIMYoNjMptgCryry2tj6cqZXl07Fkc+e8Xt/5iSZIkYPj4aQwf/0HggwDU1lSz+OUnWfPyI1Qte4qyjQsYVrGYcTXL6B9VLbrnwKhkIJWQWwM5oOl6VIeqTcHmGMiwi5Z2/pvthgUkSZK0k36DhrP3kW+CI99UvzMlNq5ZxsoFz7J52fPUrFtMZtNS+m1fxuCqNQzPrWVog75K7VEWtYB9CCRJUsfJlpQyedahTJ516E77Uy7HmuULWbv8FbauXkzVusWwaSml21dTXrmWgdXrGZpbz5C0hZLIdX3ckcjQ9e/bFAtIkiRp9yIYOnoiQ0dPBN7Q5ClVFdvYsGY5m9etYNuGlVRtXkvN1nWkreugcjOZqo1kq7dSUr2F0lwFZbXbKM9tpyxV0o8KylMV/QpDy1NJeRd+OEmS1FdFJsOoidMYNXFas+elXI7NmzewZcNqtm5YQ9XWDVRt3Uj1tg3kKjeTKreSqrYRVVuI2kqipoJs7XYytZVkc1Vkc5WU5KrJpmqyqYaSVE2WGkpSDVlqKaGGTMpRQm1hO1fXUiBH93iMzQKSJEnqEGX9BjBm0gzGTJrR5nukXI6qqgpmd2BckiRJ7RWZDIOHjmDw0BEwZe8uec+Uy5HL5RhQW9Ml77c7FpAkSVK3EZkM5f0GFDsMSZKkootMhmwm020mGOke46AkSZIkSZLUbVlAkiRJkiRJUrMsIEmSJEmSJKlZFpAkSZIkSZLULAtIkiRJkiRJapYFJEmSJEmSJDXLApIkSZIkSZKaZQFJkiRJkiRJzbKAJEmSJEmSpGZZQJIkSZIkSVKzLCBJkiRJkiSpWRaQJEmSJEmS1CwLSJIkSZIkSWqWBSRJkiRJkiQ1ywKSJEmSJEmSmmUBSZIkSZIkSc2ygCRJkiRJkqRmRUqp2DGoDSJibf/+/Ufss88+xQ5FkqRu7bnnnmP79u3rUkojix2LOod5kSRJLdOevMgCUg8VEfOBIcCCDrztrMLy+Q68Z2/mz6t1/Hm1jj+v1vNn1jp96ec1FdiUUppW7EDUOcyLugV/Xq3nz6x1/Hm1jj+v1ulLP6+ptDEvsoCkOhExFyCldGixY+kJ/Hm1jj+v1vHn1Xr+zFrHn5fUPP8faR1/Xq3nz6x1/Hm1jj+v1vHn1TL2QJIkSZIkSVKzLCBJkiRJkiSpWRaQJEmSJEmS1CwLSJIkSZIkSWqWBSRJkiRJkiQ1y1nYJEmSJEmS1CxHIEmSJEmSJKlZFpAkSZIkSZLULAtIkiRJkiRJapYFJEmSJEmSJDXLApIkSZIkSZKaZQFJkiRJkiRJzbKAJEmSJEmSpGZZQNIuRUR5RHw0Ih6KiDURsSUinouI/4mIKcWOrzuKvPdGxJyIWBcR2yNifkRcHRF7FTu+7i4iLomIVHjtWex4upOImBkRn4+IOyJicURURcTKiLghIl5b7PiKKSImRcRvI2JZRFRGxIKI+ElEDC92bN1JRIyMiA9ExPUR8XLh99PGiLgnIt4fEeYEUjPMi9rG3KjtzIt2zbxo18yLWs7cqPUipVTsGNQNRUQJMAc4BngeuA2oBA4Hjgc2AkenlJ4tVozdTUT0A64B3gy8QP5nthmYABwHfCKl9LfiRdi9RcRbgL8CW4BBwMyU0svFjar7iIirgHcCzwL3AOuAvYG3Alngkyml/ylehMURETOA+4AxwA3kf1+9Bngt+f8Pj0kprS1ehN1HRHwE+AWwHLgTWASMBd4GDAWuA96eTAykVzEvahtzo7YzL2qeeVHTzItax9yo9SwgqUkR8XbgauB24OSUUq7Bsa8BXwV+l1J6X5FC7HYi4ufAvwPfAb7c8GdWOF6aUqouSnDdXESMBp4in5yPA07ARGknEXEB8ERK6bFG+08A/gkkYGpKaXkRwiuaiPgHcDL5f4T8rMH+HwGfBn6VUvpIseLrTiLidcBA4O+NfqePAx4CJgNnp5SuK1KIUrdlXtQ25kZtY160e+ZFTTMvah1zo9ZzSJZ2ZXph+ffGf9mTr2YDjO7CeLq1QrX/I8DDwH818TPDBKlZvy4sP1rUKLqxlNKljZOkwv67yCeYZcDRXR1XMUXEdPJJ0gLg540O/zewFTg/IgZ2cWjdUkrpjpTSjY1/P6WUVgC/LGye2OWBST2DeVErmRu1i3nRbpgXvZp5UeuZG7WeBSTtyjOF5RubePbzzYXlbV0YT3d3Dvn/ny4DhkTEuyPiixHxIZ9Zb17hG6QzgI84pLbNdiTgNUWNouu9rrC8tYm/+DcD9wIDgCO7OrAeqK/+GZJayryo9cyN2sC8qEP01b/TzIs6Vl/9c9SskmIHoG7r78CfyT//+VRE3AZUAYcCxwI/A/63eOF1O4cXlkOBV4CRDY6liPgF+aGktV0eWTdWaDr6U+DylNJfihxOj1T4GZ4EbAPuLnI4XW3vwvLFXRx/ifw3cXuRf+xETSj0dnlPYfOWYsYidWPmRa1nbtRK5kXtZ14EmBe1m7nRrjkCSU0qNAo7G7iI/C+jTwD/Qb4B293Alf6Fv5MxheXXgUeAA4DB5P8Ce4X88/9fKU5o3VPhG9zLyDeH/ESRw+mRIqIcuAIoBy5KKa0vckhdbWhhuXEXx3fsH9b5ofRo3wX2B25KKf2j2MFI3ZF5UZuYG7WCeVH7mReZF3Ugc6NdsIDUixWmbEyteF3e4Np+wJ/IJ0cfBcaT/6V0GjAFuDsiTi/G5+os7fl5kZ/tAfId/M9MKT2dUtqSUrqDfMKZAz4TEWVd/bk6Uzt/Zp8m3xTyg33lL/h2/rwa3ysL/IH8jEB/An7QVZ+jB4nC0tkidiEiPgF8lvwsLecXORypU5kXtZ65UeuYF7WOeVGXMy9qAXOj5vkIW+/2ClDRivOXNVj/AvB28lNg/qrB/psj4mzgcfJDbG+g92jPz2vHX/S3pJS2NzwppfRERMwHZgD7AE+0K8rupU0/s4iYCXyL/Iw1N3VGYN1Ue/6M1SkkSZeT/3/0auDdfXR60R3fpA3dxfEhjc5TAxHxUfK/x58FTkoprStySFJnMy9qPXOj1jEvah3zoo5lXtRO5ka7ZwGpF0spndSOy3c0hLyzifs+ERHrgCkRMbK3NPhr58/rBfLPFG/YxfEdSVT/drxHt9OOn9l+5IcXXxgRF+7inJciAvLfWv6lje/TrbTzzxhQ90z2leSTpCuB9/ThxyZeKCz32sXxmYXlrnoB9FkR8Sngx8DT5BOkVcWNSOp85kWtZ27UOuZFrWNe1OHMi9rB3KhlLCBpV8oLy1dNSRv554t3VLCruiyi7u124OPkn5XdSeHnteMX9oIujKk7WwBcsotjbwLGAdcAm/BnVqcwzP9q4HTg98CFTU2L3Ifs+IfcyRGRafiziIjB5IexbwceKEZw3VVEfJ78s/2PA29IKa0pbkRSj2Be1HrmRi23APOiVjMvehXzojYyN2o5C0jalX+R/wv/SxFxb0qpssGxi8j/2Xm4MCWk4GZgHnBKRLwhpfTPBse+Qn4o6V0ppRVFia6bSSk9DnygqWMRMYd8ovSllNLLXRhWt1ZItv9Mvt/GJcCH+niSRErplYi4lfw33B8lPwvSDl8DBgK/SiltLUZ83VFEfIV8Q9u5wMkOzZZazLyo9cyNWsi8qPXMi17NvKhtzI1aJ/rm46HanYiYSL46PYn8Nx23kK9YHwO8prB+Ukrp/mLF2N1ExLHArUAZcD2wkPwUtscDq4FjU0oOGd2NQqJ0AjDTRKleRPwOuABYA/wfTTdAnJNSmtOFYRVdRMwA7iM/288NwHPAEeRnRnoROLo3PU7SHhHxXuBSoJZ8UtlUD4QFKaVLuzAsqUcwL2obc6P2My9qmnlR08yLWsfcqPUcgaQmpZSWRsRs4PPkh85eSH7WvuXk/yf7Xkrp+eJF2P2klO6JiMOA/yb/S3oYsBL4NfCNlNKSIoannm9aYTkK+Goz583p/FC6j8K3bYeR/+boVPLfRC4H/gf4mt8i7WTHn6Es8KldnHMX+d/xkhowL2obcyN1IvOiJpgXtZq5USs5AkmSJEmSJEnNyhQ7AEmSJEmSJHVvFpAkSZIkSZLULAtIkiRJkiRJapYFJEmSJEmSJDXLApIkSZIkSZKaZQFJkiRJkiRJzbKAJEmSJEmSpGZZQJIkSZIkSVKzLCBJkiRJkiSpWRaQJEmSJEmS1CwLSJIkSZIkSWqWBSRJkiRJkiQ1ywKSJEmSJEmSmmUBSZJ6sIj4YkQ8HBGbImJ1RNwYEfsXOy5JkqRiMDeSOo8FJEnq2U4E/g84GngdUAPcFhEjihmUJElSkZyIuZHUKSKlVOwYJKnDRMRngB8C56WUrix2PF0tIgYBG4EzUko3FjseSZJUXOZG5kZSR3EEkqTeZnZh+WhRoyieweR/t68vdiCSJKlbMDcyN5I6hCOQJPUqEfEsMBkYmlLKFTuerhYRVwMzgcNSSrXFjkeSJBWXuZG5kdRRSoodgCR1lIgYCOwN3NdHE6QfAccCx5ogSZIkcyNzI6kj+QibpN7kYPK/1+Y23Bl5F0TEXRGxNiK2R8RjEfHepm4SEf0i4gsR8WxEVETEwoj4UkRkI2JzRDzZWR8gIgZFxFcL8W2OiLSL15hG1/0YOAd4XUppXmfFJ0mSepSDMTcyN5I6iCOQJPUmhxaWdc/4R0R/4C/AycCTwGVAP+BM4NKImJhS+naD8wcCtwFHkk+2fgqMBb4K7AMMAh7rjOALic9dwKxCrL8EyoG3A+OAamARsCaltKrBdT8F3gWcmFJ6vjNikyRJPZK5kbmR1GHsgSSp14iIS4H3AgeklJ4u7LseOAP4r0bJ0GjgeWAgMD6ltL6w/3LgPPJJ0TdT4ZdkRJxEPnkC+FRK6aedEP9twEnA/wO+0OC9JwMvAdlCrGsaXPNz4PzCZ3y2we22pJS2dHSMkiSp5zA3MjeSOpKPsEnqTWYD24HnACLizeSTh2saJkgAKaXVwN/If4s1u3D+keQTpBtSSt9IDSrsKaXbyX/DBZ0wi0lEvIF8gnQv8MVG770Y+Bf5UaMHN7r038nPLnI7sLzB6z86OkZJktTjmBuZG0kdxkfYJPUKEdGP/DDqRxo0SfxQYfm9XVy2trDMFpYfLSy/1cz5k4HH2x7pLr27sPzxLppcbiwsdyr8p5SiE2KRJEk9nLmRpI7mCCRJvcVB5IviDZtEngBsSinNbfoSxheWO749O5l8IvRIM+e/lFLavGNHRBwfEX+NiKWFBo4XNHVhRPx7RMwvNJ6cGxHHNTrlOCAH3LKL955UWL68i+OSJEkNmRtJ6lAWkCT1Fjs1iYyIwcAQYEFTJ0dElnwStQp4ofAt3RhgccMh0g3On0W+WWPjIdqDgKeBT5IfIt7Ue72TfMPJbwOHAPcBN0fEHoXjGWAKsCqltLWJ68cChwPznUVEkiS1kLmRpA5lAUlSbzG7sNyRxFSS/9Zq+C7Ov4D8t2a/KyRFNYXXrs7/XKP7A5BSuiml9KWU0rWF92vKZ4BLU0oXp5SeSyl9nPyz+P+24zaF5eBCwtTUe2eAX+3i/pIkSY2ZG0nqUBaQJPUWs8knRs8ApJSqgIeByRHx+oYnFmYN+Sn5b+C+Uzi/BngRmFI43vD8jwIXFjZb1SQyIsrIfwN4a6NDtwJHF947AU+Qn/XknEbXnw18ivysKB0+u4kkSeq1zI0kdSibaEvq8QqJyP7AEyml6gaH/gv4B/C3iLgaWEa+H8ApwELgDSmljQ3O/w7wB+DvEfEnYAVwLDCTfJKyN62fZWQU+UaUKxvtXwk0TN6+DvwZ+F1EnAosJj80+/Xkp6k9LaVU0cr3liRJfZC5kaTO4AgkSb3BAUAprx5CfTv56V/vA94GfIx8w8VvAAemlF5udP7lwCeApeS/7TqH/Kwih5PvAfB4Sml9G2Ns3DsgGu5LKf0FOJN8k8q3kf9mbTT5RG92Sml+G99XkiT1PeZGkjqcI5Ak9XiFmUSanLI1pXQX8LpW3OtnwM8a7ouI84ERFIZ0t9IaoJZ8k8mGxtDom7eU0g3ADW14D0mSpDrmRpI6gyOQJIn8zCMRMaaJ/a8HfkF+2PQvW3vfQr+BucAbGh16A/lv/yRJkrodcyNJjTkCSZLy9gUejoh/AK+QH/Z9MPnn/NcAp6eUtjS+KCIGAXsWNjPAHhFxMLAupbSosP9HwB8i4iHgXuAjwATakHRJkiR1EXMjSTuJfIN7SerbImJv8sOwjwBGkp92dj7wN+BHKaXGjR53XHcicGcThy5LKV3Q4Lx/Jz/l7HjgaeDTKaW7O+4TSJIkdRxzI0mNWUCSJEmSJElSs+yBJEmSJEmSpGZZQJIkSZIkSVKzLCBJkiRJkiSpWRaQJEmSJEmS1CwLSJIkSZIkSWqWBSRJkiRJkiQ1ywKSJEmSJEmSmmUBSZIkSZIkSc2ygCRJkiRJkqRmWUCSJEmSJElSsywgSZIkSZIkqVkWkCRJkiRJktQsC0iSJEmSJElqlgUkSZIkSZIkNcsCkiRJkiRJkpplAUlSrxQRZ0REKrxuLXY8HSEiTo+In0TEPRGxMCK2FV4vRcQlETG72DFKkqTuqTfmRk2JiEMjoqbBZ51a7Jik3iJSSsWOQZI6XERcD5xR2MwBU1JKS4oXUftFxPPA3g12bQAGASWF7Rzw+ZTSD7o4NEmS1M31xtyosYjIAg8ChzbYPS2ltKA4EUm9iyOQJPU6ETESeBOwDbiS/O+6dxc1qI7xJ+B9wF5AeUppOFAOHAL8nfzn/H5EHF+8ECVJUnfTi3Ojxj5Gvnj0YLEDkXojC0iSeqNzgVLgBuBXhX3vLV44HSOl9N8ppd+llF5KKVUV9uVSSo8DbwPmFU7t8Z9VkiR1qF6ZGzUUEZOAbwBLCktJHcwCkqTeaEdCdAXwL2ARMCsiXrOrCyLiosJz8pdGRCYiPhYRD0XEhsL+gwvn1T1PHxF7R8QVEbG80IvosYg4v8E9IyI+FBGPRMTmiFgXEVdFxB4d/YELBaUnCpsTOvr+kiSpR+sLudHPgMHAp4CtHXA/SY1YQJLUq0TEfuSHLq8Fbk35Rm9/LBxuyTdtAfyZfBIyG9hVo7jXAA+T/0avP9APOBj4fUR8NiKCfJL2K+DAwn2HA+8E/lUYSt5hIqIf+UfZAOZ35L0lSVLP1Rdyo4h4K/n+TreklK5r630kNc8CkqTeZkcidHVKqbqwfkVh+a6IKNvN9W8DTgX+HRhS6DM0lvrHw3b4NXAXMD2lNAwYBvyycOzrhddbgPPJN7oeDBwHrAD2AD7f2g/WlIgYEREnAn8DpgK1DeKQJEnq1blRRAwkX9yqBD7elntIahkLSJJ6jcLMGzsaQl65Y39K6SngKWAE+cSlOYOAT6SUfpFS2la4flVKaVOj81YBZ6aU5hfO2QR8FHgZGAB8GfhoSunylFJVyrsH+Fzh+rPb8TnfvWO4OPlvE+8ETirEdHpK6cm23luSJPUefSQ3+gb5AtR3U0ovt/EeklrAApKk3uRkYDywELi30bEd37Ttbqj2WuC3LXivH6SUahruSCnlgDsKm0uAy5u47vbCclrhG7O22A6sJJ+o5Qr71gKfAf7RxntKkqTep1fnRoU+TJ8AXgG+25prJbWeBSRJvcmOBOiPhef7G/oj+Wf23xgRo5u5xyONk59deGoX+1cVls8WkqbGVjZYH9aC93mVlNJ1KaVxKaWx5L/ROw54jnxSdmtEDG3LfSVJUq/Ta3OjiMiQf2wuC3w8pVTR0msltY0FJEm9QqFocnph88rGx1NKi8jPOlJCvrnjrqxu4Vsu38X+2uaOp5RqG2yWtvC9dimlVFkY/v1a4MHC8uvtva8kSerZ+kBu9FHgcODPKaWbW3GdpDaygCSpt3gn+dk+AJ5sMKVsatAv6PjC8eaGatc2c6zbKnwzuKNR5fuKGYskSeoWem1uVCiOfROoAL4cEYMavsjPArfDgML+8qIEK/UiFpAk9RYtmYZ2h0Mi4oBOi6R4lhaWgyJiTFEjkSRJxdabc6PhwBDyBbJngc2NXjc1OPeZwr5fdXGMUq9jAUlSjxcRewJHFzYPJp9U7Op1Y+G81iRVPcW0ButbihaFJEkqKnMjSZ3BApKk3mBHwvNESumJlNKGXb2AawrnnleY2rZHiIiS3RzvD3yssPnojml2JUlSn9Src6OU0oKUUuzqRb4n5A7TCvsvKFK4Uq9hAUlSjxYRAZxf2PxzCy65EagGxgGndFZcneC8iLg+It4cEcN37IyI8oh4A3AXsGPouU20JUnqo/pQbiSpi1lAktTTnQhMKaxft7uTC9+03VHY7ElDtQM4g3ySty4iNkXEGmArcCv5WUgqgY+llG4oWpSSJKnYTqRv5EaSupgFJEk93Y5E58WU0jMtvGZHMnV6RAzr+JA6xd+Bj5AfZv48UAMMBTYBDwHfBfZNKf28aBFKkqTuoK/kRpK6WKSUih2DJEmSJEmSujFHIEmSJEmSJKlZFpAkSZIkSZLULAtIkiRJkiRJapYFJEmSJEmSJDXLApIkSZIkSZKaZQFJkiRJkiRJzbKAJEmSJEmSpGZZQJIkSZIkSVKzLCBJkiRJkiSpWRaQJEmSJEmS1KySYgegtomI+cAQYEGRQ5EkqbubCmxKKU0rdiDqHOZFkiS12FTamBdZQOq5hvTv33/EPvvsM6LYgUiS1J0999xzbN++vdhhqHOZF0mS1ALtyYssIDUQEUcDXwaOBPoBLwO/BX6WUqpt4T1mAm8DTgFmAmOB9cADwE9SSnd2ULgL9tlnnxFz587toNtJktQ7HXrooTz66KMLih2HOpV5kSRJLdCevMgeSAURcTpwN3A8cD3wc6AM+DFwVStu9Q3gu+QLRzcBPwTuBd4E3BERn+jAsCVJkiRJkjqdI5CAiBgCXAzUAiemlB4p7P8KcAdwdkS8K6XUkkLSLcD3UkqPNXqPE4B/At+PiGtSSss79ENIkiRJkiR1Ekcg5Z0NjAau2lE8AkgpVZB/pA3g31pyo5TSpY2LR4X9dwFzyI9qOrq9AUuSJEmSJHUVC0h5ryssb2ni2N3ANuDoiChv5/tUF5Y17byPJEmSJElSl/ERtry9C8sXGx9IKdUUpobdD5gOPNeWN4iIKcBJ5ItRd7fiul11g5zVljgkSZIkSZJaywJS3tDCcuMuju/YP6wtNy+MXLoCKAc+l1Ja35b7SJIkSZIkFUOvKSBFxAJgSisuuSKl9O6W3r6wTK0KCoiILPAH4BjgT8APWnN9SunQXdx3LjC7tfFIkiRJkiS1Vq8pIAGvABWtOH9Zg/UdI4yGNnUiMKTReS1SKB5dDrwduBp4d0qp1UWo9srlcqxbt47NmzdTWVlJEUJQB4gIysvLGTx4MCNGjCCTsYWZJEmtZV7UO5gXSVLX6zUFpJTSSe24/AXgMGAvYKeeQxFRAkwj3/h6XktvWLjuSvLFoyuB96SUatsRY5vkcjkWL17Mtm3buvqt1cFSSlRUVFBRUcHWrVuZPHmyyZIkSa1gXtR7mBdJUtfrNQWkdroDOA84Ffhjo2PHAwOAu1NKlS25WUSUkR9xdDrwe+DClFKu48JtuXXr1rFt2zZKSkoYN24cAwcO9C/XHiqXy7F161ZWrFjBtm3bWLduHaNGjSp2WJIk9RjmRb2HeZEkdT3/xsy7FlgDvCsiDtuxMyL6Ad8sbP6i4QURMTQiZkXE+Eb7y4HryRePLqGIxSOAzZs3AzBu3DgGDx5sktSDZTIZBg8ezLhx44D6/7aSJKllzIt6D/MiSep6jkACUkqbIuKD5AtJcyLiKmAd8FZg78L+PzW67Ezgd8BlwAUN9v8SOI18QWop8NWIaHQpc1JKczr2UzStsjI/aGrgwIFd8XbqAjv+W+74bytJklrGvKj3MS+SpK5jAakgpfSXiDgB+C/gLKAf8DLwGeB/WtH8elphOQr4ajPnzWljqK2yI2y/Yes9dhQkbfopSVLrmBf1PuZFktR1LCA1kFK6l/zooZaceylwaRP7T+zQoKRGmhjRJkmS1CeZF0lS1/HrF0mSJEmSJDXLApIkSZIkSZKaZQFJkiRJkiRJzbIHkvqMxs/Il5WVMWTIECZPnszs2bM566yzOPnkk8lms6+69oILLuCyyy7baV8mk2HYsGEcdNBBvP/97+e8887r1PglqVhytbVs27qJim2bqdiyicrtW6iu2EJNxVZqKrdRW7WNXHUlqbqCXHUF1FaSaiqhtgZqq4jcjmU1kWohV0ukGiJXS6SGr1x+SWL7jNM44u2fLfZHl3ot8yJJarmUy7F922a2b91MxdbNVG3fRNX2rdRUbqemahu1VRXkqreTq64gVe/Ig6pItVX5fChXTdRWQ64mnxelWiJXk8+LUm2DnChHkIOUq1uPlKgp6c/s/7ix2D8GC0jqe/77v/8bgNraWjZs2MAzzzzDH/7wBy655BIOO+wwrrjiCvbaa68mrz399NM5+OCDAaiqqmLevHn89a9/5c477+TZZ5/lW9/6Vld9DElqk5TLsWnDWtYtn8eWtcuo3LCC6k0rYetqshXrKa3cQHnNJvrXbKJ/bisD01YGUsGgSAzqwjgfWLNnF76b1HeZF0nqa2pralizYiGbVi9l2/plVG1YSe2mlbB9HdnKDZRUbaRf9Ub6126mX24bA9jGoLSdAZEYUKSYNzKwSO+8MwtI6nMuuuiiV+1buXIlH//4x7nmmmt4/etfzyOPPMKYMWNedd4ZZ5zBBRdcsNO+uXPncthhh/GjH/2Ir3zlK/Tr16+TIpeklqmtqWHFopdYs/AZti9/nlj3Cv23LGJo1UpG1a5maFQwtKU3K9YER7naIr2x1LeYF0nqjbZu3sjyeU+zYfEzVK98gdKNCxmwfTnDq1cyOq1lbOQY25obFnnCxyAVN4ACC0gSMHbsWK666ipWr17NnDlz+Pa3v81PfvKTFl176KGHMmLECNatW8fmzZtNlCR1qcrK7Sx67hHWvfwwLH+C4RufZY/q+UyMaiY2dUEbE6BtqZzt0Y+K6EdV9Kcq04+aTDk12XJqs/3IZcrJZctI2fLCqxSyZZAtJTKlUFJGZEoK2yVEtpTIZCGbJZMpgUwJmUyWyGaIKGH8+Ont+bFIagfzIkk9ydpVS1ny9H1sXfAwA1Y/ybjtLzGONexyLHMbc6GKVMr26M/26EdV9KvPhTLl1GbKyWXLyWXKyGXLIFtGypQW8qFyyJZAppTI5nOeyJZCZMlkSyCTLeRIWSJKiEzkj2WykMkQkSFbWs7+bf0BdSALSFJBJpPhy1/+MnPmzOGPf/wjP/7xj1/VH6Apjz76KOvWrWPKlCmMHj26CyKV1JfVVFfz8pP3sv7pfzJo2b3MrHiamVG980m7+dW1LZWzJjuKzSUjqSgfSXW/UTBwDDFwJKWDRlA2ZBT9B4+k/5CRDBw8jIFDhjOgtKxow7YldT3zIknd1eqVi5n/4N/hlTuZvHEu41nNyFbeYx1DWJ8dydbSEVSWj6S2/2gYMJLswJGUDB5J+aCR9Bsygv6DhzNw0HAGDBlGv9Iy+gHDO+ND9RAWkKQGjj32WEpKSli1ahULFixg2rRpOx3/y1/+woIFC4D8s/4LFizgr3/9K5MmTeIPf/hDESKW1Bds27qZZ++6jnjmOmZueYRZsa3+4C7+PbeWYawsm8yWQVPIjZhJ+Zg9GTJuOqMmzmDI8NHskXEiVknNMy+S1B2kXI7n597J+rnXM2b1vexZO4/dladrUoZl2fGs6zeFiqEzyI6aQf/R0xg6fhqjJ85gxIBBjOiS6HsXC0h93NQv/L3YIbTYgu++qdPfo7y8nJEjR7Jy5UpWr179qkTphhtu4IYbbthpX//+/Tn33HM54IADOj0+SX1HZWUFz/zrBmqevJZ9N/6Lw2J7/kATBaPlMYblA/ehavSBDJw2m0n7HMnI0RNa/W2c1NeZF+3MvEhSMS2e9wIL5/yWPRb/lX3Ssl2eV5lKWVg6nfXDDyA78RBG730kE2bszx5l/dijC+PtCywgSY2klG9Q1tQw7d/97nd1zSJra2tZsmQJl112GRdddBE33HADjzzyCIMGdeU8RZJ6m7WrV/D8X3/ErMVXMZuN+Z2Nfh2tZgQLhx4O045j8qGnMn7yTMZ3faiS+gDzIkldqbKqkkf//hsGPXsVB1Q/yeQmzqlJGV4q24eNE45jxIGnMP2AY9irrLzLY+2LLCBJDVRUVLBu3TqA3T63n81mmTJlCl/96ld58cUXueKKK/jZz37GF7/4xa4IVVIvs2j+Cyz6+w84ZPUNHBOVrzq+JDOBpRPfxPhj3sXkvWYz2kfQJHUy8yJJXWX79grm3vgLpj77C45i5auOb6Ufzw1/LWX7vYUZr3kj+wzxAbRisIDUx3XF8Oee5J577qGmpoaxY8cyderUFl93xBFHcMUVV/DQQw91XnCSeqUFrzzPiuu/zGGbb2ePyO002mgVI1kw4Y2MPupcpu53FJMsGkmdyrxoZ+ZFkjrblm3bmHvDz9nzhV9zLKt2OlabgmcHHEbt/u9g1mvP4bABg4sUpXawgCQV5HI5vvWtbwFw7rnntura9evX191Dklpi+/YKHvzjN3jNwouZGpU7FY4WZKey/pB/44CTL2SMQ7IlFYF5kaTOlMsl7rnxUvZ87JucwJqdjm1kEC9OO589T/13DhhrF6PuxAKSBKxatYqPfexjzJkzhz322IMvfelLLb52/fr1/O53vwPgxBNP7KQIJfUmD999C8Pv/BwnpoU7FY6eLz+QdMynmHXsmUx1tJGkIjEvktSZFi1exOIrP8bx2+/aaf8GBvPKnhey3xmf4fBBw4sUnZpjAUl9zkUXXQTkvxXbsGEDzzzzDPfccw9VVVW85jWv4YorrmDUqFFNXttwutodzSJvvPFG1q5dy+GHH85HPvKRLvoUknqipcuX8fKV/8EJm3ee6WlBdiq5N36fWYedXKTIJPVV5kWSukptLnHHn3/DIU99g2NiY93+9Qxhwd7vZ9/TP82hA4YWMULtjgUk9Tlf+9rXACgrK2Pw4MFMmTKF97znPZx11lmcfPLJZJr51r/xdLWDBw9m1qxZfP7zn+fjH/84/fr16/T4JfVMcx+Yw4Rb3scJrK3bt51yXpj1MQ486wtkSsuKGJ2kvsq8SFJXeHn+Qpb/8WO8oerunUZfPznqTez1np9xyJCRxQtOLWYBSX3Gjmlo2+LSSy/l0ksv7bhgJPUZKSX+ed3FHPvUlxnQYHa1Zwcfw4RzfsbBE2YUMTpJfZV5kaSuctecW9n3zg+wZ4NRR2tiBFtO/hEHHnVmESNTa1lAkiSpk1RU1XDbrz/Hm9dcUvdt22YGsPLEH7DvCedCRPM3kCRJ6qFSStz45z9w0pP/wcAGX6I9N/Yt7PmenzFqoH2OehoLSJIkdYJla9bx4q8v4M1V9Q0il2fHU37+tew5df8iRiZJktS5qmtzXPfbH3DWku9SGrUAbGIwm0/7X/Z5zRnFDU5tZgFJkqQO9syLL5GufBcn8nLdvlcGHsLkD19L2ZCmm9FKkiT1Bpu2V/H3X36Rczb+pm4E9ursGPpd8BcmTt6vuMGpXSwgSZLUgV5YsISSK89ibxbW7Xtp0tnMvPCXkC0tYmSSJEmda8m6LTz0y49wTtWNdfuWlU9n1IdvpGzEpCJGpo5gAUmSpA6yYOU6Nl32Tg4vFI9qCRYf/hVmnvYZ+x1JkqRebfmGrTz9v+fwttzddfuWDJnNxH/7M9Hffke9wa7n5ZQkSS22fMNWXvnVuzk8PV2/74QfMPVNn7V4pB4rIo6OiJsiYl1EbIuIJyPiUxGRbcU9SiPikxHxu4h4PCKqIiJFxAc6M3ZJUtfZVFHNnF98ilMbFI+WTjiZSR+/2eJRL+IIJEmS2mnt5gru+/mHOSt3b92+xbP/k8mv9d/H6rki4nTgOqAC+BOwDngL8GPgGODtLbzVQOAnhfWVwApgckfGKkkqnqqaHJf98vt8vPLqun3LZryTief9AjIt/r5BPYAjkCRJaodNFdXc8IsvcFZ1/bP+S2aez+S3/FcRo5LaJyKGABcDtcCJKaX3p5T+EzgYuB84OyLe1cLbbQNOAyaklMYBv+2EkCVJRZDLJf73D1fxofU/qtu3YsyxTDj3/ywe9UIWkCRJaqOK6lou+8X3eN+239XtWzbxFCad81MfW1NPdzYwGrgqpfTIjp0ppQrgy4XNf2vJjVJKVSmlm1NKyzs+TElSMf3yxrt594IvUh7VAKwbMJVx77sSsj7s1Bv5X1WSpDa67E9X8ZENP6qbonbViEOZcMHv/cZNvcHrCstbmjh2N/lRRUdHRHlKqbKrgoqIubs4NKurYpAk5V15z3McO/eTjMlsAGBbdjDD3/9n6De0uIGp0zgCSZKkNvjn4/M45cWvURq1AKwduCdjPvhnKO1X5MikDrF3Yfli4wMppRpgPvkvIqd3ZVCSpO7hn8+sYOg/PsmBmfkA1JCl/JzLiZEzihyZOpMjkCRJaqXlG7ez5i9f5A2ZlQBsywxkxAevh/7DihuY1HF2fH28cRfHd+wf1vmh1EspHdrU/sLIpNldGYsk9VWL123j+au/wsezD9bty536Pcr2PLF4QalLOAJJkqRWqM0lLr7sMs5p+GTPqd8jhu1RvKCkJkTEgohIrXhd3prbF5apM2KXJHVPuVzif6+8jn/nmrp92w9+H2VHfrCIUamrOAJJkqRW+M1tT3Dhmh/UfQWzYdLrGHb4u4sblNS0V4CKVpy/rMH6jhFGu2pkMaTReZKkPuB397zMOat+RDaT//5g87jXMPgt3y9yVOoqjkBSnxERRBOzIu3YP2XKFCoqms6zp06dSkRQU1PTonu2xF577UVEcPTRR7fpekldb+7C9Qz+19eZnFkNQEXJEIa98xfOuKZuKaV0UkppViten2tw+QuF5V6N7xsRJcA0oAaY1wUfRZ3AvEhSa720cjNL//m/HJzJ/+qviTIGn/0LZ1zrQywgSQWLFi3iJz/5SZe815133slLL71ERHD//ffz9NNPd8n7Smq7TRXVXH7F7zg3e3vdvtI3/wAGjytiVFKnuaOwPLWJY8cDA4D7unIGNnUt8yJJDVXX5vjGVbfz6cyf6nce91kYtWfxglKXs4AkAcOHD2fEiBF85zvfYc2aNZ3+fr/+9a8B+NznPrfTtqTuKaXEN659gP+s/Fndvm0zTiN70DuKGJXUqa4F1gDviojDduyMiH7ANwubv2h4QUQMjYhZETG+68JUZzAvktTYz+54mXeu+TmDYzsAVcNmUHL8p4sclbqaBSQJGDBgAF/5ylfYtGkTX/va1zr1vdauXcv111/PzJkz+eY3v8nYsWO5/PLLdzlMXFLx3fL0Cg57/gdMiHUAVJYNZ8CZ/+Oja+q1UkqbgA8CWWBORPwmIv4f8DhwFPkC058aXXYm8Bzwncb3i4gvRMSlEXEpcEZh94U79kXEBzrlg6hNzIskNfT44g08M+dq3pR9qG5f2ek/hZLyIkalYrCAJBV89KMfZcaMGfzqV7/ixRdf7LT3ueyyy6isrOSCCy6gpKSE8847j/Xr13PNNdfs/mJJXa6iupabbryad5bMqdtXfvqPYdDo4gUldYGU0l+AE4C7gbOAjwPVwGeAd6WUWjMD26nAewuvgwr7jm6w79iOiVodxbxIEsD2qlq+9KcH+FrJ7+r25Q46F6YdV8SoVCwWkKSC0tJSvvvd71JdXc0XvvCFTnuf3/zmN2QyGd7znvcAcOGFFwIO15a6q0v+NY8LKv5Qt1219+mw35lFjEjqOimle1NKp6WUhqeU+qeUDkgp/TilVNvEuZemlCKldEETx04sHNvV61XXqLjMiyQBfO+W53nrhsuZFPnHWWv7DSdz8jd3c5V6K9ul93UX7Wp23m7oos6fKfjss8/mqKOO4vrrr+eee+7h2GM79gvRu+++m+eee46TTz6ZSZMmAbD//vsze/Zs7rnnHp577jn22WefDn1PSW23alMFT8y5jo9mXgKgNkope+O3ihyVpE5jXrQT8yKpb3t22SYeeOBubiy9qW5f9pRvwcCRRYxKxeQIJKmRH/7whwB89rOfpXWj83fv4osvBuq/Xdvhggsu2Om4pO7h+7c8z0cbtHmJQ98LwyYXMSJJ6lrmRVLf9Z2bnuWbJb+lNPKDTtOUY+Dgc4sclYrJApLUyFFHHcXZZ5/NQw89xNVXX91h912/fj3XXnstw4YN44wzztjp2LnnnktZWRm///3vqax0RmSpO3hqyUY2PPFXDsrMA6A2W07m+P8oclSS1LXMi6S+6e4XV5OZdweHZfI90FKmlHjzT5xApI/zEba+rguGP/dE3/3ud7nhhhv44he/yJlndkyvk9///vdUVFRQUVFB//79mzxn7dq1XHfddZx7rpV9qZhSSnz9r0/xtey1dfuyh38Ahjg7udSrmRc1ybxI6ltqc4lv3/QcXyu5oW5fHPY+GL1XEaNSd2ABSWrCjBkz+Pd//3d++tOf8rOf/axD7rljGPY555zDgAEDXnV848aNXHvttVx88cUmSlKR/e3J5Yxaciv7li0EIFfSn8yxny5yVJJUHOZFUt/y50eXMGDlXI4ofx6AlCkhjv54kaNSd2ABSdqFr371q1x22WV861vfIpNp39Oe9913H8888wz77LMPV155ZZPn5HI5pk+fzpw5c3jxxRfZay8r/FIxVFTX8v9ueoZLSupHH2WO+DAMGl3EqCSpuMyLpL5he1UtP7z1Rb7ZcPTRge+0B6QAC0jSLo0YMYIvfelLfO5zn9vtuTuaPTbl//7v/+qmov3ABz6wy/MymQwXXnghF110ERdffDHf//73Wx2zpPa7+O55HLL5TvYqWwpAKhtIHPPJIkclScVlXiT1Db+9dz7DNr/I68sfAyARxDGfKm5Q6jaio2dTUNeIiLmzZ8+ePXfu3GbPe+655wCcAhWIQsO3xn/mI4KJEyeyZMmSV11TWVnJrFmzWLBgAQDV1dWUlJTsdO3uLFiwgH333ZeamhqWLl3KqFGjdnnu4sWLmTp1KiNHjmTJkiWUlZU1eZ7/XaXOsXJTBSd9/3b+Gp9hemZFfufx/wmv+3JxA1O7HHrooTz66KOPppQOLXYs6hzmRa1nXiSpsTVbKjnx+3P4Vu4nnJ69L79zn7fAOy8vbmDqUO3JixyBpD5jV8XS5oqo5eXlzJ8/v9X3bGzr1q0tOm/y5MnU1ta26FxJHe8Xc17hlNq7mV6WLx6l8iHEUR8tclSS1PHMiyQ19j+3v8SIqqW8uez++p3HfqZ4AanbsYAkSRKwdksl1z48j7+X/LluXxz9ceg/vIhRSZIkdb55q7dw5YOL+Fr2b2SjUAyefiJMnF3UuNS9tK8DniRJvcRl9y3g5Np7mJJZBUDqPxyO+EiRo5IkSep837vleYbn1nF29q76ncd9tngBqVuygCRJ6vO2VNZw6X0LOLfkjrp9cdTHoN+QIkYlSZLU+Z5csoF/PLOS95fcTHnU5HdOPAymHlfcwNTtWECSJPV5Vz64kLGVCzgs8yIAKVMCs99T5KgkSZI636/umscQtvDu7G31O4/7DLSgMb76FgtIkqQ+rbKmlt/8az7vyt5Zty/2Pg0GjSliVJIkSZ1v4dqt3Pz0ct6bvZVBUZHfOXoW7PXG4gambskCkiSpT7tu7lI2bt7M27L/qt956HuLF5AkSVIX+c2/5lOWKrmw5Jb6ncd+GjKWCvRq/qmQepiWTpErafdqc4lf3f0Kp2QeYXhsye8cugdMf11xA5MktYh5kdR2a7dUcs3cxZyWeZARO/KgYXvA/mcVNzB1WxaQerkoPLeay+WKHIk6yo5EKXwmWWq3m55azsK123hXtr55NrPP91s3qZcyL+p9zIuktvv9/QupqM5xZvae+p2HXgjZ0uIFpW7NDLmXKy8vB2Dr1q1FjkQdZcd/yx3/bSW1TUqJ/5vzClNiBUdnn83vjAwcfF5xA5PUacyLeh/zIqlttlfV8vv7FzCOtRyTeaawN+DAdxQ1LnVvFpB6ucGDBwOwYsUKNm/eTC6Xc6hvD5RSIpfLsXnzZlasWAHU/7eV1DZzXlzNc8s37dQ8m5knw9CJxQtKUqcyL+odzIuk9rt27mLWb6vmjOy9ZKLwe3Da8TB0UnEDU7dWUuwA1LlGjBjB1q1b2bZtG0uWLCl2OOogAwYMYMSIEcUOQ+rRfnHnK5RQw9nZu+t3zrZ5ttSbmRf1TuZFUuvU5hIX/2s+kHaeROSgc4oWk3oGC0i9XCaTYfLkyaxbt47NmzdTWVnpN209VERQXl7O4MGDGTFiBBl7tEht9siCdTy0YB2nZB5ldGzM7xw8Pj8CSVKvZV7Ue5gXSW13y9MrWLRuG/vFAvbKLM3vLB0A+7yluIGp27OA1AdkMhlGjRrFqFGjih2KJHULl9wzH4BzGj6+dvB5kPWvRam3My+S1JellJ+BFuCshqOP9nkLlA8qUlTqKSzVS5L6lJWbKrj12ZVMZDXHZ56sPzD7/OIFJUmS1AUemLeOJ5dspIQa3pq9v/7AQe8qXlDqMSwgSZL6lD89vJjaXOIdJXfVN42c/loYPrWocUmSJHW2HaOPjss8xaiGj/FPO6GIUamnsIAkSeozampz/PGhRWTI8fbsnPoDh9o8W5Ik9W4vrNjMnBdWA40eXzvg7ZDJFikq9SQWkCRJfcadL6xm+cYKjs88wYRYl985YBTs/abiBiZJktTJLr0v3wNyCFs5pWRu/QFnX1MLWUCSJPUZlz+wEIC3Ze+p33nwOVBSVqSIJEmSOt/mimpueHwZAG/MPkRpqs4fGHcAjN23iJGpJ7GAJEnqExat3cbdL62mlBpOzDxef+DAdxYtJkmSpK7w1yeWsa2qFoDz+t1bf8DRR2oFC0iSpD7hyocWkRIcmXmWIbE9v3PYHjB2/+IGJkmS1IlSSlz54CIAJsUqDqx9Nn8gsrD/2UWMTD2NBSRJUq9XWVPL1Y8sBuDkzCP1B2a9GSKKFJUkSVLne2rpRp5ZtgmAt5c0GH2050kweGyRolJPZAFJktTr3fL0CtZtrSLIcUrJo/UH9j6teEFJkiR1gT8+tKiwlji3/331B3yMX61kAUmS1Otd8UA+cTog5jOGwuxr/YfDHkcVMSpJkqTO1bB59ux4idFVS/MHyofALGehVetYQJIk9WovrNjMQwvyRaOdpqzd642QLSlSVJIkSZ2vYfPs8wc3yIP2PR1K+xcpKvVUFpAkSb3alQ8urFs/s//j9Qdm+fiaJEnqvRo2zwY4Kft4/cH9zuz6gNTjWUCSJPVaWytr+POj+aHaU2IFE6oW5A+U9IMZryteYJIkSZ2sYfPsvUpWMmR7fkIRSgfA1GOLGJl6KgtIkqRe669PLGNzZQ0A7xr8VP2BGa+DsoFFikqSJKnzNRx99G8T59UfmH4ilJR3fUDq8SwgSZJ6rSt29fias69JkqRebHNFNX99Ylnd9usaPr428w1dH5B6BQtIkqRe6dllm3h6aX7Y9riSzYzd9ET+QGRg7zcWMTJJkqTOdcPj9c2zDxxTwpCVD9Yf3NMCktrGApIkqVe6Zu7iuvVPTHqFSLn8xuQjYeCoIkUlSZLUuRo3z/7E9OVEbVV+Y8y+MGxykSJTT2cBSZLU61TV5Ljh8fph26dkH6k/6OxrkiSpF3tyyUaeXZ4fhV1ekuE4Hqs/6ONragcLSJKkXueO51eybmv+m7bpQ2DEyvvqD9r/SJIk9WJ/fKh+9NGbDxhP+fzb6w/OPLkIEam3sIAkSep1rnlkSd36J6ctJmoq8huj94GRM4oUlSRJUufaWlmzU/Ps9+1dARsLj/WXD4HJRxQpMvUGFpAkSb3Kqs0VzHlxdd32STG3/uCsNxUhIkmSpK5xy9Mr6ppn7zlmEPtuadA8e8ZrIVtapMjUG1hAkiT1Ktc/upTaXALgyKlDGbTwn/UHLSBJkqRe7M+P1Y/CPmv2JOLlBnmQj6+pnSwgSZJ6jZQS18ytT5w+MnUlbF+f3xg8ASYcUqTIJEmSOteyDdu575W1AETA2/YdDIvurz9hTxtoq30sIEmSeo3HFm/g5VVbABhQluWY2ofqD846LZ9NSZIk9ULXP7aUlB+EzbF7jmLsmvshV5PfMf5gGDy2aLGpd7CAJEnqNRo2z37TAeMpffmW+oM+viZJknqplBJ/fnTnx9d46db6E3x8TR3AApIkqVfYXlXL3xrMOvLuWQHrF+Q3SgfClGOLE5gkSVIne2LJRl5ZvRWAgWVZTt53DLxk/yN1LAtIkqRe4R/PrGBzZX6Y9rRRAzmw5sn6g3scCSVlRYpMkiSpczUcffTGA8YzYN2zsGVlfkf/ETBxdpEiU29iAUmS1CtcM3dx3frZh04iFtxTf3DacUWISJIkqfNV1eT4a4NR2K96fG3P10MmW4TI1NtYQGogIo6OiJsiYl1EbIuIJyPiUxHR4v/bImJyRPxfRDwYESsiojIilkXEvyLiwogo7czPIEl90ZL12+pmHckEvO2QCdCwgDTVApIkSeqd7nh+FRu2VQMwcVh/jpg2wsfX1CksIBVExOnA3cDxwPXAz4Ey4MfAVa241QzgPGAj8Bfgh8CNwBTgt8CtEVHSYYFLkrhuboNZR2aOZnxuJWwsjEgqG5SfeUSSJKkXavj42ttmTyRTsR6WPFzYE7DnScUJTL2OhQwgIoYAFwO1wIkppUcK+78C3AGcHRHvSim1pJB0HzA8pZRr9B6lwK3AicDbgKs77hNIUt+VyyWufbT+8bW3HzoJFtxef8IeR0HWv+4kSVLvs25rFXe+sKpu+8xDJsIrt8COf45OOhwGjChSdOptHIGUdzYwGrhqR/EIIKVUAXy5sPlvLblRSqmqcfGosL+a/IgkgJntilaSVOfB+etYvG47AEP6lfCGfcfCgn/Vn2D/I0mS1Evd+MQyqmvzw7Bn7zGM6aMH7dz/yMfX1IH8SjbvdYXlLU0cuxvYBhwdEeUppcq2vEGhj9Jphc0nmzu30XVzd3FoVlvikKTe5ppH6kcfnX7wRPqVZGB+gwLS1GOLEJUkSVLnu26nx9cmQS4HL99Wf8LMNxQhKvVWFpDy9i4sX2x8IKVUExHzgf2A6cBzLblhRIwCPgYE+dFNbwD2BK4E/tYBMUtSn7epopqbnl5et/3OwyfDunmwuTATSfkQGHdQkaKTJEnqPC+t3MyTSzYCUJbN8OYDx8OaF2BbfmIRBoyEcQcWMUL1NhaQ8oYWlht3cXzH/mGtuOco4L8bbCfgB8CXUtrR6nX3UkqHNrW/MDJpdivikaRe529PLKeiOv/U8D7jh7DfhCHw6PX1J9j/SJIk9VJ/fmxp3frr9x3DsAFl8Oz99SfscRRk7FqjjtNr/jRFxIKISK14Xd6a2xeWrSn8PJ9SCvJFuinAp4EPAXdHhF3MJKkDXN3g8bV3HDaJiIAF99SfYP8jSZLUC9XmEtc/Wl9Aetshk/Irix6oP2mPo7o4KvV2velr2VeAilacv6zB+o4RRkObOhEY0ui8Fksp1QKLgJ9GxErgj8DXyT/eJklqoxdXbubxxRuA/LDtMw6eCCnZ/0iSJPV697+ylhWb8v/8HTmwjBP2Hp0/sLDBCKQpFpDUsXpNASmldFI7Ln8BOAzYC9ipaXVElADTgBpgXjveA+DmwvLEdt5Hkvq8hs2z37DvWIYPLIM1L8GWFfmd5UN97l+SJPVKf36svnn2Ww+eQGk2AxuXwMZF+Z2lA8yD1OF6zSNs7XRHYXlqE8eOBwYA97V1BrYGJhaWNe28jyT1aVU1Of7cYNj22w8rDNte0GD00ZSjIZPt4sik3iUijo6ImyJiXURsi4gnI+JThdllW3qPmRHx+Yi4IyIWR0RVRKyMiBsi4rWdGb8k9Ubbqmr4x9Mr6rabfHxt0mGQLe3iyNTbWUDKuxZYA7wrIg7bsTMi+gHfLGz+ouEFETE0ImZFxPhG+4+IiAGN3yAiBgE/LWz+vSODl6S+5o7nV7F2axUA44f247iZhWHbDR9fs/+R1C4RcTpwN/kv064Hfg6UAT8GrmrFrb4BfBcYC9wE/BC4F3gTcEdEfKIDw5akXu+fz65ka1UtAHuOGcT+EwsdV+x/pE7Wax5ha4+U0qaI+CD5QtKciLgKWAe8Fdi7sP9PjS47E/gdcBlwQYP9XwROjIi7yPc+2gZMBt5Ifha3+4DvdNZnkaS+oOHja2cfOolsJvL9jxo20J5qAUlqq4gYAlwM1AInppQeKez/CvmR22dHxLtSSi0pJN0CfC+l9Fij9zgB+Cfw/Yi4JqW0vEM/hCT1Un9pMPvamYdMzE8iArCo0QxsUgdzBFJBSukvwAnkv2k7C/g4UA18BnhXSqmlM7BdTH6E0T7AewrXv558b6UPAyeklLZ0aPCS1Ies3FTBnS+sqts++9DCsO01L8LWwv5+w2Ds/l0fnNR7nA2MBq7aUTwCSClVAF8ubP5bS26UUrq0cfGosP8uYA75UU1HtzdgSeoL1myp5O6X1tRtv/WgCfmV7Rtg5TP59cjmH2GTOpgjkBpIKd0LnNbCcy8FLm1i/9/xETVJ6jR/fnQpuUJJ/8jpI5gycmB+Y0Gj2dcyfkcitcPrCstbmjh2N/kR1kdHRHk7e0RWF5b2h5SkFrjxiWXUFhKh10wdweQRhe4pSx4GCgnSuAOgfHBxAlSvZgFJktRjpJR2enztHYdNrj84v1EBSVJ77F1Yvtj4QEqpJiLmA/sB04Hn2vIGETEFOIl8MeruFl4zdxeHZrUlBknqaRo+vnbGIRPrDyy8r37dx9fUSSwgSZJ6jLkL1zNvzVYABpWX8Mb9C/MY2P9I6mhDC8uNuzi+Y/+wttw8IsqBK4By4HMppfVtuY8k9SWvrN7CE0vyv37LshnedECD+ZwaNtCeYgFJncMCkiSpx7i6weijtxw0gf5lhZnEVz8P2wr9APqPgDH7FiE6qXuJiAXAlFZcckVK6d0tvX1h2dIekfUXRmSBPwDHkJ+k5ActvTaldOgu7jkXmN3aWCSpJ7mhweij184azdABpfmNmkpY2mCA5uQjuzgy9RUWkCRJPcKWyhr+9mT9JE3vOGxS/cGdHl87xv5HUt4rQEUrzl/WYH3HCKOhTZ0IDGl0XosUikeXA28Hrgbe3YqJSiSpz0opcf3jO8++VmfZY1BbaEc3YjoMHtvF0amvsIAkSeoRbnpyOduqagGYOWYQB08eVn9wpwbaPr4mAaSUTmrH5S8AhwF7kZ9Jtk5ElADTyDe+ntfSGxauu5J88ehK4D0ppdp2xChJfcaji9azeN12AIb0K+HEvcfUH1x0f/36Hk5qqc7jV7SSpB7hTw0eX3vn4ZOJKDxBk8vZ/0jqeHcUlqc2cex4YABwX0tnYIuIMuBa8sWj3wPnWzySpJa7vsHja286cDz9SrP1Bxv2P9rDx9fUeSwgSZK6vaeXbmTuwnyP3ZJM7DzryOrnYPu6/PqAkTDayZikDnAtsAZ4V0QctmNnRPQDvlnY/EXDCyJiaETMiojxjfaXA9cDpwOXABemlHKdGbwk9SZVNbmdHuM/4+AGeVAu16iAZANtdR4fYZMkdXuX3regbv1NB45n1KDy+oMNp62dYv8jqSOklDZFxAfJF5LmRMRVwDrgrcDehf1/anTZmcDvgMuACxrs/yVwGvmC1FLgq3UjCOvNSSnN6dhPIUm9w10vrmbDtmoAJg7rz+FTR9QfXP08VGzIrw8cDSNndH2A6jMsIEmSurU1Wyr56+P1vX0vOHrqzicsfbR+ffIRXROU1AeklP4SEScA/wWcBfQDXgY+A/xPK5pfTyssRwFfbea8OW0MVZJ6tb80eHzt9IMnkMk0KMLv1P/oSHh1gV7qMBaQJEnd2h8fXERVbf5pl4MnD+OQPYbvfELDaWsnNjnDt6Q2SindS370UEvOvRS4tIn9J3ZoUJLUh2yqqOafz62s295p9jXw8TV1Kcf5S5K6reraHH94YGHd9oXHTN35hIqNsObF/HpkYfxBXRecJElSJ7vlqRVU1eS/SNtvwhBmjh288wmNRyBJncgCkiSp27rpqeWs2pyf5GnM4HLeuP/4nU9Y9hhQeIpm7L5QNqBrA5QkSepEDWdfe9Xoow2LYWNhltrSgTDOL9LUuSwgSZK6rYbNs9995BTKShr9teXja5IkqZdatmE7D8xfC0Am4K0HTdj5hMUP1q9POgyydqhR57KAJEnqlh5fvIHHFm0AoCyb4ZzX7PHqkxo20J542KuPS5Ik9VDXP7aUHdMVHLPnKMYM6bfzCQ1norX/kbqABSRJUrd06b3z69bffNB4Rg8u3/mElGDJI/XbjkCSJEm9REqJ6+Yuqds+a/akV5+0UwNt+x+p81lAkiR1O6s2VfD3p5bXbV949LRXn7RpGWxZkV8vHQij9+6i6CRJkjrXY4s3MG/NVgAGlZdwyn7jdj5h+3pY9Wx+PbIw6fAujlB9kQUkSVK3c8WDi6iuzY/ZPmzKcA6YNPTVJzXsfzThEMhkuyg6SZKkztVw9NFpB4yjf1mjPGfxQ9RNJDL+QCgf1HXBqc+ygCRJ6lYqa2q54sGFddsXHDO16RMbFpAm+fiaJEnqHSprarnxiWV127t/fM3+R+oaFpAkSd3K359czpotVQCMH9rv1UO2d3AGNkmS1Avd/twqNlXUADB5RH8Onzri1Scte6x+fZITiahrWECSJHUbKSV+d++Cuu13HzmF0mwTf1XlandOnCwgSZKkXqLh42tvO2QSmUzsfEJKsPzx+u3xB3dJXJIFJElSt/HoovU8tXQjAGUlGc55zR5Nn7jmRajakl8fNA6GTOyiCCVJkjrP6s2VzHlxdd3222Y3keNsWJRvog1QPhRGTO+i6NTXWUCSJHUbP7ntpbr1Mw6ewIiBZU2f2PjxtYimz5MkSepBbnh8KbW5fHPsw6cOZ8rIga8+aafRRweaB6nLWECSJHULd724mn+9tAaATMAHj2vm27Qlj9SvT5zdyZFJkiR1jeseXVq33mTzbIBlj9evTzi4U+ORGrKAJEkqutpc4js3PVe3/c7DJzNz7OBdX2ADbUmS1Ms8u2wTzy3fBEB5SYbTDhzf9In2P1KRWECSJBXddY8u4fkVmwEYUJbl06/fa9cnV2+Hlc/UbzsCSZIk9QLXPVrfPPuU/cYxpF/pq09KqdEIpEM6PzCpoKSjbxgRAbweeANwPLAHMArYDqwCHgfuAP6aUlq6i9tIkvqIbVU1/PDWF+q2P3T8dMYM6bfrC5Y/Cak2vz5qL+g3tJMjlNrH3EiStDvVtTlueLzB42uH7uLxtY2LYfu6/Hr5EBg+rQuik/I6rIAUEQOATwAfJp8Y7ejkVUE+OeoPTAdmAGcBP42IG4EfppTu66g4JEk9yyX/ms/KTZUAjB5c3nzvI4ClDfsf+fiaui9zI0lSS9394mrWbKkCYOyQco7dc1TTJzYcfTT+IMj4UJG6Tof8aYuIC4GXgG+T/zbta+S/ZRuWUhqQUpqUUhpJvmC1L/A+4DrgjcC/IuJPEbGLuZolSb3V6s2V/PKuV+q2P/uGvRhYvpvvNux/pB7A3EiS1BoNH18745CJZDO7mFltp/5HB3VuUFIjHTUC6RLgL8B3UkoP7+qklFICni+8Lo2IIcB7gS8AFwBf76B4JEk9wE9ue5GtVfnH0fYaO4i3HzZ59xdZQFLPYG4kSWqRjduque3ZVXXbZ+9q9jWw/5GKqqMKSIellB5t7UUppU3AzyLiYmBqB8UiSeoBXl61maseXly3/cXT9tn1t207bF0L6xfk17NlMHb/zgtQah9zI0lSi9z45DKqanMAHDhp6K5nok3JGdhUVB1SQGpLgtTo+gry37xJkvqI7978PLW5BMAxe47kxL1G7/6ihqOPxh0IJWWdFJ3UPuZGkqSWavj42lnNjT7auAS2rc2vlw2GEbvpGyl1MDtuSZK63P2vrOW25/JDtSPgi2/ch/xEVbvRsIA06bBOik6SJKlrPL9iE48t2gBAaTZ4y0ETdn1y4/5HNtBWF2v3n7iIGBYRb4qIo6NR9h8RAyPiq+19D0lS75HLJb5903N122ceMpH9Jw5t2cX2P1IPYG4kSWqpKx9cVLd+8n7jGDGwmdHVO/U/OrjTYpJ2pV0FpIjYD3gOuAG4B3g4IqY0OGUQ8N/teQ9JUu/y09tf4qmlGwEoL8nwHyfv3bILU7KApG7P3EiS1FLbqmq4/tGlddvnvWY3k2/a/0hF1t4RSN8B7geGAhOBecC9ETGzvYFJknqfvz6xjJ/e/lLd9oeOn86EYf1bdvH6+bB9XX693zCf+1d3ZW4kSWqRvz2xnM2VNQBMGzWQo2aM3PXJKTkCSUXX3ibaRwKvTSltBbYC74iIHwFzIuK1wMb2BihJ6h0eW7Se/7jmibrt42aO4pMnteLf1Esb9CSeeGi+eZLU/ZgbSZJa5IqH6h9fO+c1k5vvB7lpKWxbk18vGwwjZnRydNKrtbeAVA6khjtSSp8pPO9/F3BOO++vLrJk/TYqqmuLHYZ2qWv+odzc31nNRdDwL7vG5+04FA2ONHyfuuNRf0ZE/vz8Mn/ThtuZKKxHkGmw3LE/G0EmgszupoRXl1m6YTsf/P1cqmryU9TOGD2Q/z13NiXZVgyE9fE19QzmRpKk3Xpm2UaeWLwBgLJshrMPndz8BQ1HH40/0AbaKor2FpBeAA4Dnm24M6X06YjIkH/+Xz3A5697kntfXlvsMKQOt6OwlMkE2QhKMkE2m1/PZuq3SzIZSncsSzKUZYPSbIaSbH69vDRLv5Is5aUZ+pVk6VeaoV9pfjmgrIRB5SUMLM8v8+tZBvUrYUi/UvqVZov9YyiqrZU1fOCyR1izpRKAYQNKueS9hzO0f2nrbmQBST2DuZEkabcaNs8+df/dNM8G+x+pW2hvAel68t+k/b7xgZTSJyOiBPi3dr6HJLVZLkEupfxKkfQvzTJiYBnDBpQyYmAZwweUMXxAKSMGljN+aD/GDe3HhGH9GDe0P4PK2/truXupzSU+edXjPLd8EwAlmeCX7z6UqaMGtu5GuVpY/mT99sTZHRil1KHMjSRJzdpaWcMNjy+r2z73iN00zwb7H6lbaNe/VFJK3yHfLHJXxz8KfLQ976GuMWFof2aMbuU/6NQluqzs0cwbNRdDSmmX5+04lBocqduXGp5Xf0ZK+fPzyx3nNdzOn5vL1e/LpVR45Y/nUr5w0V1sr65l6YbtLN2wfbfnDi4vYXyhmDRt5ACmjx7EjNGDmD56IOOH9mv+2fhu6P/d8jy3PbeybvtbZ+7PkdObaRC5K2tfgZrCz2/weBg0poMilDqWuZEkaXf++sQythSaZ88YPZAjpo1o/oKUHIGkbqFTvuqOiFEppTWdcW91ju+//aBihyB1uJQStblUNwqpNpeoTYna2kRNbuft6lyOmtpEdW2Oqtqd16tqclTW5KiorqWyupaK6hyVNfllRXUtW6tq2VJZw9bKmlctN26vprq25cWszZU1bF65hRdXbuHuRscGlGWZNmogM0YPYu9xg9l/4lAOmDh090Oei+Sqhxbxq7vn1W1/8LhpvPPwFnzD1pQVDUYfjTugnZFJXc/cSJK0Q8PH1855zR67/4Jw0zLYujq/XjYIRu7ZidFJu9ZZz0qsioj7U0rHdNL9JWm3IoKSbHFH7KSU2FpVy/qtVazbWsX6bfnXuq3VrNlSyYqNFSzbsJ0VmypYvrGirsl0U7ZV1fLMsk08s2wT1E9mxsRh/Tlg4lAOmDSU/ScO5cCJQxlexKLSyk0VfONvz/K3J5fX7Ttp1hi+8MZ92n7TFU/Vr1tAUs9kbiRJ4qklG3lqaX5CzrKSDGcfOmn3FzUcfTTOBtoqns5stjE6IkYABwMZ4OWU0oJOfD9J6nYioq6x9uQRA5o9N6XEuq1VLN9YwdIN25m3eivzVm9h3pqtvLJ6Cxu2VTd53Y7H4255ZkXdvj3HDOKwKcM5bOoIDpsynCkjB3T64281tTkuvW8BP7ntpbph2QCzxg3mp+ccQrY9s+I1LCCN3b8dUUpFZW4kSX3clQ8trFt/0wHjGTagBV/62f9I3URnFpD2AJY3fI+ImAf8CviflFJVJ763JPU4EcHIQeWMHFTO/hOHvur4uq1VvLJ6Cy+v2sIzyzby1NJNPLd8U5Ojll5elT/vqocXAzBqUHmhoDScQ/YYzn4ThnTo7HAPL1jHV/7yNM+v2LzT/tMPnsBX37xv+5uDr3y6fn3cge27l1Q85kaS1IdtrqhuffNssP+Ruo3OLCCVAlXA7cBGYBJwOPA94IKIOC2ltKiZ6yVJDYwYWMaIgSM4fGp9o8Xq2hwvrtzM00vzw6GfWrKRZ5ZtoqZRE/E1Wyq55ZkVdaOUSrPBvhOGcsjkYRyyxzAOmTycySP6t2qUUkV1La+s3sJv71nAdY8u2enYnmMG8fXT9+PoGaPa8YkLNq+ELYVG3KUDYcS09t9TKg5zI0nqw254fBnbqmoBmFkYLb5bKTkCSd1GZxaQVgBHpJTq/lUREWOAzwOfBP4REYemlLZ1YgyS1KuVZjPsN2Eo+00YyjsPz+/bXlXLE0s28MiCdTyycD1zF65nc0XNTtdV1yaeWLyBJxZv4NL78vuGDShl4rD+jBvSj7FD+zF2cD/GDS1n7JB+DCovYf6arby8egsvr9zCy6u3sHjdNhpPdte/NMsnXz+T9x0zjbKSDno+f2XDx9f2g0zHjZySupi5kST1USmlnZpnn3tEC5pnA2xeDltX5ddtoK0i68wC0jUNEySAlNIq4LMRcT9wNfBx8t+6SZI6SP+yLEdOH8mR00cCUJtLvLhyM48sWMdjizbw2OINzF+z9VXXbdhWzYZt1fkm3W3wxv3H8eU378vEYf3bFf+r7NRA2/5H6tHMjSSpj3piyUaeXZ7PscpLMrztkBY0z4adRx+NO9Av0lRUnVVA2gJU7upgSunaiLgNeCcmSZLUqbKZYJ/xQ9hn/BDOPyq/b/3WKh5fsiFfUFq0nicWb2BTo1FKu5MJmDxiAHuPHcx5R07hhL1Gd0L0OAObegtzI0nqw658sL559psPnMDQAaUtu7Bh/yMfX1ORdVYB6WXgZPJDsnflYfLDtSVJXWz4wDJeu/cYXrv3GAByucSKTRWsLLxWbKxgxaZKVm2qYMWmCjZX1LDHiAHMGDOIPccMYuaYQUwbNbBDG3Hv0gobaKtXMDeSpD5q1eYK/tKW5tmw8wgkG2iryDqrgPQX4L8j4tsppS/t4pzJQNrFMUlSF8pkggnD+jOhox8/a6+qbbD2pfx6ZGDMvsWNR2q7v2BuJEl90mX3LaibNffgycOYvcewll/sCCR1Ix3U4fRVfgi8CHw+Iu6KiDMiou5fJRFxDvkh2k900vtLknqDVc9ByidcjJgBZQOKG4/UduZGktQHba2s4fIH6ptnf/j46S2f9XbT8p1norWBtoqsU0YgpZS2RsTxwB+B1wHHArmIWAUMBgYWTvUZf0nSrq14sn7d/kfqwcyNJKlv+tPDi9m4vRqAqSMHcPJ+41p+8cqGj/HvbwNtFV1njUAipbQ6pfR64BTgcmARMBYYADwOvC2ldGNnvb8kqRfYKXGygKSezdxIkvqW6tocl9wzv277/cdNJ5tp4egj2DkPGutMtCq+zuqBVCel9E/gnwARESkln+2XJLXMTjOw2UBbvYO5kST1DTc9tZylG7YDMHJgGW8/dFLrbrDy2fr1sfaBVPF12gikppggSZJaLJdrNAOb37yp9zE3kqTeKaXEr+6aV7f9nqOmtn722lUNCkhj9uugyKS269ICkiRJLbZ+PlRvza8PHA2DxhY3HkmSpBa69+W1PLt8EwD9SjOcf9SU1t2gthpWv1C/7QgkdQMWkCRJ3dNOj68dAC2dsUSSJKnIfnX3K3Xr7zhsMv+/vfuOs6suEz/+eWYmvVdCD4EQulQLICAIsnYUVlwb6Opadm2/dXVV7GXdXXVtq6uLgIsKCAuuCtiQrii9t5DQQnpvk8zM9/fHuZN7ZzIzmcnce88tn/frdV/ne8o955n7SiZPnvstU8eNHNoNlj8GXdnk20zaE0ZPKmN00s6xgCRJqk29C0iSJEl14IFFa7jpseUAtAT87fFzhn6T0uFruzh8TbXBApIkqTaVFpB2sYAkSZLqww9uLM599FeH7spe08YO/SalK7DNdPiaakPFV2HrS0S8FegAfpVSWpNHDJKkGmcPJDURcyNJagzPrNrIL+59btv+352wE72PoNcKbPZAUm3IpYAEXAgkYF1EfBf4ekppaU6xSJJqzYYVsG5R1m4bDdP2yzceqfIuxNxIkureD29eSGdXtsDmC+dM5bA9Ju/cjRzCphqU1xC2HwEXA08AHwEW5hSHJKkWLSnpfTTzIGjN6/sOqWrMjSSpzq3ZuJVL/vLUtv2/O3HfnbvRptWw5ums3TLCL9JUM3LJyFNK53S3I2IS8OI84pAk1agew9cOyS8OqUrMjSSp/l1825Ns3NIJwLxdJnDS/jN27kZLHyq2Z8yD1hFliE4avty/0i2M8/9l3nFIkmpIjwLSYfnFIeXA3EiS6s/qjVv4rxvmb9t/5wlziIidu9nSB4pth6+phlRkCFtEXB8R/kmXJO2cxSUrjziBthqAuZEkNbbv/OFx1m7uAGD2tLG85vDddv5mS0oKSK7AphpSqTmQXgTcFRFfi4gJFXqGJKkRbd0Myx8p7vvNmxqDuZEkNainV27koluf3Lb/0dMPYETrMP6r3WMFNofyq3ZUqoB0GHA98EHg0Yh4S4WeI0lqNMsehq7sGzym7AOj/L+2GoK5kSQ1qK/+5hG2dHYBcMRekzn9kFk7f7OUeq3AZg8k1Y6KFJBSSo+klE4D3gB0ABdGxE0R4UQWkqSB9Zj/yOFragzmRpLUmO5/dg1X3b1o2/7HX37gzs99BNnqa+1rs/boyTBh1+EFKJVRpXogAZBS+hkwD/h34PnAHRHxrYiYXMnnSpLq2JLS+Y/8v7Uai7mRJDWOlBJfurq4YtppB+3CMbOnDu+mvYevDacYJZVZRQtIACmljSmljwLPA24A3gc8EhHnVvrZkqQ6ZA8kNThzI0lqDDc8uoxb568AoLUl+KfTDxj+TXuswObwNdWWiheQuqWUHk4pvRR4EzAG+O+I+GNEHFmtGCRJNS6lXgUkJ45U4zI3kqT61dmV+JdrHt62f/Yxe7LfzPHDv7ErsKmGVbyAFBGzIuK1EfHliPgD8H1gPBDAC4DbIuIbETG60rFIkmrc6ieL4/7HTIGJu+cbj1QB9ZQbRcSxEXF1RKyMiI0RcW9EfDAiWodwjz0j4j8j4raIWBwR7RGxqDAH1LkRMaKSP4MkVcIVdz7Dw4vXATB2ZCsfeOnc8tzYFdhUw9oqcdOI+BDwQrIkaM/uw0ACHgJuBm4BFgD/BPwDcFJEvCyltLgSMUmS6sDi0vmPDnXcvxpGPeZGEfEa4ApgM3ApsBJ4FfB14DjgrEHeal+yXla3AVcV7jMN+Cvgh8BbI+LUlFJHOeOXpErZtKWTr/3m0W377zphDjMnlKHm39EOKx4r7s8sw5A4qYwqUkACvlrYbgJuIkuIbgFuTSmt7nXtzRHxN2QJxNeBN1YoJklSresxfM0JtNVQ6io3ioiJwA+ATuCklNLthePnAdcBZ0bE2SmlSwZxu1uBKSmlrl7PGAH8BjgJeB1wWfl+AkmqnB/esoDFazcDMH38KN754jnlufHyR6GrUEufMhtGTSjPfaUyqVQB6R/Jvkm7czDfJqWUfhIRLyFLHiRJzap0BbZdDs4vDqn86i03OhOYAfyou3hUiGtzRHwS+D3wHmCHBaSU0pZ+jm+NiKvICkhlGvshSZW1Yn07371+/rb9D506l3GjyvTf6tLhazPNg1R7KlJASil9bSfeNh+YXOZQJEn1ZGlxKVwnjlQjqcPc6OTC9to+zt0IbASOjYhRKaX2nXlAYR6llxd2792Ze0hStX3tt4+yvj37HmDOjHG84eg9d/COIXAFNtW4SvVA2hk/BlbkHYQkKSdbN8HKJ7J2tMCMefnGI+Uvz9yo+y/gasrMXgAAUFZJREFUo71PpJQ6ImIBcDAwh2wOpx2KiOnA35PN/TQDOBXYD/gJ8MtB3uOOfk45UYikirvpsWX8+Lantu1/9PQDaGst47pUpSuw2RNbNahmCkgppafJxtpLkprRsofJ5hMGps6BEWNyDUfKW8650aTCdk0/57uPTx7CPacDny7ZT8C/Ax9PKaUhRSdJVbZm41Y+8rNiZ8mXHrgLpx20S3kf4hA21biyFJAiYq9y3KdgdUppbRnvJ0mqBz2Grx2YXxxSGdRCbhQRC4G9h/CWH6eU3jzY2xe2gy78pJQezsKKVmB34Azgc8DxEfGKlNLKQdzjqD6DyXomHTnYWCRpqD7ziwe2TZw9ddxIvvy6Q4lyrha7cSWsW5S1W0dlX6ZJNaZcPZAWMoQEYgc+S5ZMSJKaydLSb90c96+6t5D8c6P5wOYhXL+opN3dw2hSXxcCE3tdN2gppU7gKeAbEbEE+CnZz/f3Q72XJFXDtfc/x5V3Pbtt/0tnHMKMCaPK+5AeedAB0Fozg4Wkbcr1p/JzlC9JuqFM95Ek1ZMlFpDUUHLPjVJKpwzjmY8ARwP7Az3mHYqINmAfoAN4YhjPALimsD1pmPeRpIpYtq6dj19ZXCX2jCN25/RDdi3/gxy+pjpQlgJSSukz5biPJKmJuQKbGkgD5EbXAW8CTifrIVTqBGAscOPOrsBWYvfCtmOY95Gksksp8fEr72Plhi0AzJo4ms+8ukLFnSXFIpUrsKlWlXHKeEmSdtKmVY77l2rL5cBy4OyIOLr7YESMBr5Q2P1u6RsiYlJEHBARu/Y6/oKIGNv7ARExHvhGYfdX5Qxeksrh8jue4bcPLtm2/29nHcakMSMq87DSIWyuwKYaVZUCUkRc3p04RMTcajxTklRHSnsfzdjfcf9qeLWeGxUm7X4n0ApcHxH/HRH/CtwNvIiswHRpr7edATwEfLnX8X8GFkXEzyPiWxHxlYj4CfA08FLg1j7eI0m5enb1Jj73i2JR5y0v3JsXz51RmYd1dfXqiW0BSbWpWhn6YqC7VPtIRGwA7iVLQrpf96WUhjLRoySpUTiBtppPzedGKaWrIuJE4BPA64HRwOPAh4FvppQGO8fTD4ANwDFkcx2NBVaRza10GfDDlJJD2CTVjK6uxEd+dg/r2rNfTbOnjeWfX35A5R64+knYsj5rj50O42dW7lnSMFSlgJRSKl1VY0/gcOB5he0/AvsCKSIeTSlZbpWkZuP8R2oy9ZIbpZRuAV4+yGsvBC7s4/ivcIiapDpy/s0LuHX+CgBaAr7614czdmQF/+vcY/jaQRBRuWdJw1D1MQIppWeBZylJJApduJ8HHFbteCRJNcAV2NTEzI0kqXZcc99zfOma4hdb7z5xX47ae0plH+oKbKoTNTGJdkppY0rpjyml/8ozjog4NiKujoiVEbExIu6NiA9GROsw73t+RKTCa79yxStJDSGlXkPYDswvFqlG1EpuJEnN5E9PrOADl9xN9wDdw/eczAdeWoVp6nqswGYBSbWrrD2QImIm8GJgFrCFbHLEB1NKT5XzOZUQEa8BrgA2k00KuRJ4FfB14DjgrJ2876uAtwPrgfFlCVaSGsm6xbB5ddYeNREm7ZFrOFI51XNuJEnN5OHFa3nnj25nS2cXAHOmj+OH5xzDqLZh9SUYnN5D2KQaVZYCUkS0Ad8C/pY+ejVFxDPAL4ELUkq3l+OZ5RQRE8kmeOwETuqOMSLOA64DzoyIs1NKlwzxvjMK972ULHE8sayBS1IjWPpAsT3zQMf9qyHUe24kSc3k2dWbeNsP/8y6zdmk2TMmjOKitz+fqeNGVv7hHe2wYn5hJ2BGBSfrloapXEPYPgv8Hdn4/W8CnyZbjvUvQJAVT94D3BYRv4iIvcr03HI5E5gBXFKaxBVWPvlkYfc9O3Hf7xe27xteeJLUwHpMoO3wNTWMes+NJKkprNqwhbeefxtL1rYDMH5UGxeeewx7Th1bnQCWPwapM2tP2RtGjqvOc6WdUK4hbG8BHgBemFLa0H0wIraSLdk6FTgdOJdsJY87I+IVKaXbyvT84Tq5sL22j3M3AhuBYyNiVEqpfTA3jIhzgNcCZ6SUVoTfqEtS33oUkBz3r4ZR77mRJDW8TVs6ecdFf2H+suzX9MjWFr7/lqM4eLdJ1Qti2cPF9gy/SFNtK1cPpBnAL0sTpFIppQ0ppStSSq8km09oPfCriNi1TM8frnmF7aO9T6SUOoAFZMW2OYO5WUTsDXwDuDildNVwAouIO/p6AfZtlNQYlvQawiY1hnrPjSSpoXV0dvEPP72TO59aDWQj6L/2hudx7H7TqxtIjy/S/C+ealu5CkgLgdmDuTCl9CeyuYBagU+V6fnD1V1iXtPP+e7jk3d0o4hoAS4iSwTfP+zIJKmRdXXCskeK+zOdOFINYyH1nRtJUsPavLWTD192D797aOm2Y5965UG88rDdqh+MPZBUR8o1hO2nwMcj4oWFJGhAKaUnI+Iy4BVlej4RsRDYewhv+XFK6c2DvX1hmwZx7YfIksBXpJRWDSGePqWUjuozoKwX0pHDvb8k5WrVQujYlLXH7wLjpuUajlRGuedGkqTtLV6zmb/7n9u555li34F3n7gv5x63Tz4B2QNJdaRcBaR/Bf4a+E1E/BPwg5S6ZwLr1wagnP0D5wObh3D9opJ292+P/ga7Tux1XZ8iYi7wRbIVVa4eQiyS1JxKl611+JoaSy3kRpKkEnc8uYp3X3wHy9YVp7V90wv24qOnzxvgXRW0dTOsWlDYCZi+fz5xSINUlgJSSmlzRLyUbDna7wCfiIifAnv0dX1EHAK8mazoUxYppVOG8fZHgKOB/YE7Sk8UluHdB+gAntjBfQ4GRgHnRsS5/VzzWGFC7TOGOz+SJNU9J9BWg6qF3EiSVHTZX57mk1fdz5bOLgBaW4JPvfIg3vqivcltwaMVj0HK4mHKbBgxJp84pEEqVw8kUkqLI+JFwEeAfyy8EkBE3EPW46edbNnao8jG+f+/cj1/mK4D3kS2GspPe507ARgL3DiIFdgWAuf3c+4VZD/7z4C1hWslqbnZA0kNrM5zI0lqCFs7u/jirx7iwlsXbjs2ZewIvvOmIzl235w7fS4tmf/IPEh1oGwFJICU0lbgSxHxNeB1ZMvSHg8cWnh1ewj4Qkqpd7EmL5cDXwHOjohvpZRuB4iI0cAXCtd8t/QNETEJ2BVYk1J6DiCldDfwt309ICKuJ0sQP55SerwCP4Mk1Z8lpQUkJ9BW46nj3EiS6t7KDVt434/v5I9PrNh27IBZE/jBW49mz6ljc4ysYFlJT+wZzn+k2lfWAlK3lNJm4CeFFxExFtgdGAksTimtGODtVZdSWhsR7yQrJF0fEZcAK4FXA/MKxy/t9bYzgAvIVlw7p3rRSlKD6GiHFSX1dCeOVAOrt9xIkupZZ1fi8jue5t9+/SjL1xcHkbz80Fn8+1nPY+zIivw3eOjsgaQ6U5a/ORExJqW0qb/zKaWNwGPDuUelpZSuiogTgU8ArwdGA48DHwa+mVIazApskqTBWv4YdM8pPGU2jByXazhSOTVCbiRJ9ei2J1bwuV8+yAOL1vY4/o+n7c/7XrJffvMd9cUeSKoz5Sq9LoiILwPfG8Q8QT1ExPOAzwG3A58vUzw7JaV0C1nX8sFceyFw4RDufdJOBSVJjWqpw9fU0BoiN5KkevH0yo18+ZqHuPq+xT2Oz5o4mi+ecQinHLhLTpH1Y+smWFlYgS1aXIFNdaGlTPf5DfA14LmI+G5EvCQi+p1CPiLmRMR7IuKPwJ3A84A/lCkWSVI9sICkxmZuJElVsL69g69c+zCnfPWGHsWj0SNa+MApc7nuH0+sveIRwPJHKayrAFP2gRGjcw1HGoyy9EBKKb01Ir4JfAl4V+HVGREPAc8Bq8iGhE0jm1NoOhDAErIhY18f6rdzkqQ6t7Sk27bj/tVgzI0kqbIeXryWS/78NFfe9SxrNm3tce61h+/GP51+ALtN7rdunz/nP1IdKtvsYYWVy06LiLnAO4BTgMPpucIIwDLgf4ErgCsKq5NIkppN6QpsuxycXxxShZgbSVJ5rW/v4Bf3LOKSvzzNPU+v3u788/aczKdfdRBH7jWl+sEN1bKSAtKMefnFIQ1B2aefTyk9BnwMeqwwMg3YBCztXvJektTENq+FNU9l7ZYRMHXffOORKsjcSJJ2XkdnF3c/vZqf3f4Mv7h3ERu3dG53zV5Tx/KhU+fymuftTktLDU2SPZAeBSR7IKk+VHT9wpIVRgZcZUSS1GSWPVJsT58LbSPzi0WqInMjSRpYSon5y9Zz82PLuWX+Cv40fwXr2ju2u25kawsvO2QWZx+zJy+aM61+CkfdegzldwU21YeKFpAkSerT0geKbSfQliSpabV3dDJ/6QYeWLSGP85fwc2PL2fpuv6ngJs7czxnP38vzjhid6aOq9MvoLZshFULs3a0wLS5uYYjDVZFC0gRMR44AzgCmASsAe4Crkwpra/ksyVJNcwJtNWkzI0kNauOzi6eXb2Jhxev49HF63h4yToeWbyOBcs30NmVBnzvrImjOWneDM46ek+O3GsyEXXW26i30hXYps5xBTbVjYoVkCLiLOB7wGSyVUW6JeA/IuLvUkqXV+r5kqQatsQeSGo+5kaSGlFnV2Ltpq2s2riFVRu3smxdO4tWb+K5NZtYtGYzz63exKLVm1m6bjM7qBNtM3F0Gy/adxrH7Ted4/abzpzp4+q/aFSqx/xHDl9T/ahIASkiTgV+CnQBPwKuBxYDs4CXAH8D/DQiVqeUfleJGCRJNay0B9IuFpDU+MyNJOWhqyuxtauLjs7E1s4utnYmOgr7Wzq7aN/aRXtHJ+0dXdlra9bevLWTTVs7Wd/ewcb2TjZs6WBDewcbtnSyob2DNZu2snpjVjRas2kraZCFof7sNXUs82ZN4PA9J3P8ftM5ZPdJtNbbnEZDYU9s1alK9UD6FNAOvDildGevcxdFxLeBGwvXmSRJUjNZvww2Ls/aI8bBpL3yjUeqDnOjOnLL48v53g3z8w6j6Q23KNHjXvR9s4GeUXqu9/u7z6XiBT2u630+pexMSoVjPfZTti2cSyltO96VivtdKdGZEl1d2bGuRGE/O97ZVXx1pURHVyrrZ1gOMyeMYu4u49l/lwkcMGsC82ZNZO7M8Ywb1WRT89oDSXWqUn9TjwAu7SNBAiCldHtEXAacWaHnS5Jq1dIHi+2ZB0BLS36xSNVjblRHlq7bzE2PLc87DKluTBzdxpRxI5k8diTTxo1kt8mj2XXSmG3b3SePYZeJoxnZ5r/5gAUk1a1KFZDaged2cM2iwnWSpGZit201J3MjSbkY0Rq0tbQwojUY0dpCW2F/ZFsLo7a9Whk1oqTd1sLYUa2MG9nGuFFtjB3ZyvhRbYwd1ca4ka1MHDOCKWNHMGXsSCaNGUFbq4WhQduyEVY9mbWjFaa7ApvqR6UKSDcBx+/gmuPIumpLkppJjx5IB+cXh1Rd5kZ15Nh9p/Ojtz8/7zAElHPe5KDvmw30jOh3p3i/7vd3n+6e7Hn744V3RXYsIgrb7F4RPdstUby2pSVoiaClcDzbL17T1tJCa0tkr4ht7ZagsSafbgTLH6HHCmxto3INRxqKShWQPgr8MSL+Bfh8SmlD94mIGAd8GjgEOLZCz5ck1Sp7IKk5mRvVkV0mjmaXiS6rLakClpYMX5vp8DXVl0oWkO4FPgK8KyLuBJYAuwBHApPIvmH7aK+KeEopvaNCMUmS8pZSrwKSK7CpaZgbSZJgWUkeNMMv0lRfKlVAOqekPRk4uY9rTiy8SiXAJEmSGtWaZ2DLuqw9ZiqMn5lvPFL1nFPSnoy5kSQ1J3sgqY5VqoC0T4XuK0mqZ72Hrzkvg5qHuZEkyR5IqmsVKSCllJ6sxH0lSXWuxwTaJk1qHuZGkiTa18Pqp7J2tMK0ffONRxoi11uUJFWPE2hLkqRmtfzRYnvavq7AprpjAUmSVD09eiA5gbYkSWoiy0rmP5rh/EeqPxaQJEnV0dUJyx4p7ps4SZKkZmJPbNU5C0iSpOpYuQA627P2hF1h7NR845EkSaomeyCpzllAkiRVhxNoS5KkZra0pIBkLqQ6VJYCUkS8PyKeX457SZIaVI9u285/pMZmbiRJ6qF9PawprMDW0gZTXYFN9adcPZD+Azi9eyciOiPivDLdW5LUCOyBpObyH5gbSZK6lc4DOXVfaBuZXyzSTipXAWkzULoGYRRekiRlnDhSzcXcSJJUtKw0D3L+I9WnchWQFgAvi4hdSo6lMt1bklTvOtphxePFfSeOVOMzN5IkFfWYQNsv0lSfylVA+i/gSGBRRHQWjn2m0F17oFdHmZ4vSaplyx+DVPjnYcpsGDku13CkKjA3kiQV9ZhA2y/SVJ/aynGTlNI3I2Ip8ApgN+AlwFPAwnLcX5JU50qHr/mtm5qAuZEkqQd7IKkBlKWABJBSugS4BCAiuoALUkqfK9f9JUl1zAm01YTMjSRJAGxeC2ueztotI2CaK7CpPpVrCFtvnwWur9C9JUn1pvRbt5kH5ReHlB9zI0lqVqV50PS50Doiv1ikYShbD6RSKaXPVuK+kqQ6ZQ8kNTlzI0lqYq5EqwZRkQJSbxExEZgErEkpra3GMyVJNWLLBli1MGtHa/bNm9TkzI0kqYk4F6QaRKWGsBERrRHxsYh4HFhFNmnkqoh4vHC8KsUrSVLOSrttT9sP2kblF4uUI3MjSWpSy+yBpMZQkUQlIkYC1wInAgl4GngO2BWYDXwROD0iTkspbalEDJKkGmG3bcncSJKambmQGkSleiB9GDgJ+BVwYEppdkrpRSml2cA84BfAiwvXSZIaWY+kyQm01bTMjSSpGW1cCeuXZO220TBldq7hSMNRqQLS3wD3A69NKT1WeiKlNB94HfAA8KYKPV+SVCucQFsCcyNJak495j+aBy2t+cUiDVOlCkj7AdeklLr6Olk4fg2wb4WeL0mqFfZAksDcSJKa0zIn0FbjqFQBaQswfgfXjAO2Vuj5kqRasHElrHsua7eOgqn75BuPlB9zI0lqRs5/pAZSqQLSvcCZETGjr5MRMR04E7inQs+XJNWC0hXY7Lat5mZuJEnNyAKSGkilCkjfBmYAf46Id0TEnIgYExH7RMS5wG2F89+u0PMlSbXA+Y+kbuZGktRsUrKApIbSVombppQui4jDgY8B3+/jkgD+NaV0WSWeL0mqESZNEmBuJElNaf1S2LQya48cD5P2zDceaZgqUkACSCl9PCL+D3gHcAQwCVgD3AX8MKX0x0o9W5JUI5xAW9rG3EiSmkyPCbQPgIj8YpHKoGIFJICU0p+AP1XyGZKkGpWSQ9ikXsyNJKmJ2BNbDaZScyBJkprd+iWwaVXWttu2JElqNhaQ1GAsIEmSKqN37yO7bUt1JyKOjYirI2JlRGyMiHsj4oMRMawlFSPi/IhIhdd+5YpXkmqKBSQ1GAtIkqTKMGmS6lpEvAa4ETgBuBL4DjAS+DpwyTDu+yrg7cD6MoQpSbUpJVj2cHF/hrmQ6p8FJElSZfTogeQE2lI9iYiJwA+ATuCklNI7UkofAQ4H/gicGRFn78R9ZxTueylwR/kilqQas/ZZaF+btUdPhgmzcg1HKgcLSJKkyrAHklTPzgRmAJeklG7vPphS2gx8srD7np247/cL2/cNLzxJqnG98yCH8qsBVHQVNklSk+rqgqUl3bbtgSTVm5ML22v7OHcjsBE4NiJGpZTaB3PDiDgHeC1wRkppRfifKUmNzC/S1IAsIEmSym/NU7B1Q9YeOw3Gzcg3HklDNa+wfbT3iZRSR0QsAA4G5gAP9b6mt4jYG/gGcHFK6aqdDSoi+hv2dsDO3lOSKqK0gOT8R2oQDmGTJJXfkgeK7ZkH2W1bqj+TCts1/ZzvPj55RzeKiBbgIrJJs98/7MgkqR4ssweSGk/FeiBFxInAR4DnA1Pou1iVUkr2gpKkRrP4/mJ7l0Pyi0OqIdXOjSJiIbD3EN7y45TSmwd7+8I2DeLaDwEnAq9IKa0aQjzbSSkd1WcwWc+kI4dzb0kqm64uWPZIcd8CkhpERYo3EfEK4CqgFXgKeAToqMSzJEk1aElpAeng/OKQakROudF8YPMQrl9U0u7uYTSprwuBib2u61NEzAW+CFyQUrp6CLFIUv1a/SRs3Zi1x82AcdPzjUcqk0r1/vkMsJXsm6bfVOgZkqRaVVpAmmUPJIkccqOU0inDePsjwNHA/kCPeYciog3Yh6wA9sQO7nMwMAo4NyLO7eeaxwoTap8xnPmRJKlmOIG2GlSlCkiHkC37avFIkppN+3pYuSBrR4sTR0qZesuNrgPeBJwO/LTXuROAscCNg1iBbSFwfj/nXgHMAn4GrC1cK0n1b+mDxbZ5kBpIpQpI64GVFbq3JKmWLX2IbdOiTJsLI0bnGo5UI+otN7oc+ApwdkR8K6V0O0BEjAa+ULjmu6VviIhJwK7AmpTScwAppbuBv+3rARFxPVkB6eMppccr8DNIUj6WPVxs2wNJDaRSq7D9HnhRhe4tSaplS+4rth2+JnWrq9wopbQWeCfZnE3XR8R/R8S/AneT/RyXA5f2etsZwEPAl6sYqiTVHoewqUFVqoD0UWDfiPhkhGs3S1JTWfJAse0E2lK3usuNCvMRnQjcCLwe+AeyeZw+DJydUhrMCmyS1Fw6O2D5o8X9GQfkF4tUZpUawvZp4AHgs8DbI+JuYHUf16WU0jsqFIMkKQ+LS1dgOzS/OKTaUpe5UUrpFuDlg7z2QuDCIdz7pJ0KSpJq2conoHNL1p6wG4yZnGs4UjlVqoB0Tkl7duHVlwTUTJIkSRqmlHr2QHIIm9TtnJL2bMyNJKkxLXP4mhpXpQpI+1TovpKkWrb6SdiyLmuPmQITds03Hql2mBtJUjNw/iM1sIoUkFJKT1bivpKkGtdj+NohUB9TvUgVZ24kSU3CApIaWKUm0ZYkNaMew9ec/0iSJDUZC0hqYJUawgZAROwKnALsDozq45KUUvp8JWOQJFXRkvuKbVdgk7ZjbiRJDayjHVY8XtyfPi+/WKQKqFgBKSI+C3ys1zOCbHLI0rZJkiQ1it5D2CRtY24kSQ1uxeOQOrP25L1h1Ph845HKrCJD2CLiTcB5wE3AmWQJ0UXA3wA/ALqAS4CTK/F8SVIO2tfDqgVZO1phxgH5xiPVEHMjSWoCDl9Tg6tUD6T3AM8Ap6eUOiKbRHVhSukS4JKIuBL4FfDTCj1fklRtSx8stqfPhRGj84tFqj3mRpLU6CwgqcFVahLtQ4GrU0odJcdauxsppV8DvwY+UqHnS5KqbYnD16QBmBtJUqMrLSDNsICkxlOpAtIIYEXJ/iZgUq9r7geeV6HnS5Kqrcf8R06gLfVibiRJja7HYiIH5ReHVCGVKiA9B+xasv8UcFiva3YHOpAkNYbSHkizDs0vDqk2mRtJUiPbtBpWP5W1W0a4ApsaUqUKSHeRddXudh3w4oh4S0SMi4hXAK8vXCdJqnddXbCkZA4kh7BJvZkbSVIjK/0ibeYB0DYyv1ikCqlUAemXwMERsU9h/1+ANcCFwFrg/8hWH/lkhZ4vSaqm1U/ClnVZe8xUmDAr33ik2mNuJEmNrHQo/6zeHUylxlCRVdhSSheSJUTd+09HxDHA/wP2BRYC/5lSuq+v90uS6sySB4rtWYdAtsKUpAJzI0lqcItLfn07lF8NqiIFpL6klBYAf1+t50mSqsgV2KQhMzeSpAay+N5i2wKSGlTFC0gRMQ7YHxifUrqp0s+TJOWg9Fs3C0jSgMyNJKnBdGyBZQ8X982F1KAqNQcSEbFHRFwBrAJuB/5Qcu74iHgwIk6q1PMlSVXUewibpO2YG0lSg1r+KHRuydqT94Ixk3MNR6qUihSQImJX4DbgNWSTRv6RbGLIbrcBM4E3VOL5kqQqal8HqxZk7Wh12VqpD+ZGktTAevTEdviaGleleiB9miwJemlK6XXAb0tPppS2AjcBx1Xo+ZKkaln6ULE9fX8YMTq/WKTaZW4kSY2qdC5I5z9SA6tUAenlwP+llK4f4JqngN0q9HxJUrX0WHXE4WtSP8yNJKlROYG2mkSlCki7AI/t4JqtwLgKPV+SVC09VmA7OL84pNpmbiRJjSilXl+mWUBS46pUAWklsOcOrtkfWFyh50uSqqV0Am3H/Uv9MTeSpEa09lnYtCprj5qUTaItNahKFZBuAV4dEbP6OhkRc4HTKVl9RJJUh7q6ehWQ7IEk9cPcSJIaUe/eRxH9XyvVuUoVkP4NGA3cEBF/BYwFiIhxhf1fAF3AVyv0fElSNaxeCFvWZ+2x02BCn/83lmRuJEmNybkg1UTaKnHTlNJtEfEu4HtkS9V2W1vYdgBvTyk9sN2bJUn1o0fvo0P81k3qh7mRJDUo5z9SE6lIAQkgpXRBRNwMvBd4ITANWAP8Cfh2SumRSj1bklQli0sn0PZbN2kg5kaS1IAsIKmJVKyABJBSegz4UCWfIUnKUekKbHbblnbI3EiSGsjmtbBqQdZuaYMZB+Qbj1RhlZoDSZLUDJbYA0mSJDWp0qH8Mw6AtlH5xSJVQdl6IEXEW3fmfSmlH5UrhuGKiGOBT5J1Kx8NPA78EPhWSqlzkPeYDSwY4JJLU0pnDzNUScrf5rWwamHWbmmDGfNyDUeqNY2QG0mSBuDwNTWZcg5huxBIQ7g+CtfXRJIUEa8BrgA2A5cCK4FXAV8HjgPOGuIt7wGu6uP4/X0ck6T689w9xfb0eX7rJm3vQuo4N5Ik7cDie4ttC0hqAuWeA6mDbGWRB8t834qKiInAD4BO4KSU0u2F4+cB1wFnRsTZKaVLhnDbu1NKnyl7sJJUKxbdWWzvfkR+cUi1rS5zI0nSIDiUX02mnAWkG4ATgNcCM8kKMpellDaX8RmVciYwA/hRd/EIIKW0OSI+CfweeA8wlAKSJDW2Z0sKSLsdmV8cUu2q59xIkjSQzg5YUvLdgD2Q1ATKNol2SuklwDzg34H9gAuA5yLiWxFxWLmeUyEnF7bX9nHuRmAjcGxEDGV8xm4R8XcR8fHCdqc+g4i4o68X4BT/kvLVowfSUfnFIdWoOs+NJEkDWfEYdLZn7Yl7wNip+cYjVUFZV2FLKT2eUvoosCfw18BtZD137oqIP0fEOyJiXDmfWSbdM78+2vtESqmDbFLsNmDOEO55KvA94IuF7T0R8YeI2GuYsUpS/jYsh9VPZe3WUbDLwfnGI9WoOs6NJEkDcQJtNaGyFpC6pZQ6UkpXpJROB/YFvgTsCnwfWBQRL6rEc4dhUmG7pp/z3ccnD+JeG4HPA0cBUwqvE4E/ACcBvx9KophSOqqvF/DwYO8hSWW36K5ie9ah0Doiv1ikOlCHuZEkaSBOoK0mVJECUqmU0pMppfOAdwHPAuPJ5hsqq4hYGBFpCK+Lh3L77h9nRxemlJamlD6VUrozpbS68LoROI3sW8f9gL8d+k8oSTWkdP6j3Z3/SBqKauVGkqQKsgeSmlC5V2HrISJ2A95eeO0NbAYuBu4c6H07aX7h/oO1qKTd3cNoUl8XAhN7XTdkKaWOiPhv4AVkE2p+Y2fvJUm5W+QE2tLOqHJuJEmqhJRgcckKbLNcgU3NoewFpIhoAV5J1svm9MIz7gM+APxPSmmnizADSSmdMoy3PwIcDewP3FF6IiLagH3IluF9YhjPAFhW2DrXgaT6lZI9kKQhyCs3kiRVyLrFsHF51h45ASbPzjUcqVrKVkCKiH2AdwDnko3p3wBcBPwgpfTncj2nQq4D3kSW1P2017kTgLHAjSml9mE+54WF7XALUZKUn7XPwoalWXvkBJg2N994pBpV57mRJKk/PYavHQItFZ8ZRqoJ5eyB9HhhezvwaeCnKaUNZbx/JV0OfAU4OyK+lVK6HSAiRgNfKFzz3dI3RMQksmRwTUrpuZLjLwDuSilt6XX9ycCHCrtDmX9JkmpLae+j3Q43aZL6V8+5kSSpP06grSZVzgJSAFvJiiqfAj4VEQO/A1JKae8yxrBTUkprI+KdZIWk6yPiEmAl8GpgXuH4pb3edgZwAdk3ieeUHP8KcHBEXA88Uzh2GHByoX1eSunWCvwYklQdPeY/OiK/OKTaV7e5kSRpAE6grSZV7jmQRgB7lPmeVZFSuioiTgQ+AbweGE32zeGHgW+mlHa4AlvB/5AVl44B/orsM1kCXAZ8O6V0U7ljl6Sqcv4jaSjqNjeSJPVjSekE2haQ1DzKVkBKKdX9GIaU0i3Aywd57YXAhX0cPx84v6yBSVKt6OqCRXcX912BTepXI+RGkqRe2tfDivlZO1phxoH5xiNVkYmNJGnwVj4B7YUFo8ZOg8l75RuPJElSNS19ECgMTpm+P4wYnWs4UjVZQJIkDd6zdxTbux8FO57PRZIkqXE4gbaamAUkSdLg9ZhA2+FrkiSpyTiBtpqYBSRJ0uA5gbYkSWpmi+4qti0gqclYQJIkDU7n1p7dtu2BJEmSmsmWDbC4ewW28Ms0NR0LSJKkwVn6EHRsztqT9oTxM/KNR5IkqZoW3QWpM2vPOABGT8o3HqnKLCBJkganx/xHR+QXhyRJUh6e+Uuxvecx+cUh5cQCkiRpcJz/SJIkNbOnSwpIe1hAUvOxgCRJGhxXYJMkSc0qJXjmz8X9PZ6fXyxSTiwgSZJ2bOsmWPJgcX+3w3MLRZIkqepWLYQNy7L26Ekwff9cw5HyYAFJkrRji+8rTho5ba6TRkqSpOZSOv/R7kdDi/+VVvPxT70kacec/0iSJDWzZ5z/SLKAJEnaMec/kiRJzezpkvmPXIFNTcoCkiRpx+yBJEmSmtWWjbDk/uL+7kfnF4uUIwtIkqSBbV4DKx7L2i1tMOvQfOORJEmqpkV3QVdH1p5xAIyZnGs4Ul4sIEmSBrbo7mJ75kEwYkxuoUiSJFXdMyXD1/aw95GalwUkSdLAFjl8TZIkNbFnbi+293h+fnFIObOAJEka2LNOoC1JkppUSr0m0LaApOZlAUmSNDAn0JaaVkQcGxFXR8TKiNgYEfdGxAcjonUI95gdEWmA1yWV/BkkaVhWPwkblmbtURNh+rx845Fy1JZ3AJKkGrZuMax9Jmu3jYEZB+Ybj6SqiYjXAFcAm4FLgZXAq4CvA8cBZw3xlvcAV/Vx/P4+jklSbXj6L8X27kdBi30w1LwsIEmS+rfw5mJ796Og1X82pGYQEROBHwCdwEkppdsLx88DrgPOjIizU0pD6T10d0rpM2UPVpIq6RmHr0ndLJ9Kkvq38KZie58X5xeHpGo7E5gBXNJdPAJIKW0GPlnYfU8egUlSVT1T0gPJCbTV5PwqWZLUvwUlBaTZx+cXh6RqO7mwvbaPczcCG4FjI2JUSql9kPfcLSL+DpgGrAD+mFK6d/ihSlKFbN0Ei+8r7u9xVH6xSDXAApIkqW9rF8HK+Vm7bTTscUy+8Uiqpu5ZYh/tfSKl1BERC4CDgTnAQ4O856mF1zYRcT3wtpTSU4O5QUTc0c+pAwYZgyQN3qK7oKsja0/fH8ZMyTceKWcOYZMk9a10/qM9nw9to/KLRVK1TSps1/Rzvvv45EHcayPweeAoYErhdSLwB+Ak4PcRMW5nA5Wkinm6ZP4jh69J9kCSJPVjwY3F9mznP5LqTUQsBPYewlt+nFJ682BvX9imHV2YUloKfKrX4Rsj4jTgZuAFwN8C3xjEvfocP1LomXTkjt4vSUNSOv/RnvbEliwgSZL6VtoDyQKSVI/mA5uHcP2iknZ3D6NJfV0ITOx13ZAVhsL9N1kB6QQGUUCSpKpJqdcE2haQJAtIkqTtrXkGVi3I2m1jYHcnjZTqTUrplGG8/RHgaGB/oMe8QxHRBuwDdABPDOMZAMsKW4ewSaotq5+C9Uuy9sgJMMOp1iTnQJIkba909bW9XgBtI/OLRVIeritsT+/j3AnAWODWIazA1p8XFrbDLURJUnn16H10FLS05heLVCMsIEmStufwNanZXQ4sB86OiKO7D0bEaOALhd3vlr4hIiZFxAERsWuv4y+IiO2q0BFxMvChwu7F5QxekobNCbSl7TiETZK0vYUlE2jvc0J+cUjKRUppbUS8k6yQdH1EXAKsBF4NzCscv7TX284ALgAuAs4pOf4V4OCIuB54pnDsMODkQvu8lNKtFfgxJGnnOf+RtB0LSJKknlY9mY37BxgxDnY7It94JOUipXRVRJwIfAJ4PTAaeBz4MPDNlNIOV2Ar+B+y4tIxwF8BI4AlwGXAt1NKNw3wXkmqvq2bYPG9xf09ju7/WqmJWECSJPVUOnxtrxdC64j8YpGUq5TSLcDLB3nthcCFfRw/Hzi/rIFJUiUtuhu6OrL2tLkwdmqu4Ui1wjmQJEk9LSzpDLCP8x9JkqQm80zJ/Ed7Ov+R1M0CkiSpKKWeK7A5gbYkSWo2PSbQdvia1M0CkiSpaNVCWFuY43bkeNj18DyjkSRJqq6uzp7D+fd8QX6xSDXGApIkqah0+NpeL4JWp8qTJElN5Nk7YfPqrD1+Fsw8KNdwpFpiAUmSVLTA+Y8kSVITe/x3xfZ+L4WI/GKRaowFJElSJqWeXbad/0iSJDWbx39bbO93Sn5xSDXIApIkKbPyCVi3KGuPmgizDss3HkmSpGrasCIbwgYQLTDnpFzDkWqNBSRJUmbBjcX23sc6/5EkSWouT/wBSFl796Nh7NRcw5FqjQUkSVLG4WuSJKmZ9Z7/SFIPFpAkSYX5j0om0J59fH6xSJIkVVtXFzz+++L+XAtIUm8WkCRJsPwxWL8ka4+eBLMOzTceSZKkalpyH2xYmrXHToNdj8g3HqkGWUCSJPXsfbT38dDSml8skiRJ1VY6fG3fk6HF/ypLvfm3QpLk8DVJktTcHnP+I2lHLCBJUrNLqecE2vs4gbYkSWoim9fA07cV9/c9Ob9YpBpmAUmSmt2S+2HDsqw9ZgrMPDjfeCRJkqrpiRsgdWbtXZ8H42fmG49UoywgSVKze/D/im3H/EuSpGZTOv/RfqfmF4dU4/xfgiQ1u4dKCkgHvSa/OCRJkqotJXj898V95z+S+mUBSZKa2bJHYNnDWbttjEmTJElqLssegbXPZO1Rk2CPY/KNR6phFpAkqZmVDl+beyqMHJdfLJIkSdVWOnxtzonQ2pZfLFKNs4AkSc3swZ8X2w5fkyRJzebx3xbb9sSWBmQBSZKa1Yr5sOS+rN06CvZ/Wb7xSJIkVdOWDfDkrcV9C0jSgCwgSVKzKp08e79TYNSE/GKRJEmqtoU3Q+eWrD3zIJi0e77xSDXOApIkNavS4WsHvjq/OCRJkvJQOv/RfqfkF4dUJywgSVIzWv0ULLora7eMgHmn5xuPJElStfUoIDl8TdoRC0iS1IxKV1+bcxKMmZJbKJIkSVW3Yj6sfCJrjxgLe70o33ikOmABSZKaUen8Rwc5fE2SJDWZ+dcV2/ucAG2j8otFqhMWkCSp2axdBE/flrWjFea9It94JEmSqs3ha9KQWUCSpGbz0C+K7dnHw7hp+cUiSZJUbZtWwfw/FPedQFsaFAtIktRsSuc/Oug1+cUhSZKUh/suh872rL3r82DqnHzjkeqEBSRJaibrl8KTtxR2Ag54Za7hSJIkVd3dPy62j3hLfnFIdcYCkiQ1k4d/CaSsvfexMGGXXMORJEmqqiUPwqK7snbrSDjk9fnGI9URC0iS1Ewe/Hmx7fA1SZLUbEp7Hx3wChg7Nb9YpDpjAUmSmsXGlbDgpuL+ga/KLxZJkqRq69wK915a3D/8zfnFItUhC0iS1Cwe/hWkzqy9x/Nh4m75xiNJklRNj/0GNizL2hN2g31fkm88Up2xgCRJzaLH8LVX5xeHJElSHu66uNh+3tnQ0ppfLFIdsoAkSc1g02p44vri/oEWkCRJUhNZvxQe/XVx/wiHr0lDZQFJkprBvZdB19asvevhMGXvXMORJEmqqnsvLQ7l3+tFMG3ffOOR6pAFJElqdF2d8Kf/LO77jZskSWomKcFdJauvHf6m/GKR6pgFJElqdI9cA6sWZO3Rk+Hwv8k1HEmSpKpadCcseyhrjxgLB78213CkemUBSZIaXWnvo6PPhZHj8otFkiSp2kp7Hx30Whg1IbdQpHpmAUmSGtmzd8KTt2TtljZ4/rvyjUeSJKmatm6C+y4v7h/h8DVpZ1lAkqRGVtr76ODXwcTd8otFkiSp2h7+FbSvydpT9oG9j8s3HqmOWUCSpEa15ll44Mri/ovem18skiRJebjr4mL78DdBRH6xSHXOApIkNao/fx+6OrL23sfDbkfkG48kSVI1rX4anri+sBNw+BvzjEaqexaQJKkRta+HOy4o7tv7SJIkNZt7LgFS1p5zEkzaI89opLpnAUmSGtHdP4HNhfH+U+fA/qfnG48kSVI1dXXC3SWrrx3x5vxikRqEBSRJajRdnT0nz37he6GlNb94JEmSqu2+y2HVgqw9ahIc8Ip845EagAUkSWo0j15bTJhGT4LnOd5fkiQ1kY52+MMXivsv+DsYMSa/eKQGYQFJkhrNH79TbB91Lowan18skiRJ1Xb7BbD6qaw9Zioc+w/5xiM1CAtIktRIFt0FT96StVva4PnvyjceSZKkampfBzf+W3H/hH+E0RPzi0dqIBaQJKmR/LFk7qODXweTds8vFkmSpGr743dg4/KsPWlPOPod+cYjNRALSJLUKNY8Cw/8b3H/Re/NLxZJkqRqW78Mbv1Wcf8lH4cRo/OLR2owFpAkqVH8/nPQ1ZG19z4Odjsi33gkSZKq6aavwpb1WXvGgXDYG/KNR2owFpAkqRE8cT3ce0lx/8X/L7dQJEmSqm7Vk3D7+cX9Uz4FLa35xSM1IAtIJSLi2Ii4OiJWRsTGiLg3Ij4YEUP+zROZt0XE9YX7bYqIBRFxWUTsX4n4JTWprZvglx8q7h/8OtjvlPzikSRJqrY/fAk6t2TtPV8A8/4q33ikBtSWdwC1IiJeA1wBbAYuBVYCrwK+DhwHnDWEe40Gfga8EngE+AmwDtgNeDGwP/BoGcOX1Mxu/HdY+UTWHjUJTv+XfOORJEmqpsX3w72XFvdf+hmIyC0cqVFZQAIiYiLwA6ATOCmldHvh+HnAdcCZEXF2SumSAW5T6qtkxaMvA59MKXX1et6IsgUvqbktfQhu+Y/i/qmfgQm75BWNJElS9V33eSBl7bkvg72PzTUcqVE5hC1zJjADuKS7eASQUtoMfLKw+57B3Cgi9gXeDfwF+ETv4lHhvluHHbEkdXXBLz5QnDh7zxfCkefkGpIkSVJVPflHePTawk5kcx9Jqgh7IGVOLmyv7ePcjcBG4NiIGJVSat/Bvd5IVpi7CJgYEa8C9gRWANellB4vU8ySmt2dF8HTt2XtljZ41X9Ai98LSJKkJpES/O7Txf3D/hpmHZJfPFKDs4CUmVfYbjcvUUqpIyIWAAcDc4CHdnCvYwrbScB8YFrp7SLiu8D7U0qdgwksIu7o59QBg3m/pAa1bgn8tiRhOu4DMPPA/OKRJEmqttvPL/kybQS85OP5xiM1OL+qzkwqbNf0c777+ORB3GtmYfs54HbgUGACcApZQem9wHk7FaUkdbv2Y9Be+NU0dQ6c8JF845EkSaqmZ+6Aaz5W3H/+O2HK7NzCkZpBwxSQImJhRKQhvC4eyu0L2zSIa1sL2+eAM1JK96eU1qeUriOba6kL+HBEjBzMg1NKR/X1Ah4eQvySGsljv4UH/re4/8qvw4gx+cUjqWFFxLERcXVErIyIjRFxb0R8MCJad/zu7e4VEfG2iLi+cL9NEbEgIi6LiP0rEb+kBrVhBVz2VugqTC076zDnPpKqoJGGsM0HNg/h+kUl7e4eRpP6uhCY2Ou6gawqbK9NKW0qPZFSuqcwHG5f4EDgnkHGKkmZLRvglx8u7h92Nsw5KbdwJDWuiHgNcAVZfnUpsBJ4FfB14DjgrCHcazTwM7JVah8BfgKsA3YDXgzsTx9TCUjSdro64Yp3wNpnsv3Rk+Cvf+SXaVIVNEwBKaV0yjDe/ghwNFny0mPOoYhoA/YBOoAnBnmv04DV/ZzvLjD5G07S0KQEV38E1jyV7Y+ZAi/7Yr4xSWpIETER+AHQCZzUvUptRJwHXAecGRFnp5QuGeQtv0pWPPoy8Mneq9RGxIiyBS+psV3/ZXjiD8X91/0Apu6TXzxSE2mYIWzDdF1he3of504AxgK3DmIFNoDfF7bbTf8fEaOAuYXdhUOMUVKz+92n4e4fF/dP+wKMm55fPJIa2ZnADOCS7uIRQEppM/DJwu57BnOjiNgXeDfwF+ATvYtHhftuHXbEkhrfo7+GG/+tuH/CR2D/l+UXj9RkLCBlLgeWA2dHxNHdBwvdrb9Q2P1u6RsiYlJEHBARu/a61zVkPZVeFhGn9jp3HtkwuRtSSovL+QNIanC3fBNu+UZx//A3ZS9JqoyTC9tr+zh3I7AROLbw5diOvJEs57wImBgRb46If46Id0XEfuUJV1LDW7kA/vedxf05L4GT/jm/eKQm1DBD2IYjpbQ2It5JVki6PiIuIRvn/2pgXuH4pb3edgZwAVkydE7JvbZExNuA3wDXRMSVwJPAMWS9mZYB76roDySpsdz9E/htyeKN814Or/omRPT/HkkannmF7XbzEqWUOgpzOh4MzAEe2sG9jilsJ5HNWTmt9HYR8V3g/Smlzh0FFRF39HPqgB29V1Id27opmzR7c2FK2ol7wOvPh5Yhz+cvaRjsgVSQUroKOJHsW7XXA/8AbAU+DJydUhrMCmzd97qZbE6lKwr3fD9ZgvV94MiUkpNEShqcR66Bn/99cX+vY+HMH0Kr9X9JFdW9sEh/C4h0H588iHvNLGw/B9wOHApMAE4hKyi9l6yXtiT17eqPwOJ7s3bryGzS7HHTBn6PpLLzfyAlUkq3AC8f5LUXAhcOcP5B4A1lCUxSc3ryVvjZOdD9pfwuh8Ibf+oqI5IGJSIWAnsP4S0/Tim9ebC3L2wH8wVbdxeB54AzSlapvS4izgTuBD4cEV9KKW0Z6EYppaP6DCbrmXTkIGKRVE9Sguu+AHf9T/HY6f8Ce/T5q0BShVlAkqRatPh++MnZ0LE5258yG958BYyZnGdUkurLfGDzEK5fVNLu7mE0qa8LgYm9rhtI9wq015YUjwBIKd1TGA63L3AgcM8gY5XU6Dras17Y911WPHbY2XD02/OLSWpyFpAkqdasXAAXvw7aC/8vGzcT3nIlTNgl37gk1ZWU0inDePsjZMPx9wd6zDsUEW3APkAH2cIhg7nXacDqfs53F5jsXikps2kVXPJmePLm4rH9Xgqv/LpzQEo5cg4kSaolj/4G/vsUWL8k2x81Met5NHVOvnFJajbXFban93HuBGAscGtKqX0Q9/p9YXtI7xOFVdzmFnYXDjFGSY1o1UI4/7SexaOjzoU3Xgojx+YWliQLSJJUGzq2wK8/AT85CzauyI61jsrmPNr1sHxjk9SMLgeWA2dHxNHdByNiNPCFwu53S98QEZMi4oCI2LXXva4h66n0sog4tde588iGyd2QUlpczh9AUh165g7475fC8pI1h1762aznkQuISLnzb6Ek5W3lE3D522HRXcVjE3aF1/83zD4+v7gkNa2U0tqIeCdZIen6iLgEWAm8GphXOH5pr7edAVwAXAScU3KvLRHxNuA3wDURcSXwJHAMWW+mZcC7KvoDSap9D/0CrngndBSmSmsdBWd8Dw55Xb5xSdrGApIk5em+y+EXH4Qt64rH5p4Gr/0ujJueW1iSlFK6KiJOBD4BvB4YDTwOfBj4ZkppMCuwdd/r5kJPpk8DLwEmA0uA7wOfTyk9U+bwJdWLzWvhxn+DW7/FtoUdx0zNemHv9cJcQ5PUkwUkScrDlg1wzT/BXRcXj7WMgFM/Cy98rxNESqoJKaVbgJcP8toLgQsHOP8g8IayBCap/nV1wt0/ht9/HjYsLR6fOgfedDlM2ze/2CT1yQKSJFVTR3uWLN30dVjzVPH4lH3grAtgtyPyi02SJKkanrwVrv0YPHdPz+OzXwxnXQTjpuUTl6QBWUCSpGrYshHuvAhu+Qase67nuUPPgld8DUZPzCc2SZKkalj9FPz2U/DAlT2PT9w9myz70DPthS3VMAtIklRJ7evgL+fDH78NG5b1PDdmKpz2BTj8b0yWJElS43ru3qwH9h0XQsfm4vG20XDcB7LXyHG5hSdpcCwgSVK5pQRLH4IH/hf+/APYvLrn+fG7wLHvh6PPNVmSJEmNacMKuO+yrHC0+L7tzx/y+qzX0eQ9qx+bpJ1iAUmSyqGrC569Ax7+RbYM7contr9m4h5w/AfhiLfAiNFVD1GSJKmiOrfC47/LikaPXAtdW7e/Ztfnwelfgb1fVP34JA2LBSRJ2lnt6+CZv8DDV8PDv9x+bqNuU2bDi/8fHHY2tI2saoiSJEkV09mRTYT95M2w8BZ46k/Qvmb769pGw4Gvzobt73MitLRUP1ZJw2YBSZIGo6MdFt8Pi+6EZ+/MehstfxRIfV8/cjzMPRUOeg0c8Cpo9detJEmqcxtXZsP0n/5TVjB6+jbYsr7/6/d4flY0OuR1MHpS9eKUVBH+j0aSuqUE6xbDqoWwagGsXJC1lz8KSx7ouxt2qTFTYd7L4cBXwZyTHKYmSZLqT2dH1qt6+aPZa9kjxe3G5Tt+/8TdsxVmD38TzNi/8vFKqhoLSJIaW2cHtK/NhpttWgnrl2WrofV+rV0Eq56Ejk2Dv3e0wIwDYfbxcOArYa9j7WkkSZJqS0qwdSNsWp0t7NG93bgi++Js7aJsu66wXb+UfntY92XSnrD3cTD7uGw7dY6ry0oNyv/pSPUs9fOPe4/jqY9zqdd1qY926nl9n9vS810lr9L9zmyC6W3tzp7tro5er8Kxzi3ZRIydW3q2O9qz5V+3bspeHZuzpGhrYbtlPWwuFIza12bHymXKPrD7UbD7kbDbkbDrYa6iJklSrSjNf7bLkfo71yuf6XF+gPxnW+6TeuVCvXOi3vlRdy5Uuu3OizqyfGfbtrvdAZ3tWQ7UnQt1bslyoI4t2ZdfWwo50NaNWXvrhmzbvi4rFnVuKctHTNsYmD4XZh1WLBhN2bs895ZU8ywgKfOj18KCG/s5OYRvILRj/RV9/Jxrw5gp2aTXU/YpbGfD1H1gl0Ng7NScg5MkVcW9l8GV7+7jhP9WD0u/OVC/b6hIGNqRgHEzsp5EM/aH6fNgxjyYvn/W28gJsKWmZQFJme4eIVLDCRg1AUZNhDGTs4Ro3AwYPxPGTYdxM4v7U2Zn10iSmlt3TxGpUbSOynKcMVNg9ORie8IsmLBr9pq4W7Y/fhdoHZFzwJJqkQUkqWGVjD3fbhx6lByLkmt6tUuv6XEsCpcW9qOl+KJ0v9BuaS3stxbardm51hHQ0lZ4FY5377eOgLZR0Doya7eOLLbbxmQTVI8Ymy0LO2JM9mobXSgWFQpGoyZkq6H5TZkkSU2oV/7TIx/qK08aID/qvYWSXCdKcqAo5Dkt2+dD3ee25Ty9cqOWtmwuxZYRPXOk7jyobVRWCGobmeU83cfaRmdD6keMzbY92uOzYtGIMeX9aCU1JQtIyrzlyoG7FTsRXpn183n29zn7+UuSVD2HngWHvL7vc/6bPExD/PzMjSSpZlhAUqalNe8IJEmSakNLC2DvVUmSSvkvoyRJkiRJkgZkAUmSJEmSJEkDsoAkSZIkSZKkAVlAkiRJkiRJ0oAsIEmSJEmSJGlAFpAkSZIkSZI0IAtIkiRJkiRJGpAFJEmSJEmSJA3IApIkSZIkSZIGZAFJkiRJkiRJA7KAJEmSJEmSpAFZQJIkSZIkSdKALCBJkiRJkiRpQBaQJEmSJEmSNCALSJIkSZIkSRqQBSRJkiRJkiQNyAKSJEmSJEmSBhQppbxj0E6IiBVjxoyZeuCBB+YdiiRJNe2hhx5i06ZNK1NK0/KORZVhXiRJ0uAMJy+ygFSnImIBMBFYWMbbHlDYPlzGezYyP6+h8fMaGj+vofMzG5pm+rxmA2tTSvvkHYgqw7yoJvh5DZ2f2dD4eQ2Nn9fQNNPnNZudzIssIGmbiLgDIKV0VN6x1AM/r6Hx8xoaP6+h8zMbGj8vaWD+HRkaP6+h8zMbGj+vofHzGho/r8FxDiRJkiRJkiQNyAKSJEmSJEmSBmQBSZIkSZIkSQOygCRJkiRJkqQBWUCSJEmSJEnSgFyFTZIkSZIkSQOyB5IkSZIkSZIGZAFJkiRJkiRJA7KAJEmSJEmSpAFZQJIkSZIkSdKALCBJkiRJkiRpQBaQJEmSJEmSNCALSJIkSZIkSRqQBST1KyJGRcT7IuLPEbE8ItZHxEMR8c2I2Dvv+GpRZN4WEddHxMqI2BQRCyLisojYP+/4al1EnB8RqfDaL+94aklEzI2Ij0bEdRHxdERsiYglEfHziHhJ3vHlKSL2iIgfRsSiiGiPiIUR8R8RMSXv2GpJREyLiL+NiCsj4vHC76c1EXFzRLwjIswJpAGYF+0cc6OdZ17UP/Oi/pkXDZ650dBFSinvGFSDIqINuB44DngY+B3QDhwDnACsAY5NKT2YV4y1JiJGAz8DXgk8QvaZrQN2A14MvD+l9Mv8IqxtEfEq4P+A9cB4YG5K6fF8o6odEXEJ8AbgQeBmYCUwD3g10Ap8IKX0zfwizEdE7AvcCswEfk72++r5wEvI/h4el1JakV+EtSMi3g18F3gO+APwFLAL8DpgEnAFcFYyMZC2Y160c8yNdp550cDMi/pmXjQ05kZDZwFJfYqIs4DLgN8Dp6WUukrOfRb4FHBBSuntOYVYcyLiO8B7gS8Dnyz9zArnR6SUtuYSXI2LiBnAfWTJ+SzgREyUeoiIc4B7Ukp39Tp+IvBbIAGzU0rP5RBebiLi18BpZP8J+VbJ8a8BHwL+K6X07rziqyURcTIwDvhVr9/ps4A/A3sCZ6aUrsgpRKlmmRftHHOjnWNetGPmRX0zLxoac6Ohs0uW+jOnsP1V73/syarZADOqGE9NK1T73w38BfhEH58ZJkgD+n5h+75co6hhKaULeydJheM3kCWYI4Fjqx1XniJiDlmStBD4Tq/TnwY2AG+JiHFVDq0mpZSuSyn9ovfvp5TSYuB7hd2Tqh6YVB/Mi4bI3GhYzIt2wLxoe+ZFQ2duNHQWkNSfBwrbv+pj7OcrC9vfVTGeWvdGsr9PFwETI+LNEfHPEfEux6wPrPAN0muBd9uldqd1J+AduUZRfScXtr/p4x/+dcAtwFjghdUOrA41658habDMi4bO3GgnmBeVRbP+m2ZeVF7N+udoQG15B6Ca9Svgf8nGf94XEb8DtgBHAccD3wK+nV94NeeYwnYSMB+YVnIuRcR3ybqSdlY9shpWmHT0G8DFKaWrcg6nLhU+w1OAjcCNOYdTbfMK20f7Of8Y2Tdx+5MNO1EfCnO7vLWwe22esUg1zLxo6MyNhsi8aPjMiwDzomEzN+qfPZDUp8JEYWcCnyH7ZfR+4B/JJmC7EfiJ/+D3MLOw/RxwO3AoMIHsH7D5ZOP/z8sntNpU+Ab3IrLJId+fczh1KSJGAT8GRgGfSSmtyjmkaptU2K7p53z38cmVD6Wu/QtwCHB1SunXeQcj1SLzop1ibjQE5kXDZ15kXlRG5kb9sIDUwApLNqYhvC4uee9o4FKy5Oh9wK5kv5ReDuwN3BgRr8nj56qU4XxeZKs9QDaD/xkppftTSutTSteRJZxdwIcjYmS1f65KGuZn9iGySSHf2Sz/wA/z8+p9r1bgf8hWBLoU+Pdq/Rx1JApbV4voR0S8H/h/ZKu0vCXncKSKMi8aOnOjoTEvGhrzoqozLxoEc6OBOYStsc0HNg/h+kUl7Y8BZ5EtgflfJceviYgzgbvJutj+nMYxnM+r+x/6a1NKm0ovSindExELgH2BA4F7hhVlbdmpzywi5gJfJFux5upKBFajhvNnbJtCknQx2d/Ry4A3N+nyot3fpE3q5/zEXtepRES8j+z3+IPAKSmllTmHJFWaedHQmRsNjXnR0JgXlZd50TCZG+2YBaQGllI6ZRhv754Q8g993PeeiFgJ7B0R0xplgr9hfl6PkI0pXt3P+e4kaswwnlFzhvGZHUzWvfjciDi3n2seiwjIvrW8aiefU1OG+WcM2DYm+ydkSdJPgLc28bCJRwrb/fs5P7ew7W8ugKYVER8Evg7cT5YgLc03IqnyzIuGztxoaMyLhsa8qOzMi4bB3GhwLCCpP6MK2+2WpI1sfHF3BXtL1SKqbb8H/oFsrGwPhc+r+xf2wirGVMsWAuf3c+4VwCzgZ8Ba/My2KXTzvwx4DfAj4Ny+lkVuIt3/kTstIlpKP4uImEDWjX0T8Kc8gqtVEfFRsrH9dwOnppSW5xuRVBfMi4bO3GjwFmJeNGTmRdsxL9pJ5kaDZwFJ/bmJ7B/8j0fELSml9pJznyH7s/OXwpKQgmuAJ4CXRcSpKaXflpw7j6wr6Q0ppcW5RFdjUkp3A3/b17mIuJ4sUfp4SunxKoZV0wrJ9v+SzbdxPvCuJk+SSCnNj4jfkH3D/T6yVZC6fRYYB/xXSmlDHvHVoog4j2xC2zuA0+yaLQ2aedHQmRsNknnR0JkXbc+8aOeYGw1NNOfwUO1IROxOVp3eg+ybjmvJKtbHAc8vtE9JKf0xrxhrTUQcD/wGGAlcCTxJtoTtCcAy4PiUkl1Gd6CQKJ0IzDVRKoqIC4BzgOXAf9L3BIjXp5Sur2JYuYuIfYFbyVb7+TnwEPACspWRHgWObaThJMMREW8DLgQ6yZLKvuZAWJhSurCKYUl1wbxo55gbDZ95Ud/Mi/pmXjQ05kZDZw8k9Sml9GxEHAl8lKzr7Llkq/Y9R/aX7CsppYfzi7D2pJRujoijgU+T/ZKeDCwBvg98PqX0TI7hqf7tU9hOBz41wHXXVz6U2lH4tu1osm+OTif7JvI54JvAZ/0WqYfuP0OtwAf7ueYGst/xkkqYF+0ccyNVkHlRH8yLhszcaIjsgSRJkiRJkqQBteQdgCRJkiRJkmqbBSRJkiRJkiQNyAKSJEmSJEmSBmQBSZIkSZIkSQOygCRJkiRJkqQBWUCSJEmSJEnSgCwgSZIkSZIkaUAWkCRJkiRJkjQgC0iSJEmSJEkakAUkSZIkSZIkDcgCkiRJkiRJkgZkAUmSJEmSJEkDsoAkSZIkSZKkAVlAkqQ6FhH/HBF/iYi1EbEsIn4REYfkHZckSVIezI2kyrGAJEn17STgP4FjgZOBDuB3ETE1z6AkSZJychLmRlJFREop7xgkqWwi4sPAV4E3pZR+knc81RYR44E1wGtTSr/IOx5JkpQvcyNzI6lc7IEkqdEcWdjemWsU+ZlA9rt9Vd6BSJKkmmBuZG4klYU9kCQ1lIh4ENgTmJRS6so7nmqLiMuAucDRKaXOvOORJEn5MjcyN5LKpS3vACSpXCJiHDAPuLVJE6SvAccDx5sgSZIkcyNzI6mcHMImqZEcTvZ77Y7Sg5E5JyJuiIgVEbEpIu6KiLf1dZOIGB0RH4uIByNic0Q8GREfj4jWiFgXEfdW6geIiPER8alCfOsiIvXzmtnrfV8H3gicnFJ6olLxSZKkunI45kbmRlKZ2ANJUiM5qrDdNsY/IsYAVwGnAfcCFwGjgTOACyNi95TSl0quHwf8DnghWbL1DWAX4FPAgcB44K5KBF9IfG4ADijE+j1gFHAWMAvYCjwFLE8pLS153zeAs4GTUkoPVyI2SZJUl8yNzI2ksnEOJEkNIyIuBN4GHJpSur9w7ErgtcAneiVDM4CHgXHArimlVYXjFwNvIkuKvpAKvyQj4hSy5Anggymlb1Qg/t8BpwD/Cnys5Nl7Ao8BrYVYl5e85zvAWwo/44Mlt1ufUlpf7hglSVL9MDcyN5LKySFskhrJkcAm4CGAiHglWfLws9IECSCltAz4Jdm3WEcWrn8hWYL085TS51NJhT2l9Huyb7igAquYRMSpZAnSLcA/93r208BNZL1GD+/11veSrS7ye+C5ktc/ljtGSZJUd8yNzI2ksnEIm6SGEBGjybpR314ySeK7Ctuv9PO2FYVta2H7vsL2iwNcvydw985H2q83F7Zf72eSyzWFbY/Cf0opKhCLJEmqc+ZGksrNHkiSGsXzyIripZNEngisTSnd0fdb2LWw7f727DSyROj2Aa5/LKW0rvtARJwQEf8XEc8WJnA8p683RsR7I2JBYeLJOyLixb0ueTHQBVzbz7P3KGwf7+e8JElSKXMjSWVlAUlSo+gxSWRETAAmAgv7ujgiWsmSqKXAI4Vv6WYCT5d2kS65/gCyyRp7d9EeD9wPfICsi3hfz3oD2YSTXwKOAG4FromIvQrnW4C9gaUppQ19vH8X4BhggauISJKkQTI3klRWFpAkNYojC9vuJKad7FurKf1cfw7Zt2YXFJKijsKrv+v/qdf9AUgpXZ1S+nhK6fLC8/ryYeDClNIPUkoPpZT+gWws/nu6b1PYTigkTH09uwX4r37uL0mS1Ju5kaSysoAkqVEcSZYYPQCQUtoC/AXYMyJeWnphYdWQb5B9A/flwvUdwKPA3oXzpde/Dzi3sDukSSIjYiTZN4C/6XXqN8CxhWcn4B6yVU/e2Ov9ZwIfJFsVpeyrm0iSpIZlbiSprJxEW1LdKyQihwD3pJS2lpz6BPBr4JcRcRmwiGw+gJcBTwKnppTWlFz/ZeB/gF9FxKXAYuB4YC5ZkjKPoa8yMp1sIsolvY4vAUqTt88B/wtcEBGnA0+Tdc1+KdkytS9PKW0e4rMlSVITMjeSVAn2QJLUCA4FRrB9F+rfky3/eivwOuDvySZc/DxwWErp8V7XXwy8H3iW7NuuN5KtKnIM2RwAd6eUVu1kjL3nDojSYymlq4AzyCapfB3ZN2szyBK9I1NKC3byuZIkqfmYG0kqO3sgSap7hZVE+lyyNaV0A3DyEO71LeBbpcci4i3AVApduodoOdBJNslkqZn0+uYtpfRz4Oc78QxJkqRtzI0kVYI9kCSJbOWRiJjZx/GXAt8l6zb9vaHetzDfwB3Aqb1OnUr27Z8kSVLNMTeS1Js9kCQpcxDwl4j4NTCfrNv34WTj/JcDr0kpre/9pogYD+xX2G0B9oqIw4GVKaWnCse/BvxPRPwZuAV4N7AbO5F0SZIkVYm5kaQeIpvgXpKaW0TMI+uG/QJgGtmyswuAXwJfSyn1nuix+30nAX/o49RFKaVzSq57L9mSs7sC9wMfSindWL6fQJIkqXzMjST1ZgFJkiRJkiRJA3IOJEmSJEmSJA3IApIkSZIkSZIGZAFJkiRJkiRJA7KAJEmSJEmSpAFZQJIkSZIkSdKALCBJkiRJkiRpQBaQJEmSJEmSNCALSJIkSZIkSRqQBSRJkiRJkiQNyAKSJEmSJEmSBmQBSZIkSZIkSQOygCRJkiRJkqQBWUCSJEmSJEnSgCwgSZIkSZIkaUAWkCRJkiRJkjQgC0iSJEmSJEka0P8HCsF6aPX2Ow8AAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(8, 8), constrained_layout=True)\n", - "for i in range(4):\n", - " plt.subplot(2, 2, i + 1)\n", - " plt.title(f\"Arm {i+1}\")\n", - " inla_graph = report[\"x0\"][5, :, i]\n", - " db_graph = db_stats[\"mu_posterior\"][5, :, i]\n", - " plt.plot(np.log10(b.sigma2_rule.pts), db_graph, label=\"DB\")\n", - " plt.plot(np.log10(b.sigma2_rule.pts), inla_graph, label=\"INLA\")\n", - " plt.ylabel(r\"Mean of p($\\theta_{i} | y, \\sigma^2$)\")\n", - " plt.xlabel(\"$log_{10} \\sigma^2$\")\n", - " plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "look_idx = 5\n", - "plt.figure(figsize=(10, 10), constrained_layout=True)\n", - "for arm_idx in range(4):\n", - " # Quadrature\n", - " ti_rule = util.simpson_rule(61, -2.0, 1.5)\n", - " integrate_dims = [0, 1, 2, 3]\n", - " integrate_dims.remove(arm_idx)\n", - " quad_p_ti_g_y = quadrature.integrate(\n", - " b,\n", - " data[None, look_idx],\n", - " integrate_sigma2=True,\n", - " integrate_thetas=integrate_dims,\n", - " fixed_dims={arm_idx: ti_rule},\n", - " n_theta=9,\n", - " )\n", - " quad_p_ti_g_y /= np.sum(quad_p_ti_g_y * ti_rule.wts, axis=1)[:, None]\n", - "\n", - " # MCMC\n", - " mcmc_thetai = np.asarray(\n", - " mcmc_data[look_idx].get_samples(False)[\"theta\"][:, arm_idx]\n", - " )\n", - " domain = (np.min(ti_rule.pts), np.max(ti_rule.pts))\n", - " counts, bin_edges = np.histogram(mcmc_thetai, bins=np.linspace(*domain, 51))\n", - " counts = counts.astype(np.float64)\n", - " counts /= np.sum(counts)\n", - " bin_widths = bin_edges[1:] - bin_edges[:-1]\n", - " mcmc_pdf = (counts / np.sum(counts)) / bin_widths\n", - " bin_centers = (bin_edges[:-1] + bin_edges[1:]) / 2.0\n", - "\n", - " # INLA\n", - " n_arms = 4\n", - " x_mu = report[\"x0\"].reshape((*post_hyper.shape, n_arms))\n", - " x_sigma2 = (\n", - " report[\"model\"].sigma2_from_H(report[\"H\"]).reshape((*post_hyper.shape, n_arms))\n", - " )\n", - " x_sigma = np.sqrt(x_sigma2)\n", - " inla_pdf = scipy.stats.norm.pdf(\n", - " ti_rule.pts[:, None],\n", - " x_mu[None, look_idx, :, arm_idx],\n", - " x_sigma[None, 5, :, arm_idx],\n", - " )\n", - " inla_p_ti_g_y = np.sum(\n", - " inla_pdf * post_hyper[None, look_idx, :] * b.sigma2_rule.wts[None, :], axis=1\n", - " )\n", - "\n", - " # DB\n", - " x_mu = db_stats[\"mu_posterior\"]\n", - " x_sigma = np.sqrt(db_stats[\"sigma2_posterior\"])\n", - " db_pdf = scipy.stats.norm.pdf(\n", - " ti_rule.pts[:, None],\n", - " x_mu[None, look_idx, :, arm_idx],\n", - " x_sigma[None, 5, :, arm_idx],\n", - " )\n", - " db_p_ti_g_y = np.sum(\n", - " db_pdf\n", - " * db_stats[\"sigma2_given_y\"][None, look_idx, :]\n", - " * b.sigma2_rule.wts[None, :],\n", - " axis=1,\n", - " )\n", - "\n", - " plt.title(f\"Arm {arm_idx}\")\n", - " plt.subplot(2, 2, arm_idx + 1)\n", - " plt.plot(ti_rule.pts, db_p_ti_g_y, \"m-o\", markersize=3, label=\"DB\")\n", - " plt.plot(ti_rule.pts, inla_p_ti_g_y, \"r-o\", markersize=3, label=\"INLA\")\n", - " plt.plot(ti_rule.pts, quad_p_ti_g_y[0], \"b-o\", markersize=3, label=\"Quad\")\n", - " plt.plot(bin_centers, mcmc_pdf, \"ko\", label=\"MCMC\")\n", - " plt.xlabel(f\"$\\\\theta_{arm_idx}$\")\n", - " plt.ylabel(f\"p($\\\\theta_{arm_idx}$|y)\")\n", - " plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "look_idx = 5\n", - "arm_idx = 0\n", - "plt.figure(figsize=(15, 10), constrained_layout=True)\n", - "\n", - "# DB\n", - "ti_rule = util.simpson_rule(61, -6.0, 2.0)\n", - "x_mu = db_stats[\"mu_posterior\"]\n", - "x_sigma = np.sqrt(db_stats[\"sigma2_posterior\"])\n", - "db_pdf = scipy.stats.norm.pdf(\n", - " ti_rule.pts[:, None],\n", - " x_mu[None, look_idx, :, arm_idx],\n", - " x_sigma[None, 5, :, arm_idx],\n", - ")\n", - "\n", - "TT, log_sigma_grid = np.meshgrid(\n", - " ti_rule.pts, np.log10(b.sigma2_rule.pts), indexing=\"ij\"\n", - ")\n", - "field = db_pdf\n", - "levels = None\n", - "\n", - "plt.subplot(2, 3, 1)\n", - "plt.title(r\"DB $p(\\theta_0|\\sigma^2,y)$\")\n", - "cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend=\"both\")\n", - "plt.contour(\n", - " TT,\n", - " log_sigma_grid,\n", - " field,\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " levels=levels,\n", - " extend=\"both\",\n", - ")\n", - "plt.colorbar(cntf)\n", - "\n", - "plt.subplot(2, 3, 2)\n", - "plt.title(\"DB weights\")\n", - "plt.plot(\n", - " np.log10(b.sigma2_rule.pts),\n", - " db_stats[\"sigma2_given_y\"][look_idx] * b.sigma2_rule.wts,\n", - ")\n", - "\n", - "plt.subplot(2, 3, 3)\n", - "plt.title(r\"DB $p(\\theta_0|\\sigma^2,y) * p(\\sigma^2|y) * d\\sigma^2$\")\n", - "field = (\n", - " db_pdf * db_stats[\"sigma2_given_y\"][None, look_idx, :] * b.sigma2_rule.wts[None, :]\n", - ")\n", - "cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend=\"both\")\n", - "plt.contour(\n", - " TT,\n", - " log_sigma_grid,\n", - " field,\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " levels=levels,\n", - " extend=\"both\",\n", - ")\n", - "plt.colorbar(cntf)\n", - "plt.xlabel(r\"$\\theta_0$\")\n", - "plt.ylabel(r\"$\\sigma^2$\")\n", - "\n", - "# INLA\n", - "ti_rule = util.simpson_rule(61, -6.0, 2.0)\n", - "n_arms = 4\n", - "x_mu = report[\"x0\"].reshape((*post_hyper.shape, n_arms))\n", - "x_sigma2 = (\n", - " report[\"model\"].sigma2_from_H(report[\"H\"]).reshape((*post_hyper.shape, n_arms))\n", - ")\n", - "x_sigma = np.sqrt(x_sigma2)\n", - "inla_pdf = scipy.stats.norm.pdf(\n", - " ti_rule.pts[:, None],\n", - " x_mu[None, look_idx, :, arm_idx],\n", - " x_sigma[None, 5, :, arm_idx],\n", - ")\n", - "\n", - "field = inla_pdf\n", - "plt.subplot(2, 3, 4)\n", - "plt.title(r\"INLA $p(\\theta_0|\\sigma^2,y)$\")\n", - "cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend=\"both\")\n", - "plt.contour(\n", - " TT,\n", - " log_sigma_grid,\n", - " field,\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " levels=levels,\n", - " extend=\"both\",\n", - ")\n", - "plt.colorbar(cntf)\n", - "\n", - "plt.subplot(2, 3, 5)\n", - "plt.title(\"INLA weights\")\n", - "plt.plot(np.log10(b.sigma2_rule.pts), post_hyper[look_idx] * b.sigma2_rule.wts)\n", - "\n", - "plt.subplot(2, 3, 6)\n", - "plt.title(r\"INLA $p(\\theta_0|\\sigma^2,y) * p(\\sigma^2|y) * d\\sigma^2$\")\n", - "field = inla_pdf * post_hyper[None, look_idx, :] * b.sigma2_rule.wts[None, :]\n", - "cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend=\"both\")\n", - "plt.contour(\n", - " TT,\n", - " log_sigma_grid,\n", - " field,\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " levels=levels,\n", - " extend=\"both\",\n", - ")\n", - "plt.colorbar(cntf)\n", - "plt.xlabel(r\"$\\theta_0$\")\n", - "plt.ylabel(r\"$\\sigma^2$\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Skewness in the marginals\n", - "\n", - "Why is the confidence interval on the 0-th arm in the figure above so large? This is a case where one of the core INLA assumptions breaks down. INLA assumes that p(x|y,\\theta) is approximately normal. In this particular case, that assumption is not correct. Intuitively, with 0 successes out of 20 patients, there is a lot more potential for small $x_0$ values than potential for large $x_0$ values. As you can see below, there is substantial skewness. There are approaches to deal with this. See here: https://github.com/Confirm-Solutions/imprint/issues/15" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "x0_vs = np.linspace(-15, 5, 100)\n", - "x123_vs = np.full_like(x0_vs, -1.0)\n", - "x = np.array([x0_vs, x123_vs, x123_vs, x123_vs]).T.copy()\n", - "lj = model.log_joint(model, x, data[0], np.array([[-1.0, 10.0]]))\n", - "plt.plot(x0_vs, np.exp(lj))\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "mu_post, sigma_post = inla.calc_posterior_x(post_theta2, report2)\n", - "\n", - "# expit(mu_post) is the posterior estimate of the mean probability.\n", - "p_post = scipy.special.expit(mu_post)\n", - "\n", - "# two sigma confidence intervals transformed from logit to probability space.\n", - "cilow = scipy.special.expit(mu_post - 2 * sigma_post)\n", - "cihigh = scipy.special.expit(mu_post + 2 * sigma_post)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "cilow[0], cihigh[0]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "total_sum = np.sum(np.exp(lj))\n", - "mean = x0_vs[np.argmax(np.exp(lj))]\n", - "ci025 = x0_vs[np.argmax(np.cumsum(np.exp(lj)) / total_sum > 0.05)]\n", - "ci975 = x0_vs[np.argmax(np.cumsum(np.exp(lj)) / total_sum > 0.95)]\n", - "ci025, ci975, np.abs(mean - ci025), np.abs(mean - ci975), scipy.special.expit(\n", - " ci025\n", - "), scipy.special.expit(ci975)" - ] - } - ], - "metadata": { - "interpreter": { - "hash": "a9637099bd81b2ef0895c64d539356b45819bc945d59d426757b1f51ae370d50" - }, - "jupytext": { - "formats": "ipynb,md" - }, - "kernelspec": { - "display_name": "Python 3.10.2 ('imprint')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/berry/berry_part1.md b/research/berry/berry_part1.md deleted file mode 100644 index ac0ce915..00000000 --- a/research/berry/berry_part1.md +++ /dev/null @@ -1,773 +0,0 @@ ---- -jupyter: - jupytext: - formats: ipynb,md - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: Python 3.10.2 ('imprint') - language: python - name: python3 ---- - -See the `intro_to_inla.ipynb` notebook for an introduction to the methods and model used here. - -```python -import berrylib.util as util -util.setup_nb() -``` - -```python -import matplotlib.pyplot as plt - -import scipy.stats -import numpy as np -from scipy.special import logit, expit - -import berrylib.dirty_bayes as dirty_bayes -import berrylib.quadrature as quadrature -import berrylib.mcmc as mcmc -import berrylib.fast_inla as fast_inla -fi = fast_inla.FastINLA(sigma2_n=90) -``` - -```python -p0 = np.full(4, 0.1) -p1 = np.full(4, 0.3) -pmid = (p0 + p1) / 2 -pmid_theta = logit(pmid) - fi.logit_p1 -pmid_fail = 0.05 -pmid_success = 0.90 -pfinal_thresh = np.full(4, 0.85) -thresh_interims = np.empty((6, 4)) -thresh_interims[:-1] = pmid_theta -thresh_interims[-1] = fi.thresh_theta[0] - -def figure1_plot(b, title, data, stats): - fig = plt.figure(figsize=(15, 10)) - plt.suptitle(title) - outergs = fig.add_gridspec(2, 3, hspace=0.3) - for i in range(data.shape[0]): - innergs = outergs[i].subgridspec( - 2, 1, wspace=0, hspace=0, height_ratios=[0.7, 0.3] - ) - figure1_subplot(innergs[0], innergs[1], i, b, data, stats) - - plt.show() - - -def figure1_subplot(gridspec0, gridspec1, i, b, data, stats, title=None): - plt.subplot(gridspec0) - - # expit(mu_map) is the posterior estimate of the mean probability. - p_post = expit(stats["theta_map"] + b.logit_p1) - - cilow = expit(stats["cilow"] + b.logit_p1) - cihi = expit(stats["cihi"] + b.logit_p1) - - y = data[:, :, 0] - n = data[:, :, 1] - - # The simple ratio of success to samples. Binomial "p". - raw_ratio = y / n - - plt.plot(np.arange(4), raw_ratio[i], "kx") - plt.plot(np.arange(4), p_post[i], "ko", mfc="none") - plt.plot(np.arange(4), stats["exceedance"][i], "k ", marker=(8, 2, 0)) - - plt.vlines(np.arange(4), cilow[i], cihi[i], color="k", linewidth=1.0) - - if i < 5: - if title is None: - title = f"Interim Analysis {i+1}" - plt.hlines([pmid_fail, pmid_success], -1, 4, colors=["k"], linestyles=["--"]) - plt.text(-0.1, 0.91, "Early Success", fontsize=7) - plt.text(2.4, 0.06, "Early Futility", fontsize=7) - else: - if title is None: - title = "Final Analysis" - plt.hlines([pfinal_thresh[0]], -1, 4, colors=["k"], linestyles=["--"]) - plt.text(-0.1, 0.86, "Final Success", fontsize=7) - plt.title(title) - - plt.xlim([-0.3, 3.3]) - plt.ylim([0.0, 1.05]) - plt.yticks(np.linspace(0.0, 1.0, 6)) - plt.xlabel("Group") - plt.ylabel("Probability") - - plt.subplot(gridspec1) - plt.bar( - [0, 1, 2, 3], - n[i], - tick_label=[str(i) for i in range(4)], - color=(0.6, 0.6, 0.6, 1.0), - edgecolor="k", - zorder=0, - ) - plt.bar( - [0, 1, 2, 3], - y[i], - color=(0.6, 0.6, 0.6, 1.0), - hatch="////", - edgecolor="w", - lw=1.0, - zorder=1, - ) - # # draw hatch - # ax1.bar(range(1, 5), range(1, 5), color='none', edgecolor='red', - # hatch="/", lw=1., zorder = 0) - # # draw edge - plt.bar([0, 1, 2, 3], y[i], color="none", edgecolor="k", zorder=2) - ticks = np.arange(0, 36, 5) - plt.yticks(ticks, [str(i) if i % 10 == 0 else "" for i in ticks]) - plt.xticks(np.arange(4), ["1", "2", "3", "4"]) - plt.gca().yaxis.set_label_position("right") - plt.gca().yaxis.tick_right() - plt.xlabel("Group") - plt.ylabel("N") - -def inla_figure1_data(fi, y, n): - sigma2_post, exceedances, theta_max, theta_sigma, _ = fi.numpy_inference(np.stack((y, n), axis=-1), thresh_theta=thresh_interims) - return dict( - theta_map = np.sum(theta_max * sigma2_post[:,:, None] * fi.sigma2_rule.wts[None, :, None], axis=1), - cilow = np.sum((theta_max - 2 * theta_sigma) * sigma2_post[:,:, None] * fi.sigma2_rule.wts[None, :, None], axis=1), - cihi = np.sum((theta_max + 2 * theta_sigma) * sigma2_post[:,:, None] * fi.sigma2_rule.wts[None, :, None], axis=1), - exceedance=exceedances - ) -``` - -```python - -# I got this data by deconstructing the graphs in in Figure 1 of Berry et al 2013. -n_i = np.array([[i] * 4 for i in [10, 15, 20, 25, 30, 35]]) -y_i = np.array( - [ - [1, 6, 3, 3], - [3, 8, 5, 4], - [6, 9, 7, 5], - [7, 10, 8, 7], - [8, 10, 9, 8], - [11, 11, 10, 9], - ] -) -data = np.stack((y_i, n_i), axis=2) -``` - -```python -inla_stats = inla_figure1_data(fi, y_i, n_i) -figure1_plot(fi, "INLA", data, inla_stats) -``` - -```python -db_stats = dirty_bayes.calc_dirty_bayes( - y_i, n_i, fi.mu_0, fi.logit_p1, thresh_interims, fi.sigma2_rule -) -figure1_plot(fi, "DB", data, db_stats) -``` - -```python -mcmc_stats = mcmc.mcmc_berry(data, fi.logit_p1, thresh_interims, n_samples=50000) -figure1_plot(fi, "MCMC", data, mcmc_stats) -``` - -```python -%%time -fi_q = fast_inla.FastINLA() -quad_stats = quadrature.quadrature_posterior_theta(fi_q, y_i, n_i, thresh_interims) -``` - -```python -figure1_plot(fi_q, "Quad", data, quad_stats) -``` - -# Figure 2 - -```python -# I got this data by deconstructing the graphs in in Figure 1 of Berry et al 2013. -n_i = np.array( - [ - [10, 10, 10, 10], - [15, 15, 15, 15], - [20, 20, 20, 20], - [20, 20, 25, 25], - [20, 20, 30, 30], - [20, 20, 35, 35], - ] -) -y_i = np.array( - [ - [0, 1, 3, 3], - [0, 1, 4, 5], - [0, 1, 6, 6], - [0, 1, 6, 7], - [0, 1, 7, 8], - [0, 1, 9, 10], - ], - dtype=np.float64, -) -data = np.stack((y_i, n_i), axis=2) - -y_i_no0 = y_i.copy() -y_i_no0[y_i_no0 == 0] = 0.5 -data_no0 = np.stack((y_i_no0, n_i), axis=2) - -inla_stats = inla_figure1_data(fi, y_i, n_i) -db_stats = dirty_bayes.calc_dirty_bayes( - y_i_no0, n_i, fi.mu_0, fi.logit_p1, thresh_interims, fi.sigma2_rule -) -mcmc_stats = mcmc.mcmc_berry(data, fi.logit_p1, thresh_interims) -quad_stats = quadrature.quadrature_posterior_theta(fi_q, y_i, n_i, thresh_interims) -``` - -```python -figure1_plot(fi, "INLA", data, inla_stats) -figure1_plot(fi, "DB", data, db_stats) -figure1_plot(fi_q, "Quad", data, quad_stats) -figure1_plot(fi, "MCMC", data, mcmc_stats) -``` - -```python -fig = plt.figure(figsize=(10, 10)) -plt.suptitle("Final analysis") -outergs = fig.add_gridspec(2, 2, hspace=0.3) -innergs = outergs[0].subgridspec(2, 1, wspace=0, hspace=0, height_ratios=[0.7, 0.3]) -figure1_subplot(innergs[0], innergs[1], 5, fi, data, inla_stats, title="INLA") -innergs = outergs[1].subgridspec(2, 1, wspace=0, hspace=0, height_ratios=[0.7, 0.3]) -figure1_subplot(innergs[0], innergs[1], 5, fi, data, db_stats, title="DB") -innergs = outergs[2].subgridspec(2, 1, wspace=0, hspace=0, height_ratios=[0.7, 0.3]) -figure1_subplot( - innergs[0], innergs[1], 5, fi, data, quad_stats, title="Quadrature" -) -innergs = outergs[3].subgridspec(2, 1, wspace=0, hspace=0, height_ratios=[0.7, 0.3]) -figure1_subplot(innergs[0], innergs[1], 5, fi, data, mcmc_stats, title="MCMC") -``` - -# Old marginal figures (for new, see berry_marginal_playground), debugging - - -## Looking at $p(\theta_i|y_k)$ - -```python -y_i_no0 = y_i.copy() -y_i_no0[y_i_no0 == 0] = 0.00001 -data_no0 = np.stack((y_i_no0, n_i), axis=2) -db_stats = dirty_bayes.calc_dirty_bayes( - y_i_no0, n_i, b.mu_0, b.logit_p1, b.suc_thresh, b.sigma2_rule -) -``` - -```python -post_hyper, report = inla.calc_posterior_hyper(b, data) -inla_stats = inla.calc_posterior_x(post_hyper, report, b.suc_thresh) -``` - -```python -look_idx = 5 -plt.figure(figsize=(10, 10), constrained_layout=True) -for arm_idx in range(4): - # Quadrature - ti_rule = util.simpson_rule(61, -6.0, 2.0) - integrate_dims = [0, 1, 2, 3] - integrate_dims.remove(arm_idx) - quad_p_ti_g_y = quadrature.integrate( - b, - data[None, look_idx], - integrate_sigma2=True, - integrate_thetas=integrate_dims, - fixed_dims={arm_idx: ti_rule}, - n_theta=9, - ) - quad_p_ti_g_y /= np.sum(quad_p_ti_g_y * ti_rule.wts, axis=1)[:, None] - - # MCMC - mcmc_thetai = np.asarray( - mcmc_data[look_idx].get_samples(False)["theta"][:, arm_idx] - ) - domain = (np.min(ti_rule.pts), np.max(ti_rule.pts)) - counts, bin_edges = np.histogram(mcmc_thetai, bins=np.linspace(*domain, 51)) - counts = counts.astype(np.float64) - counts /= np.sum(counts) - bin_widths = bin_edges[1:] - bin_edges[:-1] - mcmc_pdf = (counts / np.sum(counts)) / bin_widths - bin_centers = (bin_edges[:-1] + bin_edges[1:]) / 2.0 - - # INLA - n_arms = 4 - x_mu = report["x0"].reshape((*post_hyper.shape, n_arms)) - x_sigma2 = ( - report["model"].sigma2_from_H(report["H"]).reshape((*post_hyper.shape, n_arms)) - ) - x_sigma = np.sqrt(x_sigma2) - inla_pdf = scipy.stats.norm.pdf( - ti_rule.pts[:, None], - x_mu[None, look_idx, :, arm_idx], - x_sigma[None, 5, :, arm_idx], - ) - inla_p_ti_g_y = np.sum( - inla_pdf * post_hyper[None, look_idx, :] * b.sigma2_rule.wts[None, :], axis=1 - ) - - # DB - x_mu = db_stats["mu_posterior"] - x_sigma = np.sqrt(db_stats["sigma2_posterior"]) - db_pdf = scipy.stats.norm.pdf( - ti_rule.pts[:, None], - x_mu[None, look_idx, :, arm_idx], - x_sigma[None, 5, :, arm_idx], - ) - db_p_ti_g_y = np.sum( - db_pdf - * db_stats["sigma2_given_y"][None, look_idx, :] - * b.sigma2_rule.wts[None, :], - axis=1, - ) - - plt.title(f"Arm {arm_idx}") - plt.subplot(2, 2, arm_idx + 1) - plt.plot(ti_rule.pts, db_p_ti_g_y, "m-o", markersize=3, label="DB") - plt.plot(ti_rule.pts, inla_p_ti_g_y, "r-o", markersize=3, label="INLA") - plt.plot(ti_rule.pts, quad_p_ti_g_y[0], "b-o", markersize=3, label="Quad") - plt.plot(bin_centers, mcmc_pdf, "ko", label="MCMC") - plt.xlabel(f"$\\theta_{arm_idx}$") - plt.ylabel(f"p($\\theta_{arm_idx}$|y)") - plt.legend() -plt.show() -``` - -```python -look_idx = 5 -arm_idx = 2 -plt.figure(figsize=(15, 10), constrained_layout=True) - -# DB -ti_rule = util.simpson_rule(61, -6.0, 2.0) -x_mu = db_stats["mu_posterior"] -x_sigma = np.sqrt(db_stats["sigma2_posterior"]) -db_pdf = scipy.stats.norm.pdf( - ti_rule.pts[:, None], - x_mu[None, look_idx, :, arm_idx], - x_sigma[None, 5, :, arm_idx], -) - -TT, log_sigma_grid = np.meshgrid( - ti_rule.pts, np.log10(b.sigma2_rule.pts), indexing="ij" -) -field = db_pdf -levels = None - -plt.subplot(2, 3, 1) -plt.title(r"DB $p(\theta_0|\sigma^2,y)$") -cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend="both") -plt.contour( - TT, - log_sigma_grid, - field, - colors="k", - linestyles="-", - linewidths=0.5, - levels=levels, - extend="both", -) -plt.colorbar(cntf) - -plt.subplot(2, 3, 2) -plt.title("DB weights") -plt.plot( - np.log10(b.sigma2_rule.pts), - db_stats["sigma2_given_y"][look_idx] * b.sigma2_rule.wts, -) - -plt.subplot(2, 3, 3) -plt.title(r"DB $p(\theta_0|\sigma^2,y) * p(\sigma^2|y) * d\sigma^2$") -field = ( - db_pdf * db_stats["sigma2_given_y"][None, look_idx, :] * b.sigma2_rule.wts[None, :] -) -cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend="both") -plt.contour( - TT, - log_sigma_grid, - field, - colors="k", - linestyles="-", - linewidths=0.5, - levels=levels, - extend="both", -) -plt.colorbar(cntf) -plt.xlabel(r"$\theta_0$") -plt.ylabel(r"$\sigma^2$") - -# INLA -ti_rule = util.simpson_rule(61, -6.0, 2.0) -n_arms = 4 -x_mu = report["x0"].reshape((*post_hyper.shape, n_arms)) -x_sigma2 = ( - report["model"].sigma2_from_H(report["H"]).reshape((*post_hyper.shape, n_arms)) -) -x_sigma = np.sqrt(x_sigma2) -inla_pdf = scipy.stats.norm.pdf( - ti_rule.pts[:, None], - x_mu[None, look_idx, :, arm_idx], - x_sigma[None, 5, :, arm_idx], -) - -field = inla_pdf -plt.subplot(2, 3, 4) -plt.title(r"INLA $p(\theta_0|\sigma^2,y)$") -cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend="both") -plt.contour( - TT, - log_sigma_grid, - field, - colors="k", - linestyles="-", - linewidths=0.5, - levels=levels, - extend="both", -) -plt.colorbar(cntf) - -plt.subplot(2, 3, 5) -plt.title("INLA weights") -plt.plot(np.log10(b.sigma2_rule.pts), post_hyper[look_idx] * b.sigma2_rule.wts) - -plt.subplot(2, 3, 6) -plt.title(r"INLA $p(\theta_0|\sigma^2,y) * p(\sigma^2|y) * d\sigma^2$") -field = inla_pdf * post_hyper[None, look_idx, :] * b.sigma2_rule.wts[None, :] -cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend="both") -plt.contour( - TT, - log_sigma_grid, - field, - colors="k", - linestyles="-", - linewidths=0.5, - levels=levels, - extend="both", -) -plt.colorbar(cntf) -plt.xlabel(r"$\theta_0$") -plt.ylabel(r"$\sigma^2$") - -plt.show() -``` - -```python -p_sigma_g_y = quadrature.integrate(b, data[[0, 1, 5]], integrate_thetas=(0, 1, 2, 3)) -p_sigma_g_y /= np.sum(p_sigma_g_y * b.sigma2_rule.wts, axis=1)[:, None] -# TODO: would be cool to do a CDF here using a generated product rule for each subset of points. -plt.plot(np.log10(b.sigma2_rule.pts), p_sigma_g_y[0], "b", label="interim 1") -plt.plot(np.log10(b.sigma2_rule.pts), p_sigma_g_y[1], "r", label="interim 2") -plt.plot(np.log10(b.sigma2_rule.pts), p_sigma_g_y[2], "k", label="look 6 (final)") -plt.legend() -plt.show() -``` - -```python -t0_rule = util.simpson_rule(61, -6.0, 1.0) -p_t0_g_y = quadrature.integrate( - b, - data[[0, 1, 5]], - integrate_sigma2=True, - integrate_thetas=(1, 2, 3), - fixed_dims={0: t0_rule}, -) -p_t0_g_y /= np.sum(p_t0_g_y * t0_rule.wts, axis=1)[:, None] - -plt.plot(t0_rule.pts, p_t0_g_y[0], "b-o", markersize=3, label="interim 1") -plt.plot(t0_rule.pts, p_t0_g_y[1], "r-o", markersize=3, label="interim 2") -plt.plot(t0_rule.pts, p_t0_g_y[2], "k-o", markersize=3, label="look 6 (final)") -plt.legend() -plt.ylabel(r"p($\theta_0$ | y)") -plt.xlabel(r"$\theta_0$") -plt.show() -``` - -```python -theta_map = t0_rule.pts[np.argmax(p_t0_g_y, axis=1)] -theta_map -``` - -```python -t0_rule.pts[:3], t0_rule.wts[:3] -``` - -```python -cdf = [] -cdf_pts = [] -for i in range(3, t0_rule.pts.shape[0], 2): - # Note that t0_rule.wts[:i] will be different from cdf_rule.wts!! - cdf_rule = util.simpson_rule(i, t0_rule.pts[0], t0_rule.pts[i - 1]) - cdf.append(np.sum(p_t0_g_y[:, :i] * cdf_rule.wts[:i], axis=1)) - cdf_pts.append(t0_rule.pts[i - 1]) -cdf = np.array(cdf) -cdf_pts = np.array(cdf_pts) -``` - -```python -cilow = cdf_pts[np.argmax(cdf > 0.025, axis=0)] -cihi = cdf_pts[np.argmax(cdf > 0.975, axis=0)] -cilow, cihi -``` - -```python -b.suc_thresh -``` - -```python -plt.plot(cdf_pts, cdf[:, 0], "b-o", markersize=3, label="interim 1") -plt.plot(cdf_pts, cdf[:, 1], "r-o", markersize=3, label="interim 2") -plt.plot(cdf_pts, cdf[:, 2], "k-o", markersize=3, label="look 6 (final)") -plt.legend() -plt.ylabel(r"F($\theta_0$ | y)") -plt.xlabel(r"$\theta_0$") -plt.show() -``` - -```python -plt.figure(figsize=(8, 8), constrained_layout=True) -for i in range(4): - plt.subplot(2, 2, i + 1) - plt.title(f"Arm {i+1}") - inla_graph = report["x0"][5, :, i] - db_graph = db_stats["mu_posterior"][5, :, i] - plt.plot(np.log10(b.sigma2_rule.pts), db_graph, label="DB") - plt.plot(np.log10(b.sigma2_rule.pts), inla_graph, label="INLA") - plt.ylabel(r"Mean of p($\theta_{i} | y, \sigma^2$)") - plt.xlabel("$log_{10} \sigma^2$") - plt.legend() -plt.show() -``` - -```python -look_idx = 5 -plt.figure(figsize=(10, 10), constrained_layout=True) -for arm_idx in range(4): - # Quadrature - ti_rule = util.simpson_rule(61, -2.0, 1.5) - integrate_dims = [0, 1, 2, 3] - integrate_dims.remove(arm_idx) - quad_p_ti_g_y = quadrature.integrate( - b, - data[None, look_idx], - integrate_sigma2=True, - integrate_thetas=integrate_dims, - fixed_dims={arm_idx: ti_rule}, - n_theta=9, - ) - quad_p_ti_g_y /= np.sum(quad_p_ti_g_y * ti_rule.wts, axis=1)[:, None] - - # MCMC - mcmc_thetai = np.asarray( - mcmc_data[look_idx].get_samples(False)["theta"][:, arm_idx] - ) - domain = (np.min(ti_rule.pts), np.max(ti_rule.pts)) - counts, bin_edges = np.histogram(mcmc_thetai, bins=np.linspace(*domain, 51)) - counts = counts.astype(np.float64) - counts /= np.sum(counts) - bin_widths = bin_edges[1:] - bin_edges[:-1] - mcmc_pdf = (counts / np.sum(counts)) / bin_widths - bin_centers = (bin_edges[:-1] + bin_edges[1:]) / 2.0 - - # INLA - n_arms = 4 - x_mu = report["x0"].reshape((*post_hyper.shape, n_arms)) - x_sigma2 = ( - report["model"].sigma2_from_H(report["H"]).reshape((*post_hyper.shape, n_arms)) - ) - x_sigma = np.sqrt(x_sigma2) - inla_pdf = scipy.stats.norm.pdf( - ti_rule.pts[:, None], - x_mu[None, look_idx, :, arm_idx], - x_sigma[None, 5, :, arm_idx], - ) - inla_p_ti_g_y = np.sum( - inla_pdf * post_hyper[None, look_idx, :] * b.sigma2_rule.wts[None, :], axis=1 - ) - - # DB - x_mu = db_stats["mu_posterior"] - x_sigma = np.sqrt(db_stats["sigma2_posterior"]) - db_pdf = scipy.stats.norm.pdf( - ti_rule.pts[:, None], - x_mu[None, look_idx, :, arm_idx], - x_sigma[None, 5, :, arm_idx], - ) - db_p_ti_g_y = np.sum( - db_pdf - * db_stats["sigma2_given_y"][None, look_idx, :] - * b.sigma2_rule.wts[None, :], - axis=1, - ) - - plt.title(f"Arm {arm_idx}") - plt.subplot(2, 2, arm_idx + 1) - plt.plot(ti_rule.pts, db_p_ti_g_y, "m-o", markersize=3, label="DB") - plt.plot(ti_rule.pts, inla_p_ti_g_y, "r-o", markersize=3, label="INLA") - plt.plot(ti_rule.pts, quad_p_ti_g_y[0], "b-o", markersize=3, label="Quad") - plt.plot(bin_centers, mcmc_pdf, "ko", label="MCMC") - plt.xlabel(f"$\\theta_{arm_idx}$") - plt.ylabel(f"p($\\theta_{arm_idx}$|y)") - plt.legend() -plt.show() -``` - -```python -look_idx = 5 -arm_idx = 0 -plt.figure(figsize=(15, 10), constrained_layout=True) - -# DB -ti_rule = util.simpson_rule(61, -6.0, 2.0) -x_mu = db_stats["mu_posterior"] -x_sigma = np.sqrt(db_stats["sigma2_posterior"]) -db_pdf = scipy.stats.norm.pdf( - ti_rule.pts[:, None], - x_mu[None, look_idx, :, arm_idx], - x_sigma[None, 5, :, arm_idx], -) - -TT, log_sigma_grid = np.meshgrid( - ti_rule.pts, np.log10(b.sigma2_rule.pts), indexing="ij" -) -field = db_pdf -levels = None - -plt.subplot(2, 3, 1) -plt.title(r"DB $p(\theta_0|\sigma^2,y)$") -cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend="both") -plt.contour( - TT, - log_sigma_grid, - field, - colors="k", - linestyles="-", - linewidths=0.5, - levels=levels, - extend="both", -) -plt.colorbar(cntf) - -plt.subplot(2, 3, 2) -plt.title("DB weights") -plt.plot( - np.log10(b.sigma2_rule.pts), - db_stats["sigma2_given_y"][look_idx] * b.sigma2_rule.wts, -) - -plt.subplot(2, 3, 3) -plt.title(r"DB $p(\theta_0|\sigma^2,y) * p(\sigma^2|y) * d\sigma^2$") -field = ( - db_pdf * db_stats["sigma2_given_y"][None, look_idx, :] * b.sigma2_rule.wts[None, :] -) -cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend="both") -plt.contour( - TT, - log_sigma_grid, - field, - colors="k", - linestyles="-", - linewidths=0.5, - levels=levels, - extend="both", -) -plt.colorbar(cntf) -plt.xlabel(r"$\theta_0$") -plt.ylabel(r"$\sigma^2$") - -# INLA -ti_rule = util.simpson_rule(61, -6.0, 2.0) -n_arms = 4 -x_mu = report["x0"].reshape((*post_hyper.shape, n_arms)) -x_sigma2 = ( - report["model"].sigma2_from_H(report["H"]).reshape((*post_hyper.shape, n_arms)) -) -x_sigma = np.sqrt(x_sigma2) -inla_pdf = scipy.stats.norm.pdf( - ti_rule.pts[:, None], - x_mu[None, look_idx, :, arm_idx], - x_sigma[None, 5, :, arm_idx], -) - -field = inla_pdf -plt.subplot(2, 3, 4) -plt.title(r"INLA $p(\theta_0|\sigma^2,y)$") -cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend="both") -plt.contour( - TT, - log_sigma_grid, - field, - colors="k", - linestyles="-", - linewidths=0.5, - levels=levels, - extend="both", -) -plt.colorbar(cntf) - -plt.subplot(2, 3, 5) -plt.title("INLA weights") -plt.plot(np.log10(b.sigma2_rule.pts), post_hyper[look_idx] * b.sigma2_rule.wts) - -plt.subplot(2, 3, 6) -plt.title(r"INLA $p(\theta_0|\sigma^2,y) * p(\sigma^2|y) * d\sigma^2$") -field = inla_pdf * post_hyper[None, look_idx, :] * b.sigma2_rule.wts[None, :] -cntf = plt.contourf(TT, log_sigma_grid, field, levels=levels, extend="both") -plt.contour( - TT, - log_sigma_grid, - field, - colors="k", - linestyles="-", - linewidths=0.5, - levels=levels, - extend="both", -) -plt.colorbar(cntf) -plt.xlabel(r"$\theta_0$") -plt.ylabel(r"$\sigma^2$") - -plt.show() -``` - -### Skewness in the marginals - -Why is the confidence interval on the 0-th arm in the figure above so large? This is a case where one of the core INLA assumptions breaks down. INLA assumes that p(x|y,\theta) is approximately normal. In this particular case, that assumption is not correct. Intuitively, with 0 successes out of 20 patients, there is a lot more potential for small $x_0$ values than potential for large $x_0$ values. As you can see below, there is substantial skewness. There are approaches to deal with this. See here: https://github.com/Confirm-Solutions/imprint/issues/15 - -```python -x0_vs = np.linspace(-15, 5, 100) -x123_vs = np.full_like(x0_vs, -1.0) -x = np.array([x0_vs, x123_vs, x123_vs, x123_vs]).T.copy() -lj = model.log_joint(model, x, data[0], np.array([[-1.0, 10.0]])) -plt.plot(x0_vs, np.exp(lj)) -plt.show() -``` - -```python -mu_post, sigma_post = inla.calc_posterior_x(post_theta2, report2) - -# expit(mu_post) is the posterior estimate of the mean probability. -p_post = scipy.special.expit(mu_post) - -# two sigma confidence intervals transformed from logit to probability space. -cilow = scipy.special.expit(mu_post - 2 * sigma_post) -cihigh = scipy.special.expit(mu_post + 2 * sigma_post) -``` - -```python -cilow[0], cihigh[0] -``` - -```python -total_sum = np.sum(np.exp(lj)) -mean = x0_vs[np.argmax(np.exp(lj))] -ci025 = x0_vs[np.argmax(np.cumsum(np.exp(lj)) / total_sum > 0.05)] -ci975 = x0_vs[np.argmax(np.cumsum(np.exp(lj)) / total_sum > 0.95)] -ci025, ci975, np.abs(mean - ci025), np.abs(mean - ci975), scipy.special.expit( - ci025 -), scipy.special.expit(ci975) -``` diff --git a/research/berry/berry_part3_simulation.ipynb b/research/berry/berry_part3_simulation.ipynb deleted file mode 100644 index b63fc907..00000000 --- a/research/berry/berry_part3_simulation.ipynb +++ /dev/null @@ -1,282 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import berrylib.util as util\n", - "util.setup_nb()" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/.mambaforge/envs/imprint/lib/python3.10/site-packages/jax/_src/lib/__init__.py:33: UserWarning: JAX on Mac ARM machines is experimental and minimally tested. Please see https://github.com/google/jax/issues/5501 in the event of problems.\n", - " warnings.warn(\"JAX on Mac ARM machines is experimental and minimally tested. \"\n" - ] - } - ], - "source": [ - "\n", - "import matplotlib.pyplot as plt\n", - "import scipy.stats\n", - "import numpy as np\n", - "from scipy.special import logit\n", - "\n", - "import berrylib.fast_inla as fast_inla" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Simulation" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "p0 = np.array(\n", - " [0.05, 0.05, 0.1, 0.2]\n", - ") # rate of response below this is the null hypothesis\n", - "p1 = np.array(\n", - " [0.2, 0.2, 0.3, 0.4]\n", - ") # rate of response above this is the alternative hypothesis.\n", - "# p0 = np.array([0.1, 0.1, 0.1, 0.1]) # rate of response below this is the null hypothesis\n", - "# p1 = np.array([0.3, 0.3, 0.3, 0.3]) # rate of response above this is the alternative hypothesis.\n", - "# rate of response > p0 and < p1 is gray area.\n", - "p0_theta = logit(p0) - logit(p1)\n", - "\n", - "pmid = (p0 + p1) / 2\n", - "pmid_theta = logit(pmid) - logit(p1)\n", - "\n", - "# final evaluation criterion\n", - "# accept the alternative hypo if Pr(p[i] > p0|data) > pfinal_thresh[i]\n", - "pfinal_thresh = np.array([0.82, 0.82, 0.85, 0.9])\n", - "\n", - "# NOTE: choosing these slightly higher thresholds for arms 0,1,2 results in\n", - "# simulation results that look very similar to the Berry paper.\n", - "# pfinal_thresh = np.array([0.96, 0.96, 0.95, 0.9])\n", - "\n", - "# early stopping criteria\n", - "# succeed early if Pr(p[i] > pmid|data) > pmid_accept\n", - "# fail early if Pr(p[i] > pmid|data) < pmid_fail\n", - "pmid_accept = 0.9\n", - "pmid_fail = 0.05\n", - "\n", - "fi = fast_inla.FastINLA(n_arms=4, p1=p1)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "np.random.seed(1000)\n", - "\n", - "\n", - "def sim(n_sims, N, p):\n", - " return np.stack(\n", - " (scipy.stats.binom.rvs(N, p, size=(n_sims, 4)), np.full((n_sims, 4), N)), axis=2\n", - " )\n", - "\n", - "\n", - "n_sims = 1000\n", - "\n", - "scenarios = {\n", - " \"Null\": [0.05, 0.05, 0.1, 0.2],\n", - " \"Alternative\": [0.2, 0.2, 0.3, 0.4],\n", - " \"One in the Middle\": [0.2, 0.2, 0.2, 0.5],\n", - " \"All in the Middle\": [0.15, 0.15, 0.2, 0.3],\n", - " \"One Nugget\": [0.05, 0.05, 0.1, 0.4],\n", - " \"2 Null, 2 Alternative\": [0.05, 0.05, 0.3, 0.4],\n", - "}\n", - "\n", - "# Number of patients at the first look.\n", - "N_0 = 10\n", - "N_final = 35\n", - "\n", - "# Number of patients added per look.\n", - "deltaN = 5" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "results = dict()\n", - "n_looks = 6\n", - "for k in scenarios:\n", - " results[k] = dict(\n", - " data=[], mu_post=[], sigma_post=[], p_success=[], success_by_look=[]\n", - " )\n", - " p = scenarios[k]\n", - " data = sim(n_sims, N_final, p)\n", - "\n", - " results[k][\"data\"] = data\n", - " success = np.zeros((n_sims, 4), dtype=bool)\n", - " stopping_time = np.full((n_sims, 4), -1, dtype=np.int32)\n", - " for look in range(n_looks):\n", - " N_look = N_0 + look * deltaN\n", - " cur_data = data[:,:N_look,:]\n", - "\n", - " if look < 5:\n", - " _, exceedance, _, _, _ = fi.numpy_inference(cur_data, thresh_theta=pmid_theta)\n", - " stop_success = 0 * (\n", - " exceedance > pmid_accept\n", - " ) # no early stopping for success\n", - " stop_fail = exceedance < pmid_fail\n", - " else:\n", - " _, exceedance, _, _, _ = fi.numpy_inference(cur_data[...,0], cur_data[...,1], thresh_theta=p0_theta)\n", - " stop_success = exceedance > pfinal_thresh[None, :]\n", - " stop_fail = exceedance <= pfinal_thresh[None, :]\n", - " success[stop_success] = True\n", - " stop = stop_success | stop_fail\n", - " update_stopping = (stop & (stopping_time == -1)).astype(bool)\n", - " stopping_time[update_stopping] = look\n", - "\n", - " results[k][\"p_success\"].append(exceedance)\n", - " results[k][\"success_by_look\"].append(stop_success)\n", - " results[k][\"success_by_look\"] = np.array(results[k][\"success_by_look\"])\n", - " results[k][\"stopping_time\"] = stopping_time\n", - " results[k][\"success\"] = success" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABJAAAANwCAYAAABwM5AlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAABYlAAAWJQFJUiTwAACEYUlEQVR4nOz9P3Aj550ncP+4Vl1dshqQuuSiXQLnqlMmARzn5wF3fakNDJ2/HmL30rVIS4lKyc6AstN7DY4cbpU1gHarLroSMdr8hoCkSBeYGDm65IZs65ILroQ3mLdhcgj2gMQfkujPp0q1625042EP+X2A3/P00yvD4XAYAAAAAHCBv7juBgAAAABwsykgAQAAAJBJAQkAAACATApIAAAAAGRSQAIAAAAgkwISAAAAAJkUkAAAAADIpIAEAAAAQCYFJAAAAAAyKSABAAAAkEkBCQAAAIBMCkgAAAAAZFJAAgAAACCTAhLMSbfbjZWVldF/9Xr9tcfs7u7GyspKbG5uzrw99Xo9VlZWYnd391L7AG6TUqk0yt3BYDDRMTIQ4KVutxuNRmOUpaurq1GpVGJvby+SJLnu5uXC5uZmrKysxN7e3nU3ZWQwGJz5XrO/v3+p45MkOXP8rPvbRqMx8fetyxzr88F5CkiwIJ1OZ+IvMwBcXr/fP5OzrVbrGluTL+mXzXkMgADzlyRJbG5uxubmZuzv78dgMIhCoRBJkkS/34/d3d1YXV29dOHgppBRs3XZ/vXJkyevfY1/o9tBAQkWoFgsRkREs9m85pYALK/0A225XI6Il4V7ALINBoNYX1+PbrcbhUIhWq1WDIfDODk5ieFwGEdHR7G9vR0RL2drNBqNa24x16lQKJwbsHmdtH8uFApzahWLooAEC5BOe9zf3zf9F2BO0hHOx48fR8TLL0X9fv86m5QbjUYjtre3r3T7AHB9kiSJSqUSSZJEtVqNk5OTUbEoVSwWo9VqxcHBQUS8/Dx7227pkVGzU61WI2LyWUhpX1wsFkeD6uP4N7odFJBgAba3t0cV94cPH15vYwCWULfbjSRJolarRblcHn1IncVtbOmIex4HACb92Xd2dqLVap374gncbPV6PZIkiUKhMCoQXaRarY4ydW9v71YV6G9CRi1LX7K1tRURMfHtjOnvTK1Wy3zdTfg34vUUkGBB0tvXLEIIMHvpB9T0g236QXWSdRdeZ39//9au+zGtPP/ssOz6/X50u92ImHyZhe3t7VGB/sGDB3Nr2zJaljxNB2nS9bFeJ/2Z3fq4HBSQYEHMQgKYn3S9o7RwlBaSkiQZfUEC4M/Sz6PFYvFSsz7SYlO/379Vs5CYnbSvfd0s336/H0mSvPb2NW4PBSRYoPfffz8izEICmKW0eJSuyxDxcoQ0Ldp7GhvAea8W3id1+vUK9PmUziZ63YyqtP81+2h5KCDBAu3s7Iy+0FxlCuvm5masrKxcuHBho9GIlZUVi88BuZJ+QH01+9IR9as8jW1vby9WVlZiZWVltG11dXW0bWVl5cKR906nE5VKZfS6zc3NC79kNRqNKJVKozYOBoOo1+tRKpVib2/vwtft7e2NHnm8uro6WsfkIt1ud3Te08eM+xmu8rPX6/Vz/dP+/v7ovbLs7u5e+Ojmy1xLYHKn/4av8tj09GmX49ZNmjavImb/tz8uo2bZ3otM05ecPsd1X79XFYvFiZ54mn7fmWSGW9a/UarRaIyuX6VSid3d3Yn/baY5Nkve+ikFJFiwdBaS29gApnf6FrX79++f2ZfexhZx+SJSsViMarV6blZTuq1arY59HHG9Xh8VZgqFQhQKheh2u7G5uTl24OD4+DgGg0EcHx+PviR0Op1zj0ceDAYxGAzi2bNnUSqVznzATpJk9AF2nHq9Hpubm9HpdOL4+DjK5XKsra2Njnm1XVf92V+VfmF43W2E6b/NqyPUl72WwOSOj49H///a2tqlj0+PGfco92nyKmLxf/vTtjfLNHl6dHQ0KnRcpj2Lun5pH3vRLN8020/PCL6qJEmiVCqdeaJ1kiSxt7cXq6urmX3MNMe+Ti77qSEwFwcHB8OIGI77M0u3N5vNM9t3dnaGETGsVqtjz1mtVocRMdzZ2Rm7f3t7exgRw1qtdm5frVa78NisfQA3WbPZzMzNQqGQuX84fH0Gppl9cnKS2ZY0g8vl8vDo6Gi0vdfrjdrR6/XGvne5XB5GxLBQKAxbrdaZ44fDP+d/+trTbWm1WqN97Xb7XLt2dnaGzWbzXPtPH/fq+132Z7/oGqbbx/VLw+HLazOur7zKtQQm1263R397V/lbSv+2C4XCuX3T5NW8/vazcn6a9l7GpHl6E6/f0dHRuf7i5OQk82dKf45WqzXalvZ1l/0+8mofeVr6OeCivmaaY7PalNd+ygwkuAY7OzsRYRYSwLQ+/fTTiDh/+1oqnZXU7XbnuvZcv9+P/f39KBQK8fTp0zOLhZbL5Xj69GlEXJz7/X4/isViPH/+/MxTjsZ5+vTpmdHc7e3tzNtJms3mmVuoxx13ldv8JpHOKrro/OnI9enbG6a9lsDrnc6D07ORJpXm6etmL10mr27C3/5l83XebvL1KxQKo5lVr862yZodfFndbnd0m1+73T53O9zOzs6F63hNc2yWm/C7el0UkOAapLexJUmyvNMbAeZsMBiMPhhe9AH1dGFpnnmbfkhsNptjp+qXy+Uol8uZhZqDg4PXTvO/6HaHjY2NiLj8F8H0uGfPnl3quEmdbu+46z/u8c6zuJZAttOFn3G3ob3O4eFhRERmZl02r677b3/W+bro9lzH9Uuz+9Xb2NJsr9VqU9++lp771VsB531sluv+Xb1OCkhwDQqFwmgWUtZCcQBc7PQH1gcPHozWIjj9X/q46Yg/z1aah/QLWPowg3H/ZS2UWi6XJ3rE8Sweg9zv96PT6cTe3t7oS+A8pSO+r37BSD9Yn16MNWL6awm83um/ucvOrEmSZDQDKetL+WXz6rr/9m/aY+Zvw/VLZ++cHtCJ+HN/O4unr6U/1+nf2UUcO8l589hPvXHdDYC8ev/992Nvb280C2mSpxMA8GenR/YmGeXr9/sxGAzm8iUh/aBYq9Vee0tHkiTnRizTEeXXuepIbqfTiVardS1Phmk0GrG3t3fu+l/0eOdpryUwmWq1Gt1uNzqdzqX+lk7flnP6YQWvuuzf5nX/7d+0LLkt169Wq0Wn04lPP/00yuXyqJh0+ha3aaTFmrt37y702CzX/bt6nRSQ4JoUCoXY3t6O/f39aDabCkgAl5AWIyIihsPha1+bPrGm1WqdmZU0K8ViMQaDQbz//vtXGumc54fL048U3t7ejs3NzdGMp0ajMfdbqdOnEKVfVHd2ds6sj/Fq/zfttQQms7u7O/o73N3dvfBpWqelT6+K+PNtOrPib38613X9Go1GdDqd6HQ60Ww2RwM60659lFpbW4skSa50q+U0x2bJ8++qW9jgGqVfYgaDwUzukV30vdkA1yX9ojPJ4penbw+bV7Ek/QB5HTN8suzt7UW3241yuRzD4TBarVbUarWF36rx6joZT548iYjxa3zc1GsJy+b0ujD7+/sTfck+vfTCrIvx/vanc13XL83xwWAQg8HgwtmlV5X+XFdZq2+aYyc5bx5/VxWQ4Bqls5AiLrcW0kVPEspjiAH5lBYgJv2Amr4uSZIrr0uQ9eUqfTjC7u5u5tPe5vkkuHHSD80X3UYw6ajstKO3p9fJeN0XjJt6LWEZtdvtURF3c3Mz8+9qb29vVITf2dmZ6aLEEfn525/1bJjUdV6/9PtMs9kc3ao8q5k56W2SnU7nwv77oms6zbFZ8vK7Oo4CElyztHA0ySykdMR43KKn9Xp9KUMK4FXdbne0psCkX2BO3yY1yW0ap6Vfrk4vwr2/v3+maF8ul0cPR1hfXz9X0B8MBrG7uzu6lW5R0nUf9vf3z314TmcnZZnkZ5/U6cW00/Uxxs0gu6nXEpZR+hjydAbJ+vr6aI3OVL/fj83NzdFn1lqtNpdbgZf9b3+WeTrOdV6/dDBg3JM1p1Wr1UbFqHv37p35uZIkic3NzQuLQ9Mcm2XZf1ezKCDBNSsWi2dGZrOkj6Pu9/tRKpWiXq/H5uZmrK6uRr/fn/lIEMBNlBaALrN23OliUzp7aVLpcXt7e7G6uhorKyvRaDSi3W6feV2z2Ryt77O5uRkrKytRqVRidXU1SqVS7O3tLfzWse3t7SgUCpEkSVQqlSiVSlEqlWJlZSV2d3dfu/bSpD/7JNIvFOn6KVnrY9zEawnLqlwuR6/Xi2q1GkmSxO7ubqyuro7+5iuVyugLcrPZvNLf/6SW+W9/lnl6keu6fq/OOJr12q7tdjuKxeLo50p/ntXV1RgMBpmznaY5Nssy/65mUUCCG2DSUZxqtRqtVmu0cNvpzvzo6Cjq9XpUq9WZP2kA4CZJZ2tmPf1nnNO3sV1m3bnHjx+PPvivra1FrVaLVqs1diZTs9kcfRErFArR7/dHxxwcHFz6cdnTKhQKo/ZEvFwrr1AoxM7OThwdHY1+tov6jcv87K9zei2qiNePUN+0awnLrFgsjv6u0nXS0pme5XI5ms1mnJycjGZdzNOy/u3PMk+zXNf1e/z4cbTb7Tg4OJj5gyGKxWL0er2o1WqjcxeLxdF3oK2trQv7smmOfZ1l/V3NsjJ83aNLAAAAAMg1M5AAAAAAyKSABAAAAEAmBSQAAAAAMr1x3Q2YtU6nEw8fPoxer3flc3S73Wi321EqleLFixeRJEk0m82ZLwYGwOzIf4B8kv8Ai7EUBaRGoxHHx8extrY2eirVVY3rgPr9flQqlej1ejoRgBtE/gPkk/wHWLylewpbpVKJJEni6Ojo0scmSRKrq6txcHAwesRiql6vR0REu92eSTsBmC35D5BP8h9gMayBdMqTJ08iImJjY+Pcvq2treh0OotuEgALIP8B8kn+A0xOAemUdrsdhUJh7DTVYrEYEaETAVhC8h8gn+Q/wOQUkE45PDyMtbW1sfvSTuXZs2cLbBEAiyD/AfJJ/gNMbikW0Z6VJEku7EBOv2YSlUpl7Pbnz5/Hf/7P/zn+6Z/+6bLNA2BO5D9APsl/gMmZgfSKi56ykHYsx8fHU53///7f/xv/83/+z6nOAcDsyX+AfJL/AJMxA+mSJh2BOP0Y0NMuGpkA4Ga7zvz/6KOPrnxsRMSHH3441fHLxLWcnWmvZYTrye3g8z8wL7etL1VAesVFHUQ68nDRCAUAt5v8B67LbfsCsWxucv4regM3iVvYTpmkc3jdPdIA3D7yHyCf5D/A5MxAOmVjYyO63e7YfYPBICJMQQVYRvIfIJ/kf36YzQXTMwPplHq9fuG+tAOpVquLag4ACyL/AfJJ/gNMLrcFpLRDOO3+/fsREdHpdM7ta7fbUa1Wo1gszr1tAMyP/AfIJ/kPMJ2lKyAlSfLaR21WKpUolUrR7/fPbC8UCtFqtWJ3d/fM9n6/H4PBINrt9szbC8BsyH+AfJL/AIuxFGsg7e3txbNnz2IwGIxGFkqlUpTL5SgWi9FsNs+8vlqtRpIkYxfN297ejmKxGPV6Pe7evRsvXryIJEmi1+t5Ag/ADSP/AfJJ/gMs3lIUkHZ2di71+mazea5TOa1arbrXGeAWkP8A+ST/ARZv6W5hAwAAAGC2FJAAAAAAyKSABAAAAEAmBSQAAAAAMikgAQAAAJBJAQkAAACATApIAAAAAGRSQAIAAAAgkwISAAAAAJneuO4GAAAAALfDRx99NPU5Pvzwwxm0hEUzAwkAAACATApIAAAAAGRSQAIAAAAgkwISAAAAAJkUkAAAAADIpIAEAAAAQCYFJAAAAAAyKSABAAAAkEkBCQAAAIBMCkgAAAAAZFJAAgAAACCTAhIAAAAAmRSQAAAAAMikgAQAAABAJgUkAAAAADIpIAEAAACQSQEJAAAAgEwKSAAAAABkUkACAAAAIJMCEgAAAACZFJAAAAAAyKSABAAAAEAmBSQAAAAAMikgAQAAAJBJAQkAAACATApIAAAAAGRSQAIAAAAgkwISAAAAAJkUkAAAAADIpIAEAAAAQCYFJAAAAAAyKSABAAAAkEkBCQAAAIBMCkgAAAAAZFJAAgAAACCTAhIAAAAAmRSQAAAAAMj0xnU3YNa63W602+0olUrx4sWLSJIkms1mFAqFK58rdXx8HM1mM4rF4gxbDMAsyH+AfJL/AIuxVAWkTqcTDx8+jF6vN9rW7/ejUqlEr9e7VCeyv78fERGtVmu0LUmSuHfvXjSbzahWqzNrNwDTkf8A+ST/ARZnaW5hS5Ik6vV6NJvNM9vL5XKUy+V48ODBpc7Vbrdje3v7zPZCoRDtdjsajcZM2gzA9OQ/QD7Jf4DFWpoC0pMnTyIiYmNj49y+ra2t6HQ6E5/r8PDwwn3FYjEGg8HlGwjAXMh/gHyS/wCLtTQFpHa7HYVCYew01fSe5ct0It1ud+zrB4OBe6ABbhD5D5BP8h9gsZamgHR4eBhra2tj96WdyrNnzyY6V7VajWKxGPV6/dx01UajcWZhPQCul/wHyCf5D7BYS7OIdpIkF3Ygp18zqXa7Hffu3Yv9/f148uRJNJvNODg4iFarNdEIRKVSGbv9m2++ibfffnvidgCQTf4D5JP8B1ispZmBFBEXPmUh7ViOj48nPle5XI7nz59HsViMJElGIxGv66QAWDz5D5BP8h9gcZZmBtIkLjMCkSRJPHjwIFqt1uj/73Q60e124+nTp1EulzOPP/0o0dMuGpkAYH7kP0A+yX+A2VmqGUgXdRDpyMNFIxTjznPv3r1oNptRrVajVqvF8+fPY3t7e7TvMp0RAPMl/wHySf4DLM7SFJAm6RwmnX764MGD2NraOnOvc6FQiFarFe12O5Ikif39/as2FYAZkv8A+ST/ARZraQpIGxsbMRgMxu5Lt086fbTT6UStVhu7r1arxfb29sRPdABgvuQ/QD7Jf4DFWpoCUr1ev3Bf2oFUq9WJzlUoFDKnqJZKpYmexADA/Ml/gHyS/wCLtTQFpPv370fEy9GDV7Xb7ahWq2NDf9yoxf379+PTTz+98L0ODg5ia2tritYCMCvyHyCf5D/AYi1NASm9R3l3d/fM9n6/H4PBINrt9rljKpVKlEql6Pf7Z7a3Wq3odruxt7d37phGoxH1ev21T2EAYDHkP0A+yX+AxXrjuhswS9vb21EsFqNer8fdu3fjxYsXkSRJ9Hq9sYvsVavVSJJk7L5erxd7e3uxubkZhUJhtABfo9HQeQDcMPIfIJ/kP8DiLFUBKeJlpzDpvc7NZjOazeaF+3d2dmJnZ2dWTQNgjuQ/QD7Jf4DFWJpb2AAAAACYDwUkAAAAADIpIAEAAACQSQEJAAAAgEwKSAAAAABkUkACAAAAIJMCEgAAAACZFJAAAAAAyKSABAAAAEAmBSQAAAAAMikgAQAAAJBJAQkAAACATApIAAAAAGRSQAIAAAAgkwISAAAAAJkUkAAAAADIpIAEAAAAQCYFJAAAAAAyKSABAAAAkEkBCQAAAIBMCkgAAAAAZFJAAgAAACCTAhIAAAAAmRSQAAAAAMikgAQAAABApoUWkL777rtFvh0AN4T8B8gn+Q+wPN6Y9Qm/++676Ha7cXBwEIeHhzEYDCJJknOvKxQKsbGxEZubm1Eul+PHP/7xrJsCwALJf4B8kv8A+TCzAtJXX30Vu7u70e12IyJiOBxmvv7k5CQODg7i4OAgVlZWolAoRKPRiF/96lfx5ptvzqpZAMyZ/AfIJ/kPkC9T38L21Vdfxd27d6NSqcTBwUGsr6/HgwcPotVqRa/Xi5OTk/j+++/P/Xd0dBQHBwfRarXipz/9aQyHw3j06FGsrq7Gf/kv/2UWPxsAcyT/AfJJ/gPk01QzkP75n/85arVaFAqFeO+996LRaMT6+vpEx66vr8f6+nrcu3cvHjx4EBER3W43ms1m/Pa3vx1Ng/2rv/qraZoIwBzIf4B8kv8A+XXlGUi//vWvo1arxfb2djx//jwePXo0cedxkWq1Orp3+i//8i+jXC7H119/PdU5AZgt+Q+QT/IfIN+uXED6x3/8xzg4OIjf/va3cefOnVm2KcrlcvR6vajVavHb3/52pucGYDryHyCf5D9Avl35FrZerzf1iMPrtFqteP78+VzfA4DLkf8A+ST/AfLtyjOQ5t15LPp9AJiM/AfIJ/kPkG9TP4XtKr799tv45JNP4osvvriOtwfgmsh/gHyS/wC339wKSJ999lm89dZb5zqJra2tKJVK0Wg0YnNzM37yk5/MqwkAXAP5D5BP8h9guc2tgPTpp59GkiSxsbEx2vb48eNot9tx586dePToUbzzzjtxcHAQv/nNb+bVDAAWTP4D5JP8B1hucysgdbvdKJfL8eabb462NZvNWFlZiS+++CLee++96PV6cefOnfj9738/r2YAsGDyHyCf5D/AcptbASlJkigWi6P//ac//SkGg0EUCoV45513Rtur1Wr0+/15NQOABZP/APkk/wGW28IW0e52uxHxssM4LUmSKBQKi2oGAAsm/wHySf4DLJe5FZDu3bs36jQiIlqtVqysrMTm5uaZ1x0eHsba2tq8mgHAgsl/gHyS/wDLbW4FpEajEScnJ/HWW2/FD3/4w+h2u1EoFOIXv/jF6DVffvllJElyblQCgNtL/gPkk/wHWG5zKyDVarV49OhRnJycxNHRUZTL5TMjEhERu7u7EfGyswFgOch/gHyS/wDLba5rIO3s7MT3338fJycncXh4GO++++6Z/Z9//nn0er0zi+oBcPvJf4B8kv8Ay+uNRbzJnTt3zvzvb7/9NrrdbpRKpfhP/+k/LaIJAFwD+Q+QT/IfYPnMbQbSZ599Fm+99VZ88cUXZ7ZvbW1FqVSKRqMR1Wo1fvKTn8yrCQBcA/kPkE/yH2C5za2A9Omnn0aSJLGxsTHa9vjx42i323Hnzp149OhRvPPOO3FwcBC/+c1v5tUMABZM/gPkk/wHWG5zu4Wt2+1GuVyON998c7St2WzGyspKfPHFF/HOO+/Ee++9F2tra/H73/8+/uEf/mFm79tut6NUKsWLFy8iSZJoNptRKBSudL7BYBDNZjOOj49Hjxud5nwAy07+A+ST/AdYbnMrICVJEsVicfS///SnP8VgMIjV1dUzi+ZVq9X47LPPZvKenU4nHj58GL1eb7St3+9HpVKJXq936dDvdrvRaDSi3W5HuVyOiJcdyoMHD6Ldbs+kzQDLRv4D5JP8B1huc30K22npIzyr1eqZ7UmSzKSanyRJ1Ov1aDabZ7aXy+Uol8vx4MGDS51vMBjE5ubmmc4j4uWjRzudztTtBcgL+Q+QT/IfYLnMrYB07969UacREdFqtWJlZSU2NzfPvO7w8HA0NXQaT548iYg4c891amtr69Kh32g0olarnek8IiLW1tbObQPgz+Q/QD7Jf4DlNrcCUqPRiJOTk3jrrbfihz/8YXS73SgUCvGLX/xi9Jovv/wykiQ5NypxFe12OwqFwtjRjHQq7aSdSLfbHU1ffVWr1TozRRaAs+Q/QD7Jf4DlNrcCUq1Wi0ePHsXJyUkcHR1FuVw+MyIR8XI6aESMDerLyhrJSDuVZ8+eTXSuVqsVES9HM5IkiU6nE/v7+zEYDKZuJ8Cyk/8A+ST/AZbb3BbRjojY2dmJnZ2d+NOf/hR37tw5t//zzz+PL7/88syieleVJMlrp8ImSTLRudKObjAYRLfbjVqtFmtra6MOL+1gslQqlbHbv/nmm3j77bcnagfAbSX/z5P/QB7I//PkP7AsFrKI9rjOI/Xuu+/O7H0uWowv7ViOj48nOk/a0Xz66aexs7MTxWIxCoVCtFqtODw8nMmICUAeyH+AfJL/AMtnrjOQIiK+/fbbaLVa0e124/nz5/G///f/Hu37u7/7u/iLv/iL+K//9b/OuxkRMfkIROrVBf8iXi7It7u7G41GI3MxvYvuk75oZAJg2cj/s+Q/kBfy/yz5DyyLuc5A+vWvfx2lUimazWacnJzEycnJmf3VajVarVZ8/fXXM3m/izqIdOThso8LHbe4X9ppvHo/NwB/Jv8B8kn+AyyvuRWQPvvss9jZ2Yl79+7FyclJ7OzsnHtNrVaLO3fuxMOHD6d+v0k6h0kfF5o+tSHLpAvyAeSN/AfIJ/kPsNzmVkB6+PBhrK6uxueffx537tyJlZWVsa/b2NiYyWMxNzY2LnxKQrp90umj6ShD1pTXSToZgDyS/wD5JP8BltvcCkj9fn/sFNBXFQqFmTwes16vX7gvPf8k7Yn4873P49qVdip37969ZAsB8kH+A+ST/AdYbnMrIBWLxYk6hn6/n7kY3aTu378fERGdTufcvna7HdVqdeyowbg2bm9vR6FQGHuf88HBQRSLxajValO3GWAZyX+AfJL/AMttbgWke/fuRb/fz1wg7/HjxzEYDCYeGciSPmZzd3f3zPZ+vx+DwSDa7fa5YyqVSpRKpej3++f2tdvtePjw4ZkOpt/vx5MnT8aeC4CX5D9APsl/gOX2xrxOvLe3F0+ePIlKpRLtdvvc/cS//vWvY3d3N0ql0kwW0Yt4OXJQLBajXq/H3bt348WLF5EkSfR6vbGL7FWr1UiS5MJ9T58+PdMhra2txfPnzy/9NAeAPJH/APkk/wGW29wKSHfu3Il2ux31ev3MdM8f/vCHMRgMYjgcRqFQmHk1v1qtTjyi0Ww2o9lsXri/XC4bbQC4JPkPkE/yH2C5ze0WtoiXYf7tt9/GL37xi1hfX4/hcBhHR0exvr4eOzs7cXx8HO+88848mwDANZD/APkk/wGW19xmIKXu3LkTrVZr3m8DwA0j/wHySf4DLKe5zkDa2tqKTz755ML9f/M3fxM/+tGP5tkEAK6B/AfIJ/kPsLzmVkD6+OOPo9PpxNra2oWvqdVq0ev14ne/+928mgHAgsl/gHyS/wDLbW4FpE8//TQKhUL89Kc/vfA129vbMRwOLVQHsETkP0A+yX+A5Ta3AtJgMIiNjY3Xvq5cLsezZ8/m1QwAFkz+A+ST/AdYbnMrICVJMtHr1tbWJn4tADef/AfIJ/kPsNzmVkBaX1+Pbrf72tcdHh5GuVyeVzMAWDD5D5BP8h9guc2tgFSr1WI4HMYHH3xw4Ws+/vjjSJIkqtXqvJoBwILJf4B8kv8Ay21uBaRmsxnr6+vRbDbj5z//eXz99dejfV999VVsbW3Fr371qyiVSvHw4cN5NQOABZP/APkk/wGW2xvzPPnBwUFsbm7GkydPzj1pYTgcRrFYjM8//3yeTQDgGsh/gHyS/wDLa24zkCIiisViHB0dxaNHj+Kdd96J4XAYw+Ew3n333djZ2Yk//OEPsb6+Ps8mAHAN5D9APsl/gOU11xlIqZ2dndjZ2VnEWwFwg8h/gHyS/wDLZ64zkAAAAAC4/eZaQNra2opPPvnkwv1/8zd/Ez/60Y/m2QQAroH8B8gn+Q+wvOZWQPr444+j0+nE2traha+p1WrR6/Xid7/73byaAcCCyX+AfJL/AMttbgWkTz/9NAqFQvz0pz+98DXb29sxHA7PPaEBgNtL/gPkk/wHWG5zKyANBoPY2Nh47evK5XI8e/ZsXs0AYMHkP0A+yX+A5Ta3AlKSJBO9bm1tbeLXAnDzyX+AfJL/AMttbgWk9fX16Ha7r33d4eFhlMvleTUDgAWT/wD5JP8BltvcCki1Wi2Gw2F88MEHF77m448/jiRJolqtzqsZACyY/AfIJ/kPsNzmVkBqNpuxvr4ezWYzfv7zn8fXX3892vfVV1/F1tZW/OpXv4pSqRQPHz6cVzMAWDD5D5BP8h9gub0xz5MfHBzE5uZmPHny5NyTFobDYRSLxfj888/n2QQAroH8B8gn+Q+wvOY2AykiolgsxtHRUTx69CjeeeedGA6HMRwO4913342dnZ34wx/+EOvr6/NsAgDXQP4D5JP8B1hec52BlNrZ2YmdnZ1FvBUAN4j8B8gn+Q+wfOY6AwkAAACA208BCQAAAIBMc7uF7ZNPPpn4tcViMX784x/PqykALJD8B8gn+Q+w3OZWQNre3o6VlZWJXlutVnUgAEtC/gPkk/wHWG5zKyD97Gc/y+xA+v1+DAaDqFQqUavV5tUMABZM/gPkk/wHWG5zKyC12+3XvmZ/fz/ef//92NramlczAFgw+Q+QT/IfYLld6yLa29vbUalU4vHjx9fZDAAWTP4D5JP8B7i9rv0pbOVyOX7/+99fdzMAWDD5D5BP8h/gdrr2AlLEy/uhAcgf+Q+QT/If4PaZ2xpI33333WtfMxgMYn9/PwqFwryaAcCCyX+AfJL/AMttbgWk1dXViV43HA6jXq/PqxkALJj8B8gn+Q+w3OZWQHrzzTczH+MZEbG2thblctkiegBLRP4D5JP8B1hucysgnZyczOvUANxg8h8gn+Q/wHK7EYtoAwAAAHBzKSABAAAAkGnhBaRJns4AwPKR/wD5JP8BlsPUBaRJOoTvvvsutra24q233orV1dV466234uc//3l8++230749ANdE/gPkk/wHyKepC0iFQiHeeOONCzuD58+fx/r6enQ6nTg5OYnhcBgnJyfx5MmT+A//4T/Ev/7rv07bBACugfwHyCf5D5BPUxWQPv7444iI+OUvfxl//dd/PfY1m5ubcXJyEuvr63FwcBDff/99nJycxHvvvRfff/991Ot101oBbhn5D5BP8h8gv6YqIB0cHMTKykp88MEHY/d/9tlnMRgMYmVlJbrdbty7dy8iIu7cuRPNZjPee++9OD4+jkePHk3TDAAWTP4D5JP8B8ivqQpIh4eHUSwW48033xy7/9NPP42VlZXY3t4eO0LRbDYj4mVHBMDtIf8B8kn+A+TXVAWkJEmiUChcuL/b7UbEy2msFykWi9Hv96dpBgALJv8B8kn+A+TXVAWkYrEYg8Fg7L7nz59HkiQREVGtVqd5GwBuGPkPkE/yHyC/piogvfvuu5EkSfzxj388t6/VakVERLlcvnCKa0TEYDCIYrE4TTPO6Ha70Wg0Ym9vL3Z3d6PRaIw6slmdGyDv5D9APsl/gPx6Y5qDG41GfPbZZ1Gv1+Pp06fxl3/5lxER8eWXX8be3l6srKzE1tbWhcc/ffo0ImY3QtHpdOLhw4fR6/VG2/r9flQqlej1epnTbSdRr9fj/v37U7YS4PaT/wD5JP8B8muqGUjVajV+9rOfxeHhYfz1X/91/P3f/3387d/+bWxsbETEyymuv/zlLy88vtlsxsrKStTr9WmaEREv78eu1+ujhflS5XI5yuVyPHjwYKrz7+7uzmwkA+C2k/8A+ST/AfJrqgJSRES73Y4HDx7EyclJtFqtODg4iOFwGMViMQ4PDy887unTp9HtdqNYLMaPf/zjaZsRT548iYgYdV6nbW1tRafTufK5u91u3L1798rHAywj+Q+QT/IfIJ+mLiBFvLzfudfrRavVip2dnTg4OIg//OEPcefOnQuPGQwGUa1W47e//e0smhDtdjsKhcLYaarpPdZX7UQODg6iVqtN0zyApST/AfJJ/gPkz1RrIJ327rvvxrvvvjvx6x88eDD1tNLTDg8PY21tbey+tFN59uzZpTuC3d3deP/99y/dnkqlMnb7N998E2+//falzwdwU8n/s+Q/kBfy/yz5Dyy7mcxAugkmuT/5svcw9/v9uHv37tSL7wEwP/IfIJ/kP8BiXXkG0j//8z/HT3/601m2Zawvvvhi4nukLwr6dGTi+Pj4Uu/darVGjyO9rNNPgjjtopEJgNtC/meT/8Cykv/Z5D+w7K48A6lWq8Xvfve7WbbljO+++y7u3r0b7XZ7Zue8zAjE3t7euSc6ACD/AfJK/gPk25VnID158iTu378f7XY7Wq1W/NVf/dXMGvXJJ5/E7u5urK+vXyrEL+og0pGHSaei9vv9CxfkYzl89NFHUx3/4YcfzqglcPvIf4B8kv8A+TbVDKTPP/88/sf/+B9RLBbjJz/5SfzLv/zLlRvy7bffxq9//et46623otFoRL1ej8PDw3jzzTcnOn6SsL9okb1XtVqt2N7enui1AHkj/wHySf4D5NtUT2GrVqvx/Pnz2NnZicePH8fBwUFEvLzP9969e1EqlaJYLMba2too4JMkiePj40iSJAaDQTx79iy63W4kSRLD4TCKxWI8evTo0k9o2NjYiG63O3bfYDAYtet1Op1OHB4eRr1eH7v/yZMnoxGNWU6vBbhN5L/8B/JJ/st/IL+mKiBFRNy5cydarVbs7e3FP/7jP8b+/n4cHh7G4eFhrKysvPb44XAYERHlcjnef//9+NnPfnaldtTr9dd2INVq9bXnqdVqYx/1mSRJdDqduH///pUX1gNYJvIfIJ/kP0A+TV1ASt25cyeazWY0m814/vx5dLvd6PV6MRgMRiMOx8fHo9GItbW1KJfLsbm5Gffu3Zv6/e/fvx+NRiM6nc65DqDdbke1Wo1isXjuuMFgMHY7AJOR/wD5JP8B8mVmBaTT1tfX48GDB5eehjqNQqEQrVYrdnd3z3Qg/X4/BoPB2MdqViqV6Pf70ev1olwuZ54/nbaajmYAcJ78B8gn+Q+w/OZSQLou29vbUSwWo16vx927d+PFixeRJEn0er2xi+xVq9VIkiRzAb5+vx8PHz6Mfr8fERHdbjc2NzejWCyaygpwQ8h/gHyS/wCLM7cC0vvvvx//7t/9u/iHf/iHeb3FWNVqdaJ7nSNiNOU2S7lctlgewCXIf4B8kv8Ay21uBaR2ux3Pnz9feAeyzD766KOpjv/www9n1BKAi8l/gHyS/wDL7S/mdeL0aQr/8i//Mq+3AOAGkv8A+ST/AZbb3ApIH3zwQbz55pvxi1/8Iv7P//k/83obAG4Y+Q+QT/IfYLnNrYB0586d+OKLL2I4HEahUIjf/OY38dVXX8V333039j8AloP8B8gn+Q+w3Oa2BtLdu3djMBjEn/70pxgOh7Gzs3Pha1dWVuL//b//N6+mALBA8h8gn+Q/wHKbWwHp+++/j+FwGHfu3JnXWwBwA8l/gHyS/wDLbW4FpF6vN69TA3CDyX+AfJL/AMttbmsgAQAAALAcFJAAAAAAyDTzAtJXX30161MCcAvIf4B8kv8A+TCTAtK3334bd+/ejR/84AdRqVTiBz/4QfzoRz+KP/7xj7M4PQA3lPwHyCf5D5A/UxeQnj59GqVSKXq93uipC8PhMA4PD6NUKsW//uu/zqKdANww8h8gn+Q/QD5NXUCq1+sxHA6j2WzG999/H8fHx3FychLvvfdefP/991Gv12fRTgBuGPkPkE/yHyCfpiogffzxx5EkSezt7cV777032n7nzp1oNpvx6NGjOD4+jg8++GDqhgJwc8h/gHyS/wD5NVUB6eDgIFZXV+OXv/zl2P07OztRKBSi1+tN8zYA3DDyHyCf5D9Afk1VQDo8PIyNjY3M12xsbMTh4eE0bwPADSP/AfJJ/gPk11QFpCRJolwuZ76mWCxGkiTTvA0AN4z8B8gn+Q+QX1Mvov06hUJh3m8BwA0k/wHySf4DLKe5F5AAAAAAuN0UkAAAAADI9Ma0J+h0OtHv9y/cPxgMIiLib//2by98zcrKSvz3//7fp20KAAsk/wHySf4D5NPUBaSjo6M4Ojp67esODg4u3LeysjJtMwBYMPkPkE/yHyCfpiog7ezszKodANwi8h8gn+Q/QH5NVUB69OjRrNoBwC0i/wHySf4D5JdFtAEAAADIpIAEAAAAQCYFJAAAAAAyKSABAAAAkEkBCQAAAIBMCkgAAAAAZFJAAgAAACCTAhIAAAAAmRSQAAAAAMikgAQAAABAJgUkAAAAADIpIAEAAACQSQEJAAAAgEwKSAAAAABkUkACAAAAIJMCEgAAAACZFJAAAAAAyKSABAAAAEAmBSQAAAAAMikgAQAAAJBJAQkAAACATApIAAAAAGRSQAIAAAAg0xvX3YBZ63a70W63o1QqxYsXLyJJkmg2m1EoFC59rk6nEwcHBzEYDOL4+Dg2NjaufC4A5kv+A+ST/AdYjKUqIHU6nXj48GH0er3Rtn6/H5VKJXq93qWCf3d3N+7evRutVisiIpIkiXv37sX6+nr0er0oFouzbj4AVyT/AfJJ/gMsztLcwpYkSdTr9Wg2m2e2l8vlKJfL8eDBg4nP1e/3IyKiVquNthUKhXj69GkkSRKbm5uzaTQAU5P/APkk/wEWa2kKSE+ePImIiI2NjXP7tra2otPpTHyuVqsVW1tb57YXCoWoVqsxGAxGnQwA10v+A+ST/AdYrKUpILXb7SgUCmOnqabTTSftRA4PD6NSqYztJMrl8ug1AFw/+Q+QT/IfYLGWZg2kw8PDWFtbG7sv7VSePXt2ZlrqRdJRhmkWy6tUKmO3f/PNN/H2229f+bwAnCX/AfJJ/gMs1tLMQEqSZCaviYhoNptxcnIydqG8dFRi3FRZABZP/gPkk/wHWKylmYEUEReOGKQjE8fHx1OdfzAYRLfbjVqtNprKepHTT4I47aKRCQCuTv4D5JP8B1icpZmBNIlJRyAuUq/Xo1gsxuPHj2fTIAAWQv4D5JP8B5idpSogXdRBpCMP09zTvLu7G0mSRK/Xm+o8AMye/AfIJ/kPsDhLcwvbJKF+0SJ7r9PpdKLb7eo8YIyPPvpo6nN8+OGHM2gJeSX/AfJJ/gMs1tLMQNrY2IjBYDB2X7r9Kvcfd7vdaLVaOg+AG0r+A+ST/AdYrKUpINXr9Qv3pR1ItVq91Dn7/X60Wq04ODg4sz1Jktjf3798IwGYOfkPkE/yH2CxlqaAdP/+/Yh4Od30Ve12O6rV6tjHcmaNWrRarWi32+f2dbvdsecCYPHkP0A+yX+AxVqqNZBarVbs7u5GrVYbbe/3+zEYDMY+VrNSqUS/349er3fmsZxJksTm5mYUi8UzIxvpIn2Hh4cXPqYTgMWS/wD5JP8BFmtpCkgREdvb26PQv3v3brx48SLzyQnVajWSJDm37969ezEYDC4cnYgIIxAAN4j8B8gn+Q+wOEtVQIp42SlMeq9zs9mMZrN5brvRBYDbR/4D5JP8B1iMpVkDCQAAAID5UEACAAAAIJMCEgAAAACZFJAAAAAAyKSABAAAAEAmBSQAAAAAMikgAQAAAJBJAQkAAACATApIAAAAAGRSQAIAAAAgkwISAAAAAJkUkAAAAADIpIAEAAAAQCYFJAAAAAAyKSABAAAAkEkBCQAAAIBMCkgAAAAAZFJAAgAAACCTAhIAAAAAmRSQAAAAAMikgAQAAABAJgUkAAAAADIpIAEAAACQSQEJAAAAgEwKSAAAAABkUkACAAAAIJMCEgAAAACZFJAAAAAAyKSABAAAAEAmBSQAAAAAMikgAQAAAJBJAQkAAACATApIAAAAAGRSQAIAAAAgkwISAAAAAJkUkAAAAADIpIAEAAAAQCYFJAAAAAAyKSABAAAAkEkBCQAAAIBMCkgAAAAAZFJAAgAAACCTAhIAAAAAmRSQAAAAAMikgAQAAABApjeuuwEAvPTRRx9NfY4PP/xwBi0BAAA4ywwkAAAAADIt3Qykbrcb7XY7SqVSvHjxIpIkiWazGYVC4VrPBcB8yX+AfJL/AIuxVAWkTqcTDx8+jF6vN9rW7/ejUqlEr9e7VPDP8lwAzJf8B8gn+Q+wOEtzC1uSJFGv16PZbJ7ZXi6Xo1wux4MHD67lXADMl/wHyCf5D7BYS1NAevLkSUREbGxsnNu3tbUVnU7nWs4FwHzJf4B8kv8Ai7U0BaR2ux2FQmHs1NJisRgRMXHwz/JcAMyX/AfIJ/kPsFhLswbS4eFhrK2tjd2XdgTPnj2LWq22kHNVKpWx27/++uv4N//m31y4P8v/+l//69LHnPbf/tt/m+r4ZeJazs601zLC9Uxd17X8j//xP8Y//dM/Tf3e10X+v56/sT9zLWdH/s+O/L8a+f96/sb+zLWcHfk/O7ct/5emgJQkyYWhf/o1iz7Xq37wgx/Ev/23//ZKx/77f//vL9z3zTffRETE22+/faVz541rOTuu5exkXcsI1/Mi8t/vxWW4lrPjWs6O/L8a+e/34jJcy9lxLWfntuX/0hSQImLslNOIGHUGx8fHCzvX6ac3LEI6orHo911GruXsuJaz5XpeTP77vZgF13J2XMvZcj0vJv/9XsyCazk7ruVs3bTruTRrIE3iqqMG8z4XAPMl/wHySf4DzM5SFZAuCvV0tOCiUYV5nwuA+ZL/APkk/wEWZ2kKSJME+uvua57HuQCYL/kPkE/yH2CxlqaAtLGxEYPBYOy+dPukTz6Y5bkAmC/5D5BP8h9gsZamgFSv1y/cl4Z+tVpd+LkAmC/5D5BP8h9gsVaGw+HwuhsxC0mSxOrqarTb7ajVamf2bW5uRkTEwcHBueMGg0EUi8WZnAuAxZP/APkk/wEWa2lmIBUKhWi1WrG7u3tme7/fj8FgEO12+9wxlUolSqVS9Pv9qc8FwPWQ/wD5JP8BFuuN627ALG1vb0exWIx6vR53796NFy9eRJIk0ev1xi6MV61WI0mSsfsuey4Aro/8B8gn+Q+wOEtzCxsAAAAA87E0t7ABAAAAMB8KSAAAAABkUkACAAAAIJMCEgAAAACZFJAAAAAAyKSAdMv1+/0olUrX3YylsLe3F6VSKVZWVqJSqUSj0YgkSa67WbfW/v5+VCqVWFlZidXV1ajX6zEYDK67Wbfe5uZmrKysxObm5nU3hWsm/2dH/s+W/J8P+U9K/s+O/J8t+T8fNyn/V4bD4fC6G8HldDqdePbsWXS73ej3+xER4Z9xOpubm9HtdmN7ezsKhcLo2hYKhej1elEsFq+7ibdKpVKJfr8f29vbUalUIkmSePjwYSRJEr1eL8rl8nU38VbqdrtRr9cjSZKoVqtxcHBw3U1iweT/7Mn/2ZL/8yH/kf+zJ/9nS/7Px43L/yG3TrFYHBaLxWGtVhsWCoWhf8bpNJvNYUQMj46Oxm4vl8vX1LLbaWdnZ1goFM5dz6Ojo2FEDIvF4jW17PYrFovD7e3tYUQMq9XqdTeHayD/Z0v+z5b8nx/5j/yfLfk/W/J/fm5a/puBdMuVSqUYDAZGIKZQKpWiVqtFs9k8ty+tpKuaTy5JkhgMBmOv1+rqaiRJ4vf1Cvb396PRaESv14tKpXIzRiC4VvJ/evJ/tuT/fMh/XiX/pyf/Z0v+z8dNzH9rIJF7tVotGo3G2H3VajUiIg4PDxfZpFutUCiM7TySJIkkSUwHvqLd3d2o1Wo+yMAMyf/Zkv/zIf9h9uT/bMn/+biJ+f/GdTcArtu4kYfUW2+9tcCWLLd6vR4RL4OQy9nd3Y0kSeL999+/7qbAUpH/iyH/r07+w3zI/8WQ/1d3U/NfAQkyPHv2LCIiNjY2rrklt9Pe3l4cHR1Ft9uNwWAQOzs7sb29fd3NulWSJIm9vb0bN/oAy07+T0f+T0/+w/WQ/9OR/9O7yfmvgAQXGAwG0el0olqt3rg/3NsgSZIzow3FYjG2trausUW304MHDyIie6QMmC35Px35PxvyHxZP/k9H/s/GTc5/ayDBBer1ehQKhWi329fdlFupUCjEcDiM4XA4ehRqpVKJ/f39627ardHv96PT6UStVnPvOCyQ/J+O/J+e/IfrIf+nI/+nd9PzXwEJxtjc3IzBYBC9Xi8KhcJ1N+fWK5fLcXBwEMViMRqNRgwGg+tu0q2Qjj48fvz4mlsC+SH/Z0v+X438h8WT/7Ml/6/mpue/W9jgFWnn8fz5c53HjDUajdjd3Y1Wq3Ujp2TeJN1uN/r9fpTL5Xjy5Mloe5IkEfFyinU6muO+cpgN+T8/8n9y8h8WT/7Pj/yf3G3IfwUkOGVzczOOj4+NPMxJek2NQLxe2lH0+/2xj5kdDAaj7b5AwPTk/3zJ/8nJf1gs+T9f8n9ytyH/3cIG/3+VSiUiQucxpU6nc+G+Xq8XERF3795dVHNurVqtNrqH/PR/R0dHERFRrVZH24DpyP/ZkP+zIf9hceT/bMj/2bgN+a+ABPGy81hbW4uDg4Prbsqt9+DBgzNPX0ilUy4LhYIRU+DGkP+zI/+B20T+z478zw+3sN1C3W53NL3t+Pg4IiL29/djbW0tIl5WLpnc5uZm9Pv92N7eHjtVMH2N6zqZXq83etrC/fv3o1QqxdHR0eh+3cePHxvhgSuS/7Ml/2dL/sP8yP/Zkv+zJf9zZMitUy6XhxEx9r9CoXDdzbt1isXihdcz/W9nZ+e6m3nr7OzsjK5tsVgc1mq14dHR0XU369Y7OjoaRsSwWq1ed1O4BvJ/tuT/fMj/+ZD/+Sb/Z0v+z4f8n4+blP8rw6EbqAEAAAC4mDWQAAAAAMikgAQAAABAJgUkAAAAADIpIAEAAACQSQEJAAAAgEwKSAAAAABkUkACAAAAIJMCEgAAAACZFJAAAAAAyKSABAAAAEAmBSQAAAAAMikgwYwkSRJ7e3tRqVRidXU1VlZWolQqxebmZuzt7UWSJNfdRADmQP4D5JP8J29WhsPh8LobAbddp9OJBw8ejDqJYrEYhUIhBoPBmY6j1WrF9vb29TQSgJmT/wD5JP/JIzOQYEr7+/tRr9cjSZLY3t6Ok5OTODo6il6vFycnJ3FychI7OzsREbG2tnbNrQVgVuQ/QD7Jf/LKDCSYQr/fj0qlEhEROzs70Ww2L3ztYDCItbW1KBQKC2odAPMi/wHySf6TZwpIMIVSqRSDwSC2t7ej1Wpdd3MAWBD5D5BP8p88cwsbXFGn04nBYBAREbu7u9fcGgAWRf4D5JP8J+8UkOCK0hGHWq0WxWLxmlsDwKLIf4B8kv/knQISXFG3242IiK2tranOU6lURvdRJ0kSu7u7USqVxo5q7O7uRqVSiZWVlahUKtFoNC58PGj6KNFx++v1eqysrMT+/v7YfZubmxHxcpRlc3MzSqVSrK6uRr1eH426AOSV/AfIJ/lP3ikgwRWcDtFpRx8Gg0EMBoPo9/uxvr4ee3t7MRgM4q233hq9pt/vR6lUir29vUiSJGq1WkS8fALE+vr6qDObhW63G91uNyqVStTr9Tg+Po6Il51bp9OJSqVyYacFsOzkfzKz9wO4TeR/MrP34/ZSQIIrOB2gs5i+miRJ3Lt3LyIi2u12DIfD0aM/IyLu3bsXg8Eg2u12HB0dRbvdjl6vFwcHBxERsbm5OZdQPzk5iV6vN3osaaFQiCRJ4sGDBzN/L4DbQP7LfyCf5L/8RwEJppZW6KeVJEk8f/58NLqQSqepNpvNc/uq1Wo8fvw4Il5OPZ2ldrt95pGj5XI52u12RLyc2moUAsg7+Q+QT/KfvFJAgis4Pepw0T3B6b3Kp/9L73Uep9lsngns1JMnTyIiYnt7e+xxaacyy2msERFra2vntlWr1SiXyxERcXh4ONP3A7gN5L/8B/JJ/st/FJDgSgqFwqgT6ff7Y19TrVajVqtFrVaLarX62nOOe02SJJEkSRQKhbGdSyoN9YvaMksbGxsLey+Am0b+y38gn+S//EcBCa4srfw/fPhw7P5msxntdjva7fbYJyq8Kute6ps4XTSrQwNYZvK/cN1NALgW8r9w3U3gmikgwRW9//77EfEy3Pf29ubyHqdHHrI6kXQ0IB2JmKd06uosFg8EuI3kv/wH8kn+y/+8U0CCKyoUCtFqtSIiYnd3NzqdzlzeJ53aetFIx/7+fkRcrvOYZPrpuMUBu93u6Nh0KitA3sh/+Q/kk/yX/3mngART2N7eHi1uV6/XLxyJuGihvUk8fvw4CoVC7O3tjTqLVKfTiUajERExekJCKl0E79X33t/fn6g9r0677Xa7oyc9XLTgH0BeyH+AfJL/5NoQmFqr1RpGxOi/crk8rFarw2KxeGZ7rVY7d2yhUBhGxPDk5OTC8/d6vdHrCoXCmXMXCoVhu90+d0ytVhvt39nZGe7s7Ayr1eqwUCgMy+XyMCKGrVbrwvYUi8VhsVgc1mq10esjYlitVqe6VgDLRP4D5JP8J48UkGBGTk5Ohs1mc1gul8+EcLlcHu7s7AyPjo7GHjdJB5Kef2dnZxTm5XJ5uL29feFxJycnw1qtNjp/uVweNpvN4cnJybDVag2r1erw4ODgwvYcHR0NW63WmfdrNpuXvSwAS0/+A+ST/CdvVobD4XA2c5mAZbC6uhpJksTJyYlpqgA5Iv8B8kn+MylrIAEAAACQSQEJAAAAgEwKSAAAAABkUkACAAAAIJNFtAEAAADIZAYSAAAAAJkUkAAAAADIpIAEAAAAQCYFJAAAAAAyKSABAAAAkEkBCQAAAIBMCkgAAAAAZFJAAgAAACCTAhIAAAAAmRSQAAAAAMikgAQAAABAJgUkplYqlWJlZSVWVlZiMBhMdEy9Xo+VlZXY3d291L5ls7m5GSsrK7G3t3fdTTljMBiM/k1XVlZif3//UscnSXLm+Fn/WzYajVhZWYl6vT7TY/P0uwe3TbfbjUajMepzVldXo1KpxN7eXiRJct3Nu7Jut3smLyfJtd3d3VhZWYnNzc0FtBDg5mVVXr9LzPp7F1yWAhJT6ff7Z8Kr1WpdY2v+LA1XH65n47L/rk+ePHnta/wbAZNIkiQ2Nzdjc3Mz9vf3YzAYRKFQiCRJot/vx+7ubqyurl660H1TdTqdib8UALxqb28vKpVKrK6ujgrt88hHWbW4a526qd+78sD3lj9TQGIqaXCVy+WIeNmZsFwKhcK5Dut10t+LQqEwp1YBeTAYDGJ9fT263W4UCoVotVoxHA7j5OQkhsNhHB0dxfb2dkS8nF3YaDSuucXTKRaLERHRbDavuSXAbVSpVGJ3dzf6/X5ExKjQ3mg0olKpzGy2pqxa3LU+zfcubgIFJKaSzjR5/PhxRLz8sJ8G6XVqNBqxvb19pVucOKtarUbE5KMc6e9AsVgcfcAYx78RkCVJktGH8Gq1GicnJ6NiUapYLEar1YqDg4OIiNjf37/VU/TTtu/v79/q2/KAxavX69Hv92NnZ2dUaD85ORl9fuv3+1GpVGbyXnnPqkVe69Nu6veuPPC95c8UkLiybrcbSZJErVaLcrk8KhbchOmUOzs70Wq1zn3ZWJR0JHwZOtWtra2IiImn5Kb//rVaLfN11/1vBNxs9Xo9kiSJQqEwKhBdpFqtjrJnb2/v1n6g3t7eHs3cfPjw4fU25pZYpv4Wrqrf70en04nt7e0zs4IKhUJsb29Hr9eLiJcFh1msu5nnrFr0tU7N83tXnnN00p/d95Y/U0DiytLASgsMacFgkvVvlt3+/v7SrMeRdlLp1NzXSX/u234rCXB9+v1+dLvdiJj8Font7e3RB+oHDx7MrW3zlv68t31x8EVZpv4Wrir9TH5RXpbL5dHn9FkN9OY1q67jWp8+1zy+d+U5R/P8s1+VAhJXlt53mwZYGmhJkow++LMcJu0I+/1+JEny2tvXALKkI9rFYvFSo33pB/p+v28WEpAb9Xo9qtVq5tqT6eK/s1r4Oq9ZdR3XOsL3Lm4OBSSuJA2xdH2ciJcV9zRMb8JtbMxOOpvodRX69N/d7CNgGq9+UJ7U6dff5g/U77//fkTkb2QfuJpqtRrtdjvzNacH9maVK3nMquu41r53cZMoIHElaVC9upBYOlJ83U8FqNfrsbKyMnYx1UajEaVSadTGvb290aMZV1dXR+tuXNbe3l6srKzEysrKaNvq6upo28rKymtHxK/Slk6nE5VKZfQem5ubM//iVCwWJ3riQ1pgmmTGQNa/UarRaIyuYfq0i0n/baY5Nssirjfk2emcvMrjctOsGrdu0izyfxEZsLOzM/picJWp9Zubm5n52mg0YmVlJXMx0PTx1CsrK1EqlUaL5e7t7cXm5ubosdWzPnaS6zuL/haWzeuefJvOhikUCjN7Su5NyKrrsOhrPY/vXdPk6GX6wVf73cFgEPV6PUql0pk1oqbtn7vd7ui8p48Z9zNc5Wcf971lf39/9F5Zdnd3R9fpVbfxe4UCEpd2eqrk/fv3z+xLp1NGXH8R6SKDwSAGg0E8e/YsSqXSmSBIkmT0h3xZxWIxqtXqudGBdFvWdNejo6NRkeMybanX66NwTDupbrcbm5ubM7+fN/23vWiUI/33Pj0iclVJkpz50pFu29vbi9XV1cxgnebY11nk9Ya8Oj4+Hv3/a2trlz4+PWbcrQPT5v8iMyAd2b+OW0NOF93TPi0tyj98+DCOj49Htyq/+oF+mmMnvb7T9LeQV+msmdN/N7NwnVl1U83yWs/re9dVc/Sy/eDx8XEMBoM4Pj4eFYU6nc65Pnqa/rler8fm5mZ0Op04Pj6Ocrkca2tro2Nebdes+pC0gPe62wjTf5tX79C4td8rhnBJzWZzGBHDarU6dn+hUMjcPxwOh7VabRgRw52dnUvtm1TWOarV6jAihhExLJfLw5OTk9G+Vqs12tdut6/8/uk5Tp97nGnasr29PTru6OhotL3X643+DXq93pXaf3R0NHrv9NwnJyeZP1f6s7RardG2crl8pX/n9LhCoXDmfMPhn3//ImJYq9VmemxWm+Z5vYE/a7fbo7/Tq/xNpX/HhULh3L6bmLkHBwej931Vur3ZbJ7ZvrOzk9nPpj/nRf1o+rOMy8F03/b29tjtWX3zLI697PWdtL+FPOv1euc+113WTcuqeX+XuKpZXOvT5v29azicPEevktPpe7/6+fzVazNN/7yzszNsNpvn2n/6uIv+LSb92S+6hun2cb+jw+HZ34fTbvP3CjOQuLRPP/00Is5Po0yl1fH0cZM32dOnT89UmLe3tzNvf7gpben3+7G/vx+FQiGePn165l7rcrkcT58+jYjZjgYVCoVRpf7VqnjW6Mhldbvd0bTRdrt97na4nZ2dC9dFmebYLNdxvSGvTufg6dlIk0r7ndfNXrrpmRvxMrPmcd4sab6/+oSh009cmvWxMhbmJ0mS0Wf2drs9l4ecXEdW3UTzuNY35XvXtDnd7/ejWCzG8+fPzzw1dZzLfj9rNptnbqccd9y87oxJZxVddP70zo3T30lue5+ngMSlDAaD0Rf0iwoFpwPuJk+/u2h64sbGRkRc7YvLotqSBkqz2Rx7XLlcjnK5PPOwTEPy1dvY0n/nWq029W0D6blfnVo672OzXNf1hjw6Xfi5yhNsDg8PIyJ7jYrbkrnprSFJkiykP81at+P0tnFfUqY5VsbC/Ny7dy8Gg0E0m80rDaJNYtFZdVPN+lrfpO9ds8jpg4OD135PmPX3s/S4Z8+eXeq4SZ1u77jrn247ffvabe/zFJC4lNOFgwcPHozu3Tz93+mRx7RqfhPdpMfMX7Yt6Qf1dHHBcf/NYwHRtDM83aFF/PnfeRZPX0t/tnTEYFHHTnLeRV9vyKPTf7+XnQmaJMmoQJFVRL4tmVsoFEYj+1kPHJiV9LqMK/KcvrbjPvBOc6yMhfmoVCrR7/ej3W6PsmQeFp1VN9E8rvVN+t41bU6Xy+WJ+t5ZfD/r9/vR6XRib29vNKg0T+nsolcH2NMC0OmHEUXc/j7vjetuALfL6UroJFXRfr8fg8HgRhVrUjdpgc3LtiUNlVqt9trbNJIkmenPWqvVotPpxKeffhrlcnlUTDp9i9s00lC9e/fuQo/Ncp3XG/KoWq1Gt9uNTqdzqb+p09O9Ty8u+qrblLnvv//+6BHZ+/v7Ez3lchrb29uxv78fjUbjzIfh9Eth1vtf9VgZC7OXFjQODg5mvnD2OIvOqptkXtf6Jn3vmjan05lAr3PVfO90OtFqta7lCWaNRiP29vbOXf+0H3x1gP2293kKSEws/aOIiBgOh699bbpSfqvVOrceAtMpFosxGAzi/fffn/lsm9dpNBrR6XSi0+lEs9kcdWjTrn2UWltbiyRJrnTryjTHZrnO6w15tLu7O/oQuLu7e+HTH09Ln7YY8efp37NynRlQKBRGhZlmszn3L2Vp372/vx/dbjfK5fKo/y+Xy5n/Flc9VsbC7CRJEvfu3Vto8Shi8Vl1E8zzWt+0713T5vQ8iyCbm5ujzwzb29uxubk5mvHUaDTmfltl+lS3dOBrZ2fnzPqwr/4t3PY+zy1sTCz94DfJPb2npynm+V7oeUnD5jqq7Om9vunjNi+qrl9V+rNd5V7laY6d5LzXcb0hj06vY7a/vz9RUfj0bROz/vB83RmQ/jyDwWAmayJkrSGRrt2R3oLR6XSiUChEs9mMXq/32nZe5djrvr6wLNKCxmAwiF6vt7DiUWqRWXXd5n2tb9r3rpua03t7e6MBi+FwGK1WK2q12sLvfnl1ndgnT55ExPg1nW7qtZyUAhITS/8QJi0UpK9LkuRG38c5T7OeCZNKFyvc3d3NfOLCvJ7GkFbSm83maKrmrCro6W0nnU7nwt+bi67rNMdmue7rDXnUbrdHH7o2Nzcz/7729vZGH5p3dnZm/kH+ujMgHdlP2zCpi9qT9aE1zfRmsxlHR0cxHA6j1+tNtKbHVY+dxfWdV38Lt8WrBY3rmNmwyKy6Tou41tfxvSsrR6+7H7xIOmh8Ub8/ad8wbR9yep3Y1w2w39RrOSkFJCaSPhryMuvcnJ6uN8ntB8sk/dJzejG7dEr/LJTL5dEH8vX19XPnHQwGsbu7O5rOOmtpGI57ssC0arXaqCO+d+/emZ8tSZLY3Ny8sGOc5tgs1329IY/Sx9umMx7X19dH62uk+v1+bG5ujr6o1Gq1uUzdvwkZkP6Mk4zspyOv4xYPrdfrmR9KC4XCqL9KPwgPBoOJPshe9dhpru+8+1u4DZIkiUqlMipoXOfao4vKqqtK12ja39+/0vkXca0X/b1rkhy9Cf3gOOm6p/v7++c+46ezk7LMsg85vZh2uj7suBlkN/VaTkoBiYmkQXSZ+5lPh15aRc+L9Ofe29uL1dXVWFlZiUajEe12e2bv0Ww2R/fYbm5uxsrKSlQqlVhdXY1SqRR7e3tz+wDx6oyjWd/n3m63o1gsjn629GdaXV0draUxj2OzXOf1hrwql8ujWwOSJInd3d1YXV0d5WqlUhl98Go2mzPN2FdddwYUi8UzI5xZ0sc69/v9KJVKUa/XR3nY7/czv5Dcv39/9DOWSqXRf6evebrW1CyPver1XUR/Czfdw4cPR8XaUql04ZOd0v/mOWNvUVl1VcfHx9FoNKLRaFzpOiziWi/6e9ekOXrd/eA429vbUSgURoW9tN9ZWVmJ3d3d1669NMs+JB1QT/u5rPVhb+K1nJQCEhNJRxCynmozzunplLO4F/q2ePz48SiQ1tbWolarRavVmvlMrHRdifT+2n6/P3q/g4ODSz8C+zIeP34c7XY7Dg4OZr4wXrFYjF6vF7VabXTu07dFbG1tRbVaHfu0tWmOfZ3rvN6QV8VicfT3la5rkI7MlsvlaDabcXJyMtdHVKeuOwMmnV1VrVaj1WqNFuo8XWQ7OjqKer0+NgdPL/p5kX6/P3ZkdJpjU1e5vovqb4HJzTurlt2iv3ddJkevux98VaFQOLMG1fHxcRQKhdjZ2Ymjo6PRz3bR79As+5DTa1FFvP4OjZt2LSe1Mnzdsu4AACy99Ek26a2Ar45+pus6pKOr6QjqtMcCLNLu7m7s7e3FycnJjXtEOtx0CkgAADmXJEmsrq5GxOsfGb23txe7u7tRrVbj4OBgqmMBFm1zczMiQgbBFbiFDQCAkWkWrr2pT40BSB0eHo7WXwIuRwEJACDnTj8t5t69exc+sXJ/f3/0lKX0/05zLMAiJUkS1Wo1c4Fj4GJLdwtbp9OJhw8fRq/Xu/I5ut1utNvtKJVK8eLFi0iSJJrNpntkAW4w+Q/Tq9fro8VXi8ViFIvFKBQKMRgMzhSG2u32uccTT3MsTEP+AyzGUhSQGo1GHB8fx9ra2mj1/qOjoyuda1wH1O/3o16vR6/X04kA3CDyH2ZvMBhEs9mMw8PD0eOq04JQvV7PfLT0NMfCZch/gMVbigLSaZVKJZIkuVIHki4CeXBwMHqcXyq9T7bdbs+knQDMlvwHyCf5D7AY1kA65cmTJxERsbGxcW7f1tbWaFo2AMtF/gPkk/wHmJwC0intdjsKhcLYaarFYjEiQicCsITkP0A+yX+AySkgnXJ4eBhra2tj96WdyrNnzxbYIgAWQf4D5JP8B5jcG9fdgJskSZILO5DTr5lEpVIZu/358+fxn//zf45/+qd/umzzAJgT+Q+QT/IfYHJmIL3ioqcspB3L8fHxVOf/v//3/8b//J//c6pzADB78h8gn+Q/wGTMQLqkSUcgTj8G9LSLRiZYrI8++miq4z/88MMZtQS4LeQ/QD7Jf4CXFJBecVEHkY48XDRCsQiKHgDzc5PzH4D5kf8Ak3EL2ymTdA6vu0cagNtH/gPkk/wHmJwC0ikbGxsxGAzG7ku3m4IKsHzkP0A+yX+AybmF7ZR6vR7dbnfsvrQDqVari2wSAAsg/wHySf7D5U27tEqE5VVuq9zOQBo30nD//v2IiOh0Ouf2tdvtqFarUSwW5942AOZH/gPkk/wHmM7SFZCSJHntozYrlUqUSqXo9/tnthcKhWi1WrG7u3tme7/fj8FgEO12e+btBWA25D9APsl/gMVYilvY9vb24tmzZzEYDEYjC6VSKcrlchSLxWg2m2deX61WI0mSsYvmbW9vR7FYjHq9Hnfv3o0XL15EkiTR6/U8gQHGMIWV6yT/AfJJ/gMs3spwOBxedyPyJF2Er9frXfrYab+o+5L+Z67l7CggwWSmyX8Abi/5z7Lx+T+/lu4WNgAAAABmSwEJAAAAgEwKSAAAAABkUkACAAAAIJMCEgAAAACZFJAAAAAAyKSABAAAAEAmBSQAAAAAMikgAQAAAJBJAQkAAACATApIAAAAAGRSQAIAAAAgkwISAAAAAJkUkAAAAADIpIAEAAAAQCYFJAAAAAAyKSABAAAAkEkBCQAAAIBMCkgAAAAAZFJAAgAAACCTAhIAAAAAmRSQAAAAAMikgAQAAABAJgUkAAAAADK9cd0NAAAAAMibjz76aOpzfPjhhzNoyWTMQAIAAAAgkwISAAAAAJkUkAAAAADIpIAEAAAAQCYFJAAAAAAyKSABAAAAkEkBCQAAAIBMCkgAAAAAZFJAAgAAACCTAhIAAAAAmRSQAAAAAMikgAQAAABAJgUkAAAAADIpIAEAAACQSQEJAAAAgEwKSAAAAABkUkACAAAAIJMCEgAAAACZFJAAAAAAyKSABAAAAEAmBSQAAAAAMikgAQAAAJDpjetuwKx1u91ot9tRKpXixYsXkSRJNJvNKBQKVz5X6vj4OJrNZhSLxRm2GIBZkP8A+ST/ARZjqQpInU4nHj58GL1eb7St3+9HpVKJXq93qU5kf38/IiJardZoW5Ikce/evWg2m1GtVmfWbgCmI/8B8kn+AyzO0tzCliRJ1Ov1aDabZ7aXy+Uol8vx4MGDS52r3W7H9vb2me2FQiHa7XY0Go2ZtBmA6cl/gHyS/wCLtTQFpCdPnkRExMbGxrl9W1tb0el0Jj7X4eHhhfuKxWIMBoPLNxCAuZD/APkk/wEWa2kKSO12OwqFwthpquk9y5fpRLrd7tjXDwYD90AD3CDyHyCf5D/AYi1NAenw8DDW1tbG7ks7lWfPnk10rmq1GsViMer1+rnpqo1G48zCegBcL/kPkE/yH2CxlmYR7SRJLuxATr9mUu12O+7duxf7+/vx5MmTaDabcXBwEK1Wa6IRiEqlMnb7N998E2+//fbE7QAgm/wHyCf5D7BYSzMDKSIufMpC2rEcHx9PfK5yuRzPnz+PYrEYSZKMRiJe10kBsHjyHyCf5D/A4izNDKRJXGYEIkmSePDgQbRardH/3+l0otvtxtOnT6NcLmcef/pRoqddNDIB8NFHH019jg8//HAGLVk+8h8gn+Q/wOws1QykizqIdOThohGKcee5d+9eNJvNqFarUavV4vnz57G9vT3ad5nOCID5kv8A+ST/ARZnaQpIk3QOk04/ffDgQWxtbZ2517lQKESr1Yp2ux1JksT+/v5VmwrADMl/gHyS/wCLtTQFpI2NjRgMBmP3pdsnnT7a6XSiVquN3Ver1WJ7e3viJzoAMF/yHyCf5D/AYi1NAaler1+4L+1AqtXqROcqFAqZU1RLpdJET2IAYP7kP0A+yX+AxVqaAtL9+/cj4uXowava7XZUq9WxoT9u1OL+/fvx6aefXvheBwcHsbW1NUVrAZgV+Q+QT/IfYLGWpoCU3qO8u7t7Znu/34/BYBDtdvvcMZVKJUqlUvT7/TPbW61WdLvd2NvbO3dMo9GIer3+2qcwALAY8h8gn+Q/wGK9cd0NmKXt7e0oFotRr9fj7t278eLFi0iSJHq93thF9qrVaiRJMnZfr9eLvb292NzcjEKhMFqAr9Fo6DwAbhj5D5BP8h9gcZaqgBTxslOY9F7nZrMZzWbzwv07Ozuxs7Mzq6YBMEfyHyCf5D/AYizNLWwAAAAAzIcCEgAAAACZFJAAAAAAyKSABAAAAEAmBSQAAAAAMikgAQAAAJBJAQkAAACATApIAAAAAGRSQAIAAAAgkwISAAAAAJkUkAAAAADIpIAEAAAAQCYFJAAAAAAyKSABAAAAkEkBCQAAAIBMCkgAAAAAZFJAAgAAACCTAhIAAAAAmRSQAAAAAMikgAQAAABAJgUkAAAAADIpIAEAAACQSQEJAAAAgEwKSAAAAABkUkACAAAAINNCC0jffffdIt8OgBtC/gPkk/wHWB5vzPqE3333XXS73Tg4OIjDw8MYDAaRJMm51xUKhdjY2IjNzc0ol8vx4x//eNZNAWCB5D9APsl/gHyYWQHpq6++it3d3eh2uxERMRwOM19/cnISBwcHcXBwECsrK1EoFKLRaMSvfvWrePPNN2fVLADmTP4D5JP8B8iXqW9h++qrr+Lu3btRqVTi4OAg1tfX48GDB9FqtaLX68XJyUl8//335/47OjqKg4ODaLVa8dOf/jSGw2E8evQoVldX47/8l/8yi58NgDmS/wD5JP8B8mmqGUj//M//HLVaLQqFQrz33nvRaDRifX19omPX19djfX097t27Fw8ePIiIiG63G81mM37729+OpsH+1V/91TRNBGAO5D9APsl/gPy68gykX//611Gr1WJ7ezueP38ejx49mrjzuEi1Wh3dO/2Xf/mXUS6X4+uvv57qnADMlvwHyCf5D5BvV56B9I//+I9xcHAQ9+7dm2V7IiKiXC5Hr9eLRqMRv/3tb+P/+//9/878PQC4GvkPMFsfffTR1Of48MMPZ9CSbPIfIN+uXEDq9XpTjzi8TqvViufPn8/1PQC4HPkPkE/yHyDfrnwL27w7j0W/DwCTkf8A+ST/AfJt6qewXcW3334bn3zySXzxxRfX8fYAXBP5D5BP8h/g9ptbAemzzz6Lt95661wnsbW1FaVSKRqNRmxubsZPfvKTeTUBgGsg/wHySf4DLLe5FZA+/fTTSJIkNjY2RtseP34c7XY77ty5E48ePYp33nknDg4O4je/+c28mgHAgsl/gHyS/wDLbW4FpG63G+VyOd58883RtmazGSsrK/HFF1/Ee++9F71eL+7cuRO///3v59UMABZM/gPkk/wHWG5zKyAlSRLFYnH0v//0pz/FYDCIQqEQ77zzzmh7tVqNfr8/r2YAsGDyHyCf5D/AclvYItrdbjciXnYYpyVJEoVCYVHNAGDB5D9APsl/gOUytwLSvXv3Rp1GRESr1YqVlZXY3Nw887rDw8NYW1ubVzMAWDD5D5BP8h9guc2tgNRoNOLk5CTeeuut+OEPfxjdbjcKhUL84he/GL3myy+/jCRJzo1KAHB7yX+AfJL/AMttbgWkWq0Wjx49ipOTkzg6OopyuXxmRCIiYnd3NyJedjYALAf5D5BP8h9guc11DaSdnZ34/vvv4+TkJA4PD+Pdd989s//zzz+PXq93ZlE9AG4/+Q+QT/IfYHm9sYg3uXPnzpn//e2330a3241SqRT/6T/9p0U0AYBrIP8B8kn+Ayyfuc1A+uyzz+Ktt96KL7744sz2ra2tKJVK0Wg0olqtxk9+8pN5NQGAayD/AfJJ/gMst7kVkD799NNIkiQ2NjZG2x4/fhztdjvu3LkTjx49infeeScODg7iN7/5zbyaAcCCyX+AfJL/AMttbrewdbvdKJfL8eabb462NZvNWFlZiS+++CLeeeedeO+992JtbS1+//vfxz/8wz/M7H3b7XaUSqV48eJFJEkSzWYzCoXClc43GAyi2WzG8fHx6HGj05wPYNnJf4B8kv8Ay21uBaQkSaJYLI7+95/+9KcYDAaxurp6ZtG8arUan3322Uzes9PpxMOHD6PX64229fv9qFQq0ev1Lh363W43Go1GtNvtKJfLEfGyQ3nw4EG02+2ZtBlg2ch/gHyS/wDLba5PYTstfYRntVo9sz1JkplU85MkiXq9Hs1m88z2crkc5XI5Hjx4cKnzDQaD2NzcPNN5RLx89Gin05m6vQB5If8B8kn+AyyXuRWQ7t27N+o0IiJarVasrKzE5ubmmdcdHh6OpoZO48mTJxERZ+65Tm1tbV069BuNRtRqtTOdR0TE2trauW0A/Jn8B8gn+Q+w3OZWQGo0GnFychJvvfVW/PCHP4xutxuFQiF+8YtfjF7z5ZdfRpIk50YlrqLdbkehUBg7mpFOpZ20E+l2u6Ppq69qtVpnpsgCcJb8B8gn+Q+w3OZWQKrVavHo0aM4OTmJo6OjKJfLZ0YkIl5OB42IsUF9WVkjGWmn8uzZs4nO1Wq1IuLlaEaSJNHpdGJ/fz8Gg8HU7QRYdvIfIJ/kP8Bym9si2hEROzs7sbOzE3/605/izp075/Z//vnn8eWXX55ZVO+qkiR57VTYJEkmOlfa0Q0Gg+h2u1Gr1WJtbW3U4aUdTJZKpTJ2+zfffBNvv/32RO0AuK3k/3nyH8gD+X+e/AeWxUIW0R7XeaTefffdmb3PRYvxpR3L8fHxROdJO5pPP/00dnZ2olgsRqFQiFarFYeHhzMZMQHIA/kPkE/yH2D5zHUGUkTEt99+G61WK7rdbjx//jz+9//+36N9f/d3fxd/8Rd/Ef/1v/7XeTcjIiYfgUi9uuBfxMsF+XZ3d6PRaGQupnfRfdIXjUwALBv5f5b8B/JC/p8l/4FlMdcZSL/+9a+jVCpFs9mMk5OTODk5ObO/Wq1Gq9WKr7/+eibvd1EHkY48XPZxoeMW90s7jVfv5wbgz+Q/QD7Jf4DlNbcC0meffRY7Oztx7969ODk5iZ2dnXOvqdVqcefOnXj48OHU7zdJ5zDp40LTpzZkmXRBPoC8kf8A+ST/AZbb3ApIDx8+jNXV1fj888/jzp07sbKyMvZ1GxsbM3ks5sbGxoVPSUi3Tzp9NB1lyJryOkknA5BH8h8gn+Q/wHKbWwGp3++PnQL6qkKhMJPHY9br9Qv3peefpD0Rf773eVy70k7l7t27l2whQD7If4B8kv8Ay21uBaRisThRx9Dv9zMXo5vU/fv3IyKi0+mc29dut6NarY4dNRjXxu3t7SgUCmPvcz44OIhisRi1Wm3qNgMsI/kPkE/yH2C5za2AdO/evej3+5kL5D1+/DgGg8HEIwNZ0sds7u7untne7/djMBhEu90+d0ylUolSqRT9fv/cvna7HQ8fPjzTwfT7/Xjy5MnYcwHwkvwHyCf5D7Dc3pjXiff29uLJkydRqVSi3W6fu5/417/+dezu7kapVJrJInoRL0cOisVi1Ov1uHv3brx48SKSJIlerzd2kb1qtRpJkly47+nTp2c6pLW1tXj+/Pmln+YAkCfyHyCf5D/AcptbAenOnTvRbrejXq+fme75wx/+MAaDQQyHwygUCjOv5ler1YlHNJrNZjSbzQv3l8tlow0AlyT/AfJJ/gMst7ndwhbxMsy//fbb+MUvfhHr6+sxHA7j6Ogo1tfXY2dnJ46Pj+Odd96ZZxMAuAbyHyCf5D/A8prbDKTUnTt3otVqzfttALhh5D9APsl/gOU01xlIW1tb8cknn1y4/2/+5m/iRz/60TybAMA1kP8A+ST/AZbX3ApIH3/8cXQ6nVhbW7vwNbVaLXq9Xvzud7+bVzMAWDD5D5BP8h9guc2tgPTpp59GoVCIn/70pxe+Znt7O4bDoYXqAJaI/AfIJ/kPsNzmVkAaDAaxsbHx2teVy+V49uzZvJoBwILJf4B8kv8Ay21uBaQkSSZ63dra2sSvBeDmk/8A+ST/AZbb3ApI6+vr0e12X/u6w8PDKJfL82oGAAsm/wHySf4DLLe5FZBqtVoMh8P44IMPLnzNxx9/HEmSRLVanVczAFgw+Q+QT/IfYLnNrYDUbDZjfX09ms1m/PznP4+vv/56tO+rr76Kra2t+NWvfhWlUikePnw4r2YAsGDyHyCf5D/Acntjnic/ODiIzc3NePLkybknLQyHwygWi/H555/PswkAXAP5D5BP8h9gec1tBlJERLFYjKOjo3j06FG88847MRwOYzgcxrvvvhs7Ozvxhz/8IdbX1+fZBACugfwHyCf5D7C85joDKbWzsxM7OzuLeCsAbhD5D5BP8h9g+cx1BhIAAAAAt99cC0hbW1vxySefXLj/b/7mb+JHP/rRPJsAwDWQ/wD5JP8BltfcbmH7+OOPo9PpxNbW1oWvqdVq8fd///fxu9/9Lv4//5//z7yaAsACyX+AfJL/s/fRRx9NdfyHH344o5YAzHEG0qeffhqFQiF++tOfXvia7e3tGA6H557QAMDtJf8B8kn+Ayy3uRWQBoNBbGxsvPZ15XI5nj17Nq9mALBg8h8gn+Q/wHKb2y1sSZJM9Lq1tbX48ssv59UMABZM/gPkk/znJnM7IExvbjOQ1tfXo9vtvvZ1h4eHUS6X59UMABZM/gPkk/wHWG5zKyDVarUYDofxwQcfXPiajz/+OJIkiWq1Oq9mALBg8h8gn+Q/wHKbWwGp2WzG+vp6NJvN+PnPfx5ff/31aN9XX30VW1tb8atf/SpKpVI8fPhwXs0AYMHkP0A+yX+A5Ta3NZAiIg4ODmJzczOePHly7kkLw+EwisVifP755/NsAgDXQP4D5JP8B1hec5uBFBFRLBbj6OgoHj16FO+8804Mh8MYDofx7rvvxs7OTvzhD3+I9fX1eTYBgGsg/wHySf4DLK+5zkBK7ezsxM7OziLeCoAbRP4D5JP8B1g+c52BBAAAAMDtp4AEAAAAQKa53cL2ySefTPzaYrEYP/7xj+fVFAAWSP4D5JP8B1hucysgbW9vx8rKykSvrVarOhCAJSH/AfJJ/gMst7kVkH72s59ldiD9fj8Gg0FUKpWo1WrzagYACyb/AfJJ/gMst7kVkNrt9mtfs7+/H++//35sbW3NqxkALJj8B8gn+Q+w3K51Ee3t7e2oVCrx+PHj62wGAAsm/wHySf4D3F7X/hS2crkcv//976+7GQAsmPwHyCf5D3A7XXsBKeLl/dAA5I/8B8gn+Q9w+8xtDaTvvvvuta8ZDAaxv78fhUJhXs0AYMHkP0A+yX+A5Ta3AtLq6upErxsOh1Gv1+fVDAAWTP4D5JP8B1hucysgvfnmm5mP8YyIWFtbi3K5bBE9gCUi/wHySf4DLLe5FZBOTk7mdWoAbjD5D5BP8h9gud2IRbQBAAAAuLkUkAAAAADItPAC0iRPZwBg+ch/gHyS/wDLYeoC0iQdwnfffRdbW1vx1ltvxerqarz11lvx85//PL799ttp3x6AayL/AfJJ/gPk09QFpEKhEG+88caFncHz589jfX09Op1OnJycxHA4jJOTk3jy5En8h//wH+Jf//Vfp20CANdA/gPkk/wHyKepCkgff/xxRET88pe/jL/+678e+5rNzc04OTmJ9fX1ODg4iO+//z5OTk7ivffei++//z7q9bpprQC3jPwHyCf5D5BfUxWQDg4OYmVlJT744IOx+z/77LMYDAaxsrIS3W437t27FxERd+7ciWazGe+9914cHx/Ho0ePpmkGAAsm/wHySf4D5NdUBaTDw8MoFovx5ptvjt3/6aefxsrKSmxvb48doWg2mxHxsiMC4PaQ/wD5JP8B8muqAlKSJFEoFC7c3+12I+LlNNaLFIvF6Pf70zQDgAWT/wD5JP8B8muqAlKxWIzBYDB23/PnzyNJkoiIqFar07wNADeM/AfIJ/kPkF9TFZDefffdSJIk/vjHP57b12q1IiKiXC5fOMU1ImIwGESxWJymGWd0u91oNBqxt7cXu7u70Wg0Rh3ZrM4NkHfyHyCf5D9Afr0xzcGNRiM+++yzqNfr8fTp0/jLv/zLiIj48ssvY29vL1ZWVmJra+vC458+fRoRsxuh6HQ68fDhw+j1eqNt/X4/KpVK9Hq9zOm2k6jX63H//v0pWwlw+8l/gHyS/wD5NdUMpGq1Gj/72c/i8PAw/vqv/zr+/u//Pv72b/82NjY2IuLlFNdf/vKXFx7fbDZjZWUl6vX6NM2IiJf3Y9fr9dHCfKlyuRzlcjkePHgw1fl3d3dnNpIBcNvJf4B8kv8A+TXVDKSIiHa7HY1GIx4/fjyathrxsvM4PDy88LinT59Gt9uNUqkUP/7xj6dtRjx58iQiYtR5nba1tTVVJ9XtduPu3btXPh5gGcl/bqOPPvpoquM//PDDGbUEbi/5D5BPUxeQIl7e7/x3f/d3cXh4GEdHR7G5uRn37t3LPGYwGES1Wo3d3d1ZNCHa7XYUCoWx01TTe6w7nU7UarVLn/vg4ODcyAYA8n9RFD2Am0b+A+TPTApIES8X1Hv33Xcnfv2DBw+mnlZ62uHhYaytrY3dl3Yqz549u3QHsru7G++///6l21OpVMZu/+abb+Ltt9++9PkAbir5f5b8B/JC/p8l/4FlN9UaSDfJJPcnX/Ye5n6/H3fv3p168T0A5kf+A+ST/AdYrCvPQPrnf/7n+OlPfzrLtoz1xRdfTHyP9EVBn45MHB8fX+q9W63Wmfu6L+P0kyBOu2hkAuC2kP/Z5D+wrOR/NvkPLLsrz0Cq1Wrxu9/9bpZtOeO7776Lu3fvRrvdntk5LzMCsbe3575ngDHkP0A+yX+AfLtyAenJkyfx4MGD+MlPfhJ//OMfZ9mm+OSTT2J9fT2Gw+GlQvyiDiIdeZh0Kmq/379wQT6AvJP/APkk/wHybaoZSJ9//nn8j//xP6JYLMZPfvKT+Jd/+ZcrN+Tbb7+NX//61/HWW29Fo9GIer0eh4eH8eabb050/CRhf9Eie69qtVqxvb090WsB8kb+A+ST/AfIt6mewlatVuP58+exs7MTjx8/joODg4h4eZ/vvXv3olQqRbFYjLW1tVHAJ0kSx8fHkSRJDAaDePbsWXS73UiSJIbDYRSLxXj06NGln9CwsbER3W537L7BYDBq1+t0Op04PDyMer0+dv+TJ09GIxqznF4LcJvIf/kP5JP8l/9Afk1VQIqIuHPnTrRardjb24t//Md/jP39/Tg8PIzDw8NYWVl57fHD4TAiIsrlcrz//vvxs5/97ErtqNfrr+1AqtXqa89Tq9XGPuozSZLodDpx//79Ky+sB7BM5D9APsl/gHyauoCUunPnTjSbzWg2m/H8+fPodrvR6/ViMBiMRhyOj49HoxFra2tRLpdjc3Mz7t27N/X7379/PxqNRnQ6nXMdQLvdjmq1GsVi8dxxg8Fg7HYAJiP/AfJJ/gPky8wKSKetr6/HgwcPLj0NdRqFQiFarVbs7u6e6UD6/X4MBoOxj9WsVCrR7/ej1+tFuVzOPH86bTUdzQDgPPkPkE/yH2D5zaWAdF22t7ejWCxGvV6Pu3fvxosXLyJJkuj1emMX2atWq5EkSeYCfP1+Px4+fBj9fj8iIrrdbmxubkaxWDSVFeCGkP8A+ST/ARZnbgWk999/P/7dv/t38Q//8A/zeouxqtXqRPc6R8Roym2WcrlssTyAS5D/APkk/wGW21/M68Ttdjt2dnbmdXoAbij5D5BP8h9guc2tgJQ+TeFf/uVf5vUWANxA8h8gn+Q/wHKbWwHpgw8+iDfffDN+8YtfxP/5P/9nXm8DwA0j/wHySf4DLLe5FZDu3LkTX3zxRQyHwygUCvGb3/wmvvrqq/juu+/G/gfAcpD/APkk/wGW29wW0b57924MBoP405/+FMPhMPN+6JWVlfh//+//zaspACyQ/AfIJ/kPsNzmVkD6/vvvYzgcxp07d+b1FgDcQPIfIJ/kP8Bym1sBqdfrzevUANxg8h8gn+Q/wHKb2xpIAAAAACwHBSQAAAAAMs28gPTVV1/N+pQA3ALyHyCf5D9APsykgPTtt9/G3bt34wc/+EFUKpX4wQ9+ED/60Y/ij3/84yxOD8ANJf8B8kn+A+TP1AWkp0+fRqlUil6vN3rqwnA4jMPDwyiVSvGv//qvs2gnADeM/AfIJ/kPkE9TF5Dq9XoMh8NoNpvx/fffx/HxcZycnMR7770X33//fdTr9Vm0E4AbRv4D5JP8B8inqQpIH3/8cSRJEnt7e/Hee++Ntt+5cyeazWY8evQojo+P44MPPpi6oQDcHPIfIJ/kP0B+TVVAOjg4iNXV1fjlL385dv/Ozk4UCoXo9XrTvA0AN4z8B8gn+Q+QX1MVkA4PD2NjYyPzNRsbG3F4eDjN2wBww8h/gHyS/wD5NVUBKUmSKJfLma8pFouRJMk0bwPADSP/AfJJ/gPk19SLaL9OoVCY91sAcAPJf4B8kv8Ay2nuBSQAAAAAbjcFJAAAAAAyvTHtCTqdTvT7/Qv3DwaDiIj427/92wtfs7KyEv/9v//3aZsCwALJf4B8kv8A+TR1Aeno6CiOjo5e+7qDg4ML962srEzbDAAWTP4D5JP8B8inqQpIOzs7s2oHALeI/AfIJ/kPkF9TFZAePXo0q3YAcIvIf4B8kv8A+TX1LWwAAOTPRx99NPU5Pvzwwxm0BABYBE9hAwAAACCTAhIAAAAAmRSQAAAAAMikgAQAAABAJgUkAAAAADIpIAEAAACQSQEJAAAAgEwKSAAAAABkUkACAAAAIJMCEgAAAACZFJAAAAAAyKSABAAAAEAmBSQAAAAAMikgAQAAAJBJAQkAAACATApIAAAAAGRSQAIAAAAgkwISAAAAAJkUkAAAAADIpIAEAAAAQCYFJAAAAAAyKSABAAAAkOmN627ArHW73Wi321EqleLFixeRJEk0m80oFAqXPlen04mDg4MYDAZxfHwcGxsbVz4XAPMl/wHySf4DLMZSFZA6nU48fPgwer3eaFu/349KpRK9Xu9Swb+7uxt3796NVqsVERFJksS9e/difX09er1eFIvFWTcfgCuS/wD5JP8BFmdpbmFLkiTq9Xo0m80z28vlcpTL5Xjw4MHE5+r3+xERUavVRtsKhUI8ffo0kiSJzc3N2TQagKnJf4B8kv8Ai7U0BaQnT55ERMTGxsa5fVtbW9HpdCY+V6vViq2trXPbC4VCVKvVGAwGo04GgOsl/wHySf4DLNbSFJDa7XYUCoWx01TT6aaTdiKHh4dRqVTGdhLlcnn0GgCun/wHyCf5D7BYS7MG0uHhYaytrY3dl3Yqz549OzMt9SLpKMM0i+VVKpWx27/55pt4++23r3xeAM6S/wD5JP8BFmtpZiAlSTKT10RENJvNODk5GbtQXjoqMW6qLACLJ/8B8kn+AyzW0sxAiogLRwzSkYnj4+Opzj8YDKLb7UatVhtNZb3I6SdBnHbRyAQAVyf/AfJJ/gMsztLMQJrEpCMQF6nX61EsFuPx48ezaRAACyH/AfJJ/gPMzlIVkC7qINKRh2nuad7d3Y0kSaLX6011HgBmT/4D5JP8B1icpSkgTRLqFy2y9zqdTie63a7OA+AGkv8A+ST/ARZraQpIGxsbMRgMxu5Lt1/l/uNutxutVkvnAXBDyX+AfJL/AIu1NAWker1+4b60A6lWq5c6Z7/fj1arFQcHB2e2J0kS+/v7l28kADMn/wHySf4DLNbSFJDu378fES+nm76q3W5HtVod+1jOrFGLVqsV7Xb73L5utzv2XAAsnvwHyCf5D7BYb1x3A2alUChEq9WK3d3dqNVqo+39fj8Gg8HYx2pWKpXo9/vR6/XOPJYzSZLY3NyMYrF4ZmQjXaTv8PDwwsd0ArBY8h8gn+Q/wGItTQEpImJ7e3sU+nfv3o0XL15kPjmhWq1GkiTn9t27dy8Gg8GFoxMRYQQC4AaR/wD5JP8BFmepCkgRLzuFSe91bjab0Ww2z203ugBw+8h/gHyS/wCLsTRrIAEAAAAwHwpIAAAAAGRSQAIAAAAgkwISAAAAAJkUkAAAAADIpIAEAAAAQCYFJAAAAAAyKSABAAAAkEkBCQAAAIBMCkgAAAAAZFJAAgAAACCTAhIAAAAAmRSQAAAAAMikgAQAAABAJgUkAAAAADIpIAEAAACQSQEJAAAAgEwKSAAAAABkUkACAAAAIJMCEgAAAACZFJAAAAAAyKSABAAAAEAmBSQAAAAAMikgAQAAAJBJAQkAAACATApIAAAAAGRSQAIAAAAgkwISAAAAAJkUkAAAAADIpIAEAAAAQCYFJAAAAAAyKSABAAAAkEkBCQAAAIBMCkgAAAAAZFJAAgAAACCTAhIAAAAAmRSQAAAAAMikgAQAAABAJgUkAAAAADIpIAEAAACQSQEJAAAAgEwKSAAAAABkUkACAAAAIJMCEgAAAACZFJAAAAAAyKSABAAAAEAmBSQAAAAAMr1x3Q2YtW63G+12O0qlUrx48SKSJIlmsxmFQuFazwXAfMl/gHyS/wCLsVQFpE6nEw8fPoxerzfa1u/3o1KpRK/Xu1Twz/JcAMyX/AfIJ/kPsDhLcwtbkiRRr9ej2Wye2V4ul6NcLseDBw+u5VwAzJf8B8gn+Q+wWEtTQHry5ElERGxsbJzbt7W1FZ1O51rOBcB8yX+AfJL/AIu1NAWkdrsdhUJh7NTSYrEYETFx8M/yXADMl/wHyCf5D7BYS7MG0uHhYaytrY3dl3YEz549i1qttpBzVSqVsdu//vrr+Df/5t9cuD/L//pf/+vSx5z23/7bf5vq+GXiWs7OtNcywvVMXde1/I//8T/GP/3TP0393tdF/r+ev7E/cy1nR/7Pjvy/Gvn/ev7G/sy1nB35Pzu3Lf+XpoCUJMmFoX/6NYs+16t+8IMfxL/9t//2Ssf++3//7y/c980330RExNtvv32lc+eNazk7ruXsZF3LCNfzIvLf78VluJaz41rOjvy/Gvnv9+IyXMvZcS1n57bl/9IUkCJi7JTTiBh1BsfHxws71+mnNyxCOqKx6PddRq7l7LiWs+V6Xkz++72YBddydlzL2XI9Lyb//V7Mgms5O67lbN2067k0ayBN4qqjBvM+FwDzJf8B8kn+A8zOUhWQLgr1dLTgolGFeZ8LgPmS/wD5JP8BFmdpCkiTBPrr7muex7kAmC/5D5BP8h9gsZamgLSxsRGDwWDsvnT7pE8+mOW5AJgv+Q+QT/IfYLGWpoBUr9cv3JeGfrVaXfi5AJgv+Q+QT/IfYLFWhsPh8LobMQtJksTq6mq02+2o1Wpn9m1ubkZExMHBwbnjBoNBFIvFmZwLgMWT/wD5JP8BFmtpZiAVCoVotVqxu7t7Znu/34/BYBDtdvvcMZVKJUqlUvT7/anPBcD1kP8A+ST/ARbrjetuwCxtb29HsViMer0ed+/ejRcvXkSSJNHr9cYujFetViNJkrH7LnsuAK6P/AfIJ/kPsDhLcwsbAAAAAPOxNLewAQAAADAfCkgAAAAAZFJAAgAA/n/t3eFx2soehvGXmVvAQiqI1IGUU0FEB+KkAosOYFJBBjoAdxDoAHWQSB1I6cBsB3s/+IqxE9B1QCBkPb8ZfzHY7JDk0Tn/lRAAALUYIAEAAAAAAKAWAyQAAAAAAADUYoDUcXmey/f9tpfxLiyXS/m+r8FgoDAMNZ1OZa1te1mdtV6vFYahBoOBhsOhJpOJyrJse1mdNx6PNRgMNB6P214KWkb/m0P/m0X/r4P+o0L/m0P/m0X/r+Oe+j9wzrm2F4G/s91u9ePHD6VpqjzPJUn8MV5mPB4rTVMlSSJjzOG9NcYoyzJ5ntf2EjslDEPlea4kSRSGoay1+vbtm6y1yrJMQRC0vcROStNUk8lE1lpFUaTdbtf2knBj9L959L9Z9P866D/of/Pof7Po/3XcXf8dOsfzPOd5novj2BljHH+Ml1ksFk6SK4ri6PeDIGhpZd00m82cMeaP97MoCifJeZ7X0sq6z/M8lySJk+SiKGp7OWgB/W8W/W8W/b8e+g/63yz63yz6fz331n/OQOo43/dVliU7EBfwfV9xHGuxWPzxWDVJZ2r+dtZalWV59P0aDoey1vL39Qzr9VrT6VRZlikMw/vYgUCr6P/l6H+z6P910H/8jv5fjv43i/5fxz32n89AQu/FcazpdHr0sSiKJEk/f/685ZI6zRhz9OBhrZW1ltOBzzSfzxXHMf8hAzSI/jeL/l8H/QeaR/+bRf+v4x77/5+2FwC07djOQ+XDhw83XMn7NplMJD2HEH9nPp/LWquvX7+2vRTgXaH/t0H/z0f/geug/7dB/893r/1ngATU+PHjhyTp06dPLa+km5bLpYqiUJqmKstSs9lMSZK0vaxOsdZquVze3e4D8N7R/8vQ/8vRf6Ad9P8y9P9y99x/BkjACWVZarvdKoqiu/uH2wXW2le7DZ7n6cuXLy2uqJseHh4k1e+UAWgW/b8M/W8G/Qduj/5fhv434577z2cgASdMJhMZY7TZbNpeSicZY+Sck3PucCvUMAy1Xq/bXlpn5Hmu7XarOI65dhy4Ifp/Gfp/OfoPtIP+X4b+X+7e+88ACThiPB6rLEtlWSZjTNvL6bwgCLTb7eR5nqbTqcqybHtJnVDtPjw+Pra8EqA/6H+z6P956D9we/S/WfT/PPfefy5hA35THTx+/frFwaNh0+lU8/lcq9XqLk/JvCdpmirPcwVBoO/fvx++b62V9HyKdbWbw3XlQDPo//XQ/7ej/8Dt0f/rof9v14X+M0ACXhiPx3p6emLn4Uqq95QdiP+vOlDkeX70NrNlWR6+z/9AAJej/9dF/9+O/gO3Rf+vi/6/XRf6zyVswP+EYShJHDwutN1uTz6WZZkk6Z9//rnVcjorjuPDNeQvv4qikCRFUXT4HoDL0P9m0P9m0H/gduh/M+h/M7rQfwZIgJ4PHqPRSLvdru2ldN7Dw8Oruy9UqlMujTHsmAK4G/S/OfQfQJfQ/+bQ//7gErYOStP0cHrb09OTJGm9Xms0Gkl6nlzi7cbjsfI8V5IkR08VrJ7D+/o2WZYd7rbw77//yvd9FUVxuF738fGRHR7gTPS/WfS/WfQfuB763yz63yz63yMOnRMEgZN09MsY0/byOsfzvJPvZ/U1m83aXmbnzGazw3vreZ6L49gVRdH2sjqvKAonyUVR1PZS0AL63yz6fx30/zrof7/R/2bR/+ug/9dxT/0fOMcF1AAAAAAAADiNz0ACAAAAAABALQZIAAAAAAAAqMUACQAAAAAAALUYIAEAAAAAAKAWAyQAAAAAAADUYoAEAAAAAACAWgyQAAAAAAAAUIsBEgAAAAAAAGoxQAIAAAAAAEAtBkgAAAAAAACoxQAJAAAAAAAAtRggAQ2x1mq5XCoMQw2HQw0GA/m+r/F4rOVyKWtt20sEAFwB/QeAfqL/6JuBc861vQig67bbrR4eHg4HCc/zZIxRWZavDhyr1UpJkrSzSABA4+g/APQT/UcfcQYScKH1eq3JZCJrrZIk0X6/V1EUyrJM+/1e+/1es9lMkjQajVpeLQCgKfQfAPqJ/qOvOAMJuECe5wrDUJI0m820WCxOPrcsS41GIxljbrQ6AMC10H8A6Cf6jz5jgARcwPd9lWWpJEm0Wq3aXg4A4EboPwD0E/1Hn3EJG3Cm7XarsiwlSfP5vOXVAABuhf4DQD/Rf/QdAyTgTNWOQxzH8jyv5dUAAG6F/gNAP9F/9B0DJOBMaZpKkr58+XLR7wnD8HAdtbVW8/lcvu8f3dWYz+cKw1CDwUBhGGo6nZ68PWh1K9Fjj08mEw0GA63X66OPjcdjSc+7LOPxWL7vazgcajKZHHZdAKCv6D8A9BP9R98xQALO8DKil+4+lGWpsiyV57k+fvyo5XKpsiz14cOHw3PyPJfv+1oul7LWKo5jSc93gPj48ePhYNaENE2VpqnCMNRkMtHT05Ok54PbdrtVGIYnD1oA8N7Rf9vY6wFAl9B/29jrobsYIAFneBnQJk5ftdbq8+fPkqTNZiPn3OHWn5L0+fNnlWWpzWajoii02WyUZZl2u50kaTweXyXq+/1eWZYdbktqjJG1Vg8PD42/FgB0Af2n/wD6if7TfzBAAi5WTegvZa3Vr1+/DrsLleo01cVi8cdjURTp8fFR0vOpp03abDavbjkaBIE2m42k51Nb2YUA0Hf0HwD6if6jrxggAWd4uetw6prg6lrll1/Vtc7HLBaLV8GufP/+XZKUJMnRn6sOKk2exipJo9Hoj+9FUaQgCCRJP3/+bPT1AKAL6D/9B9BP9J/+gwEScBZjzOEgkuf50edEUaQ4jhXHsaIo+r+/89hzrLWy1soYc/TgUqmifmotTfr06dPNXgsA7g39p/8A+on+038wQALOVk3+v337dvTxxWKhzWajzWZz9I4Kv6u7lvoeTxetO6ABwHtG/03bSwCAVtB/0/YS0DIGSMCZvn79Kuk57svl8iqv8XLnoe4gUu0GVDsR11SdutrEhwcCQBfRf/oPoJ/oP/3vOwZIwJmMMVqtVpKk+Xyu7XZ7ldepTm09tdOxXq8l/d3B4y2nnx77cMA0TQ8/W53KCgB9Q//pP4B+ov/0v+8YIAEXSJLk8OF2k8nk5E7EqQ/ae4vHx0cZY7RcLg8Hi8p2u9V0OpWkwx0SKtWH4P3+2uv1+k3r+f202zRND3d6OPWBfwDQF/QfAPqJ/qPXHICLrVYrJ+nwFQSBi6LIeZ736vtxHP/xs8YYJ8nt9/uTvz/LssPzjDGvfrcxxm02mz9+Jo7jw+Oz2czNZjMXRZEzxrggCJwkt1qtTq7H8zzneZ6L4/jwfEkuiqKL3isAeE/oPwD0E/1HHzFAAhqy3+/dYrFwQRC8inAQBG42m7miKI7+3FsOINXvn81mh5gHQeCSJDn5c/v93sVxfPj9QRC4xWLh9vu9W61WLooit9vtTq6nKAq3Wq1evd5isfjbtwUA3j36DwD9RP/RNwPnnGvmXCYA78FwOJS1Vvv9ntNUAaBH6D8A9BP9x1vxGUgAAAAAAACoxQAJAAAAAAAAtRggAQAAAAAAoBYDJAAAAAAAANTiQ7QBAAAAAABQizOQAAAAAAAAUIsBEgAAAAAAAGoxQAIAAAAAAEAtBkgAAAAAAACoxQAJAAAAAAAAtRggAQAAAAAAoBYDJAAAAAAAANRigAQAAAAAAIBaDJAAAAAAAABQiwESAAAAAAAAajFAAgAAAAAAQC0GSAAAAAAAAKjFAAkAAAAAAAC1/gud+dZRWVbXOgAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 440, - "width": 584 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(8, 6), constrained_layout=True)\n", - "for i, k in enumerate(results):\n", - " success = results[k][\"success\"]\n", - " n_sims = success.shape[0]\n", - " success_rate = success.sum(axis=0) / n_sims\n", - " plt.subplot(2, 3, 1 + i)\n", - " plt.title(k, fontweight=\"bold\")\n", - " plt.bar(\n", - " np.arange(4),\n", - " success_rate,\n", - " 0.2,\n", - " color=\"gray\",\n", - " )\n", - "\n", - " plt.ylim([0, 1])\n", - " plt.yticks(np.linspace(0, 1, 6))\n", - " plt.ylabel(\"Pr(Success)\")\n", - "\n", - " plt.xticks(np.arange(4), [\"1\", \"2\", \"3\", \"4\"])\n", - " plt.xlabel(\"Group\")\n", - "\n", - " plt.gca().spines[\"top\"].set_visible(False)\n", - " plt.gca().spines[\"right\"].set_visible(False)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 440, - "width": 584 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(8, 6), constrained_layout=True)\n", - "for i, k in enumerate(scenarios):\n", - " sample_size = N_0 + results[k][\"stopping_time\"] * deltaN\n", - " mean_sample_size = np.mean(sample_size, axis=0)\n", - "\n", - " plt.subplot(2, 3, 1 + i)\n", - " plt.title(k, fontweight=\"bold\")\n", - " plt.bar(\n", - " np.arange(4),\n", - " mean_sample_size,\n", - " 0.2,\n", - " color=\"gray\",\n", - " )\n", - "\n", - " plt.ylim([0, 35])\n", - " plt.yticks(np.arange(0, 36, 5))\n", - " plt.ylabel(\"Mean sample size\")\n", - "\n", - " plt.xticks(np.arange(4), [\"1\", \"2\", \"3\", \"4\"])\n", - " plt.xlabel(\"Group\")\n", - "\n", - " plt.gca().spines[\"top\"].set_visible(False)\n", - " plt.gca().spines[\"right\"].set_visible(False)\n", - "plt.show()" - ] - } - ], - "metadata": { - "interpreter": { - "hash": "a9637099bd81b2ef0895c64d539356b45819bc945d59d426757b1f51ae370d50" - }, - "jupytext": { - "formats": "ipynb,md" - }, - "kernelspec": { - "display_name": "Python 3.10.2 ('imprint')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/berry/berry_part3_simulation.md b/research/berry/berry_part3_simulation.md deleted file mode 100644 index 178e3736..00000000 --- a/research/berry/berry_part3_simulation.md +++ /dev/null @@ -1,184 +0,0 @@ ---- -jupyter: - jupytext: - formats: ipynb,md - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: Python 3.10.2 ('imprint') - language: python - name: python3 ---- - -```python -import berrylib.util as util -util.setup_nb() -``` - -```python - -import matplotlib.pyplot as plt -import scipy.stats -import numpy as np -from scipy.special import logit - -import berrylib.fast_inla as fast_inla -``` - -# Simulation - -```python -p0 = np.array( - [0.05, 0.05, 0.1, 0.2] -) # rate of response below this is the null hypothesis -p1 = np.array( - [0.2, 0.2, 0.3, 0.4] -) # rate of response above this is the alternative hypothesis. -# p0 = np.array([0.1, 0.1, 0.1, 0.1]) # rate of response below this is the null hypothesis -# p1 = np.array([0.3, 0.3, 0.3, 0.3]) # rate of response above this is the alternative hypothesis. -# rate of response > p0 and < p1 is gray area. -p0_theta = logit(p0) - logit(p1) - -pmid = (p0 + p1) / 2 -pmid_theta = logit(pmid) - logit(p1) - -# final evaluation criterion -# accept the alternative hypo if Pr(p[i] > p0|data) > pfinal_thresh[i] -pfinal_thresh = np.array([0.82, 0.82, 0.85, 0.9]) - -# NOTE: choosing these slightly higher thresholds for arms 0,1,2 results in -# simulation results that look very similar to the Berry paper. -# pfinal_thresh = np.array([0.96, 0.96, 0.95, 0.9]) - -# early stopping criteria -# succeed early if Pr(p[i] > pmid|data) > pmid_accept -# fail early if Pr(p[i] > pmid|data) < pmid_fail -pmid_accept = 0.9 -pmid_fail = 0.05 - -fi = fast_inla.FastINLA(n_arms=4, p1=p1) -``` - -```python -np.random.seed(1000) - - -def sim(n_sims, N, p): - return np.stack( - (scipy.stats.binom.rvs(N, p, size=(n_sims, 4)), np.full((n_sims, 4), N)), axis=2 - ) - - -n_sims = 1000 - -scenarios = { - "Null": [0.05, 0.05, 0.1, 0.2], - "Alternative": [0.2, 0.2, 0.3, 0.4], - "One in the Middle": [0.2, 0.2, 0.2, 0.5], - "All in the Middle": [0.15, 0.15, 0.2, 0.3], - "One Nugget": [0.05, 0.05, 0.1, 0.4], - "2 Null, 2 Alternative": [0.05, 0.05, 0.3, 0.4], -} - -# Number of patients at the first look. -N_0 = 10 -N_final = 35 - -# Number of patients added per look. -deltaN = 5 -``` - -```python -results = dict() -n_looks = 6 -for k in scenarios: - results[k] = dict( - data=[], mu_post=[], sigma_post=[], p_success=[], success_by_look=[] - ) - p = scenarios[k] - data = sim(n_sims, N_final, p) - - results[k]["data"] = data - success = np.zeros((n_sims, 4), dtype=bool) - stopping_time = np.full((n_sims, 4), -1, dtype=np.int32) - for look in range(n_looks): - N_look = N_0 + look * deltaN - cur_data = data[:,:N_look,:] - - if look < 5: - _, exceedance, _, _, _ = fi.numpy_inference(cur_data, thresh_theta=pmid_theta) - stop_success = 0 * ( - exceedance > pmid_accept - ) # no early stopping for success - stop_fail = exceedance < pmid_fail - else: - _, exceedance, _, _, _ = fi.numpy_inference(cur_data[...,0], cur_data[...,1], thresh_theta=p0_theta) - stop_success = exceedance > pfinal_thresh[None, :] - stop_fail = exceedance <= pfinal_thresh[None, :] - success[stop_success] = True - stop = stop_success | stop_fail - update_stopping = (stop & (stopping_time == -1)).astype(bool) - stopping_time[update_stopping] = look - - results[k]["p_success"].append(exceedance) - results[k]["success_by_look"].append(stop_success) - results[k]["success_by_look"] = np.array(results[k]["success_by_look"]) - results[k]["stopping_time"] = stopping_time - results[k]["success"] = success -``` - -```python -plt.figure(figsize=(8, 6), constrained_layout=True) -for i, k in enumerate(results): - success = results[k]["success"] - n_sims = success.shape[0] - success_rate = success.sum(axis=0) / n_sims - plt.subplot(2, 3, 1 + i) - plt.title(k, fontweight="bold") - plt.bar( - np.arange(4), - success_rate, - 0.2, - color="gray", - ) - - plt.ylim([0, 1]) - plt.yticks(np.linspace(0, 1, 6)) - plt.ylabel("Pr(Success)") - - plt.xticks(np.arange(4), ["1", "2", "3", "4"]) - plt.xlabel("Group") - - plt.gca().spines["top"].set_visible(False) - plt.gca().spines["right"].set_visible(False) -``` - -```python -plt.figure(figsize=(8, 6), constrained_layout=True) -for i, k in enumerate(scenarios): - sample_size = N_0 + results[k]["stopping_time"] * deltaN - mean_sample_size = np.mean(sample_size, axis=0) - - plt.subplot(2, 3, 1 + i) - plt.title(k, fontweight="bold") - plt.bar( - np.arange(4), - mean_sample_size, - 0.2, - color="gray", - ) - - plt.ylim([0, 35]) - plt.yticks(np.arange(0, 36, 5)) - plt.ylabel("Mean sample size") - - plt.xticks(np.arange(4), ["1", "2", "3", "4"]) - plt.xlabel("Group") - - plt.gca().spines["top"].set_visible(False) - plt.gca().spines["right"].set_visible(False) -plt.show() -``` diff --git a/research/berry/berrylib/__init__.py b/research/berry/berrylib/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/research/berry/berrylib/binomial.py b/research/berry/berrylib/binomial.py deleted file mode 100644 index 49f8bc01..00000000 --- a/research/berry/berrylib/binomial.py +++ /dev/null @@ -1,215 +0,0 @@ -import jax -import jax.numpy as jnp -import jax.scipy.special -import numpy as np -import scipy.special -import scipy.stats - - -def binomial_accumulator(rejection_fnc): - """ - A simple re-implementation of accumulation. This is useful for distilling - what is happening during accumulation down to a simple linear sequence of - operations. Retaining this could be useful for tutorials or conceptual - introductions to Imprint since we can explain this code without introducing - most of the framework. - - NOTE: to implement the early stopping procedure from Berry, we will need to - change all the steps. This function is only valid for a trial with a single - final analysis. - - theta_tiles: (n_tiles, n_arms), the logit-space parameters for each tile. - is_null_per_arm: (n_tiles, n_arms), whether each arm's parameter is within - the null space. - uniform_samples: (sim_size, n_arm_samples, n_arms), uniform [0, 1] samples - used to evaluate binomial count samples. - """ - - # We wrap and return this function since rejection_fnc needs to be known at - # jit time. - @jax.jit - def fnc(theta_tiles, is_null_per_arm, uniform_samples): - sim_size, n_arm_samples, n_arms = uniform_samples.shape - - # 1. Calculate the binomial count data. - # The sufficient statistic for binomial is just the number of uniform draws - # above the threshold probability. But the `p_tiles` array has shape (n_tiles, - # n_arms). So, we add empty dimensions to broadcast and then sum across - # n_arm_samples to produce an output `y` array of shape: (n_tiles, - # sim_size, n_arms) - - p_tiles = jax.scipy.special.expit(theta_tiles) - y = jnp.sum(uniform_samples[None] < p_tiles[:, None, None, :], axis=2) - - # 2. Determine if we rejected each simulated sample. - # rejection_fnc expects inputs of shape (n, n_arms) so we must flatten - # our 3D arrays. We reshape exceedance afterwards to bring it back to 3D - # (n_tiles, sim_size, n_arms) - y_flat = y.reshape((-1, n_arms)) - n_flat = jnp.full_like(y_flat, n_arm_samples) - data = jnp.stack((y_flat, n_flat), axis=-1) - did_reject = rejection_fnc(data).reshape(y.shape) - - # 3. Determine type I family wise error rate. - # a. type I is only possible when the null hypothesis is true. - # b. check all null hypotheses. - # c. sum across all the simulations. - false_reject = ( - did_reject - & is_null_per_arm[ - :, - None, - ] - ) - any_rejection = jnp.any(false_reject, axis=-1) - typeI_sum = any_rejection.sum(axis=-1) - - # 4. Calculate score. The score function is the primary component of the - # gradient used in the bound: - # a. for binomial, it's just: y - n * p - # b. only summed when there is a rejection in the given simulation - score = y - n_arm_samples * p_tiles[:, None, :] - typeI_score = jnp.sum(any_rejection[:, :, None] * score, axis=1) - - return typeI_sum, typeI_score - - return fnc - - -def build_rejection_table(n_arms, n_arm_samples, rejection_fnc): - """ - The Berry model generally deals with n_arm_samples <= 35. This means it is - tractable to pre-calculate whether each dataset will reject the null because - 35^4 is a fairly manageable number. We can actually reduce the number of - calculations because the arms are symmetric and we can run only for sorted - datasets and then extrapolate to unsorted datasets. - """ - - # 1. Construct the n_arms-dimensional grid. - ys = np.arange(n_arm_samples + 1) - Ygrids = np.stack(np.meshgrid(*[ys] * n_arms, indexing="ij"), axis=-1) - Yravel = Ygrids.reshape((-1, n_arms)) - - # 2. Sort the grid arms while tracking the sorting order so that we can - # unsort later. - colsortidx = np.argsort(Yravel, axis=-1) - inverse_colsortidx = np.zeros(Yravel.shape, dtype=np.int32) - axis0 = np.arange(Yravel.shape[0])[:, None] - inverse_colsortidx[axis0, colsortidx] = np.arange(n_arms) - Y_colsorted = Yravel[axis0, colsortidx] - - # 3. Identify the unique datasets. In a 35^4 grid, this will be about 80k - # datasets instead of 1.7m. - Y_unique, inverse_unique = np.unique(Y_colsorted, axis=0, return_inverse=True) - - # 4. Compute the rejections for each unique dataset. - N = np.full_like(Y_unique, n_arm_samples) - data = np.stack((Y_unique, N), axis=-1) - reject_unique = rejection_fnc(data) - - # 5. Invert the unique and the sort operations so that we know the rejection - # value for every possible dataset. - reject = reject_unique[inverse_unique][axis0, inverse_colsortidx] - return reject - - -@jax.jit -def lookup_rejection(table, y, n_arm_samples=35): - """ - Convert the y tuple datasets into indices and lookup from the table - constructed by `build_rejection_table`. - - This assumes n_arm_samples is constant across arms. - """ - n_arms = y.shape[-1] - # Compute the strided array access. For example in 3D for y = [4,8,3], and - # n_arm_samples=35, we'd have: - # y_index = 4 * (36 ** 2) + 8 * (36 ** 1) + 3 * (36 ** 0) - # = 4 * (36 ** 2) + 8 * 36 + 3 - y_index = (y * ((n_arm_samples + 1) ** jnp.arange(n_arms)[::-1])[None, :]).sum( - axis=-1 - ) - return table[y_index, :] - - -def upper_bound( - theta_tiles, - tile_radii, - corners, - sim_sizes, - n_arm_samples, - typeI_sum, - typeI_score, - delta=0.025, - delta_prop_0to1=0.5, -): - """ - Compute the Imprint upper bound after simulations have been run. - """ - p_tiles = scipy.special.expit(theta_tiles) - v_diff = corners - theta_tiles[:, None] - v_sq = v_diff**2 - - # - # Step 1. 0th order terms. - # - # monte carlo estimate of type I error at each theta. - d0 = typeI_sum / sim_sizes - # clopper-pearson upper bound in beta form. - d0u_factor = 1.0 - delta * delta_prop_0to1 - d0u = scipy.stats.beta.ppf(d0u_factor, typeI_sum + 1, sim_sizes - typeI_sum) - d0 - # If typeI_sum == sim_sizes, scipy.stats outputs nan. Output 0 instead - # because there is no way to go higher than 1.0 - d0u = np.where(np.isnan(d0u), 0, d0u) - - # - # Step 2. 1st order terms. - # - # Monte carlo estimate of gradient of type I error at the grid points - # then dot product with the vector from the center to the corner. - d1 = ((typeI_score / sim_sizes[:, None])[:, None] * v_diff).sum(axis=-1) - d1u_factor = np.sqrt(1 / ((1 - delta_prop_0to1) * delta) - 1.0) - covar_quadform = ( - n_arm_samples * v_sq * p_tiles[:, None] * (1 - p_tiles[:, None]) - ).sum(axis=-1) - # Upper bound on d1! - d1u = np.sqrt(covar_quadform) * (d1u_factor / np.sqrt(sim_sizes)[:, None]) - - # - # Step 3. 2nd order terms. - # - n_corners = corners.shape[1] - - p_lower = np.tile( - scipy.special.expit(theta_tiles - tile_radii)[:, None], (1, n_corners, 1) - ) - p_upper = np.tile( - scipy.special.expit(theta_tiles + tile_radii)[:, None], (1, n_corners, 1) - ) - - special = (p_lower <= 0.5) & (0.5 <= p_upper) - max_p = np.where(np.abs(p_upper - 0.5) < np.abs(p_lower - 0.5), p_upper, p_lower) - hess_comp = np.where(special, 0.25 * v_sq, (max_p * (1 - max_p) * v_sq)) - - hessian_quadform_bound = hess_comp.sum(axis=-1) * n_arm_samples - d2u = 0.5 * hessian_quadform_bound - - # - # Step 4. Identify the corners with the highest upper bound. - # - - # The total of the bound component that varies between corners. - total_var = d1u + d2u + d1 - total_var = np.where(np.isnan(total_var), 0, total_var) - worst_corner = total_var.argmax(axis=1) - ti = np.arange(d1.shape[0]) - d1w = d1[ti, worst_corner] - d1uw = d1u[ti, worst_corner] - d2uw = d2u[ti, worst_corner] - - # - # Step 5. Compute the total bound and return it - # - total_bound = d0 + d0u + d1w + d1uw + d2uw - - return total_bound, d0, d0u, d1w, d1uw, d2uw diff --git a/research/berry/berrylib/constants.py b/research/berry/berrylib/constants.py deleted file mode 100644 index 177cba7e..00000000 --- a/research/berry/berrylib/constants.py +++ /dev/null @@ -1,41 +0,0 @@ -import numpy as np - -# I got this data by deconstructing the graphs in in Figure 1 of Berry et al 2013. -N_I = np.array([[i] * 4 for i in [10, 15, 20, 25, 30, 35]]) - -Y_I = np.array( - [ - [1, 6, 3, 3], - [3, 8, 5, 4], - [6, 9, 7, 5], - [7, 10, 8, 7], - [8, 10, 9, 8], - [11, 11, 10, 9], - ] -) -DATA = np.stack((Y_I, N_I), axis=2) - -N_I2 = np.array( - [ - [10, 10, 10, 10], - [15, 15, 15, 15], - [20, 20, 20, 20], - [20, 20, 25, 25], - [20, 20, 30, 30], - [20, 20, 35, 35], - ] -) - -Y_I2 = np.array( - [ - [0, 1, 3, 3], - [0, 1, 4, 5], - [0, 1, 6, 6], - [0, 1, 6, 7], - [0, 1, 7, 8], - [0, 1, 9, 10], - ], - dtype=np.float64, -) - -DATA2 = np.stack((Y_I2, N_I2), axis=2) diff --git a/research/berry/berrylib/dirty_bayes.py b/research/berry/berrylib/dirty_bayes.py deleted file mode 100644 index 8b1c9c75..00000000 --- a/research/berry/berrylib/dirty_bayes.py +++ /dev/null @@ -1,98 +0,0 @@ -import numpy as np -import scipy.stats -from scipy.special import logit - - -def fast_invert(S, d): - for k in range(len(d)): - offset = (d[k] / (1 + d[k] * S[k, k])) * np.outer( - S[k], - S[..., k], - ) - S = S - offset - return S - - -def calc_posterior_x(sigma_sq: float, mu_sig_sq: float, sample_I, thetahat, mu_0, d): - assert len(sigma_sq) == 1, sigma_sq - S_0 = np.diag(np.repeat(sigma_sq, d)) + mu_sig_sq - # V_0 = solve(S_0) #but because this is a known case of the form aI + bJ, we - # can use the explicit inverse formula, given by: 1/a I - J*(b/(a(a+db))) - V_0 = np.diag(np.repeat(1 / sigma_sq, d)) - (mu_sig_sq / sigma_sq) / ( - sigma_sq + d * mu_sig_sq - ) - Sigma_posterior = fast_invert(S_0, sample_I) - # precision_posterior = V_0 + np.diag(sample_I) - # Sigma_posterior = np.linalg.inv(precision_posterior) - mu_posterior = Sigma_posterior @ (sample_I * thetahat + (V_0 * mu_0).sum(axis=-1)) - return mu_posterior, np.diag(Sigma_posterior) - - -def calc_dirty_bayes(y_i, n_i, mu_0_scalar, logit_p1, thresh, sigma2_rule): - N, d = y_i.shape - phat = y_i[:, :] / n_i[:, :] - # NOTE: we use the logit_p1 offset when converting from p space to logit space. - thetahat = logit(phat) - logit_p1 - sample_I = n_i[:, :] * phat * (1 - phat) # diag(n*phat*(1-phat)) - mu_0 = np.full_like(phat, mu_0_scalar) - mu_sig_sq = 100 - - n_sigma2 = sigma2_rule.pts.shape[0] - mu_posterior = np.empty((N, n_sigma2, d)) - sigma2_posterior = np.empty((N, n_sigma2, d)) - joint_sigma2_y = np.empty((N, n_sigma2)) - for i in range(N): - for j in range(n_sigma2): - # Step 1-4: see above. - sig2 = sigma2_rule.pts[j] - (mu_posterior[i, j], sigma2_posterior[i, j]) = calc_posterior_x( - np.array([sig2]), - np.array([mu_sig_sq]), - sample_I[i], - thetahat[i], - mu_0[i], - d, - ) - # Step 6/7 - prior = scipy.stats.invgamma.pdf(sig2, 0.0005, scale=0.000005) - y_given_sig2 = scipy.stats.multivariate_normal.pdf( - thetahat[i], - mu_0[i], - (np.diag(sample_I[i] ** -1) + np.diag(np.repeat(sig2, d)) + mu_sig_sq), - ) - joint_sigma2_y[i, j] = prior * y_given_sig2 - - # Step 8: Compute the integration weights: p(sigma2 | y) * dsigma2 - py = np.sum(joint_sigma2_y * sigma2_rule.wts[None, :], axis=1) - sigma2_given_y = joint_sigma2_y / py[:, None] - weights = sigma2_given_y * sigma2_rule.wts[None, :] - - # Step 9: Compute (mu, sigma) for normal p(theta|y): mixture of gaussians - mu_db = np.sum(mu_posterior * weights[..., None], axis=1) - T = (mu_posterior - mu_db[:, None, :]) ** 2 + sigma2_posterior - sigma2_db = np.sum(T * weights[..., None], axis=1) - sigma_db = np.sqrt(sigma2_db) - - # Step 10: compute exceedance probability separately. - exceedance = np.sum( - ( - 1.0 - - scipy.stats.norm.cdf( - thresh[:, None, :], mu_posterior, np.sqrt(sigma2_posterior) - ) - ) - * weights[..., None], - axis=1, - ) - - return dict( - mu_posterior=mu_posterior, - sigma2_posterior=sigma2_posterior, - sigma2_given_y=sigma2_given_y, - theta_map=mu_db, - mu_appx=mu_db, - sigma_appx=sigma_db, - cilow=mu_db - 2 * sigma_db, - cihi=mu_db + 2 * sigma_db, - exceedance=exceedance, - ) diff --git a/research/berry/berrylib/fast_inla.py b/research/berry/berrylib/fast_inla.py deleted file mode 100644 index 7132a9b6..00000000 --- a/research/berry/berrylib/fast_inla.py +++ /dev/null @@ -1,491 +0,0 @@ -from dataclasses import dataclass -from typing import Callable - -import berrylib.util as util -import jax -import jax.numpy as jnp -import numpy as np -import scipy.linalg -import scipy.stats -from berrylib.fast_math import jax_fast_invert -from jax.config import config -from scipy.special import logit - -# This line is critical for enabling 64-bit floats. -config.update("jax_enable_x64", True) - - -def fast_invert(S_in, d): - S = np.tile(S_in, (d.shape[0], 1, 1, 1)) - for k in range(d.shape[-1]): - outer = np.einsum("...i,...j->...ij", S[..., k, :], S[..., :, k]) - offset = d[..., k] / (1 + d[..., k] * S[..., k, k]) - S = S - (offset[..., None, None] * outer) - return S - - -@dataclass -class FastINLAModel: - log_joint: Callable - grad_hess: Callable - - -def logdet(m): - """Compute the log of the determinant in a numerically stable way.""" - if isinstance(m, np.ndarray): - numpy = np - else: - numpy = jnp - sign, logdet = numpy.linalg.slogdet(m) - return sign * logdet - - -class FastINLA: - def __init__( - self, - model: FastINLAModel = None, - n_arms=4, - mu_0=-1.34, - mu_sig2=100.0, - sigma2_n=15, - sigma2_bounds=(1e-6, 1e3), - sigma2_alpha=0.0005, - sigma2_beta=0.000005, - p1=0.3, - critical_value=0.85, - opt_tol=1e-3, - ): - self.n_arms = n_arms - self.mu_0 = mu_0 - self.mu_sig2 = mu_sig2 - self.logit_p1 = logit(p1) - - # For numpy impl: - self.sigma2_n = sigma2_n - self.sigma2_rule = util.log_gauss_rule(self.sigma2_n, *sigma2_bounds) - self.arms = np.arange(self.n_arms) - self.cov = np.full((self.sigma2_n, self.n_arms, self.n_arms), self.mu_sig2) - self.cov[:, self.arms, self.arms] += self.sigma2_rule.pts[:, None] - self.neg_precQ = -np.linalg.inv(self.cov) - self.logprecQdet = 0.5 * np.log(np.linalg.det(-self.neg_precQ)) - self.log_prior = scipy.stats.invgamma.logpdf( - self.sigma2_rule.pts, sigma2_alpha, scale=sigma2_beta - ) - self.opt_tol = opt_tol - self.thresh_theta = np.full(self.n_arms, logit(0.1) - self.logit_p1) - self.critical_value = critical_value - - # For JAX impl: - self.sigma2_pts_jax = jnp.asarray(self.sigma2_rule.pts) - self.sigma2_wts_jax = jnp.asarray(self.sigma2_rule.wts) - self.cov_jax = jnp.asarray(self.cov) - self.neg_precQ_jax = jnp.asarray(self.neg_precQ) - self.logprecQdet_jax = jnp.asarray(self.logprecQdet) - self.log_prior_jax = jnp.asarray(self.log_prior) - - self.jax_opt_vec = jax.jit( - jax.vmap( - jax.vmap( - jax_opt, - in_axes=(None, None, 0, 0, 0, None, None, None), - out_axes=(0, 0), - ), - in_axes=(0, 0, None, None, None, None, None, None), - out_axes=(0, 0), - ) - ) - - self.model: FastINLAModel = model - if model is None: - - def log_joint(self, data, theta): - """ - theta is expected to have shape (N, n_sigma2, n_arms) - """ - y = data[..., 0] - n = data[..., 1] - theta_m0 = theta - self.mu_0 - theta_adj = theta + self.logit_p1 - exp_theta_adj = np.exp(theta_adj) - return ( - # NB: this has fairly low accuracy in float32 - 0.5 - * np.einsum("...i,...ij,...j", theta_m0, self.neg_precQ, theta_m0) - + self.logprecQdet - + np.sum( - theta_adj * y[:, None] - n[:, None] * np.log(exp_theta_adj + 1), - axis=-1, - ) - + self.log_prior - ) - - def grad_hess(self, data, theta, arms_opt): - # These formulas are - # straightforward derivatives from the Berry log joint density - # see the log_joint method below - y = data[..., 0] - n = data[..., 1] - na = np.arange(len(arms_opt)) - theta_m0 = theta - self.mu_0 - exp_theta_adj = np.exp(theta + self.logit_p1) - C = 1.0 / (exp_theta_adj + 1) - grad = ( - np.matmul(self.neg_precQ[None], theta_m0[:, :, :, None])[..., 0] - + y[:, None] - - (n[:, None] * exp_theta_adj) * C - )[..., arms_opt] - - hess = np.tile( - self.neg_precQ[None, ..., arms_opt, :][..., :, arms_opt], - (y.shape[0], 1, 1, 1), - ) - hess[..., na, na] -= (n[:, None] * exp_theta_adj * (C**2))[ - ..., arms_opt - ] - return grad, hess - - self.model = FastINLAModel(log_joint, grad_hess) - - def rejection_inference(self, data, method="jax"): - _, exceedance, _, _ = self.inference(data, method) - return exceedance > self.critical_value - - def inference(self, data, method="jax"): - fncs = dict( - numpy=self.numpy_inference, jax=self.jax_inference, cpp=self.cpp_inference - ) - return fncs[method](data)[:4] - - def numpy_inference(self, data, thresh_theta=None): - """ - Bayesian inference of a basket trial given data with n_arms. - - Returns: - sigma2_post: The posterior density for each value of the sigma2 - quadrature rule. - exceedances: The probability of exceeding the threshold for each arm. - theta_max: the mode of p(theta_i, y, sigma^2) - theta_sigma: the std dev of a gaussian distribution centered at the - mode of p(theta_i, y, sigma^2) - hess_inv: the inverse hessian at the mode of p(theta_i, y, sigma^2) - """ - if thresh_theta is None: - thresh_theta = self.thresh_theta - - # TODO: warm start with DB theta ? - # Step 1) Compute the mode of p(theta, y, sigma^2) holding y and sigma^2 fixed. - # This is a simple Newton's method implementation. - theta_max, hess_inv = self.optimize_mode(data) - - # Step 2) Calculate the joint distribution p(theta, y, sigma^2) - logjoint = self.model.log_joint(self, data, theta_max) - - # Step 3) Calculate p(sigma^2 | y) = ( - # p(theta_max, y, sigma^2) - # - log(det(-hessian(theta_max, y, sigma^2))) - # ) - # The last step in the optimization will be sufficiently small that we - # shouldn't need to update the hessian that was calculated during the - # optimization. - # hess = np.tile(-precQ, (N, 1, 1, 1)) - # hess[:, :, arms, arms] -= (n[:, None] * np.exp(theta_adj) / - # ((np.exp(theta_adj) + 1) ** 2)) - log_sigma2_post = logjoint + 0.5 * np.log(np.linalg.det(-hess_inv)) - # This can be helpful for avoiding overflow. - # log_sigma2_post -= np.max(log_sigma2_post, axis=-1)[:, None] - 600 - sigma2_post = np.exp(log_sigma2_post) - sigma2_post /= np.sum(sigma2_post * self.sigma2_rule.wts, axis=1)[:, None] - - # Step 4) Calculate p(theta_i | y, sigma^2). This a gaussian - # approximation using the mode found in the previous optimization step. - theta_sigma = np.sqrt(np.diagonal(-hess_inv, axis1=2, axis2=3)) - theta_mu = theta_max - - # Step 5) Calculate exceedance probabilities. We do this per sigma^2 and - # then integrate over sigma^2 - exceedances = [] - for i in range(self.n_arms): - exc_sigma2 = 1.0 - scipy.stats.norm.cdf( - thresh_theta[..., None, i], - theta_mu[..., i], - theta_sigma[..., i], - ) - exc = np.sum( - exc_sigma2 * sigma2_post * self.sigma2_rule.wts[None, :], axis=1 - ) - exceedances.append(exc) - return ( - sigma2_post, - np.stack(exceedances, axis=-1), - theta_max, - theta_sigma, - hess_inv, - ) - - def optimize_mode(self, data, fixed_arm_dim=None, fixed_arm_values=None): - """ - Find the mode with respect to theta of the model log joint density. - - fixed_arm_dim: we permit one of the theta arms to not be optimized: to - be "fixed". - fixed_arm_values: the values of the fixed arm. - """ - - # NOTE: If - # 1) fixed_arm_values is chosen without regard to the other theta values - # 2) sigma2 is very small - # then, the optimization problem will be poorly conditioned and ugly because the - # chances of t_{arm_idx} being very different from the other theta values is - # super small with small sigma2 - # I am unsure how severe this problem is. So far, it does not appear to - # have caused problems, but I left this comment here as a guide in case - # the problem arises in the future. - - N = data.shape[0] - arms_opt = list(range(self.n_arms)) - theta_max = np.zeros((N, self.sigma2_n, self.n_arms)) - - if fixed_arm_dim is not None: - arms_opt.remove(fixed_arm_dim) - theta_max[..., fixed_arm_dim] = fixed_arm_values - - converged = False - # The joint density is composed of: - # 1) a quadratic term coming from the theta likelihood - # 2) a binomial term coming from the data likelihood. - # We ignore the terms that don't depend on theta since we are - # optimizing here and constant offsets are irrelevant. - for i in range(100): - - # Calculate the gradient and hessian. - grad, hess = self.model.grad_hess(self, data, theta_max, arms_opt) - hess_inv = np.linalg.inv(hess) - - # Take the full Newton step. The negative sign comes here because we - # are finding a maximum, not a minimum. - step = -np.matmul(hess_inv, grad[..., None])[..., 0] - theta_max[..., arms_opt] += step - - # We use a step size convergence criterion. This seems empirically - # sufficient. But, it would be possible to also check gradient norms - # or other common convergence criteria. - if np.max(np.linalg.norm(step, axis=-1)) < self.opt_tol: - converged = True - break - - if not converged: - raise RuntimeError("Failed to identify the mode of the joint density.") - - return theta_max, hess_inv - - def jax_inference(self, data): - """ - See the numpy implementation for comments explaining the steps. The - series of operations is almost identical in the JAX implementation. - """ - y = jnp.asarray(data[..., 0]) - n = jnp.asarray(data[..., 1]) - theta_max, hess_inv = self.jax_opt_vec( - y, - n, - self.cov_jax, - self.neg_precQ_jax, - self.sigma2_pts_jax, - self.logit_p1, - self.mu_0, - self.opt_tol, - ) - - sigma2_post, exceedances, theta_sigma = jax_calc_posterior_and_exceedances( - theta_max, - y, - n, - self.log_prior_jax, - self.neg_precQ_jax, - self.logprecQdet_jax, - hess_inv, - self.sigma2_wts_jax, - self.logit_p1, - self.mu_0, - self.thresh_theta, - ) - - return sigma2_post, exceedances, theta_max, theta_sigma - - def cpp_inference(self, data): - """ - See the numpy implementation for comments explaining the steps. The - series of operations is almost identical in the C++ implementation. - """ - import cppimport - - ext = cppimport.imp("berrylib.fast_inla_ext") - sigma2_post = np.empty((data.shape[0], self.sigma2_n)) - exceedances = np.empty((data.shape[0], self.n_arms)) - theta_max = np.empty((data.shape[0], self.sigma2_n, self.n_arms)) - theta_sigma = np.empty((data.shape[0], self.sigma2_n, self.n_arms)) - ext.inla_inference( - sigma2_post, - exceedances, - theta_max, - theta_sigma, - data[..., 0], - data[..., 1], - self.sigma2_rule.pts, - self.sigma2_rule.wts, - self.log_prior, - self.neg_precQ, - self.cov, - self.logprecQdet, - self.mu_0, - self.logit_p1, - self.opt_tol, - self.thresh_theta, - ) - return sigma2_post, exceedances, theta_max, theta_sigma - - -def jax_opt(y, n, cov, neg_precQ, sigma2, logit_p1, mu_0, tol): - def step(args): - theta_max, hess_inv, stop = args - theta_m0 = theta_max - mu_0 - exp_theta_adj = jnp.exp(theta_max + logit_p1) - C = 1.0 / (exp_theta_adj + 1) - nCeta = n * C * exp_theta_adj - - grad = neg_precQ.dot(theta_m0) + y - nCeta - diag = nCeta * C - - hess_inv = jax_fast_invert(-cov, -diag) - step = -hess_inv.dot(grad) - go = jnp.sum(step**2) > tol**2 - return theta_max + step, hess_inv, go - - # NOTE: Warm starting was not helpful but I left this code here in case it's - # useful. - # When sigma2 is small, the MLE from summing all the trials is a good guess. - # When sigma2 is large, the individual arm MLE is a good starting guess. - # theta_max0 = jnp.where( - # sigma2 < 1e-3, - # jnp.repeat(jax.scipy.special.logit(y.sum()/n.sum()),self.n_arms) - logit_p1, - # jax.scipy.special.logit((y + 1e-4) / n) - logit_p1 - # ) - n_arms = y.shape[0] - theta_max0 = jnp.zeros(n_arms) - - out = jax.lax.while_loop( - lambda args: args[2], step, (theta_max0, jnp.zeros((n_arms, n_arms)), True) - ) - theta_max, hess_inv, stop = out - return theta_max, hess_inv - - -@jax.jit -def jax_calc_posterior_and_exceedances( - theta_max, - y, - n, - log_prior, - neg_precQ, - logprecQdet, - hess_inv, - sigma2_wts, - logit_p1, - mu_0, - thresh_theta, -): - theta_m0 = theta_max - mu_0 - theta_adj = theta_max + logit_p1 - exp_theta_adj = jnp.exp(theta_adj) - logjoint = ( - 0.5 * jnp.einsum("...i,...ij,...j", theta_m0, neg_precQ, theta_m0) - + logprecQdet - + jnp.sum( - theta_adj * y[:, None] - n[:, None] * jnp.log(exp_theta_adj + 1), - axis=-1, - ) - + log_prior - ) - - log_sigma2_post = logjoint + 0.5 * jnp.log(jnp.linalg.det(-hess_inv)) - sigma2_post = jnp.exp(log_sigma2_post) - sigma2_post /= jnp.sum(sigma2_post * sigma2_wts, axis=1)[:, None] - - theta_sigma = jnp.sqrt(jnp.diagonal(-hess_inv, axis1=2, axis2=3)) - exc_sigma2 = 1.0 - jax.scipy.stats.norm.cdf( - thresh_theta, - theta_max, - theta_sigma, - ) - exceedances = jnp.sum( - exc_sigma2 * sigma2_post[:, :, None] * sigma2_wts[None, :, None], axis=1 - ) - return sigma2_post, exceedances, theta_sigma - - -def FastINLASurvival(*, lambdaj, **kwargs): - """Rough draft of a builder for running INLA on survival data. - - Parameters - ---------- - lambdaj, optional - - - Returns - ------- - a FastINLA object tailored to survival analysis. - """ - mu_0 = kwargs["mu_0"] - - @jax.jit - def log_joint(data, rho, neg_precQ, logprecQdet, log_prior): - """ - theta is expected to have shape (N, n_sigma2, n_arms) - """ - n_events = data[..., 0] - total_obs_time = data[..., 1] - rho_m0 = rho - mu_0 - hazard = 1.0 / (jnp.exp(rho) * lambdaj[None]) - return ( - 0.5 * jnp.einsum("...i,...ij,...j", rho_m0, neg_precQ, rho_m0) - + logprecQdet - + jnp.sum( - jnp.log(hazard) * n_events[:, None] - hazard * total_obs_time[:, None], - axis=-1, - ) - + log_prior - ) - - def scalar_log_joint_opt(rho, neg_precQ, n_events, total_obs_time): - """ - theta is expected to have shape (N, n_sigma2, n_arms) - """ - rho_m0 = rho - mu_0 - hazard = 1.0 / (jnp.exp(rho) * lambdaj) - return 0.5 * neg_precQ.dot(rho_m0).T.dot(rho_m0) + jnp.sum( - jnp.log(hazard) * n_events - hazard * total_obs_time - ) - - grad_opt = jax.jit( - jax.vmap( - jax.vmap(jax.grad(scalar_log_joint_opt), in_axes=(0, 0, None, None)), - in_axes=(0, None, 0, 0), - ) - ) - hessian_opt = jax.jit( - jax.vmap( - jax.vmap(jax.hessian(scalar_log_joint_opt), in_axes=(0, 0, None, None)), - in_axes=(0, None, 0, 0), - ) - ) - - def grad_hess(fi, data, rho, arms_opt): - grad = grad_opt(rho, fi.neg_precQ, data[..., 0], data[..., 1]) - hess = hessian_opt(rho, fi.neg_precQ, data[..., 0], data[..., 1]) - return grad, hess - - def log_joint_wrapper(fi, data, rho): - return log_joint(data, rho, fi.neg_precQ, fi.logprecQdet, fi.log_prior) - - model = FastINLAModel(log_joint_wrapper, grad_hess) - return FastINLA(model=model, **kwargs) diff --git a/research/berry/berrylib/fast_inla_ext.cpp b/research/berry/berrylib/fast_inla_ext.cpp deleted file mode 100644 index 2e10c257..00000000 --- a/research/berry/berrylib/fast_inla_ext.cpp +++ /dev/null @@ -1,197 +0,0 @@ -#include -#include - -#include -#include -#include - -namespace py = pybind11; - -using Arr = py::array_t; - -template -struct Access { - py::buffer_info buf; - T* ptr; - py::detail::unchecked_mutable_reference get; -}; - -template -Access get(Arr x) { - auto buf = x.request(); - T* ptr = static_cast(buf.ptr); - return Access{std::move(buf), ptr, x.mutable_unchecked()}; -} - -int inla_inference(Arr sigma2_post_out, Arr exceedances_out, Arr theta_max_out, - Arr theta_sigma_out, Arr y_in, Arr n_in, Arr sigma2_pts_in, - Arr sigma2_wts_in, Arr log_prior_in, Arr neg_precQ_in, - Arr cov_in, Arr logprecQdet_in, double mu_0, double logit_p1, - double tol, Arr thresh_theta_in) { - auto sigma2_post = get(sigma2_post_out); - auto exceedances = get(exceedances_out); - auto theta_max = get(theta_max_out); - auto theta_sigma = get(theta_sigma_out); - - auto y = get(y_in); - auto n = get(n_in); - auto sigma2_pts = get(sigma2_pts_in); - auto sigma2_wts = get(sigma2_wts_in); - auto log_prior = get(log_prior_in); - auto neg_precQ = get(neg_precQ_in); - - auto cov = get(cov_in); - auto logprecQdet = get(logprecQdet_in); - - int N = y.buf.shape[0]; - int nsig2 = theta_max.buf.shape[1]; - double tol2 = tol * tol; - auto thresh_theta = get(thresh_theta_in); - -#pragma omp parallel for - for (int p = 0; p < N; p++) { - for (int s = 0; s < nsig2; s++) { - std::array t{}; - std::array grad; - std::array hess_diag; - std::array step; - - std::array, 4> tmp; - std::array, 4> hess_inv; - bool converged = false; - for (int opt_iter = 0; opt_iter < 20; opt_iter++) { - // construct gradient and hessian. - for (int i = 0; i < 4; i++) { - auto theta_adj = t[i] + logit_p1; - auto exp_theta_adj = std::exp(theta_adj); - auto C = 1.0 / (exp_theta_adj + 1); - auto nCeta = n.get(p, i) * C * exp_theta_adj; - grad[i] = y.get(p, i) - nCeta; - for (int j = 0; j < 4; j++) { - grad[i] += neg_precQ.get(s, i, j) * (t[j] - mu_0); - } - - for (int j = 0; j < 4; j++) { - hess_inv[i][j] = cov.get(s, i, j); - } - hess_diag[i] = nCeta * C; - } - - // invert hessian by repeatedly using the Sherman-Morrison - // formula. - for (int k = 0; k < 4; k++) { - double offset = - hess_diag[k] / (1 + hess_diag[k] * hess_inv[k][k]); - for (int i = 0; i < 4; i++) { - for (int j = 0; j < 4; j++) { - tmp[i][j] = - offset * hess_inv[k][i] * hess_inv[j][k]; - } - } - for (int i = 0; i < 4; i++) { - for (int j = 0; j < 4; j++) { - hess_inv[i][j] -= tmp[i][j]; - } - } - } - - // take newton step - double step_len2 = 0.0; - for (int i = 0; i < 4; i++) { - step[i] = 0.0; - for (int j = 0; j < 4; j++) { - step[i] += hess_inv[i][j] * grad[j]; - } - step_len2 += step[i] * step[i]; - t[i] += step[i]; - } - - // check for convergence. - if (step_len2 < tol2) { - converged = true; - break; - } - } - - // marginal std dev is the sqrt of the hessian diagonal. - for (int i = 0; i < 4; i++) { - theta_max.get(p, s, i) = t[i]; - theta_sigma.get(p, s, i) = std::sqrt(hess_inv[i][i]); - } - - if (!converged) { - throw std::runtime_error( - "INLA optimization failed to converge"); - } - - // calculate log joint distribution - std::array tmm0; - for (int i = 0; i < 4; i++) { - tmm0[i] = t[i] - mu_0; - } - double logjoint = logprecQdet.get(s) + log_prior.get(s); - for (int i = 0; i < 4; i++) { - double quadsum = 0.0; - for (int j = 0; j < 4; j++) { - quadsum += neg_precQ.get(s, i, j) * tmm0[j]; - } - logjoint += 0.5 * tmm0[i] * quadsum; - - auto theta_adj = t[i] + logit_p1; - logjoint += theta_adj * y.get(p, i) - - n.get(p, i) * std::log(std::exp(theta_adj) + 1); - } - - // determinant of hessian (this destroys hess_inv!) - double c; - double det = 1; - for (int i = 0; i < 4; i++) { - for (int k = i + 1; k < 4; k++) { - c = hess_inv[k][i] / hess_inv[i][i]; - for (int j = i; j < 4; j++) { - hess_inv[k][j] = hess_inv[k][j] - c * hess_inv[i][j]; - } - } - } - for (int i = 0; i < 4; i++) { - det *= hess_inv[i][i]; - } - - // calculate p(sigma^2 | y) - sigma2_post.get(p, s) = std::exp(logjoint + 0.5 * std::log(det)); - } - - // normalize the sigma2_post distribution - double sigma2_integral = 0.0; - for (int s = 0; s < nsig2; s++) { - sigma2_integral += sigma2_post.get(p, s) * sigma2_wts.get(s); - } - double inv_sigma2_integral = 1.0 / sigma2_integral; - for (int s = 0; s < nsig2; s++) { - sigma2_post.get(p, s) *= inv_sigma2_integral; - } - - // calculate exceedance probabilities, integrated over sigma2 - for (int i = 0; i < 4; i++) { - exceedances.get(p, i) = 0.0; - for (int s = 0; s < nsig2; s++) { - double mu = theta_max.get(p, s, i); - double normalized = - (thresh_theta.get(i) - mu) / theta_sigma.get(p, s, i); - double exc_sigma2 = 0.5 * (erf(-normalized * M_SQRT1_2) + 1); - exceedances.get(p, i) += - exc_sigma2 * sigma2_post.get(p, s) * sigma2_wts.get(s); - } - } - } - return 0; -} - -PYBIND11_MODULE(fast_inla_ext, m) { m.def("inla_inference", &inla_inference); } -/* -<% -setup_pybind11(cfg) -cfg['extra_compile_args'].extend(['-O3', '-fopenmp']) -cfg['extra_link_args'].extend(['-fopenmp']) -%> -*/ diff --git a/research/berry/berrylib/fast_math.py b/research/berry/berrylib/fast_math.py deleted file mode 100644 index c8013675..00000000 --- a/research/berry/berrylib/fast_math.py +++ /dev/null @@ -1,95 +0,0 @@ -from functools import partial - -import jax -import jax.numpy as jnp - - -@partial(jax.jit, static_argnames=["omit_constants"]) -def log_normal_pdf(x, mean, prec_eig_vals, prec_eig_vecs, omit_constants=True): - """Compute the log of the multivariate normal pdf. - - Using the eigendecomposition is numerically stable. Adapted from scipy. - """ - logdet = -jnp.sum(jnp.log(prec_eig_vals)) - U = prec_eig_vecs * jnp.sqrt(prec_eig_vals) - dev = x - mean - # "maha" for "Mahalanobis distance". - maha = jnp.square(jnp.dot(dev, U)).sum() - if omit_constants: - return -0.5 * (maha + logdet) - else: - rank = len(prec_eig_vals) - log2pi = jnp.log(2 * jnp.pi) - return -0.5 * (rank * log2pi + maha + logdet) - - -@jax.jit -def jax_fast_invert(S, d): - """ - Invert a matrix plus a diagonal by iteratively applying the Sherman-Morrison - formula. If we are computing Binv = (A + d)^-1, - then the arguments are: - - S: A^-1 - - d: d - """ - # NOTE: It's possible to improve performance by about 10% by doing an - # incomplete inversion here. In the last iteration through the loop, return - # both S and offset. Then, perform .dot(grad) with those components directly. - for k in range(d.shape[0]): - offset = d[k] / (1 + d[k] * S[k, k]) - S = S - (offset * (S[k, None, :] * S[:, None, k])) - return S - - -@jax.jit -def jax_faster_inv(D, S): - """Compute the inverse of a diagonal matrix D plus a shift S. - - This function uses "Sherman-Morrison" formula: - https://en.wikipedia.org/wiki/Sherman–Morrison_formula - """ - D_inverse = 1.0 / D - # NB: reusing D_inverse in this line is numerically unstable - multiplier = -S / (1 + (S / D).sum()) - M = multiplier * jnp.outer(D_inverse, D_inverse) - M = M + jnp.diag(D_inverse) - return M - - -@jax.jit -def jax_faster_inv_diag(D, S): - """Compute the diagonal of the inverse of a diagonal matrix D plus a shift S. - - This function uses "Sherman-Morrison" formula: - https://en.wikipedia.org/wiki/Sherman–Morrison_formula - """ - D_inverse = 1.0 / D - # NB: reusing D_inverse in this line is numerically unstable - multiplier = -S / (1 + (S / D).sum()) - return multiplier * D_inverse * D_inverse + D_inverse - - -@jax.jit -def jax_faster_inv_product(D, S, G): - """Compute (diag(D)+S)^-1 @ G. - - This function uses "Sherman-Morrison" formula: - https://en.wikipedia.org/wiki/Sherman–Morrison_formula - """ - D_norm = jnp.abs(D).sum() - D_normed = D / D_norm - return (-S * (G / D_normed).sum() / (D_norm + (S / D_normed).sum()) + G) / D - - -@jax.jit -def jax_faster_log_det(D, S): - """Compute the log determinant of a diagnal matrix D plus a shift S. - - Valid only if the determinant is positive. - - This function uses "Sherman-Morrison for determinants" - https://en.wikipedia.org/wiki/Matrix_determinant_lemma - """ - detD_inverse = jnp.log(D).sum() - newdeterminant = detD_inverse + jnp.log1p((S / D).sum()) - return newdeterminant diff --git a/research/berry/berrylib/grid.py b/research/berry/berrylib/grid.py deleted file mode 100644 index 9c521b0d..00000000 --- a/research/berry/berrylib/grid.py +++ /dev/null @@ -1,333 +0,0 @@ -import warnings -from dataclasses import dataclass -from itertools import product -from typing import List - -import numpy as np - - -@dataclass -class HyperPlane: - """A plane defined by: - x \cdot n + c = 0 - """ - - n: np.ndarray - c: float - - -@dataclass -class Grid: - """ - The first two arrays define the grid points/cells: - - thetas: the center of each hyperrectangle. - - radii: the half-width of each hyperrectangle in each dimension. - (NOTE: we could rename this since it's sort of a lie.) - - The next four arrays define the tiles: - - vertices contains the vertices of each tiles. After splitting, tiles - may have differing numbers of vertices. The vertices array will be - shaped: (n_tiles, max_n_vertices, n_params). For tiles that have fewer - than max_n_vertices, the unused entries will be filled with nans. - - grid_pt_idx is an array with an entry for each tile that contains to - index of the original grid point from which that tile was created - - is_regular indicates whether each tile has ever been split. Tiles that - have been split are considered "irregular" and tiles that have never been - split are considered "regular". - - null_truth indicates the truth of each null hypothesis for each tile. - """ - - thetas: np.ndarray - radii: np.ndarray - vertices: np.ndarray - is_regular: np.ndarray - null_truth: np.ndarray - grid_pt_idx: np.ndarray - - @property - def n_tiles(self): - return self.vertices.shape[0] - - @property - def n_grid_pts(self): - return self.thetas.shape[0] - - -def build_grid( - thetas: np.ndarray, radii: np.ndarray, null_hypos: List[HyperPlane], debug=False -): - """ - Construct a Imprint grid from a set of grid point centers, radii and null - hypothesis. - 1. Initially, we construct simple hyperrectangle cells. - 2. Then, we split cells that are intersected by the null hypothesis boundaries. - - Note that we do not split cells twice. This is a simplification that makes - the software much simpler and probably doesn't cost us much in terms of - bound tightness because very few cells are intersected by multiple - hyperplanes. - - Parameters - ---------- - thetas - The centers of the hyperrectangle grid. - radii - The half-width of each hyperrectangle in each dimension. - null_hypos - A list of hyperplanes defining the boundary of the null hypothesis. The - normal vector of these hyperplanes point into the null domain. - - - Returns - ------- - a Grid object - """ - n_grid_pts, n_params = thetas.shape - - # For splitting cells, we will need to know the nD edges of each cell and - # the vertices of each tile. - edges = get_edges(thetas, radii) - unit_vs = hypercube_vertices(n_params) - tile_vs = thetas[:, None, :] + (unit_vs[None, :, :] * radii[:, None, :]) - - # Keep track of the various tile properties. See the Grid class docstring - # for definitions. - grid_pt_idx = np.arange(n_grid_pts) - is_regular = np.ones(n_grid_pts, dtype=bool) - null_truth = np.full((n_grid_pts, len(null_hypos)), -1) - eps = 1e-15 - - history = [] - for iH, H in enumerate(null_hypos): - max_v_count = tile_vs.shape[1] - - # Measure the distance of each vertex from the null hypo boundary - # 0 means alt true, 1 means null true - # it's important to allow nan dist because some tiles may not have - # every vertex slot filled. unused vertex slots will contain nans. - dist = tile_vs.dot(H.n) - H.c - is_null = ((dist >= 0) | np.isnan(dist)).all(axis=1) - null_truth[is_null, iH] = 1 - null_truth[~is_null, iH] = 0 - - # Identify the tiles to be split. Give some floating point slack around - # zero so we don't suffer from imprecision. - to_split = ~( - ((dist >= -eps) | np.isnan(dist)).all(axis=1) - | ((dist <= eps) | np.isnan(dist)).all(axis=1) - ) - - # Track which tile indices will be split or copied. - # Tiles that have already been split ("irregular tiles") are not split, - # just copied. This is just a simplification that makes the software - # much simpler - split_or_copy_idxs = np.where(to_split)[0] - split_idxs = np.where(to_split & is_regular)[0] - - # Intersect every tile edge with the hyperplane to find the new vertices. - split_edges = edges[grid_pt_idx[split_idxs]] - # The first n_params columns of split_edges are the vertices from which - # the edge originates and the second n_params are the edge vector. - split_vs = split_edges[..., :n_params] - split_dir = split_edges[..., n_params:] - with warnings.catch_warnings(): - warnings.simplefilter("ignore") - # Intersect each edge with the plane. - alpha = (H.c - split_vs.dot(H.n)) / (split_dir.dot(H.n)) - # Now we need to identify the new tile vertices. We have three - # possible cases here: - # 1. Intersection: indicated by 0 < alpha < 1. We give a little - # eps slack to ignore intersections for null planes that just barely - # touch a corner of a tile. In this case, we - # 2. Non-intersection indicated by alpha not in [0, 1]. In this - # case, the new vertex will just be marked nan to be filtered out - # later. - # 3. Non-finite alpha which also indicates no intersection. Again, - # we produced a nan vertex to filter out later. - new_vs = split_vs + alpha[:, :, None] * split_dir - new_vs = np.where( - (np.isfinite(new_vs)) & ((alpha > eps) & (alpha < 1 - eps))[..., None], - new_vs, - np.nan, - ) - - # Create the array for the new vertices. We expand the original tile_vs - # array in both dimensions: - # 1. We create a new row for each tile that is being split using np.repeat. - # 2. We create a new column for each potential additional vertex from - # the intersection operation above using np.concatenate. This is far - # more new vertices than necessary, but facilitates a nice vectorized - # implementation.. We will just filter out the unnecessary slots later. - # (note: to_split + 1 will be 1 for each unsplit tile and 2 for each - # split tile, so this np.repeat will duplicated rows that are - # being split) - new_tile_vs = np.repeat(tile_vs, to_split + 1, axis=0) - new_tile_vs = np.concatenate( - ( - new_tile_vs, - np.full((new_tile_vs.shape[0], edges.shape[1], n_params), np.nan), - ), - axis=1, - ) - - # For each split tile, we need the indices of the tiles *after* the - # creation of the new array. This will be the existing index plus the - # count of lower-index split tiles. - new_split_or_copy_idxs = split_or_copy_idxs + np.arange( - split_or_copy_idxs.shape[0] - ) - is_regular = np.repeat(is_regular, to_split + 1) - new_split_idxs = new_split_or_copy_idxs[is_regular[new_split_or_copy_idxs]] - # Update the is_regular array: - # - split tiles are marked irregular. - is_regular[new_split_or_copy_idxs] = False - is_regular[new_split_or_copy_idxs + 1] = False - np.testing.assert_allclose( - new_tile_vs[new_split_idxs, :max_v_count], tile_vs[split_idxs] - ) - - # For each original tile vertex, we need to determine whether the tile - # lies in the new null tile or the new alt tile. - include_in_null_tile = dist[split_idxs] >= -eps - include_in_alt_tile = dist[split_idxs] <= eps - - # Since we copied the entire tiles, we can "delete" vertices by multiply by nan - # note: new_split_idxs marks the index of the new null tile - # new_split_idxs + 1 marks the index of the new alt tile - new_tile_vs[new_split_idxs, :max_v_count] *= np.where( - include_in_null_tile, 1, np.nan - )[..., None] - new_tile_vs[new_split_idxs + 1, :max_v_count] *= np.where( - include_in_alt_tile, 1, np.nan - )[..., None] - # The intersection vertices get added to both new tiles. - new_tile_vs[new_split_idxs, max_v_count:] = new_vs - new_tile_vs[new_split_idxs + 1, max_v_count:] = new_vs - - # Trim the new tile array: - # We now are left with an array of tile vertices that has many more - # vertex slots per tile than necessary with the unused slots filled - # with nan. - # To deal with this: - # 1. We sort along the vertices axis. This has the effect of - # moving all the nan vertices to the end of the list. - new_tile_vs.sort(axis=1) - # 2. Identify the maximum number of vertices of any tile and trim the - # array so that is the new vertex dimension size - finite_corners = (~np.isfinite(new_tile_vs)).all(axis=(0, 2)) - if finite_corners[-1]: - first_all_nan_corner = finite_corners.argmax() - new_tile_vs = new_tile_vs[:, :first_all_nan_corner] - - # For debugging purposes, it can be helpful to track the parent tile - # index of each new tile. - if debug: - parents = np.repeat(np.arange(tile_vs.shape[0]), to_split + 1) - - # Hurray, we made it! Replace the tile array! - tile_vs = new_tile_vs - - # Update the remaining tile characteristics. - # - the two sides of a split tile have their null hypo truth indicators updated. - null_truth = np.repeat(null_truth, to_split + 1, axis=0) - null_truth[new_split_or_copy_idxs, iH] = 1 - null_truth[new_split_or_copy_idxs + 1, iH] = 0 - # - duplicate the reference to the original grid pt for each split tile. - grid_pt_idx = np.repeat(grid_pt_idx, to_split + 1) - - # Data on the intermediate state of the splitting can be helpful for - # debugging. - if debug: - history.append( - dict( - parents=parents, - split_vs=split_vs, - split_dir=split_dir, - split_idxs=split_idxs, - alpha=alpha, - grid=Grid( - thetas, radii, tile_vs, is_regular, null_truth, grid_pt_idx - ), - ) - ) - - out = Grid(thetas, radii, tile_vs, is_regular, null_truth, grid_pt_idx) - if debug: - return out, history - else: - return out - - -def prune(g): - """Remove tiles that are entirely within the alternative hypothesis space. - - Parameters - ---------- - g - the Grid object - - Returns - ------- - the pruned Grid object. - """ - if g.null_truth.shape[1] == 0: - return g - all_alt = (g.null_truth == 0).all(axis=1) - grid_pt_idx = g.grid_pt_idx[~all_alt] - included_grid_pts, grid_pt_inverse = np.unique(grid_pt_idx, return_inverse=True) - return Grid( - g.thetas[included_grid_pts], - g.radii[included_grid_pts], - g.vertices[~all_alt], - g.is_regular[~all_alt], - g.null_truth[~all_alt], - grid_pt_inverse, - ) - - -# https://stackoverflow.com/a/52229385/ -def hypercube_vertices(d): - """ - The corners of a hypercube of dimension d. - - print(vertices(1)) - >>> [(1,), (-1,)] - - print(vertices(2)) - >>> [(1, 1), (1, -1), (-1, 1), (-1, -1)] - - print(vertices(3)) - >>> [ - (1, 1, 1), (1, 1, -1), (1, -1, 1), (1, -1, -1), - (-1, 1, 1), (-1, 1, -1), (-1, -1, 1), (-1, -1, -1) - ] - """ - return np.array(list(product((1, -1), repeat=d))) - - -def get_edges(thetas, radii): - """ - Construct an array indicating the edges of each hyperrectangle. - - edges[:, :, :n_params] are the vertices at the origin of the edges - - edges[:, :, n_params:] are the edge vectors pointing from the start to - the end of the edge - - In total, the edges array has shape: - (n_grid_pts, number of hypercube vertices, 2*n_params) - """ - - n_params = thetas.shape[1] - unit_vs = hypercube_vertices(n_params) - n_vs = unit_vs.shape[0] - unit_edges = [] - for i in range(n_vs): - for j in range(n_params): - if unit_vs[i, j] > 0: - continue - unit_edges.append(np.concatenate((unit_vs[i], np.identity(n_params)[j]))) - - edges = np.tile(np.array(unit_edges)[None, :, :], (thetas.shape[0], 1, 1)) - edges[:, :, :n_params] *= radii[:, None, :] - edges[:, :, n_params:] *= 2 * radii[:, None, :] - edges[:, :, :n_params] += thetas[:, None, :] - return edges diff --git a/research/berry/berrylib/imprint.py b/research/berry/berrylib/imprint.py deleted file mode 100644 index 1511474a..00000000 --- a/research/berry/berrylib/imprint.py +++ /dev/null @@ -1,53 +0,0 @@ -import numpy as np -import pyimprint.grid as grid -import scipy.special -from pyimprint.core.model import ModelBase, SimStateBase - - -class SimState(SimStateBase): - def __init__(self, outer, seed): - SimStateBase.__init__(self) - self.outer = outer - self.n_arm_samples = self.outer.outer.n_arm_samples - self.fast_inla_obj = self.outer.outer.fast_inla_obj - self.p_tiles = scipy.special.expit(self.outer.theta_tiles) - self.p = scipy.special.expit(self.outer.theta) - np.random.seed(seed) - - def simulate(self, rej_len): - self.uniform_samples = np.random.uniform( - size=(self.n_arm_samples, self.fast_inla_obj.n_arms) - ) - y = np.sum(self.uniform_samples[None] < self.p_tiles[:, None, :], axis=1) - n = np.full_like(y, self.n_arm_samples) - did_reject = self.fast_inla_obj.rejection_inference(np.stack((y, n), axis=-1)) - - rej_len[...] = np.any(self.outer.nulls & did_reject, axis=-1) - - def score(self, gridpt_idx, out): - y = np.sum(self.uniform_samples < self.p[gridpt_idx, None, :], axis=0) - out[...] = y - self.n_arm_samples * self.p[gridpt_idx] - - -class SimGlobalState: - def __init__(self, outer, gr): - self.outer = outer - self.theta = gr.thetas().T - self.theta_tiles = grid.theta_tiles(gr) - self.nulls = grid.is_null_per_arm(gr) - - def make_sim_state(self, seed): - return SimState(self, seed) - - -class BerryImprintModel(ModelBase): - def __init__(self, fast_inla_obj, n_arm_samples, cvs): - """ - cvs: critical values (descending order) - """ - ModelBase.__init__(self, cvs) - self.fast_inla_obj = fast_inla_obj - self.n_arm_samples = n_arm_samples - - def make_sim_global_state(self, gr): - return SimGlobalState(self, gr) diff --git a/research/berry/berrylib/mcmc.py b/research/berry/berrylib/mcmc.py deleted file mode 100644 index bfd1593d..00000000 --- a/research/berry/berrylib/mcmc.py +++ /dev/null @@ -1,134 +0,0 @@ -# flake8: noqa E402 -import os - -# TODO: this could be set more globally and in a flexible way, but for now, this seems fine. -# I think we should have a jax_setup module that sets variables like this before -# importing jax. -n_requested_cores_mcmc = 8 -os.environ[ - "XLA_FLAGS" -] = f"--xla_force_host_platform_device_count={n_requested_cores_mcmc}" -import jax -import jax.numpy as jnp -import numpy as np -import numpyro -import numpyro.distributions as dist -import numpyro.infer - -# This line is critical for enabling 64-bit floats. -from jax.config import config - -config.update("jax_enable_x64", True) - - -def mcmc_berry( - data, logit_p1, suc_thresh, dtype=np.float64, n_samples=10000, sigma2_val=None -): - n_arms = data.shape[-2] - - def mcmc_berry_model(y, n): - mu = numpyro.sample("mu", dist.Normal(-1.34, 10)) - - # NOTE: An attempt at sampling from the logarithm to make the - # conditioning better and avoid the need for small step_size. This - # didn't work but maybe something like it would work, so I left the code - # here. - # LogTransform = dist.transforms._InverseTransform(dist.transforms.ExpTransform()) - # log_inverse_gamma = dist.TransformedDistribution( - # dist.InverseGamma(0.0005, 0.000005), - # LogTransform - # ) - # log_sigma2 = numpyro.sample("log_sigma2", log_inverse_gamma) - # sigma2 = numpyro.deterministic("sigma2", jnp.exp(log_sigma2)) - - if sigma2_val is None: - sigma2 = numpyro.sample("sigma2", dist.InverseGamma(0.0005, 0.000005)) - else: - sigma2 = sigma2_val - with numpyro.plate("j", n_arms): - theta = numpyro.sample( - "theta", - dist.Normal(mu, jax.numpy.sqrt(sigma2)), - ) - numpyro.sample( - "y", - dist.BinomialLogits(theta + logit_p1, total_count=n), - obs=y, - ) - - # Number of devices to pmap over - n_data = data.shape[0] - seed = 0 - - def do_mcmc(rng_key, y, n): - # Small step_size is necessary for the sampler to notice the density lying - # in [1e-6, 1e-3]. Without this, results are very wrong. - if sigma2_val is None: - nuts_kwargs = dict(step_size=0.001, adapt_step_size=False) - else: - nuts_kwargs = dict() - nuts_kernel = numpyro.infer.NUTS(mcmc_berry_model, **nuts_kwargs) - mcmc = numpyro.infer.MCMC( - nuts_kernel, - progress_bar=False, - num_warmup=1000, - num_samples=n_samples, - ) - mcmc.run(rng_key, y, n) - return mcmc.get_samples(group_by_chain=True) - - p_do_mcmc = jax.pmap(do_mcmc) - - mcmc_stats = dict( - cilow=np.empty((n_data, n_arms)), - cihi=np.empty((n_data, n_arms)), - theta_map=np.empty((n_data, n_arms)), - exceedance=np.empty((n_data, n_arms)), - x=[None] * n_data, - summary=[None] * n_data, - ) - n_cores_mcmc = jax.local_device_count() - for i in range(0, n_data, n_cores_mcmc): - chunk_end = i + n_cores_mcmc - data_chunk = data[i:chunk_end] - - # This is ugly but kind of fun. Just pad the array to have length - # n_cores_mcmc in the first dimension if the chunk is smaller the - # n_cores_mcmc - if chunk_end > n_data: - data_chunk = np.pad( - data_chunk, [(0, chunk_end - n_data), (0, 0), (0, 0)], mode="symmetric" - ) - - # We need to generate new keys each time because they are immutable. - # Otherwise, the same random numbers will be re-used over and over. - rng_keys = jax.random.split(jax.random.PRNGKey(seed + i), n_cores_mcmc) - traces = p_do_mcmc(rng_keys, data_chunk[..., 0], data_chunk[..., 1]) - - for j in range(min(chunk_end, n_data) - i): - x = {k: v[j] for k, v in traces.items()} - summary = numpyro.diagnostics.summary(x, prob=0.95) - mcmc_stats["cilow"][i + j] = summary["theta"]["2.5%"] - mcmc_stats["cihi"][i + j] = summary["theta"]["97.5%"] - mcmc_stats["theta_map"][i + j] = summary["theta"]["mean"] - n_samples = x["theta"].shape[0] * x["theta"].shape[1] - mcmc_stats["exceedance"][i + j] = ( - np.sum(x["theta"] > suc_thresh[i + j], axis=(0, 1)) / n_samples - ) - mcmc_stats["x"][i + j] = x - mcmc_stats["summary"][i + j] = summary - return mcmc_stats - - -def calc_pdf(x, bin_midpts, bin_wts): - bin_edges = np.empty(bin_midpts.shape[0] + 1) - bin_edges[1:-1] = (bin_midpts[:-1] + bin_midpts[1:]) * 0.5 - bin_edges[0] = bin_midpts[0] - (bin_midpts[1] - bin_midpts[0]) / 2 - bin_edges[-1] = bin_midpts[-1] - (bin_midpts[-2] - bin_midpts[-1]) / 2 - - pdf, _ = np.histogram(x, bin_edges) - pdf = pdf.astype(np.float64) - bin_width = bin_edges[1:] - bin_edges[:-1] - pdf /= bin_width - normalize = (bin_wts * pdf).sum() - return pdf / normalize diff --git a/research/berry/berrylib/quadrature.py b/research/berry/berrylib/quadrature.py deleted file mode 100644 index 805cff3e..00000000 --- a/research/berry/berrylib/quadrature.py +++ /dev/null @@ -1,339 +0,0 @@ -r""" -# Multidimensional numerical integration - -Implementation of a numerical integration solver for low dimensional models. -This runs on the Berry model. - -We'd like to verify our INLA implementation. MCMC is an alternative that would -give a rough verification. However, MCMC converges quite slowly so it's -difficult to get nearly exact posterior estimates. Fortunately, the example -problem that we are considering here has only five dimensions: one -hyperparameter controlling the sharing and four latent variables that describe -the success of each trial arm. A five dimensional integral is feasible to -compute numerically. - -# Sources of error - -The goal of developing the "exact" integrator was to develop more confidence in -our INLA and MCMC estimators. But, first we need to examine the error from this -method. - -There are three sources of error: -* theta domain error: we arbitrarily truncate the domain in order to numerically - integrate. There are other quadrature rules that would handle an infinite - domain, but they have their own complexities. Fortunately, we can estimate the - quadrature error resulting from the finite domain by evaluating the integrand - at the end points of the interval or by expanding the domain. The `tol` - parameter to build_grid determines the cut off density ratio and smaller tol - values will construct a larger theta domain. -* approximation error: the default here is to use an 11 point quadrature rule in - the theta variables. This seems to be sufficient for good accuracy. How fast - does the Gaussian quadrature here converge? Would 20 points per dimension be a - lot better? For a smooth integrand, Gaussian quadrature will normally converge - very quickly. -* $\sigma^2$ domain error: we truncated the range of sharing hyperparameters. This - affects our density function because we need to normalize by the integral over - the entire domain of hyperparameters. This $\sigma^2$ domain error can be made - consistent between the different methods we examine by using the same $\theta$ - grid in the INLA calculations. This error is also the easiest form of error to - control by a user because it is very obvious when a PDF is still large at the - edge of the domain. So, we ignore this source of error. - -The procedure here is as follows: -1. Construct an "eta-space" grid that is simply a cartesian product of the - gaussian quadrature rule. -2. Identify the mode and variance of the distribution using the same tools - created for the INLA implementation. -3. Decompose the variance into an orthogonal coordinate system using an - eigendecomposition -4. Line search along the axes of the orthogonal coordinate system to - determine how much of the space to cover with our quadrature grid. -5. Assume the rectangular eta grid is in this orthogonal coordinate system -6. Map from eta to theta via the eigenvectors/values -7. Don't forget to multiply the quadrature weights by the determinant of the - jacobian of the transformation. -""" -import berrylib.util as util -import numpy as np - - -def build_grid( - fi, - y_in, - n_in, - *, - integrate_sigma2=True, - fixed_arm_dim=None, - fixed_arm_values=None, - n_theta=11, - w_theta=5, - tol=1e-4 -): - """ - Build a theta integration grid for each value of sigma2. See the docstring - for this module for further details on the procedure. - - fi: - a FastINLA object, used for determining the mode and variance of the - distribution being integrated. - - y, n: - Binomial count data! - - integrate_sigma: - should we integrate over the sigma2 values - - fixed_dims: - any theta dimensions for which we should use a pre-specified - list of points instead of determining the optimal range. this is - specified as a dictionary with integer keys specifying the fixed - dimensions and a numpy array specifying the points to use. - NOTE: we will not be integrating over these dimensions. - - n_theta: - the number of quadrature points per dimension. - - w_theta: - the number of standard deviations to extend outwards from the mode. - - """ - assert y_in.ndim == 1 - assert n_in.ndim == 1 - R = y_in.shape[0] - - S = fi.sigma2_n - integrate_thetas = list(range(fi.n_arms)) - if fixed_arm_dim is not None: - integrate_thetas.remove(fixed_arm_dim) - - etapts, etawts = np.polynomial.legendre.leggauss(n_theta) - grid_eta = np.stack( - np.meshgrid(*[etapts for k in integrate_thetas], indexing="ij"), axis=-1 - ) - grid_eta_wts = np.prod( - np.stack( - np.meshgrid(*[etawts for k in integrate_thetas], indexing="ij"), axis=-1 - ), - axis=-1, - ) - - # Compute mode and the inverse hessian at the mode via INLA! - if fixed_arm_dim is None: - y = y_in[None, :] - n = n_in[None, :] - data = np.stack((y, n), axis=-1) - mode, hess_inv = fi.optimize_mode(data) - assert mode.shape[0] == 1 - else: - M = fixed_arm_values.shape[0] - y = np.tile(y_in[None, :], (M, 1)).reshape((-1, R)) - n = np.tile(n_in[None, :], (M, 1)).reshape((-1, R)) - data = np.stack((y, n), axis=-1) - arm_values_tiled = np.tile(fixed_arm_values[:, None], (1, S)) - mode, hess_inv = fi.optimize_mode( - data, - fixed_arm_dim=fixed_arm_dim, - fixed_arm_values=arm_values_tiled, - ) - np.testing.assert_allclose(mode[..., fixed_arm_dim], arm_values_tiled) - assert mode.shape[0] == M - - # Step 2: decorrelate our coordinate system. - # the negative of hess_inv is the covariance matrix. We take the subset - # corresponding to the dimensions we will be integrating over. - eigenvals, eigenvecs = np.linalg.eigh(-hess_inv) - axis_half_len = np.sqrt(np.abs(eigenvals)) - - # Step 3: explore the coordinate system axis to determine the necessary - # domain scale. - # TODO: this is the slow part of the calculation because: - # 1) all the for loops - log_tol = np.log(tol) - mode_logjoint = fi.model.log_joint(fi, data, mode) - - for eigen_idx in range(len(integrate_thetas)): - scaled_eigenvecs = ( - axis_half_len[:, :, None, eigen_idx] * eigenvecs[:, :, :, eigen_idx] - ) - steps = np.empty((y.shape[0], fi.sigma2_n, 2)) - for i, direction in enumerate([-1, 1]): - - def f(x): - probe = mode.copy() - probe[..., integrate_thetas] += ( - scaled_eigenvecs * x[..., None] * direction - ) - return fi.model.log_joint(fi, data, probe) - mode_logjoint - log_tol - - left = np.zeros((y.shape[0], fi.sigma2_n)) - right = np.full((y.shape[0], fi.sigma2_n), 100.0) - soln, _, _ = vectorized_bisection(f, left, right) - steps[:, :, i] = direction * soln - mode_shift = np.mean(steps, axis=-1) - mode[:, :, integrate_thetas] += scaled_eigenvecs * mode_shift[..., None] - widths = steps[..., 1] - mode_shift - assert np.all(widths > 0) - axis_half_len[:, :, eigen_idx] *= widths - - # Map the coordinates from eta to theta space. - mode_subset = mode[..., integrate_thetas] - broadcast_shape = list(mode_subset.shape) - for i in range(len(integrate_thetas)): - broadcast_shape.insert(1, 1) - grid_theta = np.einsum( - "klji,...i,kli->k...lj", eigenvecs, grid_eta, axis_half_len - ) + mode_subset.reshape(broadcast_shape) - - # Map the quadrature weights from eta to theta space. - # We need to multiply by the absolute value of the determinant of the - # transformation. Because we have already computed a eigendecomposition, the - # determinant of matrix is just product of eigenvalues. - det_jacobian = axis_half_len.prod(axis=-1) - grid_theta_wts = np.einsum("kl,...->k...l", det_jacobian, grid_eta_wts) - - # Reshape the final results to: - # (N, n_theta1, ..., n_thetaM, n_sigma2, n_arms + 1) - # The entries corresponding to theta_i will be full_grid[..., i] - # while the entries corresponding to sigma2 will be full_grid[..., -1] - full_grid = np.empty((*grid_theta.shape[:-1], R + 1)) - full_grid[..., integrate_thetas] = grid_theta - full_grid[..., fi.n_arms] = util.broadcast( - fi.sigma2_rule.pts, full_grid.shape[:-1], [-1] - ) - full_wts = grid_theta_wts - if fixed_arm_dim is not None: - final_shape = [M] + list(full_grid.shape[1:]) - full_grid = full_grid.reshape(final_shape) - full_grid[..., fixed_arm_dim] = util.broadcast( - fixed_arm_values, full_grid.shape[:-1], [0] - ) - full_wts = grid_theta_wts.reshape(final_shape[:-1]) - else: - full_grid = full_grid[0] - full_wts = full_wts[0] - - if integrate_sigma2: - full_wts *= util.broadcast(fi.sigma2_rule.wts, full_wts.shape, [-1]) - - # Calculate joint density at every grid point. - grids_ravel = full_grid[..., : fi.n_arms].reshape((-1, fi.sigma2_n, fi.n_arms)) - - n_theta_pts = np.prod(full_grid.shape[0 : fi.n_arms]) - y_tiled = np.tile(y_in[None], (n_theta_pts, 1)).reshape((-1, fi.n_arms)) - n_tiled = np.tile(n_in[None], (n_theta_pts, 1)).reshape((-1, fi.n_arms)) - logjoint = fi.model.log_joint( - fi, np.stack((y_tiled, n_tiled), axis=-1), grids_ravel - ).reshape(full_grid.shape[:-1]) - - return full_grid, full_wts, logjoint - - -def vectorized_bisection(f, left, right, max_iter=100, tol=1e-4): - A = f(left) - B = f(right) - assert np.all(A > 0) - assert np.all(B < 0) - for j in range(max_iter): - new = (left + right) * 0.5 - F = f(new) - if np.all(np.abs(F) < tol): - break - greater_idxs = np.where(F > 0) - left[greater_idxs] = new[greater_idxs] - A[greater_idxs] = F[greater_idxs] - - lesser_idxs = np.where(F <= 0) - right[lesser_idxs] = new[lesser_idxs] - B[lesser_idxs] = F[lesser_idxs] - return new, F, j - - -def integrate( - fi, - y, - n, - *, - integrate_sigma2=True, - fixed_arm_dim=None, - fixed_arm_values=None, - n_theta=11, - w_theta=6, - return_intermediates=False, - tol=1e-4 -): - grids, wts, logjoint = build_grid( - fi, - y, - n, - integrate_sigma2=integrate_sigma2, - fixed_arm_dim=fixed_arm_dim, - fixed_arm_values=fixed_arm_values, - n_theta=n_theta, - w_theta=w_theta, - tol=tol, - ) - - joint = np.exp(logjoint) - - if fixed_arm_dim is None: - sum_dims = list(range(0, fi.n_arms)) - else: - sum_dims = list(range(1, fi.n_arms)) - - if integrate_sigma2: - sum_dims.append(-1) - - if return_intermediates: - return np.sum(joint * wts, tuple(sum_dims)), grids, wts, joint - else: - return np.sum(joint * wts, tuple(sum_dims)) - - -def quadrature_posterior_theta(fi, y, n, thresh): - theta_map = np.empty_like(thresh) - cilow = np.empty_like(thresh) - cihi = np.empty_like(thresh) - exceedance = np.empty_like(thresh) - t_rule = util.simpson_rule(61, -6.0, 1.0) - for j in range(thresh.shape[0]): - for i in range(4): - integrate_dims = list(range(4)) - integrate_dims.remove(i) - p_ti_g_y = integrate( - fi, - y[j], - n[j], - integrate_sigma2=True, - fixed_arm_dim=i, - fixed_arm_values=t_rule.pts, - ) - p_ti_g_y /= np.sum(p_ti_g_y * t_rule.wts) - - cdf = [] - cdf_pts = [] - # TODO: build custom product rule for each step! That would be much more - # accurate. - for k in range(3, t_rule.pts.shape[0], 2): - # Note that t0_rule.wts[:i] will be different from cdf_rule.wts!! - cdf_rule = util.simpson_rule(k, t_rule.pts[0], t_rule.pts[k - 1]) - cdf.append(np.sum(p_ti_g_y[:k] * cdf_rule.wts[:k])) - cdf_pts.append(t_rule.pts[k - 1]) - cdf = np.array(cdf).T - cdf_pts = np.array(cdf_pts) - - # TODO: I should do a linear interpolation here too. - cilow[j, i] = cdf_pts[np.argmax(cdf > 0.025)] - cihi[j, i] = cdf_pts[np.argmax(cdf > 0.975)] - theta_map[j, i] = t_rule.pts[np.argmax(p_ti_g_y)] - - above_idx = np.argmax(cdf_pts > thresh[j, i, None]) - below_idx = above_idx - 1 - a = cdf_pts[below_idx] - b = cdf_pts[above_idx] - b_mult = (thresh[j, i] - a) / (b - a) - a_mult = 1 - b_mult - - interp_cdf = a_mult * cdf[below_idx] + b_mult * cdf[above_idx] - exceedance[j, i] = 1.0 - interp_cdf - - return dict(cilow=cilow, cihi=cihi, theta_map=theta_map, exceedance=exceedance) diff --git a/research/berry/berrylib/test_berry.py b/research/berry/berrylib/test_berry.py deleted file mode 100644 index a8fa35cc..00000000 --- a/research/berry/berrylib/test_berry.py +++ /dev/null @@ -1,360 +0,0 @@ -import itertools -import time - -import berrylib.binomial as binomial -import berrylib.dirty_bayes as dirty_bayes -import berrylib.fast_inla as fast_inla -import berrylib.quadrature as quadrature -import berrylib.util as util -import jax -import numpy as np -import pyimprint.grid as grid -import pytest -import scipy.stats -from berrylib.imprint import BerryImprintModel -from pyimprint.bound import TypeIErrorBound -from pyimprint.driver import accumulate_process -from pyimprint.model.binomial import SimpleSelection -from scipy.special import logit - - -def logistic(x): - return jax.scipy.special.expit(x) - - -def test_broadcast(): - assert util.broadcast(np.zeros(10), (4, 10, 5, 6), (1,)).shape == (1, 10, 1, 1) - assert util.broadcast(np.zeros((4, 5)), (3, 4, 6, 5), (1, 3)).shape == (1, 4, 1, 5) - - -def test_dirty_bayes(): - fi = fast_inla.FastINLA() - y_i = np.array([[3, 8, 5, 4]]) - n_i = np.full((1, 4), 15) - db_stats = dirty_bayes.calc_dirty_bayes( - y_i, - n_i, - fi.mu_0, - np.full((1, 4), logit(0.3)), - np.full((1, 4), logit(0.2) - logit(0.3)), - fi.sigma2_rule, - ) - expected = [0.939209, 0.995332, 0.98075, 0.963809] - np.testing.assert_allclose(db_stats["exceedance"][0, :], expected, 1e-6) - - -def test_simpson_rules(): - for n in range(3, 10, 2): - a = np.random.uniform(0, 1) - b = np.random.uniform(3, 4) - x = np.linspace(a, b, n) - y = np.cos(x) - Iscipy = scipy.integrate.simpson(y, x) - - qr = util.simpson_rule(n, a=a, b=b) - np.testing.assert_allclose(qr.pts, x) - Itest = np.sum(qr.wts * y) - np.testing.assert_allclose(Itest, Iscipy) - - -def test_gauss_rule(): - # test gauss - qr = util.gauss_rule(6, a=-1, b=1) - f = (qr.pts - 0.5) ** 11 + (qr.pts + 0.2) ** 7 - Itest = np.sum(qr.wts * f) - exact = -10.2957 - np.testing.assert_allclose(Itest, exact, atol=1e-4) - - -def test_composite_simpson(): - qr = util.composite_rule( - util.simpson_rule, (21, 0, 0.4 * np.pi), (13, 0.4 * np.pi, 0.5 * np.pi) - ) - I2 = np.sum(qr.wts * np.cos(qr.pts)) - np.testing.assert_allclose(I2, np.sin(0.5 * np.pi)) - - -def test_log_gauss_rule(): - a = 1e-8 - b = 1e3 - qr = util.log_gauss_rule(90, a, b) - alpha = 0.0005 - beta = 0.000005 - f = scipy.stats.invgamma.pdf(qr.pts, alpha, scale=beta) - exact = scipy.stats.invgamma.cdf(b, alpha, scale=beta) - scipy.stats.invgamma.cdf( - a, alpha, scale=beta - ) - est = np.sum(f * qr.wts) - np.testing.assert_allclose(est, exact, 1e-14) - - -def test_vectorized_bisection(): - np.random.seed(10) - y = np.random.rand(10, 11) - - def f(x): - return y - x**2 - - for tol in [1e-3, 1e-6, 1e-10]: - soln, obj, iters = quadrature.vectorized_bisection( - f, np.full_like(y, 0), np.full_like(y, 100), tol=tol - ) - correct = np.sqrt(y) - np.testing.assert_allclose(soln, correct, np.sqrt(tol)) - np.testing.assert_allclose(obj, 0, atol=tol) - - -def test_quadrature(): - n_i = np.full(4, 10) - y_i = np.array([1, 6, 3, 3]) - fi = fast_inla.FastINLA(sigma2_n=10, sigma2_bounds=(1e-1, 1e2)) - - p_sigma2_g_y = quadrature.integrate( - fi, y_i, n_i, integrate_sigma2=False, n_theta=11 - ) - p_sigma2_g_y /= np.sum(p_sigma2_g_y * fi.sigma2_rule.wts) - expected = [ - 2.062674e00, - 1.521337e00, - 9.040576e-01, - 4.066886e-01, - 1.120525e-01, - 1.760016e-02, - 2.095379e-03, - 2.803709e-04, - 5.743632e-05, - 2.217637e-05, - ] - np.testing.assert_allclose(p_sigma2_g_y, expected, 1e-5) - - ti_rule = util.simpson_rule(11, -1, 2) - p_arm = quadrature.integrate( - fi, - y_i, - n_i, - integrate_sigma2=True, - n_theta=11, - fixed_arm_dim=1, - fixed_arm_values=ti_rule.pts, - ) - p_arm /= np.sum(p_arm * ti_rule.wts) - expected = [ - 0.005733, - 0.026603, - 0.094835, - 0.249339, - 0.473299, - 0.651237, - 0.670311, - 0.542336, - 0.361369, - 0.204235, - 0.099637, - ] - np.testing.assert_allclose(p_arm, expected, 1e-5) - - -@pytest.mark.parametrize("method", ["jax", "numpy", "cpp"]) -def test_inla_properties(method): - n_i = np.array([[35, 35], [35, 35]]) - y_i = np.array([[4, 7], [7, 4]]) - data = np.stack((y_i, n_i), axis=-1) - inla_model = fast_inla.FastINLA(n_arms=2) - sigma2_post, exceedances, theta_max, theta_sigma, _ = inla_model.numpy_inference( - data - ) - - # INLA inference should be perfectly symmetric in the arm ordering. - np.testing.assert_allclose(theta_max[0, :, 0], theta_max[1, :, 1]) - np.testing.assert_allclose(theta_max[1, :, 0], theta_max[0, :, 1]) - np.testing.assert_allclose(theta_sigma[0, :, 0], theta_sigma[1, :, 1]) - np.testing.assert_allclose(theta_sigma[1, :, 0], theta_sigma[0, :, 1]) - np.testing.assert_allclose(exceedances[0], np.flip(exceedances[1])) - np.testing.assert_allclose(sigma2_post[0], sigma2_post[1]) - - # INLA sigma2_post should integrate to 1.0 - sigma2_integral = np.sum(sigma2_post * inla_model.sigma2_rule.wts, axis=-1) - np.testing.assert_allclose(sigma2_integral, 1.0) - - -@pytest.mark.parametrize("method", ["jax", "numpy", "cpp"]) -def test_fast_inla(method, N=10, iterations=1): - n_i = np.tile(np.array([20, 20, 35, 35]), (N, 1)) - y_i = np.tile(np.array([0, 1, 9, 10], dtype=np.float64), (N, 1)) - data = np.stack((y_i, n_i), axis=-1) - inla_model = fast_inla.FastINLA() - - runtimes = [] - for i in range(iterations): - start = time.time() - out = inla_model.inference(data, method=method) - end = time.time() - # Prevent optimizations by asserting against the output. - assert out[0].sum() > 0 - runtimes.append(end - start) - - if iterations > 1: - print("fastest runtime", np.min(runtimes)) - print("median runtime", np.median(runtimes)) - print("us per sample", np.median(runtimes) * 1e6 / N) - - sigma2_post, exceedances, theta_max, theta_sigma = out - - np.testing.assert_allclose( - theta_max[0, 12], - np.array([-6.04682818, -2.09586893, -0.21474981, -0.07019088]), - atol=1e-3, - ) - correct = np.array( - [ - 1.25954474e02, - 4.52520893e02, - 8.66625278e02, - 5.08333300e02, - 1.30365045e02, - 2.20403048e01, - 3.15183578e00, - 5.50967224e-01, - 2.68365061e-01, - 1.23585852e-01, - 1.13330444e-02, - 5.94800210e-04, - 4.01075571e-05, - 4.92782335e-06, - 1.41605356e-06, - ] - ) - np.testing.assert_allclose(sigma2_post[0], correct, rtol=1e-3) - np.testing.assert_allclose( - exceedances[0], [0.28306264, 0.4077219, 0.99714174, 0.99904684], atol=1e-3 - ) - - -def test_fast_inla_same_results(N=1, iterations=1_000): - """Ensure the optimized jax output matches the numpy output.""" - n_i = np.tile(np.array([20, 20, 35, 35]), (N, 1)) - inla_model = fast_inla.FastINLA() - methods = ["jax", "numpy"] - key = jax.random.PRNGKey(0) - y_is = jax.random.uniform(key, shape=(iterations, N, 1)) * n_i[None] - for y_i in y_is: - # print(y_i) - outs = {} - for method in methods: - outs[method] = inla_model.inference( - np.stack((y_i, n_i), axis=-1), method=method - ) - for method1, method2 in itertools.combinations(methods, 2): - # sigma2_post, exceedances, theta_max, theta_sigma - outs1 = outs[method1] - outs2 = outs[method2] - np.testing.assert_allclose(outs1[0], outs2[0], atol=1e-3, rtol=1e-2) - np.testing.assert_allclose(outs1[1], outs2[1], atol=1e-3) - np.testing.assert_allclose( - logistic(outs1[2]), logistic(outs2[2]), atol=1e-3 - ) - - -def test_py_binomial(n_arms=2, n_theta_1d=16, sim_size=100): - """ - Test against the Imprint accumulation and bound routines. - """ - n_arm_samples = 35 - seed = 10 - # getting an exact match is only possible with n_threads = 1 because - # parallelism in the imprint accumulator leads to a different order of random - # numbers. - n_threads = 1 - - # define null hypos - null_hypos = [] - for i in range(n_arms): - n = np.zeros(n_arms) - # null is: - # theta_i <= logit(0.1) - # the normal should point towards the negative direction. but that also - # means we need to negate the logit(0.1) offset - n[i] = -1 - null_hypos.append(grid.HyperPlane(n, -logit(0.1))) - gr = grid.make_cartesian_grid_range( - n_theta_1d, np.full(n_arms, -3.5), np.full(n_arms, 1.0), sim_size - ) - gr.create_tiles(null_hypos) - gr.prune() - n_tiles = gr.n_tiles() - - fi = fast_inla.FastINLA(n_arms=n_arms) - b = BerryImprintModel(fi, n_arm_samples, [0.85]) - acc_o = accumulate_process(b, gr, sim_size, seed, n_threads) - - np.random.seed(seed) - samples = np.random.uniform(size=(sim_size, n_arm_samples, n_arms)) - - theta_tiles = grid.theta_tiles(gr) - nulls = grid.is_null_per_arm(gr) - - accumulator = binomial.binomial_accumulator(fi.rejection_inference) - typeI_sum, typeI_score = accumulator(theta_tiles, nulls, samples) - assert np.all(typeI_sum.to_py() == acc_o.typeI_sum()[0]) - np.testing.assert_allclose( - typeI_score.to_py(), acc_o.score_sum().reshape(n_tiles, n_arms), 1e-4 - ) - - corners = grid.collect_corners(gr) - tile_radii = grid.radii_tiles(gr) - sim_sizes = grid.sim_sizes_tiles(gr) - total, d0, d0u, d1w, d1uw, d2uw = binomial.upper_bound( - theta_tiles, - tile_radii, - corners, - sim_sizes, - n_arm_samples, - typeI_sum.to_py(), - typeI_score.to_py(), - ) - - delta = 0.025 - critvals = np.array([0.99]) - simple_selection_model = SimpleSelection(fi.n_arms, n_arm_samples, 1, critvals) - simple_selection_model.critical_values([fi.critical_value]) - - ub = TypeIErrorBound() - kbs = simple_selection_model.make_imprint_bound_state(gr) - ub.create(kbs, acc_o, gr, delta) - - np.testing.assert_allclose(d0, ub.delta_0()[0]) - np.testing.assert_allclose(d0u, ub.delta_0_u()[0]) - np.testing.assert_allclose(d1w, ub.delta_1()[0], rtol=1e-05) - np.testing.assert_allclose(d1uw, ub.delta_1_u()[0]) - np.testing.assert_allclose(d2uw, ub.delta_2_u()[0]) - np.testing.assert_allclose(total, ub.get()[0]) - - -def test_rejection_table(): - fi = fast_inla.FastINLA(n_arms=2) - n = 10 - table = binomial.build_rejection_table(2, n, fi.rejection_inference) - - np.random.seed(11) - for p in np.linspace(0, 1, 11): - y = scipy.stats.binom.rvs(n, p, size=(1, fi.n_arms)) - data = np.stack((y, np.full_like(y, n)), axis=-1) - correct_rej = fi.rejection_inference(data) - lookup_rej = binomial.lookup_rejection(table, y, n) - np.testing.assert_allclose(correct_rej, lookup_rej) - - -if __name__ == "__main__": - # INLA Benchmark - N = 10000 - it = 10 - print("jax") - test_fast_inla("jax", N, it) - print("cpp") - test_fast_inla("cpp", N, it) - print("numpy") - test_fast_inla("numpy", N, it) - - # Binomial Bound Benchmark - # test_py_binomial = profile(test_py_binomial) - # test_py_binomial(3, 32, 10) diff --git a/research/berry/berrylib/test_fast_math.py b/research/berry/berrylib/test_fast_math.py deleted file mode 100644 index 68e92ee1..00000000 --- a/research/berry/berrylib/test_fast_math.py +++ /dev/null @@ -1,60 +0,0 @@ -import jax -import jax.numpy as jnp -import numpy as np -from berrylib.fast_math import ( - jax_fast_invert, - jax_faster_inv, - jax_faster_inv_diag, - jax_faster_inv_product, - jax_faster_log_det, - log_normal_pdf, -) - - -def test_faster_linalg(): - num_iter = 1000 - key = jax.random.PRNGKey(0) - d = jax.random.uniform(key, (num_iter, 4)) - s = jax.random.uniform(key, (num_iter, 1)) - g = jax.random.uniform(key, (num_iter, 4)) - atol = 1e-6 - for d, s, g in zip(d, s, g): - m = np.diag(d) + s - sign, expected = np.linalg.slogdet(m) - if sign < 0: - # If the determinant is negative, the matrix is not positive definite - continue - # Determinant - np.testing.assert_allclose(jax_faster_log_det(d, s), expected, atol=atol) - - # Inverse - expected = np.linalg.inv(m) - np.testing.assert_allclose(jax_faster_inv(d, s), expected, atol=atol) - np.testing.assert_allclose( - jax_fast_invert( - jnp.linalg.inv(jnp.full_like(expected, s) + jnp.diag(jnp.repeat(1, 4))), - d - 1, - ), - expected, - atol=atol, - ) - - # Inverse product - expected = np.linalg.inv(m) @ g - np.testing.assert_allclose(jax_faster_inv_product(d, s, g), expected, atol=atol) - - # Inverse diagonal - expected = np.diag(np.linalg.inv(m)) - np.testing.assert_allclose(jax_faster_inv_diag(d, s), expected, atol=atol) - - -def test_log_normal_pdf(): - x = np.array([0.0, 0.5]) - mu = np.array([0, 1]) - cov = np.array([[2, 0.5], [0.5, 2]]) - prec = np.linalg.inv(cov) - vals, vecs = np.linalg.eigh(prec) - expected = jax.scipy.stats.multivariate_normal.logpdf(x, mu, cov) - np.testing.assert_allclose( - log_normal_pdf(x, mu, vals, vecs, omit_constants=False), expected - ) diff --git a/research/berry/berrylib/test_grid.py b/research/berry/berrylib/test_grid.py deleted file mode 100644 index 7a0020c0..00000000 --- a/research/berry/berrylib/test_grid.py +++ /dev/null @@ -1,173 +0,0 @@ -import time - -import numpy as np -import pytest -from berrylib.grid import HyperPlane, build_grid, get_edges, prune -from numpy import nan - - -def normalize(n): - return n / np.linalg.norm(n) - - -@pytest.fixture -def simple_grid(): - thetas = np.array([[-0.5, -0.5], [-0.5, 0.5], [0.5, -0.5], [0.5, 0.5]]) - radii = np.full_like(thetas, 0.5) - hypos = [ - HyperPlane(normalize(np.array([1, -1])), 0), - HyperPlane(normalize(np.array([1, 1])), -1), - ] - return build_grid(thetas, radii, hypos) - - -def test_edge_vecs(): - edges = get_edges(np.array([[1, 0]]), np.array([[1, 2]])) - correct = np.array([[[2, -2, 0, 4], [0, 2, 2, 0], [0, -2, 2, 0], [0, -2, 0, 4]]]) - np.testing.assert_allclose(edges, correct) - - -def test_tile_split(simple_grid): - g = simple_grid - np.testing.assert_allclose(g.grid_pt_idx, [0, 0, 0, 0, 1, 2, 3, 3]) - np.testing.assert_allclose(g.is_regular, [0, 0, 0, 0, 1, 1, 0, 0]) - np.testing.assert_allclose( - g.null_truth, - np.array([[1, 1], [1, 0], [0, 1], [0, 0], [0, 1], [1, 1], [1, 1], [0, 1]]), - ) - np.testing.assert_allclose( - g.vertices, - np.array( - [ - [[-1.0, -1.0], [0.0, -1.0], [0.0, 0.0], [nan, nan]], - [[-1.0, -1.0], [0.0, -1.0], [0.0, 0.0], [nan, nan]], - [[-1.0, -1.0], [-1.0, 0.0], [0.0, 0.0], [nan, nan]], - [[-1.0, -1.0], [-1.0, 0.0], [0.0, 0.0], [nan, nan]], - [[-1.0, 0.0], [-1.0, 0.0], [0.0, 1.0], [0.0, 1.0]], - [[0.0, -1.0], [0.0, -1.0], [1.0, 0.0], [1.0, 0.0]], - [[0.0, 0.0], [1.0, 0.0], [1.0, 1.0], [nan, nan]], - [[0.0, 0.0], [0.0, 1.0], [1.0, 1.0], [nan, nan]], - ] - ), - ) - - -def test_tile_prune(simple_grid): - g = simple_grid - gp = prune(g) - np.testing.assert_allclose(gp.grid_pt_idx, [0, 0, 0, 1, 2, 3, 3]) - np.testing.assert_allclose(gp.is_regular, [0, 0, 0, 1, 1, 0, 0]) - np.testing.assert_allclose( - gp.null_truth, - np.array([[1, 1], [1, 0], [0, 1], [0, 1], [1, 1], [1, 1], [0, 1]]), - ) - np.testing.assert_allclose( - gp.vertices, - np.array( - [ - [[-1.0, -1.0], [0.0, -1.0], [0.0, 0.0], [nan, nan]], - [[-1.0, -1.0], [0.0, -1.0], [0.0, 0.0], [nan, nan]], - [[-1.0, -1.0], [-1.0, 0.0], [0.0, 0.0], [nan, nan]], - [[-1.0, 0.0], [-1.0, 0.0], [0.0, 1.0], [0.0, 1.0]], - [[0.0, -1.0], [0.0, -1.0], [1.0, 0.0], [1.0, 0.0]], - [[0.0, 0.0], [1.0, 0.0], [1.0, 1.0], [nan, nan]], - [[0.0, 0.0], [0.0, 1.0], [1.0, 1.0], [nan, nan]], - ] - ), - ) - - -def test_prune_off_gridpt(): - thetas = np.array([[-0.5, -0.5], [0.5, 0.5]]) - radii = np.full_like(thetas, 0.5) - hypos = [HyperPlane(normalize(np.array([1, 1])), 0)] - g = prune(build_grid(thetas, radii, hypos)) - np.testing.assert_allclose(g.thetas, np.array([[0.5, 0.5]])) - np.testing.assert_allclose(g.grid_pt_idx, np.array([0])) - - -def test_prune_is_regular(): - thetas = np.array([[0.0, 0.0]]) - radii = np.full_like(thetas, 0.5) - hypos = [HyperPlane(normalize(np.array([1, 1])), 0)] - g = build_grid(thetas, radii, hypos) - # np.testing.assert_allclose(g.thetas, np.array([[0.0, 0.0]])) - np.testing.assert_allclose(g.grid_pt_idx, np.array([0, 0])) - np.testing.assert_allclose(g.is_regular, np.array([0, 0])) - gp = prune(g) - np.testing.assert_allclose(gp.grid_pt_idx, np.array([0])) - np.testing.assert_allclose(gp.is_regular, np.array([0])) - - -def test_prune_no_surfaces(): - thetas = np.array([[-0.5, -0.5], [-0.5, 0.5], [0.5, -0.5], [0.5, 0.5]]) - radii = np.full_like(thetas, 0.5) - g = build_grid(thetas, radii, []) - gp = prune(g) - assert g == gp - - -def test_prune_twice_invariance(simple_grid): - gp = prune(simple_grid) - gpp = prune(gp) - np.testing.assert_allclose(gp.thetas, gpp.thetas) - np.testing.assert_allclose(gp.radii, gpp.radii) - np.testing.assert_allclose(gp.vertices, gpp.vertices) - np.testing.assert_allclose(gp.is_regular, gpp.is_regular) - np.testing.assert_allclose(gp.null_truth, gpp.null_truth) - np.testing.assert_allclose(gp.grid_pt_idx, gpp.grid_pt_idx) - - -n_arms = 3 -n_theta_1d = 48 - - -def py_grid(): - null_hypos = [HyperPlane(-np.identity(n_arms)[i], -2) for i in range(n_arms)] - theta1d = [np.linspace(-3.5, 1.0, 2 * n_theta_1d + 1)[1::2] for i in range(n_arms)] - theta = np.stack(np.meshgrid(*theta1d), axis=-1).reshape((-1, len(theta1d))) - radii = np.empty(theta.shape) - for i in range(theta.shape[1]): - radii[:, i] = 0.5 * (theta1d[i][1] - theta1d[i][0]) - g = prune(build_grid(theta, radii, null_hypos)) - return g - - -def cpp_grid(): - import pyimprint.grid as grid - - # define null hypos - null_hypos = [] - for i in range(n_arms): - n = np.zeros(n_arms) - # null is: - # theta_i <= logit(0.1) - # the normal should point towards the negative direction. but that also - # means we need to negate the logit(0.1) offset - n[i] = -1 - null_hypos.append(grid.HyperPlane(n, -2)) - - gr = grid.make_cartesian_grid_range( - n_theta_1d, np.full(n_arms, -3.5), np.full(n_arms, 1.0), 1 - ) - gr.create_tiles(null_hypos) - gr.prune() - return gr - - -def benchmark(f, iter=3): - runtimes = [] - for i in range(iter): - start = time.time() - f() - end = time.time() - runtimes.append(end - start) - return runtimes - - -if __name__ == "__main__": - # Runtimes: - # py_grid: [0.4465768337249756, 0.40291690826416016, 0.3762087821960449] - # cpp_grid: [4.8662269115448, 4.6366658210754395, 4.647104024887085]6 - print("py_grid:", benchmark(py_grid)) - print("cpp_grid:", benchmark(cpp_grid)) diff --git a/research/berry/berrylib/util.py b/research/berry/berrylib/util.py deleted file mode 100644 index ce6e892d..00000000 --- a/research/berry/berrylib/util.py +++ /dev/null @@ -1,180 +0,0 @@ -from dataclasses import dataclass - -import matplotlib.pyplot as plt -import numpy as np -from IPython import get_ipython - -# this let's me leave in the "@profile" lines when I'm not running -# line_profiler. -if "profile" not in __builtins__: - __builtins__["profile"] = lambda x: x - - -@dataclass -class QuadRule: - pts: np.ndarray - wts: np.ndarray - - -def broadcast(arr, target_shape, dest_dims): - """ - This is a helper functions for the gnarly broadcasting operations required - in the quadrature code. - - arr: the array to broadcast - target_shape: the requested broadcast shape. - dest_dims: the index of the output dimensions corresponding to each input dimension. - """ - - broadcast_shape = [1] * len(target_shape) - for d, size in enumerate(arr.shape): - target_dim = dest_dims[d] - broadcast_shape[target_dim] = size - if not target_shape[target_dim] == size: - raise ValueError( - f"Input array size of {size} along dimension {d}" - f" does not match requested shape of {target_shape[d]}" - f" on dimension {target_dim}." - ) - return arr.reshape(broadcast_shape) - - -def simpson_rule(n, a=-1, b=1): - """ - Output the points and weights for a Simpson rule quadrature on the interval - (a, b) - """ - if not (n >= 3 and n % 2 == 1): - raise ValueError("Simpson's rule is only defined for odd n >= 3.") - h = (b - a) / (n - 1) - pts = np.linspace(a, b, n) - wts = np.empty(n) - wts[0] = 1 - wts[1::2] = 4 - wts[2::2] = 2 - wts[-1] = 1 - wts *= h / 3 - return QuadRule(pts, wts) - - -def composite_rule(q_rule_fnc, *domains): - pts = [] - wts = [] - for d in domains: - qr = q_rule_fnc(*d) - pts.append(qr.pts) - wts.append(qr.wts) - pts = np.concatenate(pts) - wts = np.concatenate(wts) - return QuadRule(pts, wts) - - -def gauss_rule(n, a=-1, b=1): - """ - Points and weights for a Gaussian quadrature with n points on the interval - (a, b) - """ - pts, wts = np.polynomial.legendre.leggauss(n) - pts = (pts + 1) * (b - a) / 2 + a - wts = wts * (b - a) / 2 - return QuadRule(pts, wts) - - -def log_gauss_rule(N, a, b): - A = np.log(a) - B = np.log(b) - qr = gauss_rule(N, a=A, b=B) - pts = np.exp(qr.pts) - wts = np.exp(qr.pts) * qr.wts - return QuadRule(pts, wts) - - -def integrate_multidim(f, axes, quad_rules): - """ - Integrate a function along the specified array dimensions using the - specified quadrature rules. - - e.g. - integrate_multidim(f, (2,1), (gauss_rule(5), gauss_rule(6))) - where f is an array with shape (2, 6, 5, 3) - - will perform a multidimensional integral along the second and third axes - resulting in an output with shape (2, 3) - """ - If = f - # integrate the last axis first so that the axis numbers don't change. - reverse_axes = np.argsort(axes)[::-1] - for idx in reverse_axes: - ax = axes[idx] - q = quad_rules[idx] - - # we need to make sure q has the same dimensionality as If to make numpy - # happy. this converts the weight array from shape - # e.g. (15,) to (1, 1, 15, 1) - broadcast_shape = [1] * If.ndim - broadcast_shape[ax] = q.pts.shape[0] - q_broadcast = q.wts.reshape(broadcast_shape) - - # actually integrate! - If = np.sum(q_broadcast * If, axis=ax) - return If - - -### Tools for setting up nice Jupyter notebooks. -def magic(text): - ipy = get_ipython() - if ipy is not None: - ipy.magic(text) - - -def configure_mpl_fast(): - """ - No retina and no latex, fast matplotlib. This can be useful for making - lots of complex plots. The "pretty" plots often take 5x longer. - """ - magic("config InlineBackend.figure_format='png'") - - -def configure_mpl_pretty(): - """Retina and Latex matplotlib figures""" - magic("config InlineBackend.figure_format='retina'") - plt.rcParams["text.usetex"] = True - plt.rcParams["text.latex.preamble"] = r"\usepackage{amsmath}" - - -def setup_nb(text_size_ratio=0.75, pretty=True, autoreload=True): - """ - This function is handy to call at the top of a Jupyter notebook. It sets up: - 1. autoreload for allowing python modules to be modified without restart the - notebook. - 2. sane matplotlib defaults for making good looking figures including: - - retina mode - - good colors - - solid non-transparent background - - nice text sizes - """ - if autoreload: - magic("load_ext autoreload") - magic("autoreload 2") - - if pretty: - configure_mpl_pretty() - else: - configure_mpl_fast() - - plt.rcParams["axes.facecolor"] = (1.0, 1.0, 1.0, 1.0) - plt.rcParams["figure.facecolor"] = (1.0, 1.0, 1.0, 1.0) - plt.rcParams["savefig.transparent"] = False - plt.rcParams["image.cmap"] = "plasma" - scale_text(factor=text_size_ratio) - np.set_printoptions(edgeitems=10, linewidth=100) - - -def scale_text(factor=0.75): - plt.rcParams["font.size"] = 20 * factor - plt.rcParams["axes.labelsize"] = 18 * factor - plt.rcParams["axes.titlesize"] = 20 * factor - plt.rcParams["xtick.labelsize"] = 16 * factor - plt.rcParams["ytick.labelsize"] = 16 * factor - plt.rcParams["legend.fontsize"] = 20 * factor - plt.rcParams["figure.titlesize"] = 22 * factor diff --git a/research/berry/bound_viz_example.png b/research/berry/bound_viz_example.png deleted file mode 100644 index 3572740d23d57ee00a6ee126b35589e56ef8a67f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 572439 zcmeEucT^Nv_bs7O1W^zK$p}i$IfF`2a?U|=2FXZ929+!dNCwFnBPu2GsG{4nl~cf4%@9$ zGGU-+|3>BQlzHo|-mZufki;TN+(Q{`E?!pHQvXkV(08(exwmZl42t`tyDLvpqcNh}$1oCVq0z`EutXigGrJk?jXEo%k)5JF zy|O(`5&D{xiYmevlV^Dm26aGFj1nlOcSRx&E^Rf~l|P}Q$vqSdVfki$cRuulC+cwu zE}E^xEdiYrmZa}?*eszj7z7u7Z^v>^Ki|t!;7StZV-OxCHxWkj;!b8$!VI(z?bvvp z!h7%L^NOqFceQDx>d;I)Z=?@Mp9p@6*VUbQCmK=C#BB^g!xExwdwfc7HM_W<*Rx+a zW5b=cW7qpb93zzRUGw3kXws#FZsKU7SOfvXK_`05JFBpi#ngyx8d6;Kho3EV+ET^g zPgdnIO)V4X_LNdg*yk7?*YNZ3dc9P~@@LgeGtfG`esHfvm4|gODi#*Ud~7+$sV~}C z#!Dwdymp{daejKfUPn4e*zt0({2m>%wMSGfD|@_5@8;SyWV0pw=-pA;{nK1ybomG0Nt4SHjr8%a;@O2m06!Y+A~$zuk-e-4YvYo_|Wo``n#?RpwrZ12b!f(6bL#A z^PifbaRy?454xptRk#f;0fQx5T=pxDXb=ZB#Ds?IUSLQd<_Qh%>vmHWG%aw@75>11 zj4Rua#&)A;XcQO@Uj+s627~*)lGS1D1p9MB(t=fg+=zID|64F4KAzeux4U#b7!|>H z-iUn1#d;K@f)RT?=fT6rIJYH>K5*w_6b5-bh#VdoR$b?HBiIbtd5AfTeMoi&$$H9N z46*y%^@Ab-o#z{kAej+bUc1mUaf9n+!A0MMy(H#w(qD3XuKntNA|(0}gYlLeR?e%6 zhg>QP`J5WG%(w5$lt{*97OJ@CTWVY_BzMQ0i1rRTd)<|3V=X+30}Hz$*_|P@PH~9i zCe(1HnFJap9^Mi}B^jOBYRY(rEdr|x>+`1$vr*1)uKNkh3Sz6+s}!rmme>b3!aEC} zDwZovquFEdQ#M}LkAg-yw0oHPd<>rEqPUS4RoPbm?b9=R1NKr#?d@7>PaIE5f!`2; z4By=MJiH`)X^mcUeA4~~|E9cDww%7yeGLaf_X78BMB9DV`^5~~cir$yZ@t7`mXglA zHWGP9QGub9R*Nt>bnW%c*G`Y`y%qnGNc7;=8=NN-*}>Vk+32IP+;R3w$Mg&_Ip5vC zUvXhLWk1CWdB~OPrFM&{KGr=}rkAvruJ@`?Qc5+2d=yKqTB%m4=1#-B{PP!0F{0}J zAADPULRiUs|hm+(+yh*LlAK=-%xkfFe~JU zlV{7_$xZukV^oC~Gf5!wk-p;GBN170wNK26j2~l1<9cInFdi{RGONd}F?Ta_sFrGq zf0!?Op~j_UQea+KtSyx7qQCO4um&8E*PvCcd(^P$!>7on%$KHDpcg*NR;|40=5Bm+ z{U~zNVe=;6Fxe^@0a-Yohjq%B*N1}ajlwS@tP`Ty&y{f}xu?R$^>VBAx56e9YNBdd zYaaU)9h1UHgqelYgg1oagc;mr+-w?l8Ze-8Q1ynP^1qh zTO;IC0wd8Q9HUMn0oIbdPw!-tX^^>*Mv!fiy}Uzwho5wThxQIv#EFc4L__2PdGeiZ z(lRbb9x8rS9+SlH$-If8oH+^J39AW{i3_}+leqf1`)iU7d0q`r_Mfg+uWGYB#g)Yk z>huUVl8?x#%o(m2tQZQj@2u*rw5=d3*ZO#)hP}eE(qE|inbJ~9q-(>PZ?$vzm#P^v z*Tr~Sa%+9_ITOU};Cz&sww>o#n(3}p>u3w~V!|N2zNubhb-_79=r_S)=XIBprS*i>9{v?uq?)ekZsJ`LA!;&K`cm~sfGL_CR- zUwD6>NZD0t7M)YBR+AIq(j=rWI8>iDFSmm|6sg_rle8JH7bBdq8ehZY@Y`;C*-|UM z7p^U&Y!q|UGq-gJyU)5Op(mox{>vw;`&N{<)j~)=Rn7>{$XEDC6KCF14TzE-Tuo7R zep6?J@r3yCtZN*8jGMGAGg3+T&03mvGTg*@d+D=0(R=Lo2D-K_Zm`k3Q~y&5wnrSx ztXs^(EIOK;PQ#jVryHPA2wNSEMK4VzSq9Duvh%OYcB`#DdN%5O~Ng; zsiR^~gH|(4kKkvYVUbkia4kly@7mWLac0K#o|Lhc_%=QtSq;~8E%I=@>lov>QFf!$ zanZKU{qy7y-+7XLwNW+OTvbg8^w?j-6LCbDCX(c7yURLvx*^*h?dfs4Yg@uoS~MF8 zO|3KyztY=`^;~2lr*523SUc6& zE=**Os(Ij3#8UYlyY3Iw-o&EZ6z&(CKMx<_n2Q>YimiEABCjtycjADAU4u2tVn%zo z*LhF~S^5=!t6SKcCG2IGOuv`LDlX*Ad^xU@mw(W?Q8gB97~Zgx9xCB_VBay5=K5fb zJq0cjkefW?xA|f&WSPW}ovOK`Zro#L&t>cOD;8OQ_miW?(Pqk9nt4UAsgyGJ!@(`F z=g{S|4RUdT!9{aulP}Am)-Ehz&hzZ;+1c*1-Rp}3O^8jSh2}j($W6|ha@5SC#opOR z`8xuYi+X322<7W1*A1Ri9GzUySp7KNeY+@e^R~nX(E{&6M3wWjZWS$^A@;hISf8~ z)l5xF-6+xN=PlfF!n5OgL{iB?X&l@lp3sw&fd8>`n~5p#A%&76)>n7T%t%7CjJpjf zf&qH^%A~x=fTv+?0ZTSWF^ecP3PuPGg|o3T+UCXEN*C-`bX2fwPknq6FD>3`_%v=9 zWb;cUX(%c*J*c7^ydKEmM@YErKuBo38DqMOK78t^H>SLCM=IpjvvG=){YSi|_~)N< zk1hnnE?glMI2ZgExLWeJNvv|?UfB0BlKFW$_@5Z9wVT^BVGa&Y zPfvDF9(E@eD-JFpAt4SvKmp6E8MLSGqsG(9pm56FS~goBHnljA>~=4NC0e>n~H$secv z{#<`tP89WJ!YVdi7WO()HV$B@!L5mN3-Aky{(hZ*ee~Cz{&A|NtA)!WCkJq*oA_Uo z_4DMvfB4T6f4`>g->%8c%m4Rl{_Uf`or-!0VKoa^Cwq6)AZj|=xQTO%a{Q;=|2#|g zuhYc2czJ)G^!L60JVWO{p7Hm+|2#w4#Rd$73F_9wxqe>Z@B4lpFUoHIHDYXhOIcxiiDBN_O=*^rcm$Y`0TynOP%I{Mc)(h%ZH z+R6SeFY(7o`LTg$vvLlO!T0}nH}=O_;4;+zz07|H?f)fa{u^o7`2Sru|4lakO`ZR( zH~;^trxyZNtKLNPJG9``!59<^zV9IR9OL-2DCNQbKpPoh7#P+?brX?^ztF-jXrb~T z$QZe)Z8IWGqNuJc=AL9*STIT(&id9g>EZ9kT#;+5x5_ZDo{I=XmXor%U;8_X$&kaK zYp~6c!{pcc7rqH4$C0F8hS#j7QDAC zbj|u$r}77{F{Hfln0M}$sjS>kwE`nMRARQ;aeLZ*%5dzqwn5BXD0YkZO02reR)SCy zR+`sR==QWKZ|~SM?WMNSa|=n{1@IkeThy=PB#y?_F-MB| z^@-MZ>$|ziq)%o|aaqeH3tB(llsGRpMz2~+5AgryJt&UY_Qx9Ts@5?7!NF{dn4Q|x z+Sv8isZ}MMqvzxrBHcT@8Y1Zw)IQ5Vm+z4k$uE~|U-3lGp?YF8U-coew-fH-pFw*? zxvj)7*vdiipJ+VDgzZNcxl=Z_m!aE;v^pfN>XxYf&GmSF$0tRl4Ypyj_!7s{W=Dm* zDaRLx-Mq$~hN5rhJEWcq&#l55aDGSk>t%ti$^lr2+Ve1$(ggZ+-~CTAJ1vNv!}QDZ zymF%~ocD$vx>>r*dB*M&n#hKhx}AotuG%=b$@cU|Kg+qBh&Kt6fs(JVMG@PTOc>{M zb^-IO&p+b{xIG?n3;wlk!Af>qD_qhNu>9wOlT60i0RdDssb`nt<$ER>$1^BMhue>w zTfB(ZGJ3wERupP4qprxO>AjKj-epUcGBMgEw4dT>5cZAM%L@eV)UD_yHo`kv({FGf z*w+&RU55fk;%x;hVr21QIq!{<^d-25FSd*?<#(q!R1CPWM0Cm>1@91vfKTv2$E%EwRnEB!Z5S%7`z(U0VJL$0l0r_%T>ti*H&7 z-4z!@eGoVPPkv$r7a%c{RB?<-a{c3!K5GJ+1d163>b-`7|AEOps16X5Y zaoR>g*}>L^W1jnIxlTW0DCi7>ZcCXz?$;Fkb@P%RB_RiRT0iVPos4{7)m6u{c6s`a z^*KIjI|!3kl<_jrRM2vz{&3+x0?7J32%yG$`gVEtS~FXvjiouarBv)^MiroG4)HMk z1s&KcF=;<~$&4{9T9y-!IftnY=(xnMI0!PKrwQ~(a8UXD*E0V(e%Eu`Kp-bBam582 z8u=Yf98Q$^SC8A0fKYeaEXd2<$V+cgMkaXlGUa9GXZ@bwgFLPY!mH#fsy*V3yf+%w zkP9W!Z)~--wRgXSEGAzIi&Us^YDIdOBsa6fevuS0?RdQ{le^I85l~C*A@9W?`7|Fp z#befHqg&!)Pi3Rj|JJXL@j7OZ>gT7|U;a6@e{OIRK-impeA3_-(es2`CR)T-_0Wc! zmxYiR2{wZO-Pmc|Rq}+oYad@Mg>!glv-!53t|pJoSf!`(FL*6~YCx^}+rm!N3FZbSMPiPy9H7fPk9f1g!gD(aI z=sj!4Iw(}++}-P@R=z3vqYW~)-y-$H9`acxpf_G;byDAnt(a;`10+~GM=^v6dvqcM zyNZSr6b9l8a^|SAf%CaiD}iIE=VH~2WpWO<#j-W?^gk02_Vw4G=SDY~VEiW|@bmL~~$14d1a>qIoGNFo-2lACe;y$xh>3(u> zU1{)O*JIlfxXeaDIhmeZ1r=|nrY7&>F*caP?vHU=;s=RCL|2Ao8l8Dmc+jif8~Z;W zgN8;_4?u>y6d&%kARNDWn?_iKAszYj&=zh<3_gE9wZqvb_+W_BGwvG~r z={6OD1e@H%Q8K$?E{%qwbjZtW$(gUCJvR_590B!*cj)fa%-rhZCFC{c{~R#G#Xo0! zBqHA?lvP>tY9W>+!MTgHGA~dH-)sI}J*v1#AUBkA$X+wN>cC5Q(Jb#=AoXkE4&Mw~ z8mB;7&u9L#N}ywWR{si~nw75{`!N%_=p6Jbk-9<*?K;0dC!0F0eDWWd2^)W%iSzRO zAg_Kksc0>`A-(TPkq5`T+?81{e|MWN&bFY6L@lx^PO6D+qff>Pi%Ru027JN5x&78A zD{(f0fUs`rv6$!_;*GzxQB0S4CEdB^X7s=>3+0f-i+1T1Ib3S z(5P7sz!9snqq2ZhD)03V-j&_TjYpIE-2pq}H-{uHeZ7CQU#!p7KxXH1sXz?TzbmIlfoAogxMhLN<^#|So-Z9>}>@zV)Lqmhw_VSSE zfkK!ANf`(#Aw>~bl})^^ort}NB_dtxArW>}6-%hN$s9m@mrLlk5t=L2~;daO84BmBcRm|*zz{vrXn%VETGM%m3Ix%BGkT`zBwcz$~5%7iFva`a*hwY>=AIRznX3A&0=@y>vH~QALBX zH*UWT<6iaOR8N-!Lu&r{NUBX9qOux?I>xU8hD!b$prk307(9Cbm6na7NYpZL?sPl( z_A1ZfyC*aH2Wr7+pmxlO>XJl<=*I|(+}_64Y)+GGFIm=NcKm6EeL0CU`!3TINfjxKE^{7$7a1d&8!y6X;7zyME6uv221U4Z-GV`Xd6rQ+iC_ZCqf{Gh`89y}rs9Wp~!4Ursng5b0xgYRE zgGs~chzhpI#(4CaBI10gCazN1oPQ;uvIO$5RPXqE?%Az?o1pjVhpbj_zsZ?>eS{}f zfYltQ7XVug4ASv4NhUN4*qte0rjT#!o?CQPF6wRqCAM)~T&K@q_6T4P56{{H`0M~_ z&ZKJNOm2b4)l3)I>Tha(Y(Cc`4{WoRpN$-XmNs`B-!58^qdH1YX71DRStIqN{sXp0 zK2!9`_G*RE&*`hbZkA4q!x&RNlvqS^mBg)heVQ&-1zHmul{?(+hq#Afa0Bh3p&>Ew z19pwnusS)z1(964+r?*gj-abCX0b4hY*sM7YL_kw+9&x_0aphJu2N@%F*vkHc#mSF z_I>WJDoamvM;CE5@K;Itvx3k_W-tYDM}PI(DyiMH%&@hT?&E0njVEQUc*N(8Tq0?; z&i#U3h5#TdSFcSjEW+MGp6xYL-!K{J3<||wBlg+p^vTB zAWT+?#Sd$VU`C$xqg2>+zmL!}byW3WW!XYO6M%@I>A6>YXIuw`7$z|4)y#u^mLmo9 z^o-4IMGpFT)Fa?^%Taa(kvkzbgx52+_nP+V)-2`D#kK(oumN~MY0oqBJMQ&rB=jS1 zfDeCCBj|Bsy%oI8*ZcYo=kt*#jp2R;`K;CBYJ_ZAUPCR?xj(!#yi}R&2uS($*{YMJ za4KhH=PZ2b2tC=#iziB}stjOjomC)wa#0vF)qPTzt$M`ugT(o_n=|ilqQuYE)7~Xt z%-gJ0)ojcqVEOzIKqPLq`tNTyK>G9P zgT?BW8=7%cmbMpHo-BpG*E1CL%Tge?XZb|Y!I9mK3vOeIYC2a$gOqgKnbh`h^XX;$N z)i$DbR~RF~dGnZ(NRC4-l)w34P()FnzMIM?8o|Y zXl8?i=~!-poL$+v$L+3v?Yv>Xmqpz^J+lH}UlL8ys#9kpcIGML06*2ZZC?Tbd0ytd z$M8hUq=J#{ZEwbNkUpO-Xlm)+pWqH6;hU&Ab@q)+R=gp8@|8$HrK(6u(xZx8K#f;l zcrRsg`_9WpNRizpo{5T&H>Oo)C;TBzr45^f1@R`;4t{>$LP*qLp@cSgZsg z^Ov4r=4m~i-XhW^(;sNjgB+b73|Y0;M~m)1R-Jf|dKtpudzbQA8#?AKYwyt~3>JxR zB~HEukD7%AzDq}LTjgx6X+{*kNsW&bE^7@Ia$?-sjmkmJJz8>VRs4UdpD3R+n|EN?*-AlpM1hXWa z%=$uSx=vMD%8BuZAQ{;e9(>N<2OQY&WX9$KFUleH~;G{^{YEcl#LtHyEN zoR9DG#W}9yrelWHrV3@s1OU}s8-<9CkeXGXzGpr>+PdXX(XN&je z#&A`el>}mDv@ZqJ{28;9o2YhTTwOWN$T43t;%Ps&(zes{)0Ov?G;gt2Pj@_9=N4DH zIH-d-V1qTnEqiwl?^a|xHXlu55{u3$?tOo!oLlC*!U8pBIP-zr>snlrjPEJ->bd(W zR!#3sm*+$+RcM71_ zL}4J;GQF^w(^V2b{qDgpaBoidY&{Ew`1KlgQADtwd5rX^nmk)vZmP%ZXrFW^He>VI zW>K=9B@MG|`KDtdOsio7WF@h_j7C_^TyCVmf*{++j$1YzuL*MEql+sDVzo7B)iojF zRh3Q1<2lOPRr7-%t7j)w<`*gD^`Wzu`i|dwVr)R=IA8qjN;<8Xo2rWSkTi9``JUUN zAN(jq1MbRTksf)Y%lUjP{lX2}a-8A?DA40`;r6v2?&qDiwG}u^;P0{149z0>0M(b} zJw$dXh7k#x-}=2pp8!UjrN}c>AEE~sJs%F?r;B~!Y5o;o=;e(s_TP^w`|rOyoNB$` zGj#cKpNZSL>!=?jFB$X=n_EJ|0ie_q)nOZ!i_Sybe1t?!$XzLUD z#C!1FI@Mt3l8Msfi8GO78Ncn=4H6?SlY-Lk&j^VArqE`?zfF`uo7f42M? zA0(FpIt2_muK#m7(Sizbr8uEVBCuEhMWb^WY0>UeRg;!szkTf?z89*T-J?|t@TX-N zwo9V#{+DFiT0&+Nc}M7Gb~K@_9D~LAf?yZS>>x3d0L1 zto=JJ(Mhb&dJsyJY+af7ba)YPw!e1;1b0+AZ=ok&rF2vIHq4OfHd+NxzxjhaT(+uV z$Przo{T&$$go#(pdY$PfAik9I7Q*xn^#T{No{=dNqAwYvO0`t!vg$3?k#9l-+OKed_SkT!y@7gWPY(?6Q zdFQB?Iv4sYF50ZU_C|!+{Guw=FscKJS^iTSKkcJyf!hZ4SNMI)oatx zX8TdTm1I}CQHZ6^2dz!R9mi0_L1^RtSg(JaK7z5wO%53 zOF`S5=cW&Jn8b)^v<(V!pDPwqYAiaY^V{I323=VLY`g;U-ZqO^P|x$UDYW|Qu$sdZ zl_9h|5s!a5qdZb?SnczQnG73eL3w2PIZz%_=9Ky)grRc`yJE9NSc)Vya4;`b8a^Ly z@~IC3K%fTeT71IRlU=?+7bTckM2xRKy-I48GE!cm_ssCyJ~VesS;B8>*B{>avO8${ z612bVqcHbc{l4wV@&II_DsDN`#CyGGe%fp_Wo%_K0b{9kt=ivoW}7b$;qzlrW(yd& ztSWU9lP|^^8x2m3`fT;57eMyco*wMTS7~(4E8nf||7hscv?l}IxlNg67v#PCz6eWr zwX`Unz||MJ0Q#Y<`o1o%;`p3;xG7#M+*2ZAD{*JpasdHw$$a@uD37h~QDg7+JCyF# zNV0K&iXrh-d(($At}zyYmYMgi1djM za=gq8XJ@Y7m06t9cWQnafEZcRdx-$k=)7?pR?2n7ds{3u8EN2=ZUA_LWC!6Q;zzVW9_+&b>w8~g=W#8WU^ zbB%CWvhL;geertbPvUb5j?G-5(x{5Ynrvf!%BU%3dHk2u>PyO7V} z!Z9<&`AvwOMkXpB@sD!gK<4U<9XGK0a&7WbYw~T+x&&HcJisu0@{W-%HwxX(tj?J7 zt~^r+S7?kW;jbX(?@gjWTmo)7`hj1{^Yo}1&bw4t)VjfQd$v_#FZWS|(Osk7pLk)tH6Zuslq_#2P)=dHW7#+_l}?Vc@K?u}&!VyuFtNpMOZ!i*I#6-~YsopU z`nqxf+-zrV<5v4ClrjkNM7=~nb=iAD03dQQA%!{KtQvd~Jb z+5_E@_d3QrX6s`gO$1FCcL9Kg&D;gVO;=Jcq{ZfMzeJk$b!a7C2d zXEL>kWg-340kXLkhrPPXo_;o-r^e>v0iP1zbymvvG?Q+2hZ_kx7KUzpXlEuE*VkB* ziK$p|O-C4beEtj;;p`7&N$o=6oB>1H*d~}r!sXR+y~$I5te(}F>QR5TcW%OKDX#lT z1FOq@_`?{`<~C`uY1i@`ezN5L^P}F!_uhQFRJaQ>&sBs zWdnuH!!j=Gbhl7so<%gtw`QOh@oyiiv~<}B=BJRRdY^A)yGq?i*Zs9@9|oz0@M-*w z1o*{vzo9D!6JkX==P_gP9?;PYE92XX#XSl>C{hZg0QX^N`mj1*l2HWa2+WwjQ!A07 zZ{l8gmws*@A5^OV1-v2u1Qn^ijyt3IJ{yHp_-)h6Q0+!J2wEJ|kT}9V(bl1iu)UH% z>a8}dV3s}2Gf$BiJk}TAQT_GK6TbyINm_0V*#-cd#z;(aSL|CG7<0sxY{I%ux0v}ndGlCKcGM_6mWeZ4wFU0AWM5A zi)X7I-4M#wxPs6!1WWUURd{JYrbJA;7=}n+eBB2Jl;A0G(tgv0Bs2q2M;~2`L^6SC zmDsYgoT)3I&^-8UvuY(PHNqFzlrc)vscB6A1xNi zDn&q13y?_lyiy_-U9c^r{ro$F1e3bo@TL^tCwpVDn^J%nk5k0ndcGgx-oU~Nx&kP5 z^Ub%C&D}&dM+@akRsmpiHE9N1WqG+$GY-&n{hPlKDj?P*E`{3RCu*^sAAJC4bh=YI zhipNqCx9hwLKMOIaj#FJlH~%PHa)Hb#MK`#$@MHzG;^71^n~7!E{=*GS_eO|!{JBL zhJCBu)sIvQNIJYhpslbIqhB`5i+YHajoVck{czmn?~V8X=SH5Uk+e-#LIDn-k*@jD z^HxwL2LN$QzR3@xjs|^QHPrc|wg`)gUDY_dNi9~+D+?CQUWfi6oDH zdqtflCN9olr(eXfv$-h;=r8RsS<;)|Z^8!-%MzbXsbiK~KbRi9C@VN3rh5K8=2OVB>Q{o;1^bOehmRu_%3?ADsbdoq$2%tghc zRx_E`J{p+kvL~<9VVrn1MQZs|aDy&(%)>w2r_ z0OnQL<)w{z2SoMP5a{qHSb$EdpGx-)gzZqep~uB>3+vwN->vb!CP}$J*Dn0 zB=)A3AeSYrUz8UE9F3B0+PWrf5g@d6OwuirY;vojwS^s!bd2m|6%9ikz{Uke(Hd(y`ZUe{ejC#xv$zp$or)u^if`U1Bm>x+Li zLD1`gSnS`JnD_FhD{>TM<|-UCs~3RLCShrBiGYZp4D{fl%|O=Q0J8qZfi0Y_=jx{> zg}`0VKqfBn;pZ5k!9cz-t}8^z{*hE-4dq77I0S7Rfi-Cgi#DkZts?QqP%UI4H!y5i zJ$Ua-HOS%|Jvo)-Yy7-{Jaj#tz~=$p&{66$lsBk#yE@!eR|aH) zmq*L<s1vPY-FkP$ExMtHJAZ6Y41F}!=amjQmt)w^xi9S=Rmy(?Y#b=vD!ItahHq}V) zDe7iKJ<1CtNMEJ4jJxefCK*8?)<> zn5Syo%Y(+?1v0JtlZbB(t=hho#5W``Xh1Cor<3R1qai*3`kUm zr$YhaTTYO%Rjiw3fGfnqyr9E%$U>X77UiDv0Mplz?y3edd`+)1@Su#}_#gjYZpdHX=(6jV7iys4~}Z^f&3V0`~bU;%1_d+)OnJBtv zDDK8V=wMF;-xm<~BALlCekCGfP$07y6e=U1yE%!n`!dF&I2cOj4g$=DiNft&%o{=- z+V}zq#Q=J26ju(~3cdxtIRQhU9@_vSATdM9oHFujcGE3%6@U_DjpCvbNk~iSGGM@t z<}{s${Uf5d(s@id0K-~a-=Ufp0JWU*678kc4?Ai^k|Lc%>e*aoU2fXchwz?2G9+rb zsqbztAvYB4Um1GL+((|TNeppga@5YdxF-W1;?Ay%%orWVo zlV^cqS;T@LeFO!p%ot#!`HF+B%y2zTWmbWP+b}*z5-sLfEj6jX(u$!uyXbIW8pPrI z4L2li(;^9g7mv>@IZ;2FE-%29PC3*9 z?BOnAyCg-D0ElY&qq`R^`fL{O+2-DBA-K5ShbMD?`Y=+oO-Qx$34?bl|`@{>upTYdH%)dJ1H9c>)z@V80^rSO>-^*We1OtgWuH4B z=s*!Oj?kUNz5H1%dC>;l(=y4pW6!xJ9hw)ZwAgFF_T->bZ-nO1Y$HZ~N65u|7WjR< zl{Qa?P;eM!QFW9+VPKTQCmTE0K?9fyOJpj$l%s{82bsrw4;aPqWU=liUB#R_OJz@c%i`xR~C^g+yz zYnYM?ir_A=^9#^M5noYoFXNz!Yew0xz^#b_((@sce_a%->0Zx*mvoy>EKtH&2f)xm z!`;Ub+3%E+ECJK0K@{OVp{bqIbBFKFeGIlw$Dr}+HG~4fDOE(mX%%qkaRQCp2Zc4Q z+LoV>%`#%RcrgqE4w4sn?eAB7=vo{GqBK{F5^!$-Ao!M&uA4*U$G6R*G9?1WnL#z8 zo<$!+6qxm(h`#)py&7DRxaRv94f8Px`;b2Z4G7$73+Q<={Y zgZg#rv&`|45hFbPoR5rnKKn1AU!{1{3mI+!O+1rhis)Vkp?snSjLeFW>hcPLLe;ig zHT0(>@rI5jkpF5o>%W=p77V~Bt1)|bc$<6n`4l@ZYHca&f}T_T9N&n@UY)nqe=E0! zc3AG&G71Fs7S1;Ge|SZu$DF}H^?O@EVyWd|w{|7}BlZgxoc-6V6~Vf+`S&rR59A<6 zGEenAGhB?I3kOTi2Xbg=v`hKmdrn^L zD)l+F@0U&>c`fKNSB_Ct_4dDp7aij+a8)p5gXGKyKLU(t6Pr#9>=4i(W`SH>r_r1iCww>Xc)N0FXC|j19p&#hY+OW^y8W1ApUmd9iUP(oe^+hyNxscNsC3`%%B(+<|Lz zX$M^sT@g%$6)0vXcUZ58I7){C-aSiZ3hxyCgUO@)K8`$crzWo2)Cn#9k{ogz7jnwB zM3ki~th;s>*qBizu-EbX>$dG4ErZ;SYGVj7oE>D3EvW3G$fJz@mRnPmC>?c-(jT-$ zqhQVH)fps;6Y+CjXa3zr8D+e;+YAP?cKmgbSERaSK(B~Z+zZNVIZXGcJJ~z>ct2~t z0;=YZ;o0f@vt$JY-Fj{RQ2M_Abi{RYB%8pZuWOiOSmvmRysoO>0Rl$>kaju#UkCeo zrfMf*ftKD(6uq660E`MoPY8afXrRy$5xR+mym`;o_gm=g(m4uR<(d3RiLF34j4PxH zIva=w7VRv~WyeZ~8=YsG(8X6vHDuf3vXkS$6T|IUO|U*~2x5lru?vXLjZ*RKg@YG* zeb>!PswbJ%*@}1oWEyqf(%g13-l`T#7+ZRRv1k4QI}8dqP`Q!@qt#^qQ{%`YD!ve1D8f8|UpidtENyN zNBfMoA{co1E9;Mzocm+goIv|OP%)Jo4BGwLHV6J8z?dTig?M$+;lB=-G%aqhC;ZChql zTNdcBnJh3QnQK#bkDi0h%?8+9lu?bGJkpV#(F6EU?QJNbxQfMSvw~C9p7YL7Xg)$5 zg{*+)KpQt;8UO@ma|dE5#qFt>W_i#pd&5WIgZL)^TBREXNLijWxvYP9m5Xv~Nz3$e z-*?0j0fx;!4MpSgB@+3GqK7#sk~9@)Cpl@%`_Nr~0YhMI$J2c|#y6rGKei&w;T)Ywfc6>7PfHv zg|~`B(5pUv2f=G-JBMu;d(m&O@Sha>mD%R*9r*6QDEVln-?DF zkD$rsUICrY0LEPJcw}p1oR%JwA$Y5yexi2KA3+o}GGM-lT!6Q{N2$y69;kLh{D3Z4 zD>0+mE7l2;ZUEjv2#J0YO|yWK?KeJlQ*BkYFe}}`LHOLRmCuV18vKTO6Qs9~-hZ!? z1pEptl&;OU?O`4<=d~P3KDc{G>P!)~Y&I0pXn~+;_h2b5e>k(rMAb|wfLXQg1&j9E zHrpUfKatvSudXyT&%FdHbiSb+ptngM2Q<8f!)iUxxzDG50H7$KR7;#P z^3PwvTOW^6>aQN?a<|@I53x%rG#K-o70TSXVfKqb&&Y1;d3&Tm_X`&Og;3sHV+CAU zPUXWiz&GkjE}>M>L(tjA--?Jx0AueMR;*$nCrZobpRaYs!3nI<@wWFcqG%hnAv%1_ zD6~6V|Y z?4zHnj67)+2Y}c|Y4hMYK%m9RelR-f)5l@mE$^AYZ2E+??xN6x$q}~y40xevl=||d z`=xs!zZv89uI3y)FyHq)Oa_fcTqe2Bl9MY)^1XJs%WKt1Gkjg*8`dSi1hZ8!kP=_r5wCvVleFQntHVfp_Erj8YN?27b`EbV^viBCzh zbVFp1g6o^n8u=etUNWNzxbFA0Z2x6N#~z0S98?Vb`dt8^4Ns({sj+_!oM{yiIVj!% zAm8dyftI~Ux5E)xE8RufXS;yJk>AVO1jgkwpcsE-UEhC!%g#9G8>UbV{K}KY0mxCj zRM0QjfZ!c^am|z*r4=$&5X;aETp_oA1AMPTIpE!<7B?SEU0_SMQa~9lzA>YOOx8D5 zs!yLmu)#Zdt-Tede1+bENC9EST!id;n{|U(3zQ;J4PG>^>Z-?NHp|wQ-h#Kt^!e& zi=BM}z=DCNm}aUV(J{QxFgLg?Et-QtAFsZiF8w4I7pAot zGKQ}yU#i^QoIASz+w+weS*kCk@cqq>rnkZOHx=^#cZ4d$ENh^j8?E(lCHAmW|vt4$mZRniI0Cbp8%ru=Cw57lrQ@hy(e}R zpR^17I+J&b{9mY&DckcnT24%ldlo=s2%r=_v7%bo0gyc30fT47Cxrp9E|v5w;xtEr z7M2)q;PQnR6uvx^X3qx5cX!Ox2I?}hfJ*5VU>{UO871|cJ8xGW)2@rjK_LcJJ=g3Ks%-h{vk@+wwd5skiBsQR$DmoL& zvsjGhtJ;9Db+j0X(xb1)mMzz>Ocd1rLf;7dczGzkzMy{vAi#um^eV8Rtvr-idpQw+ zUZL+4`mVotrWN*a5U^ZKgA%A$_{IQoOek%=I6Fi!G0nir7lM#9f9yzfG7Th;Pv`}l zs*t6w0>C~AH5xG!o{$OL=&%F*>OkowZQmj0P0=@onEX6}b$6Lwq{g*iEFu=*6%Mzi zD!{`f(P1|j)$A&@b`^~B`2oo>?3m@?S6>_nfeiD%xne+J=Im! zrh2?;L015Zm~P|Gm>$F#uwsPL($ptjZ?njt9o_`<%&zX^|=_UgXv#2NVG9tSs0iViRxdSSaejyBHcI+&g z*iYT{Wnio9=f)$6&L~ImX}TGXi5c-P@g@=pqLE_X-#psvFPO|$T3jru<`Z_Uin-P> zfi~MSPqr5R!Dy+DeCFWdFi#?ms<&JG_@f4YQ@AFMc$P?LsR5G9gsfcGP8HvF4_Vh>il zBeP+vRVT_p{&{KjMVguI+8TE8B6!8DA~`>7)(?m>>ht3@K$t!(nBABX)NIJz1?I*`Yd#NW+$Qxa+8=*$q#1BZf8|gQe$i9BSs$nH3o~spnNSG{gfiH;HKc$ zz)v;WIwm1C5=(*@)gmUwEEMN78le6oXgGDGquM}PjiK$yi$i%xYb$hQ*$L4-24XMF zo1Oj-d*2z>WVVH?*kKeMno=DRk&Yrox&;vt5otnzfC!-@y@U`^5di@eDbfWA(v=cA zL8K_sdlDc50#XvBg%Zl$-<;7iXFSf4``qXLn)#JyqWM1e-mC1j-u1pxF8136JUuGY<1?$5t&91DzPi16_P^@X%~oWwpb z&NUD9|EzBvHyYL%kEsM0d6YXl)7OgX4!Z2M>5FGlEWhux>74rrfzW{E16YYu>rT$F zn+jmUC%?Xjk#I?;mu@K9%lN_sDmB zrJzfK&3`{*kNU*Rqo!}{ru$a7a9D^seD0?6LtK-07%{tN3N#m^EaY>fbMe;Dn3wF} zJ*F6AyX!sE^WeHQ%;@)~medF;1Ou*`!_!D`ZME|*xni7zKip+`*Ay9AhW|*kq;I(!V2uoJGxj=wk+{iaK0TWIAfc(eux z69}!YzU9YFc6awmz02-sXoPxg@Qsxofq`AgjlkuO12n^xnG|0+^;LV{VGh!}I|$yF z>2`so&=mp~#`SnF7zWg&yhLSZy;1I-1Z#J=K8Nf~2W8tIbf>gzK}LTW!Ucs1oTCl% z1AN^na9e%KUUM}3a(iy zGtnO7N;sYUtTI!sn9iv&XfmYuOjcJTalxCjM~SpX@#uht<&HeKD!~7$#{`*L>@K8z zgg6h{N~AO!Xg$f_9l{^4C%-s=aioG9ju6-|H)~LI5-GaMR2T_vLaqS*mqr4P8=7^r zx}l~EJMiG+9jMsF1*%J_`GHg;&6|=C4zmMf()}*Zsy-%G&;8p$J^Y#B9?syZ=jvh= zr^q1R-zF8g`yw=&-2t@_4^KYW^6DI;!YQawZ@=eWkZ}0{8Rwb_Itny0Q_R;Oa`{Ce)m;t((amd zEQHvHdjA6Jl`F8Jz^%}LzbtUV*QNq4dHI2~N8tC7LRJVZdabWmFV}TN@=Dk5IiZ## z?nKBRA?2#3@)mmqmX5F1|L+2T;ja&PUgQ=J1^qsJ2w~sxjGfu5FFCiyL8B6~A8&7K z2YA=$b#PKsS@fE;K3vI08}R!jDrtT^H2l7 z7LocIN*Y3t4$aC8m%)r)`m_2N)hZ;X+KYRC1_KIUUh_z!Ts++d&@t6uLXi*Dz_`%-tPh0Kl;MJrKdgj*}Pe=RVgP09a1p zi*j|~#A~JkV85h_-pD&UmfYkmL_f}HaH3;@15B6)FKn?DbKoX>BFSqkURcfy+^jD0 z?#@vP>-GhezI@YOs0hAF-5UnD3&f!u7B7^i6n04Bm(Z2Me=fkh ziZz}5AdFAxt`FskJ(AgTwXbKVGhBe^&ObeEQJ-W&+kT{Y40J(-yFP+&l?c_;pJrrU zbK5?_A6Me0jJk5?{k-P>KH2Nl9L_Q>b*fA7$cQuW)>MV|WI){l-R!DaE@- zX~ywMLT)kDO3Ky)CyN-w?2rX;ub`g!*IU62sck;g;*SfGX)ow8a#3S@xBQpo{-agF zM1TI#D&!}H52LG3FW`*9tn_$(;+oysGt74vtNTe+?|$n=7$5sCE__QaJ_l5RBdRUy zDV668b!ykH$Etky^mzWmw*fXLkozk*;Cpl3dHy4)MQA{YSqEgS?PO?h_;(=sWah=c z;s_4XLkG*^xU0^8J6T`5G7WnGM0AHWplncsLQxDrIJARP90AQJLh$rdOJDXFdn~>k zxXf4xBJV7u7yLC>{rX7p^V=`%ee64N?2kqM`v3p5B+6=j5W9u~xPjv{KOJ$)j0a`h zJBZ1K=)b=BFK&L1&!M)gX#SU9`QyQ@zJ6c|^20cUL!)tYe=RzE`wL0iKz8k3b)ofN zqws%vjc;$R%)jR$Xe@An`MdZ|KGb)`r2<{xG-0PDFMRvazkWDKpaTo#CJXkUT?bTj z3w9+h{>gNIUtm8@P`f%UWBKDf%{cN36rNI{S*&po#jk*=erw(P_HlptC1sTz7j#|w z?rZ$@ExsMHm*vp(PCUebQ2=I|)1Vot5Ke)`OCuiiTmJLcl8*fDa*miwUj8rj^?&_Y zWxnlDsdxSzZ`jRTFcxqEoLk#*P=3AydGi=>Iy!!lXnZsZ0xR>@f`9Qke0vu#dG|vi zp8vKPUjvod)|SEaFLlzcKYXok`}ggGG7Bhd>p5j|Nc{Nlefz^-KO|LyWKO7jX7Bg+ zuOBY(;j1cOGj;nW>MsBI&wTf}H2%$>`RiAH^uUE?|FccI|JkO0+37#l z^oLdcV@>~Zu>Ux{KZ58#vFTq?@1NN8ujJ&P6yjfb%Rec^AKBnPDa1c1#6Jo7f4S8B zlS2HHLVUfg|85}vq!9nlQwYBe^Reb_^BEJg8MGz*N#j}fv%gkXp1aDroO}o1>zLVm z^|Cn%RD$(7OS=e$XwkypZkufN$#$M4-9UANr;=y24&2)><@d^8`K;8FXGinJaL9x~ zuamYX)htg+JnKnskskwq+|y%~lyLNXKjYumXO5-Z-a@|VGnw!mb@Sg8PQ(LuY`5Z{ z`LOu;uSJT#d6?h(55D`p>#i)lt^{N%1veq?FB6 zn*Q0UZ(H%tR(&ni{$o|&?Ck&6s+7lX`h0$qu$)j|R5wEMa(<=0t+`7ls>Uy0&|Hh^ z)nVOXzWy+1t9g51Y@}mo%c`d?g#a)2b}({Xd3dHiBp^I@sdKFjUpOY`)wRcMrpGZ3 zH^%hrd!nx&dlm6Zz=?=exx1^LD%vY{CZ;aCzmFS-bX6BFF+W$nV39x60+*D#6coHt zj$yvo)Pf&~5D~v*KeEzYEXS}V&Asu?gpA!rhOvnN+2tr*fj!q-iN2A&rJH(%v)~o( zD(gkC)$a+$>~rS3F^8pk-mq6Mz%FjTL6j>UE-T6kX~;|VToghudbe05`g|G3ELCeJ zycco7d%1WBDI**2q_=e`c)s(1sjE^OvrCrM)q{rKZOaJod9mCf6i_}&_g6>#<0Vlx zmEXO)b>A$jWluyc&ZOMxk&r^#wG()RR6*SavP;5gI$R+Fjze`2Jjb;poj&&&=dR0s zI*XjCE*e07d6X%Fya8KXM$1Q*nZS&H-B@M|_~mr>kNZ;J4$-#{Ri13exu-ce!)QXH zLD$9ekF1lQs2CLXBm`x0#rHeSq4o|tl~KQu`u^teO6z1aW!aL_2p z^-D+dKK+jmymbAaXXbsJq!cs@OVTP*Cx@iN>;hRbV|o40YiA}JvIk7VS)$?;=L&1-(|cL+eRxIeKYw@9R&YA+JZ56A`LkngdrRf;V5heY?f!fG5GtQF}WT8pjZsWqAuVgDxR2a)K zL=E5=J~!49%%B;cfIIb3PQYh6(rt!EIx8^8R|UZlD?40TCSAMmL8=yRd`r1}o$p+W zgy{|b|I8i!Zu|ZA2pm=}3&};b12Y+rxd2UV9)>$jkULs3YuU z6Drr%D(uuE8Ey42Tf}%KC5vvdJFwB@eWUz+wab<(xprAOmO8qaNslEI!=IDN=H5)pAJELQ4@t-8 z$9XRmc+R}($QzE#GITT-J>D1Te@|&69Fbg_e6-oXsE5{lcEfyQO-Hx_$Nwmn?p?0z zbJ5HxSo~Z$+CsZ;VJXt;ea5=)U|LH}!`|!}zq!S*iWzN)qpzGUqr`pDZ+Pm;Qv6-4pX z-nHJyp4a-tSWE}>g^hnr<2qsAO2&Md`prdXxNKTZxIw*$c)l?hy`0!JgLZ@`mQCB@ zu5($FE6tCrFFvn3>nYVV=U>Eikik-K-ayFTinNg!R*w~axq5fQm?w?LfQg^0-MkNx zwC!sS@V~vPY2yA~8s8=UEwGGvZ*{%buCH3UJQR3Hl}`5MYjB4=Xe}?u6pa6-czHf+-DrB7K-T# zMI{RQsnQ-_suM$-DN8-J2~Aw7UWyyteuH?|nO^^{nP*BSOV!2)^ht%UTYJ7k3jCMi z#UGaks)CY2p~MBfNMp|$q_4-nM2k0PC5z|;hoNIUipcU19t*gec)qkF-YaFX{@ z5K>>CEY~Fvpb@;o;2m{*uYF0&Rb6A+fTX+Xn5C|BF0Lr;i0SG z^BFRwsN2D8ZSW0C>_9W&p*68yz9L7GRg7KMwKTuv0?j)EL(3SR98$#%Jj%>NPHqcv zdLuy0Y#g9oJ?HA`K8AG~7+SmWnNW5h*wUWy-9GGe2`xfZ#X##t>!d_WkxGoD5~*Q< zxUEoWt-r2#c|9Sc_-<2pvqG2c>is(E^ZTd&2KVwUfdBE~@-1*DJ!4|(rsA}k$ZNB+ z#KdW3aSQp#S^}{@y2f%Y!q>BNGo>-E>eT2r zsg*_p?rt5k>zjTl&)if#l@mpk@(KODtdkssluRK8q=T5a+~?44`vDUTw}JT?o+J%M zCrTi#7IVDK9$JH*BOmnTNMOYwizUh5#h?MHVuvORY zYM$b#GX}{Tw>Rdr$D~1hSABYbCWj6C*v}UN{M3%V3hx~~`lRR1Rp-GKZYMU;_F-_37oYFzm#w2W+y4sWI znZq}$V#C%rF`4&DKgk{B>(4RAV4s-(==iA%|awrht5s-wqrn2lYFou=Pfl? zFw3XQQJQ(>t{bJ9E}o;v^^<7)D=V8$&G>`M!Z-ejV8`GSZs-#lJ=F)bp4YcT|4b9UWmQ$%L1~67B`PZ8UFBS3g1DVJOn=otZ|&3$`6BH6c2i=0)%aaa>DqwG zxtlM(AZ*fOCf^5K;d(Wk!luL4yf)Pw;#8jkyHOi6diHwZEvH{(bLDfeSDPf^D0dqR zr}EWkg4y(F;>H+$X+5`l$;HE8Vu4ie++c{)5iQOJknk&lWGPP zR~`*7ydId%duAYm6>uoQ{T7pVDL=9Jh6S@lddumBk=IV@$b!POVk=EKN|nHjf00Nd z4|Q4bFaxSNT`YJ^s!%mUnYQkz^tfz2JdFF$IN>^$*#`A~P;v%mz=!vdLpY(HMmglh z#40KEF7m|Z!B?j|TI%(4Vc|3#3teQaMCJh5jlWAZLrU(t+|ccerH{*VLmv!SNIE;D zl{D$ar4esNm`$3Cn5WkIV2lsbBlwoJD>q@psH@652q%2f1 zN{F|x?2#ww?QX#+lQ}eFxi@CUcGW+O$@|R%i7%n4S}ZU5#E*&QOy*B3$$EJw4s&t+ zegQXU!COnH%9n&Xz<`OkTrQh{m!OB9QMI#4X2AC|JvwVE5m-}IR<>lh09 zz!=7xUzPo1DC2j<&M6|DO1}ZIh{x%Md_OiTV=e%XRZoQ*OFY}2_8|_w-NkjyK#wzk zth6rpa$rT-+zjU^Z-3!APAJ}5m(OV+c*0{Oa;v#|P;j2IGd-XFzT(mCKmSm1ukH8s z39hrAp6y!uizkXEUGlp@A?GxIXGk?Y=Ic1$*BJSoY5d7c`~nBH;3d5al>1ffG>)OR zE|C&B()^P{T90+#cm3U8{OgaK3tW|r42B^|%uBP9ndZP1_Y(S878MI67awU01`j89 zAf{p&r_z7^H~seTfjatglb)L1DUiBcj6lp~9~F|N>9cX}U(jCdn?1G}J9*9Y$cj^r zhH@VPAtk83r{KJB*0>@qPK~Fzx!d5vX)2p zg* zEqJ;7^BV`waa|z@-^IQPQr}a^{7qyPZwGJ4D`KPg^B2C`Tl}0vuFB?kNHj=sj-%}o`!9Xo5v!_n>>EAr=1>{Q19o{Nji z_%TWau@YYR zjEUC@_qWc^C{(E~NKtce`1wsSeFDymrP6KYIC~rNL&;boufL^sA-=*mN*a9l{ik92 ztX(X8cM8H+dD7}PfnC0!YI<##mG(t<7;BvInh#7=hS(`v+GQC)qt6ub&SVxgi1GiGN%=$+Rsu_-WL5)}S1r2o6H zeEF82+JPi;b6y??*0shZmf#FZ6!HhazuZU4-)gKos(#)&^>OG|QHpQ5MHM?Aha%IV>*}|g~eQv(m zYXwZx`quS7+_mrGWz}{1sSXw^IoUGvt~zXQYcFdyxt~c^o=8)DBG{t$l%@7z%xtt$ zh5RM;dsax==gruQ`_We|JFSTMU#36>!u)L{)oQxeqdI>%>e<->i&TRL?uG`!aR$Gg zj}4gF#ES3l4OE`FlB4yvB=A)v^)g4F~ML{j=r~~ zN|7x|<4n7*L6WO^&a9ojs8y-U{lL@7{O5@g$nN>Zvjt3Z3IxgT7VzI&^_Q<+dF-I3 zZ?UI;nuG6Tz{22sGxNXNVpW9OY7kVTMRL$o;WyupaB94XK ze61*fmAV=i3V6 z!2z?>hJldA`NcGR?fglDc>Gb`O}&q4nesT5QZp%O`CHq4d#*Nxorl^&V6sE&X+^d9 z9I%wv=|VKu^KTi>3=lvZOc!lZtUclAt-@Jmdg*c^)+0S!EzjCcG-O2p=|K)$RNss< zH9fh9*$rWTMDZ55ILnvhNG5#9$f9IpQ&S~;=K|`AK@mL*Uv4|uoGlb)&Zbvyt=e5v z(D0<9a3oqA&K+#2d)`{D%>>qQb`v}4HzO==wyhvGe6%T1i>jLa(T|{Lp@YKm zb<2|!CmPZTQ%~fiY9dFQ4;b4T>Z+9wb{;CpDBzWyIUL^9pDUbs7IuiQHif5`>!w%Q zW{&&tCDXGzt%|U&bwOPsk1JI(-4INq0v{J6oSpUy-;K!XmjTV$K`CSU^;4yJFW=L> zmh4I`F$>Y)YKz|C(Bt3`wo6~KHb}DR@mbs&EGR!AzgV$Zwo>$h1VI*rwSE0KL5v>j zBI(X%!e!M9rs!K+3C!nE?&dK02;C$yceEPUW42z9cPSO4P{L?u;_c;YBfT!6xnZ@t zGy)rD2X|b95lV01nTSIxBe6TPZz5Nd1%SL^%fq}UZGmm979HHtx=HcU6+Sw5OSip> z`!3@BO;YyooZlX{B=S4K62%oe7rVap6M}I9;WScF4#)lkk*4Zw1dl$Om|Uq;gSv;< zX99FC6nghd4-}o2&3oi99eK6@Jv(cV!g?!SG5gfMM17WYXG$|6M$-01Z4k>0n1ij& z(9OKj9CzBO^~|mj#a%o;Uz#0w*n0GHP2!1Y3k!=lpiDD-LsM!Krv8x8uYKlq$l!Ex zda48#>$-R2zA>j)$86KK>iqPHsWOuja;(i+y|wt2eVT8G`JuVN=N5B=ru*`+nvw(^ zvb#h7sEk~hBD=^l`wvq#83Dc{j0*EtjliI_6QD=X3#$XnLI-PW-)2_H zeY%-)YY>P~8LZ+H*9@}YI7MkB{VL}0tIc@vcMK14+i&_J?)s#~WQQ~vw-FR&w-RXj zQc#z0!N6-{Wwv;A)eFg)KvuA(AHtmO=&OJk%8|`Z8J<*kM@*xgI~T>v6%b2qaLy+h z%Bfl)?78|uqjxWg4wF7R#fNAKBuqRx0GDWbHoD&4)xs*+hPh=+csn>Zs+yrE*Div0 z1J?;PCsGMCox9YTrl@;|l}Nwnge{ zp-gqP?Q9P%(-%mKk~ncwx+p9tlMK)%O5{M)!sEFXEm+K_;Uyvo1FbQ-p5%wFaC_Er z1=9;&ocX3U)O7a!*U97xkb|z$#Cp!FO6gZtcsrruP(H@%w`wZWbXe<8%%z?8!c(`9 zF&eQ$4|qc#xJ`DCbT0$;OfE3>Ig@0INo>%^t#mEDQ&s#`L`0`CeQrPZwdbUtZe#^xo5s~=U^M3ag zI}%Vv{rleLe@L_mY7zB1wvHoq*UkznLsu?W%PwPB{-f#AI%@G)p#97mJUc{eeg2uS zDX|kl8Q2A-*M^xM>PR&t`*`G33}K}i353|$s`DW!@JECAf~e%=WKTfW!H@@Ha|PL1Bl^@_GO z*nyAYGLBW6nv0)USpVd~;WF5J9}}wBvs143RVr^~nXA3g98KedPBy7P&rpJNZMQVp z`UNac{eA@z%v-}`e41=cv_DV3oJ&|N=f8Bxn_6av&*R$5RcK4Z+6Rlku)mx}tEkjI z>REwXSy?@hwC%o$%T}N{Wg8X>LTvn>xjvC`-OZsy0>ORBNUn_J_Ve-1bc~Mam~w1& zn!t5g_H4BO?{0mzJ^4)3%6L4-a8KC*2ji8h(PAn^<8Je_?n|~*hqc8{8X;jm+-&;r zbP$UWeTSRtl>GjW|Rtsd9{x7xJz>5jH%3W!S7 z(B3)om4f!w!3RDqF9ky0f{-yZby}MS_!xN-mumQ(*O)I>P)aA03tU^eR{=v47kbeH z9ThtVh)^BMhqr_Ac8zU{pc0~fhecA<$h2YySn(P1r7KygBL3oE0*6XlExF8 zAPUN*Sln{#MVEbD*LtP>(P@{Toix1|GYrk|uaZgY0UYkav zIZ^X%B@MZNqr`3%>_^zfa^lAOjCuDl!8UHdJpi%deX3hrp93O>;+3l-Vq;fQ-An+% zLp>nl;7E6#0t{pOAu=HI$?oiuOIU%`n2cGfqodC-$1uOrvKqyez87<;G?+~+v?*44 zOt1xF;47go8#mwv4_=BwFGn30oS>DBE2V8B)%(NrCq7}_UK}L9!y=@y)MsBlFK^3y zi`lxEZ5MPOqmb(hG_^cwRUJ)EtA5*h)NB{`wNgp2#1P8pnUj}Q9MnyUH&Vq=)^R`* z+X=Atj5WWwWxdjvsH9{v6Quu1(Yi5NCD`4i_HhXrB4u+(28=WE`u^?%qpV*tALY8aGppc4!`ADzeSPJZCwKrXQvL!$BI^d;u8xL$|+91MS>`3Hx(dzQGR=v zlE|USRy+|~>`57UlDf-;ER>0<;IQQY*I^|^C)ss^c(FvE* zj0`~sAUIPDxF=k?tbp5SAM=*=1VlAA-ap}+0mQ4)`tee_Mis!7?|jIS%>>03pO4#k zdQ--2ZEbn|uXc>x1-xmGTv*r~HxO+E!eT`(NPx#4;g-cVX2s_Ex02EgDS-8RzrdH+ z>ayiX!ETHoHoamle)=Iqc8j*IT0A`#$E2Nhr72#M#a3I=a1-vSSHiDdp$s+MA20aG za^uiUcWWOW(Ht}JMva{oGU?JG$~_O4KqEH_1K6W@aB`&g;szI3FH%U?j!U5k1i}yy z?R4t{y1O$Fc_9dXp2vEbK7pi8J?^W%U9#`=r$<}I z+!xQ&?@ya3QI8T00bES{3EmUwePckEs!3robQHBZQ_m0ugn4?;qV;9HaIP&-Mo>JF zk?HP9;|-I)R$S@5FtNFVssJ5S5kbMADJ5PLe=IiRXm_Cp%RGCm>E`Y39z&Dn`-1ftGc(R)v^tL{6j_+*6rbCmR@<7hMRSktz8Sx1#_3N zq^*Q)mQNQC=@*+x%Q9H%{Nk-|SOzj@j`7G}!Yx=+LcqOOe0>qUAzf4x$e$3+@Qz|v z!Hhuxid8P??zuXrwBh35nQ^78Ec^NM-#lzH=;a7xz@rxm@iNc;);TXM=G_)NG$Mxf z;`I6Q#tBL@hH8WJAGv#Uc6E(lJCyAD1}fKzuEF6r7>vTT^Gc)yqM4H_uL`(%Ue&Yz zl^*DCDgwWViqGz8deeg+&No=YA6FY}Il$P;x`-zdn#fLH;u;jk+TQ^1U7doa9mg$S zk1L#Iw;Ga)QVWqqF%y-@NtC?@?Y;OK+(uJz`DXc;!u0!v7Qh@`3~~XNwZYZX;0!Z> z@&~3rzPqc7C05Fw5D)X1OaMYl#rqQ~fEv?~(#D*U`O5tGwoz}O#kMQ%L!!*otGBcL z7rQ(>(zpOS*JDO5+_;8ggKl|$yjS13pRW;4B~-oRKjq=bBUh1moM`Pe{?5^3V7{`; zl*g#+)Mt}WgR3kO7_!$uu~eoYvafpLOb_s-8x?!KJ46#M-+zCy&^+`sCM|re0_ZH= z0I7ukaJ-wLp&|XbeL%AeAnd&L?d@&Y`y@hOSUZFHoX;`MA$sb%2uNeMZ@vSg5e%^* z-@T9MxD7~wie81RM>rvOS#1E`Xy&@T-D-0$CZOc!0g$6z^Z%`4%oFS~{aC=ni`%mh zS!Z8b5$)=5{ASW*Ve#3(POjV{qP})h=WKgILwcFQ`@_=QWl4^by)3pdDXH1EfMR+m z*^?Z+OHYVP{1!jIsEn7lCSSkraC;0e&FqZ~9_nnx}nec|Bm`l28ACV-Q$@E(-vJ&7Mek?eEiM;a`)Oyb4cmVb@ zMlbT`l(10dDh&~T!;bQEg)Ja6er@*les8gpd7L}J+TV;n?$+7ofSwMGYvsub7o3N9 zv>pqtgF=F12yldN?w{U7$93vXRSmG-^p=La$0W*pR>o9cDfxK~)UTq}V9)FcYZ9za z@VeZe)N|iuc7xM^2>_%$7w`p^hH|9#g!X|8rF?Ib*?uiZzcvLt&`kBOP_i_%OKIuM zpy#VA8Shp?9DR79c5+Far-SPoi)iqfAZ3^hw@WdM28WG1*7vj!O7Jwh} z0JX6bI($74W9<3@e8cS>`NfwhNN%}rf%%<=Z+v|Gwz{;50`*AY_wix^0)hG!6T1E< z0132j9H68v8HU`r@6uZy)|`cDAMo=JK?R>I;^?K$%oeta^INx-{rRChT4~iiwc*s# zbe5F;Ng84@JIs+qlTnUA*if=r_dt)yT=GgkeH#Eg`x`9a-xwMSW#h{hNZQl3$ac;9 zMBCO2K2zpA!BLg-sU-rjF)_}+H33_e$pL(b*DHOzKrP^cxw&~Cpuu~bk&3zW67ti( z-HxHO1e}?p0mqPkqv2^nLnTD-_oC`E;M-!h?a2v&Bpcb3QDbtXXB>*Q-C3*lDJ#a> z;r>x!N{U4nGU#a-=?Vc~Kx3{-zg=2ddMxApdKY|6ceRaYO^bq`Ww8PEMPtwI)t!)# zVqIT}i%WnKDCi9VvCSZGa)qw3keFF3M`LV+Dd+oF-IR zVvACr&p?59<~bwkcn{A+3rH8@87453up$SMd!BQ{;L(8BJUBFzJZ%SxbFaPTMy(tj zTlT8gryrSu4#UMREA7mjoKWT^jpsc+>Mj+4;4uu5;B^cw*znN}}sHhu|8diME?DrH5+@&@Ib@ZCT z#(5GzT`xqsd~k1xGJ^j0zOI4U$fENZ&4&8Y;`ii1Mz*xlgX2zIn?iUTe8pu$=~qAl z_0(FRq&asT(!qA~ga#A7&II+-J+6GKL!Cm>SKFeq;VQemphqS>$_Fctw)v4$ozps&9F z#m?{I&)4LpURT}AP$sr@aY3D-NvTC0hW_ESX~{D%RSzGB_Za|qW*{S%opDrD32oA; z7iP!TyGplLBYq||Gm-1nDF1-C5&(_NzP&Jo)H62VlutW(3Dg^}iukKUiNU!cF~}U* zDUji?EG#TMK8qFbj1erR06m>^{fZxb=$}Gl^(Ce@8Cl+dlDZzGI}C%JTcxM`nV_;A z%%Oyj8}NA=74|I8jj7VNa67;I4W$Rqx72`~P05xiP-^BBSdzPLYi0FLfdndCJn47H zKqQD=l?OHdD)EGFjRsQ9uMcP|AGWcv8M?h~-#hYn)iy>>JGHT&?=tx*?2o>>l_0Fd zk(uZi%-@5Zdc(_znp_i#9YU)2T)j(dK1(~FN|1r0+lk8{M^r+u6_ z9Xv^!Ihud)0=mY(=0=M}bO(LTA3S)bPb?EQU zRky_ys%G-#-%Q&KbnI9e1UNhP>sfs)v8$!1R(sO$MuGdlpIT*GVj!Sl^UT8Qr6d7R z>MK9&2q3<~U|i4$=hJcfqn+Vlf5gVp{4*`RClS3|{(4U}kRP)edeJy%7Aw^^Jx@1L zWv}@a>fF^3qjeooJ{sx(=mM*CJ36kNA)^~y;fu!{6gD#gMaTc>Dc&iBdWs^aq})DH zi``w2^2HefdRf+?%}-a!J=ct=5c0htKZPltY;eoQLXA_t=wwm7FYMMP5_W*Tp<_C! zOdM!q5t1&biy0%TuKD-l@&qFLUYoTxyhi4EX56IR*GAO5X2@K;8DrKj=Yh++E|YSk z;ZlJ936JaH?3~oCt1h z4lyODb*P$8v13#R0~P>^cya<0S@$_tY9hD#=WoUUWu(9g^^NB{v+a#%=IgMY4%$R+ z-d{ZKK;aYg3NB<^Dzlu+$(Ae1k=M7U7Vz5MFtm7oE2?kU$z|e$`J0Ec7vC6fqU>;3 z`S6YEomSc`1Pucg0{`MQ7Q(tx-M^8ojOsLi9^xS6-Ppi#rZIrLS&`d zmpo|``N4S;`3nGORa&@X6J8~d7i!7}7H6Z7ECkBamtFL9Dk=w-C-O&9Gg??pT{rPl zYGUHg!y`s4YEP75g)tT^@WM*E_eb%&Tc~bMo7(tRu>30-4Z-FYGz@fZk_^L?^DZ9K z9WgkxnQ{)mdxTZp(~OUdWL8=0Y=4<97<$C3E$$5XsZ>6u^#$tkYuT^<=5KDP-@bZy zuS)UptE^_h910wM0OU#Gvgc#zYTh3em_Vg_n zgyzooXEy~*I%s5?sAkBD*wem-iKuCe$$NQRC`Kp3O50OP!Nr?;^O5kWO&$Cw8nZ^9+Da(D3^0lExIzUf zhw*oGh4BWjq|g>VzHA5;%QU^n8i0X(P3p{hnRC_6-KSEZ?0dzAA6n_LpsE)Ptr)hB zHau68!45*#!e|B-G=e|z6)hdTuVzvrTsH+2zdH@gr*4Lb2nI0@3v2Y3);SfV?(67KcH zqYU$H3et~|>$1rPkFfkY#CXxES^%w#(lEnY>(-t?*=W|{gR&;FV)BtQeAk11{v<{- z(}gQ4$D%*<8{EKFRlE9MhtDObn2;0DHyXw>Ye-) z>rFwEodGm?-|V_v-eG%vJwGg8<|Sfp-vOc_GNTPX9on;-J7cv)-dywGHQn%%4@AP#%NXW0=w^fYc$(-_;SF#yUg zdNs|{&V%(u6AFQzB`H)Sf2LeP90>{n4SCTNhC>iQlq91&6Owiyq$z3x1ixw+gca_Q&q7Xap}2dz4vqw(fe{Qwy9V{#AP zgzw(I`(Xq)JJ;XCqJG|X|JkZ|@Ps_iF6oK6s zZ%=gs)uTEfFIA=<+#D+{c133J9@LIBClpwhx#qsvl;`5*2cGMf58d6}zjuWaBO@ct z`cBM0YG`PX0s40?i9ta@&v%vn7kRNCyAp9h;5g*Wj6vhY2#7DY_4XErKQ41G0Z1pP z5LW}LM;_!0DVy?O)QiA_?XILyD8&HxGXylWLOZ8Pm( z7%Y~fyR~(Hth8e&fREJxC1Ey5Z`jqEJXty`yh`I!HoXYZ6<84fyg-h$e5DUOYg-QH(Uh&pT#U@fQ|;uu zJm;!~H&+S@3Tmc-h$GbY=k>Rx6|q%(R+-81s1O3{yaIRrlm0@LC?IE|&_zD~;WqlI zL2Q3};H9d^#P0!kh*GqUJry8Mx&iQkz9<3oBbbKlP)1h6%D$OSKjt0u~fOdAg7Y zjAkTfy6p(^)*L{4Fh{|Cz50NF;<;vLs5Yw#S_V)JJ*BwV^PQ9EpM2ks1MDA>v@Y{D zeL=-QW1hu_Ar8{gg%^Sa%kDttxCY3@vVv;ovNrE*g>?sJ3ACx%A=PWMN>F}Z0&U>A z>*bzKgM9-NKBE$efl$98EHpIKOvGy_kiV`yRXqiRvAjN9Z_^5T^G}Ef!wsNB6vA{x z#;i*3zJz6!#+7fc`A~i9M&jGy*}`7tA4YrA#vQBE7tPn{?QT~UGhID9@2}quHc#Kg z%OdfMU530IJAirKr2m8|>0n=uyi;b)Xf1}!HwK!uGwGVB42W^(p~MgbJ?aBeyG~Gv z8i2WmAeo;RbIXy<5biLvxw&~Y-Dw#GfPSAccBRo*_W;e)BqV2Z^chFjCqEy4qaOhq z7c0jyvjVWQaCr?tTo`?Eej(Jt%KA>$n!-GF*>(g*I7j#}V3YnU1;Fws)y^aUFmz#o ziIseMA_JOD&Rw@499TW1OH@1(2^$iEFJIEp(;KbZfX=EIz)ATd-Tvg-|2{JU@6L2a z`L+~N9dvvT?KcF7Di`y%WR;ZleI4x9*#jawtU3~?7s`N=nt6YzTS=;D>F4C)rJ>*e zBkaqU#{u+au@*=(j#ozmEwhqM(cGqG4HeN^GC8&BoZ+id|3 zw%w#1dNvS{V)#%#Dw!)V@6oBI>!N)v+nhQ8`~Bu2%N;WEbD!T~H*kY>N53 zvVkvKd`X@y6 zLXU3(a(a55dvT5ZBcm71tgNC!T`zIbkJ0C&soB^ffDh~<+AhHRw*JsD{q*zW6#tzrrlN2LL@WD$l2D!_e3N=C!ni^cWx1!)TQ z-hIQ|(h8tmn6Tcmv8=@7yz;?>nz!Ch0r<+x;DxrO1t?6Jb=3P#)n8%sdUpx~!#Fa=qGl}aR=okmb2UJz` zysDgVOqEr23Y$q;zr#wT<8tJTt!Pl?L~nN?6E3Xpm;ONNqybPEZ3ieTL@8*837CUy&i8rpLQ^pzQ9U|48Ez zHNf|CKr?Y|vXU|>>lxdO?4LC00Mj6iteNQ?Do|t-qp)Ug?PH(M?E~p+Sef14vP?&QZ}-+qhf1%(c%*>FRFOBrY+Hg`kV0bfPqp zB$52eD|gt+O}!hm6PyR00LvpyC{F>5LFXE7h6C5Ob*TJB^%T$s95CxtTCWFfq73~C zo6>32G;&}Cd_`7TQQde++jyh2w5y}Ycd}^UMl*Veal>q7762b9EuN#sp1^ANOdd0e zo9s{|cVNbVT6f1e?%79k*p*cHN@~tA8pyaZY3NaeujNX43$1)^bQPcqzRX*|sTTcg zv8zPj|N3!qC;+8ha|KBLjq(zcZ|g=WR$fmmbXJ(q3M(BB&i#E3R2w_NlF^kXV#`lpds{50gmAM$bDt*xhIpY}erXO8Kd&6*sC>RyLF}hU zDU6+NDN*s1x{F@X+!z+7UJhTkqwenRlqeSK7z@#e4=KCGjgfi%vWq!707~#P6{J zo!xO;aKte>X&Nec06!UIor8uG7RxO@+Ty6TQKKRW>E$bGiSug4UXsu8Bc($@LYRA+ zb8}e;1>5n;+PP1k=HZo)prGRk-`-PAJ@=$H9F5r$P=iI;YsPzO zN5{bQM%6q6?h8W)6vD>Y&@*gl5U#su_nq~5kciJid1eQCV|oKs3V8esjIFO#*8$-27l8-|v2yOEs$K3^7pm7s6j;o(udTiHw~Z(=J!D3ON?bB z#uVqMaTmog7YtkZ#~mF&ySs865~74$Z{I{rqxue0w!enyA7A8d8EqY}81{xUr}Z!7 zc*H{x&h_`Z9E*tK`o1Ijn0uD!PpZB*fA>SUdH^#U7zc^y#QX=`>W2;#h}9GtSa>v5 zqDYfgph+xJdQ#_5G$~l5M9Wu_11PH87++cux(p3n3g@L!N0GiqZ6it2wosyt_J(4; zS&B%F6$JGx@J(_!+mm^m{IVt#qpUi$85ENMG^p(2ypl zYcDM1eGnz$c=DahYViz0?c8&)<^(rq=aUN5*J0#D#}$lY%=#K`W3fXY)ur$DK$7Jq zm(A|)SGu&@vMCYlz*f93LQZ{F`kKA$xH)&2433bmOj7oiC@XfdwnhuojDvZ zCC`zxc9k^uyjh)v!03i*toLaQU~k_9F<#d3Tkm&S<(AJjj4%35FH&oOZ4Flfl;_;V zkT?_-Bn4g-)WY2Obt0PPh^m1S7FT5|wpl%z>bREue>i*ZuqLyueRyPG1RM(@V-4!i zMo>{PQ3%b7fCvhN5<({d5)g$10Rd4)Y=DZ?5WrC>sf3UqgeE8m5>QI2fRzYIK&46l zp3Hf_^UgWHbLIvA;X=c8<$3mAd#!uj>t1Wufop)kjjsiSZ#6|lCbILrKxnoNuL9yz z<=Or_O=oAD&YlF~;`<_ z=W3CG!-4{I+@yTdD`MufG{0OEnemP;KHj`JsE~Q_(nNzkP2P}Gm}EY7zxh?&n|r{! zRDBk;r-1&L17u}E)6jVF$QUdiXfm;oU!7bLBLaka(ZCS9ELA zVy9ks^~quY2;3#_f#?su08uZCt2~p8qe!G9V}NvN9+GNZ@J$>yES?sVyFzyFUjn0a z@J79kSHi^J)Ton5``619wbi4mrDZQNs1HoT2Y!Fsc2Sh$qEIEry3m6&0QmO?w9cOU zV_PyWw#ZDrRsy$*$MyMbo#DsM08r<{y*HAr^KZA}E{(}Ua-sdyJ$pfFe#k{YF+Ms5 zoScPWYR9~^V;D66c#TlKH!+#)*B_;KM}KEF?Pgaf2@obCzHE8 zU<0?FjGyS37wqVm0YKN*a~gdsCdU_fdq4t1frps98{OM&ud(%Yj}d1Myk1*6U*7D! zUjH>_C?wN)oD9=2eC^afNbWo5NiP@ARYhh;4OG6H$_#$iJ7-~&+yewK)pB{uR}laM z=40Nhj{AJ2%K&KfnVX?+GB!dPy43FIXAPt;yo>?VrZpDt3~JvQ6mFe+wY9gd-(73L zXDYUTGPWyz%5WjTV)k3JMO^=>3lk#?b9MbADhl2>&>j3tB9GT zj8S6eFaEJS;mC>;lj)xXst=aMyctIMeppzoo_#olYK$E#*F3puxT zH=++ABH*d z(4)J5M-LW*pv~4tlROmSgOe_UcZ*4atC?XC58s z^?)T#S#bWs*-|P4SAyQo&be(;T(#3-Av(|T*7Ck@zQSSoLPDh%hs)iw!!dq z9ZhiJ!UT{O_sw4e(j&~Y-ol6clO+Suwg0fZ|fJ{jR8d1^e@eiOr#X&+nlE; z)At*@#*N0!0(e>y0m#Tlt}r%!lOyUu9mA*=^W2ummPOTOvHNYj`{RWf)^u<+Q*{?99C&OU!Xmd*|9ZX4}S!=DYLVt0p=W z)9R!zYRUZzQx*&2E&##vMw<8k6TO>9CwMK4dyUv>ju%_Sj^PD=<1*iz(h5UOkKCbF z4&=;>&-Y>tHy+}tKGx+|k(@9nL>CoSVc>yRrEB?%)U8}0SHdI0>Zp;3!%VZc5yMIg zHqSd(z178wMAXQ6@aRI-6wn3~`NZXd&gWMu#g_0m72@uN`(6s?{Z2O4u?w|dOI z?wET$=n_Bf!rm0BP^{8EU~_GptG_({Ma9Jzai{F7(?zoE(KeKMc=R&^&%FTMvRX9q zc?Q5{GoLYW9kaExC=NOlY|8d}xX5u438}CGU}TDR5O>xt2V3sAk#&X%&e$fqFi~wD z?v!SBwzmwjc~?5dsDdQYz0IcNOBu7>nlIc2;iI$j$O8&V>m3qs5WCM`HvdQFEnnB&bOa_ zXrE&~m1Z%em6LW1=-pdBgI~L*eF0@NpB>O~QACl&+`JO;Po|ix3)tSm7SEL}P5+f> zOR#l#(>~U(wd>ihH1_Z_#LH4NM|ZM{wjaK5Nm4`mfRGI7(|e2IO`Uc5Y1cw}$b=s& zvNK3UJ4Xj%J4HPqV&;zG#}iY$i%-&~W1I>?eyaEpxYZ}`$wi<))Jz_?ycUvLI|<$& zjPkzRx{?&Ao;ODwnWp}E=+8U31kcGqraeGQ^wip4`CraBL1YL#yT!%V^ZmmAeh>E# za!h43H+iCHnQ(y?CyTv{4duopAv(0Zj2_Ko6kyCGH9s<5lpD=NxSR!sho}kY)-FW^ zX2(yVlRbf}g4pOlgw@ zz#_+FKwo&*3a@VsgFrXULX=)k9sIgYr2Kp%4@K^pH3c;qJphi}{bycg zHwozMi^LWSQxC{vriRP-Tc_@9&CUZL!O1^aKzZe;3t*A@2U`tjx$<6^ymVuE_B6(- zs0pb8#xxYli%?zi>>r+cuU-nEDN#D=chuP@5B_4@|Go+Tnm?F7v{Z7lYR9gs$=izL zlu-w>)?vJC{Y?`kSyH)Gl|D4m_6BKjG zB&KPDZMd<&=5%03$Cup-NdTW;v+|Xq$JQ^`tWE+^4YBY#qRXy={;qMg7tqeq1?G8l zSpe>~*L>Fh!Q$;1rf70dRKivBv@6FR_3jc5i|~kFX+_(40l2D(bfm#&6XMH(f;O5P zlX`?%<2_8Gn?Go3GOtX9aVh8GYM&qTUJ0zB=zdOtL{2!w{Udjk1CTKwzd}a8fcKq; z!tzd4%5iAybW!|tgd9!+)dsUu%gg_X5&o}V>OmUCH|XqD&B(Vwxmcm@M!4U2+rrwJ z#~G+X?gb?z`*H~7h31PPU}Trb8s@wOKxh-n-Gyci<$~$o#Nrd{6EpyE(Z~823>yovY}bcD2_@NjRvj!qXWxnU1k0a$tK{$I~uRP_TiJVNtg*Ck_x)`#PjNaC^s&-3n-+BpsJXRCyXVFOHwLdMwBbw}levkctf zmGVV9%p2I;AFl`(e@_qDFiiKGNs({nHq2dmZ+nO+h)*<$nLfr=ZO~Q6yCHm7O`Sbw z{h}+>t0_%^sVX(0(*60T4GA1spzM5;Del^6<}NdpEx@I96ZHkG#S4xlE3^kqsEOWI zo!Bv%{3&vxrXLmS)Yp8yL>Z64B>7w2#g!Yqe#( z+?U~iS)V1-mTkGn`Mf2=?gw0=-)P$fr6BbiGTb!rbZXy$j-?Wq@gX3X>Ebrl@q_%CU)lR;}ave}EQw8<_?1^V|)yA!X$y+R)=MrIVc3 z!UNky?p@9(s5O4x#Awbe;?`(*;m!KDz$F2z&jwp9`izDtCK#^~>2Wkr>Q^asTI--L z*C@edTE6&hG$K42=R^RFJn)q%bA~5+Q0RA^?SCkuBzs5BtVj)utL1&iD{?hX+`_6n zg?+{@ur@j))$dZioW9SxO!cz~@HV==4Ks%^GOrsr?N{^u%pKN%wkzIJwtMrfC$R@3 zhl^{tP>Xyqu#@$bUIgXF^4%)J71voG|Ui96yTOApne{0gR} za}c@{dbq-`?o`X}702sw#t-wZzeaZW5xlG_mC3&Xx2))sA&b{{qE#c-;ix~s#Sv$4 ziC!dc%$YL828f2gI!$KLQ&%#N&z`yxvAu5(S5-yqY0ds?{krbas#;k~EBo zx6aer1|4{G29xT9B6bZtGI%**IWTr38s^PPyPA!#Fx%f0gUNpZn$et}oxgZMVfp$s z1!f0JRxVnbR^O_So@@6MEZ})K`?F|jet=iJTsmGxx`dfNlK^oP4|h$O0br2Wjl4x0q4de=M?PQDZG2?0!f52F|LpknK+=t7oYQd>p1(;;L zgCb|7oCZVHq@onc9=yXSumph&&hUfy%!uLYjt!hDEkgc}2t^nGpApM?G8S)5b_vv< z@Ym2q0b=om5y5TgA)z{oZ=ihlO!-Oa>YeH6|dOTWKE@WWl zoSUZNs@=d&hMn2G_}U>>$>hEJAQz$MVWrKoCu?IGN;hu3&rb_Qk#98N9z(JP-FN~{ z<0|LDJVt*5)bLZi^cuhLtn_X(Rks5h%%~aw*szO_ZvvJphVi==|Du=bZzzDGDV?P% zWw0`=DRde1SL&cN3j=g!Qp#M_Sy*qC4%Nvl8(o(2^$#+!aCAvdDyUWJJda+nhu2UdOFVyNFOTBb( z!z=#JDclQ4{4`#H8T*mkXM%rt$4p|M|H>#B5jjbG)>JLH1QoWo6K% zyvZwh`5}luQ&7Z_p1j3x^05T90K0t<3%zs%1*HT}^S8SNu8AFSK%0=iGCSoB zy5>>5mkPws?_zcZiSCpps}J#IndwyAd1M!d&wnuWWse zLJKn`Lc-eG!oYdy_(2u$PtntNv7G#&j&B#d@|<_D=5Kx3)Rq&wA##6LI%pqPBAzTy zJr}oCEMHWOz$GGHZz@Q%jDPObuN3P_k#O#;7!-}g60atv%5xNvtd>2k=q`xmPI>fiB z7(R0sN7ZE?^@#DD8{tm6){OlEqH&&I5Mj_EoEDL;gkdifwKu_lIdH`|&CL(8>77#o zA%G7PrZX#VE|Pl#j@08~MUzSsVq?lBjD8(AKU(lmA>?prR0&$8azGHpKh-?pz_I&` z^-NPqzh~DY)Hj04^iSeRUNLoTcxZIj``mmj#CIVGlU4AdZpKMPPTEXiNA@=!k|=m%Lt@?TJXLFI!5O+~Qbas@@>m6WVJb9A!{$ z)^AeKLt}#N7oBZbdYdJvowU0LcIh3Bw64J!3smX4YeYU=MR*0+Fx`LVG{@6n8Bh2i zzRd1$#RH2`V$XH{&TRb<{s?v?3=^sOb~ab`UA})0u_@&Q8s#hN%1j2j+7VqJcznB@0d@MZb2=`7I$zucJmQHj%fK-{Dl z=;FiNvG^so-=-0GK!u@87AA02neA?TgfkwrUD#IAo&&wnRj3~l>lhb3eB#+~b4CZq zwyBEI)z!XzD(2y6ru|nrC!kN1E}`Xfw{AjvJuC~Hj!X;WXx-;}AhcK}CQ|p2jkeG^ zEo=Pq5E#J|^q7;Y=*Ji_W#;%W{S4)BpEP7K*Yb_7c zV{O(_gLZBgrgWq{Ijzew=tA1?h<0mm)wi(h)4#LU?^Jn>$+TAKgn7A8?7WyUK}EsP z6ns0q!$vH2U7rA!gNP+YRiH@fVK)F~283hB`T7S$8mO2C<$C0WwyZ{K)QBom<*D3@ zw1h%53he?Rv0!Z4XAGqM>fC|w>F#QzHxK|e$OC}#OX{Uy+r__aVSTX@^wg&}Xs}f= zbCY#V`yn2uoHC16LO2HE;&r~cGb+Z@qTZkGpq_>^1_&l6;b-w_M+2;~Abw`?d5#R8 zY5YQqyj~kNTt6dNJh8RL)y;dWm)${D2Qg-WLkULfYT&JslTFHkKI##y`R%DWnO_ux z9nazFteTq1x7sPDR#;)w&7AUyso3((30GDWFApeh*06F9);>6-_VMD8G zSLWQ7Y)Q0J6GY3xFvFl+N~wgZPzK7POl4QCZf}3WyOU3u(zqd$O8LwmnS+Ctq57{T zyazZ_0xg19KJcYCfG=GVB_dI|wGBgTOW~s}GK0&on7){Y&FU9H)}m_Nb)q0)oUS(9 zPn5!IUnUw7A+a3t6-i{#L zQ~1oJASqymqQDFXZXPJ+*u$_!XKP-$_P^z;zD_9!;cTiDv{463{GpNEGectD#((hM z)cZ?_ZKZ!$CiyvnAa2}f>r$W?l89TyZr?80Bn#4#3B%W>_DX~8P=R6x>DqggAqI%W zLB6;e1WcWNib}=BEx>`7{(v`~Q|2u|rg<*0;aYxVm1badqQv~SgWtPT*sKgga~hb)DJ zIHANp>a8BZ0V_~~9!6t|;LWbg19+MFQIS#rbOV$IWmw_b@)c1=ISNd_1+`R8_tAjx z<2hEw7FJct}Mi7k=AYL3{lvQEL@!7Tm&BZ9|ersXhJoc~v7?44~L; zUmO*b@+4zFD!_Qo%YK^;3{wxmZPe1OQ+S`+p7!b2RN=SE%t`cG>lG;RM z3>i70S%f~{L~qZx=(M9%!43O=&ziI)%uoAcwyS2*L97n zeZdi$?eBb(!f=X47^ou`UjR^Mm1}Q<_6pSU5SL4x@30D`kfJBTI}}1AtERSTz^+TA z6N2vi(!RAW0Sc(g077($9LrJP@JFiBdHdx)U2s2897xNIR#rB8H^`{N7K3xMAa-$M z8p^^8AS;f`1h<9@(^hp3yf&JlUW}{l{YP~X>?B(PiNEf|H}E0e2VeDQy8&#XPxF1V z&NO0O6%KTZ!&k1y{ep|zEOVk!yfK$6qL8Ooj!C0O&~g5aKW}|Md#)6k(6}NOI-7x8 z!ubGF?{el98e$pbKF@^WNGaKbkEUa3wGolSOt0f#u^)V_4&t2h2tP7v4s{G4^CRaN zzxOxSY96a?hQ`}j#duW##Fb~&f^=?Rv8+az+6wI9fMNLXUCHpaCj#ovYzysW zykTiQ+9kU;DOg;J9>{b0jpaxW-;Gmg!Chqi#9~_Mq0x2j`IRc1Q|Z~1wh+YN!R+RN zOCeQI@0f3+F=#pL+qvwk28*@$;?uU$8}+%DfwU={0=m?Tdk#+bH+b*v>~FO1F!h1+ zS(WD#myKtu`ca~1r~`QI03%rZz5~#mJA^tX@so2^;~gWZVOmSCW^S?CwwI@N0l=?= zg17shUv7T5$M;2) zqaIdom@7D3AC=}plt+&ZT|iw2)o;OBtxR#N)C+?%A@exRD+~N0yeuVhx7eQ(V$p9gkG+w@WvG`z(E5h3; zmU0`t2^5GJs>3O;+U*g7TfDG+r9r$oe=lPedtivZkrZ4G_Tg2~k?Uxn@gV3m{L1J| zwKka<&-@?344AmGB>sq~kRIA=g#-#vR&aKm5QL)`7S~I6$AbQlJ(px<-JkC23CJXT zbx+{0dWCahrs$ql7nWHu^m<##3f=qf>XcsB0#w{Lh-=(yKr_ULF$IuyEh7 z+8&OkEE;vE=!xL;4xCeg>>K){U)O<(n2Fb?umT|}5s5x7ORo`ANOxMob%enn$?W{m z?@G!n^=1f@A?|~@?4dhGspsbpb`t6j$%A)mkkR6Ucdg}lvIa_K zDk=0W1)=P$mLtUpi2>@xlpipfS~EHN3_^-sH0wxtiIZq1Afzd{chD?GM<1UTmAaFL zi~i~{H*3-;uULpz)!d)^OLhN0_SF1ud{4kC9nWR9pE$@$&51c`a(n)10$$v)?od*Le7PKW!R9Ig2Sa|krA+Sf@u46;XIsC_Sm;P%E?O;)G0e&qqhfNlNu41 z5~=2T1Q;K&(m7`F+$UIxrBa`=2Q$<#(I4^A<~cL&_<2@CX%H-u_yR{7Ez?rN)6+tP zTGvD|0iGOz(+QT*V>iO_j@Di81?agy56vb3a-xfu0FB5y9J0Bq*eOyp!D$(PHyEGt z)W12rt;H;XcP=?f>j(Hvq7bMgrX*)LJ32q=b@oaMjkNAUwpZ)M@cR97>n<|%mJW{I zxGErauvXa?0L!~W15adZEFLQJ`;C+G5@6-JI`5!&ZrU!K0vkbU%1~TgzpvB=mS0+> zg#_TU+s~;TECo`BghL^Vp8?MOWkZj*5_`NCr#F7aWkAP6^yRgVv#8@% zcY08gdEEh=R@eo(^)5+Uu_ZzEG43k(3wIvBPJ+uN&`&j_U?jh3;P1C>)Id3Avtr6x z0&!uGw}O;su=o)#zo`D6KD`%D>0!O2Gm_WxD0*q)bKw%OAW2obyGjur*>j>4?4m%| zh$3|4iOlF#1H=AEb&6d9u1mu&a>fB;FW@H5a-Pn%@gM;hG$J|$H-G-I9w0Z!g?^4( zg6av#%}xa3Dvukz$o^a9r$SP1&*(0curel0OM^|CXrAx56D?* z5qe8MBBf>ZEn98@nF%1~3Y2WQM#+^bHxG}}MbR{%_)i}X7%jhZ6W~18R;aWhG1|z{ zJj)OY9sn+cUMJ;>^;^ZW>1rYIDnL@`*|6|=ZfMc@3te@mkHF~$p)jq|SGx9=Y>3`_ zK))%JWTxND{h<03;DnS=(7mFHljJp_ni@GAOPals@J@s5lMFY8;(qd)oV_`opE5EZ z@Ac;O!c6|B6-!v`QKhxPl>9FhNjPU8oYPIjbaSrSRXeE5GjFtKQjlcVXobdYvy!{a zK~Y;z0MsA{dasDv<&d`1A^+iRE6_VWiBl5fnkbEskm;=)&o*fcAMiama zRF#U9YIFk~bPm*ir+r$Gt3B)9gA&^?{9pr|1pY%LBg&%FV&s)ZsMzR$o>_n(zRguK z`(+9!(k@x~#8d)m_a8mP2Fv(FGx%Hnsv4L{Dc<%6TpqJmcOx_jK{}fjTo$Xd9WGNu zvuW?>*?7{-sI=mXXY59^)~QiC0DN}T?8QW5?dlJsO_DuJSyG8g0$Q+)d%-5Z-I_iC(#9buOcZI)a=hTrb1uL-lCyTLU^!|IvU2>IpbvIkc{> zF&WUHo?2q`0V}O_m0iPFbe+-=ns#mS;a3Byl>iS(z{ag5yuFNf%y3pL%c^~oq46# zPS4gCC~}3L1ZqxxU%yoy^^0+H&g_M09YY!&NDw?CV>*fx#v->>xLX1A+0huUPT&DD z$1LLNO#fz;|K%f(Tm{fMKvev7j$Ijnc}EMs%IYkAfRh%xLOWh_0X*87z$d?ORuMiD zNFdp+_XW~B3Bre{_BpqGlMme-gUct)K1|gxFC1+C(o z4HD(5fmdq0L4Q+|v7E9pt({qbWBj1w#*4;CYD-#F>hf}(yjee%g71#o4&nO3-O4e9 z$-My|M449%``Gq+2RgZ_RBve7O%-SSh4dQcU3d48vKN( z4X+p^c9v;G*|maqJTWyG&nZA(E(OKO+CuE4{vqQJ8NcNDr`9$xCOx?RJMja1JKSex zKW+d}s@!*!7cV|Z24tb^RZn4Nf>SS2egHyH`Rl&8-e zeT~o^X3zyX>O*_IjQ!d<6Vr+3Q={g;f`DS;cX(yY86QXqPqk{mEsC%IlgKP6f(>m> zY;Q~nE@Kw(bWe&L4FW}!xQ@^{$MCYa>YmrF{1i98SM+uZg-2SuPXl6g+p(?HUW>lr zWw&pF4Fgv_zP|?`f-^hmTAJ*(>?8D18eWw-Q-G;?n1iutYyTqJ3z@`z!ex$O25!ab zQ$@{N-p@{@nJI7a0JihZL&)NZZpn&>Rje|KUQoCFR|>wwUX6 z+%*&%>}!EOgTxfxSda5&A;*^qw39yU#SKk0AFQ+JPOkTn^DIl!HdNIkRVsA5a!e(V z7OoDz3gp9|GHCj&{2X>)p!N{KoxBT3f==-vdtblG6x4*&UH$P zhS$#3%n28NJpa%*v4*8ZK^Wt@?(=~%EUqb|8_k?yh9cZ>>k29DV=#NOGuOi_D0~dJ zJLY)P)hJ|LrA4-2lk}6+bcdhH>xq}9VJ}BVckKo^?xkwm_9{ZGNw6^RcJ4gD*cs~p z)shg(7k_x9GZ@kZbg$&sc4pGac(%SRKzvlsuvPR;%Vb6U&iUbjc_c5c|3VZ)5t_`Zj#gWqj{H(`{Vgimg2`=;EEteb74Hx6~U(mHNv zl8%pLKg(uI7w+WegT7CJ+D;nCco=MUfUR1K6M|!VhP%xh<|wvFk^%Qq>{Hl+>WMi6G%>9=Lof*WG-&+ETye-SQ`y>_1>Sn4CFKW{}}%Bzu8d2P1}MiW#LcwM00#FU5`*;H^BUrE>cURWUi{^hRxZf3uig` z!946;)p9V3*CHJ1s2!BNQX|XOGDl}0#h>D*TxJ^N_2<9+9xbfK!9fr7WybZk!e0Re zQc5YhCemb2kiht7w)Jxs5bh7+y3+k)F0_@b!K@Z%?8>ZJ`&2f06h%5cbIT|tBF_BT z_jT4}VX152%bgj2&@?iDuFq4awC)JT3d^Lx6(fwpOi>>HX0#`*c>be37p7l9>`K83 zXb&Fm@DQbkG9a<<-6gY8F{{6$4MM0u@R!v~sh4S$I1L;D{-Ev%t;7^hMkjao=iN#9 zNK|F8ozf{JvGZD%5d+ZyVShyJdQ$OF(^5MsRza)dKSl?bK(ZXh0;5g zpX)dRW|36e3%wAX>^BY^n`Cy3!BX1 zweXC8hR0?b-=&Yc>W;UmT?1_w%_@vmN72R}9uDDd5zm^xN(NF8rzJMER4L$XN_FdV z^7Vg#cNp))r&PN<$5!4=m1&1;+My?U%L|DN=w(H2oYA>1g7)NgsRtum7$C81Ncx_T zpBgFeY5@vy2bfy_f_VQU82z6C)KOVv9I<<%kPX6M&@kCeMg!I}ZPg-z=$z23pK zSD=mF_bVSQHOre^)uKC>Ux=FmeIaSSO^Ol|Jc^|W`me_S{`7R zsvRU+x};Imhq4E*HR$qlaC)8wpWJGRDfQbPV7X zIvJvw37?G;>p2f#5{9?@HFM!hV=+mpx4hB3WV_4YL7s7!iHzk)MC+P}jzj^CU==xB znHm8g*nqj5tQK9c&#LFT4p4nw3bw=spB2g-69x30%iC7$vDJv0{@2oGZpVcvQ#7S_h$5 zQ^Ml%rN;ptQ(?)L)aAo9-XIF%9`!Q#2_CQh$nGPbx))y{%T3`(hhM}X@Ov2~4vq?h z`%N!!e$~O8_L#{i@Q!9=s__|U9y-s${22i_HD5>67dy5GAQi&YRBqiyucf`PDmpJM z)?icap%v)ip@1p@VaEdIY4wYK4hsk`BlfgN4eE64i?#h|$wuY8x0IWpX0bfp0y zpYomkS^Cfr_OF;8yi6P#0V@Qj`&wON)!n~Kn<3H(w?S`(nsBbu8i>T|F%B9snpX+v z=3nD7ZCIeYc3CW8O@~^$m-?%|%yOWVqcfM%-y_{XjnNA**vqDzc>CKfxH_@Uu}q~Wl$0IJ990`PuZYgac5JN!K;sdh z;xKk~2|1l2&_Vi*d8E{NBjgE}x(d#Tea=j^Kbs6_fFrcOx$|1ebh``^W6t;pRbS<4 zTfiIHs;@#b96|<)7z5Y`6GOb=5^VE9i)OYm(BrMN#NP5?gz9D1{U7-!iX_|&VvCMhIXgT_Blin z^UQ++nGvHQV4$u)<8l(16lJaGB0ib zwvq3YZ0H34%Ec8$v&eCIV+4Jc_o6xfYCEX#~*y9hsy<{`R~6EvQmG+Ct{S~ zlgs$VpG@ABIcu>FQ?(|6IA5|IucXqO2fIzlJJqb~DS9QC9|FpQ(b0C!MKZ*6^^i4F zsFmB_%>E9Z(OGF=8(PmF`qAVM>iRqZU__n6YjJj#tOkZ#S}7*=(SaU+gQM*J`{M3E zakvr0gauq+NS-{k?5E(#!gG=rfQLgu98ZnCFQo`p??+2Y%QO#v5#-r-? zEjp?{E>=4JOrUlVcqs|b`XxB^6bn#>bPR0#TykaeLn1(Y#~kl^p`K-@ zRUzGL@m1=#F9X&wLKsM(KRi&faqIY$ag!VlFST_Fv2ChH(bp;ko9LmAvHP7rbaEKn z5hoiqUMKpoXZUSxWEf<0-~NWm8boA-DXveOWCDea-y5CIc zjVhcfqz4c~tidn`oG=;$S#6X}jrLxAtA0j>~1mJPZ|qN9gpM6r;q4MO@5_kV_&?K7B-ehEdWupnwu>YRQXXT@n(Li6x?K>W86MBv7oR-JAjx}( zma3H4>7e8b{ZOUoGV^%&HEf(8ZMy~%#53NDhc$a<&Q~^I>|0L!5+c!yH!x*;_@$-| znadg%7hbOz2v8|26x6&Is9SNFRwiQi zaK{AP^=G)i3IFO{v2GRF$1gzOVpROV-gX)d`yC1t4W*1$nr$FtFW;{2!%NksP^*{N zTamoSI*Rxmqp^-}McTgXX-uRzw(V1FCvREr(Fh~vdxpkCPHxxBVRxWeTMpQkEU!@!7gj0EiD}#(OP#lRA6ROfYaCThB0goC7y`P=`vyVsHZ+P*(P;vLK35x!X zI=FRlpmPGJ+ngRh(1l)Dj3^dwtc_P1Eg#;hfduAyxMGr>*%d9qN3op_9s)#h z%`R1P+5D2{rfk#jU5K9;R%)e|RWE#tIi--eM}4hwq;lo$=ip_E3JN&|+itL2GklpJ zJEKWET}aB#C0J%p0Mmx#M0w_!_-lDVr~b#Y2@1b%i&S>dPF%D0#HHISvbV3fn+wc6 z>R|Vq>4m>I$)5>pZ;P}akk<4|%=0%s(5*8~yV2V8lJv-Pm-gldr90M;u2Fc&%%m3K ze(SnwA(`u-%u{EWA59OAHA`(nN_JetC%@A7B)|-UbHMj1>tyu_mOB&_18sc*PAjgl z{9)Omf3&K9_9pANO0cA#;PkD>y&UiM#0v`D!eHCo(2k#+Q5Hm;cx9F2V+d7^Sk=0g zPJeNk{>2;_5@N*}#rl@Q?hC(8@*2aoIaL3!O!&^uO>OaC4LoPU86~Gf+)=XIbMQ~_ z_Zj03H+@`Ju#sx6q-}V!QzoRMGo!~>w??xSn6*SEe9r-@?;&AU4*RPmHExo-3cFGWTsLNw6Tx<#VQiiel1u> zx?Bpgh80CfMowu2_K=T{KO*HMp<|kw;=Jmco}JFPH;$}%XwU9^WH;vMZW;M#zBv)vH$NX(z0KiqJ-@-l|Ipv9 zdVzleaF5R2NbjhB|0{QReIsS>#Yt0Y$`- zM@WHNYK^c^mC;l)dYhu>rE!rNhT*RFE1k&cZ=MY?>o&!b&S{o18CNfOa>L8rLWD?} z*KRFRs&B&3Z*e2l*nfYcznu0!zXU3k3W1pV9YB=B~;(ed4E&?t=7yviYVAg{Y9 z`8(csd*sbP);UlFH?aC%5=XNgXgZv8T`M+s;M+m7^X{c?Gidu&iZ*Ks6hc&rcV7RO zZTzps_dg$4mMGZN=zkkp=61}-Zw)M_sg=(CBQE|l{Ng5>4W9Ew=^~PqvHHuY)jdBM zyc)!!{VIN8sO3?Uc{upQ{FjobV+9wM>A(EtZ0n8xZs-5$8Sd$?8D;!(*0~VeJxhL9 zs`_|Hs~f%dbuiEEDvXl%aC}EqckC}Wob!_cWS-kaRXTpLdAl|>2idLU6(6*72^gVS zeXuO}d6~lhb;ka~ck8TpT1-|7@Y@f$>SwkF&LH@`0XO+;TyvI!SJV+jex)XEY`p+1 zNF4ZZIXWbz!=ad~P-*hjeC3za^OKWyQHKf?6X-hRmb*)P<82OqT)IrApCKdo$-L|1 z`^wx-z|wswH!!9{j10fCJ_|cW7P4a<&C-@}9%;B62L~|fz zxaNt0Fgm}N_((c8esqiSz3l+UvCqj({ofAl-~TgVpAz{zxs#@ebUpz~QhgfT4qovh z8tjH<9Pg+T9$ei}$k64Ve)aH1C(EQ8Iq6;-{66;D@UCJKbG+n%^-MG8!uOvrhtn6h zxX%t~3+SUR8;#Rj1o3Y<%+?|5fK^tv^myFFZCLJ$Amrt;%kAGCXGAW3^+B&gljEXvB4 zSvP(U3t4vd=H#Xa*FTP&#RC?0!*V+H@Q#~|-~Q&kw>e~30s+&_ma+Ta|7w@vn@Zlg z;BhCCS=lDD*_~;DC3hyIl%R2&(%tQ?wXU|OXt_V-+4PVqKbXp$ z#6}bq?sOuRoU4i~rWMaISIW=Xnu1+N(!u{?#{c%#|L;G4bFA+otJVp1C$bwTs;x~! zrF%aU;p6D6<(_8JO?p$L%VpfcH{>GExer%N)k(j{uEbLrNny;4vsr}l#MofVw=-x% zc`(@kZ^&6Qj$ag}J>JhI*H2QkG`rSCdPocADorS_Y}TJ~I>k z<+9}yg`UeiKjXi3FaKe|-Rccq>OUJwaJk8hz5y$Nu~`r>iGp0Ou@!?N{RU5MagjLX zLXyXiz4O>C5x7EUOwMhOKhWBxUrcJu#5By;ZZuTB2lR@t6rD2u-lqm`mE)y}DA&Ao z|MDEqm3Dp_a^votC0deWn@*CP|8QQz4K>x4+~@I&h)m5m=L@h=a65H;a0RzJkXMW0 z4r>I4RGVKc)9-ZmQlIGP-@RUW-A>>Uyd5%*EX}P)EL%b2qJO!{Og2>}DU*AD>(3!R z)&IQ7i0a07zVB*ZGvvAAX-iyZvQ4{Cp~^mq%Jg*C!v#MWkml!IF;Y0T0x)v-d*go- zIe_O89xot~NFjOY%m0dwmnm*i8q&li-*;PGJCGg#ZarM8zm~*sx#fHi(kCIm*pTLY zoBNYK2%X?gJB&6XdXltYkC=4T7sOtR>KCl?y^!WccGYh5!ebCkdEIW{^~28m^7lLN z*N7tDf&$F4n~dmoXG5F%rrYSB+k~;s2`-W^d#hT98I~c>(rCY2a*ksmub8gc>_TjI z!u;Is?)B`)vU4lF`gwuv^U+>^hLua-6Hb>oCnfs`HbgsDJ6rwS)+E`v4}GAdkBsQS zJp5Ybb{pb)S37i@_LV8%sthYt7iQB}>N6AnWg$?(N>{-uK@3 z_trl%jm-Di&iS0r`JCr0E%i@^sDp;B|L#n`+hy#r*9rb|&%_qVeB=+El;yHg*~sLR zMHzpf>@`8{kUC$3pz1-G3}=D55mnD&XXc{Gg?1cO+dggjU1a%QWfHt4f@m~iC# zNaK5mX3KNk%j?l|Wz_y3981$Qr@1Jjg?OtLrYwlEG8Sk-Uz6jlqL~oP4ST^>i=4y~ zI%MUU^PkW6Eeb0klU1EOc|RbK${$AU#*$s?He;%|HZ=+9)rI`CA^GvshtgO}`~Y&y z5NapGFUniLn9fs(ek03Uws`I^Tr4nZFQR@nk0OG7PpGSRx}-aIF!~kx!92d}Xg-=e z*BbR-tuXLjAP~FI6Uz7FL2!U`@Rs4EoNF{m;<5E1q`F$hXthV)>eHVHX(+ORvm(j| zD({sdYg8vkbET(yyWkxJ%ofWMM@ReMT&@ZE)PkY^87K1?;m(t3=X2`FBL)?8Ey}Iu z=nAmhoG|M0sf|}`PBZ#*RADRKutHujxuTJj_s&;|u>qMR$EDhgKFI$%+edn{;JkTK zlQ=A1OgxyijE{W)J;;a_#!<{gVKc$bJk557keihD@;f+s2Sv5t1gX7)5*P0|Tn@fh z2E-!{zLqL{BdB7&mAUxD56%Kc1;@R^WcNQ;JioBSGM@H^aiv zLeAKQho0`9ZDFTjMyY{}QASr*J_DcS1HQB-A#dM5eyO_XX3#x3zxnNS=69P+{UG*y zo_IWkd{pKgt^$v%$F(aF&0?$}x9GMtQuQM@4f`dNAJiKJ!AxMOvMuJ2r}QHhC(0K% z8ErRK`Wx6BM@8F**em}}iesy!@g6QqnOdAWzKWEkNr`VZK#T18^J%uz5fI^QiqcUH9~))P_z! z{C?CDn7HdK2UMC}AFKp-xXo#Oj1#nQJE?fSGd|f*Gjt?Jl0a)~Lzp&H0)?>DB0Ifhcr7rCI!C3tBTZ3%%E-mt{O0*v1Br*3Tfzla~ zmk)cuFn@RNfc4nNFq^U6p%i#BWAY-Q-Z|5VX|rtZ=Ww4ta!MqhZ>Y%i@KUWV*l6yU zq~pGQ7s&rlpaKF3Y+dfHeAtoCxR-?Oxlq)kG;a}l4{QbQBiBe>)aI$Cvy{webdNz}*2q{p2Cne*~j-LMG+@zU|1Iz}vjQ zfEO(6nD+T@xdAKjPQlgN{S%poxz9GFY)0! zc1lYhbMw2p#~>fXCr`EE0)O$2zuRu?bxc$gKWBcLbm8j88=1&8)QcVanxZ&y*Ywh6 zyq4>x-h7>yis2mwK2V9ee3Njkyq_ zBLRxOWeCx?rw*C3-k_>h(Yx6web4{0`_qGmOl{6HPLZa%y$J8}_7JmW#F1Sm4VWp& zdUB5Qk@KSVi}*5015ts*vdRXWA%1^yV&r+EYKx9wd5~$0@dloq;CmGg^ZwhZQ&;-3 z7iRirM!ybu9cSv#d(OgTCgY7C)mM=Y&){0}&HZ6eYnS|h5jm0qKCnyr0`sbg9}5*U zr5dTnY=zM1K6nSw+AK72ydS>9|L4jjlo|hqI`-JZrBMI+3`m~q-rj`+9y3kfJcE9P zR_?8G#4XAo+$8Kuy+#(}$ad5xSVUGQ7RP1TPvp$I^~MR?z*9+M3g4r|5jS>_ZY82b zvU3Z5jc&Q!*lfCV(~M!=S{{d{+vspCp?3YZ50oFdj()at@Ip=Kw+~(+#Cc*|WIZ`| z|LcN9-Qqb(R1J=XTP1MY$ZTR(!b;{};1dZw4|3$*S{Kw&7fqz)L}TZ96NdU#M40<+ zeqj{O#O7zXwy>C8RC^#?l!O7Cm77Ee|4&q4(*}+zS6y{G-oFGp4lW!QGC_PURSi=i z;xcjjh;vyM@HUFm0c$$3H7+(Xb-5l6Mes%Ke`g&KkK*WTdqf;Mr9s5X;?aM zM*WL#V$V-g0jH6oTjwz`fvB(3bw`SWev|bAZyZ{GITyZ;ajStgiT_zjR@6}frot#O zJSvy))K*F^CHp)@j*;Q;Y@=To0-8kes()KGcfo9`N|bz+A*kf+Kg!5#rBX>JKgJ$P z^4a%3Xl=!+uPV%HWszmYAi(>uq5M1^Lk*sxdyk#2sBke``#h8^;Qjupj!E%#N1yTM zLsinG((QBaJsNY?R+l2)>M6-wj60svBPQ?CA(&k@*AcjcmT!1`>d>1fXUN{C=GOzp zKx|#O-Cq{q_Z;koTyZic5% zov&E@nNs_hr_Lz~kQVw}_K;#$^9up2bnC4q z55~*p&6AbD_0{fuVLQWfZ3>~^%xGQ_Km+uFbNYm z>qt_ABbP3fyxNx!H-V`DH)AaBMR{~&7MEr23Crztwxl=kbkO{WE;?oD+u#F?BPJ*t zWoPF4x}KiGT~)7x*5-pE+(0Wk)oIWcPhVlK%|=T{N5>?`Qln_PPP)2YzGt_bTlenr zg_>jhR+Mrr^TtJK%0{flI!W z_vIzEkNTt4R4+bJxQZP=?$VLZu{1m^4I)y~W|=>&)_?OVKR*}}O-W7n!4FyYSEJw4 z5l8g!#|g5q(S4-7_;V0#S8^Tse2ZNKjVZU$!&6MU-YK$}%TZPbWt&RiB$~-t1&y72 z*dLF|p0WbXewM1(4aNQI_D1afP}u@n?5YVAc6lL9a;>%7P^7Zy)fDs6B-YTI$2%Gn z`tM-Zx%6MH+I;B7`1trFXb`SkI$6crH-abeqZ=?$0znJaMsZ@B>_t29oyQ{%|I=_P zM2}+6zt|0aM7^1Fx%+ayB=b+c`{BV}IP5~MT?$MfAMx3Q%K|k;dz&Mk%W5Jdy$H#P z&)8oNE~LD}YJY@<$`x4K3((Qj4BIkYOjpw3fr*L6;+R++ao?YgAPe3|4^pTg-myK~yu%)@I-8PwYt2^~0SXFZG>S_G*5ro%Psb$A(Q!a%|J} z!?F7DEtbVqTwIJ;+v}_O&51n85uHmj#TWW`nh4a4Fs#WuRfxL`tz1uSE}6LzP`_|u z^}~wO+)>`%@c3-PF^T?rrf!CYUF!>O4Rj>x=bcrm>r~5DYhxyQcYo?SW%p*2(pbJB zRZBo^+1-uWAEmT7CPBy@WwFgjPhdYSGE`+_02dp*2|pb8hbPARa^C2Qx3AaxVO59+ zu=~iY_z(gQ#m?7QiD{k-7X!DMk@Io`6QEf{pHOe)d)R�%sA72qS-Z(`Hf6FbsM# zjPM6Hp)yvd4sQ%Jqd3KQ>m{oORA}(Dj{IW7y}M0cC*F{;sIS6$I8i*`?Ke+W(zV@u zM+RlZ_@3bT_JOe%IaY4EgdO^Psnb@9EcX{|mrn>j0EdJ???SU+iAGoD#D%Uy544*& z$U8`)Pu(9$g#krX7$N4=oKpp3D;P$c^omjhQQ&MW1+mTKouEimI{QT`R` zbbI<^TL?WVA=PUU-=D8grjFsB$iv<>#S1Fc)xRunb9GRd33T%j1Swh|S=UpLFxZusiz6lP

sH=gn0S#z_AE1ueQAtL)J_Hz6)JnZ2D$5f4e|`5QoACIK{-o zQa>h6%l&DuJ1q9_mUXo7=*+eu>rnKR?9U&M#+(nc(#i?E^U*&*p zSv&f=NwS@jn5^_wCe>L*;5{NW!=3p2;|l9EQpwzR03wms<<-fjke};T9nQBtib+Z( zu-5t{R`)7TR;)MYn}2%y=!pC}{Lt!)L#o@-FFxLWP&ZzX7A+ycZf2NcU2|*lw#D+k z_W|==eU;o2TP#*ajH_eIXAh9hzwhzG5=j8!mmkdk=Ow$dk4?v3nsxQXhi)F$d4BDi z9|zgD6C)!W#%8oq{19SA8`D}0O{925PTk6d57WUVGvi^7kh_tW;E@#m3q4Xd@dRgW zj}JU^IF`STh32uqSiVb_IuzcE%;JMrW+FE}k5jm6{RI(NRX)d_WIYk)zb*Y4>*9*sxAF zstViqg%$*CeA`4)x0x*M;W+&*9{qmLHr?XHZT+Pw3qn1qyyGwD?zE1&BecfM#tEun zOj2bgNH;sppD*mVN52;-FSSe5zGf01VNZ{#H|Bvso#`JPO}fw`Fd45*9bQz=;3x@{ zIt#kfn}zR>sRROG)cs6-#64*G=Vqp~vfn_Aakvvjc;t*U12)jiI2~v zx{&EMEzi!W+KqKk)<@|E9NwbTTM?*u3qgh9!`NNP`ihy^ykNQm7OHlZZ;eu0T?q8r zjefvr2OF>Y7DT#=+^DKF`|F*b)L+kkKj(i(VC=yFznTLO5(e|<533_Ly>KF*FS29V zmI42be86o}rb)O)67qx|fFH0QyGfdoaUv}GbMf}l^dbxSp((nKNYc+J7e@li5l4Ll zu-iKgi;RnpKdb;BG8x=|*+S&YC|aK6pH~dtK?iBk}9wV-GS4u4$XfuwrxYYKCe-e@Sm(yT_Je~sI&sW zJ<$h;-dJEd&l(LCLyzkw$bG&GC)@GKJuEi|HqQ^^e*4b}|1Vyt`)xAPg!-EB zl1DOqi$GO&e4(#8OziM4sG<1C);gHxSGLC($mZN#X0oLaj+Q|0TxOcN{!Tc zFxTiMI-C#M3g57aIzuag4zLDdExN6TYj#@fh7l1EMMcG`Uk@b}X(zi1s;_{KsUMO- zXL*68S!xoim1H5I%F5CYtCa{+24TS|(`&B|SdF~PvO{Tn3{>@V3#{bY>C@}=sU@wf zM0s*)9st{JRRGf2NR+iptGa^IhI{-e_kZFx)?pZsVdUvkhF|Xj7#-ar4I?;oaesVu zerJ;f`sz1E@XH=Pj^Hxd%;0@N+bK{`92Sy2mx9Yz6!d}afmxY^*|J7Ho5=dv?@kdV z!s%yT*ADg}WF;?(?kKpbqB}p>77J^R4;v>9?XH??jt)Gn{Q2X9zQ^`So9&Z)?G!%V z)lxpbG+8YWA&X+%$hD~rS6l5@;|IrWWh;!SbOqUJ95)}f(|nRE+2_ONpn`JzeEx2~ z(cC`L>Ii8%JW^CXoS9wHpyu7-cu1gUyr@6Qsy)xP5A2EgtA1k?V}*&*ndvj8TXX@- zspVlU_!rCf<50glv&8*(jUyu48N#m6IOqwJFcWgD;4^3ry_)FMDjazW;xK~}#r6`9 z5i8+AN3PFt5_#c8Q_1`dT2yUAPd$8J@hUXuGg8|7EM13>( zrVSWj2No8miA#!#bnz@P_SBWlsLK7+fly}R)a|yEAj(Xb?-Xy9(`>Cb!Q7svr^Vc- zTV>#?3K2(?>blj&PCc9fVUftu@`VpMR@LD-4$b=no{R+b>w|cx=@ZY>Zue@w(5Op8 z1q5oRYYCs@7)CB=NU3MnY}WY#oWjzF+sDG|6XdzM&;UzL7!WV(cyUH*s{Q&=sXa+hkbgRv1A{# zlFw%mJUlg7ANP$B|K6rFadP4mapy7Y@aOwaf-4*ZC*R}KOrTtH|OvBkv*j$XXh0 zZ6oVXzwGdLhGFH>J?J88E9R~B9X)d&{>xkxaB7+HvfP~84WJ(75)0;k`U;0b9E~J9 zE92X5XxH(1`AMASd4{yewv8Y3 zCNK?LW@TsQd>@45&ZP*|8!i;YhuP8l#Z+_p6!E4B5za0K1y9v9&MXzq8{f=uGXq&E z;u59r)px)1Tiaf+4=X{@UFRzO%k>}gt-%#H1#dRD3R^@%9Uvi;LZ@VN7dgBFG7Ep- zS%!23-{gF;)(NX)tFi&lKnP_Zl_1xe2Ka z!nToCCdXtGY>_s1Va+DD>k%xI8cV1nY(6QEb%Z!h2@lELYvftbScE$}(*2a8O33)& zOrD#M=;s2tp-oMXg6sZOrq^W7iF4>~Zf-UgsDJzCdAM_pg9|xUy*~G8Q(~IwSgej6 zB#!8Ng|R631gZjOlD!08!w6Eu0HcR#ba?8rqB&54BFD^i>B4xT(_X&0GxePoNPd` z>{cuedfRg$zFj%YS>*_71~n4RWRA(Ag2rkv>bn4Pd2L{;`=4+aCVf-pWvtZ3Yj^b6 zaZK}Pns4im2ImUrt&+jba5MBeIp%CHp35=j5v8$sq!G=@&^ruezCtG0YQPWJ2B;)t z+gY?qwb5)ph~#RaYN{I@WprQpEz``+*H*6{GT$a?4jAdFbi&Oa?Ac%5x=5-Yr}9x9 zluv$jx5wkTj4r`2(AVWKnE{|H;v_m5rc=xd`MYZG=cnL;35U#Go+Oubnj6984x$27 zEPnPN=My8G$+-m?a#QPE$#eSAuXbTV*p&2^x@$iU@f#D{q|64`gDx~cf*gO!wXkyK z=OABSkFWou;-%nZFo6pZ;|R^9hmw-qSP29#LYX%d18pd@%%V>5J)5ruDdx6f5Fsaug<{r{X=`2x{p>~H!yBrr_IJXx9#!CsPoBlUF^m$-@ za>TR-bsBJv1;=H_2b9zC**YYnk3E^%{}cUSon>~@lO%+d~wQ5 zxT)J4O^RFwVTEP#Uq~PvZmHYb+xP0Y%7?}4ZWYdD6A1g~%BE;v4+Q)4SYF|kJcO^y z759R!V?4zEXuyW{kLu7_O7sXcj==0L90ZwUIVd+4bt9y%-pcby@aLysU0thfH9 z6?WJ!Nac&l@4r*iVhXmib*=cJ0jqDEh(QQtJh{1woMXP1@icderlkDAiEgVhjC)3e z#IS;$g~C}6I&AQsj_O-zIQ?XvMsyVe|9+%H6$nFIX#Zs~3I?`w&++yVi@iw#m^p|K zK$an@e|RaNZ#6P3_<&&)T}X4SG!9s_8Y|O@bq>Du@2z9_{^RxyPjW0PL;5aS9pQW)9QaO-qv%QK z*SwX(HsIl8ro(zq{I*Yo`#4XGib&TW;-Oa=Nq6xgqXx@R;}cQ|BB$FB1cb|-TAZ5s zVPt~l^YXm-F#|4yMe|@*F;O-Cd5}L3uu`yp$(wz}L@tuppof*;062A}&F>61F{JBg z3(j<#>=Rp%q_kgLN?ZL54Hywj?G!jt3j=@Mf;$vt5Zf{Oj2x0z{OevMHGdq6W4r8~;KqhZj-RL*-!M5ul*A9wzI)Qu~b^_K1X!@7{ zsHPmvbd0bFl4>w3q^RLcplGUKN`{@vA*LbG*wAmVvu(jj)(*u;X(FEOux(#L9r`a4 ztEY8?x7xnVY~S>kO@#PG9Rmw9fy6=gFeb=*2;5F&EFr=wz;tesr_2d(bvzuX!udDw= zG<$llnuH;kFbFI{>J{xQZv|QmuHRy(E94dFX-AX}w|2ROI1St3Ic-FUys%#I0SikI zimEP^Zg|Hjf*fBh;N|8_V*}Z+80~Lt(4W{`-BN**Y~Ps9Ip$s={FN~Y<1wf&HfXp+ z6{g$ktQ4+W_uDg`)~&$5kZN^;TB>|>sx(&XM0H8kg1ocH^|@gJ4bdwbID!c9S_mUv zB5xGkHB^HlDdYFbHB}dk%x4!x4LK#`P{kjt2g^efD%-U4()v) zZNUT9PF%(l1{kX~i?k;|O`+(ngy`SR#t;8?M~Gvk`uNKF6MwLmSbvO(8Do965V}4u7jD~z&cxMd zW}h%Y#qty{>ePEs>R!;CiIGM$2DeEv#dw7B&Jlw!>nIZwF=kB?^(R$cclXE-{#!6| zT$zJw%WSIaZ$_fP%(5%~P+`EyQ$HND4n6g4umcF0>5*I$Xh@`EYg@JyIc0lw-uYtC z=A))1fAOZymP)h?BFtLl5(-sgL=^bd&msF*FEY~t;%LK`dM7>F@$aJRc&VoL_FX_o zl~8;rVK1QncO0yDsHy$%_=jaWzkPBOKElio*T|6BmZ?tImuG&OaXC9M<76H~Sh~rM z)cwqXAaKiGUl4JdCKZft@6c*3z|t1cJk5)x&Ud;~2Os889}NOh0F!Hbq%MBbX=HC& ztU1rI(#epZY&iKKkUQ)hE$DQ$n*R7Iu)AaCof9R;cg9Xa&hAZ|0r9>}PyDX`MDVCf zZ<186-^Rrt!gn9M7|##9qH`#_aw86~g>rAM@Nfoj%|3vXPer=Tj$ygJx(-Pb^}WU< zNxV}I97{h%D$uuyF%c-1YQqumVsga3OyAqypGDxYvI_|DXOXQyA?6_P7UbeOsC`z? zf5sXBII?RKv^ea))2#?4;{~FN(?SlgawLim+pqmH^ zna}4tMo~I%6zdnP=7-VHbhwLSYMF{>hfm47aP0|_{qNOwk4MsV6RN`bM3;|3_sOh( zB71vB5j$1b7_>Tr9mx$9yYT49=AO0H`Ra#<4XXf^DnSE0Yn%Jx-;Lw9e{;Bi+5EsR z|962_#VXFT<-#%6@oa8rthIFySy-!o3@cO3~_fKiD;eahYW`u`5_}kiL zY}y99#w1;?jz^2P@*Asx^f7#PD0pnARO?Ua>^Z<;WkVSkh|er*0WJshY3==_o+@@J`2{5k|UXtlK66h zolBru_iDS1yCzm0>^3gzJR^?{3_$w_E>uelCM0??;C&1I(Tx+Hxq#CDypolXB;xvf z;L&8i#F~Qh`=S%d(=Ye;?W8Vf`?QvHQ)+x%|6ysoF`g))h|Leu3zs^3KW}p=UblBS z{Q-IJSA-d?uEFUW14oj!6P^*E2`m%5dER1(IEjVJXV|TXyR!_OdD;=`j6mO;j6t@5 z56#bol08^pysXIot5v5$-kTM_q%i3Xw;dfrL5IvrtOXYdC>p=Mq?1moUi28at>h)J!h<1Md|#t(9DT zzs%YUM_!3bbH7deZ{=}wg{DLpFRC@0PgKr%m{gMGk|5{8Ln>c%+Uqy6;_M>BA|WVs zfybh#P@&wZJlogPw){$?Im_sr+l6IgE-8q}p7F>T?t}-6KshvOL2aE8Hc2t3@@1|S0b2~DN6o~w|QT5)han) zZu6lh?jgqdU4ctuWh!Owy*gd`02j~d3>8pSD4j{1xM;SLX@#2)2)9eYfG=f-&cTRn|FL#_)M`pMn)dQJuu29reXb_-$_21>t) zJF#DRaX7WFR&6zxBy*-nL$tFoyWEJO{r4)qlVtb!-e*=AQOC3$Y~PE>0%n$QIz1ooKM% z;;!R2gI6`$Ce~Ib1Wtw={Yv@)8*#uIVwI;)eMiyEQ)IS?sPsRSeSvzNdwBk1f1W$x zn2n1NAyTFtT(kq_?Oa?|&@m+cOq9FXI?|H1IBGh(S|Ig1>c@Bj?P4FYXAwrFpM~Co z?$r)hZCqQ{Ul_Gl69x8jI-|{RqAXMsugI2Exz`=ec+vA>dYj75MLs=_4&Zcs`a$Zh z{jH<%h;i_Yz1k97yjOR+lD*jA2AaW?y9DO(_>4Bc&tND_}5xi&w zs4Hojgc_UC?WrL7T_5_4=Ydr45?fz33U(s$jo3(JNaClWp(H=H*Nioe)g4<&RGYpR zJ=^*|L)X>V+}E~f;1RN5m@O!HuW2E{Wz9~Q3M^2XP0z5h74Q|L^6bUZiSni8HRZ;5 z`V4pcqPam$cZ{_0VmA&^0>0E`YB!IKv_m3pZ3NYB5e%zz`8=#Jl9^gyqSXh|A@rcb zQpcAPC;Sf)kcFyWImh5;8cXf{=X3mO>!WS+?@>Fq`58!1vdV zQlMigSXS~%d$P;6`!StB*Ez}@VfHAg__`UVrl-LUt4rL(YsgYuzX*U<&Q@iyNlBkukNRQO3qqf!`Uan zt9seFz4bT!LQD64J-zEN_oVM~=840g1<*cd7}T@Cn72%71!qY>LwxDNL6KUg-$x0D zL4}#5XTKIqi5~ zjoMw!!M(dz<6{b;)$dLSF>etlx|$C?B-raid_aP}L6rl+l{|pevUm${TBFtrM*%Jz zv~SL0b-<#^%)4tqgDIU|R8{tYx^UB~6%3?zf#?>1iXXS9$ciKMdvp*bQ@?N^h<+en zd)jND6>ToY(-1hUCDE~O55AlfFoqI;N^iY@>9C1bkxPF4AAyIu^yYU&&M|A=W<9sG zh!1c8sxX%hVW}A_H2LxqBi-_D!oP2X?mZm5ndxutoy3b@rSRl=^1gu?onwTO;W>;` z`Euq{jJOQSYMej)l~z7u++*x0G*!2+L*dnU9uFlZ{$RWK`Gyh6t7}CZfSWsJAQSki zx$MJReYLT5ICC7Kxo2eDIYCEtkXU_?{b4X9nZ^Z)y@+ zO+6xeqQ#Wt{6}phX4D;2_mmjaFw~Z-)!rmb042n7F_m}B7wE@)(h$(YV*$_Rvq#8f z)nrFPRpBRjUFhYmM_L7FeVl8jkK|o~0lq40r`h#OK&QnUf}89{Gl{-w-L$FoX3WnG zicErPA3PGMp?Z>xyP))LwmrUWYZT!1HeI)Su2LW{r|}d{i<#`va7IJJQjCY%?a`@_+5;=!+gIc^ z5Zl@o3pzp3upvR&8P%>%5%F|gD`U}}5vZgpQaqj~zdSga6-?~NkBhuSA`zwCW`+rN z=mO&CN@10{JZC4UsP;?aTOZvKfTToWk281Z?H?EX>#;BP*`3q7bycblND1(MEo`dusrVymuD z&YbmPqVle@*|8RZXOw{~eTCmJrVWHL3jQ+*JzIcJbfwyaw`2x?vR9pXJej2*P={|$ zpKns|?ke`wnE0flws>jb{gCR;qt8Fyp9FUPH2W^wShYSa?aLIOB(b$kSO{+O^RbL(6@z@ zdtYY@SF)b>%($)1xy^TG(*V{w29Qq7-w5@=nSlv8EYB3f0`-!JCLC37n?1VXwfovL zKIs1<4U4016&B+RT`B7x-r8&SC$E{G7CcSzlH7{_=!^r-oN&l->|=nCXJjQJ(IykN z%|sSmGKjh;r?(gGHcjc@*A5eL@GyD>8w*6Pu3i-dw7)5c4lAGG?xr+3;f{Cu`G#$E zEB=(8LvbRpbKjg``;U;F+;-!az$H!0kG1)ZZ(D4sLnmx#AFXt`EMsMmj0pu~o;Z=Ffk3xARLq04R6xl{Ch5%$LuX_4S4d z@B^JTlT6zmt-QT_jzZ#F6qh~6F<8m35~L^sE*Hpu(#-@~+$7_Bx;B2vkaxNfxOO@5 z$dp!^JF#5VQQsGjCh&8G0_|7wv8jZf<%3jLQ)xHnqBwvttGgb>Mq2gdPdwUR^fy_@ zTaY*vKRIwg)&X1D4O@k^ITLqeL_hU@jnu{}a6r!Wsbe>Bto#&)SxqXs$%6l}WWzF8 zcLLyR+vu(%G4T-y6+u)V3=hftg%BY5$;n=V)a-QI!*DA@rzW3Bx~G}1+OqRb3Es)2 zgA9sviC=0bbHhk4LylsPr-nr1w%{xWa8Ug64Bgm5?EYO`ta$*7t^v`3U{@-*RV}G0 zpXBp=GV2KZP-ztqz1rB!bqLc+#|k?ASB2K2yG}>xLofL8O?3iIFp)Y~I_4cX9E zK32Y9Z6G|)K)SK?p*AYL!RteCT~d=klUXw8ajRHZ$&0}4Z+O#KgOQOOs3>{bZ@$Yr zVpiP3Z%kHTKCqA1V$+U;7l*x z(Smi1dsX>7Q&I~!11780VxrQFmA0mp#F>wd4&}N+iPC(xUM!TwcRIrB57+(!EWpTX zV#N<$RNQl&XtrJPkY2!k@nDr7=)d?Q2J;p8TKkw^>qCgQUehX^oyie-<-$+t>uC!p z72a0bR%hq=8^ohCQ*zR;329X!BQqRmmO_HOk72>J!%HaR-$~+};lcWZYCie*TLJe` zjLoqNss%W&OcRF-=f5s#nspw>6P#^U!U)ZJn^7BdrX0j30{u?eQrBj)3&6~qmikPo zBWF8Rn@*u7ErC{^$`&i~9xd8q3UqVgh?p>bXcwJY@Gc|D@ojpTH+89Nb+p@{>ULm% zlA?a_&50P2`jn}C?iG{4%0HW#hlNN43Rr{Hxz7u_x3oGy3 zwiUhh+AbhEbCC%=!_eN*d>W{h8IL_>-!Qv&E&hZ}I4PwfZ&46S4}u>qB5G;8pS7^= zZeph0l&UCu^ik-Css8%bp%~DCu{&iP7HKm1R;?q4j;Jd=m~`e1(Df1gZkfO>4`CMM z1)LjXJ<-eYa|*gKQr0A&j(eLfcT5u1ejxHKPvA6U)_T6cy=Kslbc3ylW{1VA zS;sSQE$LcNCots`;b5{rKT{`(I^WOJ16H7TMb#(<3S3Sx-I3>RofTjj#9bL1pc!Jr z!bjW{o1S!!;iO6^T2{7U_MVdd@0Sb~pd5(y!?V(zv)zViW?b%&r_h>q!Fal#A=eeL z$QWloQlrXWnHazqFLGCXlCUoPFf(-##69Xv9wX#@v(HH|tCkNp4F}cY)@}bIOWAZ0 zqs)y;fQ_6W3*ze;)_p1h&k=r)Tv-(;@w@cITI+s1ZDh@yL8uRc1B>#)!?d;d$Q{xA z7?{+5oJ$s$g7~~LqR7$%BMDE;np(^;tGbfDu=JLi4ik?ADE<^82G=) z;x~-|(fIU729n$fRrQC36FBon*i{ND>e9xn3@HlFW&EuZf6T_$3^Pcdx^nUg9dRhs z8T3V}tEAWRDFa-k`aYW1!+ADmq|zS3QZ3Er?^-n)dAM?|!lsP^UprrdS7_qfW2BoMaL&H_on@GD1dZ^|kMhQqYXmz`Qwd z;nBhnFyWQ5yHnclaOj;~$Pli;S>sXV7lr%Q05%9pSEW-S17I}M6=RplS%6l`fHhnrLjVbz%{1D znj&?4Ler|16tu$Z1Fqd}AtPup!wMSeVyX{uqlBxvm9ZGKY?*AROF^#G2&fm$(_Uk^ zdVw+zWuszXec61Qo6Gs`9tU~AmX(%e@9U`auj z80WIqW!JSk>FGz*+PehL{Tjg_+4`M!TywV9`%ONj-VDMzSqm2|&oiDzbHKh?f%1dT zZIwp_u}_X$g$P_)XS5d~#)HyJkgF&8QQ1-H1QHa~76EavpTMgLP{X)(>e;Q_+T9*+ zgeu?oH*GyS*AuknZ-l0mrnJ@=>Z`;QZV@`&z%6T<`E;TLa0R6U5o*g;Y<_8aY4zyr zF|j}p-iLEb_#dB0QVl={n!O9tB!J?B`^Pd!6Koc6fplcCUA=PfP_loEA4pZ*acA5l(a;P{=a~z47+F%tnvUzp&ZAvqr}?xjyI6!!#0X=X(-p{rjiidI4UlKNUX;hhi z!ma!^dfQ`V-)lagQn<^Wm?C#E{`BF@4_Q*!qsW3IAYIn8nL6)B-RafsYj2_Hhg&hG zF2+P(>IWsN+X1l1NO8Rvt;Bj~Se+WJI+8>xn?o#s7_+zUGS`Lqc6$kdop?oJcd9C= z67VAR#tStqW2$N$-xMT4#_54wU0q)aba^gPCjusTL9sx@+Rj_J7FAhL(;{5zxL#d(9jWBdYRy8uBgg06qHUp4j>?i&Pu)y2Tgd>f!C ztw(m_mkHO9xynQ?^OcScLUljMi{#*}s%oOr;OyUZ4HZcIl#~*Qf%CQg)YItZ%s2Lc zvSf*@o;UC-NIK}kTrKDOoePq9N5>m;2k^6gsXV(jpF-K;ZDQo2p8nD-Vo10K>q8d_+IP!(MLaBQ`z)%f^4pyp>Qva4!% z^2$Li_2=o6XO>3EGfRD@l6(9?6?`~Y3P15Wx@j1Um8GRhiI3SaF~p{ixDiXAq@JA% z51Ql->P-PfGJ)+{M9?KyRK6jgl>mP*ams77Z4xYgQ|Jp{8xk+q1IP`ta{uS^lIyxG zj>9-QXsIWBI@=m#{|3Vxt9|nG`O{&uwBIw`#dA(7ZhqG^kF2#4%9dEMBB*Q@|o%N40mF39>m9|IKCd8A)iT+moY!di&HU z`*8m5v3JaUV`*DmCp^&+_K-|^Qu69-Mm3wlN2PsmgTjr|xp%v(moMN+CeO^jd_MHy4 zU{*4o{dwJtr8@?cufO0nxEJJp2>n}(=-|n*^5USFeWE7}uO`*lYRw5^SqmRP0ll}@ zujzj%b2l)=I7qDwKU#*gT>(kmaNwk?RZn&AC}yaRMQcMkh(Vr4*ROz>zzX{Tg0#SF z+piHk5qfVD>Kr+bT{i|!mpEH1kxyGcCHVVVH0fCWw4&0&CU_?%*33RzDIqIlxoqg* z4y!KdA#hc8QW$Gz*L=QxnJQy2vvFF_JV!2)T$vQhI!mqNe15BOj~c9ltwmgj&`hZ&9>oRJZOZ1K zd!yxR5n3;y*E84YruI{99|8Wt1iH`#Vu9tE%+x3;>vN31fh%lsR$~KbQo;Qx4fTv? znAs3*DIlI?1~B!Cw!JLKx+q?zzAruYT@<(uvyo!}0YS4I@a9LhFfW-eCcMn{FghbxUGuZ`nm`lyG-9iuS zRQ8(aX4MK3HnKKYyI9uX>YV)3tm(G>>JoT40fy6^xt4yrmEt3QL1UF)YYAlB>%SDu zfpo0#Zh2Qzg{c=icuf=2{#HQXpu*O7ZCFXY_S->D*?gV28Y%GJ9=*IRNh_g7a>LfU z>((YiCPMdd%~Eatlt;?{tiBn>We0Jh_@K1sy&CYs-V(PM{&uTmU+cR<@4<+12|wPIM^? zuhr$xRshdxJ6DSQzKj2i4*qy`N0?m*ux-Y?;8Uc}qoUiM>7|Ch2w}zobZyo z{HyL>4dWNy_ek7iSN43lah&A+ihV%!6YvIjGC7dv_Y<#&OC^3)(o+s?4s!)90%%Vw@Hrhjzej69O7 zV^`XQ{C&ASK5F;N<2&cfjVcjqow4gN``CBDeTSBm$xi1?1d7m-jHg7NN-1H{9eLu{ zpoT||qnhC***J^6ZKKb2iA>x>hB?nXSFKx;;?sDqVC-i*BbX!O5u_r)F4(&J@(2fu zb@U9IV*%#6yxTS|`mgZZ`9W~VPaB#FevLZ!+jc75%V~y6-sIQlBhl9`|8ue~Tc06W zp>NQu#PR##?iS{N-j9S@t5i81tINaHPe4z@cFtWU!4m?_%fih2@A!;CoosBjG@x4; zG{2h+?jeu-Y?3V#>Rgs@>>TNrQJ^_rXa;W6)KXu&_ou4m>&*WCEr|2#^pZ_`^WVkZ zh|pMvc_fr+;xo4{sLDRM_yFJ-J6iN#SN~xmetUMo{k>rp5IagfPLr_rohJRLaw#qc zgudjL_yb%jYfh=}o_Mw^r#X{9tEx-4XQU%zqscoHA+Mn%V>~51eT<|69!djn>Hl^M z{b~J*wZ)UlB?}vQTl9DV<$T(WDc5}tGS9XGU_ECAsIvkU3SUQrvEv2IGVT@4lF((+ zOJ9?CTK23i4Yi(aSs59)LDr^;w1f00QrbboY zGAgU#*QMyQoZY8>2aL1(u|Y@j{69|zq8&8ZJ6!lMD44>XbXHu7+(*Rmqa+kZ%nvfM ziBFtwy;^MNq?`~>NR;8ipD$>?BHNL2FFwNq7Q|r8d@eBWkWYNwVWD63)zwEj*@VGqUY9(5)lJ$ZB}n{q)XYlE98Fi8JL*jtB1 zxvuTQf}nH^A}CUlf^;bo16VXj*C3#DN)AXVjfB!6sWehUhX?}FJv4|kNH++4_k*sr z*WT|szTY1n$I=Be&vVC>=XqX>p8H$G+2!RcE>OCU7mndc&dZ-WKQF` z0eNKS>pZpx7XF}?kAs#%6){^8G#MLcg%l}1FsOZ!?{BJ>qfR#CQfn@km}#uf&zX>~ zzjsCEqfwjh|4Sd*2(t=2;h6SpS1- z=)9`bG)(DOs++6kqqeL0{5iYu!bbt4In59-gP~h_KoHx2JZVtasVu|ww$zFZ(3Tyz5YGkLbaiSf#K$P&}=6&w#sQksNBsgN!x zh#Uk;_=fI#TfbIHL>?qhu&_B5y&6_}>mOwJ#V=fmtdF%-``cQTvjlwj_{`nY#CUJb zxP4+GuDblC!V43HllS&wCQfTzUCtgVYoB``pg0Qi!k_Z|!?&4}xD5 z`rzWgFJO|Gs$vFWq5UZ43d#40EbJ)yWeC}$a_<+_MHHi#WlY&C^Mp!x2l;4Gqazu! z&vS%s*T~OIjtjD>xvd(pR-K_}_ej3QT)-TCi8Lhq^CcMPAAJ6O7&s^_Z=h;}Jz>gl z{%y>dtDGM!GfEBf?vk-O#@g;(+7_vH9=2H8yi3(`13V!Hj@&~yvBweyHzw>I5Usud zzaV{ILKW+JNd5QkPtyqlH=)n*g0EqX+gRRo4QXbwbWF{CCliYhjHr@f%FuB zESA_S$o540fv^{nTgd;!b&AsiE{ z7BA+4cQy?EOI*!xz{Uf!D&(5`se|MC(64@jOC(tg815z;8xN?x`^o?FDezOQSpz}R z67?$@O3~~H`B`%$6Rr`HU+H_FVw$&%>LWR(ZtiIw>bSm)Du?r(>eqECCYhV+BEHPd z7=vGN>N{T#vdyjK{y+#?1-+%OPpFLaAY!#!#-YF%TxYp;8pB%R{wtzo0~YK7{d&nyzE1 zkazyiiY+xHPgdytGG!MFUhRU2fEOGkh?C4217hzQT)LFb1lGNOTQ@j9NjM89Vs{u5 zzxB%b52S?PEY2?~EiNMrUyZttnNIR0uuVQPX%0h!{bNiKVp$}_!@}W*VSFtKL0x}? z4Q;D8)`zF1-zT3Nb-1@&+P{|ji(b+BF+;*jT`r4+0Ru}*+6N`kR818!@e5jG!{V|o zmy1e*zLp^-1b3IG7Md?%9+JV~3F0cZC80y|Kg;Hw!9vF)?dG;^al~X9i2K-wjtBGi z#b{>XE<9N-9P(iCf3Z%OTH+QLXcF^AKMwZSLjLu_rW}}RY{RPk%Q9N~*V%c%0W8&O zue4+fcYIWG(_nR?+7hOr6ZfW!@qNfyBm>4LyvUg^?97{*SEzCf*G^hEM{l%rAyEyQaRGdY(Q2+Mp=F*e|;FNnC;#4dT%C*nry4qsoE$K5kMI8vVZli*X zLao$vZbkH~Yp5YQoK%9UtjnZcj8N8m)bn@BGK|-9IFp|GNf#~zE)0^aiRRxfj43JR zmg;Mq{0CPf%zj&rb{OkE!er8fxM!l5yQlotZNye#^m}%)*Z+H5-eNIYQ=<#xDbb=| z;xD09i(sFdQ!3gK>30N`zvYOuS@-wJEZUY@8uF2Tulks3U?KHF+=8RF)@r%Wlb6hi z2;_!h&OWeC{gay@kk5&}#)TILF(cgh4e06O=DzhiM*X;`Vy7t2;vKiHh> zXic|YisH{|niCxpESxJKp0J|VL;3j#Ry1BDONbcdL3QZmk%7u zt&g;Zs}5tV_#Bz>yyIZsohRa8A8LWlh}y}dj2E1N6fQFMIQNStbhNK1!e6NqkG9{l zOmlK1&2vkQ`tJCx*yuq-i?*K#y1AC!IzL;+DCvRRORCrROM8R!_wbS!c&z&rMUVDF zN8l+S>M+Ik3X=Xm*99D^9y~0@lm|X&JoeTbzYSv)F2N3Brk{P^`f*K9GgW-Ph{^n= z|J@B-46+8II0`M~tKHl$_Zf3hhl#r~qTdJCgV`yT!Djq#!%wH{ohai%QAK(dWj(Of#}M-9~g{+gA(y}@({I) zsp+m7N_MfZFZkF}{>zn5;;(mNW=`=pSO97$c1$womLY`+r{WI!enAwG9$CDGCRtro zj~bpfuA#hc?spx%du%@@jbxdlqe#?~o-uupe^6$g@0ydPc)K65JLu0}rtFZlhyJ8+ zVnKj~Gb;}sb@G1E<$rrr?SKmiQyo*DIK1;SfnxQ3FIj2xexmnA-5dyUiXJSqp`dl; zr@;{2_;~p<4v8rv=Iht5Q{U5an|~;MdK-G*AeNr#NfW(|_=>QoEP)`sd}p$9nHwt- zZ5m|V5A}-!@1WUZ@1Pw}%KW(jqb|?8`7G3*t=0t2mL5?wRlVzTtqZmveCW8UGH60` za-1>@?RcZ7{H^*s%>QO2FJQ$dc!{9D*%Lwz23|q}XYIMo-gIZ14mcWfJ~A6uC#QAV zGOI%^)_oh?_uKoOjUs|{Jy)>~CQXB%8^8N&hu|r`xCFs!ACXZ$gS9=&Pn2oNikZdC zn5-PnibiGEbL6j7X*cW^PmapyU9zAe>tvQ3U5r7?{Q5ko@{xW}(JB^KwhDWNFUUOq zPUdMR3`7%BuTgs7jpL|{3#pOtX*)A2iEAJcUafjMajzjqaI{3 z6LXSYpGR=_8+vYe%+;5ZvCO>jAveADN0i}@1qm?TPr1NT45D9qL*|4v79LqGQ@EU@ zpD%=KY*g6swZt;AEB>>lMwfQ>{ZCJ7n&+b<^8{Tp(OzV=kGof z{ChRQ&zcHh!an&u@xS+)qq0Knx<;Tul+Br%grUZm>B8aY(HU#$?#sbaPxGZgc4l^d zVpPt$prtq?eg4V*3t9GolCxn3@KCbgq3T46{?C<#zDPUB>pqjq3(IUKtE$#K?NU5q zlzh240VO6$7K`^M?8}#sDfxB2THxF!Nu_Z8b+@huT$nVWGUcI!&bYTQN!DY2iw1Ry zPIb8p>`l4th^WliRzuP5AES?&EMDN=s?0llA3`317tP>n*{VClW@sf-wtriZaZvR^ ze!i9HQTZAU39AoqKazz&T8i2F!6gcEUYIU@~b(V zE&o5_jXz%bDH@0FS2Bo+bWJcXjuqf-R}mA;)$O87rdm55Dy@CK8%%aB;le^tQ6);2 zb7hK?y;Fo999{Ul*{k}Z(&pJv4cH?OhxS`5@{2dWn5P^L>g`J(NI z|Fl-&2`g#7hU&>dwu|0#9bq$@><`-1$NLH+a5{Y`=$s1__p-;?^-)-Di7!aw zNP6Z&ue|=3BMQB@7aV~#+iTGoFMy0|B!U(x`X=|V#SblF4>vx`u`N$EGiwYc?qP}F zR$w&9i^i+zqLmKE-3VWBa7b`tDFxqFXba=%&QS@HeP(XZzGWeMq?sQSXsCy2L8zu^ zR$08O&igjomP{+Z&wL?YRJi6=#o2UdfCN~xU%QO@Nt*u~7yiQ%d22CyJ$)KY;kCA+ zkTUN4dVd6&{9Jmh#n@-( zhD(^(B(W-9@^b%f$x$R2xV^5fuG*##d!1^iN6Imz)`y9V8^5i3fDz6Oy ztlrc(<|@hyHsnbCK@?MyLzfR@;H)ggTMI!aJholo9XGAdX;tNqXI$?2?A!`HD{wp5 zyFj;6=KwGRC?IU0E$G^+MqQzO57+>jl`o#(0SbJLfF!B)(tqbaEAZ_Y@Ev3j(- zVv#2=fHSKIN7QbtMTu)bxgG}`zAqf1VM?@PRfy~8<6Xy*a8L!_9Cvqa=LO9f@74e?rfL?cme6B2fec*`GTn&fhOG|+a0!`zdfKQ!mbPZ znPU?oVMKp^g8wJ0_~+>f#38WMUuk;3t>N?A+|CL;i~^nknU)dx=S0)>yuzCGF0&Hd zF8}Vz%LLuuQj%~7wRalQ+A2l4{KXmWj*2MGq|%CDtkSntXm)iS=g%ct$C_WhmJ}Od zj!$3W=}yRPy#G|^^J#92+zre_uoDTkkqaY`QY&o^Utt=L>Fxg*^M5RS&tt4v-{_%n z!M-5WkS0)voTD)vvp{z^F=LSscK9H+%dCdhvq7j`*^=C~cJedHn8~3_-!NFS_++xP zI`+*COh-EIJ9j8|?s1+6LF}a8$I&vmt-8>b4m^YltK;hGEwJI{orNVCsc2dG-!j+R zVGAn?LNct13KenxM5Yidr7tZH>_wJa5w*8Qv zvtHwy+PBSp+)AS_=>T04=kw`qfs~@6;^OKmVK4<35fG8w=ms3ghQzzSSj!LT8+QID zWV@mOH{{2SAh~uWG@b}tfJ7YIt~Ojo`}#_K$GeimKo|g+|gmO*oodvx6Yqi zna();_q;)u4NG(pOr8SQ=6qvIWa$uRj`sue?#1qIKASY)m{YTyK{C6lX~%13Ta%II z2R|2`GTeHyLSGh`qiYfK+|9~j<-Z7b>NgNFXI8%Mg%UBMYNFCEI_;x6T1yJK2$x1^k9=V-U;C@>h`00$sQx z3&~S}$3W*#Er-r`C(}YY&dYgbO%OB74`O5Yn~&jz)Sax_9P?yU-f$dHKIiW`pC#;VDPC zIA$p%&|e*I`|8iaro6{lr02bBc=NYUpdz*H%@yg%XwZC4aM@nWB2Byc;g0J^y64JG zJ_S723aCrfj)}$bEipdq5`c&qb%{(r<$d_;H1FmT$Lydv;<)J_tQWF zp#5Rq0fbjbI{3{N=~9lP=Utz-O3#C(CKa2Y_92cL3PR*qpa~ z&l8Z$8dZ|EA~(jSPMw}4lux?m;tzBI(Cr4;C!QOCC>v3htpRBwPlSbx{4&Z9T@nd> zbdra%Cu!W#-2}k9-1o|;lX2+4RuAzY>(Ek^>5ZSyPS$^FD%X%pGI;8vF!ksEaVIZ$ zYlD^0LmvEIiF#Aas?uyFytz|C=A?;PySd0?8zPWRs7L<(9c&WKY9}j~HTz^8ujl{q z6yBq_A4WAxSz8nGkYUukMY;Dtl7^-&jBFFQw9jdQRHmfb?rcdG56D*aXX+DVBG1bB z8LPMC$(YZ99B-?6zdr8r_N1j3xbIWQeRrdlINJJWRk2Z>ca|W6{`4EZu8q`WOl7cGCO|40`Yf{LEXr zc1`3G2s7Nb^}Ua1sUh?Pj~xL4!LvzsXRvFw03!BAOEIoJCbK|{svHlS#1tPBc$cxp zXbznQz`Sp{(o=TR=iy16=>v2J?w<(QyO}vfG_ujHSK2O&77 zUk&f{^|H4W_tCENhc@0{~Ej^zSnT| zPpz^)qm&gRwFdii!(W_Wi@Or2kje|kh@WnTaejExggW^UlEqE$9aA&Q6z5Wwp3YFS zn{Pw7?mAT6pm1-MKWzdS3yP%ung!qTnmG3XNg9mwJPyvzWz$FI=QdK?3Wj zzLwER>|(UFOM$smThWUz;hh!zlO?y)%GyGc%m=G!R#o*@7;mXe)Eo;%oR_nF_2@Md z`m;n5*$9Y;{E~movIxlk0JBXxms>5&ug{W3aXVtd98M2f#P|GQ^=zjQIq~wQW$E(? zcopE4HGtx&$T6TdpFy$``g*>1pfIS46rgSF?m)b!64Tzas$JPf{}rXeSID4TXhree zwRsu1=K>=@G z4>*&J*cMecf^R`i0U)JiOSEggrga+Tv6FsVOnDZ>Y`B1$?AW_=f7hI&dKazp+Omsr z)?KdS+3j7++~iEizO7-qGM`*^wCs8&SBhF)SxML|irC|enkkH~LefT*?!(#H(d^`rq^}`U}oqYckYO7o5_XR*7^>IkZ1ZU>5hG_q<;s7^_FDy=`)rE z7fzrQ51cPQTms9X*Vs`?Yt@r`o9mY@x+l~$z|T4x$pin6s;*+~T!{NLhI_uFAWvlD z43}SckM}g48!ey<`<4?bwss4>%(leK6YL_X6UE{tlqu5|kYsM8^KmtOG_WfVRDo>I zt3XiQZ#0j2f7GJDwu7hTU}NskftP-H9e4-Z?as|GTSd>Kev7MnVAz2tZf4>OnV#I* z>gsAemt2-s~1%5Hxa-hxP4HPEOSU}G!9D~ARL z$**$iQbHyIyC~KS0<4CII0Je0X+2;?BIO{)jM&*R;OU9cc)of@fFC~v+}U0sXgxzR z3bw$>O~qxOn;C%02|k=Ui@aCXY9qK!oBp1)!XdDh_@Gw^-dne31(a z-26Eo#YF?-vzR>E+1ZgZ)y9-YI;c+ob%o71R`s7yFmd!Kk=)^p*pjp&9z>(;L*b*f@cTHLi2fzMRX6A`0i4S^5dzX5Vb9mf6Eo^e@+a#F8F`BaN-!*-`A8>_9#EwV0 zLk|##KPWyginH(6uDhQsJUcttC+yD!LcxbTa35YYUR0Ux?w%LOTYj7#*eZm!*3NF=K} z?6mPyeEEZnp{BkKt@`S|omsfh)4;|I7!e@A&~YV^`Rbo;#c*O#cj{ZsPH&WdKFRkK z+eszHwwnapR%dR206*!{vYM)!s1%>2C&m>55J93{^UiNGv00@BOX%vM+O;{!x}A!< zXTP=^+4T?G>^he!!1jC0&uO>6cb*)XscKDhb&l3l5=sKx+5x$zxiVlfjz4}1Q(H8N za!d5rRU=I9=*(TEyV%Bp-I?nR-E3JkjMxpxN8?e*20pEhsqvO8qr%8uIL|pDZ7L;3}%>sx3fvTAa^aLIth& zZ>LBME?j2 z0P>Cv)yTHM_ej*|&WKdc;f@bEP6xBMjAqT$ErS$LD=vL1zI~snw%h!EaLkRBiz|tr z_brLS>*#w5v3B-dYxo6!ZgF#i@E{(`!CI%tu!&!%pWxhn$49|i9pvL!H0338G;e8_ zvX6|(SSDYxXS8U7HO21?ineQ0bA`PcMp^M2l;(X24>nCF{W$kg5YHk)3?&;`j>xS) z?MD{+!;_%sRJx?qO8P6CjdOw9#ER~1*3{&h=b_{dyivA~AYK+Ofai`&Eb>*ouW4_~ z&3Gk3&{ig5)m9CrJ;4mYEHTd)b{SY2u)fwc7Xv^lp9YL@RInMO07J1UW6Elmgrx=> zl(~{4444TH#4*JmQ9h}VsK?`41|XteH0@3NGR2um(Q{B@@&&}4b45d2NLya>Oy+B@ z-5D?>wqG{e^-o_=xVr<}Z)ayy8lwGU@aBLNu_!8 z(Vz6F>Nb42e4vpNBj0ih=LHer-{klD?AC$64d>1{i0zs!ilsazTfP!e&&JX##$-EB zKx$xQc&7cygpLJHM%W|o9xD_?#B3-gna}kefSEQgHjA->Ax}LKk&k93=T#re87k76 zSdg26Ev_u+6oe~>SLiL(?oZx>LUS?az^OU49f*-7e$*Q_es9<1L}Bhu-bd@nmS-I9 zp+e=ohkSZA@5|?|36Xa%|6(UD-V)(7$lqe3LDOo80SvznM77!W$>06~$$lJ!&*G{t z5S(;;UREpEssY?D!yQ`|`4tQwa8IVEGZL)vgfq==A6bVV=wd$e1@dI{8{VF5g3Zrf&z`$H*hv>N9A0sPZ_>Z)@aVF zWUG1RE*uo?GAqkBM`J$*?dcb5Za=k12)f2vnS=HzYa4iUG)iBxKweX|AkDt=<)-g` zvO^OQu<@W~Bh<@W#*#Ypqbax%3i&w!vwvTb^=%~LmbmaYl_lV8M0F-j$Ok-X=(t|H za#X*%pS5MpE}?Xtaekon5J(wWpOY*KE&5td0bbmQx+V?EP|WjlX#(W4$Qw&adx(1EjV5PrL>-0Y-)mL?)W7VkU`pe!(A^ zETiB$4XeEpNl2CHqWe~`&mrWDJL(6cLv`~A(|%#tE$fluCTw4AE?n#;4GR_OWu&G0 z{=JBbPzqd5mCc`kUvO>mpjoJjo41r*qR2yR&Re}@njNu;M*+*6OW#+yOT?0^^OfhW zR&x3RA3`{6H(E&Ty&L)LHLZn`UWpn=c1JvU$>73!iaBpBV(OPbYi4(Ot1xf<5>j1Z z`{7tN(+TjI6S?jiuW22+XJOyi7Jq&4zw59zxF7U2?MRF4wYkj?VezGxjwicAmq*@h z?Ae96C5}B7;uBr(Y~J@3@mle|irwkHbCLY$THk9h;H&9W;NA8R%6j zTnG#GWyp9fjq}~x2?oCcLIo@7lyNt!McoQE%P|LoI~xHSz8L%Wsm?xyx|DGc<1!P1 zlAE`e2iF`%fv{Hw{$Iryb7s2rLRj_DV2ahaM&1&?NDHGLtf_53@5P6y@cOdGCr{ie zmC!$mL`b`|>&%S#Nb|pzn2GK`wGc!pO7)&(o&YO5iIt|!WRp8=VUC$Sq*W_(dRhG7 zORW7}U?WRj;%c(sZ!Nok6a!g$b~1HFO`jw`Cc}CRg5kT1QB!!ZTg$t*lrsx`pFGwEUy zFAiot(WREZLa#vDZ?ViwoO1frpOQlYMYhCNw7Rc@$0U@2b8sb_g%4}dnDr}l8}Y63 zg+YWcHF3nV6=b(tQZS!N?=y3Kggg_Qg6})P^R?mSY5|A&L^ZUrb@{5DoC4ZpSGPHM zp>z`PhmdGrk(f~O9lrM-mme=C;?=g~Bs@yODoB4YAk4gT;elg#7QZNS-%HUqsWYsE z*(MYG`R*X+F&`V;tU*5(?04+jA2r>y9L>Z+Ep;nsi*pze|Lu;0n0rDePlAkt+<$Lu z{SNNWXY!8yC5<)RG_i5F_HBsfP7_w`RiYpLWv%}HUF`@j#=N89!PM&TC>BlZRs$xx z-HKJVjP@<tC$R2^n@`pGw#9Otm?*xp8Hf1gg(DL5Q7 zL@|^SCO(Le$$ZVAvs+%I+kCoQsZ@|eE32wKF%NVSI)5%Y4rJfStx~uiQ?U(F2d((T zp6w58wIGV_Tn-Ig6qqs#*XYTP{`%-1;4@jGSL~v3lvA~ybh);Hc~#)xjEYh z)E|?lyY8)b#Qy}kCt4x}0f-4sy8^T|7?VdiWLerWwagPT2>-Rvoh+{2>w|niLq_H# z(kO{cmwPRu6H1=5ox2kDiM@;V?4ae5iOEugqS)QV1=(rvcYn7LIs6r*Wrq8F(HT&O z2#?DSHHnkHzmN<~s?;j;*(LJ@!P?9q$5!l(g6_b1RlVpT*Ok-&{zZ`}v4QaUkH=6* z>d~=OaSs%?`hH68K{crs6g$1mb;d4nz#QzK4RGIWymWniQRyqv#(`F5q4Z&K)TfBL zaxkIB@cAmq*GDaR^S2Fz|3Ym3y-y%dcueQMt$e)Evno9?zd06}YJch>w)<&q4#0-= zWf#tz=l2ZS<)GTOoE%)iG-v&Rf^NbS0BuRp@i{j(K+X|siPo$swnW$;HZ1Asn0}2m`u7xCtw2^VyFcA@K$+bTVK-vFuknvz5wM zTGu%(b;<7o!RDhHRqLy(juH#c44Y7Odtt5v={XSsEx{tp<}_dV*^)ry8+UL3@ip;> zb2QM8wJ*HTV`F{L+{4%@NR3b@7(yv2}#+cY>xuEcx~fd1Wh@x zKF(*0NkA_cZvsqTWgFPtBu4>ITBav zlv&~)ErvZ%!G&rEpj5Z18vo2OSeUt(2ruZHRIv!F=T=1W&Ws9zMStsE%(L1Ppp}RN z3u60bWLzpVmG=auRrz9WF^{?ru&r&Q%fUd)+X!IgR~-CEL-fV_@v6K)rG-{J^#QU< zq4B=BA`~9v=nU}ORZd>|#XJVAIxM$tL3AA#6emu^*SCV$Kj8qe7gtDnu>t56G%(O? z25bzshzW{72_~%fD)r8z8-Z{Ze86^(&ujZIhkU=^yuu33g*(WdpQ=w?bfuf=Pd-I? z&VJFeUPrC7i|zYxG%7RvcW8a!jpLLrwV`z z92b9v(wOc#x4t+FnfG?mADgl~uBEabC-~jm|GRDmuzK`#gn7ZnOfO1TzPxh_jIzqs zPsb@UB-hoYVs8$eL#mtY!>QU!qu!O>bS`18+g%QHP_K?vr;S#+7vZ#coj;zV;_Qxj z8OgWz0BJJ*w#@Gf6yB}vDj3#7b}!CL9kT-H5=^lG0f0w-+E_({4XE1vq+i62U<8Lm z8eibgouK7S$zH^M4z@BN|BkpcQu67iWoBOrRL;dlsaO>pf%3}`uW`34x}*V=8RO!5 zwIMB9Cya^J@~NabjYp`Ys#K-m%M<3^VS|F^ffSB%1AY5)DcOf3s2@#Ftb3H>FA7`=j4G(vk~w<`GPX_odNA+v$3|IsZKr4= zTDU749YKeRPFeR^@~i1~n+aj)78o^2c7G*Od$!*L7Y|PK{ z3Di1n<@w}Y6%w$J{-I7*8DBQ|%1U>`{NC|`){`2i#}_Qjs+nk~ZX-h%?<+O=}@UjHVI8zg52hCidLW4l&xE?>Iz zs`=KJVb1EGypqGW(zo~zKXSR>N_d4n(}*q*^zL-r&Kfptc_vUT()9r5y~5D@6I8t!#6y`nYJu$5jpWn% zEl?2{=-wAzpqSIkqgjY?eZRkjNC$GU?2u9;5fo-LLTg~#`+(xSCI!0KqRn$3_oNkF zpWFd*+~YHj@!kK4?*Gn7z4z$2ZC9cMl_#1BnBxZ%@(gQo-H-s$`mS)OZ>IK5=KZY0rhhqC?41P2&v4G zb+es8ny^s0wm~zA+JcnW*e~;%8QSRP`%ho}p@PP155YRnF0HoJLeMiI)RhjOO@r~` zad|Qohw}*~!ooEDfA8xi@U;Fw&B&g4{)Nrhx0YwhD;&KwVp}q9KqbQuu&D<`-+0ck z>)Y|Hg32MqzIMJ*?KLUUZnp>dZ$-c4Q#f!e$I3Vst-v5}6bu8G5Q5;C$#g&v9A(T0qE|-KDq_`3NNt5AtFEz4 zNsP)qrlM_FPyGC~f9{m3^Wth9jmbp}oHvYgk2rBmAMw%)2w=M2`_rg|EI0opjB3uE zcB!!nR&|8ws<|?aG1*&7e;?HKJbl@C7s1Nt0mK>OhY*CR8p~03XQE*xPkW5~Ivc{j z>Oq)mMmammGbH(fHztnUS?xD$f=dx058z3wPb9j4iL;`>Px3rH6nk7N?0R#(aFA~V z2w4=*0(FY0rk3DuGgjA)Rp2@&LBT+~;iJ@bXRh_4Es`w7)_ zqlW4hW%IPd557GTdvTvQM)!qubhPFgu&=*je`o>ZN*n(({ZO-q3dhDE-&slq6jU>Q zNPA=R0JP&5+>mK6(IrVyQDGF7K%%#Wy=^Pk6On_RwJRoAg3(D=4DoFNOTHSrcFm*M zNH!^}KRFY~ID1?Y9YUkthPBq9kAdh?2w&}wAa*COH2YeSC!U~O-5P49b_9gVE2Jij zTeB9BTm=Gs7a5oAxC+qejeQ?w8=*pgehienBJ$P~mRvY!trGap&FPg#aG~c+X-q&R z8RxO7S4)|?cJF+Aun(TA9)Px#!oI&$W52a5K#MW)apzuC>bP^QyWoLIicR|5u~qMU z0*t{Avbu~|2kt28t2rTl*;7cQOJ2y;#B2z>MH%cBj7YB^EV#;{cfB|WRy*4KBmDYH}dSS%gcTCkIQZkq@E3v0w9ti$i7bHbehw? zCT0(*)i&!OWPx^%db0j9VL@~&4bV+BSR1cI>_SpA!&QzeKAjNV{@I+O`?5-jOD)4z zN334~DAJobbkzDN09cmp9UupGqBdF$=8wnjGPhk>AF7!b(29cWn8d4c?S^}ko1t~AfisrS;)O8RC9r|2k()L1k_vkYDz74Wnr=cfYA?cnUP&Q@xwO9Um z7ZW*jZ`y~x5ax;y~ko%g}7tujd0XvzOQPVR|aK&DLOtaLSoW|55m4%Oy)pzWv~ZlYBiElS?E9F?(E1_lXdHf3JzsH(}idhLl_-q8VAV_MFt z#hafo?12MwEr;RBz8UQ$^^^m^j{#6$e@XWX^!~SBgq%Qw!VM#Xbb*-YRmP0>*5Lu` zpq?S!gOKkvWF03?}2UQVOsjfBAyMInzqX_mw8 z;8EGgPxh@)7gr9&!4IXD6r4LQy$KIRnYXoVaBH8-PGfVqNQ9Sz zR6S1wNhuCmcPGE{P+jgzQdeX$=|!EFUEG0g$;YDW+sbN?rvXq7ii0DK?Hr*I+06UnuT<^QopNb*Td>T8U9gXH6Bv&4BChCE&nI!uxDs1Ww=kv&r z`oF;cUY3+bK8xHR2c0Yr1E8rzaMai)ahW<2ms;Qvu1;yPbWiTACusNjLe@SmPXFv^ zh?6nWStk&Gu5t%-2{Zv9Eq|z2^Splr#pPNF%K`V}VTQLJ$GQMbXdf`6<4`x6OMlH! zSnsF!eq}cyh5k!B^v(k=SLMaEH6j2s>D<~1;{UZ7vZzPD}UA|wWr9@5Q!T4mAs=%=1)u$$cp`Fy1ctQvQ`&0@tgy$Ja z&=w(%MB%o&G%t^jk0*+2e$|0CRQyA(ev3ZfS!h<=A!J8)-C{ry4PFIEHOPtX&XSys z1Cd=vj8lNN`f-7YHToOUA-w(`q3ec3%TGC)8;`B#YP+{0^hF z+ofp5sZ`;sU-cvwQa8Jf5#GO(HYo6C4fpa08yX`#Pt>l*U1-R9h@fs3w8xY(n0(dP zP)4}$JOd!Nw_U2Hs+dmS^W?(8iTsAMQEln>>Ki}K;_3MEU~XpbJ7yAAKd&ycUu!x9 zI(bl#VR{L(cg%8!cO^|jrBY_`x?_oy@{YOWP^`j(BG`mB({aTe!H452`3ok#H@O+( zEU)}%3-C1+&oNyY^!ypefwjfrV}!hu|GW?O6@i?KT3h1JFVLR{ zY~n4(3@`#*_B=m8$)p}br;U>?Au9ruWClHAuKFVWW-gCdl))9zp+qkj#3K8+F>5?(ZsxH-1j08GnF z$Vc=`w}t^3H-TG4A8=vo+_>ZgOi|=i=dET4>WaWYYffu6q%PPi+t9Vyan|BNxE= z*Epkj7c6ebjXovyzOP)aAwOf^}6TL6XPO62qn2#96xpB@>>a z3prA2epJ@BU$U`E@2%IAh=0tcqHB-lXva$0z1|PZ2MshfXs5*?@HqOm7O(NpRw$6~ z9XeVmfo9lHq-38$!G_(~8#B|OI9QeSct!8A`q{;c7tbZDVIwjF)gX{iXiaP8>>UJC z1IF79uwDMr0;tZje0)LI>XADX7vKp^IH(MR`pUShDVtN`6B7Y-Ym`x1vw=V4q2lVb zlDwH*6Ij9Q3{Emb;Dw+eKLwmcDD?e3Ag*;C8Ui7wdGBp4%Cao96Lq$|?9S8^iN=C} z)8VH-JwShl7y_m<&vGYuIW;^4bmiZzPi`j6{2l+WTk?r*gb-g;ii`Ml0tSY)ddCGC zd6WBaq069$@&gP>wsRwa%k|K#=!&*G9a&ec6%WPP?%7tyR0dDfBpU7CUB}g{P6$Wa zm^sCUJH_Fe+H5&2{Ho36AyovtcdKf$tMulDAVZ~}^`HOb0AgSwDKl8g`1M;7Rx`M8#)xxyJ zXuez0eMSDJj|9kdpRVi~nUS7|&sUx;xNka3wA3>{!i0H}od=kpXaj~C+_otNV`(=) zMcwWCRZ}Q4`LhB&L|C&(^(5inutgA?4#ZqQFs-yFOfJjA%bjHm3N>t|!!M^y3q?iA zP_MbG9|oAL)N<|&5nwUaoYPT&j}% zVS9smulQo=TRbk$!}dlX28+JB{SP|p@Ar6uSta3rK=<(rsCohYk;KgFj?XDI5LlO7 z3kU&!lQ~w;24S*ae$dSQl-3utHRcE9Wk=tB4*)L=e=3ZnUVspNZ;bMWOdlj@qWtAA zK@$|rJ1f%BJ6Aq;mTf4@HtG)ANWH14P#wWz0M4l)JFKaSTU{Vh&@P`%E2)pSKeggr zH09P$O=kB`_|~;b$i9K*x}fE$dj=Olg#<_-Twnw2UT-wx2B1TTiR@-85<*D!dAqXQ zT=try!2;_}T)w}>Ho(J-H$RR=f2Fz(v6-%m%~;y z%3o;HXwLnq$fm&at*!6C-Edp%xMoPNkLmi9fEabi+jJdzJ7b3L#cJEv@6E#0D?9_8oBU$KnJtdLpm@#NJ8 zG6e7I6UR9Ov%gf@FZkVCt6-oyS;|aKYFeT0)dX<{e1>$m%u43~n6?B$O9&SV0`+I0 zZ6;bQa`W6%LCX#{jxx9&;H1Y@ScLeS)1(k3u9%_ra zg~AR_w5CZWHiai1^C32ZXe5I@kB}WEGKsg=}W91?t_txu2@o7MVA{T&BGN0zs55 zkVHm{CUEl)1smM!5h`9awz~7ZP&3$ag}( z2gGY|nbT_R?!2bNqAR?Jaq=D%*p^^D>*+w;1QTd<2sW^B`?4o5;(WQh_V=50$R6_BV_qze=Od|B zxjXFU_*k^JIpIBh=Xo=9W>|f^ zEY#&u*PrJy`v^E%JZKo1O_mX!l~&Kuuz$4DFf{xPyMXi4?%TK@0y6p&+Al3tevHgw zD2%8PTI9yoj1Xz1S)Wiy5~q{c>fNQh{}f6%&TAhRX*RqdbaIuHa`Li{(fRBCiG=<# zmBLtzlhZ(xHjjlb5bMsTyC8%2Hm0w4wk^rKGLs0ym?%YY+k8poc~Uyqsfhfg%(_1{ z>-L)}9!`rf=@U*Xd%N?Emq&L~`d$ZRUsWZ}Hwnnl#9Q>dxr*sX|Gik9qO|I!AXy8W ze$sQMq}_aSSp|#0gQ;L9zg@$z=$f=^;hO4ki13Guby1>$4o1qYtGT+8qZNu*N+&hy zPArJdw~!d6CdZ`fKGKd*kCOVoRPAtLZ&k|xmYSC?hMHg>~ujWl}N) z3Yt~ONP!ylQ2s+wOKF7hYJ5*^2eZ9{a^CaDBswyp%~d35wyZRA)~T}8MyxWa=rtuL z6#o;-6?d)F!IF@nz+T~<9S47|cD&-=d!UnfvVkpFTzQJ~6DUP0I30V-d>92_Bk7f3%|49<=jD-}w300`SYgI<6mmuf= zKf=yBEXuBH`+%c>1q=czf`F8yw9+8mA>AO|&48qYh)5$LAqWUFLx(gXp)}G%Nq3j@ zw+HXr`+45yectacIfMh|x~_e#z4p1*`kho?8UZ9X$-Lo>%OLJgOrODbewep})1ALC zRG`WnvNrgt@rFOV14UxK*(mfbg@MHZ27fb`H-pZ5s4}kQU2q~vUgeOjXUOcM>Zxp>B zs19SL8>8jXe}6|GCHX;0aXchcDM5Q0I$VJ7Z`1U!)Z52-6#&&$W3*OweDO`1(?%7+ zBQPn?M+J3$ERdV*W#~O1yexXCg{qJJjT}Uu;dKc$eqhF}S z_$6CQIu2!Az*Dfx8>_eUq_w>4&rQ|ClA1SaA)UwoK}Gv@nI7>GVq&d{VidHm760gP zMnPt!-J~YWU4w29Afvx{@>Yd%bt1Bu>;#{WuOJSx+~Sd*`tword9EBRNqfZX{7n7f zH^#)wau&}*ydGTf*G03$i0E4W+}eL%8|XWdu8i~3s8Crwz;RYK{Q+osVfuDyjekdw zam&WMqNbZ+Y-Y6UP*$|^Tq2?bz#pjEiYg7W4Fk|KtI@0reqnmzOWWDUQmI1f{OsIiJ`LIzX_rFY!Pr z>Qfo#?AK^1Zq0u2Vq(`&xb4^j;=s-=jaQ+Xw*

!=8_W;z^a7l$)K-Qq^w3 zTLAy?`>!t@F=k+}i8AHCP^kdwkL zp6wPfs{mWFDj?%ADFCtT6$JmiBXvh0*c08>|K(O+dGIsU)K-qgoGZ%uRzpkewhE<9 zvu<}@{#pAq+go2+PH~iN@&e<;Vdbu)2l_h~9!SL(lf=6F9y3F3w8V07Z2 zXZKe?69)G4Hp7sxCVX&^2&SXxHo&=k*C+9=v7e_y5E`|hG~p8@p9?J?-`umY0&N|I z9wDKYJTU!*6B?~Me@YkHVHkLqN(VjJlfUCSbSQScy1ORdP}>wAEO(1B3QnD$%Q-mB z5-k6`V8B?jz{K{t9!+j$UbxiekrAeCu0L?Krqi?}c zP`b{-U1{es2UqKz2r5F+*_w7YRj_HM&X$;|l3SQqk9zXOeGj%`P#n3ucOUyJT2KRh z{Cq0c|L67%;2U&)!wxUFWB+CO^oyq70&isTYrdc_b=FTSH;z6=t!pk5C2hHxfyGRn z2C{4=d5m5yt{c-}U*drF=os!E&|pDO{(o)cm^ znaYbvhwlbVGg&CrTK9XO+U}|+hZ^cpz}W}F_GCXiAXw0j*YlBitW$Bub@Ts&yjc^& zF!JC-aywsaWBw8pO6z*0SG)>}KO`iSdx>*XH@BanB`6v#aeyh$~tl>F;%YI zPGhgXivgZnAs1MdwdgjO1b5uJH~{{4e4HT_)^<`M7?KRlQ~C{ViouWc^B-DNzzQ{{ z^ZQm`doxg-r1i$wk$JTNEP{2p=5k1r$%`*v>R1mZBUdYa>GN=Ji6*DtHVIj%V@r?x zJtHkIB3!?*DKL0Twwc12qG2obl9(Les6|WbW?2G8S9V5RkLx!vr1G}aw#Gw4z1`(F ze)6({yj(?<)|m3BX?5<}4|$&`#_9IPt8{y03_&SphJIL-!X3-msp6H$-$~KG?UDZF zROv%Mot|bQ)8!`(GfZ+H#?6pjbe0bJzb5;*?!-DKIkFx{<4}Y^n}} zPUVeRe;)VT+ej()7Y1(JC$3qvE$B(u|N$p?7AJb%n1I(z&UDMy~h#VA!z=iWpY4$_Fc1#Zu z-aTgiOTvkSMk;YznaBVyd3*glk8W6z*7Jbk2_qwpx== zQ&whF6Te)x^O-?AjCXItyX61);Qrrnq#QnjclCQ7dZmD6JA>bFX&3}}&`G16Bn&$y z;;yIM5%n@1E}znQFt5F?v#`{4*p7}f(k~_nT&4bwD?MW%P1W&L1t%ji(DmN6HF1-% z^Pag(`g1Gw)0lT!(uOm1+Q{L(%oQW%T+gc1SbVpTh%(h|rcX>QaddpN9eYl)GW>Ak zbIlH$L8R{uuxJ0H4E|Xzf4!eE1Pwaho(Iy~b7PJ5SdhxPbQS= zD8OGu%mpeUfc=vNybqYzHlhu}Zz592%q zKL|KvKL>>Xc((pmcspzyI|Me)STc1ZAyWOrNq1*?I1jhLOHjOg6o7%}6W$<_Apxq| zh})MzGUlRZrPZjEX*3S{8`! z_PC(!eCD{)t*YPV64pr_>PlG0Ey|uo2!40@<}`a584eg>N0+A8A{DQI>m~N5cXCyO z6G>7c)-tbhzcyV%DO=*&=n*nHBDN8^f-KRleW^;!JdxSD380mFpI9St!AovWUTp=| zb}*mnR+K-G=y+}ye&g@D>i=?Gf1Z>76-vLHFITj1f}^ha=Ldx(r^tX+4>y`y>j!gPY-m8~GIHS69EcPl8TWIX(l08Zg9?U9N|1jG&O#jmL19DZy1J2vFpETHF)1)q~H?X7VcnWv_ zzcNnnnrci80V1OO)ARvxS@{xt+s8^U$ZyIyDc1TSU0~Pc5E@mMpwv{PkxsV(vmWlt zQ_`95qy*?<;CUMB@HsJ$=tjmt8?dO5{5f zZD?hj5o=k|hZP%B4(wk#>=r2oIF>6N3Hc;Jz9U4e& zE*-r-R`lDeMUh^eTs32P?mjY<32hAa1yo3PQU}&jPhsnHdsTq5(8j87p#4!ZS=Xm(NV}P)M(x2h8f*M8 z+m)@O-TPkV*Zfb=LPFX@;y*(Ye}n`sf=H4_Bm(`3IK7RX3+qsK6y~Qe+G<3XJs04&wG&#sAt=ZDtuYFHSD_@^ry|@e-8(?vKXwCw$;0U z;s%g*&Z-yn&%lOq+tC2Ql|dh#!P4rOlxynA3nR(V@kFu(yB?MHPtB0dXVFZ8S`hI0 z2{P`1f}1&(^-%r|xW*_95bm`AbJ7y_*e0IDe;s`TIVmu4jb?;y*wMc>B-FCrWwgf9 z)WDJON37_VDN8{Ll_AzTveiEaQIf#QrQ~|tyACpBm_75_6I#UHi_yVM-}|iSqott& zCinlw9TpCUxXipHrT8l@z$2felKLdxrnm@9oVb{wW_#rU{l|kD;$9(0p1_{6&CNpF zuS23k>+>*fpiiwZm&c6vjy-X4D=74!i9N0e%zb5HDpQ}F-FVMC2kr|RI}P-*tNy6b z%aVT9Yez-dIU{uGGv3WtPZeZANVKA&7>9fLkQFb}+PXR-q_t^+<*D;gm1An;7HYDV zurx9inmKw88ZH&1q?p)Nw>-w=xR3nhY$AYKd4O4jPFywtXXn{JM6ExWfE7*T)tlBx z#ou`M+q4vlhTAw2Xx+1i0it4G0tP`V6_;K;c#8wbbo+`mVRy`z$t_OH7dAV9z-g|A zMu3kv%wIQ#cF25=yy`*oQLo;oR)~q?Qpt_pXBpQ;y`VjNf1RwsyV*kHr&;4T6dc9H z;!p1zj->&61wz5L21%8by(R13>uqu!nxs7oM1k#hNHI~_yHA5cd22LPW4laRZ%w15 zYme;5hzy^1q9MB_1r#%Xca!{Eif}_zSTy;|moHcD-1v&V5cDd+!vyVQy$FevtLAWX zrHL~-_jQh*W0HEuCxxdBtSkrm*2iyqDjiIjHb!Tuv|(vLCP=*ET`${|{Mu5L64~+w z-!qiQ&Ct(EFiWF(LRwDa*K|6BO>*T!9(577^j1rvh!KRxVzE4<)w zDRF{lMZ+&2gt^Vl7x$>gD+m@pj!(RCeu5Zj*tZrnKaiqa1M>8aST!d+#$0UjF!z<@ zv{t9&eOL>erM*Pa27NpNllZ@&GvIzJ*JBG>InVE zvX2a6-9_8lj4;GLw7I3K=(RbuJmCm}q`j)F@GQf-1PpXqL}eVMF%T|4O;-n8T5B5d z|1?7o7J*Q+M{ZIOQQqpmVfHVf-7M4(%s=HixaDPxOc|}XzNd6a!bWk%dKHveG;ia`mXS|AnS9u;4YVP1+~!A)Jve&-!Bv2fbrYn% zyqItI)D4X0HE{f2=M!c+aP4s?FB&pWisk29habPr)ln_7ZYC;;?vM~cw9qEn(2ILn ztym2sYTKUw(6%TrG^Om%@!b>q8!bqb{2ymA|A#<;Vu6&ZVn_@G(^7o6-s=36Rk{6! z9bnjFb{qbN?=n9%%$_iVi(DT&qN~=bgij*+_1b~@W5d%LSP~MLf0^+qdg!Zt{ThlD=FBZE3m3sNN{{nSmn;=@m8565#d8bqYC9QoWWVd1w_(0LF#)_G-$%Kuu{ks9s5?U|%D@1XVL zTl?5+xYf)riB}c^@Ly*+vcYa>IETrpxM^{(%D+%;&_xHZ*eyh`ptl!YGk$L)3A~uN zcd2bIq^bm4ENGX$&*9w2qqmQzUln?6O*0AfeS4oWW*?FGFmXsLw9;j!ue_Xe*lxmt zIrf-`f$sXQ?e?yX{jOKOJ`Xc7v|HvU6C3mNs}cP>NB@M|a7kg``vV(qz+W`XgSgnz ze?jEmnG;c$CM-Ro$&}U0O50ON!8sX?4%Y-*xph)HTLywa3w`xVhL^as*nqaKt*ec7Vgq2cDLa_}vDR0PJ#gpajg z-<<-zYHm;@@XR)|!1KRD&@=gFSK{(td6OX%R+Wm27C@HwFwk<@ypd=vZrhP5%3iV2 zyUsXbeHYR3EHKsW5^a(zjoq!@ymaG3qLs|H*w#$70oL+!myfHI|J~~Yv`)D^AR$=e zZ0P-maqx`b)6j1#fLcfI%)=~bv zru~`g^D8AH6a+0+=J$tclYVl&HZsZHo)sB<2|x;;!XMhkcsv`SeF$DVC{Hvh7F%2E z)r9!~1F@v6zFBYMk;V`jq43{wriNR%-(qllsZ*&q^LVH+#}^}co?tmq8(0@q@BQ4ZFfVq1EW=70Kn;?HM*HIIMx4FLHT2RUt%a?3_?~ZHw6SaL!?OZ(`O1+wEV% z#obr$@@J&=g0`X0bOxd3s%*%>TjCJd_QlcbQ&0madIyjX0|NtYTneW5@<+RRtXRBV zbB2ECXP4sFgoumA)y=ZlOUWnAEF55^B;uK}$)zGdtXe-9L1e`_y(@~J$MIBK=dmh}XA4f!YuIe|Nij#Eb>KAw>^FLq`0bt&SUY>YCr@6JA1Y z*n4~>O)@Eb1N0Aygk-f7`61W?STa$~sOLHUdhZRH>Y|ad<7K7gVJ@&TO=x-*+k`jv z=DqiO04AOZG}{dOoCBj8(B#2t%e#LhKy|7|Mf8IqTmzM@BXi|1Sr?tw(x$I)oz_W$ zFS8XWJOj8~;n+JjSKfuHRBONZwy%80I*T^I6|XFh?|E~%hTf7z=c^n-He^%Ly6GTF zlPO+{tAfCt{9Um6VBTpD@n}6S-TwiOZzu)b3=P&BIYDnFZb%7}KgI9i{@M75`XYcP z#QFu6Ky9;mHX=ZjlpgKRY!s+k$~EMn!}c6P$#++Nu%6l+-q-eVqCY6$Ay~r%^xAH? z48P8W;{fZHONp%t$P$s0jHN6~s87H{Ef@c%dtYu(hMf$?M#)3m{Ss-vouS{`IN;=o z{yZ;nXK`>-+p9HLkb`2;UgDUVOQ#9Om-4#~MV6MMjy@9K|MaPrzI-sk!oIAwqF>hj z*m6%**{W!54-n}c8EuL79t<925~EPi$XB=#k%1x4asI&Db|a zj^CGbALb{P9H3UV46J<*1S86Z?9VI25VV10z-{MQiNq6l{I;Bq`%n?_yL9fDYHevo z0JMmX(-?8o_|c*p&eytzOE0ZS`tTDXOV(nA``M&E`*ZH3UY}KLSwQLldH9xG(SMp< zXabx&X2NYPd|rk>VzvKeLJJ=I64mur@-i%XDtOouCA#t|C>zs_JdQ@+@lzOKm))Ze ztGOX+$UG0X?YGoyw$LBTEgV@>ac=An%m3t5!d&1WI|0T5^G0BvH~iHJBQ>=88O4aRj3&^JLypkLs~`)MC_NT$P>B zXLp@AYlY+GE0|cO_zpRprng&YFOCfV5?#QTI}ajj+`0;gv(O$5)D~09OKa}Byp@um z!U}J_7$qLy;Jrfm#|x3G^%pEtA%s7tdCHe z6@;1}T;C`idW&d3yk*X}CQ9ku>!sCrm5eded@f4eSR0q+_vkx@zXHJAKh|TV5>Ai7 zUF0|K82m1o;LVsUyvv{5RKiWpSx~}~ycg7jEW#F4>8BF6VOB;Ay=xfM>&mkk&nk^4 zSksh|&(OXG9hPv+pRJk@M%XXwj;N%tj~*x#`U!sl2g6Z}U4LwH95e)OxX#;axZce}D&_TO&~`hTllVPI9W@D6jVTG7;WDvX?SvgNum zzge9yqe7X}-!(|WEHgJ-zk@QJu*jrCMNN6xM3>m5T52d-7A=QDwHC7u+@L?KNDE5U zgo=0XV*#8QkA>}6!gyhi;CKd|o`f(@&T@4)xE-{9N;NSNEXRZQuxL$P*$^P(HSQEc zT8)=8tL9#vae8VkIzsOgcTb%rDLbJ%oUt^{BRbjLU{QA_Fm9m$<<#+NN~yHlEQ>%9&4+0GZUd+ z@0*xXKHIOVdO;%#G4V>*U^a_H5LA$G9Ju;sgjvKaVw5rX=}Odi#qsm`hKB{5%4;`C zy7%{yH)_4DYbv%UBn`z+dy7GSFXzEiwD^q9Ny{KE0?+D~z!GR^#7Q_A z;6ymSr}sv1BCn>#-nid7E`WgR>0!X1E0(;vW;E`Mur?a^TkzW2rH-YqRI|jj8gE5j zO>`eMD=Y8@>*hK*vvA~X^B)8FUHlgheeVBqaTvWu2V~Cs!1(3jlKqWwITdQ!W7IMo z)T!G2{V{!sMy(D9TUu>oR0xxj5T#4s<4(;FwV5NXkAH}}JV$m_TFi?+YsW-dj#1Hj zTc+ByJ-*O+LE%7U^w6uDybD;3%yRTn+Vf%o?fM#car#VSZu)2A_bh14Y$RuM$~?IE zyGjqS1l3EoGQ9lD%7WkKzuT+r38pfMx3ki?rfh8;O8mXKT&t?7G&S2sEtYENMs~4l zcY*Aa6_GWqCth*mK7$mDfH!6+Jw?oD<#4>eX4|*pwk#W^MDBayc;15;30WbKyr=we zscnSUW7DulR)nc35X1jFG{adnt&O-6nzMhtss zR$4t;B}0*W9(UuMyB-L6dfJ~`RwhPGRWs|i3-r$4(S!CL3)C*`jcOZf*HRlpl_YiPC|w-5$F0T|YT0Lzn*-3;?5r?z z0mj#+nM2yLuJSQX%u@95GVFnhLEC{h`>JpRB{*F}O7HZZ9v>(gUQALpx{Z*cN8Trz zX6t6}$iD)}*9Sg4`(WCR)YHrBD;UrE3c9cLrP|SM_8z~cLdLUK-JL(5Y`1@{p4elN z1k7L__omBZc7myNa!qU*#8l_Gnsg(JWlJ>0HDhIQhG>?+F0xklFjt8;Mc4-}^Ap?_f;Tfrdo+8Pvm zL_r<7lc*5Y_2x}GDU#8yQxzF%Ebuk1NIhMI6TU5-0MAo)v$p1$6;O5}e{CnkBL~5{ z3HK-S!{9=9~M2FecP$5vV$mCT%xHDS6&%W5`Zt zzsjZBAafi1(%0fQY~OtTrA|{@XjR2DI5cC|hiu8Q*KxC4gM)^0&>@0pi>m}T+dezq z!0QGk5nsU+G>_>JKsD@d0<;XWgf*eA8f(yLxY!3{JRW}{>Bq;oP5&u8=Hz%ZNV z->Mc^$`?CE281&gjtl*LZ0$&C`1#W?GUO4EC#n2?8Pf6&e2b~j!X@kLlmNqEPWB}! ztgrjTvT2#TIpaNO&bTJ2 z&HVEI>7wLUGWX#JsZ95LPqwCxRtoUw(q1^#5nd31!Law3!&Wni7YeXr=O--COtzZq zf7;J3ZpvTB!$*mJkcZH8FjN7S38BBjjvPwCrhPf=ZKA#^ESVYJ=~gnD`CVFGIO$!Q zk`U+GQYf%v<40`h67k74gq+w-6?eYvo**eoT_)qe27V`=ict+0V z;?g+J{DluZlT)S_hd<7VfWvR0Mb#=lyNg%6Cw+Z|Ju(MyD;wr3S{T<(Je2QV{I<3S z>4(DJtOOK2xsb=Le0$%D4LWJ@Pn)&jcNwc_xp&wZixBR#EY{^~`o_pNLQ`UDa`)hv z*)j?JgTxGk?cvED>KP-BjQ3U~_~NJ6J})6kTTSzt_D#H)D3$oZ=GV-DeAA3(@k|Mw z?+De_)1|nmcuef1^4Lzs_^Dq;?_TqB`5+;%@;)j5FiaEL&@?MzGflrLbe zk)ip@H5)Mx(Eb)X-iHzAzwo-xPyhz&I}Q>gqyEkGw^2^{{j&9+@c z^f>4Ux`yZ}=^SXt*LQ38Tmp zORX7?heG1Kb4IN7G)H`wKaPE_T$nn}mZNht!;+SRJ1gr)y4tmIAiLB=_i!jg;S+4u zrV)G9D$b!md4G-3*r*H$`6x;8^-hCHKoKRDxRAf~x zq@n(#y?!<&4#Pfs^Zf!pUH{77BW`YD>WY{akq9)o^NloO4{;05ZBe^bVLFY<8cYbcc~AoHZMqi2p)P9w9e>%|!6H^$NV7@LWNPu!d^W z9C-tm9lj55xMy#u9m6R^R?|+tr+pSsOfcJ$^xc)5a`#zqUk!U|fX}u%QOlJBEnoQbz(_*FjxwAsmHnN_|gi;|n@$@K5gxMlvT#f&gokCeC^lTfw2qc)8?=q#BQ z)kcd_Y|3-h))f%=?0>x!`t|ZFBzZgX#omC1myjUvgb1#vU9-(a1(t~o@*cR>+y~5{ z%@U#G5~HDfJ;F97m!|(6g~aUDt0?PXxijvKCXkG~8IXF;>FM|ND% zFZ=U-dzgXm*@CZNgd$NCj}$C8Hd3Bk#8pJq{j45Xb+~Qhfp=X}N?$tdbk)3iL2cy8 z(PAbZ2M<60>V)Qf&qd0Lhg<95=BV2SD9-96lE?p3fn=6)Cl8+ARx)=(z5MRitatj$sYa?O z#q(Xo5a(_I9yFF^oBMnz?d;*n*8OwG$c3K70LZ6h)hdgV7@@MjP!!_pA&MY!* zP8ODIU-yI`u#&F=`XPz=Ez<6+4UWAWz+HKM3a>w66v~-ZQ(FkAA&|YE=N*fovyjVw zY6sY800*!qsZQWFo28kmOypAIQU`3qzv2n4wkibJ!A?%g434=D9#OElBDeAruSh|Y z3;^z_(gTf@z1#p01J?9rPb3)sW&v>3f2t{3#!Bm|)Tmun6N$(=0sbaGu~bu7q3Y-B z8)y0T3unh*w+OkzdUWcbdFh(mulwgSz7SZmT4c@~=aY;Xmfp%np_8vdfxxY^N_d#? zF0pv+!d*G&-(xv|tt}!Pv$<{a+vd&xkRUSWQFtO4!4^Iy>?zBq7VH1`M6_usLMy_I z%a)e?U_lk0th8TkG?(|~QSotkkJsvmx>iY|%CPnb6F66yP@%Y9nG;3^3`)x-cNv`8 zY200K5b`uz(1|DzNfd;&wMYqN8uAD}@I{wNbwWQ{v*Cs< z$SUy(W|!i~WlG(bVVDk0g>sZJQ|616CPs3XfTJ9exx(lN$_9aYzi%?6DVlD9r3&wT zZFkwrR$5qe;FcMoOWymMAequ!ij5>_PaW7N4~9TAnw-Z%p(Eau?`gsL++4Qyw~~*I z;9Qzdp*#sFQ9H({v&yvNCu#I(P}e=`lh{bdI+0X%A;25*;0mRzN4pY8M4%7$5{IOIamQoA98?dv>ui8=UVMgczL78SJl> zMhXKb8CEx+hsa)4o>mCx647XoGzRiThga<4>=R=yWcrgsE zmWlOU^*wO+1znY@$MuKF^>=`8$i^I&dWt)gRkns#O%p)|+mfFiDe2;61Z=9bt)1#3 z=Fn%|fMD^6ogI3%+I`m1TnB|I63vciwmJgW(Fyy|ww&!2KDF_sA1-X_8%VV05sS9s z+}S4H`6JHPQgcD-3!0fjFWD#Xa!;G{X;KHw!zNe@Ud%DlCG^33=i)Rxle!4jbWG@% z1%@nQ(8f}~Ym8`32sBBC%Wr1uGN~efs(Xzty_;Ikgt9aqW5R5q`@AT`{wlU4*Y`x) zhu&^|*Da|yk`GIldg4x3n3(O_j}eg4z-^pG4jR1>d1LLGAMvfE?H9^nxL=*lY$BLJ zR-jGa(XAo`5w7qt7K;-X;SWA>+*J>$?t?uYHofblb71sV%~=r9pP)jjy%;YKx7U96 zc(5ae!@jgUMMq;SpygBfYuQnzT5tQf%aE&dkrS*zq%DSE)o1ppM)C}d1l06oZ=%!L z#el(W`Xg-LO>DxZ684XLrITB4-DkP&L2|+`nD#30GqjoE1OS^3AzL=ZnRx5x2j^!7 zzedtdwG^W<_5cY>tWD4c$%+e$h?8&NdGSoH}#m3 z%4t5wOQMz|OE<18!pRmR#6!`~O_yVzRKaa`IKgX8lg z_taIiU|}_bu6Z5)zBbMG1%Bnq&l#g8j02iV`hsqdx)iYn2bDhPE*sKy4kuMgGv79> z1~i;aU|7k;#gj=gq^c;u^^Ifs*%S~jx<_Mq3}7WGEHz8=_E*s;!kqS0ioz6W8%BaP zz+!wo_O_{^FDUUyP%p*oqioZO?^*YGVtMX`e(qgPE<_yk0c`~sYf54wIo+vO?N+H5 znyLugEgp_4O{0;#Ckl!%L>v!lDWEA07&msfjO-}9^V6J&&AC>;MOq(a&ULlB-BV~b zoSB`fpl-W|Pc1V25ICr`m$+?Aq_l>;=$@1K&1XQ%0{+}!${m|<-PTQMv8x8xf+}#w zV`BJIp)lHNUL*pAo+Se^dxlmh&YlYJG>i!|OQcVmWQ)F(zIa(`k5eRf>HAip`y#g~ zeQ#i~d$7P$&uI-*UAsWf{=PuxjuvN#UzaVerE5MN8?z{CzA!D9$S0ypETm=$$7Z~W zYw>{Q_gS!wGJRt~q2>^IPg^snp#vf}WA(vI-&~#^zLmkK&D=Z4V(lt|XrpH)Y||ct zA13@TQ6C$mE#Hft&)Zju&w@R$L^>U5JT2c{?zEV!2G27H{X8H4SiUVsu01eQdGaVq ziY=(wv)|@cGflGPI6dzRKyOyrem?|#njIDjHS8MHfZ@m+wcgY-e9!ysYYwDB^|E}| zo40R02W9oQqaDCcE2wq!0V77@)SdSWa*3?=pO%cbfr-sM^cm}6dsY)k?V|X@yWI8@ z?_234&6ba6i#x{zfelF`a5mvFi7`)wnWg#y&xpCLmT$(ZV{XZM&$}AItCgIgn*WYP zFUiX@jz?FIKau5IyHk`1xr6!D`ps+ghCGD7g8JQm!S_F9s?S#Ij++6GlH~X|zRhi9aTl_Q;*Np}XYL8!@pHwkIP7KvTh(Fo!$D z@>WE=`M`HDTx^bx+iesS-98FCHRT% zeQTQ1M72`S-gssrWwHYmcsWz|nzlLzs$w4KZ!bZ+HTx&^rtF$zT1+HAAJ}jdQ;HVC zBj9PB){An%K=I&G-Ot#$d--L_TFl)TLyZ7QT=l)r$4dcX<$XaC5oyi@%kn&!6ZG@_ zGt2eBe@}jB)@W(_6|Y`G?nd8$mYgRPv)jysySIEf&8h8SWg>9>dmO2G=S?!MK?) zfv6 z1r`-F6hx7F*dVKp|O|v5> zTDLcuwpM3*5C<<&DJxG3d%9m{OgP8fDf)+xfC~4c?d4O%_+b~jg!gwgxkKYuF>(mi z(LHQw5AdWP`PSnuf6Hs}yL>HNp`ug|2+=nQySP2m!xhz@@>f4TGwoLp)gDnWMp27N zO6gp2BupKZ*SqL;Q=@8FP>*{{?481jneX29?)DtzBT~$mVymACmM+xB^3xh&n%{_u z)mcFGqWyX5b7cB<3w4;9qit&&am1b}hlJ^~IVMTv<`^T}xpLbF?TUG0&ul2y;9xGb z4L!YkJ&&je2Ed+k0<~zPTC}jTFdFj!IzbZ=0bM|XzA>k$@(~ckCV;a>$^Ht!F^lK} zs!Wi;kG!Hzi4Tr;9xBwZvy@oC?_u`DQSvk}FaX*jBQ1&Lv2CbUNJz*+e>d8qa?mLp zarcl@UH1*yNDY92kBluT#1?Pikv80GdzW z?L5KG9!(qhL3&`#woy5PqP+h{lr2rdNafSYQ19X7v0QIblD` zYSO{8eO?;*fN-~~f9)#FXN#qyY^*+bMVeRqfg5+c5pgnp0-?W)YV-T6syJ9gpn<_m zY?_GQ!KKn0mlMaF#vv|!Km%GJGrKI%9iMF%_loPy=y>9OX>|IQncSw6t7^^LG@ zvY87Qdeq6CFX1%{`o5=oXH|gNZEow%cKNPAP~P}bz`lWTS7qR+U5VtIPUu}NdAfAH zHz_TxqN|{q7e5i`05H_E9S0keLe_^FS3CB}<8TC1Si=__qc%d=yZnQ;A1(`2^z7$i z|8txIJ8?%u!$hsuf`&h!$6!EYsQk=Z4`0SvsI%%lP)GYr-@bi&bLa%AY*GjDJW;9X zlskHsEp6`2r|_a}aAJyYyCyF2Kr8EDAL+V<5G#G~^?)I?XCAV9_;F>xGeQ7J**Bqz zmZ=z9=E?UTR}Do$T%Ll;*~M=0AbmybO=sIo*qj~p&pIQ#wa+&wV=6Rhti*C3u?!V+ z?Eqf^Et+r6h?aM>*{*Sjc-quXtNsixEx3t_w%XnYOD4vRlH9l2J?i8#Rzekup!!K@ zVLnNKOuwV@V9VT8wg1|C2 z5+d>KlPEbl0^8psy2e{@7>d7kN1U*f2UzFtyg9~je$7^~A zK|8(M^)yeRff_MS#Vw;n2TO?)9uzBd1v3u#>RB&R;`;nl zDOJDATxaCdmUSTwDlI2sY}VE2)8>5FrR_7a1_!;HGU!MM`J~47uxK7ldfvzbT?LI#gq9aKxtX1NJ1_}XH&`AdxW#HV&MYzgscQUbY zntClcZh!J@)Ym$XZXON(ow{`Ym#~TZ_Al2Vy>|y*UxRN<0g|+7s>bZ`2ZS@l#wtIR zc-_K$FO&G6L`1j`mxAAh*XizG%^WUVm^Gc{3sVK=gfZBX-bd_jRuvRQNbx|F3KZ(k$RAbIuf0@>y3Sx$!==iLJvgtyuhlOx;EvzQ`u*{gX8d) zCxVOF727|_E0T){aeDkoDGVSsC~dasNhM<$IEW=9D;>BQ*Dq6-$Gy`oF=EBF8+W!X zeII5SBR15|S#-MoIAhhc1Wcsaa&K{4Z&diKREXN!7aYi>3U>>gpKJoZ+_vT@G^@=6 zXdEQ^J4r*c#yvu3GeS2R)e(xu>T5qXGsMni(^*el(?&I~x)%Dl5 znb2+(^P<{%IA=g)g>M3f?(c%Td%3_w0yreI=E0#F`v(Wr;oYDdA<`%}PQ*e`AeLUG zvlqnr!sr)RV|UO=p#12?QEjvMU2Vq>&0=if0kC{_^SMqAjCv>(bI|}?7UKa&%iWv2 z$Sv{bH9s%2emh3;jhFdummfD=!V4_$Jzbef*?3|8YtG=z)Lvw|r4pFKqibLJwfov6 zIWkSmthH9Gu%D;jK^-LBgjZGbQ%aKFi?c9LYty~X*j)^2BEGZ7S^F-l<@S^7t+TA> z+pM+M!1ypO??mU-<;;MlpHTC#k}7gfiuat;65q@y!q2{<=$^`1<+(kz=#M8GF56e<0JTa&mOJZ@CNx&7gwUx z__8`Xy3?PeglCH1XKxWZ5QaO&$A`0&&5^Q{tI>47A-A=j*Ba!o<+7XBo)cFr*O$?O z!NOvP>PXEo{ikv7Igx7D*fOd6HS_^<=*_5z7t|*|SWlz9(&9GN3Ow~90@?)SOHMu7 zbta%_G^<>t26|o(U9A7SQFk1`-;)Yt4}AqJp*b$Td)~XfB8^%wTs2>6ivd}ZgxCXM z;z_abqu8{4%z7EEg7Di?M%C2`+H=4}<(cNl+(1K?NTbGOy|HL~cG&k6CbwsIaCtZC z&wWUKE*HIoM&_lpl6%?oG_ST?P%mpv*X-@(7-)Pzo$3OgsQY58S%f?cxX~7T7crJ6 zJ3wRpV@ht0UYG!g4gf0-!Nsf{g_?`<>}r%G`BK1CYHBLKt<&=&H4K3AyAJYw%0*;FClEtl+>t)2bU#Wb---PhS%nXVI8eSu3TmcQg4(5hE;jWt! zX>E`LFK*Gx6>SFT9++F~eOZa7=XXE3Od6X9>OPgg(ZWX*OiX>^u;L3S#5d>3eM7Ef zqn{tSB?={UTOwI6a4yQP;w@9Xy{?Obo6B!~MDAxMdqM{y6&z;JM%aEtxLN2J#fM>C z1qAK@sD2+~+2KE0sI_che|un!aA!{nqc>w3NM*_3CK|5-7mp**lC%F2pL!BsuXxIZ zWJ(#OT?GN)7oXfceW@P-&wpG#CaE)Sc{iCP@|Iz@=yVTrWXxqnJ?-Al4aV@&F(%k= zy$oWWsbS9bII0xUt(y5}j3dem&?r!r?l`Ce8jBP&j*m zmuw!UL$&9$MmFFsW0<2u=n;Z!OIT>A*%eKYY9Km)N*e4be%t$|(%8)B9MZ#-L|d=u z-!Q8GNc{Yc7}IjG2&o0A&HeKZS^J8c5rLF-N=0MZdyr^l>-J?Ei?e9u z(D3Wq31v|ryL&ork?91m5OwxbLZn|oDK+=|sx@rtLU2q_HV$(P)PBVJ-fSYe9EPF0=ic5n>_XL~UouIUIi7sYchwZ$v-| z&`+9FcVSaw+7x49K5%lA%42P$jqH5oBQ9JuS`RDda{M4OM?@ab;#E1X4pBMKd4l=L zrLvAG&b*KEF$?LMZn+8&R+S3O&TLURA5jSaqB%#kt_cCqOHAJZ=XS^QI=5}t5+aXA zaJ1tp#=_f!;BnKS3HZ8XMO$(9^dMK<`zg-aePP!H8cmP&^HxT&IRZMiMsR0)b98L2 z;-&itlDuqCPr?>&gW9bU?lMZGf$1p9^=t|%P+Uor@O+~AnPYIVCUDd~V>S+%s3lq;j`NtIUqk0!>ipS8dNsSwu zwim;51v_1Xt4*cD7pvMULGHL3ZwBuD!orTx4Vu6Nv6h$`>OU&rovb=5U>b9&I`)C_L_shBW`AOVTYnC$~S)ph}D_?2+Ro%~_F6L=oX_}MmAsnwqX}lVP z1fzQjIwF~Iel#KcX19xLuL2%W^Rm3Fpc6NAeUdko*Kc}SI~gz(kLq^GicA_D39Wf-^*I! zK1}1bw(8&(5NACTNbo)Cf8xa>Mh-oC;K`l9E%R>sW`lR`J(ed$thiP`(}1LU1fe02}Cs z5Z~X=^;a_vs6vMzHAo1q#z)_N1OHh~k(UQRjFm^@*EMZH*azKZqMWvz8r*su6~&M< z#pAqU;rB6pGuFz`N?D@L(n|KxYV@ZB_ahEYG459pK~`h;?8|!8p+(x?b^+6mHHHxho8#C zQlh_TF6wV3EV6Qr7+A3`7SUC!UZ;?**-AqOR8&~F95|rMv*?-a`3;I#NvpVR3x`lz z0$|^6ZMAHQp@DRhKuWf4uHYX4^+a zg?&TZi1JM@J}d!$b5s1lqq<_7msNoByHK2!Yq3|FvM>marP-qFu!=1j9HM->bOoXz zela1zMHfOM*E=|sM1xV+z$&?e?F}WyD9@ZOrBNjlR zAh$oys6a(uw<-0JQB;yk;?1h~epN4-rOvJGcbO5uPpo=^ZmHs(Xl4CeGQz-(5Y`QF zJaW#*x~YDv0y;#)u5Yz;H+eA2Hf`qPZ!weU(r+;nkeeJ}JcIje!d zu3LAne(A7#7YQV$Q*0m=hLNlytLF{h*sYb@N3;}yf`_P)lgT6a6xzr0E*Xl8E0G;n z=`j_ab<8MJ*64Osdp&ajltcbZ*7wURyce{{S3#Fzn_3W9kcYi7ufah{%!8Um11#+Lwy5k~CQQNO|I?>6O-F*KCpxcTD`}|_m z6#54e|Dgbmds;FDqk?7#XrdRo)CaF@W{OX5Sga*%j3i~l!ceAMcRaO{la*h!cPXpb zX&)RF^Qpky5=l|&N6rI` zd509-wmBtm8=o~o@G~{Az+xa8Ts9@Q<-KMt{Ec<9Rn!tgH;_0ZnB6_vbYfeP--Xna z=!gJ(G8N+o|DxCr^17LnNX_Ed@4xszz+L)A;m~JK6o?yTwkykH;pL`?ht@?&{kl5O zwMB#MHR(CnZ5(eXnYRu_Ck5Qr9Ii;->(HF$CLMll^Og@1j3KVldV*BbALz{3^nrzl zF_=Ly1{z)I%9L-@dy749MFs$#tMRuQ8RX!9H{1cc3c~By7qBEl(^@E#7MxL4z?IVk zRQQv)D`)VjOVbwUb6mb$A8W%(j?JO~E~j5SYf;gMK(G`0;=pma{d!`+y+`I5rr}_$ zL`3Dg&gIt1aKE;DcywIFVw{IVVOKrD6kRwLGt>jq{*9Tr>WX=Bi8{hThif8i)o9gp z@np#_uX<~Zpcz`CUt8Z6SH$(`M%r8gt<_)a%VHOW81vZ9LuK=I z!f%(Chtu8JPs03JoIl$zoul%(62EoSTa^0HL@n;6rXc-(L z5qXO;r9)k9gDoutq?}vz{NJ6 zRvbtUE!AVYkv`qthDIAYW?11!g$wamtqoGMl<2dJG^_=cVS1!hS;3JxI+b)SKV{8| zr{w0u?q;uW@h9f$^AQnS+}ju*4{%%ipH*DUvw zsqFNLA8$1(8WHOY-H&T1?7vC-q*~8H%$w}!I&9!5g9H?NJoF8%WZ!KgHq|Rcpaj~F z{OEFGY6?}A&|8MqqgptSr6*vHbU$5M=dV-%_10I>s+e_8y3jbQzO`MPwB15*k8=I3 z5@}s~WPZ3qyb*!{+kVL$8KQF|Owr)edNV4nV6T7zR`6a;!F~p9hPm6n(0lo>1b|IWf~VXoO}Xo$RAgJAbU zD455P&g-04pdzL$@cf$bX8jN^vhMyfW%buijDA8DbSwTDb08Uyl8H*#Tm_0L1V?=#`7?%?Dj)oVET z3`VByD-QhK+S&GfSw*q-m*ne+)lhr_A993Bs@KO#!OjQU12UVf}o@oUwl=rv(Uau<(IDIK!VqWkEbwl*0 zE$|59@UfNk!cnbeDk=vOXEh!fH>yjMw=tHmCJo4 z@F327|2=;S&g;v#R@}OzNq7W#EZF^X1(brPpwrqL2>RMU^WIh1iQWJqw^11aGQ6E1 zEdr+tOGDX?3NM|3D1G`MEvS3?g6Df^cAr|w#&d_#VaB+vO}%wAC@d(+Szf~Fqe`3c zKHV6$OoJHjHM4`rK}%l*Ok@r4UR;9KQIeekgset9*37x4nCC$QImFJ_YF_dNsnf0< za@UbU#G<8h#U07dn{uymZz~@8ov589H1SmPsomjAuUJDj%_1U$C+n*U+?Tip1frk4 zK11SS<78u!;%m^*ze{6($BbacGSqwW@8jl!WGrjoPd)F6R6eoO7 zsBYM>PDFXy5)8&=T`Qs!c(DTF&Za*300Ft%ieToav}&0}DMNe)>Gnff)fpr3$& zdVE{N@D2GdLB5%MvO1H*Ufws?_tiP4#=qRSS}e!_|1&mQUGY0Op9w`+UBa1?qw)-m zk>FR*H<&Eo$_mn6=XbqVnV$JFx&+SjS~J1iN;_Yx<*vH9cP|;M_Q{F?lux6EA-gC; zH%>Ijkv^5Z$-4?{{9O!b43k~`kK6{cWff?t{K8v>z?C(|mq9u5_+!D=rE@TgS(^wl z-@3CO0=C=7qBVl4E%zu2L7>O8ycGb_``W`n3zGFsads67vc{fyuv8bUrKkqMmy%cp z(mN1_6!sNDta1&)J^4<#9zD_y3m@tUr+GHgXK?>=K=SHc9HFKj_iJ(;SSGSm0Je;$ zZ_vBuW@te(*1Hu4DUIExU$_HJ(29ZTKW_6T3@A&vN6K;ZSoP24j0-*BYh=5LK_H3Y%l5$fxIOXN-U!=$_2xN?tJ{j{#_@rQJ@O1*WN zgS;Z*(FOBm6rwK0^N_{vi%Rl@qJZg(!xRB-=iJ=mqh!>FROL|qEP?=uIs%a0c;~EH zJod<%`s`$B+(ddZHNhcUOMX6H>tf3%q`-+;GaB!)rhll-zhC zL3$;D3K z-*#OY%d)0~<$nErG5cpRK9Z6k?oH5O_&bXe^IJGHm}ww#m7kUNm8irGT@_5^rx3K* zk5Kg5@QdRY)EVBejHNu|qJ$pEiwJXtUf%}u;b^p5cdHTtV;#VY{HB;O2IdSAVm?*B zfA5M0j{C~S2yM^nAm4rm?@z#C%#R4K=4DmRw@f}7Y1`YCNTnYI<255Clo_*p;k*rM zx7&3a5o`QQ2O6ZkGV#S)h4BUxWlH8A4>MIwY=fpHh*1Lx7MJ}pFu~p`WBmWE!eZk_ z%TXyaeHw@4{QfLcd_@MoKQ7t}EQjBZ3&F*AsLY=0*b%{%W7Ip=xtDmQDya9;RTwu9 z@c;lBSj6&H#T)WaP?9xTF5xUlriJ0IIC)Ohy1X8iBr~)|TWPH-P=M@O_WT{4MA{w5 z&fvtgHTcAJoG#*@`t3%2E4N@0X_Y_^VGfI15ds{%s$aFYDDFh8jXmmBGSSJ*NaWje z=&djiwne*;_I2mb7c{;p=*f9gkK{MYf5tHqrc++jhHop505;A6#9uDK=H$5ko5O)Q zL>}J9R!*3e_7D=v0@cbs8mf=Y3!tLVB{gnO@8^AM>S6i`c&wrFToReZXPr;@t*v=t zy#g`K1!1*!9w`Q-3x2LZn4yjxI!ieiXg@OVny*gE|U!{G7YvIFJ0yeW4<*-mz=t}Rm8jL6f5Zzny50` zLNyuiEa*Q}`6t{VfABzEvHRc^=Zyam`liVJwYy-~2`@dX_yY~_SG@o{(;z#je{qwh z)h)hvL%v?C$7~VH&D&nUu|y*QL_?yZ+>T&-6g+?E?8&mQzwZ(aOslHM)aR zFtvD;eUyP;>*&@y(H6JUh2`MJ!^UCOvw2UmN8SV7z`s5jaMG!Ve=r7F4_mq^q}Jzl ztxqjD|AvsjDX_f_yY~6PeXUZcq8{>ciTpuKg^^e=(=g27Wp|Ieo@{SF9i0%`KH>0(!MI63WVsT7R z939dM77iC%wF!&1j5H`c-CI7cV)ps-ggq8kLOXId8}Gcvz4nFAP*e4)^t^Mv+;ikk z_Gmw5>}WrN%j;hkFDlsA|ArC~Vw5_ahhT*q2T&FuP+Uvl{lVOMy~T!Mx~zKa!||tV z25R^b56V`R^w3e<%GwmoDd{l&p3lzh2KUIO&A(5mTe3Z2fD|YJOwqw>6%*7%{Sef{ zXVvQjSepJRhzX`m+qSG{CG8+q1RXeu+daA^9v@@g@xvmPC3Q#Pp>~>1*hM$kst}rN zqyc3NnN@217jU-HOdHS9_Fe@2+6+bc0-FksezoDtvo%6Y{cBK1<)0Y-chU+brom9+ z;f$cJKKn4+i(^N<$6$0GiGDh7fN3~xLutG`4pY?Xb#=;PU;Ed&_;C_Dgc#pEM{y9(DI8$E@5U*V$QsRi&?F0OrgR)_M~*)3oX z##f0NaV57+uz@yOEkgN&OikyZ?L!)E+XosaMZPwytyQr{EcxCJ?=J&+$cvRV1-$lu z1E~HJLaZ+P$$Tq9eR@Ii&5ku30^@k^+b3uvre^4~#vkQ0Cu;0;5!u>)@SmrH_9N^d zJs6fXYK#dIN@+Z=9H$WeW+FkPv$m0sxD)jbCc{;X}?04kiWmQf0CJKWeMUI_m@nG+(*B2wlo_EU4o`u#7?Y$q=+(f zlWFKV;rQ`9#rM`65v+-Oiz_Scd1$(&JY{#J*DISL1#{v!5;PCoVDu(F;J}E&%zoGt zkEFcR7Q-W0amLw`E8NER=9H5wbXQnE@V5N5qyl__UR=cFVS_=}@jACs9}f1R>!Z|z zt`LI2>M823lKCWcK5N2XC=1pE=OJ0l6d{q|qJTaeuF z5Dr3uMSQ`$>%NBM0iir{Ee%_fZ@ZQGA{1hQpc8hA)5_1=4fX(3H zj-1`IHjH9DmgxMOZUKGxIy2KzF1NfC#pP@Y9cVu*>s3;;ep%V`08W@3O z=ZI3gWq}Y6$WX%^9!Mt12({KlN$e?zjZWK&1Zbi1JDn{PfKM2@TsXqJ@L0D=_Rs@B zMso>gC&9I;`vNZP$K)C_Ir?VGJzxAXyJ;^n=T!_FKkK52ZW~`kQJp^03~nLEOoYmL zW_vHqQ)DUhL^<)B?l4Lv+2n@b8%!Q&^lye%yl=6H+4|CyD9nil1$+G!;{D6naYTZv zo%%0%8?Iz0$}Z49%V2E87he8R!5Bz9NX*TLH(_f3Oa>;i|K9v?XJwv0CVxU1&juE( zZfthEX*{bDfs%|$D!B8+;d#o(NNtcfsS^wy%b&u6wNT7hA0hwjkwGLR!-(HAEQSUt z8^G~~?`si~{CUn?##Gj-%A;Mi^6=Iw<6fK9=kZYLJ6gtzW0QKt_KWbE?9XM$u=bC6 zvD5ZJo7IPp)0|>J^%yY}7}5W?lJL(Lkq{u3i>k+cUwguqx7ApxU5)8M}WA+7(yj)?D^RP^<<6Ew=xq3MuCkO^pTQ#7uL5}Sm z@zUN6rE2bjO7soV_s)yMGueFIqmOIbto=Y2oIRhbYCYoakKKreeqGl#sC%n!E+S6c zrfXADdnghUMql9!(+el(cZ4~iv=RY4@_z-#SzW`1yjT9J1TsE}0K6ThX&cIV(9&FV zL|DxcMSUI>5va``i@30I;y`1aEBTix1nk-B$TptLKEycNtCBSek+ZW)TAk5GrG=` z(u(>OXKliV7rBs*JMenbr+3Bp1ac%=Ho?dPrc#p@<0x~jqargAC6<)dqO_;SyOOM@ z{Ntw|v=P;u*Feeq=?#$a1b~9_qFWLP)u09B;9Sj2&IEPP01hIWRRj_VN;u6FK$3=Z zeS^fjDQ8?j^P#!E{o!qwy~caru*(Jz)^A0!23YHq7BDotIPgsey=PSgM|dAM%)CXJ zcoxiN)OWJvGEkSCcfBClui<9rBiG8p`>l!nb2?!BzbnYRe!d(swnMR4ek`C0TKrwL z&?0qL0-e%PJOR2mQ8*1OAz#3yp__Z^UR}bgB6L%qVXeReC+daiS8FcE5)?MEWVtMr z7iPpM6UdY~VedUP8n9ap7*a&}dW=B{?lz{^Y0esCy{n)H(Xo?AI|Ea-5YFT&x5)`p zOnab>xU4)=qhgBzVUL2IRl(2}3IUII326-oW|2PCgsM59z>3Eyb8#EGXRjj!8 zL>^JbatvQL#}yT&4h@%4fhWv5mr9TY-0`-22XJ_3sA$o~41wpF$}O*VZf2j0a%j?K z2EdshO$9Dn#}tOvAv7WPah=7mOBS6kxVDg@BcBaUC{VSBv*j~)7^tWVdyMJd_W74O z!g})jt0;I51(pi5+vqBaS=)xV%ZqM3o_{n_1-IuV9`W>6eCGYDx;For2CBfknnEDN z;rSHxA4I&Kf3tv+h{9cY!yCn+{6?7vj2U7XJ_6=vY3z9LOpxWA499+1(HJ8Jnpk!_ z?w7s(m3va_j*5lHBh8N$$4q%m2Wv?@wO|jaH}8`OP{U?c#nR*N7+v-&p&wK#cLp2M z6>LaC>7RLju>fKaLb)j^+AqM+H8i*70Ar>Lu(%-0a~Ql41={3kK@e_g+Z8o6dn)bNS#6sAp?URot<5B3;~I%-{q6VkSm^N;5YJrC%I^S* zPzvbCeUJY){5l9NMmHe@z601q(j?Lt^GQq_E~Mh|VgTU>cP6~|s8MtggDa3k$l`eU zxW83VJYvgNyhS0?@!c-V8E(2oF4u6h+FR!K$TM}*z$GW!yfXGiR02@SyaSO%(qRVW zI;nXI@f*Tj5zf=3#(c9>hSqv6bXKG|o5~WYgzl?$+on?6B$z8S=t`47<8?8(L%cX6 zsHe`9-D+l=k_N>M-2|eT?ZWnQ)7yL9DP07={uI}Zkw`T=3hnYbUw z@!7s#4s5}}VW$Gu6C2%BdGhMH7{ukPCb0}aW*}eyKt^^r;Aw%%*Y=7Z%daaAS012z zC3GN4-^thb^+!+*ow`rRMNgv?CkyRvcL5h;o>z0t+Q;O!_@pyyH=lM{Wq+uWE_x8w z#R$9IuREp0W-Az*15F%mL;-~m2JZO3EoCb;C}r3m9MKoxRz%Iwa4^)uBgY)=%OD^1 zP%cBqW2kxlS^9e}q&Xxqlj@kj>}+~i9sep_o@N=DVvu!AtYFUJ0@$*sdrL%sFlSsk zEW*ydBbF#9ML3_%ZbD#13EGs(GoQd{DW#V#km&q*VMu=Z<*)=1r7Qcm5VNv+bp-O3_bNwr-Se3qs`f9vv$!rPH|wZ^Y{^qm}mxdh&YT%)I2ee}na z%Kx~F_+29&G%I2-0nHC`?BqHT$p#zQunWmq0&I`O7%Zl#PHKnBOP4NP2x%0Enx6gy z`}{uM#@XDBblIp#>!WW%f?HAX)Fb<3$-58vNpgj}`YvsDZlU|mHgp<=!Q|yFbTL@D zHx+5YOIzK*_WrfPKK|Rd{ox=D1;$xn`i2oJjkIF zl)eOhP`xK?q0E{?IPdQ2mSe47Il@#i8hh0vrSC$`1Bimqmn-?V?hQy)Hb#n?$B7o3 z7*OQ#7oLyXVpw0lp=ZI5|7z|2{nQdpcq`3tj%Pf(L;72AggcIqWz>%SF0u>+Gv2qp zjSdG25oskA)jFG3fzz#wMAV0?QMMDcIS*m>Lx?+~K<%}N?y!_ROj5=N9p_UacA0kw zJvfOcqer^(3Fv+(Lr?}^GH04Sv$r+RIgkkdDqZ4)Cq}@X-56AU`m95tRD%+}GZ{A? zzIVNjJw;c%%>}m5pcxKFbWF#@T{_?UQQf0Rj({rcY>^&Raa>Byn{Qo3*{t^YsPGCM z9r;B&NPO=x>r4FHrwb~hy_y219{Q2yg5||@N?ru7t@f@JzL8Hu7E zM3xD`g(VW#3aa+ilA&+kE<)Kf!JVH$N(J7%wi#h)sa`vvQxF&MG5tP&rnMxh(d9^& zf>=i~Ed*CXJ}%ZDE+hh`*6cMN%b}$i+3Qf6kORZz^C`{1dRtfMGD4&nQ*(wAmVL}P zmvt!TFFT;%go(u8Ac-QK_z@kol8w~wU24|JZk@}^g1ge@!oqY6Mx7jsX)5Sdi@i#f zU4}1WCtusVf-*p<}8sW58+*`dN5EN+3{bg%)q(S}XY7Y;4)2ANcSd3|yOyS;+36Kh|(BR;< z)U6m*7Q*Ddv4K1k7$9bORbGo zD_Ly)V?EG4&Fn^6L8(2OTF@Ime*pYj2#wKxxML)DKg?$BW$!ZQrg36$P40se88U%y z8^r)rn1*LL5Ley>vLPUQA0g}c0Olp&q}XA*2Wo>3=H86C+l$fDhN3wFAe6kqUGXk1 zfB5G?@(g^shV(B+XC2iZ6535kSA8oiQZ&$1lGHhKdu+#0TO8K2Y^QXKkGMy-HcYP4 zF|R$xvChI)vvk6wx4Q$;l;y{k#8u&SKg$c@3%e#q%n^sU|{xm|5eb z%=1;}IX0ZEr;luf9UdH=zi`SMg`IwDt=QV=aNV8FV}B)6VL_a#`mE5S_uy{7%r$UH z^D_2GzfZPwrBH^ywJt&;_f@~G_>jBG%y6xT8hTF+&3rcQZOQ00xd}PAP2CU(3P*I{ zs}x?fs^HY5HPS^gS-AMw9#B$Tjpl#B`>}8@J9e~8E#2a~_5-seJXPNHV_RK8kMbBf z=(LqOp_>}3lR~+dkT)78Gf@&^-D5xFHSiZR(qmDkiDBcH51LB?Pe`yYrhM{eALcd*#2_{uXZL5 zV~O)VCych1s4}mk#`DZ$jwd!4l-A8bCx|+XnddPK%D2x?aifL~@mPwr{+O*}L|02HnT@3==U?Oa*NMM;*fqVVt%~8uI6N8WaSmi$#_#FC zhdq6Z3lR$T6n&5V(Pxdi)rt%&Xk*GRs8lQg$Esgk8G-wNLo4cIF@h0^=(Di~ z6;f(`R~Tcm(R2oDG{ox1-GFkgEj$JFJEgRmMT#jZ%}Xfd2~z1S{}2~mcvZ7CpZZ=UH2vHs1?K26T-~j z2c|I!5Ks*=Lk{$GIWN}__5aH2K4TNm>r18J!@LV6248nqZbAh0pgvBCPL-c2QB|#$ zj(Qu5fg+v>@KaMOdR8y5{<$FCoGsD3U5I&93T_(v{ZQ=&I@%q2iYhO~LK6Tb^Ho3d0CS88Ro*9}0kAcMDpoc2@~zily!|H^aA39i1_l15Ec)>5f~ zvVhUycdgaa;ft&!^WO|lHalE@1Fpaql)!ZK-(L`BEiOq@;eClZF7nXKc?emOkeF_( zWe1O8FMAKW1xSPnJRrQ^R`+8NCAP1J-yqia)=crjzE7}?X@Lj01r%n%@;7>>8(nVb zNl_0PKxz-GvyX%~>l&92vWOZ|el9RBuTHrzlvV#;_RsjSy=Pv$HJOMmzvZ`zCpWKK z={H|6R!rWJQBv;phI0z_kCXVD-4{1J5@={! zgfG#c@Z`o!vx?sl=&dVi}MYEEtvQH}_Ik6M7G}rAQ0N_#)9#DmhL>QxdCQNVQw})ctayS#BrAcu9JmI~@S)D|@WeEP#fAAIduOHHN7?4?i$i9|W=}JBz<&{TktC-eSTV!F^{^1HHHmJ- zkBTEHg;zRdLLelH659eIE*!Bmhrdg0MmT=FkKpAdLvWkuyA9n1S!QMA`ludm8*(d~ z+5D>ZR0PzXE!S^Zn=P~1zBAH>|C)eMf2c zgKx4Sxgu9Xh&HAHKGC=%{Qg`;562TJ;j0$6G1I1)!}Xu0m_!;6uGM$ST{p{nJ+9Ls zpmXyMNby{^zK42))GpMWBq?8Zg$SeCIhyu)lC%L2>hx4e%01{(Sf7nkenu%mwOeFu zHFXKb4$znu#L)?pNupFK$;pKDLV;KUvc22dV8q>qo*E|Lm7V-RRN;4l+_zB}46I<| zf;ve6B+ER;e^j)!;DK7Tg8ce5-Rusc5+BV8C9Fc4t|!G~ZrDXZmOP4G9>rdHRoxs3 zd~?NK*_xLxD~3|qjy{dmRy!+yjQI$@OqLYgp0P*kL@!T3gDfeG^KPx-|Myk2i~uL$ zr_wYYsamSg?;~_j3^Z^`#()~BUL6b;UBg^MZBh+~h{2m~3Yk9Ql+CI(f`5o1`rkF`oLxkqf3*@PYJG=9XHho1)TV>x9!P{ZP4Z2x50bzs&RO{>7 zPrE21%aH5lZ{_zz3cD-l=Zfn`J>_i4l#0PU#V+pmk#!XXe9|`2A-Q!DA)6zgE^pzC zvPjO(etr9xGXVJ5Hgh!QIJ5Q=EshQUUpp=O%kYJyFJ`i4`4WcIB1{f3Raq&6T2x+tsF1OYqVZ;y?5iWTP1O zgV}#^KcJVI259C$mDhVwpBJa6r(bM09M{Hit0d9W+`5aIP-l!j?UWTGGCV_#J(V-f zJjc}s)@pMG+n%4?HkJ|{Ztj^xHe-m8@7x;qlN(PMefAjV*d06+yG^EKASrv%x&9d3 z(LKO{p7WYHGo&~SE&0!F1a?&11MHwC!omIsvh3xjf0gB&N(bLWc6rr6Scr0Y4Rfs@ zyVYjM2l=!nf`f&2mJ&GcR@(1JW)gkVy-QKqCEqiMXob%Q>OL7rP;_X7{sI!MH6wcF8=&Z4=iegU+JTHTSAksh`rjl8BKd3!`=w{W3MLDjpcw#MbrV-=I@!^418(I`#R%kI4;^{sN`ZWm*6>d&1>YNFD@*eVnmeNLu zyo7pbGVdG%7R+lxdkh|g#^=v^ALgL?@)LLE+jQ+WRog%Q5-yHGF&y2sZvHgr0V!Y! zkCo&1#H|qQqV$?DTg+Rcf?ZVD+n~yolnN!Qc!#Y69kvIHjb}$fEJQxMx4bo%UopEq zXh@J42Hd(QaQno?@vJo~RpnTbVIKR{N;hzwZ()nB84C1(dd2T$+(!Jt9a&^k&tzN( ztHFg@lZXtEprT(P+sZgTxMUaS*5N`uj?{Keq1uc4HRd@#cNe;lil1g01wdu-kIAu- zg2eiz1luL{wBl2-;a_XS-;16qUkvF*c|etls4TBI!yY)yY%D$7vJ z2cwt&Ez-RIMVWQ;CGU!?05M>hKYCX*>SCHB6BSwCp7xU|?=Wt8HAiW&BT_*{QkS^7 z{aUOAv^O@Z#&8IqmBWi+xN1{-Cd#C~_sEpzcjq1g51=hB`I@cx>52#W`OjtX2bh_C zK@WI6nDgE1XwN+zrI#3>z|(i13z!4r+3y&^oN*3Uh&u)04-8ov7`(i#uOj--==A~D zs#%S+EWSobN?Xg%w_l4g+c1Du`T^+^aFm6l%Nk%B5y~Pq?Oem{r>JF7Z}K7k%B66G zWe`Zbh@PUfE*{S9mLczQCoBp)$5ymo zcY-TX?S?;^N#9|}>W{@=!e5UT8uG2*1mMcl?j8|<-MNLK)q4w1_kFM=%%{Q@-HMTI zMEvp-KAv3)IgC`C@M2srq<7f` z-ni!1td^-G_qIH>7287_9vCh*X(s++>ynHaH`^}k??#md-eBgzs3?daJQBcAj^ zws7>Y;?E@|z0f);B!cHM3@nNqsS3o<3pKYF?S2-~KzpxWXzLhctf^$4$%$erQ$C8G zV^+3$?#+NHnS1sSP|ZT<;zsXZx`si2mRjn{(IrCQ>tm(2ER!5%3`Hioh;xE4RybP* z7D`%|SP6n}U)e@i4{%cTBGA%YEEND9eS%>Q48QI(qg`CBC&+chYiViO+H^@jCnF=n zJDze&HTY?Ne!@{&_2kKu%B^m|WUI~d=2-igT$QQg*OuZV#4jWx1pTjZ$Q2QsJziuH z)gLo9OZ+fYYhSlu*ijIbiB+npsMA^&C4BwNEzzUp!}mqDkMu(9)Yh zRy~%#G+x<`#mW3v`=hy4!C}rFF|YSw_udl-rDAn_uIkX9DSkOf!d}qQ9w#<#u zqb~h6f#0ae#%heW#}eJO=trA?1Y+X88}j_#>FH@RSI52iw<~}J z6#!t6skluS>rIrrM#(IbulD=qE_1p+zNiImIyo#$)_ZAQ0I?eIsbRx>E+d3Pcf|K6 zhE>x{|4IM*TdPC$B*1Ca^7lC(^EpId02S^{qsLuuS{+{RCwlmp%gzD1QGz&8PIa|F z=lb?S*e`c-iB@#ZI8pR#%T=ieN-1cx@7nrk{H|7&6UV zE3wM;^Ye3K07;o!Rq^rs@#U%*0Ubv&`|ogxIR*jv{}uoxI%_w0R&5XSr0j<7guB(7 zDx@#HI$G88In+A8+px&)AXvnTVYxfq9DDB5u@Ul0 zC9DmWp8a1_!o(!X?PgbQysKjIlSqPmZ&cOtH@R~e#yb1vPPt2Aok3A>Fv6xv^I0LR zO?NCKL$mPvO)Cm2;z$CCF9A&%y#!lITpxNTf1PHTB}@g}FG zrN(3Ley^jg8yHuD83-0>KjCulK$iMbLHZq!JUSd2sy}~t5p^=F;yIA63y}UP1A(@Ak30T+dHnCE?@s>ARiPQ$hml-#>l` zdZXa60?^%T))MY42r`?BKB#7T(}tkCYhqzi3kDsCGI?TY!^2#2@ogu%t{jLps)*>G z4eY@|f%>Yp-N;Xv7mkaOqH>y7K55!XV&In)Q7?TtHxT}79`1mM?qWQx#H#eoGGEr$ z?VB`d-^fT$kb6+t9mn+rsrx3A826y6G0d*R>m#^lVnvHZH|0F6Yz!Jca{zd8?C&at zC#?}D<&Mj`TK(Yw{FOjGAg#Ok8LUMRFJPc)O$1u5E-oht`97Pr&(~>sMq>G>GU%zz z%ZqN!o5It(;X45KCC&so&j2eN- zoPHjH9U}A!K%b6;^VZQ>A{k0j6$kk$xDJk4yQimPO_O>rG0QB zcg}ku5L40wKxN{G`v-sv?IKC>I_tYb{QeimbMS`o0OqJd_)P7|7BV+wtWRL(p4d@& zL>uSh{Kp7`-oqXb1zY77ns#OL$!syfMaT19kKLLMQ4W1C_K2FqxF1U2+XN+Ny#dlz z?>51CrQpZNBPj{UKR;B@aVDdKk}Ci^e`eGQw45-8FYhJv9NsRwg#I-2r=puE#kGvV z{0~NAkRQdYqBRAR=1=8_yJaFQx_atrd&2(Qf*Y>_J^yApck8y^bk{ocfHJBI z59;Q>s&*edoMr&QzjFp~G2q4tlV!c6%7( zJPA@IWkS5CTgM=Gt6)fx-Uuw)shJOVdNK!qjxLW`Or+WwPU%%;gFJOo32=$J?tFY8 z*(lJksyuhT?c?Je^+g0g_`e4+_Ooaw4>}Ir#2Ie-b=FiGBQ}eDYp3(G)JysTmQsx0 z%Jo~GgKuqM7Clt=N=P3O^+o4p9WvjN2|Z32t8b^x$|-+vm?!HoqT1SCbcO-9|EL3S zvog=awGp$&=wTIcQL0%wF8(q6Z#sm|+yfX#DigcbLEM*w1ZPu>!@cjQ5;|KC%njaG z1RaHZh`~*JZ^IfBTzvwTqb@PaaNxQ%7!s$J?)E;&e6XqN7XMBzV_*4wC*k$n4iV~c z^Iv5xH}SQedspGh6CM!VIRUe>HL{xRcv`8CF0|^u-??!6`k5heb^gIG_Xx9|(>WOp zZJMT+$xc6|%o*-DDoOR81Cad#Qsq=vl=Ve*#|(kb@{54&{M?ka=6Qe@<$2NI)cf;= zH1Bu1hv%PsPCo6-UKM{-zouDQAg({axpcZH@-6iM*e6Vm`9HcpCul9yF>g{TE@u1Q zE-8Ey;J~tE>*@=?B5xqvr>lW-lNYQB1>Fz06WF-zP8)Q=LrT zZ+p$`fG_kB6&4*hW6q-nA|#^y2ls%*fd4Y#!bi^B=cEnJ_73kwf6YC(_)0`->*&5a_a<+kFgt;XnHov^OATF^d=!52-gC1%-Z2pV& zJ3OGC=$RKpGan$nhjtnBjMAaRWL_Qb^Kv@w|0qfbU>L&>+faO0Xz`M8s^f^ZzBkb4 zyrG{IMwjL}F_f|#@eY2ioA%mGSR#1nzF#MCLCu`5``fo9!P4j@R#Pv=Q{Pja&)tNW z&P$WPR_XjoALl7|`)XZ)E09Vxga&CJ&=wdw46am=chD4*yFk~Iq!DOIywL4LgFzBa zdxh1VNZ9S=hk|oH*J>zKlL7?K(n)IDkHo-xSH$mUKRlJhzI&S>;={>?cDa>yK{w0V z%RWnl%`*X#$0fS)vYSJ{tSu;(H!|cmsW0JOFBn?r#^sHZ9vy@Gu<@BeXFvJ9f#n)*!k~? zOAjtU>GbW;1e3JPEEO%i;9rD0$}yd{|pu+&qiXQ(_I`?t3wMK+aMNRZeWY-T(|m>Y|I%`7RaCX@15TzoeuMF? zabM04C#{PlH9Y68QSrm+)YJWyh~0a6*c)5+{ZCgX7Qg#1D6d!@tPMl3TcTEAc<~RE z3MWS|K`*8T35NEI0C`x`4Lfu%NZ9etzYMmU#GLGXdBXkT{V5gKjhi>ktSZI=oom}0!=)FFp`^f>Q8#C-Mn_mekv4J%w8T=l(lz6O)i#Q0Y?;i z;r-9|lb!fSA_&r7L+h24aBPMS8cP(N%vWqLlv3=oFKPOcFjpf>}5TO+9{N+(O@Hj5{>V|_mi%U!VzNZRllHp9E+O(cjr60H$qZW5;HWk zVxK-pNDm(&Qck3AG;wx5LOBvHfA?p4l#!7k+QyudL~u{|cLV7P5I?_YT%bJqM!IhH zH8)KB)L&ZIusoZ+RbfEH`>1;M{kYdB{&_!$Dfw6ZOnKBilwg#`nJ4O-5|BZk)6RMN zDPa(30mqltDYkXr!}kWwP3#A>d!^TkqG!{KuNv>)-4kT8Q6z~E6?I!~LrnvxoGNuV6h>A2pXxcx{ocnGb6&V2=!0&fcuve{#!E??Dhh zFG~~g0oS?~*F4*WXRg(quV($mMW@Gi6J|*=`0$y08oDj(uo#BI3!cph^tmb>gU)6N zpA_xw_JIW8l(H7IrgOoP1z##SB@9dPA1AKI>;(8%^5VrG0e^#gz<|;iQ3K_+7a2XrD~m(LtveU)EjwQ999@)G)Uus} zbWx@p;(vv-y5#iF|7o;blevYqCJz1~XoU*U~ zAsve7Q(WlaW!R06M3)Diz=rk$O}{*m2ZdJpi3A*HVg9J|<>}$~&ZSoMpOL8=gvp5- zudg4RsO5rGkAngx9CZa#ww}MV%bX+qiR6DTPphBt13c)mdNu7=%s%pb31}@^J!V1 z4!Q9Dx@uB#fs}5g&;p7kX2vp`@egiqa3C$aHD4I^Cdc6G2sI&KHdWJSv z@~x*I?C)1O9*nJ9)vBhG8I0j(RWge&a$Hcc4f@-~11Q8dmIvWQ^XfkWQ zoi^-_wdcBS6Yvt5lNW#B30#zq(JqojSC5YXT4X}IH|;W^?DcXc{#)|Jx$znV-o4`# zAWM9$sPhhIBgm(4(i30JGX;C_Ziy^E%YapigRT+lWk~m4M1O(pkK~e0jq^*R)3M_2 zq{w3)`AcpJ%FZ~s<#}>4q$d>9L`nH&O4GAz%S{{i;Gu$1(<-DBTj`TO!Vo6rIk=WY z?|C^bTHv$=dXt`zezVg$(lWc-mtI5l(;nWFHLl2Q+Mfx1vxhHJ0LFU)VHZ zJIP!!h_>NLty969ULA7D17hEEoHTfg5>M1)1|%7NW0kE1z3Re4cnMcWNys5RDK@gi z({d@}^}8yB<-waE9TLF=(~+$m6rWBkvg+qbMF+qHc%T*#zb!ksNiVk?m3qGT8?C@T zj~3Vd2CPQ)_z%&n%M>tZ_3}Y`cdvM)0hgm>F-nnuJNT>f;ru(zkS3su-cXFzP^sVb zRiaZPa30xa0p5m1d1ob$U7k+{an$iAfrjC1P0;AV>ugi=E7=uIsRj?d{Xz(z60@$% zQ_A4Amau>WEBH9DG_)G#9vKeuMWg=@AXV3KmnXlp-6(<3Qe~c2CT;&H&qZ9=?!3Q3 ztMu+Y7ZDLrpP;mBry;TS*DFN;(%#h4#9+uW`VTuTDBO8_~_X#MN}Q^I7C$475$V%zgWEgeDz(XEe7($J_c`RxgyPDUdZuJdaUF{ut41+BXL-tU^XLP%%qbI#V*vz zoW*-=&*VvGFU=gO9+_s#h|=W$3c)92d3SBTzsx(*mHX&o@>GqgXqg1v*S4U=KU(Mb zJnBZXww>(p2MO?uIqRBR@_`3V6viyyiXFmZ+ZXBW z>2_s{CMNEEoi87Cv6s_Bb*;lU%?5ScDdje_A0nN2=A?SN?=5vO@us|ReHGioYwne( zDvN!K2DG*`T9ZcoE5a)R>}lWvSRbR!PJaI+spt1V7XykZ4{Q`rS`QU#P3iT&E(Un6 z_p4Atf@J$b-0w8&(APGDc1w8& zy~`Arh&Od7rdN}vzof<1l!W{yVEiH%`$J8@oUJ~$GA7TSa&-IUsQ!cyOxbQyB0V&G`a(~=Ra&?q5KP>e{-{dez3zDljFz#S51(ho?xv% z`)v%tMiKO^<^5IZX)9h*R&`?r_z+9e)k&WxZdKFG5;dmOTFJ9#AN-PtB6&p;Za9|S zf4EQ3juB?Avag+!#)s}D>3yaX&;7>gJw}bZ>r^c!qr*bw|IPCObG^6=GgZTPk|BYi7cY2uuDY!TDiBzop({Ve60=Uw9Cq((&+-xUwNJ?RuWr1UfqJ$G) z+fU-9z%8T}7dN5DkBh;O7^Pc214-UUtb5aulQhJ2;~c;^PDFjjdzeJ+ZYN9agLemL z2X)j>?T2`nTv-!0T^{95LeF7Li3Ac8XqUk{v~2&4bhX|Qv4ce5**Ep+kVx;auzKs3 zkn@&84@pf=kZP@u6MN$fSoUEz?>PuFitF03o~@gvEh6xIB6;w#zxleeAQ+%E0cCd& zVlRX7(I?F(D{(IPzE85yGSOwbLR;TxiAKxokKF4?&{meLU@uV&H_YuvMh!Xp)Xr2O za}g-zZ7HJ%M@>|h{e43Y-Yg!6`0vlaVCNPvJzjy!FC;PlEs3+>%P2K#=paWP0U3tC z8(-F`m9cQlTx&RRG1;6p5}v?!lO&ALzu%CK6C7gtR$J;jXZ#6MhUTDCk45EdX=IR< z#UMgr;uKZm?0K=}=V8Kh`9_;m=X`q%a$_X)4*(#=+`u`%IYsy0g*U)L9V3N7w=ibt zH8x=hvPsD$k%~RF$j#6!G1ZttzYAZyU2eA>8S{h`PWVmdgNH|j2GgreZ=GtFn1`?; zf6Gm=FyXGc6~%|ZXk{`%ajnJSaAri1TV5Uh)x6=nJDm>e1QPDU>z$3@hJqzrrs%d9 zG`_kA%owVvUIk_f#J>CENi?Q)=Pug(EJ571st(-+<*=lve8|Q3WtGq#1oY4O?@UG! zX1pF`PEK1FTAT4bdJd41x=n^PvG4EVSBdVTOv&F043+eZncpLF<$Svh^7IOKqX94G zV|?Qx;8!G&|HcxM?vT9?xFM)X&NP(Tv)hOgf^Hr@u81C0mK`Wgx&+*=uCBgzM>hWq zy1}31J;3{6TSR>n+~6H)MEo z;P@OVgB-yc_*&2Powb~{Q7eo`ej%>|XPQA$DG0Oksys`?Q|}4ck-Yw92x)wF-GRWk zEOXn*Q20ck_zX5(T2G>RVo0oCDQKPMiHcm_Q&CVQfkAa^QrJEqhrfD`&Db>E<(8tB z%txm?@6-iouq3&h4jB1~sU@F({z$3Qg}ee2j+v0xyL+-Y9|P{mL7^RB*g4U#qpalb z`3i_~E3oVLd+7&n0VD70FkiaM&qkZ>ha2&w43x@OANXos%bmQu4GbW1TnP;)_O#rg zgngeb*NQGXTXKI~0n-dwrr4m9v8U$=Xw=r(>+TMQ8l$H*V6=z}i%({sMvrRI`u(+m z=2-{cko&If&n)%UGGa$=t#hG`ci`@fNj4H}$_zzD36IS&gc#&OlSP|L~%~J@*2%AJ2AlxRG0HqAFkaO?q5+(hfxZIX*m`Kix6{4#_|g@OZ9Y8Jl25oeC$S#Ge}kjKjD03Om=Jr)En`PHvvvX}mR&DOTOFp(J!$+H)3@0wrqp!3^hc>uNp^0( z4mQ33w6~=M%tExN4yfTD&k9D_*XAVNvJ6uFGZaI2-~Z|l@v!&}>AaY*5xVyT)lu5e zUL~bfzPyelKnj5hPfu@f+4ig1K`;Np)I?Vo?^3B;Pj6>F;XFoC&vR{+%v(pxQ$WPs zZFGG70Y~AT%_OY?5j6Dp^%%Hw%0JgR_lU|Ebb4@);>|T&gULr+PS`hooYNPn`+t)}?ag!IfL#>By9FeQel{=3~(7l}}!CNT@*( zyG70;^M-upS9amY@y-5&s@CyGuY(2`=VogEcO&&-OD$( zk!=-uVr8LlSxPxXemPP1)&JkJ=;%_xk9zN!?x-YO8UTnA2 z`MYLCs1Rl}jq6 zjmPA7((TiU`8~tX0Q(?A`XGaf??}n_O@W(B0JiBy0se z6g=OJt>5QGljnLWdb&wm|EXcnekk^_mnaw4AoS}nmn1boxV@@o<4c@ObL1-bJzZPD zfsMtIZh*pUmoSUtmVGv>+|GH79RQD)Q#A$;FAb<22 z4gGtKINzvwXKb_>10lG8o=!Iz8r;$FW3uXuNceGWDpE{n1$URPN@sR_PM=htBcXO!2o9gv5VCtR8dyIuZwl|EY(M#^((5?$05agI5*x7YMez6-df&?D`=H z=O)@=gQR5O15+vU+h0IGeC`I@60AlcLUFuE*`EpBwv7h*GsqM6pJca*Y}w9Fz>Dsp zx7eD%LW=f!sPD6B^g!PA$BU6Tf}g|hvxOgIRR(y;{df+`Xa0^q0Pr5Sst>*&JHz)6 zRHS&sIs1vT=dFEYXa07n=p9^mVP&gi%@;*g-R40YYLY~M>OWTP*io{Co_!)m*yQ%i z(;%VUg^AYzS9kRRKeo|3&K#pbPeJi{B~;`<`Kw`e2t+aDD#El8V_ZqUjc0nyHD<~6 zf*>TJ@2zK+aG_W)dNO#KFqc#x1$2Z?SVRUfULUuC<$wmWfIn0cs8|M{1J(bn1pt0T zK{2f!2w>^%bX)XPy>Yy&AZ=iWLbt>>^zHF`xl*A0O42V(KorRq^8?te%thSe<9Jw74K>7O{S6LlGm4buKiI zU^O!PeZV?sRFgwC1t(f~@B%D?q+J7+s^qrO6!7#x#g`@u5PE0z9u@28Jl=8RF&2Mp<14YCxPjeH|@PHK)^NkM_ zU-cz;o(+;PW+P5)bwd|z89JZv`8r%%cqtjt)Qd6SfGci9eTg~n6g zerl`Yk#fhIo0V|xcIB#BkJ$h9Q{j{;tYQoa>*>PrB1Ty%TWh7U z7l$=%oz?eo+zVJg#l9~oDeSlJXArVjDo(e~Kp^UiX7$&fnfT+NvigVIt-c+!$~V&7 z7c8h%+Jc7Ouq9VzjGl-UXSvv{*w!}RqHVHn4a(71iv1Q5ww+8jJ}`u@HtvD@t9scZ z;EN|Wq`w~7BvL!Y_&Job6!Yif8P=|m$B`Q3;1d*57we#+7TWluA>X ze;(U=siZuu^=?vME|y;E7g$1C}*sf ztA0IBn(HPDSktjhN!;W%d(~Fp_FsA+?mlL-DL*ECTJrrTWqNX0FTZwJ)P7p;pOTlS z#{E)Bd|ZIz3kDl8he@ct4S+P0``+wPC7v)S;_2R^d;Y}4S)y|ZzB*F7SjEB#!y6; zDaqPe*Nj4{s!v;Ce~SSOo*s^k$og`VlR%3iRl(G(>GgGb{QCstBVDHSz4dQ!_Dwe>biTC%xwvH$Fy*zr4y$y}9xBcuO7B=C)a7q*ScLaxS| z0#;N;&oTwG4ZHHYRfSzaOHgF8pf)Rtu^$K6gG9TqIuE(FGsJ}PRx%hVok<&W1FX81 z;&SRhNs~h%@a0DCAU`njr+ZV%RI1z|XJg2}S1F`s-MPSB=-Kd$!1TE@yk zeK#lBAgDCRKSqL23BiF2XGW5QFdtZ49TK^+7P<0(7N%hkpBl@Xg`T9l)L>5%noiO5*~7o6a!ddT1Uj?HLZx-|s$?IoX)2W>z)FAJ|PM5~DHXqW|x^ z(Xzxc*BkhrZhD}&Nx_LA{BEdH#Sl~OWR$I)tiPf`ugHXKFJq4`lYpTpT}O1PR7T22 zsAJ4dnDWciZoF=9TsaCjV8E(`s9;Y_MOZdCQQK@)u6#hV!Sh?y+xO6$vDaGn(d$HE zQT02mWKCgUEcm;}+Kc=Au%iB;32nzqKzY(GUEcJ0{lR|$^`Eer2*>CZmE5yxf=n)d zYh4%3K>Ux&>;(VbVY2(hOL7u{YS)Ii7DLq+PS(gci=tfH|` z@tePXYQ!v@9WLV=BSxR~OI35Xex^@n?a5a>pKU>j>T4JbYnZW>a^j7(?vQbd4Y34> zMCo7BoHy|(t(MMfwd7rm=lY{G-VzZhRdkU|5kqj)c z=FwY04lf@4Prmt2d}&c*3XqcE6ke~Ihbg_imhOVz!-9+du*?J6-@7zW8=@1otnG&N zGAg9*UhHLV*;`YZa99bB#g4O7PG&(bm(kX2{)bxk9RrP~U-}w|URirBjSq$8?a2Fg zX`ksL;D$Qz$eK(Rx3H{vzvq<;r~OFFO+T(paP{!#_CN(Yl%x*Z_5~sub)$Aek4!x3 zhn)jGlYM)?tXPP@grH#r`lZ6;+nt-gOYXL-Ei?AbRyKb!zWwDFrwe!|oKgt zffkMc-Algb@LZKoX~Wst+PZg>%EQLxCnWVjujtvvZ$C!i*Q+F7iO|p8-(L-)ICI4` zgGQ=h&t}{9^N4+~A+km%>q?fISg{kt)`68E=nH+_n5n)9w~#4M}lZEBpCNFDVk`B$#M( zDYCd?Ufd|c{h04rhij^cr?FOQjvCcjvfm(LmDqH04=YsT`1PBw@aCVS)J}W4p+E>O zjOW#h=M(WVj!FWfZ?Qin+t*E=$mq_yI|}WMmIMH~+GB{~nw6Y-wa#eic%1NBCShk> zgm&YP{0?JoPPU)p=1~bD3DK3C@d0MFLe4%q3{nMIB0{$P=_|_cQ4Q=}1~AZ&asbOG z^LMRXo_$-4ly3~B5Nh0-uHG{hS$DZfZX-^;%lcD$B>hJc_Wp7EvM`5E^#2H#I^4N- z+FPNKI6yC74_RQBo&Cy;TRKsa#}@4JE7#jZ2cl`GcevF41@!JyCW!lDbVM)=u2*K3 zu_yFKu>^f>sD}H`bej?~dP~Vg47HVKOP;?^nQ>&utnIa<@1oi?0VUUop?@R&#L0B_ zR$Gko{&;+-0ItOsWkVgwtmJ^0&i`y35GyvkFLKh&j`w@RZ7QMVBVEaAiUl{ z{Suv*)il%d|L@QI=W#*Z#3Xlt)vFTtYJi>J@)x~7js@{=()s$N_k`N37M|e#c5N#A zN(WZm)9i+b24n-?4eG02CKO=br0bQlmkD)iNb7zbPaIfET#+RtpgzB^8(@~Rl0J9{ zP3zk|6ifvt!q6Fnk>wGhI%(XK>gGz)UJ)JEra1L9cK^M$bR#e^p_`M?vU&!oioyGq z?$GiQMo9LesGR!^znUKg?=9mJNh91_<6~2&JFh0B-@#pBWdJ=@H0d8G1?!!k^MV$O zP(mDQLZaAG<-e8i|0>XcdbxweJi&U;&<_cY>{_l}W5n8o19!q~{S4w!7c5#@+K|-e z+<`uj-~A$=CqE%g+$AeAUKrOYdi!N>wu+Yx_apR^MKYdCIWN(`Up@HnvHV14wSdc_ zKIbUzc~$}XvN{O+US3|(zXrl!3MtJf*>Hx4rN|@##YcaVBsCU78e@mGJag7RAdXn| z>nxbx7Ji^W63DS>3p9>f^>vxAN0=MkURjuC{doQ1^{RoF2cGJypr@Bo!Vfb|k%p;C$Q( z@mC`BR7CtXI2CojuGKEKl4=K*Z7jsk*R~OnkU8yq){0$LGVr^fm?QU2>t=iZ$XMD| zEtiAdbV?~Y+xJ&ums6*(cZ}{?1qFpaU+Jkd^~B%b(+sAG1RW^vn}m z^W4un;tqhP)rX%ij?Z~Nf_wW^9N#=BEsyg*PsjhrXvB)*y{(e8-JU)gLA;4V7F`p)}plo|or*zwU(8RGYv8+^ePsxprS~zk!hWxAj%WV3C{et_^ zpAYm?lQO>)a-q2Q_bHQ|%D|Q~o^L39!w^maJ&lz7Tb^bhEu+KltUQ)6*B)Suz$*|qM~?M?whrt zj26Xb7}6nwg9LNrC|#7cAEbxC*UF-=&=hz?7y5s|VZH9F$M6?zgp|Mq*Unyk)aW!|)_Z(}vL|f$^#H(J&xh z0ah=bzA*a7M;AQItO*#sM&wWALTG)WVm0l;@mmTglIy@>FG}C?c*^<7Z^-<35cUc0 z8-6Qu+&`nxy5+pdJDTzF(pEY11Ug=|K2V-joL~L$FfO;ex|(GQdDEG(SB^l{oX?HD zT-mc!hl<;;v;Q7keOCshZS<$NN;ASm4Ib5_HU0XE>Mz~GlDx0ZW?$j&3mx7X@ddj` z=p56)gRRgWc(PKSo*0E=*5kAj8< zkGUKQHbY$(#}{WeR)sI4I?(gU39niSjlNtCQO@upu3VB zh7*nsjX~{D&UPWWca5)T~@)1=WQR1;%hZ;6qWg-$gHZ_Zdo7`0PHB^1znI3 z0BM9env23qYN;f+9J%Hlo9NqXEkLO*lvaYy}0(O47E zTuX)jrTqH7#F?XxX<{JxRQ8k*!HZ2fJ(-8!Zpo+?{}PwUO}CK$$rw3q@cF)-J)cyV z@pAfp%Hnji1*M#Or|B;(fjO7h!>>#G5%sSbY zhx9Rv4_v!w-i6GYB2sTvC7Sbwio18Yk;&zkZMt()@dTPLD5hwv8M)oGhEy+!iLt1m z&odbxaglJMS_%J70{r`Xb6za?NdAs_R8Kj3fi&nWfSZsRpY_ZJWWIYEWuZRD{aJko z7kL0Ez(0!aSUhp4Tj_R*2re{`!#3C#XrcGCSOQ41v6z)Aq9KLkjea_F( z#Uxw^vjR8DfXFvLKAIK^Z;Gg2|r2r2h@Si5#piPcy66L)i!DVrt9yKvOJR=joRkr>iZ?{ zUs0?vV{Iy9?8tHFbcSet+bbbc4mqLTvHscJTu*xKYA!DGR*q>tllC=z6YF2YmmjX| zjm^Qrw668!16QY-7$#KPk8LMo{aHrAUDSG-WLgFe9Sz&;2{=72F%epY?NIzziKLKg zV3V$9fyly9q$O+_i$vFkHao^}hK35dc8-`l6qo3$EuvBec%K+W+vZ2wt_pwH=@1r; zG&3y3-#hF68x{5kI{dxtg6|a-F>(^Hu@yZ7QT+H?JicxNtncXOH_~su$-s08F8V|8 zv(jT82_syaFD=naH|^g-Ukshz|i(XfYIFOfvg z#7FHoUp~phSyZIHrJtb^lM@50#(x&YHOZ$tc)esSQ6a_2Dm5~1Gt7iHyQ0|BYDlFs zz57%p7=J~aGf`oPsY235_xwCx1AW4&U#~gsA5#(xw1=7gDR#>|+X91~t++PHyY1px zo)B>!dATqx7!PO%puo-cd=ea9xXWmu)TV0B71PDfgWqMUBr_Q))uSmOsBvql+sp#f zv(&h^CvWrH5O;J*k6_gTq{6(z4>jpIIaJO5eCwO&e!hUuLONV#Gj6+{%##bqzDXY;vA;?SWu`PmuYAPe;T{!S%*5LG?kn z;k&WUNt*C7i3)kPFn-=!Mn?9xx_NruoM%!QYDbo(+l~mv5b@P3e?cQ@@lESYpOPn; z|4T%JdK`!mDjh&$DxGVNMDE3ZA;x^4-roz$;qE%n9*SS_WDYy+O=Q1s#1PujVg7Ie z+{f~;xEPX9xl7u5XTmmPIn@`FLlvAvaavB)&u`qcJQE=fC>NC#)>VGy3aXnD?c>Lf zFHgoS+EPMECM^MseyVB#i7+fbRnoqr8S+=l@R%F3f}%iBPS=9udf{;QOnxZ6DjX$d z;ak}OQ8t%9*CsF=8zVT$rw^RwZ!s++XfA!OC6M@|9Gn12LZ1)9luToLoA*yi%9nw` zXGj5GB=H#A!UFpECRQM?&`lXjC>r1OC}HFnk+v~dj(-V~d@fHov6Wvc*A9+ps!;+^ z<>_|H>lg7Ep`mh5q;|cHg;jcA```4V4EC`i^>nWPm^%0@qzC}l*Kjkfn zr$M@q*|ZZ+Rq%vj;mC;VVm!b5XV>F@JfS@b7}DbhqpxPW<$p}TfJD~fl*!~O?z~kk z1P(Ojl0%KZx6Oj5YOZeW&jap?$CL;e!oqYV)JaO(KvGQV-d(yT|GEg*bVq*c2~ojP zI_-}`X*R2ZG8;1!liv^BKBT;Br5z|O@0=@VmeAp-U-;0ETw^K)V9^PCU$10S$ztnf zGX&>TEADT;sLMBi4Vt~hL@S5LBisHw^%AGS4jkFHx5(rD*ZU5?jkzI{FB^ulp04Fk z2x%!Pw0*)&u#~?toyT)+Xae7r*M&!iuq62Hr;&o*e0DiI_*-pmWBeIYHY<6MRX$m&rAFxegl4X+byRt+0prOR!kVOh8Gl|HXn1Ro`fftmgDa% zBi~z(muAUoq?>?0b9m_68QKLOaFbj9LgR8@Nt&`idn=IVr_p0u@m5c78-3O=i3_u#abTOc7i4fDU;XE#(%LJUAqUrL;J zD7yPw98^3Js#vv@mXe|qO}Q7`sS}FfeMK->F=a9IRw%`XG|=2Ixp4&5v5Xl??C)H)=Pj zE(I|B0JHVmcx0QBen<_iY-+GWLkTw#4K@2^k*>47_)MGrMjoPO_St+3RoN3vXbz)h(&8WY32-r2U#AH3@1?Gq`IT(g#f& zwL@Qzm;S=edQF;>bMWPk{^mzb(ka9A@w=~Gx8Hfz=U98@-a!PN%q&PKZwvOV|2e1v zTzLn~4yLUy%~HMP!A$vbicUC5jQij(qD2ctS+T!%2^oI3PUnW)Y)KWt+c8!XI~^pO zk(g$Wj`e7VPBrJ7jb@F5tMFD+Pfr7P?hJ=+-XH4g9P28_=c^bfBHtujCM-m+_>-i+ z#qz&{8cci0U&A8NG!=C}?&#O_9`>GS{>P7tc_45Nbf3=n*rREw@+c0 zI$Pp1yB|!d8WfIwS=aA1u39Wvu?cs6Lvq=hDm^RXLM5wOLMJ*Y`212{NGlGhN&f5U zd@O>w!KqIND7h5XM?g<7qQ86?2!Ye6=AgHQb^Lq+OhisuoahCb^G)Srm?{b;6UhU~ z;%3_KcO&GwW%Yl=AM=v=h8!GKFy&`OR3JH{FyUvSMMtFr9`#^Hhmszj=`GmNkyIIu z`yY7>{bTS*^C@gRn@M> z)2j1uttJl)eTJP71CAd-2^9?|jQi*!5JT+xxBoSX@a3hSi!kcZaq!Hi$`Glfi=c+2lD(rHsCOfA5lnCv5&qtL~+s^KMbY|t&8 za18IZ(g>a3%@!RL^3-cOUnwm{HYK?4;`bWTKm#R-bUV`rrQTba3XKF0`uDm&exT=J zv|Z*!XqYoG0yN*VkB&(59j`5ib^WNuSyTeNmA!Nx=0EUOX-{zGehl3ISzud;>STHY zUs``LVCqN|B)$jvUiO0(x;XTM{NSnHk}`gVe&8Vx<_axHk` z#%)2~&aO1sn?G_<g9G+mrX{{9ao;h|5a!0`vbu=lqqTpx{1t zxGLZdm_{c68)L#Adv+87{x2RZ=Z$Z|&+p&CWW1{+4ZO|qs)SEjdpnpCvM8S-0+^65 z>}A!ICKm}q+-KaIVaQCnB>Gpt(fO<`@&$UQ$v2b^z$v`_+M;9iR6kVrbB@fV<>}L^ zpPHo(+<2QWu_m$>isI3?0eEm~VQXzj1xwbSMS{JB?WXQKGH}RIWx-Il+|~r@4%sQ~ zTMFdml9rYGc-(`uL+_C0kJ{g{CcXz?l{fg|51Y5$O-{Kf4d4PP>($9azg z2G?2vg6>$L?@4^d(-kBg7m3%i>!PkN*CXvCefsDR1)G73=g51)V=JLC&{~S)PBuwK z5w-x&`><7I!(_5&9QtCbbWKg`^?(^81C@#40FQf9wHK%2mq1ur8LkX!WMW16t2GDK zxk#a2HSZJ<4?4QGklnamR6p~+Y|}AQ@FBjr7}fzFX2tBlsy{4E1UC)tXv;#T-fwqC zzpd|I8z4Bsri3J^q#4>!UONV7hm{>!4;z#meG$YjVscR_=Fdi2e`YIv*wglqcOA)Z zI9a&kMgo=weq1a@Ud=sJ{fB~!?i=R%8-26DBOiVrQ!=sVV}{gUyJ<8&efafR2nm7P z&Og0mSQ=>19l|s}Z4Z8>Gf#P!N95-zqj@;n-TV4RcMZ>}If^Sf4T2>S4+BJXfxVil z`Dj*pvEkC|vKlUE|2=HNgA$5f!;-c%98}A0vW0_}v&_#!C4adtPAItsIwsIzAw^(Q zz*3%}9eXa#Me&s$R>YZSmHjcRpTJNX+LLXL(pWU5C(dh0%R-K4`kU!#klox9-47); z&tH&bX72|lXuAv0%uTyjB(tG;$Ugy3X#WPbjq&^(s7j`c4P_I-_)$cN^6{di@lnvl zQ4#t&IY}iyPi&@0cIXxy$)b5&vu6jabrU0S#FmZ8xouf-HR(f0Q3A|u`B~f9TrebTsPF^W@amm7DFl82CTH|r>#bjG`8z@UI1m6OXLu;G$GN~M zRIbaKd^AC$gdeLahNMloR?>hOhmM)$t!CIGxRi0#2|@Ls^JA)7(S#_YH}*Qp z)?^6zil_1eGyBVBs=vrS+Nu^DeD)HiT48hZN>oFi5&{?Zy}@wWe{=R9BKl8}dWapv z@oEbTXv^y?csTAps+3A(HY`o=aoQcuHL^CtvLmk88%LxV1%=Ak^ZqPGnY>{8f&0`L zzbmGiDFBE`b9Ok{m?muTre!%|77_vS>K+&qm%5^1u9jS@ z`tW{3|ALsEPtjyKHYKJVp^EO~hKLR7Rvek&S;=j_{L&-Gbx7yBXBZ~g1kW~5r zVRjj3waBu?UZvTX#@!cf?%Ef+CN|XMRfoz7&)pHfRz-ThqIVWV1I<~Sr_2{NNi_0> zYw8kr|6Jl2Y=6;eaN?|7xZH_9moBb=WKiuxZ8WUBz%GgW8r0z5ZI{+9EcT?9P={+# z{>5WaB|f@*Uz`#7A~#w#yYmr*jaBojd0JGAo2NGA3!a^#x8CahKw3P~>}eg)d#<~9 zF8}?7z0(aaB@|i^UT6A;Qe~in#h;0H?NNX@3!c`an|bLy<&DE7#ZREw-@v{k$%uCC zM5qt;eT1`I;-Sx@(F>-aLnC>fBH9RVwPq^li3?Y%acltmh=8JfBACEwL@oGuVf^uj zg~6JrCgS%_RnJMeFcGtEMGq+_-sqCGH{LkN7km`6d72eqem}YJYbOvC!DStGZi(^B zk_-}$!k^pbySO_VWTDIaXtTZD|F(DHoq`xzu>2qX=0S=k;}c?Vhi+lv=#(&)P-SGr z5q;Yjex$Ik6Ka}OH0oH)?op;E=$^y6%gTn=6B_?}L@;`@gc%1eVgmUF8*Lib`SRk4 z)#bNawL#*A=r|zCx$zHi;5!2KdAD}DUSwS$2`{5iOj8YmJV%X()^$7l2Dc6&L5*vh zuw_$fE;7CRnrZ7d@?>)`+4S<{KIV8ZjVr~#1_BZn8 z|BCbf_iG@H`2Oeg>!?6p-R?^Gh-!fN8BkNo){f0_WW)4L7c+{P3+FL`5ae#u2(#*H z+{z%{ZNqAG%S<8Ym9iI(30OA59W`Fw-uGPl`HV~5#6kbVT1r0kL0AH~@}I;t3b>exO2$iR=f9NCEFTvR@K78j4<4Tp~wB9@-@Pe`WG;>KkU zM~?fdc03G`g|t-R#qf1bcLu*07(sDWsVq1yB})os`%%b%Z$%TrT9kHg0@OYLGMPsfc0+^P&uj{AonoA$Ox9|_THRC&r5xbO#w z>$0?SMSrG{wD5^DKw-k3q514zs^=`{kC?7t;I^qIYplyku?8`QGGWGjp;+ zVaDsxhZ_6m7L;K8XojBF+_tz^v@aC*VE^5KU zA1nB%!0%%S|5?JbKOn?_0c$LR$snRL-KJ%6|3Rs#7J(k`c>E`+@A-(@s7-C7H@h(5 zb!91ARjWrwx2QtAO4v-Ckc`UeC5R-Jd%FAQyg~o}9RhO-EY~0c-IeyTK@HmQwz52P zWP#I2(5vkacge8A4o%Q}C^c3HwaU1w>jPb>MM`^KQziM^lM7$m<8e*des0Wk3k19? z6`da==f3`Ce1eWNtd? zHk~E|yw?RQ5cZE8siBWKzyT7VF_RUXvr&x3zCc0xjn?wEG&&O;;CwTV`Bi+r!kbAN zn#D=d?Dj(&R_dfxllS2BO#4wyacA9;QBZQ=@0dKTUa#@@-~JC>X8{%Ex;AV<6i^Wc z5QAO4y8M!868X(W*9m|Lb|&IB&56Je@4&#zVoef{)FD z?0Mhkx%0ZZ38^P1cPi}a3M!tuU5)Z{XxbH^q8+oCCG!;29rPbxt^`eGG`aS(DqOmX z7({MGRLL`dOKhb9W-9Jjj5-9o$#d%O1kX;lw6I8s#xBBg39MH$?D^O|%V7{QfSq<6 zCD=Pe)CzVaM#eswbi?h7aFrzAS9W{Ne2j(AU)0c_+ZEUBpN_hm{XeC=$__ij0)KtFe`_133>)HkB-CbSQQ*ME`yZ;o`?x3(= zXs`airD0(Hv=r|wn)NRp z2nda3;AlgFaIhizo~i}0mXZxCQ^a+4^>cl*?eFb1R4XR=pp<;WcMH93IPyQA2k<*A z;x|_CMMSahYHhSQuD&~78lKlI_CBC!{-3(A>236r2auL6wlS)RCd0Y9_^lF}khFJ= zH{<;0W*j5LFxe$&p2^#^Xmzy0v&$Wy3xSd=Ba^h9lC7VcXu$69(D9px{l%*~E9Wu% z#kemDM%}zz##r9Ac2d760sGc}f_+nN^q?D`@$k+e=g%jC^6O^8HQK3xKcci`PJ@U8 zc?KHLgbH8G@2GBkV?WAV>51ybC^0piS?%5s!zk4ah(s3SER9ac_7u+6it!K689<{g zGBh{TmcJ!i^! z&-aMlr|(m{aa8P#)hEM=#CE%Aba3U#X}kArA4OKEIk<%bZ6@t~#Vg{9Rk#ts09EPc z?-1_b0}{jlRgX27;-*i`A%`Z*;Q^Ui7lAL*WJD3aZ#0Nu=o!Yr>VXsQ=Tox4jK1YA z_-hFn{YjcES}GQ!Y02cc_}H?s;xO)f1S5Ts*58I<3^s*Zk99vMKSYt~h~|je+0d9S zZz|c;IG-4Ptxp`DB znX58-)*)5r9kDFx@%cyFc6m)D^t_pDy>edRgN_8KR{npE3d9pM5-FZ=FpV{VJ*-#I z@h#I7-s3fz=X{|Lc^}-y`Cb zfMU|JzF%v=c;93?n3@sYiaynm6pqDA>N~$)Y?3bTAqlQ{kfIg`^UZhLWi(Z3Si83(A(LX12 zzM+v6Hd(!0c!?1qIf>%D-*PQ3Syz!>5 z(RsoNT}xi~>7Ex84=|Sito8ZJg=rcv?B7-i+EoHr6veN=1r16tU2&{7H6NO1c+BOc zw8NLSR$W@0HE0(iHkBfpVxH{j=+NaIf^v>cv?QFyW=YYH@q?PHRNqVD?;mHqz-4Ik z-X*rPv;XLkC-QjpRrTWS5Rr5D*_F{Wo!?XPuAiIAJ^K!R{E$2+OAeO>QNUY_sCdvf zhh?|kUb@}uc_}aA$>FtP`iMtvcn^an)#_9^?(#(nZj)7kg*#d2|>rbM~4^0LKp89g~PXtGr4U{Vt7xF4KGaVv&#lcHh3s~#!W zkxjbnkagB(Fu@zh&os2tm!7F0NBfT2S1nId8wg}6YH3xh8|jD)NdZAcwes6BjamUiQtNO;h>K@>9BY*|D`P@%>kBKgn9kjx>#9 z+?fsBG+A?Bbf6DvR$CR#nW_?5jDMTphx*1F8&>Ag8u3w66R z(Hy5&!T%G*697~8-W4DWE1IE>4Cis0hrX69rxyu$d=vqiiv+bM1 z13d{h(6K>>^FkWbObgq4AHyv`g?P0GaVk`OCp{}^0cYwQ=8 zRy#$Tng39&I9>lQfHeaO&Wy&|`> ze2A?7-y;i$<`w%*2sR5587>oL;AOmQgL$W{rgHwq?fhVac76Bl$D1&3a=7Ai!OaJ^ zkP|n6X6@Q?-4Q3%d(h5Q4W(&9pKQff@%}Go1?s8rbp^8%Nq%sLw#OZJ=L^BiTcWV{ zH7s2tb7jl}dQi?1&MnK5O`x(^t#dp~~;h)4!%3FyS6r(bq{mn!7S_ z%^@zCy#C?n2Z#K;{q%*|8>q-vEi9DH7l4Prqv0Q#D@av3j6s90x5n}1REz=>eLRrP zw>6ZLU}!E_K&t|;R6Tw?4)&q-C^R68__MJZRXAw`Mbg<|PD?ypA?;b=F-%q_W7@AW zbj5%}g?i;!4Aq{d?N8aZEqXC&RXIcStom0}Dd2aPx*u-^kaeSBlHdVB;zN1VHUr>@ z1@snm{O5xMqX2E}Eb?9g9IFrtAJbUV7upuEDBAaZ9t56`MWrzIXefNeQaQDpnFZsb zCqsleJWGPDC6YrGdG4A;5E?!hcAV(C43C})QDOJD^2|yj^gK$fFZ1ejhYI@#A)Xb6 zu`r7AH}8;gw=p2Hw@}q(<(jYH1dH*(7%XyIMp#3DY-c?CDJ>g|6XWSw&9Jx@#8e!; z=Rl|W@u{gCRX-yJUYovXjqoU}3?uB2AF3mq^y0GRqrNMkV~dvwj`rUwRf(c(Et=ag zJ5(el7DEbR%RPTnUw_E`iRHx;c5f>*W)bjXP=l1C4S#n7EJx!3wL$U4YOeteMlEU^ zX1vw+Lh~Tw&YpJ~rCs$JY|BULX(g?y~L&N*STT@kd^xnkJitX0e5#SEC446HjZ+)T;viJX5ut4zrZ7kjg^Zi~7up}M0aZg4IJUEytj23?q8g9lynai(moiq0dXTH9b;hsVy_h!&$vLpB=AWmb<^$D~$L# zlc9`HxyjWaB)}ON(=KOZnq=bUHg<}9*N%fEy$b@;)S9*cHxwx1&sRJ*S_Ai}&^Peu zaEI!j=j0*4K*Z&{S<{j9ml%U#y*P>TL*Tn76mPnc-s?UdHR8sDbou&wTKT&@7twvRAA?+UXyb0XP2v;l#XNv`IA!?%@niI3c z*@#<&8gufY>NkGnyfLnLW7Z#MLe@fK9FjLCi*Ynrl2j)NI9lFE5&g17uV?cyjy5I; zfH3EB2bbrkk9=$7lpVo*((uU017JCeovL~w`M=Gc$(S3xWL^S*5$})xgMV^EcKxU3 zYkc22EC9%%)b`kIb;ZfGL%qzPavWqN(KA+MsX^FTvt8BzA^|G&*6aF!BSKhU&Sl%{ z;(%HXh}Ck!J*Km8ZnRC|)!$Q(80&AQItOMS7T%-!!UFbZ3>HT-`tNVowC+(Bs^_o5 z?~B;5CWNI;2nL>~(!vYH=CyZUsL$Ndir0D)_FzF8RvKqsyD#&$h% z1$Kl@YylE8K!&v*vFM8RZ-uyxkQ=?E8JP^hO&-`3$*oU+aKSLhsI~}GY+>wa|GWYS zbl*;7m&KLTbiyvtndMRk#BA!TD_y4T=-$B4@30+DrCFnt%wD8<#>65VZS9F0_Eyg` z_tw2myqB=}5m<%u1vAN>JG~o-sK6vV;Yis?-y6I2IpD?7o3Rd_4iL=2X24*b ztfJ+22zHV<%nd!Hr#*Bq8X7BL!@tyBKtP%di?8Rqhuh{I$n@cNrK4X3ah;yRoZaGp ziF?FRIk<{(D`($TuYk?kzrhAosV(|=);{FhAW_oeU1lmxOEYWzSgYC{`!A_?>7UQ7 zJI{0E=Ymjq00Xb8X7dM>gGNSIl5@gTOJ7s`Wg)hi75zsYgSH}-tzVqA(KY5C`;_%8 z&bCo?1cTF-eA}j{;yv3T{YhBA6u=0=A08;6u%ub8+G)Ek#mv|3_wMtuR{eZm3dnf@ zy(RzU=552KdAs0|EWB7Bv;Jq5S%tQjh{QWA2s(wW?HCGv3K<1q?oZ5@yr#zwHYSvD zbj}mz*m$4J@IH=sg2v+O;X+6U@u;a05RZIa{xBsOp^enz4c%(XmwN5+E=Lma0&{oD zZN#raD<825CFn1%9AirdYd80{&s^2Z){aH`Iz@|g|0J%HaZO-WnrFQbK6!k@(NON? zoAkz{e%8a*VsY7mJcOK`bOjdbpf#039}giri~&8cAY@VE_yb6h)@Ne@{9q!2!6dqG z1yj+p)01IpZRYEXJ&LA1!|}E^1>@ z2z||zn?i3xc-NGeNe8*^xtI(_c(lTyRFT}E_p?to`F?T6uATJlN^i@Ltn5{>TGc_`M*7&T_EDANk4ZjEAyanhgU$FOqy7k0v zsDV~t8?z5C#KcZLN?X=KD>>Gk#ZSROEZ{lc+6bXbQrW?(ti2Jajv}S?(LX&(P~n=l z^zI(5R|{~8cX86GI?S>06D6}%(ve#+tUi^2K`w0-~qPMHe zn#nrU{rxcaDc?|mF%WKcIjoSPgoNOPVXlvc03es1KX}AU%mt@~KQDM&_)Nb@h@AGT z&CIhyHnRML6o;Is0Ru#ULSXMx#61Aalt;Pe*u?~7 zRyR*`*xY-EQM>c6@>Q0nDk6_+oi^Y3?z}jjhOh2k13p?G_11>Pm#^11%S%-43nYF4 z{ZF=owWqPUBe)V)prf+(-IXM&jljy2tL-ksb$?7s*Ey{B&@ExTth{&**emU=1g&ZX zuE}yz-uU`^ST|X)J?(3(Z7me_{NLRC%Lw+*_>Ogcy8`&?@S*(`q}O^j^f|o?Vghup zfuLiQ^8vn2uACzu;?bWMi4VPp2AZ#ZPQCKIukC7xtwDM(+W2(K+Fnqz!Cm7hsg9SX z%gAPaDahosy5a78(SuyQtw79@y)vdsz0Ii;qVw0NwX(K%WTlUri-c;~x7KtpG?RTA zaFHk2%(kaBY+r?|o=jrzoGM5Aq-{SJ*!5>X1euog1j`om3FvsZg8duwob4`GvZOYA zFen{qDO%W~gq?)@mMI%~h+`8SpJLi($W_b65p1P%FQi_opnH@A9&Y_wNjPjG*Ra4i zTD1TwQFu^%5RyNBI>h|HP(93uN?@6`1<0oWfIokRVqN?p2p15na1;FZ?k6bjhV9Nb%)nV-CT&8)^jnM&5(G@EZEOJNACuLozW~Qm zYRNS%t84J~oa;);JPLWuq*ivic$-sX7vt(JH!F?|PiflHEN-TKKCAW3pFKLIWo z0p&{UrI1tilNNeGMg9`)MR@i@0AQPqZ9M%w2qb0qO1x1vwGp7so42`IwrK`J6qpb+ z6oFE&+2YuHZZJ_k^G0c=K)%R%4e@RKj48O|JCFLPst!lBjz@G3|NW4L^-ST;}i>4m4lM5Y9=c4~1&?q>JWed&wo6}%QBt3M~&<((`D!9%FN z*(UlpYB7Dh+G;lzCsJEDnK@dnK%V$Kd~Bp5S6N}M?bYMLYi42`a3~WMIR#od2RtYU zPfx&!5}9h#`Lm4lCt&N2XaY64`32F2B&w`dDA@4EHd}E{9d>gA@JRVSv23dTuNZC9 zRfrMla4zD3S-J6#W%1ZLPjlstnp0t9UEUYltb~481`~#dM(YxBKQpEonzH9y?rE8` z=ofKQSx^)42+4q{BPuM1hirLmmMrK&!$BA7X}SQm8t93=v^GVp?>@aq_OQ7AX!19KAf>$JFPreD}D=h@=;*enO9$JKJNv2z5Q`f zIpd_|vSC0@Y+W@Upz>ndO5c~k4cVfdziIf1O|Mx95Y1hjVRb55D_{POSt`H8Z%eT7%@85ZHY(d4M!%NRm7GG4>{bqn6r;%R2%o~?`&clAQ zE)|fi54+-{8W%n?H9L;!ti0cT8l(D0R)&Wb_hZ!K=whDyDqS!0&5Jh|6RoweM4VUx5G<9vP-a86Zt1L2K6dg3WAypwdOCs zyu0+D7}qMwSon|oMH5ItKbp#*rEkP4vfA>%{(NTt7N1^|w z%&Js~Qh;hi(N0+64?>OLl=W63cHh7L!jD@UV6U){O2_Z)ZBa^1fBiYtcNTJRhG8JL3xReV&CpUklGDB}9+yq1T+ zcV$FPZxek8-X}P9E5Dt*ul0M`5Q>v&+d&)mD+cz#sIb!kB}y_JS2+S!>A?u^G|!`5 zUX)ZL5Cv!S{gF;U+Y(q9%ughRg*hSgD^j!>K*zK_f=X>sT#JJt1zgmzEWo(sVn7v2 z#}2Be$jZuE3de8nZ!J3J%kV;MgH;81cvcl(2WLqm)LOn^F+=39*VG#KBpZpLmOpNd zWj<63vkOwX0Jxr^z-5nJSIR+FDh0nftmnZe=at^)m1MryY+QN_Z8FNIb)jR|lSBP*DG9^Tz)Dl`92fZeqbB<1o^YJt2 zakn;cGj#jfB-@cc=YX|SY4prmaLHNstiJt8)nn)kUQ%bSJ&E~LBF3Oe4p)S(1PgkP z#23HF2j>G<2F^7uqus6S#(L$%1{HVBW{7%1`=VxIe(P&aYT1M5H`!4qG%1-bwa0q- z*KLJP&pD*7mCexxp>fgaMUV5c11tHnbW% zs_!n~Q8WOe?yhMetJiMG%@S6R`McFVM`jA{iDTQ)AB1;;qEE{rJiE210t|H`T)PeS zQc=Wqi6GjK%W4gKF*`p$;0EmX^7n})Ee2CvU(Q|6oTFmNV+KSfb;i335&~?yoz{nX zB!G<>ck1N^7>1W~J5h0UhOn%jPRR;{L7Hi$l)(8nT(9SN6-f544DXcz(K|M;!B)(a zPnT-)*&>-;3j~ZEC3jPAt?*Gs(RiYKiwp>}7pS@i`4;f^X*YdTf3(ZKFj6*X*-rV< z2EQ-WVNmL7g4Al2O34#Id{)zD6g(CP(8{(^T9~rfMWfH2x^0_0^0xw5g$PiZQXR|G zL>*u^O;@T4V@T;!&wi^Nk`~B$ZCQzBDuoiYe>V}_fBf)OE?d5+Uw9C3$i1H&_+&G; z8}9sT0ZhQaqKgTUC|bFzZMgE2OOCkCKV*l0d*J3+s^g1?wJ}QBqCVgZSPo?LK*uKf z2RNUgS!>3OXAJay9HmBw(?=Fp_IhPag!OytgbIhK6R}b+j4_Kx@KT8Gm?E~CNK)HN zOse+>CzDJ^7pVP^!0_!;A<7Tz7ZRi6GqJG>S_IvioRhs<%5pqi%8QfDO~|C?ml7{H zF0PK!{20EFTJsBJzN302fPN9Gru&d}7Gl~8!WuCeADtPjMtAj_C59^iq5=_;(}bgP zCzTJvgm5=z9@+Xlqn--5+3iXZHmRN?S*r=9t*2eNSP100Bdyx6MB7-WATwo?5|f&< zZt{ou&X7Do-_e@Zs#9hJ13paw8Qx}{ zjBWX76h3&F86rZ(UQF0G7>89JBtJyGiGqv^)NH65z@5hJ!|^xPc=Wurd+r~J!K<$Yc8 zDRd0lH4gdSf^p0mYpudN?jRtuU z***tYYF0@AJ4&x_Pk#J9<9&U3`j()F16zH+nb{r`+p2%yrq2b_r}EUejh=(fogEw5 z&E2YFpm{i54Cl3(t=svkR?k?H#_(}{K!Th!D3nii63mGS(nqAzCvLj@UIKhqKm7)2 zUn?W81D7DvwB1mXU#&sD^wQgah9;_}HU^Vh({1hJ38)FKW;+eu)A9@1&GJvHrnGuGB7Uf=H&_MHq_KnjZ zYSg}Nl4ON}p<>arkQnGGMc1e)gGJTd^uoh$kl$2VUDRK*z0Kz)>YFoqicR95M_Td6 zwOACS0IkCJV=Y3>+Z(Hz%bWFmM{=&ZkN@Q6MCfi`h2hB^ZG!hLH^gN@>BkSDO%NH6 zg!Bzh7fCHlR2zUrmoLT`Ra&17kyP);qo$&Fon)o8Z^{t3D|QknPWK}2Y$t@iwlT1Y zcK0_C&8d*PIZknqNh*fyA#UHb;BM^6r9tOH4Z-1jK~6@-D4L+;Q2r={_n(?ieSJOk zE4-!842gBiedMmr7eN6W)749{S{u&qE^xwc*q56YzzpTgGJ>i|$lp(u;VVkr#(Y60 z>;ejqBy9wH0}t8ABNEA(AUIrNXqrIWNbz+U_8VlAy#?MNTK{!g#%_}0II7-iujz!6 z#Q`ymO*5Cu$3mO>!%?=WUgPBT;>7_Yw%vpjhFw>=wEf15B~}8#Ub~FGE|`6&ngqsl z@F0rZ{3xOM$qXQpyAEky3j88ap@i$VezcRwC*%ZIfhVjMpmvwfQN@}43-!kt(|=!AbJqf6X4TA1W(Ux0LL-`WZY|$@t9?yO18Is zy4_U1{g!)l^Opy<{>0>2{4|S8*5t8o&~>fddH7!}9Wq!sD_G+OE{QkTSr#y%^#e%^Y9@IkI)(jz@$Ab+J$os@7JiHy%9RF$E}Y)$jE3_(bv$1 z8b0y+z)-672TS|msvVG<>EV$iCjF7EqhdfBoFIl2r`mo z%4V(z8OoAZRa-o@5~PLX-SRDa?OPEqWdLRIMWxuIppz~ zImq5`qv+W&qT8`07ooB(9^eDD{veBmYB|f76Mv zvqB_Q*Qe>4y?*;dYGUQ=<)?6iPI^fkdYZ^$Qn_)-81P;C)BJQB%d>I(j9b7unkHrk!5x1QL?d0;w^Kd1pgm$DXQY+ny&or1~MW7TAlY^n=99g=RlXiKj_Z}+3x3H3;@ zh}Ndc(?>8)ZVht_i~XRoM?3;sUUhzwHgzhGckKo2ERE)NTfAcQ<;m2pXSTg6%cuNY zsWQUj=rqq=JdKr8VNIXId|lp^JN)`2u`CCyU3(rz#?VC-_G_SM(&636I(1{)-q^SY z#I$``>o4zx`y7D+7;d4}cKtCK<(H!6zVC)132P>A=9~RL<8T?j7%)A3Ou4(ysq3&h z{MdJQp*3V*FkkzhLAO6c75R{+;ASz$>^9ma9Ix>To^Q4u5RIG>rFZC^zsJl?8ldem zS?n48jQSc@CqzcW;+`ZniYI0%wFKi0Z(omBcTETEvtwpeKc2ajP#1}8$N9OLQ*5LK zZO>VOr+0h*Hv7>EN0jL>8B8@gRxGXfgUHR`t)=F!E)=qfLzk*!y)a?$eR;|opYI{* z1HKwMTr5SlpmM7IQj8O_e=WT}2iEzX4kvjqf0HA-q)aST^tX8bB;02r@R>W;0}EsJ znw}sEsI-oTUH3T{S|1&^lIM6nF*sG=foBmBwni)H%k5M;3)Z z*!x6(a6k9Fqa*&wqkFON5K}kExN$#a+b`|vAQ$Z|RfZtGUh^O20{Fwm9W@qKn1Waf za3md9fBsYfG?Sq{2m-3XTS#XG_#XuaC z&j+SxqOvYlGb6}!HqYUYbE80*f3@d><@oitAAx+l`H)6M?eVPp=3N{;rE;5Ri=j?{ ztnPx-?9c+wRIc|Ti|6*dO~-eQNZN=uLW?}1Xy`x0ZIw~*0^sX#QG_aUw3MG zM`t)o9s{qJj$W-mB5CQQdYQsRFGbKJQ5>~>?Nx&K5nMdwS1Galy(o{f#$&j|W^HxgZ1ef+!DYDMPd6Ns46Ip~^j6j8oslW9Ft zu{Z4K9%{^I%6ccYKSB)V&)#PY$~%oF5FwPQx5-QA-z=guxR-4=qia+y3rlJ%oWGdB&#j}p@e9nk zU)qp7VY_nL&sqn50nfI?n9dFpK0&m-;<~*~6#dg5B~l?{*rvpF4YC+ZMX~P12Yp|Y z*>J4Tez97H^Gmclbw16-(1m4t{`AFcMltnmL5K?^xj?j)vlKUkBGm6h0L$NNowwOP z_ImlZlN~ldQ((y|9EcVKgi>Uek}vd=m}fkXXAGdcN8<+jdtxC(e~dz>UZ2=wGRA^O zJueT(6jU}HV+t8hRh*K0ctWe)D#T1m50X~|=mmCz6$(jeDEF}R-tsB7ETigxAV}?K4> z+smNlT(C{F*d{loQ_*^6?_jvOxoOTn2YtzYc8rs&=DD6~`FbK>q7~}=nc=b%@`?Mj zxY-Y?N=N<5_E+N2y(A}FxY^56H=hwqxbc3S7I0m!GHJckf(*xM!`ye+Sog3HH>a%2 zGhQ&`ZvNO;1#s2pRleBs*;s?WEIS)}`FvU)-XV?1R?O3snuS9to z@Pbf>C$;CI+}>AifU{1NdN!QvcKKROhbu#e%PE|1Ezcv~qNE<$7ZG;~x))JuukYaQ zH$OFG6#EEBy-A36mvt1!f1`QT&$CgiQ>9H;JXM+b( z%;?~+`(UoA_8Iuw@(sCCeVo9>F#Eu5zlU3a@k{-D0P(x@HK6_4DP2i*53fA<8Vg!0 zjLCqGycpiGLLuf}bU~uFzmm?bxdBT<^SZr8sk*dsAB`oLmmHv`!@F|#>^ZHeU;lgK zUsh6h;01k)a$M)HCcd4fo1TK$CKCEKgm%L}UYnKt0Kjvny$7X)m^GeRv$q>f)Wy@+BhuGuUkAY>5)OW0InG4PFO7C(+&$VS@SDd=p#JyGr4G~SYFQ_|}5KT=b zm(hk&alYMO?jg9pj}kPxUcyrk3&AmRud$zqS^cMu7pmB)WmE4sy*1s@#9CK2Sm(Nr zZtyAS=P9b^RcP!w0rHHuCijm~!Z%mfB6i?t5aj$MAH2$|N`=k}Kr~Tj=jS>nJi1yK zMX0c|J~5~cv`XjV$4&`o zm!9CCl7&(;@xq@t&S=K{bAL5$VVsqmSBRZf39V1~2{02OZ0 z`ZUQ%VTcp_G-d!{I~N*^rzg3J*Y^#qjz^Vh5FbOj(K*C>RM}yEfjl@IwH_HIoRC-M z6qs|@tc*tPpkmXQ&{v8D(b@0GB3A*M2hT6ZR@ ziZn}3J-I$NdIFW^jyQM=tzAG%?xDQU(>E6!!hjkPe--Rwd6jc+V$|pT1!Cdgi zX~gw-KlVht{fL6cl0XY|=d{mTaHH}1imYW1=mgGwVSXigjhb#8d4=2(W>}E&czXq^ zL_*K7lD!yCq+-x{jv$da2;fYKP8mfO6m)s-4g@pAqn;xPzlCCw4Pbdvq9~^iUX6(W z-7Lm}+~k#q57G7Uy)94tp{f|Ym}D+ZV;lobsItNSn)g|*_Y>~Pb?`ut37!o^xM@*c z2m)e%$N323_Y|C`VYFLICwP=|?%VbG6IoNJas?XN#_9p6lk&AwMts3*CZ6317?2a+ z=yM>UqS}{;LO5+s{^STe4H@rpX zAQr+xLCg1R%&!DgQm;{=m_h1_jn{q>*_EK4Fb;>`;2h9#c?6VrZd&*jQKyyZoTgv11%vzHd^swt)GH!%to|}0eVXWn%CtYfCiG09!X=T!# zZ*)TO39?d%c=WXtTuo1zoV}>WN;4IRb~D{`IFzVF*`eXtcsF%Qg6K5vaZ_| z7otx)?KbhimLRc%{qz`PDig=ow{4lg64`FN_FCypJn7C#gN(*Z<{rLYU-7k%!YJ5T z=IGT762Aaf@N){&C6hG2yt+~Bn<>0fB-bF0AQe2H=v#Kigs{c;Eh(q&5!%4Vblp!? z|Lk1+GZw``O<}jtT_u+rm(e317z@TOHnC+74q_(ziXVfVC-GC$=%Le1mjl)_t~$!D zT5@)N^*t5ktzLa4%f$dj=&2+_p^ zL&&~?n7MCvum4?zG^Xhv8X5`>1kOKSUfQNZN@(jP|zy*psgjffo85)&QS=#CPDx8fZtaZ_JfRi#Rk zr#WeOTPW?H=GqDle*P9Au=hiIg}p}0P5%(+=Xq<)2QM`v(hgV*ZrLO|*qJ{!K>z+$ z$V9-856Oo%e2Q9;zWE+ZbPD3Kg$W;mD#<%e?rB@mXR6sZ6v-F*J7H5`d&!@FyN&~_ z2Lj0^C^PrVE~+5OSsQKVn|*9!8PY>Pe2ICehn_zLh@rEn9^W$zu?yZLgy{fP8i$yO z*hN>!YAGm;nh2jriyQ>vMeY2|8qk;M#B;C)!0%gCSV54;a(UP{9u=mc5WS0q9nd95 zmggC}j$WX8GxK0TM2!K>c24>0pdp#OnwyU45u+`;x38-rf%@Itb%<##v90HjO-^zPw0H|CwJ| zVMN~dx;L+%zFM(AK(z)$dm?lnUKZ@`mx5F=Q07@RP2DeA)?J1{Si=$*-!8nT&+?9% zP)$SPIo3zWSMPPLxxKy~R2*@>1FrbAkfX(vSBex04%%DjPu5L}6D6&8m#7Ns<`I~n#G#PH@G zsnYUP=ygh$ScY+?YuxF^=JMzdbsQ8=fMe=0A3y))jo>@3AZ0sex>WM~AxegS1x_^% z)L_wLf@aiIjn69^B=*YNYoTN$%jgm@43jh6x^e!{{OBe6oGI~!ef)b-C zTmINAo0k#Aoxwq`P&PJMH;;VW##NL$8lz>51|vOYVM5}?nxdCi_=}_QVWVysfOJ!8;5zzk2kcQrY_Y{tce})>wX>W zyP0u-x@^-63M?w~@e~LqPC=-UcGuF`;?)OqjM1P)*1DbM3lo1c&|@IGrot>iH6!Oi zfy)`kcWKwQs>>3a^<{*B2FQz7fZsig>v!1XPnR~u*($G8ZV|1nRNKbbj@lTxU0 zjeO*Ygr5^e2!mqN2eC9R$|A?@jpZ6g-is^b_8^}Ee%~?!O7mw5st>tf5keCZxydU_ zR92WVcz^%ZUrh8z;pi4|2(xP?m3;eVfc^P>W-foOOtgGsBMx=JD;W?oXj^)Bw*<{}a3=!Ort`fn~P08T`J# z-FtagPDssRF2b^I<8K4yEJ*Y1@PFXr5X@7TobIn+-ZR!MG|4cHW_23~5s0#WV#BBv zdXsFoJ*6nBz zK6EOR6WU#VQ2&?y-PHoK$}^bm5R|#NN05Gu8p-a%7cmw5e9^sY-`j^DZ2uQ2@joY= zz1)p~!i=8YLyi6m)Ng{qA{N?73IJ4%P&|*%II6NAB#9v6_8rI0e>6v9RLgwE>@SLB zN%(>+n$eD~4M<5i;bgh*J2pTcu7xy(=lX}!<_6Gw*_^BC)kH?9yIqeG%ff1>yZCDE z-@UAN4$m74$0CgJfmw>Zu&>bJZs5ZM?EU{S_diVC^9Oo9QUaBC9a8E-7zifGqjt@jP$2qK#_ zKd2sX#AYd!L>Jx_Uy(LvoWMydcSqqKIV&w1OCn(^qF4D_ZlXDt;I{){`HQIf5|?XC zu&R*ng+Zq}KVn0gm@kEeNBRJ=Axl72r!4>Yd{=3R^t0aJ@9;{LrFv*nF!Km2SglZf zzT`2^s{!m-81B-DBsS&dW0U0h67#|kQ+Sy3@dPa>OP+V~E;IJ^b%M@=gLlu!6V8%3Rko5H0lD4R@F z&_7O=TD2d1Rwug+3YFXt1$b&qm^LVBg$h!FnGw69Rh00#D=rG=cvPF8G>*txiqL z12Ee>CKmMrIcaY$@TW)Uh^~0@(N0Qb+@;-k!l~>z2X-O0fmzH%d;;m(ZTj2!x#OdS zeR${kVaAT5ZDKXZ?VhRfqKY5w*~&dD5lktoFJ4^o-O?s5ureZ5c$g;tb>!rso<|ub z2dwr0EW5neC~GGh(ukexjqBSy?Jfikn2y;7oY9=QhAK6<(wtk-XC>hRm|3H zC|UrY2#o(OwqF4Bw<#vFumTHC#89!#y)o+ z1fj;nY`B(DY+uml)1e_uN07!$#AaRf!u zvz}IMrim)MOlzN%NbOC=(~Grj%pW(24gOy!5Vu72oNy z8(Ng*f1EeeSC^R^L>}%67-+OqvPFY*Mg3Y8F;Be71!3*_SS;^%8uu}y#-sE z{qOEysIXT&x<)y6t1kAsE-&g)@@!zmZdQrSfWD>yN%MoZ<_!Nf82Hb;3ZCyMjgKi( zi6;pL$L}3o*{AsA?8#Hv$t;jA{%1GftJs_K04C2oCwta~H!TC>v%2M2@QLsTcveJq z8}ceh&e9gar@@9Dm0^3USvBFbOnJS^*Rh9hhuT<|&dvHkR#;THp=g@FvC7vn<-j}~ zCJ1(}{HebX=iPDcTq}PwgZ27hHw!;@qce?g^40G^4Yzm9=!R5-(vtk1;qc#-yBn6P z`6XC{K0d^OiYXEd|HF(pPxF)yar8$J3Iy_Lcz zY2Y##>9~?5wrbW@7mH<W*9uM^=!lQi_K6FxMM*FS$F`O;mmRX0GZ~xF{+SRd59j507oznhi)(4 zWGP$tSsycwtbpm)*<_ZaivRZF3R6RV%3F#R1estAFb4-c6$ro^ zC>)$7kfgHtJNEfp3;j%oUF-c?8o>|FvTE)@Mwdd`21)!8tIgDHDCZV@CZl?Jo2EAI!fx1VUi^uuQzxqprBiErM<-TX z(7QMsyqe{g<*8- ziU0HeQBWnif9;71wCDaJCRw}z=F>)BVdWB#cC)4GQQvlZNo;n7awbWJ%#Bqp+t|WVsN*&w@qi^(7-n4Jfbg?ZktH2 zT^)#V*zI#59-A}XoT{Xm7aMf?}b(fEk5e|F>out%@L}Z}->*<=J|TyhJ=h zgq8j`hfN)T+y0z;_^$PUap`vpNtdYJ<0A30c<`|c?{M97vA%-jQx3nyt9_|7WAkZ< zUUI+GK}V`kZG~JFA0O7O>iO!22WAJl!pYchpEpi7;1#fS7%T6~vbV?8R zX!edH(HOP5ZhkX1adf*u#PY2hW!FgOKxqO~_Pu2KEzHn|hayGr<)wjJNLD(|bI}Xg zE$d$D!d^<3!L93RPT;-wFq&L9r=~^T?qi9Lf><|%5tWV&4cQp=P<4GcS`?^4&V217 z6hkV>v3-#JO521xa3?tz8E`RuU*4&&2%c0r^V3;?sO`Q{^8?W>Q~X=^xeL-;M5USaoPqT8OX?d!J*;vFWAF`P%f(KexQ|;{@GzJ52 zreZRTt#e?kNjy&HUQ$*%<|+X^u9dGD^zgM+g2 zxsStR??49(4#F`>efUyRk*{*ATM`K-^%`c2XP#STR=m2f`+72Xn3~m@_QZRI-IyE< z5G}qzk6M8o+shQ_UbvFc4NgfXC#Pf~C!^nWcF-Q-euHp#;vL@watI@`5#BEVeEG$G z*6&~`?zi@;Ex4O|Nco*(4v@(7H%oS!<5N9!zS_#vQea?lSbeyWJ+j+=m*VdIyI} znhrQ3nO4mO1P*97B9EQdEVPrO)*ue$p`T#Dk<-mRi}0oYfWQ9C`yBsST)4j(Q#xme z9~sxaAX@iwFk@+Ia$Y!E^~2=8{i+ZSXWHr3#R0%d8KW%!aGWWRfsnhrWbBiIGfU!=_*$~lZ0))?~SUC@%#3MBr!6OV5&EF z4)vka|F&A4hM{;GF4?)ai$Cl;yuxmHCnC9HmNtZvkgIW>E{4Ge)Hy=XI#g6E zoNmHShjli0_q*9Nguv_p61SG=zr^Ri4+%4(cD0E}Og-r|&Z9Nna_S-!m}wfXfTIs? zZhOq36Co$0Dt~(o_Cclb%648UqIy+IiaTvb!y?va?)WKVtZg36*z4<-Mo;fMz})l3 zRlhS(ReTeIaCXf2k!28^)fw4;nK@wD_sTIx@L());Ov$;=}U-i-Y5ZXW`RlfJ^<5K z-7s1`%s9LkJy`Xo`|Vfp)1Cd@(y0O&@+}kOc>ohedAN2DM3lBG6#{laJI;19OvdVlWfiuIo>sx3iy354L-I z4L>^(PZ_&z$Y5sV5fj9m)B0SJ8Yk)O4oT9J%ID?+dNIzF3lL=E{KoUXl!A>XdRcwv zZwD@?pf8Pw`4@rwAqL$Gvpq`n-q(wHbeLGY;(#6LJhJBytYQ4u*wc#fgX=eSe*>e~ z82qIzV1u(KsnhVn@^gJc>gy}fyp%Tb05DdoK=)5C0DVl+p6yioij-~c4R8XDe!+VF zgwRw_<$FV<&&uOczO|K~UW{bJ!)Z>+@|!txhhYUw=>?;5o@bHoik{gvXQ4S zaV*@VGNd5Vq|)D?6mq$szwM@PBzt{#tNloczQ2YZM8DZPzS0jh4vp6wsC)H)P1^O) zL6S=;UW9iQFW9f#y@J4MfWP)kdRi))5^VqIOoYc*@L-0@DkmMApA!Sdn5Tmbs!p*X zZ5orVoy!fQ{dS!VVv+YC3DZ9Hod`vpw5?5;e08h6lboi#KFq8ooh`;}b28M;UgXgL zpl9h3fO}r=@9=|rn7ERFVnMO0IpIqy+Nc(tlWLCq#{jklL%{twn`#Gz)el`{GmfuN zhT5SOq;)IVB;Qe%BDbC^Cv{Sv*U4URWIi=I3Z{s=tfEWeVT-jlr+4}kEuClBYmwt3 zM>wV~doYvNEH0BNE!s4AEJ8}XrH^(o36~(BsUbu*z@M!)&c_u)CS70IXZkDX7t%fx3?@iZ*#QS4g@bT zPtwR(e%s4lV+KE7dlZP<>>EZvak3n#cX#pYxB&aGKH>O_PN?O4u_Nj?6Y~j?MDtxD zOr6{PaK#7q1)>{W>NPxI0rcCvGrO-xu4Y-T|Dh<8L7$ihx|J5S-2sRoTJWbZ$9z31 z^HYaG_1V*u$8uP9kHHAc|5ym4`B-5~LVARBregmVid{AC@4w$Bj&1Y*O|LMZI}bX6YY zU4Z~to5XJeUS<*h$QKxmJD)0lLP3GeyUBV=4P|!G2zF1XJ@WsQSk<)?rrf)}9@#NF zE$CCHr0>%-V6v-1*Uad~^;oK@=S9J&Eg;5ExO2(H9@`T23e-BT8@OT_?(vV-^_3{( zfE>Xqg_lm17;|n82*AN{et0k7ibk8u#^Xjo7htoT_beQZJ{4>R=&{gtN&@cqk?p4r zQm~!eJA(Q*R_`TBCZv5p9?i$)#|)SZ5lWxfk?>33QE>4&_V?1KNI1HDMA6j^lS@|U zygQOb6)Q-m>V`SfTfgzuPU5deClf=!c#ayDbf}eAx$bKdhM+|DXTb#u@6Jkb5Swoc zB?3m6hq-|?g%d;U(gTh)X^bUxZ=bz-SJN(LwkF0Hg290&uTEj7KbvJeTMd1$;`SZx z>ZJUzrmD8FI?PdFwPtJaMdI-qnD+Ulor@^Uq}^&dks_Mps;lOADJzW>pS}4-x0Rkn zfDFTL&Awt^w>H*%CBlR4=X8z91otsE)AFJ z4`w*GdbMtm1->V`^W~Ho5gLi96Djk8*!qa^i|&!q)6HMSQnvQ+f(T2VC)@sg8-4XU zNTotLV1KNvP33cr4DqjXIgQ0Xc~rPM8qgan`ZAQkASWhkh$Uw5B%xB(h=2z zSUSAfx7-j&PlmAo{K#G&C^Ae=Kp*+@6TOOuLx*mab~$f7;d%@L(b)Xr7>*UL@sRzu zU4kp@)m-ldXrbiNWllJbx~)X@d}oP6k;;+jd5LLP8{+>H$gGZ>PQ+S_=c!$)WM zqrY`!fI3hRNf-!spwr#B$eL_mL!Rrr7s!kLwaZys+hSmA6UD7bJ{BJZ66tY8&^fQg zS*F>v!!O$f|J?uk0BGFUxebyidg-+8z{lz}Gpj!pwf2iQPEX5L8wIq#LR5)iJtEA9 zMrtjW$jS41eq%pu9Yt!QPf1T+bktwveMmZwWBXF3v}^I{UNaOjq!F(D=Wzc3S=IU|;)%!yw+A=Bwnijb4}}tfbF8X5`8pU^7;HZpdjC`(!a|IJr2^)V zvDd$0gayHC?`1Cv)n=nS&6#Mo*NbbUYj1^?M6jSoXtJ+i*ALmyJ*#`D^dMr!`qYM1 zMve2XZmL>vl$^$vrb=?eme0l8sMlqJh0|Q$=}S0in`?uO%o3Md@}g8XPhpI<^q5-A z+?5;je?Kk2xYIQNIm>s=`GpQ!UuX|u7B~KjIXj4h5y82+PiQOnkY+x{mQL4$Lp!19 z+G?vTd%Ic+VTW!EK>`ULWTyAJ)m-%VMAQADU(|TQ-$k7k5c5Q5N>ZB$8@1IjD+JGx z5ne_F-tk3Xs|e7|@Q!$Jh<>UYI@8ufD8Mpf?5N0uru$@yNtL3&ZORS7xS&c2Ro+ML z3I&s`Wo>Gp4+uZ3_h;wh&1;6TOqkM)1aCfA@ex`g-F<1yd1li4>IV~Q8%72AG&THD zMD~KWV|gNw$56#t<`|{Bs4=CKq`GBEPx#UPc@QwGxr-*sUjMsMH9sE)<+TU+B^d<6 zyj)+2q!U7EK%{Ai+4oUk{-xc0%siZRNPAwG4LCGSgt5+$WjCQdmUKGlVTigrSNAOt z0jopoZ!)x_yGWKCkPKPZWf|NU_Z`($I!xti?$J%2y_}2m+%b4jvTcn!nDKDb=k+#M z%~a+B-YzgU1Q88CJ%*pZeGjYz2s0WO+XaBP0O(Q(`4;Up7%rW_U`CGe=&4_uYnXQ; zrGjgtfQU?Hm%Ry*ETt2HAV02u9MAR1QUfP3srT|A&_Le)w7wSDU-mbhX);wDLd@jK z*XmdSQ<({Cj3goTcE#g=d!78pc1ewq5V#ip`}%`;A=!|(>+2eUPPY3JnJgpH&s!J2fTQ+*rxTzn%e$bqIx8w8cnr9*)Rd~U1J`qbr z$r0jCG*-y})KuO}&??ko*6OPCvE`N%eMn$=>5S)wK{cJj!pXIfW2gDIQT&U!L)516 zt5;V6mFhYQ9qLIe;jH`UFR7SzQeRo5ukQoqydUuEt)z+dq-qQX=y;(mZT8A5iXWI} z_%vt>1nEX8u|5cSc?IbVNFg}rW^AsSam96}F3*?u4+gsqacEl&TGWc`Y?%tOX<0_< z(2NLIJEi&Z&sGlngwvr1eEhCtD-|jvOJ^j#myoFXQSS*0MaJ9CDzkYUIiK{Hs+6^F4?kVe zwBYJrug~WQigwIBs(W+EX^)AiH_>pR-+*yXV`nUsWcjuCV<3*54Ah02Ge& z+#34%CL!-vz-}Gn!EhXv;s&(juq*!lV~h8;u65N&hsmc!KL%4Dfva=@$pUr4Rm|JQ zGY;*p`;2f4ex52x&Jfh3eTZm>L&Ai*8S7*(p5vRbOy;}~o%IW2PL~$EbjUFt_R5u? zia=)fkGVFxr+*1K053zzIHjT(8*QRU5{inY#2Xq`=mqJksv@Qo?|5E7gxB{PJ9Hzc zo{n!PUxa*CkzXYFA&sA5QkJ#l2~Egg?}JCPaQ&Y1J#B>ehLO3cWdKT@TKALe(4ugo z%J9B(_KS5L-)76>!2vM!rAdrR4@SF_N`t7|LHf~ay*6y(cL2u5M9V33pdP&L%~k1D zVDHq;Segi2S`|YAWc|BCT}8&0KeW~gHQA3}gBe*17HHK|eWTMQ8aYE+_1{)|H`7?3 zG!r|CdW&swDwNPO0t}HT`!*C0k%E=5<{i~%Z%%c=cRT^0YBd4@C4YDD4aQ+XZE@dP z*^s=#Jn4FE;ZQfl>JNzr?AR82?KkfG_;}is95KUEPn!nd^%RE0_R!ELB2w8pKf~ZN zmap{EyB#W_hW*1(<#!`%<8i>E(A*U;N<##B`a}=Kzyl?$8ZLP2o-0ra1P|FM z*j?CF({Tv6RGHnc`5%h0HhBbsdYKDjS9Bf`)q88ssQbQ>8yoR9rs&KY85?8Ey^cIP zt9NF|`oyI4WL9r@QPEnlcT5Ka7SOW&oXLNsWB-04L5ux-mqxbTQx0L(OP{v~+9`5D z%id)QF5or95m(w20KAzA3trj6OOPHCG)`dHk%t}Oa` zO-|&~+Nu`(l?!vO7JX(XU0%qxHxVM!?mU6#W!zp*qN^+CzB0BA8Zr3i(Zifg!Pje@ zm%59C{*R9hOKa-kwDmrER00VsWH6C2Z=ifr?Pz4RYTCD@=D4){2+j&Gcz4pe?HQPu zRwXBPtxA?~VC;Tvgg#as1F9PWUF4QS(HFx&Yf6jH{ONSbEZGl6;di$ zN{I0@VpY!7n8Atbm6E(p>4pLPfetsy085|FpuE<}qsY<#YiQuL_WJAY>J#dWG(<#$ zet`gMn&%O5gm@D=KZCAsiL-)X$>9NZS@QL!agQ5kf?A~P_c7nlX4|}c^H9r8cOBTs z5P`{$4c>Q5zY$~a2|qiLfPYHR9o@-|S`W3ghnjP@UMedea=gy~QXGtY0RI#a;hhO* zjpGo^jWC(<#-6dT?t#{@dG#Wfhm{5_5jNjKq5VG?H#f_Ri^_lPueKV;oI)9a4&%fXnD3+%1HNTB-rh@z<@v@Ora z^3HTM7%*UOF}3!H!Lh0IpoRW|Q*^4MI7A0G<2>Pcn*@taZ-k^19N)mo%pKe?=YHn@ zL6XP^Y!ZLdyEZklO2-Dxt41_}#Z@BFz9mOC*ds*N?=7WE)`m(;Y>EoIkQ)xFMraQ? zj1p^+e&ld}f3a^hUF4YOjnl*4txdcLbJSKXIxP*5mke#!0W?x~4mR|l`Ty00`Tb)u zAqLk8J8COI^}SjKPX35xM$x3JlGGK*b;Mu-dToOp^Mi-Z{qSk^ZIjcS{OH3*bsPI4 zx*)+0gx=kk4uv~CLNuXe4J_s4lDBbnHSei>?>lI$Sp-7R!9ow=+HFf8=V;A2L@kG9 zElFSpPA)Wls7RM(>_@-{U+4vTcBT9tnIHbQ3a;&J*x>mtY-SWmzlWH*~lXtoy~cN zHlzLXjRPjkNk#xgn_PL1_}4c5_mk}RIA{-q{sPUyzw>3O*22RwaKB9)76#AK&_lLTJX+ha2G?5l1C6M{gU-r*x z7C0LCX@T)Bpdyh&pxSCWsXwGP-~RcWUSJX`EVCq}Fkz&J%l(vp`6)eO8!>+8m96fs zSn83$O?y}s0*<#-R`c$h4jO+@L5$1nVyvehRR7wG0kwpR{!YS_Db_7j%k#>8?Mr+a zZ}cd_&0>A0r4tJ_&>^vypBSY&891oLLRtPEtrI0Um=c+)0?bZd0TI>y+EK8J<3DZ=B7)zB-;{W-bh*~=8#YeFL`Up; z``QtuuQQ2Z`H80;bRkba5SSUbC=usOdf6$VBMntdKhi+BMRX@^?$Kw9e{oEg*89N?aVNa?r zp+Yn1KC4hRJ}SeI)Z`CnwoImnvAXa?kw0H@WF_HaL9oaN?$v2^Y51l0E;uDw=WJjIwLa?3QYGD7FWP zO^`G}Pkj8n*av1G4Qe_}m1&HPHa=9~)1auP?Y>i!f<47_RHgnwzp`@Sr+5yydah%w zPMRqGmEujOY68%DUW&A2^9?3#FIM_7X`+%AO0WpDJ~>a6SR40p0(n{cB7nsw;{`4V zJp1z4)hYL!gs;~;?Y*r6RGU`^?=^H)f*~RRNzwERQL-M(xY^4smCDG^sjPxIOg9Xg zz!{G!Ik)Cknojk9A>B-MZc_Aa8dyNAeVlGlMMU?{)~Z{Tyo%R0%QZ*WIYC;P9UMFF()YE5N#4t1Xy%Yg!+4hYxz*!dpIEY4r{-vZT3OoF#8jaQi8M=LO#aj4*; z2^TkEu1)9ikMt!lQ&dlD3#eY)ny2Q@F=b0#*9_!KDxVMXv)0Uo9F4T^sgC+4f&I z4GRHat#OX_jj8|1|2E{W^zz}^6nr5{j(FNpkDu4e>o~7VE*6se}5kt{|Hm1mVsl-giCCX{Gs9m~{;HMN3_pKMWkI zocp{Bpz_tXkA_?QdE6#aWf(Cf?H>ZP=y-*CXn(0{VBQI{l9Rbrr9LPB zUaS>s79q%$B+wb}emR_xA%qXoa8j~unsQuzE;pG)td%R9f)*K z2{U6`-`H_|zxq?W^>?@iN?+m{QNP*sAY=H?2d+{;#MZYbA`lB_Y$}&Q9zH!-mo#5T zp|ab(>=7%fd-i`+QGxT=4*Gu5$#ntiq6pb<)KdG@cwRNsF4R_dJ#i1YAtUhG5N?~i z8r^PX5APm9TNAo*tL_v&-iIvCa>1kiBU;EDvD*%Y8MuzG;~X;m$c}@k{OWvOX76aT zi_Vs^Eiz=5=jZswVl!Z<#UjgU!GQ>(<0++srb3;yvPA6x>-cAlt#!a}*w?>s>O?Or zD_RQ+Wau^ckn$wOA9uHhZRpGhWYT!yrbUWZiQtXPli}}=#U0(OFm+(2v17TxjAtBQ z^i{ZWE%CC3*kI1(V+wX+{_xvSschiSCHcDKVPVf-dbyy;Ab}~Bw(?5&{#bt^dnYIX zTnLP>6h<8KZCAdeQ)S0Ib3leW*hiK2V$>l|sW)w$pR$LwYvSB4(@kuknD4!l5&ND` zS$3ew-r0!tcIt5Ar)q~hN#1=Ct5#XT@8dO!;p>tvU~nZD*$~5`1ZO2e3JTC` zTLP?==?^)MF1B=FbDI%8Uo&&ZZa5$1g_8DLjHZVt?4mlcJ~UM~3wea(t<9aTWB8Wg zW1`|(An)DFy6SCgMBb$*J@as_`~Ywy4znhHvy#7#9tB5t4}@$gDW-M7fJPuC`DnCR z`M0SJ3meA#f#w8XksC;JHPfz4T@p-QF5&zCpjhuKsU0!jW%n6DAC2LdS=jNU>MNFoIFTCJ;y&;ix1|OtN>EQ!KUjkbW4iSA?yYB|+RHlSW7}daYLOFnq@P zejRhwW4|fRvC*W-2B_^eq;ssjyWa672<@3grg}}iYN~Jr?~AylWi^1x*>!a2_CIQe zgV!*)g7&|3JRtkzl~f&%irpza z8C4?s@SO+`*!rXwJ6V6o^cJi3oA(lsXBe6QGw?%kqErWI(fBGEg^@jMz4;Bv zpYpgO3CXeHoT*q1wW{lh+Ld#bXO9oerK|^1xXv*LpD`^y9RI+V0#`Py(Z|eIMh|oDJ@AYH$ zM2GS!NKE^Y!b2{BK`QnBZ0>6w7sqIw$V9ai$~38TY4d>y{>5eyksIY|saJ}-W1cVtgajmFCp7Hy%p782*Gt+zoyLoN8MM9i?Nlo z>zJ?dM9&IXj<{ZJy(~no`r2qhz&nr{xKK_#fkXGy--!pvpzI*zv#$VzSscadn`st|W z?n9{p;#Xq@A;VmTjWsfS(T_M>ULXvAmvX@PAG%gR{02@wQWpJQ3wuI?;B9&+G-ac9 zd89Kkf8I9bahp@GiA}_UtcRdCU;5kcUNthdo6&8UL`Gs41ToTnF)0$R$=Eh z4GOb9HuQ~q_)vo~aj9{_HhZTcdA@~B0HKX_H|`4jZ5%d8yi~rPrve|d_$zJJ^~1RU zUI)ba?j?&pwjrZQX+Ih=duyfX#y58C)rR3f2i!!|E-WP#!AdS~#f(BK$++7(l2EH6 zk8I){CoHU|wF_YQpK%Qm6s&t{@fKp7$wzJ!^dI}y0kgDPw8@)9;|ukODuKekBtxMR ziJ+q9kQiuJU&s`o@$}30Lh)|l-&8Rh7R;7s#t_unJHcR_0p^rqlRT=2#o_-u2XGEHZ(7GZm<^Sqqt5Y*hbJAs`6UCHPF|o+kx@ zS?>A|6;DaNBGgU|Afsz9Dn1EKHG^w$$W1~x)fS?VMkmbEL~83q>J#R zQ+f>GLPw5=YXh55WrC?&Fz3|PlH>DmLRp5*CQ$l3WGc^9Vs9w&L-N@|e&XgLer^6UEkw zn}mT+uYBbA^?`8vl*uS`JLQ`(UrysG%(5ammhK%T*llV`7sWY)QSTP8z+ z-rOvt7@34%6kDSV(9m&J0(Nj4Fs7OeNq$tteh-FkLUCNNLbY4YRw5R%(OrhdXMB-5|eK%YU$Yhi?AF)_k{% zgl-xMMrlA72Q-?oYihGgc>dD&GYQ8c7(zGmA3ylV0Ntn#!0kf9Q$L&uTP5{nz` z^C>p1QbdU0&mS$F^-#Bd<%`@cAHIluK*=hp6rnM`mnl=5$N9=&C#^QeI7Qap3S$3l z4&*@8fp8eblEd9HV)uguVqp3OxelKv6egvCx;c}eJHy{{Ly@rmn9%~C4GRWV4Yt00 z2EiDUGYE~?pygrqzL4bW7?G-c$D-jJ^MlX3++B&@idv>D>B?X$=s%lCHMR8{NC}k7 zikp0=pr)F3=(-E-ld7NLN30+6Bu9`@LCx>049Yz`UuG@q_<8&HC(_PH`nw?TUpX>C zpfKT6gw<4;?pGKoCu+;HxIT3F8dxykbv8_(<}j;h?Q+%|N7*&L^Paj~rrq#W3T)Ib z=z6w;c&{LJe9Fh?H*!~Qz%XO9?Y+|9PFQyHWNoWHOEGYu(I7DnI7ja{i8;w1|CF+k$r(gd!_Q zTZb4^#C_}2oAN_FKKHoXF=PaM6%xowzt$>YL9R5m8UM^)a>rbJ264V#!A zN?9209QT&&f`!`1y{Gx|%t3qc__ok1UNv#u!AZ}T#tFX*P5(Q_jg-!w$r~cv#*~fk zk}=QlOB^D>5RZ|P28Q}G1fO@?<;xYWgw(`gE6QBSv8VXnHP`u|%ZM34xE0ps0*MlOojkOrh?RYZ_Kp%M9FA&FCPHS14botA)U>L{d|bg@P?))D(S(B@TXuV6T#eX zCXg;OwilAt{GwIt4Nc>YU9LcVXw#RPG(_qq2d!ae?HR6Vw6UX0WmFNFMLklv z8Am-1OV(Wn@h}Y8qkHnB8BNMWh-Qb>Y-w%C2Khqrp3SyG(h}JiT_Gv@=)=XaZVG5} zPh%alR8)<`X#dd)tNLR`z2Fm>GA2%hU#=PRgBf zcMI|uTKGCDil8;lWj~f`xt2$bx*N7IzG}uH@9;<)>3r#+hC&BlKtyGkefRf>^uMe1 zzuRp00)9uW4kb5BTHD!_ql#tgE?Ps?^&Y>t}Vsgml!9_>{pKs<0 zwbU@7@h}=A?=?%xo#okA8bkJ9Bnr4!LG1>SY|hHOL2bSq-nWYa%YAohY+(Ax;7iU; zVE2p*%4=>pok1{GHx6N5OFw<`Fu1wtzP}2U^A8kyw)-ZgD5J#UctQGwWB5PhszWCUv z*&@n(9CJVO?G|Bs>g~z;uV%Bf*G*|e5{hz1QT@Qe3Uk)4~Ar==|WTYpvL_B6RwM+;WsDg3i#2MZabyr03&yi+Nx8gMdU2 zj_*}=qns$mHrHm#n8fuYOIqBkUPdhZ0fG3hzp+43{_1B`;4*e?M?Kg zhliTXpW0BwH>~=7YBc8^$d`p`C*kXb&_3Hv>S&p*zyoJ#x}6GD1dtrzjI2;sIUo?a zx^wq(w+&o9wXMu%D}AmzShxfbsYX0c3a^uyiRu=yE^jr<#7eA?7395DK~!k} z=4ZMyRbpsOLe-__)TiF;+As-vqUQkmUBp@KAo8=b;($V!Gu}b*T~kkwZcc5ND}P?C zgOJG?Qo70+i-w+0hjmwZ#zZpIj*rLjV%2FGmR(Dd0$_rqr(3q${}rHtA6;a!C-a7) zZ;0cN^p-wrK<64@bR4|=aL{(1&LmdXo>I%&!FYMdw?}7H7njgxopxjW4rhsi8G_8rH|}wJpA9?G2Astxt20HaSbhgE?re zE!mwl5UP?`f{5ZPp#;mHUMKpEsTyGV3O&}_H!hHTSVy zGE}57$+BU(5GZ@|^Z=pu&-T%axf09Mzym~i;ZFiaILs#Kn1X7)$p}doaDE}5NTmq7 zB3LwFnfC&DTb4sMw_p8nrs39P+)RdZM6zINrS?urKaUw%nY1^|O|2ZCq_^`j%H?GA zFlEt76WwBb8z7h$?s@c@=BG(LFn6;1=rzUz*{aa51;>lSM=n+mSrda zTLgJSf6h?D@qiiXG_;V95P^39-3v?8l8U$oDjibUr`SJS12Qu+S4Fs~5b1>X`UR%^ zfc_L4>m)iJt5{lRN6LQrfu}Rte7mAkaDYeI^=AoD;0zIW6JHbUxKgKuLTZW*7yju` zsxuypQH-ydGo=`L%xga3R)s7aY@Po}E{PiJTm3LxWnH5*6LH^hucq1}6>0NQ8=M@q z_u4OpK} zv;`k+=s$k*h%n21kB=7+q+v%+qa9OBZS+IM^tfI{OVD3p&$`3s7d+ksE<}O(rK+5^ zW9>?CK%InYqdSdnk3K^zQIJ3x=Iq6RsF%St;=jM@KyLyG8*_F3)*ot3QA zKie-$-b=xj6{rWVXs>|y8oO2ssHboAT{ht?u`7B z1L2VT1Cc`*N7a`J-S-853Mf3-pVPGo19!1M2MzL)hHwnIM^sQ1p?GB*yF(kR0&yuRn#Q3()OePs;IK(+!M-IwV)aTFMxzkw$OFnY zJXSo6E%@$iB7)8M6l)PotWQw&K;q&D0g_TSqU2{QyEjEB>1z59oPHfSB{m6+WO*!j zol@pa#XXy#g?a6-en4B|fnhP8n!36Ww0k(E$DDIcQ&STjOvNc2Og0XPhyv?x+{MeI zx}vFuE9Hv-gY(9t?R>s;MRedFhI-_R1ll$)L(94fcj;^%ob}+~9?|=H ziP-$NFlHiv^|Bk~kW@g{zyYl9_)5j%7v`c!mfH6fDbc#UbeQAJCa<13$O&z44M|l_ zCpm7YOa|IrS*!Sm~& zp*RFvF$(DPG`>z8lwja8Gg*VV*F=!enIWl{+8YTsfg~7D(bCESF7+ zdMRs9lMz1y&{V#0RWT1~TU1_n^5#cLOU>@RZK-}ZO>;M&w-6&j+y_*rJA**47+2dy z-q3!w>VeF5?xe&blr-$<)AYwhPI>6mM=%CzC7n~Ao%=_TBC!d~7}^epy$~_UBM#xi zdI#ny8)xy!+D}mL2{oFKv~Rm$(|}&k^Gj`FLz`9F${N*1J3t%Gh;m?=RZ6xhOHwk~ z+?btvT5HH2-q!^`x_^|TOW90`QVg;8I^!;MvKR4(-vd3t4J4uH2wx~(> zB&_=6A@k+m>LqYUWRqjxYX<=2U2KP@vzsoWGAcO@x0P1z>ceZ(KwV!v>Bc|~Ra^cx ze#&d-cZMO>O}(P*p{>29YZjFKHDh@jzRPEC4!c=^v4Wn$i;*(fhh3#_f;q1DC?Bqy zn={qBAg-#dpIaq#FymW>8p$FpEXUS-2NvDrif%oEpa)QdDsPK;d_Sl~TLv$ou_z}q zBQIBnm(eEDO902U*9hzh-~9GdoGj6LBcjX+3Qxb!(SQ9}AE3vYu9T~bV_o`d<})3f zOZ!L)#**>t}Lwm63;VDC@# z9M>0t2~3+sCoZ3Q#VHN}E$M5>H}+V|3(H`OxDG1;ypGw%TH7Wo12f~j;IM~Mi)E4J zBszwa%z9N@J=cv?j92qLGFFdS0r6LhiMz7@t8M)&$jOh8N0fkh*LG5(0(@0}e5Lv2 z8D#naU@3ldkhOA)g58V@s3r}+=tR*5&fvz{c2*lRCfjngZ$Q7#&g{z5#zIk zUXSY)7`spI80*&gs3e9;?Bd)`p`8hyCP^a}8BvrPX}F8znAEYH)ge>*sFN8~6{*&L zm+%d8TY3jTAk(If@ARN#_7m&j?u#~5t19fE!&9Pk&(QGwQT^S@D_AG$Zoty~R32Cg z?w~n*P5@Oz)d6gUJJ4V&8%escp7Oed)Dq@-JY3v2!1&c;%$-Q!hsYf!JJkYVWIvT0 zn!r}dOV=xwcuROvv=!hsxgR_@zm=(B=%Xc}WKMvr1zwG|2X~rS2Oo~Gp6yMSGu`(C zV9p}fXl5GL6KAcjb3A0d9>9=&=S#X3wp{)}=k7%1;!=thUHXP<>j#1pPJd24-;sLsI+ z$!Bc)ZgJ``RkyAapGAmo9na;7ZjlD%V3o6^W9PO5L>S2&;D?E zksHj9HIRwzABHE*KceP7*?evD9I&dnkatwj%QPG~Z(aOm3uWaSANBEa@sH>=gh2y4 zLKWniD9Ft)4bTqyIK7v^*8EHF@NN+tO}xZZCg~9YlW9$)iNn|o(7QUCa7Jd2&;M5qjrf7r|1>m=_?406L{ zc-X!>%SGN%!5C)xq`6JyCZ=|~wn&ILJ92ht7)6>%FD?X(*f0O37AxHaG8Qr_G+`X(K%|$dlqf}{v1#U zPDXIn+>U0fou;h0NEXi*jyu3FnQPZ6)h^#VgqUsvUvg`7%4j7(3@J2ivKmSSyYLR4 z*nuid$kf5&<@VyLT4@nQS=m%O8g2Wt)^#QE*_meO&!yfGmO)(#jzvHn9Na)99`Xsz zd!eTT{@g*?!dRa8p5TaBx%H)G6i9&ftACfG|8 zw+lrl+J@vgQrG$o&99T*?n1A%u+gygJ>VxY?HJkgy^;N1{W&7$CGq8#`A7%(D4`l-AkvTalvvIL=S#rGv^YYQnOrAOsKu5Nt02@6&Ad?z@An2? zD~;aai2rSM@SqX9B4rFdHyK@jd|zmMa~~Pa!Vpiy4T4} z-tF=US?ZAdE5>Jg5`Zr%=X<69Mvm{jlA05&lYmrvpm5NlYu{8?E@U%=fEx$(THf?>{;I}}?CvO{}^lAPQ*4M2xYn~Lk^w)gXy#aKP6>AV@( z*wak5AT@M9{r(SMZyi>3*L95wqJV&~N$C!0=>}<}1Ox%4yBp~ckOt}4G)PFZ=~hY_ zq+39`y9CeLdf)H)zV~^~xh^jL0^IJseshgE=9puA#mQjb`{h*h69b~64cUmXufpkq z`=cE3hj8?zLbkkjjmS@&s2bN5LQzuS1fdg7&NX&RT{3VJeHD!k-3Fl@J%R9EnPNz) zGgSWq5M)^=@;qatkQB#-%RU6`_r`r77fJaNSdSB8aZ@ukpMIDBW4|kA{5?fPA$f4N z;EfDyC*ve-BM|N^z6;Vc?i$_UnQCPqko*w*!SzQ2miooN20f~t>&N{8wp&O~jw-Hl$fqzNqtW9UxMW$F}G`MWaGueLb?@CWBY za0*L}fLaNcfLBChACeg72BK!Cd^O+)JZGllq?u<-$5GN`%`EUlVkF8hwQwlpvwP&B z6HmH*%4QWxqMYRB+OLqIeyijYi9!#MfXnx;+n`zEF~9MoRa*Hnbm^BV!M(A}%u$+< zWe-XLdT($uJwhh27jpw%NqcK6YFeUBUC;hs%d*0UfbVK9H?xy?ae(u=QlRwx#b)yb zpd1+?V)m3WY6)eso~3Ic)KMtcjX%yCO-;&pydS<^PbMn9MMc-~(%tMD-OQO$NDZSN z-Hts659oe-^)XLz^2bVTgdXD;TERbe^HPs&Ue(E7MBk7oh`UgxjkNDavm=yx2c%6z zKGrdcF`M#e8(rRE@y!Y~wL2YVzDX)|MJVlrMad|GLT@82cF;S!`@ZIjV_bA8M&f7M zFhAe2Y~mN|zr}xW_R}PI_kxuVCipQMhcAd*+xuaTh5 z4pfb_PSi@)@gQ$z*bV2sXwHaIq;c3GjtZ>>uoZlq2@+(!7VDldvK15n8~xwM?qLwG zf(&YtoP~VM{ZOG7?w7COm7 z;6d#H&o>8#PpiShy^mE+;K}j?p*VO1G5f%@K7L$iD}*9_r`~jsDDwd1=2~~uC~r?^ zeI#j@w4h~lc#(#@5%>e|h`;ycogXuiv)rQ5Q$^SDuX1gajJ zC=8ygMHpi337}2=Wqph+-`Bq2>Jpze4vF2GZi5+J#M>^0TeXyanlQ z=g$lx#^XpA5>hVYVUS9mo#1o~j_%Qjo`rBi@!$JB#@%P^6>rerKNBEnyZ!8Y=*Rv7 zNjqFYkUP@0VK8Sz#M;tDCZ0BAJET83GqB7oDrbkYnI5`rwCllu2!A2mNFykDeuz3w z-xUQ$!GRT)23|P@h1H6PWd=}LKb<_n-9I-G-ygggL3yy=5whh}yO9?}Oh# zDf{N)`W^sLC}IzPC&>N*PaWinkdYolOML$0GSbegqZs(4u|>0MgXmZ>Tvf>$Ni7{& z@%XETVeg?}3QJle{4SVigS4Ye|APMK@7*h_?qJ%eW z81V84a2KL8A41J@Lp9)81{`tO^S3in@9zAr}cop zfp*!BEb;>q(7WWZQ@RWfTlmJKz~(vAPZw$yx4b=3++ikqGxG}lz+79?%&CE|oGKNq~iewfg>P4~%k<3BqDc(fy% zACALVU-yGalsSU`=|qA;!WG>SM`Jyn8I?=T&!B8;*Cys(j>XU@Fh+@sjZS*#0_EH1 zxv^Bbi@_SD`kbEJOa@SJkm8Hoc#lmzp9)e=%%ZhxE?5)&u=n zY5m-k-gmOLTngAg*uj#|(eINK&NeixvExB)ud*Uyw^M8jG{o9>r?M5+czerB`msDI z)mo%;@=FD&`yD6A-`7{P4)z|_99a*)fX;k>Pnuixn?`x`X7nM2b+1a+;N8&@jt$q5 z{^o;$%*et3lz1fyZ)dgZcA|<~RID$!l$$ufAN6hghbJc>Xy_(_J~*pXg;9Wr$8J%m zHzFk6t5i6&FxD&RmosWMlVMv>9{lF?KcQ|}=PvJk;5HU1_j3rifQ~@1vhb-plxljS zLh{Ex&Dpgr1a(#Kf#Dxni<5xhwvx!zPeQ4$QvNp2L|ud=t0kutQICvrxyELR&n%>b zb9R6orlKHT`GXw%0xq>cox6$x^P1jPH@JT~R+P}OY z0C{+<0B+^j(4H1jLrqORMy$;u$^=4AtfobhJ^)HRn74Tu1EcBCDb43DnbbYaUV3S?RDR;lz#e`|FZ6q zS)Tx$tYY}f*uC)}&EyNk`>7qqM zQZ(FHjy1o(mA@?c-uZ9(wLp>Mgw?JDGn-jaw0HNff zrCQ^8q3rQJj_7!K$2ivf0<_>768`K))aZYqB$uRw;*MU8r8lVBCap8yYaY>$*BnrD2J7k zw5p8d{Ajl@eJ>@Fdn;YPqSDvv5GserC41&~?y%D4)Z_>9@hv{XMHF8lmFh^}8a6N~dL+->e}OU&+z*y|n>2sQ zaWoZV4YVPq@?vd*rt+T~T?ZRKY&q4?Sa#Wj+>a@5q&ZNMuc)VwwR;>sGeAz5dsuIT zJvZGm82VjpQwAS__30yfqgMKh=0$GxOMD#tCko(UR_*KBY0}I*=o531c@mU}e(z*$qOp7$# z@cALz709Gso$X=I*+x*Ogr4n-!$lDOl{kCtSe zEBvmHY1jX-ATw!?FQbvo-iH{NXs15+J2(Pju(W#+;-&N2x*#@yP~8`P{Lufwv=lnt zr*p(fn`1FVvjQ#J`#@}am>rthm>Z%BAbfN=tv4V4SZcnNytsVM>wRDsJeH#HnJMfQ zWP}I1j?BItA?_LvZR=Oz+`A=GUxt})f8ug6!?AdV<5gejS({#OkEcwEj9m`e3jX{k zVVY*xc6;vhjKfe}GP{{B-!pyRoP>`5bVTB$A#92XHPPbNX@Mvy9QbUwj+ul}?MM%V zRy5~MT{#=^eh%n}Qa$2U#~sPfM7}Q9f|<&6)MKS&s_6!IIV~9UxDyGTW@DyTnt^lB zWu+-}AssN-ov)%d0TyupQ5Yh|3%LZ$G*-O|?I&OpTWO)hw14{A(hkvU24*%jC>>}8U3kgF7XaeWSWrHcB zCQgy&F6Yfnsos&A$8S~MV)BL!g6!Y>{UxK1YFgPVyr>TEt)ipn50|BI<=>eUf89)c zQ_8NAGz%)x-+{6%l^?rOri9BFp52nuT1}(#*7tK^e;ytFOotcs^Z5kj&_tUTuYc#` z%(2r^G8Y_pXwL;UCVn8zujwHct{m=a}ikXHQ}|*8MimiLsh@%*w3OH>Exi&7+#hdN5;GG*-SfRrB2;Yo)+=`}* zSs;`DH=L!2%%3kK1J0p;E(wh9v$~^Ng^7ywwcgs6Lm@s-lNAngQs%xtbzzIBNYYdoMVc zs`k}UU-fV*?oo+%S%L;5;vkJ5v|{RQaEO7hU$lDt&PboR=F@uSiKzG;EuGTf5J3$y za@wYr6pjzK!|5@Jkw*D1>b^V(D-}fs;r1YFhosa;|H5cDb%)auFi?5g0I@j+}pN8wkD(V};khcVG!G$laG zQVvx#VEz)NtODGf#rtmtBIJH7{iI?V;J7yg8N4L)g>S{`%avC2hK>s5rND2>uBj($6j>qS~M2!Mj zS!x|*$sCtFSabFPj%sAc7RQ{>8`4ir2d#p<7N-IkgTtNhlk>~UjW{w+nM=a7w%lLi zR@dT`legn(;h&xYe0q)V+g~j+8_vXsNQQ?npjy%9C>lF6WB-uwZcQ=Z;q}J5dCG=3 zNY$=b<@k{&+;$^caB8?uATwm>B~oKj`-s#=(|ryBe8mrzA`&8NblA~?6bso;t|VnX zalZ_no#c>=Dy7bGF*B}~A0AySdBT+HiE~z#xaMccL#h}L{ocMW6IA-93^pXMs{Vwu zafoV!?1^-+9r`VPsB7SA)x_dro3&oJxF=MynxDl4e%O@!hAID@v;N_5=}?U8-e^nB ziybTAZ&|%y%{X(6?UuG$GP;gTJv~yYZL5Lwz`XOxpO_g|*T3c_=BRO)YclM--=tu? zBcT#i6md1CDG(+$12!;NpytrXo?s_9pzZ*Y1RXto6-_V$#teGhc0Iu&jI+J~GEcvP zK?HHMd1y#&3|4Fqr8#Zvt{1l6MXSfzcKcM*lF!ZF9rvk}|4(P5MR>manRV-m2rsK~ z*!uxsom(@);e9>@NR(;}WK!psx}to1n~?V>VLZJQrle$K855S}fUqGX-Ge7V)bErv zd6iH>ivl=@qEutt9hi@kbUljR!Gn-UGL9n5cFhYD>*ybHDh})je_Gk8znoPVO^I7@ z?&0tuTR$dBw#9%IF=b4N`>dOCCRzW>d8?t~c2!2^3}o1UMfJH30Vn$(GMpH0h{yYO zZEsjbZ>m8!&bEBUtM}?zqSYy;z~i(C_Y#!ycgneS4T}@o-GfZ4%QW-P2wOKTJZ zQ`nPo6Kv{}pM)FZm9^DamlGOsW~fKZJIQS>?Zw#Qi#y*&JhrK5lmMBz{#xEb=;&oB zuZHIH)wW;Z`dfna)>TVgg3=dAv*}_-bFy={Z>#TyK&tW=q#0GX8qS{zp|j|l#%Qz0 zxK?0E;sr6s;Kx#v_%_3r%x^?sMxy<#2{)WOwZlK>l!anTT?(Ilw0Y}owXIhaYXfTK zy2aqHE+-9Lq&}LLzl8D!9Jn>0SnzRcTDTcx{1%8NEF0W-vKhk`;2MDZZHwp0VVAS%{gQ*Pm?lb-RQB89CA3@o%^Wbm4CEeW{ z>2reae$tB`^#GhMm@a4G(j}WcFvsBFZN}th+esPe4JH%o=wUfi;~7!YdklCRj8W?I zfncN7K&Imld1vMWSmynaR`h_AVNu`Uj<;^hK@EyWE@?hw=FA-5A`6V~4u0RUl|PM= zFyYj_e`V}65D&&0Jr*Xc|DZHdDGF~|L+T@DdMMR*MnnY}ooiKP>Bsx3Ad2qq^(aNd z4z;_d-MMD5jgMpho6>2;CN1_C4vC!CYx2qYg)+!zFyPu^XT#pip_JvAoZUf-2rF%qA3cv#VVF%-qc?dg*#u1qz8 z1RT405GJ zjO#g4hN{YG>h^aBV`G{DngQu2H-LFq8oY7`=v`QK%Km4J%({E)SGW95?qwImlh@5F zcvsw+MaqOWC>pE{KVv^gKpgl{_27)P+&ellufs0}Njk1atxH!!?}RvZJBg%M#J;THGQep~6OsvUb zEWd1n;@$*hyOkpda-Puo2$FUGFj0v}JbGRkG8!i|SuisVP`4+GLEbanDg6)sebr*{bbqn9=q1WY2lTm&eyboQbxTj{q+O1JLb&B>V zAx*QbABA&eB7w+fjfhyaHYrF3cfru?OvS1Hby__{-8sVOWyMd4>9~mtV^8&HA$fHT z+w)%zlpgs0$8gjpGFD3nSvHx)0&TG!N|$+LxC6GG=iJ;^39@6X%xge1S@MAiX1>nD zm9gL8QOl^csZD?npC!WH2PU5!_p@czGUfEwwVsu_&;6l8uNq9T7Qd!Q#^38sXMMB- za2UZNkhcx<{qh7fTz)=}I&e07Ns73Q9<$vPx>hsmc0L(j>3NY`; zYrETN%P>Bk-w@#y0^zpjjUd&LV7UY~lsc}<+$nEMv60 zf?J2)2&|mIHB)dx{D&h=};JXg=D6%YT*v zAZ@_^UM4bw#|(*IuQN8n9qW+u*ddJ(9=Lu467Q{OeSbnGd81qvy>a|g%ku^Km!l%; z%%w;zQk%P8l9ba!S5L+~FCpuyaijYy$v>w%E-X3x2&3k`<(^F6#)uq(gyrZ>wA-dq zwA>E0HpOCgO(HHQ=XEJKYLLvrK-q+a@zl#|14}cpEu;}wnn;PQ04rcF>|aawneJjfPElNGLU=sM>`yUuYHw^{Y{bK%Bvm1_aD^2BHCq^bB^B zR{E_Z{nshbgJ0W!*Muk#)v5ht6EC3ixM~XH)Hw?()whP3Meh9N`PeEAvSRPMs4(DM z1vnnFF@99SHLL1SO{W?0`(Cjv=PAqBPFUSnN2ZTi{?imNus=zUMnnCeZms8s-LE-#@#V{q6R zoJn*<@4+XpjB1e)I)P5nF-_iM$SGr0PfavQ1XfAQ$n;({CkpPOf#Q2^=DWTC=Z@^b zWPF;<=J(moS7E9YUH7$wyKrwFBjp;(K8BSsJFit@GWUl^?7lScC{IuhmjZ!aiud5X z*cr%#(bmndGqty8r%+Oec?kk!fAbzv2<);p?PACJ5j=Z_xP*&W{e*>UFf!}pe9rEj zE(#fz&pwEjXMHcZtEo^93S0-AK*ujmjr9fN%H0*k))fMS9sZ59)##!)%E@LR$ovY& z%|(iH31ATL8o9Ib5Uj>gNhv9HhX_DIhvKp1sNHViq8&`60{ab@MC=@EN$QrCmLf(` zGI&-EHThKtn!IYf#$*6i@)>UKy#p{MW&O53{ke1au_z8ok^4u!9z&WLFo*2S<)x>z zcd#i*n4(j03N;LGha!_d83Ay(L6W#iqUDVbum>Y`%Kz; zaKz?WUUHEGEc%O)DAVbwNq`v!>$e&aqv<&ZeavtXD+}BsYn#xu?ys98+}XZY2D;>C zsM)^uiW=)5HM9yBDU8N23T);v08psQGHtGtyFHmsZX-Xu1)70r$*M zaVn25Pvc`Sj|4WeETk4U=x!iz<+W`k$`i=m?W*XV5!qgx)FQYo@6gf;OW+|Q9Zid8 zWe>_pzc3;yW(PI8~_Aj1zKiFm?|N)?*+26vcBNMtpF(~+{%c{N@q_}&Tpp4Y6k zo^h2p01W-m4O|^a#_uYa`xMX4z5flOiVnmyHf%*p7qeLd3+I5r;nwGREc1^}Oc9a@ zrZdrCuHOMyTiK61N9HEkF2CC@7vgxP@>UI;t0u=I=5himdOe@3wPm0MkfUSar)s2g zJfbEi6lFI1PLpAxBbk2->L-~-x$c6!Fp8m;VELE$=@2}SdIg9=CyzlZ-8h9>!Ngml zY1{Yw8vhI9Cs6zOB?cZM`&(lVtI80nuslUIY^eyK?`Do_y6?mdr|85?P-s-%nc(LI z!Pz=LlxjSGPu9BzsjT#$oan-C7%V1VJPyTXHwO24PlZg-h@kXU)kc|f+KXM4DIX_= z6HmWg+l1?NuLVRAJS1*_5^q~&`_{<>-Yt+5K6DlQ-U$oVRCh#p7K&;OL#eiC2RxiO zKy%HdYMC^RyW>p7C)=)wUBg_B=|MxlNjggqMRs?AbV|$YDIyx>k0y~h`6{&2mi#^H zt07#fzDZaUw{T-g&Bb)vb^V#XvUb||P3I%>VPf|xl{iYMhH_91^E4JtS6&aVc|yd+^Ll5CBeITav^JZLpaa47wk ze4;(FcY}qoac59K2(n${R=z#l3G}VxsO98qSFCKjN`wtr8m++SH0lk3DI}(xt>fut zcPFv8;onY*l)WuCciyCljs3E00CFc`an_vIfkkkE9cy6v7Kz?@RZuHwmthie=_5^;Y2<=J{36z%(2BV3ea>j1wn+}(_4PW$v%ec<<_{3=c;dj^KuX)P zt7PvP^60VKZ};o1f}5qYEe&rl8gSz_oSl)(R*bQ7&up&;rrB`?GK=*paCLo-vpZ1uu*^Hk z!4h%7_m@Kw=#7r|5?B)4!=F2@>}8g{XM-j;dQtq!%p{5nOPOb3L=Nw1>L_X)^9u8s z29JOCTz&E+vyqO5)G+?Q@3gw|W7IQUc894-X2kH^5+!pT|ke#?s05`>+oK`55~{?!<=dWu?r<-+5R)qd5H>a zP>H21pYzEhX_LVqBV~GRi^ET)%1b*@Eg}E>&Az$o=6| zP35z+mQ=atu1xCe5lwCv+ct7eYTqav^RK+G<`Y`X=&WwR|Aa3}wdBa3c&2bZQ)jM3 z6zyZ=ToHJmtKSs(28>&G4-(FHWMw?zU)wRzuj`QbeJo*pkF!tp_wjv+-#_k(%&BH4 zGRS8f-{=;=RdwyawywBUvb4Mx>5@eJUt$;D_ULo?SNBN%=u5YK>P&PYCGo+L|n=)6-WDMPvL0|{Y_CViv2s9uj#WgYeRH?us4XaL#^F=&aT+b zbz>8s7qzdTj7QREW%5iKuM+RU@T?|C2C4lrE2c<7_+Hx!tuUWTc9R*UP(PbYahrVK z8f7HgQq#1_y_2Ng#dCnw(>dAGmGyBOzY%}Q1l`AK)JBn<_(T}r;rt0$HqzQ$x>cFX zrH`;~odpyFS_{jIy+e$+zT19{Ab%4~=&OSF!05p599zAGLmL=SiXtp9Ox#UX5D)pa z1$dOYb|g&lhqeDgp-3JKD%A+#n6~z{Xp%oqsvL4GE31(xiMY{Lo13&=>Z?PiE~(k5 zr?2tho(sNC!cc-sk%CuNr3n}!ubVO<;cI=BmW~JhQE=rqq_Z1++^No8gk7@ zBTiS7Sr^QXZ3N;dp`cjDeXEUdu|ofcoB6wIREUl6JFL(8d6|=<;cF-HsN9?`Lb)nx zfBhSe+)aE3=KM=C;Q+-K<0&nISH;r30_1VS_s|JLJR>tV<{Ah5Ovq~?0K=vutmu~#u?iPZmjO#hrJtXw6$Y${D* z5R|@wz5!N;`g#oC_KkhYp>S<<-Ts~$A_DEKE@C~)E*&N5mG0T65{r)jv578Iay!;c ziWE}W>PSg1^yparXuBC@exydXfStY-p@_1tc~+%oKb&c1OS*i!+N1dNOJ;S#gf+T{ zH^nstW9N@TjJ^}u>%_X{^OLrS1qpW#kP|WI?A^!I{PNHgL$dl)DwiSEtj>kd7Xj!f zSCOy1Z*e3bJ(rBX&T@}w7QKLPmmbW0_O#KisUls#o&W4&o-ss0p<-zEw#SwaO}E$! z7WX&zg6hX}lbMg#uESK_RY%6;7RqN1uB95^B&)auCo5~x^T>^OW=(ITnB2rQcXG6t zXcw5{F1hYHg;WZm(OqeZ>7sAa0Gy^mKsDz~4kmGw1$xlEq1{I`lR(?Mpzs68tDUE7 zZJ^Ye-;fPYy+^}!f3C9U|GV!42Y_h)MPFxVEENqW)Rcu?bg8r@OHp*(2WV^+T|xBf z(qk>{`xp^w&bp(~Tw~L=Sp{V@?KdZ23)gk6VJELxPHd>aQa8y}6VErPV3F_pY*;If}T=tY=T{chv+C&3^_r_++z#bANfM zZD#ZQ)07~u?)j(a&SX?0a!B9JXwsdP1PI`dO>$`aWa*m@FzqwtP=NyITZdDDk-PLW zg(qrt)uGrt!3C%9+!!inyXf3dJTuWU^kROzSCnmzFCwPT+Sr?Xo0K`6wp7czF@3B% zOYlZ(n9IUP1B8GKQh+E^>9YrHZqEThFL4RyYSD*aWG7!ReeCsFK%+f~1gFm)kfA9u zy)Hus;iyyi0uk5$OvvFNTppD|Rxu~7Nad}CgiyajK0_5u>(Kg|psUhiz)+`8S;wqu zLIo)wTdX+?g-xxfusIp&)Z?wfb?O_W+30(1obi%B_QQwJF!%QydH{yT2)!X3)C$?h zduJF%2cl;du4MBx(H$68+^T=ChtOFIS5m9GFpwKcW;sH7fyS4j@?4A-G-(cws8G{H6W9LX% zm~!X~=SdD<=-VS(u}4^+uAk73r-poLF0Fc)KF!n%(>r-LO)MlExnFc`gU?g7KEPVL$wjbu($>I zMv%_$2i}Fzx^zTY*8l?HLabKP1Z67iBNl1lmdR~boG3ZAH>ABchOr3+PK))IJTr71 z1B=KPF(o;+VROu9m}MB$9bRZ+rslyh%fu}%puYAh$oxyR3m{^zzgwW4Lj6;4d$12% z46%o=bsdB=Qh&RlE zQ>!qTQKrCsImK|6x8WhY;*tN6?mD84D5*vXf_!afL*xAL5NxW_Co7)Q=DfbnXQ;Di z-WniA4a6E`grgg=CL9Wn@Ybl7h4Ph^QqhIODmSK)0q|xxQNEl!_|*iA5L#v5v74f0 zz2&T7vhA1`O{r1gU4K}qtU(&^i(ToIJKvJ`1(jCLR4fW#f1c43&Lm;1b!_k29uCPT zUoU3b=AIdxX7mr}hf3ux_^>@co$>#2OZd!l+TaDz?cQFt?^H{{_~$=r!wISpz|C5g zsusf+ZT%flHl@;g3b{kVmyzQal0=Zx5= z%Yo^kAe;wWw^U)h-=2Gf*sOFVP5;NED>>%gjVy0S&J-Cz7g&m9+*@{>ddu(zb2U+U zWriVY5To=yv9_nCI{GW(u3E2_Ff<$3Eo+SdNt1a$%4u$c*2xVn&{5H0eG}ES_&QCb z`oCeGWELutX&8|pbV~_rq|Wb-t0}ucSjFFx(WlwJ54VKO&}G}$mPDX1fAm8NM?)&y z2L~vDvVBPwm5KQU0kzA^C9#f#bM3yNsYM8nwkV|P)ZaIU;~ zUgPuLNo!S{b&&+iI=q>)>V6|yYVPvQ`f3uV+=Uu_RX46S z`4g+>^uwBllet&_!}EXs@Q=pmf40K?udp@iSbY{O!w~1p({M>$Wn3e#sdE&g=(}Yx zcL|#qs%*GEY)k2jAkpNcV{)Ha;3Kq_sb0SsaUvf7-j4S^b zHR`*0*7C%-7xA>d9S?aWS-6?aM@ru3+i|7ovD2a?9Zm-a2WB8F&w=3kWXHFKr0%d0 zGpgxZ!^P`JP2AbLFEv_kgibN{$))S&`HG_8;;7nUwIGyNp?*HUHMT67hqRqfzOUFH zjBDX}*Q%9Un`I;+Rj0e_xM)zlWJJhmpS2y8g1I6WBw@igLYcJVu<)6*VWeiR_MZJy zEo`6aFG@U}XB1p_-hD{Lc;{exJOA-Wo6k2*4M09t08aYA00hmjW_zFymuvt6%&(8B%DXQKBIm05~U{RbQ^siuSG`D&Qs>njT%^?6I4I03_1ub8FOn6}1czbu z;&uVwfATh*582_#ER}o2n+)XEuVh53eN`>{fy{kcgNxR2CeB>lN~=65XRMtj_SiC> zokyj1bQw~T#2fuGRfVv&NAgMJM759Y4$FihfkLCl#XUs|fF6FyZ7LzQ23M@R$ZI){cQZU_p{(=Y>4%~GYxr5#JC2XL zE)lZa;i!41(8%XP^IqJx3wj}vf?$bmz#$ol|(Nfz$q69oQ^ul)pJ~p+i7z6g+9HT`6%r<*moF0t@~UV!j>t!JY}G zT^5@;Q`Rc`Of(0JotmNdvHh(uJv3D5!W3&IBUz$itaF^k5NXdJA1Y0VeC}Sy&89-8x2Yke6-|;35M3d@eM8ioen) z^uW~c56_~7gRKa^z(p2`(oo5)Thxj#)wc$b$Yw@841qP?c{P;@5ogtvxm;UJI`fMh zld^=w(uX3+DWvX1m7gXqN_nzmN6hqJO4m@ zFa#o7X_pudRcE^7&7bb(p6xWV_M*3niu3k9gz8R%XT|BD%H`&ZNfo<}U4gEUbr zQLsaG3nU0b@I5{MQU=wvig5;TtimPq^V?d&VN`>RV7~`E2YOzu;GGa^=`A^-uvhp{0QGn0^XCPPgHBX#Ry%0|W892KB)bSQmx)`6wgU4oZ0Qfqi;`E1HkAXH3` zK0RXSf9xdwrRxMj?~NK=g^42xz!#M_rb@#fJM__X!W=1FzN;TZIX$na2g09yKCN_< zHB{LMl`HwY2Vr1*Bx|piB45dX)^L*J)S)CtX~opuAUjGLti^vtKZa;Q?chvKlg=Es zOBYo$GWQzoV$3%52dpbz-BVPu-biEA=3RaiVUY~Nyz7$i zi?d6Z#`4??&tr}bs(hRCUp&#VC|m)+fsiNQbN7Fsxmc7mpX)8wSd)61JeDvs$P5Tt zXo7saSF}*3xl#Ta5+d-Mh<6p;<-R;;p@#1OXty+cW3&ynka%?5%Fr|jr_&?cFni|$ zWQF(rP9>}#MAD8QlIpA_9riGThBrj4$`((tdHj ziQH&d-Y}r20)sB2g)Sn>76WSAGO%-le8EPtM%JglHS!SYRJRm^RTWKAh%577FM!0t z3tbk!d0I8u=x9PNtU0Wxl!$|`SXmg0$q_6gh0Q&Xl1G`-Lj zY^{h=QbCVy?;`aoN|vZKV)f#$-Q9;;$$9L&SNTJtOiwsKLMuEMqk&Tm^MBV{^QQ=s zRlO?lRAsV!bKm8&dQ-*3l>F$#Cg9f=3w`_2+9_}2TAYpU$nPvs{RAzrFd}|Bb7yjsU-nlHzJ`)FEY4WR z&Qi#NdRXVs6^3Wi;L6hIi9&Iz+mvVr`5R3{igU>FS-8?H(o^kbGS=Gjn=Vh70i-TA zI`uV2Yw#(@Emjv*_$Q;unaIId#ezN2RUw?x`P<%)rK!F>G{%&OC)5-Od%x<7lKyW< z2QIyMG3<>zBYFBMW4J)b3u6H|WI%v<;Y{EtcOJ?>#=ZBS0ed;v8o(??L0w_HAW#X% zQrL*^bewhf#dp8>o1?y?LU1?i_WqbX)rWNA5N?h?=fI_^S0eBJp`!N2TZ}1BGR4?6 zV=yg+HTBa_e0_+88d1ZBD$ali7do?^neWuD@Z@K2iQ9`?I;>fyh{w>E=1VmOW98*2 zC>ACYHzeH`R%-b@*vOW-w3bdh44I;?lW0CTSP@T92tWS1@|JX5c& ze6aBl#kLa0U-G?VKCj_~vl4!Tw;w38`fC2yz@oo+XM)~O?Zry!wqC*KvX`SHpFK=c zVXXX>(2g2X>6V?96YrD|Glxg{KleM{Cv~-!Y<1tkyLp;bz_^$=>0iHAdKN-#eY2iQ8cJrB2t{BEH3BgPw&`X$Chl8qvDr6XIT)iE+G@t>KVnlG^8un-l-YDe^osZW$;au5}%(Xu3x>1TST1|0?keK^?WrO;s z+s4T(;WDuQ|9oE{FUN?E^Cx#X{26?e*`AL!d?wY1#q);MM@BVT5KZEV zlZ#bJf9ls{Pu9UB^WPo=IBLVMYJWOt<>Q`cA!U_(&mGcUoXa8SIFRsFWi#T?A}z>A zHG3!8EeVrxd*iW9E<_XYSmub?1zh1b0l&n4i)ng(b1(oU#bC_lb&%q_1tv-sefUxW zqx_E$YP#Q1#k=A)6)$i`6sZ$hg|y#F`wX^u7&LJE9#7^nj>Tmh?CQxr0)%85IbVGbvB zjx-IM+-s!~_KATVl}XnF8=7?}RZlac_?{AmbF50z)3&TOOa4BJCuJugE(Q}qo|gPldPaiR450r7vq|fm{~C!Wsjq>AWeJ3nq_C=l7!)pO zyO*T;pl)0@uvIT4L*TC}ey5n)l5=L(yi_3eqYD#$ju?rEc1guje0$3?ikD;-}OF@$TXDh|dl;%z*y8V#4R zhh4i&Cgs9_EOojF`-a;G8hSwFeX#jP5*m4HY%_nJZ_NQFc0G&RGsTl7)GQzZ?qFNN zQ-zbgvgD#q3TA3Wx{%?|Ug^sM&BOshjac{)lH(=DzcR?b74`r6K5~Twn9MG`*UopL z+vrkR{iyZ1BTwqh@eT|V?aT61o$0#6bgkOaMOT!(M-eNT*2n}5tfR+y6M72UL*lJD za$hY3OHX1?s0fCCoGh*?(AE^VJZ#SKz4~I{>}I5!@ooHT`;YBVL&{)T74ca_EE6Vx zaRt;@IGC@g+zvj`AfnM$xa??1oxf#}Jo_h`h{QkD1}l7JI@N}16(h}ojp!m?N+klI>XgP)wEa2(BwsVY3fqJR2)Ex?Rn7} zsqC%)!P5Pu>-;THDMs4e!Al5N6f5uQYDG-dLz)fu3w*oh(t_VOE664^MH;*>&Shul zOhsiF3CuxHWT|EbayQ4Kqz-a?@8=6Lmy%GQC}<_PTOR9Ijf!p=d1P9D&084!fR5tg zeux1TF)L*|Wz!?5eO!9+MJBjxkS8Q2#+mIxDAe=CJ58o5udiE?sXkijOClOeoF|I zO0VgzXRC4D!B&JR)bgK6gs-z@q#RSd1ns|he_l}~TmbMNU#5!po(D+E!n$cY=&(nu zDnsqLtKoIC`kB9=f>8LI7_JX)Jp2!g5`?Et&S^fDrc6CRHe^&Q#7Pep`MFAI%AuDJ zI`S{78r(5;57_ZV2A<&?$wnSH$;b118A#5^8H8k0)7V_JBc*|x++zZ+(W-V=#nbLRW{El8G^-Lp{S%g8nDzlbolO(vLH$yx6#B*h!KRM_I0fI7-(%2XZ-W@kj{C zpR>f+(W@$JHvX!pa6Vkt2+BI&4y7BGDzNxnbxS`HZQbCa>fVTGn423dG7F{2OON`v zohm10SZDgZ^lrL&YDG9H7KJ(9uM>twTX)*mg1yNF3KtQ@dIz>`S zq+97)ba#g|NT(nnwdn4Y?rxB7>3+XU&))Z(`@i?SW9;Er4#ytiTI)CCnR7lLo=~1K zPSn$q-Ry-Dw&U4EFvUOu*KH8^|H;K4ygy7l@SJT}e)jeSdgB`K&h+eYP*K=J>D58O zM0|A2cz^j?yOIZmKEMaPA&&>&xWu11`E%^A+5*ou79=fATT^|rUtdmF4?RPp*AMLv z2sD%TzkIWp;M&1m-)!--rBbu)A*xhAr?g;si{<^%oKYM zARAdnMJOGt;zxdPQ$;wzrw#tr`NwuOmm4m~FyGw|I7R0&z%?HGHt5dBloh#DB(bbI zPw!o}rLGi3>dxWl$b{L;Djil@kq)qEDedX1K8rLpT{TaW#_9^2kWLd&&-%TIiew}y zmIwEbQ`WyfAO?~Tn1hp7%CgAo3^3xui}Mn8hNt%4e4MYf10WQlxV$mN?E|InoU=Mi z?fHlrRx}h{qysUj-%L`hu_c&-D=Q`yiZ~hM1t#m%yowf5cyBe|^a^A8WZ9d{b%ym# z8%ATgP0U6+6*8`s>b}SYu~LhOu-5$DwXoI4>Aav;IvWXb*!fMd)v9PiS`s-&0<3@Y zM5JSY+q=e&Yclu~Cyhwq&SF=sWVcq7daw9dX8SNmVxJk-Iz@|@r4G_itj!O6D`z*D zQ#H_4^$UMX4w>lQSSl}=JGo2{11hT^(9ZtVq5Vff`1>i@6BEp+KC3fOD}nvhuY;TS za8e1(o0c?izLPq42*kheK~xT2Q6+6z@2+P^xMv=t3&-?tRH(&_hF@Ka)HUuiD`k!Brx zfl3Lff}D7M(++ZDJy?XNd9(DHwg_>q9C*AVlQ%CuY;+O^3t#U%Cv$}t6dSm~5)WWO zx=53DUAd1uNl;>+P3m+k+hxz38xJ!l9t`3S)X}xb=u3>T(9(73@0of}{A9Mf7825c zqkCl3abqO`u7O5iiIV%nv;T>kO3I`TFUdeUK0k_73}tg`ks_KnP1 zlhKmX)3U#E4c3#d0i@I~vdg;BH*DiJC*0g>{+ktFe5E)TW{Qt5j7&AfuDoDHW|w8rdtTPFcGdYh;n{h5_vZ&+E_ z=7dPOQr@{EKYh3}#&Mtzi+!O#y`~OvX|NBb;5qUrv^CAyo z*G*HR62wJgg;$OUSR`KBt|zaFC&_*!Mx%?7n73&q``e!&mUE((P2U=ICRi|^=mXof zZOad8q&fwZC?R-~7leErkqy)XapR+#kcGit*luTckP=zf{j$G8joWSMW~6?KRn6f( zdUW1P`zRJ1NF#TPi`St!Z}VWniL53C$!t^=0_pZx_JiT?&rDQMF6xv8^v&^%aHzOR z?3tAuueb{iP$7$|#Npm5!lkQ$dd!vgXDJkzLaI$xtUaGfB!lpYduXa_SS#Ca4d%$o zmMcn(j9PAtHGiJ~U+jX1PqyR1HK3e+0Dor?_qt>e-}OyXN!k##3GS&okp|&`QY{=WZs?jtXKv2v0jo z=J3@Wvdvt%k98i3S6G%Cl{WU5mxwcaL;8+iWDXcWE@R7`j;~2iU=u2!pJJw)i2rw` z2fV{*fMD=4}m;>>?Bwoc@U# z5+SP26RvgmgYUal4>OYCWvvv(ie@Ki zXn1(Q0^JDx+TGet>yP#PAM4+>ngqa{oQkpR2M~8Q)*_daez{KLAsP2lYB{a(YKOzAlZRn=RPFQihebK-=$t*)X`Ad@ z3hZ5*`7e|No<6}4`nKUF!iR5na5}2lMT6H3)c`T=5vZb){%3ak@334>2q*FtQYWbt z^ibQX11m-)0GkAKJ49Zyj3Fzk$)EQ*`@()+_q7D-`mvvL7&!4b_N<&a`V!NijYN&8 zXq9?tp!NU8UfA8#;4}@ z>Q`T|Acc2miynIWj27cQUFJ|sziBMmcxPyl{)z|AaFm!9!S$)$uz@b+**CTWur+P_ zGh5EIgic3IxVkW2phz4x)%9BUVEM4`%$5jC3;+E;!2om>KskN?x(TH&7vjuqtyHn) zH(ClyvY_xdgu~bz_r9nWKnwU3p0AZjHgb%crRTKWXR(QN|LtMmvvbx5L2qMEth`H=(}yGkR)V7{+rX44T>Bl%5Fs8GTZjqE(Qc>f=V5vd zwdXVAPBmaxjCZk53S;Eg`B`Z%12V9q6=TgAo%&bsjsWY8%wk`qM34?^;>~ft1INEo z;dDa8F^J73sp^^kkB@r<@^tDB!=}$GKO|YGlsU79n6a4_xn@njGc(z-H_bWlpic4{ z@9>#+p)h~H!^WOFRb_BzU;SK7*98MKqI}RKCHntL760T6LXnRQ+TZ8oD2t-MzX0<^N5Qa5rFgiIQI|X^BVytvW;)rNu&Zx(KHONB62gG;VdTfU_LNN@Sv{eO z`+Ho%g(V24Y=?-{SS3qWzq}Z+Te&PX352%0YD1%TxQGv`u9{DARj^91fy!6DZDRxC8XSyotu6_K* zV|$)4u`OcWAHBD|s82K1i_W>BKT?5eL4&QHm`3vr(m5Cl&U#OxOj!O7fL=~$5svmm zL$Hke@d@1Qs~PulgQOp}ndIK8M2%T&k+dAD>nv)05@wv!8=dYi_}!Vtlfkt=>qnFBv%+IJu!cvh!CEWm z)kZkxyoDW%WyaNlr%oZJ8G@5c;JEa-&+YR%)2r}itVL1?W+AiKtLZOSrSR?|t|8Pl zZOoV0tS$&8HP29_O`%EeD<`>K8e-;zH;lTM1Az_F6hzm2;2 zQGH_Gal@aVD*V6BF#irUN9ML zA9-`1Huu{%8Ex-L^xG>X6oS*3gFYRTluFD6B&?0bvn3hTQ*u)n({$Eq>iFnzn9KAr zCw-eV>*{o?1YN72diYb#Xz8{LAzZwfh?t#Ewik~uM~Vh|NS;2G`FY$U^5c*LoUMTc z(^ua#5$+VzK4etoX@6ZW3_n+?RsHVdT4$^`Upy3*1=kyxF6r5b6zP(qb>N|T&8HCqNHvn#H} z^}^0qz@yv(4t_`m(T=h9!9qOM9({U)WNjSMG>rCdgl7IoD4XP~j^`qYwu(ml zVLbk-n2>iDUFyZM>p5(h;RwnhFEA8M1PJ8%0CaCU>_Xm%=`2tOg3=V1E3|*yYXLWh(k}vuAEDM%T(bS8aJw#q0|S#;3b{%;i!cqLS2SN8I*B z67jt+Lp*CxEh_uwfh;cbf7K;@37*2`Hlo=m(xflHibglv9~KAle5nogbeFZ=KfODB zxN+6J%o|kH;#gEoCQ%okIGz$*!g*wd^7ci{tI=}jp3H$xQgbnaG5oSKqc3a*(qHDz z<9oVeGf($=$I1~6B^nw+@Q=xo2<{p1nMfe_rGL?p?uAl(Ye*=X%>siYGv%r&EM)YN z?G4)!XzKcJ5y1p)>7WI6p;CfdD1?v=E@il82^z9(73E-+HU;9(R!|knwiizegugbO z?W`saRsZn3xRFhSuh)HqVATt~K0Ms~!;F#98LmiVA+kwVNm;EK^qo3Ucct;MY;vjf z|DkxTOFsyR^+h@E%n1Vn_nqQb5%|Bo3}+&m6&LSQukToJGSc95ly1CUSiOph@+hXV zmA3!>jCeI(6{CgnEU0w$^&>mJKr4ETLS&1~1g;nJb7}Raz-l)sqWsP-VPdi?uVb^U zfPr7kp_{jil*Sfhe?RV01>=GLUtRo<9++;5cv#V@tYIZGnGBVA zP35inxDjz5NOP9pP{Z$7_PXn4m*xHwks>>nyrtk-JS%gzj1?ZnbNjwzUut;z+HozH zrEe!+F7f2k6gITOjUR41y}H(j-|=Tp<1p~s{2Jm`3WvVJLTtSC>usASpAJjQ?k^uc z9v0s~c6ut)vo>41jx&?BoF~RL_OOREMbh(JrGD~{(T@yyI%0Q^0PD;Qffa>> zE_+ zxk2do1xCQGJp^)O|4ZoLMSL0fk|hM_Z4{uR!-;NO$A&dJ6By#Hss?;lo0)AzF7)RQ zPZ9;t-k81n>D*@=7!h+*&4(jW)S#3uH5)b79ky@U=TH4~1AEE^L2V{l`YYq~&-9Z` z*alN}fqoLT>-Ck%C$qi@-JW^o@CRdi_Ud$JmO6VQLk;{iHRwwYNFE#@5qw5?PEzw(S;Q2>>x>MIyev?Q{_-v= znU8Zylx5tITRHq?aKZs3y1_!Np9QCF#M5#j?2h;i+y1k3s|DNS_yBy5FT4WB zV4;B(QCx8LX&%1(|J3e&96+!%>XzU)G~0g90>`B!`Dli`jT#(IX>7I{gUSp}lt6zp zlw01f4BR}NlvS^Jr-=-k+RN3VQo|8=IG_!A*{7*3fQM_jG8-=NlYncDpBYD2n=tD&~9`islB^ZSTal zY$m2^?Ns7 ziz_N^I+@?8UJTiCk!~+m{WYHt!Tc`abXJ~PTF0@<5Ots`fo`ZPUD`FF=IW6^I^Q{* zYubNf)dFN8YozD=_S6m^|KBUFKb5Nu`AhUYjiByEJcL&vrjN!4h%qAp>@-lY0_pIY zFp?Z;SRZ5HL*uEpjb_`s1wwE8b}#Rph;~+e(i4^DN&oMI2!)(9;M7??Yq%idv`r-F znVcTL6KqNxjMgGuNa5OX3BryiAb zipFFH8BE{S*vFRM_9hmv?<VANX~9%qr{S^W_k3#V^_-4eR92F^GP?l9kGHw zadGl1B|6xzL?~Zl9S{8X0{)-Z$FGWQw>}^dt#`}J_mHJim9LfT#zumpoJsneykl^; z@Jg^5FkFYxjJOUtvyJ@T$ZH1CT9$M2w07{=L<9_l*+65dP&@m z-0jnD6C3)FcG8T=?7Kt0(Pyrd zl_Dp}dpOe`rMk8yw3UrnCovq4gINeR756Q>w`w?x=v*xMJc#FXVv`x{0UzX z*z66Sq`H@`+kayB-jCe zEk~_|J5Mo>{#!rH0Z|(PQZ?xyasJ^dP7+7*Qqsb-Y4Bl}R8AIdmDz2+L!khNEPKM++OUqW z@l!^twQ;IM3`9$is{d3}ybcWEaAbE5oRhQ_=$mMf4j0~WP}{9#F`j(#3xSOK95!3!WlT zy|X)oqPMCNz4HAcOg=AHI}JE}S1es0Z5cYXI6u(+DBwb=lAT)iux7|x!8NbVkcbM6o;_LWzC)-VK zC?T%KYS%D*pm9Ql4JPT#^T=4Lc8rnA$%=_n6X;IX_-8>Zq{B<^g*wHf9wTYAp&fZB zz?6E8AQqSC-EVePJDsMa>Z5l=iAg2lIdSo;##oSNO7DhOAnErnTz_-7Ek24Iy5d|g zSAAqOej}9wQ`~erAggTonGFfgX*-gD&iqM}O1Zb6Mc#cjfx?qlL?i?aI&xbX@X-4AIL-{YBC~ zJESw(AdjSa?=6`Ni}Uz54Mo-A(uX(f=vz@t1U^!i<^Rz)fI8e27|Ml@4o>L98KbQ5 zqB89U_v%A?RIpgjq!cZ*>F3TL98d7g6o$vC(rLQq;?pu z15B%jIuIN!O2HA&rVcN+9e8uO&_Bk-?=en`UoCv0u}`#0OOnuo5Exy{E%vL0vR%8! zW!~yq>~I9By$$z^v#Tix-Dp)?q)+k+$J@wcWo^%eMXq&u3}DuJC>IiiF35X*f7@%f zoJ{L63+y>?9<(snls$qSPyW}_`uFoY|L!Hyi`vs0yMZp0<2i{;xW+5Yumyt0QcCkP3GPx*+V?B|5*DEu|u zIb%y&Qm^BPlh<}AKJzib?(^WMcaG1#C&)Y>#2$=nItWyF9$6`#b>)PVlJ5~(E`$y~ ze}vChd>__m#~MsWP0L)M4FeiL;(s~IK4Z_+{gE=Gt2TAwEH-t@VMdpCHoW$b4MI|w z%0i(MJ}GUm1L2j!d|1Vh7g`l^rNTy#4>oJLHvcs@dP);%D0Uy=wlan=R7M!ZR*e1k zm+nt2{qyUl61-#_!}#Qm{Z0q;hf{BhS|svUeOTMpOb4P~!)|Hs9EO!1+48Pb)2zqY z^0|}8ocHh>PG&2M^(PuSL~oLVboUiP!Y=Q6VjprR%3-^a z!Pk*nF+7dirSpJbmY3tpu`r3tiLjr=6g#_lBtTtv;ye>o9{lnC`7aB?+MYU4NDzqn z7a`sHAR3RpTzEcPHODJgtdS#LSWQ;5ba#F^{6Gl17e_7K1NfBNmluOPk zi^AEtC35Q~bu#yZkH(YSSn?~SsA$?f?C!-2~#v$nF|%&T>`dW84&Yq-!AW(DJ9lCz0IdNXnO;EOY+;} z0uQkQNLHqCjqQI0vLO_z{?eETFsgWU#TvG;+LERTtV;^0XY|~H9x3duuBew4CWr+f zmY469Vjday%NZjBXmdDsNo-JLuw9_uxr1aXwEYT)%7#&)O7CO- zLpYDOok^vB{N?~O<&?U$Vhba&{j!1i`CuEOC)&v%$Z&6cJ4}Df_k$Rqqf+Iy@hoIt zmH-5$cC}lk$$tdRba(_b)?M+#_g?xYNQ5$i@HHq+&C;BF!bI=p-wKjmchpVjKQZJA zR(HQEvmCt?IL6#=b20iph_br>Af!ao>Kj;imTCQRh-F|d3VkP}M4Y`TCPla#h{i!M z6W;w@l__Z2EW=E~Nt2Ogfeyl2C7MQ$jSg9_=u_MNw6*lrDK$tm0Ggx|&1ML$MUyC% zZRMzujJfnP@IdJ=f}@=ScJY75pkQIo!G@EXHqw^Ka?&9$1QS0f$I<*(h|;P%)^Nf2 zl*cP*V^TR(=Ews#krR8ka6XpnXph>p;$3MLnbRw~N~f%LhJ?$JfiKJIY)!IIN^~Q5 zxW-wr@5o4KPQPH@w$z5H0Vi6`Mg;6;h%nYxxaDq17YvkV4VT$JX9tW=FKcMwH~I?3 z{{E5viITx@9z1UC3?;zPHR-2@k4B`@8GiMG=Jzw6fgv~s+a-r#D+Sx9OF!5??i@xN z;$I5uQju91C+dBfp{dga*(XfqY{_IS| zFVbL?UK&){?Fger3g*sGX}X<`e*)%0N#}t4Pz@3e*gzw`ffJf36*Pw_@|dA)-1%nJ?%%d*mpKV^3(G34{2FrgQ11b2(G3h znB`zJ_SHkFQ&rZ-o#Nx5=PLerZ+O7F^s_ea+QTroxWsv7$tL|WRidy^51 zw2JP-?m ze~;@4Mr?iUis3Tg;MlBNWDN|H0>Fj(WS#bL;-v3}!2P97LZ0UTRGU!>Mj*F@l)5X1 zDPjIO`%@4U^e%exl7UHt&$lcPD?1MN_3M)Shqq^{&EaIsLcWEX5^p3smAwNu)f$lg z;yI`k&094OiI06l67tFDR*UISP&au>r1JG}+PW1wq%wR$#nEFB-?z?SppAW_Ra1W5 zUY?PHWD`%M-1M=`FE7)_VdvBoX(q9e_L$MnrQLSI=(cM{wpOP5yvUjYekGC|TMf7u zcwFlXok9oCEGqBvO&fIM4-Fh|;b?2vtf_QoZe|-`NYXaPsc2tPVgsy$##4;2V8tD9n4^xIu)6!ks=V zKyt^ZeShh#tM_-k^-pa1*NY)ectkz4-rT@u9VD~qQvH%_*y9o(@Ss(dr85%A6?oGg zt0;}y-HL1k5Cx;0IX_Z{_m=o(G8(Ph)lsHI`99DQ3(gFC)E<+g+~%azv>@`P=p-jT zQ@P%JZ%xNay6TN%uk+f7t{g$>Os7PFdqB#GXwp$RoOil{+yzFLaB*+)fu7Rb(*n7InNLeXB6yzvR6meBA^?Q!eerNUl*>;9Zy!66LC;5&dRss zX~;QzYsy)sH0S?$x+a`kMt^SBt$MoT5%F9|+P>cV@^d_ba(;CMbT4PL;wl9Ne2H|r zRQ>rT$Eo?YV`3+9va0vz6`gz6Sr=-VfJwmIx&-{j$Ny3*m}T&TKJi&>bh}ovl~C+& zqwo(1Xq%cEgI=f&tiy~PFOoug@pxu&UxdKC$;#~LYaxTFe9L+HMNhySwJW3Rb!)`r z>w2XRj?Z%cLx6{orgJ?VMMV&lf*(NNV4z#a5!SF2n~-oykEm6!VvsQm@5m zF9RP*59TIk=z}Jlm#sp(t&hzDy*3S-UyE~Nc|AeebjW-1$^KB`*B1B1I>%+!&TSDz z)0>%8#Bv%qn_Ck^Z7vECv#|=bw5THvuNpDIVDA(ZdWET5$*eLsg9dNi5i6Xhn>;)?L6Oq>7x6{&(BdL-7}q+k z2iexXLzById(_73`GW!HAehr&D==O?Jgls0DBQdUp5(ib@(m8DV43`vG&du0jX#f3 zo<8*jGr-HF@1_$4Nayt%d~MqIr`iE~vsG~c3R;F1ys4)JhW$L}z{XHrqZj6cCtb2O zlL|nC*Q+qN<+oNi4 zdVXvg#FRw<2lb~Exa_{eUr8mj8eexqfgG@rW)?{7iKrl`-ep;mh=jwevkB&R;JH=pRa$R&KE< z(zmL8MmCdgaO_>AaY{A9@(JmtH#JsHQVcm7L zpDBP(DB(KYnq+tF=%oUXX$KvT+48@AK8<8YV!xBpYU8xS<#@~noi09IjXkANxM31hi&7@eur9Y#P8;b8X%8{S`1KE)hUO@BpR0W#syEG9D5a zbAyu=oF>lt9nAx4xDDI7wPbAoVp$#p6jwf7Gbi4(t9t-he}T5$2=o7jy6u_LU$^e2 zp)av{r=I|GT1MGrAk7njnpj4#?=~WUSMRelfA?fn)Z_!36o&;Tucy^)*K6=zbWjT| zjy3DkaplKE09L%w%F%cfYT0x>51rE-gSkr{#&_{{LV`u}H9T%l-BBGI+^%OA863X< zZPWi>Igbey?qT`5S7s3&SlppfpLt3LnHBU`h>5`z&Oz!Dq{rVPIETts&~yyJx~-*8VHpx8W67iBe5{8xXKK96{KpX9D> zR8^O^gYE@RxbBS>GWeuM-eIdSUQ{cc%a=NGN0}iKp-3h zz$~?4RB2neRe*8FUpQ|(uX%q6sJo7EpLfe08g?`_p9T%Z3SrLzq;#WJQ?KU!O4p6> z#4t#lb1+v#QX8siHc-F~*5yWXT>lW3Tptj)@DcdYmUI?K^$W&fHB2DSr%6zlglZq? zyhn&d3}UQaf*+jg$uW0vHn`7G@8CuJN__c43|l+qvr6SdZi7s^ZQE4j1@xb$}f=DVSef>X@ct&{^>CdWWR1<^uvc* zJb{%tIHkQ&!*N2{+NBSo*WxbGXjunQ-4Fl5v9g&*^bhCRuihF}a1Z+ty@vN{b+ee<>DShi<&kGX%7=!f1udF_&Ud``mdG?!U z4QEWDCMv7mU{Sw49|5jww_$z%+k5g0+`oc|{7;yj4vK>HJ^2vTF(OWc)QfT`SSD+w zw@b?1Q}?!=Kww9yp~7V|lg^60x)cNQl;g&aI3R_r*lD~4f)_iPoD z9=D1)h0n@KyrvZ$A&y`3?IiZ-QvIm4+0r`7T(S7@7$yr;<(KaAo38SUfmN#|Xa!t` zj(5ujQGg4l$F{a=_;6Y3DV>KaK>pfz5kq7hTQOTrwT|)ggl+cbp{&c!9yt za5927E!!>inG+-O73s|HC`6Jj@=D?oFj>)m2qhtVFB4eQ4~z65(xMlUil)$(?Z4ab z!o$-&-=E)6ckESPz|cC)QJZySq}67=7qN>REY?AFAupUkvF3rbFkRk9nI# z%Ii_k#!9=ao#uD6lmiXXyQAJz(J6?wqo9^P+GxF1`m@yk_ZQB9^5v0E+2Yr;1!6em zhDWp4M9NNfdg*Hoj4=Zw>1n8vO_Tk=opK}4&}O+oV1at4GMBWaiGhc*`3IMq?nH2N z<*Z_9lr0evBK%3xKb&L zAS8kslx(wN+RQ=Z8r^Gxa>+egz>0o-5Zgoddzi%YMN?=jmmn}k`1je zaFyPnOe#zo#@*AUzZ&ANVyl)VtXt)^Q(w$hM)%?db-#wfwn+MXN13vwo#F)uG}{;K zkeQ#}4W*9kHsn6dFcPFIcg{r_Q+#HtGpuB5z=>SeXj0)nuNkB_c&TfW|HY7Z6;Hms z%xMv(W|O?g-h;(bJ~GIDn!83fuij(PL#a1rK@m0irrY5``}^iNS5XPELb1z$eKfIC z#z!*Z3i22caO!q&5*?p5iyi4q3QGgvlbk@qW5)$45@gynz)Mp64QoEV@h!%eqgzV@ zL|pLaWzX(QU`2(CBh2JoI?zWIite{t8#vU>ufagTVgA(PGR{Nwb>wZ82AYh=I&0by zMf)0JSMQ1{_m3aJxv^5MH2;+~|E+gCCGnhk3tQ5o03_&3H?ajqE&5NNF5Au!ZmC{$ z3rQ{uPDMBfgVEZI`OY$Ll@q&)3-R!5VVc!-;c#L`O1^Gkq>j&L`KN`JOKzjQ+C`zP zCAZQB<~wIK{b9P5Eku~(rAl$%4Z7&J=b^UKYcm&c2@X4H1V7xGkvU3i@N)jL;4Ynvz5)9Xlf zHZ-@X;Kwo4ay}ye?FA5@7m{zkUm3qQDAT0Qc~{KCc&Rp{$%`BT5{J(jl7oxGKo7vf z)(?&95?iHZ@`8}`RE(H#G5xJs_vA2R#mfhv_gw{`@yq14UhhF5Wx2`J8Eh{JWWqWR z8}lvTuy0*G*|5KMi}==IcZs&jAU0;;7>1sWFV|qimw$*(j~8I`#*$lkxiMOzD$m<9 zez(LXCa&=$OJtHfPUFLv$L)@G9cPSxOH0cks1zGEleCsAZoF~o(~VLY+sr>HyjcTu z-__)@hz^Rl`8tP+0G_h2Pa-Ml7Cu`=JS zk_1ke>4|y8a_BfY(4}982$q3CP2G}3!>aUxlz}RIkm_qmz5o=ik+8tnRuaRn^dWtX z0U^Z`5&|uvpAGkp)SNT8>@UA*^>0kgeq`yrdX;syP#g;Fbg3yKnGlXp7JPSBX*}Y^sCj7!pHgF!-g7HLIwe`_FxCs8X7vZ! z9b<&mSs&|Q^6=#DGs+a(51bcEJ{$Av0B4|baxhbopBqO@oAB8EGPN~MD*G5qc(_Kx z^{AtUdsSR?>au;D^%30=%wc7~^avEd*%!8br<2;+Q>1eP7Vu=^{7asHeQunlp>=B* zVBZjefUxAY{+bH_D1sYde6(Eo8UVKsKK9eP*Q-(dk96@{kWzW!Wu4vH5gMVGgBdZE zX`=;qb;)$!U~aIydy*3EW}o($Kz9j^BwwH}V(BAEJpI7x(^qa;Y2N!W%{mT|NbHpx zFZFnX2iY=M478t8#7ihAJ|!_rt*WZRKEpAzdgh-L6lAEoK8-u4C;WnqrF?!{?y{44{YqRolT&7aRXe5?vK(gq0G zwitoiz52;v>J`MZT_!joe9ggX`IOZ&Uf(^R+lC+@(FmsNFRi5by zQguwKVM{J853})Lc*K*lGa1tq-V`Wf6VcRxkhX`z)Te-&X3pRsO6B*zZGrxo*Ca+i zfG2;5n|Qon+f(#vVe<=*=DZ#0RYXK3cWUDI3dBQxlIc|rv#Ixbi)Nj))%zL8ZAAyE z8`^x+K57$BW|VcjRR5Bsoi^6B;0>E~8C|6=7S|r$!t(ZKf4r^qXjq%3otm%6=vE|7 zF?UqPkIdyzr^_w&6MKQg#*5wOaOPEfD7$;?R)zYF6`~%*qmL$BGtflswb8E*oGo~? zj3M*G6B4X z3}ltTg;2{gn1$^HXo5KM;Yi!W1g?gcK_|Xaa2smg=RM{(A;Mepo@+Zd^GP(H%h~f& zYkl(LpSxv!RW9fIhaef$@SfJ6&YIUj2HY3w3-eCS&jWl=xQ$x2(3@6(cxSrzyZ#tzwMIJEAy@9q(*Pag;M?AC!(fC`RGe;H)$dTFaJ8b zG~H46dxmF#{iL?skH~m)A8d3sE5*SMcK6IHkZY^wGq@r{LAGFr}-MJi-GL zUFi20apt={YSIYn6wTM_u0vA4lU5#uAUxYS0c1s`>|OWc!q7U62^V8oXSK4H%ks#J zf?>aMd4nJ96s308@x$!SVVp%%?Xuxl4tY~kq6HSn`GJC(h*FK}AL6#u9Y#>yRyP_i zll@|&EA%pMdqbDWi5p2Yj-nT(YN};024!k2c~lDo(cb7X1Q5GB7BO5^>vn}%0!47~ zVdPVxr5{Nps7^oL!moTNg)V?DxiW1BlLT1;hiq5#&sWjjo-9MyR0>-U;Psd3;_8N~$k>ph?%e>emov~Zw&y308M8t4qC#H7JfboE zEbW^vg^UW+5;-D@6S|6$`BZu;<0l%7eF<#EB1dyoswZb zj_0R$UStjYwHw*#bmb3YYZYI8D{`9W_(D8aJ+7u-%@?q zst|1%;1HlUb`C80x<_P%OEqe7HCe;Wb@Scjm3qgBy9hcs9@vB@lVcH z!?r7s*$a#os;zY8w9VGI2AyO`Qu)BxytV0ew#g6d-wfjNzkdBX6HEd$v zrC~GFI5KIP>H?m2v!*dJnF(00>wb5f_LyajG=tn`U*jPOPl&=l0Uq`uT@mqRJGFBfYi#JVLnBPU2 z3y~BG`|q4dngiWq_~CsKP0*`}hDNc@)CrD+yy>nBo~fUdA<$93(BUVN*`<>;QN-ys zAgg7n6bmo3s#8=+4d4h@eP~sXmR0ZuyF8>++eN1HD2WyCO+v9$Ii+ty8_&vjXut3p zixWSKtJ@~=65lm%qgjq~1ERP%kAP}W$oj_UegmNJTGwf36hXrfPL4CfEZI&!BOba? z1r_}Mccz=b`yGzE%AQkM?ez_Z?CadHM<;USGWeeI?+gk}x1zpwIcMu{c72c2J+hIZ z$|K8PcwNt45^TJua?Hl%tUEsmO-xzGghQN?)Y9h%qz-|b(C)tPQ$^CGYQDc+y6a&L z;P~zJc|bmNo%ZWGgI>c8Xzt~4zxaiUtny+Bd*NuimZ%?Qj{uq$YrZ444>8E*9a6{o zZuB9sa^3gL5m~m4*4^ZBeUq9en&6mG#I2}jElyj@Hm0LUBvVm|We{BqTvm$8Bg!zg zhnWhT&)M9*v0oC631+A@TF8QN;&5CTn+AUE#I)$g+DM-jTDawJ(hNoue?Wd>;4GHnR^bH48Tj>iRgzv8F1@M6i|9FVHE2eLBbad4$!P3!@(-lUj zWH~>Hu4>qWET4?Zory6B2dogg}kTA;Qh zCx>v&ZF#a`Hy8Mo+;T;mm2z}L7Mq7Vp1ApRCC%Rfp90pCLY|%tT)YLY8aRuRzIqpP zsfshM@+b z+OrQ+z?LX#+&+t-l3uQMc7?HdhT;y zm_gN~1;{JN1%Qq!pTy7x@-KpR|4Y*L2Sb6HK8n{3066tmM(^UyI>)qG%j#&_-N}Re zt+g}aINkBavall+{w{c62J4z!trf9ZQK4cjyW_K)3JIF)?mPfFcrAU z2R*R19wsH)Oz5MTz@U=98dt*w_-~ep?>>F1GM}$K1T)OB!SlUY94#0dA!E0dN)cxG z9KkxzzXXShi0U%cmYwA5T>r>`uJngL479zR?t@~z14FN(;AlB67mxuWs)aucu2pvS z{rA<-KM5o;p?Rjl6gWz)6O669n6e#7CoQ6Arh?Ce2F(a(*-W%*$NQKMEpYeC({lY1 zI*T{Q46osYpNRDyZ+pxQsLMCu)us@3(eI%MsZ~``!bjEoRC9LWVb_f(?nbL)_Kvum z!~PbUuAfSFzSe9IC+1i%Nnv;w?~{Qo8sOjuBp_cP0bQB7obSFXTYnoDWX7?ENthHO zs46bWu6Fm#-emaTQ;PG(+oiV>;EVhM9%GOpAhGkc_XE}SZuUQc!;Zvrbu-oImneE$ zwg7`yN0Staet8J-@Xxmi3!eg77f+l%#Hu~IoHMY{QM;3x;>cKfFnKczZ*+%KAzNYztr(&0Pyb_+=znN1;f~ zQ{dzN48{blZ@RJVq0V`pqlbHYHQ7W2c#SOA_<6Gp4NXl=ma)Hunva-XWNGHrdzG{B zc<<4-__rivt*syy7SQn3(5#yF$`0?|++rC9M(5$+R@juKShouW=R6ATL@wM};Q|o) zaQ6Y(*0Ahhcs;s(C!V1%44Ib-XMcZp%ijeXeUlRG-h#RKVU@>q)$u?@loQeQRF^+& zpvZp@8yTa8-z_~BKtzpMkB-bYh^h{71+FB4jZqd`hgo zwUvS%8v$H9QGHGpDg2&b`aDn~Q+I2Zc%c|CYTDpE7qxIPNqgrAvv2eu>c@d`L^ zF7dKObW|b=t0g&HGf&r)pavZ%vl#N8zAK7G{~+2lsv}e=ZH6<@*f0Dntl7TH=gM_Y zC0sF+>pDG_0q0bCNK)Ci1m==ND^0_;$FV&H_I+u)Uc7ft%lS;nlHh)tul)>EG**ICH&Jo* zdY$EghM=7dug$d)-6((5-qm!`!Ki^4f?M7D;c>(?mX#$#AQ3v${&;`$Mb>AhCEMeE zj{lFauYiiO>%Ip>0TJnvMoLO@=niR6dgyMD?ozsuZj^3@89+cnx|^XxQ9y>2PX7IL+Fk@d>(KZy*a0R zGUC}ZWPs8+r``55B^No3^<(WIijLN|le4={$QQt@wl@ZggYwG`)vrUUE5wd#-j)8^ zXR^d&pcyH~())S@y#QBgOshNqYq+8J)dCKI>sZ@C=<{>L29STpVQ;RYemF{35PSIM z*Jj`?qdt&t9b#P-vC``OgR!7Pk8(Y#Qv4X;)Ucrp1~h=b)mNkQ@CAF^%y;+(2}o%X z?em`H=q&67G`Y55n&GzL?MU%t#Scq=Owcil$53w>3CpM1@1GR4+_kIZk`?EOWt3vO zf8{?dz?c?9c zENd(thtwwnq3+z-ZOc~3BfRbNhzF}fzwf&GuZ~`h=FQ$$(d8r3YvWSbSi*IsIUx_T z8+|9x(id(XkNNu#iVE?OovgDb8Ci6T08a!bh9g7In`Qt0vVhM_l&w zl+pqSI8!^l`tGoU@Zzx&EQdMwI}z3E4&*PuW`WH00fD1g;HcID|s+b61!(PL* zK`Z1qssMhZZ*m{<9q9IB5ns}-WgGUZ_Lpo#Mf8VzY@TAMA^caP#n*?8_?MrxhT=hPMNqmoY%-=D*8p@gW@X{6Zw3p{44E$pAbT9qqscYgs_!QIVZP-L#Qpu6 zB1QHlx`Rw%AknyK{wRA_Op1;vYy)zK{}~kt-k?j6fj#8s*}SniGx+lB+1kvWXHzp` zz4d-K6}jd@p19Dpz4ciPbjm0c-3Wu~lpwLy`ZEA>`#jU-$m$9{PI73_Lb#AE_$n*= z3L(Ehd|O&=hd%teROnm}W}Q>3!@?aF=G*m-sOdWy_z)-U@Ba-cGe>-+t?Udp@2 zPD-=C%e_Bu)Nv)$1FYSylwv?Av92COd80*FEl-2E*(;qiZ}18^%+h@awL$we&Ty1I z7V#QnRZ^7!7~L*4V{YT0H|9wrSMh-?{q9p;xYUOXE`%82sLKJ zg%S3L(s!^2joNMRvpTScWYd<>>SmgNWw1ErvtoNFDkdBM7EL!3H~n?rTS^6@MpG%8 z{)lu?ls)b^9L2TQxFAdCwX;hcxk{l`rJrOFS7u)aJtKV8qEo-u^*D<6%FkoLVSC9r zY3pZ?wOMKuXfL*PuE{A#zF*Q;at@JURrA;%L3G)?=8QkTLU4%|R|{dT5=U}=7O#Rc z+0c12PFX=OZb}K_JzwYqFP%%P$ARDxNEG zH?c{+kBGKopNTG#`aSyB>>MG_=F)~xb`yA2gX@DYy3ciD?<3zl*34J4$N-=!vy3$! zrQbUszX)SZ)-rx3euJvH#)jghFqv3kq!&?m{ecMS)_tm^MEM5@{9YBRSAIQF^@n_v ze(Ygp^XVtL$}*_sj0r0qWdWum|0<#f2yoyg1VNbJWm*ZKCV#dTnC7`NmL$bcA|Ca~ z^zzu0+4Rn@5n9eBp^f1b+YWF{Y&Wd?Iro;Dn!eE&FlUUPdOiQ+avia>i_WA;4-I;x&zaYvVzqy!*sJyhZMa_z*n8*q!J8e5Sco5EJEkT$nghS6Iz{Kp)}yt{x5@ zXD~{~_P>naH`8y3LyXl~@kWXh-ci`zeAxI;;QOy2SjvL@#(0oUUAsHe4;jVhh7Cz> znHG?L0Drf-*EtUmj4li$c@}Ltb=j}M_+zPWLpZ%ij6T9z4rbywudTk$5m0rb=qoAxv3_;tTgzctr>sf5C5tJW8pT_uGE6{*aMrRbj3;@Tv~bVFekH-i(O<>VRJf?5 zaS=L7TS}p7lreC7#Cu#LMzcdfd(Q#j{mDxstbA-eQGn^!D+v;wD#;er z6>Rj@)8U8g8-=Fvmo@u(GfC(gz}VG7$Z`I?Of(tp-J+k`*$n@pi4<&smk{9rY|=_R zltFV1jNZ6(Y27Koub{?Znbc4ypozFE_r<Lw0HVvwZUue>uTri;s7)VKfSud!^45 zGT-M`G~KlRtfR?kHNEjl)F23#pJNpcqTyt8}h6)9WVWYRZ z4X-v>wAF(L08$=W8Ay^cH#<7tv+}h`&UUf}E3UQ`E@jY@RS28fo-Ll2h*?yPPF&f7{ zMp6&+CAbHAcD`jTwU};W+2=sGQ9g4$#NQQC?~R(=6vc&mIZNdPDs^n?92kwnh|g{Q z9ua9n|A8&P-XQcGIi9t6(@K)jGT*Uz(DeXj|Z4H?2Vi-*p)ovs-N4kIYwKU>fNZtLg`Xj*H!xVSQ zvSjAdWag|x47N&E)zPI5A%%3l3t*$eQ25+uIP9PcaT+$U=v88KqOcmg9Q?;>7YYJ( ztd`$<%@OF=SZkF3%47aI&emoqc&{4|N2<;zas0FWPv;58%70`gB7NWqIT_KQ%g(uS z)Hfrwj>Pr>q}HEuiiJSX(zytA%lpu)s`~E5z9d1+n>f62#uTAV9&whgAfmV2g{Wt7 zoLzC=Cye%a@;TsBm0M*-e`6mJ36#@-GDyj8(()e8go;kG%W!wwmRZX%Wn#_q!Ow&J zdljAUU-VrbZ{B_`qW}_UCB6yoEL`fijsndP*vKige#G#xvcJHc9JBhqYSw?o(1I=L z*7hvF;9Ejih3aL`p6x~)0s8a=qP0JyzS?kcQ%!v`xE?tVR$(PcW&>ndvbYK%OfK+x8oam*m>Ay}BVT%t@%#O$VO{mbf9$AY%AEKl?*L z58sQ{4Zjkes-zI0P<%M+;+053eJYKw|7kFiuz2Ln+#KHh>S<2-sVn(;cB`hI{KgWZ z(~^rf80P-jBC#1CKzq+EZ%O%RcGDfE-C$+i5_V{+2d>gE^Q>JmVc=5Xj{`pdYi&{S zyT}?<@NLn z3SdA=9j(3cId%i9?u>*l+=Ttrrj;PF%!=G?RYN9K6WlY+UZ92UT)I?VsU2r8#>s2; z&e&ME$&Hdy+0>=8iwK~9fSMfK&`t1VTkqF#1W;rD4dndy!-!;%_#8m($+8eycoB|k z-K&&D;eqMaL_400s&)02VvxV(V_J{)3Xsf&QLeJo7jopI;SPu{nni)@Ch&x%YZV?P zoKwA-1;{5Kv`;!d@Ve=~h{Juw*=jeZ+AdOC^6lh08|3><^l}Jj?>Xg-_~y^gNmF_j zPB1u6JnyTfbV1Se08{OBf~8^gwBUhC$PUGd$*J8>8xqpy-t9**MNVs_`ZJKX=+uSZ zJ;~a%1Ow~cppm1Q4q_C?KXvLAXV4O~u>2QUD|cobTv--3BO@af3G)6T}j2 zZcW{&MmE=-T+Cas0w)Y4j)I(DnH30pL^r+h)mfT%|MgL;-)_Br9X0FTAkHt6ve-ib z{vtN^?Et&V-uiOGyzd&)`IL9JFq$SXt@__9_vf=3F^Xf$ijd^vVV`$Kc(v zmPm9aUoif13}`tj1gh8qK|S!I4mdH+y^q;fHED(`MqISu)_u*iF2k0)x#_50yCGd; zo>M<=LK9PzbJ(UL_-+Qi31c*xic39UT*y#U>{7$Dz&M=fqw ze|3S9`9JROf57kMv>n=q%oR$SJiKGC(9MGfUiJ1jKrxu2!2nn{gX2k){axaV-P{0e z8JAcv1#vEMH3W_R0jhdXEl-RZO|XIUM9VnkQ6FG=8wWcLc@66md$c9_WhAB#a5^=boe zFiZe+$_d~^xb0#1BS3`i%m5`X%cVMLl(u86ZX}B@9E%L(1p>DnO0+w9!tL@isy&8M z*+yU#yT4f(TGG^3-bNF2Pku|eMAHW;4xq6oiR7A&_{kH`g2OR^TLsI0M67mz^Rn~U z`|}yBIlc%PZB7QtDOJ@{EH6AXoc#jfReE+=S^Nh-$3djj_IFA0uh}0?a2!4L;fubN z%Vq;FUH&0jyis;aUJ0D|AM+DHI6{e*6hV`({gE4>vNkSQ%hC&$swwhQZr0pC%QvYz zsxK`G6&7MWO64=%^j41<0r7Ch2&AuWe$T$Rw$89phGcCr2&tuEH+Ts3UV7;WdA(8P zs=HDklOb9#yXl_-WQJu#v}_qlMQp)YDnf}tA+Q{;*(^ln$(MqSW~!HSoa)m7OlaOg~~-ZT3tE#Ij}HIx)-*&3G;`@Jjw`n}e$ z%yRR@tn50F^7#TO-*m8efK%yXb-O=&bN;$C|6Z5URHR`4wng1DSB07<=?!6smn4sPhXGBM1LGR^Z& zldkDl3> zTMMi&tPl9}2!yB;s$%<8gH&`FMV!-PGq!&6E+so_9axan2k5{2dk(pr^p7<1?}pbO z58Kk>D7}KgGq7k{aoMLBE<~XUvOq8+{IheO7g?j7_S(Z+t)}Tfm`d&g+&Oy3c{tQI z>f*vV)_r5A4(7R;|6wMQapUNQL5p5ahc0C#i32jDs5t%=R|X{+lKZ%bQ{!ejw|PFF zV&0B3{yy(fTZ@maC4T2zdOgiIw)vh%Fy{adT<-DS`Kt$@&BsG>zHTp7S<*%|34`T~ z>qB99>MZXM`hzo!Zt+KV3I-T)*iv`iz zPD9>$g5P?2qp5TB%DP4n$xGV>*ph#9O}m-k*KD0V(*z`{Q|=^$TnhiMkaV{?`AHZ+ z;AULCNip)(<-b!n!m!c~A~>{<`jv6c8)fWD1V)K8kf*kDmU=EQRB5#fA;KnDKovpP z+U+NKUe@Wwr!bQ3n?Er+mE3b_0D9rb!VK@w5Gjruxhf2{nU5YDTOxUx9;EWniR6E|zFd%Ih?cI#fgl%%^3Ksh$6W}F5- zU?+f|paa=;g0TM)Ta77EydurxdTQwG>}g`Z3kxJe2s4ab$djA~NY0X$H|qsn%;Qhlq#ZX0lQ&=@XM6(zhtF2!Ls;w&h_H@g|sNK4Eajd zu?#B4Zyf7`h~m4M@B(@amqkZ{4lNuw z?Riy(sfTin^4{jD2J_8Zy(sAIXR~!_nIWFVVCDBt%P(bWm}xnPgINpdpNh>xPOi@N z3#Z%gP%d#M0m4)zASS|%`|*3K9?HH^*&QGw{uF)fyYh7Ja=3K=;Jp`k&nFEgH8!8- z2|z0aqGDVEIUhO}jFB=ZiAIy8#r8!mGxlViVmtQcs&#SpKw<;Q>O}Q`bLxX5=d?Wi zTe#w1Qi0!<#IB6-{z~hvyF_zlGfu*J0lUtk$14mggr}XSzE`fQ3P}PQa$+`3!(u2z z`kt9mg6o@L%6l--j+qm>U1j{yQtk6HBasUGa;rsqDWu8vg?EpA>7e{CGP48PesWoL z6gBmQ)GarF8=h~}wpm+U!7xqQ8<#~LPd@TpUcVc5tgGdxr&^!?1~t+IB)h7upOCh_ zFRh?Of#UKXk4xQ~hdjfZ9F>)G7^1(EYh?2*?RDozw#eH(AP!>xLm`T~+3(psHpVS0 zXPiUDzV%4nZl94HB^70*Ax6-%J+4f5!AWWCd3%56ZTRMms1a90lkNKXgG#50@;hcB zFs@HrnW^y)Z1B(clW&OHA3%?5*1Bc8asdpqPia3Kdm-m%dXl- zpd42A-6{-GClrn6;x%6is4kyUyYAc;>h~n?)Ft($2ZuZB9@s8(-edEy;e6btWVoc# z57vA7Bx&*IgahtS?}NuzXL@S*>J?TJteXZ6pFcK?QJ(HnVGFQSxsQQQAMZ!(g0z3F zaT-#QE|3D)POj-HA4f)TL*QEfGk-zc;3o9sP?(VCUgfc8Av4r>tUj=wj|$lzsqA7e z(&J9N$qxn3<9S|=EYJ&K%?Y|Hn9$^DoVr%+hU{5Ql5kIbErVCa?$kl%5`(iD^?a^P zMhrQF*)+KitaiTUO`GdF+1SlpIuirx27`C%1_G~?|EKc4+gxg@D0rOkr0U>tM%ZpdbM5kq0t>-wt3hE!{QUybGiu-u_c2M zmzyqd-vjvB>+CU3uH+C{Kx$3Ds-e0QKm>TGeetujDbXxQ+ds+P%5!T9(9e%)RDjruE@r5Ly1I}i7j zg!_=BP4*yOv?Rytd1pTrPsys!DUe4!q~FPL+2gH+O;GeiITmV99DrHAQncWU)n{dW zQJMd$I{CX21SbcfF0uKnYndz#erR|&u5B_<6v0cE?Qo4XXbNYQ9TB4Dcn9sLl`C3( z8-R*gwn)|cbBi~WrQvjTh=lh_kEm_(GkMI&eP1Ku#aGLWAGqr+$iy1)jb@Y1yZueX z9LcDue-v4kStl7ZmehX-53(?}xNVWe&@K#UC4Wq^08BXs@GG9(+a(|u)TKiX5L*EB z8;T?sWZ2ob@1pC0Q|UxF!?ENadCQhH3jezerp(-#9EHaQ1Chs-(0PmF0Q+-)+10Hk=jJeLVTwFy#y0CZBDy1FP+NJH=8hD^17Wc?tz3-Yw(9NM5m_ACu z0qFR6F%&`rscd?JrwhNw>UU*=DtA6P0Xzuc7{opu|4yrY=BCUaJxwS!#XXRTMp_Ts z&?gGmFC2^H`=M(Au}ToA;bn$%YEqM3ec&Eq65WcVSaEm@Z%q0B)@}e!$qA=`5CLyQ z2N^k1TnnkDCv5cO*GnLwrl-l)^nmp)Em1J!(ucf|ASdhcK1>fSJDyOPi+@w<5%`2a zDj05+vO=dqKiWShY#G%LI*HY*iSOxO^s~)l?0e>#nm3o!T{EXgL*|&KtTfD(HvQds zlpVjH=t#{3OYim4hxa>H_Ky(!rn_qxj>3Yl0&A&qK=@Zc)qwm84MgOwDV_fig@tgE zoxa7B@M?yi+O`bQf>+#iF9U(2X1)87%rXLn>oR)iZv?h#j#dLpp zNuOu8#8Q3&QuajCbx$$x`TS@wHr_k)qVXrfjd?H888SaAT`v8wio*`q9Ol|cQ*9mi zbNG;6ZO^XOF<;zxbA<=QOq8td5fq z4<~4p$YR1xC~ZNN(gYIAFr3$k6&E4AzH30Q2QW83rcuKm`&tsWZvRz1HKcyREcaL! z;!3vj$<$x8hSy6%PSNQ21;lCR(uNEuazjyz0V4gE?o5S$yYIwNw`GEmbcq;d?65{y zP+W26T0Hml4QzoIw)GkX-Kx=Haf6`2ahdtc4)Z6<>bf0ZEYmBuMoA5Om-&P46_LVo zR2iJC$xVr#xt%6Amk0CH1P-hua!ZNh)RK$YMXBCLUc?<-5lCjXXHF0$d`K=D&6I%N zz>VX+)OxO|Wgb5^nK2feIn8-d$x~IE#1+?JClbVvPO-)^KGlRssf}91^e98L3Ea8z{4K10?qt$_@qNek&=6#A zoZF#zcFdm^&TM4NXEmIf<(N7@YTtCEIwuR~3VxPUT{DZNv{jOgFyq|WJ=CfwiSvUw zDl(HX9{CK0WNkt~3M2L;^UH{m+%lri_T+XfB{l+76wNWXCi~+l9@(`=6wYb^Dh-D` zyDVq*6ECSeY(}#L4CIE!RDL6kf7hQl!6~>M>h7GC7n%6xSv|^b?MWVK(+usLmmjUo z6Q_Hh7OYbVo%4%z8NlTIMeVF8&!`Wdk&dlt)H-!vdW%rV06cHJaV=$yqkk2f<_QT3 ziNX3@DFY-@sq#TJG+Ll~i%z@uCg|I)vThdH4sm2>^NqPO!((*~#cR2BH~uC-sAhdbNLv0Hb>O&>$}@UJFlvicc-Wq1}%*6hJA$0%IFFtKMi?55wnb~ z{H|@hTQ(okHvLtcYSRn{sia}j96&bZ@KtoQ7R)LsxyMhj$ahcX0qcvJygLT2ngEc4 zTbR~)s1i?ZU^8m8)iT)IqFnC*6@wyu$G)i@pi{feF&{0yjJ`$&Gz;E49@zmU9U#Y) z64Vs(F_hPpuHe_!=!dIhcE^#&)-JLIb2B@;OQ8^5a-kk<8B@ESn8U(#s?kFQGqR(P zYK;-Z;SNud%~r0MppoFa*Y)(Y}us%T`LR9qtq_N;4&-V9%R{NY&SPUEOW zZ??atd;!AK`l})P@K2DrS+QDY(9`-zU@;D$N!V0s02BvzFi~D|LuGG?*_j7;o^B`? zo{*yWY4ktqF>5LyR5(Azg?^QKwWR2lH}$Q?BisJPdV4kL=i_RwLst6mbMzoJ&)qW3h#xOY*sL7t%PsO_KZ`9qqhtrF7n`F)EwX|x z1$#wCkG)H+g(|Z;!Xc*doC%T^Nl(5jImRCy`i9nx;du+{v2mFLzOI3wx@0i{X~DhE zBm92mXDM2w*acGBePK3$IfPJ2{gwu*R{R|kc0<%(&hca~RO?P%9k``Qk#Dip8BS6- zr>%kTZGqEa!@EDxQzc4HHG5mQ1KC?-Smg$T^E5w*gFMcmV)MeF)SbHebW_l1N;eFc zm2c;8b~vS=1w*7G(J=6y;jv_R`PlqBL8rBRc3pQ-*L+k-1NsgtWrgyY0?SNB-aBM(CG zse8C)0*h3iod?c}xeHn0=W4)`2KHnrG>U8OA%fJas3f9e;ybmltVFln2|0W02Hg z*~q%IX=4}4=rH1S!gu1mtah|<@NlD=Y0K!@UH5iV!rY(Ul+qvi^yuK}`V&~2lQN*T zNfVs=aC1`QALs7BPvZC~Dvk#eH+XT?(jXt59~iCo(|M}|y|C*IE%wIHw;{Dw*4w7X zv=TUZ5p`AMh1vSm)JflWMdBQN!ND1hjiDGfpAqfo?+%qm zaEf*6#j8#dmnitw2}~`x#m*NR*t|OZVF0&`wDN!1TqizT-tzzl8ESaFFl_v0o^55h z{T5Yh^tSt_d@EzC4CpBc1yw z6YX8A(nMrAJ*=bm#!cSRlo(QGUkmt|5q{yk=o#C9!sBq6oHoc-GXaw+Zq7 zL~0Hwj{{K@lWTB$8T5dY#oxwjt1k8!yEaH0 z%gY{n>jH}SbDR(DkG$(I@;m?10ziK%rS1Exe?0D;0eV4dECA+arXaPiAI*L8hW>ga zD_s!-8}Vs`J^y`nf|aNPx1Q!9epj+sPuCuoUqm!e#}8!Y=u*AWS&}^?FiV;}biS}m zJ~vT%G)xA%U$tmv(qKS75{Cb)mtb`FIiPYnX|j3Pzaae8Rj}fhImS1Ip?Q(1-cFd7H&8|3l+b@6@R2h)IG|W?a*G~w96v6IbwBj zzZ)m#{&nS>HUi}BCn061$EI{OAJtTR)%EsVxP{(}Y)nh2kgdNJ9WSQwAnAImUNUS3 zDTqs4Jp6Xl1M)rXq-MHR>qXmaU4I2&x&Y0%2OO>q2A3I0 zb)H)aWY)}!0ze05gM;f63o!A?8!m(3L!5QN+r#yd&l1tZvQiQoMD~6hSFCl(>NRu^ z&re;sv7=z(u8AQ3m0E1Mp=@9*Pz_Nc^7>&;FCb>e!Mi%=X_hH|>e3L%Ad~IsTFv5u z@UWGN!%j3ib3pA?R$JKoC5LaFY`O5P?~O|PSo7^A?m?r@HeajdAK~*K0q$=YJ$RIk znp4hh*^_J3(pk7uH_}QEacl9#dZj*EcM5}39L1+e?FCrSGKDqF!mpu#(!CPa?P34S zJR?@uFe8b>g1JnL;wv>ml4R%!cNFQn?~IrZKhF5gIVB#+ZCv<1j*yVovIsN)JwMU6 zEiR4Ked~hh|5AKW%uC-k8y!$hF@Hlkn2S<`rsXENO^Rr1ohDj%d6-_|lyYX}_pglOXkd09v*V+^eW~*S`EAXxL z<497^tyBF`UBu^;G-kGb-nEL6H7zp9^T4?(Z)yNdU|#%-gN^|T>d@)la!Yg8_%?++wUs2IKYCW?c_fnVj7DY_z=62q*)ZJAs+fPN3?Zus z46OOM_UUzsh_JQQBF%w>mX?C3k1z+wJ0igqwRX;DITxqdM=Qr%d)O+4Q@fegC-!up zd(3rtww94Woe?LHD4r;O0Gf%Wm9%ze|fQ1{$XT{n1%7%d+#br=q5dUrk~ z8aiVaY9}A9>f~QZsA#WjH|u`$=|dc?8XGWlR`I=T{!ei4uTK0QUp|o&r|o^v34f)I zexUi@)j}@Iv=kq>Qj6(pUwyHkGSoqH+-YC+OGP{VS%gncr~X(%c#I@VNTH7s`h&BJ z)9#3aN>vLzb9__>waS~FYw}fk4HG=<#$2510SWZ}*LhBqSeu>Xr)I7pz1uMWcYfu-}qt0&#gLT_oCpJa9a=@$^H+MT@*20*i+$ zjpESY2hXiSf#&4o;U z1ULKceUljd1n=KtdBwZu>vqm86z?v0`5^8wK$i}?4OSjdLBq9HMma|@$1X`w)|Xs> ze~Q1%DdXK=wA}}jifLaxw!YyC{*&(WeyOnew|rI{QZ;28o$CB9OC02Dr}lmf)wQ|n zid5LVexHeZ$qaZn;WL?yvwd(lN4n(H1RSK-M*RC9EvK<^Ll7odCUt z{1b-C3#+HKb34}1SWP`E-0@jFzOkF?@YfCA)zz+^E;7J)CkpBOBt)g)h14HFg&pNpywpCK_vmawqX34szY}3R%Hp*I92i$iB z@uwWKC*gyPc=e4N%X$O;LIAoBH26jq@5Z3&h?bigS~F4Uat)L(!FsqPF>Od_jNv~q9+^BV%8N4 zW(|~3)PoPy_2`(*6dC3dAMlQb<_(TeDbbE0A?Rj@O@k){q}`zEVMGcOOYu@Zvr?UcO8G8 zA?Y&I&L=4^{?RIjUCR@hd_r_{8n*V5-K8e(O6laqhqDzTe@qhapdm*#XRV7`6Vr~D zp)$0JiXPiME{?Qbu241wXPccRR?UcgBdv#ovBY)Xk2R`)w^M22_hHCjsx+a8J%B&i z`+|r7{(5u99@trnztwG-THV#-fAE(4H4^+!2JUnkQieFadF6An5z!>18X*iWOP7~J zN+^Tnpd|SM@HSgEn^AZGWwH%VwaV!{%cxiyNAB~?w;rKe)8LXbcRg$D9Olo7kV5N` z^>jL`k|MS!XJu47kIIDmjn2H7c$tauBUl&K4USIH)4g9KpQl{PPj`J}&EAzzvdj7) zl+hiPV-8q4v1h?yp^z6ric9afEH~M!V@piT&os-3tjOnEpXT&Qt*&vZj}9^3+}TBWciEPq3x9(FrL*KdYxN{P0qW2V{@AGLrQ5RAY9NY5O2(5v=yEbB@V@V zZNw##XhF1Jx1qu$slCXn!l6nHp&y#OvRYTRxq*jRz+1{PfFzt=+ z>uWG*;(NPcb75e}wtQ=!D*cacDKk##E1d8=YMNcTsLF+LGRBZL7v3rpQmXWooo!s%1zAlNCGo)E~Z42b6Ob+Y}ibWbH zafW32duO2#-mbmuQMgLW%iGD}Z{AYb-0$5JLqWFY4$6pl7VdEObSxm!J2@TXgpRl0 zhK%!hRVw2tu6CG2w42a>3C;Ltn z1MgKZ1ZlKD1P3ZhmF#+jxGkz*=PTBL@~?qnKXk?MipputI9j*;=SR+w4@ob`nJ6W^yzT%faj&6P&=)E10w!PN4Jbo z@It50HlAiLH@TKPuLA?C#JBAmznOWH@~? zPgU=^!9ss(c#{uUJ@dw%USDC5{IxdV0rF4zgux0lCZHH{a*O(BM)Q|hhyd82<2Ktz zC&I@IR<3|YBU4_!z+R{a4N8tm5Vnb>D#ukg?4vP!%`G;o#J2jqe|V%&7JCev1dAW| z`qjd6tlR!{FMS>!<8;frz~PWG9`l<|=|GA}1EiQNA!TKEapr%1XoVvMM*$OE)uUg* z^=24M;&4b~zyNXeBbcIW!x~Zu6yRC9wp8ggGOzEv>0THL+JP=w4Tvj-&Fi>`KYwuJ z!d*pq2^}<#aC)aqFjve8S3(M9t(#9ZHmz2Ti#qMb!yTcmEBc5|v_Ajfqm17mM7EL7 zOm@?sE7eE4M!9RjV{af}^3#P+i~ssCUz5(SOZ-kCy#gXPz`FZECJc`+=$h?5a?dh- zK_-g$wFPf2i~ZzTS$`MD7aZCGvarqNl4s{;M^AUnhk=Z!2sc5;+2)hEff0(22t2LE z66g}>&>?5be0p((n7PJy>C`jU4UM5JXh|w|D=IpmuKG#@net8V6VVtFj%E}NKC+GF z#s9)pdk`1R30EQBJOQs31OKkiT~~)vgv72W5mg zduHrSZ`35`W={2~0MK&Vo=_46q(VD_p*k(VJ9<1bTUu1E#KF2ynq~i@lnhZKG9^GPh(zUW&09_YboSR@DsKmw4iK_OaV8 z-bMEmjaD=JX#hnSFfq4ovC2CMyH4iY*_=P!TGIQwKRAU>?z8nixN?J_E*mg`N!RWe zV9Z-e4}~c#;;eN+(N}<@N{XKF*{>@MYowNNSK{s{EqS|{u&9_{+c^w;hBfR&`lvg4 z?(+nwxpw-gSFXFdNz3yiLLX-dV_KQHUUS&imHxWykp$=+^{79u#Aim!|Gnsw&i{;x zp8pKf;q7}n0ifWyk3s!#Vix~-gpJBuEu2x>Vr?7p;N8tUVqjkx(uj{ddG*HATH4h< zo}$TeIxa%rhEcRXai^+jOrY#9!=an;*Cl{4wH-XA-($v!a6Y~g?*^Quy1JvuTL zy37@547V!cUGxV@fJ{(NK9%elV!DFw`EJ#HUYBQ$&PlVkE|B&3#eal+_9rSEcg-gN~tqpHZ`ew*BIAJ2z$dr#HUA0B<#^MILauWsGgrDNsOXlI+K#cJIL3qw*s z@LDboJUHjSfNf4JYpdEtRxsV$!B%J28ayem5r{OD*ie(Uuqt({l@u5 zRD-Zx_@;gtjHoIJ0W&zIXvlb@Dsznd1r^pVI!+Oyq|i*xx~kPQzq z6aPJ$OLe?~OoQW=)(N;VJEcwegGwsC>OZxqX1Hf!{uNUOgnokVe|7*oTj-E2L>=jN z;rh{!V1v~S=f1P$ow^p{M%N;SW%Q)hu0I;iDQQICc;#~TZD(6?vba+Uf4{CUFBs`* z@8Igam5iS+ERTO7JtTm=ap1#6%_L72+KjMQH?qh25+}^W_pM<5LMM*{1do{hh6Qf1 zvzziWv~ul<+M)M|^JZ8uwYSQ+RPqC$Ej@x$dSbjy2LTy;&i=^4F*<+KaSqWf|+EGq6!kt@?G@ z<^T+uQJ^1Bo2V%ND?J@>DPR;wiVbS`BS{fQ;EMBS4FO_0u9`1!(rlm zJ`Qx_T}2aH*h6KmEJ6P9)X+w6_TDMkz)?K1MXy}eVX3ckE~$9i)?hQEM}l0m4`{01 z!7Zzj-9T;yC=FbDzL93FpL6?F6oseG9D@~E?MfY{rVT(IOSCx`nIy#RF5Gu=Cv)=8 zl~WT_?V(9;<|p3URn{y@Ltpp?Uf2KQLs3|KN3C76Yo94`Cx41- zu;3awUjfx!7_Rk39wFA-{LnuWf_&)?_v$?%aDhMsF9GB{mOna`6rTIFD`(2w+J6r} z{>YzoqPOZ@d*oijhAL>9by;!r>ynq{ZVa~&`7Dov!R*-#Kn$I^BZm4EXZ}+j=Fg8X zPC;i1YE@Vh@|tHY+%iUOcEi=d4X%5g8hPGqPl%fy-O;ytj4eZKsu|UHZ#TWC*1ShP zQ{$^=QqS9PPP%qfMLY5+51%t1`mR-O`fG`+{^UW*>A+QF5P zHDylAAy3`j$20#S^WQ6L7*jA{kQMgBw34Wmz@a4+eP_9)G1Q}?s`>$PTW)&IGp!7T z{OhA9U+h_;t?0j{`#2$-J?1YqLxC#+q26Mh8j+jgR$CDMP=q9X5x34qELeg?*Z9ep zDO`J-J(u1xeH(@=ED@s^`C&n4Y^-c(wqTFtC8RIe9bLBAqqolUl(*Gun2Yxnm8Wy% z{Gxfikc@9}WDBgrJd@Tc+d_$z7k|{ygw(p`(G4PgES8~Mq`LGBi&Ag8L>nw}wR4P^ zXhNTkMiM*Yb6VNawZ>IDR3;gWYT{YAcD&2>i?IICjQ=xJ=y-$@p?yd=@#&|H3gF5d zZ!M{%(?JFPu4Hj8uR7Cwx=>Ot#2t8i$dLiY73N5cTAV$Y4S570nk1ISJ8 zG(bIRP;2|@|H%1+Rj3oV6WlxNw*mZw`A@#cRDJX7hGFT>GOpNd1Qm-#9zBUpz_5Po ziViyBB259TEuZMV;>o0Y+qd43VG6cWP^czf7U`i zH?B2Du+}xln-CaQK%#Y1957O%=lA-qITRekMa$P^Fir`a8)`LfRiahE%6^N~jPd&3 zd)=)k6xM!{F(e6fJzR6qypwy?bgt5QoDa>bx^h$yXBVVFoY1VCv6=i6T`(}vE>7J} ztPx)J?_4B6kvSC!+1}!w1FLHl1Hi}RK&}H=cMb=SzWk@%!f zPjxp&g0Z;z-bJQxP&<%gtiS9>$->-CW>tx`I`nqgDdb4;ezp#@<$t*P)?j^;)8Smy zor&Im_FMt;Gp52j?^K@=qUX{rHb$Zr5A{`I@N2*A2jtZ|y>76N zv*c)<-qW`oXkp?lV+Jb5@og%}ganTt&(i^~9kjaRyFLc`+J57QxqxT0Op9=8fYNTa z#JKwkRWK~*B79;urp<`0_=EBXFq6)62YmkY>+e#9r{N%1*^9SG#H%iy*DAN>RXfs$ z11k6frp67ovzw;EZ_|S@~L#+24*eP3}N!j$N9&bFGaHd$$L|r1{ zZ%LSAQky6i$Z#S-fH2_=Wc)TNAmdV^`^OrQxKnza7SA&nGa8Cn~|BeOU8HPnxo}mQ2 zi(VZMF}!-UuP*UKQ+1&lb$f)F_sIR_a(5H6`?ok{181S5;F`t^`RjaZm~n(vseAbR z!tk8cS3R{-ok%pjDKvQC&ByXw82}^vewJ9CXYlVJAy7hL;B=@3HGdwj&jvp96RO}Y zB2q}6U$5;DZ!*nBL;KembY(3Gx08iZF#b6LAo1;29<`PTR=p*nV~y|kZ$;HJkNXH@_D~MteIIX)|#6g*S_|?_Ll9G$lsXe z{HZx}*Ymg+|KMg|wt-73LC4hx%=vm|xYiF}X*{g(F)T`&OWGw?#UYO3(&Ba2Ug%00 z_~`;M$0gM%+UVG5JaeDC+qcBMN%mJle3x|fr1gF3bYG}kVzIfu*z@*!yhgi!2Nv~1 z^c$*XTo>$0Pw-rOpLTzLZpQt17PwAuEYuSF@!Qub2XI@|5S;g8mw2BgcUH%Bil@mZ zqqi}J2TE$fei)r!jlNljsJB2nR#KUI?g{cuY$rwcV%Rx5oS zj!?EUG|*jwXRagQ4}O|mp3XP)4Yh%{&yNCf+9});3C&c*=UFg|3>GU1%vpWF-lq#e zef3unPVCs>|5=Z=_F>KQ9ore~QC-0iaAOBxtg}0aRiQ84&{C^U`*_$IQ<#x@3=LsSo9s#1Fh6dIr_Q!XZIxrE|ggcs$VN+R~7Ce4lh2Ko#=&PK^lgd)1P<1 z*nVUQ)9&E(7(`2x)gK)#|H`RHIpSN{wD3{crW9`v)c0Dalf?tH&pbCsI(KGf#u^HR zrd(ZldwaH7>s#y~2?jSREicxI_rD+cX#eQSRtRp@B$S?e=`E=rbr|A1CAY>)-oIF2 z!p-dAZPeR_f>*oeQq5Z&3@hSL2{Ew-ibh(VR+$A@jiU@TBtZ3)nII&~=b!n10ynMc z_(~j0=~;THk1~Nu`2L}oMduq9vT050-Eux!=)Tw6Co`Z|bzW4I_D&T>W|7N^i>?U8 zrnDF?hpjmEj0xfL2yh;>S1~;;mix;T`)Zk)@yJv>hvkGN4u@!LD%V|7uMYJVesZ1< zi8;&DNdZu%G)b?=dd{deE#sr7h1{HZ$>2eo>)ruH(s*f5JzW`2f!k6+lz0!1$*-|F z6im8dvxUO>0xUTW)R;Rlele!IG0o#Z%RfnyQV7)DUB3E^=r2JrueULpU!?YbkxId6 zJi->8zxxhxhf`@j)Oc?VU$0FgeK(@oI&@UW;8+|nZp)J$h}j#~x_$-WjOF;>YwLao zNmnVq)|Y7J00<^Vn{`A*9kR2+3hQz7lp8HRc4+86B6!cMqbLC~k(t-?y)w6q@O#S6 zCy-RdtP+a{!#Mm5i84*ZT>a=#?f7&9^=vtGZ$hrZA|i*PU`>4UD+YNV^-^3B7VGNM zWpC(d`Fu_nh2!gcMd8@{I!$rx)ln9(ORYdY`-I^JH4A0&fo+cY<81mbM9k2fZO>6K zb2f>wBRJMv&exL%Xr}sM_9pugn5UXN_GL{um@;EdY+tMQy}8z$ZLrb&7rV$pr$nId zS$$(ncM)UgA6UwN)eyJK9YoT3d%ROJ|mL`pTOEum5IHs@FKBjkFZ zH-X;9W6w#rny-?PkbZssRzY8&8$8tju9gjXX9>^AA)aI4lpNbz09&uE+qGERTKkSq zNd*a88C!g66~ro<8hArD+(_?uXIU=kFptvbe26xNTSo-d%kR;}#1W%!y=1`n)n9mFix0)cUQPzKbrK zxqauW{2#kW)68h^E%@;dZ8F;Gi%U+X>mhrnx!tc`3hdpLw5&?fX=7h1Cwy7WzK>yE z?z)^?<@=lHILK<}Qj8*|gVsQ*T)e!Ed&%9B?Baw% z0W$%_B7Ke;k~$#@6AXr7ri;uD1O}X664+x*AisWO#(N4|Q^`goR(*4ZpBPNj+izM; z>f;x&scvQyaS(dGn#8F!vb<0zjl}VtcV?}$Z>sSkzQU>X8nBviZ7d0fM?QmSo=BBm z{O1)ce^UHb47fpwu9uYTlsTk>M2gC(E{0NW*!sMcw%dcCM629ZjeTumyN)JQsM+W= z)w;juy5Vb{`$JF;5$vjLV}P&*YYp zqz;7X0PGBVcW38?z01#>fsRE6F#?@fzYL*^HVmOqUh=G3f(T3Ip@El5n}TOtgi4OR zYw_I>&IE@Tdu8Gr;cEX^q>AME=^nLZfQ(RDB2>upRthX;c#da@Uj$A2U2{fI&TdKG(q{er>xh-NVo;vxxj8+J43lJEaLNb;7BlC^J3`IS%ye|g>^j0hPy3x8Rha-% zD8zi!6?@mr{iE=wNHd|b@VbX55~ zY{~Yq62ny9p!|0#iKq+e`cEPlpg55!w71EBSPkLi4lyyHNkNT@zrjmm2zcV6wCKe!cDQFXdl|XBRp6R8rBBc}LeP^Pp%$ zYpE9+--&%Fu0~+l)WbxKSU|{7R->B~iDv!K_rbQ5*n=irT*HaheIHL|oO>K_ZH#xQj%ip^ovlLU+a~Ve+ z6;?0GkRzJK&!##5x&Yid-)`TEDDhp+L&=EJk2F|b2^H*SDI*p7o_NKPAKP+1?5dZN z)Qk_cbq!Gjr<{W{Gb|EsUDE0+k$)Y*U=V)((rUYZ8oJ_Z>TM^cn9`4f)}AvzNJ!cFe_7vHGJ$fz( zw;S}6!lC=St30|aoDl2*DF_eE;b0$M>GFQYCEz*^GviZ2%gLK<4<|V# z0>~)!^$&SV&#vRPZsD-0_e~+#D9%DX4)dC4UVv;!xAJIy+f3JC26-((0pY(~pwoN; z%mUZSp~nWpdoE9K3iesgcO_lVimHy?(HrOZ!U5>`uN*%w=zlz_=1R-F_xNU5N9F)l zjDJmY@C{+~BWNbFBes`-*-K${$swBuUU-pf6UyG`a3Et%rI@QAF#4lt$LMN0-vU30 z9gS|VpX77zA9Wy1_t4&3_B?&7`!ED~d-911YioPEZ+KeXioxE6p2XNl5(JB1)UF9)pYr?jE!psCC1H9*A zYqk79LckaZU#+vKsQ~q1iGsh_B+Ya2A1%K`96y?chhNy_PG{&lB65VT8NpCN5*#m+amf11bgBY88ZsNEn`8$;n*1*X>!_c2sEQR z*I3RdEu`zJo3r^6(`YT#M!0s9H&#C!d#qX^J4o7yU|b)1xpc_dBQA6c(mZRs+?8Gc&Sy3>(9O;i11S2K&q`$8`vl78iAf zCy;*^y`j)Mik#D82hSl|2}bI%9^Ztn$iU8d%unoWUQ`rn*O{TnOh%+qT=f^ z(F#i)Z9$fhV0s!v{ABI`yg5TZG#n{X-QI|**bT>qZUwiEvTB)m^?J_g%-ZPatl~HJ9k8aKQ%W3hoA~RrV zE0iMC%&gbX7R5Dny_6(_yLIFUm}oKvYNj;#U)aiwW&Mel2awu z!ikI8DH+`)EJkqI$giIloQ`{`s@`fGI2*PS+D8vM^Klg?1?ZkvKd(!P40rO{mmiO; za(?WuK{!8W{%<%*eL5^7Ja;-L3~IX)wh z&M{r4f3AyGFu&@A9}Gj|^5T9fCihictgK$%p;S!al29ux(p=s7?$


9TL7zI}lY zkB=y|GwFs$^LidGF1=i)k;2GuBTwvhAB#$%9%M)JUblAf+w*mCb%nSmv|IpD4f4gs zg|YYhaE?@@iJ`RW_vos0LvQDoBqk zxO~Cl`2ZYsTz*+t`oMWLFk9p#DuM-1*N=bwM}#Ip zX$S1W|M-xE6`gGR-7!d7otKXCDMSvGy~$fdI=MB&+b6Pdw`3_`z}lM ze7oLz;`{YvN*wmjnKFYvt+6&x4zMqJEyq$sH@5OK-t4o zxW6PrDYY9;)!{}U;V}M`!fSL>(bnku&f#krfT>9M&`J#kici<96*o=fiVEiZ6hM;e z5DwNTOdk;ro&!EiOwd{fCqAoKFx4b`Z7-;^3VpG(+P$c^sI=&w^1#i-#K$n{Q|=U- z0d*WnD;`GO9RsdH^b@O|SlqUa><>%$H$`gyo!H*QE^)>#on>Zl6HL=iBvO4Apie@D*$ z@$-SG2>3nAj}L>~Kt|F;*MZgNcOZxk(zy;Fw@*mju+DiSq0~0SZ4IiU+|<*==2=$+ zmrIW{?mN20+Z;w;m}#3`FbGI|*GB(9yC^AO#TI6R%-#*!7|a~KOJ(m(VDH_;p<8%% zofMK4Gq9=9prm|Grzy70!I{8y;WCw9$+)&B*dCAB&!P|n?eV4B5;LCW68;{^@~a)00_B>e|yU@1*`}=4F|3x zZf_2akptMXh{JzvAcF^&LP&c>YqSaYgo)iBX4)PoJb9ku)EBg+f>lx*=anBDps7g0 z#9z{N)iBUad%$I$%K4K4-cEw)DVAzvSd1Y*ywf;tD)$1QHvnMkaz};!k3%p-L4E{J zh}SfV+M&E-a$u#B_E_C8&$o+P27(ydi>sjPwar6~BJtYY#-=arJ?^j>yf00qa@wawav1UZL_pSC9#>TgQ8urut@<9+5&hAt8LA)^{p_RSJ$y zznV-e*A9eC_baNd5URco^4|FCDSk0a_4I->Lc#E~&p*0D4rFt$ezoHk*h;E-#ywUy6_@am8J*Rf@90jC%lu- zjyqjb5r$1D@d&FrOJlrhuVj3{`E6)x5tdaiGIQ&Xh0{NAzZZ5Vxbkc)>+GnfQcr@& zR#pTI(~Hywniy!1)Rd#bB0C(Mg6}3@)~HGjq#!k;k0klcIxa{1GT-&nAQIRo;K5&r zH>!sQs!+(g5kd@LwJI*e2i(diE=kV{Zc7fck05ocBW@<_+8_5$tOkrlckb#;RMx?v ziUXIkL1G+E7%XBz6-V=-3A{bQaPILN^F)P)r{q2s2I&nP;o(NqWj{fu7mPPJODAEM zIyr^8Ch0;AKX>V8QZb9@(dY(BRvpK5f?HqUe;UyTY%0+yk&{4cW{&HXTR3mhspl$j zj69jB@Mj|7spgT~BLz?T}d$Z@OHYsePi%hKd3p(sI0c|-GCmJ;4YQ*83>EzY( zem!j#2GC2)e*CypCWcpCcl{;&{jydv&cj9*4iO_U0pUCGn|Jo0Ieu8D%MO>k`}4H|1pw`O(BDeP!5HmUgGIkCGLy61H2SlQ4pwGj;G_jX~29aU_< zw*|n{f3Od=Nq!W9Q#5GfPQ7Yjv1aY8;sIo&Rb282sU#!j6Jf~R39d%r;a7R1jx> z;w-z$H_y^DhEmXVHU(8nS*+Uo_vUkVLyT=A6vtieSj8EP2uQ46WLdK=#uTs`TH{)z zB;7Sc$ZZMq9&TUUMcmy#@0cO6PHCfbHTB51^Z4nFEcA7sGzFa0Ji9m&=cLKo>-59w z`mdm3Z9v}ce?-d`DULj%Eo^AULQB7NC$vc6v_yC3I4Rox37o_N8Yp3YXW^#DRdlD3 zM^AX@RqEx$`OL96+KG zmzSBQ&)rswBkO!4a9rv&g^9)hNCpKU8K=~X5B~#<{rxsn(y!EOlmQ-k{8rUfSawo( z##A6w!1MCd-Vwn7r|lO4TIq=%`^&-5wDi9Y`4IC1%|8pVE+Z9}4iTeFRP|fX;@~~w zH%tqBxSNmrFwZ2MBE>YYJdCKB!CMchA59{y4L_Akz}l9U>Lg!yZVjwXpjJqni=M>5 zwI&e#XJP{G+~N2^y^DPYMYaV)Z@gG4Jff+=wcT#BU`d{PFmp1jnz7ts483pK0I6nO zS^z+gMG(^5FeVsa8`n+O8>RJp(=`B%@3Fw(k!wCFN>oIcVthr0b;o;?cDd7=8<`9Y zV&lzIYBVR)&d6(;8o}#@N#A%$H)@@5ks2^n>K5k@1jF6BVA+_u z1bUj#MZq!kQ2d*(>)H-SNwDx(!Bk`9v>bXnMTNYNHxhP^RV~8x(kl_H_t|ypBg~szXlqmXo?_SKsjhM!Y+}o5U zYLeX}dDhm5Wo+P@9H$vcJrJOYe6%{t_<*|IB;jjvHYT2CWYoM-n<^F+jI4M&@LB!q zd*a6ON#40%G74so^~lsnJnT4D*8~+4n8|B4h#X%!U1^E~@YM#2)1rnwm^PZRrTDp! z@s`KSl~rq-D%A1v<4E4z5Q>@Djzu(3M$_Q+IW799!( z20Mq$lymX8KGP8RzPsx+Bo(3S)rC5*aNc=|Oj1TM8EO?Iv&<=v>~8d&^lp-yQZu(K zZSC$}e91aGHM-ba>WZa4lF)yF<^!8+@%7zI3iu~t)1WT|r9_&uke5)yW|9S>qMwJ} zp?KM-bMREh|BM?05~E){!D&iT935mHV$+5Fs4ks5lm*7A+~aG*I4b|XdvL$0?(!Iw z3IwI~06zjVfwmVp|NQa)`T|G?ty9j;x=usKrB_V2Xz6Z^f&&&Xfj&Z0Vc;m#DVC&c zS~~dZtT>OhY@?{fqPx<0k1a)qTAb&}9_`TU39WULy;CihB6=)tx#FNAy|^JNs)YCJ za9Ws$2y4f)=|W&6v3t)Vco2psUxFeWdI|YX-=(p(rJJ;0xPjes@1l+ct_fXG!}l*Fpk&Z$(b9=eIIO1@p{|(?(iw`^0f34I{wHOVi@kSBJrSK+ zVMgkfNi^M9<$D6pRTw+vC7t+~I&*}zi(<9qZ2oF> z4jF2v88|Wcd1{ICyC-PfZOqt#MW!O{k(`Y8dDXM+3E2cD{`OC&?42Kct89MA4i0fG z#sn7~1tzWK|D)(4T*lY-?V=@VQ=e z&&OWUUe@{(twui8;+xS%;nLp|x&QZg)Hi&}q#i78U?DFq&=iZqvbZMYX)>AuMY z)?W**lzpl(ZJM9%EH-!w)31kh3Q)DmO*2PvA3{(7AW72}a zhLePElCo99>9agO3!hDli4yl#g-cg~x_R|8K~Xx{=SHQ)HPxf@q?K~{7FW{!?;PNDCDS`q{J??Uzttuh7mdN;Km*9zV zbi9GC`RT$+;k(sxpORutkck524Yv8Xi?QN=Y z!Oc+hkSg_|Q&jBc@tXn?#3?}TIfp0Iz`jz59i?>`1$ECjFFC* z+cLT}9BVWf?v=D>>U(T@B(NWDUNR?sri?o2CEkw65cb`fqpUEy820%MPGauJlom^= zYkxbGprIm~i`I~~=XZadJZPaa_OrC8?~t0n-8Iy!|i}3Qr_A17**KbL9wLd(<9_@}OoRl>L$d-2ZSXRAx+OQ*7#k zxG@bcYtWd6U~q*-W9kM9?wC)T&4o);Fe_j0blFScFEZ7S#pMwDnuCX$w+n%8r;2Lu z=IO84>Xy1IL^ZHPQO(*D@r1wF4gpgiS#QSxGDJy(;kEW{%*djr3ZF}id+M$eg324X z5ECAlKqaGW{wBd}UbT`-9lX$TEmLcD?*xS<&mrjRh{&G~Wr2SL+6MD#8>YQQ?TLPY zAEdq>)}@^YlwI#NztYklev4oG2}lL3)HHQ}OtC-lDb2Jp9@aVVd?vf?UK65UYP%nA zC6`_;cgH${`=K_Qf2S-p;Lp5Ye0Lq{no%8GD2>?^9mQYF=AyCZHuKm0q-B+FpE8gZ9!m<4om?BItt`LVU=<=i2&?9$Ts zZZwwFjVT2=GzFr@^nzcITt-n*Vd(yZHlqhi2}@Sc{OK=GmbvNcw23Z^xf6a?t*MqM zg|XkBNr;}-s#tNjvr_^dc@gbGuWl?3Y#9(kmtEe$E0Mn)?@}@7K4LW;RFcAI(JCI-R|38riWTGM-G^pI7 zrG<)WYO6D$spS*e=+B>8zY?69?q1esh-l4Gw86c`_6b4@C1(3;pQb>A6Pjsws;q#Cv*iA5qW7pOF8Xne7D(^oAB12uODFzzb#9#6s zw&rLZ)zMBKb8mg~((4k9@_7*zJWX$zWK1SERocXDclYX1n2QB?z~>7e-|1&2wy)eZ z!or(wq2ZA~Ie-I)^$)5N{QZQS${s43yLk5E;_o$Z1jA`Z9i9{mE%OR|FEj|wz~)c) zP=T#F%m&4nCLYw8Pf(XN1M<(qDdF~l@B|%59+#lj+e=Fg>TvF91*aw9{3tgvPHF`A z=n$Ov`m+FXoJDHpoPVdZo=ZNd0XcKt>~}k=_J4A@v3||y4(u5{FLpvsQV2v<_qxAB zX6WsS9^4Mh>G0N9R)K%ry6z>eVg_tUNz`U-c?3ioMDS@T;HhkXxGt&TwC+=6ii1-( zmGv4;**C9cQj(_;eIyx?EXUdX^I2G%Z-|Nrtw>8w+AfcQvn4;Q=0`D!iA_Jba zNs=uK?|hh;G?KLXhDWZO;CHd_WClj0WOs{Y@Z~u8u5GWbcS(tCeXxt{fOrG4><7Sw_}zcqgIOR-HU$wb`gBr%%{C zW-1e?DF=WL$GUxn?^PuK%!fzcLE~+H@%DF#Vk0_V4G`5S{QlMXS;sH%PuCRZl05{7 zTm{qw2VJ22ER;4p%nXl;1?`-TQtk8}t?r2eJq8~K=+7vvy*;yY!PW5!j%5|3W4g9c zNHh3KRT9~5((@Eo9w}JwJw;sp<7F4T4bt$oQ*rmp7W-)B4`>?c%QwrkQ_^3_yIJZ} zb3R0-_N8|dnxWh+LR-DCp3B%YHxk=((E)Ue@(@g1zX|J?t<-I+z!tOK6L^GqRP(Sh z<5HYH<*)$NDG&a(@vsh!k#99GF&;51y5uc=)Y!;UPMxOj3=#;HL?s%uGN1A`Z+K0x zYN^tpbJ7CE6zR7(hCf%FK*1u7&i|2HhRGMw(}7qi$P%axYpnQYQ6AxHs zk$n#-(8iLrDvb$Cp@p5B^U!@FR>_S&N8_Ux2@E)5_z_HHB5e8nl9qhp9T9jcVZ^yH zs5olmh*qPJ(|^J^Eb=X0_~Y??WfSHhuCb`-L)ksZlr#)8pjR=6i!R2Hq0T0G5v$f4 zT9T*FgzcHL{Sq8RaaQ=|7lSt7pljPp?G)7ZO;b=SZ3Cv0-)FcQlMg8{vF2;7(|p}8~%?w3JB+Tw~%%>AV` z3h#Zpc~S#*pZd@;l%FQ0Nro=>60Pq!1dUl#w*AmxTI{YR+4Q*5;D}|${|rnd1IAMQ z=j=c@55j+M57;1=|Ha9!Yg53Mt9)i*2SSZ5(#cDUV~!my#%H|h(pB$z#jyse3ob1r za)S7&Df~FgVSmu85d>1*#N3mZQgmi^EN_1r^A55eWbGOL#zG9AT$a9Lyq-PAlUkaj z8Y!XNX0d9#ccsx~Y#dqO@|4+M>X<9vYNn0yTfEg|mqK9pv9Y)8TsD7y!L&A3YeQS>+qkuggVLcD_Jjy8FQ39z3i!4_K-VL4z@s+M%WEO%4>jk$+zqdp= z5@8H`_dh~DjWKw=wD@9@VTbmbNmOWQW0w8F;4$5{!S{M?Vbzh_wy3`0F}?90m7&0F zPO2X|Rp^zMs=2F2Df8M0t$jkkvzW{bLHFTq1zUigdvll$=3)~j zG7T>eT_*Y53 z`>gP4qE`|}-BG{0tbjY1BsYULw9Rv@4m>W=(OsD)sYQ%~y_xtp$jRzyIHrAsQ>1QO z23ON7N8bx(9($nVGI0bW-O;VBQ;)}wS>;0#vP*Ggm^%%J=_le^orOijZwErOW2IB| z3QCk^)NZh8DJ+gM_Oj=)W!W};(v%|2x?slP5iV^8(MTdx7)M#c1S9>H<{dGTi={rrRUff zx2|1L2X7~GmAg(IX+UrFDN5dPbq@|I{tZqJmGBGTg|Y&wwh}D7t%(T&R|R+OW4?FK z71KMZg~9dmuoY1C6m3lJYKd{)19X(fi&`yWi@btktn0X zd-A$_dqU`r%_UO!G?PIu3EwCu)@60AyDb#5Fz|VLjV@Q=ABLdKshP+2hWKkIwi|Go z{W#2C&A)IDu+jMRMQosm*^|lPt2S!%`-RIvtfSatRFes+EoVJ}5j^-N0;idnfZG&2 zYQo2V`HmZqP-tTop$7WvT6MA{+%fPck2EBI>wXB$8Zuv`{#P#LzrMCq^z$S0_m1zR7g@CO zp<|OF1t?c7bXxBs<+CeSpQf`V+}RqC>Ni7tww(C7Osb=-<3%(;3so!$x~M?Cs@+nD z%(#%yzKT~Zi8jxg%rt6&_8a#@9)LK4x+lTz+=}jfb(7?hW`lQwCVLhgE5)pT!V)d8 zEiwSzLL@@;SrYs&-dE$>S`F1Jj^0qKi0kk3@Uy)hgVC=G<}KK7#~)Y=oyMdKUSyH3 zmJBdO9~Wz1Yd6(hg%(>`UU1%4CaB{zTLdifxM3Fb4Dv*AwS@uOr)#w{!__CKXKpEO z%SAamlqV9GD&~3dKUy(6F7!@;mo==z`g<&UjNSIu=e)^Tud$jfIupsM~Yo2<-9cdKilTR+4CPxAyVz`wj&} z=TsHiR?@F6-RD^o1q$UjXmTYW{+k_e+T{{WUz2~;MSEbZSyyPOQFf73PO3nLt$>z5 zhGhh@I`*TSq)@sN9qNx8nl_0MF4(pe5)ctYRttE{w;S3s{d(YN%!2RRm z_0sfTwhNijbqG&web0nX==$kGQ(i7P@F2wKgP^H$*;dGYN^)=A!{7&R3=P{^Sfm2+ z+~4|qvof#l{!B_BzQZl6lYg!q2~NqxDLGYpm(N}}#r4&NW8Zty%PM~c8+!I?f=7!! z*$lus|(+*!A#?rA4+YYMl)&;7%QLyxhz{ z**5Nd=djZ7eB@t6J2(~;#1TzI5ozoD!|1#!pplxVc)9bjdz739na2(D#)pw=3H@y> zacZXE;)O^e+?Sjt_zoUc5n2%O5eaS{4ucu6bIauS@^zdqh_aHZ5qbr(%0)2J!%+xz zk^Ni!vFW?C(b_2gZ|OZ?=!-I{w1Nb*2`X&hwRd5EZbp1SS;kVJay4|Z%j0|4cCi*k zAkZ^W*T#U3+oAA-<`ECU_?5gkdHDB@%5|fCCN2*aPQIYZ{h!OqF?J~DuI(<8rC0~T zvqrd>@PqT@r=dk16pp-MD)`B-5Mt?GQ@%6ku{NL0@8!>56!Gv^j34$9U0m!%LblAo zgD|ye4?M7r?Y7q!bLfq?z{Tmjr*&#zh6w6GkQ?B~hD)Kyp@Aa_Z;pwniTcal#%J+k zBePResLOom%r#fR`*R$b;>iAJ*J?i>7Ne%2D~$tDQAVLB8^Kj8BQT+UV<>7$ z_O@K{-^{S&FK7KT_e@=82f{3YrKK@VH^Z~WXfsD5c8}{=EZ&a+Q;|>7MLcVEv5S2K z&|7W})4$xqtWuy)k{s+?vNv>mqx*p7ElwrD46?l=O z_c`75n#>mvHpFh-5$j1lef3t$aB-|25{Ut7Dds&>E*s@i+)9U^n`F|- ztT7aD$Fk+F&MnDU)>G4mX6h4A4t)Hlat$ypEdg6%4U);}Gtmv6zSaIz>x=bY7}lPz z$&yJ5aK)K635T1-=XWrlM<4G@4j34pK`S$#lhsiDx;#6Ol$oxf`dkO(23OI{)8>W2 z?>OJmdo4$Iur#Ty&hu(hPD@Th`A}hsABarh9e4R&UNBio`5{iC{pBkZha zO@no3=XKe@q(7JcrE8wXRQ$hdt(l?U?`1w*8d?>f9|sX}*&mPd(BGANr9XBP;l7)$ zXUpr)Eq8AYGgv~MNs6VEb;Q=tK0es|oOZP0#re?#J~X^UjeLgg5}~=HWWqcJNd^D0 zBcyq(IqiDBPu{chFtB>8HG zLO4RX+|<^+UcyK6me$7r17oseO>_Bx@Ke#u$f6+)FX1Xqe(2O zH-Ay=#rIq(Ynd+dc}(Qfw7;k>;<$-(klc3EAp!0$&Z&(9dQ!z!p_HP3lGSf1>OUzP zCFMsbftkH&6n*4*e9&k(tCyyq!y$}LtJZe8&>plsaoTU|Tuh5zs5ps|mF z!%TDU=)DLS-PG4o_>id`TsgK_?gEKOm(hx55@0#uQi#@Zn;$^lwWJZ|dbQQhuR>*C zRi(1Js_8>rv|-XR>uSwBA=mV?k%!Yg!BZ6Ds#-FEeAz0=z#f>v=!b`u-e}L> zS5u#>>M<>oqJ#UB(>1|#Axhn-*S5)bbfVlBA_d=Dlu<>-iRU7{I_1yn0l}h zgs6;J-h@#kE;@eiQjmhuiJevprSUJY5Y-Iv(+junE*qbVDQ06+!@NR2#?_r)jz{XO zzd*0Nm4hMnnj_Z(m9`|@! zK1J~7HK{j?1$8Np_a$YR$R|PLs}flQ(AxZm?)_4$h9-W?Z%36&#~9x8pAnH2X@Dor z)iln}srt^AzZr}wUhUBn8fIn9+*wVQBPT|sW(wVXJ|5CkpTd~x@g>@r?;O=qW>VA) zD0?39qzc%&H$Z}q?dFU!Y`chyqlM=Z7fdg*%SU{~^r>^iqg#c^#Cqouhv(xMWratGl8ato&@`AiaEG`l=QZi1p|VZ zTuCgN_;Qix8`g`=hfHo~!{n*MZ)BR@Ee{{c-0_MVt9ew(jPwZeykR9c1iZBuJIeICGc0d z8ElKEEUF!*_STmUhBIE9jBE$DKEzz#%_9|w!va8j1J%6EJ6@mbp`n<|%{k~I4u?#+ z*nx5nhNL~cLX+*aVRx1D9RAHHp=r743)9p5_2KXI+fNU;3=|UC5wdEi274Xx%zvjg z1`cS_w)?Cw>g{EP5}0hZ#>AKwypEFxnMnD~GZf$ggGm#heK?~l!q(CiN@ItZqvIj;YD;;*4IstzmZ((5W+^6)@Oz*7)8KT6Q(;c3WMO;rC zCfQv#`U6R*r7$n^l_ioqkA**Z{Rxe^tJm%kiM8zbkwQK5IAg<72XcY(&`{YJlG^*s zBVXj(R#bRWKz++l4W$X~x9?|=-fnV3#+|dnQ33~r6R@~o4?Pl+ynNkHoJ!$+?#r!( z`z&klY18Q>GH1jr5~q1>-#js=y`@4Nsh7k(`Xwx5J559yz2_E5>&Sfv=*96^K=@94 zQgd3^q%h0gwah{Za3ZmzFdrM`-j5=WAD}` zxmaA%nwyHp*X*3_H(O^ldFrWX1V(+X#)rL^BV|(-^@7b3bOhEqxG4FfA*~Wy6tE?b z_*Q!Rm&*Ur7x_QH^g1fkYtql%E4A+jX%bk+i+EDK00N0TCf>`Lxw(vBW>S3r9?W%6 zYR~$#RS`5zXLb4OrRR;wqnC1^RVlw^#0`C{smvn0m9#qz)W+-0{h%1L{A2D;+D#=@(xE{k8CnEM*KvhIs<3UzUdMy5J+s>+O zP~aSeYmMWo_b_oo!&s?znAQ4#_IT_kLM5xO+6y=$z_;t8IdODyhJ7~ zfqV9y87}pp(b%cnAB1jFGb~iRevKGi+oIXPX?Oa8U3$RP_hG`@UA{kW>3nMa@KO~%Ad0*QSv1bT77V|>= zPBO1`pO|I?vy80{c)tjBnZIx~i8|b%43hGWU z)`WwEp`2PcB_ZL%m$wS8Q#2+(q9{^ z?V5n^S!0d{s}#oZ7LKgi9+V7DyW<1fvR8WgD5kLB9l-h@lf?5;MB!HZnof4olE%c> z5u>n)x4Kd{%6Nz*yOUSh#Pr;m z!Pi6&0~!|ck0JYqh+vs?=Q9XX3%-85PqXVi`9KMM87!urUBP7O(2O4g^gb9W$*gGJ zo?Tw4_TI z;eeeFv&bQF?9Tj zesPWU%i%ahYuuB zFC=-Uhvw&XXJpzQxR=;*hf?CbBEOx8|E@_x|e2UrNdf|!?cC9r^ z_|1&n%_`80B=4fm&(FHEqQTEL4@Ya}RI=^~U~0Ma?ltryl>p@pnAS;WH!-&D4CsAd zfRws+17JF$SH4-C0CKIQbu}LFCEZ6ke5aH;&Ltbq@emmC)5zk*h=)D%u#RX~G3J97 zaoA}x>`+sO*-M*x#R@lSoN{Wp?}s37+1VYn6Q=(wWB_e>n$PlYlUcQQtwD}Sd@{?s zYAx3Q?LFpEaf62PzQX>;2NP)|Q=xQFp=Lta@dUu~bzAw<(T{RlN(J*-nad-wr6`Us z>-mlhHW4TcZ+*QGT6uz=b#yNU1d+>hr3TX z6Dr!NkJv0sEH+cbYQ&bnXWeIk0;3!Nod+e&OJdq1x~`qVF`9irKNbPHxbhk&&apu> zU#Go}PuD_h+P?1yGVn(yqdGHPHgmt zp_U}7@F-_R7<_(BS1t)7JU4c-zxFPj629iH+SjPu z1Y`2`*h%E_AB-8Y@3qhxz9M_X!}~MyK%lN)d|#=Ejb|Y$t1w zQR_B!!UhC;%DNQ) zn*FW|>GZzgBaa-Q<5ovTjGy1$H=yivU}5l?e?N_rfSGia=0dDFgKZs1%}O&8qhE(n z-)YrZizYuDZR6b6r|D!iKu|ZC0TygQ>ifCSXggB@+n`duXjW& z(9*yhNCR5mW4;VIuPZXK&z-NUKtX~oh7hfDKhlT^wVstM378)dAj~C6@n?A1Q6!b$$+%6w{Gy>y@If`(t{n*<3T4ZrV5BY z+@vQyI+Xp(>+#^8Lyi(PB9oK%IwKPPhW8W#COpNdh9Ry!44l8e+h^m~n8Jv4l5_hN zjJN7v4S*(VReGus;CfqCAy^^kQj@Bmn?#HLxKGJ$ z)Mv0rmVGte^tjktBOAj#y0~YLFO@?*!LhvBAb|tf{BCmKPXq-v`}&Pr(47GVO+qrT z8N1>~3FbG=B*k;Xz#b2;5$121vaKVF_0JmoXXRmCo;9QxEY~7(C$1dV$psP9OhFYD zyjtzn_LciGhVdjr{U{aP18LpyqBq0=x-}$T!`S9f!9tn?4)O3;zEiX7NSgO(tB`Mi z=rA;1Sq6y?@rtBC)Up&G;eO9Zr3>s!!NzJ@~oZ0@BomPaBb z5|=y(WNIiQ4g`R%9MFnfTQyE{yQ{XmXuQ5754(DO*^VJ#-h8yLjFDYI?$4^5fP*De zrpypO0r!ft!TO}9qCWS{SDl4WMHDv(wNMV?hw?Y#2+H z(HC4v(}YXB%6&ibTwJOoG$2iM0?x_1o3QLJ%^ES_Sr+xux)VNT!cD0gY49+%->z)$ zNMXWf7AZ<-G9prB9(MF$7(jWi7j2@=uDD@pDasR9W{ppW07zAT4P{Z@;WtMQ^ftT? zCP)>yuv=4qb|R?g{_O> zZm>3fYB*-6!*nq#ba%+3zxKZw-p%@30AAW$l6Soq< zzZy;WZy|BHQ^lAme+z(HP+?nEf^#VVtw*ah@@vW-%7|(8SR70)dA|z{>M$^=4u%x< zV6=AnD6#~MPdKXeFXtw+M*wLqG?K@FoWl>1>{MbO9 zVjw#y6!m7~i!DI!*>XZ| zfy*KB=L5qCdD;>A4p@6`1RQ`}k-3-zucY}@OkFRU)fK>hsJ6m$Ri*Nn>&%2tPHhI=#0uI1271tQthg~C4l)DIyj zgeUTDxrp_b)2gGZVn?!?JHMXlGPpMR6c-mg9yXS_S@`GY|C&=4Es>~WEOs6YzAq=DS}SjxM2>fTujutiI$PY-sTRitYO&C) zZeq~CT4D1zlfU0~4rRPCs;2z~Dj-NK9R(% zA@`LQWLDs=K2kEJr#Nq__A37uy45N^`s&7d!$(5n#?961KfAt=#B*&^V$~zcc{HW^ zv>~&!=DE|MuIKUGx3z*@!3V)nncRgnE+p<7n~S`10Ez%~e?3XA&45c*E0%?zr_UlH zir^0IwO_|GKT2GGcBg>b$D_P7UsC69Wc5pNgEFeV|7OCD` z{`wuu+lk|RLM8f`yGW17(llk`)1ZPlw-g!Wym*{5#{x(}pBr`0$hjX`n9_4qM?^-N z7M6*wBWcfUQrxXk>6@%K(MVWbmS!>C4E8h3xDT3oxlzafzPe59>9){-3#@b4@mbO9GC>OAt`^LrmbwWoZaCHd1pP*poL!y<|Fr>{lu{qVqMe1L{aAY{tN zsp?lul=%(?<%*%5I&~&LKp0K~2*bjFC{9Nq?yu3+{~S2bD2Xf<>D_I=DG>d~cWFn2 zOg>Zdto2KpY)%Yv+4+9+exP-!sfwnnoc{2)qn7hEW=`MBJq$iJ@z z$6%z5_a#hw^~znZbEclUOtgRuK!Y>|aabIl13#V}kYC~*H?r)vwP(sWSe@48R!4?; zWcds-REL4pW z{sZAuy-ogFDogi*!TmhJ+PX27$ZM5mh(x2Q?j#bNShkDjnbxrLYAN}s%l=S%s1seb3+ zE;^t@Wf_}`GdhqFvYi^ga=KHq@iljZiamqd(AW9h&=O52=+8ltV!{lURmF2XsU*v@ zYuX|kiY$oHW=!$Rx1{tds@1pZj+%=(cXa(MlN;*d%p8vBAVd;%7RHLcS&7ntOy3=e znIGALKUFU42TpR*oNdjmHbUZd4V$F5v|}I_Z|;f(1H};^KNJ9Av=E*+Vzf5V=Dqz&RHK+(SqRuHirnrduT?ircIFvPk>Z|wH2;ii4)N#cP!GpfL<6>P-Od*Zy9@5cX)bp7{u|F0i# zFE1jCz@-f z(+WQJKU8~bo1J=WDHtT44?ZbuTA?^4k3II1545^zC%R;hbLMLF?HSC|Thj3DyPi@R z{U~2m-3#4p-;e&?5i4fHoo{#8D*^rWp~wBLJG7;x3=kE2+}3OTGpsg$3SE8&FIw8_ z9i7`Srh<5-CakP*TSo2_VphJvg)2)Vc!Nb?*oGzT__+A`{T^Ti!eBW&d{UCIfSIde z7}H@-@UjxO0YxBJ=Qrm7RoKh2>Fq;z*hX%q( zubxi*XlLEX@|k^xJ&%!g_>7r;pzW{PU zfoln9Ftj851Sr|k@JJUagU$i;QaYPm)a#D|%Gu}weYA_b5Dl3tOr0L6*PP^AN7Wdy zUCakFZ>rW`T)$xJ8?lMDI>H$KUC|MEDuT<%dc=Mw__kBk{Ectin0CxeZW`omw3TJH861`h7KCikjTQSCIAO;Y%@Ol)#P|EQy6r4^kp5y+=$ihCw|DaAYH zQ#h%~$f^d6B~b+D0~wQ&_>tbV{#g@CHtL4o)4_^&cE19gQ1PjXk6_#qg9qMPFzsQ% zJfbp!MU_}Ju_!5D`#Bjw5!H~{>G}9|yF1UrRQfTc6KY1W) zL4PLbkJq9{p_S+0;IMqr1iC2p)ImcGIls9!R2XIgx`6m7p&sAr58qx;B_)hDr~uUF9iH$`l|MT zD*Ynl@3o_UsnCiE5fGQWH6(2o{;zh%ZR^y(!aJS z|G4@5P2LF&IpBa^=-|%7HynVm5r=$-68X3TKkuGP6UyyUZOhy(T<~6nT=i9^fB`PT zQZcf{)fdmB7-fQ!bPddgOdW00o@5j2klmfI3ixTee zdwwislvy0&uGYw#^l%~YIIZzA)%Pm~NwFTl%1qe40W;b9Ok0=Dq3q7T2+!LpMRB)| z4-YxcWnlK9HQGU{N-QkK{tijAg_N2sY|eV0&k~r`eLMWh(mVtZTzuX>MBGDK$~&ex zlVMF~GI;$l>PV)a^yfg+sp#w)8YYN4sggyI7e%*&y0f06Tiqcy)>W*J#7azjs%jRP zSI2RX>?-)PRpp_-O(M)N_h|@+%_yooOX>QNQI1=@y+erwdn#XuINB7KH!H_~sRdgD zOaJe3<^R400b1AV@=>*((z}^-$0vQ~0u=V=(@?X)?_~$7$Gf`==dyTh%jA^) zw}X={^S5dbor34TRH+BC@J{d$N{`7MCTjY)(2CsN&bTeLEI4q6$*IyT8*r>D^qjfhXhIs9+H|>lJD^~A;bdvh&9%Uqs zm70+)FOJTZ1TP|D`Lv*lf35jlm-1Vn0Nmm3-h2`0=&Ds;g>Aa;8|hk=95)SwWK8_S ziU1JGU&h?C=s{C&gE6FHMAdtzUz1i=S!j%Uay7rQ>8j)(zPDC-@n>V1uvhb3WwkCRZxm?soul980YV-CZ2QEI?T2IRKcI z`)o6i#&6mH!$095G07*SdrBoLRILTRbVYK03w9*@9#wG8>7zLlaz+6psjA!XW=nuJ ze%A!Gly`RDmpEtv#=h_Zpp;uf8bPI$i02?NzATu4K1kV~J(sHBP-xu3|1?abYy7En zzPeeC=Ol>Qk#meuEwanA7Q>13)&fXKv+R%g+AwW-QM};=LOth+A=dQI^8yZ0)5^klUkPu7BRDJ8hTjdEqc=J1$;n zn_QBnN7qwtHZbuNYfAh^koy*yRqkLO#!lngux0}yXn7cYfYdraMkXMw9+J9&zU!$K zI&@6_{endGW0VU=wy_veDF`rYQZu6hnlArNn#gAAJlJ)&6gP3av4(u2$-@%H`RoGQ zLn4NEz4hrkm}F)(?PdCT@Kt{&q>Ju%IgSm~uW}|hV{p>U{c-H}C}a1di}}|R{j2Ec z0}9F*!i0oEm*!0*!2P9G{^u%InuupDOkYLyK_}YGcZZV^t|DSEmUO96d-9_%vAdN| zi}gjR;!LCLKtGR}{JD1;QI&^7<6F86zOOErr4&LN!aT~B7{=8u@c!hF``pzx6YGSu zGeA=!AFnoOUxcP^a4+908J;&F+|w~2 za4j(K%w?6qd)GtAsY*hRHY{mS(et`k9@qhO4%}@r^K~tEE+-H73%<*Mnexim^w5aP zBhGIsp>KC^+cOD;HiP4VL&bgY)M(Bz;$Lts@|^TIDA|XOrv&VjCxhIZ{YExI4mjHv-~n)$sBGB&+WpeZZ!S|zejIvD8{9%!x z^x6cR7m9=a;n(vhtpDGy))A~BH3_D@EUo0Q6Ox7^W!gMprR7~VI>3-+52gR+AZFoi zV8PmFqIo`PRbyHEp8QfJZr5b*lXJXj4sW%F69pf~2tJe(>xQIoU;Tux4+QOl|LOUd zL*3(C87Z{WCPMfrkPLZ8PSM$&U-05P6Nf`M@#(e+CGELVoA_{#E!-fw)+Rmi3oqqa z=FSZ~eQEhuUT?Tek`?D#eQ7sUahj&-fyT28;#ZE?lZoxHyA7D{sxRJLOUv{&5%GSl z4ZEnmF4FoP)Is+m$5}Mp3XyVTAD|b)j_>a7a_(_)yeRG%Hm`{(Zbp$en>fRQje!8` zlYXK%erE#u=A1C>u}`KMM*pV|+rlEbCJfys-AuZ4pOm-y<0!9@;q8G@l$_NGW6^}% zM^!IPP&(DLi|!8d&dG2y9s~$jyaxh{z`u=HM{=RX{i~A=M@_lDVhVpTlvnijE*10M zfZTBer7Gl1GTxGt66Ud7{H%n_eOzztRi)f-)0&{4CJiOZzQ=<>g^E9;O{56!>eE(K zC%5A+yX0Kj=;gs{v1-A6d(kucUaj~~Rh1Ux)2jtMTyAu|Y}xX3LxLQQXv>aOy*WFJ zndN5o^2*hF>ddS=GFh9jGVFC4(4IHt+EuzhsEyL9IO~!Sf~uLSia0a7`EB_xa}-)G zPQdEU#xz6w2fibZrks3UmqWUCmzV438(L7U89R@g%fnIC+#i1hP^%$UYZ+NkJY?&# zyboA4k{DY}|IcPl{S_j=Bhj7U$+I~%_B^Z>me~&T4g1Pe$(@I~EF$bnCY;zgJgVUd zo-G?51SiG{m(7txY|T=5zm@kw$Y15}F^rX1J^pV^$o^S^IU-#a{%N2CmaWhqYq}Dn zINh10bxix}_plz^P1seVRD7ZSxfWDG*{j(A0+(Q$vQFX9CiF9OlADGqR-V7t{K?d4 zYG^r_AJjKif{vnA@eV z&h#~UT2&wZaajLE=g+v*Z#B?-jwPBQ%>``#7uB}?Yd*A}rwVe(Yba;Rb^F|FG#mu( z1_l`A3p1O}7G=QZ)qv+wJ)jiHL#n?gaL?n+>r876B=wo%^SM=L;nR zaJkJl_GtqmwpJfQbOuPnzo`5xoYZP@NHTTqR;PLcPqQorQba}9K23a)7}>o(nSsC#6#V~~jXloE{Bx*;4nYWaIo@6}6-N!ouVVl|=ijs{ zUVBA=f(bCm{;6yxl^UjxS5YLJJkTJmalQi=(ZxjTlkF?E%CWF9G>J=PuN- zCB1@qA52ln!v#H#6fwt7K2-tImV(lMtZdPjLT2zJ-;36t;7|(yOtRHhg|{F5N$C*J zD?r-3Cxk~~qpZ72#^lsnws6n4VC1~ape>oIa=g3T^vQ{5 zW|==mY;O1fZUKGJw<@}7S_og&IF~x6{tnl}?Jtz4IBV+(F|))vs(0^kwnC-tORn&U ztJm2{SG%yt(%NYVNB^+CV)7+>^kh{NVwPaM7*rt3^u4Z(&NfRa6M|AX77jB`@{>vb z{)IAch-E$RUK1h$VZX@@NUI^MMX)BLkqiRCSOT~a0NU@JDdSd+9xS{8KgO+UEbl7k z0?zCgskY%tU7g{2pkF8S__d5*(|t=@b87ZijTMJ}fru zV;oXd)u1U}y;=|KFc**pMWEDkn{FkyPM(X%ZOqla`Fv0l5$r8`pUzpw_^j%7{I3i` zgNQflIV9}MHINlmvm^T*Hn|B@)K?6inDP)5a!jhL;QzT+&eyC2@1_1Q`?L%O%-F?r}}nApY~|ehj)2{(R?x= zio7+1`go}J*=s%} zbvbSXjEQ5d+Uv15n;X|tFrQx8v3NA32_yE}&#M7bnr7{|{mMqlfys9n-O9Z*Yn5~? z%39k=jV6(tW?wl_rr=LyeuYuOq3fro#ry=ElZ11O(eEXgyRfGv@t2I@0}!5L49&xf zuA?@Z$DF`J^C1EQ%h?B86By0}JbFuSzZs%($F}&VxDQpn72DJ%!F{B7@^l~&*#6-t z8`T-evf}bvuk$H;8C%-qa(g{w+fkf^+C?(oC)3}M)gH@(@=&BVV|rbAHGH1bKj*}vYp~1`Huyi-iNnjZNo~rh6MjC zX~19iN5McZ{$ktY&_g4&b9bDE8&{D4#(ya#Ahu3eKJCqlmY zZt4j7pXopr+%H)({zBD@M4q^Q7%`fYVq+dw*1vn2;1)pb3_IE_&PJ&haE%~g{X}v0 zyTy2RJ(-DP*3iCw3uAyLjQtZ0oVX130~qxFCr0;QNrHhB0g<*=&O_4{5$>IUWJ;W` zylkByFHwmuW3e(3jD- zJu5$vu*HJw&%J%5bb-<}{#|rL61OA=vm?YkO7^Yr@8KY>ei^N#R6ry#Tsj$6fy~yW zz8|mKAHrTqe2n1VZus76;){;e2hkZvZ6j$glN8W+pZ3N`fqAE#phOPkE`$LAvNtTZBeC`Q6HTRGe zVpouUSb`H0Dao6sHOWH0h!o3L#Q7Dttm&{?Z=eS>NAz(J4y$k@%84%Gi`gi)fy;$} zCC6p^dRL9`iZEsCldR+|-{czZtjo0wD{ldBO`<9H5>nT{!uSy`hJD8USGf4EIZb@( zle}YKsaX%{@>e@w+yiE+L8i-3&FkkRf<9gY1WI~Nh_^ZpbI0g1iFbh;SZ1TW??19p zjX4{d_uh4k?2b93*yfn?v9sm`42yqX#BVDPkuKqtqd~ODic;H>CoGFm8dcgy@$M=( zIj@wvjQq+}$xtvk!L9EMms8}&AXu?T5LihX<6$7E6Tw$?0)U_I6F$v2Z> z)!Ng$F>UO4+r;n9O3ArVP_L!r7Pg}GAehP|2t;-l04 z^rCIrqDvDs)8;b`t1`!PZg+B47FKc=AFo>a!FkU+xTmi?7lmpu4!y_%Ec)xz*#xHT zo-cdQyrAc?kDbrWdC3pUDn7f1GeMt5xqKdv;}#ExWMqGhcVFUKqM({uF6$AkOG^e> z7aS+uS3L9#pU6wF2+AB^}^1J`S$IcSzRjuj|a6k>M3L= zVvmjPEWMi|W#+^0(w?Y`ZHajl+uk&v8cC=xYp~8L$nhx$(-qYIKxueW$2;9HYts2E zjHE@2D{o+whV(Ss>v*fhjhxZQXW7&0q9rvBQ|up~c;Yz%mc0`q<~f)vdHF-W*Kk>sgflW@Zz~dG`(!4)>bcj^NU`F zP3^R<)@V};jV2D0s4l%QvEL))6K2eoBKjoAve%84Bvw7S|8}(hJakn=gs-$nDq{hy zjjz*}2TZ<=0*-u>bLy`eUc7kGSAn@_n2RiX@^Iz4zhKvV7G}rhYuy9Iba^|2xRpt; z_|hk!f=2_xVVVuwNGe=TbLJC$#F!H=)kvJf;EB2Vk0BAbNr<65M;Q9G2h1eMUzAgB z#t5Gh!=ly#Po9bWx$vvYI@MnA8@9l6LlQSb<~8L~qM4_m?2wOP+7q!R%~sE&aqDsO zWwVeI%Qt#(b97KuJ&wzItoNP^qT3q$+=W|@e~>yol1Wk*PG=s|YIx7@eS2qmV0*#2 zzB$}5P{Lb=rV`@hMESYtbVO#Lo7A`QFraW=oJ~UpDfepTSNw~~jDXf?a=!-|tUdCF z{hfo>XaRyM#(xB(x&{(xK(Rkt!%La3Q_>Cn#kjY57I&I*J-r2=(JG$sQKSwhdYj8I zexzrJb&6yNhF0p3STU?-JfM{i@Riu(1NZ=cAJ+Ogm}GwWe)G}`zvHHEt6(3o%nA@C zDaz%PV&ER+=`X8x-1T6*<67}-Hzg0}3&{t!?SiQk>xzsUTE&HvjSh6fC8%#bbZuO| zrk>CocKtaM=)&R%Z%_!d0Uzus7Oiq?+s*%UO0>3lznO>DL?`8N$ZJ> zjW^~Z|G-X}tFQ0GMfQ$!<@G^xvrvWZg=*f`>sE|OD}}&7ap3D-`~vZ)h%Wv%I6^~! zV#<;jbb=SLlDhw~zG(C7zUPk(bG4g|7VBl7!mE_QMZ*F2y`fx6z$wCJ>X01|>a#1N z_U?n$<4jbG&qVI;6Nx%D5^}z5%Hl6-iHVQ#Xb4zwEE++<)qwl;P^~ei)C?x#q!7TJ z6TEL1}evoTBJ^N?SO-Cc>=m2x9}I^D@R zBGy#0BQ&GIV}uyBQBs*h$}eVc2dy>^xpd*r@`_)gGM_1hgP#*?u`SqbrRgW=Xw900 zPQzu1LWWSOm19P9;prD=6$UApBITo&{43tQuL{v~h$Xu>Yk0$&3|Bg!HUt{0qV(C>S53uwHQ);oimK2t}GptOy`gz>?nUWY62%TPh|wf5Y|HTpRqP)0QzeA)@+n4zsC8{sFKN0wa}f7{ zT=K)MZa>bligwZ{9;HkyKRuU=;IH+`N`0XN{=dc>XBnt{SnWc z@lVpcx;RL&znbV=rElIKiYy)@1McJ4J1PbP5>8Lo1?!)N81)FsCpp6+Pc`@^MzP&C z$@MYbggosV8)q!yz_M7eD&FiAB+^q}^k+QK9vKiyIlJ~@&!Vi~7?TGIJc=0pf|bG0N6%F|Ev%C6oKP8G1Nxq5 z+}!QzF`KPFaWB~9L#wZnNa!t~r`#6;?xLOA96Y6Urb2b`J)3hZMsRhkg zIZ!yG0cSKw?kBhzG4e5I*V?T}cGisl%ve2ZS>QL+Kd;f_+-gWFva>`ikWK4>rC|CM z1Y4XdRV%GF^yoN0@I({BpO4}{O|Bpyo>Zc!f&DK<%72wFt%VdqkqYA#s&`CG7xz2q ztSFKgBz%YHC#=)bsXF_fd2=ZK7MS^Z5|ZFGVY1$DiW>2!5wGG=$f57Og6rcB%X`Ho*BrtS_h|O4FCnm{T)Qa^$06&`bu`Ux}47) zSKuaJ3+}(pu<&Ng!!>O%$YhhGR-+!UmCp*no(2ot8#JwcHkzk7@(`nls_~Ia>Gccv zM}4Nh_Bs(jxXK8pl>g@-O#S_?0?(D-FA@BZZ!mdfJUEaNDyn`$LE%0z(a{#_JHKME zEN!d7!pLx8BH!=d8O{ss)Eo|phVBv%be6z^fl_4x5UjXN{Okq)eWg;4i~PD@ndOh> zY;O)f66_;T{O|2)Ty|X+7^zrmaqXgNL}pJzE^jwd1etoEO=A4W<5}vnL5s>&y2nK? z3M3bINl5;%DE?NL3S2MwbJIAK%8K7$Yo6-4=VD@5BT**OuG^QjZnlV^DJSUakD9pl z*+;c3Qh8MaOtHqZ=2lW2PJ%lE%2PaK4GYJcl?-L{Filis{1koY*f+ud&Zw3lcBjIh zXak%`Ap>jvh%4x5v4S-4qwe*>!kZ=s7P%dQ!@fr-7HX>6ymr$J0~$1fiSVqXv-o zIbbsGD`1s8bE8L>)#vK9w33scYgtLYw8kiDq>QPsJnOM=_3hiYGl9h)knjiJtLjj# zTHC9H_oYf<+P+UYZl#<)b*n9(qa&1=eD`~u$cyM!MA?7bid`)N?M#r(8%-56??NYq z{;B3=ZJDqM!1l15hF%tGfyD^xFPAui+41%3H<>N(TpHdY`x8(o_)@YOjk3`ET{R8_ zy8pPiUphD%xRXhkcJ@(NHXLPe%o5I+Ec8ScJ&8YD=zr=UA|KHp5eGDoYMF_oc?U7^w-*Vw|15nw@dP%~$K~ z7NyFgj{N3_6=`iP+A+c0Mpi$pzlh{*rtl41eY7rHl#l_d)!5X@L9Ifr>+9T>>b&wf z;!oh)2eFln0mKg{+`QGQt6u71X=+UDS5wq8xYJwv?gQx0E}dr@Zp4#p**#tLKGm6O zMcaH%=l8fZi10aG^*vvYp>`(686PW)mSpd#*?cTcND!|@hPLORMf-`&ipK26eYbb= zf}4dq((=gK&j6jF?lbnS$9tC!*$qr@OCms*!Xa`wc6%(f@zB}7ZrrUI2!`6sZyT(1 zn6;f|Xb2D3IA%nZ%iuLNBsuCXB#et8_apeXb-#C17p4Xt-@i6Mf900)Ok@Q`iMA%3 zCU=?oz4~PaoSU%#p|B?^=HsfQ{s*%y3kuE?*k(H`XweKo!X}b*H=48E)gXQjQ)&hA z#$bKbhozuwDf%D$Q|v=$@9}{LvFiot>c2A;j17?;ftnSr5y+479h!cv%j4rYg^RCd z<$nHyO|;r#K&UiA?QnS9mdf6EZIv-;^kwio2`-5h0-{mD7r!j-$-72{Kp~TCzzROx zS$J5?6%o#gjn;WdUu_p$7{4Up1;>AuJHs*y4#(6N5u19TY%paHs`_kpW@0# zQmWs|7l{%|XIKSQ+0ZdnCce9x(3ag4sP-|~xyg0LM1)E_t{Ut93~aXi`=>yL6d;7* z&ttEOW9B(z&LSkFGV|Q8cq+DI+RpnVrD;_|M0v0Mt0wng)<@VXu<7PnIxu}K$+V3T zLo-eYuOM32o#UIX7y<#gKG!Dsuxt-1!UTWWIC7)b@1i86Ya-_fPm9h8p(H6J|V-N^>%r z7MUfo+k;xV&OlgQl6d0yVXzv1FVS%SW8o4tr-vJFY-0(0ILozA*a~ z_^6u{Kr5_E`jUZ9-4_mY|4Ws2iZ?0P0FZh7_RBCHt)y|bM_uyc5%V#hHEK~VYsvt5 zK#csgfcc$!d;C??B_wLS-ejUEJYRzky8`6iZ&)y6m|5P9`hjo zY%(OYV;b_y(TvUh+*0D;w`wRKJ=8eP6wBt^xrSD_$ScxfOPJxS&YG|ggBH@S-u}yG z5X)9rWWyo2V|vvHrfI{hF%9XKNwT=+Nveszpuj<7*=3BD{-(Y&Uil@;#8>!WP-%xu zEnFkoFvF>&vn7%*sV4MfHwf=U8yj=s!2V^znN3B^`!_R7FN^R`&Vt*x>27Si6fhoWwfs1sVQ!t3j<5r`DnfQ`Zs!rHlT(CT{@M-x2dq%flHS?GKf_H6sXWMxvvrP??}3l3FehlfT@NX2q&PuHq@1qCXJo zHhOc9rJCHI)E$YitzQ11tz?tWKf}~}kA8K#n|>2a`}MpWO|y0-spk806U?0(lE(=D z^cdmoO7VX)Xn9QS?4SG=dp}Iono5k>uLl6ydjJ&3(4ujZWzRKGKD7P$bDa!mO^eR> z@MTihkZkUkr|h3g1^>Bj-z?vj;3b&qSsmDYVGZ#hEBb)HG3$wHZbG=vj?HeQM_?;s zf#zJ#Se-e3zHLwMIY{=@@l#X)gXg95Z@QiGBCl2$<9LI!kHM+24ksn{DAr4~lrHkx z>WOK_z^CurNWL&sZ7?!Bh3?tVQ?PX9Nq;b$x=kgvZom)Kd2?k*W144gidQ~lGA&Dk zmCVbV+VnxkzM;;$mU6?609rM3Q?^>Z2LUP?Uej_Q%bc&PC9T3d^gf3j($(Zp0JD{2 z^26($GUkKzD(H8z4|3#tA{?1w|8+*zh=^1OH5DZCthwvs$#$Fj83v1NkT-%0#JiEs z50kT!Ro>Remt9^`aWJaip3fu$exrWx97AWe_QqAg29k=t>!VTUe+u)RZ$i|=bkp|U z`&)eSBFoksh5KPtgVYdR6gd0ax2XQ(B9DD(v+F^BZbLv9YcZL6t7WCE!!=7DQa-Yi ziCsLh=@}MC<~3@aETXd&30cuOOR7;(`PK}THWRm)zG&^2L8qs35k=@0X0c4dt++E5 z5&Vfpbd!Cpy1gRuBn~=1zev`K>L3-nFAiUidA5aO%FfaTpmEu1g>ToGjDg>D9@8h3 zCLCS~Fc`#lX!%`r)WZzBG2XBlPhEUuyT?QhGeDjiC!kgr#BgDNUQVGm2t7D>j1ci( z`#4%X&<~7uAJjGim5pt;r>m}QHvLhyd-CPbIitggnI5f9Ph0IGdqMA9&v z;J@y_y$$b(06~%`{k(`5orUF)8D1hZoin_&D0zHT1MgbRkoP~saq+)ry^US06HFpM zVjTKHs}oPDG0N65${u33%}Ur!^JdFaJa`Xxu=H-{mxY(l&H_=hru!V`ADGX?T`CXc zKPC9mfG1LsFKe_>>cf=D-Q)c}gmt7_M1PA-Y_gZfCU!%Ao%q=~KFd9QtC3Z6(IOfR zC1x&5Hki?gg|=n@Uk*%5#k`hC!??CIUXq55-zTmg>Yh=}a%ffOVR;JHhQHl{#T2X7U6}W z@I3iU2cFq18d7Hw*0)E=2`I`yJ2G@rM6g81DxyFATH$Qkq=BNZ0^)_<+LC)@MSKiR zSedu}&E!_P=4gjKSj74gC~Vx31JuAI#oS)&9m}jPwtQIUA9w_4jY_ZT+P2~cqFi00 zzz9l1pJ=R?Ubx~evg*xVr?}cVFLyppcRLr0RsQRX^zVs&;tc|pnG{lH)75&4GS%RO z!uv1USryYpRH+OPcaYD{F7PyL)3;Xb0o|&v#5?;JRb`6YroJ!qenuUy^3WC=o5^AkB^M1rn|RM}G*_rM89Wx!zaWMj?)49dfL>?-jQ zw>Xz&Sh^IQ%rF;5Zb$xvo^_}{uu${GII=86oTU|4He`WkreXCH+|0(KI{320X^E*&o{K}Gp_e_Qr8+LXw2noG_ ziO_+lpj1@rpwBrBVr9ApMt*BsH*W?vp7@3SC-Y+VLTkdnCTrNmwSF(VWT?i-|b~ID< zyTnGSDq^meG6o&IWs6Y!-5)Q?6Co9jzpo|ztA+i@Lg)fY2li5XgiE#TU8qwcqpC%P zaLf}9YJ4{C@7A>zZgXj1y6&#Ha>3=p8mM3{ZZi4Ul2xTHPgW%wu&NF}}~>i=#twO{!=@wXGRK|b7n#|X~S zyj5-NR4(I~nLgl?9CN@8DqjkGJ5Ds6Z>V*>jAU0qhEg+C-90;bP*W21I+6B~9z&bT z@;`6)f3i(61){T`9WgAARW7iV56jHm_Q)~XQiKe1NS>4ii*rHQ`CN_B{oF<-Ge>Ok z&vRq8^>%KYvi_aY@uDD(bGK1HmtkN-O|9B>swadmH2Y}8vl{=8iT`fjSOb#+?q~V( z{@nrc#EdG1&4J*KD;-;_=+9|m?okXJ4lg#}!DdOnM|u5pZ{FV(w!gCc#4Fai)#=xb zH0PlIOUv$+`)cs~$p{6O=SvF80TwvNvb|KgiAGCSSGtld?S~zCX1D2I=vvO5TKM>V z&mm{lAS|23DU@9eDtKOmjI$MMjq62GfyL>?jQxVSm~Lz2Hk5Ki$v+Z_4)BV5a{7$9 z?dJWyjVf6C@L1DU7+A^N|J6@-$%Oh!pz+me+5gAbTL#s+HQk~KApt^y26qqc3wQSf zcXxM}5CQ~uUAVg~Ttl$n5MV9b-Q7vPQE@^u1(dRcflFyRi6Z|M(mz+zcyRFdNUM9r!LY-AMK8i* zzdr?*Z`_JiJ3d9iYulDTlhpix-S&gj&2i>jER7XPDX{`RMw=Isj@vgj^0~92(Zr1% zO!m)p4uj>BDA#IJ-f}Q!`1bh0+jjK>HRsZ-f_YP!CpY!q3xWs|wN;NV=@%vh2diw& za*o$K`|>^=#Ql(UY3uV`j!C57>_5VpE68oL`D#VN8#Cgt)Hui*QXv&0On%*T_^B8k z`$)(%CW;vRB~$cf5r>M_ws$NZw1&p zO=Rk;uXcL|mou4BWL&Z@(tlBuC;mR@fGrwjKfrkjc?k&|+$OKm3+s-fJ+#(9BZ`egQO7-jo7I0t6(yKt}{6f?=;HQ+1RGu$J#H zMqlZSsd(K3u?wO}7lWnEMT7<(ndaNnh1(kYpWOB|k5DKc)4UlHB@U#svVa=iJWBY9 zXS%{}_+RKX(&vW=G`!d>hhIwHrfOiIz7*gji$(mnM;X_g=Fj1kZ21WX9e)W|q_7qg zCP?k0ho4)~NPc9P@xZ)R1(BQCfjFt#RK5T02p8_yvW^X5A^O%b_iS(ZCxkdipVt zdR+1gbI>g(^~Z!S2OZgrH!658TSMPRV~G96t7xD?u1qO957qNYOIHh%8>s0E0K^QF zQWCTth#-#Dl;G4(FPmh-f10aGF%TtpveG}vH*Yi1YGZ;64K19%a(gcmV27Rxy;*a3 zQ~g@CV#cO>UXTdenI%hXhsuuG6jNLLIgzqhz-yz9`zlr=+dR>t(4yKD?-{nTr~jd> zJMD=XVSdlP5s{l4bMuRG^JhvhM!jbFIg0|5rF&-2eTIYr;>fG#jb5(++c`Mk^Z$PZ zrGI_^GR;@U1b=JiN|dr5Zny~9425Q_5jo0f8o2wr4RK>9fiTG5t+7o1EiH0jlYupt zabnmJzkX$+Q+c|3sncA--*+37eMk{C1M1_4w^56MO`njG;O264+ zZ^mr4!E&E6$nSZ|>C}79uV0)V(B$|I+m?NP)2op{n=)&K=*TcELmx~>H$+10fh$=& zq3uGpM1m~K8^Zb*u79~~60hwD`Z9tGI&yXxXhi1Mc zrgsE+u&)wJxmS8SY~yWL5+XDJuWXo!?syU-cSdlB@iDBzGd=E?_M;4;V!N?FQJ?=j z{9h+}Og$(5rCbh$%?unr{|$EAya*!ORuO|iW*7ZzwSQW$tNHkx{}zc516|NaXGPaT z=DjI|>!cbb{;KYp1r4?+T^)q}=mC$b(?;;7v}{O0GAQF2PII*s(R?fdr2vfNJ= zKTQ-d=RWF`Cm7Pt*zbxkCorCmNo!A%=xj{a@gMX~j2Uu?#^~9`;NoTlh!?P{M)`uN z@qh;Fo9rx%ugb7Hk!n#@1J4@LWwt5#gD>fN*8 z(K!uf?)i3O$nTj+8JDa-m^$oeL46WfN(7rF^*jEf_w@-cm9nFs={k?+FFH-^jkWb8E&w}m>NtrIM4URlKo z4sZ$$z_(OHQ3diY<(ZAqJ2UC(k?TUyx%&(9du1~j@)x!DHwlT)8x-yMnp7^34zFUs z>TPZ{2W*0f4^~ZuJ@ipSb?|@cYKgmhrUN@|#CQ2E?abyBNB7{dF7&;E=YFmxRBKG}KT<MGF@kc0Ge_3VLuGRW3QX{VY7nM4z z@<5cfm2y7aTpcViM5K=4kZE04gsIH5e*t7~aMO9Q+<) zXUWj0_mWP$K;73#@&t1jvP7mNVg)cWJWXBPbZTDlu_wR>4K`?1}JW}Ou+9FghRcj z#>OG+i#TYWYJ?z@%8h}KJH+kuiv?S}UMRLyjCNQMyDg#!?|8Ix_3@5qJDt)|B`lO%im?iop$2Qo=Q*1a^~bb1dzIe4qqa ziZ?;+Kz%!7wKBRkbk(kY;U5V*_I-l-K)_v5?b*sRbKox2;hI-!*?J*uHSIpDC-DAP zZUjIU-o09Fm9FX%9FIGow5t{p<;?|74WMZX+MrBkx3TVhVFhUg$_an zEaaV+(7nb%fPuhVCcnGxwI1=tu&2X<6k*x~ui#H#8d|fkWZ0DpWWwA7 zd!_bqCGx>PO=aEUf*%ktJflV-xHTGOD{LXwc5wpm2Hu6CZJdaWys~}|O_b^UV;)WK zZD0Djj`6Pq^CdAiy-vbIWK)ua)lr|PtFAcSwfAH|F~$Yoo{aV1bFez{%dbp;`EjKW zs8I()pw1Z3D-2I~+Sk%N10X_T;_XjQk!Zhq=U82cQSnW18NKEx`kUG!wPeJbq*B-5zQc)4Q}0=%-bgip%%H z0%u81T;PkerWR&y*1nGa1YzC8`DnGI&3YbQ3A(hy+@;6haXzG*P+76wYwq~wHGpjt zN$e9EGmo6Sn9f`EN!^i$i38K{djVfer}})UP{94FOeq@B7t&32##fj-{FM_4I5z^CFI&l-6|eM#yiVs8 ze}6z~7@5Ham`Nt);fK<`4DE6Nt2pYxZ=ZSa8laxSyaWuZVBZdwORpxg2VCs^CMIQ` z!6O0u2&-%Me1hI6d+%!oK^o#>nlb#rB}KwtQ-Pk(s9fJ=t7% zz5GZxZ*ADP*5P0`3cKX+=8?izaZ{0u!x{f2QvC-nAwJ)gv+fdswuW@uUO2?$BOQ;= zyQI;AQn;hTlLxOsNQLB~Wrf+0(b7XI;^en&r~L4g!Dy>j>Jz--2sLy>B%&2~Gu(EK z&hO|tr!Jhw^i_HvXg9gt9$4;jWj*q;ww5W)>INj|50Rqf&%f^y76+1ZrDFVz82Iv8 z$z|l8W7xzE*G7+Ip)lDmH$z~{(3rxEttJ(zb9R~Y<=1fkWo78M3zon2gd>dJ?%MgtR$6Al64uBoWVngJdz(CdN!_VCub$$sfvd|v(%=g+?ScM#3;^gjWyna}t>{YrwBoPxyk8bO-q0tT{1|jc~ zvRl%Um%-v=W_sRy+ZLB2)q>U{pXd(tF?q(vU_ zz55G!NtKzo1Cy3$?8`r9L?`=)W4$Xo5_kNMPdjl)f4vn_m;7|8fos~Nd8O%ZypVRpD{wfo9w?wDk!iRenb;?Q90GZra6?BTnk(W^zCU>E_pgy zGd^63Ojc!(c*o2y;|lFD?YoyN>{Rr3iRB6U3D7VRq#s&Vz6r(5Ljfab zB3ldR8ZWE%P|Y>+LWm4ccC|^pEiG)6Ue^BpwN6)LLYp0EK_UZJMDg&_)Okrc7z7Jj zri|*cYmCq|$_7aZ-DgDwd0+0<@OVGk8@QReUvBoG?_0-uRwoZ;mPzup`KWhQD;u95 zI_gQul@)YFd$_rc_pZ?EV`d5XK>0mSe{`AFwiZv0F-N@k!#VSP<{wxC{_=vD1gWn0 zHews6hz8ur>Z^I}_9^t00lTkG0!PSSjc=KuTthEf*j&MT90Zxn*cS%Bm;uA&I3`iU zYsADDYjX$9e{KBM*dwC(evaR8UYX(THc`W{5K$ek-166F^!AVyY~fu8_)-UtV-AO< zHV-$725R&|U); zR9>?WJmCx*wpX)O8B}R1mv}jHlQMv_XK)2cPl<7p4>za+1NlCe$TbI2b@S>j$L)Z1 zg_S}-5So}erOaf0#vzQ-Rv~lYl=dkzIoYy1|492oh`4U=+rhmt_Mi$xp|oNu(mhYr zw`uCg9sO_7r?t4ozHF&30@5!B;nN|AAj@(kpTXJM)PRuX^|b-gdAgoVdfqyz+HR7x zPX~C|hkl-}qq=oDtk6#l9*~Yzm(g{+7ha`Kz%%f_+X@NQ#{{j0sT0NZ?n$T#R3*=R zdaiOEDG-|tEN9FF7G~NU_0Pm2hOHUeWfLOhwRgBtKi`n`fTQRdC6JxCqKO`~t%pQ= zkV5eOjvPM1y3idPb|s%%2T{$VyaoT71_%Px6f*Qq+VZCK5MDmLJKvgkc#!_zUI3Fm zfQza{GB;l%e_UR?<6E#}d}yLH3u6qsb*ai8y2a3TU`a+I@t@O|!!SBF^zLw(m@MDT z;dGP7O||uo*KA1jTP~gM&hDSGX=BpsGho_Q^bhGN-keda?$%zL&RM*dJd(x4?Ag;L ziaNt==SlXVGr!iS)h@41gtb(s%z8d}H_6bMRN z>bgj=d%eF_vF=Rmsi^jkJXV(^xuIYX%+_&d1xHar|Px$ivyu(Q!&gv-C?8~ zbCh&k7j-o)1D(Y<)1IS~?lHo&pOcU7KJ9S!GfgBp+_pT7;QRX;@Q-|wKI`AtO zJ4433o$ubbV{7bdb&=&WH6vxT!wS?$Zt`$q%DJ!UprgtK~0$T=Vr{vb$2yX z$m@66+@C7&oVD^BY;dP~VuF9%#l>WOo{`RBR57SVY)Z}5sdLcLEOXlBCjP>p?h17j`;Xxxkbfd+h2vBoQ8Cz99nnC2V8E{+maDz_ z({{cm=dW>i07_lzmB~%(+rT-B*zCTM}YR&UQKe@aP#fzND*Kb1DMnYqd3!f-(=kWT96-PC?lR&HV1VJKWFdp%$MhkJ_~HDfRPnpMJM4p{SuNwjJJ7r* z6{bziFbi}{Mk@ee{ssf5C# z(m2?yIM#ID6@TG0dH~&kCJH&%|(= z{O3Y=$yijLMfxh-X7c}q2Ys#|Jm3+3e#~)a_h_jKZ;T!!f_He%?ajC^<1M^&o6Jrv z;)!l?2AiuSQj{Byvi3fM(= zOwAOc_F zIqQWsL;{Gbx?5wy;{5xCO#NCg`5ajIm_W;RvXOBk`3EIq)=So+_@lGhC_j7-oYvLz z!$Ab5v&*vwsE0Q|K(`CKT+Ov_pX;v!9zvtQfPM4i$H?VAc`NMg6 zEz_Tix(8lh14q=(@A|gQE5EsHm#HiX=Vx3WxQF%;sruF}c`e*y$KcR4V0!y_>ZhE| zW4sJ^x-P{Wbkp%$2fUqU3sX?tUG5))QfGp!iqDPm-7w9O`xc+8XF=_zg&3rf-sgXp z3BYOop9GL0HL&}E2=E}+2`bn;#E%*!Qt3WAJ#}<>nd;~qZ+_zc=OT_Dj2HZB4)O21 z?-WxJn@sE3tUPtuwcntnN6D0f><1r2frTRLu*>CioY~4NUw-nH{)KSIaep(zj|j+f z+Ja_v)zg05iAsWMCZX>MOx)4z_KryFYelhUd9~b&aov5~{Y^a&({qLwW;Vih=Tk|M z@8qHaQ~PJD#EhoRfdA3%QHVmWp!I&RCn5Eb*Xw!X0T28laK6-u=G7dR zwj!RV$H7?2!rsx7#{3!edwl?%Yy(Q#^Py|X-}cHI0#aFCODhI;zx`&kp4C*u&x4{k z7Iy?`0W{SXYV#42z#@T0oTxD9Gy4pfv8Q2W|85s?A$LL;w4v(4lDv(&Ow*NffTQ9` zHr4S^)r*tk(4Z-Y5~=X7PP03;uVE%^1#%v2claO6b)cnkK6fNJ^XmRZM_a)O2R~h6 zo(Bqm2hloVbEqwO{u!sOtZ7B`oSE~v;YXVu{#X$`9qdWB{_B*V$8+aQYUFik_S|e3 zx+z@@Ya4OUe!=*xs0D+TyQK{`O+!4w=s;sv210}GfgfxmFQqQOwV$vGe4cPWd7=KZ zp(Am$VNO3f&Lks-BkqDfT+F~djU#2vIBIjQl?eRlygQSXoFB31L&KYv)~yej9BBf9 z(koJG0wA}iNb@1&>kkRL60vLr&*4fG4L+o|2T{ zjabdTe7PlK$`>`OQlUd58b&jk>pp#pnI8K}&xYV+5Md7ZzQ-*=->xmGFM8Mo&uSN1 zfl*#g$sSx!vE@xf6>lu_DJr~fdOXZkP06qlUhBYR0bOyhKu6tBcUY2>7_+gj*?~`e z3^eW`OIfR$;Wh;lSleMPcfd%(J-=3T0W<+o%% zR@5GM)okzPe=H|Sw}pFr^1*(tKyBZ`ZA+(L;1V0(VHES^XAXQn3A@45km@7a`!SGU zZTI~VyR-NPB*YpzeI!f|RjK}EG)01}o!#*~0!9IVcr6OLe~CUn<|%+Z2zQI?3Q8Gz zGdbtJS?}x0#1o4K%OE%c1myKDajK^Srg9|~ystE3_bX-G3k2G~%Ee6L5i6t~%@U`d zTh&h0)#zz+$;w_%AbGio066^vphsPi{WcJLi0TI>5evo zux@}I%Vbtut>C)bN-?n4_uebq1_o2?6BJ-;y+9T~@o;Jx&tZPSc=I%QTow8vtiD|^ z_MJTW5wHK?x;G+Y4CuyuhK`sS)q6e+h}q@gFNjyLQ409twr%FQ1bVW+^>;a{$04Ij zQiqCJy?2-j5a{b_wqox+s@mUaxy?rPG!1}&|1NHZp*)X?n1s)P5U=qf#Bs= z*0-sn$HWc*&>@$BV|=N_NmjFmD6iv&oq@P4KgIuxot(S!&-Z=Rg5h}~CI8EJ=;#+6 z+$$I~Qg(^oWJOJ>!l74Nlw(0hY{8zvRrAV9V8%-*i~X3-S5WCV3t?!cOu7+do9#MO z&ze`JC{7W7u>7>-<3XLo0Ix$f=iK5zEzyM8A%?2?s@}4Gme%tf06#!!h4C_8`>w7yKntcPpp?dGCl}v`%IF^J5(8y7 zjXH>??C@%e+`usS<4P3C#==NI{&P{{2><>vLMwagpKj!AX6WaCYXkq2nQ_R3*BJt( z%G%G^e_BUjK&~h)(R0EH)GWD5(--QoEHDe+z1Z?q7Lu{Y@QcrM*~{wQ%`I^0Gwg5m zn~S(!Pf`w3R~s$wRCOWoW~o54@#?=?6t4m4!mOCMHa~!0W#+2R7mQ2B?|UWj$5!6W zW|-peE)0MB43>NmBVr}?G%eGKfNU468+7Hx(nP31k}#Eiz}5Ngsq{ROqfjy6mO9<5oamh*JfW7hc^2Tez`NCYwZl$;iE#r z-NUg%n?d73e8LaL^or}4HHoR5oWzyTEYH81_Q8y2XO0)^*SVG-;(lcryQnDPfa&BX zN3Hd`JLCY`I-6c3p}ae{1POL89s2a!nGYc1MJsh;SU05Tf7<8IGVxR#$)>$KIG12v z4}pKuW)%%ep2ZiDzP?^$GhYyxC)9$mW9^pIF}*6AF<&76qq*z4kX#wzOTAj8o0Y-? zfZ<2uF)LkLMN$s@4i|<}_ck8T{d4a)s@~AYujRq};_wVro@_IQ_$lXZrR#PjQ^Q@o zf4?7%6rBdMa5v?tL+*)+iV8hy>GR}v;16oQJqzO7%5sH2=2bR;U(ETER+hse&VO#N zpKR4%pR#cs`yA3XWrbV)!&rS z2o=24&T-ejen|Fkx@7qk?{`;Pp?VkK0}h&#wN5tmu|XoG!jCi4Sq+YVgQq%aMmix$ej{_UD>`G7#LuJ0IlW8 zu3O1D&*MhUNkT2EIMF%cpGN+T8CzXV(gw&c>OTK<5-u@38bWyvE6D1fU2Wh*|5VfS66i! zM+w!z5=!NB7Hh#z-_)Dj)pw8Z$j{Xxk}cJHYpf-0^3nYCD|^~$RL-pVA~!w|aqcWP zfe&u4EF&`y%ngRw&FNbt&#n0qJk$7*Hm6#3l~;q?yUZuLEJLgX6mRtuOdyv3(G;{QgiOuWQj}V_|i} zRup&_qbpkq-knSQ^Yei~8Xx}lBAaERged|ibY)-TQ2}>u@otkH(RV)2B$H+~-LPOZ zp_;gF&25DVm`}(B^#346!;X`j|*g%MZF{ zVKS9aFy(fQ+Q@XS1-g(ZXBAAgft3KDr`@A6Hxr8YFIbL>YT{54H%rOI78?3Q=y!hI zHKWx?RZL!)bceLoXw8`Jyxy3lOt3|g-}WLjKWuiMHS^5)*@^K%JkNtD8$6fEm?GeP zsh2N~y9?-i!Np3;Qhhqqzxx@KjMUUmd|RYBMwc^F7HZ%4!F&E42ofj4u-bE|o43(( zQ$JC7xRHh2QRM7HE(Sc4G(4{l(=^QWw%B#uPkLa8`ZTAZS2uTc()#-TnAr{~QZo1e z>IKxII(xING1`QK{3U1nc+l-+1A@^^wTo9rBuUm6F4#DZHxs^kT$t&_G`C%n+)lx= zF}Y3?XQ(fH`wJLMml$9t71osS=HbHr>g+1{|0YTWX!4pl#A&q&>5PuSf_Sx7%(rD# zzn9Wa^kJ3p3kx?VTFvU}9s`f?ewxfC9t7OpoyVo*&Zx{Hk za#pesyFI)^UB?wXO<-T$I76V(DsXRTdWI3J7r zX^)$=2*HDQkjr$LYK25h2t!z1J<&ln&YQzE{WVxr=>RtJSuaRj*$Gq~DL26eWAhSC zXu#@k(CWWhu4y=uR2U~u9t`RP0+j2dVf{#*p%GwDz+9+2`v8m^yx&caCi`&!n$fpX z4WNp1kE`_WDl7wB2=t#_2uR_XBuNb@ZqJXNod-|3bnH42Pk9-#y*qJ-Tc2M^*b6M< zv$j&#lHub@!k<`ZadrALpOd zdX+EX%7okAaDA5gKWUEtCB4Irc_D&FHwes0k$z0Ya#wX~j2Y!%7pN{0v2rne9*bYE z(NN47ozgMv*8#t z1bP~4FN4YkaH8HYlc>fQ`t>7brw9A)izr^HAd4Gc;hNLxeDyze@PT>$$~TOu0NFsG zZ@{7hn4ZW%UZ8=2_paiS_BIGTf^uj5<>U5hoT`hnrBqPj<`D?ZiT2+WKVP4}N$Si9 zJ|3N^Vpl4pKX8K2Ir&!*M)?A1Fl#UUZNdpC<60;j9nk`GwmW07HF@BrEk~H~D;Bpc z>W%a%JU3H_OC-ygQ^yb&ha%%G=vg>`;=%9&jU|PJ|7SeE4d%H)seDAW_j;EnhCfAE z!!g}Dm{xEoJnv-S`Wx7bxp%=zH>^!jsmFvvd`W4R z1q)eR^DP->Vq0^ScW+iO4bl0P5V;TbwF_dEDJ$*q|4l4#NsQVlfEZa&^`1!Q9^^IC z-^q1QDm;9Psgh&J@P1*!nVAgThG)rhK_ce;tzcPHyCG5o?pdbBWp7oJ6}Bs0)+C@aanTg)xRaJ{`>>Oi#4nuUQWs$1 zXGa6B+6t&HI$$kp_7y9zyJ>Lc@bUL6wc(vB-dfpI%j*A-dMpI+i#r@Dw?zdb>lOCk zztUJ*f^t7X`>-x`XAPVDi%xQGGmaP5J?^UuxhMN26)a|-WPDZXS**=#q#R=Is{fh1 zzkcrfT&E7@{SSKZpLbJ3hWIh8(W-pcaX5*a4@}efbp+DwL{w2>Ejl!UX(44_MC0!b zUoswfs*v4pi}6&kx%E*m)-p$fjou`p!rrK$o0@-_;}f5U^_vi+>YX`U29JK%a~*JS z>?H=e%VAE#<(dfHFg&4m9Y`sXt`l%0TcAtZqxy(o zb-M-n3G6-Y0rd;fLF>X++o}VkX6lqy|6`~I1#}iUVHuqXm+4 zzvPgYHGM6~VYcTd4(Qf3Ae0qzKRJe_=acwVYgg3n*RMF(FL}*iWeMEn48Esg#P>aC_1H9<-x4kpah$_~~%5u zfsf6KMyo0WgGbs>Ml5p*6>Nir{t<<*Z<{9c#y+|jtU&*NjP?Ni?{2)W9N^SbX*j7r z;!f(5bKiVAOW5uAFRVY`T4&yoo?bsaypKs!%g7uDSr|8bOI%cc6HZN_xCe^SUM8pVTmITo**qTauG_2jOnNoykz z0tS!3l zVp|}()>PLAIwacgaw5*ha)!L0#GmnB{5E&7YBzJxBK4jD3?v^WtOWu{{4%sYsHq+OH%(&4<6g{aSc~)-&MI z$k!+6{CBo|5)NC@vN^lYf)nq8M5*%J_IJK3bWAWUUph+z7N()_*o_ z<@~!{f}3QH;%bidm>Q-C6fgfE%Ps*EQXR3>x>v2t_EyaTCy85Uo!7$t#%#~xoo>jg zR+JvYUS!#8@cl#Wi$n|g>(bo@EW;?0+=?-6Rb@t14AKL)@)nyK^EDs!!YIFn#QY}c zF{xRum#D>I?N*!XU$}7+3Q>vz8L8vz2`(Y0WSy)052d}EYKrlOz+Q>Gp&vqYM z)Y@051uEbp(vNt$A!7ZX@c0jN^M8N=4dE|_IBJTZ+_?5QBtlg;vOBRs2-tDQtsgA; zPu%SYc7f42UH9>MU?=k*#Np+!-+gR@+>Tp<#YwO_;nCX?Y-7&&NjarkOgAfe4HBkpco*_#yiHtOtp!Y- z1^a`P2+lP_rPRx>iqXD8e*}9`cNZNZH_C*!`CH4weV;Ap5dO&;Bq|M#wHygDOT}~} zd=X$=sL=RkOF`OL(dV)gq0KglVF5G0W}sj|)+w0y0B;21AeA)#tnF;TTMM?B43Hi9pVf` zCX}mZTk;{konMOBGmhE8tw>GXxS6rYT<9zH`DDmk^S-cgwP|F48D_ctZVufx11SDy zIQTznnS+QIB1~{P2a9Z0Ao{hBfhK=Ez<kg*nLpi9t<0DMQ`5?R!z2L|WCaAo#D6 z^W1LYr||`iLkEf8n2oSEsfX}Kx8w=_)Tq9>GYv8p3SQoDx_*^8Em$T$GEIwhtb7x_ z6UKO_W$(!RY_r;;f9M--iSV&2FAPGw*lbzhh0Ms}bkj%aFJ^la%%gk{-&KgCu~He- zykzUn{e4g>)Ji#5;|b?4QQ9E^TB&>Q#hHa>Q++smqyDZfa`5KbMnu-1a|(6;-Lwh% zu|?GmuGcB1N&TYT)MDpD$f($WmVfDvYUWe83NVwNQz_im^tVt^H$RQ+$HPbc4KIVF zlSh!wE&ZJ`pUC~w4*~-v5 ztaPm`N}n@`5c-Ihm^<#gtuB&eDK63th#b8*j6P%Uc53#v8yKM8oiQB7w=Y*#T%JI= z;H913d6lbMe(a(f0d*hKsfG?-op(CY$7ARJnHg7$>%U&R$D*(kv&eAiIzp?Q8Gm=3 z^?=BP+xKy_i0D4qJRw8n9d;&B+bL-asC-JFWdr3is3Y8$CRQtG5Ryf*{a z$Y#+LEczs@RNyzCVzf{Za!1lGNtSHOT=<4W!y;Um^ zAd$J3p_y;uR0b^T{&x$}?V3p%Di1?q+1q5i9IVkxmRGh7V zeWbIwLl#^YzUr^%!QFc0SusBVFM+JCO7=yJHXgAqlr?fN&RMbk!q-oB)Z5dtnK>sE zugoN`d0sLSkI+Ayu3Hcud`XGuD~zu!>BwEE{#c@0{C;M*aRGj|e$*{x`8>yaQB8Mb>~`^w z2~IlsMH{W|Mk^)W7!ES+W-$X3N8PhGwwU)jjgI?{W0{#p+q2G=xkj$fxU4v4rC~sf zgkUBOaOts$j?`~zg|ovgX~7@Ie;J?edDaRuQ<-1xeX%YE41KR-=g>>lKh5p1$#@D`2W+;U5&1bH9ASKl1OSI&=<0+LC3)A5qd5I9~W)5{iRLEu3=q|7}erXBs_bC|xB zrbe(^zEvMKZdK+3;dRx|5bFBb1JggL^Djb{^+S?{89wt_5SR?td$ZKC)(fc4I|bTH zz-VQ&Vzv8QvJYh}%|>3K6T>Sx+x9fZY3k67V<%KHy^6Q8Iu*2$frR07_t`A~nLQ`C z-`j~*3v-)>EiU)S7sS9Glmc4qp5ZG z{^v()k*J~hb46nQX(;wzDv~fnv|r?NMoD16$NJ)!Hqe~sWH`^m&C?U;XD(bN3ph0{ zS#py8VQ*45V@W<$F=dL6v_y^9qgcDbZ!3WU(`?#3f_Iml_Ep(_Z)e++WVF%v_09D-?KnUv|#YuwD5pMaDU! zQ`Uy_Nr1N8k78#F?rn8gp@*iQsO*B!*TgPs27`E>8j(m67>3_{ZO{YLd?2oOwbqTE z`i_+Ci-BdHY2pgqh^zFFdz;xos8c#0E4QXnElAMz_6WEKCH9U#*MH~*g}fg{VyXsx z(N^8EC_myG=#sOB?|aEcrlT&`(E$Nw9sSqPe1w6QpT=g2L!I(n5CUqVv`v%tAmre| z7dH4z_P>PS|EoXUDfUyYJc75G@w1eBY>eXk3+7{Ihi!x3iW8+WK;nQ2|>k`(Z}% zj8j=v@lN?8KPB!h4!4;7^1(yhKW@FT*;gao_45C!nR-Ge4Rlw-Bue6LYadtoI$D0; zuC1@C;b6g~6_~s^S6ITmFpSZ@N~{evgm+?!ZTq4yOGCoM`%9NljxOrcXS-X5!tLnj zgTr5+0|i-cxS_?S!vyQx8O1-Pvq2#Y{@ZbHvfZ-=6OjfLX?9Empcnp)ekhV3G%4mT z`K7;%Ci}*#>$EtB$a_kJxH!gmRMNn(h>@D+_FbqODwj<}J5fMGp2K-8Nv)GnVy16i z;*XG%d~0si9jdX!chaVWiBikJlx%#(-Sgf#;GVs=2h22H?JUg)jPCgq3VC1Z|H^FH z{%L_rK7#miIVkSq@PWYKr#Vl9w6M>oSNf!JpSvm$frTYCJlw!K_#-O=uJ2#s@pq6r zF|2kXsw&KWjgbgvO00x7e}d+J!v0w1>dY;POiZ|<5UzO4&c>ODo7;3S<8yAPR(!}7 zydv4bd%as?(NwYUTi)b1t_i2Zw5LP{C103+>3wYF)+Ff{77xDiV9Ir?nB{D&q7NI# zRkj50y=|HgS9uV3o+c z4iI>`kvE2vV_7%Ek-a5}qc^scurj1TGx1gGu2V>)r=?Qhi>}{!T{;&5pi}RcW9{mv zeaLia4*19I`epNHkJ&cbB7neTOY%kbM5eHd{E|iA>)z5nu3nK|n|EX%FC zzI1X>oB+t^-qvdB=!5b3!7`@x==b4V)1!LICgb*{AS6dX7@nWLd;v+}D1&(qOAOZ^ zPas~Y$mJZx`>1U1<$D16x=sA?IcBL}91i-70(x?*ohC-FWcSP4P)3EIIWm^g{lfw* zPv+C}VP+q;4>F&30h0`~=Q7=KuCd^W0Uhq#3fqN!9~L2Bpcgz&V;&qG-(V43aQIA; zqacc(m*0J-Z0+xY-hIP1AZtiSrvQd5ve{PEu)9)>xLgdTT&$wD1(}fQB>IMplU$ZX<3EFtc+p1pQY81q8@hO88_R;Upx2Mbvn|gY37<1wQrG7F1{@ zfJ#?y#%>SOVu7LOA{!a~n1`O-4&z8`GzSf_EJ#GG#c8=<$ra?|Uc_S(N9$CU<*n$< zoFxv%OY6U6-{gN#mGyU%O<}(LAh$4*aDvoE`{~|0;EMa|&AN($4d0V0^i#}5A8zWo z$SK8*LUyaxXYBX8BU%(k69N5>a046OPWdWMAOZ^LFWClFaABM;*rr(zjA>}P_=Z>k zbQ2V9bKj5t)mU%O&o)KA%1qHDpx!e&^fZj5NSUD@NaM#ctpI-V$gCZn+#rdJlK{Vj zyLwuJ>G2IXe|@LIfg@wU zfxFG1tW+k$?qYu$$ThGsXuFKs;0%$o$||KjH8_a)DMqI!=in#|CN;JAp}Tk@{TsVDXAMk84iTIP7u)yk(YtuuUvI@Qy-nZlCeGzmli zc@^czv|Cz+X0~%IE{=+PkOq309j_2`RZ2o!r~WGtVsvh5{b8KhoxHA@{)IKKGhd@g zyk6WOf{hqo?dXnRZ18x7Af~C^Y?jb%=}Q`X+(TSE6ixqah|Va@V>{I-@9qNiCz^3; z`(HRRI8xZlVQQ6bl9LtzleXiaHIZf8DkSFY3m=bwesdlDKoBf2z~(O}Z^LWS9}g^@ zXbC4hRS?RPwOevkb)5ES#=W4O#AiO0Y{rN}!DU2>GCqt8kG~$+t6i8?jM0YUC;muY=Q3uJ<1ty^r5^w)I_Un0+Y-u}n;xQT zRmpUbN77yW#|zQWOqhP_r+6Iwb%>r#cEJc4WFDb{cxAIq&pmuX*}gXqIeO0x`!Lmv zO>;TsHS)uqrCC%z_YUYC9;WLosiqvbfuRvG-4uf%tf3)VqlmE;9_1kU<-ktGs~#qr zY;C{nk$Fz#%8i4RKGr1O5_>H?9aAL*4+|V~ctIWEg{c;7I{#lp3y-yCQ}L?cquogl zm))nyd?vELyOTbnfPK^DEo^L$I1Um$Hlp7gIifB(<>>qIi5 zh$9GrUVeiXf^A7^WHnldn>Lb9TgZMgE|9EOyp;f41qZ!As!PK?I3{Pxy$e=dR#Ro?#!>n6HlcmQGIWR8+fFCAF(qY_h zk~|_5bgVeZ1?S$bT@lsP{?=~R$t-wg@vYb<=Wr(Nxk!28wd6ca7MYf|e5*!W3S6v0qU$>MVc#@X%h`!8}kc5g=i zAHLo)Eb4!I7gj_8X;4zSq`MpG6cLaddVm=~B%~2(X^8=5WmhNr@p09hK zeXeuPfB&9$^K!0P^I7X&_gd?|6%)M3v0KIeP_2$K{habfQVTB(4MOfdNCPVJfT`O- z)xQYH|JG^;wDaTlS}5GWtmz?d9TRqV=-(H@B~VaNFwhq#oovtXCou?sqTY6TF*kH~ zdl^?l(9#29+lu|2q6Z~|z40`!5lH4HhF9ap$!okVtg)R@(NXnbpBv97IlD06)3J z2l0Z#1##>9rKo!cm16H-)`za-Tsaz451Gih5!)JsOk?H^CVt^kSd3UxNViC{?y@*_ zlpMS%q}nE8UEvGoRrCGL?m(O7{>R_wxu73Mfwjwx=*zkrn?zpMU%4}=N~_xXh?Ru= z|IPnS;8QbA-AQ@9r-GGR_rYV(A*cmUm9LVodVl+-G-DredfR_x+VET1-l%_*6-;ce zYz4k`p4<3PS;D^IQ#mIn`9h6q#Kzm;oM%5LO2W4FcH!_Q5$9ol>3--gPuJKz@A_uC z?Eu^w4(CSdAs;UOIwlXa{ZToEv|T_pTR9|s@0+i8+wONO;i*~25_e&sKP#j^&{zMq zrLTxJ{|W7VWJa}TK~}0yyn$=fZ!t7;1|&?WS`hCm9W&-K%Aq~)qze-*08A#*N%%b--~KL$#1{w ziS3iQA`KTZ;?v#hM8HUK<7dNoMmfR};$66`HL-JyXYSUDK&`b7!toRR`h{kdRxZ*h z-$-#r?YT2b@EJ1N)R<|_YU9@h zbu)EH>Lmf4Zl2vPvYze`%>$Ot-69bTBk#PY;-64WmvR0qVI~7%`~BG2%O;HZ5QXOH zcC_rrM4*|a^B)g}b`q3kt0Uy&a&r3d*e^ed%gMb$WkHmrO#|6~83IT2BnMb%sgSQ* zq(MR-8717Ph@Skw0``8up)?>IWA$wuR+EvJtV*mL`Gd=V*SKOQ`yvD3ni_4cS!>8S zrxWPm!r`IrdP4F}OZ17cC(t1j_@4Y6dH6FT*mm30Hn(?REN=Hn=i=cU^iX?UEqPnL zvGj1a1OwgVfkXuTF5)yKZ0`SzJcva(*+0y+-OVXyiW6r^obHSSv{DTHPfq$j;E^cg z3jvrI{Q{d^&Lr+j<}A==b)mB~8`Z&`SD=(rRp=^SOw4h&v5qrwmtTf0;%S&VB;VL# z;E^_hZ%b!{0>wW@3eZ(K6sTv5nP<-W_ODaUu(A^xl8VB&sC6?6jMDx3WL-$(DjYc` zW|d_wNZMov#Bna)!nXE@NY0xR%(0?2E}$LwBylV$Bhm9L;t2B|{WLaADsGKpOQ^h- zUBQ>GAB}a`22JTz`h5kI5P*LE8eX7dS7+DVb1@akaO%;HpS7HyUam_Ns1xK9MUn{b zYDZNpvy1%oOjl!>pTLtwFH!y+X;p&rG!LmQZHp!U)7TEhb$6@36zx+t{2lKLDzlt|||btmKH z>(!K`u<*g$t$Gc)5-nruWs9?Eb4$o#&uB59F zu*CoOG=Aml(p9%$O2!>B!|t_@qnq2zpDxfJxzkJEhs&YkW5-j^wo6Z9a`KplGH>Hw zfEn|e&m8D}9prJc*UPgR>vOQ_Q+EAlQ&LiM0~2)BA)8JD#xIoQ7an-|zsz|4OUzAJ zP|+nc&%=Du;p&rbyO8d*EwAdXm6Z8u+R^?@)YU4cvIjFf<5h#{*jux9D0=UZurmy= z=BbunhWBGBJuO&-Fm_!ycQaC=Vm|ZCw5);*)4fF;e=2uz7%LsE-A%4_irD)#c{Z(F zF0tzVEa=l-kviYS!fasfm>Akc;YTO=dNx@J8^+}9H#kM>B_2+m0^cOq7}@vtQ+Pz^ zrzq!qgmh+0E)!1dXE-DT^`;bv$&;;jc`6OxXR`OJcSzi9Nx%NIB?QMi@d;$fQkF+o z=#daloC-f8OsS~q9bR0>u!*FUgkBu9{$5dtYFqNUK7b58oc;z~dAR}S**?|v5B<@l z*XStCOgZdxx7-Bo7`-QiJ7=dp4k9QKisWA(fsO#eVzoi%}@ImSLA`d{6ZhoVN9%>C+g5XCCb`gtDFVWN^5?}66b2hM_h@i(^0_2IB2a@ z#}7=&^zOsxjZTO0Px6SXC7NLQcL>m3e3zzj8t zs%LAR0z5A&Gtlo+Yq7)uQQN?k$MkVk=erb>tD!&4!+#6URQFxy>`C@mc=41O4Dgyc z;Ou(s(A2Z_4Fit*YAe}C&slTnymPrG1POR*UN=7NH zP%nEa$xC|DD>r8=0l|!xRpDW+qW@(z&|g;?qiy@UGJVd{1fQ7mX!Wd+4|ZE{nX41$ zn8JE~IcLvhXU0_J_@-wA*}M})+8^hK&3;=dMLs!T7?w3q2u*_Cr9<_WqK+wPSyy7Q z@+|7GJ!3hJ8YWsb^p+E9Cb8+-m&k!p$8Xrju66f?<)4W{O8G_?(>NEO<8upGJLvvB zOpm4e;%{S9IkisA)shW8{*Y!*c~B%y;_!PfAz8YEdE4rHD(HI}PJ*y*`?Jm|s=jo8Q9p9TNjuna&-tf= zlMkrMZ3j`H>v&M3wbC*17hpib@yLQ50Du4UybU;Ed4`gFBsB0Pi)Glp+ex9|1k- z)g4(AP8s)rGoD6)MB38JP<9y^wkY6b2SeIR_JLVRU7M^O^ z;C^vsRHA%q`@0B6y zOrulM7jWD{&_Y{1)aFt*^VR>-$#UpPRMwHNeeQ_#N;jDE9jJJ{W`}jLAl*NG*QjKs zyiz0>pv6=Ab#`u@Zp(~=WE>e6%57iH%@a34564swV^4j6I{f1r_;{@OTX4}W$Nk~% z5_agdDLUi;I3q{&tI`ewfqXdOtl#iG%c0``8|{f<{svNDuh^5f0iykPZ1z7R30&kh zxa=mNrC8y2(n$M%!4pt&{V??$3~?h*+)*TLPVI8CEyBqk8btNeo-uhT`RI|YDfzi^$nd2QRKKAHjLb8>F|LrIpA@4VU&Q&v;^eRY!D zmOZABT8lbaTDFt-krZ`eFH>m}>2>Q!H+dg-GX}J%DqE@!Jg=TPG80pe7{Ih*n%+pA z$r+>5IK(5StP&NaUj#&^+#@JA_`a)Ec5$qy3HxAZzZlBZ!1BZTNc1w+MMKQI z0dLm61OVI_2Ds$xD*jIRg>9oXwugOgxG{%Jib1r@wus@62SfOP1h8M8%$GLqs|wqa zi1wpebJDhepHA#0@N$9K*_OXkmE{}sWipSBQqj;ZP=Hl(nLz?7d1&Rv8#2}t$Q|LA zBPH+a6`K?`W7dqghL-_hZOIr72ma)ek_3uW?wY%|t|N_N9%sFclIL2I{F>j^^!5AI zU%WES9d6!>Vq+dh`D;#uA~i+uAK3K&hBS%DuM`?2=BL0Qq#8Ew(Lcn)>?w{v8?J?2 z(ggps!uFYM;-V_!g2PznKHMm3M|RftVt63nzG5h=qYtB4%3UVcO^{zDeL!;J*In|@(0ZxJ6 z0+Q-;X?_XaF1w!A#9)*mPMBxy=LjvsS`uvhDGVNoLLC~^*?S~-lr9=E=ytCQEUW2p zCNdAd`{V4>$XL#H`jOD_2#<)%d=hyA(QGWpM*8Vt-);6J%s@Kqr#41o=+XPV8Ke`t zXIs0J>pqt5>|Lh1H>ss!tCx}x#SwV7G)aK9z}Jg=LxM|&Ht0O0-%kIEo5V$C0>^W^ z)LdRspC}B*jc`$~2wsC8X&d08p46HnS;niVT7uv`PO1fe_hbanqnrB+D3aH9eCQ~1 zg%d7dY#X104v9Z)(9SlWKXZIMk;R5lyJyB6f_ByA^HGP%?b=z=xaadpPn-MQo9i7fwsaD_!0?4iZz9o(;dtKG zjHa0+9ir2{y9e;0(HDlMvYP{^!?dw2?jP2a>k4d`eYoM2=`m2*ik~>#l&`2!{L_S( zl}`gZ)|3LjCkMQJ|BYVGOdhL~>h1eS1?`kqSWkn*`b~J$xumNojuca3*w@f}`Z{9a zqyxHibFmwXxA3J|&$LDF8|Nk6%a*$pTG7WZSL%yYG>PPjlGZVaB-%9PEnQq;p!7uF4>1+R5p+DdFZ>Wzd0r9PGz)!l zgI6g|pW@V19m0H1tL4K`r&TyxYRWC>N2?ZlC_PI>+>T5@NJjI?3)uZlgyh|}#&oHM z*9zgH?{w3m_JY^x5JKZ_QbXJGVz20Wr!)d^gq`kI{Kq`KEfd20cO7T=LAi7jK4Ls;j*)bVgo!TF%*-6MzX(Qnw4-QHSK! zH4OY0UEEDn$U@~^X00$KUfrxCF3H$66Nt{P-fw9c3hhr@qDp8TCYf~S37ViXI^{hVT#eyjaC17Lu=T3UO_}@mzZV*q})6N>JWT1mC*V_s9~91;^o1eA8PcKClj3_HhuutSh*)wWI_!X!IRa zv3qxC{@a+7A=Dy@GnC1wr)-qXK9w$o@y!&kWrP)0R6$N~_yAcj1V@!S9vaatxiM`E zy6)FCw75K2@Rn0q1UhP@ZdnAk?X8`Je|Pi4vE+RZf`8gjYk#i3{Kub@ffA;4w~n?~ z*9yL83W&dboc86Sr^ES%U|Zu&U&bG$rg$F(8KddPe_57CLT13%{O?d82ff0v(`wj5 zAo{yd6QGo@m7XE34KqSLxZ2K0zxr0azIxN#R#ikUqF8@cX}=1kzhcy&iWuxEuMdJ= zsan*<&b%`#XBJYjGuljO42aKv@CcVo-E@zMOC~V&ZY$2`J;APKqY|;?;Ut*B$hg~> zj}tRMzu~L$tKEBHyXZ1sx_L3}m%%xgy4;hc(t9fm9U^}sJV$xP`iZ;z`%0?S<9z~F z;;=J?7Mfk$WF()43Z`zNtZ31LbQ=kNMhjArLWG&@n;A#Qc)kpIg*Tnx$W-S z2kt{OCWlhoA=Qd7rh78GM25pMx2O6g9G(Z1gvsSZxRhm-H(L(xbtxN=)|Zy#cEr$O zdsa!!M`CQnN4D z;_xM&+1k076DbIlpZD*N+#Z70n`atIApRR6+S!D^nYZ}_&>q5w5;PLfinSg;20vYY zAEzIw8(J$mLT(71ydP*h+XlHHv=P5>B@MBa!|!%<+w>v6L(^Vr3m^^f6xp4hZYHPH zU0X~mcGyiEllF*Jv0KN8&G8+oysA(?6M@;N?SC|(f>}Kocz)7cDpv&t{OSX z*#kxXE|?fk@({(*4jyyj{UG_$ioFeCAWUWQD|U|Ceme&a+KFu^w`0&SORs8R8}6)!c}AKY`v}rK&}KBMa{u>xe>GX@*Csd zy?>D}nt&G7B!hq5R?Xhv7g80Jg5+ZVIi@gasnBYew3-N@z=oHUP+T1oM7-@ebZm71 zr7z7d?WkxbRSCq=3mqEl{JOArlb{KeT`zIaxVCyXtNtzdntuZ3I@|51c|iBQHUA!rvYp4ntVm-TdWQ=J20OYZcB07su6IxzpECm<+&nsU;dqjSuup*1<%waIKSnll$?;+or*x*~~v) z0s|mhT8y3D)`Q(0+1Y*NuPL?Duqgls0fkl`xLE^)n!6JN6|O0>*N`?|Pi+93Rdgt+ zUkI|%!%z`x$1giVDPQe48?^N!sjKY>-HPsuY`d@e)5oGv#az{PmDoMopRnrIO1P!o zApNg1`4uV$NUisUrSq(Ll=ze`pIZ#poNh%RkeAsxrqzC|#i|s8#a2l<9!B5b!VNUO zUi^`x{-2wLz?b{i;xrcS<5=7);h$CUp`_Ix5T%_mcM){$5asw~fyg;}Th%uRJpqmJ zXUdy6rThnga4vX`x9EC9b+$Bgt<%Krii}*|^ameavsahoy@&$y{K91;j|OCWeuz`S z=+9B;m-D%g^o>j9ZcQfy5|NS4@4PZbf6y&f7YGua!FkxQgS!s#PdD^>UoK1ok)-(>NPH2~ z9J$=*#=UiY;a}^Tn+?5xV}d?T=z_e@UmL2z)fh(A_u+_+{{-;=4y|9BRHmxy`;|TQ zdB5$`KE@gX>w?491lE+PPUNQu{~Kuins}pq~)Qp5&BYFM8mJvFa#DcT7dW2m_61+{)^HM}9L7=;CcMUQ*6I0hYVORB<*$@3Yc9h$Zmr`3~l zO7o(C(!1%J^;0h4SgXWpiJC&&FkG^Hv7b|-Sl@*8+RE%9jV0+X>^_COlb#tOieqFZ zql#W>4Z9LhD(}9q?rh=aZx-C1}h>i{!m-|20H<)pG-2i;jTW}f?R~PxTrr39K|IP1w z@v?O~%JZ4B5fzXM8;=bRmaq9;n@>;`FtRA#NS5wYq;huXN8=WlQwWFr~XryCOHKNKu@ zn$nF#S@aa57<`-nFugQd3dPV=?&K=lVQ5t#rC0qEc;>Aa7v&Y=rtDEqeP=3#hkIqM zM&gcmExei;5oDk|q82ORu$$02YBK?ujXb8-+lw9SABQ@Omgkjk^~8HiupC4meT$?z z+YfQoE0cn88i_r_F;9Qtf%!gpNR+eHl`eKrB%|8aJuv95LCq9QDb5?x7|jggEFq2{ zYZY1GLu1^F%QAQ3dPIafZ`NXAv#lwB9(NLWT0}6i;s?X4C0g7l?z$7CAOD`N?c!=K zC=i=T8{_(2vah8wS;?aSUkLE0cDXwGot7T-2UyYL>PF{VdJ`0{IQOS3gF8s--~P5x zauiwT0RQ{0krzk0rwKy4+7|4K{sH0MOFSJNubyS2#>lfNi=_p|NvkyT7cAaO)lLu@AR6^r)21gNc9FYBR?Oy8;&qtx!QU7$%R==EZ-)% zV_ScGLs=;zEr2cbS- zu1UpNZ;#|$QdE+ms+KWnF4;sPfB8p}d-!soXW8REUtGX%IM zV!=)#?4#_uF_%T@zux(4d}=Gr+G+y)b7|_uH*VfX60Z)sVBS)8{x0QD)RsOm!VY zRm9P_7W*^k=3~9>1F_F<;+>raO>QFHhx?_6TU($5J2=mW*%#lBN!}lDp#*CU$?bh=6?T|8pkwzkyr3 z6l#B`9_qEQ32?friu&FXoMe4a3e351y4%!o2FoFm_HT~DkEbGj(6uw%(+@jPkV6i;ae$coz4d_)&TGLQ^sH}{Y zKEB668^o_`t!l_#nJoTl9IOT3E^Fk-4^u6gs}TLGWLZa=Jwzy29Ud&o4~Kw~eMuIfmDidB2|GFIRNW zfGyIrRYLN9em!6x;4ZM#h*f*_hnDoy`;4^uwdIyu&^z|Dw&_?a2lX58Vd7S|HYZ9+ z-!|>cme#1rwb<*_?%UTHBUhG>YKQ2gR*owOG6f_tZGcf1R~b4~faa6obdEbVv7ae$ z5lWdmjr@2R_E)okOAQ@QO&&FQ?d#^(@2 z1Mz?5lVY;bL@>F3oWaOMW_U-#< z?`1!<9bviP+$C#WBNuJw-CYRic6Mjs(C2ekN@3{$KUrV<(rwF# zf)7x%B7U(+|9!`v8g&-Wy2Oeo^r_uRHilmWZTmAC$!#hij zC(x3^REMN_c7MmWhWQxq>lGxcb!NwZI?pE@>|GiBdL#q?j+qjctlsC8BK)R1YP^zn zqOUJ?G^%ub@KUW3DyYZuVxWwC``B1{^6t}cmgcxjMJ`Q`P#MiCSNzwXQd0rmdU6@u zq0L7XU77;jd5!MmS#MmB>!U@-iYY}hxP4=JRx4e9<_luX)Hxt41Fl!ku<9J`lbesm zt#TtU<0=M%{-Eg9Pjy5^J(u2UX4%-(Qpsv3j+x?y(M(*ZE zv^6BIEzXaleCG+(i@q-G!YbN8UMJ zj44pT6A}|y2|PkSuU@z7yLKMR0XDELNg=fV1~dQrq5o&-;>VBwnh*>_41PaqVDuuu zL*exYykKiYBdIdB_zQ;ODfDF)2T9kwKb&HULT}u7ms&L~{1MrQ&AVUK)aD4*@SCm( zoLIZzEUJ!Cm=CE|@=N1arcsuoGEw(=b>!%4o{C~aGl?FBhOu#45R!0`-S%fESE!~b zO_j~>KgAQ9=&v$yxwn|uBKfIB1_WPgmGi1Q$z@uOCkH$hkg$n~-kmO8J;i3?h*#G= zkTi@Ux@>DWP+-!|RO_pehD}1Qh1DdPBvP7sH;p8o_`A@L%V@!jQ5S*9qvr{mHawD2 zT%-jP(H{Wp3KO9U#3`y|3xMWdfg0 zozXdABkeQ_+6(3qF4DoiNYe$uFJ|qv-`TezXDXs&U|8>dm%P^E>#uuaGgzf^JP?9D zaxM8NI3scYYEAXa@53(*)S7CcrA;3|Gm(&sdM}Z(Aj0UVkI$q)@Q&oz(xHn&~y;Icf znTzV^u&<9#!F$an+BPGz{39bCDw`4(o7=WtI!zyc%gC*i5{M}HIutp-Xls=MND^4U z?Uv(`Judyo_>@)zq-m4Uch&FF1I`{G)Go%Dqo?`;r5XIOlbC1g^7aJt@X#YFxp1ze z@2_GGkgP>KP_45l$0$K5YNpJnw*uhS+}AO^-@!zkIYj%h&@ckkSZnsz@bldYf+yXd z#mmkzli64FKp6JWGB8E3J4?1Sh=5*eOfCM(V5bi*zN8TysSbYr!&1}CM-K2 z9pW*p2z^CBL%26?yhSbAw)~t%XNY@vcwQY{RG7D_=9cF^b>GM1crJf}ZPQ}IF3lZA zU(af-m%ICE-A{cT$ste4MyaR`E}xe~BESP9w#w;tO%pjea#e(V)$eoGjSJP#0J|Yd z;ZL2!ImOizjv5NJ&lvbAY195Xe`nQJc#3_cN)tEE ziXYdN1>lyAWwACebEVe7F(}W&l){HztWFpW8C zSdi)5i`$`UDsOlwJP$2{zN^eapNGUizh82Q=(e|}&_$75Wc|;M5B-mne5PS5%ryG< zb2U{FTubw|)ucD;JmFJT8Hn4PA++hjVa|0JWNCL2blEI>~dKv^A zs?3>+>oR#dr})yJ#xt*x(_LnB8e)BhEg5U_Gi1^YjQ1t88opqf<&JuNL* zfjVW;<3;xZt7t)fUwraEk-Uza>gJ;#sltw}myySuB7#TRrn@&4e0JS?mPe6g@5KYx z&5|zSWx({14*OP_u4yA6+E-5DzLeB2vM&Cdt$z)vUvgpk&b`dgE6tl|&bB~crcJA< zpVoWuGpTi)O-{V>5v-!Rk@$XpnlUB>E~*1Qk}no)kJ}?$eBX(zZ}J0)JflfIn-D|83nM~SzqU_ic`%t5QEA@eHO{1- znpD~csS^$Q5=;IW>!!$M&=ccuUrd)KMyKtFx3*p%^RK2cIyxSTJajuP1OuS?bF407 zEl!-!%-+*cD^KnoSM{{X^NC0C8_{&t(vSSuQ}$Bf(|bei5iY;IM4T0eNAeh`LKKhx z(ML>`1I3cI+ll~ezD_S@>(4Yg>OzA4n#PmlHO|t%lUT`tkdN0@cYUAPEE|#$4EsoU z8n#PK*bB`=kV}}-R}q>wM?&bGTtlt0nL4b3m`cc6a$_)dRy!2i_=PEZEs-7v+?!qz z0rM#i_f1~3n^rgOJWu0_hKMjvg|skM=s%4}bpYv_jLh1FKUqd956j4P7_;VgW?Ewl$S0`YxrSURF7F>!-6HI6rnU^?*$YGM?SN zxD4QQWGT=<=*5C@DMa1_l330x(}i*o&mMdKcHnCm{(*4g43*VC8g)w0^VPP#19DCc zUGz$y_KN0;Y8ZE@xl(vu^jRxyr+Q@^VX0%n%~@;usc=hoc_$9YiLfgJTp*N* zf|#n(*Q*f2Pm_A|+}iR5j>SKEKF58LN){T}z(T0k&DMlAXrty)p&#jw%bR9$Q%>6` zratYf>EfYG5&-|4pGsNsut;&8Ci`qhc}{p?lx=UN91>1?p5d-gW{{zon6U5R5`pPh zu!%aNA2h_aG};dXbw{aH_~>44``p|?Zj!!3`nf9qJ00O{d+5Z(}(&M;}#6MbzHBQmtGB z$<9DKUvcZ?7u=-N;moFHLfB1{P>F~Lu>BJc9~c|9eLgr`o5h+Azj&fwG%%Xby;
F1CrjR{vr+$UT-Coy4NK;0$ibnrC)7jJ)hWr{dT=2i*eXUIg#Rtu&!=c8sO5Urp zQ@r*0s!q*$wd+Q-OSrbYomK?SDmvj)+fVb>zj^IR@z1!7TT``$1uq4a9jd(a7;5Yk zS=sSYmtT&pZy?iY3O;y(ES(;r5c}lINFWe>kfQPv6UoO(uLbNJyo^RGX{9A}g_!01 z(l27eG;Cs9t<8z!GbiL;C`Q=QFwG@cz1m4CyjA^?jt8^*(Hvt=q1f=vr2~y;MqjBZ zrfkKBm*Oc4%2{%OP6mUwKEdcgFm^mcXXw-dQi;;;Lvi3YgS?B*{p3C_Xh_C$e;WY2O?oEWg4 zf!yf~B}4#9Wj!YHDIN5*Qap4I5Nwp| zlqJACJxAR;4*$pF94kye#SRn1doEJ#6E>I#{T6TxY)UPaEl3_Mj|u5(m8*I|LVDM~$n)jA4-@iAL;@ zt%>tBy>9g(CX!(dU1Gk3L(lk6b?qE2vGtKY%M&$WLlxxHT)|N0r8UoWT?^%`w;ax6 zP4v3oEzJWWS}PVNTj&o{GqqA8B+il)_B43X>n)~c6EH?LbM<=CWRYCa=XV7hDpcJH zRzG>X@gqDf7o1fLC5On#u;-wkW3jM^N)Qa`Vk-Fh@-aXG_RyRi`@2aYu5AHt+ z>D*n76KaDM&Xes*iNv17{g(J7d7b)aEXwD7hJ)*JdWNu5zKH8ylBdqe9?tw1W~ZX0 z&;9mWsO-UD4zURuKN#oimbm3t`}F+3koqnDai5nU z65+j#bBS?U1d!qvtF&+?Xs}U+>C7o~*n+%k3JFGXg=5)5zwwjj>X7Sky?@phFjQ+X zuS=CRuAzmx_?7*On$%4b+r*ifj?`3>YxWP;Rp+`$ey-BPxCl>Zjv-!CCY=otxlVqa zs<^A8dFclYXi>{h%Ne%vK1^9W z;jA5>Ml{@n*mqnydYfHb#bj&b(P-tcm}Hh&kdE$x-?j8~o|w&NgFl<3JG7`lf48TC zBMSHaVU@-_SStBTC17`Hj`oF-@8#cBisvg|3vtENAPg^_@bs>zJrqlBytzNukSWH$A1ZjTdF5p~&_+)C{|8KjX4&qlpUZrY#wVN(3+)TdI1bxG@r zhu6GCU|L4a3kXs^%Ht?HcAddvI*i))@h(-~P7{4ZXk{dJK0aNoYuhNy_W`g~#kDvc z9=R2$nCMnOiamQz_US$3wYp;g#?aVJ#y8P?xo}dH3pcXb9Sk=9pDY_J~@`7hCm)R?h7!CMB?q#Ab4gT^X$fuLoHDa=eW(@6xG+hMH=-h zIK0b&bMjDe>s(YH`;jDhu}Y*-z-I-W+I^jH)|G!iY37>RW8Uc}Eb#_!q>}V}@+Y3= zLk_=Y7|pknvRxk?Wj}wDqDIJ>>#r)Yx5Ba_Z{Ans{HoEjr0a=blRD3&@F7J` zuAY^)kE<4e<)*}tOw_GfEMbPr8R7h|w$*?00N5ovdq>AGs*f4SJC; z#dGLVy4ZWu%2zc6LmIl$D1%d=9v;!Hf0Uwk&opn!H{p?ZBpiQJn4y^EKSYD%3F^$N z>-kNI&6lMB9e`yYlF#)5b%u*ROV*AL0BNGwFTv6U^Uq1K^QqqU4 zMWye^nxwqRii<3hiN^HlWd%Jf{rjC~_X3)%EDc@D#B2mcT6jm+npJ;d&pFC<+*aC` z*$u}PP4V7vZ%Y^ZyRCc8roLsLx~t)KbWr`)2FUVGwV9-aRdVDcN+b;&7_!%;65r*g zHu1?TMXk**JG$J?15w^Q+t?m7EH&UQqpXJ zMo{BJG-2ZK0#VbZ+Uqu1F`MH~C!d!{c^i^3!h2ywmQD5YTK*uKuPIqYVG{ z{)r^Jpz1D(DC){Uuel(%n&Lk_6mmIg0lCq+qHonh!VbC0%38YSz#EnSU!`B`WN$0W zc*1|beh&&6lCNP#^d;<1__qWpHkm15KXJ5MeG0cr#}+R~Cp>Yr>#B=NYc3E7kaJ=D zGUPltm4*~}O2T0fGHzGq#~p8}=kaPwfV{7;NoF{yX?u=8nR7&GVkTL)f9#UIgWdwX z)~lHplevo;5+UHwR}JOM$CfwOZ!`Wp^_jnb>50?ceEWcxYLL2nNfx{UX`?$u3fCzS z4Xr-gO2#WH54#1W-Uj-mG>NC3oWf%D>(EXeFFQ6juln{U3N$=v_ZvpsUu}Ng7);)o zsWg}12VVawMM}D`=DL;|dN?nNS8E8%rU!_0Q#7yf@1Ca(D*6j{t}{*-{S4HZD;`Dx zT~k@FUIdTv1hIX~uD9TCkC1$4nZ!OmGh^K$u#)yvttL!S&7vNI z*0=nw3|JOv(GdpA_Yqs>XA#kEX#qyvd>j6}G-}JH4{U#iKcnn2iv1(@ zDx4OtjiUy!-jm3yn2WgW*BSfX3QW^hgWH>Z9eG)L2uRCbIA(1&<~z9NfAF&JS{Z&} zEyIYP@L(92#J8JIGQakz5Q)*D<*c8aHd)vAaP_#HR1E{ADc^!ZKj^=Y<+%KTOhXQ1 zzF}@9^?E$G99wjdtF{AQy0TGDeHu}-Ug=^eZ(~ZZ(Xe`gC_J_GtD+fxfY zS4nqiY1WK)ExY;9&r=z!J%Z-3m7{;5q9uRnUM+2PHp+RMcg1xJF`Z0(vRbE1JxFR? zGrCIV%rf$hVoDIDntDc5@SdJiQTC z8-7?%3)+q7o5S&p3zZqtFXVsO2xdFa5152!p9(2?*AZS0X`xzAHoq~&5 zFR98X>mkU5;WRiAZf=GXNbI9|ADMgGAFP7nYPw+0Y>Mck7a-~tC&>)|vlLP|C$fRN25{~7~_I>*5DkUtGA;5*2#hHG79hk2ilL> zbkT^8DCj@RUsqI&(DuN@6llW`qIN!*aOaSrn{J7M*1HdUkJM;M$6LsAU zL&cvZY*+zzvUkyXQHDjlXRY8j0;P4M9-BxtW(7-0Hif)IlH1zFG-aWh?Lb4;C^b$T z!X2ei7vtaX%6yJ%Xil`T?)2o&?WR+&KEs0G!gI*bw8QR?=k7mdaw-FkCh~*rP85we zSYzILR^q8I;5?Sd-jczNyfpvffTP~%KCMpd-7^-#xGNcBvycStz2PVN9fYqu&!;;f z*LFlqsHYc%Gx6{_FRYGQc8tN@b+O8q_#4)8&&WbrIPoSc?kg5~ZQ${|vEpJubEyoH zSU!y|9>$@VO6F2DBh-Fkb923aVW7UU7el9zT2x%UPZIjKxmcs&D&~ytzI{Fdc^~6? zVoaP;3H-?y(AStA8{-M2W9DYYoA5I9FnWBurFC{m4_nKeoasyGN+JT?=&G{Mtj)UH zM-w>iU+Rb@$VqG`QJt|{G00P-Jsi|R=>L+xETcG2bZKE)Tx(302Yi~;Ntgs(uK8Qm)x2kW1x~>eiB0JKRqgO%0Ep2 zQ;BGtR;n{f{*Ij`wgA=v7S{8=f1mKTH{z*wG?Bu`gEFcpV$~(@SiB1uj5eY#?SD z1Oi_x7-R9YN;DCz6wTtACD6}7d(9oD4;pv22RqlA@i}jvS)x4{31k(BtB{0RVMbBh z0Q*kwQ0#*Fs?v*xBe7DK;J$kn7tvUYtWJL;u+MgSi z*m{=dz21q3G7^9Z{z_)D_4|9s91jCIaE*iiB9z8!IQzU%KnJfm?qs z3HRyucGe;k80-2vZ& zOEx;&w`#gav4e(p%v$Z=zEBP<1P zh6P2F6kOtJC7scU^uN7ec6U{Es5@+{n0t5F;H<%SIO0tB+4_Z(DJV3j1aVpq&mCm5 zlo2d5`oaEWO{}px#&A1(v_mP(KJGo^cDAkt0(IcJ;(DFjBu{E$=2`a)N0fB&x>z)8 zk7Zj8{#8&^EU`c|O*H;EawP;?N=8DBax*Al)D- z-6f4kHw>N9J%q%7baxIh)VDe3p8MAQe$G$Wd#`wE?T@G=W$80dP9NKNwaKK@$}0Qj z>ZG~g#r;T+vz-{ieQWKyPNx2JZ2fg=3w|*J@h~TMb;;m_f+5_H=fb^4lZ9cXOq1YX zb@N~(Z&cd)xIKFd;k5ndTT@Txn=ZmE;3e#We(CHIt__NMlo|HpWF5F$KK8wMTwxMM zB@yX*vIi{i-!Lowh6|lv`AQnjk63hh3|42}f_)<2haIxch17XI$bP7inbfIusrx^O z6>#5G4{6{S@|Sg~U@&Y3bMG&qLdz@m1?!?Gl@!6_{_%bE%!GoZy@)!&y56=1Wn3hx zk3#t75=h12|DUd-B}R_JG6VTkQ&swd-izWLFN&;Dx5k0)?4$2X*OIZ>w!a;x+Izyv z2VLCU)znXU8FcCdTjfNFI=*Bh?^~b zfOdpw)hLb7F>|Hc2T;~43a3-jTqg%EYH>w|$XMFM1U3i(0 zWTz@lub_Yv4e9V-^LZ zUS?APR}8a78twcU&y~Y4bu+Jq%x+vy`ss=vB=nQ-f!{kl#I_{>8d`0aCkXglCcDE3Z$%E?9jAM*L4<+D1OTl6Tc2v*!cLy*(g5k6;U?wy z+z$CYZ%ITfn$SScdrg_R_NwAvdw~l34s(h^I2S{tbHQlAQ&Q zAq(ooQceut5O=D2E#Ben@vbLlr8f@rLJ()iw^cKB<5xQUZbb*%|WSDL_VCG3BI2if}yZ4&59 z#oq+ZK}_U3`yE%;KX`vLX0Een*Dob}bb~75BF*_eDzCW=7X{SWP5EqNAziRIItA6b zMQ;z_V$9s}Ky1`Ul((%U0gL<#WTR#1 zJ8lo-RO6C19?JUzAv%h8#t+x6jDb3WI$oJ9g3PTDTR+SK{aXN)GJ?k}U%0GsUo?-Cg_fIbrX zpL?q;JJLi77x6{F0Nu`^R>X-TKg~j)Vamri!w3p7AY>VZ~{y%?L;5uMlWjUlnGq$Gfr?L@D4ve?$m?UK! zsLdn2?LB?*=w1ijB@=Fe&2x3sQ_+JHg>nHtwN$$spq5~T54JBE`Vy^8V6}oGZ0}>e zHq5G2NrK^@ot$5HmSupM{%(G<79+71m@W|>YB2qB2X*hnxozVlCwUD+rC=dIRNx*S z>N^qJN77#nu-63`WHxss3d_U4V|z#+w=%IY`{)^Ap1+j;@+Tt`xVQdHFF>;jE14Xb z((mjt8d)RNgL(kx7b3|8`=ma0W`-u*NG-=@MQbZsw)gJzau%KzPEV+-L$M)72?M7` z4L+_UA>5H^YFG+I^>RCzP?Qz@~mVXr}?{W#a^# z?o`_xNk6rH=XH0QS-yans#C=jy!qlZXI*FA-YEJX*J9acNG4T*-YYKb2j5NUk$av# zrWuJGOrPoEn}HmYq(s`Z(BYm@8dPjJb-6&2YU2?K27{+HHBC|B-I{mFA-3w@J&VC; z3tROir>}C^ARuDd?l`X1yL$1>wL7$V+GlQJBu{r63WKUg(b!iD-V(EhBnyXk7C`wK z^Gs;0l#^@T{0{g`fFTG*(ezc@WJYF921VMmuW`);_{mo>*YjCVI_(UL$$ZrbGxC&b)bs^vziKfdw!FLcldvoe3~Q%K`FgRWoT6r& z(u;A6?LRO>2%IHzQ`yORmusNo2#b6yWR0EPGmss4}ND^LEKpk1Y1E8r#La{Ut zepK44Lravwq>$G@r6$z9Xs(l;Bm7``_^6cP?F=9Qp%2#Q1>3a|sPHtG8$mqN0M8wkRrc}hWd>f^laXTNJ z;x#?2?Nc>fWP3Q98g&u`Kt>*u;Oda6DQS<~%sj9;Rp(e2>s~-aeGtiXof7qMm9{Zg zR^VOeYg&rLqB1bixTk;A2XZTkA01M|Nr~3KgTmJZM0&~&=GGDmxl$v3*V-#u5hxJ8 zUpnpjBsx_B)AZ#qz_kWCh*;A|0d~Xd^pxQ%>^b?4#WC;# zNvV4i@KnG0w>_sBw;|j)p#oeDyhsFin&5gvUwSCR#vYNKEy>Yr9jjEN37_p_s*tjP zQu=`K_r7`EnX~~+h1DDdXE@U%=WXBexCO*ad2gD?(gWI29^yYxgmebi0OOjP*Uc)K zOXcBJ#$n}i?d{BDP|HIk0HXEqTA*C?`a9G!&;4Pd;`car3=ueLe=-Ts%#4>0-twYN zzD@2)__Us0%L;z^EAys7Nm9OtdFmRlMuqMI{>BYKi&H!{_^)Al|90hhq_Ny7ZsPc zHoC)$^>iv*YsCW>F52#IC-VhwE%YXUE9S*oHVwJ%fag_re|GY^%4;n~qDb&6POwnm z8U{r?|J~g!cHw_B?Y%!;+we-VX*0v4D9Uq<$|ef4#na)go7LN{oA05P{I`+suOIpj zD59}XXR8yrh=aR(P}P8&%Noe8w?l>>RxK3L*5RY~^vkAt%(y=Zp^{#wxqp)Tt-fZM zjGqsKRst9KSTp6=Bzi0~EmSF{oLP+)%8c?GrO^VMAftzsB=VI8adzHPyGFcHrp0B( z`2y~e@XHUHQmmV5<5a(Dtcm&(`pe|LAN7AIFBvrJ>y%;tDCJ-T(NC^migYaJVZX$< zr_PV{*BnW@8gmUI6TrzeB5MOgb(MXzGy+*})$@|zfOOf?IBTP!$@RVX4a@Xd$(<1` z8cjX_e$6o$grLjwvpG}+4dmv&Y`6UNc9x1P)MGw6K;Icclt#6v9cN9`TY*%&eH)z)Y1D zB7};pIm!Wfm>-pSC0~=4a zZa3+7ADB@gTiTTh{ytqyBv6=cJmO|m@NRX-#pl9h-zyMj!E_nHih3)9(7RWqAeThNB^SgWEf6btOF^O(f*iT+_=%X-EWrn2S(;L+8tbqrfJiE;@cab zJ^#`?nLhGr`i<^3U0lN&eXhs1@Ua5+U1q%_13~2^f)Lp}-hSGS43j#uguZCyp+=!-|_llW@d%lP_IZ`LU~%5MhBl^-e-Oeq9N_pWP&mrmZ@UfvtAP`M)o8$Vw2ca;$Cf zBx0FYY~Ow)bS8UOh_DZH6=*e^elzgUnKE2hH?B5Z;E|zcC*hzS`YeQd}M=pHSD)`FN@Zc0gNs%;AJNA~$ zx72T~L}kvG-ulO{<;icnI~mkX;8?UKoUv@y%U9p^$gyXJgJQsZXer}q)}}0TJ*MEu zy!hFM9qD48>rn}x`FIU$_LIwo>INicguzUsm*&-Xo3vQ;Ygsj8iV9jJ&mc;H-)wLjKATxhstO@Nyq7c#&F5k*2nGNrBLH^Co{eVwvpD z0P|~sxJ=EQsmDqPT{G%_+ZE@153bfjpKnA7X;yah>Up2>+3UK_r)h5O7s-oSfN_I2 zcmr0qLQ;=Cwj?uB>fLc&AZbKx5w5ei-bjrS_vR*j@hW|UsvkroP>_5Lq(VjBbzw-swr$6Rn`doHq@C|;0kzH4k6+gHvd-1fCE4u|TK~e*NK=c31 zj=sN8DzLo}XBLEpMw%f6FIWxbK|}yts*0U8i<@dUF)NwIZ>|^Ax_WtRq4T4h(VAZt zj>E4JjbAmzHC1hxRAUz6#YWi~-Koh_-n)ZkGQ+$x5nAX(9lj+M=Qctjp1(=(d?o_! z%uzDkp5>$(2#r-}dFAv_?3wJtoqY78ivkY(Zz-l%K5o zo?K{nGa`333f40*QR2-;kYw(3iP)JTpS!)|Vm@Ppb@ z*KS&!ig%mC7FPjQH)YA$HZW!8g7?=pEJ0;|^i&~x>rK@?Ay6j{uRN_(!S{sH#sA{g;mmHjf|&NkmZB<*BpvrqS+TFH6$}1qvCKaIVO$(omQ?zk+&^KUs`i!;RRA8Wpqw zME@vQ!J8sf@0jCmvB(SK3HsA-*Pa1)EUE1h7;3*^knCW0pNHw5QRd%2o%NVB^N`b*8A`-Y@}7-z#jF8 zpZkLRt8(IZU9gH)Z>yKOf&vqLb018Nqw)NtsuCsKnlu+1*iz%)&B>{i72xPA=A{$7?XP!!*ihOhC zNc|#D5)EAM4%gU?mYf3*;R-N2P83{(zoM--P4JWp${Z>09FM%6(Xw3T)!XC?n^F(= zPZAq*QT!EF1bOH8XPpj{vXV1(=fi@*@0RW--->8}QGF#v)p>wbbbIg<4f~D)F;dJ@ z7h(L&`>>zK`|4&IPOAOYbH4SS07o(NjU-PFhJ!Q_{K$vV6WfAr!7LA3q4XhtMi-fn zI>PKJ_m{I7{FI0mVJ5a*y0H_yM=Z!qYeINL+m$!a>hLRN0gzgz*c*~$XFKlQH41?* z@vJQVkO?e@XPw4Ir*~|C<^+)J-hPdqb*2&$Q!Og9G3jI~n$h*Sg?r`u0FfEWWH(FC zcYpr&_A>}$C{y;Zwwn3z;C$u>laA;D?TG)3u=ObLp*a?xZbH=rtyM%Wo$>oysn26C zr44OhhNRTxwKRlO3N`appSw93u3|sQip@D}j$C~dgFPqntiU6i*-Qm<;P{MLTPa`V zB3P@gOHf1qlR%XkdB!*rl>&@f0GA+-HLroqkWty0VggYN78AO5po0=y$}WA>a$*fV z`ay4Lt1$4##Tbj2K1XlG3dl5NgIlca+nS+@EZ(|gBYx}C#;NAU%RsrzFPU~*9OZCI zIjCEAn&0M&x{tOqm>zwJUejWrEng2(J&s2#bw5AHs{EpK#2&O1H{)gDQs1$;<(>yM z)ig?6_Rzh^Mcd$tHR}ZNo$oC{2_2-gyeKA*pFd3{kw58mUD$(a5gatjP`9!4_G8?1 zd9wEhzTrV>;1&Rmdpb0SN0M5be2*Ax2o;^pXUQ8E`qS2hS=e9+Q$O9ieD%WPppzMr z3D~Cd(qjr^gbJWePYiGz2C&FKr%@FlE3$o2&V)hJxRpqFol73%-CAK?vacbUBY2b* z30?>E0U|O)>`2Y6eay+V1c&dBX=oPA&S-King%taux4H(?;MT$jp8xSexHeswp)-F zzi>@sQ4$?_@)^NRq{~JG#9BSxI}W3hB8vEZfvkS7Xdbyg{Oe5(z7Z1Dx$T3$Nb+Gp zmDDEzpJ_nd6Q3_e0a?lVzlLb4?=w6Oj>ph+kNhm{>?#o*gsn?PILg-_iYCSj9`P24 zt?Xn4e2Vq9pe_`+J)4+3m~XO*Q+8+W{gp+zA9c4CrP_8(-1hnN)1-mYHyl&#{&myM z8y}n~Elak!p>FcY>eKMQkmHAB4(!Y_WQQ5#h7lE-j-nWYwO6;t@(M1`{1m;d8IPlqn50+T1lY zTx}hUPy?%_AjZ7CQ{kRS?m0->Mfyl&^PqDnI`kZTr;n&_%Tsr=nxMBLuD*cB<77>W20Ai}W)(VB?CKn9v+;_>gg{p>Msko4bcs(#Gak8& z_E`xB2{%Y6^nCoM(xO%WM*G+giQqd%`m66DW>Z8FOY!w%m!$c#oS!BLLHnT?zWH^= z_#g9|JQbx28z?sO!0#CDNd$L*35gPbji04Z2P?9{I|9+X`QX2m&_m9bfwW@Iy7!s| z)T84CiPH99XlH-W$P-MyPqz=r4oXpEf(zZbnwD(@sc)?(wdWkCjKWY$toy61&$CGQ zTq_WS_bYm?_B#(q3EdbAGqZ}%O|Or3I=@FPVj38zJ%snk?{D|o4!sVG7tU+zxUb!y z9=cAQ=$y*bOMYyq2M(EYQIpbbyJbz9+m!#1hrp{+ zpsuij`CM-!+r9Z;rD}*2$;3X8A#Ql#b~@CB^f8V(44k?Kk_oB)lkW~Sh_#*l+JNcd z<+U#+tZ$41+B9}toMLNe1*PzGzaokKvMbx|w>b~ejoWB7awwb=;?6($Zd|8K`eC2w zb+JvSmvMu)I>(vJqQ(T+sUV&7+Kh%ysJ=sUJ%m$_JgeZU1SROt{9pHb1;0wj#|uG)I8dM1G9Cq-r-~#<*h%`u<1sglQje z*}o4jO9Za)JU}<(pS%tHFTLXvpn>(k&xxq7y%nU?I6;XYb4t@o)X+Y;84ADLHpthx zV$YLkgX8PuB)g&t%JuS&9!0;p`_r{9%hNQAaX;ZhSksX%3;>?5-C{W(!Z1C^`F2w6 z9x|W8fM%oe(8Y?iY+IbN26+#gC$6ZS#M!~h0o~$2wuXXdhX!>ehUIRhSc2NDW-a0> zyK$dU?@C%wlBo6m?i#RZ=js(9`9CBLIgK;4vgkIe1NhbL$r|Zri^Sc<#mcot&)!n1*l)N0f^gHC5_*|QLAXIB{Xr*;(8p#S;z^rN4G4V=B0Iy~S|!IflKe-2@r z<{o^xK5(j&0_{e8MAITHhw?Ley$;3A+MhU#bw4AXN&+ZopDNGEve7>6HMmHzQ zI^jKhRY(G)oEIPNF?A=w-E) zoE;_Rv$A1yVy>JLo9Me_o31yl+@XBk*zijmuT{Nu;Xtj#}`^u~^EtB)q*7*^`rla6ZsA=Q9%CI5C#<80_l z{E&X;*}+68A9f&lbB+8LRG!5vVuy@D`^%Wx(R*7)@1!eAQhD895PvFYUiY$t5W!i0 z)w6SdNp_!uK$PDjS_S7M6#?9QVONR#@dr)5F29S5y9EGT1BtQ3>K=0z1eQkm+^pg! z7!VQ?dUOFP-S^`bRxk#9w^v^-=3UelFT55vL#ltRl8q7DHdnd>gRtuDcII6nU1>*H zQJI3^t)tk9?J3ZU_Mmqq2;knz{?0>qMX}!P&d#9TojrWUD5?Qwdl_Vlatcqd?8pQn zxOR^H!4chu= zR|D8J9P`2{==Bj*6yJ)T(27^m#fAHO7j4>Nx4*k*`zRK9rJv7zNCJGqUdumWI7X`c zP2&gTpZrY7uFP_?P%Q>GXLT1JzPS zHOJcA!1Y?5B3ue8UCVCfDL>t)bO@Qsu8F{uhgajOaZb1VMqXHXcG!yltb%EGvq%-G zk>Dy8j~%*3S*5Qk3pP)c^~q7n@U&&u$CJuGM}3_nQOCL2w3rLU?un`eP+_( zpQRYnaPK-Zn-GOHJ@fs9O(|7m93N3^f zdu2TyeR^I9ugOVH@8Y5nXNnwOtSzyu5*$f;H3!UMwHy(Hws1XTiH|rr z7rD2;RV(H8CwZ3WtW<+iNuz8Hxy z-a~TkI4r;0DMyI(XO%kLMjl>bc(5j)cC8jH5cB+%xf1EpoI}aIh1e}${B#1I8CCfg zpWhB4Z#Sc6s5`w1fXatoF?DY~{a4yUvH-GV+Im(DpG*m%URPS{q|IU|<+0s0-@pV1 zW&0vEG>A4k28b;6&fWr)p>zg~BB@5Rd9P9$D%m+ytz??`pBz)Tjo})=mMln_Q%s5| zpf9ziQ*RNpDp3)}zu=?Ls#0fnM~@e!?jK<2mWx;j*sthB?0AXfrQ9wjMPQdf#=ZM0f@1XsvXn-C)nZUg za(wH4VakhFnUs)5;5aSoP;hIK0gWqa%hf#>L3)>9GFWSv`hA`QId(Kb%{kPRiL|~! z)BP;G#mBS1ZM52TsT*jYNQJFfuf9IYT$V~(fB#C%o>G1%-~M07{)m9xil`vl*x&Sd zmXQ86T!F2(1UEy%&Y7(_kD=Q7d~GHT1Zm)*40%4)EK0^% zI>8F<>SHXcH^k$*m|63O?$<5qw!lkm;hBQor>Tp333}xX8${)PGDvib3pp`qCq104 zmEJ(!yzx}qsmq-_9JmiPn87p%rBmup+$m5FqsflX{Oo=IlTr6!j_6mFJ6p!vvyr*5f)Bq?|4IQGy-nOpQ+TA8Ms9EsGeYdpE zy$W5$K=5W6Qw>w#QXgJo#$U`(+{>=VuzB*yw`+yirvBHo7nJ`(S@|n)n@;~hg3v&G z0MonQ^_ef8Y2DR1EFyK^%HEl^Du;9XtWlBKeJ5<$62rfJm>Q1tF>Z;tl-4g4?$#9e z>|W1NU&LbJ-Ce-MG1UwI3x9p_Sb+EVbtnT7z{ded+;S#GK-AyOUseE#FKsh8b3|!; z@5`YDwZMs|kQ|Ead!%Z0V1G56Z44fB)akXiJ}-H9_~#{Z(*iO>?s#O>{&T1D5}7I2 zRt@Eyb?-V=3341V-uOFy@KU+0l?E`OHheR5NZYnxW+tujYzT6nm*WFdm4+FM;Yjmq zPc}ASmeRjp6!}=x^1&%paow|nlLyV2X>Qij4JJ7wJq@9lfv631ih%amGg#lSs1q=H zgdDYK^j@d!saHzPyu=v>SRKPr6Kx7uuW2j#2;=5g-i+bXl6wmfd$n~NwoPyx8n=ZB z>>vhhIlNYr8IY~)Y`m9x#Yni9w1q)h)_O<7S}JfocE;2qBl!dXd7e=MUaZYaNwDR0 zp>@%NGkN?1DGG=N8qG)+)*r`O()cA_^iE+G!LgVw@^v~fBaZs!moHVuaQ7+qaQ=;v#N>QN1pmxR9G6|&a-pZPQ+*MW7d&6)tXtJvq_@Jn^m3`IX$H$IdfKR5muwaZ-hNAZC|FS;A_xni9Jc9SKEqsyf;%==|QZI>ha{hDc2 zfXWg)P|+$38pMupyJ^R~`AXOR%$onN^!5kzb~*GLGWBKbJ1r27cia7STU!|=TGTfT zfH4qU4*9he4V?aMmL#IBIyIfYUZDUsPYTzKCz64hNVC&Ejn-#viOB1Z6UbO;X9&HO<($`|eDzuC|BC1g+|DZ`*LU*QNkZcupYL3db7dLm5-Ky5=`4 z(Twyd&@#u9^l9-*wkZp=Iov@|%N?#CFekX1Wv(!~#{%26MAS zIv60M7sD;WeNLz??dWa?s4v>HwF*=mK2J?0p9eRlaEc^CXTPU8S@2W$vJZz?0{3w` zbP#r%wCzx{#9>Pt^{1LSFwCLloC#GR2;^c)C_11LyxQixUq^IX65@1EsUxAl|L`tS zj3xr_OW7MCW^9Q%dO&ezb3iSND_fAp(*lQUhUsH-I^QsKdoEw!a+G*{Hgjwr1W zmdxp^I|5nRD}NkyC)(!5rBGgyJ@#0b_QZSdNw*4)2`zr;kYe^5&MKMKovQ%*el*-K zLF(3pD_Y))uq>}_%wTv*$f|o5YD=AZf;+IKcpD))9#M;5OmuYAiRn?r$che*!4m17 z8wTw~NB_ml<7yTfUJscGRJ#M4Ebr*r1JNH+R}#YgvdDXIwos_4zJ3eeLkbbmlTzU4 zvDEGhnB8|RfFVM)#!eicPy5Y{i=#2hn|^k5ZIs40c{cN z94Jt`svlQ;@QwKr%P7rS1hp-DRgL#JfXAG=M)UKOC4~Y~2AR0TGw*L8wJ86(r5n+2 zJzVA#{sIu44XWBrXJWg$2wdB;S))jn$|suR3MZE?e0!lx>_hl-eL99-j+HHQWl8%W zvh$f6deB=r1Bxh@Ij40TDjfkeoj*02rTRmWI^ufuU9Nf6d*X7vJ)>$@*xbC%dLTWo zz;r23V)Z0lfy3r`kB#Ddu-Kl@Na|f~600_l$(@qpb*%C-%$1~cY$t= ztMkaJ3`$p@XLcMZi^#%rXH*`6*hvF~&uZs%6QmQI~Z;o4ZqPTawZ!Kzn z(~KqM0EV216=}FOh^;0D7F1yV&vN399Sl`Gh83v^;{hKm@E*Q0Lta_t#avLabM`pE zBPIdA1P13)@^?1CO9rStbgSInMOaf#n?R{suH@yeb)>WenfVr9SeCedO|NKo7&TvD zcH~KmHgDUwE#xWuuRRr;WrTE{Cel^&mkGklw`HyPzzQ&ZCi1U?5GTcE-K@2XF3 zVzacsQ-glb}TEPDhOol`cOGqA1LFcQS>=35xly^jld;9v?XIq>lizoLD z7?cF@I4g~$hS--x^Q$V!Jvx;$cy00`P;mHcTho{nO8BG4ckHH(Vu4?Wm95e(mLRTw zKZd_VICv;sW`&nvm5Sehat#nh__B$A{kEU45U2dvZKZ^?-u7^KJP2{V!fcx(@)htm zoEHnayb%=Op)<1iUiu``0*u>M_8}G>hGl8J_b5SvA|R6NsPx03&wi}@8uvf5}rHdof%GUX02ZQG@cO5T$-tcI2u;FPb)!4iil#hf+!rNL0wC@fE zT=YYw-wt^!M6fV5(#q-rp9PYAbqL1lN+wyTi7O}cR)kj{vS~t5?_ANY?VQrVR8niz zW2*g)!#&A@-nVA#O~_W*o6yvckqz@uTS+$A9@R|5Pc;@GCs-h#^&FB#9gC%oiS&?Q z31~DoemrPz@1_#$uDpA%t0G_cbo^*}6Y`5hY`}J88+SHvb|G zZbT4q#;rrM!JWo zr43hjyJdM<&LeI7p(JN9WGy}}d4B~;z0U-+X0j%V|5F?Nuf<)R3Xq{3*YksUEd7o6 z4!WtKexhK|YnP(J9q_Ey4E>G7c9Jz-WTCn78}TXQLBDZl1+*NpewWx-Room9C(A?+ zpnOg*lm%}$^~NszwvFVZ46_MQ3S*&e<={3aE&1?{zMQ6od$^`YmN9!Ch{zYne?~}p zawI*YB$v+7_OuQLnLWmJZ`FNilB#XBIHh-N&kMs02PcI>)(K?|n6;j2fY=8&YPr6n zH5;q3#9mMX;^8azJ$WWaD3xSxvwvj$R(=XF6WsCT7SF|9L*q$z z!IWg0oR{GQUXbBi%c$(mXGGvB@i}kU{_X5dalS1bHSrIMXGJ0pEyAPVRxe zLnp6Ln#_#nO0`j(m7QrvPsJLu&`CN(#J>*hzAd=$M%A>ci}Ef8(>CsZIFqa`v12tE zY=!NnnEeVf9-i&Vdhx-nmRNNs!Qq9EHVi*3qMA0*0rt!p99A}{yIppsG@i5AWA^aph}Nkxy9(*c9*BP+SY7D$FZ?O88)#BT$*7ok*W}JLTej zrsUr=nqYs;^*P)*u<~hTA&)hN_I@n?T0I^Q^ilNOvwNnGfcEIoW0n7Z&YHe9Ho0A5 zgmz83#MfbTh5*3%Qc78oK8Yli#$Ru%=hS<=s+E4;wd+z#OzTargO)tyG#O?rlCLm0 z_i@f%%E+zmnre+~%n^j&Fhr+PX>$VodyybX}sP#U-<0U26X&*V~6 z)~P~R&~F`&H2WPySUAnm&`79mjOjRVEH@*X9S}K4OVQ+OVBhicl zz-i{%29)ubOQT!BU^6utYcQN*NlU*T1@P`+k*LJ2l&}yKpLW~EqO3afkxxEC zD}A!5+zHBnM86^1Uyl6aXY&S!TGUg1f$-$$Vw2`Zc?|rVOeGUJUPDd7^P>+jiu$|Q zC6$WsS-go8q4v&EYy^;cS?m-=>Z_CELV@|u#Ps*9{*O$tT^uVoRNUVi!;$Ko`r&BY z8D)Fks|0s(SUlHU#K97z+6E>?B)8l6Y{9?p6H_dKNCq>dEpsz1NzA*1n(?QGsjXv{ z*V&`-gGOsN3mlgpNN%68$~x@LJ#}9e0$8 zt0~{hjNnxevK~WMEX0L4?)Nxne-W+I6N{WBiRneyX}tX~^A@27`AI}z?QnXR zE@7S0rM&~FU4U=1^Q<+3T)h)M@sZO^IniY6w9jzJz~Gm>LIbKc8LJD;nCgQms+4k{ z-&^dYVAK!kD28hi)Sh zTWx1eO`RTl%AM34_$Ma+-Yx?-qLkqn<1FG(l_zr>@3-xr*y;lErngvIeDK$SP7kWb ze;&nOJJi2^fWq5>$S<95s1lYF5s&)cB3@5#xAx}flDr_yneC&sJ6~$`dN?l;<^CGi zD6_@S!m7lAXu2l*`uEUR(eH9pi(EUkUC-jlf*q?H#Ye2h4y~#o)1$ka`D86tl)EGl zgReGu`P0E}#x@b1K2w#;`By21Wo(PyWkj^@L0kD8zim|8yGdFOO>^D@ET*Z?R@(`Vi!3ud~A@g!A37VRU^+0QMTXQ!-_ZnB|`vWu)T!5eG|>=yT0l{Ex_;uw3}m9y!!3e zHyKZF^`f+2CUlw#i?&M6YYj_7CmW|Ux1-U|sp9kC&px{kKU5};12k83?xB0%y;*ph znC~R~(@RhvU*}Tz{
  • 7-&iVd?n$SNXncmS)bR<)l(s>)xyJ~Kzp{60H)QZgT~^< z-4WhiucA4gw&wYYQUQs5Fu?MIhdiPE&T&&6199ZU!ev^r1;3o--}kfi=v0}$(b9o{ zIXxlAsM8H$%I0VG*NUEY%-UNGlXnrS7yjH!v$i_9(!DZL`v#Kws~T)mf z>`S?aWGgfJ1AUJ+d6j=*>=qbc0_fd)zcexmJ~qQN<%_Qd+DJsMNPj%AXb@yllNm9FVZe8G0ZGttLl&bSblbd z+`9?P5_M4eJ1Y)cdsX0&_B$_*X!$&ypnJUB1K}(mWM!c_!Mv)s|Nh?on;b{q0GZ1v z5!cKD%6A&B7oJ@hOh7$V4cEA=&p@$IIVJxBsH)w%Ob0%3d2Dw)Wz9&ZulJQbCj^MI z)fD-&@RXv?7w_Hf3-a8S!TeesT$a5Y{d`0Fo>MxzAM|o-qX2swV;T*{P$G!d zP)px0LTnG5YBZ%0w0pW2SIy)}aDRLj8 zRx-4IpFXctiT^~Dy}Rnm)W%Q$;5ehaY`9JLnKd%W>wMU}I^L9fcBujm`U~^27bH4y z!~=qNfEo)6CGB-b0r(%C%Kx&-gi(Bf@2D*P%w^TWn@r@0`0LBCM&<(e#xOChG_IzC zg}lCN-Crrp&Lq>2Aqhu3@75>|nLb8xn5J~Z$`IEuNJRp~N9~ErFzDWE8jo(;P|&T_ zYKi##gy3^6U*`J6w7zBiPp9sgsl!;Q*iT=^Vm05e?3OxS0Xus#d^N(j^B#`)w> zTDc!;f40PEw69;`LL>PU|JY~_7K?j@ZmkY)1-i6M*Rk@ENd z*x|8Ix?YI0Z92l7W57pwV>!XjuLa47Dhu>Tk#1y{?ZU{C2y^*LsgM{lbb9l7Jme}H z*tDdzCE8s=J$VbC{p1UA6kv*x2GOqZf~VyNe!b)_L2R>Yv_kYEJGJEo{j0DNhRaf* zEHm*N0=%xch#t&_*;sT>`ku}xTgW5^9eU6K-g&?~=Mr&Z{4D3`A=Vne8ecOxX1>*tXpce7OmXHO%3>-UTx7ORYl=1d_^St zEDP4RrzlB$x0K7B6Lhx~sBm?2lgkN{f@Bu9UTqVjq!k=boZj#TW$NacmC+)rqCd6= z*|XT!RIX{SdoX&>-f-z9YSx%#yY@zW)%9QX7APi47r@k*q|2`dUc*?+#Lfg#5TPWN<1orHw&_;&>iI!GT)cz`VwW|Z?!sLGRkKJ>aqmGr#KweSOwo` zp0YeSa72#SqV6dRHdfjHWRgm3HN*MTQE}{xD#zVbm@P)(Z$c3J>I}&}*~)mx_uimS zq4~j&+=%x9O=bQovASJX+ZaaA2j}(WN_yz;rb-+qS7cX`qW>Z+sl>?X;@4s`b~KzA z>7eeEFQPmNQ%IO)ew7S1kcZG39vNEq(dw|~%RP(8G%<(?GCh?-%cjgH9q_TwYr@(h z@!g0^Sdbgc`j0!`uxJ)jMy`6|E>Qd6{ndC~J>vV#D4$)M3Pzf1XFLD*QHUnkl~a`NV4P_<1C(gDXO)+D>*& zZ&dbpE{!YQx~|&U*ro*SN9sFajjUac_k*M~?qigE@@aC#Y;zcXVuaEZdtOrqrt*?3 zJlPddNP?}uKeCmkV7+>ew5B>;u6Kd88Wv_0k>sgU#h~ z@W+x>Xe{ulk*hat5+lpKru$7TSWnkFElPSaZ>^X*`=Q%u0D&stH2IS=#p z|D)?Is-{<+? z&sTnYy3U-l_gZ`HwG@oC5@#DLSjfMN{dhCRpyrgvE2$Ies|^_ULePg_)CfGGb^K2N zLLHq~E1%NhaaM%$qa8IlhttxZn3n~ocgG(Nv}_fy!(Mpio^PbpbLV+M%ZN2NcwuZP zq%XL2BwZ?Uu)hQMmlwdC2e$a_x3i9@mdw#}b`ORzMX%|#Vn$u@uLFfH9dh|iR^6CR z<)2@AOuFjjy>v>QqMCBK+R`>BSBFqa=T0BDq8}+@4!V@qQ8XUbSdS(CrZg?4;8`S{ z|Hz*b5FG*@_PhUi-L88n)0m%eH*yv7Rzjcr>v|N)7$IFTgn<}kg^j%~QZ<9<;0(iO5JVp9Bm0jeBc1=ypk!$15(wZD)GcX)Q z0@}1b;&lH$Z$!8<*mqUuK)x>_Le=W`WHt5hNf~j2X2NfhG8rS$!gZe7 zhT5&O{Eyf@rucz|0XEuCuQm-N`7!Jo&fzUy?*v)24X~u2+9k|1+|twilhyQkydC9dCkh)`(MSxly8un) zm#Jr;(V0CiH)@}T#2W2%GUp?GAU%>Q1Oh-o>8k(y+{%$_i|!#=yVNY4~T zZg;XStEO4IJflwYu|7?QW>(v=vi!w z17w-H12vE?3z-b+G80*UKqeCJMfa)kL8h&*7vTDCwBMnSHwaOq2x#%=PxqL~vo z^JKFg%~3~9&c!Ouc^>~n%plZV2~x&LsP*##yNu-*R2r8hTk_3cVl37v=VWx;S!4r?Daa0sIejz6ln`2sIiY4$h8 zgK}kWOovC5{sK+mX!k{1Y|-PppBd4HUC#8ck)QtsJYD|AB*lNfUKAzbcaR zdhxo-7bVK(IB-6>*_c8u=|sGvc36||(HA+ymP+*MY$Diu?Z3ox!gb=!*=K9kozZ{( zp)@6DVx;&xi8EKJ<|$7v){Y695#OK-yfK5<&&(R-YatPay|BROr&>D+e$N-KtAcAt zraCmg=MxZ-DEG3s(D#bh7{At%ic?sMOC!6spkixxX@DQSe7)Dn8<)xHpxV}(uaE6d ze4ZYMrx>t%6EXb`O?TaPqev^m6rVpc5|CW3NU%|AcxT8C0ZBEg-Md2_FUMJ$vgi$d zM=}unE=8gZSNEMqHgA!2pA0m!?Ko!FM7{$W`6~2audTa%A=2MRYUIIbr~Jvjgjo9R^Uugl75upR{mkV z`a5KUzE4`GlhEXv^>#&D7U|_D;j60=xb^>@S+tq{0T%QQ6~!ypXlf*To_#hMVJM*b z-QY;2zWoPsm?#&xDaqizF~AyPJheDPy~P>DtvhTi1*6y8=-vbf6o;OU8EL^+4#m-u z&M+IQ>M|IlCUDM)S0COUBlmYSN-BPs3o>pBrSP9T-mtU)3FkK>`xJPs%dado(#=Ol zeg3U#mLFRaEv+_69cC6btc|ZnN-StZYGXCDF;Ok!r5c)d>&jHLiQ1&Po7Cjb8@Z|m_L?PzcrG@+H&JC=QkEl%jDh$)mD!5;0mbJ&iNgA?Y;o_Qs}gA3Z7`QZX``w zE9y&&_PE(;bHpaDFZd73BArHkLN>eU`uJZYg}y&}FoGsYaBO7$4@K;sarU ziYc}0&TICpAffNT?pCBf9Mz!i)xtxQ$GMvC8TU4*G*)Os5A<@WL)$L2SMSu&U-*b~_XiStY=u=)`>kp7z2c6~+qw_Aa%AeESIzgCT~?m?Gphjb;ZM*&0?3%M2_o>4G<#F!|I| z)w505kop3av606&^oRAOpZ(knj?_X`bco%s%l4(cxw@%FH>lTW^LHS?bKU)EV9j-4 z*c-w>!Rw!WO+_n`8w-7MW`Vm)HIs4Yu%nvMcwqrn$2#i_Vz(Fs&)txG2`|5(6ls>8 zs(rYQ9;eomwiDnd&b$LOXK2XLh&R$4a2=Tblc4ZMOR8gr@;^0Kt+Y-{!=xH4vUBm) zrCa+@^Ft>)>xduePijKQ*@eixM}}-M<4!(C)dOf*lP?S^_Om7jp^8?76BCi*`Z_*i zrYfYy0kaa6bsK@FKZp0G__Q(TGcISrhtd&pmDu+4^$1~5{u53HL%77n_!Q{CabX0c`W(!uegkG>02w z{jYi}qR)m-&1DY8>ijH+IVb3KX-BJ0o0g6|pvgi_sffO(DKPpDNAzen$o4n>cu;ux zYXo-`V`qeYno(t)I&1u^`(b`dgOkGg-ue}%5m8f3SSdw@Nbl&g=JVz_F#i(xi#6v= zwnBBy4^40_r!PKd^)e!vrj~2IoDz?dWRQu(6)R_loWmIA$TLFnyaVg8U_%vSNGQ1t zI(^E+=e&WVI$J(QpJRE4Wx*3>YY8%NB2JGfDBOE5OPN1|x>J07r3Q2^`qtxRO-HKR zIS^BNqPU;(*Z^1EGc7F5flmpK|eUQ3YzY zzBqcY;S{xLUVSb7mvmQ+%}nVfIyLvvU3L&E5r0zWaR#A)9D(wyP?isf+#`~p_c>nd zImjOZtMB+DYY2yY#OY_V&h54$-05+G z_SYDP9u?j}+*b9+HeS;i)CJ~Dj()0{is9uH)S zlYQ{`MWZeQiw0I#3%^zRPpL%Diti|-lQ_c`syaF~uD~MSIn2v*)8s*QGM8~1ovQey zUSFn>_*f#{8{!YqxjkoduR_^z41E5J6RaL2;}7*U7+iwJ^DI4R^(XnMRPJPOB$1!G-lJU-K=##M<3iMN~Ibj zrIZdoY)H{2=S$%+mCy!Ke)x2!f{z ztY(*s$WyF9E?s44!~-2G#)S=N1XfhL5yjb9M!|t%tVjSs8Ycp;Gc=<6Xk*LhZe=G* z$}xSi3aQLUiz`(cJ@$Za#*o^{xL^J)(dGI_NVNiIj@)qjlnh2-RIpM0EqcGXpf_M# z!^oC}LfK`VwOwXt*qIdcn>q>hoXiU8dX{wcod%lL$>Iif;DDlADB-Hv?nU0%`!^J~ zWLiOS&#idBEYIssqKJ+djcaaB8iUxO1LX{(18cCcO7yLiLzyHzwMJVN@ZLA=0uw^; z%-#r!?^?$R&H{fCh8cP5Ce3k<8>d|FxOt6V_%$QqWj5K>Bv6UL>zX=^sqe`b7O$6a zzN_!;?{ELyko7_*a2&W+>R|DU{d;TMkAiG*#{AkH^MRg>DwOA_hTeX`L0m4p_AT3} zc$H+;U}Mm8*iQ_BwM4;c<06iL|=^4 zz=u_1wm2yE_flG6j#ts}?O@JGg$>Y$nq>uKd`Xp<&ev&hpg?z8PzP}GWanz9;Qe6W z&iIU+dZcW)NUaeF_vEZ37n`OD-;A)nW?^{qZ^wdjyI<- z9q5dZ1xpB-$=q&mnm--OTiNRx#j9_2Xr%Wdj=;6`lvg|o+X5ADyl6fe&_%|H*_ z!YtnTx$)F*PQl*c|a*^n=k znrix|n3du;4QB6-ep=Q_J_EiTvE~t+BFWcOyI7+X0=reeaD&X!O7I;$+I#0bC}vQk z{XgBQTeJmRJDG>y^}Z&DWU>wQNj7(4#>MzjQMJj?oTevQuQT$rKO+(yj%Zv;5mMX@ zHB0zygn?mH`wo;KVC3CLU&2*wQV@y z&F{IsU!9gXOJl!^)qBr$k~rzK;W4K$zv0@>KT>@IWYl7FmO!}6*IvQr<~93v>( z`ZWSz#W_Y(lX_B*T6%il;)w;Tekex+N-SYZ;F7n?Llzs?w$n$M|17vV8Y z2_%uP$PTTJ?#YhTA?4~x@>Rt?oIEl#>MwDLIjXL{wBKe$>N)y*?N^5qf*Je5r7R5q(RT?mOvC%C3zbrfn)kuyP z>C~qi2}?!s5D14Cz&S5jC@A8*1OLpA$6W+{Pm2SIcf8-XG76sFoU`r=1urNGcw}9@ z(adieO;ZL~ zwKm}Rq*kVF?;19nf}QiYgIU4}RPfG_>Mj5M3EiQjY&{(QDHFo5W==Wp0bRmmd43t?ob16=w{U3v*|<=h8A0np7~tO*G;|FQv;{o-T=&%abj_Tp+{YsRZd{KVSv|17|(p;hJNDRQ)Sy_?J_n3xE?Z zRUGD}vkKMT_?l|+L>F_Eh=S^VoeV8?GBvDiy|kG=&E%}m*y6+v*8;Zld84t!=<5c5 z3WsN{*(?iLzDG3;w$UvEXDFrSZ188yox|1&4pPCc+*348oxSJ-p76l;oF6tgXW+u@ zyJfa^a6>sJYDzkqWi3-teCf%Nh38n;_~lYx;d5jIt(78M?+owOs#+LnaCb7fkT=)M zn(LU2;aP-=^c@YI6b|B>al%rS!96f) zfPzHD>9A4Ua*HZd_f}k;REB)FBo^|~1~@)z0i16tf6s>0$r1UzPgmL3KDDy9?nyXWoz(dV@ zo1X3*HFwH)OImBGaj}7MM}752l>30J0hz64*f?kK=(%!91@8{ccYSN+p}2JeRCM} z?tE5o*a6j?Oen4$dfXDAqn5-qY80Ifb!LpCB!P@nQnBA^lQV;ohgEWkJx&=oiuodo z5)1T14!YO<{oBo0qkC-r0yyO#m^m00ez33x)dst#_I`WgH7lLXX79|AwlzGe3GO)y;`H5 zS;ut#RVg(e>o)e{UOB`xf1d>pD^W)!Hn4A43S{ysCq!thLQOZ~TU75^oqAAykQH&v z`?AmcuYRZ-b_f36Y)P7oGm<-^HQF8N3iRn_&Tp`ybdazdeOuNs;xs~C@%!Gx2&dF~ z&f7jVG6z(vRjF!ZqcyxnE^S#MD?4T`RLqc6+ICbuR9I`1jA2bapP75#$F!d!HcU&G z>#aPg{=1C+FlSg=PgwIecm~Veiv?XbImo#ul#>7fvshVJs|h+VdS*I zaf24}9Uv$W;IW2Y`xQNYt%@zAOY@3^M5WCSdsfCFtEpdKj1m*9vc3y&5DgM~Pr3c> z4uz$^g=ETPfOY|Hpz#LcyUf;;d;H7b&J*_!M5h412bbBK`yVx-|R27e&Z+E^Nh=Nft21q_C5`(^&^t%QZya|=a``!7PzCd5W`>2 z$AB%sXm8}Xw<>YfUh8;>vOalawD=e1QDwtECY@nvy!EU;ZcQmsNSER$w_n1fuEphv zp_+^4hc3=D5v?4a{lItI`eX9iWX5Xju|Ke$R=TWO6C#okVFXqM64u%FGgsQmd_=AD z-;Q@Vwz5b^2vSiE&K@&U+cX%!qve_D2tuVx=jEf)e-b8M*(m2tgbUd8Z;06<=h397 z9_=C#1&jP$J1gK2j6D+2HGRy;rMc^xLno09t?>i>v>*!jKTz~XNK$h*UjGgnlpHVr z=_L4lAf|Q7{B`*EHCPR>>CAe&fi&^LZyr7PLh9g)iNb$?hk&*s612c_$#eqGv+apw z>14PnzVDr_T$=nbr(6n(1nk zZpb9u_Qu#jbGG?>(=86s`4FT&voJzYJu_Q#nLpC>c{4N58oGYa7R);+tVF3&zxCO0^(mP2UbvZ8vt$1cWsKhn3G)F>%?Tzf0UC)B<`e)2N&u{V zfIjdu9ITqS)!9;3mF?an7xkixcta7rtdBQR6MWcJGe4+4`dTSK>!SPGgew#;2aauz z=m$M6OIdB$yHfRG4}!^5Z9-0(<8YB7{S9xnjD(fNi~t@Jz9qV?yW=aAH8`d-0wHXPpU0qTq1n4PKkf)Sq$A zG}JDDuh+uuh05Kt!@e^)Z}0M(NlEm5eqqkzee%^MWga)ky+o2AYs%6%pR zfk=h&p@O))55LR3_bgGi7-?@GeQmh*1_5)hNAq3Xk2=Ty+n>h2`xI-$RpsP*WXG&ElM0wqkfF!(|Qhx0vk36GN^X0~`zUM7^wV7tXl|9+#GPb(RZO)^qv` zoa8K8#n;>e1hii?o|B@IrlxFG`L|F>FgQW2{cIM@7?tLFMS`1hDkg{hW7tt?wA!?U(Mx#3)cnuL#cd3-HdD;yv2xJOxV=YaASGolN#42_Spui>_`l%;SEmq1FCzDRW;?LAWdo0pxc z(dp5YFy?yY8*$?TysavGGX{+YS=%9WI`i;KVzp(ekj(gdop~gRSLtl-V-+=f*Ba3S zoo4r}l~PiUkRAt%Qk>=NMCVOpXPi8^DcK-zW0_!@W;YiM57IDgZwH0h#oS@+z0(-x z6i;)T4JI8&A5o13beKNoh5|u86J^8+k21F>AVfti+vy8i3D;DNM~bc%Lnk<3OPA2f zX4_|hRo`yE7?OuoulT6$U=#YvZ=OUtdlmtHb!Z4i!XzdMUJYZ}l>yN)lY8Ab3_&Hn zg#r3KG!YxT^PbpSPTy#XYnlpj8Pgo3sVMgSGR&kSQ`dfN9^Svu1HPNzC%H^Q1eO1i z#Lm$lr}d?{{4(B4N!J(Ig_V|V*D$>#j+#N_%h2ggjr z*as^2+TpApKRsA=g96q`&?0Orl6M1SQ;nbz;BK+BtOHnKrx>`)1E2~(HDdB34Am0E;@$OzLV<|NinH!z2QAxlN0_l?UPMdw)52Xq1)cn9pz zWoq>(3|SQtS8ev7sg(mUO-v!w14W|0`EDS^2Ys41SlOTlv5tXQ#+M(=5i>O!BY*uV z+sD zxNk0>$WXG%1%7jplha)#Z6SOAMWbJG3(R0WZ86=($Vn6IJcs@sx98+g?YRw9*EIH_ z2VPveUYPUNQL_YRUdb+u7_lU%^&m9??G2&sHIFP+a*5*Z_hU@bkAwT_EC(2DE1fY` zD=Y)VEtgx{w|N6J*(MX17mED_%dKv*X}ZLEGR+Qap&L2{I3fHO5pV}AjL7CZ5$DHi zeY`U@w$butOrdF4Rr#&o+(nr4e5??&yYHu;<^DDCS4OM&tZ^*dG;$RU35Z+P1X$Jf z*>UQ!0VyNis!6f%&%s|;EX$o4J@sKwNI&J=d+sP>9tSmL-7gQ#aLyu`fPg@FjxTqG zz1}t>*Lw*?@7w#(M>F6kw)f%`|I9Z2#>}|z2$&;K`E(Qi#QfzMbpFg&FGxfAIgK0W zn)+8T2dk!U(a(CzwEQlj+9+EnRSinrhs?J9&pBi?-s3ccaZb2B_jfbHaPc~!wf7=N z@$+yEd!ePtK)BK*(H;1%dJSY!#^LVxm3{#_1(CO4T zJ~X-*Ul2KUD6ktBs5cz+gbPXdZ}hxV|JjaFaY66S^C-<`@9xLVx$ve{H&0 z1`1=2mQ7^WBmqTV)|4}CqBEoo(DoI1x_DnsmfAn7f2Wv-x}oOzW2fTFgbzYcPR2oU zz{g!?Lg*L{1%E?JvptrPkSrzNHf^r#oUXU{=yY<|K0j*&jGcB$GjhqJ@*BDz3I5YE zmRG+0cU4-$BCWe~&FLaUdSDt0j;Bz>4%b3kA=NEq!^4DEF4*Lts15%TLbRO-k*P+! zj99R_eXu-d;v|@!Q><^Dt?3;j%Z#*VQr@=+Drc?!h?Inak)nEA_bAA+#_aDV*TjvF z5IHRPc}x3cb4;6}=yNBc7qDuek1T`uT$>9~Tsmb(tC0dudk0T-!~Sl1nGlT26*n8> zQS^IAQ)QT`BGVL7L!4M51xFlWEMxt-TR45OmrNQ>rzrXpQdxnrB1hQy&0RCKfzsz)>4PjeE zoXhlH;qqBQl*f3KbN5g(U-9dHTx%tUgfgP^s2b zfX|_=arWM!JIKjj7Y89#Y*R8yX*}J*V@E?-q+Ev$U(m9JUtbEdXf)_M5@Pz>1WtJW zC?P1}U2>q^ewF}>(Po~O;ibHqTuhq5cQ14Jw@lzc8x=iY1X7MD9(mB_OwuoxvHhHA zai4{!V-|G`*i5~@*}lB!@*rwC^o^*9<(Tk;d+1yql^;NT@E9(v?l9svMfE68zaKOB zo|OL?Hs*^RntA+iuS zLcXonJsG!B8GwZ!@r5nL{_gI$kV+`wUyfw|*ToXiS4SL7=i3nSF3OlDz}|2#&8V@% z7V_dRbzwz3mb|56V

    @^^gs>Dg7u}wKHZhw!E7!YHj7zS3`iQyx?^_Q2LpBXxPwI zFQ0FTt-QzFoq(#%t(JOc;GXjI5RbD%sA_WhRwO}Vv#tHsevbZ*8RWg?kE_H|{7T6U zgM|eiFRHfV)0nhBjN9kan>UuCcfM<{I&xj7Np>=^&lM`^k=d`85u|}Fzarm^X5-Yb zq(FUdcQWf34qke#niW}l>(@_GqDHJajA>Y!asJzJeyWje_St(qtbf}D zSh?pnYes}4-JB%lgW9#`*QZbY9%Y<=KZz3lpVm^151hYR^1hkeczzzQ{DAo*R;&-* zvGqOleV=*$M!HR4^8|`1x-1Vx@-F-f`gV;Ud|Zk246yH#C8=ne#E&|_sI7MFhx>zv z*6Ugzq@&>sh-Zz>p}6k*-5#UkQhVUGDDic4)D;h*&*VyfG8;!JXRhBrPb4!E!tFy{c}7i> z&z%P>@Bg5V?f4P*7n;<5SMPMx*$@tWs__sd@fAEc@3psmonU1~ILXXpoTEh-814vF zj!L)aR&7RCwhF&elIh$cJjRgb5G-hyu{3Ckwe>JdU|p+M?h39ar%$n+%`@;0(j&H6 zVGY4*<<}nT65H&U^D|XbrcXJoC*Sbkj1*{H%myXeBBbnUpy-pyrD=5d;H8d5p9vLi z#y6_6DRLnjR0itZ4(m@1^#zx$q&bPc_URrgxQsQp@vGMywl?wU?r@@i`LYX1qHJH_ zVY?2HJx`Yo>Uo8oWfZkuHO&XrYXXBjwxa10xYdA;=cq&<0R?(tnRdf6Fu7u9@T_n2Z5B)W+Rz{Vsz@VZ?~ww*}z zJt0S>d?D-3(nESxcJ?-c#_06dShXx&%~`v8j+MrnFsEK)o)Bz*$~7M5ZE^I{wQtY8 zDq~GqlU$CB;kf)SBFx^i=u9s^29K#|d$Why1Mx7vQ?e}p&@J~lQ}eA| zKAm=1`8W&C@P=N8WL&-gD>C0u`5seQv;15A{FH@BkaguX#ekuyvYVU3-|C}GNnq_M zS0IAZas?;&}O(eGJIxXiLT4o00ooGt?Il3ZbWmYe& zeL`s`0`#T^2>R{ES$s$t}k{oD!28ntI$)&svsaP_-%dj z{U(=g0tttHw>eG@8p^@tvJPNK|1h@@WNnIrq}y5TgUHY zx!@pCH5tdJ#J^*n-AA5&EYrs*3wQONb&o)6%yott)Iyb&mFPI?cWXP0F`<+gF6@6x(jve$^rBh^R=srd+-LE5ku9*9c(Nt*a3Z9})O;vXG5&8tTtRr7 zRG6N8k#BEbqUS#)u?bMVJRu4$uo`C%$HQrR_qZ}+{VVGEget0^thx zNVenxm{;Tl!IM7Rsg^z6r{y|?yasbzWB7b|M)dUp3oqEf8j~H!_{LQIt?@;9#)W*c z&#u(_0=ziK*Tv29tP&#@{avQJDO-$U1HxLqn}Iv((XBEn1p~2J%?vQKwA_R8bYoeT z5og;2M0@$MS}2*OgQwrXc1fQI;Brn^ov?fmAn39zOJGa)E&{iR53Obb!lH+_Rr1oh zqLbg=eHt_4sr|~tq8Oad3CMDWMlVG!BS2j1YH_O)WWpo#;t)(vrTVhwja8;6cDY9v zNdWOoj?g@Gl_vVvKoYn^YywSJ1utc8$t)>cYY8Ub%%8pppvoVlJjxZEw6KWfZ&$tC zPTv~OgHBf^aEFI~BI;$A%g=MITJR!(USCA9as0Df5M{FG`TfGPIOC=vBUS6-F-)^~ z;WA=jGwz|l_qrhEzC-A?fO`-1|~BK=XSC zE{(x!gix_bY2M19b(s!kh=b;UR&nc~(2ry155}cVF!%A>0HW4oAp}bD~^CT*o~9 zEQ8yl<)2j1t~nR{@>g1n6>~ti9{#rWmT78S5?etb_oRnW1KwshdTk%b#X|HQy%}YT zb$oN0a8q3niAqaEpd^#m==zn~Hh*yE7m43UPU+EwpEGPqGPlQPwx)v}0d~w&>7(Qb zZ(^uWRA&hTybtD((rx*e*W9L=AU5Jhe!c{%EN; zs(Y};m}YQ$dN9X43M~httgVhAQ}{yOv<9rt7U37(a(o$5U`)N~h`;&~KXh}V*Ep(< zbP8}iW;bFdNzgwNTORHfgz8){n_XzU0PJRW4A^d|v;YQ$TW^vxqJ2xn;*bh8$AadRuNgh*=YmeBfAIWhK%p3F*sq^N%GoiRksHf7 zR3$OZushM(AtCQQ9RWcyBw%b@A8s@rQs2FSCQI5|&Zt{1qI z9GAV%{lShB)abeXoJ+C0Z{3jH^#Jj$a@YpME5+{hYTL`h=NYY9c*x=z;-C*pVHmy@ zTi<2XZqmlx)+p}MT%XK)kt2^}S48Osng`kExSa!@3KM`-skm6JoCq6D9I4+=Sfi%3 zsi|0Gn1>k!U9LB>-3aUYIqjbscA#&uVnk^0nsgXoMg4ujf6*4E;fP)`F-EjXHnkoL zpF`h2TVKzUwKxz0*a+q**?< zA(4Q~OrlszZsifKjq4zLr_s&GnM~MOgSKkqnS%u*_V2Qz^X$+mfPB50b>z01#wYZH zdunb^mhWTQ3cmwPyCw!wxzaP2XP)6i$bEqm-+t8n5efP1QWepnrbJM|s@a*9k9Ms} zehPRaQlGA)wEqR)m|r5$=+x*bhLC9>t@@s>#_dn~7*VLeW)r!3C{l->@tcc7Rwrg# zsj}lbj`73?!Hx%PE95UScw9|IZ(OiEzn#52 zF%Zbw7vt0xDKQ{P1OG54GTLb&nZ7P1?0^svwe+mr4Oo#Re}1*#36gkc&+w6%#{{YL z#0S9|arC_fJ23+0x#FcLyaHzFKtY3#QW~%H(QZ7QS`moLrep!3Hd|TpQ}&tLcg6ZL zAd|gKoXUu}Q{pf8Jv4;WVBvJp*<}H>QpcWCX(|X#tZ2-e_13}o#B4UY zb~_p93U;Y(gRDHp{0qibCBvX`p+R5}1&8$QlM9@JeBWv^8@T8ZdbwQa0WKj$?xAK^ z6;!izUVU{x6-**X&N)Q>-KXUl)P+Wl zK)R|&0I}eGrqN7z!7+CoSWkJI#9f$|H zixpBO47K)ckG#^~KZahd8GY~SRF8>Vp2?YvJp~o!{_Z#WINDdg^t{}f&S|d2$c)bc zGc3Eq$dapA$Yf{`WKzXq(+A^6mj8-E?~ff=ZIzAqil@%p$0dA;1x?0g?j2iJ2yS)w zP70804n5mMkYe$Y-!x8by}}KZIH|YNE%P0U%n5|Z)z*Rue}F+wQILmX!~7+Cv|;la zmB*S4tN{VFcQEWduOm6yLEU4TK~qx`NUxr#O|cD?Xfb$}6R$o6$b$92D=1&p{jaa(XFtTe4H zsx-L6mUOR-`w#o9Fjyh**Yo|@$AYz>)Hr#&l&c#(zHctv$W!al!Nh69_5vv5Q^rmO zGilr*BUmyvd}^0UZG1Do49Sv5ucU1u#+EMhh`nQGE12Czc$%aX$l$A&q4~;Swap); z@4huJaDP2NTIs?%;0itDtX1UiOQicD3ad`Nrd1zs2C`K+GE%c2tz>J_NYqYcVlbn_ zSx3cpdLDX|d&pZfSge2q5yu_vfdX^PHxPgP#OoQSS$gO$tI_my)z7Ig`|7fdGSO>W zk;(T+r=e|GQOX{*j7HLui;ppednW)7aaM0Be6)KqBy>>nM{FT145#U**uS}K5?_Qd z2PA~54lyJDxnsj@2x+5LJs_BOTSI^QjNo#7#F+@mIn|`4N^uMR!fV5gZZ5BNJ?ZMK zIB4{T0VAP}nkHkAe4)7BY^42)kYct%Z0i6D;arcyoDEm_RFi2T$(VgNdtIy%GU!{N zMfHm6ut>#(d{|-bjgi?F46|X@7Ok{EH7bu&VLpU2uuzLu!Vl$liv>R01x0Gj%UJt27d{6U zMMFTSOuGG{?10`aOs~ZK!1v*1$DU{UsJwNKYdM3zu=O~;JdXa~{U$$UvB%Xjq*m>} zdpC7fgj@a%UL2E`uYhX#I59Wl!Z=@9*?f^r=}2B7cUd~7X)4gBqDeI;@DpGV$SS}7 zj88py1v57FB_QO?s|xxR6u${>e3`#>J*fg!#L;aJO4uSDyk5rCWLoccESM5;SI~ba zgPs_*x9&2_+m)0EEifQzWf_VICe%#4W%n4BhR^N_v=XdwZdcv1?aGUREU>YiURVt( z2dm#UV6&F3yta0%oDSh}uM#^wCvcGSGC7u_irAheexb3n@ykM|w z&`~)z7U}TeJ@Vq;rd`~KO1ddRRCZhmK`|MchDcGdhUPSSHO;eO<`@HP#-JGM6OPf` zFM?jDU%6U$qMZz1Xb{&A@H>164?2pn1u&Bk0<4Sk4wML6BX6Ur5;|cMT8RYwxq;QX zi>3vgyC1~2?^;IAN2QrmGOqf;MHfJ1?8IZ_ef=-3`QwD`NA?|DVe2uLn$}uZr*;=( z&Hbp3a6SX#Ldw&t{s|BIANG(QDGi7<_v$X8MC5$or{X?P?bpG0$ZsZ&=W2Z2gV@q%n%@u^5dy5`C#b%O_|5KSLI*aF_HQ)jB413~vq& z($zO@d{Oms#SOE}_BJU8{E(M$wz#ygQkX1JO_H3?(3kt!TGM){UWa|kA4nnO>K6uoIS35$@-*5o^yIsDmf0gSsk{$9MSm;JA^#FZ@Ua|jbfuPTtnol02?zye+&0Mj(*D{9O{dAY0s{LJe)b0DTktm-U zhN6al-pGG@cc2GhhC{GQ=qwa{lBCBMTVTJuJL~5biee#XCj=w$aA=XUOn%lwTRIX( zo*LR=F70r=yweL38!I7NN^JSYm>~yt>=T?Ty$WQwbf()1-*X_OrL*3J;!28Au4{B^ zaGqxv8h`G8k#h5rEznYi_0>hcIVtf9H!0`3UN!Pe!R~vsc3O8El&oJL_@aB==|Sn% zVTKD0Qs}eFGj^MH$kq}}FJ=Uephet%oC4m5HW0uE(W;HNQfCY|G4}12g9*Bw3p;5T zVK{|%I5+Iz#{OmLKzoMJtVaT2A?PLi{eT1u1JxeP+_PV;RFPl0$@5~rD6q_p3kiN+ zOB-|O*e6G?fJ`|QOoQeFtm}KHgHFwA$2r74T~L*q{6&%DzJ`})afE2(r$UB2vWl;u zh+hqQ$*lK7D5}Mz&MIi?oEv5#uVmiJo`7F*hG_Ftt-trEPGN%jKG>-K@qPl{2(Itt z7Z&?;&#Sg)z!{}JOE^ARhB7N!hiL>LShbh_EfD=y_h&K=N4fjJc;;iuz3OAI4p%(W zm;cAH@gwYb6e%rqr@I_k-N8F8pv<9p?gT6VdkCevJ|8h4nFHgH4wtkN4{F4lU2NUM zzJdJcSAzWCy>h~&VqT}rG2>TyG}mgYr|gOf?#eh=t4^n=FaKPPp8WW^%cL%clak-% zR{`3u`G=J3fL$mIL)zJ(DKKJFnzvwR^o@sk|DDNP+yv!sffc3U?Z8TjaP>`B`UGzR zUI7jGH{}Mh#!=6;M)(EYDC>#it2h_(&A5^eAqG0(ma*rJuVoSk`W1dKsf~TcXngK+ zysK5LrrSIjY{rg@fO)F;_GidfFL;Z1A45U8^rvY+BmeTt*Ow@Mf`A;3fD@3vOf9p| zUU~wZhTA66FsJ`=znhd5St8kB@f`dpxg zIClk{4xt|8Xw`DzY2B1Q!LS}dCm9$tbOl9P8N_fVpOB$Q`E zCMQfhzm(IE5>VDzue!G&ue&I|)XE^TR9%$Ukw-7a88Iy{%h;=Z;+J;OJzLVS;ofA; zcr{9FX`aCw_ElX^Q*?G51^;#$S;lBzsw+%=X`LghW6kB5Y)Cyyu=TEhsd}m6fa*xS|gC$s5Y!bk`epHu!=upf8ztM(HFZR43~_Q;Hi zw5!x7L>^sUs|Qw42W7S~OQ@tEN`2OGrfGj)ovW zuF$%ndWL9*{A%SO%$ZlVZbOpcUtbqt90ae_Sb~I~BN);S@A@cCemQ>VBi?HHIXNRm z)k7N0Xin*3rNFhKakMuH_3jyWW0Ybk+vuNc8ZoB3#dAb^aDI=E1o*`$z*`S}iX0$V zaPXO%n_r)jGV}yqOD+3eVOt=~kDjj-b<9Cb0U-XuacIC@T)apEqi@Lu-Sh zO1x(Cn%a!tKGiVySJkm>;i%$#?s4`IF6jH~=dPZjCS9uJWope$xOG-| z@Bcr--ZHGJcI_GlL;+DkK)R(%YLSZ$k&^C^#zhFyjg-6Op}Qi#=VGRrCn~DVkn7POaUzk!R8uIc^^L*xLRNxhSB~wBF*b9{V@NkHnFVM^qZ~y z8oL}E8vent)to_dDq+q2CEEZcj>hojbm*pLe#oMb_M~NgVL@Y6sal#GF=!JU*v7ik zC1n--(GY`W*FSHE5WK2Ozpw~cq@;?$pM~U63At6TRTsX|;C#U{wJ)q_G{(`fG;TjF zQB$}@i|e+SFcDK@XTP6`f5%u6^J(r|FoNVC4d=rwCs$Va7f)c<&+-S)qvdG;jY273 zby6U^iTa%X9#a(Ft8#L7Zj7wLZ+}Gi-6g)6{K8$Vv;2`SbNRpP?+G%*XzBh(U`5k1 zz7tq)RVwKY-xi3jCz@x597Y~R?fJ@JZCzsJ@|iw=So~*gm;z_IZD@{>&M6epMf|!u z^+9runEGEOY!Ckiz(zyrxS0N5`N3_|I@LCOxOdb0s3L^2B-B33nv{h&UON@>mYAPd zCN|Z+S{K7Pf&XpYt4f7MQI-~I z9FBU@*ckctlfsyMzRoz%pBCx6Zn1>`PB*FJMufiRrR0R*S$jS`A(m+ zhCIOgIOZ||P*GOUUy!O;1xuoy0=M-GV>|VjuS~@shAgj%5xpoo(Y1S7WUypj%e-vt zuZ4!CN|ISVvhVWam5OiEn3QafwU(Pt4z^a&P8!S}vpfp2{=!-H>rI(i8d*%pFHe=K@I(}ByU{FJb58!IJ^U2 z8nf50op9=`5t9|AexYV))KN*~a#Nk5)|QHsOV*1TizDkjm7SHfp7n437N9Fk+?sQ1 zpUra+I#fPjRZYI~Dxlo$*R$brEzsIgsi;gl%Bd%Mh3Z_N0RPzuhs|(RwX6(CAW?C& zw8*IrH3e>20qErqRm?>J4R+c-M0Ea}pGb<7`{l7I+mEo%<7+PI`vJeh$LxR?;l!`7 z4CuWYhPu@&nr6N*x;-3FivzOY$q7m1Tg{l248lK=PJbI9@o+5)G(GU zM?B*?kD;*J)#()Tx-^+fhRP}ZKyL#-n+FDo1CsT9!ar-!9`dD|v`<*B{BNI!n;OT3 zVqV88XG2Ac(z}~WeJO@oSm*pO3wP|OSXJOZ3z=?Eeb1!BlvA~wi$cY za}gtkZ(TA~ifd!$;wa>}(`l86P%@O@2~F5!n5GbDTU(FTBrzeSpvE_g#LhSpk3RARz_s)8$Ptn3h*)xsjt}Zhafj`; z|71(^G*_w4a%z|7^!{s9BCMT~h%C*!qN012cyR1T2cCCiyhQ}@Ax#a|91jA>+0`}3 z-k&I3qy8vjWN8CtuV@&jb-c4^C@S*ITovT$r%8+z&r!tBNIH1`#u796aDI^x(#|Q# zq$SIkzE*NWmn9@ZKCgl;&N-4FA!TR_t4osr9kg$@>$?|*h?8}%2 zIWyPIs&+5RZHHjUQf&i+)vVX|bajaT@Yg{ph1|J$PN8~sS{<=q=G+1Gu1uFI8`=s_ zv)OdT;Wn}>Y-+*k4TV~zsbrA27L!iq)~lJ)A6{~(%;gyof03}dk$sJ@kz}QPj2!J5 zpK8{|>%9Ty$beHq0c7$tJ1|?=gHM+q>4;3H&Y16y62OWADeZ;!QT|4Lyr9(3&SfUM zN)_tsqcg=|OBJ(Tw(pU`R~wId-}OP>XUZNJ*H3#hY*gruH5Dbwt-|o)m(pnfpMFFv z`o0#FQr4J%XNrG-7ei5G`V`Oc0QA((a`Yr3)!)J@WWW4E(S7YGN*PKV;eO#`4S9}a zlCzOX1$g!y4tW+;)*VhAf=(q_R-DAQ6)SNU?_;KaIVzSpPqjM`ml@5f7mU~4$Y*}X zOQKX6@{146Z5xpx+ELU6i4U7<_lXE}mq8@~GJ-e@(~*mZF-?ew7hmq~YG89IIdKTv z9&+{)<-TNjDu;Se6oO58gI&i(8J|O65EaCIH>ARPH zTH7?>esB%7{awS}wZ=qCS?YjHufK7sG4GrrC9AZCh{Z?9{m$+iM1UOlZXj##q2#@9V>l$+d*^3%2_`nk(- zql5KF)&U6bDN6hD{<(Vs2p*C?VfqRmwKkjpW!QF;o?h-ySKY1nLPDN_7V^XvU-6i> zI{dNYw(kj}At%FJy*>^%i-ri9mcx#KrX?riZk?Z2bzX4_gYiJ!6%=dt2i~rI&s$Hh z^d^P)o3j~o>dLUs6WkI!l*u(VoaljbGCGzZ8QG`m=G$d0C&TSNgA54)3QRqYt&FFO zpMGFo^*ly4h!FP(T}SDqvO>Ce2F|>YsZ?yMJrgjG;dyG!#{w#-Rc=5YJ~10O#6KA* z!I1o_yob408Jn>y2v(qc3 zL#7qj@H~Z!%)6)ccqRF`qEZ0>R0UGR<4%t{=0r-z5`BJ%%xY^>n4n(PR9qR}jNAJ{ zCfDUYbKGK-1kNUdE3x`51;)Xs(1E3-MaCsTK`l_50&2mHvK%|BD+4 zXfLN0O&@*GBhDSVJFK7QE_ZQ~gPg-syKy6p`0$WHOOB;Z5V?A()RJ#8h2!wxA@(G|~u$iGkgJXI$Gs&Bmu4~u$F0!>V;A1={ zLCTL;sIdnEPc5$pYJa%IQ;Ffh((cODk^9Ac&ausVJn45c~A#~Pp9gIK!16jxlDL%dOeQVGyw>1 zWsY_1G?D4u%OI2I|I)(3X))sZ+&mm=ux{)w0M@78<4X+d&We@P#eLdYKN9>tvT%c2 zO)g|96JJPcfQv)`=|&)8hd0;A{_i}PQ)jo*HT5n3;-ORca!xAg4ZI2&bbVLMG2S&m zK4L}nCk1wxLI(e&KowCRuH%*_tu6CTjzGg&rhp;_V)=B@NLhY#4#DV&6p8x0jm(^l zZ7ES--LbnGmRxD6)SDW#0hV^*r9XfSkeL6A+VRhI9l(=*p6AHd8_+g=eSV;EzCTBd zlrL(1W!~-Q7I~y5B2wa~=JJ-5U7_IhE>>!KM?q_K62?!Lqiqr)&jrSch{%Iuhs`sB zxa9Zcxn5L5R-9hj?7AeuGz94IwHJMMvvLF;7#e_<)W$kXV^tR35fkNWAvtGw&Clp;rD_xmfk3tJJ4>zOX`PQZ_d)6V^jhh!|~Bc}aS zKSHHNzu1pT*S;$HoAuag{rLI>clUMRx?cwMijZ>Jb2eFw{ROdiIDqZtI}dYr ztZNR&e~#@xhfRz1Ma3MSA?*y)i>}ZD8jQNhS3IOLR<34G8mJ_2So#===gcMvIvG6ARb#3AI&D`As)45i%IjFxdGS1?T-rSVoKDo)|LSHZ&B7R)9 z^mPNqN&hSQUDE;VsE`hqi;xrv_vC2opki)rZYVuI_apr3Y=<>d#hmoXoPWz#?2N;> zW#M21hQRDEo@r7`EC*_MFd*fc{QW)qHepRc7qq?)apScqPkI}(n#6}D^U%Rl-4u#PrnpUmNGi6-CI(^p2(7}R3 zu97)dkK7pJQL-t);~=s@o7`_Y>U3RMq1lySlk7QEkq_R(XWXIL2tY z(ztt8u*+ktMR2!TniOE5qP6L>fss3NWwU8Ids>2>>G@tva`N2Z70gL^zRjrgzftrpd@+pbN2I00A z%T*x~J17UE`q8Y#+hp~a241kk=U`^!h1Fy0pGkV!m=Ul0?FMEmX5O$LvXqZn971h# zN^_@!+h*TE`lpq1sy@!Xw7m8c9#q(rstMDbdG^d}ss%Jz#oz;Ga=%nygoWYQtZ>Z? zbAPY>hJKmsv-g&%`G}U zx1r?N) z7(l_68ETZ5P_Q6}e9EtRw4rZx6KYL^Q&RM$JTKoL_A(CNTnsZYqqPq|Yicpyov!xr zw@-=T#4m8lOcFnCjZqb2-~_#~np)edNt#@HWF`|4^WIO&N{Q-e7*kQ+FNol!Hk4yU zd%~in+IHtnXGPZli%CM))Fc_wMEP{j_mb&~es-xebg$X{A;MWrE`E=hCXMPBUq(J# zIPAV7Acl4jvWyVD*Bt(!1IP}?_K5P@L(Q(sE#Mez53ak=}&ThKLFTwirpo|wtJ z0c(Zsvd7g%6X$qLZ~d+bmBWxd`I-JU*#gDugLU8LQuK6;KdtNT2y~F z2U-L^obWr5S&bzt4_pC)42}j|Ad0^sePUCXxYJUyb_tC?j}8Bxs2W~ikglA})7(HG z!@bHkv649QZDp14hf@87bp@^lzd)BGdaV|_;z}I*ue+0sqOr8jw{P`O>B1{GBl z0Yd&qkh|Ywujk4!L`h=f>b1HI@D;j!B*jW41@5;YopSAJQj67IJJo_Wz|hkT_VXJ+ zFwyVf*~wkga2*WRLk&gqJ$|)$VT$$C^6ZXyOhuVFH%vs!&}*iwr}@w5Qw8f#F0x~i zRhS(Vts=`&U5FZ=qA7P7)LVlEeLG zzBo*+5mpR(1uQm_idu<~J}vlCIrd>a(?DNU!KtsBqyr{U)f2Rg?nUVQZC_BROpTdI zZc=Dg&?DZdpFor5+7+mW2?C_iJ-_vTUJPJ!u}AVic`tg6rnsTBo_F|)A_Z}@Lov~ceKlf+T z`N5$QI8JufTFZ5VDW7$+tWz9}J{soE(#E|8_Ok_prw>ixtS zpmUefL^h;w=~jqE2`a)>)8$lILfT>h@~c_(YHiea4;|W{-6`V$H30K5xui#mRR7lm z{^uuH5>%+Z`q+z&QkgEPQb){}gc`#s-;=SX-XXgvZZ?*F$28~%I30_>fXInQn&j`T zpiJEN#lDrzdJQg1krS*gM2g3;WPlcVf9(vL`dOLgljJeP5GB8WCGU09|D(xhjB8%` zre63@!4ONnb84&iPhP$M;*7XS`cQo>OZ_OZv|GTct68sN?(X@K*vjfS^K$&Lk=_LR z9$Mk`RZfw>W*JOExPY|NJS4vy4=+*W)dz0S&uteY-BVQsBR~1qpq3l|#5OPMJZ{64 zXYEQA#1NTzTKF_DXZ@u+8TP$fNre`r=jC$Dz(ir}imHY-^H;)~LsFqRA)%+HfikmC zB$*^qf}bV(aqS=Sy^oLI7Xm07{!fx`#qi6?Fv@7Za-ry$>?Dmd<6rfDI4&F9f7a); zcWsoBoQ2nDW2z6euHZ`8gpiy4_(~;cLOiINi6^o6FXATn*s`;H4ayq^2jr1}i!8FF zF(qIov1$k)hE3GD4%abf@M9RDhPt6Iect3oSt^5iD75r949iMUZ2VX){24_vbC4Yw z8vRatzmK6@2!n9v{9Lc)lM-OJW+-0X!G&FDZa979#mesB#$kHiVUXkPoDZmj@PUc` zfAe zuHd|Fni*O;X!*t;bER8D^V$+DE!0z3ZZ!5@0ZB16s>G>@wiLvU13PeTzpSO0Z;TdIpprAK#Or1+IarSer& zo0eBfmJBTmgo}u#Dvi$lhou#a^Apt4!@hrAReOq(Ajh66*u;!wP`Dp(%mh;bwF6me zEW>}R9he^>g0iMMSQLe{0~bb7I?JnV<``v&(0#>GS0m;yMD~pV%D~Tq%DgOYE-yCaH2s8hsjCL!eI@fmRxYpF0#t2BxcxR~qNnqF+WM6($8K zjwX%z6ZjCj3X@KB%_6!Hb-dh)(1{U~$e)-rHp}r%1(7NcOc?3yZKNnP zq)v6oJw0nA^&A{F1k9)Y;x?3JW?4jxSuiZCP%f0ckNtu55xJ-SPig!!lVYi{TM}C! zphEYG;X3mjj&~~77qJsZ?U;!_kgfR~*`9VMpky_hFY%O*kPR)T_re^R;Ze9?f^ICE zA%`@ZOwP2I`bi2dp$SX5LT|oIvOPS-kZ9`ugCM$OZ7}NUNt_0|LnrfpZRkp^{x!)Y zRuL39qCAAQ#y5{pWK6bNkaZp-mC4ft3&XOt0$kQIMwyd?l#!2Kss@9S*b+& zLho)kedyypa(#tT*N6A=Vc&nrysSUSCV?lEYhefc(1R4BTZMh~aCLP3YTXbS!Uttr zm{zzB1g-mPJ=GWAXGoTi>yaASPm`foLAf%i+xb}j@+uUPT0WrMZ^U}BN;7M}TJyWj zmLoC?gLl75-C`H}8_!O=bWXz0jzabUwFZ7q5EhZQ;?nNf&LntPQZY5PivQ_3FMAA? z_HE$}SF8j+(ii~V;yM+m@l@Il7t1UA`^EF#W0WtY|E>Zyfg5@z8?DiVW6OO@2_YCm zg$JZufx)_^1bP_4s5&4;=K9glKwwV#Wv}XM$n>YH&$-jH&S?xLV3#xoY8z{d``(a0 zd&vHO?ns_U`aIWCaMCi%{0P6hy&i9LKY!w!EHqF0JB;L6s88BT3&OdH*Gd|WT2K=< z*W(tg1_s8UUiEymQZuFlO8Ib1Cb=Fyf#n|XdY`#kxa_B~&1|{QuVI5M2XuuxHHXj) z+p5l*4D->l`cdg(8prgzFHeO<5LlL5-}@Gh;B@aue&WK=QEySKUt%LNvK#HeDai4J zdR}DBSaaSX7Z$q3he=x5Y@|&Mdn4gV!6BLZ@t4=?uj)+&xRg>tNr}K*a30Q|-)HF$ zr$D)(wMp?v30ZOKL^5Gr0f4OzCb>|d%>pp6ZFH-gT)c3m2Iih31!ETO0qR{71c>u& zcG2rHUT2Tydge~=bXM>~-*5JJ7NOG&g;o#ix88m{YfshBL|G`S#7I(qTWB>TksosST+EtSWpnuX#Zbb z`U7qwQoeqLWYyMX`9}N-Z59_cU+2h_Lp*lUT9O1T@@ZIp#FO);Oiq)>J$q%B&cK zQt3JnT;n|n7CQa$=B0W|JMXRt6S@V2Uu@zF`?4TJ4s>_Zp_92xJu}^g>Tn*12iW5H z&!r#nHC9cSFGA21r}Iag2R72qxVsfEWITS={7_2J!6^+&JL}LbnX~Lo+Od~a;VHM4 zY`H-;uf)r41*oZ0ST2W)qJP?!zBnd*K>-sF+~ZDI-&lGU{l^|&QytV45E4MK!lrPY zlpzMyoZbmAM30gSAT@MdyTC#{Q-l9h!>^@~1xYLXM?P(&9J&=-^k%0rK>4{ z*Pq^;+lFYrG<3iTjrCC+_Q?2@%=SAU_ zl=4$7#%%^Y_1@H3j&y6~>sW-}IHg#0Hfeet=!CXEOgk_WS6nF(JaXsyMnyqggPHl5 z?P6BovVoju6!p+5&y{6OoNkvrcc~s*j%aNzU>DvOGHI0OWdgV_?E=!0Mi+Qj7_scv z@U|RY!bmn_rQIx`2NdxGz5*@<>-~DHQjhxw=i=MRmf{g2%7+z$+}dIBf8jYPvNCJJ zCv}*#3P6Dy+SfTwcoT0+wOMP`r=>+X{c{Z5T9Md$fzM&R?^LwtdggZR=u4mv_xCf~|`L7W#hy+Xr;qsGBJWgLdR1{N4?|$~S=TlV_0D*`Jbq!Du`v-do8q%6{qOp*lE6n;v_h8!BAz^C$K zhCcpCB)xGceq>~ACiE;%^gX5x@*sGk4(>)dttjd zmRP2U0T_b9E+zGOBouh;Yw+fYs9GRNljSq_u=#7w+Qe7q>6!Y$QY^F(n(ImrH2AMc)<@grT)eQT>UZ?Q4!!0kl`N!#RD|FCepfv@ z#C3HXqoqYJ=;9;gywbX08`Yu`7ni7Z=8734H#ColWLmG#w18*|b*tzSn5*u_5#mU)k58~jPyC8A7Ig1(p5+s(f zk@;O*t8Rh;iHhPMo_cx1FNN=upQWvdPgyg}a(%OY|HJi53njMZ`T_z*?D0r{AWjxd zU&G?`hqqj&)h_;~5e?)0M<+9ns3xmS%C}#(I@9)uV;7SgMrlo)g);c&de(pm#$$g!@3SG+C`o?Cek-WkNisLH zlsS75(+eI2O#rtpC^Ij;B|ABXwG~;sK7I`c&(zX{8Qi=v8UV^S2@%|j=!=d`RW0!_ePU}z4 zb&bOVc4h3AiDhQWG$e9WGn;o+Jb6MyZ3KJyclJ_bE~tCpsH8jQ-8-Vy6T00Od^mcN zhU3V`u;0UU!$9z*qigNV^!*SHy$F8%eg3GD&e?F2 zp{cec_H^yJyPJ{y5YBC0X{e)-*Kq&Q?;OY%KPpJQf|sGO)F~^GUB6BM)yXr_;`fSj zgAN`TT>U?8bjyuHzFwcVhER#ch2c=Rz=5ms%>MrVksLpB9RibfRV)Kpi8FC3k;Uy? z#dIm*`%4%KOmMcF`;p}q^%v(aY;WLUOo^z^M13X?@`ZB=jM9$(MBw$Cmh-?S)OXdcLq;Wis%8vkf%o4Iw@-=?Z`{$ z8>6n)I@l%;V5&y)T>auxmI!j2$qL>XwG6l#^w#lfo=6}h7R_C~*<#p;Aq~s1gr~7g zN*F^QYhCW4tD`3VjiAEKI&>wk3J~@l;{q3X^Qfu7lQR$ z8Nx`@i73|sjVR~)*-lvK%7?q6zs*>bktGa6&`PiS=S)oeX&mC^>A-OMWP>a#3C|s^ zDe~;peLRF`t>RZn1)K558FHBMOBn;P(aYgFwv+U{r0XP6O zsTcKGoVM=e?eDH-tXC8{x8vFWzCZT)dNo(nbr;92mx(i$wKQ$(?QCK=8Dd?L7ioka ztGmgpW1UjcmMx*HM((VF!C+-7{<2NIlAfl#K=HHWy@?*oW4RVRi|gEjx0)Y^C&8;N zv>aUu9v=&(UE@dc<{1&oveS$myDjCFQKrKfCis-gq~ZAA<`o-LxF_H-bnKat#w1n0 zjgbu9AJs%&)Q3KMO?pd0cb~_@>y(uet#(yQke#qxoJd#^?g3wb5L(p)GB)U z<+K=mazfZoa9iNv)DLse5zP>4_La1g^t#RI$76jz9XNxMVk|M|w z|MX0V__U7)nYe8|8DeZOd(I;(zKe_4NawWeROA7TY0pCaV1j_D+3@L=KA&BdL+%IZ zR)bG`sEEkpM#AI)vc1)lT_a$ds2Dc-q+$8}TLB`F%I z;@BBMLp7mdv({gu18Pa%xM8u}sviki^;4g1iKza@CAW#Da@( z+1k3gnc-(-AZAey!JeUB#Xehcr=g%C33aO1vObgCTKdz{)+&cq0xFFtIz;&gPklWM z_WC@y6(2BlN*bvtlR5oyDeSaG9TeSER`Il1`2}`alSjnQO44kU)(Ob20b0H!*t?wu z$&Rq~=CIl$@S}=XDB&}~JE3`=B1-|(iga@8?oclDf5Pd9OpuL+B~oui`4J8% zEf$gr%lT}Dy657d@}H(((k2C=?y~qQ7}Dc}^mt?P;s>|&jy;lvX>KueXYH-5 z`#5F8u2tftHmf|rw_%KZ<2?CCs9M{kq-W&#zt*l3em34zRvOGRYGw$7`wt_9PJ+1( zFf=~mWWH^I#GA{LYJqMkN-JguN-lsktGFX*>9j1Y%}gi}n`?`F8YU#5Dw=NM1>Bzu zc7|J>sZ$>AHomi3-q$bQPO?7^ZEr1;9Qq+_cEm_bEwZ?Kd088A58O$=zr>{y%Dvg(rgVy>GW}F;V&t| zAD?^xyK38oa8@=pX*Po<-R?-g@b7X7e#>zu+%G6x;>D!a^cXM6Ub(;@jC|D1hvsOC zlXkYz4vFR}&nLGTdj4c9t9S(VqFS8QZAZ+&!8%W=_wGHBxneW1dU@6#x~rxIkF6@F z@$0Z%AZP5!@2>|wgMV_XKuA}vKf1l}MMORINO$#7S_Po}pCIG`uzTKiDAKSp&L%lJ zjim65ccb($QUN2FyQU{K)n4ARA|}NSiS9z|OD-1k)Zi{|jOZNGIg#<*vs!FVt+x}$ zNypj6Te$Ex*~ia@fm9qV?iiG$!H2P+9n3Ie0p4^t@?4{Fa7Dn(Rx6FZc#M zLmsYmZ?sX@weZR~tP%E*1Yyn^5S)Li_;@vu>R<5gq<53;>W#KZ8a5(hoZWWS%~qNV zl+4vHn!nNeUTOXr&)q?}V@dVOwtL8{7+F0>p-(S9>igih-)q_W$%T|&HGHR*HOFSq zic`uZ??92DhdzN&>1iVC${uTK!b0Iog1)G<^sTkVo2A}W`VPn4ubj;TZ~Bi%S-k;7`5=TkG^a{20ghr)~2WRi{1n}(N9m-Qu1J+K@I{agzVO? zPt`L4%YbrE6Ia@9ife0!xE{W~$d@?7u7^fG*t1ucT({#m+j-vRDu=0|b7B<<+mTgw zEgC9(5oC{j8uB|=8#lqMs+}jugGQ5J?)bu2vOkA4$0W*Hwu(TQWGBGXAfP8p#pMLXH>R6lw{u!_t>x)Lp7~lj z&gSdRu-J2*eZ&)RP5-pxfqofRRVuuXqUudQBdQqK`={I=x1N1!q`fHZPV zPGFx;wYdKj^FWR!h(}1&Kc*9OrrFsol^|R91eRsJcGuc_xZZ@X2(eZMzwob#wTXyE zVVj{;I^PbGl1!h(K~dh*QW<;=@jTt|6VKi4XD;mw+Zp(^;?LOWWx;L9tg-SgOgMBe zfREYS&6dT$yt_8NY;K7m_a!b}AE`z*b@mdUb#wK)%1+-=WO^)IB0k7#=_%>8fZN+7 z?O=xJu=qC4^GdQ}O>(b>>bwQb?H47ZzL*YqCyUCb%Ihc*BY1Av;o3vl+b6?);NQy!awTBO%*2j?$Jbz9MctqdP2S$ z#HgGrOjcbH6le#MHDhD}5u6}$8*1L^wWjdj5M3S_FfzD%e+u|#vH`uWyo&aR1o)$g z>}Of8kf;s~k%Hh}#*NO!wa5}fe%eF+>yGC=xh$yA6b->Q6V%ky7LI1c6B~$?VSWs$ z9On#LnX?+Hqm{Me8NX8KpoKgbIlDxz29@Kf#nnZY{aLXZTqnL}eL4jbI&dDQ{PVOX za&3yAG{$Gqbz31$S0Aoh4jaLqJb^N1DXA8bz(3+!$QSJ-`<-L5T|L{eHc`8fA0a5W z>k2iiX4^|KpHA?u*b#gW%R(H z*r>S57XxWp-|^nmf7MucAJGd5zbDK4tG}}fM=;H^JFsWPaWtHj@qsi9g)&H(!&M8H(x&ec}g@x`8$CdU`_vBs? zWHZ#=eu$;P1p6mH47ra7*PFTGYpQucYVhBCJlum{$?4?}0p9fo@VP^GY>lL~W%9dBz37HIBFf%GzSXaecf-%^l&h- zoRtyQH*zIPFG`*mZWfm}4 zz?f;`Xv*&&it*9HsbMbu-pMKDRN2pKJ=j*>qdm+0yCcmak!lHQ+|R#5y-GWIQwZ@O z)|5nkLK&G({e0O2KSjtLK9GBPy>Rb^pHsjW{C5}MqW+@i{#)OD^-Q142jzdghf;H7 zuLoZblZoku=Xbs~Adtr#u!(~pAP^9A)3jV)v>uo$ga|&hyF2D%O)^N*7Zzbm`ql4; zFz7LGVQFcy;(0Rc7Z%qFAvQDw z@wb^Mo!W1wQA@KUT$7;&Ma>>#obaTHgE~{pJ>z#U=Bg>FsinFua|t|bg3m3j<{4`n z&+pd^?o3bX7jA7%fz`Vj;;-ZXbXtE6u%_IRZklle?yHrt|Bdzly!)2h&NsOJq6jW= z#T6n9X&J&EcK7Plk@7c|qJ<}PAdY5H*MOAE2h|O_roOHnS2nq8m^u$Qe~5*$!YYzT zO`*D@=K3n8c$1Psvt_eorCU4V^Jg1%rYuF6;isF|;$+C$sUkBtA%S~J)jGDy#!1bE zpU>n+PE){B+RgQ!)V7^qMP72VHv(n_^-PdYA@p7ayKXyC4U`hycTzc8kQB`>ooY7F z`))*wlR9YA>A0SMM1VNc#bvLeH}-R|a1ugmIj|;3bz+)E#tftl^^Hz^H*N6^nXVEA zn_`EZR?Zb00YL;oMnY7z)xBX~l@@vCobo`DL!8|0GOoJ+ia9ZDD1S6&P`Q}&$*urD@0t8MV7pHSTa@5Zns+eot69? z_a6V$g%A$-Ys)qoiN_Od&@>DJ+%+1=YXL8h8mcAi-kM5-g2sr}mcnO!AG(xiVXt z=_F~?d@;viQoWwvO+`JmsUmSyW{Gr?mEU94sOeSam$e*6Gv6dZxE}<+3YdpymUyuGRf*((C%6oo6R+~P7^sV|1k)& z805SFyb)Fxyw=1^024uPqT3DcyNx9CjHUlHP=?NEhxZCM!npTrok8O_&2hp19w`Fv z42xGb=e*l2P49MqY<)yXWiIJqK0rjD^aT~z|32T`-w<>#ntarX_##3wAm)emj2qri z(eI_&g`uwGGNw-w`<|Si_S3)Zz@0B$H4l(;CT0t;Q9j5|4tU5KVCa=(M_;)P-Z>;5 zTW#REZY!Txq4C~aP=7XruyM?I30c5mqTvj+?5*e+6HsS|={I|M zDnfqJAqp`q_fMG6s~+krkDQeuyRaN3QN7V=Eq5OCADNy`q>EM-xt?ptvJ*z~5EYva zJLs01d3Zywk$o?Ij8C^nPTqm+Veb&SSNB zGG-8%I5KYPykqg6dekj6rQKvl>g7SK{E!8JT&#W>(tLrwzy*l!Z-VZh!GNU_=@ECU zigz8&l^46yoQN;}jYYusVS#$Hgz0^F?|gL*Sc;Dvc%9dexCoNn9swSZU+#1NgIk&` zzLXq8T`0)~sksebeNe5~5F0nX)$@EzB0<9=Mp90u=<`w}E%=c>Ds*?6-B5IX&9jxl zR}+!F&b!BlQI#M*WK`!p??TG5!QCycai%c0%56M_I!uXLY1(z+m1aH(@=6#e@1~_d z1)Z+Az?R=adKq1GbS`cdFI-N8J_u|{PkOgPUB1h=e$$W@7%__hIZiS?s<-}GkLjTN zbF;3g*N6mzeot}6IQDV9zcF>x7F;_0ULL;frig?LQwG}HeM^QjAtYq=BZ|$aMeuE` z2RTh|JWZtU6taK*?+66MZe)QM9s}YBo!3V(aAw5Eupy2piHG75B<)jJy6ZkIGP52@ zp#h4n-Kc>0_q{*}8HSF#>6Vor9Xn`dWp?_RJg zfkS|Jr}vpihz`Db@PU!Ozk%KF5?}o0EhMWJ{2wX$4x1tbv9+7a_ z0mq`C&1DLtz83=+4h+m&(bxAcuwZbDqJ^kkRX=mHJTB9Dq#LO7rwmGkyf)T zEIX^f$DSLTB7Nm*hM4DMvuS@LP^F3yvz^@dx+(W52B7g3zyB&ffJs^uvtPA3r9!$s z)vb8T5eduvHCx8AKl%Q*=F>S?)5YvW4b+^QuD*HS&8pW|zy&R{Gu6X1DO& zQI-n#zvrC3(l}G+Ez`$GyP14NZLOd|Q@ow1h#>6YoyGURt6D$wxCb2wGS$Jf=W{Onh z$M;r1g5>Eyl{1b^MfX)DXNj%l$gLBm2}u0NTUA1++Sy>5iuDt^?#%o1YvS@U;i;Ek z2iF7$dg&m7rALs#&N4H{lXBU!uwqh>RE9k#n?~L?yFpib6rQu1gGFx2m5JT_=omE` z(Cic!P$Zg!Kj`IO*>U^*{gc!_kyp+*Ms1Tx1$W z_=Awlh!_^}m(JE&jr&$B1bIxR?{+MyId_zlB5X8N_mVJflyZQ+uZOj^t3gW9Rl$2r z+s{!YT>C6pT3dxIhp5q*i>PLB3$%=)rel!CdxogLTVum`5s$D&2fr9f>5kGrG+sk) zXpKn148+-Vqa2bYdK15%wko#5qgw>$e_E~W29!)uEDi=cBGtJ zTeU)A7FO84wlzUCb$tPfBELJ#I?C9lLYkbM%nS)Zhw;0+y4Jo?^JID@vZ!x{OY=H9 zJzfLb7XTyJi>z*lMC*j7KN+20!F))BF+Jp8!8Y{-X;%j=VJ#%BoAC65yLg0cCE8Wm z7#)$o?>d+Xn`Nqv^3FOs@l179dDYw9P`z#A;SJ+D7;3d1>_R9b?O|eh@l58g59$9M zX&U+=PXMsex@Nfveig~C<6cwIs69&gn=ahe#U&Bn*CJKLP0}+F{n<%bs1QFguUXD? zv3x3IwzXknz;hmadX_NwtMbg!5fjSHe{xfgcCt6cI<~9VkJPSf1d;YkER(I-40Uei z343IlJb~FG1eqiWSyT@{rRVOM+S$yCcXmgxVWNf

    !tkK^76&J?7Qk^@N+I)ePn4Vt~?a;c_$ zkWm9)xkMQ7UL7v^p&UKuP0>A|K>TdZ@HCASzV5gX((5^;wB|X9hUGFS?z>m-MaS(8 zRDqt9E%8S^pr0lwVFtoKbz}=Vgt*R=PA3OVr%jB6;a{|H7Tae8se-Gx28JG)d%o6S zdi%XO{3tOx7`T2FA+!j}U`+p?QTw02OObuW(NnA+dB?YK=Jf$UF&xl$DTd@m%G^4KXnwh%vI6hb4w7#?OI~I$keupM7|4T6!gJH%Z@mp#@jYQyVB|)# zUUuzf>#2`B2VXBQhLC>>p!skoo|zIakl>gZ+JtvnS2w2}!D$25+)TPISl%=))iEeG zP87>wfZ0^-?NQ%)>mSJ@6!jVXD}TOZ%6I;VWRgjP5F%FrOmKMjQwe-B8W!&0)puiu z4MM6D;u)T7wBC=Ui-T^9!^9#h?;7VT>vJxF1h)%DoJH+Y5O%7oHGQ?{XyqM_>cx#( zhR^-J-n6358+*#X+RTUbw(LwI3gr2QmPY52X52ACIPvQTszVo~J#%oxIW6XYPWS(& zTR6V}a*Rgv)%XJ?z-BNQl8Q=7XrahVC ze*ZwtCks2n-mk1uLoO`%Te2-SGD+zRKqVU{LJwT=c1ML{*)!MKAv>$qGY=|)7(&R)W0gNJOK{ihjc0pLw5|Rq97&RNQyKAgEYKIcgIlDG4#-N9(=!V?{}Z=cg|WY*DU_PwVt`3 z>%OjEU2b#Bo)cg5vBVMrd4?nsvJn48Sp9d`4it+;DhyoqZG`yHOD*6QeviTP&G9{l z=U>F3vP32UF?5NBX-^$ObpQUy3KXRL|}71zE*1} z8-ri&Hh5J08X zvk&!B+9C&D6i86)MD0ecKnUNyx|pcq>Krv~^j`WnUBM%B?XYn}zW5(?0qM=61~fvWG% zxsgW_J13(VWCf~)!@aB3wnu(kHReekMn+r~3vsHkgkJDRJ;x0~3;~vMXG_Bg6DBpB z$0Lzv)6kWIoIYdEtC10d2)M@~dRXX;U%0gBX0zz}6c?W_czs} z;Nk4y4JX;fA*8&2!mM7uRF~Q*dQ)#_3_R*;(ccw=;wkEa>P)udwLxO-a?LfJ!OMq%5slXV11<9t zqQ&sie$2-aQ&yE_X%CXCsWfHM!{P5Thj5lcq5`Z1wYQDPQSS|vKB~t2=dANLCIkE{ zBm=y7H*12;WQ_s0{${=Fba#|ikPVuTiPF*3w6@%v6E>PbAk*p+dk|qHZ>2r643;ww zRp9rDY5PWDpM8eke1v8->U&Xq1apRR%9lczH|kSzgqXJVPnkIxQ$waAAjKWZqMe4C zqdRt6u>~q8tH(cC$iRw?M#L^iLv76bbg9aZ8MNgu{A?LAEyNkA;=>*Nn?}TS2htzo z1F;zqC8V0nrL?c2u!R%dOeDIKMz(_d`KMRwSHgPIg*kF z;UoihB9o&*SHWRM4Ux-d6z_~G1QEfvOvdD1R}_jm1iJip&pzeb74X9Rv$Ou!XUS(y z8+um9FYdmLplbZZmChWzOZnwKCR~>uR8{$s6VH`!KM$>gs7y8qV}Y6NVDIdS>Qqs| zQTxu`T9xh@=SGM5Wk(8s{%iMH++Nvb!8P9TdW4XJT`w&pe=Gr(?m>Z2KfF(`Ip0H* z;8TLfR?Ge_LjuZIx?m6j+VB}-85m;5TS3;hm{)bbv`ZW+M{kRz$eJ37?R8S8741x|a5+jR1VA=alYr2iSL8=Lq+T#Y`f+J&^$B9H~+C@_5C&?oO9Es8UMo@KMgr zqiO06lHrr+})YwFK%LS;rHtCC}=(G;~K>o>L!An8!al$jye;S z+wM2H(B=~`uu?8Ceq|(h5-54<`W^K{^zT3YUuXQkJ_xY^haJ$%t>*|j&QnbMwO$PK zGZrcEY+SNW>Gjbm9mf6CBGojYxWCwNNg)rK*e;MsBT@#5jatbI3{Hv(&k7rcq2~+h zd-l0TYBf*c$k4~C-VMW>Y(Kji`BDnZ{D5G z7EA1vgqWd;i}$Jv6z~S{=;lG0{Dc93w)C(;-Pd3RZU&QhIcLSs`TTGQkLWcdq_dO* z{JQzvFsYkWw229H*-sHBW~?jM^M z+!z3!?h*3+=xJ;>FN?N{^MKiQ-!e`q;KSn{b0v zUvd<9`g&iNzofuUjy*T75RkD$WT%pRFgKh-Z3ptQn>FX}+)V1{(`<(Sk}BvGVeTLh z>#az)@Y)fn^6+Gv_1$+S3pLekCT;fshts{n^Y}KlXlR1`X;LXUh;AD${&aUHW9Zqp z_y=Tf9kIStvmSbdZCBje@lj)UaqY6*Zw+x(p0vnPai)yruC7qNc-O6ezAH-Ix*dvi z`=3{-%}yw6qEAi{-x70#C1lf~;Q>)x4f*M&1hh|5f0un)0XuBs@<0NkMpba3pe_;a z>BvX-yX43O8f96TV>>nP3bUP`m*7a+rA-*dz!)=+Z>6ta(zLa6%iwm(kHrjLe&y0 zVoED{>7J3XJSI(>UsFz=MA#F#Z7goFSMCk16XKBz%9Js)YuC_w!TQ=M)jZc3IBv*Y z%Xnl49tEY6ih{P?I^Vc!kZg&pok2PM2`KL$D*f{c4Jy{}?E_c!_}7w`-MhEC(*g0> zVC$ApTx8pmr!wczqS=wQaTtg^-Mka(T3K18roNLS`Hil6;iC@n^fExfB#?R=a+wv3 zk;=>n$an0RgP$Cu0_hG*?y+%L26#W(KTKyWUsv2e6`^c;({6;Zww6KGt+vcdc}Fn; zFv)+MFnv`6Tc#JT)&z3^m!sp3{Tq2pN@CxvM%N#}0WbN|eB~!08rma~MN{aB~`OL`peyB77D(z0m(){>@Typ8IKtU%mC0(x)CyIe+XcJwU@%>=%_MtoAX z{uVl$OJJ%9^7u7~?jg=K`LlD1%Ln;LSOTg>5cCXdWgR4a_D>4$zwS}s!;~Ugvb#rW zh}G%i29j!Zv>Uw(IjgKzSyLgjG`xc(W(uMBP93~R;o^5{CaPU*gS%%t3uYr%F-$ohA#=q6Zc%Q{AXNCArGN{uq z3c!9H8>o?@`GI`(yuY;_PTqgY8m%(AT4w-ue4z(llC=Lnh z0Ul4Lt+3O?L7-C$)@|_obz9@(T=@<~9uv#*wO=Ds8Sz#$^t>80t0%LGU#(uy*kdXZ zP7Q2JTGV5&G^akunA^R~o&J3@(xM$yw3J+bQSkHTZN^B=)EhckB9)*vZ6m9kb);?0 zV5_QubtA!5$uSddqbz+&=m)y%cG>*(jj#_{}`?|mj%`5t`e}H=Dn^9zG!( ztn0R!ooiGTW)x$UxlNK|@GyaX6wj`PYl92gWT1Mi*^p(2*O4s-@e#YY@qKq`gq3l9 zcCZYHF>z)tYUXwZI+D;pB)0#&+G?4k}Bg6c8tVKUPm~R&4JDQS7FQ#qE`` zTWIA6Ra{0kmL8v*Xzn*M0YU(DYKvL-h|KL_EevfXNz^JXUl%5+nDuCe&P%m5l|B7<3_If* zxjFg~obVvY5bwyIk{%t-OJ0HY9mp}<%m5EI4k`U67l<*o=3}nkiXb1L!NoOd`fYby zDfLgtf{rhZ6O|dr%}$z-n#YQMYk|0bU5zl+8{onCg{8f|8h=-3PRG*W@fVo{9<(A2 z$VIP2=g$owevtSx$%$zbV6U<$saR^J!EU#`7n0}a@-Wt_BnEDzq&RX@ua=r)dXzSu z3hGY~ltQoTD)&s~TYfup_^UCAK@oVJLgV*0#Ifu>VelJ+SB>@ssoDZ%kq+=gn0No` z8vp7}wd2L+(a(mOYv#S0%vpM*^}#oHJACjZ#5rlEi|MOD@Rvq$Y~6vIE&L$TQSM8M z&Jf$}zoE#itUMGNK_p*|$ z#Eb?FV`o)0W}9*4ey~`l{iWvqgN$_aO_cTql7WE%zf~VqhnstVnx%gMz5h4ZtgReq zL{qQrFU;Us*0kQY^Gv<$gq0DaE4ytS&1?bEvHmopnuOYt=yAPIdI8S2_JF=Lbw4G) z+IgRjsNrKav?9hVoT?%#mZ(3TU|-3=7Cno!xe)R~`r>zi5Ry__w0h+h)u6+bZ_v1V z5PzC6brS~33drDW^81OadVjeWGpMg?#S)%{B+p;O}TMA{ABWOFCHlFeExOlVaz#gEPJ7g;$eme=qK@8?xx0HUL#LqH{01^ z9_r4W5*eac)ZR{HIUj_VAt&venpJ{20937`qvH!@U^f@Xm;qN^z4OByFSSCpJ$)Z2 z_GG(Y5pTO`!Lxeq^f{Rgu{FdbENYaoOZ--x=(4jSuKKRff(cRa!YnkqCB8IPUl(2~ z*>%o;SwG`p@wL4L2R^Deg^w#(s|{Xzzuchd@&J>+okV(IPVi8f=|){sy7*=0{_gOA z3`>;Pf0iar8KD9BOw`O?9-e!dmK=9?tt+J;p)FC=(eZZn%QcY2GRmR?`|QF>C*_E>N}mYqbvI+b2yM~L*&@b? zflX4aw>nk|;yj4bem;<|%aT+XMwSLvm&KEg+(;qF+xhxP7fxF%mD$qHb|Kj{4h4|{ zt*Z-t1y3Wf9Ukk+PJ$+andK;dC$YM2SySlp`@tH{j-ZmYS;tdw!~T1#^U&E}+cF+#35%CbsRXvh74o?*!9o zx6C@|hXQ253xF)R-^x<($J1Q@($oaaYB^-Ee?G`Qsm&7G+70k0qBia&n5w)sry_D6 zCq>2|QA4d&qUuia#P=k;oa_dtj*!mlIn@GVisYhx9F?4!DJPnU>lU_aVzP_5#c5>B zq(z6KQE6{~d3DlQ?4>ib2gh7_p^x#{#lhP`Z*~H_K0c`uN<46LW2#El8;1OuAr@Y| zDfHA%^gEZcXy5fLmxXMMsh%GTscU_qIA zbFl8KmHZ=gm2L0t*^~>TAsXymty72lILI&G#Of_>PhCveQ4y%wC7Tah4sQRdto>C* zLOwj(Ru39&=7*fDR7AmuFA{~q2`)OhKWyWP->jkBi4wC=X2hFY^)vq1gUn%^&^w*% z##80XT~nNKC6;N02V%{JqA)6?@f;K3hV%U3uHU=fQ`|Nk5Zd&$CD{xg}IoRmHtLNGG#|9XV0aPQ376$_ePB zbz2vSeMX^Re$eIn1f+KlH5lHFlis@XAlK-cReEoHoHt(n?l4b@pn;!BRL%a~qbHvj-@?&9=Lvues$tl}_9zqn==$3rL-gU7{r9&L9k z)5_{F&%`W^HhyVcb<99-qSkUw3u~!*zuz*FP__M;Pj$-t`KOLo`)tYTHm=qQc!D+^ zws4#pW-%n^ol^If3a)Rb-<%2J}O23EihT zcfU7$Y-X1>KIirtt_Z1`d`hWWM9Jvw(+*G|{2RT)2Y|3~_)stR-+tTQbLQXU$rM)* z4ybIG#}-i(YY~w7F1fA0$Kt)Rmb*)`(*rjd?NkE0WtAa5nc%Qy}!sx zEd4Pwc|vj0WD`A%odZRZEgW_v0aPb?1Uj23yC)B^%_Z3+t zf?8~8ievI&XcEElg@{?D7VrA<+gQtPw#q73Wy4IpvF!+>`isbXCYN8W$!{)d)|9$G z(_@VIJ2skc2@CvEK4^O~_aczP;(JtUc!Z~ZdLN7fDl*sF;d}k57ShxPOfMOEhDJu` zTB@{Me1ITTztWhc1>vxTA@JCX&DazArQ;fVpK3+QR20u5rxDaPf%XA|etQ9y5VrNZ zfMjC0fV!#T`t$ZuuODXl$*G;x-{`eYHO-RM+pd6}u!B~k6qR)ib;&`)xDSuaUf`u! z;1q?{n2m<azU*t2(cAHrp5aQ%g@ zY^eOz_^c9?DW{HG^(YBaruieS0N^>OC?X{jwrmj^8O@EO+G2dhPx0EGi1tdEP z`!<-&W~b<}+#W@$(d<9US6iaJ*UsD<+qrittTtM^6o#YZ#OkS4tY?SKRdCcG2JI$_ zF*4S)oRM2U@=uYU?xEF~!9whv(|_NSnO`dh91bF8mJ11V<<@#tGbOxRsHU~FE&#E} z!va8`e{bcO?u(l&5UKT8ELAW2xT%49s_${h;`F6+EbOk#B6v_wzG0LdzMq-WtStI0 zZs-4qxVr>G%!_79_k7|M)}HXl0TEKc_2x%80@@zs7){{gh_N)Uzt85;-nqC8Wdbmd zK;W3;qGvT}i^?(_pA;ao6loOxZESQoDIK3xGYzwUnP z?AB!MV^T8Lt6>dQ^CWSzC9+78CzI zbnS~CsB0TuI`dO@{rXQ;9x2{y{4gNI|AF zGB%DhZt|;T9i0$61=z?40jM#H*)lR>Kq&!3;QPlG5v&c!Iag0Ieaa~dj@IAIEN%#j zGt?c(YU!JL2%TQ3(FGq_2OKGQu?1s&wOF7?pwhJy=QtIw9Otswvmw59Dd3+1X-4{m z?4)NT3pD6<1}tGmZ9z6uw=#(Zoyc2f1&LvwWMKd6NK2@wkw# z!Q2?JRyt6?rUoBu&-~czP4%Or+W6vdut>kl9~OfQTyA#vwSFrIYzg}jIg(u z9UZ6E+I8MgWvmimKO3n6Pq2>r1`y8s!L<^4m<4PY53sqT_T0J)6#4yYAsH!+rh6@XG8bdXf`ObYe}q*l!7 z-XO=I!fydmxg$oGgy>Uv4uaGS-fbB-cn{%a0$`~uu-8Rz)E((z7m!wx8sQ84PL=Ww{*{TU6B2Y z5~!rnuE3<@>wHysjTGn6hg5ylWYi~iCwj3JJu<0M`HT$6qsES)?f8%eIfSuI0gm`q z=UUvw>GT`-4sT1<$gUZp!(%nugqiGxB=6?I3ZYX8UlH!F_eWCXiuUSchdT4e+r9g; zoHdBv_HA4@VRy7!8a&jq8XO#yFDNL;0am#~DaYHOHJD)EtSh4Qh>7;gvEP+aAuKdlMe(H)oc6GYM+`BYKrK~X zfe!0m*{SH}eMw@3HLd9^DQa%%tBGb#Nh_f|>M!>mQhfbL)Yk6lLg-j57LFtUY@kd2 zO{4wawK-^qL6Si~*t+(6af0N#gW`$bLe-Bg5UknDg=e7WTV!A5=fhkm245=NXM8Dc zq28gvHftNnzMJ2Wl2HTy4Cx4HP^T{{&yFx69|n0zW?Mqeo<1Mw&q5` zt7%b4Kh3zdK3;DAyO+X&Ddxf54tw3)E`10?H)ZnDyvWlD6H0b>(sN&PlVYy4s^gXJ zcmXi|4>+Cu4yqG7d>{Ib}+uQdU6ip6};)bKd%}$q_kBe(<&eFYQ zI77^ZHG%y*)Eq@fdy-<|wdF^SR_vuQ_rAqct0?=qj+W*Q!=3n{13ZuJ4LF=xTA%q6 zb`>Xv#sO80!Z-dI>@OU@10~I$o=vD zAZ271n_c_qr+1Ar`OrA{p~cLGeCQ))f(qFE{%aQB`8rXK`cW1rtX`V#X6Uo{_i9L6 zL*#+0Y+YE3Eg(Aes1{pQ{*%7Lv=fVoa3^xE+*fH5G}##1^x6s=LD&Y-??t44Sy4Z& zA$&KL*ZoYLg2;Jw=o^-XS14rLkwr*grzbvy4dkW}g5cbNQwUxj*}BwJpNx$oMy=un zC1S=$x{8VmTTVGTJdXu;eTpPLh@bQL@{NE(pJKo?bftUdnz}Z6gPT1{O084{VQYIO zIsGK50voZ(Bt{CtcAw?ERm=-Ro`{AwQ&RFu*+oYP_%D5#f7SXS^s=Sv!4dKWoJ#Yi zq~Gss^zdLZdwV{z>2lYDm3Qc|7@+ik1Ds%9uvIVngvBWqg#s{$97y<`El!IQf3EQ@ z8IyN0h&PbbOnVw45FY5!=r$8(=T2s9@u7uv?Ujt(Yslm{0lZCVt zyoJ~LF#Ye6Y9C*Ov2?&Uzw**mu^~)Gmr*__ZXs zD0X>5nn@)qUs31F?Z9LawU33}%!Gl&Ded5ab&A=b1mSr0P=GVl!w(xZ4+=92iQjvi zO>|tR(uC@|nZ}4^B)MFui27-$QqJh*g~#>)NL@nknQsCW6*2VA`hi z@lp3H?j;Rm2a|!#m>s(4ikM*u(|O)lxVO4Bg*HNJ9|MiMn~edu*>Zru zD2MK1zDERJLO}o(SZ-_y@%vG;Q)w<<9L^6EkNVvROK6fL<_MrVm_=_n-D#Yz@!{EJ znQDysZ2tS*ZNUH&>ce81n)`lCV0k>^s3Fnaeg;K^bc^*ijf@V?@C)X-6Dnkib5$$2 znb~`^Gv8dnOX%P4h;)D!MT_(BluU=$)zR_TPw)QP|Nbc#$7s5_*iOgGp5yCZRX(bRso>JfEKiBm-T7LH}4P*6S;JJkJ*BxUNIRBm*N8qr?xMKSEfrRGY3PO^W=szMu2q*HJF^&g!a`x@Yth!o_u$vDOgY!WH01m8w+c;@`v@W+-ohO`DMsV zw<#@}H&>?MDm&W!LxOoP4-`JBNiV1;N}NguP%KA;)g^=g19>3i6&Abv>2+lzU7|r7coPH zG1$+A4W#D6f~w(d}_w?VF_Rf z6>dLGj!GLfm9^!?mUag!Kce<#IvhjO<%NU4i?O0YY1)V{46n6`=&6HoStDU&M?XW} zwhf@WE1Gl~jhx6GZ3H%^G$HR-8JDKztF5lS9>|q9deJPJ@*`wOuV!5Dn z+7^eQX0`21Ze7zNt1l7sM?Y_2bxrD*3j@x0*otc+^O!clArXleP**j(WEl zBx!)QtI75gkan&Wfv$MaRk8JP#;W?CZa+XC5Z97u;$KKJL)qvlY%j5_1qgM8)X-Ml z7(+CurQf*FAfIqP1dFzo2wRoL`A}K-m{S}Fz!4(n%rcsP-H*!8b!e>9&(Wk*{VbMa z(>a)X>RerFkm=(5D$9l!`W~HNVTRY;M8butr0kn2n~UL!U`G;8mHiurk7B$fMx#34 zSCx+3r9iU^vnA9tktMPI7vFrD6EAp^y_1p;hrZW&-x5&7Yf^Y>A(Nlmb-TC#!Xt19 znRT~_FW~a^Io=xI09X-Wb|7)Z6f3$hK2wtsPA}yEH|D{QS~Rf$#*X^DbMX%-Wsb({ z4T7HRU5!Sbml^h}-vNm6u1}MsHzk)_SXjGB>9?8&MJiJ1;{jWs>`#VGsL#Dau&2P5 zTlx!rJPK!?i4*BMdvBn1`3GdGcjtBA9IN2(sIUKBbL&+CX=Va|t*Ybz+0^{>PS;qJ zIQnx4d@RN{nWBj;E-WRTbdBy`GCJ@3vJDGPG9NI4kyROk9vEK$>k- zn`*0zSoNc}k1U2YIE_Aka@cj^K5b;Xcv9l!N39CLOelbe>pu!x5O_hJd-D-k`C58P zEfSBlrg_oo3Vc1J@%)7SKbqkjio6d&r}X_9q+we%>4L&%f!vpS^pX9(;clVk-qyZ< zapk~}XOoV>!qiApZTKEDY#XPZkR=0n{V-tyvT~xe{Kq1*!f? zjA186mj?Lg>C(_KQ5BY$0lR>C)*~ZC!&A%(J^p8h?w|LL#$$m520*`}gY$a#e@M&! zZACeWLXoO6fgF$Duq(0tZn>qOFWwhTJByQV%aS*5bY_uRXjJGlHAVqnxSdkDy;`*J zHn$S*dmz=JK5(>oVq-TsUnqFgX0p&mCrJ)E`YxR5eci9dyW9u0S*0-VBM*^oVbfbq zu^T9Q2IjN66sM|Y;x+Lzjg=}DmJ_iwbQANcnTl~v2o~F!sn#*LO4)s#Y0#mGdAM}n zs@=X{dt0BGO=NPC;K@1!9YpZkE;T4pv^X8~ruSOqahGJ{-555sm5+YhW%`O{KAe=3 z=wnT68I!V4JVu?=ZmNI4NeMgp{JEe^D-`nX`QHM;jmKR(ze?^m%m|F!^D8w?A=&Af zcSVRQlK%7`n`v6FYMM=@bp|$ZHr2RFE@aA;vxUf*7?VA)LXXTm8v6gz`mYwZ%bKAX(<*5&iw zTe4rmwC*c;9xb(t5g%~WFGx4f2-m>M&}zAa%|7avzPo5VLM5@^SBpDcRfgTKoM9LN zVIEk-Dd%GwP70*CFCZ>Qv4SJY^@^a+s+B9?ql1{!f_Y~^?{&Hy1k)XMd>Rt9*9N>O z+A4R_33-;#|6OB&-&`t~l80C?FLy)eOWl9BAU;@bON7_a-{hD$QeK$6v)sBw)f8At zx&PYR{w?jbQ_rep;w?<|I5oVg*S|r-k-Dn~t)b^D>2;@vIKve0jsE471ya*%AoO96 zCKC4LRb!G0hUeJGEp7d-SCuN*l0CetfHU&Er-fl-W<4%a5%1bOg7UKUm(0RyKNCfU zldm{=vC*jGyvthjQCICRUZZ`&M55;0;OaTtYFbz7iI*nyZ=&FJoNhT<<~1JFB{Ngd zjN9wmt7iE!p^*ppk>@r%Eh5R=>9#p4}q-0Cgeh#L>{!krSqijiT#53Zft-rkn zm3(T(^6xAF%#&|0c-7BJrs1r%o0)i)2yThKDM&*9;aJ9O=Yu(}4#timGU`D9hQPRk zA*8e<{s=>yBmjlu4ncz-@3j4efExWa^(QF?=A>S9Nq-f3v^8~xJsel8wa1@40{bAZ zIB=`OjQ)1GcX8T zC`;T3?{T~hn|-gy#e=0L4x}Su&27(^A#8PP-H)9%C+3K7 zGjp5XaT8YNmfKecqdh}*4eR1;-H_SP+K9Iv%pjOj&E^^)nawFGDjM#Lq86XxAE);1 z4>a^+^*X8Gvk3TxQ8#TJiZeDk*i5}uq_pkN6y)9nTJPtE$`XnxnwI_BIuEdvzAq{V zvFs7vf~|hMX7Goj()_NTC^jG7{GV@hiSRm*{%E$mq;?xQ zLG#F&7!Hojdex#q(hD;1j1{k{WktSg@2qo}?1?M>m!soqOZnlDM63A<4-cs*uPGNr z2Fj_V$Nq=EXhFq%$=GuOl*4)tAQFM19Dj|mLO$zs@(~BSz+nc-96SSJ+?NNL*Ofxy zy?5GVB+|{z-(RAxsVQTtUNxje&rgj=$d}q>ggD3_EqUh)xXL_~a>;5rzO^#5F_+ef z6gc33&+2XY>3V}Ola~h-S@+*(Z&#M)Gy%cfAFZor+XS*O*<|;v%;fsY3HNumz_D&` zB8joesg7W4t(acFhCQPPPoR68zamnob#mW9?TkXb6SB|&O!Rm~9OECTB!Cg5jh3o1 z{1?RU5f~`XIgo6%d2~eidTnEXAXHQ2C@4I708&b3+P}szSF3^;>f!wfn-puXjra)b zYb(~CAG=(0g0B}<=;d$8+h*y#sO=?9EoGZ?yRI#b_;Tn`n~*#Hu(DvS9J7~%9#=t9 zrki#7i+ut6bPu?StN%cSO=Rj=+2bv4jAvh)mhg|h%OEPKgS%0Osb&x?8fQ)b-HGn^tvo6|UV}CGlTKL-a z7MLK*e|57ugy1EfS)s1o<4=oqnBbSrbim8VTcFy0`Y+D|&|2INWC5bV|A0S)N=Zsp zg*sR zC%ra0I>z8SyQ56os7^U)Fd8=68$AOUA(wy z6hGMDI8M4WqrV;jyKC$!tYW7NJ^##oJM@G?kdc$aQt8x@k1dbGohtS%dxwmvYBeXF z1(2(zgwwY0`Zo6ns0dUj;VVl^ZwrAlSuC6QVxLXoF7-`Y)pUHC0~?vcgyndAsz8Mo zixRYJo^!pH>WKL;xBryg?BA~S7Bj4JD|%~zlW!G;=BZtDCo3eowwJFH4`fOZQrLn0 z!FZgoU+syW2X?Hby@aT>9>?NU=SWF7#hXXV>oV@dLBxdC5*>OKR<(aLF#u=u**>sD zWmv}qQhhRh5t?L2t%V-evI~UPSe))oi&*w;XG840=J0~3gnbBKPWv1lgxv~!oN#}d zI%em-x{_~qF1 zdW6A0F6T!YxkGf#P8x#?RUC}^QfPoYA|r+#hJ=Zz_C>d~B3v2URZr=I(xc3XD+erF zYX;j_p09t6bTD}(UVQx~WJP3zK`b=Z=c8U4rQkA8S5&}7c+;EjpK&VhZoQT%*=g%d zpu0cqk$8W_hPpgkUstwoT>+JaUvxI* zRKrA{`uk$Bd8$%E*z`C_8{6GoG~omj3{)#3SVF&Z`R zo{B>njdnt-=X?hWm)}~xjv82rw)FwBIj`?I(+%3jctbb$V6Gc{y(iLTY@c|bAMghu zD)oBru|m@Yo8uVKgUy)PY8`PmKozYsO+qJ7y1$m#E|;d9C-8i3i5WjgXb&_d)qiF@ z9c9HKrXIX-6*H{!spvjGQ?;heSpfWd(+lrI?hTrMX{@Vz3b{I~uuQTa=Pf6pM02<+ zXA_EneHG^Q&%bd5j9izJWyyOefr-U@N!gFXTiUSAvqY)9qWl3<8lK08lHhsj&#E8( zewAIZex7jgv{X9wHPR7ZeDpr1(G7lU-?`~)%+ssCz)r3^DlI3;*3WG}C}t<&8e#`= zTO!{vNXrh#3n+f$M=t*x*Fl+i_N}Mj_q6>Fi^ART-6Hi^4Sz>!-h*8qFt#RQO}$Y~ zosKVrdk@YAJ8W={*!Bs((pTg8<|>y*^-@o@Q{Hohj5>d>@@=A2l>{clAJ{gr^j69W zH#~m*bZxelgLaey)c9t!dT+GoB0tS+h5zyk>U~=J4xxInUiSO`aaE~;3kdnd+I`6r zd2L}9m6y1wXZc9(N*D776mphtijg7Uk&v`D8 z5FsV58b`419w@+$PkpNl`Ybv9Vt9w(#X1zn~nM6YQ)ReyqeUg9@ zV%lAKu;?tM%TH)D>TLorapY{UpcOIfn~&qJs{W~002HjrKr0q^XDh?Nlu(JJ=sc!WLl8XSDS9exxgyg9s~toW8c2Cj-gl(Ga>n&&nGiKwhn)m3*V7#4!k>TX{6 z{AH9~s*%9z#pdbG51o|uUj#I!>GGIukJaE!^6LaPymG7?5GwkA^$S!ASwCx1YIkTM zy-&!M7c}Q9&0w%@Xt$5(lq+0sVG6?Y z+DJSyFW-+3LKSUuQfh!~8+lr7gj>@iwBeJ?>)^rZTC$wta%|`Rq-w{)FHZ$CTxCZ6 zVJXyDTx~*LDSV7ms$$|fQ^Ml(#8X?w)r`E^^$6n!`9?EL+z)>ilB3qViLT^pi@Ib1 z=9e+&DC9bwC_aDX5NqU61PJaL6EP=_eznW+Q#BNVM3xhl_{M$gX{}S!WASKxn9-yNMEA~ANDeG7eGr&z= zOAzX>L@&r5Z%lb6jxlN}X%DL?Ws{=X*x(&T?nSFn4tFy8xjn;sA2EiaoPO~>rOLvcQ2#F7*hfdESALT&0zt(G#kuj?|b0@zi1ewNK{X@uk72;cA}_M=P3K)b(5>PxE`a3 z03hrM*#`v(dODurLz?IWa24{dG=NEiuDZQ~t+881Rhu0ruZO`hfv3;)th=A2x9+kN zqb)F#;V+yN{#Nq>r;3$M?d0<3j|&edVyDsGy-6vBeApm7$pS>~Txn^VzWlbU>Ez=_ z{i7FZ?31=zQZN{`m8xx+zf{}!5EO(S<=FQBqvG&`hOIYf^tnlbzGCgGpGy$mmIq{# zYm1MfoMbe~kDEZi| z_nC>W+KagzksIp^!ybMpoc3}r^#}FXGLy55qtff%3SrOwrPM$JaKm)hY|G5@OTyPX zniA|k>Sce&tFwM__Assm(ivisN#?e3m9l z_8XuuC(yL`A`yr_sO-@^yDWsm>OY-pnj!T{~4pAlvSdt%FKVsx0J+`v0Tiwy_>_k zR%J43GUf=;Y^v+1BKJLg|EMyuO=kSGCiL`C(*R3;x?&GqKsx;DcwW6nazTPWe2Hns5S*EpA=Ek6RQA($Pp zmS>Em;Wa_bFI?M5@;rL)uvHY2?^n9nb=(FD2lh$FLus_FpM_?Uo3 zGC?WfiqDTcFfo}U`PIT;dzs^hrvNmN6@?PCm&~8y->7=Y^ors4lvVD6CR18TR^8m> z%GN(6tIq|-PV0}tp1Q5vL*`a0b)cKjeVaHP&v;K_BE%Y_iDBMf}zt`QONj3dnoJ8p6en?jo%6v1eqF7RQ>54$_yLx zst;Jb5F;OUCJa)d1aCN^JK1rSb$6CL>&Y`OXYKFvyUev*z@DbiJY96n)@JxJ>Pa5! zzP>KkPv}#ax|Hd6;Hj5h_eJUi*cxJi@w3VA+~s?KI=T^<=}b*vMz(5<5iqSt0y<^Z zZu4m%c$DrL;}4(=V{H7c!x=#8r~TsPV8G4M-E?7;Up$=J3`z;QyXX+SK?ZQ}g~I|A z=)`0C8B!Nr$PD18sd)>_Z#Vmtt*fmvBV7=?beCWuXDwH;j?h9bjCBb zDRU624XXP`j@&<+-j*POsREjrt1M)T!`B2>pmEs2NWqf3N#D9L7`F$x32!nErsik! z`=-IjR4(0$GO6G!wsb=9I_4jZCF0jB7;vKbzUVdV%Idmri&F>|&KTAxLB(UIhWAx$RT-Gj((ljuB=E@dS23%)~z%CJ3 zMpc*G<<>asX&$(WkmLKOmS_x~CkZX}^$M0b^pa7T;f!7YK_+9$i@{^Zw>KxSpDw}^ zyaYtn^PbA(+}V{|p5ZgW`%@?<0%GU|6D)2wlg*}^pW+9MHPTnoa#n)d211ILfmTs>C(?(7bvC1zd)j)#JtyV@ zP=2>VZaDcD2^gelczblGr*3EW2eRO{AzNB|x=TqkCX#V{ivdr5gXNRA?Zix}4+TBX zUXqq&kp)^t&_pRR`g{TpzeF99bhNAZ>^jR$3Dcn7$CT4Q>`hl6Gf%w}e)oV)QQc#~lO9pB^j0bV}gNA(?kqEvvf;HgT&JDUif{Ud*+_k@9&wphG7Q&*gdcFbAFEFIIFD~ zdd3u!iC;EXMgG_Ba^R5kGu=ToG1f4Tmi6{smdr~^4wNzjfPzRwf>)QA zC=JOYZXeFTx-AAJW%qsJ0NIu5AlEbtgB@`xrb||NVSHAQ!G%tUU2^9_F68&8Rmf(028bhX zT4x1PkDYfv26wUeqy^5JSSCz7EpLRF$8#{@_D7a)@VA=juO4MyL+k#@zX_$7X&VB2 zEktwK%?yliH$w>`|Vyb_Px-X^FcsJyV1d!BAN2ZE_?|S#Nv0{9JR0xVy zW7DRo%*Gtv@4q6?*^~35erLL(kWOIn&cwBV94`IyqGckZn@d5JBW-M|rbf7Sd8D!2 z#H_-~*ZAEZso{Kj1f~4nScS9+eh^m9+CMt)-G}hv97FP|P(F}w^@$*h3b}e)xP9_% z*P?l?`^a+R(BX?k-F!cHFrVv{%g(s9G+!5VQ-|7mJ^4o8{X!oKuNcoPKy2kop|BmD zHV{294`Fy@k3N*Iv`sbraT>lt&uw1T3LAQMeJ*h_#_0V0RW`0F4)JC;YTpwwdCO>I zqv$xbk%QvQmulqYwY=cTG2bp#z<~mR^u(X-AQ&zbv~MRKR5AJTpqp9b|Kp}hrfA$} zdpkS!V}M0ljJ^UAj(rJ$<2kW{umTMk-@>7iEh^%E7rYm{jse1>m$1Ct#((S^j8UmV z-#dO9QAau4i~gD7s2;64mqFeU-V9^Ama?CwN)On+uhK^yU z7;g26;nA@4W4(<$Dte>vtlk>+PtlO7+oOwsPe4_f!S&Xb?OoII8EwFq2d>!`HJ^0jCy=MQDAA|I*EMSqqr@s=22Qzv??FbrrnxaUQ%-^-QUr|N$TUM zN62d^eBl>rcrn54-~VEWw$c`~yRKex!X9vk1OE0XJbrt+H-A^AuBWbV`_I29n=leP zrz(8pOD7sV)X3h<>ekKE;-1tffmM4`D$TD|ZY3Z!uN}U6l)}}!`0F6e!t$dlsnKKK z%6C<~j1U#uDYObJBfSVYOSb_rUzqz0d3b$vhSx&WfMs-9m` zMPl-42Sh~2;SQNbsZ{)rjlCt0#U@EW|UfG}Bc?}rH1k_nbU?5N~ zkTi~_B=w!#_tGn7OG1c@Jq~(}N3GBHt)|5L){>h2=FC$Pb-$!u;gII;i$4HXy5-`N zl6^FREcVKdo~BggnrHSteN_?`?x-~o^q?b_diuLU7kB9}PDTdH3Q5EB^8)e8WIivOd>~BtY5?Fm8eOj$& z)PS5H+wVu|V|lG1;8u)#B;}XSd(&J|G2iWiqanq2jo?Wp85kNIekEEi)-|}QciVv8 zy->nP}KJ^v{IpO5VG>ss{J-|Qhfx4T!jQ!jtpD+dFjc?-~X zZ#M8g&94!-IsiipMA^rgLn*l5g5`#mM5+x~$sp=LOFX5l$@sULT{gns3!|!k=I2Q- zwV*9WK;`HZi1qoQats>@*o>GqEGFpbgtg(JEk6-|Z*~4}%RK7&QSXl|kfmS&yagvVkYex$*T7ZB&~Z{* z&pDANa%v>zyv=bjce2r{A8RXpbbsV%qnCvNJwtaK)|u`fRn6RNmL_s(SR``(O=mNW zpnbYnWqf7Bo>q@{JKcqIchdZ7BihbW%x3$6pT(e{cgbuN9|Qjy!HzxouLbR^L476? zYZmjg>%okA+E)#p`2^*Vd10xShwQnx(g`pVDgB;JI5|zE^&WR501^H)xpX?RWGJe4-t^`w7AR*mDK=XWIvJED<9@z&D3{Om=gai`-XV5t2?+XSD zzqoJvkT&6DW=MU#7I2L0w+Nqx=cWq(k8^gbt-21>pDdD-*N0n#l}5)lE`ne(6I4Z zc1Nhge|96e%gr%v+~bDAXrl%>lK6D`IFxkOq@=*%mR-@j;FfMfZ_R@8ffV`c1gf>; zapcn%U}5VxET+-CQa8#MJ)veQnPtJ8IjnxZ)}`X%IMc%R7R9Gnsu-g8PxJi~EVTTv zE{oo1hWoMDP`SDsyKHghc&-}>n&-a%C@wM?0CWWNBt9lJKU~)zM`{A7te&1St=9qu#fiWVO?Y^)D*}0 zW2U}e0!v6}jvzT583kG=?Q>%a!R^v+d8mfvtGBVZRZSSC=}?VX1##UXe)2d0D5fTBmH4_6>M4r#5xs-2cT(-Sl78uu`QVffXWz zQ@%Laerr@;3TA0q;63X}rLmj8npM$62`xj+Z;N_{uL?#693VQ{tg!D48mzN|*)e3I z3WVC$dRuRXU$!=O8a&g{fCws|tCn|~wtQ(mA`og8(@TSk92;)W@aPZE5j;mgNLHu3 z6Kk3Uf7n{RWyKxyaY6P)qgvdrsGjD+&Ynr?NE=P!eKHmf^(_wQ(cC|@uK#Flu!-Qe zV0e5{vwyhW$zrE)rhjumLI$KWg2)+y4&=)ylzRj z`5M${0{{%7+ak!2x-gB~pK!X?cZT^1bc9hK43|?BQT+23fEV#!Pum4% zlh5g(By79OHu@1pJb&9$UdqBV;&r#I=;fRCsEuz^#kwr+Lup~{;4RgO&sO>cWfL4s z*3N6Zno-_X3$R+$H0XZ5p9Kl{n5$d(QqKe{*Du6?r{ZU-6rwaYE-Ai5i@&au^-^89 zJ>oE#lJ(QaY^w(I+*2-}$d6!UmjMEk+)^4^s+m_RD)$YMnI|+c#s}8!FGO1(#$7Eg z3v=D_`ForlWM^_zg0Y7SS;+0k5t42kM{=SB_g~Ytp0k$P8k+rx?p=QXt2qKTK=uH2 zs;kpAR&jvzn|OZV0FqM-tk7YqkAyuB@+?`hEEW6d@4St%@ z;LjeRZeAMu)zP=e-8UcGw*I3X;=1BxyDg)W73je+xDUE+dG9Z-3iz)8E6^O!0@NuN z{#xw;-biVt#PqUG>mtzA5`zTTDNSVSCiC1aTf z|1>=BMrD7*yHlTbxMi(6k7GXaza9KP{@&(?*>rKD|6pX{X~r%PiE-lE?31i^SB9{& z?i(f5ntopx;bhUNjpJ9gPE#l=Wml-`UF8>j&*q1HRGAG0gI*vQ4>@YriYIH!RO@%S z3Jb`kR#cobdTl;CB--Uc3Jk8sl!OS==neDfjXybB@@vQ@O2S{ikKD=ofcwsLnvI?h7++ z@!dpNdCF20~Js2wkQULrxpOho>VUQG7AX7|Yfa^;fZ}Ego&7nVF zs}pl|CQie=K_{#8VfCXgk@s!GU!?Z+8&oE0SUYk{fWMfI`q{{{PCB9pJz}|V&W?C< z@}whdGE$GQI%O7oL6zB>$M{|xCz$>NH2&+SlLQ*Mw2uUCpA;V|!CT^>xhWD) z{8^s5{MT;b1ibF-p8D`ll=&K9STXLdc`Zkmxw>&oon#H*6*>yd#Fh=a3O6}J3-zQF z&Oa8be^ln>`YHzK&gvNRTvzvms+fDJ+Y`EoS8RrX&n2&Nk1$xvcctc8Inn})c^e6> zu9HG)eitn1baGzA@$i0!k!YTVA?kU*ydt!*)2tbd{0hE0$n@7hcQx@;&h@*w@%a;r4p!=TCG;| zw!CBmtL*Dir)0a~ZP}~q&gmSK@$xj;y0{_<{pMd+yoXpZkwQ6&hBWwi_A-j^jg_zlj7;X&Cq|xedK4iR{p=6b-5(d4d5p@0shvg~x__v_7blJ&qTs zjv{x=Nn6PN&r}IH3FFhKCA{Fh#*b_)Soe++3mbdTa6U`;c=HCWgr*W6-vIO0u)MWR zZnFowR=|I5ZXiZXlvEwkS0?be7{0Im#THaKtx1&qQ)sekji}MWFYVD-<)B`-j?_8} zJa+Mm1BnL9Q?jyv_LYf?)@LN!X>F``1mGdV_J3Vv|1oPD<(=4Dx4*Favs;87KvaeV z#6RYCy#>hj1N@F4AeA(=n$!48mB^j!4lK8XMN1yr6yr$Af=qdBm#t&KLH?V*KN zO84Qt_8Uix9$MVY{Dc_G*XnTMJfp+mO`Z2qoysQcV8hg1fx(CuPpRg0c;0&aD&Y|r z{thrKCZJ<5?teJe+pL=3l`07+-)z#4Usldk0WGi7tepEm-Sr*t#|&y$W^}?rBQ*E6 zFOV}fHeO#juz_{`*4PrfvqqaOnyr9cuA+q97Xu$lYX}E@K~?=1aAYmRuCo#3`nT11 zS71o}aZ9@{M~nh)X)q>?!3;k#;f7F(^kv#+>)8pw0#w>iVcS-=(f@VY|3kDY`9Q$b zi2-Uo7bb!!v>;y%UxKJz1ezAjunf*ZdHSV*!dRz&VrW%_*?iR^uch$J`0&p#^?mxW z8B;P9L92Jl!j+~}k+_iwksMrY6co@wY@m~Ih2#jatag1qSk4pcMZm$b5HkZ^JV%LrA2O7a@uc8^hUDz zf!(jZq?*T;7$Zl1nTfPq;4Z>gALs+qZ9Cpe%m5>Kl!2B!*UF>cZ7LBGK5y2l9t;6n zXBr+`cWciRB(Ix;LKP*x)pT8uS{k99Z6mkZPNi;akW+WKV95hSLQ59WYg5X0w36Mh zge9!}1-n7{%YdVN55hu_V2 z+(F34PAI$HUNdQbzo+b>ZSY`gq{rq2(-w}>QV?1%xa}UW{(2u1MkXStlf$t6T3Iy( zp(Dfu+rQkWgqP%h@Uy=9`I4!vyFj_>wdkdWoAoNmTaqY*gE?oJwVH0r(>2n%cSRf%)00JHVKnsA zNlG$JS$)i-xoF(v0=8*_PqZ<;X5=_*qGYhuY>-^dSDQl?{)FdoOe)-Ai9Joe=c5H9 zlpPwP3$K`+j+2#3oB9xkHZad@i+MkWtjPnwm&1K7y)6bGl4^Z*{ez5x%xLi*bvMR{ z&{>1?0Y9aCrah6ukCe(9W2R$M7_5eO9NT|q{mS^TA+S8CdOA?%;3I+bW;3}0S;De2 z;(DFhmnVpi05EB4&K`vD3U0vPP=EA)?q%-PAc3 zC$`iEMRT*A)ck%4@FjW~ukxRMSv8hS>}7}+*(LL`n*5ZVE;L)qJJA=hTR(f4oY1uX zwv!OO`ZW^WvY~3ScQy22v-l^hs!JRENK);cSsxprj=pUNnSaasH^J;=qgHdPaVT2T z;>+FBThc*gWkZ9gAGQQkE=gEN&K2{Hbl-br&KGlB7Yo>lWIQey0eXT(g01~XcMn7+ z%~CLftbinYvVoD2a+K(XLxL50@CmP8rbEL+zU`e<6!C(BGofEdZ(!i!-F(Un%H7HB z@_@(lt#{@q%|z)Nc+9HM_N=5+-3&YBpp1sK4^dsn##OPq_1WDGvu*%4`49rW`iQW_ ztQVD<`jV!znjhxjD>n^*)c^g0oK@*O-| z3E5fql_v9!P@jeC*u^57$f-)sbYltb`Y8uX6nf`hc7?>3eb91GwsRjp*tou!nLoi-2=$X?i;Dcr%fQh+|hA^_{HX2jsy@7t^KCuSL#Z zL#4hyPFKN_~c)tEMeL<^xGqW zZv&DrVQ-YZ3BbBMXoLs#KZMi34cR=yu}u)O_5y`w`2=vaR&5Ol(F@~im{J4P_(M&H zt7j%!N)d;1_2IHE%3_dvrWSM*;|W7oH+3nvvHvfs`!{ z$VvV_z2M??h2r*gDXPzg(s>lozBc4etE&{7(U4>qD*X67H!NR9_Jy%nk>^_Hh%O1* zK#I%JXEDBEW;>Bln#ttG7q5kI18(OtZ<=0<_8$Jv<%W|Z+FRhG6E~`z;p$C?nyY+- z=0;kkQkQOJ*5i-2D@>DrfyS8@d}27}83(Oc0~3ZYguR&i&`DOZ2NRA;!}*UX zF5{D;TR$eQs61c3Cy6$CS3`0L>@Vj}agYOU6)dX4G*9Dms`08my40N*`VzbhN-ssx6$R+Pvu6`##eb6g= zU(jx}M#oqE*T#$@Oory^c$IQK`P1^ciGZkfKyeU9y^gO~tP%aY;t+^wpDsZr(1)(` z_1o>%tRqva->JijnbQN{SY0Y)?ZxiwqwI5Y%kY-JK}b_14y323VcN2fs&kNu6~&TC zDp8oy`EU+x*@072ZZk@Y+?YDR+>u332KuH3!ZjO^SDMpKV(s3}oc#z5nC!X7)-14IqXC~3kQM%@qmeV& zOy$8h2F+e6v|`0|dkSzc)eU*~x(snVd*_=jikj*Mb$&wp-mHU<#B1dNZf+yeWJ2=A z{NFhWwX4&Uv6PwCdGDs_SmBka(-NaewWoG7 zd#SyfH66vDd=~DxU_%7T;gq2bgIq(Iah(hWh|z*kFHMX_nX#}ms&wwfbRMX4?N?6H zKo`MIWA~|pSmo|*Ba4%dXC+;Wyom)GtN#%xR}t1K>s5~K`48)lw3{m)2uph1gr6ZR zVM$-{sWIYLsn5PTA7PGqu2?|+81y-)lyF59ZGk7uWXj>7n_Ab-WkhpPgSszkQpY~u zn?p#7{kX8e!JIfT&Kh&DY+voY^VV?cnk`;q+MammY8s|JP)WqwZ`AlDCyDfJNQ3`mLH>Te&f~1*{a|0@<N=DD2PT$a5}Y)vd6AJ(F<^=R6*;OnrI`2zS~L; zq}S4{Oe5=4`EhP)qplofr(mKJHHCen<})bU!_h9mH4W^HU1FJ^z$k*al9Fc+M&POj z{&=V@)pMwxxG(C*bd2%$zs|S7L-gy)FT~NMihq$ zxPUVqWX6E^sQ;>6C_%9EBG%nPkR%bw#HU^w?5b8GW3#HpBmjnlt8K{8$Y3nfMj)T( zdxb+LA_QjPV*zga<{&Z}Ks}E%snz%sZ2o^SLgzWKfor<$4c#_PTF_lYUXHV#ytG&T zMz$XzOu-S9>+4^|Lg*uS9UmLwH&Tfnu^O8utj3X`%W3xEH4n>|G-a@xP^l-GMtg`q zML^>PdxHue;fG4`75}p0T#e^X)+q)Qhz1~2T@bQ|QsPpVrk7VQi4eYcR{4SwR9g-!iWsjT%V z*7&!F^2HKO!63(067^jP0=q5zj}jV{A>ptyw$YV3K0pKh(0kmcr5ewWRnN#>gD}3h zS!rs57>}YGz+`PZG1>2?*oh0j&dH@k# zvmUw`+pKIZ!@bDa6j5$#E{mAxs7lHd@%k(Y>%Z%TyVKSwFXKg9`3ROycYrynDgrb} z8Y)%&qspimD3JOI4#Mdc-jZt`?>VTErfxFs+wK}{jdWUDlqV)A-1$dOtPDVdDVI7| z3AWK9M71WXVnpdM!1qj7qzW)-vttW-JHx*=Y2ynjq0P$DN!G39W?6jjk8{MqtJDv+ zm#RB{?Deq^+pkCdQR11e_3h>qKfx4AkQ~`>o20+17A7EE`YdceW#5LD7XPd|uOsb6 z|FrM>Etd{0BaaCLTtH2J#&FCi-<*NtD3?KL!wKqkhvG8DHLx6){qa@D2PImNg0p90 znlxG}QALpksXBGq=*-+m0|WcG^=>YkVI-1hGPq4gH}o~M6=YSQ0Ugj2S*C&<9yJZw zk56R$$UeaMXdh8GZRpL@^VTNTXuEDaC9?bg$Re*0TV;^yC&;=>tw+C|h;{w>RfcL@ z(KzQo?wkkzgDS`jeJ86G-|l^kuRmGoK9ag0WG*;S z$L8RA-RDCSuN#o){#>#G5wkY)WS_0YE^&L@pj0-KEmZ-5ez{1h=IQnZ*ec(wY`>LJ z{`U|MWCbB0hl>((%pBw^*yTCTk{STJOJxHGQl~O?S+bL~9k!%Dih#Y}EEeRezu6C+ z&-z?~jV~;{M!N)7v9vLd{AIv}WayABVt*c21nDp^@b>EG?-E(g-H$%l7YAVTf!9HG4(?&<8PIt{c^hFBV-x%eKs(9|K(~z z{%K1ojqK#;ldkE}`AUUZP3Gl{Qrq4q1*aP+n{sQ1;{J$pS5sMuf)W2eRC2Jgp7%u{ z3TI1H`l^PN9127YE#RFMz~G6psdTkV(*#KpaMOj}dK}?C?L=ce61#sJ^?mUVN>DTr z#~4eV2!pWiJDZEKmkb#AYk5V!i{$e^S7nLNgY{yI}6~Us-}hmQPn*{7XEkgRh|_CqSMW+N6^K-fx_5d z6pyEvXIoDfVtz7khmB1i*5AvYN1wJBOkUF$!*R{P%XMT@}p>ow(>GZeK3a&7XlD*5sZ~upn;?ZW#bk9s_K`% z3>**#XA1NH zwkB&)KDCA2B|p1m1$u4?p0v4OkB05mkSSnbasmZY9-A@GibN1BkHdI=We>^^4KCgi6d z#tJ@7Sgz2RthZa}nf?Cm)yR+&)`ypNO&Q$Ruy)l}()LQfsS>d8!#>mP(i`S_KTHNN zW)jVLu0Wy|{qy3;&Vnj;qZ-Mw*Lo#a)fSbQ>m?v!NuOO0<5 zfzXD5AiW7(rz9_ZB0i=?C!>7xpnu@Gdn)CilDnoah|%xL9YllrU`ENI7A4X->4|IZ$ag`@O;~5@| zaQM7&0NCY}56J!(EVwjHxLe4pJ24N=$Ny={xR@ov;*_~Af?j)}@E7B#!EgIonO5x7 zglkqW{+16%$&v3yD>ECou!SL=0`_{IhOTO2Wap(!wJeVA-WV^k5k>Om-Fjp_`7{Xz z=cSWx;+V!KI>YjyzC}dwud1|@KOc{|ja~F1yw$(Xsk1v2X*iA>vMP!{wd)z&z*56k z;h+$i9X2TI-mC%e$PmJM5g5Cd8e1C`f`XcS)zZ9;TTFpH%&sJDj5`#H_2jB4uY7)h zlHm8YS2UF}mQsa&i*D#-*}bLHOD``sz#eihse_FamY&u05l`#z))+yHBi9(Ptx7Fl zjilNs?eymG)L?Z+{_2;CdZqalH+z}x18hWYY+TN{rs^iw3`mS%096+bXeIwb7~2F; z!Jpk&`&!TjapW#$J@*-bj(5^Irjo*t^UW66y#*L(9mwI8S z{aTk#!GDLjBM&=&BJqUFYYPD$7^rwCdzn`@i}7qhy<$)jawyn8D>iee z8hruTH4|!=qiY4^(#_w>;8mJwFIZ-1&D?NY9L$zg&6hB0lc#_RnJo_6yv!L4IVmkr zW6@yhNvzyWBux;ooXU|;94BJhUrg_l_zYX1rb)aYA64``{YyOS+xN%JoAEn|{l&DbO z{*S^}X$fjZx*HxXzK@}v;ZcqmNMNl!inmcBOHka{LYq~MCPdm8sBy5)Rjtz%$;c{| z&2EY}0;dBT577P5vu6H&4Df78#=pbvuYj+d^=9c475R)5ik#zq&s zU1%XiK6k6D>qA;9ExN3}O()C^O@&NZpZcNS*>vm3{v%J$E2&owLq{PH_z~H8=x2-^2EWsJ z&rojjXaw4xG&Miwp1Cu5Z-LPM-p0sJGxL=&P5wCfynupNw%3V`)36`#0%Ii1dECy9 z_52e$^cV9}?3~(;dNSOEe4`SXABm)pxeLsO9|_9F*%Kj<_KQL_j1m1W!tp#7N>&1X zZqtn`Z<1`&Xyy!fUaRESfdMKjp)Q8~hU4D?jX0gRj_#DVszi&i1<1dX( z_x1H*!G+6HpnLWhohxsYWH>WaXhflzAHc*nZkB!`JParqlN_kS22CDC!v8=opp-|K zr%Na?*GyMKR_GZ%Ozn;6$1I~-(aAihGHitWgx8AML7?M#HECqpVKp&yd(KUeO}&Zyb`W#l&F)s2JoF(=A?qRYN8 z`g?)>?d2_Ub5%i8b5cXKnF33kX#h`%Oa#%{V#cKSz@2ei*KYPa9DYPhkF2=aNt>oN zY~)7;Sqnxc-Ze5{eQB=aA=|@7y|4XP+8aV7sSjy<(dWFq1NX8cJ};)4^EeF1~} zL)B3pLIxnT{zELxj5YU?Q#l+@S;~exLb3BK$b(C7q6VSkYw2sxrsqg2#HpP*FBBg( z^RnS(q{tH~TrO=k;l#D2nDOu!aoqKmc-hGy!dFu} zr3aqC&T4lr7g-`kLa?UHgl18SG@rM0gIyJJD?tm*GJS$EY;D6gAKl*W-y#FvFO=R- zvE5XEvZ^+5X6w0`ViluO1V?P zTQtp1#}KyXX34g_VpICXrtzbrP)}`@*e(gxLi+tdqJWL{@4TdE8W)nJYX+K#S&xh8 zsB}dWI<(`3QQ7p_qQCRMbW&917o#C~WYS$Opb21*9EG%xt$07(5oE!W%BHp(?IcEm ztV4j%5DiC(kCVue5Q?I(r=dv}!~?v7jpi-`!AvV;5;u{ZTn#?Rc7X z>z$(&I1USDL4M9m+u9aDOua(e(-Lo2_9Q3Qdo`U}-|g}+MSX=p*q&qb%iMPZ5z?Xv zJL)WiHPE>PXs45Hu1`4#t-JQ;Z)|@XiUiFA>+P&P+x^Iz;Z!f?WdruizM>t^%sW)< z4g3*@fiU6U32m(+&hyuJ8ms&08}FKQ(`cCN7mW0QQ;N#m!3Rz?W2OEz#FBMWat&z9 z`7Ruvj|laOrw%-WudVn2OpJ~p5a@AFb$9e{BGVElrtj6+!MA&pJ*-`i1!h5Ncv znBueUP;WuZ1Aq415q5pZQcg_(ZWJ@=N)URJQB+~H;2MZ8CigziW^W-XZ)&iJ?FrUy5=-XL%TL9C`a&+aI800RNGODr ztJL^~>9jA&B9-&9^2IVG%X_r>i8oQjqOovTyw7Vp8ACxTtJlehIEf*=XFWOHQ$_wr zs@Cidn|uFz{q<7oWy%7~jm)Vhbb{Qv4z=>Zs(Qi5MafUxjcj(3VzIE^&F@|HiALPW zIJ?783gx|6pYMRj&eA${7FAchH8)krKSj5_U1LWlO(T3X;1NmwU^IlqZrMKU^vRoX z!|=^Gcbk@0Ng83>L-u18M`gxJOpteg4M7V~%<@;w4(A=v9XymF>N@=6p-RNk^kS0_ zzcb$M!^+Y(ARlGwQ{fZePq>suWHD1hX6uDJl(nM`hxT?KKbN=6katODHZ+X!_vooa zDe+Lglj!n!78Ktu<|A4Cc9PhkPp-4}C9fIREaTl3_dK;vRRyVKtf89bg2AFgL}@^3 z*7N!qYT;CE!H{~Ujp{R0cz17)NZxf0`dI#pxsaXp`=e|PlNXn^c@1Mv;#;S$i|&?m+`WCKNPsvfCcmv)~B3NU2n>8IsI?01OqrQez*y- zfgXl25zl<92}SOR=>1_@LD$qV+kFOZiP1g_KO}3q>*Xcvi@vZC<*(6CSIZ_CWhg1= zpY@#hF4FgAw{=|bP8N>k#vI1T6qPz^R8HU22>)OG8csSuYl9VLs#7Br=r3sXM{aq@ z*!|IC#R#n5X-x_$LL_P>t097(sX6Uqeb7SPw$gVm9La_ZsLsAwtsbU*X5GK~P-*S) znawTD)X&)_qH~V91Y&klHeIPuI}hf+a#_=v!9jd0)lP*qNE$b)L!8>T)UaQMeCm`H zJiS-qKO*JX8F~_cIH<{%Yc<$31E(+3kXf^hpDf%YuMK^ZC=j`}&4&L@>X_=FPoA(5 zM$7o4g$hN&uPK~`>71U|;Zwg&l;{B_Ld^tu)O{1G^6+Q$CEfig>URIfC7<8hp+UNT z3g4#aKvgdX+-(gn6F=DLwr-JWVt6ymr+3K5by)5fmy8bgxchv}XO|x@_oaSvzo}nc zcg3OLR=0xV5C4TE{Tu%cx<@~ZKJb|NXT_f3E=|jyGS~8uUOm7qgU0~3Oe0-j8S*31 zI0;7gc@cTBOtdS`*V`9S)!y+-bJ92xrimMo5k0fkgq^CSyO*9YF({XSFEEpD^xKlx z&CDh~(uxh`S;Ay~5lYTj#{y}OSUue2E&Y8jLQ_*ws$+Us^ES-~EJ>&Sasi~bz z3H|fW`{KO8(i0ai>E?;RKYTgD`Ogzyt+S=hw#^7#JNR$#wQuwrPLZSjDb74!1$6tH zW+&I={hbsE;m1K9HxGXcuLxt_1Hi6MbOUzSsoh0o22{@OAG%d~!Vv?Cg z3h$#x1@n4iqP|g;gYws$?nd6-lHGv;uQROsH?m8Ra(#s9nS$^khUlF7t=q0SD2*D( zgea-js{Bn!2nwceD>9>h$B?c?w?sWNE7c7ZB-Z$)%I)3xizq82wn;j69(;Jj zj+Nf^sA{ISu>W~{Ivm~%EN*tl6OU}*Hr$k7IJuFNUXy(hUEqvAm-oC`SErnwVI4oR zc1_#LzsQJnzqF?+bv4S{;32K$(PuToo9UsvpS}t}9R)iT%=`Rs?MK0g1LoCBe&6QH zP+Y3&4&!|>PJAi5GBK@(%rd*)?pNWD*UJ~97C*Dqj<&`Hu}!~He-l@f z_%&+~-Wn$KQ6X|$ZbusP{}Q6PiIPrE2yjE}A%U)9>TpG$%^|k`TMI07c7SbbC0|cddpPEPD+q za2M%+{FJe$hbe=V1_ja*r20QUS7@}HqlDu@WjtUHfDZ5 z;P$cy5W$!Lpd@xHwHHgEg!zTxfJd4dj_}7*RjtVw^8eJE`;Uaq8Pv|uw#9Xe_pKN7 z`I)+|D}f@Joj&G>Vy%ciz<^ySy zx2eR&lM090CkwkYkEJgG{b0}1{GXgG9f)K_$0KQiySO^`N9SjGzq;c|;UM^8lU^B# zeGthIR zrewUAB>?o{i_+NEX3{h=HWq$+GDdkrx~{OqhdKph;v!Y4mcmUeKi^xXLOFP^c)k>_ z5+t7eV6O<^JacJ*AY(`F-+U9$hQg>P_N6=u`h+?wzuxg`RjN%~;%_`QP#}1=%w|R< z|626QrtH(>$Z^LLIsF7k)9ua-P<|qe+B^jF=<=}s6D7zg~B{0alc(Jrb*bNrn?Ct&y&hBF6dM}K2shap$yGA+BQ|HF$_WiAi88~ zk<;IEe367(vRW$e(ouoUNV60r7@uWPkx;|CS8FO>+uZy=e-ofr%j~PoeR&R@h~k!n z&+~Fk@Tp3FT8Lg|OyGzHeXE8v7QS|SX*;eVW$5~h)LBk999l`pds9Q~bdon{qs25X z>u1h41B?A=mrzn%L-BaH?g=2b{0y!15P;?G=t+8rWgjwA?N2ZPtygtXzU5NND8JnO zyu3D-rUiwF*l61xXrJ9C0vHO^8uoeZ4#{)UWpQfLlZ=r@$WNp-Br??VZR2y2WnwX? zf>rV?ut@`YKO;qO5@lFy^~Nk4j=4Izl&*Db%ynwFr~Pg?%{7n*=gT-OdltvF}zuBs}U8IU#MYA63Vd| z8Hw#zxujo!T0l|9=*~1AqJ3d@w2F(ZV&1?vHO1FKuFy#KFgN3x8z&uB1Z*|q(>7-f zKw1HHz#RKAfnxS+j?bq0rKr32fM#!;>RGIXxYI4bUytaPmZs;O#6ye(ub~mA)@K2y zKqnE2st=ay5&0b?G=ZY&gj6r2PsC^u6`s==kv7&^mxik??~^=yKOmbo6Owh4t@&wY zNyi|TdkW5*gfgcC8-jM(IgMUMpOO+T-IX#?Jf{2V4eKt(?6HbEj zce?`q2V?G*mR1>~!AL5Nb7vN;mHloWy(0Kl$lUosJ}=u$0OOPS3hO<~c3iLNoL;{Y zUQN!j)#=60{=h=z&Rpt|*nFYxH)SpHxJU*nMT^2jGKMb*G0%F-3rF= zc7uI+K9Q%+K9jH$CUZJBzdXu#e6m~Hm*BlzL4_9QdIt>m5kWTMB%(% zsq2@3fo$jrG6JZf6kt|qb$VV@OEoAX^yUQx^eCcdwWRgzLn?Hi1l6Cvsj=}8F!0X? zJo8haBeMsIM7~Fn14L)upcCGi#oL?Hw7ot0>!Zd$4J~LLm+pR_#X)vZ-u;mcUcH4} zK*lIveEeRlVCqfZgD*Wri{nFjOqN!6L81~JWKpK8m4en(Jv!h?lw;caf?t~7YuTQ6 z{LntO^pxbcx=LJR*3?xn$D=J4vA&BGVXhi$s~9$+X+3xFRDj3IT~*JWpn@{~_u>bf zP!zJ~?Mu3lVpz=*EH2wyMFIyH}6td>diak2>Jn4z~Ds}}GO z;%IDCwJqQ}cBKTFlWJ_alD)F`zw+7HviNOJY>l%kVji+rSus}8Ya3U#Rn6qsr6k%# z0#(q4_m0pUY;@V%ti)%%A_$D=x4Fe&&XOw_*;~Xo4Um3lMBhEwg9d*Eq<(=8LS>*^ zlk@y%C>4DATJ3Z#>nzv5NjNQCIrlX+yJRI=+m_T&AA0Ad$Zp-kp9=d2%*h@p&9i@k z$s%UumIWrsvwnwx{)?KX2t3r|2rK2e~i5aP?cS~J}$TsP-&za>8?$8sWd3v-5t`Q0@6r# zv+3TXgh(UZn^qb&Al>{P{N8u|=X~e=&iT(g<7{xonY~=kTK9e3SD*y0(mo?*6!`p+ zp-#LOE;AS?@8A%;O#y55#I+%P)wbNG9(}#Kr@09wca8SICA=@$W+1BB&|9&!W7Cn_ z$ssJp_7ppDLNSiWPSpYFU)J~Z8wq4Q&EEI}A2%Ez^ag z^%xo4)`MYl8VjZ(KdS9oa+XGOVRAJNpCqrvnXRvM)^PkqOIpa&y;@!=-QG63Pwzn2 z?S1reG|_wM{e?aGI?GP!gpc-RpL~)j7B08|P7rCEpGRakD;~0bAunI`w)3+3E5kKf z1mC;!Gd0+U1SsX{VOSthT)VZBWuDcf2Q1Z6(kGrfqvVpxePKGRpAs(wR&=f&4v6po zW;Ec|CHLC*v0MZnUTPD1`R;0MYVBPzois#fo@)H0T()r((8Z3?kmdhK;f!T)ZsuHQsi!!Ut>nA}Hrc zu}enu^EY)~Unc)D`;+d^HTYAN;6oUPv4*RhqK>dDUD+`0Cgp`{)6Zy9DOc6E zf(lMtg%!zBd3au%98q<<7id={S z84oTRw66W2vyYDgvp^HTNO%V5FlyWAzR&L(VG8Zy6r5jSk*=?t-0$aNXfeG{>}OJT z2Ye0viA3#ui*}p;fZ)^!)3IjoJ|b>JgJaj(nl^b)#vkfQ6PBA8{>RjiwZ0mC^H=P4 zUI`y|@C$T3Aimr^%O!+YY4G-lAAd@^EU^~9!n1#@m#YvE?GDSpuO`umsm}S=pNYc6 zC^v0xdJs)@QWT5cEe{{atR!KH{eL}3U^z~*U8!yB?(JUH6Sd(dGj#FLQKN~_@W~7@ z;xxH01wuN5EJ}oCA&jcaCRQ_gckkF@)1m6{mip>W!yEW}=Meb{8QX$Vl7#9S(*b0? zsQ3EJU!si+Cg&Cg(b}fJ@&Km5dKvO2m{o&J_Wjk>d3W>|Q1P#g#=lIp6HZUKvnom} zMlT95z%RBxaNcT&nre|p9n1FzF}rHoAZV)i99>a2oG|KYHh%#^rxe>X)U75ep3#BGU~!V;#Q9a9yq(c<1=t zG0%(-`E*kufik6K=7khMUQ!HE$o}f-H|uh^g^zQ1tk+dYDH-t6I<^)~n%x?oPmV{L zOADV}=afA~F09d(_@&xXeQ_ChopOX@Y?xL{BNibSGuUr_GO?hkLw6`c*vrIsBl+L&U!1IlK{rAABA%Zp9fcE?Tcg?vEOl;nl zsJ++tq1P+LHf$|E6@F%c)KMrbCy$p#BLSZ2EfYuel8)k2DlZ^fx7t~n6q|iJ0DaH+ zlidzAulwt)MamRQ)FpA0V;qBCKKr~@mT1xa&NN`!5%*9&zMg3N$MO*@A(lo4qIk|L zjQdEgcWZI;<801I^=m#y_lSX8Gtk%_tzxblCj6EV=3EOp5xF<_u0GepF(lud?iwC` z#R&N57LxG{ynDG)2Kc8<{dnHkZrB2SZ`nGj zWchfb{N*D1xub4V{20vkdDjWDsZaz@kK-!+In=^b9qu@O>$eLlXrO-rGGi+rz>YJK z_ENF|UHr(nM}ml$s8X&0i&SqC514?$z2&0+5cW_}-oo@F`d9=3#Ibwl!%TSa#NG1V zxgVZN4ZvYFtVHeVj2C6*){-=T&Wyb?rru^$P{AsheDKbcXF7e1Pa3daY_K3$rKUEV zu+ch~$?y;@WY(6%B5&*n*0Hv4^zT{!zYsbomZll?hew)r&WAiriXoC6KqG%#CNw_r zvO}a#yl~;0mdH^JO`R^p7O`7jxhO$6XBIn5;z@I&1nS3#Na{-yoX`1Q>ejyWYV(~w z>==>Mr^t5Cd~w(PT%sC8howzQCsNWd(9QC`F8BK=Aark4T2r&7+D8WxeJ6Cj{P9RT zQ?0KN_A$!TAonm2MKvS%qiBtWL3xI4%$P{w2b0Uj&_(eYdf>5J4Ik*C!_VVBi~Uv zb&A#@@7idkYBi{{>=|!m8Fi0s{nN@pFe!%LVb#NlsU zHA@qD{IzggoNX(j^PC!^T4Mnl-#4AIcmo3-Hn$d8f4EdYE7~dq|1*dB_x)`s3*wuS z+Xm)^i~^#M0GEoptEp0GMBP`X7Ca628md4ObH5)hI=_Dx!Z@7i=LH*-Ej_~NEl7zN zXCC!Gmtkqc6`J=nrwcnv-5kbUN3wDnMErmRFeSE|U%kxwbRGP`I|_1K&}qmlw@|o| zJg58wuCBg~;g$Ms?ojMrH|>L)U?tS%Rygb_xQ@vQX6NE)Tj}pwm4q<|6=j?&eDXY3 z_l%GsUcgv&6EX#%d{^o?E7LOZ4KPOtad=DdJE!vOgE6vTG1BAB(tS~%i?kM66V< z?ee3WIcmr!IW1*HYUadXAw974(-@$v4~ty)jrM7OMCXLXE!R>0wQ%$51;-`Uq-82p z*7Mgb7aiUIQJR;CB%au)sUl6-XiJq!XcrJ$K`z5ZY^{*RTfV6+}7wWb*99?hKEIVMh z4TEN|bYI2fe6YYcW$;=UL~;DNQ=BPNnr(zU!g`JBG+%+b^_a0CLnJ(NN%UyDw#CnS ze;E)`i-Vk3b?{0SiMUJ5NQrVPK%FwuHp)VlN3|>Rxo%HZ1*#}xIrYl><%@zU}>8-D*r<$=ePQ`BdxXW%$gue$m(-{ zDn zP@iAK?earGig0di#9y!d>>5OoSjjmNkVZH|&TjK1Gvj*gfubW7graWdq^0# zyN9v14nN~1?p2fZwAb6+EqjGjbU}X-!!!mG1^!rdFUqd&=_|IpLqOoK2nhUbWUWIU zI{yFh?9w{Axh1g9Ei|%hy@LeT5mUn7!weUs1qHCt{B3cVfTb zC8b7?7H}VnH2VUw*r9q_XUnkoSZvcj5N-!IN=$nz=`zPaUSH}b*RmlkW|1~&!Ibod z$;OU8k6IXtW)==dwPZO?fa{Vy75JK<5Iwo6K3FhG{`gk(XK+6 zTlzI#9aR)$xK&N<(16ZHpq+vR2Nv1Hf@c284Lu5dXyUS4masQ??6YTx0DqReXOYtI zFFzE744H5YM0x*<)sT?Jc{!bp6Tn5GAIQP}U~ztg>ZyEA+2JjB<$n%nbk3cO00S<7 z;Yf^FM%=`=oe-p$RG@m7-5~+~ZcZJox|I-}TQATTrhb(dp{4g2Cws6t35=cCZ4+zP zd_P`#KwIVaAi@(>^XC4qeazpVHMs&?(m~@ptWWD{`Vx0IrTMXL;HYYn!7J%u^Cc>ZH#{ z`pP9Ilker)Ed9#Uotw0+oa8;er@XmOtZ3QDnaOFd(0@^&v`i8+0o90JcZG49!FQSpy0}eP$#^Hi zTpx{ztJ^#4!?`XZLK$sE47!-}2iOH`e+Em*KE${7%^3R2peJ0s?QOgY^LI1SVh7Jy zt~Mx_n8uMyJROQ|vrn6Q3`HOITa^N$C%vsyv*ItR6*p~-Jb3fhve>~~uB045VDmcd zM$C%!%^-~DASd2y&9j?`7m1^`57K1GLjGn^{eIqbr%f?j?AZN>mBK>pKQ@kh%!u&* zns7uD9_sB9ksovNW5EMeL#MYCfX^!gOMcfBv4uAKHc&6xg#1br1#dA*F^j-kQg76F zf}4)KdPHo1HWv$>skZ3Ow6;c%OXkJ8iDrBF$O3`Q2Io9N+>DcA?ezHY1|pst#WI(wxz^R3<7rbXqoHxOA23k^E(zLukL;H7T~==HO33H zCCTZT-4b9tqX|2!vv--G~GHIV=X)Qla0n4;9yIs3r1@xgRoLD&Dd z)Ih=Syk)suDAotZ!_1BenCy_e2&{R=%}aCU)%-ROM^MXVB5@A)CpoUF2K~D!hfa-6 zx~ZRUXLk$=?YyD;V1SA0r($WwD9h@96ze&$6o9xMQk3e;9l+8&$MuW`6vv>UXh zQ)+39txVO{E7TqvzI?U3`j##@^ac3ok=?b_y^60p{QZ5Fs87mGv}iMZG)4TR=*hKG z^C_5qVpH0n@OOTlM#{F8J=g1a?tskE1QWWBgGSI2rmN)P2xI&4ei-UEH=qH@1U#V+ ztWox7KxaT1QJB6kU{$vkLf}&}!~3lk^h7YFBL{2rKI^N0erd+{=KJXNdwbR^YaCAh zYZbXJGXTw2z@&Got(CTY^0g-0^fo1dUO9442+He$V4>++PB+&Yjuzc{mygui>a z*b{K zvzio1e)Eb=P=i9=I<;14@BEkT#Og_r6uSCT3X-P5bSL^40#ZbqkZu3>uCevyK+MWv z*dTD!rf8Fs zWO>6R5c(yzHuA{+5nZouWgI{ksWfQMJiIT#UUx$p!6q5>Rs;AsgZGs$gyzp?+M)|M z`2JAkBQZmzX?91jiRCC+O`XhbTi(y~+T`)TMoqZ4rr%jvz51;{!jfhKQ|H1EQAuBLmv|Lx2>^ zj}Q$5MMXR!rg5_|6E#!q^=uYZ$-LA<-MXJ>fw7FwgfzWiW)emkI3i0Bxsh1@eqNS;@JH1+{hDGXqk4G# zd)A^hCtl(@`&>=v5RbR(8}ADKc?lF};fw?AQA~WrkxMbAXOllaY}9I-vyeg?-?(^^ zn|{BwZ~!`%tB2v)tvr0}pN40KXrS46LrLTJoS|THT&cl+-7WeKu{44&IhMb-{0P9r9;SFUCLACW^zAd{ro7Q zo~sQ5FZ#Oz$I$<(9}c|6R$eLFLnR=fMM9^K5lh1vH;I!F_`)xWj)A8veD{vdr?OII_ghq4l^ar<{aAnbzbNjx@(iM1SW?}-I`xwVNj`s37 zyzvE$zv80J*@YLa!K+N&xs9Psjbw(MekI_ky=lzxGBn2n!byniyh0Wp)~vt{Ku zp2%QUH6b0KibI)^#}XPGh-VCYClYB1t3AQ$)O@*VRXZkAWw%o!hR$!Zu}9-py{vlA z?+(!DZUH1|>`Hh(@1MpH0C6JlQQ8Z;LuO(;z~E-YFpz^6)Q8?afJe-VJQ9T^NJjWC zcHMj0wGtJia4Y&t!r<+b8XGc%kzQ0d_;Fw3tlT0}ViskXgc$oe#w`}y3*Y_>1Ky4JTX zuH5e1Dh5g8NPXwz*pmkfxEaE|P+Ebj=tgrKRecim% zB1^&{3IWSbmwHJQ+P^zZIBOe_6a+T z0QNfoF!0}>vo9U&j_y;BG!>5zKa+W1zTy?353&S6O@Yf@gInvmO4>Wix#GvA%(x+ed`~dA zKg4tFjcEBYW2RY6+UuIPZLn&TYVs>(U)CfF+nxusaU49cgwjppqTzU4yV z$}1BWCBISi`?;k_Hfz}}`tF=+7tyD6r`{~EzN1bj1;)%zdBc@H(>`-IlkPp4rhKC# z(Kmv;2v{o~1|m{2*%(0h8*c)iTcR2#a0TqG%qfW1FUQfa3q>Z*5PpNs%X>xQjJCkr z8u*pY%@92(tG0Y;MOMnsD=tJYfT2uloHc6tJ51JZwSJX5tdr#cZ4c9<);(trg+Rz{UV{<;p(Y*9RtnkT*m60J@H2Mt0AXWJ0BG;Eg9WCb?vU$nw^#% z?@s_5%Kx3Xmw;k-!GHxoe_;&Uj;X)`DJc=>k|)c8~8j&bPvN?i$!)@R1Q|_fI3kN~gZ| zot)*N%Gm0hss5HFIiuN4=99YL@9Yj^H5LXgIiVtluidtiR<~68+${^;*UQnGH=#yb z-or{L&DGN~s}vfC%nCp7^=Nv)@-=qrv+Pmw)Q{h6q`rE$dszYAZb8o`MW$_Xnqzz` zYU+PfYrxHeuV5%6_D%SP^>%Nrw#mUP*=nhMt)uz6wzdGZ>`g%SJ63&%bi|e+L$~%G z4c|A@f-ew#D5N31tf^e&XB+p1h-PE!xx?OCPcsYJc0xMwPfh;FCKeLJo_ytZqcOj@q=dy-nx9#UOE*6PZZ{S++JGfx`gJ0w)|`=YjCI^ zz1M5fTn4E>u>an@)*AWuSK{FfF|-5Kjb)=fK_0F^gZJ}Og`V*`-72I@?NY$vyl*lO z$*>G3UY=`#c?x5}lFNx@Df8w<3e z9FI>Wk>j($%n|_;y9Phx=y`9bug&1+db^AXqgWPszM(u@N$Rllg%3&<_Kxv3#y=eS zDLACCuO+cUMGAUrpHuhbk%ot5lvJY`;~$dog+(zx|y)&l){}VQW~a27lHnQ7Ue|bdFyBNz5l>X z*G9DEJanrCjnq_k%&e5#)V9NW*C(hB)A&B0S%Jm{;K+f`?_kk6wzjws_THAxd4jlz z>AmQU2nBLI1vUE(?$dYS!h$z4KQlGTA<7Lowx-Og??l!nrnru3OJBGRc_t5Ptu=AT zEcMY_vvQJh%U;|1wbu6pY+D|S-Q^4JDLJoi;YgOmkGx4pE%j9CbL5IoH<+iZ?@FtW z4sh4|P|;j+^|s{Xow-Ge`E3sZ zTKbhc(0lUm^ICP(=2m~U`Uemu@C9mD^Oq49>)W9a{z2{dL(SpXsZK6yD9g;^0u?4$ zDL%4-(=QRpxx#laO!)LSc5~?1>#WrfD6{i|L*D%hE6pL$zP#8$;NslqlYeZ2X&p5X z1#%t>W(jy}culuInB+f@*ugvvK=EZ8Bes`P#=9Oh96E?}lt|{e_CrB8dK! z`weJQ*+KJQPcDbIE%`%`p||z3jYNTP7?EdXH2c6%nLaWU8w`)2-yQD>ge62biOXc! zW;^Ztkd7~?Bq60id)KtKHjezuk<7Oh`^gWzKAqe82vUUBqw=QpWa93^*=`2#9`e@GO8!B88*t&Ior^u=_wsgK`3jh=Qcr>ml@X;pR)xN+g`pO z`Bv*uV8P79B=WZxfG>_FIfA}FsKHr+x$-sQ{7k~3?2(O+o)iEy&;sT*rDVa^ccKd} zKf@lXlZ9A7D*rGD9%SU~IOk677u3y!>BZ8_LK=t`um zq6(~Ot;#(@EiR9g!_R4aq`x?+HR{F2p(FWnV-yZn*~ccDgT3B3aYnYzriK$75BPBV zuOEqv(Avz~T+&7dSP_jY){+d!wF*nQNpU4OyAMg_dwg4Pc>S5qwTC-4vR_Vv#?pOD z|BAm5MxWy9PZBpCyqZV9`<4tgMfT2AoD@f_hk>!$pB75W?@$S!mNVr zlL=fwgB%WGrP+>qxjt6^Gc*NY^g{>GvlAV>C<0{ZCYCm&3^o-sMMWzKwRaj~) zlQ%l~_4>YjxbAHQWN|?cEH3e>e}*0K9$4fO-1eF{f#6W^a-&|HK}!>HpikDVJ?%6& z5Q^D2Goml!W~`-p?jS28h3C0=jf$jg(QL(06}^~W6aIE#X#d$-2CrMLk2(J_M1dX} zxjhb!=RK{hXBLgMSz6Q6Lef=VlzB@-LtPlpFy8hGdB~QW-jG**&R_usMwFiriHACc zWDZ=!FctQ1SKO10)jr*~bJJ;`T}-SR!Xd?>CZu%ZLhl%qe z6+*gM)#mIZ77}|mnCI9rCQO+xv%{a$+L=8&(SBjx<=B@1t1&g7K2#HtE8!dOGS!5Fmca+0=8ho@z8@X)tqNh_o>>=@s`{TvBExJ0F0oiHdtglD zv*PcPFQ>qfwJ5&44;6Y$NB~)oHy@<~!R)W>=8)e|D5`DTBZ%bkCXZae&H1u_R$znZ z?Y2?_zbUYmvPuE>I!&(xe9yM%;HUsTxW|DIWN2d5PZW=2j(c?bxoFpPPS<0DDE>?! z0VOkII$MLYtlv43_>E_n?ORo0yhcK6Ig|Ja2YP&s`R(>77%;TY5WD@71HFa<6w<#@ z_ka5^%kaSTJl~-A9*z`Vtps#-1^gq~Cnp|c4tdQnbSa4_Vo1wb?I-=}RCUPR29^}KA6nzYH zuvtzVyLOWLVI1;xN@J8oytHon2gw{$FZenk`zox=n_ye?$zo*7m_jQ}!&0=~>}uX| zZP%~@ZPimi9&6C=zT&xD4&OM1c^H&esoD5GpDaxCv zwy3av&JP*7^X_An2;N7kkHx@A^DQU8jH}Rn6D3TbrvK^0n@l#b4sx9xH{_fjRXl;& z6y#N$#Uq<}({FGm0UK6W`3B87)!d+%jRSo9xCv3 zGU$B%q&Bp=Zro_uPRwFigD~%eE1IJyvzaK)nV(>?njy_ZmEQCBbl(&Ax;hi`A7xzf z_j=_9jVKsGQ75&1;>-COIvd2&!hlMpj-}TBZSO=z49*=N2SlNWf=GO#sV!UoQct0%Bjj8Z! zZ7f2y3LOC$|JUj>j|tr$>Uzwbj}}id!}q8L$-uLsE{>c4oDT3YX^UWxe+EL5JM^&} zG2#1UvR^;#yZ!{tT3Gp`(>G{fL{p)8cecFSQkq$0?uBykag&_6cqJ==2BS`epXW~9 zOnjeBFO~Ni2oa_l;ogw6lXGqhQ{f^cZjdj?Yd%s}yv+O_)AECd?owTmdR?M1KK8Z0 zX5pPl)W^t==roG?@NHS7ER$dM*Jug9Uesw(Fm7`YL1M?F}sNBy1v$jtIT~QYs1AQW&|x~PCe2c zigvRJGv<*0x>tWa!vjF)o=i!Lnyjs?7HaGy&z%gz zmya#)&ub);_e~-0&cck5bY@OzCP_8p8fTw>vP&aRut~o%u;tv~vQ4*n9$A#;KP>rF za=9X{<1q@RaxZEEXmY!B$pAjU3?>l8YMi4@~tLnxBxPp6%DOfH4aTm9v)&KYmn(&DnlBWDY6ZQ z=5}y%T;CBL#1wKTyDPbF@E-8Du5s^qtY{Sx-fgDm)}1qheUj-W8aC)lN^n zd48Q9SyK_GCB|4IlfEuJQUINCeMx*p5G5~iTASy-7aa0!0OAVs*|5M9C~cF4n_?>F z_nL=y2?RoRP53%s0dT_JpI-)5;_uhk+Fz$QJis(pjOReYNI!eg{+|pIIdb48INBt;U*$0z6uE zH(X#%MkDw6BPI)?*~l-dUM=e$;iD=@rd_gW2W!pHdDh~kIU@0cCKF8zD);xl`ER#( z;4Lkn#=P|t2@w*gf1Y0dN(?K>X1@l_Tz9LPk;f^TQ2w=WWnf&bcq=}KmY|itAIurN zNvqD4`fWk*Hc-eNI$p#(EMvh}Rv1#yeQnQLv}^x$EWD>j^DUWsMg6pWQJw%tG5l+l zCobZg_49E$jWp8|F0z4=iKRprUANJ4l7c;EOt%=#k+JT{zqAUDj(Y(HXVJy zeto6$fAOgGedL&y+JTM&*oxcS0uJJyopp+NtzW;U`&=9vNwfeh?7vRKj^8*GD+vjV z)m0N`I2mPfl8GFZDvaN%2#wP^bt|knh(ro6KDUF`GP6GMB09Eo+geR{KL?O!&RKVz zTk`w7ljj~lIO2g5+_Le(82lgK}UcL!G>Qn5se8^SL>=W}%mHNMX6v@1;Y8HU|H&KJt0# zq@lVAx2H}{^ zraV8!@%DCg@f=R0F`@@mM{zA^7)$JYBJ0kTMh6f9-{0M?0mvcYtClaZ3BY%8e-khx z01Q|AF${Jm0T(?*@@N2`{Ifd(%dsgU-VOF~AsU#x(A{xE8X)4qOa0ilkqUNrUcKd{ zYNr*ND4-6SD2%R}AWFE|h={YIkyQSg&q~HSD@yJDaDNbZXIbIg&iP6^qajgkpcORuv{o}8V5*63MjUQjV6al3L z;sI#o_}}z3Nj~^F*GN-z1f4?ZE z%N_{DBJgIjvKxl?{l~p`mhl(0rA;*dG0C#6$?7BIb_>bi^#LI$mn(i6&ya_GdV`cW zYiit@nV@y|H!HPL6{Tw#Md3=umbm+z<-!W%&Gs{D{-zD?A1{g+7mY|S9n)>CpPO-A zTZZ?9V~!>T=~WY+MJnvd!hxQ~y`Phu5d*h2WnP(0s@$4*);qEH3h#sHrBeHr+h!PQ znM6Q^r@1s9FcO4TkM<_Ay-Nzz1#HU_{>a-K3gWm;drUzI z55@E9;*7Fca>xR@cfXg3K|_Igo&)SjW z)8iHOIpFf|a{_2f9x$$QUct-#C`gqHlwUJ1L1-Adg*VqURdR>8q{ZwIWPP zFl2bC%UblbsMag;O=@A1s&HE2flxP|Q$7AW0bmk8miE8f^sL-l9N76WzpklKite)& zk$S5ESjgt$A0EBq9wnVqwR}?aLn|Pjno`C3o2?;tilt^v#!D{VDnpIio+p%dfj^M2 zjejR%Q=Sq(!#jBvPKiah^RC(y%Q7GD)eG0}%AO{}Ek%4WP_KZNXJ`PcP&?rGI+KOR~H4&-`=kzDS9Ub1m3HK>5n1x0ZCArMh>e#sS_&7!w z+!P~!`cy(Ss`ND>XS^$t_7%JwODdX+tw%#rX zG?!Odd0u~osRp3OhUKkQdZDhOU^%e?C~qN}8eSyIAA#==DS4^N={O598(Q-+k_(jaAfyNEtA z@rLK}h9HsO@+n7Z;s>jKXc-%K)QSt`EmFLY;q*z>{hGJ(Tp?TNbZ>@xfo^T4PRvwn z%4py5h<$66^WL+BwmU}k)EKdEu4Nro}t&49Jen66Ga9D6ZI{ z2ERlm`)l<`SGi%w$HzNAe|A2$YH@vugMdX4{YWW=j8R!1IA71p*0lZ#8MhCAG*isa zIz3bMI#@7B2Tnen-I#)6qxGaq;<53JoXl(9N;TnZus>+h?f3ROx%VF5W~%$mz7#a- zx~^(8W6ZRBuJ12UuUnV`vf{}#>GuDCTXyFa+_$D zoHfESxeCuN;uX%v-k3N-PFv8xFC7<|-bUtUs|(3#7#K_RbwlI5`lNt^o+ea93Y~SZ zw%fN9WZoF`J4jCVqYO8ZX|>U|*1+Eb?zH$F87;aLIA=SJdsr{H zB(a=S=Wwid*+f-SO?~K?C<-Fwq<2l!chHF_+7^kc^b$YQlps8m{;n$#$I z#Nq4qxXNao0)H9vi)84TD?P!tJyys>zI{fz|IhNbLNTalv%^ui>?2EsDJMnB3 z*Jfm-9Rj8L3&nij)13t5vD}K6h*a$82%rH2eSLM4Cj-=v$Y<>C?FmD&zdjsQ52w`~ zX5-muX*oB`=nI6(P>s{>>h(78dg|0;qY30tU%j2kLKApJXWAhA_VICebUxXv#Qb%@ zO;ziT`;^;hyJ+-VEco2&+f;WgWxFogV(mdMm;=! zw0(;!>}}28?;rN``li(2yPqeE;X89n-N6Iut%ubdYxBa^!REED#>A%<>jYpsuR`TC zHH;wsNusPd0oXM9Tq1GtRqBYz>-x>x| zmoHb`;iFsK${zk@T-FWyU0`ZEL|7Rm=DIHkQ~rD#lBM48LTJ#5G5`-UMkVZf^%g)b zBAl@ZVmbtZEPgp+NqKvDX#+_Omj{GEjrRHP_s*6QLC0g-fx)nKN3Fvc7p)Ak&NMyD zfD85=orcN>3-!mHcHy-$h|TO#I7?R)tDyFmn4FP&sj7gU&}5&RKIvw#0M_OopB5Q0 z@w#6^V?SBWoCIQL;MD9)5;%6XFuQua%2L)jAyGR=tBE2OCTo|Tca}Qm-z=80!vrkR zh^qSstIO3IT*lSxy^y#MPBO}W5?qmtVZcoIFYUZT;bY{`5T~=Ok!(!`*03w28!Ky${Owp;3&38$A|=-a-h@vee?&i zPzHP|tfaF8+?hsCMi7nc0SWTX!#gzBE@sNq=+u8ZD10-X#H;M@+*c0DWXRql zKXapW-J3V?8B4!umYgAMy61kmC~fG7_%xf8q?qKdt^D`@%EPw)^Xw4;2cqB6)oF!- z+_4r{;Meo24gH2HK^fvRG*b9)#uL1s>F)kd2eqc^R=MR&QtICil+8O?3^2AKoAGa~ zLW(yQY9{eqDNAvxCKKHGLl+&&*iF30s&4+QWbFN4XI01a7nIaf zC5J*D2>A<}XNqM)X)#)pW0`nBaPahwezzBI<;QYTn|IeE4)$hkzN9ubb6#e)&&;1p zRh0S*+h7rd2OwJZQZcpv;6J9xTU%zR~P{vL2D;$)CjnidZ6V(I`7F1pd@@#-&Z2BFKUT)RoOAnAmeukWV~ zn=`oAb+_rb^fyaEL%nxKpG*Y!lV`2Zu61;asAcYtZl~2F)9FxiJ5`f2)er15G}-u= zQ9n88eA0hTxysc*XT>$$Y@ac8n__=MB)>zCkKps^Dvj5nBrh*7lHaZVpg27v;~gCx z-Bg}zbP15{cUJtG6*&ApJW}+PhQ+HDdJ@3_roUod#_xqm;8gtc+7XL)e9*_b*rBYk zvP=D-M`v3rO+RqQ!ysZ=rdQ4RNl&}W%RJYHxr4>h{ik@7)ooaubsUlH!VjX+EaLn& z*?m#BvKEx*N@56g-?h zAORQ~?4kH=T`wUE_=3g9Ng>Kq$><2SY1s0-2gO33NBKbfe5pod3BWoZR?}!f2^FIV z$U0Yep4e+uCxnJ?B4ybApt4HmRv_~{4C>7| zDPF6YO?E*wbtAtL&ZzuR_zo&ZQImN$7Wd`<$8ymE{u`z|G8#;KaruD^3Iinvg+y&7ulUn(c=Ez;h#i|a{#ZPctHCPHG8?1I~4m5k; zZx%Qw(}-Nj1vVnTc&wKb0#!}k`CMpSnizgp7=OuisbML)OR zoH*CX?JGAJSec@S-0+=*IqmkMzm8pkQ_D99o_eK3y330A9Y^^Q{7`;f<)3O4pl~t7 zK=C=cay#9-JQhygzEC?kU+q0G&-0q?<;S>vbd;z7uP>`L@|+&j$!0rQ7DR`M*&h0bhPF~g)vYDvw z^ij`@xEns{hLmWL#M4%p212EL!g*XxPd9|zj%n#aa?sb3w>2qGU`Ub7vI`PL8pS$P!ye%dY*nzEB(hX5j%VvgAo}|6V zw(>YxEjY0U4eahLH)~)AssM8A&U22c|=6a9axuGxT+& z=1O1Z1!#8OiU~X>iRxg6WSnl#vBcIYdMH{oxHm-2hSEakxouAm`3-sMd6CHuRAk`Q zmgr?JM260ewi$MUwnHN1vtYGXm_Rd!kBE}*eY`Ow$I+%9#yL_{hyqqu&rB8zY1pE^$j{R&iyAKRzv-gq(_KzgY) z^;jpC+S8k{e!q>5;N_@Er;K4r^Tyl38ZV*{ttT!btoWFIBy$%IRm+I(9=Kf6j9LQq#M?sj%c1cZgl9ZPn>h3|=2g6>7H z_iF9ZgL|0&+8Tn=kG|FDhB*&uJuB;oUeD#OPT+B^g!gHe+0c=_vO#)QrvMo-&PYwH z?=SVNL(#rD7K81vAuSXxO^@9x3bQMi=b3y2yNj^`fCtt9homEgYFr`(kN?{(WNl8G|eZDK_G^J3oNrZPhHK;(@^qiJ#dn%XhYR!pQg*}=(A$#mv?f8l7S@V!|UGu`ca!_r08K3$6o=g+Ua|Md8 z!d!JWmq6Y4&j3N-EoA@&Oi90eDGN24ec~|j8fA%hX1#6LJB2O?PN-|P^Cdx`Xk?!iuBW(WAKhQO&2Vd&b{)qc$s` z(ZCL?XL=a-xDnE)FM!_RilhO)JFnr(j*{JNRrl&&_d;n<{36hScidEfMvlY*2ob1L z-ay8_ggO89H8pt=bo5}IlcHb3Khc)d_t{PlTsSiHenixc5vNNU>O;>zeNj3%y3spi zj%MTHulaSnE2D$_dGEn;%Y*_*=HUg!${zSnXh4S__WQ%boFKsPW^DQWba`tCvG+Uz z@@!0Xe1p+6XU>9|gF&7U_4519!na3JElGU-^8qD60c7fLMja0b-F4hKf8f4djzsHhL}B`vVdT!`$8_nA2f7)_-2LF-{zrZDwMS} zqjoH>SN}i8zA~)Jw%e9il(cjsNVn46sHA|zLb_wo4GUNxq9P^TAX3sT4bmXpxsdMe zJddyM`+a-w?|An4ZNEfDQL#$(qElREAPq#N!L-+eM=k*}luY9pv%$zuR-8 zHuQ_HM7E>0zIJ01U(cQ^mn5Ovn#DM|kU1A8Ch9$9A6~RI>V_WLq&=#}^z(hM=(EBp zwQs=F`t8<~`~@91Dk92IxYR50KlS`)aR@M~dXl)fp5kZFLzqZtLso;~gEr zz&HZos>pMMT;*lW2`EMa7qB=azh30hk&or?^EUMuse19`G{58(L~09jqSF4fMTded z&?2fBx3onL7SE@XB{16$?>Z=X(eq&1K2SU(cKaZB<+eEgek^N`j$0J5iHWbl((7+h z@IP-WOpE~lZeq{_ffW8~#xwC%<~9?FwN9NlPed^QW+s@4FJMh|2>70IH}eL%4CI#G%|ts*SSO4 zACK3*=)o$gFC#}$xz5?NKM=a`se(Y}#LPf)f z*)JXi7I{aK7ygYE>@X1xyJvdIUKTas$srV?w3*!K_|^#)slCkhT#BmHs>pe)Qdjs2 zZLJl{NJc+qo}J9Io+8Na=y7utOYpxsi@RpmdRT}coact)=Qup6fodkMM_zwzy# zAD!x}bwRUi?MkeM5^EahV6WtIp}rh&9zFd5ta26=m@IqZ#uMUA-GsclUgz1u9%MCb zS)?EZN#-vPoC@6uIx1K3GBh|-xK>}V#1(Q&92_y%%MTUi+AyLNC$5K?U0DiG=Yn3Za+PztK95=nY^~O=r{_oUbgR;$Og;Z{Y5KSi5M4wG$ ztP4)4cy2n>$sjY0uDwxAfA#GoNHxnI6lYDmU4xFcoo0d)F&` zWJS?uW$P_jB*By6hVQcx<9+hF`sYcCHL|s zw7fpy+fwS|#JUNq>rj?eO0r^_+l~7H>|Xcxl31T-CkdG2p=rR(Ga#N*%K}NV@!3qb z%Cva?drn9N>U03~J$>;vYJfRmyw+y9*`HB?ox0_4y*^Aso=CA?^$A1CZ+;)pGT~~h zDX2UlV^l;oQR+c3`g|*nhPwgpMJ+C~mw#SKfj^eYbI@C+7VV3Jv_H05K)02_c;HXR z+|HTZfpL+17Fw{Mveq={zk&85t-Ftnrcd2tGg&ETC0VYjl4VGn{yD>Wa#&8FRpvuV zd77pgqLj?NC-ydOD^=bHx_xs^yRqUd=F||iGaHC*du(_# zi9YuyXwVvS9Er;A7rIQ7y;>i(8%m2;LkX?=eB-cPKV)9!P}UFDyDNx!~q0jMT`kVmn{5>0bp!Ttx< z!o-o9%&Pbpr469Uwt*+&Z!wg@ziC%q)O^;tTttv6^IUJCXrOZ6q~XmRIG8F#)>WZa zur&cKn(Wr^-3j5W(s2{Qj&8qX-tOA_hwPeY}PA!km(BTdsVLrW*A;&s7#V7lG$zdJs2i&i>g<#|0uix zpH<#SeqW12_RuBfmM55c&N9z5D5}X+rP zEY1Q5oZ@<`|3 zH2hou0^IbVMO!aq4TbqhieM;T0oqi~lLIj|bip{CKc#=qaL^(%5+&Uxv!`=}O(z+}6u<_uiW5Utg4#+fT8s7t${{i5G!)enn_>Hj7q7f$I+=&ZS{g%jV zv`XK;=g=xsX|8V3a_BWLG@ixyStWEaK2dmwTZgyY3t?7vjw}?ZG=)r#OI&F^gz@|$ zT(G_#vHXc}sR7lgr0xc`{>6uKN3@JJb&3WlJESkpdsbKnx>4$uQ?ZWzF`>@W4lo%6t@@y2hOa2Q%&`M$9K3}vHMZBNOW_K|2z4(s z95xd0*ZWRUxCE;<2F4l<8?N=Y{()w5e7ir|JJr5Rl zOr%*!m9baa8hLU%CNGys>ODL|-A8wOy7}0P0B5$eV{Wuzd9EkGYYADtAFr>e*IUhv z{%lYDgM5nCHZ+0phF0wx&JlLqPLQ~uxNAUlWtr})^QN0evM=@0}gE z;n9<@=&^P&sw=QwW3aj%u)8kBy48tRn|b}HVm~A5-6J1Pex|$Uqx-!4q;b!|y3ZQ< zNrL_JS(}#w>+kM(+{B-t=6s&#s^@t(v3nd)HjH2DsnPJ0jV5F+#$ez%p>+Iae%S%zE^@VsE5Is>%uq0N-=w|e`zm27( z<#h!BU!lo1qg}!|a%?Z8pzAhxP zBoPcz5A`G2L>|rZ+YD(fjESbm5iW3;k_r<3@kkDDk7~PePyw#bLtjiY4wFHw=MV$-PCyR>1QIua_(olO`py( zroZ%i;6~;~+Zcbq17k)8r(Pc6=9kO#O^!F80`hwn9?;J)>#S=2p`S6D#4w^i|Ai|0 zUje0Y>3F9D6J^*PhVi6Hf=1RycTNGPVr_1E4L>>)g+ku;ncw%&efjJG!N8^ky(7_1 z@WjuqM)fq8GoF)^MUR*8(}Z|R(CxAk1!K&V!0hl^IeP$(oqG60j8&H~jn7FN|4OL> zg8d1$*CtxIjEmOQbMN4>o7NI0-m0z1Jv7L<-kx(|}?K{_K+#hybb~UCk z=lk$;TJXm+Ae?M`w#K2xbdh{@0)J@mZdde4s=SZL+<3uXprqvtKfy>jnK+mFq?d>_ z(11k&uLx~q0#ma(krJ_duZ{hXhPX0r84rAM5N$;j8e5c>)Yy@|z5N%dg~|kwTCGvN znSa1HEyVN2r`@xE!6CtI`; zQbjHMb<-?0#~CE6l_B6!dB|vRdA9tgEo!UK^`x(U>r&+}z64xq{Ff4Ok_)XE|g(;a@Ik*mfJ{O;n|r9 z0fBDIDz^cW;SWk~n)E1bD?6=07DW;hW!kGO-D)MP`9vaGRoJpvP3A5HirI?x z6DW1=;QA%d9`jhNcONxn4aP5{`JK5Lz5KRc7+6g+fl(=2J1leu_xJMB{aJa*a}RGG z#;Z1R1X{nFn})h?--fI!^$r@Ujo%5nk;C~jTQ2)O!2tO%h&+fgsPO!s%SDSXxmd`h z2q_Yh>bZZKSR%%ukYzjNJsTb>Rw~D8=bJ4oCCNcJDtwC2)dOZ|42#t6EVl8kEx-hky8Kh?JSBu=nkGDpf+jcfV0>$yTMV7M#mIo_zHLCYMtBfp0V7FW_qmZ@qw0#2U0FlnveB$a`Xa%s-nP=^ z9NE5eRMYzAqM3FB<;5q2t~UW*NmOPh!E=x`rIagQ{=&8&0@yCO43;OcokJfnbLZ)# zNElWc3U!zy4!dlMArFeg^)XAxbXXz6u#0;?kOK=u99B_Lv9+=y3*;N#=ka^LxtQ*H zp4-*c^&kaa$`p+IWDyzr!YD{3YrZrj>*w$Ha*iCaSP>sBv|W^lR<_huSpRIM>0!s@ z9OD^Z$?O-tuj%aDOhY*>Iv3K;_tTqID05fd6CcF}oAfQQZ*%cC|9ASvs0-Z)nJSm^ zQPK5EEgCKj>pS<(Z48G2w(PKv`b%o!+VD3lObPT9iuzyOX2!xMdb^+X+DBfK3g37+ z=3Mq)D^&Pc(J4UbZC@nbB_>O!_^_)^bFu_*HScI$ajdIP43EbsYi*6}l7nXgY<-fB z-mmRMLRh*Q*%KeTER#ldu^9!gZ<=w|CVpxVVD0y$AbWA3I#0S0`lRUrK^Rc|5MR8Y zc!t14@r2uU{(c`WNvS9Bg-JC{6aAN?>eVT*s(Q6ktmT-I--lmmJcQw+ABd&nzy5#u`~+a0M{^LAA?|m?wV%*W@LTvhwHQ&u z*IHHk=_|8}#?!K>^~#aH7gkHVsf>F>=eT*(aoO&2-&rq9KlH8YggB2Wk`>i*bPAu9 zUa9vfq^pOB)|m;ZaKwrHu*B|}E%j1pPGNHy5DllgZAGG>tdwaEQzl25akQ~x$>o~y z_8~6k@Uq%F-K@wC9N$)mpZ#Q5pVj~54B3ISo@z>C{#poSkl$6Hpgo%Dv}!l`^mQCn zKag-J_Kw*7pDv^jb94U@;?0erzW%G++}v1|)P)-oNiT8^@tcf)V4=_R7Pvsm(lIU6 zXcS4ej96Jw6VpwOmVF}k8y2v4k6Jd_tyr0crE0bwi&`|zWquv;}IurRzn@3HPJs$X;OLZuxW zW_a>t1KPw$+g>=soSt)h&TL_IMm2btKcv)f_`^5@5WApP$88Q+S0$l`I&@o^kZ zYIVmBm?m9UD*?rFNoN0Lc-zj)O`;0im4hHm#2iX4=Xgt8O0+H%o>`!;X&JqoBcBi1 zluIt|imcB&-NbbdaZi4rHGn#n1^r=~PP$Iza#B30QK@;!kIwChV~FdgN0U+;=C$vf z{$E%zkIUz9U;D%L`?ZA?V|~z)b)}#X<>1SI%HmlVLZEq>Nh;-+XF4T5JgJ1qGs+#R z(aH{r7guqix_Y!(IE^c;MP~TVwi(z*hJ#ox-dF1477^5cx(B)wsSQRX`d=spU2RqU zSE1G61e^Vn1@M2fO^RT&m)LdoXe1Mh9`|fd#;SZy^@AMV-fhO+M%yu9!t)Xj3x(;Z z^p0gUO;nWMe_~7@pRhWOeXu=bS$Tjk%`7PtApw!d?i7x!PS6_;g&3|9UWcyEQ9=de zc~!g=bAdVjwxKJ#tCdsFetO-L&2o)O4YadU^WY8KD{CbotLZIKB4S9p`pgiGYr+)G zO&K(fN>?r3PjqPVO;r)mB1LQUf`Yx3{9L#HjzHQ-*b(-lmJBw~;MPhHwih!pFyZ!( z;tr5wv^n)_jCTO7ICo|)4m>za==70*cVVwDdQ$ZFm6t?NRDCUIO^i|~MK-ntD=U8U z>T5_pBXqRyXBp?IbKE$;1rLmjxFc?k$#v(*`$4+$of5bEeZDr}VDtRdwxs2Y{>i}x z7!2)FOe@?*o6CXBrol7`xb*jB9HC|p3412JCFrcq1;5h5$4$Ap;c%}BmySKUr|Sb$`IlLFe1bS@Zf&1}N77EsFNcdu zd@^WpF4p93QCnRH55h{qWKC?d_Lm6TlRlhMsdilRVRUKFTB;Vdp^ImRWauywI{lQS zne5=$*3D1-oEm%hDzUK+qBuSwiy)K(|Gs1@8p(qIL1CUD%&I&yb7OaRv$p-;=)8*M%gS*KnpF@qJj zol3Ctc@e`?F%xDrtgbr56)p+suQ63g)xTiWwp6755w3UV!e(|#bn@Ar zy{)j&Qd>j!IflFVZHg+H8RD~xx5+|zG$B>7cUFUkEdud+gp6m{_MH`x)md5IN=1$WwjivBzzA3j#o9V>$2dTCeUR2Xzs_y3{|h&g=3*^-H2vdf+hIkFNbZM~B+#p5HV$l0 z5pvsZ+eiO=GlL8mKQLM=b?T*s6x9SQhuq3yw^vK6jKz}4HGJG6zvE1f`;%w?C6A&E z;S6e0|4CWqPeI^UyL9WHr4-Dfo!KM-`wjZn8LKkPcG9OY3m->0p)oNl_Y<|oUcRW8 z&iPp{!(w@0?&y?dV!P9E0fy{k59N2T7bcKo);?`CQe|hH@Oir?m4AG*4z1p(uK95{ zqWwHatp0-1G|>-gr7SQbwI=3RC;5cSw6`!xLb+v2`fqc(Q365CyQc=yxrt90cf z-o6o0LQ^BPoP819fd1O50m)bmScv$r?8)U6J)Sp>q3C5 z#`me%&~wgrpJP$G=Ef(JXLf<#_B z72?+4wCv?o8s!5m<8AB;`kfJ-UsIY^20z%U>_|wY%~g)c{8&Mjd@d3*O;)67Oq!i76-9P>`go$>Yd^*oK%t2(- z#+jsX6FsqP_YEWEFgcs6IKpCE+?xws-dsoNbG>wfWVfQUlUiwo`0Y)JerXSU(lnqp zhFG#j{I0kE`7echfYj4^=Pf%D1Jq$U?ISS+;|Pj7XdUtF;{8T#ukGqd+ z?AM#omW`xS5Ae6Bm4vcVl-Df=9@%Cq=hre$H9BWoVIp>ot!Iu!cmt&tY$r1foelFg z_bJps%d*qgdVe?kwoA`&`gy$At?8EUb2BWvud5*k*6RL+wS3`0s6&T+_G5BX7+269 zWZ(XPx}ka(v?jag5iI|Ub()jJ7vc{QQ3k?5?p<@@f3aU2s#)`8o4cp32Ow)X*Q-3oKn27)3U;o>GT9VLrW`Os2 zicoeoClG?1ZH+YB-f?bBiY+7-D?gGsDxlh(J0mJw9##D{k3G_4sIZ`m=QOtdhI7g= ze)IJ-7JR_FIH+3MthP|>#MCBkJ9g7wjY%`P^o9IkMqq?KFHpxSb|Bn;ToSpiT;UUZj6rjnpOQ z-)$=L5nMi_sJG{xqce*t=1@U#!!2iz=Dt%j`!lDK7)j9S2%sm&hlgKQIryU$q8x;K z1pYNW_`318Eo3!((A^_9WKs7PXKH@EAn{)u{9~leMnpZk8GiyjcKQ_}Sg9xr@zKd0 zD%fs*YkPze3sX$Oe1hDWyO8a&U-bI>gfshhXlt_8DwTb%!Tm!nv2*;v!k-jN5*zwaG0J=Q_xHGupk3 zzJ_bZNKxX)BSj|Aqyg>LSXN4s2ZZ({+JMKpct?bHLMDsaw{>vkUU4>V>Z|Ylx<7_V zb`%D!=NTY-G#Bf)R?xRC7@v!Voh>bW_6GbP*}$^abz}dtY0C#0@U*V%sDHHpbCC!O zUf;w8Pg!ttVi$YsR0%r6l0{kJRkU+*EXfAruDSISxNn-&z`U``c84RBfupcT(;P|)}{ zG#ujSE@J!HqwWkgYsBCB{D5pBS)YtifrW<5c` zbLr~sEo{Ja)SwL-7#O%A1cQc`G{Lv}b<+{)h$jHIB@Fehpox|LmxRlW2YX*sid)86 z#h05-Y8$ErYRfqnJQAUr*h4ID@>34gp%%5}Xp)!s)+v+{ZL_qkTWDo%CZ{)6_XfJc z*gY}c?3VriLE`HIGXmy|>=36B64h(vc=F*S%3;C*g$+Z^1`j#(Sz!IUz3uS(TDK6*(iDlI#UIo(W z1(sUG@~Yrg3d#mi>Sqj+=I|1tH;Q<=OiAUc8>&ALeOrW93hUY5A73OH8Rk9Bq}cGY zpTzZ-L#$kR;u=oC`eRZt{>x;@p4B`GjG;4w*8OZCwfBeg0vKC4khXhs9v2(DKryAmH#fsL#Krx0e5V?jRrUu4siHIiopD7WS6E3c&v z^0gkO)-$PM#(<$uXy0=_>1Lm`rPNPB)L!sEhf`)Ph6mvmv~7d0{#Jv5*W&**^MQec zl_rNEjg=OR**z6b3q~2@M66bm!`lrC!7V89KY2M^ZaCf$QEC`%;8;D|$q2cg%ISY_ zTmW&-V1@D(;{|N$$yHhDiWjHf3aD(Q*$!)FmcBO)UA3;4A0fB>i3|1`EacJ2B!n8h zE;Fb*ew6UAdc5~%1~o)??e%8zsfB83V)k}S>RWF}sFMj+ZJ2XO2#jimRuJc1nZmma z{i*M$=2J1IA$sTO&|2K5l6M2e=gnV7EnBTN+B1Yw1%-HZFSqFfniVb)xmK>OD-oTLolP(DH#_kxP{1d>rIKv^nf7h`VHP9Ar}_2 zwE4Ae1-!mCa@jbUCxOSjGQ@^Fix2!L+50$?3Kn{|a9?Zqx$X#t4ty)9{LIu zi^$38Y2Dx!VZSNcM=~tfDgn)CO()r0*n4_7=kW;sol&O!AJSb?#EbqRP?MhpY|m~Z z>mAayjFS|i$0)PC(i{Z~mVoD5+U%4kEmm5qhMwC_+7{$;sYx~J$|X-}IMb|<^-kTc z+sFJGj|Q4BL3N=&Ngz6L2uOIPLesHJ`36%BnsoqM007~KfX!*ncheUB*b7VZ#EFA^ zcvD2&m{IFonZb^IwSaRhFhe3&kgqro*T3&eVe^;R^U@Ff4Vg~%Ki0P_V;IjbW#!S-gbmE627hxZcEnjyV}gPFNPxv zWHQf+BVm2+Kog5P2xESbu%E?H`&-7`eb~*WZdd|7D9}EnR?w-HUJEs5Ta>8B;}($` z;?Sx+Go<3QeNvdkgqJH^|#hUL%hZ2!z%@c{|~P@F+kOzsm&QzS?Z<9XW!UJ`jVCrw9IljXulXb2kIEAWc~T3c=V06R{BRlr zZv-x6amQO$p}2*!z4N8-+s3?lS6$KTREasrBiQZ;j<0gNgt7N%ptDlP&L*aqK0C%4 zaG^Mz8oBtaTFooudl(qQ6(++LbNfZZlUxr6onKtVmp+GrPdM_r)0AF)6BXn*^Ehw~ z(8SqL`sWe8D522@;QDloTA{hHD>MS8R)1I5FL30>m@#fb#Ji8C{le|ml{du1P(jx` zrpFS$QLWB!b$q5Z!^cJK>I?96d(&B!8{0(ng=0awq%E6cyeUJtY9tt?wdR>%{{*C{ zf3hl1rj;@yennz_zQw_cCms15exVH*GZ`E`bUcp!@ihD=hVH}HVf1t-n_rbLOP~1# zqM^505nt~QiyU?t5bRJEIiT5oNVDDD0*<1ecpztE72BW2!;~NG zV*cXxOcXow3(ML`GDgXy#)aYrJ0Ld(S;yTBvwooqit{}dAk5uz6% z0tLBGjiVz1Epkn_9Q}TX#0KF-pjJ1`4cK=_UEQcffLG~@1<<1d;g*lg{G}SHWnzAA zb0kU+2icbm>)dXr{<_Bbjy9i1fR!Y#b^*s)s|}7B1ClLmKr}19Xeg}^sE-9(F`%{L zLM($IFT|Y9ArxP-W&8577Onefg8Rat@X4=83ADi{q$FbH%C-v~7mA91!JLfbfD(DA zak5IxsaqKaKIOLU;&X6`cR-c@_LDAv6H`3(aREcsV+r;O2S@NfL|-`Ex-4p8ZE9xo2elFNYkojYZv$TA-! z)9%dGA`D+o^wfMfjCoLz2fci(<2mPzaN89B>ZCyAXZiY+>iBPRq3L^}1^Zxr~b;e`(*XD^QFq)~yqwNeA5Msii~H3h=fco$`FHPR?~kwZu#Np(Wu7=qctjA>x(L_by8C#<1=HD~NH0o&t*>o#mwdZC|F2Hy4~ zR#i)$36oUvmZy9^u@A=Bxy8N;oN0&e2YkN#ZtmtO)?!_)6^Qc?BEK!+mIchAs{lG@ z5Phu7pL9+){1!&~CLE3Aur@qxV0x3%V;)mLOHdV1gJ(=(r(DorV* zhQKY<0ZH^_^-U*X;Y%+hK5;B?b^OhNkMzG!V`SWCuhX8Yyj2$F31?8#5?tz&5d>>@ zoA7kYJYFZLkBohr)2Z#eR>%HqD5&{8m!EzsWGE;%>PmIMjpTndym8Ya+6%`~gil4T zY*r$>*PIsvBPjq{^a0|F#+z%7fnf8Mc1riMhP?FTjnmT*U@tN0qgoTD?ArbN1V@7d z_WHhSxx%w!V_D0Ion-A@W^6NOf6?tAx~CQEXy7GGBqmtP^Ux+A>}j^KS{z$YtP5g3|6rb zGl3AXuuaO`0Xh~V`=qePvkD0QZAZLd--A&9S$nwBgoMc*ryAbv)pSAEDte6VtD6*; zq7T(aE7PkDih6%nGYf*2B!V8*)T)*VZ&)9ygQ`@?W<6L*2yG;XREPOXfQ}(%^88Pj zR}c=#=tVdQXN++SNn5FzK-Ref6qrIG1p&+IH2*wu7lMGSTWkHTds8@c#5e#E+7^C0 zjCM8p_OUfqw1nryP>@yg-LOKNU`%}KIK-mj#q&4=D-yDm#8e)IpON^o;aa&!e55o*s6-s=v9j79}KWu@4>j z!DR+C6SigzG6AQY6BRnsb!qdywI4dz&A8j>rnUqviAUa-cq(^x@B~`x4}*87z=rzt z?Ujav6M;b9N#zX;;PtN+llIM$k@q1zfcm&({mN3$*pIlcdCRV$_iZv15 z%ow#9V zn~J|RXIdnE5Z>emb0&$C_q00b#rQaiwVU6lDJ5xkU(ZQ*L1{0>zuPt1!76KS$y+P9 z4@F*F%H()erJfXxp9~8d+>-|VuSphDUP$J&Y)FWXPNTT667&b8tgVJv6XW?6GEu3! z3R0C7mw8p`2>ePTYcHAyAXOLQ!*c_p8~P;pQE^rRM53Yc_QIJd8jbjJQa?ma^!m$8 zZWZFnD94FeN=*8^+U`#-i*^k*{nzGZ8H>O>q1cir&303g#w{2+C;iLh%lJ;aKumimeE#v4 z*YsBCmx+Y>&eC_$WWpTxx)J3KyL@d|7Rn4rXB3TBlQQzHNal80V}%ud@%v4eQt?+# z%g9eYlI8Zgi#?dhP~4}fNtv@$3ux@iGZHd*bjLL{-Z5C=bbzmv`$5o+NXitQ+Ej8g zW+WWLbL4SOwuYt0&QBX*7Yy1`9DfmD0JRoXq!>>%vvYIq1zl+vXo);-d#TBbJ!^Jd z=ASWfN2I2ys_}A;w;DV}Dfk;7~YDjsJHubS>Sd)FncS7?N;qC0l2czb=9C&9l(#E%6rW^A3IA)Yz+q>&V z?ifc;G>^9r78a3o=R?JAuQdTjJpQji7f_z_9|m3Om5idoZlAn!e?^U+)B*h6wHX8p z=K+eHP*#L}r19`Ac5G#S`Ay7m)1b-Qsh^wZF*|%Xb=1s>BFCdTN^0wkIMOm7KV$jX zhH>i7fAf8G^kth_Z(+F-#ql7?9-=6S`mE0>qbO#0=5`kQQ7`*CMChw0&b2s=+Pm9& zt_#;@Wr}LhFxsbxeA0Lchw9Y@8)!jIC$}y4T9Erb7tl31J>q#sY@Q+?ssZ-k;L%Yr z9Br~y)jHOVMNrLZ>FiGcGV&p^eT?E*g4y)RtTD0~%Fz$?9iL|J%5e z3KHdQ>?~(s2-4MX8^pdfPf5NU`KP10BR>_p}iO2EX7@O|*=3{y1 zUXj*S9fq3BUhvqiB}TgsH|vq|28B>jry7R0R8nYla7>WJGzqzy0rRDbMh#;Z;jw-H zV{_Wv$v`-9Gi~~6f%#L#;hC*NH&QvAvbj}f0})7GNQ!y&xM?Qsy8b9<2!(0l=u^lV zs=x`AegzPWp8z&#DVhxq_x<6Xm8zGKh7wYppP*8NEnn7#(kmEClv}X}#)DwRjZRi_ z9Y{y^F5tDm8v(sq+%QF{78mApar^d*Mjlm=y@;&Q#30v1qn*Nm-D?4^AO!J)dZb+K z{l5K=<`>Vjf8nmP_bpXiF{4Q1+8N(;`JivcScM#kP2P;D9DVm*64tfS1+yo|q4ZC{ zznfGG##Y}wV}Z7!O*A_;SKskG1FGo%TfZ(H1$}GnQf_YQk&ejS{2{E2nGCf`&mNr& zS*ei$g6C@5pxWLYZ~K);>BMtfk5FIEd%Uz9oP&LR1(W#<3*{rULD;ah$YP9xtj z4R>DNTdm|CToNh*KDSd`V!5N z#`B?|`D9-m-r_DYrBFD<-^2db3X3zuIn+yAxg9f~#)jti$Q)~A1=S&&Ik$4pi<<2_eWoPN-J!P)sYhvgcCK^&CIS6eT zi_w_Dk>#L%dD%V3+!#LdrFIh$e&CcFR8VtyX1qZmttg}z>l;GT3?9*x^0zk?a6Tq3 zXj{825#J~UtGv+w0~v=v_G|7ir)4AA4Emj1>D=LA8St@}qpS!iR1o|fmU+Q9kOo^s zC#)RpgPpg{=zI;a811-GOY0=9Mc;ZCb<+eJZ4`8D)6>(h_a77wlRXQ4{ktJE!o~1h zDeR}{Gb?;ag~%Gmu6Q~&*Usq>j#xKQC7o5gc##cKK`lL- z9#0j+eWb?ZE4$VdaMJbMT_eG~EZ~_$J6lpLY5xiB%le-NgTmOBn&w-`{yv-GWiR;p zmE~WMAp*3tM#GP8iP9^tZ+GCvutD2@G-}Q?y-RRG1HaNbJ&h2ryM+~cfqX~(`{(z} zJdSm$7h3jwMCug{y0`pZ)C%ZuTWaNTrQA=|+zFik>EhJUUk7iL8f->r`O)&P2grP-p zg7emEdz~{`&TNAqclL>AwZm@XJFd-N2fT%oU@9B>MInOvGV2O1e(NuKzWNoVHphe9 zPWi(*fnAs_191_yR0-$dLvkD(yYVo3Tjd&@4|3dg{7S~<(`>G4m2x}_qmof*Bi>%^ zcY_iahQ4W6{wbzI5XoO|SiGFq|1uE#zEE?VFn#akW%uV_J$^k8Iv)|>UxLpX1UU0W zCMa{ECDyl(_qL6}NgFQyP)Miv<&pv-V*;|0%*Nb{h*Zpa0PiAw3Xn2D$Ij zm=vrtQ!5TKi_YJdzw|VvVSlRnw(_7qr%t^xn~H@X2_lAi)#JtC!So!rJQ*}Zr$f}5 zc|g#YFHR-7?YyODfL3op>6H~OY$fB!S}e1Tcw0JvpmT;zk^Y`Y&AnOcnfND;>p&!A zXa5#T?f_z;E$R~+adkr$Nq#TY<$xQ^91nr*ENl$Z%htBGtyBocUG6xX?A#-6`81IK zHQW-h+Ji%l81Cq0^|Ich@MB|_2;5%{YJYhz?1;e889Yi+v&yRtl@m!z_=G-}f`Ghy z(2qTP1$&A*xFov^xkPB`Pfrou5kb7$2}Ex8GT%uzE^0i#eU*C&&`dw*OBJu5-K5@c z(BMlZFG#gwl;yuUN4FcE`C#9nhs7v!bm}c^JHcunUd0J_?`F-n7rzh>3i&aju-8M< zW4m$Re1CGkBa?nEUdaZ`tSaKQTr2)NKIMM`_EKPlF&_h#SD;;bblz+({pH!OOd{h` zI1qk94Q^7+Cz`8OC7>}bcG2ymN|};aDJv?Bugf$*9ekTpmrxVCTV~gbn^p+#P`QWhLJwgF;*V?cOjZIyb6nCNJEYfIgm#9c{bT*1P=49lxCF> zmPUl*q#-j3wkVHgLNBofW&DO4h!#K>zi*Go%Foy+maf8iA% z)6{5N4b(~ZgNRMLy~bd6iEQ;fbjHOb@O@9@Bx2RsIEz6@7?-;;$*7y&RMsBmYZB+8 z6zwLKV{xO>w7Z%WYpVocdUl@)@^k3_F!t3^RkhpKbVxTyqtYFRE@>sCyQMia2Wb%L z79|9vyW!B?NOw09(hZW|_P+VM_r7<0W1K(sU<`%x?Dfnw*IdQ(_Ma%w!gIeNQM=)_ zA{q&dB;%6@qz(!SrGxqX|-};V~fPWUJ zj6S|%z@!pDakdF98DG+@{Zum?{F%g^DBx=bv}y2AxWI`kGllb}7+$w(X2)LRaWX*o z?zBr6Gs?Si7+Y)GxORRyf&+86YNRiq;aGiO56)BeC#+(2^*T|jfFcZwhcPxwKi{Tn z94_2u&E|(ih4tKukTx2G>nq;(mKOH_c9gmP0LF>=KmM|oB?JeRgEw+EM;WrejWVz$ zf;F@;SzOJU@i>m>wgbut1 zGvwvqRwXX;$At@7pc0U#?JA(gvhQi(zq^D#(#N^jZL}haQ{peN51JxHckTMGd7{>S zFB|Fc~FCDgdwc9VeStI|4cfjP=_qGalXpTF#yys%DbW>jtI9tiLt_<}2%pb2Ab(+cZmQ4_wN*|gH z0oRHEw|Oh~%!NAP->>o?Ly8+;rrU5u<&By|=^HY(C`i$U6z7(N>E(|ZbJ8Fw`W_Y^-3DV6*U`9VwcIEndV=2w{tMRCjyVbsK^5YT5y=1Z&*xsQJnO zuvlPU;;EHd*8g?*0CAx4+VA(PeDK@w_6APQ&dT# zur^>&v<=DhoSw`~2jUYgXXj?c3w7@?gWpA@8k}+h=IN5UIURyMWy2YhduyOyuEwak z^X-`~4(mCO{gZqJfy5IYkL*7fr?oHU}+8!`@o)A9+f%9v722afnlXsYo)6 z!T;To%XJaT3wq;h0oFSF3AS>v$zqjx{?^vA$jc4bxdw4dJLnlkkB!g|RgTmLlXD)z zepb+5cJHuCv%6Oh0lMCFAJ}_L?n*8(Z?$Pwn2X%1a(PHp!$jCuTKHuKcH$tm7ODK3 zFFY;>9ugBEW~mRBhBXsd7sTiTH%(*@US;fp?}dA#+@F2+ZeU;JLlRuf^YD#quQEpQ z0UVMJNmEeUJO^HYh2!r2tal_o)=xrzFs)x}r{kJE#4F|i1iyVPDBfPRa2GZ{J0k}p zepGjS)+h@jG&9%7#>y(7ls0|inX2^0`xlRD+rk!OXPzn6O1@zPv6waYM2Fr4OCFHJ zU{!U;R^+;a$EqoKlQT`@25svJgFs{rpc}_l+KVzD4u&r?qpcY7atPAYKwGwQd4Iuw zhgMrr*sms?3Jvb0j*CrsA}C_H&=p`+W#bAk7HMwAQ`9?30-F&8iOF?(vKyb>>$xQF zzv+C7(Lm3cUo)VY@gzJG6`D4-|Ja#3b;25b@| zyR5W68po8@hD-o^Jq68;m~QF-^*GLcMo{7cC?yyLW`4R|3#N!e!x1)Ie`>4utj=-x z9u*6KfFY~7cssZ5Qbu6IblViX>0McGpUl$!-;AkI#_x!R3T1jFy1d$2K%9^TdtQLx zh{uS-=G(<-$Fzji*)6aT(`q!7hoVQlp3S4|06s6*3OwZT_2J9Z=`1kkjLqk<7uc7# zd-V8lbPu2VYbp6Xe4glSm8kB02ix6Ck4G~{&D1XvKOeVvTea`cL?4|mNLx=xZ;Y(z zew+jXEIF;h;~%DFmOLx(E2#30QyI0TOuGO4EaVcHgS&pMK zwEfh?Tl6RVpz|*Zb%-|uHxKxoS>K7NZiFJf!N)nL>6>=n#WaleB;bR{Ow&v4xoK4? zMSJ0Wk9-fr?dns}#i4vSKs{__$4o(%h}wJ6YheL_Q;fdfCK|O3p{^bsS5|Dudb@a^+WGeY?ATeUgK4rnADs_jTv3Io=2Aw%K4rU z`6}O^P(C{HB&`aXsN6KR-U_naow7YTT>x9wcMq4QI%$JXAMGD6?WfZ2zNM+H+%8`g z0R>JSyLSP4l-+y ze}xa(1jsK%4M&y3lLqv}=bl?RY)E=4%Q@Ses^1GLCt1!an+G(l@b(6FJEsi|6D1RG zwaV&uh?YL@uj{?p;-cSNo~Dj?SQt8phm?#(+>xPv33D8ub~J;Zr}jm@@5wRU)JR^~ zl2b)?U(&2G)pc;TkwO?<2fFK&?q3=$DBvk2PR>-Ve9GRJG7^GA$?Xhm-K#*2rkdw~ z-#0nle^>R<0%ukf4wwmBNLS+O9{CdSH@b@n_mH6`*)eZIL^opK`P@cDp7Ks!yiEHA zo0ozpa`#K;b@8feX#(AQ3KRawsgkL3;+jv>*Bb4<1>cCe<~sCBvL3nP-LG2j23m_B zcA_8prhE=&d`fP*4ez8LVdxcIA16fbCw9vocFPLgj+WJ1A8%VlN7OBD74A1A3RZp& zyLqKPSomIAPzWu|#eT4P2H;b5hK9^PVEr6|$#F4g2Xw0q-rFJmJx~PNX{t*mv^*AP zZQ7RKkMAO!`V2wg55JdpgTne61~WLB^0|a_mcM>v0cFk3q%^&bHr?g!rX||iz)9jd z#WX$VnQ#lnkkki}y-biZ6eV^_C>uxK$3m0pgCP)cs+iGSnSGML;(3*(*GQ%mQ})ra zcP1#BV=oKc`#cJ&C@E6d%fS2%nV;5fcLrilX~cZ*KTKw!*n<3lT{KVVxv7R<{#GJ5jQ`M>wXB{)m%DX;y8t);12O(JT1uKi7qdx1TQs6U1PRx4H_mdEYLq zls^1Od-&Gl`R4u-z^P9Hidpxk39b7ZKLOvtKP95X{^8N^=V!wLpS@b2fwD5+`@ORU zwcDq^G8h;!Q-S~B)H(f$`NCE09CSVdIV1%@5;nzKW_es(NaA7Iq2eeTnB6={rLe!$ zRgIjlmdetKA1tr2OqtY~O+UGujfX^7r#8Tl@5n4QR4~knOt>)GZv9Mzum@(p&WZ14 zK!C#t*KzjA*h)|r+$LHaw81JgXfn06>};AePIX>OyhAXuDc+k?1;*8Exf_n^uQM^V z@7|Yr_pyQ)d%sojy*S<7wO*sr@v8m~Y=H2hc=B-}zZaOA36zr`UkQsm=aoDr_hlm^ zCuevEDafNT!_kU_fm^Fk-2PUj)rv)q-8$a~l#u;Gi*gQxa?9!q`swVS3aD7vsYZS? z5I0AiZqAsCc^A4-naW~=tD9Sl0*JR!O--MIe>FoQp^X7=mOt8HFlz7NO0U57Wv%aR zZRtsz=+C$*tou#m}`%kz89KBD?d|LPWE_x&v-3d^J;i- zfQqp%Vnw9?J=&jDgX0^M&KtJdotQgtr2f}XrAFazCXhu#`mRCNGwu~uT7+O=XS3}$L|Iy`4{5N3MSrk_=i)m+CdSk-Xr#XM(PUaO_&Ij;@z zCW`Vl!EMJzHtSsm*{v+yvSfI!UJL%0c(qK!Nt2`tmH6T>f<6AKkeG6gzBZkZb>bg+ z!zFDHi|-dUXzAXoEg)dQkxm4Vb)#hsPXA*T01b92+uEe|&MFfNfzX1CoDWb%xtn#KG#Fi_ zWp3{h!HR0OCwj9T@G2iOBC0ve3{EGkEx-IxEpE)SFh1DbH%1>)+AC5nZArRN$KqTf}| zZ5s8A&+^(ik=9tf6K9KGDy7@4LWf)!DRO;Pu?P@EtIa1KP~#x!!6naBI^x}F#02*X z?M*pnk~>c*C2QrZ?Ydr*&Tlu39do!{B!kY!ol`gICLjdI4W_*Fat>N$g0I^bNJ`uuw8CI1@*Yw}#j(?=2ivSQLxZkC_V?i2M)e+NkE^;^KD4 zvSbKaaDB$Q(mn1Cv_2)C{}RNnNm!M#^tZO(UE_TFO%rdU#jYz=xu#V7EcK=+4cjIM z3hJ?*>L)zjg)24$pY&fzQ(gH^quUsYO3b*>=4<(Qw;gvp51tLMD2V~qC-{mS`2I}r zbr*4Uw8uBir z%lghijNXpSk=`C;F{ZdFZcB>r*M7r9g}dQbyjSPi=p3{NJ?oP5r`&P~->9i&fyu9u zM!cx2oz5s-oto{>uI-kCe;j+R0j*oUY^zs6K$m#i0dAWW^m?v4FwN|@T}J-ibgM-g zh6$(oNC~qq3650BbkN@0&}m%p&4-={$fM~@o`p@vHxr`R+HtRhVgy5S62HNdVCVs`3N-M1YV zUn+HxK*^ZtNG1-Zpbt0FrnMw%3#Ho|2;bWibz4kcYIGY}Fh}fpxNUv(1V2999?fh@ zJu$sCe2YF#^1oBc|FT1--?t8EzO9`yZyCcgUyTjt+sjTZx4^pue`%Yn(J2!usBVte zpCGtBZHoH%wrEqF5Z*#N_g-z3Sr1{Mh4bJ?Sq_nx{Ev*1XUc3KagAI)XeGvlrE0us zYRz}j1^O&S+pLJ6nP4(EuLkeDrE%WVa;Y7Y^KCZK0UT^J-#Uq}r2#kR+LwVXV?mPI zh2UP{udMD~UV3ZKb&w|PdeOOG0n98Jw@oho_sRLl;~kVfL{vW{t$Wjx{~|-S%>GbJ z1*U2I{V&tyTIq_m{^2}K)AcQO7o2vRF4(Ba0rqr5IQU5oQSI;dm^@(QRa@|MJnzhq5w3Cl z$z%pC+nl=|efsA6>(B?1>o5VcYA}5lB&zok%@h3Kd%27_IJ{AOR%|EN0$Dg^fecin z7AZK4zZ#Dkl6>;^Jx`1nXH2lr99=O~Ea+_=Gjnl_u;7_IG2|566N-)p@$;Y4r>Q_^ zAH;nIH|Nsvyd6DRELc|YrOCE6-Ny~S_yars_!p_mSC1OaD+OhW-rLjLg5Io;A4dub zYnMHWcCV_xm#RLNf+#xc0B$A}N1{P99SlL676=`w$oWp7yv z|9wog$;$p!`MZR867c7b2malxp0@Vgi)#T5Zlm6{NHHGR^EbKF5z+nv*#oSN^1>9p zcPFouY`8dVb4+tH4zH7_t)9ZcKCujjNs@?xLH(!Cxik#T{1pZNI(_Cr@!OdIrPK)Z^-r_XX!Ef-#NNxqGwh#aH&5;;HL1J!D05ZnvX0!7=V zS-v?7kQ+!9_|S66Tx`gGmD1hGljgu5F?S-g?l@rZQ>RJfObp%k4gE=jS6>C`mg$9y zi0;Sj4E3b09Mk7t1Nk6kW>WSGa`p)+z~jbXx93B=EBnhQ zQEqiuKF0xvqZtx$%|@kBf1IHo0#Y22QRWBH6{5{8Og-CELv}fl)e~3TDf<~i-)7LV+lu#R#cA`F z&rwN8d!`(mti$tzyxS5BmN@Bt5a?HA3kkUAV*l{L#z_wWz2~r!Ql*=3$Sy@@R_Vo& zPZ{?Zi|?{L38>`26_oDAhI`h}6dE9%{MupAoS2PpxX0`u1~YMT&E9!h%NRf027Iz= z9)4ehaJS%9RK_d+LY%z^UZIQZh?o03muj(66HF5EafE&_czd1!B&+&|eZ@N+dB zzmUr|ayK;|rR-*R7>?M10oGR|M%hxsh90jAIw};7YD&SRS?RebEJiG&3um-V5 zcCOjf;XVq2Z%5hc%tfAtN9y=F`o6# z`?OsiB^dhDH(pHZPW?y#xbjkgYTheypG{4lZtt_?l}SpV!@bBr-CAN3IQ2syNXcti zKKptFh1zrbycT;Z{l0BFHW86d{Et88znM1}g{4c z$&fpA_9pBe94Wh`>1T`CY-I`I`Mn&7t!he~#+@(~pM9lz-yK7Tj8T#4~K;khfY_vURuK9ZBJY66?gu`N&Rh?|*+yagL8$6)|w&GWzA2t27|56K=+_zITNwV}ir8geu z%kFg?1z8aq<9&W4_3O`J99=Ev!61Y)lNeV3);oxr~D7U~#Gb;X{lL8)BJv zK&ulIKEjM7;S`s(^DQC`e%gHROopYzx$3em=Q|pYscfJxc{wXUcA50V8W zi0|iW7_4h`trl)%BD)1>NW-k7r>BjP8j#Kd3NnnhUN+ z6ti#SGOm|ogEP`e-HGk9woI;UU6tiM@6Eiwmj@Efvw$nUg~CdaBb&;(-wr^M7GyWE zdrOLocl?c8*ER9ROpLMDfll?P$*24zz`J=sNqkpBYApPrDm*+Kvvv0pK%#q$K7+r* zY&Evuv8yzwimTA)GxgiJLQi8`y_1*1wjX18%Ex+!sw^?#v=g7wXX)?ngg}}jK`4&K ze#Aszu05v(marC$+iRcf;iDOSw^Yxo#+3tu(~k*tTo%K1N?z-Dhgp>O`C%4iEjQLz zrEbjw&A_WWB+KtG%{l>E{KT*3Mtn33(;n}(!p}v|ay`c}*Ju153uh;Z2@f2s|AW|tO;Xznp+f2NsC>;AX$~J9(of zipj}0Kczi!bQ{-;c3R?OU7Xh4+yzkUJYt%#Ea}ZR3gR>g{FAON`(gr_1=&u0;Zc$- z$%lN5cXzD~KS1c&t>ofp`c0`K-t*$w9=nqaOGLmgZ4NhBYMdl*y-gZ*eunU!2#w?K z_x|7gOxrbfn*vmJf;O}IEcC=(rFjT{j|mqci+TwNZ6SCnp(;^}(z4u96s);3in@x#Z2W=<^` zIxfe>@$qpnI>ZX{t~%_kb=rA@Za4T;^Z?+yoJ+y*%8d*SU0htbZ4aknmPrI-)&ql1 z8=F0^teeY1%K;zsC(^Zvq3kR_P1c+{UJuf`djob9E{=j}oP8fXQb8HCGezh1kcq2> zGiKdn)LTlluAO}m6z%^;#7gW)^uq~w((deRM091z>uhML;c8#g?d~gG7p6B(`AERc z?x5n|FYUiSmy;k+Wj1g3#SRgBsP=aKlysD?DBzl#U7h3ES&M>FMXTo1P0wbT^3U*+ zBZ)itkO$;p=JrJF^GTe_D8zE8M)U^zRpr0tKd^U2x7bvX1^3l_S_J8QW9B6tpB}f9 z-U@(mtFF%iL9kJ@!(5K=N-MvYa2` zjt;33ttY3lLA57J3sh))HQ$D*UF0KyM#&a}A!q?DP=GX6{!lkWvB^o#T%eDC@F2P_ zY=toOJng?uWW+;7PlQ2)!Xx!N{QE)u%>j2(m)l$&7T}M)w_{u-#XNZ`9Xc6Fs|Rh` z9!t0FVv;L|>NKlzdyO&mf-IN>To@&tImayQL=G%(Ob7Khs7 z@H!PR0^JLSx{B(8J^9uHk%%j^E9=`{L-Cgtu5(V*QBs_ZWjre-t+60cA;mM1E3K$bV3l|;MvgW4IN#&vyE8FA0Z08l`hC?`ZZr9I!3*>Y2cx&h zG6V)MoTnCD_TQ-xk~Zh)O_kvbsR{htnojEBxJxz3xp%s-GwFIQ6Y(x;I*8P~G4ykC zz#MbwW}rTjzk(qsokyC#M-!w{r)HN%9!P3Q{k1!?9J_kj_00A|I=u-q$|+T5H(4TJ zU((Tjp?iBbS8J>70d|g#V+V6pz2w3kF6S@~(tjBPdpp8;kJel_=)EQ3d(HbFZ|3+n zR1u)J&1EYG>%rpHhk`*vC0g0OXAqqq0er`{ZMruh;(_(nGH5<1Q@t`JhbJ7Qw7B^J zfR(wvF_ZsC_CV#I@rzD3%S7>oStj>gP-SbAhvIIj@sv$c44V{gFGLvrH)QQ?Ee+k{49_cFCGKUoP;;dIz&&1|ATk=Zh{nWhZ zCU!I|9-7|9y7eMg(W>gLm^55o2Q3N}jesEX{krSoIT*;yjuBnn`RaJ3FUfdCMMWno zIEZ_?X0eaw^@2oDF=gSN$Gq@sjiW6sJ6j3%zP;o}vBIJh*~cUo_>_tk`PYew!3EHz zd+MR?*?%F>X8Kh2AX*XRUBM>~+Vg(VyG?4$NMA6jf!?yTg`&(1x1lf}gGgy8S!SNr z(Ax{Vmvl_Pu%^X7bIAP}p8v-~kfPBSDJWzIM`C1d{Zg5EV->MX@6`d{zE#3}ZSL5e zzY-2sMOJ5ahsgf>L2C1HfxUM5{IJiF7VeE>>%?_KNZ-zLEsMfpfn(r)a}KgWc5DBJ zFytT}7fIsEK)_)jluLpCsc! z6>mwS16>2@&;kT%h>o54q`1Td0Di_yDQ_T{Yl@t1WB-dU`aeY#t9vq5+)7QDFyi58 zDz}H+53=6W@E7fjT@)LdTB$>VYpP093y`Z)#>w5m}(xhnta(31l@ z|G|!=HiRKCvsl?n7@sG+H{@XHQ{xZa3(G>epRr>th-V2f^~9?<;d#kb*PTRVxL70@{W@EyWna^X|hnS8TIz=8_tzmD|3~@g4_^2m z)+K9n_AAaBE+81wP`>IVRWG?%aJ|ziAr6ANugTIX6qMvk@T0<-%~Pw^UMJCVY(D#b z^WC;S@z`d$|Ko`)F?5j1s@8EWuPnuy`)SXe<9qc_S(kQUKL8Damt&AlJL=2H_w~g7 zL4oJ)^OQ6*b!>|pu5i&)V>A77v+=~!n2#>h+DBgZ1zVb0kq8l#vJoBt<{CdH-i-V*dlhhG@lbzFk1h!(8%pHgkG zhczy~b^qv%H#IvOBQ@Uq-sj}I{=CHF^n3GQEwP}rD(UV=lU5Uj_L&cLf#eV4gjZu! z@Lu5;^(S>8$zj6yOxEdAXRK6@RC__+MHo`L>o1~T?oRafm03HHAL4bHY<0~}2nY5L zoJ?JR&@PJDbkq&isaKN6LBT#g%i^m5v5>|AKM8il%@2jK^X_TIsYCSO>aIFD#iS70 zAtWMV$c)S=m;b}a#NgmxP&Lk#kEx#&d6!awLX0fb5cbHYJBR0vd^h#c#JQOW>O6*u zuX)WcvM@!}j~b(NExK0?uOnzCgE$_CPWd7CF!NN9Gwy@WAxuDBVOi~hHfqxQObU(l4YsL@!N#wVPQRZ{@w;^Zk^$MVG)REOc;h(0Ao{I{G2kH$d-|b)P zKNTE8IS7mvm13MW21B%RBxr3WYeviHgX^spR}CYSd5-8yEApKb4k~>06z@F>+*0gm zwbUsE2W7XBd{Hc76Nu?5reso>TQ;|lTpsGim^aDbbYAOxVl-Jit}$eHF8K*;puEud z78n>9Td!W3fVe>`zZfEi17@4tc@4LOSMK|aN{jMyvc<&Q(PF)-6tw(krF8|M7u>GK zsegl>bSyX@w*A232QGre=L?ISrM!2Tb=XtZ;*hqFS>3fJ_AD>;76u8v|}qQ?h9W8p|v7*ZkQ)oRZq zrC7S=M&8wX6<7?4en(b}sv0#D6i}pnYwq|Zhes?1w|_kJy&?^f~e?U{T>KNytJgB|AVIUOY89; zqXr=DqH5InEt4%#h5=!U6mRG44 zLZ}w6c6F`8X0T1xVqSZ{j`9ZXCZ_TH=?~Lk~*hRF&yXe(-l5EZw#LZk*{ z18)M=ZtUg~ofL06#*^uay5Hcus|_0733$u9oY~}UMN~PDYiBFI2Z@V@=s%zGbNnTtXO0H|v2!`kfLdOlIYRkj8ZuZQeoljfs#r9?4 zz`sC^5R3GGkTcpq7)fX}AhSVU53A9xVoCMaWK7D((g%ot%6}p^;EaduJIJHJue+PKi$#xu}}w7-k7FJdj$%QTcsy{^| zAPU7fPW#knuKr+SWY0uCZ69YjR3wa~l7rD6`u_JRi(u|JiZE;t~tP9SJ*qpqUTrrLiEt$aRRB zu)`Miwc4iQKuTk`_C*bT6KFJzS@>LyvpfJ8Tqs6L*~5E@!vDC&`D zSnp;71|fu+=6EYBfgQ8!SXdVhDz`|{QjI$k>oP!!TuzlL+Z*A&~y~x%)$t{zy8mEhko{P1p3SpAE5`B?1tu}c!zhYQA#md5=B_8@t&tD=Vb9y{%>VvjiHj+@ltCq~L2q?}O9VxJn9h36u9<-n$y=Iise zmH!l(#j)YFlJSkqQl6BOtXr-aKIwEAlr>uYm6+jELHZwvMT`uGJw{Qt5#^Y;n>(l+ zC4!XT(DqTfbM4iqH{piLsx~Wi9E`e;eUlQ((eFKuN9s&cFT;|Dg7o%jizD@mZEZrF zZT1ph-`Q!#o(;?iL^4QNKS_$m$4W33#(OW0wZ@kYzw%7ae#lq7vF&YLz@S zMzpqX1{t6(?;hAf_uVrU3FrgHVqMT`bba|i`oh!LghuDwpB*@_xE>& zT5Nn?2h9TlSz$#3uDBLZH$&@41ikI3_)dX1Ne}g!TX(>@PcEr4>AYj}?q2Px zqEk$9;9Y*V(G|XKQloAbV%ZKyql1E!1lU^2gMMO>wDxUPzVxmp zaSY~aq5O38oL%de7#2^L^*;pd2x{0cOF>cYl+@KJh9pDYmU=BmQG#zhOs%lIq$d@m0{*>`5koubske^YwgnlVlI!@I)7#Q zo7b~M|DX{tsPY8Gl7sKGlahYUX32QpvfQtTH8wQt0+Epm-(p?=Cpy1m%k8Z#HAysc`R9NjAukl( ziZ+n~Ib1BD(P5wc9sRjCR_FiXN$G)NF&+I#L>-!MXRB#}yBSxM{FY%=bZ)gU;nPVd zLch3yE_5SaC&YZlm5c0qwXtcj_epMZ7iz)Q$vu@9oqszXQ2TH!PZIl=LjkP&|9p(( zQTOMYlWFEzzot@rLJ$>Z`!PwE_jZ4>cRsGAIbvpdW-QRP>ZzO1@0L-@o&SzeSN7 z@@g8Q#r;!gO@|P5m(+Pobw=hm}d^7ZXs$C+ti4%0m zcpT=w4CW+io75`yOgdFP8<~SPPo%6SOIb^{yAt7O@!nF4tDVT{u=g;??`^j$^gQ<2H5)q zouTL6R#GYAa{$9GMWm< zuXEah$|hMAl*>BG-c}_lM@f`%SL>)mFYm5y+Q(b1lugtT$~e1A*vUm7g~3R*f2pdc zcw(-zUT1l^!BY}q7fr2CG;e-kgCm@b3b}VpR8XCHf!8IDA|NWd;wmcO0cT`Rqhl%u zdd_Zz0LhBL*Zje8*z0LDHUKOvctCPh6d&=9s_=83y(!wh4v~ zo3S$?hF%f#stvKhG086wzP*ubB4>ZAyhjh6QM z$JK?xBTMZd;NHDkquSzeEd=ONxl3ZKKusrYCILq2jg_7i@$_{f0Uqk4IG_g#%#u6NJxIrL)w_S8z+)%A3?!n52}Kg^DetKQip6WW!iXTZm^YyZ3Icx zFOgHhYOv1kVaIF}>KiV=4e2Y8-?$8O+GDPB^?BUg zG8|s#m$GOT)Wlq|ZFPWJ!*uLAlx*SY`9;v}Pz{I0723iYq{x?R7N@aAbIo14f zi}6+iuiC_|s6%sZXLor9)HW^W#MQ1eQ28k3dqe{&*aKJ50?dNY;E*;Y5FL;z40(myl*%eG3L|$siW5t9KPy;!5vAxWg z!~dzFrbg|F@z}_gMg12Y(@#Nt>Q4PCp>s0XDlX@}Ohh7(u5-sX=ExR~$)6X7XmwiZ ziR!!Mot?{DK$_p1Y4uHaK2)19r!C|!n~ylzbWZF&w2C{p=IIa6q&1NLFA9j=!ZImLr+d0*YWvT7NDjzR{ z9-$d9npfA|V$3mZe!sFDM(OB(s{Vh2@ZZs$-5r6dN9$oUc<~AtA|6*;XI#>!_R&~K zc;pAfR+THPb&1Ma-_d1)HOZ(lRmn#8cFxMC^6NA)e0iUo`qa&<&IMS_Wa`%sB(1D3 z-+H*Kdg?6G>B}^6o=0yJ^@b1pK)9@!JiS2n8CtgJc2F#wH(V|zcYcXZmNNK? z!Msw6HsmI!Y<3A8A3Ae2c*g$YD z|9Iae{)owO4nrT7I-QlfhA%i+yC4VEmm!wefhwfVZwwPF8J&T+wOu)B}8g z>O``EUbhx<-&vm_y}%gdC`o-KOy7N^gq zaH6WDE|+BxB|U5-f6~iaf0HSrYag(qV{GjhCI!p0KSPTMA=tUPLLEZ4_T9tjqrGrp zc1Yc+4DW3VxuDO~RFDGaWwT}bLFJ7$%>Hsani-GA#8xW0eDlTv{h*xD=&z`lTe;`i zAF%(QMOuj{a6q4~`UxT-JO`2;NJ7A2I~9M7F;rybdwI@_OD5!=#JddV64s((;g9)qrnm4ps41Lm z`stdfr!K)9C>yJ3414~)md1T{v0ccAWXl(tG7Qw{%=A_y)Gn(Hy)$yhk^f(*8%H`n zT?=5bdl_${_=i~9f06L#JXInHaC|8w_4q|Bw@E2qxm^zvONC1k)Y4KrF}j|m28jAG z1=no;aR0)sy;QD^UX@ilH<(ApLALM{uL;VaJ5oRIRSe(rL2J4v>Of<76Wg}*H(UW? zkTmBEFbYB&1&xjn8Xi5Su@ggg^E)Li{^l zJ&DP#&=(41DK5qvlu%0jjFq!x#D4ea;LBupwJd>R7{yObLFOg?&#AhWFKBl`-5 zT4>pv-koZduKoFXURIJdH^Us;z8(f=NhKVTz0?}}COM33X0jFp(Y)kKTKBq60Pa=!1~ zQ&i6LPrnYPzZIs=>klOVFIP$lCNoUf^U^XW)d93+Ml-)elWX=A0}fk^P!1FF>LN3v z_PwZW|J4sh5zNE}*@|m!w>TTtE+dV^@O`Y#Q`k@cSY zqOW*frlKDL+4e6x5|76;9i&Oe2@6cS4r)PueXkh zvU|UWDFsAYKtWmor9_ktB}7C(L^`Fry9T5iq($kFW~iZuMkEHLbLeL1W@di3PpHrP zeb?u|d$E>lZqI$r75mzIpInokr&qq+r`U&IaIP!rZ_P_afjVr&lkcJv9IpM|oaH=N z`wNIJCh#8wJD?V_;=&9u1?UpR&`m0)a9uK~DmP@ymfkJ`xN1qa{s;ek-?-F=6h?cU z?{5+r1f{oayfM)iz5RWHU0%hqZ=ylNl3y&rQI>j9#pYhAc)(%nPKw5MVXdHW%(6i% ze+_FdTcJIO25J^@gIaMjQA_+T>4jmNiEYS&!e@a@$iM&$CZnW&_db>z9|^~z#zKlx zt-vcqQ;*d)5ci8Mji1=}f@d>8Rog15nnksYn3a5}Wc>Br{Y3nnmB5?b4}WaCmd8LO zPBv*w-aV(Ws@Ndp^kI%5swX}1c7_tF6yw>@+I&r5qjpqv>DPS5b{NEO*c~9*sSz57ungB*Vr{iO3)OoAFe56e zs*IEk#M%H7MJIbRrc*$EZ-M-6Os`p>9@>Y8lX{kt^e+bI?jh-a63ZX|1~OXI$p;A` z+qx?!>a*~oJr&g)3U}p&Vt7)v0C{}rbH%L>&8nw6Q?g#vKSIPq{ItwX+pc@O=%^B) z*9|75af;yS*zdj&v_D{$%Q)LMH8NFS>Nw(dIwMFUGPG84--HSMuCiY<`4#R4>ces$ zdJZJ<{a#8S>j77xx?tbwsPwP*yU8?#?K%UVl%s*~v!77sUb`pG8bz2}l zZ@ZECx>4do7 zp<(T}PC-<&Kt!WwsrI}i%*1r1>5lCSL&k5#Vde|@_9R-mk~H*=raxyauXhNm1np%8 zuCJ<`P^aNa{wghET3(We*e-@bWx{rtn=lmq5Ul_|js={|*uN^T<;+ePRrH|WOY zZ(AN>3RN*vIyBY<`AbjOoXzbz-h$l-;gNT9sf|1V^meWU1O#4*h8K6c-%p)U`|GEo zbt6#2ZNzV$ix80R%r$x9o?xqFLmdWUek~*uelnS=OQnZoF~^TxPh;02nw6jt@UXQ1 zwu3R0Ad|xd>eg*aeKGl>yg#c!Qd?zFPDsH1D64j zdBkTzOn%=Q=Ljga!$;my;>Lkp(B@lIvP20MmEF%1YIJZ6Cj)v1G;|7x^`H!})KX{}| z5-oZn!pxBV@1<%FYfd{+K017j6XP#b3qtQ(xzH@~vWsnP5zeYnk!fA_yb}oFy(l^x zyI?GRvJf<_Q5&K-yJUFluLXODZ>G#>r46ZA@uf|2JQkwEGyG!{vXPbhzq~|!+uYZF zFX>szd1Ckn`~_@8K7cQ2y3g(z%oqV6>d~x`!(UuvPiUn-*lKfA7ZQvK)7>{MiWoHa zSq~9(UP>bRks003i&%|rH3;W6^cDmi7F+OpHZ)UaE8Bn##4`#!jCQ83c)p~o*x1}A z=o?0UJ!gXTR~9k7HY2;1!paQtBz* zGO-Or zQL$_YITS^AT;;^MXb~=c{Xk)T6m)?5x*x@-K&mp5qWU7WMzRV2xml%_(&P80@7Ldy zKTXxr3>Kw>Uva=9lTwp93oIl(RcLG)3M?w!JCKIEGag>_@DHwsJ&~BH&218?&Acee zv_XX7f%iweXUhN&5YOU4)|Z@o;hF0Bt@Vyja-c%-gHRJwAzNhp%_zl<0(WT`a{|Bq zxr8s$e65V+*Ta5X-0T3qZCfMUVhhK%$)m8}w)$r8%CR{|%C1cnzFjlKbI(iD56OSh zbJqG+el^3V(ts-ceH49OD?rJT)wjT@;(0>u+u^PPDq(R#af?w9!q z%&3S+URu%a=UPU)KAJ8M1L%|{yDFZAe3>fd{GN?x!MXW^pG(H{9qm%0SG&5P))PYU znwt~EWZ~9=A2RQbJNweXt&o&5hCyL9J*i*TstK&^=lvh++P|KN?V|*luP6U7u%4@I zY?iZ~U8#W@Bt7LxX8=Z+5&{JK%r+z|{h8!PcEMG*$YE~-MDNW@-oB2d*$8w6!TYHM zLFG??rs1EO0pRL}MYH8Rs*IX81E(i`;rf2@9K)qamu%~FusMpxbTrIost0PWr_D*g zECs2zP1F{irkje!W~F__zjPcKox&6Qj20(P;u#HrcyWXXXEtgdcWg$_+or$7Ya#yf zd$#GO{y_2$UI56mUm9&c#*enGn35Ai(Z8SYPo)fdygiAU`?_o25HC5pHd(VL{=rIX zoxXD)y)=|^3DGwL<5E?#M#_$YusBf0!l+;h-2Ig{%Ie&jEV>)gwB9+3Tk=JTpGH?} z?V`6c8?J?1?VS>1G&$boM$mPKd6Ojlz4!GU@n`H-_#j7D;j^Wwt1~6spX1Q*AT*B+ zqDtV88UYB@@p#Y9?6xPsnQ$SkPf}l>J@bUcG6O7j8T-PI%%i!SsCl-@=#dKH(C+X& zGjZ+PDWB+LWa-f3eftdIR_7?@7E7>yte%(&OV+s+ zL6B(i;Nho&`-!)jda%rGK2u|&xJs^SiJ)A;?{RA>WP$uW^Q|x!0=hG})j6nZ=cLeG{CJ^l4 z2mn>TveYk)N2NbIvzb=kinGXp|x z#odC9?W=Sp|7rxt*u)>YZ#AZvCiIH|yrv8B#UpITP zKIu60$=JeTpVz?a+4uFG-{J%3O|tW+RE42O3QG{{r26^3Rn&md)E>45Agu$+lG9Ir zVi}q^M$jS}Bd>w^z)AtIj#~D%jS4LrQRf=-0zw^*AGOGd%xJ z^PcC?bt|R{Lc^PeS3?E^ldsAALMaEkh;PvAPX#Bd2DM<9q1OyqXJy1IDH|&PAhq5b z#K!dE4%{u+YnT1w9e_ToTmxWL-~MrMaPSTNNhi#Vf2*j2fVqKomYz}C`?dX~JjNN* zhIw3?(Yc3P@O`%@jsR!0`>|=2meryBAqi_3i;PzPt)zYn%g8O&sKXK1lmm|=-`VtA zyThU}&ZJin&!(6Auasnd_zUTAl=MPUp!Bn=zPCH?_{9^xm$ORot$zQxmo1GjC!aMn zJ>8Y$1%MGLNePQaH*F6|^aPB--#jJvOE$J(PkI9d-`I z%?X8T>n0Rf8yc4-Ue`KiXj@@3u}fI>#jbs#aaYouF0oyY_)?@qMo9)MIDRdc0kZksEmkpewpuY+DOS38`N-FknOiZd%Y zP+Tl>kR{&P5K*EV8&2t#A;0}_hOlXqPETf)24GLNjI{>eZ3?-_G7vR_@N#|4A z9OKGdPOrz5s`8&p((cd4tx_Op`#0RoXR#)pSZi0heqVA^tr0<3^3ilpIW_9yCJcla z&W25t2ebO|-Q(6xiw$?ZdcU*+L7WhJrN6?eH9k7qUjoi+$1hAGECxY<+I=jEefG6Y&CgzF$F|-Do{03aJjfGr}kEd zaT)Ul)a$U2k9LWMIaDRK1=Yqj^}au_v0m(uYnc$Z-d?1$xlG zAUV;z9JIX5H^5-;Q{pT1Yn3&$>XPsM%X+=gRU8N%?{gq?? z<1#$kryz{iA}k!`%Ubg;z9AxM%i3^#ZG^1b;jRfIg(HOL9{)b;)OPLwwp-U zK#(t=^HyOLPhl4rgHQM9cFBY9_7PM(538Mcf(XejaviZu@6FW5)n0F?3JmJC&304G z+>^IW)6vv)07{>SIrl$qFktL+qzT&6r$w#xtNhU>PLRb!miaU?cxoh68z{14sa+|( z=b+5H)VAl40%ww6ji@!Oo09+N>E3_;j$t|m(+R?5Uj_K<7|b(9MjQW?Tx-Tio#GAh zBs7br39Ddl#D!l)hdcfP^lm$1UCmka(KF;L{$4f1XZnC<>8B2klbbub)ygxKNvi54 z0EMX8(y|WG+;}01?BP~`d4FUPEZbju9;#C$%W>R)4cr_GO(}8+dAw6;O5SU5Gv_Vc zn6a49wFu)dd3bJ-tBxd%;>ti~zh=Ok{IT+W-araU(2teRxZKuy~!Z%7XH?YbK!-P=K( zDy!sh8uNuHDoqKIWkT@#cl_C+q|&Wz*CaOdF zXd!4ye#`#ZgK5(r(v41U3cC4WCWb_V>V1+1n;L4t6R4QtsR9~4>%c;aIA4u!q8&cl zPF8Ex?!N69h0A~%C*6%lb%L4E=Zuirw?<5UWPSkRT?-&?O`()ba(O+>`Y?(Q=Kr5$ z<&IU4PsHC7L|6vpp}f@gLikdA#i=lflw`I^$JOGt%N{i$XCMKS;Tp~Z~c*X?8iY>4=&to+zn zd2-8TXHN8-Y3lQbAq=OuY|uf)v_et+lE{OkqhcB2s3Yx{L;+qBHY;{H%iVoAVAz*Y z`d~RFJ?nM``wEXX%%xj~ov6Bs&X}5e9>ZFTYBf)rsz#1$WyRk)HytF>^p54!HTJ}6 zvPcZaGYnmiq}R5ZGznj-j@C9wJq+ycf*y>`A{^X-<}M1Lrjw`v#l=Qsl_338S6mA~ zSt=v%<~8{p#es0{XU{Ny+I^rAfTxQzB}uN{wp$U$)1z6$pqFbV>c2}pA3*7q=%)i- zUT4m|Q4hwuN zhEo4po%!9S`&Ef3p9#2{LWxPq^1U2U_S+$=1^yNZ3jUk1HMwt1LF!{Zk5%}wy5;(% zUv>|Kn(dH0I_^gf)Q#XCkC+?|N_Grhw55ybo2=d&OvJFs3S4(EHtu{L(DTFxhb@g3 zYT9+@&sXgLIyDPFa?Y^Sd@Pwgp%OgzQ8%E2_bogRcPs|kNFXF1N>95En;RZWuo5YyU=z?$>Po%r9->i^v|*I(;XOH~OP z37mn|N}FhC23#CuVP0WD4keG&C^9f2-(@7E3ttYiMt&SG^j82AwaezK%Pne%Kd>2`vN(wmsG<1t ztf)x+tu|C#=7Zf?oFr#eSa~FihNe@xZqdra|R%#9=5(($1KyBUY);SlwY z2NqmGzJy@8{qQjpOl^a769Tz=gQA$^Ls_^sPjz&3cA9xbgI{4RYJ_}AN=&?)M)TjV z7{QLY?b-AW5ZG^9c@w4@Z6~~M6Vu8qdCS*t>E0CbVcMuu?e3E#*PWyp#X35viV3O9 zR5R<2g$TVge#?6R-JP5>!#X%vV#>v7;t!{T-zDMSwc(>M9HJTbHMdYROwxSLlgD3G zW#%3fR46GJACY_$mMdWeXN#Y0JbB}~BVAlrCu2Db%ao*bw2?In9~=F_b^X4Pq51v& z@7EQ)_}=Vv2z??T!XfYa ztfU0Y!i+14GyrF+&9Y0E4Q7h!;5oC-G`gYreA4QutleGd`nOc?IlJyoojs=f$;#8W zxK?$Y_fRnHDbH{H`L8zR*Mnay^P@y2&CIX3+<9T!Nt@Tj2akhgQNH;WH&_Z^PgmQj z7%tz0YJZ>NuT67Vns7@@wavdjFSsE$ca);h&F3!kVt_)f+D)bISW+asK<}{oEz;6{0{C&pfyCmw0!e;hO^^4u} z`eO_TUi-(dYLoJQ|97jB|DFHbG}zSdRBn zHWx03HLRT@0GGZ`7XBY2c zL|EBtdWV-ct2mIjv~)B;>}?Cf+rjraQJaHZ-GhJ0XfGd@F&?=E-Ec4|&xa z77WrIQJJXt$W#?x@Yj_T_w_q+U1EGJ)P~ablL;ngd_lZ*MPtS}?%tzqxXI{B4=iU_!AdB&&ow3vem*eQBlc=uDZ>dS*1wnpS}9|xqI-m86cJe0-wKeYWVdoK&$g+ z6#%I4hW-rIj|6dyPK#2_XYsa7G)`NGRwu>UeN(AM!a`Ir`f&U>PP!w3>8(`lgi^MS zZ8n7;hs44mMbi*viIRpZ{AqObLdxIPAufjny0pu8{*c}M|I|%V08jH+>6{DWj3n@VSx_61ks^#i5th}XomSuG~~ zan<=QmfiN6ER9bsZFpY2D9A|1e<%O#M*3&y6>LvBt^!AC%QE6ZxPKFA0Gp?x3#qUfFJb+kSttH(F~ zivf#)Rna;sexRH~Xl1jKn_}e#KCOmvlw<3TZ<$MCyL7zmCajv0@iL{3Aqz87l@G~M zF;^c?wFbO=DtE~)h)lh{5d0+;SLV*h^{ELedl>Y;gmFTC{bWNnZkgUbFT)S1Jy%xs zt?knQG2pwS2f@!#<1{8BSNQJ=o)hQjN5|0_bOyb#sa(DH!KLNhqokBU#Vy8oV?nK% zL@w47TV7g%As&bupNx~))Tb4JnCkY`aawUsL0>uj7P#(Mw?_sYYlvwHG|-%mx+|^! zARN^#{D~s*Wrhh>Evd7O%>dw8R}0+o{7ELYbdM#i(;5n}+&6F-J_efoR43hU<=DP8 zq;N63cJa@5Zozv3`bI?wk}Td1*eRSS7uKU9-M-*BnIg3QA%S?B%4xPYs2|LVU14A>$l zgc36Ro2vAh3lj=YXaa}KU(r!r8pVfE4s{q9a`5%+)k!dhT%(-*+8*?xXNaOr6VH5z zJ8We+QESAWyaX}s{Sr)Q?sX>==xycow=%G!v>I*1X6{0s+Be5Z&o2_x)LJjNMvCr_ zXrRS2h~ygAuQXieRLi142U=^|%t~S1J1Ut2XZU- z3?EpfDWu5*6lv37DD2ELd?aR9BHgPHT?Qg-R16y^Oxpn(E`udhl85^yJ?1jJ*1zM)UE zLj4ciG&y=xF%NPT4m(T{E(Dxn{m*6;zh)(WIM~OWnFlG8l{Ma$qyc zMU6&=&z=2MZaaWlMEm#T<25y=RZu&N8svLDX%GhGrLMbjcB0V=N%Mtw!wuv8>kB1E zr&*fux#1IF)3n$|KM7KTNU&qhvlu{w(!vL+Ou91)OnE zE2*W9=)L<%oAu}+=tb4mi@sVkA*ecF-ZilVW{b>8+3mz`*YhxKI=dV?K-1f9B#m1!*zl-9K%XJ|^D--2OCICT+m2iXXWdEedPecBd*DW`#O^Z`$D(gEvc>A^Fkmj!wEe zpP?uHrZc9{i}=gSGVfmGX!qU$YFAo(z z7kjDF;t~*{S6U!-=LAg{xAOSuue8TMqapO}r41|B96R6O&K(+`E-0=+U2d>GXuNVi zMDWj{8rzPPp~upv{OPvHYGbO9`RqPoD=GJ2FH7e$7j;mqSS0}j52%k%T;v{X*)k)E8s*6rR4XkIpC;Dm%8=;+w zzO!)Ir-uZyjKjUq?FjT$cv+G`g~V^{_g4if_)`z9+@E?stG~a1JypD5V|%JZk4zTk z+!y3ecdvsw^W7)IC)_iP$|**Kyft+8nmgN%HDD<6R>^I=F@HPXld_JswqWp7MDux zBAiUpQ(kD7?fO)9-Y*k-;S#4rP95nY_0>U2J%O4`QPSvh;elRge#yarbV z&Gz;>SK6BR>|d)y)X=QW3eR~pH5^955UKkO=7yW0c{bxpp~hXYwk!tkEqE;!vIE)Dj=>_a8-yw@TjSPq2%gCWNq)mg zA*)d7rgo`$(`Ind)ejEAw!kyIn7SV73#aLA;C@D0M57B`BWy4*mz?$5PkEt~ zNET2oPZM<7bbK;dey)~T>LejfPtf#EYCOZ_nXD{kl|h3mn) z^YK<&3hC8jHETy0bXDS1l)I_#xxiVWEwlsqttee(x<9Fm0=R3G-p%Dqul(xXc9LQp z{NuE+_+@qe%qHaOswO<+G>?|5F5PSADMA|7JZL@pc*$o0H+^T|vzF_r*A=)lZSj;- zNB4^OE}FTUz@Q(!BsmLT4+Zf7P>mP(3EiT$o#=(SA_GGyk*<#})~jMBbrvbi7GcY00}l1_xAwzetS zappSuKM(}7uikE$6EMi{cPA;k&9Z9!&L*pqPD}ZPb7)Osw8esH*!Mx_m=tfKp$Lt> za&w6XeT)=+iC?nLQ=tOtQoT!JLOvDEV}j@V1fEJE%&qwvdi&85GHbE$F|%i5jaUu&Yjk={!Z`Nk~DV-wyg)DYt|ah2_UtQFoAtn@e9J!zR6Zp zXWhX^YlPm_pz{SIpG_djn$!}dhdw4vx^azO+_j}uxVQHQt^j8Q}#F3!4!Jfds ze7ms3M|zH`r*PDYiaw`s38TA<+fyWn#;J3yU)x>jaNg6F}Dbe-4?xG zM(1oh<(%8_QmPv6e0U#$o$l2*LZwGek9@6r+jF%TT|-FQeD!VP74&V(*MpScGza3( zW)xsP9ff-F^E3WgTT}rP$|aeqmR% z^LI96ib7J^*6V68EH|K!YCYdf{4R_CiI6QB_|HTvp;My<)0tPT{vaTk*|rx` z`uCSV1gH5o2McIRXV0V<*~10gczwXi1139N!>hi=u3PC9(@f7PQgP&#CIoJecS)RE zgqiyJnFruKyBS6W91H?1rM$Zx>C`=>i+x=lJ2yBiDGV9sACDqwA|PHdpA zLwhn@zf?V2u@fL^lchH6ROEPGnLLOvt_ope(g=-Co{-`1pgE7wmT$1B2ByW6e@%-o zYT3)9%&l}^*VTRmQ0fdqKbX&s7J@n5tKXY#=FyG)6=Kj@r9qOF`-c0W%|gXt)s7pG%&uTq{-ahN2VMt2TVjHQVJOEKJ_Bz1(G+73L@0UPyD-UDGQ#Zirbr==hp9 zY(?DXjg300kV*=E53+_@x4hb^quis1djJmofsUF;G(yiAbTkgHVp;uF{QUFq=n)pc zeRaW$)-tunqo?o4p0&xRoyfRZW&V$G@>Dm>d$}j{pWx*>q zO=HE?JZR0J7iW@Ed5x1dz|Xn2$cHD(AD?Bz!_3swinyF_7d#*~ zeoO-UM@2U$B7AG{uF*TZ4hXCZUa8hk4DV%D648gJw#E~h@yLM|2eVI<{ zN;1r}(4{i-ahl5;RO?O2KZ)Y613RC`p=#8R+`r672(KTZpu!u?ClkEXE-*RBmVBu{ z9do4Vhw;j`6)T5S^UdjksC4>^aE72JomDtj)9U@C^?rz35a_T)Q+WLCbT!kF_vB&Y z-U&?1{;e%3%55Dq9qEXus2gfv6K%fc*1dv6d;7jQqlKa~X4bc%L7=0C^jv-<)?nqb z$ufH5vP?x){{o6y3w|}D{)-*)4;bh7oTMDv?e14@Ztkrzko4rH%OH`TwU_58LzhWJ zKl4vR=*$o^;gUBngNL8nlwMapRW;=+>3^H=a`;wZenco&8kl&XRcYeWDU6 ze5WB&c|lD#nx3OG{&3?-iOY_C<6FVfm%cd=z z<|1n*6gf%AtJRJaZT8-X&7UnppX2WY(xk!nSGQ(Wd(h{^I{A9TX0?~m(9P!kjublP z;XfT3{~F8-k(Xni6=DO{i^fcv4NZlP?>v6e>W7%hm~+$1%|un7f6rKO%XK(=@Dn;IQ(Er_)?gaVL5r1%d~3lz){_Taz5UgIU~e($6{xye z9!*(lU;Fhg6^{%>22(Ukgt~d7#=@QHH!spFR3aEP1kTpwwoQ2Hmnny%&gSDTT5%UO z?MBlp8#x`XD5&%acAF!6e5202yPAzQJ>4B8mC+?%Ms?{aNf9Y_?3T3r z*seU)uc++ikWA>)1v#d-UDjPR^5~5@Ti{ZPR``@>Tu3|!X$|8>4S2tFLqVT+G!EHM z{GoRG8wz}j<${quwdCO?ph#-{+T^O2hGJ-{RqhoN@*P7-K1#A6STZXStRJn5D*xIk zN9f^p>#2t5s_((eV*XF2WzxlRdIu&e3OtKXlfK*E$LUF~r|VuNg%KFv3vamp)yR;3 zR|)AuXq#RV)Sej2q|c=J`i8_001=J-r1vGRRTI1lFn?tBt-j>k@g&2W_w*u%NeKMB zLV&9ZS_3~clD)SJ7BUz@YA5R^?SxW;F=uZbccJ6Li9F$&Vz03`1N*e zT>_JBNj|hD4^$_mtG%PYSl!5)v0liONq?YSX3hKtiPE}~&(}NeGH-Gp6XFb>R!{Y*|4xGJVAXkqbLESe8i_+49k_N&kcS`48$>k2fLzZYQ8>kB5}= zYEkc+)_CJ>*IFEephL&82e~x|b@k*_Yv`z)JIT{TE1h?mVg~EH3R|3&K6W6H5h2p; z(Vf7t5pIajS^tr+xYIz6)67Q#mgJmdHA~BL=F|y({Nb9g`&qVA^v7rAj5cL$S;1C6 zV5?!;buxSpYVI9Lz6JF-bGS<)Y%?Nly8R4UCO?xHuEAzv_cKCqUL;}QUtS0WkO>hPyu1}+ITQf_u0xCctMS&_!u$S{z`rCpujX@9 zhu9YMdN=cWx~8vwP0!IUHB#(Ymt1KH>IvV^8}@xAT)Kz#>I!tS(4A^9Vbh-OR{Ws8 zNz+E6|9%L)eEb57a(!3p!lN>89NEZ?}fZOXod(pYmuNSr~Gb$-|%o$C0`T$b?0{B<}i+AQFAS-QaYwMW% z?g6;vxGr{thUzYzd5zlVWk19Cpzb9ewY#trys+rL5InnmdFhW!Y~pPIO8iCkW(oA& z{@89pbw{_JH<2GI`9h55WWqK+>~nbo7WN$*6%;YoOAL+>>@KE3=oXn=69+G?l-i_O`Q zqf!{&_-r0^b;O+dtjeCU(u0bRE{36k8>o{*OT-W>va)VtieT2$=j6qyV;Qt2dUCbF z>moCMX1}|!_WXn)@hQx*#@3O$xfTBA%Fj-@q`JD7@tx1HoX8fmcGuojQ>wte{&Y8e zWZLQd_+J?#-(Q(T|#)W+g9wwY$0K!HF4TFLJ(1c zLRX%$=qJ*ueOc=tu`%^Xl20`5Ey6IoXGd+QrSfrFozBWCqoIE+;)rmt{phA>ziQ(5 zk5n1w<%FZtM}0?+W{2rHy}jrOMfJ71QX4V&2K!^K<9`ZzJaJnxm+FqJ5p}Po?!b9^ z?OL-N|E|{K!#OqEbLmk}e&9Qk+k?2-w>rZ?Y0Eb-@t$E|k@#ZZFkk?W8SGd>0rW{4 zd{q5WhdUNuI(8CUBJ&j}_~)L8k(-KM77{7db6hU2ZT69ptF4JF#6?bzn~GI*G6&^s zWw_3L-@-Pu;u6=UeiUUpGRfCjc6n1OQnD0tDFe@$9@ghN^C`6}NPgV@j$1o_Uc|~~ zEhqAUp8r&2H1*n{h0P^-FfDQcso7Uxd6N6as&UV4AHWV`U6q4dW=LXuT^t=NCuV1z z8G-xhz1jkU+)l#SOV!o=_5#@K{GUlP%*AaXFMHxx*}=tg=|!9kVF5MrSkn(lDE|E) zQil1Sj5KH0gp2X-saBsS@NDODNfJFYzCJmTPQ?`xsUWC6%fCXYte~1iqGl{zVBxKt zwzJ-!JACeKlEyG7=GS~sjGT}Pz`)T2^wYiVK_2T1&)*w}4uGz{%|_l)d%DXi?h4uu zg?Sa6b(rpsqvO8BD|(~kI#&{r#~%sQ!n@TIVV=-Ijt{ha=iu(+$^q2MEYhlKp^QF8 z>AG?PwET6YqQ_AnD#S+zvbz)Q85sH$Zo@QM6Bdv~r57{zY^KSv+_R``VNL9)Zn0Dm zG1jkgsgd~fjB{MP#BDQ|iURJuh@bXAb<%K}Z5O)Lycm?Ey@|C1Iv#)?q_e%9Nzyf6 zRBf0uESug%P3~2Xjx%IB*qsM7ajA(~mmuDL7QB?M6t9SRd1{&7tm<{N6xR)>vchVI zHZ1W*YQ%6dI)Z(A&J(>)0Y474lmPTBu}G2ItaUnv&knREF7U)t?;>ZhNRIJCePnrn1NlJk_a6IqyZMFUE#vM9Sw)|ex5n;Ukip;cl*9NiL(Noz zjI&C@`Hxdtl)h(nZ;^Zzn!Qu;;ZyYLck#Kfi|1n`hEEK2)wC9eJ}WlqiM5A$$&@f( z9G z(?iNGzA}m5z*+s`i<3u|`hrgr-*T;K-RIuT#AnG^n0PnI-k401z+Ti$&PeV~b~ly5 zkOh+eynZ$WEF{*{eEtqST6Ss&r#X6=Sa$ilPn* z1--Pd_)?yDP#>yo%Cw{bLs@}r6E%%qNl5@H zuUMwnt)i@rr@c>-bl%DzrVu?oQ*A9d$WL#Eo}oa8`JD~$GZj?c8vWH(JWEuAdd#zIF7}6t<=zNfdY0qQ|784mK-7Yko}tdN<}MssaqB^-2(v|hkw^x0 zc^)Qq9yrq8kZ3{=3h~g|>anhGXcV<+a)x_oEqV7C%QT7SYwTKn64uijasEoBXK=yj zk)Y(r65YC1hHSk@O<(onL(3JZfXnuTZ;0xSJ0}^e@a65-ei%3>9j^4^w|!-VHm{sJ1cqd1&5Ulhr!MX>(uy;26wd{kGQORpXPz* zd}foxB!_98*CwJ_pXae1olz6qZpHB7siF@eTt)O@-J42NwilvLUZ7#1r9(QZ_Gm9; z-s8&>EM!vj&RxN|S`1LrcQ@)FccAIX2gEjQ=B8*SfC^f=#Z zR(vFZ@bEPmj5u(yJ=DR^=XS1#^M`jXHyeyBZ?8Tc6Wh?1#Cpp4{^KRA{r@rc)^Sm9 zUHh;g3aChlDBVbdgbECx(jg)+G=p>_BFzw@Gz?0EFoM!CbeB?+L&K0t*U&S-P`|I| z96jFm^FGh#^)KX)VfNlDu4}Dpuf1qGQmk;zXwPc|Li0&rBS54{+>X8{?#ZdpX>x4_ z#1-R#04>64E)`AboN-fVD4;xkggzp@LU8k~zib&rDz}SW$kS!?Ost%aMcSq2z4i|n zz&KA|q`WELxrGUQvFDvoK=)5N1>)Pd{Pq4W&b znw~hL=Zb{nzkx4$c}_h4+JqJHTCjC;m!tl?AqxF>w()!9Jy zS>+*)XEa;^G$-k|bu0L8aMB4O#I>OMWN?2ALoMaw9%pd?)TuV-YV#R14J{tcFH74M z9!BL0@cI5=g-i6@hya}NFX-}51QCpvNz((f=!cp=z9V73U48a^z8Fc0M?DaqWG%h> zgH-3L0MZ~2+po-_MYk5?+M50F(_Fs5Noo3V-n@@|Z@P(;uSpA><$9v&sJz*$%_i=_ z#v{^OW{}~aon%%9*K;3V63{o5IGFYnjxO>*2jXARB2YxaPnEqLS|KmdzLKa85AH0= z5Y=wXbn(2Q+xAK!jj7n5V03KkDu_*X#4N3}+O`3>85Uwiy}kb4;13U2NtCH68M`?y z%_8`2qbn@*MOUvguJBQ%!4p4FU;(yoA~hx3$O~(KY&)wvsTnZ>%kLWKP?BAz>K3zm zY_20TJO0ict1PeQ)DrUv$HXFBZyWW+k;GPKi)%&D-6C zWj)wEt3PWKz=X|;kQa3grFm%V#3dNLcW2Byqt}s6kKWc?Y-nUm0^ ztsVnHCo1kGtvWI`zNTM`;wmQ7%CUke9GcQdi)>Z5-lI3G> zC$F1PlC_g~oNq7mLu5qVywYiVo6Q=W4XemV&rL5YG*KRM*+4vEV%B*TXpBG??!o+~7U3xrIjU;FFxTZ=UW>f`*Rw!esw; z3^FG}RB|hLa13)t8pkAvAYl6tcgxkzE`J=g3K!~`JGF-DbIzgkd|Y)Y|26DpNwR(h z9a3V03XS+Xl~x(L>TK)u?>m&2xXJBnSi1i zCf0cvQmbllR_>L?+|M6yQkLn)N(l^bvwrJe`t8g)$rZbv)&TYy3snhjk9&dbJwIL4 zK1ZDYfNDeIdCm{$;rtA|08Z`Cha37V@BBE(Ij-J58JV+k^w4K!;BI=3vN$(*Y&oMN zEgec3cZy*>M>|cq4-e5d`Kgb9LUn6i7HRMM&WUnFoCN4NdLTh{q*Uii4NzzE-iC@L zcIu*=()K4A^>+Dw($6KjFi0sEza3}qoD)(G)p#f0|^LfnCC)``iHYilm-el3y&IvB|SXLEfCO_Do`8YTI8zw$y|1r0B9VRAEln0 zgSDDHwmEo5cGA%}pWEj7j7gJ8aGs!VzWY@>ggKt@HwQ{4RwVO2#f<5s0ppJ^9!k`>lY+F{bF1&%&40b!U2r>copUKWN01>CAn@eA2>M^@gSy ztmlRj{t~xaZ>|l!y6?cw-1t@XVM&`uCM8645^g=h{oG~is4^?7-KBE=LMJn`z@9SU zqbntMeo-5y3js$=(Qd8YX*8qQ`I&P1N~aJ_OH|rcvIP-&;c^-#(#z+BDV$XFxx<7- za54BsLH3kMU6b0gzGU3~6y`+#@+EwFvik?hpRYTHMU&}@;GZAYRfhYWo+7u;!+j4& zI>I_6=X{Q}u?IK&EN@F<7zZ`s(RZ`Xnt7tM=UUJ0lkEJK)w7Rd7JsImxEVT?464n6ghnO(V2uyJhLi4J zA=W?~CwJU9-%Yg&56*Nfplay!Sk;lPwd4!yNUnC7cc!Kis5Ncq!ax3Kk$T#BzMt?` zwqAh`__D0woRZuY<-KNwke9|g5u8TPK6vzf3hQQomy(_zSv6^$d{x-&o7T^5I`2CU z+wwbVYrCqvv%9SN{q)$cQNnpc2XtPt$y2a()UboE|G=+#$tS3nYiFe!?RwNUYk%Iz z(TL~LbE!N*YVGx0V-x7m&b!+#Z7#`2bPIXjz8qF3b@aBK{p2KATF0j)4#uBmmXwJ( zoJo+%J*?VN&zNY(yTvScksvBM(epAGN%1??HNT{+{t-lbh1llto&5ZXcdp=9Y-w?f z7Dq&ivfh}T`L?S1HSJGMzNQ*$CW(gxS(4$mH_E~LTkE%;D|S4B2Dguw%-rX@;*PSb zysYU#+N6K2upznbrptJ9fKbbao<^OsWVsqGmuowWV{p=;lX>5$Dh8+VOGXEI#*V8WP^Ig7R^*rNWz?VVWO>cT=HIhr(%99uAbDcM7+EK7>q0RfTNRB zT?ja1LXV3AX=~IKpYQtY_fmc)@PHQbJDJ6eepsk8m-&dVI69dxN#`g%=on`_k=CQf ze`erXejpZ@eY&ewT{<4$Qn43>6bAF^Wc!UipJ8ZfvaFDRH%Zfr5|ztez;m#>Lrf5` zNu)@0T())eYDXG6pKwI@b#{+Lop=Axp!*G~>^yOlpW%kKvgFZx(;@XVpS9wGlkb=L zE1>o`_;J4#Awl_W6J|`x?)7&8DyNgEZo?4n0NW6)rWby->cnz;yGnIP#*+iadjaUc z8r1r1ISSIjmh?na@wSZgu7cnE9IB%*6;i()ra;wn)Nx#PIAIVt2heo2$MW&sP1{eM z*DBR-GM*kT;16lwoxf{1i-|orJ!@!FKW&2F9oROJA5v3-aj#R_nP}h~8h10)Ft+v`y^xI94(mn}htk0-!Ze5%`F6F$*SOUxojOZrRyVyv! z^1iwH;wb+zhu9zaXMk8y&>OeEI#)UA=<x zYTW!;+C{xr;~5!9lZ?%v7D-excrMy%_;8oWCN>rDK_H zKijI_Gp6q6UgAkRNR-EOfHqp&@lm`@J6$Kd0!%O78}QEF6~A+FtwXIfH=@w94xoN2ZAncyQ|GoAfgP?^yTO;!+OVR#H=2$=`GHo8=a3G4u+)axrp>sw7@K$_ z-AWg2Da_H?l=OC&S(~?7v82t-2{Tw-@%y$Y#ZBseYnvDFjmWl7i(3oQ$Vc@lx^Y&QE2a6XzEKQ%)#}}g zYeHulsuJ0OqEKw1agCK$LZXJSmA&}eY@dM97w9iTT0_aR99c3SE$}($;NLYX<2h61 z?@xoL^oPB(z+Q(xg2M?JeTqH42M~q=L>qf0=xOw4Kl4;Rr#zdCHBk z4v5be+nu9S!f=P~uedtD+B(4uapFtxv)1r1D+fb+n8FPZW%f+No{aO-M#9F}^j5qy zYLFZJ`r%Kbmbps6V1dIOoO@6hl#@k~k=+*zkUnXV-WNhbH(f|2jU^iO!o%U@O|$izv=3V-e<(!y`mJ?+x)ty6})5I)ioQ7vflmXGj?)s_xAuOdgCl&T6f0xg7; zEX1@I-0<6yZp^RVkR!5g3oHFV;O6EQhDM`J9UKaybKH{U=JeuhkP^M#=KR0>8pswX zj$*}SMF6Cww)oC%oyQwtlHNG@Vrl}>Z`DMXp%bh;H9B24?T+m*lkNJZ2Ix;QIvcqo zckM=hBpdEM+nv}BTfv!sok!6PC7zc-Tq*k@zO4PGT7B>5SJ{&>G0cK{RuhgA{SG-l-9T0Td%GskLdc%Q zjdorxU(^nJ3cK+nSi+$-$%I^7-j-L)&r@V%oX^aq39hegc0+pU+j?9JGY`3N(Aea2 zMz`M6e5wR0X@l;|UA)ijZ&VPrr!cp#tYLc6uSp1Un64&AU5dH1WB()wcb7sJ0uk81 z@3Isj9UJLJBe$1&bzoCuGxEV7?#T3lpZK$VaVFE~y&irC3@Mct&iso#j))CAn3fBs zUHu%U-Bv$%YZj7Xtk76`_#)Rj?uVG(v#$~lK0DSNHclqTFO0$)3Zul9tF~_ty?VrS zu9_D^O!PUtS1Uc_JL zPzP>tA)(FMvsT;61r_;bU4TBx?R zz14@acyDt|@(r+_mG)j_87K*rZ&Q3(f0C~;S3P5DaIMj+)V`8GYlI1yaz9zFqVAiD zMA+ORTk*euKXLsd1;y_`!pjqIzuIv0c)9V9T*FixK~N+GRA$RN&|ZDvu_>;Yr5riY zBQcbG+pU4+rY=ETH;JYv9o6WU^=P$`Z$g3OL6ym-BB)o_;uE0g8NMN;f zuvr5=_9VH94Ra(S)lr#nZ#dx+4#((aG@1eIFF*$h#>dBBkOQxnTNx0t>=Y2xCO>x3 z`18as1QZdibf{HatTZY+9bqukAJZCYd|;7O_@-=W?bt%IVQtOT$V{Ej?`Y-Ssgj;u zujwfWE+p?J-Lx5mAHYw<^b!4!D^Eq5wYEf;3a z7zt-;v&gF57yhIK`Ec_<)HwoZeSEAiznK5HphwK6!iHY0G9)4W>QH)7z}=;=$5l#! zZTFAD4N{F}7+pxhp-C3-k-)!7?mtZ$FlKl6Dr-&Id|e78x7Zx&;ZpgZ3+(5>LkCyP zf-mbLIxJB%c|{&g;_Mk}O=A|wh_%Tf!VBPc+OKs*y~P~mPR~M8tBq73ZQCE+c5X5F zUD=!T;v!pl4V)@}4h7}Er^*!&JhZi>J6N||`FrJmAybGDIXd#*w1@=L#tTk~wVm3D zi=^}y=qp7cM{Kmgmksnf@bZRkAlpl?KeEUSeSG`Qi^FvN@eLYmqSLVGXogJ&!`I*OIKYkg<7hu ztkK$_i!gWImM(G_DKwO3ZIrHwSy9f^!gb=3fbQg_LQIyaFMS_l*^9R_lLTb_m1?mb zztez8D9~##nxlpr1piSelTrF!k^Q9iO$fL{!fPSPx|@BoPOI_Q3m1g9vqbd8+E3O+ zZCUG+@_vWt0Vrfegz;VxgY!BaZg>8@#qDo3QN(!|9n$<(x})N11-QFvKlB@wutaXS z?!_J9d4Mi1)rX4{F!jsGB$)yiLc@T8+NM@k*~a2^>^Q(Ml(DcW~HTflp@JYgS5uSzqGYZm$d9H{BhL_Lg{tMd1-GqI4bPUM7*L zJ1iVpszQtkGrZ^;B4JFh)7De}Cq@iTuSAZdFmjw>+2cR0If4@ifmAw%Ka#B3gFuSJ zev#S#VAFrBd5HO=QHh_vhGQdpklLKiB>ChlNR%xCC3Oc}` zD;2cO51h3NQQalGkP`X9jweoMt7I1O7OejM0M>E-1M9p}1V~Wu3u2N#5>vnf))xRT zoDQ+({1N@+?PbvEi*HW?uWMfy+>Ex>k}jYrsdPTYq`RJb8JyMdHMP_m!z64ZOveyH zQX2zB5L(FBXQ~p81*VHq0yy$gf=^sgM;hj)OzsCY4GOz122vuzDt$w8*YLy-2ZG^8gy!IUs2?fdV zEZ!R#7`Tw5`}&^D-$Jni1bhx9FMI3H0MaiMa95?Ech39!OJVd^-ATQ5*hZSHoAzrx z?{6IuHcnd&{84JRt#wX6QNiNm_3I)A_k7B^f`Sz#u;yqt-;^l)fG0mAG6B!SKR@~s z*uCb(yQ*f!M6x<>&JSwnlw%lTYmG>2-&*<4>>2EIYQbRN)0h0s4XA1#3^omYpVe4HvG08y;x`KzTW6p(D+0Acw_F~yDFVfjDZ<>&Fg z#4ilB-uq~_=F7mwsN=AC79o#(z9@!&X72&ChD7@Ep zn<{ISf%a)c>OJ>wW6|?{=v`8wjfcycbg*@y8`+RuFJ0LA_IgGa6;Ll{1K3Mkq?@;Q z-F`xlGQyiv2T*zibdA~|1dTg9)iyw;$DrO;Tm<-H4-wlzIE}cpFTxMkw&A! zuR6u#xFNNxISNJuNlj4>YHax>+{|Cmde;~cQCxjn;ophz`6zXj@z6Pt%#pj0uYaNY zKR*4BA7zw2Qj!-A$I?@!vSTi#IhVfj@5BYt5{ed1If#eY(g{tCFGz#ldM zTF-cV<1^0i0j(w|j=mNVsc4jR3sgzwUH`W1nP>4a6WCD&&f><#P2e?;X(Q@BWmO)H z!q$o#zeD9u%lbY=K3*1CCMBncGIahlm=@i;rwcy7YR&L%H!72>2M z=L&Us-791$hVq25tEC4W+5V}$2-*ypj~DS(xIUu&S(*P2vo*oTrx=*=7*eD3c(OA1 z8einPZ{BS}(}|q{so*Y`j4(##NaFWVNgP+IkhwM+_YF?t*U&!i>jeBE}?Ww7kTzJy8FkT<(z z>S}8A?CtG6IP?LJ`6b->Ne-K9SidVhXV>R@o4=F$h@vxV+MA+HnL~Foxmyj2Z2w$P z#t|fHploO-RZ_E=iA$5pCn_`YKGO@b_*@Y(lzcu#Zn-4KS=^65!ST*M#$f@s6lk(lRZ!u9n*BOb$^Oy-L1cqle`?xpurfakdp zeR$x~e$mLejmlU1vi=Brj-2e|b+e2=!@_q#0tL`?j6_kB9T${KlblJ|q#q zQL?20>4XP(u3PK^t8Dq*E-T>QNBHGGVG@(zCHzL>>jUd)SM>qD+tVeu&InDc1}BeE zh1wVDc5f_Z;{&7kHb&tDWxGmxHq)~{gWq087-7NS7&ZE2g(xiVLkH?TZx2Axgcq{8}=&UfiQd@+#)&*7cJe7zOzP8>+-xn{%D>3hqa zUxd57oNN&rN(7U8NMWCZ!rm$>>H%e9o=>tBV7(GG_qEDe?@Z4rrJ$(g11`_kGK2*2 zcQ5iinz-Kho{0E2l9FXY$D82&{;%cxW^Em##n;l}+Pd)b%}@SI+#wP-wmG5>G{)lh$j zQtwK=Ixov`g>qNY7{lTwMwbo+x>b^bCm{z{41V{glH73#loYKh$;Nx7A zUs%s1p2*Pe6f^SDu>muhH={-T!(J+@lavic8uR^8)UlDU~meEMagg}I%hB8!4e9Nyws<%8QLU&RXOv03>`Wcgkw zr(AEkdbA5l&`<9)PFZNTM(bQc+N=9ZpfEl@Sq_ong}R0Y^lM#WGfuuP$)90zV{@}M z+HKJJ@ITXQFelSao>qbKt$dO)ejW}lHE#>b+W1h@%s|X(xofq^C?a>WaZ~^_J)Ur^jE`@#F{DqY1KpUyQ}FyMNpt8}xwK2czlXRPg~J z>HZG}Ph`ZuH}#@LHk@Rq;6q%^&y!OP2EZz!5x4eA&}=B{B7EY+H%zn4qF4DO8MQXj zUi~s`=yL#G;EXtna)<22Co!V7Us3H3S$*24yr>*sw8horEvz#x8<5awI4@P4Nje%M zYDC5MFrCi_j~%ZC0lojkME}+@ie~PV0)moYE*fB3-4e@0YHDiB8QG=&VdPH3rl3&1 z9JpXbiCrVsnE1G~2zGKY@MeFJK=~!$x-7!l@2jnZ6E_3bi8dzuqQGNFdJqon^wkvFyI% zZ5vt@*YBF^7|qlZnLC(udrpQ5a_Dh%NsIjT@OxxU9Iw?nG%hj_I$F`-zdr z?q9=0x3L9{JoYYs{&l?myo(26PU?PZ{BOZYzyl5@p?qvt$^7Vu{$kbxbb^He2I`{z zRrge*OCNap`0Iey8?GRWvWk+TYz+CX@VkQcxJFR;BA1iq#AI%dbcX<$3fvk0s=!B* z0sH#v1I9)be&blYr7=U_=R2hc*%fl1YQW|HIgb{KesAuEs((G??S*ku>)drRa7bW0ras;_U*uYCol?Ar?aF-MeMi-+=_$! zQ!p|iCuR#MASeTu^_FdYLJJdxKG%i_xfc4`sUq1+Y&ox_d5E3=fN1t)sVnv<%!^DM z4_$MNeKC6cEPf((Q4HfQ)r17z`k?y*@c_%|fQ-+ysc#~ie4cBFFgF9J z@1Izx&;Ie?nU^}%R+&D@6Tx4<{h9CXzi|-vC!s}INnB7@B%+H3=>NSm@exL;co}!3!@gA*C#!Q$Vcp4D|eM}0E!JF0m4>&)qw;E zhXf1;qby6iR}LcF0YF6?2h&6QjoJN{C=BE4YdZyZ-pra({@DB{9|sbg#1I}EK1{OE zQKdJqHSPwz3V{sq8z3{=?x7l+`0t^(>g*||ZMW01E8^V!w44yjj0o#XHi?#1XIwo% zv%H+CpCKSqBN9g#hlPn2QMi9_pYc5N*q!eaXxzI*eZy}V)i75-vRn7aJ0g_e_b%Ry z_n(ni1;x&&7-0{uo-~Yno#DOrYm=M5QhXyd>6EG~77)HC)Dv$1XQkqTLfT2lAr?|eB_RkMY4GoXyp;IAWSZjH8!-iIdOzZ{QUYD*j zHQ}y}bag9_@Z(`8xy;X-xqFSb5)vl!qSmN7M{l_6Cr`OIL8w@0^-%kpsdruRVNHiB zZ9|O5GR})J2VvC4C60tl%R15@04cN}^KS%sp8$|p%4g{r&5!v6sWHa|{7ghWm+_E~ z>}Ut78W;HjudX>gAw-iD+A`{4S9PuiC2K;D-4a?%QyLh$=grUfGkPaTx^q>J>OC7? zTIbw(MWpemZigYG?1y;YtnfFHh^v~7K_Qv>U7ru$)hmE#?IsV_jae(b4O&R|rjjka zm%}DW?2;`Ufr2;;NHtl^7tvRjDIAPVm5T|Dv0G`VQX1hP4k%?bw3L)pIYE8sj%!F1eR`{li_I{CGlzAD{c~v(voVsCt#GwYTGv-Kdb9zppVXV{;4P z%l90<)!e)!KU7^z&yi-ilR0S;3Dd=(T)cZI$7-F**LOrj zP-SgcY^BxPxR0*Ma(i5~g-c`NwS7K7gUt+RuzmE#KVsm=zMQCQBb9Y)!ngc~U-mHI zrT$R9lYd&pW9)EVZ%caaBMYs}#qzmI9*v})S`IhaG8DmuRay;%Fa_%`dS^9F+Loq@ zK(KdW>l7SWgN=D|C3j}DpN05a+oMqmDq4GZs8rWo{W*e`poqz8uuGx}EV z9w~!M$RXWkyNlTnhy-C!9aXGn zIf-9Nw^Bx_uvxA_PKN7K!3bVCZH|fRwvcq8HRw_27&VgZc;m&JeHkX!7yNByCD(vf zcfURhExP<|eaX!tAPxGE6Q$dSSXJPF7=#>CE7t!z|HyO`3@)?2Qvx3^uqBU(@cWE# zOo$;H>qe~@MzNquF;o{&_ctz3N)2PO0v#~{xaDPiY{kxi{QJ!(HfOq=Iz;7)Ch3>T zDZGZIWl2(sC`G>kMpP;6HfIxTD3Mb@F5|(^gE1OCi~B@=C*og zkqxXtwan8-w51beFHa=-a_Q0i3JW9zEP?N?o6M7eZ%2HSnY?h7lECr}kQ>FDJl9iZ zC95+y-r8C2mBC-idY*j}W)bj&U-N7lYl)s3D#I%4`M@kH1CY@z*}lE=vJLy8qMdX? z>nNASTs?t3J|i@-$nQ?<%~06o@QZKAbrniCv@B-8G<`rh>kHd^;Eiz;4rrefV7 z-&(xaD3u2seE>NDo9^`VG@sbLdkP+E2o;poW7+(I@(}CnjAV4QWUF!35#+Gnk;h~HlgWz&*Zl-7#iPZG^PHXv|UG^Q9+z5#sBL_qdo zCd_EK$+U!h7=6H_)v;%{1N1g!es1twCh5xD#qJ!H`#c&2MMs1lc`EzNcp;^IwuT{A z+OYd!DPtp9ze!hs9P3j*_~%N79R}q`6DR2h8n&9hd319+|+v%hm4@Y-`Si?Gwg5Qn5wJgt;5x z+O(2IO-sh2W}-BROq-9Y`*-8_qGH^zB>VvcHHK}({ z66kXjZ{zFlyzgfvKxiavKW48|*=GJxAX~N*;#(0Mw|#pQM*o|i_fX{HFOROIUSkPrWjazYW0-` zIgYuOuak~#E9})|pnH4%P>Lr?v{kohbZ!wk5pL7-Zuw5&=rW>euV$~7RcLvev0IRq z&g||`zikg|@bmdJR}3&8eC9AHT?lCK5>Wg^W;Xy;wlL3=IDar{p(ad^@@Ur;NZ&wi z47D=bx+%SX3mwC$e$yQg3fS|;YX4&aS*jng^DSa^1cj9bW0n(QV~d$9dU7lV>QZ*4 z4~`0wQzZBG0{zy$GkWK6M!GW>eO*bzslR>StDLi*wX4UU`%1*`&GHrCLJ+{XEBknX zdc-ZB0R?`7fqR!wu8|51kH!8Cb-I`Fy*pvYbCFzsEjwQcZ~l>!QDk=*}9UF9~l$%aG(QNTu%T9tg-gEbcItU z^Vnh)la$F%aGt-zj>!OV_5Mg}0Vvc=jlQmQc}+Kel3)L}rM5lgruOW1O7EGnV9J}) z!H&+)ib@b3$gx4(@VxL*<&>7|WtX2M?f?hb4b{6S!HU zeRIr{0@)r}fIv`p$>)3bH}uSdS{r`e7K?f!lVo9r9NnjV%$7*9V{b@4z>q3I{#X1k z@g=g}`ry{1RG&9pz6CFAsVE!mZ}gHg)y=P48lkGRF{jC|Wvg-{(J0UpaU5ZI2`kkJ zGpADjw67?XCH!|RV*{!d`p#E16!^n>9cnJH-Cu5eKL4+-CH|dEy;I)ov7q;FZVPN! zqA0#IS-z_%eS6=8mmVq58cc3RZ~40K#KUo1ezB`sgZ_qvdRNl}(>CZ78CkL^Gm>ZD zB^O<&AX?OhKOpVVyNs}3q{+j+_R##GZ z1m(cEHCf5_#-*|1IMKFYL*}$02~o|LRWUVLURTLlC4%(#7+R{zw`IoMxv$&n& z)DY0q&ze6712S2dN>(>F9ZPCzY6K4oH_B=eg@t_71AS$8Jf0iha3sLjWQ*P!l1GmX zbCUlm7XzA|!A5Z@&f@&j5vhqAh^Q9$e5XB#*lc8!OkE@8#3xq!z)&;0ue91_qBC2q z?nBoDwp7#bWfb`$xi6kE&xYa(ce? zYkfcK@A7ibs?Bpm4Ixl;-`Bx16ENZs8Q|KHkY>JYIYl2gCAz&`K3xnbo$Fr5|0G-H zich#x2+RCcue8GF(y>QY4p!QU3FYs$;*2N7#)};I?k!N%b`>>Lv=-v#t?GbhrtPS{ zimmWuegz9rAr)*)YCI3BZ6_W>d9qsLoU-?h4J97}Y77;=k0c*l(>vJa#&L-uZ2-gj zh1w|bW+?fF@_QTpDR$k2T|ik;Z;38OF-22G19Q|x$8I=PsFpLHZ3oX+XTRiv`Q=q| zt5xC!2a3GP8P*CyrT7F-1hq2ELDHN^R#SWEgmDj3NFLnbi3~5n+)gniG1$v@@_G!t z??A*0!Xs7z1Syh_*E7CG`-78QT@hZq8BaYlAQGEbe}5;Lj|TV@)nIQdl?s>L8d#lo zz3#>OyP^>>RHu66OTWfaTkSoOA?4hV$kUqe=N0y}%Ow@*2YuRgSu3a8n#oND5wZ|d zK!8GP?DK|+YHL17t1+%yT}u(J_0v`7@Zl4YywBcNUDD z97=!YxH=XbDt^pxY^Ub3aiDxNRl!p%;rVriV(*QM5sa0NC~cOs#KY$)2FL0<54;a^ zJ36jk-8il2%$f@Iy!(e}vCIsKc&;{;wt)gk} z5WsP8fXusOG*11c9R=JTDOm?7)IHi{|3YhTpb-nQ~#locUU{LBm=<08qi;wbm_;3n?J{cJ5J)Wt( z(V167QbkSqwd*0=s(PSk)Xmxckn6Mn|C`(xktK@(iR+hwo*8&8l^xCAr2S8|C!izZ z)Fu8m|NXg>e=oL7USH|x^>4DyIUAOT=xyJ6r)Z(`1Pe=N=oo{L-C2PSgtjspD8Xvdkj7DqA z_i|OW?2jc-3(X~~K~hnRVk2#Z3<}r~4Wq(m44s~{Rnbsz;vKRVI|Z#76i8)BWhH`E zGeGn_J~6=!Ft+ADTYErydy3AC;U7I1=)8%nY^fwU3X?77e^a4aaaVVzp-P86S=5hu zKtH&(ax`|O;trcYY&HndrT2PzTSuKclmFgP4Hu@BP9e4FL(o+MeNKP>O4rW>z#xnN zd7OW*7-%oNSc^9Zo1EQCn*&1d;j{T>PSLsOY(Hwk&N-S-H`wWw-Y#yBEp3z?&y!4b zoNcDZYs{}fF>VYZ^qGtCXU``-x)xIjxnhDrtI_CTi7kK#GjZ#yDF3WLU7ADv5NIsj zQC0+WW4EbkNDn>}{uv^#$}{;s8xdP*tQw6WDBcNu(^_gN40Z5IY{G7K+KYB`=V$Pi z6(zgw6iD7^Z>{9d(C$82&^JE0w_DvM7OC?Tv6>rmRB`zV&@TX13eEaCvg3bU=>w)0 zC#|6wX_2F(;T(F$x8w@p)Fbn)>EP)Z=QpxZ({?G&| zHrohy8^}Xr*v--Gc=n|oXOO~jtAk`vr^@_vOYogCd)wnS7DQsRn8k+*sa_3YTlQ~p z4&r-uXuv5S0!~S-75Z;W`hTv?<*^LPdh6&bbr`KvqvuAl5nWzOCb{i1dfB6z7$a?j zbbBOyB~e@G`!NMnJ0`L^^48i|*3mHe!R;f0 zx!Yi_d162^nr2#6RwnFA#_*?iB--IG!Wx%SY$rctpL*Jqhflsj67rNzXW)q(NlJg z|MlPiPo&2qwsG=9dWX%A8P40O2ZP+c&Bw)Ym#sBNDxKQM5vqBH24*Ys8muFsi^BKC z>20;8KDEa`!R(BT7u@aPtXjt0s`Yan5cc3h4s(BspS~eLw<~qPM}ny8DN~2eWQEUu zO#qHG(*F(Iz`&qwVuEH4^|=0!f-an%W#VzO8PUIA4k-HxTI9d~>b0bce3at01E^CU zGFpGWR?>Ad->9~7ro^vmq0~~ePHfRq3n87)Cv5?*$n#tJA+}y|^z8NI4V|uu+@39- zIbwV?rHss^lqSpX=HI`m>sO*_{yVD97Px-qyzbicicO~~%MBD%P@{&iK0noTx|8NI zr%!#2#aHFT!&nL*2uFuCB_#nKSR#QY*>W92=eK2&-q;Ot7NP%8=9Q_KsAuSL>AGS_ z+$dU=Z>6x6*o>iH>SVsFur%&}*@F~22*1(VK zGm@uK@+MGd!#JQu2Gr)M>jN1=G=D}RVZ~-S1V0SZRwG||qYj&a6hr5E=Z!B|;Oj=d zGZBO0e@F7SixL`Pa%E~zI$8QdJ+)1=g%HO0>TR*5?dl~nGpu-G(>3HJ{KB6{D*g=r z|2onPvg%bJ;3Cn!=|Hth^s$ptu`cy6qIafyZKr6r)wa z>sSv8;(u3ZQc09(Eb36Kz0+HXo>L)T54-!VmI5r{9cpYA>{Phha^Z;Ef8BK25}jt+ z2Gwty$4;@iguSQBy6eaLmItW(0rA!1_xevxCf@% z9j=y#Vw6bVNnq}H8HR|0Lir@?+WQk4tT_Ed_#+v}B#uU>QmeIWx<1bnY}c6ZswFY! zkN7miS!|UzmgX14o;_^hU92~yN3h^Ig; zXgQv#h(vxZId&Y&AGPt$WbIL zXe#~S?FF%-%&i>fm!W6X*OR{Xx-!xmRp{MllImdF0d6RMDPd4SJ9$rA@7TY2C`-#$ z&Ce1*=AwM($!ffed4+uRET2`zACg;Dm<(>5nOJX#bd5X4-sh1C%ee7GB&SAUVR!QT zcI6A}I=2h%XcmUscE2iR7}Ff)j+Ycw$gA~RJS%OI$!;kRs|GZ)kcA)?4;jjc4n)=uqOa}-o);jJFn%l(RSeKb#HFiNBW#$$M0+*A!aSbkNXd=hWDCJtp?8Me#5&>9DuKQInu* zWKQ&`W~=zRtN!gF(6GWh$88DwsH_sTN+-W*+VHLWz?0Y14(dmU=cKecL_Mr{P`I9f z!5(7O)9}0=p*K6*=J(f72UOC*8Ox*g6i&S2r{xlyNiHvM}T#Hb+CD zw?796XZHAx+iFVkWe)g`E6GO;Nw#e2Kq>kdz>>5>z{^5E49I?ns}rz|e%L?mk(?fr zEYhA;Vf!4Hs5g85S9{?X4oSR+Z-a0`;_OoVDh|3JjPrcL`%}i2X^}{7)%$fU(j>*D zrnfEQQr$A&H|qy?2-US$_lqr**xIFuzzKykv-h$scCP`VOkhYBJr~~pkrzxDh!rI( z0MVCeo|0cGZe+|*vwj}B#p77Nh%s|Q^}Qdg(el*I#OAy|AkAN%&p*r*nuv+$oiEp8 zOq`^dwMnvS+KW!IT3;WuD+j99U+lY2)LhSWB`R-8fIBg!2zd@2u-XAO~B= zb#-+i*3^q~i&DQ<>fijHeB3|-tfN`3JewB|-DIk<-{_1Q$n7 zAnSTq2iK*tPo}sdO*+-cmvn<;()%=Xf?o?36$wy_>MeS=wvD`No-hYSSy)sCzp1b+3974614C~<|9^~Kc{r5q z+m0wp)-08>RFb_Ck~Qr~6fIPLi<_+_qR)*Gk6*s&Y0&w>qJ5dHp3sWQIKhBp$@xWzC4-gDgOUC-*P&_@Yss4 z51gnHfbs#BMy*#Kp#_Zx2Nz$yTbOQ}XYI7qG~X;|7>c)gnQQ%N@cW%=Bj{0SbFI6& z$!XW+hEkLWjV)u9+A5Tx(yE-*h4iOkC9H_Aju8NQ7bWq{1*-b>sJ8G0V;2_}e&2@z+c>J9UsJtR^$*cJ^^01d3i6}0X zNsm?C+QwTMGPu9ZFR`^WBA=_|&6)I|P^!Ua>F#yz{r$|MO@;U=B`o z0^}uM-$Jyy&1t(x3~vQ-@QLNZUI?k!=UxIl2R!&_k2!he3P!Bn?$kX&u%Y8>d{@sS zy%Aiz_r@LTu_U)KNWRX|OWkauoVBeo*S4>UWoCfrxz!}K%FSAV+9j~n;X}Xtu6^`Q zoVS!c{ABd%0E0j;c^>sWSLPksb8X5t(L3^fX=1B(wUn7OC9_Jp@&THs-=WGj5AVI! zDO3Yo8iNCJuK%CN_ULKhmF{xR;_C|i1KPI)MA_5QhY0c~j88}cuJH4OWm z@BAO(j$}rFR;y>($JtU5PAKZUqeR5o7(MoIT3v|cHfXk{Mm;yEVRiDr*Tvc3&fi-# ze&KFvgrp-BdzP+IE&>R#2Y{&=-@K#oJEHT4p#X9$+^V-#B=1j_a~CIhH*1Ca2`%zw z4{v5&QGtiW-p$Ji3>={M+#FIz~_@;czSRgC`ZQl^!Jl==wxH8qZy-K<)>G#ph z>za$l<>JbdoFmZFWh#&nXhlV-^(&;~*G@ zJ1bn+++A>5sMchQ8bO9xocUVxcuB-}V0ajqIo&eP8yX|fb&P`K2=sDgmnhru5uGO# z?kUM`fHm-&4>Fw)xH0~%WW%I3L1D$Ox&b}9T?!JBs9&?rzq)591A z!nKm{v^4NIVxL+Z8)^80^1}L*4sq-#z0;oKaYoznci-&~ocr@#uCTTYpffucC9n6{ zxzI)rn%?ruu>Pp(yim2yk-hp1F_>YFgVjkG$EYshh>I>d=X2E*=C|TM5w}%Ks|q$r z6d@VxR6^X3srR3V9wUQ5@bTkr)v<`mFq2Q}S|d=txXtoPIjZpU!uO}rRlV})l4`}=~b1CB{BKioe3`C`FsJ7gDklP~If_B5}+>)HW# z*}fQ~Qp%PS03H2*Kr(l2jrVk=B_;kxi(Y$p9^qiN)uHxA@h)wShK838Ow1*`E>X)> zNkFtcz5zapdO&Wb%#ogLDn#Npmwc#z59w2vI5#BM^DZpGyhhDkwpCLKfa*1?ULLGq zrq-k{iF0=~a5x-4yRYN7spGVJq0!$XcAJ=tG#7Qnlz5ztKtWU|P}*mUcna)wOXw$) z z<%8pWWme3?`s<`CK^g)Knkq-ljh()pZt&-9Dl%SEwN^8e1ONJRzSuy9yxY?b@&iTC zf!t75dvr;mL{u-%xIHA##yDDjM{lU8BLV&PtM36LoDy`18<)jiRMuItItPcFi|^Hy z0g>6pdv2iO{U3||$4cDC(7_d?a`=bJ3tM*+?r#zT3)A!G?pXHo8&|3{v6KGf^14?)fjMr3FAjBdY?BXDqC!xDSb3c~z($ zY5e#L+QT3K7h62J59y^^g9ga={|~CCML&aP+nMt*7xv3&mIE*lch_#XD%>Y5UZJq{ zu3OERaq_dR*Pkfz9oXj#G2R_v;?(W^~yx4>KkM(2OQG*Y^ zcC!NBMO1`zvZt@PS35>c(?gX{TZO1-tHa$XVO7B3vTdZf%=f5Ffh%lDG2-oH#jIMv ziR3_RcJMiKO(+cgubft=C|!3Qm<60y=?FS$L~#^8>ThK}6|H?n=O%Q&DJOJ7^~P!^ zr@a+OMWIK#HzIESI-xq{gC5iO zZTqD^-ZjmO+x*uS`|QT`I^GG8Y5+hqlUxDZA|SjO%h^3QC?V@mlfT})@SVco_63m4 zQ{#7d#=wbVUrm)y2n;T2(fk)DQ=^CBG{iL40+epRY`O3(5QJ=TwvlxBWa(y5so!r1 zmF%8J;#61|wfcvEICTH}U-^!N5QU7w+3{ z(;M|Apnbgau1-kzc7VlLSr2jtOK+Y3~?gHMyS@8y92f+ zI}TR9XOcahd2BVEerp;XPN3b9Lb69#S?S%KeG+5QlPwo&-{yi$)kr-|uO*r4#Qp4I z-!)i#bqpjp^=Hd0o-_X#@7+;-;G8lxS#3Vk(sY*jx8+xyJY2s-ilztshj~x&~bU=1ab6?YZkLc{=D*!>?E6~th#gtT; zb41S`E7)Cyv$;7ch(bv3!2ZsK71`EoC2Y_+Y(yv zj@(@>A72)!BJ&d3L-GMY!BBqs$7mn);I?wIdAHskAe717NvJRIQJ#CuI}bE>ahy@) zS6(6hI=#rtNb=3Dj-ELIgqv0Dz)y|uzwvgvXBv-!1_uWnPaQumeC~|~(;3m!Yx%0& z_*&1C$)>$=?*x9wKR;V?<*ym?H&vA2=e83sVr1UL?gJ-4RI7q@!3e{nndv|x{_!K- z;~>y{1wWjyZa|nlYTK$bXh=UK-nIk@MXI`}JN7pKol&)*Os>wU8O?of%z+r!Wc{Xc&8xXq z>ZhO1S&)w~XSyL;J|N|=XW#P|c6GLbi!t*5J~E1QfHOig`FhnQN*+EvSC`(%Iu+lO zh85&`EITKev>36Z6hYl~^ZI?k7+j-|Wd}<@pawDqxMPxE<~34s9JFpbKEO&qQPXd< z^?_={kg)qXC!QMee{X3VwAOo)f((`jLSL>-_&YV4&jXOwHi61&q6a2m+N!eNWw+V6 zfMjcaR?Ua}4831$^a%Y%wf@MX4DafT`kqLA57@woJ{N2xwRr~TQ-g1{sZiLMHLi|r zz429zph~(5dDIWYoXkiw<0BONoh#V=D@#9 z3Q(x??kpkvWB$f`pH0kNaDu>X_m3Sb*th23j?7QZg$)UHhzp$wMeCqgshhEG7UA!{ zmgasb#113uvw6&&eG>o=AY>0$mZ}O=xK{X--@|l5#4oQ$Qq6)Yxj5&muuAf3%)2l&igH!l9fi!jpBCdsP0?=}XV|LW_82`t2(jI>RuR z#}oprz7#%W6<$Mm+Q_HlQyWr0hkzFx{L{vDG2Lp)Dl9MeDb{%TTqAb;z; zilkFS8neeM<{1y5wtUjBLkWH&UhtQT0DRk}OF_xOxtZ6%;e@w*=Wg3nxBA9Lf<@m9 zWsXQBT-)Q#x_5@X{VdB+_@F7FjbPQ(V>>e|p>AD?nd6!2k=lcYEYf({MdI7P;GH5#WS79%;CeDo4LvVX`MVg2tMOujvQ_?%%CHOK*U@XiwpDeFb|9@>>wW`P$RI zrfW#YB1y?vDabcSY2rTctKoMwFRV>DC5wWKtPRK@jjcv&Yy9+b_Q!OR45%_*UAs+g zk8B4>0UU=UKUSFI_MTa3rA;P}EAHAUdS(BzM#8T9=zV1~$@<%4r~mYV>i&`^Q&3P~ z`C1ez+EixGsc}u2t)=_@sY26J$w}-kHorMiK!5wiM&E#6fJK8rr^KyHi51yx`HQJO zqA}=W!)`0cWQj~vWw{UT!GOfuhRje+$r}a_+E4X&U!3Z3ILm35`1u=?-F_2O6^gPD zMRVoVNVQ@``EM5G_?tjrkgIwBTrKyRgp*YP+0T0sf!KSZ6)Nsicezfs*|)c=EO2&0 zvunv8JiWR9{h>>W45t$o-ur?y33mpMMLswu`55Z_K>39Y{=Q8PMx#ZC$ZbeUMCkJ4 zERjgY{Np9ynD(mg_6zpyd3zcsPd`6kvLi()$d-p~lwKmsm651{#HQ( zNVL6?kzqE}0znHb5rmKLn<9VuNLvEkWnU(DS=DFB=^mYq1q=W>$6n)|$0q zeMo5LK|eNLA-LG|KZ+%QLU7Hqc)6n&t`$9AAo=b}J}*^UDU~ZXVsNv0Pfz#4W{>;pko74= z4OUS$hd@dw|6TaJ=UoKVpU$_17^;1AjsrpFbSdJ+mj8a-pkZnRsN}uo}#iWV;z+X@Bq}Fxhv`38eP{ z6an8G{refe9{pulEZCV1*bVJXO(!ML$nUv?Hg|BS8jX5q=x z|6rx9cLK@a*6kMekw3>>_+i$y1lx`e;`-Tb>_H|fNYob|CMkO0X;12!A7G_l^)Ln) zp|&D)PLDF$DH385zrBL>iiV{@vq7fiLgwk>WN|{~eTG0kRYAX+RO1Y+K6e(wmyODT6#|oYpzZcZbAbsuc0CH#4u}~qi1i$GUKhd?H zZsTv?$vN{b@IvC=#iwDOz!D#54pZX-s^w!(cmo)%hKe%Rg%4AKpUa1*67iQ6h@ z$0qlfu#(aqy>I>4lr0@7y!}p)20z2QI~tOKG_FJ1v6qqwj+aZQP^h z(+5wHf6M&1YS5pt0XTx0Z5JfzP!SJB<1y;VdIVD5?c)F^Lm||D7JOHn$RR(OaU?nF zo2A{8mofPSsc&7rcdaX8L)X1GypF9wegCSC1{|u(Wt^Ragsn|dQE!t~e^e-`oy_Ws&_NLz3$K{lCtJDctmOh?VR{K{ROFzAUvoj6)64BSg zEE`|gVyZX?PA01!l;zX=c@6=hqOPhRY~Oe+Als$7P^(|F=8L|yB5u(Vf{VFZ5Hfol zdGT4`oGZG}-LiO3?G{$BZei}i7)szfP%=~~@5l13ZwJc+gt{00ifZ~uzRB(t&RM^z z%KzH}04}ULHS^v;>!;?zE=_89cZ zd73=?mpVqrlJHbpuw%=mfk%n&8H+f7z4&J+^LJb2G=&QX?Ug2iFUu7^dPf)Z{){WY ziaB{LS>#jFEF-RK{Hq6`#syr-Ma|T(=wkXo6N@_hwMFr3$?7C+`8vg66#lc*8cBf{ znk%yK*Yg2h@Bu@)8xFT$n72#G(uiDbXSJ5nb0 zYiNRAYKZ%_OWoEbh8yx@E2iXu<@^ma2caa9j+IJuApwn&4EG$=c6Fl!H!fl5dchl< zkts|$hhiUHFPi8r91Z1X{lBGa|Cc4x<3I*YF>I^4|P+SNy>t5_F44|@7JXZ@kY8`h^ruDL9%;hJsxgd}F=qpeAE}jl9 zoGVp3JU}{KLCVT4%zT`j2tEObhus$Ew2S-vfW>ZYzGzxnG|00iEbJGH>yOE3QwI(* z$*%SjUV~#%CV{7f0524{Hi^6I&bm04Q{!~Je`FgWuq4FMW|ii(fhNaPP% zRI3inOQ_`RyD6sgiw`HxvHvns7MB^`1j{qzdB&au*UP9v8jTtZ6#HTr3J}@F#fwv# zhDyfSP^YUrl8S8NjAfZc1A~tYZB0><>WuGD;M###(@`FPj;Jw1hl^xqRl^kx<-EM( zM1Y$0$GHEUo$D7C4!X-^C7K*5<>lkZ{J8dJZ9)c<`)b+uJqF_Gbo{9cU2n8K)*)Xz zI$jm^_x1wE_c7jT)>|4h@~}sbsf=Saz~$Yc5he4g3b$#7rGwAC6?SWSD9<<-6{-~t zG`XRfuwKepBUPTr!C+>Ww~LT69lSL7CH*PLqlKD3pHe zg2wYf+_{89obMhUSq$-GG*olH%2yWG`=0aNIfgf!QnvLXm(r4MJ$B4q@P?Es8WvVO zS^$x^)R%maNaJdKuM|Dg)}`3W4y7d@93^=Tz4%EZKvgqUn$dE>;JOj7B?kQfy_?c; zcF^&9~%<$ZT3GH2AwKmb$VxXnjq1+U0+b)#kkOpifpiJ^ zpooA#a1v{H-rx;mW6-{_h9Nc{AiP$ygN}C6vCLE_ovIrT2QPgyTc|S4o4Aycd;dEa z2DBS*_gA}(qVU9n@1O6ZXA%zl-#?zD1kzt%8RC4sfF&o3IZM-lQqUYP5ErDSS(>c< z{Z-D|y<{EX9g;~6L_S43aWUAlK40=-N)Gil}22yN;wKz!fW+~R4*-$LrnS~ zb$@cGCFVt1AFB0op&)BrgNmaH_+Cl+XVd}T>qcymbS4})-@g7M36bvBYkXDMAx^d+ zO@{TMVLUpWR-Y>JUk3N*fJ+Ofa-wUCGBPsEqDvT^?faZXLTo3mTm=-jxpeIm7(GDI z?|#itrx86bC~6%AJyZyOVqp%7_+qpx54R6{Q{aFF2`jL+_c5zyTR1wIr}fYKe;Af| zxn^^?cRryBY~R0K;d6|Bi}eYNvA>^oJf`K#nl!F4x57h#Jw zalszhjY3OSp6znoxjE|UJ$Da>>O7BO``Ff#gsp8UHCFPXw6BfIiA^UIj=B3Tjzv&v zi#m)Ccg!!bK_Pie2a}b!Hncx5`3as4t=tgY82KTPobQ|pUouPC`b4o$RHS0f73bd$ z4fAGpdKvl4-cx$-alE+vm~i64>QRc0`Osl7se?*Baqk1_`D%3LK%QCOVFD__gxFMY z=aQTME&z3HK7qiNX8b-yXUStq`b|crNfXE3du_+hlE2URhqi5$9aa1`SEG|f(I%_9 z&RjdC*H0$0tl>j(7V0>$x`M-zLt0m3bgU$ zvaVW|!+^dE0ogj|D?sELe1eW@I#XnUZXjBkB25_`Vde)bu%je*QL76Ka|{(~8i`(= z=#F=$3~pRyoAdawn3`3o6k_*CFaPdnfa--Mpm@am=z%RD(ZBRBVLu-8mAR(bCD#zgCvx%zQk(2UG|YQE;1 zgzCeXi9XK~voZz$O@5j83&muilFzdk4PpS8)$L3FUI?=Oqv2$?rNOXDXg@N&2lATuikV0T!I$2=~)UL=vxQQ9!EL`3E5tOjF1_hsIj&f_2TRD%$|U^7~9h%NxaX> zFzIg-iu4OC-6{wjP)(;|QgdPv7JcJtDrZpqsQ9C~jrihk1`q2uypJq$2Yq1FzwI8u z=smLYMtiJ#37G0GYoeRk!?`DksBiNr)K%-TIQWl2@i9Y?25fXCLl5DcT%OzWELkXk zY^~RDFX{1AhN4;Z!3-eJbFrS?^=oiMJ=qkY|an5m?Y;bbsC z6#1^+ixu4&Q2Jii_t`NBq1s1-Fy>P z!c1I&_4Bp?qlL%436J}S#u2B?@}T-b1S5q0QJqKA-DQqxPYF01+h-b!^hI%AZLl1| zhjUbu(y5`x5GEek<;W!+1JNF_dxmy({mHJ)<gc^Ms^#gz}0I+uM>wjjI0O3sriV@3-5}+p%4?S+Rh+mnt{7rC82kt5{Q82lo)2fTcX4lJM3>o$|Y6 z_r>SKu6>_p$2=fOTpjtTtBK}S;!V_=0eM!Z09#z@(!=VTh+C9op@HMWl;(rBAEwl+ zoIfL#i9c+e{Uio`d&VVLahH^m{@l4z_k}@8_=|`;i8pWAz9{`V$@Byjs9DU?iMW8= zP%aQxK~4)CIg+~SD2Dx_qSwt(;xe*WBP+R%pw=r;)$-o$zIh4HOUYrOT24=2{^{`r z`7;zsL6=QXjK{w{9wY*J-1~2(_CZAqQfM<5HlSJ1a6FEJ};taJy(#cM!?8L=o!yvqIkU2`4zFtGe7@vrubo?)Y^*%PFg%TJ*%zE zEAuxk+fsH9y+)iCD7up_S3cwmIqs1Q(j6*?MW}bL$*8FAG%6G$wqi^Lxa_?Gc=>jV)iZPtm8=f8VQhfy@hH_gP-wj<%6MN+=Ou|5t&$|R}Z1IyR zPpL$ z4y@;N?XxT|wVk_Vjaagc3#D!Z=5D^ZENeCgvNC^MzrF020>89d#86~@apEYWi#jPK znO9$av%ihpy0JrAXpx4EiJ{*V^bcpF+!k!bBzp)^Rzg4b|9|XCkPXwv7I))PXVT7b_Knwpx!f~_f6#zt3G9&;S@`sVJ@Ch+xHagxTV zhdt|lm4dnO09>-F-Ybvf5n`ss)qgCOk-i2q;mxE4ssdGrK0oRpkarBKYUo<>?s&n9 zC@WN7Dle@-G$|jJ(xCh{GLqMpw*uW;C7PtK7f;wAY58!lMe!@x!-n>=0al)=(?)$n zsq(@J`V*&8YtF59nNA1-B7UYe!0mj_0w|X0M5$Dy=ca*Z6-8%>RYy=o{8b`4u9RQhIq&Ab0pj_sd09M;yt{dreEh$9jO6+h3Nt&xu;y zR!sZE=s2>K=2zDkuvO?0A38m zDwJQI7Kf!2hdwahp7#*E0H3m3nD{QfW?Cr^CRJ0S>&8++^v)MGlpVhe(6I_2VH@V; z&;n{>oleb8n`;{A4JaPGQIs%q|BJ44ZL51*MLs#Qgzh1 zcP%JAJ2IjrdAb&4vi5j&3O+Us0l!5EIF^p!+ESD@HXtYo$x% z{Bgx4@z6LGqYfWBv_p6Mrpni%uVOy0 zG4fqAbqw4 z47i8H&NxSkKnD&^P@Qyi#pLxSz z%#a`ngi=rULa8gUb{>Pd+GBlg<;S0gh7ORp%3K)wZ)l|O&Ple<$vrhf$e7cFBlYvq zLO8X5W(~NGi^+gnfj1m<63o?uI)l!B6zdKe#nf&-IJALS@!Og|AV%}W~oyjBTv>&j1M#M&a zIHYLE+ZR$CHMIKapq)oMK5oM>&=VNnOUHYZ?5#a&07q4Ad1`5%yl;VpHE4G^R-hK} zm@PM$`5sRRNk7>Z$`v>yApLkM3v4F(({ap#(KpO)2N`}C*OI8)4r~CmIcx<^KBsK)zhL{laKlA+BK}A#o ziLg$omVhC0<{Vk*119|r)~y^~@p1>Lv{#-e)tw=e1vl)0;P~W>PlO}l05ZHHhdSC- z=6Tty3A|KJ-{2rysAOA7hL$9aSz*bYau5A!1^Fi_W-A>^X1RU7H!evdRd%+bvmH)> z>cLKR{lm-OY|%(kX>A8$IC;5n`q~IZdJyq?- z4{t4~2b?|LidBy*WbgUYsO1JeMJo*!qbL- zw>)pjTh1Qj&-fq=%xj`|M1F)fJW(6(j_*IeY5ajj?vyUz9u;k?ni#|2x}dF0e}%If z&hJnBJS$W02O%_(cM9gTzCdUX=0P<)fuJ)t8fX1gz9BvOk?{JvuX90*3Zh;+5{VEI zV_1E;<7I(SI@7#I&}wain)@6LBKf*>^u?^aRx0$Sr(I{uvqOmHp5V=el*=P26_z!0 z@NEH|DT&lO8956>UQ!D(c9i9qo3NetM92ZgrEFF`RJ z)S33Ekgk>bgQ>R0QU9Q1e`AM19o)CZ3_~9Bd`KF8pnHR=#oU#pyLcCR*F46GfzvKG zP@+uYTB2r7yD97;Qv2@RO+Ye;#FcD%6@k2ANCiAVU`;YG1r?Kz$wJZ9miZt=PK(_z(=pjai zZAGK_JS?@oC*=^?2;Z(^3`>2oggp{$IYl&_@QW0*U#l5@12doyjN65xZY56ne95Ga9YXRT zl`E`uP{$KH08*MTsU?E2{aSWV&7;GwA}i<S&+sm`YuV0pa^MNovP99A_o2C~p}B#%ExJ6n@0e)~<#XDy zx2di-)?+vxl!9-}!fCU1&h?w}Ie?Av#t8J-2}Z2r+!EXLhl16&vecK~OZQJ69?MyM zbhcu5(2@)iQ33#m#t?AGM&AbZ+pi7rpC>zgjW0dr3G@Xy?Hf4x>}6ELY>G#gNT7xv z^C5Qj10c^6M~^bIAWI%-jhWRJq1SU=Wrt*5BU*{FO&@Xl)?mpqo^r`Q;|9CyK?p>> zksany&D$@_h(eZX-&Y`ImTz+%6I(~zFmP*AJTwi$=md%eHy;&3#0lbKFjhrx6WCIEsDg2gAfl7W0HQ-I>_?VS^Ru4h{qLu z7I%!Js?hPc&6v@3c1r^OS)QOTi2-G}Mgn95Qzoy?UtQ0d~9yRGy9qX$G#r2V99o57kz1Y7w5J6VBv z)amU_?)}AzFwzPm$Tw+)j=$GX&FzB!1m*BpsEj#(?ode@Un*?OntBBvAi42yCSt@% z<(4lglPaiBa5C}Um|HF|uXxmB^eeJ_t_fkW{(qU1Ihe#?XHgu!xKx-gMK&@H`gWyVl8bDk_6&frH}o zre{;{khYH(*y56v)U}?7utmN62Z}Ea3Jft+okpBSBH9|v&CU@JU%_ZQ10B9F{MM+4 zjT4c-FAeer6Im-X*IKbtoKm#qSk{5GFgn!dfZ`w#6AR!a#{?MM_`^hxx~IHj=F$+B z4SG>02E|`fB zZ3sFm`CT|t-AnQ9W>t6&F*s+qU`&2nH!@fv>%Y8aHP%Hve+W)(#T|l}7w&*G`6&J- zq5llmf6gi0szA+LmP&;9=H(IfY7?OZkgiQu3A9J1R!;6qXQ+k%^H~k$ix+>4fkF)8 zGBTG@i_d_x6k0YF$HemOH=Ek8lWNIKcHHw{paWi@4inosVTA-=0E28i(3S;v z8YPY+r>Mh7cY-am5p`AANx>Wx>r_4O_~Gg)e7KQ%M~5Vkr_v2l2+*^+CJdnqQ6n2( zT9IP4bXKzUxaw~1N_ZsN)0mQ6E&;uISl+(VDdRBT>%q}4Z9=fI1|V%wl{Xff7tm*j zDM;Ck1L7k4X|}qUFRcqpLTnimq1`!pB{j?a?sYgb_j@zSPS-a@Sf_>yr$38Z@%5*X zNQ$oCv1QpS66lq1f)BOd^k7}rL~OpVwT^fD8X*+tzb2k{3#oi}tpCQMC%O;28h+#m zb&kyboVK$q$a6@EZUtn{wv)MeN~m`t<_z)Qe#p>S-G~k& z&osooXVa#jSOsu8XbxjZF^dLkv|KvdXlX7OPSQXv7z=CC8ItO=${j~?L11v@%7-&e zgq7wqq5S3W5|+K)(UkqwarxzC{>rA&cNrDPXY*(Qesb=64p?x)sXig?2$>i<>Q*jjb6p+ z0Kb8dhwTV&Dn-3gQN?%Edx2}$dfj4^;&MI3T@l5iJk0Z~1VcA341}(#5tIVEF|l#N zZ%%|AN05F9nAgr0DWy!ky^g!s4aApgj1L$MLW~l-9(b3$4;r#j;fMZv9?;^ckDy>x z@Rb86e7zNHtVu?!INwVOQ|>%3Ny}&2uDH_ZZ%T}`T5?Oe$pcb|8s2qZ;=}(!S`!H=aAr5RTI#0AF=JL{{ z4R1OIMhvSd^m#Ho-7Rzo>Y<)LWZ6?%zlYuDZ$2>)DXsg+Bz!LBbI%g|^5E_>x3al6 zSOCEs-$N2-rRkxGDvC~Ti%Zp^!wp0 ziZUEJoNR^5X(>`)ODIBbXT#;#$1-S}cALAsV;4bAlmo0M5cWy3{(igr&<*g%Q);#r`MZNy(8){YCK6?8jEA}=4`(>|%61m!zVefzu?2_*0CPYx( z`jscK3@_0ssAjYD45SVFVqL(!n#-t&2;HmF+1Xp(R#7oK`N`+%l)VXn#oF zA6gr96)hB=vJx~ie=O)apUvViAwiy>=)=CClZ-s+Adul-v6D8e+xT)EeQ7t&9q;Rna^wh8u(rl1@EFxoVtoG%g+VKoYtum2`o(>v8QE2U55Z){a@MI!xMp7!Kb+Iw;} zfdH2-_ru-i8t3V^BWFr!<02d#&cnqLGbu#@BRJ=kk-&`;DqIR^B7VsVleHqWGZ-JT z(1O9*%sb8y*_L3fTWr!K02)nm`xd}TTA`e|7aTy@?OKMq49|bTld|)embO;f;rDPw zIEly3h56}|Mo?{$G4=Avg5_-RkcY2cJUJGET5}GG5(>BsUj3lvyj?(_MjL=ym911D z721xag5vee*D$gMlg5mvb-t?-{dB*A-N8#89z1 ze55`D!NX{cpv+N0xezYSAuTDSskZuJ*i8p>27t~F9qz?f3~wm9P9jG zxg1b0YDEAL_ihObq(rfP`ogLUpJ0t7Babu46&!1~1~`h#j%EPSS)lIfzrn`{-u&Z{ zkRS{ZbQC-W2{E03qa=uW1DCEl^W@`8JY!8KsGdRD-aK#dW(u9|MMhsbdQw);X9`w= zd$wXja+gZm_G006o^xV)Cj&L;=%Y?ta;EEE3azPL5YMAWh^`wG-gnm)c^TIe%y)ZX zV==V#Yjj@s=ii3D`f#XbrTJjp((dF{J$C?G=Ti&K5J)(i8Z<3 ziTJEG+=1pw(PJCg+^=(-jr_7+C4Phu6PFsKkQ)-vPCtr>{fmggidr9&ULyfXZczchje1KiK=QBn?EpN%rY0Aq~ z@d(d`b1@JWJTtp)G(l^A`X!R#g_lv2X8_n^16Uy(dAQ>OrZJD1E*htX>cq95u~q$T zE8OGK4O0lQ0y%B;L-WwE`>+ijnai9rm+2Vocs&7#Vyq|gqN%w|oIC4;%%oWv->=;W zJk8vpvxa~km%Mu!nP$lQ1`|-!S9cwujhssBcQnqi3CM?L7j8n|p)jXB-p(6^I4mI3 z%ZrHqie{W*-{CO?a^ff>kkh)ep`DD)bWis6$?mqwys1Uum4x`L{%CgH*<9JHDR%wQ z6umsfv1mLjVC})cC*qpGc-7q1KHw7N<#2wEOXfj`ln<8#7kxM1r|z@ME|w!~JWmUf zA1nMKFPJ)HuEr&(?0Rv~Q%A`zb;NdKZ9eTKnF?yS%3$=JC}_;&xcVqo-_g7uQ1UN>BnNRsV&8h=O5g5JbI1MtNf&S_lb7)#k%PqVCqk3Zp>r zn0vf;^n#Q@@p$C!+WCslQ>#Y{dmqXXYDTT|zPCICfL!b(V^9@??^;5b4`97~=x@%a zU}%6cF*&8crJ);9F{`+gw47&yYCQJWCez~YR6nTsd&C?>;MCMx*n2O%OxFhk_mV)PQx zvfh@Y1wr6x=L^U`s<5)PdyV5vmEIQ%Kw^KVf}MGrc9(#3jDNDgzgD}(zMv8w-6JJ= zd9r7ZD+5I)6LOyd9zFWn$d#NF9d_?u!#zD(6xX zBH=wYIm)$ctK`VhWJO8Q>4>lnWQS`ul_M!fR6!H>1Lon zleqHs{;7|_5QF9X>`dn{)*Ro~mss!Evodg;psgeEw^~C|FJb$S^rV3UThaXa+#?P` zU;n#N|9YH$RmuUvkt3fk=Jd6;IxJYSL~8Tq&7oNasizCK3LQyQOxLz_GXrCQiEu(* z;S2HtuA-H=Ru^T$Aw~4DmnO5XzHuECegvl~xz4zO;)J+?XQn-hVpHt=LFDo7ufDYefoF8nS-Sx7}xJ8QpzRLplSeaYz>HUZoiDB?$)Jb7~U>eZ-M zZL@>-2gwM_PS+Mu&Sj1f(z_ciRiyS8;94k#qNC)*ET!uf(dIVi$aP#}`YbNvl#t3T z1IlU|E9(3#9}$`aK3bq;|1B)}c3Zy!5mDZo(9c1^!uJ3oQ764XUVcb?;o`+vpgMMX z1sF3BMl^%gMC6NB2T|_({_>6-%r^E#qQ8~butls_v8p@1P%az6R)P~4o7*WQnjOt| zFmVIg)HxR2!rSPSZQ%5F?Do?!w{7dQ`7FdN@-i`r2H7jsm%j-vDjsqF^R!HhB`KAY zMFLoXX<}PVO~+NIi;I&c$`Bl!?GbVPWoLf02`63wex87s8G|D9a(kpFpF%Tc$R4dd z&)@<$-Hzh)A&fOz-bjATzqqHZrykTpvW6J7&`E^=^t2}b!JI072cl@%**kzRA1#HT zc|sELP496l$$(Lmvji6xmu)ZFhDCJIpR202HEaMq`yYA(K87$90s0{N19DvsLh_=OhVzi@mpZ%yQr; z0FsH}d{=lFPiEA&qx{1h3Q6oWqCP#tIufXQ>1K8~?gGMb(g$3F;4|Y-9~mWLUY`i22u~z7SPa*z!vIj(^6#4Lc4To+PqQQA61y?dA-B#H-ek2 z$K|r|E9&RpDS4B89Q6sNpg>7h{Y%f*I#?g*(unV$Lt3Cc&vt}c=O!#3f2JLkRp$yErE$nQJ~QJ6l^ zYm-VmaA5T?pAWAE9ya$;_szwV6~I*#hPbKr602JN7r~^m1i#xJO5zXsoOUj5r7z1> z{R@BB-o#Z~(+auD+8>jgn@@K^LxJd%ZG_8p=yl7S?LG)X=S_57Q1)=#jEAxV3irPU zCI3RS23Z*5mRcXR0iO~rO-xCA7%}Ohb()kwT8W(kTF+TYN0Jr18f_a?4VmUZ-ov077h6L~4G1-}cH_-gO#G==@GC{dT zo^b)f&m;^@ZtK3%_UO>lg-)9q7|)*Rum372>oCuY_=nlvYc|$QH4dvYz^F^Y39R_^ z=?Am*^++#1eforrME6dL^?;>~LR!bRnm<^UXP)P|8!dIe0!Lq!b%SPwM&?;=a#*6j z@Ft%e`ZOb#DTg0RIom(OU~yga;A0z;73)&D`|1ScYHLE)OZqvLErsv34I2qc3Mm{N z?`-?-e|N!C4jHC04#GXwOtOyP&T(K8qxZvynvFk5K%~!4V`15b(RFPP0zG84 zhqZj}V0y=hLq|bg>4c;(r0T0}D(^W4Z+;sEbH6nAn>cr^5hbO|m7EnJ#uxYNYfe@{ z)G35Y5t#UCXt1`v!MX%wZ!HTW`R$_<=e+G)y5>MGmTvYThA49#>f_AInwxikem=Kk z{uy95;#>PSYd@}pf)A@HjK&LSxiDg1<6$0?dz#;24xC>hs!|+hi_>|K){&C3SgOG} z=mqsat*=DzUrWA=BCrF)m&{WcxNoxgUG@R+t!7~g3!U`e7?WbIx&QFSE~pSQC;VrK0r@o3xfM!(aJdU1Juj6iw%DlyIY7Z=0!u>w0g`f zt2+0ePTG(YR>t&JE#eJCz-KL5v}h)YL|S|`IUzv>hfEg^kpV?*DRRv@&OSQIZj4X@ zqFC;v2fkRfOKu(;aUUz-d}_|LGhttEV#?W?FU2Ud+j9@o6Bz|OyR%l@Yj?Ir%x9!Zgp9NRXHIJ}Uc1Xt&qL2AW#OvSE566G z1P}7YGeev0Z#)TN+v?T5@q4$ys`JRXhle_Pn(KQnzUNpydU|fdrV*^3Q{nSRKDHIx z@6;LP@3?gSn6d;xw;y*CcP}@GU*sJ)XnhAd-_00*bzND#e(pE2eV0<}6_n~M5CqJe z8IG2$Pj7!j;=g}i@R5{0=5gx#MHAs<{t48~BDG@aBW<})ZbnsBgonj2sd?-S!_V_Z zqt3HrS)8qIq@?k-J1(@0><_V=zWTqB)zA%Yh=w)Zw8UE9>7xJ}b9{pTb0`c`3kYWm z$3}P=Y}~I(;n3_)yf_te!Ydh?ePXtPglWv88I@<2WGC+!dUV3acFA|+O|gX!kD6(a zVz9RkdTi*=Z!Y7p@Z+hjkGyU`G&G#w%S8SVpKpX9=dvb-QN`{iKkf@Y4K&&ds`%GMvyo7%6ov=AGmRg5XursX4oyG}4m z(hP~n>rmD5emu=OQtd`^sGyrQKuFv3ipmUXVuxCdeD^9=vJGB;v4$_HM&S4x)u0p( z`iRy^M1JzeIcoDZ(RHGN>~#%X3sNzE^`zRO&>f#$XIY@9UlZtM0l->(9?1M2RF zla^(Vbl&uaVk4me=+efqSB)(Rq0vtQG;8h%J_I_yXeZF;=IT5>#u5zeu7B93op`Ua z@sZE*i>deuK`8S}Fb15FNBU>-Hlv)qE_bC^f>5}j%w-6tLrNRcO<|;IF_SZXAa7QX zhmY*CyweHvrIVFfGQ3c&KSQfI`_%$r|M-Q-@8(!Pw`17CGL9WPw)iT*_Y8XVynS0Q z9)+324YHRcJN(${B%TBrLb5MTf+x-{i`6K1TW) zf^@lylD1O!>sq-WYSQbi_c|KIefzH;!ck?9ip7FyvZKZs$&Z?buAAqF+bIyu8Sx;6wu?jykZ-y`8ED5P*YxSpLq>=Zyt)f5X*fnEj=zbEp}F-A2~v^m zs!q?_cIl-$DRgS$NRHvhQA=S?^C%pt{emUpX6bHlqerRKv`iOEQg@ABUP*racPrAR zOdeinR!<)vPU{fV@8oy*P4uF_$<)_Z7V{Gl5+pi0IusVBSn47g)i%(i`%6nvl@a01 zzIl_K?K>Ik!w>@-MYdOZ=KaFqt@-kom#AtF1QK_uoYieReKsCx+_Lx*pPIiohPAY3 zXS&r;oBacBlibtnW^RHbLjvVJi-iNmE?2VPIhewYD>`s} zF=n^J_`j#>{FLYYnSeQtzcboUkGtF7+rJj0Q z$vc(`_AX>g{H@UdiDF-*S(}nn*d^J9BIk2@E7J{s*vR#W>-Cn+sU-HN?v4#pt0E%g z3b@QN=vCW3Y87>&{cjP;9(;@3DhvTe6(H_==V0u(()#bP^J7@n__$<#IK3&`Kuf*- zniymL^@n9Sa`EuJoVS}CQg@IYlZQpGT;JH&^guU1>T$YB6vpKc7%l|%U9v%WON4&9 zxLfbBCH&5wv1YyyRp&onYg2GUeBk30=9?g{575=})U0_#%X*Dz&@+zV6a)XROB*-)ATAPyIF%Y+TN3`Bi>ssyH&?^obE}2`OxxS``m!i;iWYFQl zeREc=gV9r^Y>B^DHC*_7v48C~<0VYEQPZt9cK^^t022ComYhIxo1tVaf1&pv%?IG= zgySV3quWq-8~+&;C|skTR3Zs#Oq(ar6Sx)1$~No2d*Xl0G&z_|*QLM089b*xConXL zCUYDVRszQ3AGZX}dT+t$Hm$y2p(S@CNX>AsPHsgjJfI@fV`%hm!wV6I`cXr@HKwgq zkGUn7$rc!+%d#pY>>e2!OdCFkvqJL#VmjeR>Fsz74k(hbL_dsF63HeeJCOjX~4 z!%@kSCX$qR`{)(z^tT4wNtMfydDfm#CX}s$zsp&0fTMHV!8W#au|+|!2`|AP6vncK zDFoR7es!K~9$%VK>%fu>R$rY2%Qf6J6x?X;VqEiKkxBO38c=-_1=S}nl#;}nX$Yrp zNBc>|0SM$qX;;?``&~-rwerTNx_SYjZJkbzVDV*hTXP=r6OW z#`t)Zb-j+Uml@jr6+?r2;QRb-Rz*GHakI`Wb&4R^`k~3Z1yl~sD94h-;pubV-wK*I z3@jf`S@W}G2?<(5Wa<6;TNVIUQ_T$b>Xfxu$~$;#dt|^qwYo{#8ZU8uH9ao}K@ENi z)h}+&Zp$rq@z-?Uc~^ZKsIMTZDp2&O+6pz6Yyu~NE}*+~uFy`NmFLUrs!nI@$4>+> zp#S{eieL|yQ_QK<8@j7kOH0((9g9s?-qM~h@0zglqlAdbxbwH*&9tzbNXP;0NZg}@ z$zFsvNTEfq@Z+v5uds^1k!0IP?&FCEW27;oAf_IV0C8;0c`17lT&8Uf? zp*}DUZI`BDg@QtW$JO65QF6Lzb`vq_12{KP6AaRubs0|p9g0G~>m&uNn$D};EQZ4! zt4wFQ=CB3h8rAIO5%x}Nv1Q|c&yns4=H@}Z+9bS!a!|s z)~s2U26r3Ji^*J#?e6NrZL6?IJbP-==g90iRn+_GW2^(TMEhiZaqA0?2Qr+2mC>QC zqbbsDa;ooESkwDCR8D%3e{?E4JgbGyQF{7PIrC9@}f;S)O6;oS#ap8C3Ga|<~obX35g|gz&j`EW-!a4z9?AR;g!SqN=bHwG`$=P zIdc<_hfLR592|>%o2h1XV{{!=&RjN!Wl!7C?zWrfP>c3@^ztLs-0`Ep$7EtE1X!L= z>Ax&8f9VRm7PX4lC@wBuxa->JnN^3NaiuNoheOblk~t6QDz)NZDyJ-4Yd$TK#!^>L z>c=i%_i%7-Vmgv#*wn3#Te!|09HeA>g(4$5_dfA~luQOk+lRKX7+DmGJ+1)@n&`bb zUL5@xc4;mI7twA)#oIV|>{rpwYeD36k3o*y~DW^pJ zbI(%y?CE$Xq(VzMj?|@&ELbw(!uQ_tzno2koF!u&$lj%S;>C*>S%*KNL%Qt7?PGB> z))nvy?~MyFJFL_Oz9+&V&4E!qt>2+Yn|l&E6c^7QGR%9_G1%g;4sFmT(OczNoy89Q zyeh?h16NOmUb_`-usz8M8W04_%Ka9p0Q?4I_SP4;x}Z}@ottBvKW*Byr4inaowIMv z`|jZ<9>nz=EY68<&P?%PIpEO>XrY!>H=>`HG^Qp$1E91sl&x0a_K2b`%30eXWo zvI)GF7Slj>`7S@EDuH{z(~7iFKj#iooigK&>jF&xRRe}#ma*2%e-oZ>f4ebX zQQtAU(Qpj37UQVX3+j`7GlUNkR%$02;evFB?mA?D>gh%+v|bsf+Pwtzkc5l1G5!hT zP0nVW$aK~!qiaE&PL1Px-F9M)UToZz?9CMn8Ukx{1RP>CX$|-pZDEO=WF7r(PL%$| zSA)|34gL1xZ~4!kyIONx0Wu*RjM)fZ+OO*BzZ)R;&(f$>(?7o}rSHj#n?1aNapvR; zhwQ(S%5pQ$(=|`0;qV+!w^&S4izW?C2-s0WJA&LR+DOTB9;th#98iZJeI^tloPn?cq}%{P+s;}VH*U` ze*6C3&)}9RXPJ0Q84|MzM3XJBof0Y%$;SD?XTBGUzVHk+CJ{K7izxG^S<^`#n|L2) z#t~|d<~f_N(Q@d!_G!-A)W2hK{WfohdJUG+=1{ly9y2x>;fm5Dl&j7ZYnJI4bx$WVl_C;ILG{Ea29mVUb4BTHPM*))Lf1} zo5=TA(PZY7{hSUzz-T@(whOF1@$z^5Ji752FQxtp!+&gVd*jBWwQu>XH9un`gw^Eh zEgME)^XARl?d~2vKxn^nK{6!F&SL|l;M~eNJ=tv~s<@IlRM5WO%||eKwk~nr{L{4J zuETK$SnO#oSj`w2&+{WIRIVcq_GUP`PxMv9a6_^lhLfDnWKGB6 zMI*c_D=Uwwom1Op)@vndod0CBWJuUG0Q|W9QOLkSs)&~ya#I_MhCINYw zCQCt*D+sK;Dm$jGi|-_bzZW>8J-Fh6P}yqM?9b4!Aaq5M;_pC4cy?bii#E{s)FC1E z>8%n47VtV+2}{~9wB8RyD`fQC8^;%Xrh#||1dE+mTWhp9`>m1(@*I?-6WYD-(UK!U zPq6JR(jhD@J=WZNEOz!j#|&**%A--+4+z=+)eiwGu}S7A{F`*{%n5q57q zV@3g8k!74uHQye|p7C7$$3`>oSxIT@(~zixc7Nqr{KK1SJ=7c;d=GN~UtV29Eu)vb zJa9@Xc!5rPuo~C7FYkOj4Z6>*2w`FSyA`wM*55C=+Hyv6C<=fO0HfA>Z2c9Z){nz7pvftpRI#t`~162Q!(-4UJ>}!)D7bN2R1q1co99zf3Dz+_7Z@`670$+(Hv! zm&8x*5SJdDq0%Sko24}@H!Y|7=7`F4dGk1FyDIJJd;2w+2o~pjD$7?l+cVQaZ+?hB zAtZEBeGmnG7o$xxl+Ql7yZvR$nVNS|zoqtj$+@{&QUJ}O66@tCV0d>YHNTI6wc1@J zb{CvX5;8;-Nip-NN}jKpNK(XZl4I^u5QjNSKBSs{hSsfKxln#(71gM2Clrh6@2PRg z^9?9o(revPDat063D{o{Y{91zF8+!Yf(xLqYX7V+vy&D~%=;#$k*JN`QTnO@qn2Pi>Ov7F~3fpw3HS@f<2l7FG zu5+~IeD9Xvb!Ogefl`lTZ-rvdXaFb`5T%6|yM?4dNQ(a9nKs~=Mtsfgz`&c@`_C47 zTYxBzILh{E7E%bm@G$W`{bn-0{i+xeMl!de3cvkU#Q;5c*dtqYoT^9{5E2A3SEK!X zKWq~bS@~dM7XakZf$r2lOgp9TK+`hNLGN^wr+0U};(f3`*W0TD=3|zE&`bh){i`r2 zZmxA8+A`K_asZ_evN{wDeetSt>d#-2m!e^eF zcKNHErkSx){6j!r%SY);qKx=&F>`*{mvSLUO+m;(9w0~-Eqx3Vj!i+UJqxC~01w|? zoJfd^kA8txay6JvBhqzfROS`$IT#}G+G^tM^y_BywJ|$O(VH+%*jcgkJ&YY0sxs+( zF~+K^NAn}HvR6=k#>@VT335OKM+yajO(A(Dv(%@6SFI^1#GMKy8^|He(SNH3`aI;{ zMlDg-r`bB6Ocs(UV1V6JklJj=a1Ug^fyLacWz0aE<_bHdt|`hAfT)(?z(+FL0L zDdyBOfHi0nxYTMU$U5y(oZhTI#-CJp5*0(tvyOGJ$oDkyu#hD~Iojpej@+o)IDN5R zZ4X8w;WQ^$jC+E2%7zK5J+Bh$kLDY2PpSaZZu03=H+J+`OAY-94jKYm{!egik zvgCL$c5G@(2w^GG`8_=P@;CVFq_iA@PP}FlKkCKE2fk0TC;e?f{qF_oqoC6BbuRj2 zIc93cLspgye8XABK(A)Y25MkHiz$&%q$F7wT(F15%_}7=>YRZAU1Y`H732A5w)Y`3CA}qtEKwuieIfX$kzbqA8d)xaoacv zCH5s&@eoss^MEdLlFI0aTY}t?Jx6$G=9)YusZzmnKaT*?%<_sHV)erwmAcrnTWRK( z?Xwft)Mh^bBhXJ3Cwf{SHJTWKo~j8y2tYmx2NA*1vI(6C_mX6LPQ`L_Wd?efx3yQA z^fqFORVut8H#b+El;+Sg(Pm4r$k^XG5$*t8*5ffHb0Y8Lq_>4+IL31tn$PALSAH|D$u`_f}%w@7z}zJ>eFKn zmQW)+kwMW&cUwE|wCv!U1XDMX-FR+)$Z77qyin;g{>cUE?liN++)!-X@42%;@|7!B zK+f#)(O774)IaJ9Aaf3)4mA(carAvnx^~ez@V)(k?~3?iA8u>4@o!t5bI==hB|;or z$KO4Jy>|U*%b~qRG3)jn3{7S|g>hRR{#N}LwHpQk#faM4`x5!LOQY96?JBtGRloSz z(*yTr?QUli8KLcuCsk}^6s3LhWJCF-G+FCF?lndUc4lFPIz6g9xD?XUNk0!`_CV5H zc2q;~2kzQDx%jNeyADh2l9WTJv!l4Kx~%{c=LFpiHRr=?ADdOntZiP zbgHxtfv_m~S>zm{8~$6xYMqm7$pC%dwkufZIt12_Tu&3WE2vJ%J|2rUwB-DXEtDBB z151ZvN>c-bslk@3D2%EOY9zevv0l9yO+ngDn}70iV9vVrSY+y+BJjfpAYChbZuxr7 z6bC!yEWFLG@83Mx|k8S)Jf3FQJh&Cc%$`?$1>)=clc;~ej z>`xu?lu5DVcq8+ZR}u6&-KQ=NK~ZV|xdPhc>pFhnq5*O8OTwu2buBin=nlDsM$Zmk zo&rZjQIaOUsJXC~`Cq;$Ka5(f(_|N<6aD0t?+T8W{3f@VQzgtF(5-iM>wi&53R28w zLqK{+CP+`-^#QVZ%59xw8NNv6Ll7tj%wA+AEPOw4TSBp6yC{4QXCF}Sh4ICM74rC4 zFYO5hUmJ663TOaG!E4#BiLDgpdv+H ztmhsH3@KCdpA7WrFNY@dupeK#{HZ#<$);5D)dm0&VRNniHg8U zt$zdyL^Qqu#*N)$e2>JEYy;z#LGXP=gB6sXdcnfSC8V*_9onAhX9?raWlAltV2Pt` zjQM-M!|(nvd!Q5x6zXMR_1ga|xeZ&$b_^S^2i@)@``iJSdHXMF*!H8TtH6m(fbH_$n~afR2TQ{+wPE$(QTaUk_* zreZ2AgnzeKrU73@%n^e*EvKZe952dL9ndXSbxkT`4#D^I9&zUTKCJKavy7R-U)`OQ zjCo6^Q+n zs?q0kuD=9ROm&1`^b8bSZlK!X``4WL&W+ij>+i5JmsS_kX=+ zgS2$RV*R$0zkRNW&&`m)F>`+RLB8B*wwPGH_>O>O{{sQSP%s!zUH$hd7A8WTCMw#0 z_d@cv|A7FCe^~Q}HGj0`kJkJ#Xn%ao|KJ7x_?kaqz@G^1PlWa-c>a^u{K;$nq?~_J z&fk}TKh=Ogg_=Kwnm;wPKjqCo<;_2p=l`K5{--JM|7i-4MP(CB-L7x&9ufin%uKAd JWEs02{Xc%ZTvPx6 diff --git a/research/berry/exact_typeI.ipynb b/research/berry/exact_typeI.ipynb deleted file mode 100644 index 25578cde..00000000 --- a/research/berry/exact_typeI.ipynb +++ /dev/null @@ -1,775 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exact type I error of low N binomials\n", - "\n", - "For the Berry problem, there are only 36^4 possible datasets. As part of the INLA --> table construction, we enumerate which of these datasets result in a rejection. But, we can actually take this enumeration a step further and calculate the binomial mass function for each dataset given a particular set of true theta parameters. Then, we can just multiply this mass by the precomputed binary rejection.\n", - "\n", - "It turns out that for the 4D Berry problem, this is about the same runtime per grid point as doing 10,000 simulations while reducing error to zero. So, uh
 that’s great!\n", - "\n", - "It’s, of course, equally straightforward to exactly compute the score/gradient.\n", - "\n", - "I don’t really know how useful these facts are in the long term given that many many problems will not be exactly enumerable like this, but I think it’s another handy tool to have in our toolbox." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import berrylib.util as util\n", - "util.setup_nb()" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/.mambaforge/envs/imprint/lib/python3.10/site-packages/jax/_src/lib/__init__.py:33: UserWarning: JAX on Mac ARM machines is experimental and minimally tested. Please see https://github.com/google/jax/issues/5501 in the event of problems.\n", - " warnings.warn(\"JAX on Mac ARM machines is experimental and minimally tested. \"\n" - ] - } - ], - "source": [ - "from scipy.special import logit, expit\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pyimprint.grid as grid\n", - "import berrylib.fast_inla as fast_inla\n", - "import berrylib.binomial as binomial" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" - ] - } - ], - "source": [ - "n_arms = 4\n", - "fi = fast_inla.FastINLA(4)\n", - "n_arm_samples = 35\n", - "seed = 10\n", - "n_theta_1d = 16\n", - "sim_size = 1000\n", - "\n", - "# define null hypos\n", - "null_hypos = []\n", - "for i in range(n_arms):\n", - " n = np.zeros(n_arms)\n", - " # null is:\n", - " # theta_i <= logit(0.1)\n", - " # the normal should point towards the negative direction. but that also\n", - " # means we need to negate the logit(0.1) offset\n", - " n[i] = -1\n", - " null_hypos.append(grid.HyperPlane(n, -logit(0.1)))\n", - "\n", - "gr = grid.make_cartesian_grid_range(n_theta_1d, np.full(n_arms, -3.5), np.full(n_arms, 1.0), sim_size)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Red dots are points in the alternative hypothesis space.\n", - "Blue dots are points in the null space." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "

    " - ] - }, - "metadata": { - "image/png": { - "height": 250, - "width": 371 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "gr.create_tiles(null_hypos)\n", - "plt.plot(gr.thetas()[0,:], gr.thetas()[1,:], 'ro')\n", - "gr.prune()\n", - "plt.plot(gr.thetas()[0,:], gr.thetas()[1,:], 'bo')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "accumulator = binomial.binomial_accumulator(fi.rejection_inference)\n", - "theta = gr.thetas().T\n", - "theta_tiles = grid.theta_tiles(gr)\n", - "is_null_per_arm = grid.is_null_per_arm(gr)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 265, - "width": 353 - }, - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsMAAAITCAYAAADishFtAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAABYlAAAWJQFJUiTwAABOsklEQVR4nO3dTYwcR573918YGi92SMyUKKwXQmEADrU2OeQzB1dRFz+LvQxfMNCVrT241fDBYtvA4vFhAVK9Cz8wYOy0KGAPBvYgtnwwCPqgIQ2fhIVEzmWx8EWq2sOYlPQ8yxY9REOeZxdSzUDSPI/1AOFDZTWri5VV+RKREZH5/QBENyuzI/4ZkZH9r+isSGOtFQAAANBF/0noAAAAAIBQSIYBAADQWSTDAAAA6CySYQAAAHQWyTAAAAA6i2QYAAAAnUUyDAAAgM4iGQYAAEBnkQwDAACgs0iGAQAA0FkkwwAAAOgskmEAAAB0FskwAAAAOotkGAjAGHPBGGOzf4PQ8fhkjLmTHeeNMtsq1HPFGHPPGPNlVuYjY0yvbrlohjHm6kL/fWmMGRljroaODUC7kQwDSJ4x5qakO5IuSPpC0kTSqZAx4TDBHa3Z55Qx5ktJNzXtv56k/WzzQNLNdWUAQB0kwwCSZoy5IOmqpLGk5621L1lrn8++nwQNroOy5HaWBN8s8CNfaJoA70l6yVpr5vpwqOkbm0H2hgcAnHsudAAAUNP12df55JdEuFnGmCuazs6XYq2dGGNestbuL9k2Nsa8npV7VdJ2/UgB4CiSYQCpO599/ShoFJhIuqvpTO89SRc1TWDXWpYIzxnPvjHG9HiTA8A1kmEAqeuFDgCStfa+pPuz/xtjXnZU9OG93yTCAHzgnmEAQMxmK42MV+4FABWRDAMAomSMuafpihKS9HrIWAC0F8kwEKHsE/k3s7Vy7dy6uTez1ROqlDkr70r2/2tz5X+Zrfnby/nZe6vWA87KtsaY0h+gqsIYM5i1y9zLX8611ZWcn7mzsA7xjRXHvNhep7Kff2SMuVYx7gtzZcy3+9K1povGULZvZ6s9zG2/Z4yJaim6bPWI2bl+0VrLzDAAL0iGgchkye4jTT98dELTPw9PNL138qoqfGI/cyr797Ix5pGe/vlZmt53e0VSKuu5TjS9P/X+3Gvjudcm8ztnSfxI02OUpuvYnpJ0TdJnOW8wTmT7nMgSz0fZz1dKGrM3CveyMmb9+kX2/7yHSxSNoUjffmaM6WWzrTf19F7rnqZJ5yiWh5Rkbw5m7bGR3Y8MAF6QDAPxmSUy1621z1trh9lXI2lD0m7N8q9pmizO1uQ1erpk1alls6qxsdbuW2svWmsvzr28MXttPnnKZhivaZoAX8zacnbcb2maDN5b8STAbU37ZJJ9/5K19q0KYe9rugzc83P9+pKetv3NFbOzRWNY1bc9SZ9pmjS/NLd9Y277ToXj8mEWx5619m7QSAC0HskwEJ9ZUvZMEmCtvVsxEVv0k4U1eff09ANKF5f+RIIWZhiHizOM1trrerpO8Ts5xQw0TWR/aK3dW7MMWC5r7XVr7VuLKyIstH3eG5EyMazq256mbxr257bf1fSBF7N6YjBrh9qP6QaAdUiGgfjMEpfrnv5sfT9niarZOr0nPNQZyiyZeiYJncneXEw0fcpZXjJ60fOyXrO2X7UcWZEY1vXtJOfe20fZ1+D3Dc/dsjKu+sYDAMogGQbiM7sN4qqmHwobZR+QcnX7QpcSjFlidW/NfrNkcdmsuJekLPtA35XsXuDza3YvGsO6ffIeTDIpUHZTZgk5D1EB0AgeugFExlp71xhzUdNZzcHcv6vGmImmfwav88n6Se0gE7Awq/7Fmt1nSeSymVFnSVn2hmZbT5P0oorGMClZbox62ddHq3YCAFeYGQYiZK29b60dSnpe0w847Wma6PQk/SJcZOlYuF1g3Z//ZzOzkyXblr1WWraKwx1NE+E9Tft19iG2vVU/6yqGxExCBwCgG0iGgYhZayfZh+a2rbXPazqD2YtwxYdY7zMu+qHAWbK87naKSrJbIS5oeruDyfrzLvfEPiv7kKHJPvgHAN6RDANpmSV3oT7o1Mt5vdKDQBpweP913rJl2RrEPU0/XOYrAZt9MC5vvdzgH1wDgK4iGQYikz0R7MZi8pZ9yn42I9z0QwhmM5jPfNAre5hEr9FoCsqWDZstUTean1HPHkAxW4NYerrerg8fZl+vLq5nPDdrDB0+pe9q1SctAkBZfIAOiEj2oa+epgnaNWOM9PTeyV72dS/Ao2nvaLq6xSB7wtk4i+e8ph9Ou69IEzpr7UaW9F6VdGeuTXvZLhNJr3t+ytmepg+S6GmalC9+YG8+niRlb95uzr00O7ZBdr/0zI01bX1d03Pprpp/0wegg5gZBiKSfejreU1XHJg9VriX/Rtr+sCE7eU/7TWu+1lMs8cYzxLf69lT1O5oGu+Hy0sIK2uzi5omWPuatue+pknqD30/5Szr16GeJncnNO3btyS9JOl1Rdx+BfU0PS9m/+b/spH3OgAEZ6y1oWMAAAAAgmBmGAAAAJ1FMgwAAIDOIhkGAABAZ7GaBAAAALzJlrXcyZ6sWrWMC5ougflI0guafmj3+sLTRishGQYAAIBT2ZKWJzRdfrPW0pvLkulszfaRMWZYNyFmNQkAAAB4Y4wZSeplS3GW/dmepC8lXVxcozx76JOstbUemsQ9wwAAAIjVq9nXj5Zse1dPn8xaGckwAAAAYrUhaZJzK8S+dHgbRWUkwwAAAIjVeU3vO15mkn19uU4F0X2AzsUnDnPK/UzS9yQ9dlkuAADorJOSfmut/WHIIIwx/7ukM56KP6mc3Ml1rpajp/xkeH6fyqJIhl1+4nCF7/3+7//+iR/96EcnPJUPPOP/PvjN4ff/ov/9gJEAAFz7+OOP9bvf/S50GJJ05jvf+c7gxRdfdFro559/rm+//fYbp4VWM8l5fZYk18rtokiGrbXbs+9nnzj0UM3jH/3oRydGo5GHooHlTr7x3uH3ozdfCRgJAMC14XCo8Xj8OHQckvTiiy/qL//yL52W+Vd/9Vf61a9+9UlDM8B19Or8MPcMAwAAIGa9nNdnM8KTOoWTDAMAACBWkwL7rLuneCWSYQAAAMTqI0mncrbNXq91D2wU9wy7lN1zvIyvT1kCAADAjzvKX1xhlgzfz9leCDPDAAAACM4Ys2wG+OfZtmUP1tiQdN9au1+n3tbNDOd94jGbMR40HA4AAEDX9bRm+bNZnmaMGVprx7PXrbUTY8y2pBuS7s7tP9B0Zrj2ShetS4YBAAAQljHmmqZPhjuV/ZMx5pGksaR9a+31hR+5r2nSPFksy1q7Z4zZN8bckfShpBeyfYc5j2kuhWQYAAAATllr3yq5/3VJiwny/Pb7qnlvcB7uGQYAAEBnkQwDAACgs7hNooaD/g+Wvt4/eBK0/i7FELr+dTHotbeDxhBDGwSPYWtT/d1d//Xv7Ei3bi/dFrwNIoihsfovXZYePAwbQ14/HD+m/qefBI0heBvEEEND1wSkI8ZkuKc1nzgMbWXyM7fd14BfV39MMfi86KXQD76FboMYYljbD7du6+DW7Xa3wYpE/EgMHpOA0G0QQwxrz8Wvvm79dbFwDOfOqv/B+0Hqb+KagLREcZuEMeaaMeZOtqzGKUk9Y8yj7LUboeObVyYB8pEslS0zdAy+EsbQMaSQCFfd11sMp90/9ya5NvBxLhZIhA8V3a9sDPRD8PqTi+HBw+ksfqj6S+6LdosiGbbWvmWt3bDWDq21Jvv3UvZa7icLm1Zl4DDY3LcBbRrHuVi6vK++dlp/FcHbwIeSCa7zNtjZKf8zbeyHkmJoA9fJaOkYcm5naVKK5w7ciyIZRjFVB63LwZ7qhYM2iAP94LgNKiYzVRLYXJ5mm33jXFTrktFk+wHBkQwXxCCrx1X7pdwPKce+KOVjcXYuevgTb2lVk5lEE9hlOBfjkPKxpBw73CAZBoAqIphVSxkJiDs+7scHuoRkGEiM0z9xA0hfBPfjAykjGQYSw/qYAI7Y2gwdAZA0kuGCWI+wHtoP0XCUOHBO1+Os/c6ddVNOwniDXA9jGSTDCak6YNs00GM4Fvoh7TZoU+KQcj+4UvnBDcePuQui4husVvUD5yISRjLsWdsGeqrHk2rceaocD23gQYWEKoq4Hap0PBH8Wd/lY5GjeINVoU05F4EpkuESYhhoZWNIMWbX5flogxjaNbQU+8H5uVg2ofKQBIZuA0mlj8t18hhDG4SOoXSberi9JHQbxBID0kMyXFLRgdM/eOJtkJWJwVf9McQQsn7fZReuv8gvtK1N+sFjDKWuCZ5mEIO3we5u+Bg4F6flFvlrxdZm9dtLisTgcL9UY0BangsdQIpmA2jZOplNDS5iCF9/oRjeeM9v/XO/0BZjiKYNQsawtdnIn7AP69/ZeeaBFsHbIIIYGq//9JlnlhsL3QY6fszprRm59c/VEbwfIjwXm7omIC0kwzXE8K6SGMLXTwxx1B9DDP3dXSnwL9rQbRBDDE0knWtjoB+C1x9LDIgft0kAAACgs0iGAQAA0FkkwwAAAOgskmEAAAB0FskwAAAAOotkGAAAAJ1FMgwAAIDOIhkGAABAZ5EMAwAAoLNIhgEAANBZPI65plDPfs+rP4YYQjz+MnQM9IN0sLMj3bodNgbOxWfPxePHGn88cfA2iPBc1Nbm9HHdAWNovA0uXZYePAwbQwTXBMSPZLiCZYnP4jbfAy7mGOZf9xlDzG1wuO21t/3Wv+SX/pH6Je+/hGPuh8bOxSW/9BdjCHYufvV18Bg4FyXduq2DbKx6PRcLXBOCXxcDxtDUNQFp4TaJklYN8ir7EUOa9fsuu1D9ly7n/tI74tbt6b4+YkioH7yeizmJcBP1lynbWxvs7BQr+9ZtrgkeYzjo/6DQNeGg/4Np0uwrBof7pRoD0kIyXELZgeNjoBFD+Pp9lVlagQSs0r4FpdgPzs/Fkm8y2tgGkoq9KZuPwXEiFkMbxBBDKSX7rIgY2qB0DKfPOI8B6SEZ9iz4Bc+xVI8n1bjzVDke2sCDCm8yoojboUrH4yERK8tlQu5rlrVUDFwTqh3PV1+7DwTJIRlOSNULV5sueDEcC/1AG8SCfqiRiLpMyCuW1aZZSc5FpIxkuCAGbD20H2Lh6lzknK7HWSIYwSxzZY5mJWOYmU4ZYxkkw0Bi+MWHVuDP0+6k/IYAiADJMJCYptcqBQCgzUiGAaCK48dCR5C2rc3QEbQG6+UC9ZAMF8TFph5X7ZdyP6Qc+6KUj8XZudjwU92ciiARdfUXDs7FSERwTlXVqn5AJTyBLiH9gyeVbvRnoLttg6r9APpBktOkofI1weWtNufOelnH2jfORbf6u7uHT9gr9XP0gzMvfPt72vp//wunZb797e/pV05LjBMzwyVUGbRtS0RjaIO2tWkV9EM1MbSB83u+z50tt7/jGbz+B++X/5kI+iG0GNrAebslODuc4rkD90iGSyozcHwMsrJlho7B14UmdAwxXEBDt4GkUr/8QvdDa8/FMsnoubNePoAZug1iiCF0/THE0N/d5ZqAJJEMV7BuAPUPnngdZEXKjyUGn1JoA9/6B09W//LZ2vTbBru7SfRDI+fiig/UxdIGVWZxncVw7izXBDV0LnJNCN4PSIux1oaOoRHGmNFgMBiMRqPQoaBDTr7x3uH3j998JWAkAADXhsOhxuPx2Fo7DBmHMWb0X774nw/+r/9uz2m5/9XbV/UPn//b4MfnGzPDAAAA6CySYQAAAHQWyTAAAAA6i2QYAAAAnUUyDAAAgM4iGQYAAEBnkQwDAACgs0iGAQAA0FkkwwAAAOgskmEAAAB0FskwAAAAOuu50AGk6qD/g9xt/YMnxNBQDKHrXxeDXns7aAwxtEHwGI4fU//TT/zXv7Mj3bq9dFvwNoghhq1N9Xd3w9WvCNqgoRg4F9fEcO6s+h+830gMSAPJcAUrk5+57b4G/Lr6Y4rB50UvhX7wLXQbxBDD2n746uv2n4uXLksPHq6PwWNCurYfbt3Wwa3b7e4HrosrE/HGYljXDw8eeu8HpIXbJEoqkwD5SJbKlhk6Bl8JY+gYUkiEq+6bUgyh648hhiKJ8KFbt6fJiusY6Ifg9ccSw7pE+EgMp884rz6KNkBySIZLqDJw2jbYYmiDtrVpFfRDNa1sg6KJ8EyJZKWIg0uXy/9MG/uhpBjawHUyWjqGr752Wn8VKZ47cI9kOCFVBy2D3W0b0J7V0Q+O26BiMuN0drhsMh4JzkW1LhlNth8QHMlwQQyyely1X8r9kHLsi1I+Fmfnooc/8ZZWNZlxPDtchauEnHMxDikfS8qxww2SYQCoIoJZtaRFkJC3RRRvzICEkQwDifHxASgACeONGVALyTCQmCbWagWQkK3N0BEASSMZLoj1COuh/RANR4kD53Q9ztrv3Fk35SSMN8j1MJZBMpyQqgO2TQM9hmOhH9JugzYlDin3gyuVnyTmMomu+AarVf3AuYiEkQx71raBnurxpBp3nirHQxt4UCGhiiJuhyodTwR/1nf5ON4Y3mBxTWjf8aA5JMMlxDDQysbgI+bQMYSu31eZpR0/5mffglLsB+fnYsmEqo1tIKl0cus6eYyhDWKIoRQPb0hiaIMYYkB6SIZLKjpw+gdPvA2yMjH4EjqG0PX7LrtQ/Z9+UuwX2tbmdF8fMSTUD5yLHttgd7dY2efO0g8eY+gfPCn014r+wRNvs9mh2yCWGJCW50IHkKL5AbS4WHdTg2tWz7LFwkPHELr+qGJ44z2/9e/uStkvteD9cPrMM0s8Be+Hrc1G/oTNNWF1DI3Xv7PzzDrGodtA5846vTUjt/65OoL3Q4fPRaSFZLim0AMrdP0xxBC6fmLI6vc0+1wqBvoheP0xxDD/JjFYDPRD8PpjiQGSMeaCpA1JjyS9IKkn6bq1dlKjrJkTWVn7VeMjGQYAAIAXxpgrknastcO51waSRsaYYZmE2BhzVZKstdtzr/Uk/cIYc91ae79KjNwzDAAAAOeyRPWOpOvzr1trx5LGkt4pWdaGtXZvoayJpjPFN6vGSTIMAAAAH17Nvn60ZNu7kq6UKOt83obsFolTJco6gmQYAAAAPmxImuTcCrEvHd5GUdSFZfsbY07NyquCZBgAAAA+nJf0Rc62Sfb15SIFZfcD70u6Y4xZvCXipo5+qK4UPkAHAACAPGeMMaNlG+Y/FJejp/xkeH6fojYk/ULSVWPMq5rei3xR0nad1SSYGQYAAIAvk5zXZ0nyiaIFZR+8+6GmM8Q9Pf3Q3LqEeyVmhgEAAJDnkwIzwHX0iu6YrSjxjqTt7Ofe0fRDeBeMMT/JkuXSmBkGAACAL72c12czwpMihczWE9b0ARv3rbV3NZ0l3svq+EW2T2kkwwAAAPBhUmCforc4vCPp3fl7g621k+wBHBuaJsRXywYocZtEbaGfex7y2e95MYSunxgC1X/6jPTV12FjWOyHrc3po3kDxhC8DSKIofH6d3akW7fDxrDYD+fOqv/B+0FjCN4GMcQQ4JrQcR9JupCzbbYu8NIP5y1xRQsP75ix1t41xuyp4MoUi0iGK1g2wBe3+R7wMccw/7rPGGJug8Ntr73tt/4lv/SP1C95v/hH3Q+3busga5/On4sBYzh83XNCGHMb6MHDRmI4uHRZevBw+bbQbRBDDA1dE3DojtYnw0UfoTzR6vuLH6ngLReLortNwhhzwRhz0xhzzRhzI/u+FzqumVWDfHG/ovv6jMGX0DGErt932YXqP30mNxE+4tbt6b4+YkioHzgXPbbBzk6xsucSQucx0A/TcnMS4cX9Di5d9heDw/1SjQGHfi7lPlhjQ9L9ZUuiZQ/RWFbWn66o66KmT7UrLapkOGusG9babWvtW9ba65oumzGKISGOYeCUjcFHzKFjCF2/rzJLW7glwdm+BaXYD87PxZIJRRvbQFKxN2XzMezsOK0+hjaIIYZSCiTNZcXQBjHEgKeyJ89tS7ox/7oxZqDpzPAzD8rI1jR+lO0zX9a2pqtGXFvyMzcl3Ul+NYks2b2jhftBsgMba3rjdHLaNtBSPZ5U485T5XhoAw8qJBRRxO1QpeMpmTz74HJm1HVyXykGrgmtO562sNbuSdo2xtyZ/dVf0wR5mPOY5tmT5p7ZNlvizRhzLyvvZpYI38zqqSSaZFjSq9nXj5Zse1fTG6c7repAb9MFIoZjoR/SboMYEhdXUu4HVyontS5nRism963qB85FrJAthbYx+6t/dgfAJGff69bal/KeKJeVcTErbzv7V2lGeCamD9BtSJrkNM6+NL2NIltXrnEM2HoO+j/gwwqIw63bkoMPFHJNqMfZNcHDn/tT06Y3eCG05ffTl//+V/o/H/z3zsvsgphmhs8rf625Sfa10pIZQJvwiw/AERHcdgKkLKaZ4Z7WL7zcW1dIduP1Mn4+Tg80rL+7e7g0EADo+DEvH5IFuiKmmWEpf324WZJ8Imc7ADTr+LHQEaRtazN0BK3R//ST0CEASYstGV6nt24Ha+1w2T9Jta4WbbifKCRX7ZdyP6Qc+6KUj8XZuRhDAlI1IY8gEXX1IBjOxTikfCwpxw43YkuGezmvz2aEJ82EEaeqA5aB7rYNaM/q6AfHbVAxIXf6RMJzZ92V1SDORUXx1w36ATGIKRmeFNhn3T3FXlUZaG0bnDG0QdvatAr6oZpWtkHZZNTxrHCVxyu3sh9KiqENXP91o3QMLUvGka6YkuGP9PQ51Ytmr+d9OK4xZQaOj0FWtszQMfi60ISOIYYLaOg2iCGG0PXHEEP/g/eLJ8Rbm25nhWcx0A/B648lhsJvto4f83KrURRtgOTElAzfWbFtlgzfbyKQddYNoP7BE6+DrEj5scTgUwpt4Nu6GJqIMfp+OH6smTZYkQR4b4MP3i/WDx4S4SPlr4pha5NzUQ1dF0Oei7u7xfrB4z33a4/x3Nng127ExVhrQ8cg6fBxzF9K2lh8sIYx5p4kWWsv1ih/NBgMBqNR8MlldMjJN947/P7xm68EjAQA4NpwONR4PB7PHhMcijFmdPL53xv87OIPnZb7F/c+0+Mv/0Pw4/Mtmpnh7Mlz25JuzL9ujBloOjO8ESAsAAAAtFhMD92QtXbPGLNvjLkj6UNJL2i6wsQw7xnWAAAAQFVRJcOSZK29r0juDQYAAEC7RXObBAAAANA0kmEAAAB0FskwAAAAOotkGAAAAJ1FMgwAAIDOIhkGAABAZ5EMAwAAoLNIhgEAANBZ0T10IxUH/R/kbusfPCGGhmIIXf+6GPTa2/7r39mRbt1evnFrU/3dXf8xRN4PjZyLp89IX30drH4pfBusjOHcWfU/eD9c/YqgDRqKgWtCPDEgDcwMV7Ay+cm2r9unbv2pxOBTCm3g20H/B/m/9CTp1m2/bbCzk0Q/NHIu5iTCs+0xtMHBpcvhYnjwkGuCGjoXuSYE7wekhWS4pDIDyMdgK1tm6Bh8XXBCxxDDhTR0G0ha/Uu3gRhiaIPQMRycPlN85wcPp7OGrmOgH4LXH0MMK2ekm4ohgn5AekiGS6gycNo22GJog7a1aRX0QzUxtIHzZHTFjPRSJZKVIqrMNsfQD6HF0AbO283xudWEFM8duEcynJCqg5bB7rYNaM/q6Ac5TRgqXxNcJuQPHrorq0Gci25VPafoB8SAZLggBlk9rtov5X5IOfZFKR+Ls3OxzO0JsYlgBs9VQs65GIkIzqmqWtUPqIRkGACqKHt7Ao5KOHmKDckcUA/JMJAYHx+AAgCgq0iGgcQ0sUYo4N3xY6EjaI+tzdARAEkjGS6IBbrrof0QC1fnIud0Pf1PP3FTUMqJoKM3BLxBroexDJLhhFQdsG0a6DEcC/1AG8SCfqiRCLpMoiuW5ewNQQQ4F5EykmHP2jbQUz2eVOPOU+V4aAMPKiRBUcTtUKXjiWA21+Vsagwzs1wTKh4Pt+tAJMOllB1oPi40xBC+fl9llnburJ99C0qxH5yfiyWToDa2gaTSya3r5DGGNoghhlI8vCGJoQ1Kx9Ci2XlURzJcUtGB5vNCRwzh6/dddqH6P3i/0C+0/sGT6b4+YkioH7yeiwXebLS6DXZ3i5W9tck1wWMM/YMnxa8JnmazQ7dB4bKPHwt+DUc8jLU2dAyNMMaMBoPBYDQaOS13cX3HpgfXsvUlQ8cQ4gITOoa8fjj5xnuH/3/85iuNxtB4G+zsPLN2bOh+4FzU9Jd+w7NfwdsgwnNRW5uN304RvB8uXX7mCYWh+8F1/cPhUOPxeGytHTotuCRjzOjk8783+NnFHzot9y/ufabHX/6H4MfnG8kw4FGTyTAAoFkkw+3AbRIAAADoLJJhAAAAdBbJMAAAADqLZBgAAACdRTIMAACAziIZBgAAQGeRDAMAAKCzSIYBAADQWSTDAAAA6CySYQAAAHTWc6EDSNkzz55X+OeudzGG0PXHGkPo+qOI4dxZ9T94v7n6d3akW7ePvBa8DSKIofH6T5+Rvvo6bAz0Q5RtoK1N9Xd3G40B8TPW2tAxNMIYMxoMBoPRaFS7rGUDfJHvAU8M4esvEsO/fO3tw+8fv/mK+/ovXZYePFy9k+eLfwr94DuG0PXHEMOyNwKNx0A/LH0j8AyuCc5iGA6HGo/HY2vtsHZhNUxznO8ORqMfOS13OPxY4/E3wY/PN26TKKnIAJvtV3RfnzH4qj+GGELW77vswvWvS4Ql6dZt+sFjDKWuCTs7wWPwUn/BRNhrDJyL03LXJcLS9Jpw+oy/GBzul2oMSAvJcAkxDJyyMaQYs+vyfLRBDO0aWor94PxcLJtQFEwYS8UQQT+UPS7XbwpiaIPQMZRu0yJJc9kY6AckimTYs7YNtFSPJ9W481Q5HtrAgwoJRRRxO1TpeDy8KSjL5cyorxn/Uiq0KeciMEUynJCqA71NF4gYjoV+SLsNokhcHEm5H1w5uHS52g+6nBmtmNy3qh84F5EwkuGCGLD10H6IhqNZSc7pepy1X5H75luuTW/wQmAsg2QYSAy/+AAcEcFtJ0DKSIaBxLBGJoAjjh8LHQGQNJJhAKji3NnQESSt6YcvtFn/009ChwAkjWS4IC7c9bhqv5T7IeXYF6V8LM7OxQafbJerakK+tek2joA4F+OQ8rGkHDvcIBlOSNUB63Kgp3rRoA3iQD84boOKCbnTW20STaw5FxXFXzfoB8SAZLiEKgONwem+DWjTOM7F0uVFcF9j8DbwoWQy6rwNKiTWreyHkmJoA9d/3SgdQ8uScaSLZLikMgPHxyArW2boGHxdaELHEMMFNHQblI7Bw32NybWBj3Nxd7d4QuxpFjd0G8QQQ+j6k4vh3FkvtxrF0AZID8lwBf2DJysH0brtvuuPKQafUmgD30Kfi7M61m0P2g9bm820wYpE03sb7O4W6wePK5FEcy6umG0Mfi4eP9ZIG0TRD2u2+7znPoZrAtJirLWhY2iEMWY0GAwGo9EodCjokJNvvHf4/eM3XwkYCQDAteFwqPF4PLbWDkPGMc1xvjsYjX7ktNzh8GONx98EPz7fmBkGAABAZ5EMAwAAoLNIhgEAANBZJMMAAADoLJJhAAAAdBbJMAAAADqLZBgAAACd9VzoAAAAANBexpgLkjYkPZL0gqSepOvW2knF8k5Jui7phKQvspcrl0cyDAAAAC+MMVck7cw/uMMYM5A0MsYMyyawWWJ9U9KGtXacvXZK0juaJtylcZsEAAAAnDPG9CTd0XQW91CWxI41TWDLlHdK0j3NJcKZG5KuVI2TZBgAAAA+vJp9/WjJtndVPoG9KenuQiIsTW+VWHytMG6TqOig/4OV2/sHT4LGELr+GGJoov51Mei1t/3Xf+my9ODh8o3nzqr/wfv+Y4i8H0Kfi9raVH93N2gMjbTBzo5063bYGDgXdXD6jPTV18s3duRcjCUGaEPSJOdWiH1pehuFtfbuuoKy2yMuSLq4uM1au10nSGaGK1iXBBbdp07968ovsk/dGFzs4zOGJtrA9zEWiSE3EZakBw/9tsHOThL9EPpc1K3bUbTBwekzXmNYlQgf7uNRKufiwc6O1xhyE2HJ/7l46XIy/YBGnNfTD7gtmmRfXy5Y1izh/cgY0zPGXDHGXM1unaiFZLikMgPIx2ArW2boGHxdcELHEMOFNHgbrJkFbCQGzsVyZX719fQvCQFjoB9Uatz4isHbNWHVm/MmYojgXGyhM8aY0bJ/BX6252gfaTorLEmnJF3V9LaIn0u6boy5WbCMpUiGS6gycNo22GJog7a1aRUx9IOvX+g+xXAu+pwVLKREslJEldnmGPohtBjagGtCmudOgiY5r89mjE8ULKeXff1Ta+1b1tp9a+0ku0XifJ2EmGQ4IVUHLYPdbRvQntXRD3KaMFS+JricHV71J/mIcS66VfVNHv2QhE+stcNl/xyV3yu5/70lr70r6Wq2ZFtpJMMFMcjqcdV+KfdDyrEvSvlYOBflfHa4Clcz5Cn3Q8qxPyPBWeGZVvVDnHo5r89mhCdlCrPW3l/y8mwliQtLtq1FMgwAaF7CyVNsSOYQsUmBffI+YLdov8A+RT+MdwTJMJCY4PecAgBQzEeafuBtmdnrRT6IJ2Wzv9mDPPIUSZifQTIMJKaJNUIB744fCx1Ba7BmLiJ2Z8W2WTK87LaHZWb3Ci9LrnvZ1w8LlnUEyXBBXGzqcdV+9APq4lyMQ//TT9wUtLXpppwQzp0NHQHEWPbs59L0wRpLtm1Ium+tfWY2d9nawdbaPU1vu1h2X/BFSftFHt6xDMlwQqoOWAa6W/RDJG3AzGIc/RBY5b+UOEyiK/dDA0+HbArnIpbJnjy3LenG/OvZqg+nNE2ItbBtJOlRzsoQG5J25pPlbL9Xl5VVFMlwCVUGbdsGeqrHk2rceTgXHc4s1lEhoWpdPyR6LrbtdqNU+8GlSsfD7Lx32YzutjHmjjHmmjHmhqYJ8jDnMc33Nb3395lt2UoSP5F0IyvvTlbWD62148X9iyIZ9sjHhaZsmW2MIXT9vsosrUwi5uFPySn2g/NzsWRC1cY28FWmz/pjaAMvbVbmryVcE6b7t2h2PmbW2vvW2o3sYRnXrbXbOYmwsu0vLbt9Its+zsqa/cstqyiS4ZKKDjSfvxyIIXz9vssuVP/ubqEY+gdPvM2CJdMPx4/5PRcLJBbB2yCGGLY2uSZ4jKH/6SdcE4qWfe5s8Gs44vFc6ABSND+AFtd3bGpwzepZtr5k6Biarj+GGHL74Y33gsXQeBvs7BxdO/b4scZuZQjeBru7UpZcBO+HS5ePPlRja7OxWwKC90PE14QmE6/QMeReE86dbWwmNnQbIC3GWhs6hkYYY0aDwWAwGhVdzg6o7+RcMvz4zVcCRgIAcG04HGo8Ho8dPpq4kmmO893BaPQjp+UOhx9rPP4m+PH5FuVtEsaYK9mnCQEAAABvorlNwhhzU9PnVH+his+WBgAAAMqIJhm21m7Pvs9mhXvhogEAAEAXRHmbBAAAANAEkmEAAAB0FskwAAAAOiuae4ZdWbEKxZlGAwEAAED0WpcMAwAAdM7n30j/k+NVaT93W1ysWpcM5y0Mnc0YDxoOBwAAABHjnmEAAAB0Vq2Z4RqzrRvW2rt16o7B4jPPpeafe04M4euPIYaDnR3p1u1g9Uvh22BpDMePqf/pJ83Vf+my9ODhkdeCt0EMMWxtqr+7G65+RdAGDcfANSEnhnNn1f/g/UZjQPxqJcNtf1Z1nmUDfNk2n4O+SAyh6o8hhibqLxTDa2/7rf/0Gemrr/Prl7xf/KPuh6++5lxsKIZlydehW7d1kG2jH8K3ge83J6HbYGUMDx42FgPSwW0SJa1LAqvu6yOG0PXHEIOv+n2XXbj+nET4iLmLv5cYHO6XYgxl6j/Y2Qkeg5f6L13OT4SbioFzsXi5t24Hj8Fb/Ts7wWNAekiGS4hh4JSNIcWYXZfnow1iaNfQUuyH0Odi0YTRZwxezt2FW0PWxnDpstPqY2iD0DH4eqNVKoYI+qHsGONaDineZLgn6UToIFxo20BL9Xhcxh1DG1SJIYq4Hf7CjuF4qkg17jyVjqdk8uzDwWl3S8+7Tu4rqfBGi3MRmIomGTbGXDPG3Mk+lHdKUs8Y8yh77Ubo+GJQdaC36QKR8rGkHPuiysfiYWa0rBhm0FzhmlAjqS1yi1FRFZP7VvUD5yISFk0ybK19y1q7Ya0dWmtN9u+l7LXroeNjwNZD+yEajhJyzul6nLWfy6Q2UW16gxcCYxnRJMMAiuEXH4AjIviLC5AykmEgMU2u1wogAcePhY4ASBrJMABUce5s6AiSxhqv7jT5YBmgjUiGC+LCXY+r9ku5H1KOfVHKx+LsXIzhKVYVE/KU+29RyseScuyLKh9LBLPabeoHVEMynJCqA9blQE/1okEbxIF+cNwGMSTkW5uhI6iEc1FR/HXD5ax2sv2A4EiGS6gy0FwPzhQHO23gXpLnYgy/eEO3gQ8lk1HnbVDhHvZW9kNJMbSB6zdTpWOI4I1UiucO3CMZLqnMwPE1yELHELr+GGKI4QIaug1KlXvurJdZzKTawFMM/d3dwklFW9sghhhC159cDFubXj4MHEMbID0kwxX0D56sHETrtruKYd12nzHQBs0cY90YGuuHFbO+/YMnXv+cv/YYtzYbaYOQ/dDf3S00HnwK3QazOla9MQh+TejAuTirY9W9wP2DJ15XxYmhDZAWY60NHUMjjDGjwWAwGI1GoUNBh5x8473D7x+/+UrASAAArg2HQ43H47G1dhgyDmPMaPCiBqOrbssd7knjzxX8+HxjZhgAAACdRTIMAACAziIZBgAAQGeRDAMAAKCzSIYBAADQWSTDAAAA6CySYQAAAHQWyTAAAAA6i2QYAAAAnUUyDAAAgM4iGQYAAEBnPRc6gFQd9H+wcnv/4EnQGELXTwyZ194OW7/Ct0Ej9e/sSLduh41hVT9sbaq/uxs0hkba4NJl6cHDsDEEboMYYlh5Lh4/pv6nnwSNoSvXBKSDmeEK1iUfRfepU/+68ovsUzcGF/ukHIPvNi4ag4t9Ktd/6XIc5+KKX3qH+3i0tvxbt4Ofi430w4pE+HAfX/Xv7ETRBoVi2NnxGsNKX33ttw1On4miH0JfE5AWkuGSygwgH4OtbJmhY/B1wQkdQwwX0uBtsLOzNvnxHgPnYvlrwukzQWPwNnbWJD++YyhVZolYfcXgpQ0uXZa++jpsDDGci0gOyXAJVQZO2wZbDG3QtjatIoZ+8PUL3acYzkWfs4KFlEhWiojhXEzxmhBDGzhvtxJvjn2oMrZSPHfgHslwQqoOWga72zagPaujH+T0TUTla8Kly85iSBXnoltV3+Q5bbsE36AjDiTDBXGxq8dV+6XcDynHvijlY+FcVPAZPMndDHnK/ZBy7M9IOBFtVT+gEpJhAEDzEk6eYkMyB9RDMgwkJvg9pwAAtAjJMJCYJtarBbw7fix0BK3BmrlAPSTDBXGxqcdV+9EPqItzMQ7OHvywtemmnBBSjr1FGMsgGU5I1QHLQHeLfoikDZhZjKMfAqv8lxKHiWjlfmjRX3k4F5EykuESqgzatg30VI8n1bjzcC5WnFl0nUBXSKha1w+JnottSkSldPvBpUrHw+w8RDLslY8LTdky2xhD6Pp9lVlamYu4hwt+iv3g7E/zs/JKJlRRtEHoGDzM6CfXBp5i0LmzQeuPoQ1Kx9CyN0WohmS4pP7Bk0KDzWeyVLTsNscQun7fZReqf3e38Lno64KfTD+cO+v3XCzwZiN4G0QQQ//gifM3JEfqL5Boh24DnzH0P3if309Fy97aDH4NRzyMtTZ0DI0wxowGg8FgNBo5LXdxfcemB9ey9SVDxxDiAhM6hrz6T77x3uFrj998JUgMTToSw9Zm47MuB6fPHHnccPA2CBDDwc7OkTV8u9gGz8Rw7qz6H7zfbP2XLh95uEnwNoghhhDXBM9tMBwONR6Px9baodOCSzLGjAYvajC66rbc4Z40/lzBj8+350IHkLrQ7yxD108McdRPDFn9nmYdS8UQug12d6XAf/oN3QYxxNB08r00BvoheP1IA7dJAAAAoLNIhgEAANBZ3CYBAACQuH/+5qRu/sP/7LjM/1HSY6dlxoiZYQAAAHQWyTAAAAA6i2QYAAAAnUUyDAAAgM4iGQYAAEBnkQwDAACgs0iGAQAA0FmsM1zD4jPPpeYf/UgM4euPIYaDnR3p1u2jL25tTh/N21QM9EPw+qON4dzZRh9PHGUbNBzDwaXL0oOHR1/kmhAkBsSPZLiCZYNr2TafA65IDKHqjyGGJuovFMNrbwerX7du6yBLkDvfD55jKHRN8JyIBG+DZW/IZh48jKYfunwuHl4TPL85Cd0GscSAdHCbREnrksCq+/qIIXT9McTgq37fZbuuv639cLCzEz6GouXeuj2drQsYg9c2yEuEm4whYP0xxFC43Lk3J6FiaPM1AekhGS4hhoFTNoYUY3Zdno82iKFdQ4uhH4omYL5iKF3e4p+tA8QQw7nr+k1BDG0QOoaDnR2n5VWKIYJ+CH1NQJpIhj1r20BL9Xhcxh1DG1SJIYq4Hf7CjuF4qkg17jyVjsfDm4KynF4TPM34l1IyCZQ4F9EcY8wFY8xNY8w1Y8yN7Puey7LrlEEynJCqA71NF4iUjyXl2BdVPpYKv7Bdi2EGzRWuCZEcS8XkPorYHUn5XGzTNSFGxpgrkm5Ya7ettW9Za69Luilp5CghvlO3AJLhgmIYsCmj/RANRwk553Q9tJ87JHM1RfAmva2yZPeOpOvzr1trx5LGkt6pWf4NSb06ZUgkw0By+MUH4AiSOcTr1ezrR0u2vSvpStWCjTEXJH1Y9efnkQwDiWlynVAACTh3NnQEQJ4NSRNr7WTJtn3p8DaKKi5aa+9WDWweyXBBrEcI4IitzdARJI1rqjtNPtCklY4fCx1Bm52X9EXOtkn29eWyhWa3RzibGSIZTkjKvzxcxU4bxCHlY3F2LsYwQ18xIU+5/xalfCwpx76o8rFEMKvd//ST0CHE7owxZrTsX4Gf7Tna55AxZiDpw5zZ5kpIhj2L4WLnMoYYjqcK2kBRzH7QD47bIOGEPDTORUXRdy5ntZPth/ab5Lw+mzE+UbK8bVe3R8yQDJcQw0ArG0OKMTddXoqqtIHr2Y/SMcTwi7eF52Loa0KVhLyN/VD2zWYMbeD6zRTXhNb6xFo7XPbPUfm9ojsaY65pYWUKF0iGSyozcHwNsqLlhq6/zTHEcAEN3Qalyt3a9DKLmVQbRBBD6PrbHEP/008KJ8RtbYNS5bb4moBn9HJen80IT4oUkt0ekfdhvFqec11gF8wGUN46mU0MsP7Bk5XrdPqOIZY2CBnDuvqbELoNZnUc7OzkLu8Uuh+6cC7O6sg9F8+d9f4hq1jaIGQMs7++5PaDpwTwSAyR9MPBpcu5DyPpwjUBhyYF9sn7gN2ibWvtdo1YcpEM1xB6QIWunxgK1P/Ge+FjaKL+3V0p8P2rodsghhhC108McdQfQwwxrHARug0gabq+8IWcbaeyr2s/iJctv3beGJP3tLlXjTEnJMlau1E2SJJhAAAA+HBH65Ph++sKyT4w98yH5rIn3F2R9PM6s8bcMwwAAAAffi7lPlhjQ9J9a+3+4gZjzKkl+3tDMgwAAADnsg+7bUu6Mf969mG4U5omxFrYNpL0KNtnndmH8Golz9wmAQAAAC+stXvGmP3sft8PJb2g6QoTw5yVIe5n25dtk3SYTO9ImiXMF4wx9yTtV7ldgmQYAAAA3lhr76vAvcHZvte1Zi1ha+1YS2aVq+I2CQAAAHQWyTAAAAA6i2QYAAAAnUUyDAAAgM4iGQYAAEBnkQwDAACgs1haraKD/g9Wbm/imeirYghdPzFkXns7bP0K3waN1L+zI926HTaGVf1w/Jj6n34SNIbgbRBDDFub6u/u+q0/9nMxghgaqf/SZenBw6AxIB3MDFew7kJTdJ869a8rv8g+dWNwsU+d+lOJwafgbXD6TBzn4ork43Afj9aW/9XXwc/F1l8TdnbWl3/rdhTn4sGly35jcLBPnfqjOBdXJMKH+wAZkuGSygwgH4OtbJmhY4jhghO6DXwJ3Q8HOzvSV1+HjSGCczF0DFwTMmuSUN8xlCrzwcPp+AkYg5c2OH2m3P5tPReRHJLhEqoMnLYNthjaoG1tWkUM/VAm+YhFDOeiz1nBEGI4F5O8JjgePzH0Q5k3xz5UeYOR5LkD50iGE1J10DLY3bYB7Vntl45EP0ha++fbMipfE0rO4LUR56JbMVwTUnyDjjhElQwbY64YY24aY+4ZY0bZ973QcUlc7Opy1X4p90PKsT8j4V86nIsKPoMnVU+enikn4X5IOfZncE1AwqJJho0xNyTJWrttrb0o6SeSzkv6zBhzKmhwQER83GsINC7h5Ck2JHNAPVEkw8aYgSRZa+/OXrPWTjRNiHuS7gUJDAAAAK0WRTIsaVvSu4svZgnxfUmnZgkz0HW+10kFGnHubOgIWoM1c4F6YkmGz0sa5SS847l9guFiU4+r9qMfInH8WOgIKuNcjEP/g/fdlJNyP2xtho4ASvwcghOxJMP3JU2yf8hRdcAy0N2iH1T5aWpO24CZRc7FOhwmopX7oUV/5eFcRMqiSIattdettc9ba/eXbJ7NFn9UpKxsFYpn/kmqvZZQlUHbtoGeahvEEINLqfaDS5VmFh0n0PRDum3QpkRUSrcfXKp0PMzOQ5Ekw3myVSQuSLprrR2v2z82Pi40ZcuMIYbQ9bexDSSVuojH0AZRxODoT/NHlLhlJIo2CB2Dhxn95NrAUwxcEyrE0LI3RajGWGtDx5Arm9HtSRpmH6arVdZgMBiMRiMXoa1dysZ3slRkKZ3QMYSuP4YY/uVrbx9+//jNV4LEELoNoohha9P7Lz36IYI2uHR57UNNQreBzp3186asRAzB2yCGGBxdE4bDocbj8dhaO6xdWA3GmNH3T31v8Cd//cdOy/27P/97/Wb/t8GPz7fnQgeQJ1t3uCcHibAPs4G8OOCamjGcr2c+hiZnLGNtgxhiOHz9jfcai+Hg9JmnD1M4fqzyfb1V65ciOBd3do6sXxt8PDSQ+CzWvxhDkDZYSEobG49zbX2kHxp4M3QYQ6znIteExmNAOmrNDGczt1WWPNuYX1N4SblXJO1I+omrRNj1zDBQxMm5ZNjXzDAAIAxmhtuh1sywj8YxxlyQtN32hgcAAEB4UX2ALltnePY45vnXe8aYq4HCAgAAQEtFkwxnK0dsW2s3lmy+IGnZsmsAAABAZVF8gM4Y05N0T9K+MebO3KZe9vW8JG6bAAAAgFNRJMOSfiHpVPZvqZwHcgAAAACVRZEM82E5AAAAhBDNPcMAAABA00iGAQAA0FkkwwAAAOgskmEAAAB0VhQfoEvV3t7e0tevXm3u+SDLYghdfwwxNFl/DDHQD3HEQD/QBrHEQD/EEwPiZ6y1oWNohDFmNBgMBqPRqHZZeReZRT4HXJEYQtcfQwy+L3rrYvjZfv/w+8dvvtJ4/TNd7wffMdAPtEEsMdAPzbbBcDjUeDweh14Vyxgz+v6p7w3+5K//2Gm5f/fnf6/f7P82+PH5xm0SJRUdZGX39RFD6PpjiGFvby94DL6k1g++6o8hBh/7+oghdP0xxOBz3IaOgX6Iow2Qnk7NDP+nf/jS4MX/5n8JHQoAAGiBz/+3/0H/368fBZ85ZWa4HmaGAQAA0FkkwwAAAOisTq0m8S/639eo4oeY6txb5OqDAsQQvv6yMcx/gO4vTh0E74fQ9bcphtD1E0Mc9ccQQ+j6uxzD8N6/1vjXlatFJJgZBhLDhz4AAHCHZBhIDGtkAgDgDslwQSQgAOAO11R3aEugHpLhhKR8wXMVO20Qh5SPhXMx7dgXpXwsKce+KOVjSTl2uEEy7FkMg8xlDDEcTxW0QRzoh/a1QQwxVNG2fkgV/YAYkAyXEMNAKxtDijE3XV6KqrQB/dDONuCaEMcxlRVDG4SOIYZ+iyEGhEcyXFKZgeNrkBUtN3T9bY4hhgto6DaIIYbQ9acWQ+j62xxD6PpTiyF0/T5jQHo69TjmwWAwGI1GzsrMW+KqqQG2aomt0DE0eZEJHcOq+k++8d7h/x9XXOO6bgxNCR1D6PpjiIFrQhwxhK4/hhi6ci4Oh0ONx+Pgjyvmccz1kAwDHjWVDAMAmkcy3A7cJgEAAIDOIhkGAABAZ5EMAwAAoLNIhgEAANBZJMMAAADoLJJhAAAAdBbJMAAAADqLZBgAAACdRTIMAACAziIZBgAAQGeRDAMAAKCzngsdQKr29vZWbr969WrQGELX35UY1tUv9b3WXyQG+qEbbbAuhtD1dyWG0PUTQxz1Iy3GWhs6hkYYY0aDwWAwGo1ql7U+AZryNdiK1h9DDKHrDx3Dz/afJsOP33wlSAwS/RBLDKHrjyGG0PUTQxz1xxCDi/qHw6HG4/HYWjusXVgNxpjR9099b/Anf/3HTsv9uz//e/1m/7fBj883bpMoqcxAL7OvrzJDx+Cj/rJCt4EvofshtXPRF/qBNkgxhtD1xxBDDNcPxIFkuIQqA6dtgy2GNmhbm1YRQz+kKIZzsW39QBvEgX6gDVAdyXBCqg5aBrvbNqAf4miDNrVnVTH0Q6o4F93iXETKSIYLYsDW46r96AfUxbkYB/oh7djbhH4AyTCQGC7cAOZxTQDqIRkGAABAZ5EMA4lhfUwA87gmAPXw0I2Crl69yp+ianB1saYfUBfnYhzoB8SiLW8mvv3df6Z/9w//ynGZ/0bSb52WGSNmhhNSdcC2ZaDHgn6gDWJBP1Tnsg3oB9oAaSMZLqHKoG3bQE+1DWKIwaVU+8GlGI6HfqANYkE/tO942sQYc8EYc9MYc80YcyP7vlexrCvZz98zxozqlDVDMuyRj4FZtswYYghdfxvboGwMMbRBW2MIXX8MbZBau8bQBqm1mY8y2xoDjjLGXJF0w1q7ba19y1p7XdJNSaOySawx5oYkZWVdlPQTSeclfWaMOVU5Rmtt1Z9NijFmNBgMBqPRyEl56+5R8z3AitwjFzqG0PXHEMPP9vuH3z9+85UgMYRugxhiaOIXXugY6Ic02iCGGELXH0MMruofDocaj8dja+3QSYEVGWNG333xjwY/fv1vnJb7y3f+TN98/o+Vjy9Ldr+UdNFae39h2x1JstZuFCxrIOlPs2R6WR371tqXKsVJMlzP/IAL9Q6TGMLXnxfDyTfeO3zNVzK8rP75GJoUaz90qX5iiKP+GGLgmuA/BpLhtXFd1XQW+Hlr7WRh2xVJd6y1pmBZNyXdtNaOl2y7J+mCpOGy7WvLJhkG/GkyGQYANItkeG1c9ySdt9Y+v2TbQNJI0oa19m6BskaSBlqS8Ga3T1yTtG2tLb28DPcMAwAAwIfzkr7I2TbJvr5csKz72c9MVu9WHusMAwAAIM+ZbFb2GQVmjHvKT4bn91kru1f4es7mQfb1oyJlLWJmGAAAAL5Mcl6fJckn6hSerSJxQdLdKvcLS8wMAwAAIN8nnu+J7tX8+TuS9iW9XrUAZoYBAADgSy/n9dmM8KRqwdkH53qafqiucjkkwwAAAPBhUmCfdfcUL5UtzTZbTq1IPblIhgEAAODDR5Lyngw3e730mrfGmAuaLqNWOxGWSIYBAADgx50V22bJ8P0V+zwjW5949jjm+dd72UM+SiMZBgAAgA8/lw5vaVi0Iem+tXZ/cUO2QsQzste3cx7hfEHTD9KVxmoSAAAAcM5aOzHGbEu6IenwKXPZ7O4pSc+sUjF70pwx5siT5owxPUn3JO0bY+ZnnHvZ1/PLyiuCZLiGxee+zzT5/PVlMYSunxjiqD+GGELXTwxx1B9DDE3WH0MM9EMcbQDJWrtnjJklsB9KekGrV4C4n21f3PYLTRPovHuQtWyWuQhjra3yc8kxxowGg8FgNCp9n/Yz8gbYIp8DrkgMoesnBuln+/3D7x+/+Urj9c+E7ofQ9RNDHPXHEIPvRCh0DPRDs20wHA41Ho/HntfhXcsYM/rui380+PHrf+O03F++82f65vN/DH58vnHPcElFB1nZfX3EELp+YvArpTYIXT8xxFF/DDHs7e1FEUPI+mOIIXT9PmNAekiGS4hh4JSNIcWYmy4vxRiq1B+6H0K3mY8YUjymFGNuurwmYqAN0owZ7UQy7FnbBlqqx+My7lTbIAb0Q7px50n1eDgX44ibfkAMSIYTUnWgt+kCkfKxpBz7opSPJeXYF3FNSPtYUo59UcrHknLscINkuCAGSz20H9qGc7oe2s8d2hKoh2QYSAy/+AAAcIdkGEgMa2QCAOAOyXBBJCAA4A7XVHdoS6AekuGEVL3gxXChdBVDDMdSVcqxL0r5WDgX0459UcrHknLsi1I+lpRjhxskw561bZClejwu4061DWJAP7SvDWKIoYq29UOq6AfEgGS4hBgGWtkYUoy56fJSVKUN6Id2tgHXhDiOqawY2iB0DDH0WwwxIDyS4ZLKDBxfg6xouaHrb3MMMVxAQ7dBmXKvXr0avB9Ct0EMMYSuv80xhK4/tRhC1+8zBqTHWGtDx9AIY8xoMBgMRqORszLzlrhqaoCtWmIrdAxNXmRCx7Cq/pNvvHf4/8dvvhIkhqaEjiF0/THEELp+YoijfmJorv7hcKjxeDy21g6dFVqBMWb03Rf/aPDj1//Gabm/fOfP9M3n/xj8+HwjGQY8aioZBgA0j2S4HbhNAgAAAJ1FMgwAAIDOIhkGAABAZ5EMAwAAoLOeCx3APGPMNUkvSZpIOiWpJ+m6tXYcMCwAAAC0VDTJsDHmpqQb1tr9udeuSRoZYzastXfDRQcAAIA2iuI2CWPMQNJVSVcWNs0WCXyn2YgAAADQBVEkw3Nemv+PtXaSfdtrPBIAAAC0XhS3SVhrx8aY5+eSX0mSMeZU9u395qMCAABA20UzM7yYCGeuL3wFAAAAnIliZniRMaYn6VVJFyQNy6wmYYzJe97yGQehAQAAoEWiS4aNMTc0vUf4vKSbkvZX/kAge3t7K7dfvXo1aP0xxOC7/hhiWN8Pfa/1F4mBfqANmqifGOKonxjiqB9pMdba0DHkypZW25G0Ya2tdd+wMWY0GAwGo1HexHFxRRJRyd9gK1p/DDGErj90DD/bf5oMP37zlSAxSPSDzxhC159aDKHrJ4Y46m9LDMPhUOPxeGytHdYqqCZjzOi7L/7R4Mev/43Tcn/5zp/pm8//Mfjx+RbNPcPLWGvfkvSFpHvZrRPBlRlkZfb1VWboGHzUX1boNvAldD+kdi7GIIY2CB1D6PqJIY76Y4kBkGomw8aYkTHGVvi3uJ7wKrP7hYP/TaPKIGvbwIyhDdrWplXE0A+hxdAGMcQQGm0QB/qBNkB1te4ZdjVtboy5I2mg6YflJgubZ/cMv+yirpRVHbR7e3udvz/KZRvQD7RBLOiH6mK4JrQJ52J4L/3z/6P/43/9b52W+dN//rV+6bTEOMVym8QVSacknViybbbW8IfNhfMsLnb1uGo/+gF1cS7GgX5IO/Y2oR8QSzJ8V9JFa+2ylSMGc/sAnceFG8A8rglAPbEkw69L2p574pykw2XWTknazkmUAQAAgMqiSIattRNr7YamCfHN7N8dTRPhl6y1vO0FMtxfB2Ae1wSgniiS4Rlr7XVr7Xb2byP7F8WMMBebely1H/2AujgX40A/IBacQ4gqGcZqVQcsA90t+oE2iAX9UJ3LNqAfaAOkjWS4hCqDtm0DPdU2iCEGl1LtB5diOB76gTaIBf1AG6A6kmGPfAyysmXGEEPo+tvYBmVjiKEN2hpD6PpjaIPU2jWGNggdQ+j6Y4kBkCRjrQ0dQyOMMaPBYDAYjUZOylu3lI3vAVlkKZ3QMTRxUQodw7r6f7bfP/z+8ZuvBIkhdBvEEAPnYhwx0A9xxBC6/hhicFX/cDjUeDweu3oIWVXGmNGPv/Odwd/+wR86Lfen//Rr/fLbb4Mfn28kww7MBl3Id6Shn+ITSxuEjGFZ/SffeO/we1/J8LoYmhY6htD1xxBD6PqJIY76icF//STD7UAyDHjUdDIMAGgOyXA7cM8wAAAAOotkGAAAAJ1FMgwAAIDOIhkGAABAZ5EMAwAAoLNIhgEAANBZJMMAAADoLJJhAAAAdBbJMAAAADqLZBgAAACd9VzoAFI2e975oiafv74shtD1E0Mc9ccQQ+j6iSGO+rsWQ+j6Y44hdP1Nx4A0GGtt6BgaYYwZDQaDwWg0ql1W3gBb5HPAFYkhdP3EIP1sv3/4/eM3X2m8/pnQ/RC6fmKIo35iiKP+GGIIXb+rGIbDocbj8dhaO6xdWA3GmNGPv/Odwd/+wR86Lfen//Rr/fLbb4Mfn2/cJlFS0UFWdl8fMYSunxj8SqkNQtdPDHHU3+YY9vb26IcS5Yau32cMSA/JcAkxDJyyMaQYc9PlpRhDlfpD90PoNvMRQ4rHlGLMTZfXhDa2AeciUkUy7FnbBlqqx+My7lTbIAb0Q7px50n1eDgX44ibfkAMSIYTUnWgt+kCkfKxpBz7opSPxVXsMbQB14S0jyXl2BelfCwpxw43SIYLYrDUQ/sBmMc1wR3aEqiHZBhIDL/4AABwh2QYSAxrZAIA4A7JcEEkIPXQfgDmcU1wh7YE6iEZTkjVC16bLpQpH0vKsS9K+VhcxR5DG3BNSPtYUo59UcrHknLscINk2LO2DbJUj8dl3Km2QQzoh3TjzpPq8XAuxhE3/YAYkAyXEMNAKxtDijE3XV6KMVSpP3Q/hG4zHzGkeEwpxtx0eU1oYxtwLiJVJMMllRk4vgZZ0XJD108MfqXUBqHrJ4Y46m9zDKHrTy2G0PX7jAHpMdba0DE0whgzGgwGg9Fo5KzMvCWumhxgy2IIXX/XYlhV/8k33jv8/+M3XwkSQ1NCxxC6/phjCF1/12IIXX/MMYSu33UMw+FQ4/F4bK0dOiu0AmPM6Mff+c7gb//gD52W+9N/+rV++e23wY/PN5JhwKOmkmEAQPNIhtuB2yQAAADQWSTDAAAA6CySYQAAAHTWc6EDAAAAQHsZYy5I2pD0SNILknqSrltrJyHLmiEZBgAAgBfGmCuSduY/hGeMGUgaGWOGZZJYl2XN4zYJAAAAOGeM6Um6I+n6/OvW2rGksaR3QpS1iGQYAAAAPryaff1oybZ3JV0JVNYRJMMAAADwYUPSJOf2hX3p8NaHpss6gmQYAAAAPpyX9EXOtkn29eUAZR3RpQ/Qnfz44481HLb6ISqIzOcHvzn8fnjvXweMBADg2scffyxJJwOHIUn6t//xP+qn//Rr52VKOmOMWfr43gJPpuspP4Gd36cIl2Ud0aVk+Le/+93vNB6PH4cOJKAz2ddPgkbRUWO31yiJ/mwb+rNd6M/2WNWXJyX9trlQcn3y763VL7/91kfZJ2v+/CTn9VlieyJQWYc6kwxba38YOobQZu/s2v6M8a6gP9uF/mwX+rM9UuhLa+1/HTqGGnqhy+KeYQAAAPjSy3l9Nos7CVTWIZJhAAAA+DApsM+6+4B9lHUEyTAAAAB8+EjSqZxts9eXfjjPc1lHkAwDAADAhzsrts0S2PsByjqCZBgAAAA+/FzKfRjGhqT71tr9xQ3GmGUzwJXKKsJYa6v8HAAAALCSMeaqpOvW2pfmXhtoOtM7XHyiXLZ6xyDbNq5TVlGdWVoNAAAAzbLW7hlj9o0xdyR9KOkFTVeFyEte72fbn9lWoaxCmBkGAABAZ3HPMAAAADqLZBgAAACdRTIMAACAziIZBgAAQGeRDAMAAKCzSIYBAADQWawzDBljrkl6SdM1/U5pumbf9cXFrpGG7Ok8FzXtyxOaPs/9ep01GBFe1q871tph6FiQzxhzQdOnYT3S0zVQGX+JYtx1A8lwxxljbkq6Mf8Iwyw5HhljNqy1d8NFh7KMMTckfWit3c7+35P0C0mfGWOGVR9ViTCy8XlC0heSLgQOB2ssS5yyp2ONsvE3CRYcCmPcdQ8P3eiw2UVa01mLt+Ze70n6UtLEWvt8oPBQUtaff2qtvb7wek/T/tyff4Ql0pI9orRHH8ZpbpxdtNbeX9h2R5KstRsBQkMNjLtu4J5hSNNbJA7NzV70Go8EdWxLenfxxaw/70s6lSXMANx7Nfv60ZJt70q60mAsAEogGe6w7J7g52d/Up8xxpzKvr3/7E8hYuc1/XPssoR3PLcPAPc2NP1r2mTJtn3p8DYKAJEhGe64nAv39YWvSMN9TT8EOQkbBtBJ5zW9x3SZSfb15WZCAVAGyTAOGWN6xpirmn5gYMhqEmmx1l631j6f8yG52Wzxsj/hAqiv52gfAA1jNQlIOlyFoKfp7MZNZX/WQ/qy214uSLrLGxzAq0nO67MZ4xMNxQGgBGaGIelwVnF7bkmgz7L1MpG+O5q+uXk9dCBAx/VCBwDgWSTDeEa2zNoXku5lywUhUXMz/qxxCvjXy3l9NiM8aSYMAGWQDCfIGDMyxtgK/8p8knn25/SrPo4BT/nqz2z77P7vSSMHg6bGJ+IzKbBP3gfsAATEPcMJcvVYyGwh+IGWJ0uze4b59LNnPh7zmd3isu2jbKxGm3fWR8p/WtlsucpRQ7EAKIGZ4W67oulFetmHOmYX7w+bCwcuZOsMb1trLy68PlstBIB7d1ZsY+12IGIkw912V9NHh65aiutug/GgpmzliO2cx75eEKuEAL78XMp9sMaGpPs511oAgXGbRLe9LukdY8z+/EU6+9DVLKni4p2I7MOO9yTtZ7fAzPSyr+cl8Sf8dPXE0lzRstZOjDHbkm5obhIh+0vNKTH2UtUT4671jLU2dAwIbG7FAenpoL9OIpwWY8xIT2f0l7LWmobCgQPGmGua3rd/Sk/7dl/TD7juW2t5SmRkZvfra3qL2QuaXluv8yHWdDDuuodkGAAAAJ3FPcMAAADoLJJhAAAAdBbJMAAAADqLZBgAAACdRTIMAACAziIZBgAAQGeRDAMAAKCzSIYBAADQWSTDAAAA6CySYQAAAHQWyTAAAAA6i2QYAAAAnUUyDAAAgM4iGQYAAEBnkQwDAACgs0iGAQAA0FkkwwAAAOis/x8tRjJ5YqzKzQAAAABJRU5ErkJggg==", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 265, - "width": 353 - }, - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 265, - "width": 350 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "n_tiles_per_pt = grid.n_tiles_per_pt(gr)\n", - "pos_start = gr.cum_n_tiles()[:-1]\n", - "is_null_per_arm_gridpt = np.add.reduceat(is_null_per_arm, pos_start, axis=0) > 0\n", - "\n", - "plt.title('Is null for arm 0?')\n", - "plt.scatter(theta[:,0], theta[:,1], c=is_null_per_arm_gridpt[:,0], cmap='Set1')\n", - "plt.hlines(logit(0.1), -4, 2)\n", - "plt.vlines(logit(0.1), -4, 2)\n", - "plt.xlim(np.min(theta[:,0]) - 0.2, np.max(theta[:,0]) + 0.2)\n", - "plt.ylim(np.min(theta[:,1]) - 0.2, np.max(theta[:,1]) + 0.2)\n", - "plt.colorbar()\n", - "plt.show()\n", - "\n", - "plt.title('Is null for arm 1?')\n", - "plt.scatter(theta[:,0], theta[:,1], c=is_null_per_arm_gridpt[:,1], cmap='Set1')\n", - "plt.hlines(logit(0.1), -4, 2)\n", - "plt.vlines(logit(0.1), -4, 2)\n", - "plt.xlim(np.min(theta[:,0]) - 0.2, np.max(theta[:,0]) + 0.2)\n", - "plt.ylim(np.min(theta[:,1]) - 0.2, np.max(theta[:,1]) + 0.2)\n", - "plt.colorbar()\n", - "plt.show()\n", - "\n", - "plt.title('Tile count per grid point')\n", - "plt.scatter(theta[:,0], theta[:,1], c=n_tiles_per_pt)\n", - "plt.colorbar()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 4.44 s, sys: 315 ms, total: 4.76 s\n", - "Wall time: 3.39 s\n" - ] - } - ], - "source": [ - "%%time\n", - "rejection_table = binomial.build_rejection_table(n_arms, n_arm_samples, fi.rejection_inference)\n", - "np.random.seed(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 8.09 s, sys: 6.2 s, total: 14.3 s\n", - "Wall time: 4.85 s\n" - ] - } - ], - "source": [ - "\n", - "%%time\n", - "typeI_sum = np.zeros(theta_tiles.shape[0])\n", - "typeI_score = np.zeros(theta_tiles.shape)\n", - "accumulator = binomial.binomial_accumulator(lambda y,n: binomial.lookup_rejection(rejection_table, y))\n", - "for i in range(sim_size):\n", - " samples = np.random.uniform(0, 1, size=(1, n_arm_samples, fi.n_arms))\n", - " chunk_typeI_sum, chunk_typeI_score = accumulator(theta_tiles, is_null_per_arm, samples)\n", - " typeI_sum += chunk_typeI_sum\n", - " typeI_score += chunk_typeI_score" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 281, - "width": 385 - }, - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 281, - "width": 387 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "plt.title('Type I error at grid points.')\n", - "plt.scatter(theta_tiles[:,0], theta_tiles[:,1], c=typeI_sum / sim_size)\n", - "cbar = plt.colorbar()\n", - "plt.xlabel(r'$\\theta_0$')\n", - "plt.ylabel(r'$\\theta_1$')\n", - "cbar.set_label('Type I error')\n", - "plt.show()\n", - "plt.title('Yellow points are above 10%')\n", - "plt.scatter(theta_tiles[:,0], theta_tiles[:,1], c=typeI_sum / sim_size > 0.1)\n", - "plt.xlabel(r'$\\theta_0$')\n", - "plt.ylabel(r'$\\theta_1$')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 249, - "width": 377 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import scipy.stats\n", - "ys = np.arange(n_arm_samples + 1)\n", - "p_tiles = expit(theta_tiles[50,:])\n", - "pmf = scipy.stats.binom.pmf(ys[:, None], n_arm_samples, p_tiles[None, :])\n", - "plt.plot(ys, pmf)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(36, 4)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pmf.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 260, - "width": 350 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "prod_pmf = np.prod(np.meshgrid(*[pmf[:,i] for i in range(n_arms)], indexing='ij'), axis=0)\n", - "Y1, Y2 = np.meshgrid(ys, ys, indexing='ij')\n", - "plt.contourf(Y1, Y2, prod_pmf[:,:,10,10])\n", - "plt.colorbar()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.0000000000000004" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "prod_pmf.sum()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(62785, 4)" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "theta_tiles.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0\n", - "20\n", - "40\n", - "60\n", - "80\n", - "CPU times: user 3.69 s, sys: 877 ms, total: 4.57 s\n", - "Wall time: 4.56 s\n" - ] - } - ], - "source": [ - "%%time\n", - "p_tiles = expit(theta_tiles)\n", - "pmf = scipy.stats.binom.pmf(ys[:, None, None], n_arm_samples, p_tiles[None, :, :])\n", - "\n", - "typeI_rate = np.empty(theta_tiles.shape[0])\n", - "for tile_idx in range(100):#theta_tiles.shape[0]):\n", - " if tile_idx % 20 == 0:\n", - " print(tile_idx)\n", - " prod_pmf = np.prod(np.meshgrid(*[pmf[:,tile_idx,i] for i in range(4)], indexing='ij'), axis=0)\n", - " typeI_lookup = np.any(rejection_table.to_py() & is_null_per_arm[tile_idx], axis=1)\n", - " typeI_rate[tile_idx] = (prod_pmf.ravel() * typeI_lookup).sum()" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "import jax.numpy as jnp\n", - "import jax\n", - "def jax_typeI_rate(pmf, is_null):\n", - " prod_pmf = (pmf[:, None, None, None, 0]\n", - " * pmf[None, :, None, None, 1]\n", - " * pmf[None, None, :, None, 2]\n", - " * pmf[None, None, None, :, 3]).ravel()\n", - " # prod_pmf = jnp.prod(jnp.array(jnp.meshgrid(*[pmf[:,i] for i in range(4)], indexing='ij')), axis=0).ravel()\n", - " typeI_lookup = jnp.any(rejection_table & is_null, axis=1)\n", - " return (prod_pmf * typeI_lookup).sum()\n", - "jax_typeI_rates = jax.jit(jax.vmap(jax_typeI_rate, in_axes=(1, 0)))" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1679616, 4)" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rejection_table.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "62785" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "theta_tiles.shape[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0\n", - "1\n", - "2\n", - "3\n", - "4\n", - "5\n", - "6\n", - "7\n", - "8\n", - "9\n", - "10\n", - "11\n", - "12\n", - "13\n", - "14\n", - "15\n", - "16\n", - "17\n", - "18\n", - "19\n", - "20\n", - "21\n", - "22\n", - "23\n", - "24\n", - "25\n", - "26\n", - "27\n", - "28\n", - "29\n", - "30\n", - "31\n", - "CPU times: user 4min 59s, sys: 2min 5s, total: 7min 4s\n", - "Wall time: 1min 9s\n" - ] - } - ], - "source": [ - "%%time\n", - "rates = np.empty(theta_tiles.shape[0])\n", - "chunk_size = 2000\n", - "for i in range(theta_tiles.shape[0] // chunk_size + 1):\n", - " print(i)\n", - " start = i * chunk_size\n", - " end = (i + 1) * chunk_size\n", - " if end > theta_tiles.shape[0]:\n", - " end = theta_tiles.shape[0]\n", - " rates[start:end] = jax_typeI_rates(pmf[:, start:end], is_null_per_arm[start:end])" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 440, - "width": 439 - }, - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA24AAANwCAYAAABXjTmMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAABYlAAAWJQFJUiTwAAEAAElEQVR4nOzdd3xT190/8M+RLO8hb7CNsY0ZZmOzNwESskchezcJadqnK23S9Emfp7+nIw9Jm7ZPJxltdptAVjOasBMCCcNmG7CxwcYMg4e8bcnS+f0hKTHGku6Vda9k9/N+vfQySEf3fq17fXS+95x7jpBSgoiIiIiIiEKXIdgBEBERERERkXdM3IiIiIiIiEIcEzciIiIiIqIQx8SNiIiIiIgoxDFxIyIiIiIiCnFM3IiIiIiIiEIcEzciIiIiIqIQx8SNiIiIiIgoxDFxIyIiIiIiCnFM3IiIiIiIiEIcEzciIiIiIqIQx8SNiIiIiIgoxDFxI6IBTwhRKIRYLYRYEuxYQoUQIk8IURjsOLTGYz94CSHMrmP7QLBjISIKBUzciGhAE0LkAdgIIE9KuSHY8YQKKWUlgMcGc0LDYz+4SSktAIoBrBZCPBLkcIiIgo6JG9EAJoRYI4SQQohVwY4liNa7fq5QUtjVE7XGdSV/vRBiuYaxqaJBbPfD2egdrD1vqo49DTxSymcArAWwajBfhCAiUoKJG9EgJYSocCV1632XHpiEEGsA5AG433V13lf55XA29h+VUq6Es8H/bCgkNlrE5vpMVgBYI4QwByLOUKH22CvY3iNCiGIhRKPrURyoIXpCiCWuhNz9N1kshFgVisckRD+H+10/B915TESkBhM3IhqQXMPklgOolFKuVVB+CYA1AFa6hhG6E5vdAB7TMFSftIxNSlkCYAOAQdMrq/bYK9heMZyfjztJNrv+vdqVXJj7se3VcCbk7t7TEjgTzkcAHA+lXqRQ/RxcfwuPuuLh/W5E9G+LiRvR4LUawDNwJgSD0aO9fnrkanCuAfBMH/dCVeKrxqTudIptFYAHXAnPYKD42Pvi6rkrBPCklFJIKRMBJAJY6SpSCOd9Vv5s+xE4E40SACOklCOklEWufayAMxFZHwrHZQB8Ds+4fgb1IgsRUTAxcSMapKSUT0opV7ruERlUXMnOAwCgsMflWTgbhx57nYI4BEvz2Fy9eIOi182PY+9tW4VwJsbPSCm/TAKllBbX302R66k8PyfHcH/ei909qT32sRZfJZ5BPS4D4XNw9bqtBWDmLJNE9O+KiRsRDUTuhpvSIZLLAWzo3Wh0SXL91L3XQ+fYVgNYPgjuEVJ87BVw9yb12XPnGma6tldZRXoM/Svxcg+ee9vBHi45UD6H110/+93TSkQ0EDFxI6KBaKnrp5KJV3xdzXcnRZb+BOQnPWNzD8O8sT8bcc18+Yhr5kvVM/251ubqz2Qwao69L2vgTJotXsq49xP04YwaGiifg/sczhsEFyCIiFRj4kZEA5E7WfC6dpcrQVgCwOJlnS93EtEQoNgU0Ts2V6O8El8lPqq5hslVwHXPHJwTS6x3zRKoNBlbgv71MCk69kq4PndfSwl82ROqJllwbdsCoNDLvVvu+xffULpdLQyUz8F1Dltc/52qNAYiosGCiRtRiHH1aKzuMWW2dP17tZreDSVrvAkhCl3lGl1l3dN/e7yPRQix3FXGHdt6T3G5fhd3uYBMud+z8edheGFPN7l+9tkg7LUtS7+DUycYsZXAz6TJtVzBKjiHtRVJKQWAEXD2GiYBKHbNHOjLTeiRBKiMQc2xV0TBZ/tlr6cfx8GdDK3vff677tNaBefMmKqGH2phAH0O7oTd7wsQREQDFRM3ohDiSoAq4OzNSIKzoW2Bs9H0AAI4Q6QrOSuG82q3GV9dyS6Ec7Hbij7es8YVQ6GrvAXORGC9jhMGuBMPJQ13d0yehtV9ef9NvyLyTzBi2wXn5A5mP977LJwzDq5w3fMEKWWllPJJALlwxvmA6yJDnz0rruRvOfzvLVNz7APFnXSojtnV21QE59+Je220CiGEhGvWVynliIBFqq1Q+Rzcxz7oay8SEemNiRtRaHH3jj0qpUx0T5nt6t1YAeCJQOzElbS597USQKJrP+4pwJ9Er4TB1ZuyHF9N6e0u726Qre6jV63Btf2VCFxj2+z66XV7ruTBXfbZHgsKf/mAs9EIONdL000QY7O4fqq6T8kVb0PPGQd7cs0+WARn71segArX/W957ve7en7XwJn8WfrajgJm109dErcew1kB/yfEcM/oCTjjz+vx/IBYqiPEPgf3BaUkr6WIiAahsGAHQEQXcCc+F82YF4iFhoEvG+HupG1p7/ureix22/M9hXD2EFngnNLb0qN8iRBiMZy9d4+hx70yrnKBXo4g2fXT4q0QevRYuZKKi7gSJDN6NRxdn5H7M5gKZwL6qLunKQD6G1vPIWWFAFZ5uU+uJ/e9cnlQ15OXBwU9LVLKJ4UQa+GM+REAjwghehZ5xlPyp5DSY99vPdbXA4AV/gzNdB2r9XB+fk8CWC2lrHT1rK+Cs6f6mVAYKulJCH4OPc9hIqJ/K0zciEJLCZwN8UeFEI9qdN+Vu+G8QWFjH/hq0ds+Y3IlbyXQZyFrs8Jy7oSozx6rHr1eF0wO4np+tZRyaY/nVsE5xGtFgBJof2Mzw3kMVvZ4bjmcDV8la/ZZXD/V9lZU4qseQK9cDfsiV7J/E5wN7F1wnm/9TXzN/Xy/GhvhjP3Rfhxzd7JywbFxDx0UQhTDObzU0s+EVkuh9jlYXD/NfsZCRDRgMXEjCi1PwHl1+wE4GzIlcDbu1weqxw1fzcamZjp199Xt1QonoNCSO+nwNdOiO2ZPv6enmexWoVePo5TyUVeC9CwCs36Yv7G5z4tidwNYSrnW1av1KHz3bvo1O2XPXhZXUrkczolJLHCemxddAHAlaRclaq7kc6qKiwY9+Tz2rmHA3iauWOHrgogrkSh0lfXreLvu+cyDM/n2dFwehfMceEQI8UQgL9TwcyAiGnyYuBGFEFcjfCmcyUNhj8cDQggLnMMU+9tr0fPeEqV6DuH02vgXQpg1bni59++r18j9uqff0z2rY+9ZN5fAuVB1Yq/fYwOcx6EwAMfA39jck9X4e4+X0qS3T66ex94zjj4ihKiEszdFSTJ2I5y9Jf4kbkqO/TT0Y7mBHsnKRcOIVXInTd7uUez52lQEYImDHvg5EBENMkzciEJMj+FDZjgbXkvxVWN3I5yTh/RHJZwNMjX3iFS6yj8RwPu8/GVx/TQrLH9RkuMaxlcIYG0f9+xsAFDoJfkM5KQIqmJznRuJvcq7G+dKekLN/oX5ZQ/OI7jwHiUznOfoY3AO19wAZwLnLbFcCf8nuLC4fpo9FZBS+lqPrE+u32UjApOsAF/FaPFUQEpp6XUPYMAM4s/B5/aIiAYrzipJFKJcM/WtlVKudM3eWAnnVO79vY/MfXVbzTpI7mStPwsnB0q966evBKoB8Lg+1Zezd/Z+wTXdfV9Tk7uHmAZilke/YuvNlbSthvP+oycV7NdXT583q+BsyD/qTsx6nKNFcE5KMxXOGSVX915ywDWz5HoA5n4kA0qPvSo9kpU8ONeoC0SPj3sYrMcLJL1mYdV1ZtO+DJDPoV+9xkREAxkTN6KBw5089Xc2NXfPzBLhZUHvXmtxuZchWOVtDTA/1wdTy+L66WtfffYM9pja/FEfPUO931OI/k1lH7DYhHPh9Efg7L0qgfKhZWbXT1WJmysur5PZuBI491ISDwBwL+a+3jXsrgLOxM6vniAXi+unuR/buEAfyUqgepTdn1Whl78z96Q/JcG+r2sAfQ7uiyp6ruVHRBQSmLgRhRDXGl6reiVN7p4Vd09bv66Cuxpk7t6ZixbOdvWMrMZX6yX1fs/x3g2wHut0Ffd63iyEeMD1MPcn7h7cV+R9JbCvu2Pr9fwaOIchKumh6vmeDZ5mvBNCrHElKGaF2+tXbFLKEinlk67hcKvhnPFSyQLo0+CcJMKiME63JChca8v1GY2Ac6IUM5yJqNn1/9x+JgRKj70iruNVjK+SFbUJrcfzu9ffzJo+/mZW4au/6YuSWY3+dvoUyp9DH9zHPthDtomI9Cel5IMPPkLgAWfjVvZ6NLoe7v+v7vWeNa7nV/WxPY+vuV5f1ce+ev6/As5hbd7eU9zrfet7lc/r8VphAD8rRduEa6a6Xp/JGpX7Wt379+r1+nJPx0fr2Hq8t8K1/zwF5fzaR6g8Ank+9XE++3rk9Xq/z/Pbdf70/Bur6PX/JR7ep8nfzkD7HLyc64rK88EHH3wMpgd73IhChHT2giTCOfxtA5zDwsyuRwmcU3IHbKFe6ewZKYJzpkj3vipd+14hpRwhe/XM9HiPO75COO81WQvn/U9q7pvrD3ev41SvpZxX8Ke57rlaA2cCpnionqsXK8nH77UBzuPjnsBFKdWxuYZIFvbxks97EF09Ie6FkAcypcc+JLj+ZpfiqxlZ3YufPwlnD+S/xQyKAfwc3H9jQb8nkIhIb0JKGewYiIhU6TEt/Vo1iZjKfSxBr2TZvTC29DDcTwixOpDJdR/bd1fYFyxV4Jr0Ywl6LXDc673L4ezV673MwYCix7EPFT1+1wF9zALF9Te5HkCl7HsCISKiQY09bkQ0ELknS+nvDJt9cvVqLe0jCVsC79OQe3stECxw3mvXez/uXghvvRYrATwzCBIATY99iHFPCmMJdiAhwv332Ht9QyKifwtcx42IBhzpXPdpLZwLZS+XUq4N1LZdvWprAGxwTdLS0xIvPVp5+Gq6eq1cNDmKqyctD15monTFtgTOYa4DmpbHPgRNhf9r3g1Gy+GcXKfPv0EiosGOQyWJaEByJSMVcE4hHrCERAhRAc/3qnkcouUa1vaE1r0j7iGcPZ7Kg3MCGo+9be4EVMthnHrS6tiHEtc9ic8CuJ89bl8uAL8KziU5mMwS0b8lJm5ENGC5JvVYDue9aEHreXENrbwpFBuUrtg2wjkBhCXI4QRMqBx70ocQotH1z0F1HhMRqcHEjYgGLFevxHHXf4PWoNN6UhJ/9Vifa4WnCVUGqlA59qQ9V4/xA3Ded/pvMQsnEVFfODkJEQ1Yrsb6YjiXMlC0QLRGcYRc0ubyLJz3vg2qpA0InWNP2nLdw/kAnOcxkzYi+rfGxI2IBjRXUlIEwOK6/4vw5X1gqwfzMEIe+8HN1au6FM6k7ckgh0NEFHQcKklERERERBTi2ONGREREREQU4pi4ERERERERhTguwK0TIcRxAPEATgQ5FCIiIqLBLgdAs5QyV+8dCyFeBTBG7/0qcERKeVuwgyD/MXHTT3xUVFRSQUFBUrADISIiIhrMDh8+jI6OjmDtfkxUlCgcNcYUrP1fpOyIDR0dnNdioGPipp8TBQUFScXFxcGOg4iIiGhQKyoqQklJyYlg7X/UGBM++SIzWLu/yIKZp7BvjzXYYVA/8R43IiIiIiKiEMceNyIiIiKigBKAwxjsIHoQwQ6AAoA9br0IIZYLITiekYiIiIiIQgZ73AAIIVYDSALQAGBJkMMhIiIiIiK6ABM3AFLKle5/u3rbzMGLhoiIiIgGNAkIRwgNT+SEkoMCh0oSERERERGFOCZuREREREREIY5DJYmIiIiIAk2G0FBJGhSYuAWYlxkpx+gaCBERERERDRocKklERERERBTi2OMWYFLKor6ed/XEFeocDhERERHpTCC0ZpUMnUioP9jjRkREREREFOKYuBEREREREYU4DpUkIiIiIgokCQhHsIPogQtwDwrscSMiIiIiIgpxTNyIiIiIiIhCHIdKXswMICnYQRARERHRABZKQyVpUGDiBkAI8QiAaQDyXA8IISoAlAColFI+GsTwiIiIiIjo3xwTNwBSyieDHQMREREREZEnTNyIiIiIiAJMcCZHCjBOTkJERERERBTi2ONGRERERBRIXMeNNMAeNyIiIiIiohDHxI2IiIiIiCjEcagkEREREVGgOTg+kQKLidsgc766Dcf3NKDb6kByVjRGzkiBwSCCGlP1AQvOljUDQiCzIB6ZBQlBjcdhd+DE5/VoPtOJsAgDhk1NQkJGVFBj6u6w4fzus7A1dcEUF46UoiEwxYYHNSZL1VmUbziIrjYrzJkJGHP1NISFBzemM+XNqDnYBIddIi0vFjlTEiFE8M5vKSWO725AfVUbjGEGDJtkRmpubNDiAYBuqx0Vn9Whta4L4dFhyJ2VjNjkiKDG1GGx4sT2OnS1dCMmORw5c1NhijQGNaam6jac3dsIu9WB+KxoZE5PhghyXVl3qBGNx1oAAEmjE5A8Jvh15bld59F+rgOGcANSJ6cgZkh0UGPqbu9G7c6z6GqyIjw+HOnT0mGKNQU1po66DtTtOQd7px2RKVFIm5YOQ1hwBzQ1VTTBUtYIaZeIy4lD0rjkoNeVdXvr0HaqFcJoQNK4JMRlxwUtHqKBionbIFG2ow5v/fIAij84BdnjAs/QkXG4/Fujcdk3RsFo1PeL5Is11Xj/V6Wo3NVwwfOj5qTi6h8WoOiaLF3jsdsc+OR3Zfjsj8fQcKLty+cNRoEJ12Vi6X+ORdaURF1j6mroQOmf9qBy7RHYmq1fPh8WY0LuDaMw9puFiEqL0TWmk5+X4s3Ht2LH1ijY7e7GdSMSEw9j6U0RuHrV1xARq2/jbf+6M3h31SGUbq694PnhkxNxxXfHYN4dubo2ShwOia3PV2Dd747idGnzBa+Nv2wIrvzROIxZkKZbPADQ2WrD+iePYNszlWiu7fzy+bAIA6benI1lj49FWr6+DaXG6jZs/Hkp9rxWBVu7/cvno5PDMf3reVj0owJEmfW9GHBqZz0+e+IQyj88fcHN+kn5cZj2zZEoejAfBp3ryqNvVaH4/w6jtrj+guczZqZi6nfHYsSV+taVDpsDB54pRenfjqCluvXL54VRIOfybEz53kSkTEjWNabO+k7s//0+lL9eDmvTV3WlKdaEEcvzMek7kxCdrm+9ZClrxP7f7UX1h8fhsH01C0X0kGiMurMA4x6YAGOkvs2sU5/U4OAf9uPs9jMXPJ80Lglj7x+PvOX5utaV0iFR9tpRlD5XCkuZ5YLXMhdmYuK3J2HIzCG6xUM00Akp2Y2rByFEcWFhYWFxcXHAt739jSr87s5tsNs8T180/dph+P7r8xBm0r5BIqXEP360F+89ddhruRt/NhHX/ed4zeMBAFunHc9dsxVH19d6LBMWacA9a+dg3JUZusTUdqoFm257D23VzR7LRA2JwaJXrkZ8nlmXmA6s/QxP3nkMXV0mOFu1F3/BjxrTjB9/eiuik/XpDfjo/47gxe96/7tZsnIk7v3TNF0aJA67A8/dswOfv3LCYxlhAO5+Zjrm3ztC83gAoK2hC7+/9BNUFzd6LBNlNuFbHy1A7gx9Gtxn9lvw7KVb0Hquy2OZ9LHxeGDDQsQN0afHu3RNNd65+3M4bJ6/90Zfk4kb/j4HRp3qys/+ay92/7bUa7nZ/zUJM36oT13Z3dmNj+/YhFOfnPZYxhhhxNK/LkT20mG6xNRa04qPVvwLLVUtHstED43GsjcuR8IIfeqls9tOY9O969Dd1u2xTNr0dCx+eRlMMfr0CB5+/hB2/tcXXsuMvnMMZvxytm515Wff3YqKNys8lhEGgTm/moORN48K+P6LiopQUlJSIqUsCvjGfRBCFE+eGFG4fd1wvXft0exLq7B3f1dQPg8KHE5OMsBVFNf7TNoAYOe7J/HyIyW6xLT5uQqfSRsAvPGT/fj89SodIgLWPFTsNWkDgO5OB15YsR21RzwnUoHi6Hbg0/v+5TVpA4COs2349OsforvTc+MgUM4dOo5f3VXuStqAvpI2QKLsSDz+eP3fNY8HAPZ8eMpn0gYAG1aX44Onj+gQEfDu/xzymrQBgHQALzywE0c/Pad5PFJKPH/z516TNgDosNjwpys/vaA3TisdTVY8f+WnXpM2AKgtbcaL138Ghw73gZwpafCZtAHA0X+ewsYf7dU8HgA4+EKFz6QNALb/zz4cffOE9gEB+OzRL7wmbQBg77Jj/de3wFJu0Tweh82B9Xeu95q0AUD7mXasv2Mduju0rytba1qw+evrvSZtAHBuZy22fe8TzeMBgJoN1T6TNgA4+tIRlK4+qENEwN5f7/WatAHOHrltP9iGszvO6hIT0UDHxG2Ae/dXpT6TNrd1q8vQXKdto81hd+Dd/z2kuPw7vzwErXt9G0+2Y9eLxxWVtXXYseU3RzWNBwBObTiBpqMNvgsCaK1qRvX7xzSOCPjXE5vR0elr2JoAILFrWxxO7vCdnPfXu08oP5fee6oU3Va774L90Nlqw7rfKksQpQP4YJXvRnl/Ve1qwBEfFyXc2uqt+OwZ7w2pQCh+4QSaT3UoKlu9owEVm5TF3x+f//qIz6TNrfiZY2iv95509pfD7sDOXytvQO98Svu6srWmFeWvKzs/7J127P+L9ud39bpqWI54vyjh1nKiBcf/qayu748jfyuFrdWmqGz1hyfQdMyibUAA9v9+n+KyB/+8H3aN60pbmw2lzymrv6VD4sAf9msaD9FgwcRtAGs634kdb59UXN7W5cCWlyo1jAg4sP4szh9v813Q5eQBC8o/r9MwIuCL5yohVSyCWfxKFTpblH0p++vYa+oaPBUqy6tl6+jEln8qLe3sidvwm+2axQMAJw9acHTbecXlm891Ytc7NRpGBOz4exU6W5Rf0T/40RnUnWj1XbAftq5Wl4h99kyF5j1cX6hMDtWWV6vtfCeOvKO8rrR3ObD/ZW0TgOpNZ9FcpbyurDtkwZmd2taVR14th1Rxbhx7sxJWhQmMv46+rK4n/egr2va82612HHu9TNV7yl7VNqbGIw04v1t5735nXSdOflytYURA5TuVipNbAKjZVIPWGm3rSt1JAI4QevDOqEGBidsAVlPapLi3ze3EPmVXLv1VtVf99qv2WQIfSA+nVMZkbbej7pi2XyCWw+oaYI2l9b4L9UPd0Rq0tambefDEYavvQv1Q5ce56s/5p0a1ynNVSqDmQJM2wbjU7LWoKm+p6UB7g3bHrttqx7nD6oYbn1b5O6hVd7hZcW+bW63G9dK5/erP1fMHtD2/6w8pGwXg1t3ejebj2g4tb1AZk9ryarWfboPVoq43tvGQtvW3P79zg9YxHVS5fQk0Htb22BENBkzcBjCHXf3lE0e3tpdc/ItJXfKpevshGJNUGZO0OzQdJuXoVj9sxqHtSBvY/ThX7VqfSyEZk/rtaxmTP5+R5vWSH7+v9nWAPzFp/Tmp377aukz19lX2Dju6ta0r1cYD+PcdpIY/x8Cf80/V9v35nDQ+v4kGAyZuA1jqcPXTxPvzHjVS/Ni+P+9RI0nl9oUAzMO0nVY6JlPdtOwxWXGazgKWmDsERqMdasZSpGZoW32k5vhxfudou4Zaih8x+fMeNZJVbj88xqjpum6mKCNiUtVtP1HjzyjBjzrGn/eoEZ+t/lyNz9Y2prhhKmMSQEyGtjHFZKqLKXaYtnVlVFoUDCpnHI3N0rZe8mf7MVnaLg3iT0xaf056EwCEQ4bOI9gfCAUEE7cBbMiIOBTMU7dW1MK78jSKxmnq9cMQFa986uOE9EhMWjZUw4iA6ffkqipfcMVQxGs8PXnu8tGallcrOjkBM+Z1oO+ZJPu28L6x2gUEYMy8NKSpWMzaFGnErJu0nXp51u05MBiVf0bDJpmRPVnbtQFnqjy/Z9yRo+lU90IITLtbXUzT7s7RJhiXpBFxGDY3VdV7Jt2h7ndQK//qYQhXUVdGp0ciZ4m2deXoW/JVlc9emoXoNG3rypE3jdS0vFqm2HBkX6Hu3Mi/MfBT3feUPnMIYlUsZm2MMCL3Gm3bAiO+lg+hoq5MGpuEpPFJGkZENDgwcRvgrvyPMYrLTr4sA5mjtV3jJjImDJfcr/zLf+k3RiIs3Oi7YD9kT01C7pwUxeUXfEfbL1kAyLl+FEzxyhYeNkaFYcSNBRpHBFz+8BTFZYcNa8H45XM0jAYwGASWfVt5wjrv9lzEadiTBABJWdGYulz52lVLvz1a8/WSJlyVgZQ8Zb0ewgAs+Ka6xrk/Zj44AsZwZV8vcUMiMXGF9uuBTf+W8r/rEcuGInl0vIbRAKaYMEy4S/mxmHT/KBg1ritTJ6cgfZryi4HjNb54AwD5K/IRrqKuHHWL9vV3wb3jFJc1j0lE+mxtE25hECi4V/mxGLE8HxGJ2taVMRkxyLkyR3H5sfeN1XVhcKKBionbADfjhmG48ju+k7chI2Lxrb/N0iEiYMXPJmLMfN9f/pMuH4prHlP+Bdgfd742E+Ys31eGL/3JWIxeOkTzeMLjIzDnj5fC4KMhJsIEZv9uCSJTtR26CQCjr5iO277nrUpwDqOMi+vE99cugsGgffVx2bdGYcaKbJ/l8qYm4Y6nCzWPBwDu/NM0ZI7zfQFk3j15mKuy58kfxjADHnhrDqLMvntvbvnzVGSMN2seU1JuLG7863QIH6dIeIwRd745B6aoMM1jGnN9FqZ/23ejPnFELK5+dobm8QDOhbUz5/iuK3MuzcC07+tTVy5ePR8xGb7rm8KHJyFrYYbm8YTHh2PRs5fA4ONCgAgTWPinhYhK1X4x99SiNBQ9Pt1nuYjkSCx8ZokuCcmYe8di+FW+65vkySmY+t/6nN+znpgN82izz3IjbxmFfI17SoOCs0qSBpi4DXBCCNz96yLc9atCxKVcfAVNGASmXzcMv/hsGczp2n+hAUB4pBE/+tdCLHlwJMIiLj7FwqONuPy7o/Hw2/MRpuGQrZ4Ss2Pw3c+XYOwVfV/5jB8SiRV/LsIV/zNBl3gAYMicLFzy2tUwj03uO6aRiVj4wlXIXJKjW0zX/uoWfOOJWCQltffxqsC4ic34+ZYFyJyq7dBNN4PRgG+/NgfX/XgcIuMubtwbTQYsuDsPj29cgshY5cPO+iMmMRyPfboEM24Z3uewyWizCTf8bCLufna6bleQsyYl4gfbFiN/Xt/DAZNzYnDfmtmY+8AIXeIBgCm3Dsfd785Dysi+h7tmz0jCNz5djOGzlPeG94cQAkufmoIlT05GdJ91JTD62izc/ckSxKZH6hJTWKQRN7y9CBPvGwljH3VlWLQRhd8cg2v+Pl/T4a09xWbF4toPr8SwJVl9vh6VFoW5T87E1EeV99D3V8a8DFy+9gokjet7KJ15lBmXvnYZsi/zfZEnUMY9OBFzfrsA0UP77u0eOi8DV/zzGsTnaTvKxc1gNGD+Hxdiwn9MgqmPutBgMiD/ppG47I0rYIrRp66MSIzAFW9fibzr8vocNhmeEI7CRwsx56k57G0jUkhovaAnOQkhigsLCwuLi4s124e1044v3qxGxe56dFsdSMqKxvxbc5A6PHg3/LbUd2HbqydwtrwFAJBZEI/Zt+Ygxqxs6IsWzh9rQcnfq9F8pgNhkUbkzEzGhOsyNR+y6YmUEvV7z+HU+hOwNXchLDYcGYuykTp9aNC+zLqtVhS/sBmHt5yCtcOO+NQIzPn6NAybof2QTU86WmzY/o8q1By0wGGXSM2Nxdzbc3S7INGXxlPt+PzVE6ivaofRJDBsUiKm35SNiGjte5A8qdlvwZ41J9Fa14XwmDCMWpSGccuGwGAMznU6h0Pi2MZalK07C2trN6KTwjH+hixkFQXvfpbuTjsOv3USZ4obYLc6EJcZhfG35MCs8YQk3nTUd+HIG8dhqXDWlUmjEzB6RQ4ig1hXNlU2o+Lt42ivbYcxwoi0qanIuTxb8yGbnkgpcb74PKrXVcPabIUp1oRhi7OQPnNI0OpKR7cDNRuqUbvjLOyd3YhMiULutSOQkG8OSjwAYGu14vi7lbAcbYTDLhGXHYe8r+UjKiV4dWXbmTZUvlWB1ppWGEwGJI1LRu7VuQjTsK4sKipCSUlJiZSySLOdeCCEKJ4yPqJw+4f6XUzwZfYV1dhzsCsonwcFDhM3neiRuBERERFRaCRun38QOonbrCuZuA0GHCpJREREREQ+CSGWCCFWCyEeEUKscv3b3M9tLhdCeO3ZEEIUCyEU38zeI7Yl7vhc/14jhHigP/EGU/DG8xARERER0YAghFgO4LGevXauZKpYCFEkpbSo2NZqAEkAGgAs8VG2EIB7P96KLpVSbnD92wzgAdej53DqJ6WUzyiNM9QwcSMiIiIiCjRHsAMIHFev1RoAS3s+L6UsEUKUAHgWwAql25NSruyx7WI4Ey1P8gBUuh59SQJQ2SNpc3vG9V4AKAGwWkrpaRsDAhM3IiIiIiLy5kbXz919vPY6nEmdVqYB8NijJ4RYI6W8KGnsmRwOFrzHjYiIiIiIvFkBwOIheaoEvhxKqYV6L0nbKgBPaLTfkMMeNyIiIiKiQJKACKWhks5J5Md4mgREwWyTU+G8H60vFtfPaQDW+hGdV1LKJ/t6XgixBM6krsTTe11DPN330G1Qcx9eKGLiRkRERERE3pjhOXHrWUYXroRsZV9DJHuUWQWgHs5ksgHAGiHEek+J4EDAxI2IiIiIaPA70s913CwenncndEn92LZavoZIWgCs7zlhiRBiBYDjQgjLQJ1Zkve4EREREREFmpSh89CHWY+dCCHyACzxNkRSSvlo71kmXcMkN8CZ9A1ITNyIiIiIiMgXs4fn3T1tFn3CwKNwJmD+2AXA7Lo/bsBh4kZERERERN5YFJTxdQ9coNwIoM9JVlTI810k9DBxIyIiIiIKMOEInUcA7IbnZMf9fH+TKZ9cPWVmeF6MG0KI1UII6ZrAZFBh4kZERERERN54W2Dbnbj5O3xRjaWun9569/LguYcw2fWzr4XEQx4TNyIiIiIi8uYNwOMi2yvgXCPtol4w10QigaRke+sBFHlYs205gBJvE5uEMiZuRERERESBJAE4QujRz4klXUnQSvSakVEIUQhnMnXRemquxb4rXGW8MUP5UgLuxM3iJdYnAazqnTS61nVL6ivWgYLruBERERERkVdSymeEEJVCiDVwzs6YDGfS5al3a4Pr9YteE0I8AmAanIlYnuu5CgAlACqllI96CGM3gLy+evd6xbpCCLHKdZ9bkiuOEillotdfMsQxcSMiIiIiIp9ca6MpupfNlXz1mYC5esX82f9KOHv+lO5/UGHiRkREREQUYEK3da/p3wXvcSMiIiIiIgpxTNyIiIiIiIhCHIdKEhEREREFWmAWvib6EnvciIiIiIiIQhwTNyIiIiIiohDHoZJERERERIHkXoA7VHCGy0GBPW5EREREREQhjj1uREREREQBJAAIKYIdxpdCJxLqD/a4ERERERERhTgmbkRERERERCGOQyWJiIiIiAItlCYnoUGBPW5EREREREQhjokbERERERFRiONQyUFCSonynfVY95cyVBTXo9vqQHJWNBbcnofZNw1HRJT+h9phd2DPB6ex5fkKnC1rgRBARkE8Ft2XjwmXDYXBoP8cR12tNpS8Vo3iV6vQcqYDxggjcmYlY/Y38pE1JVH3eACg41wbKl8/jFMbT8DW1AVTXDiGLsjGiFvGITojNigxVW07iPVPf46yYjusVgPiE+2YdV0y5n/vUsSkmHWPR0qJ0k212PzMMZw62ASHXSI1Lxbz78lD4XVZCDPpfw3K1mXHnjdr8PkLx9FQ1Q5DmEDWZDPmP5iP/LkpEEL/87u9oQu7XjiBfWtPoq2uC6ZoI0YuSsfsb+QjdVSc7vEAQGNlK3Y/W4HK9WfR1dqN6KRwjLkuC1PuyUVMaqTu8UgpcXZ3PfY+W46zJQ1w2ByIzYjGuFtzMXp5NkxBqiurPq5B6cvH0FTZDEAgcXQCxt4xEtmLMyCCUFfa2myoeKsClW9Vov1cO4zhRqQWpaLgrgIkT0jWPR4AaK9tR/lrR1CzvhrWJitM8SZkLhqGUbePQUyQ6srGIw0oe/kwanechb3TjsjUKORek4e85SMRHheuezxSSpzddhplrxyB5WgjpF0ibngc8m8ajWGXDYchCHWlvcuOqg+O49gb5Wg71QYRJpA0Lhmj7xiDtOnpQakrdcF13EgDQkoeST0IIYoLCwsLi4uLA77ttiYrfnvrZ9jz0ek+X49PjcDDr8/HuAXpAd+3J6ePNuM3132KM0eb+3w9e6IZ33tnPlJz9PuyPfyvM3jlts/R0Wjr8/UJN2Th1pdmICJGn4ablBJHn92L/b/eAdndx9+hQWDsQ4UY/91pun2xWds78Mz1L2Hb+r6PS2SkDQ88lY5Z37xcl3gAwHKmA/93w1ZU7Kjv8/WUnBh85+15yJ6kX+J9fGc9Vt+wDZZTHX2+PnJBKlaunYPYlAjdYtr90nGs/UYxbB32Pl+f9cAIXP/7Qhh1arg57A5seGw/Pv/t0T4bDMYIAy57ajKmfWOkLvEAQFeTFe/fvQ3H153p8/WolAhc88pcDJunX13ZWN6Ef92+GZbyvuvK5HGJuPzVRYjP1q+uPLnxJD755iewNln7fH34FcMx//fzYYo26RKPlBKH/nIAe1bt6rOuFAaBCd+ejEkPF+pWV9q77Pj8ka2ofPNYn6+bYk2Y/ev5GH5lri7xAM7EdsvX16Nu7/k+X4/NjsOi55Ygcax+iff5knPYfN9GdNS29/l6+qwhWPjMYkQmBf4iTlFREUpKSkqklEUB37gPQojiwjERhTtfy9Z71x5Nv7UaJUe6gvJ5UOBwqOQA19XRjV9cuclj0gYAzee78PPLN+LI9r4r80A7f6IVv1i4wWPSBgDV+y34+cINaDzTd8M30I6uP4vnr9nqMWkDgANv1eBv130Gu02fS2RHVu/BvlVf9J20AYBDovQPxTjwqx26xGO32fB/l77gStr6jqmz04Tff7seO/7ykS4xtTZ04X8v2egxaQOAuhNteOKSTTh9xPP5Fkgn9zbit4u3eEzaAKD8k/P47ZIt6GzxfL4F0u6XT+Dvd+/0mLQBwOfPVOD1r++EXhfrPvreHnz+m76TNgCwdznw4bdLsPNP5brEY+voxpvXb/GYtAFAR10X1l67Gae+0KeubK5uxTtXf+wxaQOA+kONeOeqj9F2tu+Gb6Cd+uQUNty9wWPSBgBVH1Zh4z0b4dCprjz4x/0o+cVOj3WldEjs/+0e7Fm1W5d4HHYHPn1ok8ekDQBsrTZ88uBGVH90QpeYuho7sW7FBx6TNgBorW7Bxys+QFOFRZeY6g/WYd3N//KYtAFA7ednsf7mf8HW6vl8I6KvMHEb4D76UxnKPq/zWc7W5cCf7/9cl0bbaz/cg6baTp/l6qvb8cZ/7tM8Hnu3A69/fRccnhKkHso21GLn345rHlNrdTP2/3qnorKH/7IHliOeE5dA+eLP61C8PR7Olrbnq9ZSCjz3yGl0tWjfkHz3fw7izNEWn+XaG6145dv6NNpeXbkbXa3dPsvV7LNg3ZNHNI+no8mKNx9S9rsXv1KFI//ynLgESvW289j1Z8+N2p4+/sEetJ7V/gLO3tXlOL3Dd11p73Lg44d26FJXbn98NzrO+a4rW2vasONnezSPx9HtwGff/8zzxaQeTn96GmX/KNM8ppaqZuxZtUtR2YN/2IfGUu3ryqr3j+Pkx1W+C0rg8x9uRXeH7/qiv/b9Zg+aK5t8lrM2WbHz8e2axwMAX/xoO7rbfP/uDYcacPDPB3SIKAhkCD1oUGDiNoA5HBIf/1n5F+epI804sOmshhEB9TXtKH6nRnH5L/5RhZb6Lg0jAg69dxqWk8qTjM/+WK55o63itUOAQ/k+jr1yUMNonNatrnb9y/dQo9bWCGz/0zpN4+lstWHrC8qT6EMbar328gbCiV31OLGzQXH5z56tRLfVcy9YIOx+6QSsbcr3sU1hQtUfu/6ifB8Om0SJxhdLpENi77PK68qGo804+UmthhEBrafacPzDk4rLl799Ap0NvpO8/qheV422022Kyx9+4bDmdWXZy4dVNTqPvnxYu2Dc+3ixVHHZrsYuVH2g7flta7OhYo3y8/vM1tOa97rV7T2Puj3Ke67LXj0Ku8Z1JdFgwMRtADuxtwHnjreqes+Ot5Q3FPxR8m4NHHbl37K2Tjv2feh5mGcg7H9TeSIJAGf2N6GuQt3nqtbJjytVla9RWV4tS9VZlB1297Yps+sdbXtuSjfVoqNZ3VDD3Rqf33veOqWqfHNtJyq2a9sDcOAtdef3kQ/PwNquXQ+AlBKH31YX02GNj9u5fY1oOqE8IQGAsne1jen4v05Cqrh4Y++0o2qDtnVl1QcKepF6aCxtREuV7x7x/qj61wlV5as/VFderY66DpzbqS6pr/pQ28TtzGenYVM5LLv6X+qOtVpVKo9D5/kOnN99TptgiAYRzio5gLXUqx8TrnXvVqsf2/fnPWq0+7H99norkK9BMC7WRnVXzrsaOyGl1OzG+9Yz7l4k5dtv9T0qp19a/Ti//XmPGm1+nEv+vEfd9tX9zlICHRYbwqO1qf5tbd2wd6m796mjQdvj1tGg/hh0aHzcOv2IqbNe2x63TpX1EgB0NnQiPideg2icuhrVfU6dDdrWlV1+fEZdGveU+hWTH+/RevtaxxQMwjFIZ8ykoGGP2wAWGau+4eXPe9SI8GP7/rxH6+1rHVNYjLrZ2MJiTJrOlhZpVj9jXUSUBoH0wPNbu+1rGVNYlFH19PXhGn9G/mzfpPHssiaVdYC/79F6+5rHpPICg0njutKf31dtfa+WXzFpdOHmq+2H3udENBgwcRvAciYnIjZJ3ToxEy4ZolE0TuOXqNu+EMDYRdpOvT1yibrtJ2RGIXW0tmtepc/OUld+lrryaiWNysLQDHXDQ8fP1+4qOwCMmpcKQ5i6BtjYxdqeS2NUbj882oi8mdpOvT1SZUzDpiYiMl67BpLBaEDOwjRV78nVuA5InZiIyER1deXwRdrWlVkLh6p7gwAy52sbU8a8DFXlYzJikDAiQaNonIbOy1RXfq6630Gt6KExiFf5Ow+dq+53UCt9xhAIlXWl2s9VLbXnkjEqDKmF6uoNon9HTNwGsIioMFxyzwjF5RPSIjHza9quKZI9MRGj5qQqLj9x2VCkj9A2SSq6bTgi45VfXZy1cgSMYdr+aeTfPk5d+TvGaxSJk8FgwOLblTZGJMLC7Fj48FJNYzIPicK0rw1TXD5rQgJGzVV+7vlj3LIhSM6JUVx+xu3DEZWg7SK8Mx8YAaHidJ39kPbrpk17UN04Y7Xl1TJFhWH8ncrryujUSIy6Tvm554+UcYkYMkP5+Zq9JBMJOdrWlSO+NgKmWOVJ/ejbR8OgcV05+s4CdeXvHqtRJE5CCIy+Q3lMhnAD8m8epWFEQFRaNIZfoXy9uMSCJKRN0/ZiScaiLMQOUz6SY8QNIxAer/+C5ZoL9kySnFVy0GHiNsBd/f2xSM6KVlT2jlWFMEUYNY4IuHnVZISF+z61wqONWPHzSZrHExFrwuW/mKiobEp+LOZ+S/uGbfKkdAy/Vtl+MhYPR/psba+OAsAlP7oSw7J9TTTgXCrg+pUCCVnaXx29/qcTEJXguyFpMArc/NQUzRffNRgNWP70ZCjZTWxqBJb9WNtGJAAkDovGwh+MUVQ2e3oSCm/RfkHY0VdnKO51K3pgBFLGaNt7CwDTvj0GsZnK6soFv5gMY7j2deWsnxbBoKCuDIsyYubjUzSPxxRjQtFjytbmjc+NR8E96pIqfyRPTkXudcqS7qyl2RgyR9seNwDIv2U0zKMTFZWd9L1CRCYGfnHpi/bz/UKY4nwnPsIoUPST6brUlVP/a4aispEpkZjwbe3bAkSDARO3AS5xSBT+a91ipHnpBRACuPd3U7HwzjxdYho1OxXfeXMewqM9N3yiEkz4wXsLkTMlSZeY5n1rJK745QSvZVJHxWHlugWIVjmkyl/TnliEYVd4b5AMXZCNWb9dqvmXLABEmePwow1XIXt4z+St92U6gavutOK6392meTwAMHR0PH7wr4WITYnwWCYs3IAHX52NCZeqHHrmpynXZ+GOv073OowzYWgkvrNuAZKHK++d648rfjkRc77pvdcqe0YSvv7+fITpcPHGEGbATWvnIGeB9+Rt8p05uOJ3hZrHAwAxQ6Jw4/uXIN7bMRHAJb8qwrjb9Kkrh85Iw7KXFiIsyvMxCY834cp/LEbKBH3qyrH3jvWZvCWMSMBlr1+GCLPnv8tAEUJg9q/nY/hV3nuUMi8Zhnl/XKRLXWmKMWHJq8uQONb7MRn/rUkY/y19EpKEfDOWvLIMEYmej4kh3IB5f1yEjPnaDr13G35FDmY/Pc/rMM6o9GgsfW0ZYrO07U0mGiyEHouMEiCEKC4sLCwsLi7WZPvtzVZseakS6/5SjprDzun+ImPDsOD2PFz2jVHIHm/WZL/e1J9sw6bVx7Dl+YovF+ROzIzCovvyseiBfCQO1Xh2iz7U7GnEtj+WY8/fq2Ftd64ZM3RiAuY8lI+i23MQofGEBL1JKXFmSzUqXjuE01uqnWu7CSB9ThbybxuPzCU5qid66K+u1nZs+/3H2PDXszhe4ewJCQvrxoxFnbj0e4UYtWyarvEAQPP5TnzyXAW2PFOBuirntO6xyeGYd3ceFj80Eqm56idX6a/ashZ88qdyfP7iCXRYnFNxp+bHYv6DIzD73jzE6HQBoKfKreex7U/lOPDWKdhtzpkdh89KxpyH8jFpxTCE6dCL1JOj24HD75zCrj+Xo+pT55pOwigw+uoMTHswH7mXpOvS0O6pq9mGQ69WYu9z5Wg44lz3zxQbhrG35GLKAyORMtasazwA0FLThkMvlOHwK+VfLsgdMzQaY+8cibF3jUTMEGU9hYFUf6Aeh184jMq3K79cQDpxbCIK7irAiOUjYPJj8on+kFLi1KYaHH2pFKc31ziXUhDOe7VG31mAYZcO172utHd24/i7lTj6Uinq9zkXdzdEGJFzVS5G3zU2KPdsddZ3oPzvR1H2yhG01TjvW45IjED+TaMw6s6xiMvWP0FqqmjC0RdLcWzNMdianTPIxuXEY/QdY5B/8yjNLgAUFRWhpKSkREqprBs5gIQQxYWjIwp3vZij9649mnbXCZQc7QrK50GBw8RNJ1onbj11tXfD1mVHdEI4DDp/kfVFSomOlm4I4Uwm9W6o9cVhd6CzuRthkQaER4XGqhgOmx22NhvCok26DNNSoqu1HdbWDkQnx8NoCv6MX1JKdLV1w2GXiIrXdvY4pRwOic5mG4wmA8KjjSERk73bga6WboRHG3XpYVPCbrXD2tqNiHiT5vdFKWVrdy5dEJFg0r3R3xcppXM9LiFgCqG60tZigzHCiLCQqSsdsLVaERYTOnWlvbMb3Z12mOJMMBiDf35LKdHd3g1plzDFhUZdKR0SthYrhMmAsCjtz28mbhdi4jY4hEYtTAEVER2GCI2n+lVDCIFoDWex84fBaNBtSKRSBpMREebQaIS4RcRGIyJW/6v9ngghEKli8gQ9GAwC0ebQOpeMYaF3fhvDjYhKCq3z2xQdBlPonN4QQoTcBA0Go0GXIZFqGEwGROhw35gaxsgwGCND63tX66Ua1BIGgfCE0DqXiAaa0KlliIiIiIgGC0ewA6DBJvj9+UREREREROQVEzciIiIiIqIQx6GSRERERESBxvn/KMDY40ZERERERBTimLgRERERERGFOA6VJCIiIiIKJAnAEfz1877EYZuDAnvciIiIiIiIQhwTNyIiIiIiohDHoZJERERERAElABlCQyURSrGQv9jjRkREREREFOKYuBEREREREYU4DpUkIiIiIgow4Qh2BDTYsMeNiIiIiIgoxDFxIyIiIiIiCnEcKklEREREFEhcgJs0wB43IiIiIiKiEMfEjYiIiIiIKMRxqCQRERERUaBxeCIFGHvciIiIiIiIQhx73IiIiIiIAi2UJiehQYE9bkRERERERCGOiRsREREREVGI41BJIiIiIqJAkgBkCA2V5EQpgwJ73IiIiIiIiEIcEzciIiIiIqIQx6GSRERERESB5gh2ADTYsMeNiIiIiIgoxDFxIyIiIiIiCnEcKklEREREFGihNKskDQpM3AaZ02XNqCxuQLfVgeSsaIxdkAZjWPA6VqWUqNhRj7PlLRACyChIQE5hIoQIXmVmtzlwbPM5tJzpQFiEEdkzkpCUGxu0eADA1tKF8ztOwdrUCVNcBFKnZyLcHBnUmOqPVqF83QFYO2xIyIhHwQ2zER4dFdSYavY14vTBJjjsEil5sRgxJyWo55LD7sDxz+pgqWqDIcyAjMlmpI9NCFo8AGBr78bxzbVor+uCKToM2XNTETc0uMet/Vwnaradg7XVhqikCAxbkI7wWFNQY7Ica8b5ffWw2xyIzYhGxux0GIJcV54vOY/mymZAAOaRZiRPTA7u+W1z4Mz20+io7YAxwoCUKWmIy44LWjwAYG224uy207A2W2GKM2HIrKGISAxuXdl2uhXnd9fC3mVHZEoUhszOgDHCGNSYGkrrYTnSCOmQiM2OQ9q09KDXled2nEXb6TYIo0DSuGSYRyUGLR6igYqJ2yBxaEst3vrlQRzYePaC55OzonHZQ6Nw1fcLEGbSr1EipcTWF4/jw18fwalDTRe8NnxKIq78YQFm3Txct3gAwNZpx+ZVh/HF6gq0nO386gUBjL5sCJb8ZBxyZqXoGlPHuTYc/sNOnHzvKOwd3V8+b4gwIuuKkRj7remIzozXNaYTm/fg3ce/wL4v4iGl+5zpROw3/4H5y4Grf70ckWZ9G2/73j2Fj58oxYkdDRc8nzYqDpd8dxTmPThC10aJw+7Att+XY9vvy9FwvO2C13LnpeKSxwowetlQ3eIBgM4mKz79xSHsfeE4OhutXz5vCBMYfW0WFvxkPNLG6ZtUNla04PNf7EfZ2yfhsH11l354XBjG3pqHWY+NR1SKvo3uU5+dRfGv9+PU1gvrytjMaIy7dzQmPTQORp3ryvLXy3HwLwdhOWq54LXk8cmY8M0JyLsuT7d4AMDe2Y0Df9qPspePoONcx1cvCCBzYRYmfncy0qam6xpTe2079j1dgsq3jl1QVxojjMi5Ng+THi5CbKa+F+DqD9Rh/29LcGpjNaTjq0WyIpIiMfKWMRj/H5Nhitb3AkX1Rydw8I/7ULfn/AXPx+cloOC+cRh1R4HudeWRvx7Ckb+VorW65YLX0mYMwYT/mIzMhVm6xUM00AkpuSKfHoQQxYWFhYXFxcUB3/YnL1XiT1//HNLL7EWTLxuKH769ACYdrgJKKfHyt4ux/o/lXstd89hYrPjFJM3jAQBrWzeev/JTVH563mMZo0ng1tdmYeLXhukSU2t1E7be9TY6zrR6LBORHIV5L1yH+JHJusS0/9VN+MPXT8FmDYNztc6Lv+CH5zfhh5/diJi0JF1iWrfqMN750X6vZWbelYPb/zodBoP2DRJ7twOv3fo5Dqyt8Vruuj8UYvZDIzWPBwDaznfi5aWbca7XRZKewuPCcMs/52P43DRdYjpbUo83r9mMLovVYxnziFis+HAJ4jKjdYnp6OsV2Pwf2y9oZPc2bHEGLn9pkS49JlJKfPH4Fzj818Ney036ziQU/ahI83gAwNZuw8Y71qH2i7MeyxjCDJj/50UYfkWOLjG1nGjGxzd+gPbTbR7LRKZG4dJ/XAHzaH16cU5tOYlP7l8Pe5fdY5nkiSlY8tqVCI8P1yWmg3/ch5IndnktM+LGkZj9q/kQOtSVjm4HPn1oE6o/POG5kABm/GI2Rt85NuD7LyoqQklJSYmUUp8/nh6EEMWFI6IKd/2fPt8BSkz7djlKKjqC8nlQ4HBykgGufEcd/nzfF16TNgDY+/EZvPj9wCeNfdnwp3KfSRsA/POJUnz28nEdIgLWPrjba9IGAHabxGu3fYGzBy2ax+Ow2rF95XtekzYA6KrvwLYH3kN3u03zmGr3H8Mf76txJW1AX0kbAFQdS8Cz17+heTyAs6fNV9IGAF+8eALrVnlv/AbKup8c9Jm0AcA7/1GC8o21mscjpcTam7d5TdoAwNrSjdev34qW0x1eywVCZ6MV7yz/xGvSBgCWila8e9MnXhOpQKktPo/N3/aetAHAyY2nse1x743fQDn8wmGfSRsA7PvdPhxbc0yHiIAvHt3mNWkDXA3yb25G45EGr+UCwW61Y+NdH3tN2gCg83wHNt75EWw61JUtJ5rx6YMbvCZtAFC/vw7bvrtZ83gAZ0+br6QNACreKMfBP+3TISJgz5O7vSdtACCBHf+5HWe2ndYlJqKBjonbAPfPX5XCYVfW6Nn4fAWaznX6LtgPDrsDHzypvAH93v+WQute34YTbdj7WpWisnarA5/+pkzTeADg9MZKtB63KCrbcaYVJz/QPqYN//sJrF1KhvVI7Ps8ASe3H9A8po+fKFVcdtPTZbB1em9I9Vdnsw3b/qDwWEhgi4q/BX/VfF6PKh8XJdw6LTYUP6t9AnDw5Qq0K6xrzu1txImNZzSOCNj7h0OQCuvKw68cQ/t5bRNcR7cDB/6g/G9o/+/3a15XtlS3oPLtCkVlHVYHSp89pGk8gDMhaa7wflHCre1UG068oyz+/jjywiF0t3f7LgigZkM1Go9qn+Ae/IPyZKz0mYOwdyqL31/WFiuOvqCw/pbQLZkkGuiYuA1gltoO7HrX95V/N7vNgc0vaPultv+jM6g/2a64/OnDzTi6VVmj0187n6uEmvbOnr9XoaPJe09Bfx1/XV2D5/g/DmoUiZO1vQPb/ql0aJizJ27Lb3doFxCcE5H0vqfNm9a6Lux9S/nfgz/2vFYFa5vy5LB8fS3qK7z3qvaX2kSs5LkKzXu49v9VXUz7n9c2mWw/14HjH55UXN5hc+Do37WtK2s216DNRy9ST5ZyC2p3aNuDW/7aUecIaYWOv10Ba4u2dWX5K0dUlS97VV15texddlSsUXchrVzjmBoO1aNur/Lv0a6GTlR/pOxipr+Ov1OhOLkFgDOfnEJLVbOGEQWJFKHzoEGBidsAdvpIs+LeNreTGg8DPHlA2ZXRnmoOqn+PGmdU/s7dnQ40VCpvUPmjuaxeXflyba/YNpbXoKM9QtV7TpVpe8X2lB/n0mmNz6WzfsRUW6ptTOdU/s6tZzvR0aBdY7u7yw7LsRbfBXuoP2zRJhiXxrImxb1tbg1ax3S4Uf17jqh/j5bbt3fZNW9sW46qi0nrz6j9TBtsKpNVi8Y9bhY/hqxqPczVn5gsZdoeO6LBgInbAKY2afP3PVpvX+uY1DbYAD1i8nFTYu/yDqnpMCmHynic79EgkB5C8bjx/PbNn3j8eY+q7fvRw+jP34QaIfk5+fE7ax2T2nNV2h2a1pXSEXqfkT/nt/bnUujFRDQYMHEbwNL8WHssPU/b6ZLT8mJ0eY8aatdoEwYgMVvbWe6ih6mblj0mM07TKZzNuUMRFtYNNeOkUrK0HXqR4se5mpyr7bmU7Me5mqRxTIkj1H1O4XFhiE7Wbpa7sCgjYtLVTfEfP1zbesmf7cfnaLvkRZwf248brnVM6pYeEQaB2Cxtj53a3zkuO17TujIqPQaGcHUzjsZqvPZdbLb6JWO0Ppf8+Z2DvUagJhwh9KBBgYnbAJaWG4txi9StpbPwrhEaReNUeG0WYhKVNwoTM6Iw/lJt17uadm+uqvJjr85EbJq2a0vlfK1AVfnhywM/VXJPUYnxmLa4HZ5mkuzL/JXjtQsIQN6cFKSNVN4oNEUZMfXmbA0jAqbcngNDmPLPKLMoEUMnmrULCMDku9Wd35PuyNV0oWkhBMbdoa6eGa9xvRQ/PA4Zc4eoes+YW/I1isZp+GXDEW5WXldGD4lG5sJMDSMCRt40SlX5rEuzEZms7eLu+Spjyr9ZXXm1TDEm5Fyl7m8u/6bRGkXjlDYtHXG5ypM3Y1QYcq7Wdm3AvBvyIVTUlckTU2Au0GeJGaKBjInbAHfld8YoLjv16iwMydf2ilZEdBguWam8wbP0W6M0Xxg8c3IiRixUvnbVvO9o+8UPAMOuHo3wRGXJYViMCTlf0zZxA4ClP5wGIZT1uGWPaMaoa2ZpGo/BIHDJ95Q3eGbfm4toFQ1hfyRkRGHyLcqTw3nfGaX5Yrf5y4YieZSyv2tDmMC0b2i/rtDEr+fDGKmsVyI2Mxojr9V+7cRJDyq/WJKzLAsJudrWlWHRYRhzh/L6u+DeAk0TbgBIGp+MIbOUX0gb+/VxGkbjlHdDPiKSFNaVsSbViZ4/xtwzXvE1rqQJKUibru6igVrCIFBwn/ILafk3jkJ4grp7mtWKHhKD3GuUX5ApuG+8rguDEw1UTNwGuKlXZ+H6x3x/eWYWxOMbz8/UISLghp+Ox4TLfH9RTb0hC1f+UHnDpT9ueWWmoiFrVzwxUVWS5y9TbDhm/uEKGCPDvJYzhBsx43eXIyJJ26vaAJB7SSFufdxbPM6kzpzYjm++tQQGg/bVx7wHR2DGnTk+y42Yk4Lrn9RnMffrfl+EzELfi/zOfigfU24brnk8BqMBN66di+gUHw0xAVz9zHSkjFE/rEqt+GExuOKvs332TobHm3Dt6/MRpsNi1znLhqHwexN8lksclYBF/zdb83gAYMoPpijqRRt+xXBMeMh37IEw7w8LFA1zK/zxVAyZre1oCcBZVy58bgmMUb7qSgMWrl6seQ8gACRPSsX0n83xWS4qPRrz/7xYl4Rk9B0FyFvu+6JM2vR0FD0+XfN4AGD6L2YjaUKyz3Jj7hmL3Ou17XUPmmDPJMlZJQcdJm6DwM0/m4T7/zQdSZkXf2EZTQbMvTUHP/v0UsQla3uFzS0s3Ijvvzsfl39/DCJjL/6yjU4w4Zofj8O3/jEHBqM+p2BCRhS+tX0JJi7PgsF4cQWWODwaN70wHYseVTeEsT9SijIw/9UbkDSl7yTXPD4N8164DulztR3+19OS/3cjvvHHBKQNuXgKeyGASbOa8Pj2JUiboM+XrBACd/xtOq75xQTE9HFflinKiPkP5eM/1i1AeLT3hl2gRMabsHLzIky7NxdhERefv7Hpkbjq15Nx7e8LdbuCnFqQgHu3LsGIS/s+l1IK4nHzO/Mx6Q51Q7z6Y+Q1w3DD24uQMt7c5+vD5qfj5g1LkT5Zv+FR0388GfOfmoGYIRfXlQaTASOX5+K6D5YhUmEPT38Zw41Y8uISjH9wPMJiLj5/TfEmTPrOJCxavUi3ujJ6SAyu+OfVGH5lDkQfdWVMVizm/nY+JnxTnwslAJA+fQiWvXUVUqf2fVEteVIKLn3jSmQsyNItptF3jsX8Py3u+75AAWQtHY7L370WcX7cf+YPYRCY8/R8TH6kCBGJF3/XGyONGH3XWCx59XKE+UiCAyU8LhyXvnEl8m8eBUP4xedvZGoUpv73DEz7n1nsbSNSSGi9oCc5CSGKCwsLC4uLizXbh73bgeL3T6Fidz1sXQ6kDIvG7JuGw5yu/RVITzpabNjxRjXOlrVACCCjIB7Tlmcjso9Gil6aTrVj7+sn0Xy6A6ZII4bPSsboZUN0axj1GdPROpzZdBzWpi6Y4sKRPn84kiaou38xkOx2O0rXbEXZxhOwdtqRkBaJaffOQuo4be+L8MbWacfet2pw6kATHHaJlLwYTL05W/Phkd601XVh3+vVaDjRBqPJgIzJZoy7LhNhKicvCKT68hYcfvsk2uu6EB4ThpyFaRg+Py1oDSMpJc7sqMOJjWdga+1GZFIE8q/KQnKBugl6AsnR7UDVuhqc21MPe5cdsZkxyL8+B9Fpwasrba02HP/ncTRVNgECMI80I+eqHJiiTUGLqe1MG078sxLtte0wRhiRVpSGjEVZQa0rG0rrUbO++su6MnPRMKRMTg1aPNIhceazUzi38yzsnd2ITInC8CvzEDsseBNt2Du7UfWvE7AcaYS0OxCXE4+cq/M0Hx7pTWdDJ078sxKtJ1tgMBmQND4Zwy4dDqOGdWVRURFKSkpKpJRFmu3EAyFEceGIqMJdT2t7f6Ma075/FCUVHUH5PChwmLjpRI/EjYiIiIhCIHHLiyrc9Wt9bgdRYtrDR1BSycRtoONQSSIiIiIiohDHxI2IiIiIiCjEBe9GIyIiIiKiwYqzOVKAsceNiIiIiIgoxDFxIyIiIiIiCnEcKklEREREFFACcITSUMlQioX8xR43IiIiIiKiEMfEjYiIiIiIKMRxqCQRERERUSBJ1yNUhFIs5Df2uBEREREREYU49rgREREREZFPQoglAFYAqACQDMAM4FEppaUf21wO4DEpZZGXMqtc+1oDYLeU0uKKZSWA9VLKZ/SINdiYuBERERERBZgMqVkl+6+vBEsIUQigWAhRpCYhEkKsBpAEoAHAEgVvMQN4wPWAEF9+tk96SNoCFmsoYeJGREREREQeCSHMcPZ2Le35vJSyRAhRAuBZOHu3FJFSruyx7WI4EzNfngGQ5/p3CYDVUspKrWMNJUzciIiIiIjImxtdP3f38drrcCZKmuqZ7PkQ9Fi1wslJiIiIiIgCTYrQefTfCgAWD0MMK4EvhyeGgoEUqypM3IiIiIiIyJupcN6P1heL6+c0rYMQQpiFEMtdD7OHYiERqxY4VJKIiIiIaPAb47qf7CLeZnR0McNzMtSzjGZcM0vWA1jrimWNEGK9lPLJPuIIaqxaYeJGRERERBRIEkAozSoZmAW4LR6edydJSQHZi+d9r5dSbnA/IYRYAeC4EMLSx8ySFg/b0SNWzTBxIyIiIiIa/I4o6FnrD7NWG5ZSPtrHcxYhxAYAq+CccVINcyDi0hvvcSMiIiIiCrRgT0gS2MlJAM/Jjrv3yhKoHamwC4DZtdh2T2YP5YMZa78xcSMiIiIiIm8sCsr4uq9MS3k9/m1RUD6YsfqNiRsREREREXmzGxcmRz25n+9z4pP+EkKsFkJIL7NI9ha0WLXGxI2IiIiIKKCEc3KSUHmg38MlvS1a7U6GNngp0x958NyLluz62XOx7WDGqikmbkRERERE5M0bgMeFq1cA2CClrOz9ghDCU8+XGusBFHlYUHs5gBIpZUl/Yx0ImLgREREREZFHrqRpJZwzOH5JCFEIZy/Wit7vca0ZV+Eq440ZXqbnd63Ttqp3Euha1y2p9779iXWg4HIAREREREQBJAHIwKydFhCBCEVK+YwQolIIsQbO2RyT4Uy6PPWGbXC9ftFrQohHAEyDM5HKcz1XAaAEQGXv6f+llCuEEKtc97klubZbIqVMDFCsAwITNyIiIiIi8sm1ALai+8NcyddF66+5XnvSj333uS0v5RXHOlBwqCQREREREVGIY48bEREREVEgSQRy4ev+C6Fhm+Q/9rgRERERERGFOCZuREREREREIY5DJQcJKSVKt9Ri/V/KUbmrHt1WB5KHRWPe7bmYe0ceouNNusdk67Kj+K0abH2uAmfLWiCEQMbYeMy/fwQmX5OJMJP+1w06Gq0oefE49v+9Cs2nOxEWaUD2zBRMWzkCw+ekQAj9hzW0n7Lg5Nr9OPdpBWzNnQiLi0Dq7Fxkr5iEmOEeZ8fVjMPhQPWm3dj2+xJU7g6DtdOAuCQbCq+PxozvXIq4zHT9Y7I7UPbhGex6pgJnDzZB2iWSRsSi8O5cTLhxGExR+ldl1rZuHH79BA69ehxNVa0whBmQNikRk+/LR87ioRCGIJxLtR048koZKt6rQmddJ8Kiw5AxdwjG3TMGKRP0P5cAwHK0EUdfOowzW0/B1mZDhDkC2ctyMPK2MYjJiNE9Hiklaj8/jWOvHkb9vvNw2OyIHhqL3K+NRO51I2GKC9c9JnuXHSc/Oo6K14+g5XgTIICE/ESMuGUMspbkwBCEurKrqQuVa8pw/N1j6KhthzHCiJTCdIy6vQCpU9ODUle2VDej/NUjqFlfBWuzFab4cGQuzMKo2wsQn2fWPR4pJer3nsfRlw/j3I5adHd2Iyo1CjnX5CH/5tGITIrUPSaH3YFTm06i7JUjsBxphLQ7EDc8Hvk3j8Lwq/IQFoS60tZuQ+XblTj2ejlaT7XCYDQgaXwSxtw5BhnzM4NSV+rGMYh/NwoKIUNprtJBTAhRXFhYWFhcXBzwbbfUd+E3yz/F4U/O9fl6dIIJ3/7HXEy6LCPg+/ak5oAF/3fNVtSdaOvz9fRRcfju+/ORPjJOt5hK367B2rt3wNra3efrIy8bgpv+MRuROiW5Ukoce+ZzHFu93ePY89w7pmL0dxfo9sXW1dyCV65/Bfs39d3IDwvvxk2rojH9u9frEg8AWKrb8Mq1W3F2f1Ofr8cNjcRtb89F1rRk3WKq2XYO79y8FR31XX2+PnRqMq57Yz5ih0TpFlPpi0ex7bGdcNgcfb4+8sY8LHh6NowRRl3icXQ7sPO/PkfZS4f7fF0YBQofm4axKyfolgR0NXZi64PrcW7HmT5fN8WHY87vFyNjwTBd4gEAy5EGfHLfx2iraenz9bi8BCx4fhnicxN0i6n6o+PY/v0t6G7ru67MWJCFuX9cjHCdklwpJfb/tgT7f1visa4cu3IiCh+brltd2d3Rjc++swXVH57o83VjhBGznpyLvK+N1CUeAGg91YrNd69D4+GGPl+PSo/Gor8uRcqkVN1iOvvFWWy6byO6GvquK1OmpGDx35YgOi064PsuKipCSUlJiZSyKOAb90EIUTxleEzhzp9O0nvXHk3/6T7sqWoLyudBgcOhkr0IIZYIIVYLIR5xrRex2rVmREjqbOvGE8s2eUzaAKC9yYanrtmCQ5vP6hJT7bEWPLlok8ekDQBqy1qwauEmNNS06xLTkfdP4+83bvOYtAFA+cdn8fI1W9HdZdclpmOrt+PYXzwnbQBw/OXdOPL0Fl3i6bZa8dfL3Elb30F1W8Pw6vesKP7TP3WJqe18J56/ZLPHpA0AWs504q9Lt+DsAYsuMZ3ZVYc112z2mLQBwJnd9Xjjio3otFh1ienwy2XY+oMvPCZtAFD+RiU2fWMrpEP7i3VSSnzx6GcekzYAkHaJ4p/vROkzBzSPBwC6223YfOeHHpM2ALA1W/HJ1z9G7fbTusTUcqIJG255z2PSBgAtlU3YePN7aD/TqktMNRur8Ok3NnpM2gDg9Cc12HLvx7DrVFfuf7oE+3/jOWkDgNLV+7H7Z1/oEo+j24Et92/wmLQBzl7Uz77zCY6/W6FLTB11HVi34gOPSRsAdNS2Y/1NH6LxiOcygXR+z3msu/Vjj0kbANTtqcPHN36EribPZYjoK0zcehBCLAewSkq5Ukr5pGu9iNUAikM1efvo/47geLHvSthuk3hu5U44dGi0vf7wXrTW+26wWk534M3H9mkej93mwLvf2A3puU37paqt51H810rNY2qrasSxZz5XVPbEq8VoOlyrcUTAnr98iCNfuJM271et1zzSiK5mz43NQNn0/w6h8bjnCwBu1pZufPDdPZrHI6XEum/vQneH7wZr/ZFm7Hy6VPOYuixd2PbjnYrKVr5Xhap1JzWOCKj9/AyOvV6mqGzJE7vQfsb3Me6vo387iIYDdT7LyW4Hdvz4U10S3JKffw5ro+8Ga0dtO/Y+qewY94fD5sCOH30GKPjdz+08i2OvH9U8puZKC/b/rkRR2SPPH0S9gmPcX8ffqcDpLTWKyu54bBu6OzwnwYGy7+kStFb7rpNtrTbs/Imy757+kFJi+6PbYe/0XVdayiw4+Cd9LuDoTUoRMg8aHJi4ubgSszXotVCglLIEzlXcnw1CWF457A5sXF2uuPzZYy04sN7z1eZAqKtqw773Tykuv+uNk2g+16lhRMDhd06h5XSH4vI7/nQMWg8hrl6zV9XUvNVv7NUqlC9tfcbdI+u7gu9oi0TJXz7WNJ7OZhv2vHxCcfnjW86h9pDnnrlAOL2zDuf2NSouv/+FCs17cI/+45iixpHbob9q39g+6qWnrTfZLVH+d21jctgdKH9NeUytJ5px9jPl9Zg/Wk+24NTGasXlq9+vRGe98nrMHyfXnUDHOeWjIMpeLtW8rix7RflxA5wxaU3N+W1ttmre62ZtsaLyTeVtgdrPz8BSprwe88f54vNoOFivuHzZa2W69eASDWRM3L5yo+vn7j5eex3Ach1jUeTE3kbUVasbarj7HWVXCf21771Tinq23LqtDhz4SNtksvRddb/zudJm1JdrOyypdssxdeU3K/9S9kdz9WlUHUqEmmxy/z/PaxcQgMpNtV6Htvbl8LvaNraPvafuXOqo68Kpz7X9nE58qK4HrWbzadjabBpFA0iHxMl1VareU/3RCW2CcbGU1qP9lLq/6ZMfH9coGqdTm6pUXbxx2Bw4vUXb3tKTH59QVb6prBEtJ5q1Ccbl5MfqziW1v4NaHefbUVfi+daEvpzU+Pw+u+2016GtfVH7uapV9ZG67XfWd+LcbnWfK9G/IyZuX1kBwCKltPTxWiXw5VDKkNHWqP7+mVYFw3L6w5+Y2hq0vQ+os1F9I7XDj99DDVuzul5GW3Onple2289bXP9SPpyiXdvOLb+OgdbHrdOP7Wt9n1uXRf3ftLVFu8Stu6MbDquKqzcArE0h+Bn58R6tt/9vGZPKe5+6LF2a1pX+nKv+nH9qhGZM6revdUy6k3DOKhkqD85FOCgwcfvKVACebhazuH5O0ycUZaLi1M9+6M971Ij0JyaNZ3EMj1M//XGEH+9RIyxG3WxsYTHhms68F5EQq/o9kRrP5B7hx7mk9XEL9yOm8Fhtz2+TH9v35z1KGSONEEZ156qW8QCAKcaPz0jjGRP9i0nbzyksxM4lQH1Mpjht60q/jltsCJ5L/2b1EtFgwcTtK+ZAlBFCFPf1ADCmvwH2NnxyIuJTI1S9Z8LSoYEO4wLjlg5RVV4IoGCxtuuC5auMKSE7GimjtV2mIGVmjqbl1UrIy0L6cHVdaKMvidcoGqfcBakwhqurotQea7VyFqvbvik2DJkzUjSKxilrkbplPtKmpmqaTBqMBgydm6nqPUPnqyuvVuK4FEQkq1tTa+i8LI2icRoyX+X2DQJDZmv7OWWojCkmKxZxedouU6A2pox52n5GUUOikTDKrOo9GQu0jSl91hDVa/2p/VzVylT5O4fFhCGtKE2jaIgGDyZuF7J4eN7dExecFWw9MEUYsfDeEYrLm4dGYdr12q5PlDkuAaMXKF8jZtJVGUgZrm3XzcRbshFpVt5Qnb5yBAxGbf80sm+crK78TerKq2UwGDD3HuWJmCnchhnfWaZhREBMaiTGL1d+vg6dYsawmdqu5ZazeCjMI5T3To67NdevXjo1Cu4YpaqHa9y9ozWMxmn0XQXqyt+hrrxaxggjRtyo/NpZVFo0si7N0S4gAOZRSUibofxCWuYl2YjJ0vaCUs61+ap6GkfeVqB5XTnqjrGqyo++a5xGkTgJITD6TuUxGSONGLFilIYRAZHJURh+Va7i8kkTkpFSqO1abhnzMxGXq/w7JX95/iDscROADKGHilshKHQxcVPH7KuAlLKorweAI1oEdOXDBUjLVdaQvPPpQoSpvCrnjxufmgxTlO9FfiPjwnDDLydqHk94dBiWrVK2CGZqQTxmPKT9gqkJBenIum6CorJDloxCUpH2CwLPePhqZI2y+CjlHCR/xcMCMenaL3h9yU/HIzrZd0PSYBK4/FdTNF/IWRgEFj9VBKHgzyhmSBRm/lDbRqRzP9Eo/L6yv6MhM9Iw4tocbQMCkLUkGxkLlV3RL7hvPOI17rUBgDH3T0TMMGWJT+FPZqnuwfDHlB/PgDHSd11pijVh0iPaj9QPiwpD4X/OUFQ2Id+sOqnyR/KEFIy4SVniM/zKXKTN0LbXHQDybxqFpAnK6r8pj0xFhFndyBh/TH64CBGJvvdjCDNg6n/N1KWunPH/ZihaED16SDQmfjt0FqomCmVM3C5k9vC8u6fNok8YysWnROLH6y/B0FGeGyQGo8ADz87ArJtydIkpd1oyvvPePETGe77fKDY5HN//aCGyxpt1iWnqfSNwxdOTvV5wSp+QgLs/WoBIje+5cxv34yXIvMp7wyf9kpGY+PMrNP+SBYCI2Bis3HAtsgu8TRMtcPm3O7Hw57doHg8AJI+Ixd0fL0TcUM/D3EzRRtzyxhzkLdRnmE3eskxc+bfZXodxxg+Lxo0fXIK4zGhdYir64SRM+o/xXssMnZ2OZa9cAmO470Shv4RBYMHqxchc5D15G3VnAYp+Ml3zeAAgMikSi1+90uvQPmEUmLFqPoZfrXwkQ38kT0rDgueXee1pCE+MwMIXL4d5lD4DPkbeMgZF/zXTa11pHpOES165HOEa3wfoNvOX85D3Ne8X1LIvz8Wc3yzUpa4MiwrD4peXIWWy916ryT8sQsH93v8uAyUuJx5LXrscUalRHssYo8Kw4NnFGDJL21sm3IYtGYb5f1jg9SJIbFYsLnt9GWKGanzTNNEgIbReg2WgEEI0AmiQUl70jS2EyANQAeAZKeVKP7dfXFhYWFhcXNzPSPvW1d6N7f+owoa/lOF4cQOkBOJTIzDvjjwseXAkhuRrO8SmL83nOvHpcxX49LlK1LkWUU4fGYcFD4zA3HtyEZus/VXI3s4facbOvxzD3ler0NFghRBA1sxkTF+Zjwk3DkNYhPaN2p6klGgoPonqNftw7pMKOLq6IUxGpM3NxbAVk5Eyc7guDZGeuru6sO+v67Dt2RpU7jNDOgyIjOnClMs7Me97M5A5W/8ro51NVux56QR2PVOBc6XO6cfjs6JQdG8ept2Xh3idEqSemqrbsO+5chx85TjazjrX10qdYMbk+0Zi7C05mk9K0pfz++px6K9HUPnuCdjauiGMAhlzh2DcPaMx/LJhMITpe61OOiRObT6Joy8expmtp+CwORAWFYbsy3Mw+q4CpBZpe39rX7o7ulH1z2Mof/UwGg6cByQQkRyJ3BtGYeRtBYjL0b73r7eO8+2ofOMojv3jCNpOOhdRjstNQP4tY5C3YjQiEtXdnxcITccsKHulFMffPuacOVIAKVPSMOqOsRh+ZR6MQagra784g7KXD6NmfRXsXXYYwg3IXDQMo+4Yi6HzMnWvKx02B6r+dRxlLx7GuV21kA4JU3w4cq/Nw+g7CpA4VvtRCb1Zm62oWFOGslePoKnMAgCIzohB/k2jMOrWMYgOQoLUWtOKoy8fQfkb5eioddaVSWOTMPrOMRjxtRF+Ta6iRFFREUpKSkpco550JYQonpIdW/jF44V679qjmT8vwZ7q1qB8HhQ4TNxchBDrASyRfSwvL4RYAmA9gJVSymf83L6miVtPDoeE3eaASecvVm+6bQ4IARh1bjh6091lh8FkgEHBUA49SCnhsNphCDfq3gDxxG63w9FlhSna81Vcvdm7HZAOiTAdeo6UslvtEEah+f0+argbtqFyLkkp4eiywxAROue3dEg4bA7dkxBvHDYHIKB7ku2N3VVXKhn2pgeeS8o4XHWlHr3sSulZVzJxuxATt8FB27mzB5Y1AJZ4eC3P9XODTrH0i8EgYAihLw8Autxbp5bevWu+CCFgjAitP0mj0QhjCCVtQGgl/26h1DByC6UGJOA6vyND6/wWBhFyn5Me99apFWqfEc8lZUIp+XcLxbqSaCAJvb/q4HkD8LjI9goAG6SUlfqGREREREQDkiOEHjQoMHFzkVJaAKwEsKrn80KIQjh73FYEISwiIiIiIiIOlexJSvmMEKJSCLEGwC4AyXDONFnkSuyIiIiIiIh0x8StFynlBgyQe9mIiIiIKARJuBa+DhGci3BQ4FBJIiIiIiKiEMfEjYiIiIiIKMRxqCQRERERUYBJRwgNlaRBgT1uREREREREIY6JGxERERERUYjjUEkiIiIiokALpVklaVBgjxsREREREVGIY+JGREREREQU4jhUkoiIiIgooARkSA2VDKVYyF/scSMiIiIiIgpx7HEjIiIiIgokCSCU1nGTwQ6AAoE9bkRERERERCGOiRsREREREVGI41BJIiIiIqJAC6nJSWgwYI8bERERERFRiGPiRkREREREFOI4VJKIiIiIKIAkABlCMzmGUCjUD+xxIyIiIiIiCnFM3IiIiIiIiEIch0oSEREREQVaKC3ATYMCe9yIiIiIiIhCHBM3IiIiIiKiEMehkkREREREgSQBGUoLcHNayUGBPW5EREREREQhjokbERERERFRiONQSSIiIiKigBJAKA2VRCjFQv5i4jbIVO1rxPFdDei2OpA0LBoTLh0CU4QxaPE4HBLlW86htqwFQgBDxyZgxNwUCBG8CsTW0Y3j68+i9UwHwiINyJiegpSChKDFAwA2SxssuyvQ3dKBsNhIJBTmITw5Lqgx1R86jJNbDsLWbkXMkDiMuHYhIuLjgxaPlBK1u8+j4bAF0u5AfE4cMucPhcEYvIEDDpsdtdtOov1UK0SYgHlsKhLHpwb1/O5u7cL57cdhbWyHMSocSUVZiM40By0eAOisbYaluArd7V0wJUQhaUYeTPFRQY2ppewcmkvPwGGzIzI9Hskzc2AID95XonRI1O86ibaqRgACsSOSkFSYGdRzyd7ZjbNbq9FR2w5jhBHJk9MRPzIpaPEAQGd9B858egrW5i6Y4sIxZE4motOjgxpTc2UTanfVwt7RjajUKGQsyoIp2hS0eKSUOF98Hg2HGyAdEvHD4zF0XrDrSgdqPjmN1pOtEGEGpExIQsqk5KCe30QDERO3QWL/R6fx9s8O4djndRc8H5cagcUr83HNf47TNYGTUuLTPx/DpqfLcL6i9YLX0sfEYekPx2DWPbm6VtrWtm5s/+VB7HuhAp0N1gteGzY3FXMen4DhC9J1iwcAumotqH5+I+q2HIK02b98XhgNSJpXgOz7FiMqM1nXmE5u3o5Pf1qCE5+nuJ4xAmhH+LffxsQbOzD/iRsRlaRv4+3YW5XY87uDaChtvOD52KwYjL+/ABMfHAth0O9ccnQ7cPTZElS8cgCd59oveC1xfCrGPDQVmUvzdIsHAKyWDpT/+TOcfv8Q7B22r14QQOqcPOR/Yy4SCvQ9v9uOn0flXz5B3WflgOOrO+MNEWFIXzoOuQ8uQERyrK4x1W2vxPHntqHpwOkLnjclRSPr+snIvXeWrgmclBJV/9iHypdK0F7TdMFrsblJyLunCMOuG6drXdndbkPpH3bj+BulsFq6LngtZVoGxn1nGtJmZuoWDwC0nWrF3qd2oer9Sjhsji+fF2EC2ctyMfmHUxGXo+8FuHO7a7H3VyU4s7XXuRRnQv6NozD5h4UIjwvXNaaKtyuw//f70Xj4wroyJjMGY+8bi/EPjNe3rrQ5sPcPB1D61yNor+244LWUScko/N5E5FwxXLd4iAY6ISWnmdGDEKK4sLCwsLi4OODb3vTMMbzwjV3wdigLFqbhBx8sQHiU9g0SKSVevX8Xtj9/3Gu5S747Cl97erIuDZKuZhtev3Izzuyu91hGGAWuem4mxt6co3k8ANBefR6HvvcCbA2tHsuExUVh7K/vQuzIobrEdPQfH+DtrzfCbguDcwqqi49N6shG3LbpBsSk65ME7H5yL4qf2ue1TN61OVi8ep4uV5QdVju2f/NfOLulymu5iT+ajVFfn6J5PADQeb4VOx/4B9qrGj2WMUSEofC31yNlRo4uMTXtr8G+7/8D9jarxzIRQ+Ix5U+3I2qoWZeYat7aiyP/+7HX2dUSi7Ix+bfLYYzUvsdESon9P92Ak28d9Fou945CjP3hfF3qSluLFZ/e/U807DvnsYwwCkx/ajGyrxmleTwA0HTMgvU3v4/O8x0ey0QkRmDxq1ciaZw+F7qqP67CJys3XZBE9pZYkIRL37gckUmRusRU8lQJ9j6912uZ3GtzseCPC3SpK+1WO9bfsxnV62u8lpv5/6Zh4jfGBXz/RUVFKCkpKZFSFgV84z4IIYonZ8YXfvbt2Xrv2qO5/7cde081B+XzoMDh5CQD3NHPzuOFh7wnbQBweMs5vPitwCeNfdn02zKfSdtX5Sp1iAj41zd2eE3aAEDaJT64/wvU7m3QPB6HtRtHHnvNa9IGAN0tHTj82Kuwt3d5LRcIdQdL8fZ9Da6kDfA0Hv58eSLevXmN5vEAQMW7J3wmbQBQ+e4JlPx6vw4RAQd+9bnPpA0A9v/vdpz5xHe5/pJSYs8P3vGatAGAo6sbex5+Fx1nmzWPyWppx/5H1nhN2gCg62wzDvxgDaTdc+M3UCx7a3Bk1TqfU2I3Flfj6FPrNY8HAI6/VOIzaQOA4y8rKxcIux/b7DVpA5x15c4fbkTjofOax2PvsmPzPR95TdoAoKuxC5vv+Qi2Vu/nXCA0VTTh029s9pq0AUDj4QZs/dYWzeMBgMp/VvpM2gDg+LvHsfc3vssFws6fFftM2gDgi//ehZObfJcjIiZuA96Hvz4MqbDNs+3l47Cc8f7l1192mwMbfnVUcfn1Tx6Bw6Ftr29jRQuOvnVSUVlHt8Su3yuP31/1n5Si87SyBNFW34Lz630nL/216zefwG5V0ssgcXxbCs7u0PZCgJQSe//vgOLyB589DFt7t4YRAdamTlT+/ZDi8mXP7dEwGqfGkho0HTijqKy93YqTa7U/l868tw/dTcrqmrbK86j/vELjiICqV3ZeMFzTmzMfHEJXnfeLKv3lsNlR8ZLyv6GKv+2G1LiubD3RhJqPlB0LaZcof0H7iyXVHx5Ha3WLorIdte04/s4xjSMCDv/1EOxddt8FAZz+5BQaDnq/aNhfUkoc+L3yurL0+VJ0d2hbV3ZZulD6ovLv0n1/0OfCBNFAx8RtALOc6cCe904pLm/vlvj0b9r2cB388AyaTitPDs+Vt6L8E+9Xd/tr39/UNQqPrK1Gp0Xbq7a17+9WWV7bJMnW3o6Dbym9wd/ZE1fyl53aBQSgbn8D6vYr7/3sslhx/H1te7iq/1kGe6fyBs/5L06h5YRFu4AAnHxLXSJW885+zXu4Tr+rLmE9/e5ebQJx6aprxfmtyhv00u7A6feUN4T9cW7rCXSda1Ncvq3KgvpibXslKt8oVVX+5AfHYG3WdjRA+d8Pqyv/2hGNInGyd3ajcq265LDsNW0vBtbvr0e9iuTQarHixAcntAsIQPmblbB3KktuAeD0Z2fRVKn9aADdSRE6DxoUmLgNYGeONivubXM7dbjJd6F+OFOqfvtnS7WtrOuPqNu+3eqA5bi2V9vbq9QNMWqvOg8t70dtPlENa1uEqvfUlWnb+G8ss6h/z1H171GjpcL7cMRAvUeNtuPqruZbG9pha+7UKBrnMODOUxZV72k/Xue7UD+0VTUo7m378j2V2sbUWqm+F6b1mLY9N83H1J2rDqsdbdXa1t9N5RaV5Rs1rSvbzrTD1mrzXbAHS5m2dYDFj7rSonFd6c/2/anzif7dMHEbwPz5btJ8LpoQjMmfL3GthySp/pw0j8efz0iDOHryY/uan0t+HAetz6VQi8mveLQ+cP78vqF4Lmlef/uzgxCrm0LxMwrF7ziNgwrFU4loMGDiNoCl5amfRjt9hLZrg6Xmq4/Jn/eokZin7ncWRoGE4drGFJmpbjr9yMwkTWeUix2WibBwdVeRk3K1HXoRn6v+XE3w4z1qxA5XP924P+9RIzo7UVX5sLgImBK0W0PNGGlCRKq64xCVpe53UCsqy6z+PcPUv0eNmGz12/fnPWqoPVeFUSA6Q9u/ObVT/McNj9e0rowaEg2jyqV14nK0Xf8yPlf99uM1jsmfutifOj+kSUBKETIPJsaDAxO3ASxleAzGLx2iuLwQwLy7czWMCJh4TSZiU5QPuUscFo0xS7SdVn7i3erW0xp5dRaiVfwO/ki/Qt008WlXFmoUiVNEfDzGXqNsAgB37T/5vknaBQQgfVoqzKOUN9pMMWEYcV2OdgEByL52NESY8mozaVI6EkZpOz151rUTVZXPvHo8DCp+B38MvVrduZGhsrxaUUMTkKRmGQQBZFyt7nNVK33RCJjMyqeJjxoah9RZ2RpGBOSuKFBVPnNpHiKStF1IfcRNo9WVv1ldebVM0SbkXqfyO+UWbZdNSJuahoR85XVlWEwYcq/Rti2Qv3wEDCbl9UxaUQqSxmh7AYdoMGDiNsBd/j3lX1JTvzYMabna9iSZIo2Y/818xeUv+e4oGDVuRKaOMyNnicIEVwDT/kPbL34ASFk8EaYkZcfCGBeJtGXarwc27bszIQxKxicKZEyqR+bCWZrGI4TAJBVr+4y5Y5Tmi91GpkRj+PXKz4+R92qbkABAyqwcxOan+C4IQJgMyL5R+3Mp47opMChcBy1yaAJSFmj/N5d96zTFZdMuGY2oDG17So0RYci5ZbLi8rm3TYHQeO2thNHJSJ87TFlhAYy8R9vkFgByrx2ByFRlyWF4QjhGrNB+bbmCe8dBGJX16qUWpiK1KE3TeIQQGP/geMXlR982WvO6MjotCiNXjFBcfuI3lMdP9O+MidsAN3FZBr72PxN8lsueZMbXn5muQ0TA5Y+PxcRrMnyWm3ZrNhZ9V58FXK96fhaSRvkehrH4qUJkzU7VPB5jVDjG/OJWGKO99+wZIsIw5n9uhile6YyP/hsyvRBX/NoECE/jKZzPxw9twQ1vXAmDQfvqY/Rt+Rh7t+9zJHP+UMx4XNteSbfJj89D0hTfFwJG3TcFw64YqXk8wiAw5VfXISIlxme5iT+7EjEqh1b6IyI1DuN/cT2EyfuQsrCEKEx4agUMPsoFQsrsPOQ9OM9nudiRaSj4z2WaxwMAIx+YgfSFvntvMq8cg9w79Dm/p/96MeLyzD7LTX58LlKKhmoeT1i0CQufuxSmWO8XAoxRYVjwzKWIUNGL6a+k8cmY9eRcT0tdfil2WCwWrF6sy8Lpo24dhdF3+L4AkjE/A1N/PFXzeABg9i+mI63I9/fppG+NR941OdoHFAwOEToPGhSYuA0C1z0+HitfmIm0ERf34JgijVh43wg8/skSxJi1vcLmZgwz4P435+Dyn4xFdNLF+4xNjcA1v5iAu16eCYNBn8okJi0St29aivG358IYfvFpnzQqDte+MgdTv6n9lX+3uDGZGP+HryOhqO+GW/zE4Rj/u3uRMFnbIS09Tf7mCqx4JRGpIy+eBc1gdKDgyjrcvXUZEnJzdIlHCIG5T87ErJ9NQ/SQi6+6m+JMmPjNcbj8tcWq7zvxV1i0CfNfvAb5d0yAMSrsotejM2JR+D8LMOERbXske4rJTsTMF29H+qKRQB9/U/EF6Zj6xxUYeukY3WJKnp2Pyb+/FfHjMy9+UThfL3r2LsSO0LY3oqe8r8/G2J9eiahM80WvGSLCkHn9JEx95laY4rRv/AOAIcyAot9cjZErZ8CUcPE+wxOjMPrbczD5l8sgdKorI5Ojsej1GzD8htF9DnWLyzNj5v9dipF3ad/b5pYyOQ2XvXUNhszt41wCkDZjCC5dcxXSZ2qfSLqNvHkULvnbUiQWXHwhRIQJ5Fybhyv+eTViMrxfUAkUIQRmr5qN6T+djughF1/oM8WZMOGhCVj60lLd6kpTjAlXvXkZxt1XgLDoi+vK2KwYzH1qFqb/pEiXeIgGA6H5bF4EABBCFBcWFhYWF2u3HpfDIXFow1lU7mpAd5cdScOiMX15NmIS9UnY+mLt6Ma+d07hXFkLhBAYUhCPCddkwKTTF0df2s934ug7J9F6pgNhkUZkzEhB9vw0Xa6KetJxsg6Nn5ehu7UDxphIJE4fiehc/Rq0vTkcDtRs2obqT46hu9OOmLQojLl5AeKGZQUtJrvNger1NWg43Ahpl4gfHofcq7JhilE2JE8LthYrTn1cgbZTzTCEGZFQkIKhC7I1H9LmTcfZZtRuLofN0gFjlAlJU7NhHq9fg7YvLUfPomHXcdjbrDAlRCFl/ihEZZiDFo90SDTsPIHm0jNwWO2ITI9D2uIxMMXrk7D1xd7ZjbObjqGtqhGAQGxeEtIX5cEYfnGDVy9d9R2o+bgCHefaYQw3InnKEKTOzAhqXdlcaUHNxmpYm6wIjwtHxqIsmEepm+wpkKSUOLerFud21KK7sxtRqVEYfkUOotK0HyXhicPmwMkNJ9F4uBEOhwPxw+Mx/MrhMEUHr660tjjX2WypboXBZEDKhCRkXZIJg4Z1ZVFREUpKSkqklLpnhkKI4skZ8YVbv+m7l18v8/64FXtPNwfl86DAYeKmEz0SNyIiIiIKjcTt04dCJ3Gb/ycmboMBh0oSERERERGFOCZuREREREREIS54g+eJiIiIiAYhCdfC1yFC+poGlQYE9rgRERERERGFOCZuREREREREIY5DJYmIiIiIAkkitBa+5iTygwJ73IiIiIiIiEIcEzciIiIiIqIQx6GSREREREQBFkqzStLgwB43IiIiIiKiEMfEjYiIiIiIKMRxqCQRERERUaBxqCQFGHvciIiIiIiIQhx73IiIiIiIAoyTk1CgsceNiIiIiIgoxDFxIyIiIiIiCnEcKklEREREFEhSAI4QGirJYZuDAnvciIiIiIiIQhwTNyIiIiIiohDHoZJERERERAEmZbAjoMGGiRsREREREVEACCFyACwBUCml3BTIbXOoJBERERER+SSEWCKEWC2EeEQIscr1b3M/t7lcCFGssNxqIcR6IUSxt333iG2Ju4zr32uEEA/0J17Xtr4mhKgXQlzS6/nXAVQAWA1gvRDio/7uqyf2uBERERERBdhgW4BbCLEcwGNSyqIezxUCKBZCFEkpLSq2tRpAEoAGOHunfJVfBWCXlHKl6/9mABsBHHftu7LXW8wAHnA9IMSXx+JJKeUzSuP04ibXPnb3iPF+ACsAWAA8AeBmAEuFEA9LKX8dgH0ycSMiIiIiIs9cidIaAEt7Pi+lLBFClAB4Fs6kRRF3AubadjGcSZCnfRe63rO2x/stQojFABoBrAcwoo+3PgMgz/XvEgCr+0jw/LUEQImUsrnHc48CkAAukVLuBfCUEKIBzgSOiRsREREREWnuRtfP3X289jqcSZ1WVsI59PACruRtA4AlQohCKWVJr9dX9n5PAJkBfJkECiES4EwSG11Jm9sGAF8L1E55jxsRERERUaBJETqP/lsBwOJhOGQl8OVQSi1MhXM4ZmEfr5X0KBNM7uGeG3o9b4Zz6GRAsMeNiIiIiGjwG+NpEpCe9615MBXO+9H6YnH9nAZgrYcy/bEBzt4si49yF3EN8fwyqVJzH54PG3HhvXkr4Rwmub5XuakA6gO0T/a4ERERERGRV+YAlVFNSvmolDLRw/1p7l64i4ZwuiY0eQDOXrkNANYIIR4JUFirASS6ZpYshzOJs0gpn+ux/ylwfia9e+H8xh43IiIiIqIAkhKQjtCZVdK1GPgRBT1r3lg8PO/uiUvqx7ZVE0LkwZkwre19fxucsa6XUm7oUX4FnLNQWvo7s6SUcq0Q4kcA/hdAIpzJ4f29iq1y/bzo/jx/sceNiIiIiIj6y6zz/tbAeX9d74TJ3Uu3oddzFjh7v1b1Lu8PKeWTUkoDgEQp5VQp5Z5er18KoKjXZCX9wsSNiIiIiIh8MXt43t3TZtEnjC+HQZrhTIzU7HcXALMQwufacT72/4QQ4mEAkFI2eSrXO5nrLw6VHCQcdgcOfnQWW/58DMd31cNudSBxWDRm3ZGDOffkIS4lQveYrO3d2Pv3aux4vhJ1ZS2AANLHJmDGfXmYuGIYTJFG3WNqP9eBw6+Uo/zN42g724GwCCPSp6Vi3N2jkLVgKIRB/2ENnTW1aPhoG1p2l8Le2g5jdBRiC8cg6bLZiMrN1D0eh8OBM9s34+hLe1G324TuDiMiU6zIvjoSY26/HLEZOfrHZLPj3OYy1Ly1F63HzkM6JKKzzMi4ZiKGXj4WYTH6n9/drR1o3LQbDRuLYT3XAGE0ICovE8mXz0TC9LEQRv3Pb9v5OjRv+QxtO4thb2mFiAhHVMFoJCxegIj8vJ4LkOqm68QJtGzajI7SUjg6O2GMjUX0lCmIW7gApvR03eORDgfa9pSiccNn6Kyohuzuhik5EfHzp8O8cCaMcTG6x2TvtKJu0wGc+7AYnTX1AASihqci/coiJC8cB0O4SfeYuuraUP3WQZz68Ai6zrXBEGFE4qQMDL9xIlJmZgelrmw61ojyV0pxan0VrM1WmOLDkbFgGEbePhaJY5N1j0dKibOfn8WRF4/g7I6zsHfYEZUahdzrcjH6ttGIGRqEc8lqR+X71Sh9sRz1pY2Qdon43DgU3JaPUSvyEB6n/7nUabGi9LVKlL5aieaTbTAYBdImJWHivSORd0UmDGGDtw9hkC3AbVFQxtPkJQHlmr1yCdQnbT3l+S7i1QoAuQjQ+mxKCeka9EraEkIUFxYWFhYX9zmZT7801Xbij9duReWOvietiYgx4r5XZ2HKtVkB37cnNcUN+Nu1n6H5dEefryfmxODe9+ZhyLgE3WIqW1uJLd/5HPYue5+vZ8xOx2UvLkRkoj5JgHQ4UPvKB6h7Z7PHMkmXzcbQ+67XLQmwtjRiy4PP4+wn5j5fF2F2FP2/aIy96w5d4gGA9ppG7PnOWrRX9f19YDJHYdKvbkDiZP3O75Y9ZTj+vy/D0d7Z5+uROUOR91/3IjzVrFtMlo82oP4fbwEOR5+vx0ybgrSV98AQHq5LPLK7G3UvvoS27dv7LiAEzNdcg4Srr9Itoey2NKPmqWfQeayq75AiwpHxH3chbtpEXeIBgNay0zjyn6/AVt/a5+sRQ8wY84vbEZ2bpltMpz44gn3/vQ4OD3Vl0tQsTP3t1QhPiNQlHumQ2LtqJw6v3uexzMg7xqLov2frlgTYWm3YvHIzajbV9Pm6wWTArF/OwujbR+sSDwA0VTbjg5s3wXKsuc/XI5MjcPnLizB0pn7nUtWmM3j/jq2wNtv6fD1lvBnXrVmIuKzAJ7lFRUUoKSkp6ec9XX4RQhRPTDcXbrxrqe/COln84nrsr7X4/XkIIdYDWCL7yEZdvVfrAaz0594x9wLcUsq+FtHua1+PSik9frhCiNVwTkqS2Duxc01OssrfWHtsZxWAHwBYLqV829/tqDV4L3P8m+hsseHppZs9Jm0A0NVmx5+/tg0HPz6jS0y1h5uxeukWj0kbADSeaMPqxZvRcLzvxkqgVbxXhY3f+Mxj0gYAp7fX4oObN6K7o1uXmHwlbQDQ8PF2nHlOn/rAbu3CxnvcSVvfF3RktxG7/7MLR/7+d11i6qprxe6Vf/eYtAGAzdKBPf/xBpqPnNUlptZDx1H5P3/1mLQBQOeJMzj2n6vR3dymS0xN6zaj/rW1HpM2AGjbtQe1f3wO0kuZQJFSou6vf/OctDkLwfLuu2j64APN4wEAe0cnTv7ijx6TNgCQXVacevp5tO49rEtM7VXnUfqDFzwmbQDQddaC0of/hs4zjbrEdGZ9OfY89i+PSRsANOyuwc6H3oa9U5+60lfSBgDlL5di939v0yUeh82BDXdv8Ji0ucts++E2lL9RrktMbWfa8c416zwmbQDQWd+F95ZvwPl9AZuZ3KtT28/hnRVbPCZtAFB30IK1V21ER32XLjFRv3hbYNvdexWw2RP74lrHbWXvpE0IYRZCPNArHouHzbi75/taSFyNXwJoBvCcECKun9tSjInbALf+t0dx6oDHobVfctglXnlwNxx27Rtt7/9gLzotnitqt9ZzXfjwx/s1j8feZcfWR3Z4ykUucK64DqUvaf9F21lT6zNpc2v4eDvayz03NgOlfO2bOP+FGc4PynsPSMn/a4C11aJ5TBWrP0NXbYvPcvYOG44+pen3BQBnQlLz57cguz03at2sZ+pQu2aT5jHZW1pR/483FZVt37MfbcV7tQ0IQOfhw2jbsUNRWcs776K7XvuGZOOHW9BVfdp3QYcDtc/9Q5cEt+rPH8He6vkCgJvN0obq53ovDRR4dms3Dvx8k6K60rL/LKrWal9/Nx1r9Jm0uR179TDq9p7TOCLg2JvHcGabsguhXzz+BWxtvr8P+2vXqn1oO93us1x3eze2/min5vFIKbHxezvhsPr+O7JUtGDX04c0j0l/IbDo9gULcPd7ZMMbgMdFtlfAuUbaRdP1u2Z+7DfXdlZKKVf08fISuBYBd1kPz8MolwMo6WMWSlVc97VdAucHaxFCPCyEmCyEiO/r0Z999cTEbQCzdzvw6eoKxeXrTrTh4Efa9krUVbTi6EfKe/YOvFmD5rOee+YCofL9anSc9904cjv416PQeghxw0fqrgw3fOSl5yJAyl52N2p9V+7drRE49uZ7msZja+nEmX8p/zK37DuFljJtG21tpcfRWaX8b6hh4244urRttDV/uh2yW3nPR/PGTzWMxqlls7KLEgAAKdHy6VbtggEg7XZYNij/m7Odb0DbPm173TpPNcCyS/lFooatpbA2+L6I0R9nNxyDtcF349+t6vX9mteV5a+Uqip/TGV5fxx54YjisrYWGyreUv497Y+uJivK1vS1vFXfzu44j7pD2vbgntp+HvWlvi8qux16uUK30S7kH1cStBK9ZmR09YLlwZm8oddrxQAqXGW8McPLUgKuRbTXA8gTQqzp8VjvGsL5LHokblLKJwGs6p00uoY3JvUVq1pCiF1w9jAmwNlwehJAMYDGPh4Bu/ePidsAVr2nEY2n1CU9+947pVE0Tkc+OA013+OObomyj7VNJk98dFJV+aaKZq/DTQKhZZe6q4stuw5qFIlT65lqWA6YoehSu0vN+lrN4gGAxt3VcKgcinX+02MaRePUvFNdo9De0o62Iye0CcalfY+6Xo+O0iNwdGk3LEk6HGjfpy6m9r17tQnGpfN4DbobLKre07r7gDbBuDTuKFPz5wbZ7YBll7bnd+0W5Y1/AGg70Yi2Kos2wbicWq9utEHNBm1HJ7TXtqNuX52q95xcp+47SK2aT8+gu8P3KICe1H4vqlX5oedhpH3pbLTi9E51nyvpz3VP2EpX0vSIKxFaCc+9WxvgTKgues31/jWu5C4PzpkeK1zP9Z6uf6OrzBI4e8zcjyWuh7l3b5+rZ26lEGK1O8lzPe9pIW+1DHAmbE2u36/JyyNgjUrOKjmAtSsYjthbW6NVg0i+0uFHTB0ax9TVrH77Vj/eo4a9TV3CbW/rhJRSs0kcrM0W17+Ub9+mbW4LW4vyXlK3bgXDzvrD3qZ++/ZWbXuUHe3Ke0i+ek8HDBHaTMIjrVbArq4R6c/voG776o+BvU3bmLr9OC/sLdqeS7Zm9Qm9rVnbvzm1dbG1qUvburJJ/XdDV5O292/5FZNF4+/dEIwpGAbZrJIAANfaaIruTZBSPgrgUQ+vPalin35NqOLavyaCMekNwB63AS0qQf20vtF+vEeNSD+278971IiIUz+LntZTJhujo1SVN0RFaDrzXnice3ZP5V0AYbHaxPLl9v2Y4t+o8bIAhig/YorWduY9Q5S6cwkADJHaxSTCwwGDuq8Wf34HVdv34xgYVP6NqhUWoz4mox/vUcPkR11pitX2b84Ury4mU1y4tnWlyngAINyPz1XV9v2IKcKP92i9/fB4/ZcqIAok1z1uk7XcBxO3ASx7shnx6eq+yMdfnqFRNE6jlw1RVd5gFBi5VN171Bq2RN1aaPE5sTDna7tMQWzhGFXl44oKNIrEKXrIMCSMaYKaHrfMRSnaBQQgsSgbhnB1gwJS5gTkHmiP4qeqO26G6AhEF+RoE4xL9KRxqspHjs6HIUrDxM1gQNT48areEzVhgkbROEXmZMGYoG7Sr9gpYzWKxsk8baS6NxgEEqb6nCm7X1Ln5qgqH52VgJicRG2CcclYMExd+UXZGkXiFJUehcSx6n7nrMXaLlWSOTcdxgh1zbnspdquEZpzqbq2Rni8CRnTUzWKhkg7rslHPhZC2OG8x61YCGEXQuwUQgwP9P6YuA1gYeFGzL9feUM1MSsKk67WNnFLGx2PkUuUL6o79poMmLOiNYwIyL8uB5FJyq8Kj71rlOaLyyZfPkdV+aRl6sqrZTAYMPIO99o+vnvdjFE2jLzxak1jCjdHYchlyhOl+LFDkTB2qIYRAbET8xGRpXwNpKRLpsIYqe2V7bgFcwEV6/zFX7JAw2ic4hYtVF5YCMQt1DYmERYG8+LZisuHJZsRW6gu+VQrKjsFCYXK6++k2WMQkartBaWMy0bDpGJttuE3TtS8rhx5h7oEeuTt2ibcQggU3KX8QlpYdBjyl+drGBEQmRSJ/BtyFZdPK0xG2mRtFywftiAdSaOUT6Q39rY8mGIG2d07EpCO0HmouaeWlBFCLIZz8pGlcF753uN6CABTAVQKIa4P5D6ZuA1wS78/BumjfF9JFgK49fdFMOqwOOmVT05CeIzvhmSk2YTLf6n9QrdhkUbM/vlURWWTxyVi/D3aL5gaOTxDcTKWsKAI0WOUfyn7a9RNy5E02QJnfeO9hp/8WDQiErT94geAvJXzEJ7kO7E3hBsx+uFLNI9HCIGsldcCChqrplQz0m/UPqawhHgk3aAsiY4aOwax031N7tV/UePHI2ryZEVlEy5fBlOq9lfak668BOFDFSTdQiD9nuW6LHo//MHLYIj0PTzMGBeJ7Pu0X8jXGBmGcY8qS6LjR6di+E3a19+JBcmKk7ec6/OROlX5hUN/5d+Yj9QiZefstJ9M82soo1rTfzQJUam+k25jhAFzfzld83iEEFj41FQIo++6Mm5YNKb/QN3IAaJgE0IkwLm2XROAFVJKg5RyquthAPAgnA2qZ7kcAH0pJjEcD29YiMzxnq/EhoUb8PWXZ2LKddoO13DLnJyI+/61ANFJnr+s4oZEYuX6hUgbHbBz2avRN47Agl/P9Polkjo5GVetWQJTrD7j7Id+/TokXea9FyBhfiEyH7pJ03s23MIio7DkpTuRMtUCj0MmhcSkHwuMu/cuzeMBgKgh8Sj6882IHOL5PDFGh2Py01+DeZI+53fc5FHIfexOiAjP50lERgryf74SpkR9zm/zVZch8fqrvJaJmjAWQ77zoC4JiTAYkLryAUQXek8S4y+9FObrA3ox0iNjbDSGPf4tRAzz3CsrwowY+s07EDdtki4xxeQPRcGqOxEW5/l+OlNSLMY+dTeisrUdmuyWdfVYTPivxV7ryoRx6Zjxl+sRFq19QgIARf89G/m3ee/lyrk+HzNWLdCprgzDpS9fivQZnpNEYRCY/t/TUXC3tsPc3eKGxeLady5FbFaMxzLhcSZc8dolGKLTkMThlwzFVS/PQ1iU5zrHPCIOy99bgpg0be8pJdLAKjiXAlgupbxoMVXXDJw3wrn8wP8GaqdC6zVYyEkIUVxYWFhYXFysyfa7rXaUvFWDLX8+hhO7GtBtdSAxKwqz7szF/AdGIEnj4Yh9aW+0ovjF49jxfCXqylsBAGkF8Zh5fx4Kb89BZBBuRG6ubkXpi2UoW1OJ9toOGCONSC9Kwbh7RiNn2TAYTfpfy2gvr0LDR9vRsusQ7O0dMERFIq6wAEnLZiN6TK4uDZGe7N02nNzwEcpePoq6XdGwd4UhIrkT2VcBo+9cjMR8/a+M2jusOPPxYZx6ay9aK+og7Q5EZZiRee1EZFw7AeFm/c9vW2Mz6tftRMPG3bCea4QwGhGVOxQpV8yCee4kGML1P7+tp06jaeOnaNtZDHtLK0REBKIKRiFh8QJEjS+AUDlpSH9JKdF59ChaNm1GR2kpZGcnDDExiC4qRNzChYjI1vZ+pD5j6u5Gy469aFy/DZ0VVZDddoQlm5EwfzrMi2fDlKztPVt96W7pwPmP96D2wxJ0nnIuRh6VnYr0q6YiZclEvyYy6a/2U02oWnMAp94/jK66NhjCw5A4cQiG3zQJ6QvzYDBpfwGgt7q953DslVLUbKiCrdmKsFgTMhZlY+TtY5E6NV33utJhd6BmYw0Ov3AYtTtqYe+0IzI1EnnX5WHMnWOQkKft0Na+2NpsKH/zBA69WIaGwxZIu0R8TiwKbsvHmNvyEZWs/7nUVtuBgy8ew6FXK9FS3QaDyYDUCYmY+PWRGHXDcIRFanMuFRUVoaSkpCQYs/8JIYonpiUWrr/tMr137dHSVz/G/nONQfk8BiMhxG4AUko5zUe5YwAafZVTvF8mbvrQOnEjIiIiIicmbhdi4hZYQggHgDVSypt8lFsHYLGUMiBXKDhUkoiIiIiISLkSAEpuGp/qKhsQTNyIiIiIiAJMShEyDwq4jQDyvM0aKYS4H4AZChcsV4KJGxERERERkUJSykcBnACwVgjxcM+ZI11ruz0B4C9wLhfwRKD2y8SNiIiIiIhInRUAmgE8CaBRCFHvWoi7EcAjcC4VsERK2RyoHQ6y1Q6JiIiIiIJLAiE1RJFTEQaelLIEQKIQYjWcSZx7WmILnMMj75dSNgVyn0zciIiIiIiI/CClXAlgpWtRbgQ6WeuJQyWJiIiIiIgUEkI8IYR4uOdzUsomLZM2gD1uRERERESBJYXzESpCKZbBYQWAXAC/1nOn7HEjIiIiIiJS7k0A8LYcgBaYuBERERERBZh0iJB5UMD9Es4ZJZ8TQsTptVMmbkRERERERAq57mW7BIAAYHGt5TbZtYbbRY9A7Zf3uBERERERESkkhNgFIA9AApzJ25NeiksEKOdi4kZEREREFGChtI4bBZwBzoRN01kke2PiRkREREREpJCUsigY++U9bkRERERERCGOPW5ERERERIEmgx0AaUUI8QSAeinlr/TcL3vciIiIiIiIlFsBYJXeO2XiRkREREREpBwX4CYiIiIiGvCkc1bJUHlw2GbAcQFuIiIiIiKiUMYFuImIiIiIiEIcF+AmIiIiIhokuAD3oMYFuImIiIiIiEIZF+AmIiIiIiKiPrHHjYiIiIgogCQEpCN0hkpKhE4s5D/2uBEREREREakkhMgRQjwhhNglhKjr9dpfhBB/CuT+mLgRERERERGpIIT4AYAKAI8CSHQ9etoAYKUQYlKg9snEjYiIiIgo0KQInQcFlBDia3AuAbARzoTtouUApJRr4Zx18rFA7Zf3uBERERERESn3GIBGKeWlACCEkB7K7QYQsBko2eNGRERERESkXCGcQyF9scC5UHdAsMeNiIiIiCiQZIgtwO2pP4j8VQllCVkhgJJA7ZSJ2yAipUTF5/U4sbsBdqsDiVlRmHR1JiJigneY7TYHjn58FnVlLYAA0gviMXJpOgzG4HX2WlusqP74JNrPdcAYYURaUSpSJ6cELR4AsNU3onXPYTjaO2CIikTMpDEIT0sOakyNh3egvmQf7J1WRCTHI2PRMoQnpAUtHulwoPVABTpPnIF0OBAxJBlxUwtgMAXv/JY2K7pK98DReB4wGBGWMRymEQUQInhf1rK9CfbKHZAdTYApEsZhE2FIHh60eADAYamB4+QewNoORMbDmDMDIiYpaPFIKdFdfRT2UxWQ9m4YEpIRPmYqRHhk8GLqtqNt32FYz5wDBBCeOQQxE8dAGIJXV3a3duH81mOw1rXCEBGGhPEZiB87NGjxAED7mVac3nIS1mYrTLEmDJ0/DLHD4oIaU93BBpzdcQ629m5Ep0Uh57IsRJgjghaPdEhUb6lFXakFDruEOS8WeZdlwBhuDFpMto5uHPvwDJqq22AIE0ifnIjsualBrSuJ+mkjgPuEEJOklPv6KiCEuB/O5G5VoHbKxG2QKHm7Bv/86UHU7Ldc8HxUggnz7svDtf8zARHR+h1uh0Ni69NHsfW3ZWg+3XHBa4nDozH/4TGY/c18XStta4sVu35ZgvLXj8HW1n3BaymTkzH1kSkYtjhLt3gAwHr2PM698k+07D4AOBxfvSAEYqeMRdrt1yAiS9+GUu2Oj3H091+geV98j2frURrxIoZcacPY796DyET9YpJSomH9Tpx7czOsZy6YaRdhCbFIuXIO0lZcAmHUr1Eiu21oW/cWOrZvgGxvveA1Y3omYpZcj8iiObrFAwCyrQHWT5+H/egngN325fM2AIZhE2Gaew+MGWN1jclxrhzd25+Do7r4gue7DWEw5M+Dac79EHH6XgywHtqBjk2vw3626oLn2yOjETF1CaIW3wwRrl+jWzocaHh/Exo/3ILuxqYLXgtLTULyVZfAfNl8XevK7tYuHPvzpzjz/gHY220XvBZfMAR5K+ciZc4I3eIBgJYTTdj7vztQs74K0t6j60AAGZdkY8qPZiBhZO8J3bR1autZ7HxiD/4/e/cdHkdxPnD8O3en3iX3brl3W3LBYIPBBUwvNhBqEopDKqRQ0isEk5BCEnoghNBMNc24YAMuuEju3ZZ7Ue/t2vz+OAlso9PtSjcn2b/38zz3YLRzu6/uVrP7zszOHF9TeNLPnbFOBs7O5KxfZhGbFsFzSWu2vJDH6j9vpWzvyfVSfMdYxnxrABN+PAyHK3KNAd56H5/9fiu5T++htsR90rYOg5OZ9NNhDL++bRuWhGihe4FrgRyl1Gwg9cSNDTNOPgzs1VqHbXISpbX0nUaCUionKysrKycnJ3Rhmxb/bSev3L2+2TL9JmZwz8IpxCZGhf34p/L7Na/c8jkbXjrYbLkJd/bj6sezI3JDUl9Wz/vXfETxlpLghRSc++g5DLphgPF4AOoOHuXgrx/DV1UdtIwjLpZeP/82cQP6RCSmgx+8wqYHjoDfQWBcxVe/m7jeVZz9/K3EdegVkZiOPvcehW8ta7ZM8vhh9Ln/FpTLfPKmPW7KnnkEz+4tzZZLuGg2CTOuNh4PgL+igPpXf4yuyA9eyOEi5opf4sycEJGYfIc34Jn/M/DWBy+UkE70NY/iSI1Mg0ndyveoef+5Zsu4eg0i6eu/QMXEGY9H+/0c+8d/qVixrtlyqdPOofPt10WkrvRU1JFz18tU7SoIXkjBkJ/PpPvlI43HA1C6vZglN7yHuzT4uRSVGMX5L15Ch9GRaQjY89Y+Fn9r+clJ5ClSB6RwxTsziO8UgXNJaz752QbW/W17s+X6XdKdy/83GWeU+eTNW+fjlSs/Zf/HzdRLwHm/HsHknw4L+/Gzs7PJzc3N1VqHbWIIq5RSOcMzMrLeu/LKSB86qEvffpstxcVt8nmcqZRS04B5wIkt3Y1DKBWB59su0FpvCNcxZXKS09yOpfkhkzaAvauKefGu5m8OwuWTuTtCJm0Aq5/ay6rH90QgIvjk+8ubT9oANHz245UUri9qvlwY+N1uDv3xyWaTNgB/bR2H5j6Fr6a22XLhULYnl80/P9yQtEFTSRtA7YFEcn7S/M1vuJQuyw2ZtAFUrNnK8Zc+Mh8QUDX/fyGTNoDqBfOo32L+b05rjXv+b5tP2gD8Xurf/QP+8uPmY6opxfPer5pP2gCqS/C8+wu032c8Jk/e5pBJG4D34E6q5z9lPB6AkvmLQyZtAGWLV1C28LMIRARbf/N+80kbgIbtf1hA+dZjxuPx1nn55LYFzSZtAJ4qT6BchbvZcuFQsrOMJd9Z0WzSBlC2u5xFd3xqPB6A7a/sD5m0Aex9/wgrf78pAhHBonvXh0zaAD759WZ2vXckAhEJEV5a68VAH+AZYB+BG6d+Df+eq7VOD2fSBpK4nfYW/nmn5bKrXzpAyeEag9GA1+3js7/tslz+0z/vxO832+tbtruMAx8dslRW+zSbn9xqNB6AipXr8RaVWirrK6+i/JM1hiOCfS8uQHus9FhpytYlU7zJ7I2k1pqCN5daLl/0wUp8dSEShVbyV1dSu9p6TDXL3jcYTYD/0Eb8+butFfbW4934ntmAAN/WD8DdfKNEI116CP++zw1HBHXL37Vc1r1xOf7yYoPRgPZ6KflgmeXyJe8vRZ84nNqA6v3FFH1qsTHNrzn0svmGiYPv5VFz1Nq5VF9cx763rF9/WmrzUzvwu619F0dX5FNguDFQa83av4ZO2hpteHo37lMeFwi3muJ6NjyXZ7n8qkd3GIxGCHO01uVa6zla6/5aa0fDq7/W+n4Tx5PE7TRWeqSGzR8ctVxe+2GFjYq0Jba/d4yq/DrL5Uv2VbPXQotca+x8yeJNbYN97x2gLkTrbmuVLVllr/zilYYiCfDWVnHsA6vPQAZ64g68YTZxq919iLr91lv0/TV1lC9v8vngsKnLWQ5eT+iCDTx5O/Dmm21J9m760F75zR8Z7+HybvnAVnnfFrMJrr+8GM9OG5N6aT/1OR+bCwioytmCr7zScnlPfhE1W8wmJUffsdcTk79kB54K6/V9S+x9xXpCArD3ZbMJgLfWy6559q6j2/9r7xpk1/GcYgq3lFkuX1/uYdeboUfFtMaWl/bjq7fe0HBoeSFFOyoMRtQ2tG4/L3FmkMTtNJa/u9L2H+PxndZvFFqicKf9irfQcExle+zF5Pf4qTxoNib3UXvJav3RAkw+j1pTsB9/rb3nH6v3W09gWqLuSGHoQmF4jx2+AusNJV+8p9DscDJ/ibXe5C/UVUCdufNbe91Qae/81qU2fwebfMVHsTsXtq/I/ndtR73NOgAIzDhpUPV+e72M2uun9miZmWAaVOSVhy50Uvkyo3Vl9bEavDX2eqvsXoPsKtll/++5ZLfZmIpbFJPZ664QZwJJ3E5nLbk2mW51acH+jbcESVNTaPIZCXGKdvg30R7/Tv+f1d8tCaddXuMMx9Syz6l9fddCtEeSuJ3GOg1Iwu4kY10GmV3vpmML9t+S99iR0j/FVnlHlIOknomGogmI7mZv5rOYbp2MzigX36k3jlh7PWjxvc3OUBrTzf7aejHdOhqI5EvOjvaXQWjJe+xwpNuckTE2KfAyRLmiweYU/yrN7KySzoxuBJtsJ+h7OnQzE0yD6G6dI/IeO+J721tbT7kcxHWzV7/alZSZaq983xSjdWVC13hccfZmr03tnxy6UCukD7S//7QBZq+7GQPt7z/DcExtQWvVbl7izCCJ22ksvUc8wy6yflOoHHDON/oajAiGXNaNxE7W161J75tA/wvMTt88+EZ70/v3vaQ3selmF+JNnXq20fJ2ueKT6XKJ1eE/gVbRPrMmmwsIiB/Yi9je1s9vR3wsqZNGGYwIYrMngct6whrVdxCuzt0NRgSuERfZKz/8QpTD7LIJrmEX2yrvtFneLkdKBlEDR1t/g1JEZ11gLB6AxKxhOFOs36hGdcogfvhAgxFB9yvsTe/f6YJBRKWYneq+33WDbZXvf/0QQ5EERMW7GDAr09Z7ht5sdomZLmMz6DDUegIdnRzFoKvNLucy4oY+OGOs32L2PKcDHYaYbQQQ4kwgidtp7sIfDbJcdvz1vUnvmWAwGnBFO5n0fes3F5PvGYTDafY0TB2QSq/p1lr0lUMxfI75RYqTzx6DKyPVUllnUgIp540zGxCQecOFKJeVSSsUKVkVZIw0m7gppeh49RTL5TNmTsQZZ3axW0diMnHjz7NcPn7KJQajCXD0Go3q1N9aYVc0rtGXmQ2IhkQsOt5SWZXaHUem2YYJgNhJl1suGz1yEs5U+z2+djiiokibaf1cSr/kfJTDbF2Z0LcDHSZZXFjboeh1w1ij8QD0vrwf8V2tXbdi0mPpe7X5dThH3DkYh8V10LpO7EynLLPnklKKcXdbT1hH3z6AaMNrusZ3iGHUrdYT3LPusZegC/H/lSRup7khU7tw7Z9HhyzXd3w6Nz9h/iILMOW+wYy6rmfIcuO+2Zezv2PxhrOVzntsMulD0povpOCch8+iU5bZ4XYAjuhoet53J47E5m9uHbEx9LjvTpwJ1m6CWyN1YDbDf9cVHI0zgTX9vEFcryrG/ukbxuMBSJuSRYcrzg1ZLmnsELreaK/nqaUSr7iZqP6hk/v4GdcQM8J8wq2Ug5grfokKNTzR4SL6kp/iSOliPqaEdKIu+TW4opsvGJ9G1GW/N94DCBDVbyRxM28NWc7ZYwAJV8wxHg9AxhXTSZqYFbJcygUTSb0w9N9BOAz79SUk9g9RByoYcv8MUoaZHU4K4Ip1cd4zFxKd2nyjjCshinOfvpDoFLONNwAZQ9I4/7GzUc7mh5+lZCYx45nIfG9Db+hL9ndDN+RmzuzGOb+MzMLp0x8ZTe/zQo+oOfcXwxl0udnh0m1CK/C3o5cMlzwjKHkYNDKUUjlZWVlZOTk5Rva/7vVDvPubLRzZcvIMXLHJUUz6Zl+u+v1IYhKsTvfeen6fn0/+tJPlf99F5bGTp4tO7RnPuT8cxDnfH2D0WYRTuSvcrPlDDrtf2/uVWcEyRqSTfe8Yes8InXCGU/3RAgpefIeqnC0nP82tFAmjh9DpxsuJ7WX+5uhE+as+YOdja6nYfPJzE45oL51nuhn2w28Qmx65mLTWlHy0moI3l+I+fvKsd86UBDrMPJvO105Duczf/H8Rk9dD9YLXqV21BF178hpTzk7diJ92JXFjzfZIfiWmqmLcnz6Lb+cn4D/5/Hb0GEHUpG/g7D4sojH583fiXfkM/kPrT97gcOLoN4moc+5EJZt9butU7i2rqF3yKr6CU2ayjIkjJnsq8dO/hoo2O1T6RNrvp2T+YkoXfIK39OSZ/lwZaaRfegFpM8+LaF3prapnzz8+4dgHW/DVnvzsa9KgzvT71mTrPXNhUpFXxoaHVnN4yUE4ce1PBV3P68mYByaQOsjeM3qtdfjTY6x5cD35605ep80Z62TANX0565dZxGVE8FzSmk3P7WXNo9so31d10ra4DjGMvnMAZ907HKfF3sJw8Nb5+PS3W8h9di91pScvjp4xMIlz7h/KyJvMPMKRnZ1Nbm5urtY628gBmqGUyhme3iFr/mVXRfrQQV3+7ltsKSlqk89DhI8kbhFiOnGDQKW9Z0UR+9aW4HP7SesRx+gruhNreEhEc3wePzs+OEZRwzS/nYYkM/DCLjhdbdfZ665ws3/BQWrya3HFOOmU3ZGOWR0iemN0Kk9RCVW52/DV1OKIiyVx1GCiu5jv+WtOydaVFOduwlfvISYtia5TZxKbGtmb7BNpv5+qjbupO3Ac7fcT3SWD5HFDcURFrkHiKzG53dRvzcFXWohyunB160VU/2Ftei7pmjJ8e1ahaysgKhZnr1E4OvRps3gA/CUH8R/KBU8txCbh7HMWKtHs8LHmaK3xHtiB78getM+LIzmD6CHjUDFmn9dqNiavj6r1W3EfDyxpEdO9MwmjhqCckWuQOJW3qp6CT3bjLqrCEe0iZUQ3kod1bdPzu/pIFUeXHsRd4SYqKYqu5/YkqbfZyT9CKdxYzLHPC/DWeYnvGEefmT2JTTPf8xeM9msOfHycom1l+H2a1L6JZM7sjium7c4lT42XXe8dpfxgNc4oB51HpdL7PLOTbknidjJJ3M4MkrhFSCQSNyGEEEII0faJ27D0DlnzL7060ocO6vL33mSrJG6nPXnGTQghhBBCCCHaubYbYySEEEIIIYQQ7ZBS6qMw7UprrcMyg5okbkIIIYQQQoSZLHx92ptOYIrt1n6RYXsuTRI3IYQQQgghhDjZ04Qx6QoHSdyEEEIIIYQQ4gRa68gs6mmDJG5CCCGEEEKEmQyVFOEms0oKIYQQQgghRDsnPW5CCCGEEEKEmfS4iXCTHjchhBBCCCGEaOckcRNCCCGEEEKIdk6GSgohhBBCCBFOWgVe7UV7ikW0mPS4CSGEEEIIIUQ7J4mbEEIIIYQQQrRzkrg1QSk1SymV09ZxCCGEEEKI05P2t5+XODPIM24NlFJPAulACTCtjcMRQgghhBBCiC9I4tZAaz2n8d8NvW2pbReNEEIIIYQQoj1TSvUB5hDo9Omrte5wwrYnAL/W+tvhOp4kbkIIIYQQQoSRpn0twK3bOoAzkFLqx8DDgALygLRTiiwGXlVKPam13hiOY8ozbkIIIYQQQghhkVLqGmAusIRAwjb31DJa69eBcuCBcB1XetyEEEIIIYQQwroHgFKt9QwApVSwTs11QHa4DiqJW5g1Mxvl4IgGIoQQQggh2kx7Giopwi4LmGehXBmQGa6DylBJIYQQQgghhLAuD2sJWRaQG66DSo9bmGmtm+wObeiJy4pwOEIIIYQQQojwWgLcrpQaFWziEaXUHQSSu4fDdVBJ3IQQQgghhAgn3c6GSsq0kuF2L3AtkKOUms0py4idMOPkXq21TE4CrerFmt0w04sQQgghhBBCWKa1Lm9I2OYBX+QUSqndBHrZFIHn22aH87indeIWbFiiEEIIIYQQQpiitV7csAD3XGAqgYStH4Hn317XWt8f7mOe1ombEEIIIYQQ7VG7GiopjNBalwNzInU8mVVSCCGEEEIIIdo5Sdyalgqkt3UQQgghhBBCCAEyVPILSql7gXEExqdmNvxsL4G1F/K01ve1YXhCCCGEEOK0oaBdDZVsT7GcWZRSycBYAhMmlhF4xm2d1roi3MeSxK2B1npuW8cghBBCCCGEaP8aErangVlBtt+rtf5zOI8piZsQQgghhBBCWKSU6gusI/B4lSIwQm9dw+bG3re5SqnpWuuLwnVcSdzOEF6Pn7VvHWLhE7vJW1eM1+0no0c8k2/uy9Q7+pPeLT7iMdWWu/n8hf0sfyaPgl1VoKDrkGQm3ZHJ+Jt6E5sYFfGYKg5Vs/GZPWx7dT/Vx2txxjjoNqEDo28fQL+Lu+NwRf6xz+pdRzk+fw2lq3bgq6zFmRBL6vgBdL5iAolDeqBUZIc3+H0+8hd8wL6XN1G8LRaf20lMSj09zo+i760zSRwwJKLxAPjr3ZR9tp6Sj1ZRd/A4+P1Ed84gbdp40qaOx5WUEPmYqsqoz1mCe/1S/GWF4HDi7NKHmPEXEj38bJQr8ue3Lt+P3vUW+uDHUF8Gzljoko1j4NXQZVzEzyWtNRSvR+fNg4LPwVsN0anQbQqq72xUyoCIxgOgfV78e5fj2/wu/oJd4POiEjvgHDId57CLUYkdIh6Tv6aGqpUrqfzsM7z5BaAUUV27kHjuuSSedRaO2NiIx1R3vJyjb68n/6Ot1BdX4YhykjyiO92vyiLjnAFtUlcWby5i5/PbOLToIO6KeqKToul+fk8G3TqUDlkdI39++zX7Fh1l49O7ObKyEG+tj/hOsQya1ZtRt/UnNTMpovEAeGq8bHn1IDlP76Vgazl+nya9XyKjv96XMbf2JS49JuIxVRXUsebZPNb9Zz9lB6pxuBx0G53KWXP6MXJ2T1wxzojHFCln4qySSqlpBNYm2wtkEEhc7tNal7Vin7OAB0It82X32CZiPcHDQBoNa7VprZc0cezXgOlKqR+Fq+dNaS1LqUeCUionKysrKycnJ+z7Lj5cw8OXLePAxtImt0fFOLjruYmcc32fsB87mL0ri3j8is+oKnI3uT2lWxzfeXcSvbIiNwfMpuf3suj7a/B7mz7nu47L4Kp555HQKTI3SdrnZ/8/PyD/ndVBy3SYMYbMH16OIyoybSz1xQWsmfM0RVuTmy6g/Ay/K44B37szIvEA1B3KZ//vnsZTUNLkdkd8LL3v+zqJowZGLCb3jrVUv/ooeOqbjqlDdxJv/hnOjC4RiUdrjd7yH/TGp4AgdXq3s3FM/i0qKjJJrvbVoXN+BUcWBy804FbUsO9F7IZbVxbifvfn6KK9TRdwRhE1/V6cA8+PSDwAdXv2UPDYP/BXVTUdUmoqnb7/PWJ6945YTEfnb2DX3AVon7/J7cnDujFi7myi0yNzLvl9ftb+8nN2/mdb0DL9Zg/grIcn4YyOTBJQV+pm/g2fcvizgia3Kwec91AWWd8ZHJF4AAq3lfPSFZ9Rtr+6ye0xKVFc+9o5ZF7QOWIxbZ1/hJdvXIW72tfk9o6Dkvjm++eSkZkY9mNnZ2eTm5ub2xZr/iqlcoamdsp67YIbIn3ooK79+CW2lRW06vNoKsFSSmURWIQ6205CpJR6ksBEgCXANACtdb9wHTucsQaJpwRIadjXhiBlpgELCTzvNr41x2sks0qe5qrL3Px++pKgSRuAp97PYzeuYN38wxGJ6fCmMv5+4SdBkzaA8qO1/HXaMvJ3V0Ykpm2v7uejb68OmrQBHFtbzOuXL8Vd7Y1ITAce/7DZpA2gaOF68v78DpFoYPHW1fL5bY1JW5DjaQdb/lVP3lPPGY8HwF1Yyr5f/Cto0gbgr6lj/++foWbn/ojE5Nm7meqX5gZN2gD8RUeoeu5X+KvKIhKT3vY/9MYnCfq9ARxdif/Tn6L95s9vrTV67c+bT9oAdv8Hvf1x4/EA6Poq3G/fGzxpA/B58Cx4EF/eyojE5D50iPxH/xI0aQPwlZWR/+dH8eTnRySm4x9tYedDHwRN2gAqth5l492v4KsNXseH09pfNZ+0Aeydt5vP71sembqy3sfbs5cFTdoAtB+W3ZfLpmd3G48HoPxgNS9cuCxo0gZQX+7h5Ss+5fDq4ojEtHtJPv+dtSJo0gZQuLOSp6YupaqgLiIxiZZTSqUSSHpOmqxPa51LYJjg03b2p7Weo7WerbWeQ6DXKmzHDnesQZQQmLxwQ7ACWuvFwHogbI0Hkrid5t7/yw6O7gw9aY3W8O/vrcXnDX4xDpc3fryB+qrQN4c1pR7efmCT8Xi8dT4+/vG60AWBgk2lbHzG/IW2Ju84x9/63FLZokUbqNp2yHBEcOh/r1KyszFpa74HZMu/SnGXBU+mwqXglY/wloVO7rXHy9Fn3zYej9aamveeBn/wG5FG/rJC6j55w3xMdSUNSZsFx9agDy4zGg8ABavg2FJrZXf+G119xGw8gHf9G+hSK39HGs+yx9AWvuPWKnltHro+eANAI391NaVvvGk8Hl+9l91/WWSpbNXufI68td5wRFC6vYSdzzeftDXaO283hTnBk6lw2fbSPo5+XmSp7Cc/XU99hcdwRLDst1upOh46+fHW+Vnww1zj8Witeef7uc02ljYqPVDDxw9tNx5TpGkCQyXbzav1v9K1Df9t6obqVYJM0BEmdo8diVjzCJFwNmicoT4sJHE7jXk9fpY8bT3JKD5UQ+77Zm+Q8ndVsn2R9ZbhjW8fofRIjcGIYOebB6kttt4yvOHp3Wi/2Vbb/HfX2isfomeutfx+P/teP9rwf6GHrfnqozj08ltGY/JWVlP2qfW6rnbXQWr3mE1wvfu24C+03nNdv34p2m22JVnveRds9KLpXeYTAJ03z05p9H6zMWmfF9+W962/oaoQ/36zf3Oe48ep22YtIQGoWb8eb2mZuYCAwo+34y2vtVz+6Fu5xuvKnf+1d0O/6wWzCYDWmo02rrueai/bX9lnMCKoLalny6sHLJc/sqaEY7lmG972LiugYLv1mdDXPb8vYqNdRIvNBsqCDDHMgy+GJ7aHY0ci1qeALKVUqIdZswCLrauhSeJ2Gtu/voQyCy1sJ1r//tHQhVphy4fHbJX3+zTbFx43FE1A3gJ7yWpZXhUlu8O+9MZJSj/faa/86l2GIgmoO3qQ8v1JNDvU7hTHl5sdulW9ZS/aY+9CXpFj9qbNs8tmo1ldDd6D9r5ru/QRm8P6CtajPeYaS7T2Q/4Ke286vtxMMA104R6osXej6t9nrUe8pWo3b7H3Br+f2q0232NT8co9tsrXHi6l5qDZYXdHlthrjDm85KChSAKqj9dSuCn4owlNsXsNsmvfsgK8dfZG0+yyea22a8f79vZfV+7hwCprvZiizYwlMDywKWUN/x3XTo5tPFat9esEhkEuUUr1Vkoln/Lqo5R6lcCN1eImtgeZTKB5MqvkaaymBcMvairMPpNQ14KYasvNDiNpyTCVesMx+WpCD486qXx1PVprY5M4eCsaE1Xr+/dWm21p99XY76nyt+A9dug6+wmPrjfbo4wn+PNRwd9TDVGGZpr11YG2OcywJb+DDdod/LmfcL7HDn+t9Z6t1rzHDm+VvXoJwFtt/z12eKrsXbPcFW6jdaW7BdeTlrzHjvZ4jWvJvUCd4ZgiTgeedWw3ApfswUqpJmfJszBpSSrBk6ETy5hg99h2y9umlFoIjGn437wQxZt6uFrTgjxMErfTWHxKdETeY0dciv0p0ONSzcYU04LfOaYFv4cdzoRYfFXWkwxnQozRmfeiUlIa/hX6+bZGrgSzMwE64+3P7ulowXvsULH2kx0VY3gpjqgWTDlucmZJZywop73kLSr8M8qdSMXY/31VjNmYHPFx9t8TZ/ZcciXZ//uJSjT7NxeVFI273HryFp1stq6MbtH1xOw1LrYF+49NNXuNi23BNTTW8L2ACIuyID9vTJJMThVu99h2y9tV3vCKKBkqeRrrMzqNtG72Lv7Zl3Y3FE3A8Iu72irvcCmGXWh2yvR+M7vZKp/WP4n0AS3qwbZ+jLMG2Ss/0V55u2K69iSlbyV2ety6nmv2e0sc0R8Vbe/inzxumKFoAqIGjbVVXsUl4upldjpw1eMce2/onI0y1dsGKOWALpPsvanLuWaCaaA69IeEDFvvcfSdaCiagLgRI+y9weEgbrjZ8zvjnP62ysf1Sieup9klXXpM7WWv/HR75e1K6BxLp9Fptt6TOdPsdbfPlE644uwtgzDwYnvXRbuGXGpv/3Fp0fSeaO9vVLTIDq11dlOvMO0/NUz7icSx7ZY/ScOMmOmtebXkuJK4ncZcUQ6m3mH9QtuxdwJjDFfWnfonMewi6zf0Y67uQUpX+y3Pdgy8qhfxHa0vOjr6zgEoh9nepM6X21vOo/MVEwxFEuBwOMic3bPh/0IPgXTFuunxtauMxuRMjCf1vCzL5eMH9yEu0+wNkqvPUBydrd8YRmedj4o2u+Ct6ncpOKwnuI6BVxuMJkD1nW2jtAPV12xMyunCNfwS629I6oyjt6lHNQKiOncm1kYiFp+dhSs11VxAQKfzBxOVaj2p735VlvG6ctAtQ4yWt0spxag7rK8ZGZ3kYsh1fcwFRCDpGXG99Xqp58QMuthMPu3KPLcjXYanhC7YYNw3+hIdf+YNAmvzmSRPeIVJapCfNyYhZeE6UBiObbf8aUESt9PcJfcMocew0JWjcsBt/xqHw2n+K7/mz6OJTQ5dASd2iObKh0Yaj8cV42TaX6zdhHXJSmfUN+21OrdEfJ9OdJ1traek08XZJA3pGbpgK/X82iwyhlYQ6HVrPnkb/r2ORCebvfADdP7aRbgyLJzf0VF0vd1sIgmBm7b4S+8AZ+jz25HWmdhzrzEfU2waasy3rRXudjb0PM9sQACdzoLuMywVVUPuQMXb66lvCefoa1DpfSwE5CDq/B+gHOYXck6/9lpUbOihho7ERNKuMX8uOaJdDPyRte8taUhXul05JnTBVkodlMbQO4dbKjvghkF0zOpkOCIY+rU+9Jhk7ThTHs4mOsnssESAKb8aTlL30I2gUfFOLnrUeoNYSymluPIfWTijQicMGf0SOf9+swm3CIsyC2VMTVdq99h2y9umlLq9pROMtIYkbqe5+OQofrFoKpljg/e4Rsc7uee1yYwxPFyjUbehKdy9eArJXYLfkKT3iueej8+nY6bZ50gaDbq6Fxc/MxFndPBTvvvZHZn1zvlERajVr9edM+g66+xmy3S6ZCx9774sIvE4Y+M469m76DiqMXn7KuXwM/IHCfT95i0RiSkqPYXM332b6G4dg5ZxJsbT55d3EN/ffHILENV3GIk3PQAxwW+SHJ16kvjN3+BIiEydrgZfhxrzHZqt0nuei+PcP0QkIVFKobJ/Az1nNl9w0O0w6A7j8UDgObfoq+aiOjXTW+KKIWrmL3D2sdcj3lLR3bvT5cc/wpEc/DxxpqfT5Sc/Jqpj8L+BcOo0bShDfnkZKir4eZIyqgej/nIdzljzCQlA9s8nhEzeBtw4mAkP2hw23ELOaCdXvHYevacGH13icCmm/mUcw2/pF5GYkrvHc+vC80nvH/yaGpcezY3vnUu3Zu4Xwinz3E58/Z3JxCQFv6Z2GZ7CnUumkNDB7MgEERbrgMwg2xp/3uTEJ21w7EjE+hRQqpR6RSk1qpX7skxpbXZmOBGglMrJysrKyskxc077fX5y3z/Koid2sXdtCV63j/Qe8Zx3Sybnf7MfyR3NPkDelPpqL2teOsDyp/Mo3B1YRLnLkGQm3dmPsdf1JDou8sMiqo7Vsun5PWx7ZT/Vx2txxTrpOq4DY+4cQJ9pXY0P+2lKzf588uevpXTldrxVdTjjY0ibMJDOl48nYYDZoa1N8fv9FC1dTN7/1lGyNQqf20FMiofuU+Ppc8slJPSOzI3ISTF5vFSs3EjJwlXUHTyO9vmJ7pxB2rTxpJ0/rkUTmbQ6pppK3OuX4c79GF9ZIcrpxNmlDzHjLyRqyHiUhV65cNOVR9C730YfWAL15eCKRXXORg26BjqONDppQ5PxaA2lW9F5r0HB5+Crhahk6HYBqu8sVFLviMYDoP0+/PtX49v8Lv78neDzohI74BwyA+fQi1DxqRGPyV9XR/Xq1VR+9hne/MAC0lFdu5J47rkkjB+HIzrykzbUF1VxbP4Gjn+0BXdRFY4YF8nDutP96izSJ2S2SV1ZtrOUnS9s49DCg7gr3EQlRtH9gp4MunUIGcM7RDwerTWHPsln49O7ObyiAG+dj/hOsQye1ZuR3+xPUg+DkwAF4a33sf3Nw+Q8vZeCreX4fZq0vgmM+UYmo27qQ0xyZJLtE9WU1LPu+f2s+88+yg7U4IhSdBudxllz+jHsiu44o8z0IWRnZ5Obm5sbxue3LFNK5QxJ6ZT18rk3R/rQQX3t0/+yvbygxZ+HUupO4EndxLjLxm1AP611qBkWm9p3DpCqtW7yBsPusU3GesJ+niSwXlwqgWFKexv2+7TW2tiaUpK4RYjpxE0IIYQQQgRI4nayMCRuqUApMLthDbMTty0C0FpPb+J9maESJAuJm61jtzTWlmhYyPsBAksDNCZV84CHtNYbw3GME8lQSSGEEEIIIURQWusyYA7w8Ik/V0plERh++JVZqRoSsr0NZZqTSjPT89s9dktibSmt9esNyXA/4E/AfuBaIFcptVsp9aNwPgt35k3hI4QQQgghRJsK62yOYdD6WLTWTyml8pRS84C1QAaBpCu7IVk61eKG7V/ZppS6FxhHIJHKbPjZXiAXyNNa39eaY7cg1lbRWu8D7gPuU0r1BWYB1wFzgbkNcbS6F04SNyGEEEIIIURIWuvFBBIyK2XvI5DMNLVtrsljt6R8OCil+gDXEOh1a+xpXAzMAGY39ELep7Ve2pL9y1BJIYQQQgghhGghpdTVSqm1BCYpmUtg6ORcIE1rPaNhwe3rCPT8LVZK3daS40iPmxBCCCGEEGGkNe1qqKTMRRh+Db1rc4A7CQzDVEAe8LDW+ulTyzdMlPJ6Q6/bXOBZu8eUxE0IIYQQQgghLFJKfQRM48uHBxcTSNiWWHj7WmB0S44riZsQQgghhBBh1p563IR9Sqk9gF9rPbCJzdMJTLryFIE14/bZ2PVYAj1ztrW7xE0plWxy4TohhBBCCCGEsCBY9j2nqeGQFk3VWpe35I3tcXKSh0MXEUIIIYQQQojIa0XSRkuTNmiHPW5CCCGEEEKc7mSopAg344mbUuonBB7es2oacJehcIQQQgghhBDitBOJoZK5BFZGVxZeGRGIRwghhBBCCCFCKWvrAE5kvMdNa71EKfWU1vp+K+WVUk+YjkkIIYQQQgij/DJU8gyQqpRKIvgkJZaEa+LFSD3jlhqh4wghhBBCCCFEOGTS+l43TZhyrkglbnZmirzPWBRCCCGEEEIIYU04uk3D1vUakcTNzqJ0rZkiUwghhBBCiDanVfuaVbI9xXJ62QvMaOsgGrUqcVNKJQN3Elg9PBNIJ7ASeAmBSUkWaa0/bm2QQgghhBBCCBFhZXY6oExr8aySSqmpwH7gegJdgPuAUiCbQCJ3H7BIKeVTSv1LKdWn1dEKIYQQQgghRGSktnUAJ2pNj9ssoG9TQxuVUmMIJG9/bPjRt4A5Sqkc4CGt9VutOK4QQgghhBDtWrsaKinOCK1Zx60s2PNoWuv1Wuu5QK7W2gGMBf4E9AdeV0otaJhaUwghhBBCCCFECK1J3NKUUqNClNEAWutcrfV9Wut04DpgALBfKdW7FccXQgghhBBCiP8XWpO43Q8sVUrdZudNWuvXtdb9CCwRkCs9b0IIIYQQ4kyiAa3b0autP5DTU7sb69rixE1rXQZMAx5RSq1RSp1v8/1zCTwHN7elMQghhBBCCCFEuGmt+2mtB7R1HCdqTY8bWutcAs+vlQOLlVK7lVI/sjoEsuH9Za2JQQghhBBCCCHOdK1K3AC01nla6+nAXQS6FB8B8pRSxUCmUuq2YEsBNKwD16+1MQghhBBCCNGe6IZFuNvDS5wZWrUA94m01k8BTymlsoAHgGsaNj0FoJSCwOLcZQQW6E4nsGj37HDFIIQQQgghhBBnorAlbo0ahj/OVkqlEHgGbjqB4ZSpQEbDqxR4DXgq2JICQgghhBBCCCECwp64NWpIyN5oeAkhhBBCCPH/hgxRFOHW6mfchBBCCCGEEEKYJYmbEEIIIYQQQrRzxoZKCiGEEEII8f+SbmdDJWUFbtsaZr9Ha13R1rE0ksTtDOL3a9YvPcrOnCK8bj8duycw+areJKbGtFlM7jofq985xLE9FaAUPQenMPbS7kRFO9sspqrieja+eZjyY3W4Yhz0nZhB/8kdG2c+bROV+ys4vPgg9eX1RCdH021KD1IHpLVZPH6/n6Pv5XJkSR7eOh/xneIY8I2JJGZ2bruYvH6KV+6lem8h2q+J655KxykDccZGtV1MdXXU5ObiLS5GOZ1E9+xJ7LBhKEfbDWbQVUX49q5A11aAKwZnz9E4Og9ss3gAdOke9LE14KmBmBRUj0moxK5tF4/24z+4Af/x3eD3oBI74hxwDio2sc1i8rs91ORuxJNfAAqiunYlYcwIlKvtLtPuslryP95FfVE1jmgnqSO6kZbVo03ryvK8Cg4sPIy7wk10chQ9L+hO2sDUNotHa83hz4s5uKIQb62PhE6xDL6yB4mdY9ssJp/Xz/YPjnF8Sznap8nol8jwK7sTHd9251JdpYcNbx6m5GANDpei5+g0hszojMMpA79Eu5YL+IG2vYieQBK3M8Til/bywu/Xc3j3yY0Cf7/7c2bc1J85fxxHfFLkbnB9Xj/zHtzM+//cSUVR/Unb0rrEcfndQ7jyR0NxOCJ3A1BdUs9bP9nI2v8dwFvvP2lbl6HJXPa7EYy+ukfE4gEo21XKut+s5ugnh0/e8JvVdDmnG9m/GE/G8A4RjWnvc5+yeu4OSo/HnfDTSlb9awF9xno49/HLIprAaa05/FoOB/67mvqCypO2uZJi6H71GDLvnIwjKnKNAX63m7I336Rq+XJ0Xd3JMXXoQPLFF5M4eXJEb3D9lQV4Pn0C/54VoL88v72A6jyYqEm34ew5OmLxAOjCzfhz/wGFm07+ec5fofs5OLK/j0qK7N+cd/vHeFa9iC49cvKGj/+Ja9h0os69DRUdH7F4tM9H6fwPKV+8DH9l1UnbnCnJpFw0ldSZ0yPaGOAur2XnXz/h2Ifb8Lt9J21LzMyg/12T6DI1svcxpTvLWPmLtRxeevSkn6/6xTq6Te7CxF+PpcPIjIjGtHvBUZb+fBPHN5ad9PMF9+QwbFYvpj8yJqIJnNaa5f/YzdJHdlB+uPakbXGpUUyc058LfzMMVwQbTt01Xub/bDMrn82jrtJ70raMvglc9NMhnHO7LOcr2q1MYFFTG5RSDwGLtNYfRzIgpbX0nUaCUionKysrKycnJ+z7funhjTzz8+b32390Bo8unkliSnTYj38qn9fP3Os+5fO3DzVbbspNmfzgubMjkrxVFtbx1/OWcnx7873dsx/LYsp3BxiPB6BoYyGLrv8QT6U7aBlnnItp/72QzmdFpndi80Pv8+ncYkARGFdx4ncT+P+E1DquWnAxKYO6G49Ha83ORxZx5PXcZsulT+jDqD/PwhFtvi3KX19PwV/+Qv2ePc2WS545k7Rrrmm2TNhiKj9G/Wv3QHVx8EIOJ9Ezf4ZzwOSIxKSPrsK/7D7we4IXiknFMf2fqNTMiMTkWf0KnuXPNVtGdepP7LVzUTEJxuPRPh/5/3ia6pwNzZZLPGcCne64NSLJm7u0htW3v0L1vmbOJWDIfVPpfV2W8XgACjcU8d41C3FXBD+XXPEuLn5lGl0nRqZRaeML+3jn9tXNDj9L7ZvA15dOJbm7+YYArTVvfjeXlY83Xy8NnNGF2+ZPikjyVl/t5R8XfsLeFUXNlrvwgSFc8eDIsB8/Ozub3NzcXK11dth3HoJSKmdQYtesf4+9I9KHDuqb655mZ9WxNvk8TldKqRJgrdb6wia2+YGHtdYPRDIm6aM+za1ddCRk0gawZ0Mxj961IgIRwbyHtoRM2gCWvZjHe4/tiEBE8MItq0MmbQCvfz+XvJXNX2TCwVvrZek3FjWbtAH4ar0svX0x9WX1zZYLh/xlW/nskSK+TNZOTagD/19dFsuCa9/D7/dj2rF3N4VM2gBKVu9n7+OfGo8HoPTVV0MmbQAVH35I9bp1xuPR2o/73V81n7QB+H24FzyEv+xI8+XCEVNNIf5Pf9Z80gZQX4Z/2b1ov7f5cmHg258TMmkD0AV7cC/8q/F4AErfXRAyaQOoWrGa8oVLzQcEbPrFByGTNoDtc5dQutH8ueSp9rDgpo+bTdoAvDVePrr148jUlZvKmH/nmpDPDJXtq+b1r60kEg3ka57bFzJpA9i18Dgf/HSz8XgAXr97fcikDeCjh7az/o3Q9wxCtIElwDSlVFJbB9JIErfT3Ly/bLFc9pPX93F8f2Xogq3gqffx/j+sJ2Pz/7odn89sAnB0aznbFhy3VFZr+Pivu4zGA7Dv7b3UFtRYKusuq2fvPPMxbfzzarS2UiVoig7Gc/SD9Ubj0Vpz8H9rLZc/8tZ6vNVmb9p8FRVUrVxpuXzFwoUGownwH8hBF+2zVtjnwbvxXbMBAXr3O+CtDV0QoOoIHPrEbECAZ531JUV9uz7DX26tzmgpv9tD+SLryVj5R0vQhhtLKvcUUrTS4rmk4cBL4R9Bcqo9b+6jJt/auVRf6mbnK6GTl9Za/dhOtM9aMnZ4VRFHVodOhFtDa80nf95pufyqp/ZSVxmiUaWVKgvq+PyF/ZbLL7YRvxARdB+BVuv9SqlXlVKPN74ats9q+Hmo1yvhCkgSt9NY/sEq1i2y3uKpNSx4YbfBiGDN/MNfeaatOYUHq9m42OwN0qpn82yV3/jWYaps/A4tsftlexep3S+Zvai5S6vI+9xqdRDoedv6xAZj8QBUbD5K9T7rvZ++Gg/5i8z24FZ//jl4rfcOufPycB8x2yvh27rAXvltH6H9vtAFW0HvtZcc+veYTSb9FQX4D9hJMjTerU0+1hA2NRs2feWZtuZ4i0uo3bLdYERw+B17PTH5H+/GXWYxQW+hHS/ZS8R2vGj2Gueu9rLl1YO23rP+3/auQXYd+LyYfAsjShq5q7xsfM1sD9eaFw/gc1tvaNi3qpijW8sNRhR5GtB+1X5ebf2BnIa01nnAWKAMmA3MOeEF0K/h51ZeYSGTk5zGjubZ7z07stvsjKZH99jf/7E9FXBhNwPRBBTstn5zBOD3aor3V5PYwdxsnJX77F2gKvaVo7U2NtlF5d58fF57zzxUHDF7819zqMT2e2pb8B47PPn5tt/jLSgguru55wH9pYdDFzpRfRXUVkCCmVlLtbcOagrsvanS7E2kLjsautCp7zl18pIw8xy3fy558guAYeEPpkHNgVJb5bXPT+3RcqJT40IXbqGKPHvXlPK8SrN15dFavLX26r7iPWZHuhTttr//wha8x46ClsS0p4puw1IMRCNEy2mtc4F+Sqm+QOODvQp4jcDEJU9FMh5J3E5jLbkumZ7lrkW7b4cxKdN90TaDUoYncGnZ9xb2ME7Wkt/Z9EQ3LZkcwvTMki05WU3G1KI/HtOfUYsqy/DHcdL+29n3Bi37+zH+ORkub3f37fAjaskBjM942x4/JyFaQWu9D/hiLHnD31Cu1tr6OPwwkKGSp7EeA1Jsz8jYa4jZ1qweg+3vv+fgZAORfKnLEHv7d0Y76NDX7HpOKQNS7ZXvn2r0Qps0oAuuKHsTRKT2Nru8REIf+8sgJPQxOx14VFf7s3tGdeliIJIvOdJ72XtDXArEmnvOWjmjIdFmD3pKHyOxNFJpPWwnSo4Mm5+rTdHd7J8X0d3Mzi6b2Nfe34+KchLfw+w1JXWAvf2nDTRcV3aPIzrRXpt3R8PX3c42r3EAnYe2r+suQGfD9wJtQWvVbl4i7KYT4d42kMTttNahWzxnXdLTcnmHU3HRrWbX3hl7SQ/SulofNtO1fxLDp5i9sT37dntTjWdd25P4NLPLJgy8YZCt8gNuHGwokoCo5AT6TbZasQdGyg//ttkZhZMGdyZpkPWpvV1JMXSaavZzSpgwARVlPWGNGTTIeOLmHHGxrfKu4TNRDrNTgav+V9gq7xhgr7xdjsQMnJnjbbzBiXPYDHMBAfGjRuBMtX5DH9W5E7GDzS5V0uMqe1Oyd50xiKgks+uUDbnF3jVryC1mP6OoOBcjb+pj6z1Zhtcp65GdRvcxqZbLx6VFM/Ias+snTripD1Fx1uuZAVM60Xlgu5m4T4iQtNZLGnrhvqCUGq2UGm3yuJK4neZm3zPc8vCC6Tf2p0M3s+vJuKIcXHHPEMvlr4rAItydBiRZXljb4VJccI/5hWV7X9KXxF7WLlJxHePIvLq/4YhgzL1n43BaeXZD0WVALV2nh3/dnZOOohS9bznLcvke12bjjDXbC+hMSCDxvPMsl0+58CtLv4Sdo/tIVBeLCWtUHM4Rl5kNCFD9L4NoizdhKX2h29lmAwJcY2dhdfyWc8gFOBLN9t4ql5PUi6ZaLp96sflFuBN6pdH5AmuJj3I66H3DWKPxAGRe1oekXtZGQMR1imPAbPOLOY//zkCcMda+i75TO9NltJnnSRsppTj/J9avu5O+05/oeLNPysSnRXPOHdYbTaf/xF5jphDthVIqWSn1kVLKB+QAOUopn1JqjVKqd7iPJ4nbaW7U5C58/+8TQ5YbObkLP3gsdLlwuOKeoVxwa+iL5yXfHcSMOyKz2PVN/x5Hr7HNXzyVA27693h6ZaUbj8cZ6+KC52cQ26H51urolGgu+M+FRCeZXzg9Y8JALvhtD5SjcSawpuegSulYy0VvXGU8HoDO04fQ5xuhb+o7XjCIvrdNikBEkDZrFrHDh4csl3rNNcSNNJvcQuCmLebSX6FSQwxPdEYTfckvcCR3Mh9TbBqOKY+AK0Tve3xnHFMeMd4DCODsMYKoqd8JWc7RYwTRU79rPB6AlIumkTQ5dL2cMv18kqZE5vwe/quZJA8N0UvsUAz/1UWkDDG/2LUr1snMl6YSF6KujEmNZuZLU4lONNt4A9BhcDLXvHg2jqjmGwI6DUvhmhfNN0oAjLm+F9N+OjRkuZGzejDjV+YmuDnR1Y+MYuhFoUccXDV3FMMvNjdBWZvR7WyopEwrGXZKqalAKYFhkwpY3/BSBGajzFNKhfWGSUViYUgBSqmcrKysrJwcM+vefP7BIV74/Xp2rD15+vTkjBguu2MQN/9sNNGxkZuLRmvN+//cyTt/2UbB/uqTtnUbkMRVPxrG9Nv7m39A+gR1VR4++PVWVj6bR23ZyWvY9JvUgYt/PZzBU83fiJyo6lAluX9cx8EP9uH3fDl1snIqel7Ym6z7x5GcGdlZtg69vZY1f1jP8T0n33S7orz0P1dx9j+uIK6L2RbkUx1fsJX9z636yvIAMZ2S6HltNr1uHI9yRq4dSnu9lH/4IZVLl+KvOHnWu6iePUm59FISss0OJf1KTLXleFY8h2/HYvCevJyFo/c4os6+FUfnyLZq67K9+Nc/AUdWcNJdgyMK1WcGavQcVHzHiMbky1uNZ9X/8B8/ZYmNuBRcI2cSddaNKJf5hpJGWmsqFi2jbMFivEUnr/cV1bkTqRdPJ2nKpIjWld4aN3ueXMHhtzfjrTz5XEob3Z3+c84hY0LYG5KbVXmwijV/yCXv3QNfqSv7zOzF+J+PIbVfZOvKgysKWfabzexfevIsqtFJLkbd3JfzfzOC2NTInUsAOS/uZ8kft5O/7eR6KaVHHJO/N5DzfjgQRwTrSp/Hz0d/3M6n/9xDRX7dSdt6jE5l5s+HMuYa64982JGdnU1ubm6u1jqylTGBe76BCV2znhnzrUgfOqjb1z/BrupjbfJ5nImUUil8OVnJHadOUqKUuhN4AigBMrXWYZnWXRK3CDGduDXalVvEznVFeNx+OvaIZ8JFPSKasJ3K5/Oz+ePjHG2YDrnH4BSGn9fZ+PDI5rhrvGz54BgVx2qJinXS56wMuo9IbbN4AGoLazj6yRHc5fVEJUXTbXJ34rsmtGlMRat2cWThDry1XuI6J9DvlonEZLTdw+Naa8o3HqZqbxHa7yeueyrp4/vicLXdwAHt9VK7ZQvekhKU00l0jx5EZ2ZG9Cb7KzHVVeHbvwZqyyEqFkePkThSzS1HYCmmqmPo4+sCi3JHJ6O6T0TFtO203/783fiO7wKfF5XUAWffcRFN2E6l/X5qt+3AczyQBER360rs4AHGh0c2x1froXBFHvVF1TiinaSO6EbSgMgm2qeqKajl8NKj1Je7iU6KoseUriS0cV1ZuL2cQyuK8NT6SOwcS/+ZXYlJMt/zF4zWmn0riji+pRy/T5ORmcjA6Z1xtmFd6XX72PbRcUoO1OCMUvQYnUaf8elG60pJ3E4miVt4KaWeAO4ApmutPw5SZhaBZQOe0Fp/OyzHlcQtMiKVuAkhhBBC/H/XHhK3p0ffFelDB3XHhsclcQsjpdQ6QGutx4UotwcoDVXOKnnGTQghhBBCCCGsywLyLJTL48uFu1tNFuAWQgghhBAirNrb+mntKZYzQi7WErKxDWXDQnrchBBCCCGEEMK6JUBmc7NGKqXuAFKBxeE6qCRuQgghhBBCCGGR1vo+YD/wulLqR0qpL2Zva1jb7SECs0qWAg+F67gyVFIIIYQQQogw0tCuhkrKVIRGzCbQ8zYXmKuUKiPQw9aoHJgWrqUAQHrchBBCCCGEEMIWrXWu1joNeIZAkpZG4GHCcuANoK/Wen04jyk9bkIIIYQQQgjRAlrrOcCchkW50VqXmzqWJG5CCCGEEEKEWXsaKinMM5mwNZKhkkIIIYQQQgjRzkniJoQQQgghhBDtnAyVFEIIIYQQIpx0OxsqKdNKnhGkx00IIYQQQggh2jlJ3IQQQgghhBCinZOhkkIIIYQQQoSZ9rejoZLijCA9bkIIIYQQQgjRzkniJoQQQgghhBDtnAyVFEIIIYQQIqxU+5pVkvYUi2gpSdyEEEIIIYQQwialVB8gC0hvrpzW+plwHE8SNyGEEEIIIYSwQSm1lkDSZoUkbkIIIYQQQrQ3GtDtaNHrdhTKGUEp9RqQ3fC/i4GySBxXEjchhBBCCCGEsG4agXw4W2u9IVIHlVklhRBCCCGEEMK6VCA3kkkbSI+bEEIIIYQQ4aXB355mlZSxkuGWC5RE+qDS4yaEEEIIIYQQ1t0PTFdK9Y7kQaXHTQghhBBCCCEs0lovVkrdB+QqpR4ElgB5zZSvCMdxJXETQgghhBAizNrXAtwinJRSu4HMhv+dG6K4Jkw5lyRuQgghhBBCCGFdBVAe6YNK4iaEEEIIIYQQFmmts0OXCj9J3IQQQgghhAgzGSopwk1mlRRCCCGEEEKIVlBKjVZKjTZ5DEnczkBaa7xef1uHcRKfz4/f374WEfF5/WjdzmLytK+Y/H4/njpvW4dxEu3X+H3t6/zWPj+6nZ3f2udrV+eS1hrt87V1GCdplzH5/Gh/+zq//VJXhqS1xtfOrrv+dlhX+tvhvYAQraGUSlZKfaSU8gE5QI5SyqeUWmNiqQAZKnmGqKv1smDebl57cgvbcgvx+TQdusRz2Q2DmH3nMHpmpkQ8ptLCWuY/t4N3/r2Dw3srUAp6D0rlim8O4dJbB5KSHhvxmA7vKuf9J3ay9OU8ygvrcLoUgyd05OI5g5h0TR+iY5wRjUdrTd7yIpb/aw9b3z2Ku9pLVJyTITO7Munb/RlwQSeUiuxQC0+th+UP5rDy3/vJPxYY6hHt8jMwO46pvxxF/4v7RjQeAHeFmx2v5LH1+d2U7CgDDUk9ExhyU3+G3tKfhC7xEY+pLr+cY+/kkv/hJuoLKsGhSOzfma5XZtF5xnCccdERj8l98CCVS5dSvW4durYWXC5iBw0iacoU4kaNQjki21an/X68ezZQv3oBnr0bweuBmDiih0wgZsJFuHoOjGg8ANrtpm7DSmpXLsZ7eB/4/TiSUokdO4m4s6fhzOgc8Zi85VUUL1xD8aI1uI8Vg1LEdO9IxoXjSZ86DldS5M/vyn1l7H1pC4fm76K+pBblcpA+ujP9rh9G94v642yDuvLIykLWP7Wbve8fxlPjwxXnpO+Mboy5cwC9pnSOeF3p8/jZ+vYRVj2xh/3Li/B5/MSnRzPqul5MvKsfXYanRjQegNoKD5+/sJ/PntzLsa3laA3pveM555uZTLojk5SucRGPqfhQNcue3MuK/+RReqQW5VD0HJXK+XP6M/HGPsQknJm3opr2NVRS0uXwU0pNBRYCjV90bsN/s4CxQJ5SapbW+q2wHbM9tVidyZRSOVlZWVk5OTlh3/fhfRXcddm77N9V1uR2p0vxq8fP56pbh4T92MGsW3aEe2ctpKrc3eT21A6x/PmtixhxVuRukt75x3ae/OGaoD0jmaPS+M38aXTonhCReHweP6/OWcea5/YFLTN6dk9ufGECUbGRuUkq2V3KY+csoKgw+A3+OVencO28GTgilAQUbS7hvWs/pvp4bZPbXfEuLnx2Mn0u6hGReAAKP97G9t++g/Y03VsT2zWFEX/+GvG9O0QkHq01ZW+9RcUHHwQtEzN4MJ2+/W0c8ZFJArS7jupX/4xnZ/A6L+asmcRdfFvEEkpfcQFlTz+Mr+Bo0wUcTpKuvZ248VMiEg9A5aY97PvDf/DX1DW53ZmcQOYvvkHC4Mit8brnhU1s+MNyCFJXpgzOYNIzlxHXOXJ15cLvrmHLf4MukcSgq3tx8TMTcUWorqwqrOP5K5Zz8PPioGUu+sMIzr9/SMQSykMbSvnHJZ9RfrTpujI6wckdr57NiEu6RSQegDWvHeTpW1fhrW+6569DnwR++MEUug5ODvuxs7Ozyc3NzW2LSSSUUjn94rpn/X3gPZE+dFDf3/UX9tYeaZPP40yklEoBGm/g7tBav3HK9juBJ4ASIDNc67jJUMnTXFlxHXfMfCdo0gbg82p+ecfHfPT6nojEtD2nkHsu/zBo0gZQVlTH9y95n7xtpRGJ6aPndvPE3aubHc6Wt7GUn81cRHVF8LjD6fXv5DSbtAFsmHeIl76+OiJDgmpL6/j7xOaTNtCseLOct2/92Hg8ABUHKnnnqsVBkzYAb42XD2/5hKMr8iMSU/GqPWz71VtBkzaAumPlbPz+i9QXVkYkpvL33ms2aQOo37GDgn/8A+01P/RV+/1UvfKnZpM2gPrPP6T2oxeMxwPgr66k9Ik/BE/aAPw+Kl95kroNn0ckppo9h8n7zb+DJm0Avopq9v7qaeoORub83jdvGxt+91nQpA2gfEcxn31jPp7KyNSVi3+wttmkDWDnmwf58M5VEakrPbVenr3402aTNoAFP9vMir/vNh4PQGFeFX+bvixo0gbgrvbxxFXL2f1ZYURi2vThUZ64YUXQpA2gaH81j0z/mNKjNRGJSYgwehhIAWadmrQBaK2fAq4F0oE/huugkrid5v7zl/UczrOWxM/98XI8zdxshsvf7/+c+trQx6mu8PCvn682Hk9djZdn7l1rqezBbWW8//gOwxHB4Q2lrHq6+RuRRutfPcTeT81faBffu4ri4lBVQqDl+NOXCqk4ZD4pWfPQJuqK60OW83v8LP/ZOuM3bdqv2fu3hc3e1DZyF1Vx8IXlRuMB8JaVUf7uu5bK1u/aRfVaa38LreHZlYN3V27ogkD9ivn4io8Zjghqlr2Pv7jAUtmqt19A+8wnuEf//R7a7QlZzl9Tz9EXmk/Mw8Fb62HTH1daKluxu4S9L202HBHkbyhh0/N7LZXd8fpBDi+39h23xtrn9nEkx1qj44c/3URtmfkE971fbaGqKPRxfB7NvLvXG68r/X7NS3fnoi08Yld6pJb3HtxmNJ62odC6/by+HM0nwmQskKu1DtqSrbV+HcgDxoXroJK4ncbc9T7eeG675fIFR6tZOr/5Hp7W2re9lJxlzbRon2L5+wc5dsBsAvDJq/uoKrV+4Xz/qZ34DD/Qvfyf9no/l//LbG+p3+9n9TzrN88+v4PFPzWbdNcW1bH7rf2WyxduLCE/p8hcQEDp2jxqD5VYLp+/YDPe6tCJZ2tUffYZ2JjMomrZMnPBNKhfvcBe+TX2ytulvR5qVy+1XN5fUUr9lvAPaz9R3cF8qjZbS0gAKtZsx11gdoTCofd246mwfr7mvbIVbbiu3PCUvR6r9TbL26W1ZtXj1utjT62Pdc+bve5WFtax7rVDlssfzC1l/xrr9VhLbFt8nPzd1q/tK/+7j9rK0I0YQrQjWQSSslDyGsqGhSRup7EdGwspLQw+LKIpKxdZr9xb4vOF9vbv92vWfnzEUDQBuQvt7b/gQDWHd4ZlKHJQOz46bq/8Anvl7SrcXEx5ub1nQ3Z92vwwodY6siIfv9veTeHBJdYbDVqidI21XtJGvho3FVsOG4omoG7LFlvl6/fuxV8XfGhea2m/D+/ejbbe49m9wUwwDbyH96Or7P1Nu3fY+x3sqsjdae8NWlO50WxSkv/ZQVvlaw5XUrmvzEwwDfYtttcbu99mebsqjtaSv9XeubRrodn6e9cnhfhs1pXbbF6D7Nrykb3voa7SS97nZhvehAizXKwlZGP5ctKSVpPE7TRW3YLWqSrDz2/VVNmPyfQzZTUt+JxMt/zV29x/faXH6NCWmiJ7DQAA7jqzLe2eFpxLniqzw9t8NfbP1Za8x46WJGEmEzc8bls9gADU2z//7NAt2H9L3mOHv9Z+T6yvxmzvrae6JX9zZs9vt816oL7CbF1ZX2m/jqmraF/XEwjMPmlSXQs+p9qK9rX0TKtp0H7Vbl4yrWTYLQEylVJXBSuglLoDSAUWh+ugkridxpLTYiLyHjuSUu3vP8lwTIkt2H9imtmp3ONt7j8uLdrozGRJ3RIb/mW9Zo9NMFt9xKTa/w5iUsx+b64k+0tYuJLNLnvRklkiHXEGpwSPigGnvem9VVxi6EKtoOLtz37oiDcbkzPR/nfgSjI7lXt0sv26MjrV7Pkda7MeiEuPMVpXxrXg2hCfbvYaZ/d6ApCQ3r6ucYH3RBmIRAgztNb3AfuB15VSP1JKfTE1asPabg8RmFWyFHgoXMeVxO00NnhUB7r2sndzccHlZtfgmnRJb+xcM11RDs6+qJe5gICJl/e0Vb7nkBS6Dwj/1MQnGn5Fd1vlR1xpr7xdHYak06GDHzsPLw+f2cVcQECPyV1wxdtLAPpebHZJgIzJ9tYdi0qNJ2W4vfPPrvgxY2yVjx02DEeMuRtJ5XAQNdjec9hRQ8YbiibA1b0vjjR7SzNEDx9rKJqA5PFDsVNZKpeTpKzBBiOCbtPtXR+S+6eR2NvsGqH9L7X3N223vF1JnWPpNSHd1nuG2azv7Rp0QWeiE+wNdR9lOKYxNvef2CGGAWd3NBSNEMbMBiqAuUCpUqq4YSHuUuBeoByYFq6lAEASt9Oa0+lg9u3DLJfv2S+Zs6ebTZK69UninIutH2PqNZmkdzLbijzxil6k21h09NJvDTa+7s45d/W3VX7St+2Vb4mzbm5MMEL3ukU5/Uz5TdgmSWpSdHI0g67LtFy+29mdyBiaZjAiSB7eg8QB1tce7HLJKBwxZheXTTj7bFSU9ZbqpClTzAXTIGbCRdYLKwcx46abC4ZAMhk3carl8s6MzkQPHGEwIojpnE7yWOuJWOo5I4lKNdsL2H1aJrEdrffgZt4w3HhdOfr2AfbK32GvfEtMtFF/x6ZEMfp6s9fduOQozrq5j+XyA87tSLdhhhPuiR3oNTrVcvlzv5kZsfVKI6mtZ5I8eVZJEW5a61ytdRrwDIEkLY1AC3g58AbQV2u9PpzHlMTtNHfjd0cyZEzoViqnS/Grf52Pw2H+j/fuR84m2cLQkIwucXznD2Zb2gGiop18719noyz87kPP7sRFt9vrVWmJTgOTmPHzoZbKTv7eAHpm22vhbYkLHjyL7r0gUOc0n7xd/KPexHcwv5Dz+AdGktQr9DC3qEQXkx82fy4ppRjwk4txRIdOxuJ7Z9DzprONx+RMTCTt+ustlY3PyiJu1CjDEYGr73Cix5xvqWzcjJtwJGcYjgjiJl+Eq4eFHqWGRbgjsSh499svw5kU+u/IlZZE11tmGo/HEe0k63dTwEJdmTG2K32vtd5w2FLpA5M5615rx8n69kC6ZJmvK0ff0JuBM6yNOLjqn9lEJ5htvAG49NfDyegTuq6MTXJx3WNhm+AuKKUUt/xrHFGxof+Oug1J5pL7rV0PhWiPtNZztNbpBBK3NK11utb6Wq11ebiPJYnbaS4+MZon37+MrEldg5ZJTI7msTcvYcL5ZoeQNOo1IIXHF11Gl2aGcfbsn8wTSy6nS6+kiMR01mU9eeDl84iJD96iN2ZaN3777jSiYyLT6jfzt8OZ8YuhzY6WOu/ugVz1l9ERiScq1sX3cy6jd//g6704lOaSu7sx7WHzCQlAfMc4rnx3BulDUoOX6RzL5W9No8Nws71tjZKHdWfEo1/DlRK8FzdxUFdG/u0mopLN9iY3SjrvPNJvvBGcwc/d+AkT6HDHHRFJSJRSxF95F9Fjm+lJU4q4GTcRM+kK4/EAOGJiSb3zfqL6DgoeUmwcKbf9mOgBwyMSU0y3jvT/wxyiOqYGLRPdtQP9H7qL6E6ROb+7Te3LWX+dgTMueLLReVJPJj11Cc4I1ZWTfjWSifcPb3Ykd/b3BnH+w+YTEgCny8Etb5zDsGaGsLtiHFz3/HjG3NA7IjEld47lnqXn02148J605C6x/GDxFHqMTI1ITP3O6sAPP5hCYkbw5936jE3nJ4svIL4FzzSLtqGUmqaUelIpda9S6uGGf6ea3pdSKkcpZfmP/IT9TWvcZ8O/5yml7mxJvKForctNJGsnUqYXYRQBSqmcrKysrJwcM2sDaa35/OPDvPbkFrbmFuCu99GlRxKX3TSIy28aRFKK2Yejm+Ku9/HxG3m8/ex2Du0pRylF70GpXHn7EM6/sg+uqMgPi6gormPRf/aw9OU8So7WEBXrZPCEjlz6rcEMn9zZ+LCfphTtrWLlk3vZMv8INaVu4lKiGDKzK+fc1Z/Og80+a9cUv9/Ptpd28vEj2zi6px6vVxEXB8OnpTHtD+PJGGS+RfsrMXn97P/oMFuf203J9jL8fk1K70QG39SfAVf3Icrms3Dh4Ktxk79wM8ff30R9fjnK5SCxf2e6XplN+ln9LPXwhpu3rIyqTz+lZt06fFVVOGJiiBk0iKQpU4jp0yfi8QD4jh+gbs0CvHs2outrUfFJRA+dQMy4GThSI/9Mi/b78ezZSu2KxXgO54HXgyM1g9ixk4kdey6OOPM9yafye7yULd9I8cI1uI8WgVLE9OhIxoVnkTpxOMoV+bqyvrSOA29u5+D8XdQWVOOMcZE+ujP9bhhBh3Fd26SuLM2rZOMze9j7wRHqytzEJEfRd0ZXRt8xgIxBZof+NUVrzcHVxax6fA/7PivCU+sjqXMMo67rxfjbMknsZHbilqb4vH42v3eUz57cy9Et5fh9mg6ZiZxzW1/GXteL6DaoK+uqPKx6cT/L/7OP4gPVOKMc9BqdxpQ5/RlxUVdjI4Gys7PJzc3N1VpnGzlAM5RSOf1ie2Q9mvnjSB86qB/m/Ym9dYdb9XkopWYBD5y4j4Zkah6QrbUuM7Gvhp9buYGerrVe3PCeJ4GmErS5DROLWIkxGcgE0FpvaGKbZeF6zk0StwgxnbgJIYQQQogASdxO1trEraHXqpQTkqMTts0D0FrPNrGvhiTvYYIveJ0O5J3ynicb/tn4sHwu8KTW2vKCrEqpqcDCQDjadco2n9X9NPX+lop804sQQgghhBBnMA3talKQMHTTXNvw33VNbHuVQE+ZqX2No5kePaXUvKaSRq31HBsxBRPsS6ygDVbHk8RNCCGEEEII0ZzZQFmQ5CkPAj1jWuvXDeyruJmk7WHCuE7aibTWS5RSTT5g3DCbZMRJ4iaEEEIIIcSZb7BSqslndiwMoRwLlATZVtbw33GAlcTN1r601nObKqiUmkYgqcsNdqCGYZnTGv53sZ3n8BqObXSyEbskcRNCCCGEECKcNPjb0VDJMAzqSyV4snVimYjsqyEhm9Pcc3UNvXHFBBLAEmCeUmpRsETwdCCJmxBCCCGEEGe+Ha2crKUsyM8bkzA70063dl+hhkiWAYtOnPxEKTUb2KeUKtNaP2UxziYppS4gMCHK/mbKjAHuB+4I16ySso6bEEIIIYQQorVSI7EvpVQmMK25IZJa6/tOnbGyYZjkYgJJX2stAkJNflJG4Hm+O8JwPEASNyGEEEIIIcJMoXX7eTW7gr11qUF+3tg7Vhahfd1HIAFribVAasPzca0R8gPVWu8jEOeMVh7rC5K4CSGEEEIIIZpTZqFMqOfWwrWva7G2IHdzMkMXCYt0ApOxhIU84yaEEEIIIYRozjq+nJ3xVI1JkNVkqsX7augpSyX4YtyNi2/fCaTZnUWymX1eDUw/5cezGiZJaUo6kEXg9wlLDCCJmxBCCCGEEGHXnhbgDoN5hE62rA5fbM2+GpOn5nrkmkuWMhr+29Ti380Zz1efaevX8AolbM+4SeImhBBCCCGEaM5rwJNBFtmeTWCNtK/0gimlMpv4eYv21cDKEMdFBJYKKGti2ywgt7mJTYJ4smG/EHi+bWHD/ze3tECJ1nq9zeM0SxI3IYQQQgghRFBa6zKl1BwCMzJ+kWwppRqHA35lmYGGxb6zlFLZJyZKLdnXCRoTt7JmYp2rlJqnlLrvxASwYV23dL465DGkholG9p2wLwgkgEvs7qs1JHETQgghhBAijDSg/W0dxZdav/42aK2fUkrlKaXmEZidMYPA82bZQXq3Fjds/8q2Fuyr0TqgqV68U/c/Wyn1cMMzaOkN+87VWqc19z4b5vJlD1zESOImhBBCCCGECKlhbTRLz7Jpre8jMHV/q/d1wnvmEHr9tBOPb4TW+n5T+26OLAcghBBCCCGEEDYopV5VSt3ezPaFSqk14TymJG5CCCGEEEKEk6bNF90+aQHucIyVFF9QSv2EwEQnzc1u+TqQrZS6LVzHlcRNCCGEEEIIIay7DijTWr8ZrIDW+ikCM1DODtdBJXETQgghhBBCCOsysbYWXC4wLlwHlclJhBBCCCGECDP/mbUAtzhZqsVyJcCYcB1UetyEEEIIIYQQwrp9wDQL5cYS6HULC0nchBBCCCGEEMK61wGllHowWIGGCUxSsbnkQXMkcRNCCCGEECLM2nomyZNmlRRh1bBG3D7gPqXUK0qpUY3blFKjlVKvAn8E9mqtHwjXceUZNyGEEEIIIYSwZzqwCLgWmK3USQmyAvKAGeE8oPS4CSGEEEIIIYQNWus8rXU/4H5gA4FkTQHrgbla6/5a633hPKb0uAkhhBBCCBFGmvY1RFHTfmI502it5wJzI3Es6XETQgghhBBCiHZOEjchhBBCCCGEaOdkqKQQQgghhBBh1p6GSgozlFJ9CKznltpMsTyt9ZvhOJ4kbkIIIYQQQghhg1Lqx8DDFoouBiRxE0IIIYQQQohIUkpN5csJSV4nMPX/vQSStFwCPXDXAhp4MlzHlcRNCCGEEEKIcNLgb09DJXVbB3DGuQ8oBTK11uUASqk7gYVa6z81/P9cYA+BpC4sJHE7g3i9fj7+cB+bc/Nxu3107Z7EpbMG0qFTfJvFVF3l5sM3drN/TxkoRf/B6Vx4ZT/i4qPaLKaCo9UsemMPhcdqiI5xMuqsLkyc3hOHo+0q2P1bSln93mGqSutJSIlm7EXd6Z+V0Wbx+P1+PvrLdnLfP4y7zkdq5zguv3c4/SZ2bLOYPPU+Nr51hKNbyvH7NB0yE8i+tidxKdFtFlNdaT173jpA5aEqHC4HHUak0WdmT5xRbTfvU83hUgqX7sJTVoMjNoq0sb1JHd2DUxYGjRitNbW7DlC5YRf+2npcyfEkTxhBTPdObRIPgPb5qFi3g9o9h/B7fURnpJAyaRRRqUltFpO3xk3+4h3UHCpFoUjom0GnCwbijG27urL6eA157+ynJr8WR4yTzmM70vP8bqg2rCuPby5jx3tHqSvzEJsSxcCLutAtK73N4tFas/PjAvZ8Voin1kdy51jGzOpBeq+ENovJU+8j563DHN5Sjt/np1NmIuOv7UV8G9aVVSX1rHr1AEUHq3G6HPQenUb25T1wtWFdKUQrjQUWNSZtDfKAfo3/o7XOU0rlEljn7fpwHFRpLSl4JCilcrKysrJycnKM7P+lZzfz94dWc/RQ5Uk/j4pycPl1g/jVn6aQmhZr5NhNcbt9/OXXq/jfU5uorvSctC0lLYZbvj2K7/1sAk5n5Crt4oIaHr5nOYvf2ovPe/J5371vMt/+5TguvXFQxOIB2LuhhCfuXs3W5QVf2TZofAfu/PM4hkyM7A3ua/fnMO9v26n2+L6yrVfXeO5783z6jusQsXj8fs2iuTtY8uedVBXVn7QtOsHJ2d/M5MqHRxIdF7l2KHeVhxU/z2Hnq3n46k7+nOK7xJH1g2GMnDM4oslS7ZEydv5pEcUr936lZTUhswP9v38+Hc7u1/SbDanavIdjz71DXd6Rr2xLGDmAbndcTWzPzhGNqfijz8l/dRGeovKTfq5cTlInj6bbHVfgSoxcY5ff42PPvz7l8Bsb8NW4T9rmSo6l13VZZN5+DiqCdWVtYS0rfrqGvPcOoE+pK5N6JzLu/jEMmJUZsXgAjm0o5b2713Pgs8KvbOsxIZ1LHh1Dz7MiVy8BrH/zMO88sImCXSdfd5UDRl7enWsfyyKtRwTPJb/mg7nbWfDoDipPqStjElyc+41Mrn14VETrytpKDy/+KJfPXtyH55S6MrVrHFfcN5QLvzfISF2ZnZ1Nbm5urtY6O+w7D0EpldMnqlfW77r+PNKHDuoXx37Pfs/BNvk8zkRKqRICidt1J/zsCSBbaz3uhJ+9BozRWg8Iy3ElcYsMk4nbn3+zkr89uLrZMgOHZvD6kmtJTTefvHk8PuZc8y6ffHSg2XIzr+7P316cGZHkrfBYNd+44C0O7a1ottw9D03k6z8aYzwegG0rC/j5zEXUVXuDlomKcfDrd6YyZlq3iMT0xC3Lmf/S3mbLxDgVc5dcyIBJ5m+4tda8eNtaVj23r9ly/Sd35LsfnRuRGxJ3pYd3rlhEwfriZsuNnDOYSQ+NjUjyVn2gmJw7/4entCZ4IYdi2K8vpctFw4zHA1CxegsH5j4PPn/wkBLiyPzdt4nL7B6RmI7/bwH5ry5utkxsr870e+g7uJLM33D7vT42/PBNilc2P4qm09RBjHzw8ogkb9XHa5h/2QIq9lc2W+6sX2cz6jvDjccDcHBlEc9dtAxP9Vcbkxo5YxzcPH8y/ad1iUhMnz6xh1fuav56ntojjh8tn0pGb/O9b1prnrltNcufb76uHHRuR3784ZSI1JW1lR5+P3UxeetKmi130fcHcctfssNeV7aHxO23XdpP4vbL45K4hZNSah2gT0nS7gQeJzB88sAJ5cZorZ3hOK70UZ/mlnyQFzJpA9i1rZifzFkYgYjg779fHTJpA/jwzT0885fcCEQEP/364pBJG8BfHlhFzmdHjcdTW+Xhd9d83GzSBuCp9/OHa5dRXlRnPKbPX84LmbQB1Ps0v754CX5/8BvycFn+1N6QSRvAns8Kefu+TcbjAfjsvjUhkzaATU/uYPfr+43Ho31+Nv3kzeaTNgC/Zttv36f6QOjYW8tdWMrBP/+32aQNwF9dy4EHn8Xvaf7vIBwq1m4LmbQB1B3M59BjrxmPByDvqRUhkzaAgiU7OfDi2ghEBB9/+7OQSRvA57/O4ejK48bjqa/08L+rlzebtAH46v28PHsF1af0NJlwMLeEV78TuhG27HAtT89aQSQayJc+uSdk0gaw89NCXrtvo/F4AJ773tqQSRvAgr/vZOUroe8ZhGhnlgBZSqkTx9i/CijgSaVUn4ZZJ7MI4zNukrid5p7+m/XEZ+G7e9m/t8xcMEBdrZeXntpsufwL/9qI12s2Adi5sYg1S786VCuYF/9u/qK29KU8ygut3WDUVHhY9PwewxHBK7+2/nuX1nhY9uRug9EEWpCXPLrLcvmVz+ZRW+4OXbAVqvNr2Tkv9M1Ro42PbzcYTUDxqjxq9ltLxrTXz+F55htLShauQrs9oQsCnqIyKlaZT7oL3/nUctmK1VupP1ZkMBrw1Xk49Pp6y+UPvroOv+G6smhzCUc/s56MbX7K/Pm98X8HqLZYV9ZXeMm1kLy01tK/7UZb/CoOritl7wqz55Lfr1nwl52Wy3/y773UGK4ry47XsvKl/ZbLf/jXHeaCEcKMB4FyYE7jDxqed3sEmAHs5culAqwsGWCJJG6nsUP7y1m57JDl8lrD6//dZjAiWPTuXspKrPcOHT9SxWeLzLa0vf0fezcXy97dT0lhraFoAhb+217S85HN8naVH69ht4UeyRPN/6vZc2nviqKvPDvSHHeNj3WvHDQYEex8Ne8rz/w0p2B9MUVbSg1GBEfftZf0HHt/s/EEoHTxGlvlSxaHHjXQGu78Eqo22Wj80JqSJevMBQQUfrIbb4X1urK+oIriz80mJTtfttdAdODDQ9QaHg2QYzMRy/l32Bq2m1RX5SHnVXv1zMpnzca0Z2UR+bvt1ZWrbf4Odn32331feZa8OXvXFnNws9m6MtI0oP2q/bza+gM5w2ity7XW6Y0zSJ7w8/sITEaynkCv3HSt9TPhOq4kbqexQ/vt3WgDHMgrC38gJzi0rzx0oVMczLP/HjsO59n7nPx+zbGD1i+CLXF8X5W98nmVRofbHNlcbrtSLy00e8NWlGfvMwq8p9pAJF+q2G8/pooDZs+l2sNltsr7qt14ys01TPjr3XhL7f3NufPNDt+sP25//+4WvMeOGpvfG9j/ru2yMkTyRNqvqTps/2/CjlKb9UBpXrXRurLiWB3eensNH0V7zdZLBS2oKwv2mv3eWhJTvuGYhIgUrfVcrfVYrfUMrfWScO5bErfTWEumr3c4zU6U0JKYnO0wJtNLA9idTtvhVEYnuVAteE7d9JTgLdm/6fNbtaDGbI+fkzL5OTnsf0iqBe+xt/8WfEb/3743zozzWzkwW1eeId9be6wrTcckRDgppR5qeIYtoiRxO4FSapZS6kml1CKlVE7Dv1PbOq5gMgem2U56Bg41uzZYS/Y/wHBM/YfZW+MnJtZJj8xkQ9EE9B6WarS8XX2yM7A73VGXnmZnSus2PMX2e7oOM/u9ZQxJtf2e9MH232NHQj97a+tFZyQQlRxnKBpwRLmI7mYvptieZmcCjOnRyXZCGdvbbEyJ/e2viZho87u2K31Imq3yzhgnSX3Mrn3XyWY9YLe8Xak94ohLsbe2XrfhZuulHsNTW/Aes59Tz5bENNRsTG1Ba9VuXiLsZhPGZ9esksStgVLqYQCt9Ryt9XRgKoHF9fYppSK7YI1FnbokMOMy6+syRUU5mH2z2anAz72wD116JFounzkwjfGTzU4FftU3hmCnAfbCaweQlBJjLiBg5h0DbZY3u75cXHI0I0bZS6Bn/WykoWgCeo5Oo/c460l3Qno0Y67paTAiGDCrL6546ylujyldSOlr9sa2+1WjbZXvduUo470k6TPOslf+womGIgmISksmZYL1uk85naRdMC50wVbImJhJTGfr50ZCn3RSx/QwGBEMvnFAYD40i/pf3ZeYZLOLOo+73d7ag+PuMLtWYVSMkwm39rH1nkl3mo2p9+g0+tqoKxMzosm+2mxdec4NfYi2UVcOn9aFzv3M1pVChNkbAEqpqyJ5UEncAKVUFoDW+vXGn2mtywgkb6nAojYJzII778m23Ot27a3D6NTFbC+Jy+Xgzh9aXyLkW/eaX+eqR2YKF11rbd3DqGgHN3/fbEICcPZVveg+0ForbMee8Uz5Wl/DEcHNf8q2XCF07xjH2Fm9jcYDcOEDQyyXveCegUTFhmWZlKBiUqIZcZv1JDrr++bXTEsZ2Z3U0dZu6F2JMXS/yvw6hWlTx+NMtlbXxPbtTuIY8wvfd7zqPLCYsKZPH0dUmtmbSIfLQZ+bJ1gu3+frZxmvK5P7JNH/Kmt1jSPawYg51v8+W2ro1d3JGGCtMTClZzyjbjBfL0353gDLScnwS7rSfUSq2YCAS+8barnshXcPJtpwXRmfEs2Mb1troFQKLr/XevynDa3wt6MX0usWbg8CFcAzpywJYJQkbgFzCKy9cJKG5G0xkNmY3LU32Wd1Y+4T00M+k3XutN78+tEpEYnplm+P4qY5oZOfb/1kLNfcHJnK+pePT2HMOV2bLeN0KR58fhoDR3YwHk9UtJPfzJ9Khx7NL/Kb2imWX8+fRlyivaE5LTHk/K7c+esxISuF1HgXD6682Hg8AKOv6sHlD44IWW78zb258KeROZfO+uUYMi8N3Vo9+eFx9Dzf/MLpSilG/PEqEvo2f94646IY+adriO1k/vriSkqgz89vx5HQ/JDM6M4Z9P7pN40/4waQMLgPPb93LaG63xPHDKTbHVcajweg53VZ9JgdOpHu8/Wz6HZp6L+DcDj3zxPpMqFTs2UcUQ6mPj6ZDJvD0FvCFe3k5nfPJblH8+dSQqcYbn53MtEJ5heW7tQ/idvnnY0rtvnztld2Gl9/0V7vc0uNvbons34f+rp7zi19uPSByNSV1/1hNGOvDN2odOvfxjJiWvPXZyHam4ap/y8gME6hTCn1I6XUaKVUclOvcB1XRWJhyPZOKZVDYIG8bK117inbHgbuBeZorZ9qzTGysrKycnJCL9rZEiuWHuSxP675yvIAnbslcMucUXzrR2OJijLbwnYirTXznt/Ks39dz54dJy/AOXhEB+78UTZXfG1wxOKBwBpzzz6cy+vPbKWk4ORZ9SZO78mcn41lzNmRvXgUH63hv7/ewLKX83DXfrnAbFSMg8mz+3Dzr8fQuY/1oafhsPLFPJ6/dx2HT/mMXArGjOvID9+cQkqX5hPOcFv/5mEW/nE7B9aefC517J/IBXcPZPJd/Y1PKHMiv8/Pxsd3sPmpHVQeOnnGuK4TOpL1wxH0mWF2CPCpPJV17Ht6Ocfe24y36oR1rxyKjucNIPOOSST2b/6GPNzqjxSQ/8pHVKzchPZ9eX47YmNIPX8sna+/EFdKZM/vyo27yX9tMdWbT15s3pWeTIeLz6bT1eejXJGtK4++s4kD/1tL9b6TZ7JMHNCRPrdMoOtM8z23J/LWeln/t81sf2EXtafMHttjSjeyfzwqZHIXbhVHa1nyq81sfPkg3hPqSmeMgxGzezL1NyNI62N2RMmpDqwr4f3fbGXr+0c58VYqISOac27P5KKfDyU2Ao1uJ1r35iHe++M29p2y8HXn/onM+MEgLrhrQMTryg/+upOP/rGTogMn15WDzunIFQ8MY8zFZurK7OxscnNzc7XW1ocBhYlSKqe3q3fWrzr+MtKHDuo3hb/lgPdAm3weZyKl1Fogk8DIPAXNTs6ttdZhaVWSxI0vkrM7CSRueU1sa/eJW6M9O0rYlJuPu95Htx5JnH1+T1yututY1VqT+/kx9u0uQynoPzidkWM7Gx/y0xyP28fqjw9TcKyamBgXI8Z3plf/tn0ouqrMzYaPj1FVWk9CSjQjp3QhpUNsm8a0e2UBn7+8j7pqLx16JXDh3UOJTzX7PEsoh9aXcmRzGdqnychMpP/kjhG9CTmV3+fn6Ip8Kg5W43Q56DAijYxh9iZ4CDdfrZuSNfvxlNXiiIsidVQPYjubnRwhFE9pBdVb9+KvrceZFE/iqIE449r2/K47XEDt7kP4PV6iO6aSOLI/yhm5hO1UWmvKNx2h5mApKEjok0HysK5tWlf63D6OfHqMmuO1OGOddMrqQIrhiZtCqS11k/dxPrWlbmJToul7ficSOph9JjmU4v3V5K0swl3rI7lzLIOndTY+bDuU/bklHN5Sjt+n6dQvkYGT2r6u3PZJAYX7q3FFKXqPTqPXCLN1ZXtI3H7Zof0kbr8tksQtnBo6fSw/x6K1DssQBUncQlBKLQKm0URvXJDywTKzwVlZWfGmEzchhBBCiP/vJHE7mSRuZwZ5xq0ZDbNJTgNet5K0CSGEEEIIIYQJ5p/iPb3NA/KAO6y+IVhLxgnP0QkhhBBCiDOYhna1fpqMr7Ov4Tm2tVrrb7d1LI2kxy2IhmfbUgkMkSxr22iEEEIIIYQQEdSv4RWUUuojpdSPIxTP6Z24KaVylFK6Ba9ZIfY7iy+fayuLyC8jhBBCCCGEOJ1MJ0RyF06n9VBJEw9YKqWmEZhBUh7eFEIIIYQQLeJvR0MlxZnhtO5xC7eGRbbnaK2nn/LzVKXUnW0UlhBCCCGEEOL/OUncGjTMIDlHaz27ic3TCExSIoQQQgghhBARd1oPlQwXpVQqsAjIU0rNO2FTasN/xwIydFIIIYQQQlgiSyWLcJPELWAJkNnwapLWWnrchBBCCCGEEG1CEjfMTHIihBBCCCGEEOEiiZsQQgghhBDhpNvXAtyyAneLjVVKfRSizLUNc2UEo7XWF4UjGEnchBBCCCGEEOKr0gis1daaMmFLmyVxE0IIIYQQQoiTPcWXExW2C5K4CSGEEEIIEUaa9rUAt4yUtE9rfX9bx3AqWcdNCCGEEEIIIdo5SdyEEEIIIYQQop2ToZJCCCGEEEKEmfa3dQTiTCM9bkIIIYQQQgjRzkniJoQQQgghhBDtnAyVFEIIIYQQIqxU+1qAm/YUi2gp6XETQgghhBBCiHZOEjchhBBCCCGEaOdkqKQQQgghhBBhpHU7W4BbVuA+I0iPmxBCCCGEEEK0c5K4CSGEEEIIIUQ7J0MlhRBCCCGECDMZnijCTXrchBBCCCGEEKKdk8RNCCGEEEIIIdo5GSophBBCCCFEmLWnWSXFmUF63IQQQgghhBCinZPE7QxUXlbH8SOV+P3+tg4FAL/fT+HxaooLatpNTF6vn/wjVVRW1Ld1KF9wu73kH6qivs7b1qF8ofR4NTtXFVDXTmLy+/1UFdVRdrT9nEt+v5+q41XUlta1dShf8Ht91BaU4a1zt3UoX/DV1+EuLcbv9bR1KF/w1lXjrixuV+eSu6oMd3VF+4nJ56OutBRPbW1bh/IFn9dLTVEJXnf7Ob89tfVUF5bi8/naOhQgcC7VVVRRU1zefs4lv5+a4nLqK2vaOhQhTlsyVPIMUXCsit//+FPefW8XlfWBi5kTxeihXbj3t+cw9dLMiMe0JSef3//kU5Z/fhBPw4UjxulkyuTe/PxP5zFweIeIx7TwjT389Tefs21nIY2XsuS4aC69aiD3PTKJtA5xEY3H7/fz4sMbefmfWzhWUBX4oYZOHeKZfccwvvHLLFyuyLavFB2u4mczPmLL7hJqVeAmRGlId0Vz5U2D+M7T50Q0HoD83RX894fr+HzREWq8gW8uSinGjO/IjQ9nMWBS54jHdPCzIyz6xTq2rajB7Q18R0mJPsZe2YlpD04guWdSxGM69M46Nv9zAwdyXfh9TgA69qlh+E29GfidC3DFRkc0Hr/Xw9F33mHfKzsp2poEWqGcPrpOqKXvjdl0mDINhyOy57enqoQD77zOodePU70n8B05E910vUTT92sXktJvTETjAag6up8d//2AvFe91BXEAxDXrZp+18cw6KZLSejUI+Ix5a9dz7rHVrFtfgLuwdXsgwAAbTFJREFUmhgAOg8tIesb6Qy/7RKiEyN7fvv9fnbMW8qKf+5i24pU/H4HyuFn0PgyJt2VydAbp+F0OiMak7umltX//Iil/z7Ovp0pAERFexk3tYap94wlc1p2ROMBqDhSyNI/LWTJy9UUFiQAkJxcx7lXOJj+k/PoNDzy9wLH1u9mwdxP+ex9RVV14Fzq2rWKaTemcP4PZ5DYOT3iMUWKzCopwk1pOasiQimVk5WVlZWTkxP2fX+28ABfu+oN6nxBekU03DBrOH//38VhP3Yw//zDan7/u08J1s7nRPHQn6Zx63dHRyymOy+bz4KFe0/+oQYahqDHR7t4+aNrGHN2t4jEU13h5muj53HwcEXQmLp0TOCVjdeS2iE2IjGteHUfP7lpEXXK/5VYGvVKSOD1wq/hckWm3Wf583t45I6VeILUVQq4+Z7hXP9I5G6SPvrhct7/y2H0qR9Og9gYH3fMO4uBl0XmJsnv9bHsxhfZvvDUJOjLL7BDrxoue38W8T0yIhKTu6yE1Xc+TtHm5K/E0qjX9BpG//kenFGRSSgr9m1izV3zqTuS0HQBh5/B9yXR/4Y7IxIPwIFFH7D82wfw1UY1uT0qqZ5znxlC93MuiFhMK371PMseOrXO+fL7y+hbxvXvTye1f7+IxOOpqeV/Vz7P+kWn3uB/GdPQSSV8/f2biEmOTEJZmneEv0x/j0P7gp/fl95Wz1VP3hKxxondC9bxyHUbqaxs+nrhcvn4zt86ctZdMyMSD8DHD7/NUz+vxO9v+jNIS6vlgbcm0GfyiLAfOzs7m9zc3FytdcQzaKVUTg9Hn6wfxv8+0ocO6tGan3PYv79NPg8RPjJU8jS3a0sR11/5evCkDUDBS29s4RffXRKRmF59Zgu/ayZpA/Chuf/Hi/hw3q6IxPTDGxcEkrZT7/1PuM7WuL1cP+MNjhw4JZEy5OaxbwSStmAxaTheWM0NY+ZFZKjLoa1l/PjEpO3EWBppOFhdzQ3dXzMeD8CWhUeYe8eKoElbQ0i88JctfPDI1ojE9Nkf1vJeM0kbQF29k6dmrebYuvyIxLTi9pcbkrbgJ1PRwXjevfh1vNXmh3T6vZ4TkrbGmL56Mh1cFM/mn/7NeDwAtUUHWX3Hu8GTNgC/gx0PVbN//osRienYms/47M5DQZM2AE9lDMu+vpOizesiEtPaP73UkLQFryyL96Xy0kWLqS0ujkhML8/+T0PSFvz83rY8nRcuezEidWVdWSWPTjsxaTsxlkaa956N4YMfv2Q8HoCj63byx1mbgyZtAF6vk8e+V8SmVz6JSEyrn/qIJ39WFTRpAygtjeP3l62hcNuBiMQkxOlOErfT3E/mLKTeb21M/TPPrqe6yvwzAb99YNlXLq9N8QM//+HHpsOhuKCGN1/fEfifEBM81Xq8/OJb5mP64IVd5O0va7JH6wsK0HA0v4pX/7rFeEwPzPyIehXipqch1r0lFWxcdMR4TE/e9Tlei4MCXvjNBuM3bT6vn/cf3E3IEwmodzt4+zsrjcYDUL7jMJvm+wl9MkHRoXi2/918A86x+e+ekLQ1f4Lvey+Wim2bjMe0+/lXqc+Pt1R256MH8bnNP9OV++Bq/J7Qw/t8tVHkzl1mPJ768nKW/aHxGcTmz/HSgymse3S+8ZgOfLyWnA/SsHIubfk0nd3vfGY8pk8feZ/D+5NDlArEOv+fmsojhcZjmnffUmpqQvdc+/0OXnxgu/m60ufjhV8eQFuYVbGiMpY3f7bQaDxtRWvVbl7izCCJ22msvKyO1bnWb5492s+ff2H2RnLhW3soqqz9asNoUzQcLqhkzSeHjcb08E+W47cUUMCnyw4Yn4zj3w/mBv4Rqi5t2P7i38ze2Hq9XvYcK7dcXit46JZPDUYEh7eUkXegynL5ijovnzy922BEsOav66musf4czc51dVQesf47tMTmP30S+EIsJJMAW/9n9u8NYN+r2xv+Ze0E3/cfszdt3rpqjr5t/W/aUxzH4UVvGYwIirblUrwuFauV5fFlKVTs32k0pi3PfYi74RkkKzb814vPY7YxcPnfGh8vsHYuLX9sm9F4/H4/S1+wPirD43Hx2V8XGYwIyvYdY+2n8Vg9lw4dSGLne2uMxrThv8soLGymd/sUyz+Korqg1FxAQpwhJHE7jX30xh68Np9RXLpon6FoAt58seGGzco9ZMO95hsvmL3Qfv6ZvRtVt9/PyoUHDUUTcGC/9SQJ4NixSkORBHz64n7coXrbTnG0uNpQNAGfPb/HRrodsPLV/SZC+cK29+ydSz6/g22vmU0mj6yxkxhqio/EU1do7/yzw+/1ULg50dZ7CnPMzjRZun0N3nJ7z4kWfb7fTDANjn6yvuFfFitLrTiy3OxwyX0fF9kqX3E8ieKtZpPJXSuDDyNtsvxq68lCS5TuOczxI/aeo9v2ibm/N4Dt76/H53Ni/cILWz4w+5jCpo/22ypfXx/FrkUbzQQjxBlEZpU8jZWW2B/KU1trtiepstL+9PoV5Wan5G9J71lZsdnngHw2h6n4daCl19RD7gX77CeGfsMTG9WU22/Jr6s2e367q+1P9V3bgt/DDk+9nSEwgbKesmpiO6YYicdXWw3a3nnqrTPbhuitsd/I4KsxO627t9oN2EtKPNVm60pPC9pi3OVmG3Dqmnn+ryn1tdFG68q6Uvs96HXVZoep1VbYv17VVpqtK+uq7P/91JW3nyUnwkHrwLW7vZC5CM8M0uN2Guvaw/7sWUnJ1ofBtERGB2vPkJyoQ2f777EjMdHGjHUNFVvXnvZ6DOyKctmbttrpUEZnJuuX1TDToI2K3aXM3oykdbF/XiSmmT2/49Psz36Y1MXsEhMxtjoYNKCJMZS0ATgTknG47N0URieZTZJiUu1PNx6VYrZdMybN/vkdk2q2roxLs/M3Hags4jqmGomlUUKyvYaP+OQ6o3VlYpe0hn9ZrywTU42E8uX+O9q/XiVlmJ3JNTHdXsINkNgp8kuoCHG6kcTtNHbRNf2Jddq7uZh941BD0QTcdndW471haDrQ/v+NH2QZjemSawZYL6wgMSaKCReYXTdp2KiOtsoPGGh2nZtxV/QiXjutPiYFwKB+aaELtcLU7wzE7qpMM78/xEgsjcZ+s/FcsnbTFhPtZ8TNZmPqO93O9P6K7kPqiE41N5zM4XDQdaK9HoBuU8wlkgCpg8YR291ez1C36aMMRRPQ68LJ4GicVCYUjSPaS6/pU4zGNOjKXjZKKzoOLCVt8EBj8QCMvMhm+elme7hTenel/9By7FSW2Vd2MRcQMGLWWcTGWh1uHDjfxt881lxAwISvNU7vb62uTE6uY/AlZmNqC1q3n5c4M0jidhqLjnYxY5r1daLio6L45t1mk6RR47vQu2uK5aH2g/pkkDnQbALwnV9NINpKC2xDxXbJFQOMr7vznQcnWEtwG7bf+Uvzy66MHtbxpGM2x6nhN+9NMxpPSpd4ho+0nrB2Toth5MXdDUYEQ64dQEaGH6s3bSMvSCY6wX7Lsx3D7rkAp6UersAXO/w2szfaAH1vnHDSMZujnD5633yZ0Xgcrih6zkq1XD6udxUdJ9jMGGxK6pFJt6kVWK0se15aQ1y62QRg4HUXktTJylDAwPeafVua8brynHvOQynrleWkH4w3Gg/A+bc31jOhz++ExDrGf2uG0Xji0pKZfLHVXm7F0FEVdB832GhM/WdkkdmvEqt15QVXO4mKi8x6pUKcziRxO809+tyFpCc0VHbNXEMU8NDcC3C5zH/l//zvJbhU6ONEO5w8/vKlxuOJjXVx76/Oab5Qw0zTHVPj+fXj5xuPKfv8bpw7tdcXU/43F1P22K5cMNv8QrePLL+IZFzNx9QQ1+Ss7nTpZ7aXBODuV88jISr0ueRScPfzk4zH43A4uO7JsTgdoZ9RTE31cfWz5xmPKa5LGuf8sFOIUoGTqe+4ejK/ca7xmDqedwF9Lq4j9MkEw+9KJK6bnZ6elul349dJHtE4G2DwmFS0l5G/nhiRRZPH/+oyYjJCP9cT17Wa7PuvMR6PMyqaS/7RG9Xs+R04l3qfVcSou640HlPHEQOY+YN6rFSWF3yzih6TRhuPacJ3LmL0xLIQMYFSmlsf6UJMktkhrgCz/nYFnbuE7lWOj3fzjcfN10sOh4M7Hp9ATHTonsBevSq54uErjcckxJlAErfTXGp6HEtzv07X9MSgDVsupXj44WnceJfZoT+Nxk3uzktvXkNcVPBhnIkxUbz50XUMHRPqhjM87rx/LPf97GwcwT4kBT06J7Fg400k2HkmrhX++sFMzp/eu9kGyfFndePJTy+PSDxxibHM23U96Y7ooDEpDZNHduXR1WZ7SBp1HpDMn1ZcQlp88F6rWKeDn794HqMuMTu8tdGQawZw+39GExsd/LmsTp0196yZSWI3s89KNhrxwCVM/nEaDmewmBQDJnuYMf+WiCQkAKMevpvMK90EO5mU08eI78bR/zu3RyQeV1wiZz3+bdLOCt7L5UqpY+w/R9BxrNne5EbJfQYxfd55JPYJPjlQ8sAKLpx3EYndekckpn5XTmf2i+nEJAYb7qoYMLWI2e/ejCs2Mj0k0/98M5f+yI3D0XSSpBRMn1PNZU9/IyLxOKOiuGvhrUyYFvxcionxMOfvKYybMzMiMSV378gvPplJ337BlyrIyKjhZ++NocdZZh+ZaNRv6hh+/sZQUlKCN04MGlLBLz65ioQOqRGJKdL8WrWblzgzKC0DXyNCKZWTlZWVlZOTE7pwC/j9fub9eyv/+NMaDh6pwOfXJCVEc+llA7n/oUlkdDLf4nequjovj/12NS+/sJmSstpAj1ZaPDffPopv3T+W6OjIT2pacLSKh+9dwZIFeVTXenA6FL17pfKd+8dx+c1mh44EsyOnkL/f+zmb1ubj9viIinIybFRHvvPQBEZNMjs0KpjnfryWVx/fSrnbjR+NCwd9uyTzs1enMOTszhGPx+f1s+DRbbz/zx0UFtSh0SQnRzP1hkyu+d0oYiOUbJ+orryeT3+3lnWvHKai1I/DAR17RnHe3YMZffuwiCVIJ6o+VMjWR5eRt6iEumoHrmhNt1HRjLhnIh0nDop4PACVO7ew74WFFK6rw1vrICrJT7fzUuh98+XEde0Z8Xj8fj/FG5Zx4LWVVGzV+D2KmM4+elzei54zr8EVH2ph5fDzedwc+OhD9ryym8p9TpSCpH4+Btw4hJ4XzMDpMjvctil1ZWVsefYDtr5WSmVBFK4YP92z/WR/eyzdzjE/HLEppXsOsuqvH7NlYT21lU5iE3wMvSCKifecR4ch5kclNOXApxtZ+tc17MrReOodJKd5mXB1Kuf8YAYJncw+m9wUn8/Hllc/Y8kTOzi0V+H3Kzp18zHl1l6Mv2NqmwxHrK+qYdXji/nkf0cozHfidGr6DNJM//YIhl5lrnc7Ozub3NzcXK21+WcNTqGUyumu+mR9L+bBSB86qMfqf8oRvb9NPg8RPpK4RYjpxE0IIYQQQgRI4nYySdzODLKOmxBCCCGEEGGkaV+zObajUEQryDNuQgghhBBCCNHOSeImhBBCCCGEEO2cDJUUQgghhBAizNrTUElxZpAeNyGEEEIIIYRo5yRxE0IIIYQQQoh2ToZKCiGEEEIIEU7tbeHr9hSLaDFJ3IQQQgghhBAhKaWmAbOBvUAGkArcp7UuM7kvpdTDDdvnAeu01mUN758DLNJaP2Uy1vZCEjchhBBCCCFEs5RSs4AHTlzEWymVBeQopbLtJEQt2FcqcGfDC6W+6EGcGyRpC1us7YkkbkIIIYQQQoTZmTSppFIqlUBv1/QTf661zlVK5QJPE+jdMrmvp4DMhn/nAk9qrfNMxtreSOImhBBCCCGEaM61Df9d18S2VwkkSkb3pbWeY3L/pwOZVVIIIYQQQgjRnNlAWZAhhnnwxfDESO+rLfbfZiRxE0IIIYQQIow04Nft5xWGYZtjgZIg28oa/jvO9L6UUqlKqVkNr9Rw77+9k6GSQgghhBBCnPkGK6Vymtpw4iQeQaQSPBk6sYwVLdpXw8ySxcDrDe+fp5RapLWeG479nw4kcRNCCCGEEEKEUhbk541JUrrBfZURmPZ/ceMPlFKzgX1KqbImZpa0u//TgiRuQgghhBBChJmm3S16vcNCz1prpJral9b6vlMLNKzlthh4mMCMky3e/+lCnnETQgghhBBChJIa5OeNvVdlbbCvtUBqw2LbJvbfrkjiJoQQQgghhGhOmYUyoZ4rM7GvRpkn/NvE/tsFSdyEEEIIIYQIs7aeSfLEVxis4+Tk6ESNP29y4pPW7ksp9aRSSjczi2Sr9n86kcRNCCGEEEII0ZzmFq1uTIYWN1OmNfvKJHgvWkbDf09cbDucsbYrkrgJIYQQQgghmvMaBF24ejawWGudd+oGpVRTPV9297UIyA6yoPYsIFdrndvaWE8HkrgJIYQQQggRRrodvlr1+wSSpjkEZnD8glIqi0Av1uxT39OwZtzehjIt3lfDOm0Pn5oENqzrlt5Eeduxni5kOQAhhBBCCCFEs7TWTyml8pRS8wjM5phBYPbGYL1hixu2f2Wb3X1prWcrpR5ueM4tvaFsrtY6LUyxnhYkcRNCCCGEEEKE1LAAtqXnwxrWXvvK+mst2dcJ+7PM7v5PB5K4CSGEEEIIEWZhms1RiC/IM25CCCGEEEII0c5J4iaEEEIIIYQQ7ZwMlRRCCCGEECLMZKSkCDfpcRNCCCGEEEKIdk4SNyGEEEIIIYRo52SopBBCCCGEEGGkaV+zSrajUEQrSOJ2Bqmv97LgnT1sXJeP2+2jW48krrx+MN16JLVZTGWldbz9yg7ydpeiFAwYksEV1w4iKTmmzWI6uK+c+fN2UnC0mphYJ1lndWXaJZlERTnbJB6tNZvXFbDsvX1UlNWTlBzNpIt6k3V2V5RSbRKT2+3lP7/fwOeLDlFX5yO9Yxw3/3gU42f0aJN4AOqqPXz62n72by7F79d0yUzi/K9lktIxts1iqjheS85LBynZX43DpegxJo1Rs3oQHdd2VWvZzlIOvL+PuuI6XPEuupzdlW7n9UA52uZc0lpTsWEf5Tl78NW4cSXHkT5pKAn9u7ZJPAB+j4fKNZuo23sQ7fURlZFK8qRsojKaXMc1InxVNZR9lov7aCEAMT27kDJpDM74tju/646VUvTxZtzFlTiiXSQN7Una2YNwuNqurizfepyCT/biqawjKjGGDuf0JW109zarK7XPz/FPDlCUcxRfrZfYjvF0v6g/SX3b7lzy1ng4+P4eyneWoH2axF7J9L5iADHpcW0WU21BNQfm76H6SCUOp4PUYR3oOTMTV6zchgphh9JacvBIUErlZGVlZeXk5IR931prnv3Hev4xdw1FBTUnbXM4FDOv7M+Df59KRsf4sB87mLo6L7+//1NeeX4LdbXek7bFJ0Rx850juf93kyKaLB0/UsVPv7eEJR/kcepp36lrAj/8xURuuG1ExOIB2LTmOL///idszS38yraBwzN44C+TGX9eZJOlP313Oa89uxW3z/+VbR3T43jktQsZfW7kbrp9Pj8v/XYj7zy2nZoKz0nbXNEOLripH3MeHUdcYlTEYqopc/Pm93LJfeUgfu/JJ1N8ejTn/3gQU+8bgiOCyVL5njI+f2AF+auOfWVbUu9ksn42jt4X941YPABla3az//EPqDtY9JVtiUN70vfuy0joF7lzSWtN6YefUPTmQnwVVSdvVIqkCaPocvtsXMmRa+zyuz0c/898SpesQbtPPr8dMdGkX3Q2nW+8BBXBZKm+sIK8v75H6aqdX2mmj8pIotfXp9D50rERiwegbPMxtj60mIrt+V/ZljSgA0PunUrG2J4RjenguzvZ+pfPqT1a+ZVtnc7pyZjfnE9Cj+SIxeP3+dn693Xsen4z3ir3SdscUQ56XzWQMT+fRFRC5OpKd0U9Ob9azsH396BPqSujU2MYfMdohnxrtJHEOzs7m9zc3FytdXbYdx6CUiqnM32zvqEeivShg3pOP0A++9rk8xDhI4lbhJhM3H533yc8+dfm99u3fypvLb2eDp3MJ2/19V5uvvwtVi471Gy5aRdn8sy8y3G5zD9qefRQJVdPeZWjh796gT3RD385kbt/dpbxeADWfHKYb132LvV1vqBlXFEO/j7vYs67uE9EYrp/1kIWzN/b9EYNKHApxePvX8q4aeYTSr9f88jNn/LJq/ubLTdwXAceWjQjIslbTZmbf5z3MUc3lTdbbuIdmVz75NiI9ASUbi/ho1nv4S53N1tu4iOTGfC1QcbjAShaupk9D85rdqyQIy6aoX/6BomDI9M4kf/C25S893GzZaK7dqT3b+/GlWI+efN7vBz43VNUb9nTbLmksUPpdd83UE7zyVt9QTmbv/cM7oKKZsv1/Pr59Lx1ivF4AIrXHmTdd9/A7w5eVyqXg6xHr6DT5H4RiWn38xvY/MflzZaJyYjjvJeuIbF3qvF4tF/z+T2LOfhe8+dS+uhOnP/fy3HFm68r3eX1LLn+Hcp3ljRbrt/XhjD29+eGva5sD4nb19tR4va8JG5nBJmc5DT34Tu7QyZtAPv2lPHDOz6KQETwp9+sDJm0ASz+II9/PrImAhHB97/+YcikDeDR365i+ccHjcdTVeHm7us+bDZpA/B6/PzoxgUUn9KTasIHz+8KnrQBNFxTvVpz99UL8Pu/2iMXbu/9a0fIpA1g19oinrl3nfF4AF7/dk7IpA1g1dN5rPnPfuPx+L1+lt2+OGTSBvD5/csp21lqPKa646Xs/eMbIR/w8Ne62fnLl/Cf0tNkQsWajSGTNgD3sUKO/ut/xuMBKHj5w5BJG0Dlum0Uvhk69nDY9fvXQyZtAIeeX0pZTp7xeDyV9eT++J1mkzYA7fWz4b73qC+pNh5TycbjIZM2gPriWlb/YAGRaCDf/cLmkEkbQMmGAjY8uNJ4PADrfvlZyKQNYO/L29n/5q4IRCTE6U8St9PcM4/lWi778YJ95O0ye9NWU+3hf89stlz+P09sxB3igtxam3LzWbP8iOXyz9r4TFvqnRd3UF5Sb6lsbbWXN/69zXBE8NTvrSc+1XUeXvvbVoPRBHrb3nlsu+XyS17YS6XFz7Slyg7XsOG10I0SjT792y7jN22Hlxyi8kDoG20A7dPs+I/5c6ng3bVor7W/a09xJcWfmD2XAErfX2a5bPX6bdQfLTAXDOCvq6dk4SrL5Us+XG75M22pqp1HqNxsveHq2JufG4wm4Oj7W/FWWPu79tV6OPzWFsMRwd7/brJctnxHEUVrrF9/WkL7Nbv+Y/26u+/NnbjLzdaVNceqOPRBMw2Bp9j53KaIJLiR5m9HL3FmkMTtNHYgr4zVn9m7ILz2X7M3SAvm76HCxgWh4Hg1nyzcby4gYN5/7P3OH3+4j8J8s622b//HekIC8KbN8nYVHq1m/8FyW9NOvfovszdIW5fnc2xv6F7SRu46H5+8us9gRLDufwfw+6x/SEc2lHFkQ5m5gIC9r9lrqc57Yzd+j7nLuNaawgX2Gj8KPzTbWOLOL6Jmu/WbSIDyZasNRRNQsXoL/po6y+W9ZZVUrt9hMCIoWLDBVvnSVTtxl1aFLtgKh+fbq78Pv2M9gWkJT5WbwwtC92yd6MCbhuvvtceoPmit8QbAX+/j4Hu7DUYE+9/ejbZRV5ZtK6Zse7HBiIQ4M0jidho7bLGV/USHDoQe4tUaLYvJ/ntM7l/rwDNxJh2xGdPR/RVGWyP3bWnoibXxiEFpSa2ZYBrk77d/Q9iS99hRss9+Ql+y32wjQNVBe+eqt9pLfan1hMEuf70HT5m937k+3+xIAE+B/RtCT2HoIV6t4S6wv39PC95jR90xm9+DBneB2WtK7VF7+689ZraurCusRnvtNXxUHzF7Pak+bP8aWm3h0YHWaMn+TcckxJlA5mE9jTmc9h/kNT0RSHuMydmCmJzGY7K3f6fLYXSSC2eU/d/X9IyJLfkOTH9vDpf937kl77FDtWD/yuDnpBz2961s/j3Y1oL9m46pRftvhzEZ/5xs1jPKabaubMnv25Lroh3t8ntrwe9svB5oA2fe4E/R1s68v5L/RwYMzrCd9AwZ3tFQNAFDR9jf/5ARHQxE8qWhI+3FFBfvondmiqFoAgaNtPc72y1v15BxHXDY6W4DevQ2O811nxH210HqO8rs2kndRqbafk/X4WbPpbShGbbKx3eJJybV3DqKjmgXsb3sna/xmV0MRRMQ072L7aQnplc3Q9EExPaxv//Y3mZjSuhn73twxEQR2y3dUDQBSQM72Ss/wGxdGd8lkSib65AmDzIbU+oQe3UAQOpg+++xtX+7MSlIGdR2a98JcbqQxO001qFTPDOv7G+5fHSMk2tvGWYwIjhvem962rihHzQsg7ETzd6MXP+N4bZ6h668frDxBcKvvcPe93DdnWa/t/jEaEZlWbxBamhC/NZvzK7j1HdEGkMmWk+6UzvFcvYVvQxGBFlf60VMkvWBCoMv6kJG30SDEcHAGwfbKj/gxsHGF+PufOk4W+U72SxvlysliaTxoyyXV1EuUqZMMBgRJI4aRFRH6zeqMb26ED+4j7mAgE4XZ4GNc6PjtJE4483WlT2vGWmrfK9Z1r/nlnBEO+l99RBb7+l7ndn6O3VQBhljOlsuH5MRR/fpZtd07H1Zf1w21ovr+n/t3Xd8FGX+B/DP7G56r0AIkARI6CWhg0gvgoLSFLEgUsTTO71TvGI5PfXw7vR+6omAevYGniJWQHpTSKR3QqgJBJKQnt3sPr8/soEQsslM2Gd2Ej5vX3kFd56d/WZ3dub5Ps8zzzOwBQJ1XPOOqKFi4tbAzXm0Bywqh7lNu78LwiP9pMZjNpvw4OO9VJd/aF5v6etcNW8ZjAnT1F1ofXzNuP/hZKnxAMDgm+PRpoO6lurY+GCMmtRWckTAoy/3q7vPzbmWW/OmQeg3ppX0mKY8ob7SdtujHeHlI3edK98gL9z420RVZRUTMHSetgpefUR2j0LTAeoaP3zCfJA4TVuiVx9RI7vDK0LdOmgB7WIRkpwgOSIg4pahgMp10EKH9YclWG7CrZhNiLptqOryUROGST9X+jYNRdRwdYmP4m1Bs0l9pcYDAE0GtUFga3W9N36xIWg2Qv7x3XpaF9VJSczwBAS3ltsrCQAd5qq/brWb2Q1myedKr0BvJE7vrK6wSUH7Od2lxuMJAp6fSbLqD4dtNg5M3Bq4rilN8X/vjKpzyOSIsa3x5PyBusR054zOmP1I3es7/v6pvhg/Rf5FFgCef3Uo+g9uUWsZbx8z3vhoDNrWY9iJVl5eZrzx1VjExtfewhgdE4AFy26Gnw6LpXbu1xSP/73/5eStprO8AoQE+uDdrbdKjwcAeo2Jxax/1d0bM3pmIib8Xm6rdqVRz3REytTae/YUEzB5YQ+0HaRtmFd9KIqCGxcMQVjH2o9bryBvDHl3BPyi/KXHZAn0Q7sX7oIlJKDWcr4tI5H07NR63RenlV/rloj5zbQ6h0wG9uiEJneNlx4PAISN6IvIcYPqLBd9+yiE3iC/QQkAEh4ZW2cirXiZkfT0ZPi3kjv0HgBMXmakvHob/JrXPuTYJzoQPV6bALOf/HNlQGww+rx+E8x+tfe+h3dripQXh0mPBwBihsSh25/71Vmu9R0dkHS/3F7JSp1+2wMtb65jVJBJQc/nByK6t9yRN0SNhdIY180wIkVRUpOTk5NTU+teLLs+tm85g9fm/4zVPxxD1Y+0VXwI7n2gG6Y/2F36JCDVffXZASx8ZTt2/3rlekgpfZphzqM9MHqc/F6kqqxWO956NQ0fLNyJ01Vm4jOZFAwfm4CH/tgbXZLVDzdxhwvnirHwxe1Y9sEBFOZfXkDZL8CCm6cmYc6feqJJc7kt/9Wt/d8xvPz7zThx+sqZyiwmE/rc0BzPfzYMIeG+usa07ftTWPqPPdi9/uwVj8d1DsP4h9tj+L1tpPdGVOVwCGxeeBTr/+8Qzh28cia0pOFNMPSJ9kgcou+xZCu0Ys9/duLQxwdRduHyrJEmLxPibk5Al991R7DkezerK83KxekP1uL86l0Q1vJLj1uC/BA1OhnNp94IS5DcUQDVFR9Mx/n/rUDRjv2oerL0ahKJ8FE3IGzUQCgqe+bcJW9DGs4vW4vS9FNXPO6XFIeocYMQ3EfbcMFr5bCV48zSLchatg3Ws1VmdTQpCO+XhNhpNyIwSd+KdllOEY4u3orTy/eivOjyudLs54WYmzqgzaw+8I1W18vrLhcPnseBN7fjzIqjV0x97xsdgPgpHZE4IxlmX33ngMtcexz7F+1A9s9nrng8JCkcifd1RfyEJF3PlcIhcOTjfTj07m4UpOddsa3JgFh0eKA7mvRtLuW1U1JSkJaWliaEqLsl2c0URUmNRnzyNOVFvV/apQ/FH3EOxzzyfpD7MHHTiezErdLJjIvYveMcrGV2xMQGoUffGOmz/9VGCIF9u7KRfjgXiqKgTbtwtOso90btutjtDmzbdAZnMwvh42tB15QmaBar7wW/uuIiG1I3nMHF3FIEhfggZUAMAoO9PRrT0V0XsOLToygptKFZXBBundMevjr0/NXm5IGLOL43F3a7QLP4ILTtEaFrJaQ6IQSO/3wBORnFMHspiOkaiqg2nj2W7GV2nP05E2U5ZbD4WxCVEg3fCH2To+rK84tRsOcE7CVlsAT7I7hLHEw+nj2WrOcuoPTYKQhbObwiQ+GXGK9Lz58rQgiUZpyB9Uw2oAA+zZvAt1Uzj8UDAMLuQP7uE7BeKIDJ24LAdjHwidI3+a+uvMSK3NRTsBWUwRLojbDusfAKlHufXV1Ks4uQs/Ms7KXl8In0R2RKM5i89E3+q8s/mouLh3Ig7AKBLYMR1jnK4+fKCzvOoehUAUwWE0LbRyAoTu6xZITE7U4YJ3H7CEzcGgMmbjrRK3EjIiIiut4xcbsSE7fGgfe4ERERERERGRwX4CYiIiIicjOHpwOgRoc9bkRERERERAbHxI2IiIiIiMjgOFSSiIiIiMiNBIy16LWRYqH6Y48bERERERGRwTFxIyIiIiIiMjgOlSQiIiIicjPOKknuxh43IiIiIiIig2PiRkREREREZHAcKklERERE5GYcKknuxh43IiIiIiIig2PiRkREREREZHAcKklERERE5EZcgJtkYI8bERERERGRwTFxIyIiIiIiMjgOlSQiIiIicjPOKknuxh43IiIiIiIig2PiRkREREREZHAcKklERERE5GaCczmSm7HHjYiIiIiIyOCYuBERERERERkch0oSEREREbmRgLFmleSgzcaBPW5EREREREQGx8SNiIiIiIjI4DhUkoiIiIjIzTg8kdyNPW5EREREREQGx8SNiIiIiIjI4DhUkoiIiIjIzYw0qyQ1DuxxIyIiIiIiMjj2uDUyQgjk5pbCZrUjPMIPXl5mT4cEu92BnAslUBQF4RF+MJkUT4cEq9WO3JwS+PpaEBziA0XxfEwlxTbkXyxDULAP/AO8PB0OACDzZAEu5pSieXwwgoJ9PB0OHA6BizmlcNgFQiJ8YbF4vu2p3OZAQU4ZzBYFQeHGOJZspXYU51rhHWCBX7AxjiVrgQ3WwnL4hHrBy8/zlx4hBMryrHDY7PAN84XJy/PHksPuQGlOGRRFgW+4DxQDnCvtVjtKcqyw+JrhE+JliOPbWlyOsos2+AR7wTvA88cSAJRctMJWbId/uDcsPp6/7jocAsU5Vgi7gH+EN8wGOFfabQ4U51hhsijwD/c2xLFE1NAY44xH1yw3txQfvLsTb7/1K46l5wEA/PwsmDCpPWbNSUG37k11j+nYsTy8tTANH36wC7k5pQCAqGh/3H1PV8yY2R2xLYJ1j2n7L2eweEEavvriAKxWOwAgMSkc02d2x9S7OyNY5+TE4RBYsfwo3n9zJzauPnHp8d43NMdds7viplvb6p6cXDhXjBce3YDvvz6MwjLbpcfjmodg9u9TcOeDXXWNBwCyM4uwdPFefPHOfmSfKQIABAZ74+a7knD7nE6ISwrTPaaMPblY/sZ+rPk4HSWF5QCA6JYBGD0zCaPuT0RolK+u8QghcPCns1j/nyPYvfwMHPaK+cxaJIdh4Nw26HlnK3j56luhtFvtOLD0BH5ddAiZv1yoeFABEkbEoNustkgYFaN75a0srwwHPjqMA+8fRH5GAQDA7GtG6/Hx6DijPSK7ROgaDwDkZxRgzzsHceCTIyjLtQIA/KJ80e7ONug0PQmBzQN0j+nML+eR9uZhHPjiBOzWigFf4UnB6H5/G3S+OwE+OjcIOBwCB5adxs8LjuDoT2cvPR43MAq957RBhwmxuicn1qJybH8/A1vePIKs3RcBACaLgs63xaLf3DZIGBitazwAkJ9Zgs0Lj2Lr4nTknykBAPiGeKHH3XEY8GAbRCfpf93N3JOHDa8fwfYPM2AtqrjuhrX0R7/ZrdF3ZgICdT5X6kdAKAaaV1IYKBaqN0Xwg9SFoiipycnJyampqW7f97692Zgw7nOcPl3gsszfXhiMhx/p7fbXdmX5soOYce/XKC2117g9INALH35yG4YOi9clHiEE/v7cRrz0wmaXZeLiQ/HFN5OR0FqfJKC0pBwPTvsWK79Jd1mm/+AWWLzkFgQGeesS066fszB52FIUW21XbhAAnPXrHt2aYemWyTCZ9KkkpW3KxG9v+w75uWU1bjdbFDy7eAjG3pmkSzwA8N2ig3j9N1shHDWfP0OifPHs8mFI7BGpSzwOuwOfPpCKTYtdH0stksMw97uBCG6iTyWpJKcMX05aj9Nbsl2WaT+5FUYv7guzTr1dOftz8cPUlSg6U+yyTO+ne6DL3E66xAMA6d+ewKpZG2Avq/lc6RVgwch3B6HF4Bhd4hFCYOPf9mDzC3tclgmND8Tk5YMQ1jpIl5hsJeX47I4tOLD8jMsyrYc2wdQv+sMnSJ+EMu9kMd4avQ5n9+W7LDPwkUSM/Wc33Ron0jdk4+1bNqAkz1bjdrOXgtv/2wspd8bpEg8AbHrzCJY+mArh4mavwGgfzP5uIFqkhLv9tVNSUpCWlpYmhEhx+87roChKagTikm9WXtD7pV1aLv6EC8jwyPtB7uP5vnO6JplnCjB+7Ge1Jm0A8Jc/rcH77+7UJaZNG0/gnmnLXCZtAFBUaMMdk5YiLTVTl5gWvLa91qQNADKO5eHWmz5DzoUS6fEIIfDIjB9qTdoAYNOak5g79Vs4XCQI7nTuTCEmD1tyddIGXEraIIDtOzJx74ivpMcDAEf35eA3t3zjMmkDAHu5wJMzVmPD98d1iWn9kmN4be4Wl0kbAFzMLsVfblqBzPTav5fu8uXjO2tN2gDgZFou3rhpPWy1fC/dxVHuwJeTa0/aAGD/58ex8uFt0uMBgKKsYnw/ZUWtSRsA/PzX7Tjw0SFdYjqzKQsrZqxzmbQBgK2oHN9PW4Nzv57XJabtrx2sNWkDgLxjhfhszBqUXHD9vXQXIQS+uPeXWpM2ADj601l8OmWzLufK0gIbFo9cW2vSBgDrXzmElc/ulR4PAGTtvYjFY9a7TNoAwG4T+Pjun7Hvu9rfS3dJ++wEljzgOmkDgMJzZVgwch3OpxfqEpOeBComJzHKD7tpGgcmbg3cq//+BVlZ6k54Tz+5FqWl5ZIjAp7681qUl9c9l1JpqR3PPrNeejz5+WV44dkNqsqeOH4Ri95wf69odWk/Z+LbLw6rKrt2RQY2rJKflDzzm7UottZxfCgABLB2w3Ec2ZcjPaYFz25DUYHrikglh0Pg5Sc2Q/YIArvdgbfnbVdVtiDHis/+vktqPABwIaMIa15Rl2icTMvFto/kH0uHvz6F05trT9oq7X7vKM7vy5MbEIBdb+xB8Vl1jTLb/pZaazLlLlufS4Mor/uYtZfZ8cuLO6THU5Zvw4bndqsqe/F4EVLflJ/gntx6AXuWnlRV9vCPWTi66mzdBa/Rz4vTce6AukaZ1S/uR2F2qeSIgB+f2YOygrqv78IBfPP4TunnSofdgeWPq2ssLr5gxaoX9kmNh6ixYOLWgBUX2/DhB+orhhfOl+CrLw9IjAjYuSML235R35q3etUxHDkiNwH4/JO9KCqsu/Jf6b13dsJmk1tpe3+htt5PreW1Ki93YNWPx9QVdva+zX9cXTJcX+fOFGH1stp7kapK35+L1A1yW5K3fXcK504UqS6/5pN0FNTSW+gOGxcd1XTrwvo3jsgLxunXRdoq9DsWq2vEqK/y4nIc+lT9312aU4ZjyzPkBQQge9cFnN2uvhft5OozuJheew/Ptdr7SQZsheob93a+fRR2m9wJz39eoO14/UVjea0cDoGtb6p/DbvVgW3vqDy31tPFMyXY/eVp1eWz9uYjfYO6hpX62vdtJnJP1N67XVXqxydQ7Ly/k4hcY+LWgO3edQ4X87RVCjesO1F3oWtQn/1v2qCuNbW+NmqMKSuzEIcPyU0mt6w7pan85rVy36N9qedQWq6tN3bH9ixJ0VT4dVMm7HZtrcK/rFFfeamPnWu0/c3WEjsO/iy3gnRotbYehpNpuSi5KK+C5LA7cHLDOU3PObFObi/Jhb05sGr8m09vlHt8n96gff+nN8l9n46v1bb/wswS5ByWOxz42Fptx1L6GrnvUf7pEpw/om1Y35E12v4GrY5tzL40GZFah1fLjemwxr/ZVmLH8coJjBoRTw+PrPpDjQMTtwasuFh9L1KlokK5LVpF9YipUHZMRdpjKq7Hc2Tuv7jIJnVoS16O9qE8Vskt7SX1OJbq8xwtSou1DzWuz3O0qJylTYuyejxHrfISu+abKWxFct8jWz0+g3LJ54DyesRkkxxTfd4nm4bRDPVh1XhsWAvLpZ4rtcYDAGUGe4+AivdJJiPGRNQYMHFrwCIi/LQ/J9JfQiRV9l+PmCINGFN9nqNFuMb9h0f6SZ2ZLDbeOUW0hvpOgOS15kLr8RnU5zlahERoXy4iOELuLI6BUdpiUkyAf5i8z84rwAKLxmUH/Orxvsrev2+k3M/Ntx7HhZ/kY8k/Uvv75C95KvcAjTH5R8ldS9E/QvsMv7Knu9f6HgFAgMbzhub91yMmrecyousRE7cGrFPnaM1T14+/Te6U6WPGalt3zM/PghGjWkuMCLhF49/cpVsTxCWEygnG6abb2moqP+a2REmRVEhoF47IYL/Ls0eqMPKWNvICAtB7SHMEhWqrJA27NUFSNBUGTIjTVD68mR869JO7llP3ibGayncaGwNviQtgK4qCxFtbaHpO0m0tJUVTIbxDOILjtU1dn3BznJxgnOJHt4BiVv+FM/ua0Wp4c4kRAUkaP7cm3cMQEid3jbmOE7TF1GmitvJaBUb5IuHGKE3P6aLxO6pV26FN4BuirTGmywS5MXXV+DeHxPghrq8+y6foSRjoP2ocmLg1YCaTgvtndVddvn2HSAy4QW4FqVlMEG4Zpz7JmDSlA8LC5LZGjhzdGi1bhaguf//s7tLX3Zk2swvMGiptd83pIjGaCrdPd65dpeL8blEUPPpCX6nx+Pl7Yfy97VWX7zeiBVq1DZUXEIA2yRFo30d9pW30/YmwSF6jrOe0OPgEqU/EBs6Vm3ADQPfZ6s8BZh8TOt0tt/FGMSnocG871eXDkkLRtG8TiREBAc38kTBW/fm47YR4+ITK7ZFoPToGwS3VJ2LdZ7WVfq7sOas1FA1foV5z5B/f/eaqb3gLiPJBF8nJpLe/Bb3vU78matLIpohqI3cNvhbJ4Yjrq34x+76zEnRbz5GoIeO3pIGbOTsZ/QfUfVHw9bPgP2/epMtCoM//fQhiYgLrLBcXH4qn/3qj9HjMZhP+s+gmeKm4KAwbmYA77uosPabYVsH40ws3qCr72z/3RlIH+S2Rj77QD/GxIZem/K/NI3/si6Bg+cNaZv2pB1p3qHth1tBIX/zx3wOlxwMAD7/ZD/7Bdbdut+0RgYl/kL+Qs1+wF+5c3FNV2b73xaP9iKaSIwJiekUi5SF1Pd1D/9UDAdHyFwXvML2dqmTM7GvGwH/31+Vc2e+5HghoVvdQ8eC4QPT+i/pGuvoymU0Ys7g3TF51/+0JI5uh8zT1yUJ9hcUFYNRL3VSVHfxURzTpqL6Rrr46T4hFl0l1X3cVEzDlnV6w+GgbOlwfI57qiCYdgussFxDpjdteT5YeDwBMXtgDvsF1Nyq16BGGwX9Q37BCdD1j4tbA+fhYsOTLSRh7s+sWwKZNA7H829vRo2eMLjE1jw3G96umoUNH1z0T3ZOb4vsVUxEVLXeYTaUBN7bEkmWTEBHp+h6oCZPb4/1Px2sa6nktZv4uBc/8axC8XVzULRYTHn+2Px59Um7PVtXX+27nNHRoG+lyyKQJCn4/rw8eerq3LjEFh/pg8YpbkDygmcsyLduE4J1V49GyjfwKGwDEdQrD/J9GIbqV62O3+7AYPP/9CPhKvg+wUsqUlpj+SV+XPW+KAgx6uC2mLuqhS0ICAINfTEafxzq67C2x+Jkx8o3e6Hqf/B4SADD7mDHqo2FoNcp1hdu/iR/GLB2J6GRtQ+HqKzAmAOOXj0R4+1CXZaK6RWDc1yPhHyX3/s1KLQc2waRlg+BXyz1KHaa0wvhPBsCk07my/yNJGPPv7jB71/x6JouC4c93xpCnOuoSj8mk4I4PeqPXDNdDs/1CvXDvlwPQfow+112/UG/MXTMY8QNcN/JFJQbhN+uHSu9tqxTTORQPrhmMsFauGyeSRjTFAysGwSdA3vBtT+EC3CSDInsRRqqgKEpqcnJycmqqvMWdd+08i3fe+hVpqZmwWh2IaR6EO6Z2wi3jE+Hjo/9J0eEQWP3TMbz/3504ejQXAJCYFIHpM7rhhoEtdatAVlVSYsNXSw9gyaf7kJVVCF9fC3r0isH0md3QvoM+lbXqLmQX4/P39mLlt+nIzytDULA3Bo+Kx+3TOyG6qT6JbXVbVp3AP/+yGYcO5qDc7oC/nxeG35SAx+b3R0S03MlkaiKEwI4tWVi6eC+O7M2Bwy7QPC4Y46e3xw2jW8Js1r8NqtzmwNblJ7DyvSM4d6IIFi8T4ruEYczsdkjq6Zl7NUrybdj2YQbSPj+JwvNl8A6wIHFwNAbMbo3I+Lp7wWXIP1WEXe8cRcZPmbAVlcM3zBttx7VApzsT4BumfaIHd7iw5wL2vXcQ53dcgN1qR0BMANpOao34Ma1g1qF3pDrhEDi59gz2f3jk0lptYW1D0OHuRMQMaOKRc6WtpBwHvjiBfZ8eR2FWCSw+ZsT0ikC3mW0R1UGfRpLqirJLkfbuMexffgaleVb4BHshcXQz9JiRgKCm+iS21WUfKsCWN4/g2MZs2ErsCGrii263t0T3O1rB2wPJiBACxzadx9ZFR5G55yIcdoGIhED0vi8e7W9qBpMHzpV2mwN7vj6NX97NQM7xIpi9TGjeLRT957RGy57qh1NqlZKSgrS0tDQhRIq0F3FBUZTUMMQlj1Ke1/ulXfpB/Bm5yPDI+0Huw8RNJ3okbkRERETExK06Jm6NQ+PrmyYiIiIi8jDO5kjuxnvciIiIiIiIDI6JGxERERERkcFxqCQRERERkZs5PB0ANTrscSMiIiIiIjI4Jm5EREREREQGx6GSRERERERuJAAI/ZdgdImrfzUO7HEjIiIiIiIyOCZuREREREREBsehkkREREREbubgAtzkZuxxIyIiIiIiMjgmbkRERERERAbHoZJERERERG7GBbjJ3djjRkREREREZHBM3IiIiIiIiAyOQyWJiIiIiNxIABAGmlXSOJHQtWCPGxERERERkcGxx42IiIiIiOqkKMowAJMAHAUQASAUwDwhRJ7sfSmKMhHAcAAJAMIBbHdVXlGU+c79LQGwXQiR53y92QBWCiEWaY3XCJi4VaEoyuMAWgPIQ8VBEYqKAyLNg2ERERERUQPT2GaVdCZOfxRCpFR5LBlAqqIoKVqSN637ciZi24QQs53/HwrgJwDHnOXTq71EKIBZzh8oilL5+EsNNWkDmLhdoijKQgDzq37wzkQuVVGUSUKIpZ6LjoiIiIjIM5yJ0hJU9HhdIoRIUxQlDcBiVPSeuX1fzoQOVevizh60oQByAaxERcdLdYtQ0REDAGkAFtaQ4DUovMcNlw6IWQAmVttUmZEv1jciIiIiIiLDmOz8vb2GbZ/h6jq0O/c12/n4FZy9cqsAJFQmd9W2zxZCDHf+zGvoSRvAxK26K7L1Kt20obpHQkREREQNlIDDQD9umFdyEoA8F8Mh04FLwx9l7KsHKkbAXZWcoaInrbJMo8fEDRVdswDCKsfNVlIUpbJ7dZX+URERERERGUIPADkutuU5f/eUtK9VzsfzoJGiKKGKokx0/oRqfb7R8B43JxdZ/7xqv4mIiIiIGqJ2iqKk1rSh6iQhLoTCdbJVtYwamvYlhJgH13Xxyl64q4ZdOic0uQBgqfP1liiKslII8ZLKOA2HiVsNnBn5ZADDAKRomVXS1RcCQDs3hEZEREREBicACKXOYrpx0wLceS4er0zCwvXcl3Nk3DAAS2uoq+ehYtr/VVXKT0LFLJR5DXVmSSZu1VRZ96EHgIVwjrUlIiIiImrADqjoWbsWoTrvawkq6ukzq29w9tJVfyxPUZRVAObj8gSEDQoTt2qqftDO5QCOOZcDUHWfm6svhLMnrqabKomIiIiIjC7UxeOVvWN5eu2rSkeLpvXjAGwDMFFRlGFq6/ZGwslJauEcA5sDYGVjuKGRiIiIiPTh6Zkkr5xV8prlqShT131rbtmXc8bJytuZ1OyrJgl1FzGeBp24KYqSqiiKqMePlrUmKsfMzpLxNxARERERGdx2uE52Kh93Nc+D2/alKMowALOFEC6TNkVRFjrr+6Eq42kwGnTi5vzQlHr8LK26H0VRliiKctTFB1x5j5vaKU6JiIiI6DonDPSfGyypZZvW5bPqtS/nOm6zhRDDqz0eqihK1Q6WBLju1Ytw/q5p8W/Da9CJmxtNRMWHXNMMNpUH0Db9wiEiIiIiMozPAZeLbE8CsEoIcdWEflXWRL6mfTn3M1sIMamG5wzDlZMJroTrYZQTAaRpmTHeSDg5SYWlABbWdMDh8oQiS2vYZihFRVZ8sWQ/fk3LgtVqR0zzIEy5oyPatNEyO6t7nc0qxKcf78WRIzlQFCAxKQJ3TO2EiEh/j8V0YP95fP7ZPpzNKoSPrwU9e8Xg1tvawdfXM18HIQS2rD+Fld8cRf7FMgQGeWPwyHgMHNYKJpNn5hIuKrTi5Sc3Y/O6kygtsyM8wg/3P9QdoycleiQeALiYW4plnxzEwT3n4XAItIgPxq13tkez2CCPxXQmowDff3QImccLYbYoSOwaiZF3tEFgsLfHYjq87Tw2f3ECF7NL4RtgQedBTdHrlliYLZ5pp3PYHdjzfRb2r8xCWUE5/MO90e3W5mjdLxKK4pnj21pUjh2fnsCp7TmwWx0IifVH92mtENXWc8dSflYJ0j44juxDBVAUILp9MFLuikNApI/HYsrcdxHbPj6Bi5kl8PI1I75PBJIntYCXr9kj8QghcGDtOexcfgbFeVb4Bnuhy+hm6DC8qcfOleVWO7b97xQObcyGtbgcwU180ef2VmjVNcwj8QBAUa4Vmz48hpN7LsJhF2jSOhD974pHRKznrrvnjhVi44fHcP54McwWBa26haH/nXHwC/LyWEykjXNGxtmomJHxUp3Y2QuWAOCqyfkqJ+ZTFOWKpbW07ss5Im4lgHRFUar21oU6f/eo+hwhxEvO0XTzqtbtnROahAO4oseuIVGEcNPKDg2Y84BYDKCmD/hxVGT41zRtqKIoqcnJycmpqWqH/6onhMDL/9yKV/61FfkXy67aPmJUa7z2n1FoFqNfpaSoyIrHf78Kn368Bzab44ptPj5m3HVvV7w4fwh8fPRLlo4fz8NDD3yPtWuOX7UtPMIPjz/RDw882EPXyuSW9Sfx54dX49D+C1dti2sdiudeGYzBI+N1iwcA/jD9R3zy6R6UC8dV2yKC/PDmh2MxcGScbvHYbHb84y+b8dHCXSgtKb9im9ms4KaJbfHca0MQFKJfBTfvfAlenLsBa786huqnUP9AL9z+cGfMfCoFZrN+yVLGrly8PmsLDm+7+liKaO6Pu1/sjkF36nsv9q9fnsKSR35FzvHiq7bFdg3FnYt6IL5XRA3PlEMIgTV/34+1Lx1A6UXbVdvb3dQMExb1REiMn24xWYvK8dVDaUj7KAN225UHk8XHhJ73JeCWl7vB4qNfsnQhowgf3r8NB386e9W2gAhvjH6yIwY/3FbXc+XBdefw/gPbkbk//6pt0W0CMe31FHQa2Uy3eABgzeIjWPrkLuSfu/q6mzggCve/1QvNEoN1i6fc5sDnf9yBVQsOw1piv2Kbyayg9+SWmP5GT/iH6NewlH++FG/P/gXbvzp11bnSN9CC0b9rhwlPd4JJwrkyJSUFaWlpaZKnv6+RoiipQWiV3Nf8jN4v7dIW+zMowPFrfj8q7zFDxUi0CFQkT/Nq6t1y1qMnAhjuojdO1b7UzMwuxNWr5lWZeTLc+TutpmUCGhImblVU+YCBy8Mm57noidO6bymJmxACj/5uBd5e9Gut5Vq2DMbKNXfpkrwVF9swbsyn+Hnr6VrLDR4ShyVfToK3t/wKybFjeRgx+AOcPVtUa7lHft8Hf/3bIOnxAMDaFRm497avUG67OkGqZDYreOOjMRhzqz49XfeO+RLf/3Sk5o0CgAKYFQUfLrkNQ8bKTwLsdgcevP07rPz6aK3lOnSNwscrJ+iSvOWdL8HMQV/j+MG8WsuNntoWT/93sC49AUdSL+AvQ1egpKC81nKzXu2JMQ+2kx4PAGx57xjen/7LVZW1qrz8zHj4xxvR9oYo6fEIIfDVg6nY8mbtx1JYK3/M3TRMl+TNWlyORSPW4vjmq5PtqtoOa4L7vrkBFh3OlefTC/HP/j8hP6u01nIjnmiP8S92kR4PAOz5MRP/d/P6qxLbqkxmBQ983g8pt7XQJaavX9iLJX/ZVWuZgHBvPLlhGJq3D5Eej73cgVcnbUTqslO1lmvVLQx/XjsM/sHye7ryz5firzesQubBq5PtqgZMi8Ocd/u6/VzJxO1K7krcyLN4j1sVQoh5QojZzp9Jzh9DL8D95RcH6kzaAODEiXzMmfWtDhEBzz69rs6kDQDWrM7AP+Zvlh6PEAIz7vm6zqQNAF7511as+LH2ip075OWWYs6d39SatAGA3S7w2+k/4GxmofSYPl64qyJpc1U3cl5T7ULg/qlfo7y89tjd4b+v7qgzaQOAfTuz8bfH1kuPBwD+/uCGOpM2APj+48P4+p0D0uMptzkwf9K6OpM2AFj82204tlPtbM31l320EB/cv63WpA0AbCV2LJywCdbiumO/VruWnKwzaQOA3OPF+Hz6z9LjAYAf/ry7zqQNAA6vOoufnt8vPR4hBN6ZuqXOpA0AVvx9P/b+kCk9pqJcK96YvKnWpA0AHHaBRdO2Ii+zRHpMhzZl15m0AUBRjhWvTdoIh0N+A/mP/3ewzqQNAI7vyMVHj7h/5E9N3nlgW51JGwBs/DAD696Rf90lagyYuDVwC/6jflKcNT9l4MD+8xKjAQoKyvD+e3Vf0Cq9vfhXlJXJrbRt35aJ7dvOqC7/5hvyL2pLP9iHwnyrqrKlJeX4+J3dkiMCXn/JWVlV0ehZZLXhnVfkvk92uwPvL9ihuvyyTw4g57zcSlvm8QKs/SpDdfnPXt8D2aMafvn6JM4dr7tRAgCEAL5746DUeABg3YIjcJSr+7sLs8uw/bMTkiMCNr56SHXZwyvP4mwNQ/LcqbTAhl/eUd8uuHXhEZSX2esueA0yfslBxs/qE/u1rx6WGE2FTe8dQ2m+umuErcSO9W/JTwBWvKb+WDq9Lx/7Vl895NSdHHYHVryuPqZNH2eg4Hzdyfm1yD5ehG1fnlRd/odXD0o/V3qCp9duc/M6bmQATNwasCNHclT1bFX18YdyE4Bvlh9GYYG6hAQAzmcXY+WPcjs1P/5I29+8akU6siT3cC35cK+28u/vkxRJhazTBTh6Os91b1sN3l+sPkGvj182nMbp4wWqy9usDnzzufrKS3388MlhTa3nR/fm4ECa3MaS1e9r+/6s+/gYbFZ5CYAQAlvfy9D0nC3vaiuvVfbhAlU9W1WlvndMUjQV9n51GmUqekkrFZ4rw4EfsiRGBGzV+Dfv+yETF7PkNpZs1hjTpnflfm4l+TZs/5/6hAQANrwn9xp3YH02zqtsvAGA8jIHtkpuLNn0UQZquE3apZN7LuJYWq68gIgaCSZuDdipk9pbhE/W4zma9n/iovbnSI9J+/5Pn1afMNTHKY0xnT6ZL7U18tAeZ6VWwy0GOblyK2xnTmr/DOrzHC2yTmhP6LNOym0EyD6hvsIGAGXFdhTmqG9c0cpWYkfh+asna6hNzomrJy9xp7x67D9Xcky5GiralfLq8RwtappEpjZCALkn5b5PFzTGdOF4sdRzZV5mCewqe5Mrndf4N2ilJWm7lufI3v8FjecyousRlwNowLy8tOfd9XmOpv1btN88Lz8mA75PXtreJ4uXSeoMbvVZCsEsedKN+nwGFsmfW332Lzsms5f2z8EsMSaTpT7xyD2W6vceyY5J+2dgkn4sad+/zGOpYv/aPgez5HNl/d4jIx7fxvrcKp7T+PoSOECR3K3xfUuuI+3aRWqu3Hbp2kRSNBW6dte+f6PFFBjohYTWctfg6dQtWmp5rTqmRMOisbKTEC/3PWrfVftMgx27yZ2dMKlbpKbyigK07Sx3HcWEbtr2H9UyAEHh8qYDt3ibEdNR2xToLbrLPZaadAjRXJFsLjmmmHrsPzZZbkwtuodqKu8TaEG05LXvWmp8n1pJfo/CY/0QGKHt+xPXXe45oD77j5P8PsUna4tJUYCWXULlBEPUiDBxa8AiIv0x/jb1U3v7+lowdVpniREBgwbHIT4hVHX5Ll2j0bNXjLyAANx9T1eYzeorbVOmdkJgoNx1bu6aqW0a7btmdZUUSYWAQG/06RGrrrCzCfEPz/aXFxCAtu0j0OuG5qrLRzX1x7Cb5S5RMHxyawRqWAOp/00t0bSl3IrtqNnalooYOUv++ls3zGmjqfzAOa0lRVIhINIHnSepnybe4mtCyt1x8gJCxRT/4QkBqsvHdAtFi15yE4B+MxJg0nCu7HVXK/gEyB24M0jjsTRI8rFk8Tbjxvu0vcbgWXJjat4hBEkaltQIaeqL5FtUnu/rqc+UVvAPUb/kQPexzRHZUv33geh6xcStgfvdo73ho3Jh1llzkhEeLndtIpNJweNP9FNd/rF5/aRXImOaB+Hue9UlPv4BXpj7m55S4wGAoTclqO5FS2gbhrET5K/j9vTLg2Gu6yY351pubVqE4YYRraTHNHdeT6g9POY81lPzEFSt/AK8cOej6o4lk1nBPY91lxoPALRJiUDKaHUJbki0L0bc31ZyRECfu+MQ3tJfVdk2AyKROEhujzIADHqsHSw+6i55/R5sC/9wuWsCmkwKhv2lo+ryw/7SUfq5MizWH/1mxKsq6x1gxpDfJUmNBwC6jo1By26hqso2TQpCz0kt5QYEYPhv2sI/VF1S0uf2lroswj3+z51UnytveaKj9CHcvgEW3PSouoZlk0XBLfM6SI3HEwQAhyIM88Nhm40DE7cGrnOXJvjv++PqXMT6tont8cxzg3SJ6c67umDen+rujfnbC4Mx7lZ9FgN+6V/DMHJ07a2efv4WfPTpbWjbVm6rNgBYLCb893/j0Dqx9uEqLVoF4/1lt9brHjStuvRsgn++MgKm2pI3BYgO8cfXm6ZKjwcAbhjeCs++NqTOCsn0h7rhngfl9kpeeq0nuuOW6bUft2aLgqffHoSu/ZvqEtPvPxqAxN61D+MMjvTBU98MQUiUr/R4/IK98JvvByKkWe2vFds1FLP/1196QgIAMV3DMPWTvjB7137Z6zqlBUbrtLB0z3vjMezJupO3MS91Refb5PaQVJr0ajI6jWlWaxlvfzNmfzkATRLl9iYDgNliwm+/GYimSbW/VmRcAH733Y3w8pW/SHlEiwA8+vWN8KtjEev2g6Nx/1u9pccDAJ1HNMO9/6m7oWvUb5Mw4iH5DYFARTI5aHrtoyBMFgVz/tsHif3kDnMnaiyUxrhuhhEpipKanJycnJoqZ+2rHb9m4ZV/bsXyrw9dsTBy+w6RmDO3B+6Z3hUmyZNJVPft8kN47f9+weZNVy4KOmhwKzz8SG8MGy53WFt15eUOvLUoDYveTMORw5fXKvL2NmP8be3w6B/6oENHfS8eebmlWPCvbfj03T24kH15lsaQMB9MubsT5v6hJyKj1fVcuMuGFcfx1CNrsP9o9hUtdL5mM0aMaI2X3xuFoGC5vRHVbV13Cov+tR3rVxy/YlHnbr2aYvrD3TFmovzhf1UJIfDdh4fx6au7cXDH5en+TSYFA8a2wt1/6IouffVJ2iqVFZfj6//bjx8WHsL5KjP9+QZYcOOd8ZgwrxOaxAXqGlPu6WKsmH8AW6qtxRXc1Bc3zGqN4X9Igm+Q+uFU7nAqLQdr5x/Ani9PXbHWXJOOwej/UCJ63Z+g+7lyz7LTWP/yQRzbkH3F422GNsGgPyQhaWTtiZS72csdWL/gCNa9fgTnDl2eqdXsbULypBYY+UQ7xHQK1TWmolwrvn9pP9a/lX7FrKX+Yd4YMD0eN81rj+Bo+Y0SVWUeysc3f9+HLZ+egK308hIbUfEBGPpAW4x4KBFeKkfEuMu+tWfx7T/2YdcPmVecK9v0icCo37ZD78ktdT9Xbnj/GH549SAyfr083b9iApJvjsXNj7dHYl85192UlBSkpaWlCSFSpLxALRRFSQ1Eq+Selqf0fmmXtpU/i0Ic98j7Qe7DxE0nshO3SmezCrFr1znYrHbENA9C125NdD1J1+TwoQs4erTihJ2YFIGEBLk3RddFCIG01CyczSqEj68FXbs2QWSUvslRdWVl5Uj7ORP5eWUIDPZGcq9m8PPXt0Jb3Ymjefjhf4dRVGBDbKsQ3HpPe1jqMUOnO50+no/D+3PgsDsQGx+CxA4RHo1HCIEju3OQdaIAFi8TEjqGo0msvslRdfZyBw79fB7558vgE2BB254RCNBwX54MpYU2ZPycg9LCcgSEeyOhT4THZ5AryCrBmR15KLc6EBLrh+bdwzx+rjx3MB8XjlQsHxHVLhiRrT17LAkhcHx7DvIzS2HxNaNF91AE6dBjWxtbmR3pWy+gOM8K32AvJPSOgI+/ZyfILswpw7HtObCW2BHSxBcJvSJ0T/6ry84oxJn9+XDYBaITAtG8Q4hH4xFC4OTuPGQfL4LFy4TYTqGIiJV73fV84tYyOcVAiVtq+bMoxAkmbg0cEzed6JW4EREREV3vmLhdiYlb48B73IiIiIiIiAyOC3ATEREREbkZx7SRu7HHjYiIiIiIyOCYuBERERERERkch0oSEREREbmRAOAw0GBJ40RC14I9bkRERERERAbHxI2IiIiIiMjgOFSSiIiIiMjNjDRUkhoH9rgREREREREZHBM3IiIiIiIig+NQSSIiIiIiN3N4OgBqdNjjRkREREREZHBM3IiIiIiIiAyOQyWJiIiIiNxIABAGmlXSOJHQtWCPGxERERERkcExcSMiIiIiIjI4DpUkIiIiInIzLsBN7sYeNyIiIiIiIoNj4kZERERERGRwHCpJRERERORWAg7FSEMljRQL1Rd73IiIiIiIiAyOiRsREREREZHBcagkEREREZEbCQAOTwdRBQdKNg7scSMiIiIiIjI4Jm5EREREREQGx6GSRERERERuxgW4yd3Y40ZERERERGRw7HEjIiIiInIzwR43cjP2uBERERERERkcEzciIiIiIiKD41DJRsZudyArsxBWmwNRUf4IDPT2dEgoLS3H2bOFUKCgabNAeHubPR0SCgrKcP58CXy8zWjaLBAmk+LpkJBzvgQX80oRHOKDiCh/T4cDh8OB/TvPoyCvDC3bhCKmRZCnQ4LNZse5zCLY7QLRTQPg6+f5U1hJsQ0XzpbAYlEQ2SwAFovn28MK88pw8UIZfP0tCG/qB0Xx7PEthMDFc6UoLShHYLg3AsN9PBoPADjsDuRllsJudSAo2ge+gV6eDgm2UjsuZpVAURSENPOFxQDnypICGwqyy2DxMSG0mZ8hzpX550tRnGeDf4gXgqN8PR0OhBDIzSyBtcSO4Egf+Id4/rpbbnMgN7MEDrtAaFNf+BjgXFlWXI68s6UwWxSENfOD2QDnSpkq1nEzzlBJ40RC18Lz32Ryi+xzRXhr8a949+0dyMwsBABYLCbcMj4Jcx5IQZ9+sbrHdPDAebz5Rio+/XgPiopsAIDgEB9MvbMTZs/tgdatw3SPaf2641j4Riq+/eYwHI6K01iLFsG4b2Z3TJ/RDeHhfrrGU17uwNdLDuK9N3cgdWvmpce7pjTB3bO74tY72uue6J45WYCnf7saP6w4ipLy8ooHBdAiOgj3z03GA/N6wmTS94J76ng+3luwA5+9txd5OaUAAF8/C8ZNScL0B7ujQ5coXeMBgL2p5/DR67vww5LDsFkrllkNj/bDhOkdcPsDnREdE6BrPEIIbF5+Al8t2I/UVWcuPd6yXQhumd0eo6e3hV+AvsmJtdSOde+lY8WCQzixK+/S4x1ujMaIuYnoPaGl7olA/rlSrF1wBOsXHUXemRIAgMmiIGVCCwx5qC3a9tf/WDqz/yJ+evUwtn6QgbKiiu+cX4gX+t0TjyEPtUWTNvo3muxbcxYrXz+E1GWnIJyrCEe09MeQ2W0wZHYb3ZNve7kDWz47jhVvHMLhLecvPZ7QIxzDH0jEgDvjdE90iy9a8dPbR7HizUM4e7TiuqsoQPfRMRj1YBK6jmyme6NJ9vFCfP+fg1j936MozLECALz9zLjhjjiM/k07xHXV/7p7ZNt5fPfaQWxechzlznNlSLQvhs5og1FzExEe4/mGSqKGQhGCObgeFEVJTU5OTk5NTXX7vnf8moUJ4z5HdnaxyzJ/enIAnvjTALe/titLPtuHOTO/gc3mqHG7r68Z/31/HMbcnKhLPEIIPPmnNXj137+4LBMbG4T/fT0F7dpH6hJTUaEVMycvx/qfjrss06t/c7zzxTiEhunTqrx1zUlMunnJ5YStkgDgrH90S2qCH1Lv0q1nacNPxzFrynIUFdhq3G4yKXjh9aGYOqOzLvEAwPv/twP/eGyTy+3BYT54/csx6N6vmS7xlNsceGnGBqz65KjLMnEdQzH/m5GIitUnobx4rhR/H7MG6ak5Lsv0HB+Lhz8eAG9ffSrcx9Ny8O/R61BwrsxlmXF/7YSbn+qkSzwA8PMnx/HOPVtht9V8LfbyNWHWp/3QfZw+jW9CCHz6+A58968DLsuEt/DH498PQvMOIbrEVFpow8sT1mP3yiyXZZIGROGxrwchIFSf3q6sowV4fvTqSwlbTYbNaoP7/9NLt8aJnSsz8Y+J61BaWF7jdpNZwcz/9MLwmW11iQcAlr+yD+/9Ic3l9sBwbzyxbDDa9XN/g0lKSgrS0tLShBApbt95HRRFSfVFi+Q2XvP0fmmXjtjmoxQnPfJ+kPs07n7q68DJExdx682f1Zq0AcALz23EwgXuTxprsvqnY5h533KXSRsAlJbacc+0Zfh5yyldYvrXP7bUmrQBwKlTBRg/9lNknyuSHo8QAr+5+7takzYA+GXTacyc8jXsdtfvpbucPp5fc9IGXEraIIAdB89i0uDPpMcDAPt2ZWPGhK9dJm0A4HAIPDF3FX5YdkSXmJZ/eLDWpA0A8nPLMPeWb3DsYK4uMb3+yNZakzYAyNibh3ljf0Rpcc2VOncqt9ox/+a1tSZtALDtq1NYOHOr9HgA4MKJIrwysvakDQCWPb0Hq/9zWJeY9q7MwlvTtrhM2gDAVurAm5M348jm8y7LuNPyF/fVmrQBQM7JYswfuQYXz5VKj0cIgdembqo1aQOAgxuz8fKE9XDocK4syrPi+VG1J20AsGrREXz6lx3S4wGAYztyMP/WtS6TNgBw2AUWzvkZv3x1UpeY1r6fXmvSBgCFOVa8MHY1zhzK1yUmvTkgDPNDjQMTtwbu1X//ggsXSlSVff65DSgpcV0Bdpe/PrXu0jDE2litdvzt2Q3S48nLK8U/529RVfbMmUIseEN+gvvLptNY+W26qrJb1p3C2h8z5AYE4MmHV9ectFWlABDAhm0ncWBXtvSYXnluC0pL1CUaf//zRsgeQWCz2fHvv6g7lgrzrXjrpdorLe5w+mg+li+qvaJdKWNvHlZ+KD/B/fmLkzi67YKqshs/ykDGTvkJ7o//PIDC87UnbZWWPbUbVpXH3bX48k+7Lg1DrI3d6sCyp3ZLj6coz4plL+xVVTb3dAlWvnZIckQVCVnaN6dVld235ix2/phZd8FrtGrxYZxNrz1pq7T85QPIy1J3jb4WS57dDWuJXVXZD//0q/RzZbnNgY///KuqssUXbfjfi3ukxkPUWDBxa8CKiqz4+CP1F/O83FL8b+l+iREBqdsz8Wta7S2jVa1bexyHDqqr4NXXJx/tQXGx+oT1vf/ugNWq7gJYX+8v3Kmp/Hsay2tVXu7AilXqEsnK3re/Pb5eXkAAMk8VYOU3KmMCkH44F5vWyG1JXvdNBs6dUd8j+8Pnh5F3QW6vxDeLD0JLHWzZm3LPAQCwYoG2Cv1KjeW1Kisqx+b3MlSXL8qxYtvnco+lY9suIGN77T2SVe3/6SyyDsrtldj4/jFYi9Wf+9a+dRTlks+VRjuWHA6BlQvVN37YbQ6sfqf23vBrdf5kEbYtVz965czBfOxZc1ZiRMD25aeQc0Z9wrrpswwUXFDXsEJ0PWPi1oDt2XUOBflWTc/ZtFFuZWTzxhPan7NJdkza9p99rhiHD8lNJrdu1DZEdOsGuUNKd28/i1K7th6GHTvVJ+j1sW3LGVU9t1X9LPl9St14pu5CVVjL7Ni9TW4Faed6bT0M6btzUZgnr4JkL3fg4CZtvbH71p+TFE2FEztyUZqvbbTBoXVyYzq0TnuP9aH1cnu5D2j8HC6eLUXmoQJJ0VTQGtN+yZ9bzqlinDumrret0r51cs8BBzdnQ2g8V+5bLzem/Ru0fQ62MgeOqOylbyiEAYZHVv3hYuCNAxO3Bqy4HkN5iovkDpWsT0xF0mPSvv9iyfcBab3PqLSkXOrQlou52ivytd3D6A71uRerRPLnVp/9y76nrExDD0ml0no8Ry1bqV1TDyAAWCW/R1p6kSpVzu4oS33+ZvkxGfF90hZTWbFd6rmyrD6fmxHPAZI/t3q9T5JjImoMmLg1YFH1WOsrKlrujHL1iSnagDFFRcudnljrOm0RUXLX4opr45wdTkN9JyhA7uxtEVHal2aoz3O0CK/H/sOj5cYU1kTbjKMms4LgcHmfnU+ABT7+2maJDI6WO2tqsMb3qL7Pkb1/I8YUIjumaG3LDoRE+0g9V9Zn3bgQyeeAEI3vEQCESv7cQurxnZZ9LBE1BkzcGrCOnaKQmBSh6TkTJraXFE2FsTcnwstL/WEVEOCFEaMSJEYE3Kbxb07p0QxxcaFygnG6eZK2ZRBumZQkKZIKcW3D0DQs4PLskSqMmyA3pv5DWiI0XP2FXFGAMRPkLi8xcmIbTeWbtghE1z5NJUVTYdAkbd+fAeNawdtX3hKeiqKg7+RWmp7Tb0qcnGCcYjuHoGm7YE3P6XW7tr9Bq27jY2H2Uv+F8wmwoMuYGIkRAX0mt9RUvnXvCETFBUqKpoLWY6mv5GMpKMIHnYdq+073myL3WOo8tBkCNTTGKArQd6LcmPpO0rb/yBb+SOyjz1I8evL08EjOKtn4MHFrwBRFwczZyarLd+4Sjd59m0uMCIhuEoDxt7VTXf72qZ0QEiK3lW3Y8ATEJ4SqLj9zjvr3tL7unNFF9TpoigLcPaur5IiAe2Z0q/iHivO7l8mER5/tJzUeX18Lbp+ufj2tIaPj0TJe7rpSSV0ikTxA/dpsk+7vKH29u6F3JCBQw9pVt8xR//2srxFz1SfQ3n5mDLpXbuONoigY8qD6pLtF11C07qutUUyrkCa+6DFJfaLU5644+AXLXUC988hmiG6tPhEb9oD89cCGzGoLs0VdgqsowLA58mMaqeH4Dmvmh17j5a7B5+1rxtAZ6o/v5JuaI1pywh3XJQztb4hWXX747ESYdVoblKgh47ekgbvv/m4YPDSuznIBgV5YsGiM1CEklV74+xC0bFl363bbxHA8+cxA6fGYTAoWvTUWvioW+R17c1tMub2j9JhiYoPw7MuDVZWd99wAtE4KlxwR8Ptn+6J9XOSlKf9r88xfb0RAoPyFbh/+Y2907Fr3wqxRTf3x7Cvq3s9r9cyCwQgJr3toUre+TXH377pJj8cvwAuPv3WDqkV+x81ph+6D5C8K3rpHBMY/oe57NPPNXgiK0D7US6uBs9ugw/AmdZbzCbRg+ru9dTlXTv5XN0S0qnvYdNOkINz6vPwF5k0mBbPf6wMv37qrBj1ujUW/O+X22gBARKw/7v53D1VlpzzfDTFJ2npW66PnuFgMnBZfZzmzRcGD7/aFxVv+AvMT/9wZcd3C6iwX2tQX97/WU3o8ADDnzd6qegLb9Y/C2N/Jb1AiagyYuDVwXl5mfLpkAiZN6eCyTFxcCL778U506Vp3pcUdmjQNxA+rpiGlh+sKYv8BLfD9ijsRHi537H+l3n1jseyb29G8eVCN2xUFuGd6V7z74XiYzfp8Le6e3RUvLRgO/4CaW9F9fM145h+D8OAf9LnImkwmrNxxN3p3cT0cy0sx4fnnBmP2Y/rEFBjkjU9+mIhBI+JclmnfORJf/DQFLeLk9rZVik8Kw7s/3Yr4JNeVpCG3xOPNb26Gr5+8IYlVDRjXCn9dMgRBLhJKs0XB1Hld8ND/9dUlIQGA25/vitv/1hUW75q/T/4hXnj4o/4YeJfc3rZKFi8TfrPsBvSe6jrZiIwPwGNrh6CligqwO4Q09cO8DUMR38t1w0ziwCg8tm4oAlU0FrhDYr8ozFsxBOGxNSeUigIMmtEaD37SDyadzpUj5iZi5qLe8Amo+fvk5WvG3a+kYJzKxoJrpSgKHni7D0Y/lATFxVsQ0sQXf/xmMLoMk99QAgB+QV54euUwdBvh+vXiuobhb+tHIqqV3N62Ss3bheC5tSNqTaZ7jW+BP387BD46nSt1pQAOA/1ouRWCjEuRvQgjVVAUJTU5OTk5NVXe4s6HD13AO2/tQFpqJqxWO5o3D8LUaZ0xcnRr3ZKRqoQQ2Lr5FN79704cPVKxwG5Suwjce1839OjZTLcKZFU2mx3fLj+Mzz7Zi6ysQvj6WtCzVwym398d8fGhuscDAAX5Zfjio/1YsfwoLl4sRVCQD4aMisekuzsgTKfEtrodv2TihXkbsGfvOdjKHQgM8Ma4W5Pw+7/1Q1CwPhXI6nb/ehYfv7UbB/ddgMMu0CIuGFPu7YT+g1t45FhyOAQ2rzyBr947gMwTBbB4mZDYJRKTZ3ZE205yh9m5UlZSjjWfH8Papcdw8Xwp/AIs6DaoGcbMSEJEM7kT7riSn12K1W8fxa6VmSgtLEdguDd63doCA6bGwTdQ7tA/V7IO5mPdwqPI2HYB5VYHwmL90e+eeHQZ00y3ZKQqIQQOb8zGhrfSce5wxfT6zdoHY+CsNojvFe6R47vc5kDaslPY9FEG8jJL4eVrQpvekRgyuw2iE/Sp+FdXnG/DhvfTkbr8FIrzbPAL9kK30TG48d4E3RLb6s6fLMKqxUewf8M5WEvsCIn2xYDbW6H3hJbw8pHf01aT9LQLWLn4CE7uzYPDLhAdH4ih97VBp8FNPHau3PHjGax9Lx3ZJ4pg9lIQ3zUcw2e1RctOodJeNyUlBWlpaWlCiBRpL+KCoiipPkpscguvx/R+aZdO2v6BMnHKI+8HuQ8TN53okbgRERERERO36pi4NQ6NsG+aiIiIiMhzBGCo2RyNEwldC97jRkREREREZHBM3IiIiIiIiAyOQyWJiIiIiNzMSEMlqXFgjxsREREREZHBMXEjIiIiIiIyOA6VJCIiIiJyIwHAbqChksaJhK4Fe9yIiIiIiIgMjokbERERERGRwXGoJBERERGRm3FWSXI39rgREREREREZHBM3IiIiIiIig+NQSSIiIiIiNxIQhhoqKQwUC9Ufe9yIiIiIiIgMjokbERERERGRwXGoJBERERGRm9kVh6dDoEaGPW5EREREREQGx8SNiIiIiIjI4DhUkoiIiIjIjQQAu4FmcjROJHQt2ONGRERERERkcEzciIiIiIiIDI5DJYmIiIiI3MxIQyWpcWCPGxERERERkcExcSMiIiIiIjI4DpUkIiIiInIjAQG7YpyhkoLDNhsFJm76idu/fz9SUlI8HQcRERFRo7Z//34AiPPU6ztENorKXvPUy1/FIbI9HQK5ARM3/eSXlJQgLS0tw9OBGFw75+8DHo2CjIDHAlXisUAAjwO6TM2xEAcgX34oNToA2OAQZzz08i7xu9PAKUKw65SMQ1GUVAAQQrBr8jrHY4Eq8VgggMcBXcZjga5XnJyEiIiIiIjI4Ji4ERERERERGRwTNyIiIiIiIoNj4kZERERERGRwTNyIiIiIiIgMjrNKEhERERERGRx73IiIiIiIiAyOiRsREREREZHBMXEjIiIiIiIyOCZuREREREREBsfEjYiIiIiIyOCYuBERERERERkcEzciIiIiIiKDY+JGRERERERkcBZPB0CklqIojwNoDSAPQAKAUADzhBBpHgyLPEBRlIkAhqPiOAgHsB0Vx0KeJ+Miz3EeE38UQqR4OhZyP0VRhgGYBOAogAhcPv/neTAs0hm/53S9Y+JGDYKiKAsBzBdCpFd57HEAqYqiTBJCLPVcdKQnRVHmA9gmhJjt/P9QAD8BOKYoSkrVY4QaN+d5IRxADoBhHg6HJKmpsq4oSjIqzv8pTN4aN37PiS5ThBCejoGoVpUXaFS0rr5U5fFQALkA8oQQYR4Kj3TkPBamCCHmVXs8FBXHQroQorUnYiPPUhQlFUAoP//Gpcp3e7gQYlW1bUsAQAgxyQOhkQfwe07XO97jRg3JFSfqKq2sobpHQp4yG8Bn1R90HgurACQ4kzsiahwmO39vr2HbZwAm6hgLEZFHMXEjw3PewxZWOTSukqIoCc5/rrr6WdRI9UDF8KiakrO0KmWIqHGYhIpRFXk1bEsHLg2lJCJq9Ji4UYPg4qI9r9pvavxWoWJymjzPhkFEOumBinubapLn/N1Tn1CIiDyLiRs1OIqihCqKMgsVNymncFbJ64cQYp4QIszFBCSVvXA1DakiooYp1E1liIgaPM4qSQ2Kc0bBUFS0wi6Ec6gMXd+cw2aHAVjKRJ6o0clz8XhlT1y4TnEQEXkUe9yoQXH2uMyuMi30Mef6PnR9W4KKJH6mpwMhIt2FejoAIiI9MHGjBsu5NEAOgJXOKaPpOlSlF5brORE1TqEuHq/sacvTJwwiIs9i4kbSKIqSqiiKqMePlhnCKofFzZLxN5B7yDoWnNsr73XM0+WPoWui03mBGo88FWVcTV5CRNSo8B43kqbKcMZr4lxkNRk1V84r73HjrGIG5q5joSrnENnZMvZN8vDzIo22o6JxpiaVS8Kk6hQLEZFHsceNGoKJqLhA13QDeuWFe5t+4ZCnOddxmy2EGF7t8coZR4mocVhSyzau5UlE1xUmbtQQLAUwvI4p4JfqGA95kHMGydlCiEk1bB4GzjRK1Jh8DrhcZHsSgFUurg1ERI0Oh0pSQzATwGJFUdKrXqCdk1JUVuJ54b4OOCehWQkg3TmEtlKo83cPAByKd30KBaeFb3SEEHmKoswGMB9VGuicve4J4Pf9ehMKfs/pOqYIITwdA5EqVWYPBC6fuOcxabt+KIqSisu9rDUSQig6hUMepijK46i4vzUBl4+LdFRMWpQuhJjnqdjIvSrvaUXFsPgIVFwL5nFSosaP33Oiy5i4ERERERERGRzvcSMiIiIiIjI4Jm5EREREREQGx8SNiIiIiIjI4Ji4ERERERERGRwTNyIiIiIiIoNj4kZERERERGRwTNyIiIiIiIgMjokbERERERGRwTFxIyIiIiIiMjgmbkRERERERAbHxI2IiIiIiMjgLJ4OgIiIjEFRlFAA8wHkAQgFsEQIscqDIREREZGTIoTwdAxERORhiqIkA/gJwFAhRJoziTsGIF4IkefJ2IiIiIhDJYmIrnuKoiSgImmbJ4RIAwBnspYOYJYHQyMiIiIn9rgREV3nFEVZCSBcCJFSw+MQQgz3SGBERER0Ce9xIyK6jimKMgvAMACukrMEHcMhIiIiF9jjRkR0HVMU5SgACCFau9gWLoQI0z0wIiIiugLvcSMiuk45JyRJALDQRZEEVNznRkRERB7GxI2I6Pr1R+fvpdU3OJM6AMjRLxwiIiJyhYkbEdF1yDnd/0QAeUKImnrVhjl/p+kWFBEREbnEyUmIiK5PlYkZFEVJrWF7ZY/bSn3CISIiotowcSMiuj5VziI5TwixqPpGRVEEAAghVlV5LAHAfFS5700IMU9ynERERAQmbkRE16sezt+rqm+ocn/boiqPhQJIBRDvXJwbiqI8rijKEiHEJLmhEhEREZcDICK6Djmn+k8QQig1bJsP4HEArSvvf1MUZSEACCFmVysrAKQIIXgvHBERkUScnISI6PoUDtdT/c8CkFZt0pLJAI7WUDYdwBQ3x0ZERETVMHEjIrp+5VV/QFGUiQBCAbxY5bFQ52NXlXc+llzD40RERORGvMeNiOj6tN3F4/MBrBJCVF3bLcH5u6Y13XKqbCciIiJJ2ONGRHR9WomK4ZKXKIryuPMxTjZCRERkMEzciIiuT4sAJDiHQVbOJPlHVEw0kqdhP+F1FyEiIqJrxaGSRETXISFEnqIokwAsVhQlHRX3sMW7SNoqH3OVpNX0HCIiInIjJm5ERNcp5+LaV63jVkO5dEVR8lCR3FUXCmBpDY8TERGRG3GoJBERqfE5gJ5VH3AOs0xAxf1yREREJBEX4CYiojopipIAIBUV98BVLsr9OIDhQojhHg2OiIjoOsDEjYiIVHFOYDIbFQtxRwCAEGKeR4MiIiK6TjBxIyIiIiIiMjje40ZERERERGRwTNyIiIiIiIgMjokbERERERGRwTFxIyIiIiIiMjgmbkRERERERAbHxI2IiIiIiMjgmLgREREREREZHBM3IiIiIiIig2PiRkREREREZHBM3IiIiIiIiAyOiRsREREREZHBMXEjIiIiIiIyOCZuREREREREBsfEjYiIiIiIyOD+H7awfAwnSaUUAAAAAElFTkSuQmCC", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 440, - "width": 439 - }, - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 440, - "width": 439 - }, - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 440, - "width": 439 - }, - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 440, - "width": 439 - }, - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 440, - "width": 439 - }, - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 440, - "width": 439 - }, - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 440, - "width": 439 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "for t2_idx, t3_idx in [(1,1), (2,2), (3,3), (4, 4), (5,5), (6,6), (8, 8), (10,10)]:\n", - " t2 = np.unique(theta_tiles[:, 2])[t2_idx]\n", - " t3 = np.unique(theta_tiles[:, 2])[t3_idx]\n", - " selection = (theta_tiles[:,2] == t2) & (theta_tiles[:,3] == t3)\n", - "\n", - " plt.figure(figsize=(6,6), constrained_layout=True)\n", - " plt.title(f'slice: ($\\\\theta_2, \\\\theta_3) \\\\approx$ ({t2:.1f}, {t3:.1f})')\n", - " plt.scatter(theta_tiles[selection,0], theta_tiles[selection,1], c=rates[selection], s=30)\n", - " cbar = plt.colorbar()\n", - " plt.xlabel(r'$\\theta_0$')\n", - " plt.ylabel(r'$\\theta_1$')\n", - " cbar.set_label('Fraction of Type I errors')\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "interpreter": { - "hash": "a9637099bd81b2ef0895c64d539356b45819bc945d59d426757b1f51ae370d50" - }, - "kernelspec": { - "display_name": "Python 3.10.2 ('imprint')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.4" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/berry/exact_typeI.md b/research/berry/exact_typeI.md deleted file mode 100644 index 6ec66fbf..00000000 --- a/research/berry/exact_typeI.md +++ /dev/null @@ -1,239 +0,0 @@ ---- -jupyter: - jupytext: - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: Python 3.10.2 ('imprint') - language: python - name: python3 ---- - -## Exact type I error of low N binomials - -For the Berry problem, there are only 36^4 possible datasets. As part of the INLA --> table construction, we enumerate which of these datasets result in a rejection. But, we can actually take this enumeration a step further and calculate the binomial mass function for each dataset given a particular set of true theta parameters. Then, we can just multiply this mass by the precomputed binary rejection. - -It turns out that for the 4D Berry problem, this is about the same runtime per grid point as doing 10,000 simulations while reducing error to zero. So, uh
 that’s great! - -It’s, of course, equally straightforward to exactly compute the score/gradient. - -I don’t really know how useful these facts are in the long term given that many many problems will not be exactly enumerable like this, but I think it’s another handy tool to have in our toolbox. - -```python -import berrylib.util as util -util.setup_nb() -``` - -```python -from scipy.special import logit, expit -import matplotlib.pyplot as plt -import numpy as np -import pyimprint.grid as grid -import berrylib.fast_inla as fast_inla -import berrylib.binomial as binomial -``` - -```python -n_arms = 4 -fi = fast_inla.FastINLA(4) -n_arm_samples = 35 -seed = 10 -n_theta_1d = 16 -sim_size = 1000 - -# define null hypos -null_hypos = [] -for i in range(n_arms): - n = np.zeros(n_arms) - # null is: - # theta_i <= logit(0.1) - # the normal should point towards the negative direction. but that also - # means we need to negate the logit(0.1) offset - n[i] = -1 - null_hypos.append(grid.HyperPlane(n, -logit(0.1))) - -gr = grid.make_cartesian_grid_range(n_theta_1d, np.full(n_arms, -3.5), np.full(n_arms, 1.0), sim_size) -``` - -Red dots are points in the alternative hypothesis space. -Blue dots are points in the null space. - -```python -gr.create_tiles(null_hypos) -plt.plot(gr.thetas()[0,:], gr.thetas()[1,:], 'ro') -gr.prune() -plt.plot(gr.thetas()[0,:], gr.thetas()[1,:], 'bo') -plt.show() -``` - -```python -accumulator = binomial.binomial_accumulator(fi.rejection_inference) -theta = gr.thetas().T -theta_tiles = grid.theta_tiles(gr) -is_null_per_arm = grid.is_null_per_arm(gr) -``` - -```python -n_tiles_per_pt = grid.n_tiles_per_pt(gr) -pos_start = gr.cum_n_tiles()[:-1] -is_null_per_arm_gridpt = np.add.reduceat(is_null_per_arm, pos_start, axis=0) > 0 - -plt.title('Is null for arm 0?') -plt.scatter(theta[:,0], theta[:,1], c=is_null_per_arm_gridpt[:,0], cmap='Set1') -plt.hlines(logit(0.1), -4, 2) -plt.vlines(logit(0.1), -4, 2) -plt.xlim(np.min(theta[:,0]) - 0.2, np.max(theta[:,0]) + 0.2) -plt.ylim(np.min(theta[:,1]) - 0.2, np.max(theta[:,1]) + 0.2) -plt.colorbar() -plt.show() - -plt.title('Is null for arm 1?') -plt.scatter(theta[:,0], theta[:,1], c=is_null_per_arm_gridpt[:,1], cmap='Set1') -plt.hlines(logit(0.1), -4, 2) -plt.vlines(logit(0.1), -4, 2) -plt.xlim(np.min(theta[:,0]) - 0.2, np.max(theta[:,0]) + 0.2) -plt.ylim(np.min(theta[:,1]) - 0.2, np.max(theta[:,1]) + 0.2) -plt.colorbar() -plt.show() - -plt.title('Tile count per grid point') -plt.scatter(theta[:,0], theta[:,1], c=n_tiles_per_pt) -plt.colorbar() -plt.show() -``` - -```python -%%time -rejection_table = binomial.build_rejection_table(n_arms, n_arm_samples, fi.rejection_inference) -np.random.seed(10) -``` - -```python - -%%time -typeI_sum = np.zeros(theta_tiles.shape[0]) -typeI_score = np.zeros(theta_tiles.shape) -accumulator = binomial.binomial_accumulator(lambda y,n: binomial.lookup_rejection(rejection_table, y)) -for i in range(sim_size): - samples = np.random.uniform(0, 1, size=(1, n_arm_samples, fi.n_arms)) - chunk_typeI_sum, chunk_typeI_score = accumulator(theta_tiles, is_null_per_arm, samples) - typeI_sum += chunk_typeI_sum - typeI_score += chunk_typeI_score -``` - -```python -plt.figure() -plt.title('Type I error at grid points.') -plt.scatter(theta_tiles[:,0], theta_tiles[:,1], c=typeI_sum / sim_size) -cbar = plt.colorbar() -plt.xlabel(r'$\theta_0$') -plt.ylabel(r'$\theta_1$') -cbar.set_label('Type I error') -plt.show() -plt.title('Yellow points are above 10%') -plt.scatter(theta_tiles[:,0], theta_tiles[:,1], c=typeI_sum / sim_size > 0.1) -plt.xlabel(r'$\theta_0$') -plt.ylabel(r'$\theta_1$') -plt.show() -``` - -```python -import scipy.stats -ys = np.arange(n_arm_samples + 1) -p_tiles = expit(theta_tiles[50,:]) -pmf = scipy.stats.binom.pmf(ys[:, None], n_arm_samples, p_tiles[None, :]) -plt.plot(ys, pmf) -plt.show() -``` - -```python -pmf.shape -``` - -```python -prod_pmf = np.prod(np.meshgrid(*[pmf[:,i] for i in range(n_arms)], indexing='ij'), axis=0) -Y1, Y2 = np.meshgrid(ys, ys, indexing='ij') -plt.contourf(Y1, Y2, prod_pmf[:,:,10,10]) -plt.colorbar() -plt.show() -``` - -```python -prod_pmf.sum() -``` - -```python -theta_tiles.shape -``` - -```python -%%time -p_tiles = expit(theta_tiles) -pmf = scipy.stats.binom.pmf(ys[:, None, None], n_arm_samples, p_tiles[None, :, :]) - -typeI_rate = np.empty(theta_tiles.shape[0]) -for tile_idx in range(100):#theta_tiles.shape[0]): - if tile_idx % 20 == 0: - print(tile_idx) - prod_pmf = np.prod(np.meshgrid(*[pmf[:,tile_idx,i] for i in range(4)], indexing='ij'), axis=0) - typeI_lookup = np.any(rejection_table.to_py() & is_null_per_arm[tile_idx], axis=1) - typeI_rate[tile_idx] = (prod_pmf.ravel() * typeI_lookup).sum() -``` - -```python -import jax.numpy as jnp -import jax -def jax_typeI_rate(pmf, is_null): - prod_pmf = (pmf[:, None, None, None, 0] - * pmf[None, :, None, None, 1] - * pmf[None, None, :, None, 2] - * pmf[None, None, None, :, 3]).ravel() - # prod_pmf = jnp.prod(jnp.array(jnp.meshgrid(*[pmf[:,i] for i in range(4)], indexing='ij')), axis=0).ravel() - typeI_lookup = jnp.any(rejection_table & is_null, axis=1) - return (prod_pmf * typeI_lookup).sum() -jax_typeI_rates = jax.jit(jax.vmap(jax_typeI_rate, in_axes=(1, 0))) -``` - -```python -rejection_table.shape -``` - -```python -theta_tiles.shape[0] -``` - -```python -%%time -rates = np.empty(theta_tiles.shape[0]) -chunk_size = 2000 -for i in range(theta_tiles.shape[0] // chunk_size + 1): - print(i) - start = i * chunk_size - end = (i + 1) * chunk_size - if end > theta_tiles.shape[0]: - end = theta_tiles.shape[0] - rates[start:end] = jax_typeI_rates(pmf[:, start:end], is_null_per_arm[start:end]) -``` - -```python -for t2_idx, t3_idx in [(1,1), (2,2), (3,3), (4, 4), (5,5), (6,6), (8, 8), (10,10)]: - t2 = np.unique(theta_tiles[:, 2])[t2_idx] - t3 = np.unique(theta_tiles[:, 2])[t3_idx] - selection = (theta_tiles[:,2] == t2) & (theta_tiles[:,3] == t3) - - plt.figure(figsize=(6,6), constrained_layout=True) - plt.title(f'slice: ($\\theta_2, \\theta_3) \\approx$ ({t2:.1f}, {t3:.1f})') - plt.scatter(theta_tiles[selection,0], theta_tiles[selection,1], c=rates[selection], s=30) - cbar = plt.colorbar() - plt.xlabel(r'$\theta_0$') - plt.ylabel(r'$\theta_1$') - cbar.set_label('Fraction of Type I errors') - plt.show() -``` - -```python - -``` diff --git a/research/berry/inla_from_scratch.pdf b/research/berry/inla_from_scratch.pdf deleted file mode 100644 index 0c1fc91d21bb52839ccd942039d27124b6c80721..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 454960 zcmV({K+?Y@P((&8F)lL-CB)_ObY*fNFGg%( zbY(Vma%Ev{3U~q3y={{lNpdFm9ls*Yw6XzL zWDVY5#!h?IGb^n|){<_zDVq=K-L@jDSjFigPy<%=kbAfHBkyd#>bKkz8S%J#MtCMN z0aV{zk4Y>5nI0bg?j9Zyf3E&e{ki(}?>=V4WlaX+89z0~F5b47<9PsUe|x!_*|Eb%GxlP; zF!RQzB>Mty*xP_5n2)Bj<)W#7=?fiyHr>o?2~Fe4XMqAT)ldxePl2*tEVn|2QT<7< zSc3yXg!DnjZ@gKRZwm3tH)jhY?(6VL$DD3gI%fQEKcb%1&x+aV@uq0#da?`#?GuP! zTh{bh#$9d1HUAI*Fd1j=WGpzGH8Rgo>{u z<>p6~y=t}C&Kfwx&%~jEpK9Pxe{9J9Ne~+HzuYbxIHb>l!*a7(07ojXd{jCR0=ant zg!Ou%oPeze3Z7(Rxmudh;|DW#@uo^|d^1r$fiZ6`XMwiD|7HBF<1S{=Eky}h)*ld^xXWF!7QfjVASlkX%rN(BS5LIx#M&{-oniHcEkc{9v%h zn`-z6y*XJMcRvrG9>~f0WU0Z&G9In8{tm+Y;c&`WMj5W z9}Nx(0wwhn2$P`C$_wOnHSLofoXr*u9Qe`V;6VW8A_N$UV-Th@lVadCeB#^HdM>Ir ziht|KJ>N?(^u6_TqecQBbhPECzh->dZR z`&ZSQ`i=c7~HElj*$c~g+d_-s>Sj#&y_b2%c+(|PUgiO~Jnjb*h`pe&dGS&C|^qBwr>D4H5`W+vU$yBq+bS>CJ1*l`; zUzaPRsApCqWHLzV<5cD{mEU{pP+}ctza40WfNnFL!oB1JjmFgvDy=yI?hasDO{x5s zn`%dzBvOyY~HwhLxLsH zVRF@c4O8~bELkn1A4DmUpc-?6y9%=NGcgr>5)-R2=9|=-&)n_!*T0kVq<{dG;bcCK zai*g&XMFSgSnYr2r$hBm1V$i-pY}h$`Q1G~a?l;01RHl8hhX0Pj*lNG!h02#>YhOE z?r->Ks^682iKid3S>sBhX4TQS3oQNW_6+axW6Z zZz4*gu@D%_73rDerWzlFFNUG=9f#s;Pq{u-j1>0Ihk~C1Mo<>9i-2MHIf*Y~GdLFI zWT$WQ;qsgP;p?l>YH_u###dE0PYHzM97rt@ft%Xif=@|BzfDB@=2f)}8N#^QH<3DS zQbyJj(&f$<0b1^KW!@w{5k4eur%q1ju&?g;6yFlrQ>_wX&ZkFXQFV$4!KgG4;9-CB zOj7YX;=11j(Y@PKJ_IqLslcO=eiUp(OyrLUHdrDBM0Rm#{Y6lAH7jroa>il#Fu~mK zZ}yz~{_d-wDY(ct$%q@8arUGNQ6#)dbe2!bs0sVgSPAr9CE7`VKM|sE7a^_+TQl4n z^>Js@>12I{WyZ>vJyLKKqS!jzfy|o$kH-5(%%@oKyuz|p9IEi0SJmI8A=F!at=^G# z`#VHT!UWJwu;?{UNj9+D_u)<(uG!BEvWa$D~T~_Zv~1z5LZ%2qU?! zKpTqaUV>UgQ$%;)Y^a~CQ1eo;}7?*+XTEC--nm}vT5Pnev&+t)Ih~jg}tL{ zSTb_Gnp`bb+jSVIkow^SyC+6eSBhyHtzd1cS0jUb&y@@l2XE)=tHm7sSstyJK2uG8 z`bv!OuNk&I@Gfb#MfVC^nNKrOIq3g=Bfy3yw^Am>D~kUxnJLklPS8=eK)a;J%DbkB zg6z-lm=BG{lKwyidl99S*y(gLyV`6^CX8WRjxHggJj0bKG?WDieuIA{$yhEJ<4x1j z)VKTVo9f}?yTkS2<1Mg0Izl}FL>xSbT3nqU_I+oxr zK*tj3)5n{yKi?ic!$=&JBTGuyfz@=gM#EM<>r0Sw&gEE&qby z$A|sX>3uKu>FzzU5gG3@Cc@9E>acMk~5j#BD~q@e314Hs+0V}E*Krf_dPM;o>1 z_X=FDT-G_&d@1H(bfBE=yUrQ&P%ln_M?`}U=ZwCE$wqUK%v{eY!?U%>v-OUf< zA71^Y#_sUC>TNtDJ=!E|6Z$FYY{5|f!^elG+d~|#Cj0B^^V9Vc{nY7_wV5)5j-%C* z^>BR`hpMW|8SQk*+AMR)Lg@K)y2PRdX*IzLwZg@YgWB8v<~O}nJa^&ArV!8mV&>B;)$9l)f z6?&M$e<%!;e|2>)xHFJYX|vj70$(9=aGBvDnW*6p*8Ae6yT2ACw zKi1mwV?Ci?f80G>zX{c$H=o}huAkoD|N2)3tM+t+k+%l1tNHe7g_+tRlS_SV7~=?m z3P#5~kNAU)n%ktyo;Wy3Z%SZ}h(iJW!^gWQ3?g!W#$@Y^A^c;z-K;Q7moPn>MWyJf zFbE_OhA`(-gdwv{^BFXCvfYMJv#|JAn8)+s))fQAr(Fz~{;3#|{g(v+g68W|EB87eQ1~M-nJnqRstf_@So}r`Zt;uJSg0YuvK|Ah)=OC}hp#WQ zPHGmMIb>KVM$`x`4}Tw}c{G*<{Cj1>J5pczH?a6gR`NFzfXIV0NtO6b#+k}+M(A(W z3itdn{tMI)x4~1OyJ7&DYPxAnJ5kz-n3Q%o-u?jIe5hn?gEQR4w%KaD+uI+b8tp>I zhd@vT=H&U4bomgf)N!jDu91BedAO>+p_!5Iq+YDw=qk!HMTUKC^0Y235G8VupZ5pT z=RovGe1)5g4&Ua34*!#ZB>cpGEg{MT;N`VwSDH{p44w&{qRpDFNyVAeHkOoF@TWFL zKs01+2&TQ3A7?e4^bqM$<{#2`+EvAeNi*VdqlTGe5zt<<%|4R*I7t~o9bOyl1+XxLl$PhB724ehtgxQ zL_%VTui8aqlJ?!e0w;!oQm?QhGd8vXjS+kA`zX?Uxw%4Wx2~qx30%Y?qw(9M0U~e0 zJkg*18>-Zvl3z(bq4GXbkz9hY6z%6!58`|H4dTl*zL>G}mNnpN{rL0;aUpB|$gBTiFnpAAiv_T3P^F|zHfirYqN0H#uB3VMgK~s;wIF4}B zt|9jo*$9e!B*>c{aUG08Gp8s|8z2Q%B45(slCbRcMH1=)P!srsy@rM7L?jNY=v%uLdgIz6|w#EGw~PMV6@FgBw;26;G$2BaOd@DK1~~3 zIga^x=ZY^;k_|Nfzu@Z<8>_dWePmiszhH->B9y))lP2*;7jHC9N()NjUcz<_wA3nb zo6KmeWf$^3hba-tPH>|p)!Q}eL}D-f@As;KM7$Zs$rj2!_GF9d^J=?-i}t1EkFTor z_6k`7DIhqC2Fo8AwP4;!EFlrU=%uc9r!K15%d6>{Y%M&RHbhHgRXbEcSISN#8c|_1 z5j5{qOG{0Ob&k0X>Qi-0&4C$zd?7>;UVER>`;vHQdR`Od_J zG&TF8Ax3CJ5#9ZSMX4@glxV3DTu#HW1FdFfn+N5(^1hh$#QvA^2-Xn1{UxWh3VEx=`r_@;M50 zjvwQoVZzqBc%bEy^=5T7SNx?4Nyu(i>^Q?X1-pVS6O~{*44gck-8TQ~n@gT8j7~RQzML{<|q!)q6#oM|7tY zK-Ha9sOuNTO@vEAYMF#;JEw2OzkMmvRCwoDRGrT2&GYW6LgFY~nG8Wf@m~oMD%oK` zrtc*9M{)F@BQde3LdxEJj>4fev?3OztP_pIH@|`FVnhq}3EgKn7NKQkL{ab)GIBDGV_y zyczO?9?S7+M2&i{W1L_;_9*NV&SEUlG})r7VWhXU>i(;2);`EiKXImcz)7x9kJOx6 zIqqdUmQySjFL6-GbmdG<*2kdm)NlUF!KtT2io6pW%onhM?`xx9x=(n!LevQN<>EIA z{)_T$l)xb{kviy}WPX(*6^Q?%NI6ozQ+0t#nTu}!b7(?DzX)gLM3yw2NuSi#hTST< z>nR&OHNgG7zobcy@n5Zv3(@Y7;iL)|zoV4erOG<>k@UH1RWpTt;wdR!nk;b~V#R+& z1QN+jER!WPHnyhRP;9N{^zr~J9JV)`E>NHYWs7K8kb+zejl|K>bG5{Y1VPhX*z4}s*MP~iWrp>3i(DP&G+qD} z`V_BLn+1Y{0xyWJwtnO`xJTZ+UCj{Rqv`cHX!yIxNm-(oaGb=a@X`E`ZCaHRyGTQ+ z+=995)|S#bO{X|ZaK3_d0%5WMqMKnJtTochkcJenI*AMu;&(P`T#bVX*H<`n(gEEo z&hh&%xt|BSTX3jPn!V{*zWRK73yah)w4{OQPvkx(7iOb#85XbSS%zVo0#5!xaz~_M0JE<*VxPPf0rzUKG-zr>8IQbfqPa6TmR-Bh z6Si}AbnP~FxrJkNao#gTq&{FQ^`lc8jym-7(N^+Mv{^`(Q?Y1ko$3UP^s<5sR$j z>xakt>mQ#Ep0dpGH)r?rv@tCEwasWl8jhvAxdFAG01OvmY3FZ@1_gA4 zxJv+%AiM05=KVNEX7;XDy$IDcfa?7=97CQB@cHB2rxUElIzYzb`su-v*#($MIGunmq zpIe5eHJviTgCK3|D}pW~t+TXGumSX?gcXNFU<%l?-x$po);5FNkez&E zkt(#q6Q>G}%tqvop2Die4Ul*%5(h;%0XHbCzMZHq`e+_vRHGa+stV2cU1Z-oWe zS|So=4)c1!;`Ye~FiP}L#Na1ZI78lr^;+q#A)EJCPlvle2>~lHK=o|JaCLpLz|j!1 zupZ~Z|AayeDxVBY`|P?~VBs7$7a;Ml0873h8brQ#iXtqw5DeVar6Yu+;yJ>@$ImF? z5aZ((&?v)l4q7b2nu!%TN=YweaA_Rwi&|mtt_$|M&(>;-B-+nc3!DJifX3PXtxmmF zFMJ$PJI4(}l(Wnbcv;FY_$xH;tX7L@6K$dGt4r$*?pwonMn=NQBZq6Ij%_m7l{TV! z2JqOZ+K_U>|J+$7DHGlG1WF!OLmJR}@w5v`boKx&&fjZ*6(sY_qjO)JX62g+pl)#V zk_$CfMdD(;XZG|v*8r9tYJ-K=mDs0DF8eXE%d6sW1+)Q%`zEcTUz za;H%$hXbyrxPUSz&v`6f!OTwAvnEus_-`)FVjj|!&!JGaQ)5ucn;Jaf zd~ouRnbFZG*YH}-d1=6UhqQ%O&owSmD0MCRCE>KPrhX;szwa$mdYVYNaeX>8CO?Lt;@uF-(Q z>pW%YBiP0RIuNZXWTt6x@Pbm=T~CI0C(VBhnojJ-PQ-_KGj!)pj8tV&l z)K&924CjLz9m}$o3%|&%T03R6j;_g?F)mDiR7?#!g~i9nQ)=rHeXXknIz}VS-=j>@4JZhc=Zv8tWV zVYsTfVrtTK$M~HR>#i11u26$mAJ3mSw`6KEu`6m?9kOiaDS)!-d*iY#7dC zEZa7z6#l~G)!3! zB2=VrIIP~5rl5j~yd5RNvvy@Y{hs6{fTlAZFgNSL)+pYN|{Q+@Eec zMZR<%CPOpeTpKX_fb*nb{ya39vlLHli@*9A&1cuRALLgltHYx5puQUue-_|JAFQ__;YmCq1o!bp}IPL~#3%3F3Yzp{5qK%^Bfk1Zdr-#_gK21Huz@F1QpK+?K9^Wc^O)JNF0 zEa1UBFM24`j-`|f>e0>-N7vLXr9j}pf4Kem_5nMbSv>F4kS$lmM4Gp*eL$>_H)Iw^$R&L9w6~00=cSchgf_$&-s);IH~#+|m`~YLS2=+m_*9ebGoK#Dzz8 zf?7JkWyM_DgZtVn&|UaiB2Blwfq(VboKTzLDOEsIRS#}M;mR}wQr7>TrOX+Jlbu)V z&_q@boTX{M`r2Dd>KevhRbkDzLiUW?^012h8EwM2$q%LNdJCFvIs3S)<~Va>*RVuX^7g~C zj-eFVPa5VFSJc+mT&gAM;|{c2cxoZ0>VP#Mt zt)W6i?P_>@ zjnx8k!p2^}q%Xw+qw05Nd=6&3Y%t1aLy>T#i|UXjL-N<~fL7P4Gt`GyLycBwr0=NM zz*?CJ@C~qDoa%BA8p#`|WZ4O|9W6%Hgv`uJH`|6A0xeBtY|D$jwC3%{q_~E_qz#TC zc)x#W%xF-o+@O?(wM$)1!~I`sqyZ`j#!^d#f2$P{!{EZzn z{?q~5?Et%|q012-vb*c6a5nKEMAd^CL@6Vtiqbl3SA(?g%Hm0|Z@>H3zZ-_88f}9m zjrPTDEH`Y=YUDFVYyI{IY=Izsue>q&6E~8c}V`y(|paZp+ZMD#NLL5#s zRU*(*{hun0t*E(bV=^EEmKJM3fMQTpBj|v9K_eJOdr2ecz~3R#>>_=s=O!>V@W@Bw z$PgHJ_1-#=c^pQRkc<-jnr|Jbz_LC9!-d+-&EeVJa)P~I^KGcR8R|H}Sx4H?6_@DN zKC49(_s{RIAG%8j3APb-vnCKQPHC0L&l75{i5;%yn&p8esp<^tS04_yw?CRX<*+q# z6C@YFN8>XqlO+*NDc%r~Z0YCx9H`QZXPHgbbUQ!e%KJL-bPPx?xp~4{+UG7VYg#cw z3qWDsa?+eosg<-M8=&^tUmk`Y^Q1-520W)Idc?q${FHMPYRFju!=9ej9_~6od6w49 zgKF(tw>?gfT~*Z@tT#q}@@L!fNQt{f7#`d+wX}2vy0@?%E^{!sDEb``4pcdFz(Vb( zrNbSJHn!Q(F6UryqH{WZz+=h7b-2TFNZu=jN)O!77*Z>h9<U( z<)<`o^S~bCTZyI=2`o6W&04l!|8KX4_qUHv&({yt;bZmZ(Gur7#;q^Q&7`XRCobp> z%?`^Tc)$Mrr)l+{_thV&Uw?Ot128}SeEYjlEyglh4h+T+3NeD$$-}v&DQ7 z4jb9xx)`Q!di|1jRZmY5jJQ$+tFc@cLG-&tke7BvhT_(sN-o5#K9I|Nh#+CdlE%qs z6o4DKV^Ds=_I)Z5|K%-32Hhi9EtcXdwh@KAfo~F(d%2%=e-|{wUY8viNtE(8`I$HFM zL*^-e@M+3-ExBE`t5aaH5iOp2p(fyM(kQi7DvENKrSc`t&$;)KGu+?3$pnn7jjX#- z#koZ^e2E&p$ZGjHEv%h zT2}~AyVR`owHsU%xx{UeHNmN7u`mR$;1PV-b&sR58_Nwva~e*cS>wQ6UoOa;{Kl#x zX($OWogxcCpwt3cBrcGB7-@~}ZDxfmlj*<6J-wy6#Nq2k?OKFzk2D3$T)F3Yt8bXe zd^Z)H3m3LEJ@Rl#TuqU)&2eSXeCCkrdyeX%Bzc=mff^mOG$JM>;7<~jxdM9h_OQ}p zZLroe$L{`m0#qeQKD*bABKCu?n!lj+AtnI1)huibn1)6>|K{$f{T;;=9p_>fWs zoj4dSa{pn>4;mwDZp48qg4)ANMWTy*3KD#VFX3KxBFtwvyY%vC{N-36(bF-j7~yzn zCnx)3ahLPWe)m6lc{b51@coH)Lkav<{uJq#KjdQCM?xfVLok&DL*9S4mn+MiSgq5K zjpROeVS{TXj%s7|+qWYV-{9=;Djx-^@ffZdfUqIBs0+%EY6tkTet%l{TRa z;{_!P=_sVG9{2oC@`0-gHy_Iri5a7DE`$e!sjJ1+)-Q^57;DB>h{h%E(L{~taDGJ$ z-enj|bFC7+4xXnl*d4LFN(XT=vHWYvT63i&Lxi5C$iln`vpdT!CG2E1ggvm{Q6BW0 zBRPd@3KHQ^yqtuqOy9n*yo&356E0s)G)xuO@$din+i%RuKx@OV=d89k@0ajYJ$Ui& zX#8!O90pj1YUkJ*T1p5BekT_i=fB*9AUbn$0UTFGCfLVChf$5hEmN3-0=QeI;gLFLR(Ijur#T?O9FRB^;yTQqN3mmf( zW>=(SqO}}IB~skcmm@=#er6la7)MRRr>L&9JW@_}H$us3zoUx6+wIg{^Vv#>!{@^B zB6UWWDM&I*e2gl}sq!uHO$u4q$amh+PxGZCG%1tr8BUCtu5k_ge7oKhd@%KWDvBtR z1j4wj`XCpCn%* zC2mAS_ok-*;SkPtk5tYrpUmS!wsLe)t2q_Jf)n!NDErRc4rQ$*q zkRY7XOemv4DFZh0K%mGU1fogTRYOpV5@=~SBokUpa2+6{ZjEV(SA7soEhQ;zfvbm` zz~LhGmn7M>gg|`JU~g2Y4KodLa4UCe`hdsAp7qIkJFOZ>_6u{$DKBvrtc+3yF;TK!-8a91Fu3VmTWu@K80AMu znkdQ7rjW^jL<~i+aZ^naSrI?Vqq@k~mEx>EpW{d0J%Y)^NFl0-jJg#LCF#C#QFlZ!h_-k(vW-abvy4KJ{DGf! zHW4pjC3#)WMqt);IQb+7obfD&AWj6WEsC59$9mig-T5%66A?p6+8Zj;oGF;j4$zXk5%Jrc@r!5i>vuGh%rw8Ki(!J0Su=nb2BCUn!dzMgEo0r-r+Mag>j1H zDt{3Agk_8#?!W}R8kJAilco=VP6-On98!I|{N^wYHZ&O_qDEBf<&>dF&e4`J4fjSb zJS0WKtPD}+$a4xD|E;ZWq-L{_aH{oh zlUH`gz%)i$l#yhY@b-_6WAe)Mae4w8W%?rtUy^Ry1*j7LkkU6&$Ql@1=aIA2pP$$e4}!*5;xD5yhvjHO*ARNe zM+GBtme0x$AvGGk{m1I>-ny$@T|wgvN6+O3=3l5yQW>f4_7nlKGB^ybTvg7>6_FLy z6wdEO%yO6%OzFSi15{@bG5)X+ysFoj*^)n7EaUT3}lW@db!&ZGvSwn#6Qy^ zkoqDE0+BsqeW65mzzpQ-lRscW*kRv5@B*YZK!8sOeH6As#Hl1#_S0To5rH$}aoXHAK7RDcY9#+*@Lipez zPxJ!waF=Z62S(#R7VS?mIN1fqKvWwYmgqYtmuR#3%8hbX{#QBst%z2GDXp*TmP z&8bQQ2frW(m=)wNh>nUwHt7N%Cd-o=qCQnFm+v&$6sjEO1nf>SLGlup+thD}^U=vf z<_kmPY_Y0Ij0vr@xFn2ObVe-ImBEx{am`@nxNas_nrgh$E)0?`qBe_ ziqK3A1d(o%xst72rm{{OB!bR&c9ob<&OrI;%#`Ou8jGzD4qrc`{2rK(KrOHiRgcHeEi&x5Oy* zOJChe$zr-KDkc9ybq~ip#59rf?Ot$a(AUkdGGh#`YKkLrE1cCQJJ)ne4d*M>B+(*L zL>;g8t>`)+a{+1ek!dyJM-ty_8nRt-$v%n(%X@cJVf8SADMdhr4$e11lCR{Cq6tC8 zjI@xMM_LaE5U}TBHlHA&GqjdwJcLgfQZ8u=EcgYEIZyG^fi{EWp+FZpb+DX@=3h8f z#{($ljgbaD6B2286N8!f%24kX^6a5nju;pzm^E*zz(X2s!tAtOW`|DI~oz_%=z z#!4Kiu2B~SMCI&JVmQ-~Ma3S_2MX`dG;h1FY!|A=xZXTw4o>?jQL_Awkc8i&0;jNN zg@y-sdiZXGEgWb|2@s3-vtx}5-UtH8?v3+b$3r%@RzUE^G?0IcxnEO zHfLwId?cQ;Tb|;;QK&g>tBik29Myb_Zz^YHGWLG5 zptOg*^SSr>ztU95WDS6+TGokZMjUFt5!Q{=awuVx1vR$xZLKM;$sqr478pbph0G?^ z#i9gGEoV zQ*^3DNuhenR7a=SZohl;-!pr2*z1aAS^K3M`HKFL>KoaZWrOG@g{UN=RzfT$IS3?# z(&U*Q^&@HJy|{XUYNpyQh#7lcVk?*3)!(1GRfuJTWu6}+W zmE_$-upTN zL^bu7c$+>*XHNq45*B(?)CvUxL7GKno%Xj$C1e!kWfUuF2loO(xyCjk zgq<6e9Ia))YpZj{S(348t5h(~FteLgVZNnO!69=3b6`_HNKM>m;ybe6zAJ^@Zo(n27aWS0p#vZ!8qBZIjdbE2z* zZ_)2If$KG%mzW1P6;(~~`L;a_X^jNp4=ECe0Nd1)a)?NP(q%C_>`m?;AyGj1IQcMG z6hm2cv&IRvs8N)yu#LW&6q-x&uYJtKLUsM$+3%%&<$Oq~`r%npYW`>_AwHp}4c&%K z%oD6*gqhIGYWR_q-r0}kZM{WPBlZ-PSds2gSWrykBi^x&lqj73+;M1FoM(T7Yy=y} z+~i3*WtWKJfV#*x4Kl^FiSSpgoCu-uDK;3+87U5q^jS_6NeOw}iX1T}MKwV!t4!J( zbfnJQbCbj}-0C!&1ld_<<;dWDiP{O~ICQ;jrn99F8OfeZSJ-mDmwNJz?&Oie5zBv% zQWTIksXg)qnXkuY$V)Qr(7cFr@a*4bSO+!zJT(J=ab$lE@?4ri3+8oiXE>0bR2^Yy?PKuvdBT~&D?&_AvNEWyU zFrk|D3lRy5t38;BdeqUBpj+#VvK{u%clU!4-QWzfHS(t#(PqdsuFp^(vNodbVwP{k zhiQ9TlpJMEXD1sr$b%h86PW|waBvbzKGaM2B4Keh2IeKcR0ZRdxGU;FuhBWNQ2zOz zT|^B}o)qd7JR0#|_)s1+S_=7b%M-1GJ@O8Bz2Vdw^r0=m;nMO@cH2U94aE7R)`N+l z!y3l2rb;l>li=v`)zxHy*t0|&ou1}Hii>Er@!G0*X5Pz3n9a?bE+zQCVYco z%zg)cJy&Fo;+*XW$BO9HW)ecD8t0Oslv;IHoJOx?gIwnHzJ~UPmS8uEKc5sD9N9_H z<-o$-b0r^8^4>q|=~er$P7#V&=qUi|@LJ>7y1IIl132W^?y_8>indx~J3cN9^RRV{ z-Wey;dh2h?<+Kd#-xju-kxTOx>7>m;AvoxARGZA{TO8pkPK_4Z6l21yM_)#S5 zO9kvD2 z7h(>`ea>2PPIV;qDD!)k_)Yq(R@d_@J*>WUh|93k2wU$e90u!6&(UA%Mx2TUnfzWd zGR~EfPJL4cVk!{ik97GnuVH^6Ve;#H8a&vQh?O?d>S#`U8M1g6j{7vmt#@5n6=B4_yZr*X3rcwK8c0? zs6(ez5!V~N16-L|$ArbYPPeS;)(3IOk}}c~>Xsx~Si#m-G(_MCd{b>M4$Zo+ey`PK z!HecuYAbT;KqXQpLU3f|w#!X!W@Z;eIw}2a5spa|>dF5RO)g{RIqtB=+1t=xjNYsQ zgqox*VmYLe-%7<|kCeuT6rz0*&6!n)7>ZCLlUiu3D2=StJX<^wY=lc3lK)Z#8Z~P1 z3Bx+8a2}<%P$fu|a&d$+rCcl)SY@9=B;r`j46S=_QwdCCvF%!#1H_g6u{f6jVi#7f z$j7fVfQaVF?Jv@?+_PY9gQq!8;YL3wth|Sh2H*Q<09STXG;n=pbZ_J>f8e9Ux4J7! z_iAn>lrWV;kxyH4(9ofmn5>XonER3SzpeqSpIV@cOX&c(JW@faba44i78 zy(%OV$H2V~k$y@GJ|bR)U#LM8TMC{abdi9n=h7KY_s9CjHc}-MXIRa;+}IP8h%**G zyx2SGp<%1oXGObbo`{Z#n5W0F3U;b^4(|@0FPG>r*(|DKuoZn~_0#RHxQYgl*KWnbuqDumosBDhQ7<;e6N z{i-AiB^-TMRFF)<-ARm#D7ak>4~9+5pL! z!KLSiq*!w#9*hti7cPol{b5)pwVE!xOe(GQBL>&}RvhR__Bbnc&cpf0Ve_Gfz|ox` zrLf|vf~(~ed%`_}rW{WiM?300ECpfBs`k-0{LOnt6LKqoWfwiL(lIGl)D{sYBCEJ7lc1twzN)iy-H z5Nn}!d{L$Lv{u4Ufa1v#{gY$d){8Y5bm%*js@p-Lj0u7GhooXM3;!0v?^(HJuq=I0 zLM~&;dj+=B88%9Vrbl1as02Xl#JmdaF=ZCozH$_Gl)<$4d-h89=fz@%vl{1NVxh|* zZ+8kMgWPFSn$*N{_Gla7kCa`qE~z2{4a})XeEAli7Jzq0j6&(5LaXl*3!nac8b;xt zDJJ2Zu_$sxLE{CzY^^G8uy85d4?#X1z4Ul5k0X^*XcJs*oqb5)z!A*IG6QfP;H#Z|Z)yNjAQ2Ut2h{}N!t zki^VQ7=P!B!BO)&i74cogH(%>1U9yxi;wSrF7{@Fjl~<(JXYXTQ98J)e*0A$P$U(k zS`tsr%@%}&k)RK~4Cg4skw1=ZgiBIk7{XOw4({@!+s}8I#rZtnl;~6;lmHPw;*b-F z6Ze_Rx9D-;0ti3}#GzCs99r-pjwdSw{J{&vj`;2}V_D+%&3ZHX3PdVo#-HQcbF&t+ zD#F=0<#q|L>r6c|MJbjO+J?p5Dq~B-Tl8g2YQN#hh-9}UIk8O+pj;FY>p=@HSLz+f zC6oAiy&J1JYIZS7)Xoj?pl+pbj^>Y)!V*-o$ATDP4$@;$gJ2UzNGj?t%z6KM;9~vD z@6!_!#(kT<_y!AJ;V_#qVaV_@oXW5KMs;fk8jhc5;&T@&`^rD`WebnSb>2Fc7)&%dQLXUOV1^TLBi#gVT^Qu+ zL|89a(Fjii^#nkxwrC6F6iIPHl)?A~NKO+&WSJaDNL;sq2`&UZfMmV=sj-$sPR5LC z(LeRnU~Yl6*m7}Bl(e9tdQ4WZD_gJV~G?;NEFG z69$kX8s~~$b5K!US^)k)-7@DP3+`ez!ZonbN%CJo^`@VP_j+SjVGBoI2YMT$EZci0 zWt{fDd!ltj63Reu9(MAtu&XN|QwD-aSl#nFqTe9$Pwj1p1bon35Of&=-|Jx*W z)CXA!;TM!{JVw^G5VB&)FH7){fn+8!LMnp9@@1}zgqVmxl!so8IuM}f- za5(Fz5MwDV_S#-oiXNvTRwaaGLs6Wg>9FnvUwJ5YmN8{q8Z8M-!)-Q6TI3;eRgw~V zDqa|>K3&hs*B-^6wK~UnOYNe}!^kpXCU$oC4YO;UeTUmop_t*ks-|5G#XQdIifCO4 zUipdpdY=NNP8Jt);Uh4CrE?S;&&lywvyPsKPcrCA_6ZWQ#cqwo1ao&Kq_JBhnx#q$ ze&w|bBo{lRLxGhc#bDvZfjH}{8Db+(b{mlqX%)zLT!(E^Zgd#uzBKudP81TK1MqX2 zlqPV}so7u#UsLv;a%zh4c(O!B5!0-Mu1>=0y$J8lQ7_TlBWx+t-6g#DWQ+RjYUz*+ z{VZM~G75o4a-@t^-5#v7`;6AulQx~>Y{P&@VSZ)uI#KznBjE@FAJt2FMq0~`PVtBo z2U+prwCXEfs07qga)|JZc}T^OX1QBAgNl&AF1M{GGIBB==Q{e#%8YtEh-Q)<{@0P@H(1 zua&l8rBZENEKyBjh$=?*4Julawj%YAzeyKU?3S-mAw(5R8>2+r-~1D6UNYmK_CK4u zjcPCs*4LJ1&>m zl0|pdaS6(ZHts?!J7M1@MOGWqX7|lizEK*Klc${=vf3cez%d7_rHh#(b7ZF?D>Rn7 zTVioOH;nRJhe0jk>^Ph`iIRtEbyw1@?35W%tztCa8(<~4%;>AN8G|&{C!WlW@7rc|XqZzNgQt99JL$5|+Q6H<# z*(6az?{X53CgHZE6>0(13JofbCe`5tSwN1FR>#hUD18#H3cs3eCx~|I;fjE-(ZMbh z)qKZTLFBK*M{}LrAklr34!GaPBXS|PM* zArsM4o1rt0BEcur6$ZH%j5sf{vQ?{^(5M=YR*AdhGbAbh)grN?(P6k+6O4Lw3Nb^( z43QD%BGH3VwpHi`t&dY_#jKv1Wo+-gkXL~ad@>Un*{T@3g75S$Szrb#%|KD;+lvi<$#~b zlK2@MFqb!TN_`hGqI;8-at=i>9EzXMSj1SN3wRl>)PQv?N#&JGc(dhb++2qtGGfn3 z#-iv_x#OM_Z7jGa-JBqiuMrnM%FhuQU0<=wx*WO) z1x4v(C5Ml~l|?-wl|+9yFnS$H0BfncO=cMoXe7VJHG+BlhrH9`rMR=UrW@kTqMAX2p7H|o1lqZmr6r4`3}#K@#b z&+Rc;FL}#|_LzLf6cuS*?O;FfFc5^4^%pREZsP_lM|uK==~REYnc$j{qK5Q6ht$>t zGL!UkE_;pa(`B=QedH@)iKO_;UO|Du%&_{~`;;GVG4=Q&8MRL=y!;`FAaU0Go-dIi zB2j9WG~D3BISJ@W2)?(4E;EV^4z<8$Ok@;3Q^k@TU9K--Z?UZrtCmLqYe4vuS+3q$ zGnEqw{C(avo_3nROQJ>15TXfFPCsF4wZXX;VhH8bAaPx4-t~;e4&W z(_>3?rH>9w0v2p@?Y7OyF=Mf(K9dgrs$<^D!koH`x5?zUwj>I!kLgL^9HmY=0_71* zH2y^2!*>oQ@rh4}6XFyF2*1d?2?-PZ+Yy8y@+6q>T^!{jh;(_fL@oE+8bdcZ$C;On=d zgnIoD&PpB$lEp3|`bkAH++MMots?_dR85)q;g!NtZh3#X9CQXlU-fFXi8M~q!of}z zzy+2Hu(P2dfrRpK?C2}W5yh|-$dc4ZQVbc5`{3Js*&ExI%mCe`TI2IfT!0yeL%Cew(2 zMynNPq0!_qV+n>@KTm_ zg(LE@b{&~@AxF2uerl}0g>a(KyPt$Zy#hg~8bF1_TR~BlY}7W?48acrZa7Xr;Zm9= zisGOEbA_J%6%MnpFo~-X`@tr2wSYdYLOWrJD;;eJyoWfy)e^DU3I~)sFezd-n0F1b z>%2=d7VfiILB{H_+MVB@ix{xW9GI{MM~5||j|%@~JnRf=+~{?t;XyV)INJI84h!cG zNYrQ|HKg(Waw&zVvtA)p8#2cV8GTC$)v?{|N6%k7-1e*9?7gU!gCMemk+lF&_`1l$1haMzyf_?F`0+qHv zyg;oC$I&(slyR^EmdGOIKMm6vtaWV(1f+}UP;+Q2e9>S!mdl&7rA0M^(qlAj*`hIgZUw_=h?QW$HMw5fiVy#4+(WFE4D=9& ze`|Dj;$oPPzl!QmESPr3lIXIQV_wBIRP^mSza3>*IDtceJ08Z%)S!(g0S;jbOe2o@Ju3^Sm#)bCr8#TBk z@?Ca(k&=x7GqW~X#HGac{_4p9iGR%;gjPC-jxtAQ{K!byK&PR$h5^$Oxna!VawdX1Pl`B`kJEcr(Zwx|%By zs{{Te%#VbCVZ6MarP5#0zDwwh`9b%?OBTrxMl=V&h4EiMeY(Xuf(fHa?91p>YG4K= zO_`}zwSscFDMhdVG}D*2-~H>~brIM>kqg@f8ZDL0JX&!yiegwaX9pu;{f{1KdEG7R z2~s1P>}l#rG8c=c?vXK3v-{ZSoJ>86e}-k{30MuM@JBXhxt zxZa^-vT0mpmKiRNm$vdx*3=?;RuBAOvY5Z=frZ z-^DG+HRG-fv7Du;er7ftbKf+xb$iqU5ZXgI>csa_D|ho5VvKP4^ctgP@tFx&JK`nB zvf-j0tYFP8OvV+)_Rj>HX8JBxp+raK_tb#W~z za05~*pc_zB+x}d0;IfEr;F7}qxaPoQvD|@a!$7r+@|P*>xYn}NHqA$J%|3l~NLp6X z1Z6vzb9uY^(gss}HIF_;4*kVMQL<`V~-6lIG2Y#@+x|=s_42QE9w+_;d zaY??i6~n+JU%T72Pv9$CG0a$=c^J%C4bKb4Ix9)-%4>y1!|(#;8}i?U%umTnR_aM{pd;8KqJg%J)+Hgh;Iht6AX(q0G6oh-=AO>@CQ2nvj=1`q1 z%5!&xoE(Z%mq-GwW0w&&_ODW(ym)0zk5)nOvf{c=L+hl>4 zzwn)}gE^@hiHc8?lmBK8UDf-S{`|~Ai=|LXrl3c49gY^xHouxpv9EDmpf&zY5Akw+ zx|!<|JHNSDmAcI0I_IDE9|QVQ-MU27rt6$@J8raljcr9k{5-^@Ar1D7|t+F8TT!hUDH6VwZ(NAxI6s_6n(wA0&YNnMIt79`#H z(8N|tS{^hU@<)*=<0=O;?krk+z%IRDrp2s!G|K&%@+Uis;v6!lefD0PNLX7ZJruhM zGF+I$*+=!Jq8#-L39~LNd+g2fhd%P6OP(IUZt@_O8@Mzg6&8;dr>2?OPw7GBs+3!0 zqMKFC)_RQv=Gi{XzGHFRfh-sX3XheR@#4`8Qm=wLp`NHe9@oifUP=hMFbC zrnc8dptV`l0vpc2(zMFfeb==1W1s_-yZBwGHoa7B^Zx2x=YiOU&HcH7s``7|Qns~v zl*vU6wR^q1rxd!r-NaouMTTvi)G2SpynWrkAAkq>tmn=E?~yyX=X)8;sJ!aQAzkaO zhs?a+sYX&)buCm+EySh^<~=!NG+Nhq?PwQ_>7>8UWlMJKS|76^XYaU-?iJFx0wm|` zxNuK!*d|(ZB=X|+Lf1w!P7b#hE`3Y{8K#q@opO2k-6tkMbI8|EyOI(2=Oaswu4LB5 z7RK|UV1vztJG3!|D58**t;X<#V?WdwHV3G^KNe7KZl8Yq!;kmZ54eKw{7G7SBE1(u zpNgrO(FWzYJjV-#ZG}qNyLg_>T!}Wu z!N4bjUeq{*@iG!#)Hpcs!^t^@WThWAW};^-q3iEf!Y{`llRf?-3^Li7L%{PHqzmXZ zy)pr4E)idZKRh}iw+R>Wt|l4!MfjsD)*k)N=a0!V9R7a}JA=;mJFY2G=eh_-*XL1r zKDBe4Yc@dbTyc5e&5vbrSN0MU|l$`04Z)h0r0X;q6P?zk%eVHgg8s9Sd50@cV^|T4j!lyL-^?&?p zrMyJcCS{fHdhcS9Ml+9uxu*Aq%6%Xn(9W86Su@g#rw8ofIiPx7%YX|;5mFho@P)w_ zKjcU2jUM?1G1wJY^|~JXo5S9o^K)_-;SO!w6zYmE>!z9m)Nbl5?Vw~sh#k!FPpy9A7^~5jRU|7oKE)7c zNXKM@{5p2lw6WQ{%Yri|sa+%)TBq z3lJsvJsY|&p0C-3G&3CR5DlMM&ynBooBsqpg+TCuU_VWe94XO6M+tEO| zvou)x-aU30Uob2Rk^?29waI*MIF0J!>5v@Nm>am^`L1EHcI;cClf{?b?1d)McyMDr zhn&U3xM9+daC2YAjc}r$iAj$JL$2x6{oxB|h!Smauu4O~09y2E&AT1}gd9 z?bwE^wh8mhXufK9wKsJcUJd#j24RiYh``CouTdNmGc~7lmO7d`nt@8TbVuLA*`fMX{X+LyzaOWR2koS4xZeL2}qVh_hl+ev4L z^60Iu_{wP8Tvp=4?votz)1x)Hz5=KJmT*t$li?jsF2L@_$l+n1W{ClN)!(y3-B>mU z>cGZUW6&I6-SjxipfyJuZqSVI88a53X5q!aMp2XFIlwLxHM+*w1W6k`Nsx(2BSZ== z828Azxkr}^)+2uwW(Xb?dboXhJ~U67MJ(1eh~a^@C)S`d9-LtScys64gWD)9x7u2R zrtV?!z*+A0fu<~50?l0T{)a|1t-#!Uo48v{fK6qy;@h-I(z$CFh6y_}+pcOKjkEof zm0Z=1=(NXvN`oX0P`;XmJ4Mz$k}w!GE&yEr%dJ~ax|uHh!hNOb0MvTxSG;vM-#Ch0 zUh#))i)l56t!w@gU#*XlIWjz932@>gFcZ;6brL-C7DQ~n?Yuwhhi?LqS+ zCL*j=cL?+=&mv6EGbddLg8FtrvID#PeYFSKZrvmMQe)=mtgwXNB*g|j(rE1Bkh z7ACzxFMDdu9qWm`)*KLoNvFa+wma#=3R z>4J0(HzQduef3Ggi;CAC+?Og>YdUACMC)Vu&|a-8bwiUm3zc^A(!~?qx?x8<$?6;9 zr*_%nhq0uNdiPWfJDS+-Y!2rokUT=r0(~hq=<=%_?OZm9+4i{5y>vO83z~3eQ#g+c zvixeHk`0%x@M3oTsx&XxW|!v>9WUOdTsCX09u1uZ@4{@sk%7p(ROwSa^Q@m zOZN0xur!_)^VYP`N0&Dx{-Ulxd$;S^oD+ZE595XjNoQU=oz{4e zJPuhJYqZnJ4!TtsB%}YawXxw@g9%ofvjqWnv16%ljFg?{(SZ68W&2@81+2PU8Ad}c+~Mu#C7y{ zZ+k8cndr%Z_C?QDIw4{%^Dte{sOgdAVg2NytAuXis4$yM$o*XhM!0p3Ze6{U8*K^m z_}gzjUGk$R$9VATlHwoK#`Wqsljz4`w-NOAOA1^;*9G1ZQ526K9`8F>zDh|6rH$2c zjw_rR0Mp@IM=CXjr7k1maMs3a_kUx!Q_e(k>7&PxSopNQzF->9aYQgn@|g(EC<3G0 zeuC*hUEnOy)eKjy)U(Lcmu9TX^7zEjP|ZQM*$h@%^Ab%H6)ehzralWlE}8}`%04tM zq-m{;cZaa!@6ttnT^3t~fwKUlA2UnaWqgx?N|C&Hm0$MbWpfxF)VRzsH8H~+&gQf# zzwwO*CK+ywW&8OwCLuAt&wiQ@#butB_4vcII=UyeBd8xf5+Q{v3qo0D7W=wmxJ*dA(ogW3x!rbK3IcL}OsyRSy3tp^h zF1x0)QHKk$ku+nQ&0J`Ay3;D-;5)(;yIaQCY%?0JDjWE`@4?AZ>qsgd!WhWUDe*h_Ecmuq==GCKK zDt?ii-9jbDUrzJvXrAVUGSeybZawnW@`m#{z22>|YT=469Gm>Ht?=*4lCHIRa9>K6 zG*rm=aF+GZJl;Yj?Jq4$n$_FUJXty_NydunRihq12F91VzT*KqGyN`e5slX}ik!t& z4a+Q4a@Af~QEq7%?wd7Sv!k8MRcXg}`Cyc{UxC}mi#9i`pQt@>9?;WqH8HqD(_$T`Ee$@LFqe=(p$!@|#ln&UYn`kw9M#fD! z1Q*Zc<&X=kIDu3`Y4bErWVox zcJZ|wIryNb^NfKsqDVsL4y1?17^~s{6bEv#wH!@U9c~N~Zo^|e z*TxgSUt%q1y)Ap!ii+|%YdP5fbtU|i$VPj+2=OvkxavN$8g6FxbHVHp*_eWDplt?F z1QVgBmkH^2J#!*mHz8drT$f43>L-|Gre*w*5fIwiOIJ{gpE9FeFelnf%Z86a$~&VZ z*Qn{%Y;S<(8SuR#8>~vNCNta%>A^ca&ybwR1M8Gy`rxV(Vu4aZ{+liz46Z<`G+4-# zXnXPRB`S~_wbY}XaF zUEIIwrFRmK}pxF9qnAMYICg1h;tU9bYa2+ed$FgU9QN; za~6wr50-^W7GFAq(#~Exn#bZ(7ol`NmgNcObGi?Zvm`Cp^Id=*Ch5U_DHpJowSG1i1iqO}0d?ILF*gnj z?Gx2*rij3|6KsF8QbS6g6V-0e!@k;1aaXy8OgXnv?GUPN<~Ueq zv&Ao;2yLI9;88{CNj-Ro4}3t@tf&2OgCLd-(A7Byt=(`C_0Z98-y)} zq}a}M^HfB2{j$3IVf^KXSJmHE*nj=Q`0B*Hc2`7EuCHe-4~yX(3=<9f2MMH45~-V>3AYi<@QX@BWBQ0s7Zw3E!5(QadS zjQo(###E>#dw=!RZmq**b2uv=R|^%UkeK^YY%m7OjCL*?)Id30xb)r*?Mk^Q7vwA+ z3zclRbl;Yi6zymyvB9-ddKOO&KTD9#I*Z2xXltt{mxZ-I+YUhvoL&-;lBWer6JarL zjZItp=CW7jgw!@3Bxx`b)b4t^L^1P7;3O3iKuvj~~Vr3}dsN#p8hu zDU=N&TVWeSO<1)qTZ8)K#jZRWu((3aPq!{z>(q2B40$18H0hRsN@0A#bjyr(k}$e# zG3l0J3ukk7x@BMvGHFI0O;qDR>!UaZm4J=F)u*3$-0IG@vffNTYAz&+mwNCSrp_oaLQx-GDbzt}YOnzK2ziF<=fGODghkf=HxmbJ6qd-}ezBX6`x2IHy9wD{7$jrF8ym(A zNhaj@bQkQ!<9|8cz$H~bdsa59sF5`ErvbRMLzk+4K84{9-DR{fmky(yP^-^Ujj?A2 zC`oiq1E;ZV1~M(Bxr3?{aML{v2nkE{HX0SgMnU!_?((sNLxWe zrOE5la|>CDZ@?v|#V2+h9^wkTsTw*G1jYE?JsSLWY14y zG*6a>xCGhS!@vZp%%Q%rPtZN;cHEODKHDH}R)U&;x{o}LER>C#RON4ck`0hFY_v=5N2K8?}N z^#PkHy5BZiKiTNx0$e7`Hll`5lHASmQmgnF!z0^#8t_QzbD~;Pd340lMzuq1u*pAB zzsqyD&bm~}%w4i7*y*HYf6AAa+MfbJd4c^Y4XEU2cU{Vq+uR7SENy6_mCd0r!bf@R zvPJ7smMxr3QJ3moEjl*qelNy4>l+7g(-t=-@Wrr-FeB;$=E$#|X6StotDGcj=x_Q1S^ayekl>Wx>8 z((ig&SEF2Ew96}(f%*$5mqW2Z%4MQ`qf!o3law4OU^vDA?a?coZm^j;fV(5-;bEt) zA7rBq4?7KUOfdTkFxZ5)4#g~kyXqHR_EVd!EtM#+hucSuxWI0NFFn;uTa_(biC)HL z`LsLsD&3;?B@?u@dsd8&<`b5&ys9Y*XJ!vB9Y||mGUsrSV-uwt*@L=MR`v;=b-~F4 zcBG=*Q(cd_7etSRWwug(l)?T0vaMli2B6IU<^JOX&gN*(GfIh+bx{k?$hrVKVlf@a z(m~>Zwk6-Aq_DC+LBH2zg|d?e^$2Ut0;6jSO0#dQSfIBS+Rv&a8_VTD?M^K&B%W(; z*GR6aU0!p2=seCzw zp4>JHVqym~8Z>%%?BH4;6Gb=-i5+f+Ev30GErsr@@pvq0OV_HgA%O8u4uU2I?1h@T zB?s7L%#BNClc?bMFA5C}bA|sJO4UEQF{zB7*| zb>Lun+Iv-11N0YARWsU)sA_Mxep)2E5-|E3Xc9WA6UGm1& zjR&t=o4WASdYuRN^Zwyyn59rbBe6iMUKo9;qoRj$dpc)*G~4 zTENtGaf3Y*Ro#f`K|7~tqFXUN$Tkx@I(t_xK zjz#|1&1S(3g}XchwnKm zperpNWK*D0N%a2eDV+3%}twKiR>klEV zQuWqT+79IUxIiUfb*&6ot;MIYu6)ZD(;%lqJy=Jdo%|Ih5`|m0!@l>y70257X^h&KA?(&US zYmRoFOAxOXfMzNC|Dvj;2Gskj%cvTmHeRhch2abIt{pZ0&4J&qt=k98`;%P-YH>e? z#Y!`mQf2b0r`FYamHE@A$LXIEYY({xwY!y}XCc%jpUHG!);t&5aH2<>*Zo0w1Hxuz z23aO2`tERhZOU275bv)xCLO=|W;0tm+h_6^0S#_#LsYn2$7qZ$0DFMz9Y(Cbtl`h_ zpW%~Et?y{kzfq5Nj?^7vQ6N)hZEhc=YJFBOu_2#!1bO7^r$(jO*Nz|$YPT90qtL|^ zpL{cPq-^IndTNH74oN=xn^-I`7Q5Z!miESkgbwKb5rP9*R{0#jHb5wSq!DG8RwZXl zuoyu1MWC%ez$+bdQSZnfqlw8C*Y$oVdpRGch$3C zKq$MriqG8(0`H#V&!aImbk>9NnK$xY^<8}@VfH(J##r`}#6P#SU$}z5LPWaVuF(z) zI%mEJbols5jZ`1Dtzmg4lLaJ7!71BbSATgmid?xT_N4y3!@2212*$_BiAcZEScqK7 zU!>#yFBAb1`yk-%$+%tmYBW}sa4a%HUgt~vfe(i6mzs4|L~kVW#V7CgHzJ4c_VWDe z>K#Nfy?a-H`%G#n-WW;m!|cNmqe!zwp-4hBPOVAbYFvqC$)nGaz_|J|Vg8$5IJx3y zunP%M7R}ckgn8yN~9Sw6B9)`Kx(N(A#ewGWJcA9|JKP*hry_Y+5an~%qT1~z3HESTXON60rp9$}p= zbEvH{a6P?0Qs6HGPh+MW&^CW>H{}jgSuD4NAi|gKywb(;dbA6vzwTS~pqh-Pl)dEJ zT;-EB1rI8&#a5XXGidTZ`Oe=%QF21MRXs-Zvy2I-KO0=IzM8E=%<72GhfXRv$jY%W z78>=(L;xkpJCR&sd2Eiv$VIXals=d>*jC_1BekE_V){}7uKl+4Xy*vH%SCCy^}yeC zn%Odp(<3!4v|dc?(i`oMwO~o{xPJzh$^RHR*}s=rZU^ze*4lW%0=(WDQjeB}?B}ba zp7!U#KOvA?&(Za?4lBzRU@vBNX{7dUTCim1DR^R+(Q1R{9S@#oQ;|283o1RsO>KXy zM{8Hd(voyZxXI_5h2gk*nwka0Kh&#eEqm#@Xm6sbG>qLD_7lDG=39yo?uXrH7%Y>Omx59fImp^-9xhk0 zAUz^OwmS|X>yiy!mbPOM?O})3yL>d6nn!Op{5eNejh_zVwX14JS-MMSjc0b?f4Y4_ z@k%tdYAr9?$U-(*)GSCCmuyB*xWS>ZD=aC1()C~UpR@F(YsifB#>; z|CLUqgI=ZR>ZN5KXj=~GqX>E!uZ2bm{RhRd6__iUpj*0>%z~xt56(8#nlHn`Smx^c zRP<-Fm|){y18k`!fvME=zhSlZF_jhhFJiY?Gv22ku*wm?hy~Np7)8tY1*(|wk0;hr z5xv)ySu~Eu3T^uL=|24d3l?8NH;ER1m%3;uQASV+o%#<`OV=e5 ztxOZtekU_|Ep_$pJ3gafaBoGL9E^Ms&bnN<6yxntN>%Vw4QL%9!?mg_2);K z*rA!u7_|)O% zNbSGN@2EjQ-81uQbuRSqxHmhi+zNt5z+Jw=xF+pfz@V8y1BYda;b@3wVag@V3X`VX zB>al2_m_)*BA*>g%5x>r`r+Tj5?vHg=$wgD?r&RZH27)|sSxRpOlaDEL6+<1q#{%T zjft0BNY!qcwDhZ&ft29j*aeoyHvP_JU>Qef2#molB!C+7mN2_({IH@-Azl2tgvIFZ za+T??SK)8xv5^<8>*G3#45)TDguJmweqiCs`LQ|N(RgC?UdW+@(Z5_0l`Ph_AB=S& z7VBXe3X__7X&a-Bb~&x!v<$7U zm=n@UO9|IHp?1Ss@=4Y`N|2YX8SAn57%TJ5=lca+b19+swYaVo)FU)Xz?a$<;|^@h z?{<OJy3$Ww3ut1 z9%G#&=EkDv9>fx6e~VIjL~R==;r6pA4oumLSiB}(?PMT3>U<__y%Ib?UmZ8oY)kg_E73&iiE7#5FSTXN!a`x24 zH0{n)W^gW_pHa=D(Hm6cH;%t#vAO8zE_*TeYk-=ah;x^RgkOn0EHXNya@N7;y?FsT;Z)s5knNz)`9%d<>J zgK(E4+CB;B8Jj=f{#kj^M`kn!D}mWytY0D`_}Z;v8tmlMsK#%uwo660!;qFSg!uIm z>cvBdDH^9|3!ImjkJa=vy^=Mdk=-07)#j25eJSKc6L2E)Z~;sSwVOohmVN)=a6_60 za}o^1qhg+-{()^Sn@1VNHmbCdAi)ISUvjpATOmJOvwS7ZJpv|1ybG(uP z=vB7Xz@Y>xo}%kKLl;$J-WND$=abgEuuR=p95XWEgm1o_M47b4K#R=lY`lSTV*Q>R zd7v;ohL)~rxM`OjejVy^mR*aFfSz0S>&M53p((A@txI^;xR+X!jEO5U#$^;(IuSuD zaKk~}u~Q;?c}pc$@jMB1iK7`@E+FWE2-U}?QuWjP1&`}3VOq`i)Kb429O##<=vRSD zvg7vU;2_c@*Hh`r`RBYfL|RzNrkjV0tPL8n8?%%5Mzi@s#_G6$GC^o7L9cYed zW{#k&+F+o>4bw8hwhWo9bc-D6W`Qv^+n#Uy-jkl~BoS8F%$wLMv*q;JA7Xbw%R{@6 zo+or7r~{{!zfXyh))i@HA+$T`SmD-g!os#_q0%z}-wVCux9WRNgKuKbbB*4kJhR{Z z&sWuQ5xSG)yXufO!kXRW?3LM9|4yL08#MVuc)G)Qw?B{uBo(JhBxD>u5MgUa66VKQ z_38e(sG=h0XgO&BCC>C`zM?|`DrYJ1n1Q3>y^+c7ZbFP#)<)yqV?;e*pGpXZelIV0+ zGwicouCUDj)A@ghd;8@$lH^YCe>_EoH5-j|b|af>)Ams&yPck; zKoTUe0#R%b>~7v_@BQ==`z-hK$n1H~@U%*BuP zjyeXWVHHQU>(q-S!(1z8TK}uW0b=&7PbOK?KtY-mf+dH6H)Y1qfXdAY8t9X`t9~+w zUJV}WQrEYAY1_dctO=jS=;s3RD9V3M|1`VZdYy)?QpnISIewbqxB7947Tl?xtB*`A zpx-XckXfQ%g@i%itD>v?>x_?BI3+1oTgV4A=E}iIZeO-UN_=j|`vaGKBPcSWy40pw@F` z>Iuu}2vf?`YU315q58Uz2FgtNTmemwfEYU4s-CJ->HpBHEyt9;E@aVTB2!9r!U8&n zDWyTuf@~B%#zj;acPV^WP#0m!b4FlijcZn{MEp6+^$HhoM&K9ZzPyR|d?_3%pEANd z;(CS4EoB50RF=0VbiLGSmb?|XUW&&=`4ia4;X(q&6JlHwrOH9dIY$MRO^Oa=!9JDh z-^bk+=&6z>&Epo-rGr`Nl5neKg4rA`2LoVAuyji36__{UK~ra*EK%Gd6)+7~5mw#j zIzP!F0L(8`Fkre*!5f~+hssx2oDY3Y#ceopaCQ>~M>z(@hBY77%8fV&2H+~M$z(X? z4jAz5u~o{OKcmtOUq=EYS}!9)<9f@0y2FIY09in$zfFe%5p$t*1*|T$-bz!rIdPQv zi5A=-)j)KGH-HNNhAIce6m!YPTJXc(Sy8LjC)0b*sWGWU z9cju)taNosmS}v&tuRlglCo+Ee#B*=S@CZ75n;4)cP=UHhKZm-r(Q8Hc4>LV1shxV)TZpBkgBQcVgfBYo+I8I?<^R>K*R zx?)Z(XPHPmOGRux&&{vs&6yOGDHlz_W$bJIuVW&~)EHpn%31EUWs^mfSvSBhrS7z4 z*x-`hZiAuyrjjc{e#-jFn$s}`)yYI%nn}gRtHmrH9hb8lhbn7t&}3!~-@u*N>hL(T z(l^RZE2vBn?TMx-sQPrNvf64jnVJw% zjcOiTnswb1_}2qFt~b`Kvw!5dUyr^clILp0Y&S;O$BKobQ_R8}QwW(%Q&}@GWHh)@75!n)mu#cm_4JF^ke$wP2TeT>J|9UclBkO&jl|^&*0t+n{2^L z5BuV>NS1{AJ->Z^T!YzXmqbP`UplfXYP4m!0d0;zLLiYh`B`NNrNZ2a_iJ z!q>(Xb~x>Bg3HHTxo!Gb&V(B=Psvnae|yIS=>0vID`7k9lPOy%)A$Jt{c=$*Mw4-H zhLPh(5@fsGWtqJvX{7yp>u7Ma!;nb*&FT^JL4Q8ozFFb!#LdGk8md=#MC{@19o{&T za#od|;wGwNvr|t*4w?9Q&DuRKgX%W*&>#1kRk)gwC>}q9q5b&L#sDgdbzavhB~{1| z8=fE-tY(KtI7JSsDb{{!U=Kgyx44IXGzw9I?JLG6#Jpq&wt5xXYF`^R;ZAIP5iLag z7@huG3BN3fmhVigr<|j7lji;@{AkjW^Gz|UIJ+FHz9fJ)_RDoM6QEapX6A~aSzcq) zb%S>I}G&S8pG#KisS^ zd>LdoAzg6)u14dZTNlOTSk~UWeMwi#VP;OaCh60-smra*Y@yis8o_Zx3rk>F@2_e# z#}$GA>Qk8kKh!K(%`gL_8u}bf_No3`a$4MRV=VCM_WsSwhtn?*P^S3k{x#}(^0f(6 zTNqK%)~6i*oI_VDfv=Af@Xm}JgxddR+2f5~V(^eiHeWi~l!b~g=0gz&HL`OWW24Ya zgho9a67%#fo6bZOtgS9|)^<|r|flD>(aYzrx~I)4fzmg``Yg zXxH(iS7PRdN3i%Utcv)}q=AxrS}oEjk6%8*ld00_JpS>xQSbs*>8J8edAuiwHqkf+ z)}Hm5{A)aub@S#WM&*f<@@%$4r1(G`nYGeFeN!g!#0A`<7+|rA5O1~}3zk^Sjyb3i z*DYbkEVy&*n1*L?b1LGw5LoP(2Fn~X+m2a4msWma$J}a9XvZx0v+bA$8jzE3E1&P} zHYHL_nkE9TFuk<}v)--_`y+~C8ZL9pbb-N(A9(VsX>7PtOmK&JdWR0RHglujh(a0_ z8RdBR*E|Dgj84_UPy(!7qwl3{cJ|g((y|B`o-{kOo1+bEX=!UQcH_|Qw!>=U(w1&L zXET-k*jP8v17BmdofKDNORGgne~zo6;W2Xr3EcX30&{5du7+DTBE~bS1`m#gS5pf( z8EZVOjzKcu00VhX&?R=*fWh}2lJ3?im3K>BD_YgK}-q{9JY;Y5xdd*CNW>>(`GuPdm!{3O~L&VF8@ZJv+YdRKPt&+w?^bYoALSXeq&JreXiA ziWN;V`a4QJc7#p(n$XS9H+MSuitvnhJ~xVqJ7@!dDVIa#o_B>6clgd(1MUSq70Q|_ zBa>-j$6t~0P<3KQGu_f@1wY})udI_iOXU?50=ott`4N+y!v%+cdmi8Rh}EU_ZiCnD zj}5u8q56qyDyGO?{Ot>ran|cKhFXsFW08JSTCE2g_?2V-q5RFc?>tBS5{jnA?nWHA zo^h!?#Qm>nqH=b;Jzz9-N9~%7l7NMyHvtOkgTaE)DV1lU9_E(%AQc2xIxn_DUW{s) zeerH}jS8vwvg!x7_p8n7o+2qc6Bl_Jt+N9_VlL=Q~LM1=aLT5qLs$vwH z&C-Z-Fl> zo8a=KG|s+L6z4BXtbBv8akqxn zu>cBtnUR&a<~ePr*vpS|=~s(`Ara*BI#feNOYdQ~!B*;~YLJ?95C7Kx-`F}0g5ytbM6oVEr zqkn=YX8ky_s-uOnSn!>mG~nME3%t8IeRz3ydtVasn|4gv?=0{?Ug~x*kA2mwBj1^H zNL8go>2AS=cu5**G}Nc!C5h7YYLM@km(D9Tn<)IS>CqyJqd9In(Ul1fpX!)anx8HB zPe62uha-f=aYY7UDJw}7tf4MSbdx+v=6C29iY(BgNxq%2fTRDvRHnd&)8@}or1=c{Qrc>N4I9G1LY1XupEE|s=x@zQ>pROa*ukO z3{T=_(=o1hk$uygTP;#%RYGH8N76oooCy3UTn@^b6~hmcREh$~L{v7=%Elv-+d$Kj zzB40;oT5~ItU=~yZy#=MUVfRXDg6YKuR?Q4L?{$8gUu(o%19XS?_Zzpa-x=!T-kF4 z&muWQ0u>|tze!yKGP2W${gzT`3NmA&Y@ApMRT{A@sAtUHgk(d5-Xi!|$suBsQDwWO z2SaNiMta`tDb184gsCr-rNU*dSYafVYQ}iv<1Splq3iMe&4;W;O7*qB${xTQie^PN z%0>jgvD5D}3jFSF-rd~4xk7sH_VMLqeDU5tPUOI!90_H zkTJ%+3(Zmey1&sH)J+{UIVh!qpM7b9hS2$P(RcsY$6lXt7y029CVB7pfTW}U-)SQT*tIH7yo$Nk_32KoFC!>@kN-~7>iaX|xe{EUx`BV*jw#DP1xH76r?{tsRPcLaG3 z%E^y|;oFk_9;3g5iJ3XW3w~-?%xC{&$gew-ao6()6c2}=@`C@`e{pg7&i`G}K}`my z)?`q(T@6Q$r1lTr{}EU`8%3kGL)`cr|B|U*H%G{3kHZ0=Tzd6~Jb4uI31Ma(9{8mG z)jvLQJV(dFlK1|gV3vr)s+xx72Wf@E zE1P4X?S)#tANG22IVQ7is8tBITf_XMJlh(SY5H%O4s) zp9)BGXpOnb&*t&dpH6RBFqxq-UWz<<{iLNAYyYYy>kQ~{IR=-oKR%oo4inRF9^EIsfPd>pon7%SL3!2DS;^cMt=6f`iD~2g-@jX( zK0lyGhLOm~;Q#J_5zd4fhh`30U{6X&xku@5y>2_u(rt%zbMMhYn_lrVpfW-%eLi?F z&@u>Nb-HIteS!HN@W=ZWvF8(-0inlZG&4?Agg&wk9~h!g9=QulUIw$ zpc5|&_Z|>ta=D=4r*-Wl?tvR{v_IkGS~X zGxCINOcthpAaHKxN}eB6q*1f}rtOht?!v3J)uq=0Fu1)O@O}ghss4Y@zw|RBO=f`( zh<07tPNJDlyd?AAyz%M|4W#^AilJ9OUjA+WyCUtp@Q;_xw+*!{%|};DFaWC(BvgZ0OOPyjNWX@S3#X+z&+b=i;6 zbzA`|eU4%}u594nY|dL5mMvZ!UGMkgV(e%K31@J9d=h8c^=FV#=vft zbI+$@M!b*X|D1VPvXY<0pA}!mC*0oqY2Zv#hTz1F`PCNxNNI$gGy7BwLblI(mp3gT z75{`W#Q%!5<-d72-M{0Xep$WZKV(HFi}4?boEGKOG8dMJ$w?j*>s8L84mxe zSX~mr{h!0q^XjWNyxLn%*GTBji+MF}IAN8nazv{XYFQMDJMskzj#%Z}mCq8f;^%Gf z$-bPohIG|TsZ|$Vw3t6>txDNuL8n(ltQX#|zOW{WHv)bcScvdBnUD9l2b0(ZEyydilE^VivyMt<4>QV#9{gembmR23&HSVi{CgBoj=2#qt zNRO-^@(_YG`xcV%2w+wI&g>{)=}^lxkdAdnX(V@w!MYfyNL`IWnjG-nGP~s-Zit>q z13-ChN3#xA7Gm0*mvH++uDiOawFAGpo zjqk@<*l_jkQ)C$6@QCFB_wHE}MDnBJog!!l+=|;BLHb^=M2FU_kmci?Gp6b*S_H@V z_)NuG@r56hF}iu*gpuMR=Vd7Ok$0>oUQcG^Rst?lYb@<-sI)$xLyv%0w)woDt?-Vw zgD{tCPaSL;EE6<8+@n6})^5S^ZA)!NdO2H#7Zi5%NqEB806NOEmWh0hll)9Edx0m2 zt^5SA2wPJUtzJ*+q9YplF=A{-oer8DO#OvoD|2ZT4Ylgh8yl`=qakaB&-X4KS~@0B z&K(^qQo>bYYT`|WWA0Ru&G=d*!%Y*;RX!2Pj1}HpV%AS)DkGQpc>Fx1EjW! zqu^{pC`ucE|MjLe&fY>6n}&J}^hQ}0182H^?qklV`$4M1$`Q{#dwjUQ|3vrdFz@Dc zUsaVnesH0%RX*z99OiC+!7(zP<~_q?S}M zcCf{}11R2eKqT7C0Z%ab(?4u8tQ^_SXYMe19MjqSlp?$zA7%reNBGpKR_!hUpG`5E z`V^8C)L>aWpXanvPWV*CT*GCh8fC!>xCr*VfBG`yA_nMVl%+a+Rf~%|K*T#`f|m8W z_`%GOe;D(&#ZwC7jOxe{M>{F#bxf>zc(^msj%h_y%C^-j3|et+;)*~<1X;%78Gu7G zA@U&jw?3KbJe6ucrw&Y@@ibGa{S>+oEb|ttT#QRG_Ff*TRt4!prt^)4M>~Eu&Hz0wTLy2?mk|yoWZchqj%7I zSzP9fdDmfN5=Kgqk868@!Di zvB^L~?JEqKE%cgTtoe4kvu{S^@TfhLqYMg@Yh>xDfVq*e%{Cd2cN zPKxmmUmI?8PcA!1P3|SAN||;3dGeilOR7@lmg894kneFVm2-?$W!hTc%;PKRhNbXq zfy>j&W!eD&d+fDCb4NmVKu5o{U{1_<>v@)U1N2JXQXU>LcC1L=^-BetB zui2?8hC3t-J7sRs(HwZA;#QnC4^kM{Yp`drG?>bfz=F;>HEF77mH6q575Zm# z-aXu6GFy!Z_-Ar}5CiNCVMUDtwR9>JTY$qnrI9SDSH@aB&{1NgDTv7kTFUsU6~`T9 z0LvVz-u^L8QO}|NW#s{He2SDqGpES0s&btSf{!KTM#VwNvbtq#k$h>VRjwOrx_FVR zA-5@Us(Hs+Abx-d1R{zgcS$vZ_|2G*w#-UwZ=RrFquOOG(zqvxs-kFhDs?Z`g1xvU zQpqigE@iG`D(C!~olToX43WuZ+H}w$iO5}A*mM{x++Dw_^qc%+^}v+@u*hgA22ugE z0WBMSrQWBi-|M}_GG>NfIkl-K$XIZ{|EE9xQ8Z48wp3Mg4UqNM(%MqB^t$EPuFUk` zbfSWY7lF<8G^8@9Lk9(|hDDnC*3h>>9Q4Q4PiI35FxUnv-FXL5jO*=F0|Z5KSv^x_4R>+bf|!}UX! zR}Dqep=PuO2m@e|2DJCdPj^{hOWy!ec|_kNWbIP*oQ`TNdzaLzcEsa%*yU~;Ve>b? zS^e>J{pJ=^S|4tH`h5Fv^9E_**Z+F`?&fb+pTH60@kvgGH3i#P&t%ucTU+l>G*feY z;hg4I3-5-ZTe>3{OTR#-WQG4D`n<$jBlxY&diCn_Ev7VV)=m3-eSD4*#`^d->*jAZ z?dqRi{2niTxZOZOOh!Fr78D}f9b@d~|Gv3d{qoB%R}ar`@9(a!P7m+Cdwsfpyng-o z{PQQ5xPO28W%YPky}Nl_y}!Bp$a^tuVj)R(`?Prx^?}Fh<|V)XJe0Y7W0nyvWy50S zG00W0#w{FiV3`Y;inIj70a(NQSbLZ6%;4Uzc0NSzmy2wtK1J@jc#cA1^@An&L@4iw zI3jwPl1UWX8Z5y*3O`UAJ(yL*D_5M*Q0{s1) z030JAd+{YlFP}mP!1Ccg-M;&9J%L=(Q5b;b-OeGG%+Cry^Ny#IOPUHzu$o+=<*ZMI znom*&{dyVA=aMQpu;(0<9ZgM*7I2nn^YY{MP~2G3G>OOMR$j_9DO;h&z%oy9>Im{= zkww1CVN%Jjwi^ciDov9H?C)GRnlOBhvTh&4l;R1RLqqq30<0hye*3$;gzy%j@ zC~G&)tf^9$ymGwdbXW}cvI`yMlSxryIb}!{12Kj)MT=~-DR#=N8f#RJN>N-RweKER zkx*&_tL zP4FRn)z}2ObaGJ3*MdALHR_m4+!Q{fbH*d`l*6S0Z9>cAq@Kg2G94~Ar4Xn1P%6+S zWwSU*wYoI!n9#Ih6pLYfGOdU~gATJOw)FICh?FT=WK)`?FDO`m)tG&GLlIZbW}Ya; zppH}wy)a*sNmbM&k;~Csf4cevXY>=2q2m&fRhN>G!`R`Zh(wFLq#Jpk?~q;PB?MR2 zClh}uM<~7OR*pRFGW;1}#oyInnGcpWXUgBz%W)DzoubY-sN5mNn)8Z#N{dK0NMpfO zsceh1@?9a3H+#fT$Buj!x73mS)uIoigQQB^*$7WjY{ z9#OFL7%IsTNd7@XWKG8A>Iph~RCdB*oM+b$&D6#oi9syLOH*CNAR2{sg5peEY*JlC zBh~`%zkCd4MHEn7Mic~$YEu3Doj7~bN6doXwz&V)FEPZyyu=+^w1rcv@=wYywaBYA zj`$1Kr<_!qXVOlQG3t~@#17{w%B$JyC?#kNH|@)l3VTbKW9>*T74-}cO%$$5@Dp5mc?;F&l zcDUc$?5(q@<))ef1vcihr!WO-IU_R54v8!^1&TO)qJ>O>g6uh4y=gG222H+Iroe#f z>&j=OQE6Ch3KT@f0c($3zl6O}WeOBr#z0&MKeJ(T37H|^^LcD6a*gB zOyXjf*rW#*l`t*h#`$4wjaxR>OKQ0)*_AYh25V4Rw2l8X!HwHsO2qnzsRrRG3^#84 z6j{lYW(SKpQ(wLm>9U{}IdEFEwz!G5X~FV679#$v%!Q~ZQg6;8VNo4jZ`4owF*iE7 z*9`+L4rnir&d)pk8{y?q(bSvtk8PTpoL;}u*ktvzv}36PcDLL@Vy%i+7Fd;yPcfYO z4XWEuLt}bnO@RT;k7EjTz~JiE?rj5E+HD% zj7OKy27tpKg1R)DsB9zSMqdC^dNRdyDVxw(t(g53V3?69*DF+|pC+gJ z6$UnWd;Q_|E^EXMMv=U@136ICV3egN@#rw_=yamA`A_pfx13{Pkx z_)pSPEA6ftkE}u!?Ng@8MODfd!c4lYjpn__hP6t zOp~i77Q>XyvX*$bQI`wPV@B^?x{WkorlfaDD5+K()v1b*1$$~#Cl{|93#?M0MZ}Z( zwFRvtsxui)>0Jx%LaAjvk`xeCK;l8B%+1}7DPGj*gk_Y`VG4mNIde}8(!)%pG!`|6k5$M-8-O}xK; z{QPjUdiH-^!&?9PoBPin{&@SZH_ukD-=99++`D_;Z$IC^rcth|XTSYVzkT-Y0vF)h z!3B*jz^@*!ALur@+SZ$QFJxyo54W$MU5Q|&3!hB53Mw>qZpc}GN5eBj(3igH@MWELc)2SO`;b@mxIt?3JgiJ=r zJc&$vTO3|68qH@;K5mYxf+UlVDR^DI#ZAx~Cp0t&`4Ph_gj>(+<#TdAvgWc%6KWupuA+aZlq7Dq6ZCDib)!5nZcRR1S+K^3wvd!$Y~XIZ_8Q$q3D~J z52s%^3d;3uC@e|o$^zO45_4}GpXD|ypIwHqY*^}Fi*Am_3PFlKRq%#Em5Y!X9y8Q` z5CI&8W@AE9)*3FmiyvUBZtr0hu3X0_1h8NsO=0myHTc=vR&J?=%iI2!AKsswe!Be^ z*{?XG)~7-TRpuP_bdB^>8RO(6O5MfV zZtme@2+c-$PbnL1%MFk^F*OR##D}^9aWnwCNi~&Ql@yYO$i&T-tyANm5=R;uYs1Q+ zkecy~)2d{drAOtvLXE1DEpGFR3zDQ-EchQ!pB@o$`4my9>mql1HPnEBz3Vc{YKn7J zPlSfX1pHDEiYaKSCnAML4-^Qm3bm|HCIwUWQw`5nsD*@n$p1rX`lV@oJJH@Ro6`JRZVdEge=?(rS;9Fg?lks5ov)~w}u|ryhMDs zf-20%?pG04_<*(tyBz=e;*|+_iYf1Ke+0l*O#sng;L(Gdv=h4+z-6}S$K(BcqlQ3@ z!dJFIQqv~XrH#8Js{7?)22_@4JOaq+XR(~-0u!zK9)8bZPcNJWPy?EBVq#(eNE*Qd zLhuqdzfLXB;vEU>{eVl50bu5v>8f9z8a4sn5w3-vCCn(p=}m|;9hHG?6!ZJ3_5E^l zm{CLZZvqEknUZSWqWB^HQ+;uXx+e~JUy$j`rx-MDsM624BkB}#ugRpvf32fz+n@@G z$0~V~vHqUtf~J&}2R8#6Fw>VIC8uZP;mu$HCbI2i)_<~g(`$mv>5VtW(t9EUal$ei+39NK5?5x*Hb%gQ={$!WP86;)Xdtb&M|o3e9?g-%Q$)HFr@>9Ba9zB3tzQ_^ zt09HQF0oX&+}obsZ|G-$6Xu@31?HX)m~)SN_5s4G28m}y5)%yKU~S&}otw1*a=N(q z{#Fz2gw|GHC<_1@(lW|QCQfD2Rsfd`LQ+r6-4#^4>MK?z)WyAL->=;-7YVeo0U7bl zSv3hw%>_POfBdM6yJc6q*SJTwrRR?Wm@!3jc{Y=xl4T0uf}*Zn^~|fNStUji!nkE6 zR&v`_F^1HI{O+_8t4zU45vYeYo)oE*3WNnv+(+OnfXh-bA^O$PhM{PdmIxh#XsU5K zPQ29f5}~LkL&!b#bjN$PWju98W$t(YEtUXN<>aJQ29F1DnR?!44M@mIm^!=mYz>q; z3UaKQ^v0F&6_M(rqc$nrk;=o<;?|NpYBedE34Su8qrLLcT_^LDI#cY ztJI)%pjJ(Dr-iPkiG*&4=;261O-#_?C3A^QtWPFgQ>O0@Q2WQ$ugLmzret<4qTS=D zHCcMJUf1E7`8A%O8SuuZNQ3J-#jCu|2KkxT#S4lEGr-PH)m2_ zda}(0o`CWyN$q%TAEGbqWt0tDSo)0>ob>-(DE`VfP*GH4fSn#j zYS}gbS3C1s2n={LHtO4aHWmhcgoA%dDu9M0IvXOOAnuzG%d6 zj7^$fBN2p!k0)>}RH4MJxR5fC31mG52Cz(lrOkj0CJUA`%s?H%wQ7OS_r$8jSYghC zxSPfRI9*mHH)X*k$G_6=*XmF0lzC*blxpo~z>Qv5g}+0=tX#cIgDPnNvr(#Cv-}II z!~3de{$JB7-~Hjk?&9xGh*ZD(;pXo8@%HDN-xC^dalHn&R8|kS;}0_8HG8*h{HvIB zzuyhkuj&1`Kdmlti7b2o6{S!2sw&9U|A5~#MH;35;@17f#if546@xYUpZIrBaShV} z!QBM+FCt6#@8ifLt{0cQEU$)c_5mim=Kho4QNMxJCI7DfLBGs}|H0dH>#i>EhMmb7 z{CfA_poX+rT|P3DpLr+#m;K7TCI6FG16+oG^UXzn3V$#_EqEgq(~x=w3@C|bdAzzo z^DsS90$RQp)_jj6^k_#~g7*v~>AvHiJ@A%K53AGL)#Gqj`CHyOj?|+e0zgh}zsk@2 zD+A1nOa9^&1L0Nuc2?+}aDUCedXKwL3{Za7Q-GoH_n-L-{$t(>LwK`#g}hM?y&OcF z=xx`Mloa&-!l-=DsO$HGr-`$t;Z1)0_;C7_{}jR#9KS!o#ig78_vD7(;qN@j7!M4Y z(ZT*n2u`m(;Qp|=>egFIOV|fodB$Kut={)r zxVZe;f5n?B;DVLn0zLzd-XGGl+Uee7iGN8B%BwL#SN?YgQsdF;0jZv=UVY}T1kM?3 z_15r0DXAkyc5FL(aCr<{jx`6(@jbI9UVL%e5!Ereb13AZoiqRQZ?9tZxId#J*wmXU zqT9;63*mK-WxT0?=amnu%eTw`bbHQ8yrDPm2HJk+-|_Nzo?+8nZrkSSxM?W0Y47rC z^*hG9U&wz*w2o%)fd&09Gn=Js&gA2NMTXfVDFu+Q!OB|@|M$FKk9Z`RsoUT9N;BR3-Mzmaf>7P;Kh0N=!Ly0}jK*T`FaD^x)3mRf-&3tzHb=?)P`E z`DhS-Mx>&tb1MzYC_1r7C9RZ7+I28X2YPUDWVgMw9QMQ*V+{Sun8qFU;Y=iy1IxnK z95k1~vR)f_)?rwll3M5XlsPFz^M-{t!+-xiMJE5syZ7wM`Bhi%_=jFj;ca~>LS(4h z_g6<0!WfaEslU9E0-za3U;OP0O%@fHbVnJaC`<&$0T(1&MR|pf9$Bm%_+QB5=@oO8 zcRt|`dD1Z^ycTA=>Z$9|#>nQseY5g^oJcYP0n+yummbykybZs%*i9CWxliSOP#(Q& z-m|6`CE17Pu%CHrZ$2mMeshuY=u+u!5f-<5S4~O@bAdR+Nq4(O0JeI^$YErOVq!gS z(Xan2XxqV2S}8|~A)Vxyo^2oahq8GKV?3_J0P^ox3XsX*7@$8Te`P>qRG!XCfbt1g z4>LP6e1F1U&l#D1U*2D4K=;WvETOzlBfRWkF|)7u1Hq&h72Gc`^&mK?wMWSTCU~9m?{U214Cf$K+6y zuo-O5h0a1bmf)T7?w#z45}}1h?z-jj8rwCl%cKFix2oR2_#sX+ah_^uEAUV9ux1iXpg)liNaxnd%-qrFtZ~c zhB8c@Q%MgVt{|=f@PQwu?)DTKJ?QHYFz%MYM&~Cam$dj99iAC(o;?OTKz{ z5|Xlx>Cfp!P5$criDB{@B|gZ$OW@AnKUqf_$V3teOE4-rD>2oQlp`}?B`UCchk)Mek` z&fJ!IEu>!t&we8s#ItE>Ved}z9>?Y2S1%LdI%#OXrhh+lavbo%UR!gw)*Ny+kg)2X9H z(Z{Qgd=wAZe+YDyxEsSfu?w>oaA1WqoiBJ(qaBcnyB4lx`!_4}ms33g!_;n8AAh|3 zb@gwnFE9>wAKzai+k_GDs}I-rUuYcN=bKMX$C&>FZ?fI2cf+o@6mMLt zwb~-(I}<6)U;DvB+plDtvtD#=Gn;=SM*%hJ)3RIt3EG3(dCe2BgsT(yyBcaSB;Xt| zp)dFi*omPwMpy?h1?6&6l>I>DyBV9)!LZ}vc z`TXj*mn~;-lCp}QSYm+vR>AZH^rWmOsyqN0E@lw522J|PmA^D&P@)t`DL2XpFavBJ zOQ3j`^$m((f>r-4P>3Z*=`z+IfSPJj+QAI)cQ^M!^OW_C&7zIJe+E}Uvy?)f^K%=P z5i@EDmep-MraNmllsw6t7XxbFUwme!j)`66PjB!VPw$$rx~E$cFV*!NVGZk(sVP$m z$m^?JYF}xPE^7mz*7m9V zWKEJE5o3Tg9EDNnipjO!O3wb2dP`V;3L~15rS+Bv&pgQkmA&#RyFSQwi$lh9iq;b{ z7b=8%1g3XmUtKQF7O8yV3An%z%;lcQ60X zc|rya=qmLpoKqfyUb5Z+*Nm??(*u1nDO1t2Uu;1s^AppECXretnpBFI@_Z6-Gepc^ zr?GZPy5Roi-OKkkpFX{Oi~cpvD3mA#9Xu?!V|f_E*l}b|ini%Tiy82icK_t=3@tXt zHko=r?$8+E6NNdJC^bRLU3UYtyJh5Gr!Z{bIU^qX{My&j%Cp_XIMcEIkPiu;Tc|pv zR-}F{8AbEy`sbTI8~W`EkB_g2-TF_j(Z_&i$L?R_OZP+uvZhE(BZul9DgU=GNS}Vb zzejNzFL`{rQEz!XA+~UnJ@S5HY@MkXo1CC=4D}-{c9)7 zLuNAx9j7>K;*dY>S#?~=b7DXNMREaOT&rKY=74)Ah9to7>TKx-t${Rv!`q#P!( zpclw*cn~WUeN7W7bZ7(?)W0dB7n>q6OhQ zg13l3nTkO%nR6`N0*5EGrM)l@gB3SuENOHAMW_rk$R%7>GQ^aj)-0aUn$oP7i@l^fK6rPQl6O-u&G>J z3UHY+hT@#V9+%h-y9GE$13h3K;sGg8&5o?Lo-19LI*|4B_0J3>yo6q2z1GC6(!oDC zpahu@^NB7`v%iq(I!pC~% zjn}y)GJ#+1mhn;VLAJPHdgzecHK0x3q>Lstz|Qo`WTdA7yZ6f!#Zt*B482SRuY=3h zx9D;Zrlp9ymsusut%mP(u&Xb4A*$mVz42q*+Vnp|Z3+2zHH7l#nn#D(BO}c99jPDO z{QCHC{rV9lf(Q4CD_%vvzW?MZ1zbMp=iA?0zkcr;u>bALx2}MIeM(Y$TTply^PLXPR3>HhA-m4DJLLKma6)@mFxsRLSOEXOE)e!cy zUgI6M@VyV2UK@&)3q+p%y5{%&&@Ck15`yz{RSXs81?TA-6~FP67;kzsx2wztb{;Sg zt`t(XbK^lP_OucPIaDc@RlUmbinvXu7OT>nz9&v#KAGZ_US(NqImL+@6%^+Iql~ry zAK9@WfyOHQg7ggF1yD_@8E<%~+w?q`%gx zN3M{GpX~c&T$c^WihdC~unftv123OjcHhJmvgo};ufY|E`0wmiip)$rm%anP&B9Jm~im|c-WCZLSPH8urss6pg4);Ssu&X@8i#Biv!ICQUZC`_T+iK$4zPtfI3flI;VF{32a zG;;ITTNms#l7G7>fFG$V;WR( z?0F3u^_go8Dhp0wUL_F9#g7FU31LyVC<>Z=cVNVkF6{PPt{q7->e=n9OmcK z?VA-QbHhhPk$QFd`R3v69nAnLtNM__GijuC?JiEaJEvo;|5hofGq_DnqH2}h@8YQs zW%6wRmE5ENW%1Q>=athCM5FV6IIixF`Xy?+Sdakum*$2T0 z({JhL;Z>eh7F*8RAXMi;7yutx8`m>a`BJ>PU;*4jN>Gbwis%8DxlL`8Fbz0t zwEysVtZism2GqgiL;LBHu-u_j`2_l*NrgdfhmVql$5EOQW|IvI$a*3c^1gvI7)Xj7x8%)5YR94EfrxI3mKTf9Yq$e8v_R;^Q2CMX75@7k%POaROU zB3eCrol~wqd$H55oyyS!t2t-4K>I-78I5$x799NCb;dL9$tl2;8RmV3Qq4B__!Zr~8j8x0&ws z+dqr9JAt!P&p>l_%7bb#&wz=QGJr}4fG`ECq@|02s=gzO8J>ZNP;!Et3ExSfKP5+! zFB=serCrs<-xT6xX58;_?|Ii!G?PM|&W-9CUkdimTG19A9WPBB_VkXZ+9Wf^e+#&+ z&U;abFMh6%tadarIVnNjIuoM7-07&U*bP?O#Ys`sW3c<1!6KRUnEFSeY_ z9JVNF9Nf)_lp1l%bqU|7P(1}WS!CKZ=-4(mx8g>&ztcrV-N{Qg`veI9xvM9P!>2G^ zh(!OTEUtp~6liS%Ktgqa#hg7o0nkE~blavUUgT9*B>H{tBlKD*$v}@QYlpa zWiF<*{WN(#_#afWNtZyk5P1xc+eCo}Kx4cY1uhy??jlEyy;>*}QrC@(xem&~rv|(gnI0 z)Rh%1I)}LxkEyJj0A-d|icy%?e^RVn$j~ZVCyRmil1ABaM?dE#tBguYl~=d-Z(cr} ze!-(iOqEf=QTS0&TMAQ0mL4ri2g`RRf(Daki;;+FtG%N>+K*LPwmHa#FJcPH3QKiS5m%UA$C{>WgVo@Hdj2jG~4N8wY%zJGxDj^0sy~r)F zEY7N}2&j6t0A^}Vtq4dJTVV2LD+>ZDk0P*mf0YFRl|4ye&10!l7a(;2>L0OHqCP9M zDGJ6kFDhk|g4dZ-uOpQ=;lHyLo59MG(n&ElRX$WYM}RV$DZwL_#3g;`CiR?}CdUW61ZWePi^4xP!Ps`Sw&k;+)mo`)lOcuil44TxX%jHTE;6^^p(%Ety z#c9Txf-4Y6miBQIJ zhM*~*E=S;W-#N3XEkqaJ^iM3r+_+L!7~;y$ALm&JDA+ix^aEU4S#65br^u`=ga^uU zkoS}7g{qz<>pJe67XMXPE%MWx_E`_ovDQxFC&aHr}#Uu{FT2UMl%YSJ?O2r!~(8}DZ7!d(w zF;i`7RfQA+n0=k8sa0hr1Ss#eGPkPQYXuf>urjx*S`1TIOUEK=uml#1)uf6H$I}?O zs6;gzrr;OPt*SeADdwiihbm|YP-c_7hE(BVVGc&!MNjcnc7hx^)CIp3{KHMQ-kj!k zR6#+YF=qaQ@J?MIt4a$3l|>1&uxb)K$3sdIlof zrr%^$tbN;rP;*qVwnH9pu-!B2Q_)9-<8t&GRjgt8JL4&+rG0sAJ?F`>$zR%xCg9bz zcbY9*-<)eW15(#caaZNJD0-;6wg6>5S-N_p>e{jx7-@EHP*t=6IMUclCkNG4h2Rvk zl7s4kf&gVYES()xk3Gp^HXWwakJJE%lp3GjON|<#=S8%DP05tjp>(lZ?b!or&0teV={GbR)7Bj#xnKt((P*Z#vi_ByUGM= z_r}BGO;)Dor0|@cH;675xB;Nu8!vLa?<#-5RJYo_Nx+Y|H%gSnKH{nXUH~K>f^)b$Nr*9 z?=Eo;uV{{r&SE8?*+Ib^9gC;sJCnOpOQMroT{6o`!azPjk>{rhvNe`3?oWDbGF8?3IS0y*0?{@Q@W9JN#m zOc!nw_Em-|!%;aUtV^{C_~mPnqF14_EVRhW|G(RuG9nbDfs1YljztcL0uK8 zbyT3@8V{6pTAo=IjZ9`uB}1oe{bH6ihc7zvfWrXPq=$}hyx_4;O_&vK5Uui@{%Ll* z_1f64Du5>dg;|x<3X94o6FI3Q>kvRAXQ7ZuO`uH$&u(m21U_?`6m@C>Z7LgO%xVCY zsWt+%j9C?pO6jr3sQqs3BL1hKhYY|;>5(w&SgBq~a@SzK(viJ@NVBTJE=5kNj)gD` zIgEuou%*1z&31>0sC$R%V?5SRGt1xu7R@IC#i>zZ{3-Y2mha@re3FOTSFcX@E1FBv zKiU5A$ID;;?aPnfxN#+PS^YU(R)0QRR(Ef__pO!Ry3b?~S3h6heMXy+G(W3pXN zohcd|_wn6_ckgJA;=qsQ1r&#<_t8>-I)LiS6)>gH@-$3Mjs!_5tY34yWq^{{NMISNIir-E;q-2A?dDiO70F<|s5n%{R;dM4t)>E$(Y$mrT}`=6F{Vy1N>f{1 z$RHgWf*qQcBqurRf=2+~rHtO)VA4ph3zceP$n1xluk#bcIk*axKpt8;gVzE)U%KoS%M+$9e`=b>_ zDiFe^Q!^^^7%t8d$=jC?*OiK1WdsCV5&3e;SrwB7Dw8jWPEzuv21J!*Q)qeeDUF|V z*c7j*B5kl(lA<1WA99SX5+(p2DW2%1$P_oJj!;j^mPAcY6Fy-lPjbwV)0tE)UluY&sEW8U-GqQxpu;yvP5$=@ zE(7{m%Wdq|KVhQa6%j9In-1pCIEUUA(kj@IzTXh8k`pZ@sAoLV+E=_|bo9Lr!{=@r_4g%PRrhKntfF_20xfse${h&W4v zxems;!&q8voQr6fbCi9EsP@S~&yg_ole-OCj*ksGsuZ{~64q;qZi@uPaSQMv2^T8X z1JwYJ&Snez1jE%G8w6FGCV!aDTQGI-qWui9ok zaEmw|^)jdg`?%i$=w{%GNb<6I)|8#`&MaVULw085W=WP4xnsKl)P3k>Gt_e=OE=l9 z*NE1cuc8CzNmeg&&AMr^*symYS-s3Dk~QlMxQKGZ+=gCvD*(fj}N!6-Jd5`W;pWz^f~@j(eMs@ z#ZMALYY~b6w7UGeZ&uIOSDV!(ioovQw{H==(pMLkNW%3$8@^dxqAcZp>2>lGI9mPh z!l!e;@^~6PtiFLc#{xg_Z#@6Q@RRTP8+aD(SCAw5^XkPv^c~=IWe#m*+buP*peJ($ zHhs9c_~+IA>bu{6YF4j5In?Ew+F-jV&Uuc14@kN-`wj+RjV$auI7oD&> zUL7|ZP%(v-72))RE$PNB6){p!dH39ag?kX|g9&O~hj-|@tGx}W674NoK012OFFl^> zurEP+yW3oCZAi6y+M_qjK3y%IkU<*3c+RU-D)-dkC6y73*X{}J(Icm;-P5)i!+7nU@Q~)n=_++_hnY^x@Ke{0N=qe= zckOWuAum~Y{)xeoDEz}A?XAk!I`QF1 zw%RQ#CuUTu1}8po)4?GpN3ZE-QJ88AZ9|UU1}{IkW;l=NEWfABvW0ax9&Auq#gKwR zq;Z9|q;tD6kTHSpgx$CB3HOH$LM9-?^Bq&cVEB1d5Qg6p*I{K^*ase-4hF-kg=d|Z z;v7%@uX*BKbAWQ}Q7tECROcCf)`?qcM_bc7SDdgpx<#}>#UexDG)^)=Ax^?Q8RP^t zFqmoQ5aeS@1KI((KsW9}LxVIqX#blqU(wc3Awbp|Mo|OvTl=OG8iI-=x`1qG**JVS zCvp@nmx6!snEO==@&njGgpBiY|3h}>g$!vt{J6L75RP){r;3HDU&tr8lMEB0avoeW zi|ItZX+R3{{lNd`FkETz%c@&LPjX^}yWNgz7n^;2VoRefbz(GDtdB<$w4xKc+~q*y zSroV?5(qs%qh2r5*jyve?!*1QenJtFfVbjCfsK0WE#3n{_O z(gm5o{?urdYBmV{G6p179;uK}L+cK;yAT+T6>Fm89Hf6WB)44wIs{c<_@JP9qMX-O8U?7zdjeWt)U{>6xircGCITT6*xD(2bGN z%%jFl_{zC3M~ca*p*l8hqMOIBIVg?b?s&9R*3rPAAVSaC8Op(Pq<@0B5Nd14o_9Nh z2O3!HI2Xcd*O1)J26jLL^E-2n^SL?UvNL+)V2#X;4efuIJL#!%Pg%a*W1_&C5?$uj zE-RtI(jK?_5ok>%Fch)Z^zde|HSrky-FucsWD}V)=jSNVL~(RkS&f&Bo{z+0f{77L zf9Oz0a6aF5KU^;G?xx{26ra09B5|cBWmP`6l1M>%p*l#M7G_2{H#N;QZ3`*;>gT3e zCVfO>(c3yVcL7iyy~0&9PL1$!jSCt$HTnAIU5Yh%JuY%RR4hC=c7q-{u398wyQ8~M z#c$E)natA}FLsr?reo(N*L1t*>>xAP6LU9S8$>Gh7^zNP+@f-+u`A$i@_UX5=jyq8 zlH(`_136$ib)-l`^AonXEUC;o(#4Il@pMyVJPkQ+u0%snhHsq!6Pw`QcK7PZ1Q%t*N~BMieVz50FH zGb78*Oe1F=XMVg50{n1AW7e6s=ndGoj)fiCtYTf0W&Tw2Z^5p8qk#o1%lrl~bf@+W z5Ed}Cvw`_Hu4mLCg>YE!w~7#NI#x#LU5PZmYW(*L&!mPhKMD_M6ebUfD*7=sQs!Uq z%v<;#%m`og%;fC!Rdapj9P^{$-!VTqe6#3GQRsTt61oq3W*BjoMN$bxPiM;OEFyIj z_HQV*!@8c#eB@NsY>qRJEF6ZJl1Rz!fx#V>Pb20|oy^TqQZ2YwQ7%=fK(`cOZE0my z-Wt%2>j3EVM|t=1R~%nD@l%s)z&*fQc0^3!o@uW)fFU*7VMb=KNo2X=+EvlU5QFaA ztPSJDmqxE4kPTb!IBX_kqkg~NwE(u;4|fK=C9@RROd1P&weV98J8IcR@h5T{Eaqaq zrZ)C@q6`Rl9h*+v4pUux=}PI%lx(TjMF}Fj4MSQX0j2IJ7lFdm*$pOA8lcKK-q<0? zyJ_8p!eoc}z7Y!+rG?S=s7_nN?Ze$a6z9} zcmDGlpZRy_^ZV6X4nsE>oaB)j6>TnR?=5WsYYp3s{kpQ3PldR9m4=AyaSN@7%oQ!2^bJ1YiCgsG z;F&R^TK>f2Of2YYcQEM44u-(Mh~>e60)~#09WDWfz*xL2J+>GvI^=lJf8j_0)lF3e z=6dxIsc`)qZ6XJzCj53^Knh;C1-G)e%?$@At+huJ;;Ny$*X)&LPEFHGc=5<>3O$!m zZ&XfBX|RJc(g!3M#>LKiqZBm_i&w?ihJQd3ha*QiM!9M!;~P+@KZv47fy9hj9bRA* zPwQG(1Qxb z%?uOb0$8kG#lb5AMKfYC$);Ca!wGp?648`_LbVug*<&Nd30Xxz?JAQqK}9fsD9mEc z#M+gLoxntrYWO?zIYcoh(v0X3>xNLpleh;(9hM##^-j!B{-+LWZoj>Wh zQMzpC&ZFb}i2o|Bf775H6TO`p6rVw429no!&)o*RkE%9e#i)>pu|uZd}-_o9?oD@lU-S< zYP#nPZgSq_W)^=S9LKFsXU}~$E2o~+!s7|!pT@8^n5g3l$(UiN{sA6Q&mBw#QA{F- z%$C&BH}AYiqha7Y);bW252}fmR+b<=18X@kDuldE0?e>bUZ0@po#{5^nw44_HJ5cy zHze?T1Tx*k;aLiSLN`iT^?@w95@YmPlym7GD3oz-aqUT)w(U?}Kr0DZUzDis{O6WF zQ`Zr`r_Z{)fR-ReXlSvjiwmd{4()XZ3O5C%uDGC3I?fp4fT4(w_W|kdqz2Z&PrE>pl@|2F#=SUUjAUZu8xp`8iU&}DXpmc-@|1LK`p-i^B&>hui?l3&Nfk*c)J(t)cxp)7_Ot1;W4+%$~pU%`RoW@p~NVs)nK0d|BHD)}oj zh9XjJ-0AXuVV#yVIQii6xl818#8GM?<7YK_pGfW(rUGxd5T(lCfZoPFPQ;y`$V*p+ zof2lj0Oz4?N~KY%1CjO2+g`QOMq+_XN&5c#5t;jZvcv z6viaL5cKC5K&2=t1J!~#J4%(vt{4=Q(SQ<_Nhm~#;hgqda-pP=GUxqp6Iq-^Qc1=b zX#-Hu+S@hd{sk1Dqku~SP#9c`C=(_&1%>gZ2A8;!13VF@oTe*^BhUfmggB{RSSt#p zp~ld$QkXru$7U!gA)qSI5rD!CE;Jl@zNK9;sOF5!%nS7JtcnY%_z-%?ff3s7nGCaC z`KH0Oo^2~@|Fye@i{k6}$ zK|j@j8XMCyr`M1+3!Zs{IhpR-LD`wn`2^JT(eYeI1XGN5)cJr8E$Yk)SxlX}glP^? z;%x&22EbTIv+6J9zynQ21t1$(-fv8yVM-hv0hlUtYuR|k0OoEFi~-Ab7#YBDN43Qx zKFjP3E_Orj2Aan-JX+046ZMtE4J~qyxY&880=Jdg1w}hQ9acCac7H@@Wr@c>pdwq7KXpE6>)%^emSeZ-iV8h^D52P+=%@ zm@16aJwGDFazNj7$S_Q|timvW?V-vrslo=9R~QB~WWJ6&6u$#r=B;HFh5-z@tmZfd zEUPe5V2BXljx4e-Jh=c*64e6pkfyrmz+?;5_>XWeT$b8PPTs515<7D|?-BPf$f+6x zC-5T^r@GlKbYMKcflJO_H%5k5$<0y{E4mSnbRbzr&rU!$MgnW83giivaV~t|zoExz z*ty`yDx0iH?c|1Tv+Nz+6fhRZtgbMCAx(|h!DMs|V0m3(K!Ywu>t6(o&za4v8o=O0 zHN8h>Y%QyJ3}8rF?5H>voRfE!4dx7BcrgtR43T>`e`i~CYHfEhFy2`<>P~ltzKE+M zJ@{nq%+zCabA|NSBxNEl57k&Od4goi-wa_htm32+V~CbpFt`H*?V#0Co*z>SaeyW4 zS`0RzO%1SkQ_3kR+7yZgTRbbOAhF10S<%>(o0%Ix;yo$tSF|U(K8~J=1@=UD$B~^- zkeCCr+Q~Q_qLtl&Uf~gxGom#Am7I@eTJ1XwgEe4f^<26wJg0CNe3;_)>fx$RO{knn|exYloHvbwVa#EoY&~c0iw;2IaSPDK1%w>~w2# z+ruOBwkl~zx9fH=Q+ityIg3URqOm;yHIat6)qosTsM|fVRD(|uvLMnClQOOeu-2&WS-VoWVwZdCuYpi1ti0}&IwZJ*f!1l@gK7cZ z^JR?Oo!;fR+5iVTwcq2mb^xx3Rt7M%{Wo;ID*(oO%ljHBH0rqDq3bt<##_rOa|0L( z&v)d*DozX75%&ONV7#-eGBALl&5@FHCeCU%2C?hFl>w|G4mb9NZZFKk>Ox?Q zvAj|@pn+M@?$FxMvc87_j4sttRy#N+Z>?GesA$^myL||b$(hwx>E7@(=oO@WWN)=H zKs`E#1KgS5q`b9C8EB#4*T7o{tjO>f=iH)(*v7zkXO%KQUK_dsA__1;D}{jkHuRZ9 zz$QuoJp{6bqZHzdcUCI}u&(6V9BpW|S0Hf{v0Wp@7Vrjdty&7`0T865B5+L5N+|%G zt2H7GdvCQ;(BVPDZHFmp!AW^*mAuv=+tVFlX`d(s^d2;_1IuV!oDgMs4BH5f$po$C zHH3MXM~gW(CbUXk>yYiiFpY=;ytQgxJ0h!s`_K_MCTJzEVe&21+L$${<+US}luMwFl}(eNR~cjM1hk%8ufO9v*Np*_3&$l0Cw0O^hqS_|PpX{X=G!*F8h7G}gyc z7W8PzMguD%mH~<`XX1*G2F3fzlgffcPq-jZRA=OEWlduW>OiAE;BabCMJmAnMZw)J z1jW0`swx8%iudSqfzz52F>4eJP*jd-Lr_IbZGobOd$*@Jn`lHn8!SBJ{K49DA|JdP z(LY84Y*6Q7Ums-VsdXW7(+bxy9cpRHN)HTI^IUr8Pjx{Q=GUXK1W96ZXJ^FCaINU- z8%&f9E-xhpG(7u*_LDJaiex_(w3p)6E@}wql`@Z7X;tW&c!w5z6ISgx>6KbU7>=ST zd#Fl%$uW_vLza!g70qi%?4Qs6r4;DUhk@+T$j-DCDB2nl0Eb?X(_>ciT8G5lu^9tb zO#`IvP)!>-X(bJgAm|pCh!>#&)s=9mz}bovZM8HwLIDAogO+NKKa2Jdvp(oRL`^gM zj`7IJrX{xy6J>mt1e}JLGyT${fH4|6lYA<;33|YF3Zw{0`5V&?dX4n zSXQq8Q@himIl)Z^>t!-3H!Fj0oP3h$kvg{v>S;0uwsrkZIpyv9OnSdW@YBuQikzSq2(>f10cWXsM_gE>t5krO1gIcO^#s7|D(t$cgGG z2Z*5tL+od{Q2j&;OduGv9pavP4@TSw=RQ$R2Ju*A(kw3m$XTKxlAhUhFWmyud{}l~ zR6>IN2Y=X!s$GtYxu*SFw*iTHY4gP7niqJB1tg|ohnrewoLc*eF^TEavxtnFh{!Kf zj$bo&_SDPJxdT&gX)>X4;wPmu4G`MVY{JqL_c8SnyuC#e8TwD5E;oC=^2(^T&P;CD@9 zRv>aDyH4W^j1y;vlBAXdedc&lmLhvW9-pAr-9Yyg5D5oSK97+BDs0@J!_H<9O016g;(JaJemydrrgzr`aTEq#x4Z+zsiMIl$?Y) zr)a;6!LY)DB5=aIL}E@ihdxZvrXwzJ|8ZbWx+{ZI*Iq5vr$()XURv5>B!D}$?sHXg zG0q7Z7~PQdzy|p?yme1MyC;)m6 zC~#GmJF=U+;hb}I<_y=b=>hki?`K|~p}EZ%HUY12OJkFwQ>#qsxHlj?gPhUe>uX>v zM70j<7X3#@6j8#hF*L>eMO(vM^9|bYY+zZTO#R<2y3^3aKLV_FXRa5RGWaIaRN0w1 zp4zFGux#)>ukdCtlr5#wdqHESGemqY(}{>IwrIZVv7CxUsp&LEU>olvU7Jn|x5zZTi%* zhE~*om7a4C{}S&#u;!VGwLNvRwv_hJTbsxpcry<%Di!ZFu&G$1t00I(B4(S4HI(+Z zG;zz`n$p)LyoNz~G?oCVZtI{~yOa|2fNs%40&F4)4$v5z77?Jivswv-tkcy2XKO?g zO(emA+APudHL^8D0>fm^@``r|EAdb-yi=Hv$XT*X=1fg4CKGQO_799>;aHF7P3FAw z;?YjrUH=Q57p2xdgi6nAguco}n04MgTB(pUc6#Tl(sz#}!+{3AeO>zQk$wD&@H4K{ zj`H(XGDAzt?;Z^S7{K`#pf9~cK~H=e^nF5p#&vjfk^cqcmxeMNXvB*;FB>Au<&}_T zmi!*TR_@U;Ec;dE_W&0I3A1zO9d`*t)gQ?Hj6fL~^&(K1ptOY%*HmC9%CZ_RNN}O$ zZe9({1s(@f(YJV?!KW4Y6e>NRo+1smUEqNRmk`)+j_Q6CT;X*YR{RSmANPpR=dwlS zhXYYWUgulejZLBqfkDRM9{IqPJy3hP_0u`2Junwf?9JLE6^YC_`Im|i%maBZEe3q(C1sb6c*tjm z<^&wlFiZ-VcaQ1S&LJmEpGLYOR^#tsNfLiY841^KxJ7wA%or*S|6hiFur)NB^BAfg z;!Qbj2lVxYuC4J#f#o9e!d1P7Y0`wwi))C)QE)>0^D+x?4+t(ScvSPUn|W{I>@ld- zJ#$DjK406#tth7OcrO87W50mZVy41}6=vO_f=r+9{AX$*!0)*4>9g)1So0I@9-SB8 z{r*#P=2?Z5j+9jF4s^50X^sJ*o8ci5D@Ou8@2eSyalRd`--_FeY+?T-92Vwk2CGtw zeQ=d)SQf6|sK6u(^NIDsXqUjdfF!Nx{EBF)MF#x_jwlJLR|Tj}ITw={(VR;y5gOIZ zyUNKH-lf#rbpKwRxkG-o5AR&#N~k7GbYowxp)jMJ5@e@mrht~-^$m{9fu+S=Gea6V zGDWm5l7jOU&IWwS(-z#$&?pm9hBozTaLonQgHOGLue-W`>}%>X>|FMh?y2b`7x8NftWUpE<1K}S zy$ev3el;X)Hqi59TRbJC3Ie*B&VOgjT5 zTcg)?kZ6mTW1<9*H@ZhY#6D*wr?t3Tvrd3bzQrS) z0Wii{Hffy_fQHCz@SK4Os}g6Ff^GKH;%gD0RtcdeiyEUxpjEO4E(KEIY#H7_hR{{c zM$VZnoTU^%#lTh0LTD3tqglg+Lgg$3#=KFfgqk%vndouLfSwbT5EvG-<;R$#lG9Lt zrt8S2x1mz~qc%XfQ~(9eaE_nhQYm0QaYF4*Ltc)`^yOYB2MlK2;K)U5CYIvxVQIL# zLqf2sZjiE^)D3pXJjc$i;*wMfV zs0pmsQa8Zop>D9IN3({y!SMP0#aph2;2RLRI|pm~`d zb!L<+`YIgV3;B9Sre}Kgm~1$3SAnvgncR{ix9H%-+r)0^?kk=cz9?>=vpjv(6T?5m zV@7W2_{3>_Mr)8+Y~8^qA(zZCOTmdngUk}-ZbKJr5Z-LRu05u1EHuL*TWs0mJf&flMH>NK*&79C{Z>gA7Dwx83w7r?`8meL5mg#0x`T-8|umNSapy z2L#+za9lsotZv>5A6PJbM233p9-+|Yi4C%|Ry(7qRBNYS$PbNl zYThfGzVlgZCB}a#NdzG!T`gzjA=xpv!~Gu*C+QRBaz(Zzt#%CFH36_bm?+dgTx;^S_rU zz`BNKy0#f>)F}nnmgFOaHNXB!S!4`S;1E${5{8|fTX?hh8HB(g9v-0fp zDrJe0!@%O(*m1G+By@~gdfadnObDeE>##JuCuS8^(&8lYFndI2l!uM7IGtt1}ZXVtKbMfiO4I!bq_&Gc$f@vgxkULR{UF-t$~@opn# zO_4@M(uAFFz7wDJ@2*{0cHpPodKOLbQYh7s;DGNDw)I(0KD3sx0`@q-t>_ak0*aYK z>AK;<0O~OKq08G6lgz0&9FRcmJ5=!|p~oLDZ3so{rYrS}*DReXyaR5I(44##rb@^- z19n~0YXj&6BFS+}&%8K5nLT6!z%{7!B&QZ>^ci}*_i|1a4^WdNanvKYhdd&Q2Wjm8 z>(2idWv%dE^tkESaERtUpv1O!*>SvX;E&0(r=M0hWbFgOR91MrwounA zyzt!fm|D)gZwI%OSN;!T{8$^6u3RF=vNAecdX-?U++X}DRz{<}h9<2$wr$qR{r!pJ zm8;H7k81v9&P*3XS^0nUQ*X)H9y_<^?+#ASLOPrBFD^^J-<`izfM*$}Eo^9P_+of* zi42|_%F>^CqL1pv;=3Lg4UE;lp`1E;f=Ey}OEb0zm~qpHPU2BmbPg`ZiQv)f_x|N5 z0hK!i9O>SK%^ORGSGnny1!9_g>*wfB>ysj6zz2X^oPtt~7_2VoxmBjayz+m$#iLuU zOA!m7PhHV_vC~l}F>OojI*35_c%iFjVfJ?n%ip4btY7pnljEp|@`xx3FFy`vWsVbT zC=LfrUKeH`H-`lZx}_c<=bl5-h7)#DUua zbu|xtqOLlO#lf2cP|t{%3KSMPIKAeWcV3`+3q1)tnaG=F`h;q!k)(Id0EbYgfLUzM z{^^3k+hKI*js{W_%ghtrBUBF(4FM?Y6s-S{Vdy0&lW8bHAM_~hygBqimImEtND$lT z1w)!6zxu?Cd z=XIY2>t2Ao#i3LIo&CBkcYoUJ(iQmPb!*OxD~5lG^CEDJ=o{kssm|-d#>|PIkf$kV zJb&hcyhAqkMmVO?^!Igpm_3;}U0FGKm|{1)XHCwm+h7lj^-*nSKjxF;F=ZM>s-dx3 zRXV1`KL8vUX(}*iV18?=8J~6KLDKx2-7JH-!+R=d>w=nY59}cD%GD1g?$B(%-;&N3 zU`6Cgt?%wglZeQ15m3CZJh3cTn5%>K3k{36rJg!VNtJ@apeuCVkw>3yt8xJR9!3hO zO!r-n%Bf0so##~ENU7ee7K;nR~a0J8tI%WxTsd? z`cs()G!J1h!YXAGPtoIyG~rioj4@WJGY$|ddLJkRR%CVzQqtQPEls7cc2+B;2ecF5 zJvD@U7Bm&)mZ(`Wug5h)77JE2`_n_k2YTy7Lt}DQ@;@aWsjonTVq(_XrIt!+G5&d9 zm2B2RbK?Pth%+YgKZRnAdm%s{b0V9ybZHL0(g@C!cT>U{)Pjx|f+Auv1uEIB#mG5o ztT76B%}Oq#ChQFg^Z_j1SuLB`lrFQzqO@C zsikzpNnlv6q*ee6y?Wa%y$!B6#^@bb^5XAbxSV?dIJy_=UZl3bfsZa;{P$HkG<3`y zT`A3i*3q=m#JV0lW@>BF2(DtW`%bRaj=;ylp6;k-;)r)^9KQemA zuAn3saFoQV6-1IhdfIi^<^U~aJ2F zjWK9RR)@W@tg4Q=lC8M`R(;4t#ElMGsqv8kxWZjd()k9kdYzAHDqZK^4p!hMTHOva zhL4y*9qx@Si0;lRU=Ko4EeM1W zR8H1dMKNl+)V!h!rWp5 zE3`&X88*x+3!D4)80FfyxeKGt&8WOe#f&azBi{uXBX^Cp92594Na4HGGR@lUYlN9o zCkv-Z4)_OXXrM<29QlS*^TJAmJi@g@HzD^ZXQq}yRHkTU>P4lz6|ZX?c<*lP^hYKK zupHaQq0vH$D}T(h(VuEWIr9pu#-NDgiab^{3^z6Wu z@CZ3Om5s5Nfq_QKd}zU;O_n{r1Z?z!WjL_3s2!~(Ij|v63Hd!c(rkaW^owa z3Yrs#i%@Og>Go67=ou|exv)@~XI4v3ptGDAC7WR+-7z_{#bAq_8I|b199MW`dXCFs zdpqUjDLF8@Vd;%yJb&pPm5Nep+P^NUKOj$q_Gm;r0XQa|c-UpY;C~+JrS<@rH=@~z z%xs?2Ns%eqpzk7t##>Viotm5!7){NPE$qYBZ zBB%Fh3$yY&2qGqhbRjf$Csf>5gfcWQbw}jB&8<~)8r{^#HKYjKR1%<+fjV3SjCrH7 z$g)T7bcahm;XxLPOo9KuxU=iErbo{5`SU9_0>K+V@2u}$OM;W2NC+V$ zq>(@xHn$*TJMh;AC1w<#|uxTYi?@ zht<+zBPz3lX;n1kY*-$qmWr#{7pk|vk|ss>3xfUpAEjS(zgT~z?iZ;5UH_YYc@Li3 z+#T;?)qc1v1_sOF|+Ir*FH6IX}-vdAFFj;@&nJt?zhU6GkQ{@4=1Wv*ld@XG;%V0 zy{EeSV9`^P4;lZN~zyNr+D7B05U4irdo9PFkZtWIE1 z#;ic%1Xuam%*Xa=_mbFlU##aXBkD)({tsvOYd9N@TK3QLvFdBv*My$WO{t*jUG z0hxK|rM!^sCk>a-7N>onF6weW8H#wuDw+Nv`?^0X?{)1;fK`w;%W4wN$N7hft1K?Y zTefn%>TH&6c>7!gzLk3WSLdGlu$^RJydB;BteLIOJwBX0=63Rdg+Y?rchSr}&j;_X z`5%{JGDv6}psVaCw#|0UcEA6WnE`}jgLqbO%E5|1LFK=|wkI#;jjZ|!zTr_mofurWrueUg9qout@^Mx?~lPRTC zG-tZ&9baCO7c=|5jc)azOkLb=l)`kJ_7gXxNtuz>VfAU>aj?;T7x8vaJu7EEGr=(I zQl{z-MVl0k0?zJVQxy!>hO9@_@Ulm18x>kAO(MemW@(PEdo&JaETVeJx{H?P)Q&zd zgqBj;3ozR>_po+>A++G+YYAotI=V7q#kczwEVvV0D^mtKz02d3dF!ML4foWf-UG#^ z8J(6c)ak@XF-uJh3BiVMf!;^@PLybNo`aV_&m&W9-z;tP5=@v37t)2}r46#0x*Y0^NqCp!hwrm5p8k zs<#MvQ|uR_4OZ5WmPXn7o0SdU0aaU^^qP7)ZPNztfQn;zA~#^`rZwFH^|PYRcP}*# zD3-R9(-?uO2XDi+JMVy+%5k4IV76(4oQ6}0JaV#F3o_SDbK2`?hjv6^1;SgNS%02} zHpppDI!9iTb1woLW;G2xrrU6_GTXF4PJ5~0%SHJT(aJ`p?F#{!ra={GwzR?X)HLQR znWF`k9e@`ci(WqEstbir9n`uZO`#BA@nUfO3al=X5I_+l#fU+WW(vCmLIm|9ai3g!2W6YpWS;;^u{2e{ zJE(QDn!+H!qNeU~m!COPXpt=!4*l%mEgTal(%jw*Wy>1oE#?W*DuwcB2WHzf$XgTD zWHiezpln@jF;H*Uq&MQO=v}7KmNj^aRGQJ*M6tUJWy@-+HNmRzR8i?vK-sFAieLZ* zZ(XUF_>NUk#&MrYsGavvBO)fku+gf#yzF69)%MZtrVtOt@y&=&y;<~TAis~S$KVKu zIbLP==bKE8%nx>mgB<^awWf1^6`xd`!BMzVnm(m1Yt*TO zvdtR2hl+RMnJA!avj*>>8VX#Lm+V%xljF$^M3@pkc2Kq|&+(=qxNMPQ@t`Zso8}Z) zG|ts$Xcxpi3Cou?;@5nJ$AU1bK%7;qi5lF}NA5T+`tG3!Sn3<_QhEp9-S|kO@3I%F zr5}pz*Rq3P1kPD;aHe)W;6aUtZfE$gi2pjQoqU&Er#wp@YF(DoEx!L0$gCy5dH(Rq zcXp@0`y6rvjuCtaIOP*eBt4jS-bg;>=%rDtoQ#D7bU*sF@!EXNVaMrW!(HslU%Vdy z7`iICifDxy%(k!jegsg^_);;agR*tC-;W4u>7eJZY*|f79YAqX=o8_xnvyzz;_@-? zwt%u#IbQp$)ZPHx3+`c*}dXv(n23HQsuFt6GeP9MWQ{G~|tU=NHP;619z`?TI z{i&~FEtwLdr7VnkRfD2eu^y&#qad8{6utT49Syq6 zAO4(G*;V)kRLt`xGyA6^$s>vkb?{ldZd7Q;X(nD}SS+IED8=`)s^a8yBDV83$>3w5 zSWTXnFQ;mmBQ)dM;L;~enFF`v3S+-v^^L}5WH>5lHaWPxQUq0&RDcbbt!-G2U=luX zzm!W0_^RvrQ^NIBhs=V`E;m3ROX!XK%L&4fC+}-Tkurk1{EFU+U!6FZ^09@g82Lf%+@w~3)E187S0AmHl?z%P=gwR3RL6x` z{dat8D;vE9bZ?XaAmu1{3tW%kMKRl`M>~95+5VI-9Oi_Tp6g&tJFX@p*(>j$@USp8 z1S2{_*_L!=hh?Z2s?3Sta0J!9EcLR~i6)YW1{ z{fl2I&j1~CL+_yErEZMOdF9__sP)VS9r!Q&_s>*Gl(B+i_^jNKHH9=!SBo=oS=h}&Z*ukorOc+6ty^#{+Gl8~QO(u+>Qiy$K!iB&tCJdoa;pCdGR~0cK zTQSEURh`uDz=*h?=6F>3@?nMun#OH9vYW*D*(G+=n?re>&lDgl!?*t>3-mrPhR&R1 zSVUls7wvVxF*!#sjz;9pC#oKjJBgWFo2$u$3>yVv-#vI1`5h)JoYzGC3RFN`Zr)$! z@4nwW2Zh+Cuus=`g)%O0t2o9Y1y<6RJXV)Th@kM)CBH)={jijHCo5m`vemdKdrY#ttp{bE0jO4v$zHGUc&qsww7K9paejyD`ByUx= zuCs7Z?B4A)@18-8orK4t$x2G}tC!U!J{%N<_smUBH=$bAAM;2jl;H>IzS`QKd888= z5(He*Z8d_2u2nvd!P#t+#c`jtX4h z$o!edSAEd7B(sy%DHpfv{g*4{aS>0eFJRK3k(46=-RqNTMAyE6)Ol{vf%kYnvNV}U zNPQ8m^{i*#4OH)f;2jpA+iGHm6nrHyW(;E+?a~xJ-|Zb`VsnS<>jzy?DD^6#jE3Lz zJUI@EcBLew7ppQT_ee(?+Q9MGLVco7%z09!j;1{qZ+9#dp(kAIG?ub%)kTdkX}r_ctAUCTo_CJq-9!qk*~2 zj(xgI$;_8jKK&E30v51^W9|4{Uf1WFE%|W5Lr!{fncsj7iVwQIp_{4hDv`NaSs*}& zwyswDd$y{`s0GM{Xy3xpudP=%xJvTAEnj}_kRJIgE}R7|F7#NxE*pA-i)8tv63S1c`jh&~RYJP+kPq92KEq6{k*J9?jl1cNkq@6oD~ONE%7B zv_Kv5TfF0Fv!o)U41bJ#-|5rK;Tj!-w%jc_m2Tn_(Xjz*o>y(lQ53f{R`Fnc=T)QK zQC+pFa%n4Cw8eI78&5&UoxRfsbB+ML#_sH{T+MuEHMV8W5&gM$HZ_t+O|{dpZERP^ z1NQQ*(or1qRW9;Iz+v4vAyq^{X6xs&3Ik)&Er!1bLt5DYA-=vd$li{i{whPQB&_0n7pr6$fGbBM#$^(>ukHF}yBZ45j&Gj(@);#f17Md! z^KK3&L)Y)F6rYbhXtcK{AeJazA2gGB?$FlnejB|PDj!mMexEQfCYAo$zt46xGLsTM zTbf;FVPN#uoOQLqEeD@(>O0|Q5`^!kb%vXLwHg1jtC1N+lSwZOoA*$w@NUNcA}pMQ z4D<6?wk*eVpOwf7py-xx;!$w~c7^`}BwXZlyYoo4re^dnK*GSI#Ly$zPBnvn0h03S z39vZoxCkHWQrT<<9U##{=A?842W5*291xBHcd&it8W|*4^p7AzwNa3;uZzK(&u@o@a9fh{4Cg;>wlEyf^ z-ngS3lx^1Vs%ST*F^>*vr=U2~$cA1k1%bAzNKnjETBXRH_q>q#PSRCE)v;pf>FeU? z>lv>``s&f-ggXJ3y8`0+?nZrde70yJS4Zzrby@8?Q)>Z7ad2wumlui;>I6?J87>b3 z_5r=lIQZ;%e4k1f$9ix`E2|9NcBSyD>dQgxyjD+Lh4~?0&vRW>ZDoGvfl?jMb4QM2 z*MX`(#cTl`i!EsOSDHY9!D)4{ws(W#o57h1&53{&YTdiR6J;7Das(KM6>xVCpE1*8 zo`>b2c4~PyI;m5YAf8<*w9Rt2y=zru*OM$P-DZVaH>+kecie|msyh}U;UwMPmzDAx z1-jm5$>jgq_mNh!gX1}zLId9WV!k~AG+QT zs`)5RLTrLpd2k0W_yent*xLqdrK7pM0k2Via$)vgytL*92VfX5G$uoOdOG)BbH$UD zie7-((T`qq9>EKutOT=78@=kZgJ4eb25jeL$2Cdu28Dooqtx^TYUl~LQuIT zqrsnmp}BIGMFFL;okg<__J&OTY?F$1hL|~~w0!q>AHR@Yg=PNB-^1&F{_)#?_ihMh zeP<`EdfMcQKew>I43?v+mhVNTv_mp(8kKKS@-?Q(LD?R+-4->0oR(Co0?U@wynX=` z(~WP}3-Ybrt2QGASoA+-if4#bmwu&IM2q69yw-8AYPK2GBoW7|HbfoY7O#-SyZ>qS z*mvCr48hlxm~{bW`#YF$J0UA?6WO~VSo5%gn@a1<8{Okeu;Ck115-7wm|Te4zA^z8 znl;TYH;c6GYu=gw48859rYXht_1&8YjhO&18XgvCwzR>+AdMPFIQ=^cuytupH|SwH z1+VbZzd;LbPfkJ)PBLOOq;SN$>^6;K0ji8v2tjM+3p>UBNXhZ9oBL)m_e>Ogp0Nc&M(Ak&zy-dZ=+ zvt1A56dkE~{xXzN*t8h}3XxMMOnMJx6gDk}017o5r%VBruihAe5AM)OKAB9Qt!h-s zQwJ>ezBofuw3;P90fnkSQO@RWw=+v zN2nIkl!g`zzmv0QWfO(tnu7f0=6*6aoZ*VJ{h29#Z>P!pUN#X+jV{P(bFtLsf3k%? z);~%6`H}ZC({)g3O!I>tIJuGK8qBKQg=m-BznJ9<*QxD*eg}j!oym?D6o|z6^Cdf~U{DxB zmT%hOyCoCZhriG&?at;GT%qkd(}tmA1+y(_@=*XqSFrO<(SQtP>uPgRfJGH8dPRZN z#X|uUIYCTQ7JIK0c5zSyg|C(5ZVzRf)#RT5in>KcAQe#SW;yQptgc*urLuZeemV;6 zv2mkDx}fCVpkyMqp|UbW%Qdxo$#kN!7iRv+{JPHFD4!r$yirSN2>)=aXauWeRp zCnYi`6PK{hYR}sS)@tpEi#MCrW5!^uNzueoX`^_L`2SX#?aQ?}xY8`+`j895eR;CR z3ijRFxIVGOL~+X)#JE1C#!)f`lX;zfVo0w)b*}uREe(G<|8N1kmAbSSavl5#qJy6u z&!r~RJ_rbkm$Z_yklbGhV`Hzny|>M(PX|YuKaCdgr9FD`_vhG&Dpe;rfYbe1j58BX zU)-M^BkF z^)BP!BF))@+3By6Cb=wo(6}=kTZvX2|BpZWZBi9Gz*GZymE969%_VvC5c-gt9dAU8 z_OElsNEetYXbD%wV80s$W7BBAR)QI4{-Z%Kgy8v=IMXqQNz_3wJT4RppCq0gm@$VW z>Y8WMvuoss(d#)$`v4AJ8$=@)GUbOxi#rd3se>>^a!l#J7z87+lH@qdhhSyD`_Y?< zTwhj&Z7wO}B>`_7{p)4zykAoPAMnbu%mpp;T_Y(ZSQ-x;rKfnp!lezW1u_&EJ@{Q< zPuxyQ6^oYUk|BF|Sfe+{(KDg6QEdm^DX&v1{wWt`((*sH(gErNco8kVDjBn&(!kuy zJDXNd8gAN)L=@uKi}WB2L(wzJ$9p0}F{c>)JA@3L2ba2mnpY7Gp-mfK$P1`))j8rtQeILKiIV9%3 zj6>H>+P+-*zn-tOzOOuB&(jBgi5EtR>kKNnFF)n-vY(3wZ2r@&2Mk%c<*3~rFe-pF zkIoAYjzq0jzGSF@t+nf$1;-1QCPnp9<#;3JBehtZv$L1$%NVEmNDp?Py3-Fe4VJ~o zw1BAzt8Az&u46hw>TuF=9*oi}%lJ%?_=7eK!kp&|3c%87 z=~)byR-e|K^p(yFUtqtS4!90!%3-M?fB87L^3HH~H?yYauW{?-LW zV(pXCIKL``a*g%7pojoop3-zOfd=*a!Bx?%f`&s{70%pcuMDeMJj!`*HcP`tpDD*H zFRRyB+d`r7pHd15x{xyh(%CNz}m~nR-`MYnbe1b;v{ua82~c{zVBtNZy&weSy7mnPWHH} z&m4WO*Qe9=?hl#&jbO?M<~QJ2{6r-QbPJPMQH%0p-iV1rEpj?^W)6&#k*3vO3|bM z51@#Ey_gX1p_c3Yi&yVWNYNwQ+#tuKvJCS%#~T_pifX{>2bs<>J9+AiNtUSKppESs z?9P#;%iXBEKt2*&87NEt3(hMP|_+XoAgkel;LcSk zEJOEGcp*dCsyZ4<_`Raa5j{y6i#3#!p`j+YA#hT&>C`;5hWd-FHgrLe$xd_)?X8CT zuY*u<<^qMEcu)i1P)N*mN##)-af9V_U9*k}In0{T9P!;>?1dsrkT%)JNs!HXQ;WRo zm+pZAf;4;Ky=S8ZyvVZ!_zU?Sp%KV@s!r0QbxHUDjHDG*Bk@4Av|61Z!h;N&H~g4+ zDBtFDD()5gqgnoj*(YiHuRYC29wQvC_2zbh6$W2glMqNnRpTOk!YRux7`0 zLf?+H4^d1XYV1el$l|xzyr)h8*-qPglPZ{wxG>a7=aiaik~eI3c~RopYJ9DXOln8{ zkd9PijVgqC+*wxyHK-6i@fVQ3q_=BJVZX?ziPc<3T3tr4UkHo{i%0*WM)G-y!8QBj zT;_3Mmd6r6(L04iRXi;jYL#Pwut>Sgi}kaEfwPBD^@eAS|I>#z3|uROtHQLCfwQP! z3hg{M?fxLG!c-F@vdD^-TwdvIZnU`vlmIn;V;#Y`BbeHmHd@+d>3Ixf zqs1^Wt_e$*D*SqeRZ}fdyV2|RH7DkSJXD9tMK4>Fgv!<=j%!!fm+H9nk~&8M!mbi(x|RGot1PRF0Gct z>gAj^SSewLB+~;Wh9*e}2eNa|*DO&OuPtFUznx>}}r>3t4i_JBTFWNVB0MSKL*p4KqRhHSOoyKclR>QJIik=Q#ad|$LFF&_kI%*BzP8ang zTHa?q5oE#Fb-j=pf)2+j^+OIX`*GHf`H%F^To#4XBu}j>G@Bp3Y2s(4yVeJ(Vph0* z77^=y!uLPoypTd<4rm=Ft@B%`*Z1^N#EqwY{qp;~ko$Sj=9Dsc>?BF*x~4WkC|axM zfv2EK8pM%K0?$gb;%diemLu*e>;B1rol^6t)n>ZOSpp{o5<56zCV51q0`d0bPXWJI$Q!{1LcddMv$O7_vr-?B5a zrgtomi3e;R=1T2dK4+7Tqe33Nj8asEfkQMW=6fU!fqD%;!r+e32H*WFUfR@dJHi?+ zx55WRX6t5Ub~^^Ettj)suYgpGRyKSBG)E)aheqqsOh$f{E`bZ#YbA7GM1|Aj2oGk= zF<5MM<6e^yvH>#(O0(fh{RrJ?KzvF;g=l3#Of4m*X4&{&CU>Nqt^<(S7V8#eXYVCr z>Vd`Jad%hWfA{Uno8Ldud^E8w?V#xs_TBm|xDk;^5`rxsm&f@fxKP-X#$43I1|rcD zyF(afVy{FI(nw%7xr12cT7T2=UfE{a=A~sgk-*mj1Zat6E z`MKw-LD-b1U|V#ZFJ<`ib9d0OLFH7MgPgj6mg-c~>NagO--|1*MUq){8*vSl{=K%; z4zSc{^QAt+8Ov_AyJYpF89>3kQ_9lGP$sb>xtOz<56-S5(TG%Gc|7^>#-ZV8Fx|-x z^st7k`7Shk79;5)-JC@2BO{x66&1&<0#af0KF+81CB;%1OlLdB#29@jAJ{>U6Q2A- zOiV>Ei3|^qv@%OGUASgEvf&8(UOm)K7A7-`ln9c89DVDmoDR9L(lx(1s<7Dc>f}p( z*CE}IN_-mQV>wjw4>fx{*GdWsJ@y2{Gzu`=l%}`|z-S?VQgf36Y~7aTVby4<`7DK5 zF__!q&$oI>-ZZ84(*xoS+Mv(rp@wHPN-vjYC*UPm*V5pP*NaebLFmpSP$3;*qEx+XbO}*ET8YFi{y_pxL%LY2I@N6G?fm6KR75n4RdLNiq?@ zq^IxZKvy~kca4cXDh1upX=sC-t9ePO31va2fwfhF`i4&Usb5>}*m(j^+Txvos0_h=*jEp0 z4B1Y7P!*3#nZEp7^abO&TKT+w7rjh5d1=fWhqhG#-TD79=(S0^eEH|mJ89y{jU0)e zPVa<JKqYF{^D6WTlxgCSA00JD|(>(;ZhhZ~7BeX#s`9U++2W@oAwb`}}+KDvq*GQ!eci65CS}6~%G~RjX+m22H8$1F! z@e#V(a>w2yNU0wh9bPPLMH@Tk;!|uDNC9`QU zWP7MpMzrnnF=|ylPYNlojVujm#F3IVr#D^KG$SRU^;;UXKKvlLXtAEv@$_qrIB)X~ za$nV+W@~b_W3kQ_rfyl2%1fsnIN6d^m!^MWJkI~T zQTf2|j`>f@5zmwaeUD($0LYZrE*|=cf@zYgpVBg}Dg-XNe(SP+54meC`A;TSCUeT7 z<-3+B|6UF&H|KkztZSAJMTYW3%xr7wXj_XnL6-#%ouQR5hT`qfOyoEfa(TxJIu2cY zR88z}=@jY98{2SD*`bL6&VOmb5!e@G?2w#!10OK^1vMvJf8B?{b zpa6`Qi}@QRn4PS9Ou80ECm_8si4cZx~R|HQ}bhM5R`!Z)S zKTW!E<4Qn2+UtcJ)cMPVA->Y^F49AnFTZaWQE#?+5VD4MC4FO-EX=9gIK}G6*nRh4 zzdw9j)Vih{sq~8t#qJW-MAY0TH|g|}XPk1w6>R00rpXYX(KLX@$Q!hs%zRA&QIezL zr3K84dXiY`U?ayH&Og#}9%s0@95&nBT;q_;nKzzVx^C)juTXtkTVv6g9HSHU#9?)9 zYygG!N{AlkMzE}CTUYn|!CcS>;wg;{Sw7sZyT90R>iyjDhUJ_3&}=H@mhoK_)35KU zefi)`J)cyqEOmX}XismGmFk-Xl-wcfnF*?ol_D%Mq*ng+i*jPR79KFtrd!na45ETU{&alhgx2+)-Qy1h>&ezJ8_0`61 zT)^iGu2C5p4r*Oiy|HHmmT9erUsGPSRJ;4YI9c8n`}7xe4mGD;<&IFXmjkmc`I}a6 zn*a*UoOwqDl&x!2<+|eCrS)QgWy@-wRIn`4u%_z?v7EQdjH#y2Ie^k@!9Dj-wknr6 z{#k{uYN#7dVxHjw$~LQ6cM(7_IN?TKhF?`z)kOfsU1J6;7bNeMt;!oji-vf9t<~r| zq^hWvm5)R$%OS4rzOCz3^qdZ&rmA`OWBB`0S+~+_b*3w&ZpUqmfB$Jeon`3&>E$ z9D^0>_m}!;QfTI&%sJAOn>B$-p`x})5^5#TR@KoV&R4AAn)nq*l_XRJ^@rAb6|9O- z%$avQg8GX=D8gzFT&fY2D;WE%9)@65N>EpkkR#BTq5X;mSRCPrxx^usQ&PItr4Xq) zS_kVIjT>Sp5eF`yj2#B$sw(iQln8fguzqx+;*fS7A(MX9{d=PvYE8G&DQ z|K36=xkh!60n}IBzqe56RMck{OuCn|)OeV3d5Qb=8m?G_ob{x$H2r7_@wZdZP?yh0 zuW+*l<;)X3f*CXT=`w+KgoAR1Bn9foifuQfK{2DM_1jaasP&=-#f)Y>T}i0+Q0oB> z>Pbp4PKCd2Su2)f2GbhX@QiGt{)e+xSCvrmN(q$g2Uz8k?RLbztkyz{s<5Z?hx1p^ z&gDEklL)hHEF<~<_PiYqO0(YZj_M>DP)0)5I?{Zfx7*i|$VSp0M9{>SXWk4+<4nin z%bct;PF&l(kz)&iVV$=WSC6YPjN5BOAX(K()QFmyVeH^) zm+;xM>LDGEmu0So4Qc*@RS(fjnGb4CvSMgPRZ{F&wccy-*AANVZqHw4zK{58W7c{8 znsW~J@|T@*HYd54)F>>nZ9U~q{yIi6O43Em+&E>$^UK|i_-o&ts%cgq%v7vA^Vdcc z26u|M`jWhJh+>UKL;}m+mK<9sHq+K6X~z8Zp0hjT7t;mi)+SDVMR$2lOfBy6`|nm# zq?TVwJx&$%Km9H}BGOM53xs)= zqJT(S2(CzeYIhmzpl29$K7=fjB)O5oeyJVUAR9^+P zPI6Fo*V<-jghd`O3Zusgr1N_&cFWS^hVaSst&6G^&l7L(5vi9ys{(yS*mDo*eYttr zYDOXkv&heKfybo247cm)gOYf`l^4_n z6lNjJM^}&I!BmhNp_)0&o4))N2m3FR89J_k=bJ-rTS;!o$cMicu*Up{ zyCtPC3k`18_rw^s(heY&|7~q1zF)we$=g*HmF@8X0efbCI$hyb))tfzFsdDZMdV*~ zi}TU@Wi@%b7O?1CM6i^Dm!WnF*faS97+wXG-MFS42v$Y(3Ib;qLwoR>)x2>L6p{ZE zovs~$T{kX*!X12(=REJ#dW5yuS5ptuq~r`aqFm66X|Z?I8F*Hw0xA~$;z>2kcO)Z9 z#LU?Xe06ivUCg!q>LFTb0ZJ~4qU4!YWZL_9xZ0s%$-aIDb1<+V0ju$@*Fge zuN1=0=G2{c!knPC&w~cCDlkxAi5GgXRf0Cv&RQB@xvzLCHfXjqw<$eWR`T`sQUyV{ zv|6|qTYN~|(fctqshz*PIoq122t9m@7I#sTz*Ln?;#PICZu=H7HJ7BNYunc3-nzH5 z26<7Z=Oi%Fw>LCrU12G!W5{rRNyi*b#x_}4F>zVGQcn88-6(I;-{tt`O7*(ihYlI1 z;8G_NQT*j@AM#4m=oL?*V(VQLe`EQix=Ez2&sgvlhK;nA6vmkDE|Ykq%cz}k=C3rQ zJEglRo5Q4*eRrF2Df}R3B4e4*8qCCb;^lmvq(Met=h~2AtlTQekGZFq!64T( z?`8V*Mu+^zne%ILS=*j3)blfMLkZTkDFGN-^$SZj2E#3!*S6fsyF!rPA_Z?a&Y9(n z>hjbel0_aEr&K|{>6ZHRCMk$_b6BIN2kJZ#jF$Q2=*<}(ir#Epq_y0?5>{HJ@3=g0 zU%t^o;;x#tiD*m*%@_PT%WfZx+Gyl`+HKlk>I7%$Yi!fDf@{9PTZx^3IaHtpXV=5g zN^C=eEud^+%@!TOx>Vb&gy9g(adX$YRND9!%=>xz(A4pdC~LU1-{gzd1%^X|jxbXU zmW$(;!hCwE;#iQ{e?1@LUz{IF2WKX|B^8_6*K~s}4~4r5OaP^vkvt9uWvAX|#{f$* zky#BM%a)Z@nqXRe07ZN@iPvCRJ?;-rA-SK#*0}8TW;wN^KJQ>vt9E1B!&omiB8U{k>ve92_*`2?-$I#At z%_L1-I=jBQ(OunF-ySA9;5^9(FmO@wF_RhxV}Wp3yw0QB$O^Bm*9fi`3g=jC?+$*plI1 zg6&<|1qaq+zSenVJMRVcohX;&%0p(hur2@lpSNzt!B8{>JX{Pqjeo%erl?;edG5(_TH2}j(Nu9W+47T$|Xrj=K zaMOo_GT}b>3oP5)ro9qCNikr~QMjziqfe}kHGhYB${U!HvPjn7W>7Xac40MlMmLO`>xrZ+ z2i3Q+0T%f%bRjLUx;8d|l3SOqVBxZ=jioiC)zV83?iV-9i8`a@j$NFxja6d<*3dH< zz@@gJ@LB<9o6>Y81Yl?m$(2xm^_^CPhNDLHa0ObIjU0fX4m@t0R{_@b^afz^`dmmt zE5K~invRYDOwDmfYb(LlO{;lHrqBFjUUxiPS>3vjSIA3E8%73&Zw!#;!P|S_ptQSJ z^4cBLO2J@EQ)4ojrB`5e9eS`V9?0_*>%%Rp>&PQ0M&n{rc&M%euc1ip6Dt-_>t@x* zeZ}Ft7$%1V$3uk~Qu64WCujC7IBaJtlbwzQtEO@=fUYLjHx<3(eUSQdjMpa0JZYY_ zMO$}pkliLqoER>=g$wrOvm@Dzu$^H<6K(ngNx^ux?z%dd&EQ z5UB%gFIBZKwU84f3ky&|S8<l1W|+pp{(qqPzEsadG}q^Ra*=k~6K{304v!=q z9Omo-Mv4+mG1+QNX4ZI0f_ITn}SLm zcv$zeUPYn>ct3s_>_KzWocR|DdWH5wU9j7>PCzWlRjH%X298}9oIAH3@k?K2R2m7a zg4D-?Ht3_h;j$#TO2WK2)&1{?H>y5i}#py&!lIy&}TtMW#nI9q=8(T!~_-;j2DvcC$U0wJ6`*v_r!DO56dni<`x#xBV0xvn+xw)7-e= z9Tdw5O$k#G#kK16ofO}Q6D0Q%V(n$2UXv`fDE}^s?;0UGbN=>(U7n0>b16#?o$#I9 ztK>TPx%3h~ojqF1b^200&Ku2j+CgzPo?bj$sg8H~^m3CM7fPX&#RR;(f4JWAb=Hku zL=9f5rb^do<4Xvx6IH#dK6r>`hSZ3J)76b>ZV-&6`aJ~Ss1}^rx|-h>+@)Mmd^r}h ze$lmPA(l<{Qr~og&bRy}`+{(vp>3po;bHH2lQeT3PJV|ss2iZQ5bPthuRK_jR-?KB z8Hc};ZT1e%@n;XIXM!bEEGAxeTxW}GCOFm4FVYE>UfDb$54$&^Z*3|$zhc-GXtuUd zO#>84MoGho;RZDgV)yu?Y3&}Pjh-rSN$9+R8$MNytgTqiLO+8VA4O$6dvu8_Nj1qd ze5$zi=sUkb+kdJ`Wq5lX0*%j$>mBced!jV|SW!Lgi&dJ~t^^w2LBZ)BD6)N0uYG-Z zJNG7#*t8v7AE-kVUwM>M(FY$Uk-$v42F(ns4<$B_lZXCrpY;1m|+(yB0?=;rTsUGjTCk8*`Hu zS6;NXru+`j2vELe-*AN1e5z_Rg~aGr_3juXOUBOifu2e-&pSZ>Fx##0?72e@WT8t^ z(wynI@YEs+j6?r>i;`MlNxf8+_8g=A&q1`5*7X+6b-b$?G*}x6x}<8oTiYK7*G8G( zMLF3qrLMrKYi$~tq&a0JTHnnMNRNQRT1k`krQ!1J9-KlbO&Rq=`h7Hg$&pjWoDLckpO%VhV1xg---W zm*H7=@No947SQ{*$8Dbl>b>nIlm=ySxKBH9qLlTN~v0v#VB1-5ZvPxy6q{#v` zGm}q6j9U*zfwof8WPt#VI5Op{TR2->lLZ1awDdV%S}d-M1tK&$3*Pmd6==4$CJO{; zumH-|7H!=)#{!>~MiaovWltNta&3mz40hCD)Mo#BS3L`8czIWS+u)jaCxBy;?&V6k zU%5EjxaJ6n0F76SE9Hru$S?NPJHQ;9qnZW~H> zvWU{jP7k^N!?m^5@nCUuu(`e{`!3;Z;|4kINsiHLQWz#)+@SoW%^@!Etr*$6afGj! z#kWP<$#5D%L)>qRX8ShCaI^u#_f7lmH~Z$q?`$KSAGvS2Rx+-Jxmtn;?hMXL5|M#T z8~T}Gwzw&8BCMD0v;=h~vg_~zECg#Rw(?lE zuIAAPSX2zrB(Gf8x?%3%KdW~)0K+LyAu(h*BH6yAWB#)-yPrBX8uTa#>adK+L9R&I z)lbsqJ=RKOQ!3O%a(wtBDZn*A?x(Np;d-*%4V*Jbewzsv{d&6E^X+>CE?@M zKPN6<>9z+i=W_iq&ig4_ly>~RWZ$U{Snl@GgargpPC7vtk7!64^Umyt$l&4mdnW4OG>U$Qm)$?Fk1SQy>u zuY^kj(i(MHbH=DXfKV@~IpkUmRtltUi=<9eDcyx`5UY+C!>vKEJWVSX>cX3s#HAl2 z;Lu=Uh?33;Hl{zVGS!Xs=xNkZw{j8=Sz4_9zC!d2Gd;_rL-3HC#O&w7>tL8rh($BhPle0_D)1r6opEAi##^7h@y zWA7{Nr~;nJO6mYP=eq+=0iTNi{j|oJE0F{&NkMO#j#uE>{jF88LlfxI-DhC8|U{G?vw zrOiEAMk4<6J|HS-UO9hkQ2^MusK|q^Q02lek{MO+DJ^&lCzRuNZ9mDW1jfp-)?r$B z-$E@2jg8w}6sF9neDk&zi|Od(>x_ac6pF=?!jhLhF4$FmxYnZqFlHV7wN3tffj5F& z%dTiV&a5#)^adr@MBy^uT71-Y55F?f4$Z|eK`qwCqQ$_RuyA`{K9Xd6_0QGT>b1Vz zphfqWs-mBPLD~EQr@-&*Lh9EO#o8OJwYjrT0=7TacHSef9)G4kAU;v9we8op6Dkt&&)j$}}^T2bD#o`z?SMQ`9YO{K5wzlH+@uXvzU7NxB$e5^ z!5O$uKUk&Dz$I;c;|u&MwHGv@Ij(OkqCUlBi1s7alUA9_ z9-%&~BhP$f@;LXg=P}JLpl7o)j|ZQb{ib~a-CY#dnZ-0-yaw;PQ7Zeq9V7Gi8H83& z^&Dg^OXAC()WVm5=Y~pJxsDkPWyv{Zu5vJ+c$)nuo2TnXUdLwa9twPhQR2~T2*#IL z3eMv}vrT!PftEKp9f;nLI1h@VoV)Pj-tIT(bBr4~ZK7smv^M4G({wCBIOu*+0wSQ` zNWMpPRe;L$GZlLz<9KQ~fFf0xdV+}~2I}W$=rjbE^i-2R;D1Gm8!s%K*=v|ZS;9l* z-(WJCwBWXk!WMXiLoh)@k}4D$Q=X7#mHg1`=4*eW^HmZub{>i^fb<7GiAH>ycl4nu5 z+Wn0Q4OVYsdwxM`5w1`Bx!f}vDq5t)okwa0;#}2=a<}#`#qaZZFmr-?@(I7bwZr1* z7UhB|K&72a^rmybs!VOwTfk1t?s77Sr)Phr(}RD205$EL{(UO-SDo1;ALAoe3)h^` z0&y05E|DXNbQVLl*x9ips7UiIIr(8r*_T$51t7!IHP$U8Ke%erG`HW3Q!r}7 zzPhZ#xK;G3x-tBx)8){jN3((0G=&7+cVA%~hR*1zat8m6jYBNVTy{h!H->15Bm1E&HIyJo++2@_j_BniGfg5`{A8GJ)aCi9GXN%wQeycKf{@>2qy25Qr$2Fs~ zH>yAEZ<$QE{HV$7GnWWw><|Gt{Tc9O!T?WpKP5jRlX zt-QttPwJ@cp;~?-S^W8}f}RpU(T3zB)+bs9#OzaJ!;Jb(b&G6Y76z-|^9fMn?EB`O zvR4T>zYh!L4MRtfT%4c8cxw_2BW(r?NCQ#7G2ZT93pg6yovN|Y{T?*S*!!70q1D=u zL#?vK>i4*G8InGhPq(8yGj7L58Q#dvx}KRgiD3E zyY0~Ef?g_zf*cz{_JE$k_K6a{Rm$4KNp)J`4n$|s4#qTDw|DDW2q88Rh%V*nMg0={ zh3PB9CFt*or;r_`*#b+=JVI@1xS31O(p^mt6?+YSbb@fFLXy)v9o@@iG19ZX9@ue9 z1bMOegUd0}VPdEt#cWmd%oT*VvGVYAw>EeFr{rqkfW}3`N%PNHM1%&Q?dN7q z15h`&{rA(|+QpNG8+Kch2B2x};p*jXY3)J7`?o^c)x{Hb--Cwd@3o4xmA$!?t1pcq zC#-^tkCT^%if> z(eVGv6`-xnO(XDMk%#6l7FaDWjo^Q^d^BADV24Sot<6uv^^amS(O_i(8m|8dscp$c z!~Ng$mi#n4|5JvxB{vPvf8VtfpyBx!3yh8>FAdNCG^lOKhsN`N(*e@({0GcZkcQ_! zWR@_lJpVTXE^Zp$zf}K`N?*;w!P@e#U<%G$Xt2Bgf>m(lhN=3$G7n7m|CM1T_#YDm zXP9t*nZQW>KPLFsCjZ#LkcR6oTkgLMx&M`(hWjrM?!UOX|8n8}%YgeYZSKEhx&La^ z_&?+Ri|#+`{%u$P2>{UYvhe)3rTuGP8i1a?m8TueKTQT8Z*6aD=lQp+0Bd3HZmv$| zp4K#;?q1et|EJaeC#00Ur-!<=yR@sbo2$z|?G;D^P_}llh0)^|;D!MP$l5!>$iUA3 z(0ONV>1t*Dj{^SJ34C9l^dN)vkBI zDgu<^!6N7DH_ulTDBB;#9&kqQt!6?;qoShJ0(bBQHUqCdyY?P_-xhS+b?@K(o%nPX zI8)spdbm&?a-@}CB_-X9Iukkx>fa6A^F4O#ofCAszt~m_{*`9>^0=&5qYo+;k3WBr z--nS-{eAn~+$G5Auvh`j3vijq6QzDWkW1Zej}5AWO1KDafyCPCM}4OMiqHO!_(c4V zihsp-pMq(p1D3Vj@~;J~{{h?7FsHX8xCJ{>46%H{GpE&;lz&ysjE>Bjc;(u2qiY(q zxwW;`-!Bn`#%j`{&aB;?h=J*gWMh`cJo)tXfejLJ_iJ+~A-tq$OG#2mDXXp2>+TRz`Mbxbr()`2ZvsJEnzboEY>y35oVYe<1D?oZn zq)4zgeX-AHGl+OjRF)EJe&i!-3$=>thO&}4~KObirw^8~tPaZ1?u7Z}J z=qNgM{sq; z*n>znR`M0;rql+>N{6N6OR*NZrHiHcOtBw$=04aX{_44z>TtEU)D<#4_(g>@zp-dU z6rz{j!^Jj3u1vaqd+ZnfCUvgP%k^4J*k^05GFP}w5@x55mM&pyJAvl&D@m4eUEk_h zM0m!YQCh#=08I`5OnnoD*ao8eS(@Ed18&&;sFo)4mQ8l%L}0aj55s<-)!;kq9~>qG zV_cT9t*u6o`|J$1Gf=O4ccQ7shS}snhv^JCMr;CX|7c&p5}Wby=1IUlC`J?_=RU2H zq6T&q2X%99yL`VIyq<7B-w#fCzvmCGCxqU3i$adq#ZQs@q=lsR+keAM-ikn`3-V~}^mC-Q zw?hzSUhi#@Ukp@CP&&?h;O6uGaS(c5W_Y37BRyK?@_R$NFpjNQrX6GV~8uvU{L$OprSczr1jg2_g!T%lRMJ zlr?X%C{zN#KAhza2LF;_B1f&Q4KH?e77j_$?77OfSjsX4pH~?&P2b*~PduPZ!$^D$ zYVo*2667~CJC8@7Emh;!u97(g^}Yvtx29dyPw#dg?-}?x6LZkir5fI!E!E$O-8s2{ z^7fd4n>{wx5II=3{@|?v)KlcUsXJ_VVW0DZeE&W^3inj?An+LGuNM0SM&)cy*A0=q z+3Y)@->;vImSZ2WswzB5FaEGP3hRnMn07(}hPd8Tz5OF}y3-0l7fj!Cc9TdKoUB#Akn9L(03RIq<{d1RwU4Q+G&@x}Mj;uVFNtBXsf ze6RUX)Us(v?nRMI{I^;|Cj2GXh_OUTVB<&yRY?NwQU-Y6iE|r#r0IE$iR2$(Fabm# z`RXJbAnPk{_$ajor`q{vtlR@jnA5L&%#SG_j(gy0aOH<~l$F`biCpKG{W;DrkH9{& zfw1*1pYUy^O!n{Xpkjop(b3VQB&fuu+Ie3XTE5Fx0V(@38XV+Tv(n){f$=Re{qdN=*!vp_eW&;E}e z0@aL~NE?2(7kL`zo-Np7+z;!cyDV&#id^k_97vhfeXi##lU?eq6K9v2*Y7e6uU@^% zP7R$V5Ym;4g3jcdnwnyh9zS$;3d!^ZKKvr(vEc+&6S&YjG5_H(>0bG?J+>aB{kbqK zj@Wv@=#n2c6>(kusxCPazaJMG1bBNEx>QeP!cxKuPhf4{w zhw*ll6Ewug_tHKk6E3G07cGdP*gQ0C29@8p{hGt)bGBv(`$^5)aXtQ4O9l1d7O@h5bqs&XdA(ZJ`QWBh8Q+kE zSa-9@VOS5W4D&94?v?h$=cgUs&kS^hso;wvMt6eArLecKReJ@32adEd(V>khqjZ>R ziFE;^>ICIA#CB5`ZlOF6h4Oa<$*F|8< z$L*F5{;9718P3sB*aOK=YI9+*&w8u=bnQEwU5#Mh2wb)8Ly^P|Fm{?{y`Cd09dSFw z)($CF>&qms^}s{Y?wBv%2al)9(ZP1%ru(AQqbB(o0_sI3_V&j~?u@*Dx}Hck3ZMM1 zS<)_SDyVZ_M5!4&ywR~8hPC-a(I8ot1X4~?_!G;@%LTkSU$MqSkBq;|*xZnjid{=7 ze*4fgi!u2(#hk%;Xn<~=+rlzu8wPN5b&{<2=|*ovtHEo~xcdv4+M^w1G**M-f>Na# zNnwv=)3;pj|qN=!g(+a(q#@H&IaC(i(DqI+QgRl1X zGmeEyrU9jL-$SG5BJFYW)Y|>3?jHOG1AgumIL4|sblfG~j^g{Pq4+o(jWyP%lJHEL zNa*O>3F)-I;^a;NEqoBiEV$e*$F{jY9heADI#md9y~#>bmh@g4=F8Z1Q-lxY$-oW-cKs+^$ZVgpc`+XoB#WHLt%f z=)~bl5L339$;&GKVl7n4kBTG*Wa{b|Go%m12Kf%+RjeLK%KY3JOS{QOIrl zz$uq6g@W%cO~LIQ2sxHPxeC_kkc4wBsb=0WdLz@}i5k<;`YVc;6@Ks5uCL9ABcY@A zc~JqDQS^g4x}Qx_QAu>nqt~4yD;sub0x3PwR; zxG`7#G=OC>ywd>L1MtW}Me`mr%vdyVhmN1KaiJrXV+}}^{y2?ZiVVgYe`vLJ5U$m- zpS&X{RZ`Z}0GeML#vT^eh`Q`E1DESS1Z*N2(M~^i7wfS<0D+r&mpNm`{)Z%c0Cn@!kB?sInRfC_^3lIN*+F z^t~aa%Wc3{7!LaM1V1OMi3U;!IZx~i5dB#o)dnR9C01mkf2>g@ZKRaLs#N@mf^gTs zq#65wYBk`;VKv7mza-sCEd>1eTZ>@?J!XBaR}`uC64kOJ;cbSb))4HU#^Ut(N}rzb zQ#?>05)$sPN5L8W7c2g&@@0W%dzC z+R}>rnY|DGb=fqkIYgR5ugwWU5gbO=v?se%0ARh0aom{6M8Q^;xE!RWt#0+ae7Cms zAalw7l0dG>J|lYt^K+4X{vTHjm#7}MbIr7JtO8U}B~#0=>* zz~^f{bWWI2!A=3=f=VmRbmr)urj~(&gQOa)h3fiUqzkSn;OOXfM%Cw`UD3O_5)LZe zhLGdYP(QVbwa`{aqosu0nSbDOD~>(5!%}4 zc2(@$r_4wVSq;D4t_(>?N#H}^Uw;~%>?J0ysHwvrYxFy@bJb(HgjbfnjICB<;jHTG zdpsR=ZS2N45o+-HfaooU3}`w2iMo`yk(G7R+mdYueeghWJMmfXv6p^XNM`dV++r(^ zE?TuOdVl3}NQ%YL^QU6#H}V~B<$)a&8VhmT8BYi$S3hnfA<6Um}rD4i6_ZrOm$QWf5iR z_q;KXNy>Q#mDF)`di-Y=8EB!LE_kSHCNMcA(RxUv2n)z@ysT;$kU<8zQU+BAaYd*6 z0KB)mOF6qNj8rfKVlQDjaVajjlCw-sOJmk3u1b0G-0~0I1fdSNmB3~*7!L_nG>RD% zyx3Yx`yuU8H)^|Z!I-mv?uP|>?QvO<%1!2sIY3t4?nL^n#y4v2y=A=9-E z*5|>CJO;3(Nx5FV!j6bWBVI$0Y8bzV4YS2>jAJ}A5PBj1GILYE#O9h@hSGxs+$ZM! zBu&>VX*#!qz;BDh?%FyV?AjTxG*_6b2swnzvo4M@5ux#uR|9$#Tc8*LycgWzLx=GZ zj$5WR0UsL!u<6KoUikcOcevmgdm)`hn`-$$WNu+$AyjDamIj2QC+=9XEkac3j$}(Y zP8J-qeX^|HLedL{)3f3K9rc!y5Q1)Nov9iO@)9-e(N(>=`5}w<32OQHv!PQ*W#uu= z0f8vH&!H8q#~qQa88$Lk@9Jf58h1AcqeIYy9a(5t6ax@;w~Vm znAh;IUe%c?ns>yzfQ`eaJD=A(Q~*glnuP;=HS`6x9YZi^3wnY+CEMNlQp9um%qv@q zMfc<%J2Co<&Q6-2S5~B@GIfB-{5CU_S&7Th{9@|$cm@}yea=4z{f4{Ezv)!PprJ(O zlhCQ_2b}&WR>W1OYXIWQ92^}ZPLUAl_Gq0ih*NJzKx4=3X!#(!zvY-`qT7-1_&jj5 z`q0sJ_dRw0IDH??tDr2@O_41v(ZkRlu}`;0FJ{fq9D+@*7pHB*WA!dR?yx_s*hjsk zQj}Msy`^E9sPnRdL2h~@l~7=&yN1u3@X(EOJ)Ig%;)+zy7z#^T2sOyPg@nvAN6yOj z3BF$w0b-~W&CNd@CN$ZkcSH=Ee4J=PJWec`MamGA5q>xg-;9WHe8{s{GEenDJKL zmOg^=5lDtcL67ywYMaOo&f-40g3_lUIuXr$<04q%E5hxWEG_%PG3*Z*7f%>`kZ6Na z3?7wLYRebTtM(n}a9`WF_1F{2x)cl7X&kcBbl0Q!#OrCJz2<{UHvff3okXqX^{EHMfbFT6%~4ma{jCKuoQnzf_0n~dyLOcwc&7l}#az>EZG{GcC( zaikjk`avbI)@VUl%RcM5x7(RMvc9$sQ@SasVJ@F+Lcm4B^P%d_r#H&G&`p2=ud_e}1G_D9MGBUB;M$$qOJ6kU8;oRh$)6XhehXl!2 zhd_#34Uec1A=AQl)033p^fs7;4CER>fXl(c9*+57v|Qa3^3?M zZPSnxFKqeJYo~&rPM%G~B@Z{H%>{b5-Mw9`oEs6>JT>p!RT#z`@ir4u5~w5uDHf=B z>LghGHIt3!TM}Y~&T;k@&t)3G6tq+nOT!mzkc_jHwHlOCCtI*qK{o$XLMgA9T%*uN z!x?8;%im9hfc-EL0?$J|*r)Q_9mN@EedT&bYDIHTD4ek=pa(r~FepW%%0UBWQT?~+ zU}=cYeT-8snh#rQ_^@&JdPFN(Qj4GZg>f=EfNVfKiWb=*G4@@kX#kQyYRA z@CR`WpJnG3L?f^C=V()iS-D0Q^fM7US4@dg+Y(VQ^NV2Vc$jQH5WkrYxwx}?j*yX< z71OpYaJhBVQU8Mg;!m6{>kzDQ5UUt?ItvXqM=(DeBCC2Gh{86g)Of=dH~9(IrdbFc zp3T;Wi19O83BYwne$-D{rkzJVP_b0V1_We}0B6!(t4rFvfZE#fF-&k{kHfvZ;w?Un zOX8I)NmUiZ#_tluD&XToBSSkpT*;d|2&}Bl3!LsIhL>lx(R4;U1BsWyX z@jIUMx#lYOSVYQ^y_UPqJkmx46jpV*1l2UK$x*$A$2N4A785K^qha1yN# zre~407NbgR?A1vsNIawESJP}(WM~o73TfgWjUS&rI*I`at^I0fjJ@<@zUAk@2Jai&Y<2Zcx72j$koa|p8Ty-3Rr5T3&a-A$#ZryjP*jof3{N5J zh`rEL$-#>1i{H(WMeqo8>y(6d<@YROoW4qK znR9Pwyc3V(*Upv*a_WaStjwv;H3*UhB=TdNHgm=ZQ+2eX+jCA_@=ukr{m5j6ij7B| z;bc#*4^3zwKhjwv2Uu!!@i!dGcW zr7l*>sCQ_ezj-wEH@4@JXIjvCla%JUyca^ZW%P-NHP?~M4P~9fY9K+^nrw=l%GL}5 zZ+>z9u`?1sa50g_Bp@K5#EGq3!wZ2QnZ%E22&3<`^-m}SBW--4cUe`vsk9BVR+(yS$coLtYSJvYdlLQjSa9l6|jzKh|h*+($7_-N8@*UY2- zjf3Xw@=#VOtc|_47M?gA8V53IMh9iY^_GW%2(I$DY!UTgv&Yy1{)3V?-qUx{2iCj6I4*$+~A_J z9qH#!r00J)N3bomP&qJhr}?ne_;;LF97)5_P^wHoyJW3a)@P zgF8$Sw{dzr?LP&(q9c2{Bprlfd`7216xmZLLUqO?!9bxsfG(eA?doj-gKHiFQ?1qE33j{Ne9g6^T%lYnUO}U=gnS z*@%zO&TmKeIEu{3NcS!EA(FCr3AeXcs${|+1eY$<0y_X4G*SDni02PCHKrxGjkNk- zEO;TgEUc!#jLi4qUd3T3G`a;V8E<#kX7{0aIr8vkG}(D0O-7+l5ntx)_`t206A+ph z>~nAS(Lu=yG*6@S?yS?jctJwqD+1@gS=uhUb(}UF z(9eowEcEmM04AFqr`reN^CSv1Iu5-~ZE8%BDE^!jck)j$O5+b33gMxhmG!E+8=NuD_rEc!O~?G&Prq4Y zWTYD{U`$?Cb>0k@oUg%+1rm^*9ZTMsH*P`6lH15 zFX9!C&2%=b!w*KHOa6i_4H`7tkjA2ITNmIR`+*o+K|NnJIVjb&I&#^xR)4+~f5X0{ z#PwNzQ`e}g=J={0w!CXDMqK`S@}{9-hy4gEl^H`#YLWGt_Hqd1*6YjJBk7B}#mw(s zl(6Y7GI@fLeu}c$EQ$4V$bTS^tkOWmpi_?xY&$o2%5ia6GYv!*5^d`bLs>;6)BN9=WD`NbaObZ1uVDSl* z{Sop+>%t=1XRoDngmC&24Upc*MeCxnw3Ld#niEq=((F$l5RkBUhgzvEL>yn}JT^5B zk(f&Y_lAq5`Szfc76tGP`DI=k@;5zW@E)j(@{^Dpc*)^rv8i{<%(akW)U5UUH9C-O z^dQZrjW2$CGE)3X>Q|{?0u~qvb!wN3(LZHinjDw-PLrLs za~!__YbZ+K@^}qy+3-*YNpk3+<^lnwWhaq#l?^=fM+d*pFW(GDWSmu$fVPVAFX&jM z1kb8lW-9j*`qW2XN8D4gZproWnVa(?N11v5Wbad+X=e?#JNFvxi!*2cy2lg zkNZXfA`bml0>T%;q#7(QWB=API_r=`(V)XfO^tZG?($th ztx;jQ{gtWiXtfhKx3J~GAFmzP&d7a`u8a2y#et;VEGHXu-0{ojTgzZx%`NY@90Y3nl>zJDDH_GjK9P3jF%3#|` z=}q<&C2o!ObrhfHx2lzy0C$4qPYf+&absM!G`PJ!JFy)0Y_rMHIQt15Z(G9&o^feG zy&g~BjvamX0a(DI1oZ32=4fZ6vI?!`994}qjh|6Net9wn5&Csh^2BH@^&GYXfI8JW z%-|z!0gBKPI-DSKY52HU?7%V&Kg902O#K&El%BZK2>qkk%uYAbPe4=cv<qdoh8>^SJ(pjRp z+v zvb)pmh%l)ed+j^Z8GWU*f?G|F>}lT+igA_k%BdxDR=^pny_{Pa^?P&Mc&1kV+H-r- z0vqCl2=Qproj<&gkHcmD{Tthmd1^a)SRvctJ++uE=A#g6H?g#!G*(KhVKi(#j?L4n z8U4^GJJ7Hu%@SS5sJ1~!YVKJ%jY~e_%TSBLAbC}p`+0?&Q==Lp`#V8Jq70xhi%^x0 zK`L;@J~FtK_dX?Px8{8^J|_uDd5mQEN(Z|~kw$I8MhtL9WrzO@XZTo_erKQtBf;5s zAhk^@6Z_Zb0iFxvVdZy0xQA)I8{WjqTyP_lueHvzmWoRGJ>l5Am3=Tzv!g!$P<}xVS?uy53xCHvAa;il+_B5fR3f*- zX^Ls_HD%yaRNxm_%V^uTpM=lQdWXH+I?&I_E!U~f-NU&lnZj@kYZZls(OWX6;;$g8 zP*kM&#UMjjp}CSSCUR)yJN=)OqBVLPB8enH-i zmQ*k`j3>riiJ(;bjF$V;f<|6#BtAw71h#}XCG8J5c5HM!4|*Hy*=>F@3Aww;&c`~ zXyjH!(zSBgMtQf$;Yc-(ssLQ6iK#}`ekWh%N=C(TRH$R-V>DKo zF9IV9qA3h8L)_>#xqRv3AYsqNCpW10=;mx?Sm^8RZkMAVhVTdh;Xp#Z6c>3ELAWxn zXI5M9tjD4$7sMN$wbRwZORY5^K=(WoUcZAOcJrO=BpwoDy;AoAjyTB#8#*&6d`Cnr zY%uoY6Q&67n~Qewtnk8*LH1^!bZ?)9a zi1#x^{c1BdsWW8aCqHVc@PqCpHDkj@xkI!%Xg?S>U;1zpm-Nm7;Gi0d zwwoG{L&VHzgr)X`38hby+R+it?v-S*ldMWxqa%L2uZO34+)VVxx!Lg*Vl*p&EJ!mVB zI#e%Z9Tw`Bxjj}I>f4=8h+$vkjz@5gTy$F#tWz$-oxG@_HbGLx@A9mbfpWNJxnM=` zX}Z5yONU4xxC!SYlKN>DV9JyCf^;K}k#jcq4}~{F_GZ&QD!m(%A{e_kbvc%-<5aI6 z#c@*_IpG>j=3%mFk)0qSFDJJY$>+ONVM=54*<&+QsB<~m`oIwY;zqG!a+c3#f7_r4 ziipEs=25wHEDpGsEh*0nI6nb?m-i=T9bPzdjej=&tYe)dOma}yb+wXuyN`~P_<<$K z4iwI_|0QXGDRJ$7?oS5~>5o|@aIz_93U`w0HaqV{N^seq?KKlxLcZ(bJfYpfdmYS^ zje)O5LP6r?N()TKETlt`w)@?!j-RWn%x)avr%cl4{x~kLe7k9jUtV0E8))i&xmE~^ z{GNR6x=D-Iv2!|b`OKs?-tgoqE-)qv?7bMa463blQKZWfp37!Sd`C#R(p-IUk3pyt z8oE@EH65ZU!$!9CzJ>h;ySv4A>qf6>af?Igj{A1jIONty?(R{LX%Nq0_4zr#2d0NW zc5F3nB|g)Bi_ZGCWo7JS;s@f3ICKx2Uy-*r*97eet}}HPXsmg=W@epV(33?t8!qhO z13&8WHT?MsTZ7ezJI|^I+Jka?tE<`2qsCYaWnZqc-F?nbTGt!yB=0$TgBdlaiH=Xl zjG=kn3}*xh3GE*==Sajzhq2mL%#)n-p-S9^dNfZTzAmqeC)9rrqan-Hlva}Dqa<>h za$d1)GH94W8xhHL&WxGHky%C5Drvxz*H9#sRFHm%(T%mnm=&eRwytS7(di%^Z&H^R zZgf|c}%Lpr`+sC5B*e(#XiiT+{W^st-oT$eh`j)vzkYen3>+;Xe9+ zYX9S2Sg`q3<3pU1p*%%=_>zI$WXx4;KIV-3kS%RfjoVja2Q6@sY7Yv^5a9-^4A>jf zQ95<}m`D-v0B`Hw;%OFxp^k-xOdpjL(k`t19T+MPdlxi=3wVrOhVq!)dQM)zDp_jT zWt#a9SvqMkX&-kl;$0&A_bwmlT@fg8W$Ex>XWw;|K~kEVe@aZLIS?QcJ)M`-DOEIL zSX5?-XG;<4&1Towl%;mmwNi)N$eHs13r2&GunZa;fRBOfvi9B8$O-;~MHF7B$+9E) z>N3)o#SdY$vH;3l>TR_y?OaV?YUAgs_GF!fZk~Vd zduPv<*FtmetzJ)mS?t#g40pST_)PiAv^*IDz4doM+5@KdZa47wdlOfUv6#a?U24D{ znmbdO{M_qp`DVcy`M7I#Q&OV6P6NfbZ*=i6&p+|qoqbYA1RQo2tv%Z(`7=qJs4IE; zl@(f)I4uPk`=*5cIB(?x_h~RJY!EAr>j>&k7V!f|II|v9g;v6{wNU9>UEDtKE^S-h zqHYE2mFz{n<@XMr0F(C=`nItAJ?vhBcrECipu9sQwpU&0$^%G}(?&+Bjdq1VQ)bqE zR1N(YE!b;4)(#DNxf>-HYQ)wtOQ$F&fXVM<`hHRATK1)-C&C`>R(@;moKY~t4aYV| zty4a`CYuGHhy}>kQ%1#hJ7dYZ%w`p?qd~3j&w%;a{QPp+3Y@1pLBgcWl-8fU|5lffQnNZ1~Hzyi~*+x>G%B z>`q1i9bNs-vHW)pQAp6V9OhpQ?6n^-4$}cvJA4lbB7Zsu2*w@7)bj+eW`R-)cbXS=KYb0P&e!8-pbjv>xjMH96c4;Gh75)EpM`3B`v+@k@^C`vu4jlGst*=u?Ui}Eb@r&B zglw7!!(ndo*#lBFQOdqmWbNSTmBfuCbm|x1O#M>&u0Rr zP+Bv(YCH{4G#tL-iQ_m05YWPFTYineRwpIDGd(#Fw+P&9Z6wnxN^k?qxs6S9&AQib z9{R>6u_s?)?GI1jm9>)BbqyzI4VO)XZG$HFk)eLKu&oeISXRofk%5)(x&W0Qt&Y6E zXOrY{QtAl0<;lEvxQuT%v;KA8WG4n&EcFzhtYIJ@9>Yz#YLBoWW)EZaP1lkJjT>fOY^ht z)ZgXO!oO18UzAISnGd2g2dd)7Cm`DfCUd`qNbj(btblJ|DSqiS;+FH(hU?I9!{G;? zUMqgI?(pW91&kzK061bKndM=M_&q(=)xyy5wlFTd*IKHYw5uu|Xxbv#JQH*J$O8*^ z1Ow1SN)O)&srrM}#sqXGce^cQFyXg8Tm-{ra=+Sy*5!XHO@?00v$G4C2tUJNEIV9;c>JDP|$O-@cOEF^?dZ`9$wP^QA2TEA;?xxBin z=yH_beZ=t3o~WOyEvzjTymM`V8t2thiNpQOS#uYK-woD3^B15yl$R^myPk(Qc)y@u zS!Osp?mlL0@Ugu)+Y{@OLD%AJ2)IiMJ;WY$;NZcS{?TVO?z;EVU&UQWB4OhOw`Wn#F3sHmgy%W`)v|7$T9KXd^ z3|J92vm+bZSR7lwphI!{Fs`qe!?Is*_d3m-We<~1z`johAByOk-S{z%XvXiZ3eYAg z*5`SsxfL{-&Y~#RXE}!Ttgjo|hv5sZAI8~3!r#`04&HQC557ko_QUY)G6no!e7yxw zTwT+yO@QDM+}$O(3=RoSfZz~Fa0%`%ArRc%-Q9v)aLeHCI>8}>>%V!P_j~`ZPMtbT z6;;UWS$j!$@6~-@>kB2eCaZ>ECr?XSUoKMMAzu~z?4dMVm;GHq7B-QskQV|$nua|c ztry@X|3)?=3xnHkaZ+`CGGx|+T<&K|)d<-1kRoVOvw5xNR)G9-$K{+?SXZTPlV?V> zw}UCw8?C^jWneoq5^AIpsdkPEp&6y8+fYx2TjVIdlkz5~J6%)d&G*$`P%X}LfR&17 z;oka~^aH5um*(@#7$53B*lzdVbjb4+$v%G@j5o-O9>!+a!n``*Q3aZ04^T@mMYf0I zvP|-KOGb*kzEvi!yr}Rjtl1HunIywAYp?FwDq=FO8oZ4FoD3lJBZqKv)v)$k(XAYo z>4s|=vUR(N{qTo2Gl{?Z;tCn_q-YkiGT3`xG)riULcbEpV3HZfkz7Dfq|ArSnb?m% zCJST*AFsu8@)BRPi$g#a5D^g|7<`cmwrhf-3ESPC)NUepv3_2ZqGiaiM%#BL6s**i zYfWbG>^!ezFFc2YLU_io0zekc)V8N&cbil;e>*;)tkiI1I6ppLZKE%Qv{2j%x(K`j zTIx6n^a8>^y-l@NTCJ} zQ5=J8ZtQru$U@R!1c#50XS($@0??53N93xexx$J=0IT?mrz2$0Ba?&)P?xE3R31rL z0?+-Z{FwOUg!7NvyoTe2+uo3<%16_V9-#`ADL|t@m?9v>){a$QgT$`WU%Pq7gPo3Bsr z&Moz_H*@OThM}IectGcHb1nX_AsB}PW2P&7Zb~C06}pq#XCdxq^M&GkxDUkzH)V_d zkS^@io@LVw!Y$yhCwEvkLxoeR`6||&4QHfeP+qEl19=79+Gbq9z)OjtL!B`2gKFVd z$M4XNagpf`!R|!=9*+WwX76eqe$^RFI03I+Mk1E7ta;6XlH5EgK+$MY4a|PDe`dca zQx;CfAm3ag-|j0saJX()xhqn7U_D0+5lW@611yOxd1Aqc#LBDy-=5=ArN6xzq2SC_31r%r(ka7d64idCd zIUWYkc>U<~hX7=3$TBF9jGNg`CZn!A&VRvvx6z9-@z<=L6qFklZV|9b{~i8aMkq9K z^Nlz^YhpC(%f@rklT5K@6ta#b7!wXI`}>JU2IkI(G0A8sClQ{sDv^wgC3Fnm+ zFFD>F!T$Z_Iah&hb#>Ljd&oTZ{0Y)qv|m?jY#5j?oBydL>va2#>$WEi3xf)Ry^<&P z0(vWC9_pVFn)+w{Kdq>Mh=7ATI_rv^_^k{tDhDd7f&H%Z^`OHwn$b1qBorV9*(5i0 z0*k+>Wd9jUR)uptAJZS9`9eH)-NHHDw+aL*isKL_29Ys5xMM1bYd|S#rtkpN*qwXe z$?m`OkcQG2-UsB{52bO!p!F^{e%picv80>dyJ7yWO(NiBVY!4C@l>1jKe0qvb{tDe zUF4TvxBm0`m7VE>H|*3}Xbo-04r_aIdB9~u7ff-yGMYS89~1O`CDm#Pb}}F= zT{DtH#|DJ53mvYu>t%$T?iPMjgTXZy+;(W{74fg4p$PBeq(#6CyD1W?P`14g3pfmWM2eF?E#j7E4*~;niXfc&$#%|( zKaKy!h2)TU$FZDikR3+>{bc*EgmxTK8N?ogvY&V^B!D0tA!zWHbtS*zf3ITx3`lNs zO@3vIj%X(Ed%OQysh3GYq@A=S(C6{kBK(io7>Gf?fAz$Qh6?hl29`%dncGXtC0h7z zNEUT3VAeW!BLFeBxk=9de#?LAQ(*p6pMqDW-{NTcaC83h{}b}K*MLbZ|F22Zq<{c{ z+3L&;e0#NSlP#b<#fGeVopuD1d;YoDpB4n4u6I4R^{?Mu9=2RF|D!)m=3g(Y%AI=c z@gUD1Tj<*gAp)eLw|@OPKn_1=t`1H_6GZV^pct7dg;Qx;Z>|K}h|3i@=e^FNpfUI@%zkB^zQA5yubUV%3J)_txciMaQy^zWC_c&#kg zHJ{Jx%1kFFia5Zpae+pC;%-wT^^hqTn_j znjN+ofg!tgjQrFp@69ysFKkaK6xU`2l%5AS9o@%#2mS{TOfxoHFV;~!Y#=gOo=FKK zI`;hMLfP>I$8E6*a2vub9`cGApz~jd6dyjVOnYJM1j8-Hu6zy{ynSf5T920`g@JUP z{b2V#57&QKfrz@DZTyln6{&@YSAjO9_m5ftdFy4XkNK7pOa{bp?B*hC%89axbSP@) zgjg61xthI?Y60XXsd`cSMdvM9aQyIyD~y>U^V<*ToM_$*FN5`j?DU_eKP$VR-N?Lv zDVnMN=jwJLh8sfrK#!d%r~FUL{CWZg#a;%Z8~xWmHw4ImJCZi9=XC8ZFD^_u#^brmOjO`q|@ND_i7}xsMz|Bd|w5^cMX5bXCnR{PSR=FerQJ zEH{$iU{zVAS1%gMYtm`C^s-~nD!xW|v$C(@SMx|>90k5j@5uMa1Beoj{k>i7xAk?w z`yl;HRR9(drSIq1tAEtt3{St}_BVBX`H5GxtT(2h5>P*n)XGml(2F9>FaE()s3;lO zEjbM)p?W<>w>~dTdD1n3x(fCcqp+^^1mmDsDask=#jy{re$)`*vsAJW58u1*0o=xH9nU}0HF}}{cOx#$6)(Cl>y%$ zTCc?VFNk4W>~V?WGXtkv)H_2#q|xW(g3{LB3swoO`qySSpE1NUJOYwdO` z9WvS9&>A56L=I1q3e(TcC(&I_XTOF-`>2`^hgdD!OrHZYqPxAfgzImcu9V}vlh7Vk zkM-Z{Q3OLZiq1j$ra_2&$uE2d?+sliT3?HKv9Ygu2)|g&`DzN-X~6Zc&(XSFXYBmm zZxYF65RJ_I&-@ypLS3!9Pyq`6+rHcAqbI8B_jRARVs3qoCIvWC^%d(#U?H1Sj~^br zu2%RBLFAm@dh}jU=!8(>D&Wr7wXZ%g;?RQg}S*_(wBv_CB-~q?WGa4`3 z%*BQql3<2&b|I~2&(lh7CH6b>L$Qe|zqejCiRG_O62tvFd^-I6-2eV+#98#ZuTK|i zxf}sXWlu0 z%Yv#QI%HI=FWfb;XRn?KEqDH%>PL6@VB2&Zq3j8)_MB(iF3b*%KJb620Xb@rr}NdW2l99aBcd)9vN&!DUdc%$-?~-hG-(P_V6k zo~nKBIAMRb805DTd5|42m!Q6Wwtf6w2A{#ue!oR^palppWi!SXDE{?K+2^lKS%GIV zEI3R(%Nzaq=Tv5D{LRDX3-w}-2$yHy){|;!vaHRVTlL3doG1|{Wa4Tb!}NNl02^@O zT+*}eF-2yFqv2Yq*0aTY6Y24sa5*a|8kRPT@#%b`;pw zFh147dD1iy3%eJ<$}u(n8iukkJl7p^?J&+z3!s$E&_x< z>rGHANNsm3%~x!!<4c*tgvd-jPveU7KpxQs(Tj zn4=<^z!}U)A=!V1U-sA;ps2*`KbBIodfHAp{0@5{qmll8jUs!wstHf5{ca`c*?bg2 z`^awhcytKi8)Vlt9XSGZoldD(r=@(~7bugrZsuC5dh*llYH0sjxfO61D5m+Gzt8aH z^-tMuaL zr&qn)kr%p{B7YNowj=veCe4*P{uT>$y$$X1w(u6kgEhV8+7ga=Vi0OI(@= zP=Af_Cm)YxJL|4RO76VoK8fVLWIn$E+2l!pIPF`NaVPwf8bXa&s|Kf%C_7c!}~&q?4{6)gQ(EzFADb756yx)f^So&rps6 z#Db18`59nf9Po~D3s`JzBD)rDJ6a+~HLzeaeOC2^@_61}vf@e8_iE=k`Ye_@K0kHu zaD45CT(5EO$r6){DWA5)kD{C6JifZ2M55q~^ zs7jR$x5HQHj8E)BPhhYr(-8c`pN}fA?dyJB`^M?%*MCB#2|0zZ9s5ul-@_#>J{wLm z^nm5Egr7`TF__xTQYLcM^ z9;7Kw(Wz;VF25Qm$xJB&v7rItSD3BWfoRfm;JpAOjW?5o`&=Ul7vpn}$fHBudNS1C zDXaJs;V<3{TFL93GHS$EM1aIfH+5zxFSDuznluF0=5e-z7w;FUweif;qgfR2e!mA; zXh}_Hc85=C@A-`tQu2T_6jMqO0h171Z8&63O!v#<%rKrfr)*VIRd6A3du@NdSGEwx zCuBKiPdqcb5M$i|>~{!>jBulAz7M*~oz}DmDz>~_Ny(nJ1}QSzucE)$CbV3<;T`R! z`PRJ!JdB4xN#8&8{wnp%cDN6nhh`MU-=K46#S@hWlzK(Z0EH&k)Mlj$+@kMDG zeodwROsYhRE&1dVL(8m9wuRN4HF%WZBE(mW5UfL#r|1tecQb~U3jYc(@zvUCi7|JV zUkSV=8u0~xb8_Gag`J+I36+UGOYb*kx#TV3rRRo|uAG5<&k$Lnok6n^3lYr82oUC3 zl#t-O`x{c+vvcB5hdlPIFTIg52!&6`>uyJ1F%;3hFG-hwgEog}{P*#(*qf47zw_a0 z>r`m{7Gs}dGfCGrmMNL-v#JSKjB*#E_dX$qQF#v$(fliOkLWwfVO8ZHBT?cRkOcIM zreeE_J%6h=Q(3UIP?e?{7aEVQ<{y1l5(}uXcBYy7OG5Yw9787pcQ^A_$~@SYjE{Y4 ziVHLOYGoYEf{Z3*C8Yk(*Gc13eu*jB;?fy|cW8%v+YV3DSGxH89fq_6p=&-Sb6Rif zO&@WJJ~2nDY0O%beSdOdt&N+pd&Mq<8m+ z6J&e;m4hu%&KC8#I$8u$N>j)tplr~1Q>bCMH!2$K5shjWmQPGURe|Gc8A>qpZM{yt zM#Z!DyjyIb)3i(qCQjhl9~R=%@7HaRB~B%$2xq*?wi;b#cV*!#Tm{cWHaLqO$uGip zyFS;gl}!d4%Hhu8m`4$k_u&o>r$4>CYEBLhXS; zU~zh+cQx#C=aWDPGar5)>o3{=d>TLKYP;Erj$|e3IP5#pB{3t^ajtf%2@cJ-${7Sk zON-6!;W2Za^5N)5BE{-8O~9U;>sno_X?m=MWU`*#y;obOEv;alF-i8#+GJ^%IM>-; zz_pT*BO0PsBnd*p$ci`_i6#OtlTgN@a4Ue^=e5 zo#@Z&sC3K~tA^3k`&_HY>_xZvvFUK&_6vvLBB2qit%IigIlq5dF+{KuWv(_H;dt56 zJUBY7`mLR71njNbJ{%6^x)k0Mi!!7OvJsm0=IM)o&N~Op)vHW4uA`OO$_*Rk$CP1C z3Vr*@L^8)}-hQqe*gkuFTG>+uFgBAK1WgZjjqHmi($|E-(OF-N;%Av(t3v?nfTy{6 zvHz?z?(M@=p@LinmuVPVwv1-Iq(gyjb4}W5z(B<1Q$7Zh3986n`=ne_Bs;Z zj{PUy^^Kp851hsu4kHf&vR^SVYg1EPwkyp5e-4}>00kInT~zkuVzqzXmS6u^nEUoR z5s!!iL5|iZ5m}lToZtNYY7|--2}!BmCd0yxat=mBpHyx3Qv z&_C;IW&-$0@SwL4g9HxwqmAX;^511a;!=u<<%rlG6I^#pGL%+{m?w8xU(6MIK(JeC zJ>|J z5?S+Zv9CI5;=65S+Z$9{Pt{1rQi{%LjTtQQHxj|=y6gfLCip!lcctU>j_}l)jwEZ+ zb9(r&V`(>aDb6zi=D$1!cYa(|*of`A!-EE-*(WG6&yh#nV$~UUECh{{25)E3`h1#l zVXwKE7Tbj6>YS$7L;uw04qRNa?6an=4jw^ z^A}mqzji++8embh;361?8^w~t?BLv{n;O7-isUKX;Q;T)d?KS}D3j7Op9K^5F*x>t}?AzU8sFB7QvM*w&$5UdoVa?ZR>x(6_S2u(EG` zw=NJjSvn8E0cZ<2d|a4tl$S=&Cm*x38D+{xz%xzu2dPN)!ZJRSR4wcvnPeI9V`-M5 z>=Tl}7X0N&eZ+O+lWPQMJV5CXC+d-~w9No|w7&^6)^><;kRGM2Ur)+t?Wvln70C;g z0(ihHu_8913&FuzEGsEGmdLC7`-TwcKQSVYu14(i(I(2zh&ZBaj>JF+4*=Eu2Wlo{ zGX~x8+kAIbr4wzezrI_`oBH~xDJ%}ZIc$N<06vK9)t}d?s2n#_YCA}MeIy=Af~Q|R zZAyFfeDbnA94M;VFPTumP6LtTDhA1*z+FZ@4i*k9;|2~y(<_DuSUe>RxWiK4JYaBz zAtJ==nPf(SF0Z{}3QjcWPypJ9j9ZjY?gs5Wug}(io;n-vFB7nl^=BD`ZgW;+?Soj5 zGR*Z~#$&=$q=rd1#GvW7CNm*_BB>2kXcg{KRS1bRoAg(7w~DnQ#eW83u;{ip?@6GI zUDhL~2((Cmx<gsMc)=|HZk|@%-sYD7SP66_SgsV|^d5S&ZvQ ztJq#-j-`nRX&1G(p>b^)F4)oWx+Xn_Nw!`m zW?Pp%LcC~OAU?56DPMY{+V<9ap2sMWDP~!0(((0+`vZizfccwX?blf!scR%@j_e!xEo;2 z#f?lx^JJJKB->hFLgl{-|FD+$n+g?j+0WV%9)b8Ho})m{&8>#+7{lifxx>o>iD!1c zYchQQAqnerHln$ql{gA><&(jC7-|Whr)q1mZ-R$ztZl-YF@d_JmommHP&5*HQB4{DP$Rq0sKmxkBrmHs^$Fm+3P+6CBS}IVnJZOWXV-%r3&+5U!PI z5c{iAoSB&W4WFzLel^b`F!DcKWUXdlqYLYNukOxQ^Eq-jK;tcjDOl*TuQ@5lgY6Qy zj*1Dz!Qf8F%C6MC_ODT8hY^93a6_CB15jF|7I$c@BYO4-LwPv%9 zfydSoa{&CvyHB^r3T+G?$dt>jM>M!l2OuXsrlWxPMWydP5j6f|# z*U?>)aca2WRSSUCq>2TbAiPhBjqUN+PZ$H0^3TO&6`SbIzAaCDqEg!yW~gz%jhUf=58ED+YC>W8yxm`_3XcnS zDTyb&sd;PvF?1GfzJN9)Rk0uxE$T;g5%zoI*l`G?hg4?eM+MXq(kXc2# zuH4+b6_r&CTN%6-7FSI%Nq8)Yt1>nF;9oWbF&fAj#KX6v#B$B0f}($B7WJHDop6kp zLgpWzqN+(+>bz)0JuT0RuUEhBXi|;zv!RZ6+VVGS^#rZ2Jta~<2fCdXbP<3nZ@a7P z2H7v&f*GQ}rWj8{Tc543-Hx3T^9V~+FJMlSlk*S~vota}*4gzPk{Wk@d}M0>IKbXx z5}15HBSs#RO6_vq{atHGS0Jrx#kYUR#ug`uz_nGvOfoenB0*1zsFzjCah5Kh+tg%Z zEh+!G?4-Bs$&Nh3dAxQo^y%@}up32s<&?fiS8QQt7&hVjS)Ue0#Jrk%O7(}!GYJ2> zx|>7ONb7_vvQKpRaV7H)82NNNK0Ai9`O7A-=uh?WFf=!3R~V+?YQ7*9u!Z+|yq7J% zqsBFUmd<5yTc`1krr^@tWR(5WM&h>XdztF2KKC-a918NKmRKg?BSo*%5Lz|({AiJ< z%7A!v_1Cr{T#xs`#ib==AJH0s4Nr_8S3gNnM=PBL|G9n5rRC*q8dt#)(mT2&h>*V! zdqc(cP2ALIE5DDRsbUYn0sG1ORnRQo)Ffv!KZskglqw*z)K;@JJ84A8sGaCfYKC6x zp#1wdeB20% zS>AaA5s2j!ekvshq&!Jgt1hv~5Z|E;Rg>Gbkj4eGFqp+jFb|Eo>QAOevqL z;##XJrLe(UXYTbPayHuH8+)(0o#$iSlW+{5OcKshv#se79F!81^)zGO+e8mztokTo_Z#~7%1aD-= zZYMt-OVCCV`v(boqHWsnbIMH_WS^U;uD~9F6F8M&=`p@C+v~ z(PnPPnyPWDv=M~R(q4K_r%m2GrH*;-ss!U;7TXMYM2~XSf>6gHZ$WOK|I>j~GgE+? z8LvnwD=%!JqD3P6koZL3+l(@9Y4H+1GQvtvi=Ec|X5Nh~EdI!>Q97d$E~Ua=oIU5K zGF+iIiz3!Gus)j08XDB5Kv_77wW=xGYvb6otqkEB$~=``GBwK7EJ6WU=dFWa0KxP! z(BpqeWaN$SDGWA?tt~meaS1;jREJ)d+h?U)q);YgldgL_06)1 z$&;gPU44)D#vx6N(>P5s$#ET?yrGgIOQ5Eo_M?%)&*N}U%wEQ0=LeL7`Hdxb>9CAF zw0XoWG`fcy@j0N4xTdLwtMNZ3Q@NyNxWM%Y+uMq6aJVwehA6eH$Q-5iB}+@y?2a)D zQe~;wI1n9>K<8YTYjXsey3&|>@a+KB(lX+Yid2VM#^G+u)!_nW7PuD#4-@OhSbv3U z&7rBn!_OTd?a49QOEsKDILn6k9F)ba&5{h=)pf$Q6FA6+XfvxniA)khxU{I{9cNh4 z+gk5h$#@KPkhEqKh^37Sma8y19KwXt=ZGxSOY($^*zVN!HIM)egubiU+t%3THy?hP zd!q#rF&kMxaSlaeETnMFV+#J5w1oBbd62@*9l&OCaeWlvR9gXx2=w2T*y`h!=p*%T zQh)c+=tG(iA%hH?s^)y!VOW7N9FGE{(MF2m)Ki|v{HDbEeHB=y zj+c^aqD)q8q9MkK72F?Px{)?M!j3;n8@c4s5J5Q4_ZYK{)%Ldqv3k$x4mmI(EYl)t z`@HqO_j~^Lm$*IuqK*C{PgiATiO|u5>%&WDIoMF)=<=-x|F&DGuN+USit3hzL|q#+ z{Yg9_0x9bv`4hPxF`jo?wbN8^HyeIjEi%~|2;Gv;6oR*rZwR_j7{K!fi_g3>%WzjQ z)e!t9`hH{Xz1_8!O!1n7aIGqJ#4e*`HG|TEs}GEP^XFcbN^p0L=0s&rs)x3%)HE=G z6;?m3C{yvHI)B;O5S~AWUn8Xrk6~et;IlNq8~pl&=<2&H8_g{nLG6mmu4`D9#pjTh z0N@lbYpD4*LYE?y^?>f)TUaN0TGj#k4_tj^54HE^K(N$j`eD;Kj_CK?GiRDMkRS3}co;5V zfpXBvhaKF`{wNlyOfCsj9TIF*ueLp_pL;^IGf4AhzpV@!X*w!tf3| zcz`|sd#&Mo(6z9V@8zgCogy$<=FJK?bYIB?on%YIvjG$z0gZyo^|xzJ@l}beg(E%U zf|Re4!douE9K!BA_YKZU+gu(+p@Dss#ERFj4qxp0k>HSEC}m9x1|y7OZS;L{i>%*g z3c{gB=BKsk9O1*ABnoNJ>%!xYyVXImr^Aw2K)T+`*6$y7q2}eo5OGoak@DE^ znZn@Kc62Uc$r*uI$1_2uBs5?vHUipJvrlhI81fbQ(9i^Qr{EB{h$=gJAx?ZCfxOsB zfE~-EHTAHyr#x!Ks=k;KAUV1Gif_9cwhb+qXP6C-8*r%g8?Sa!d#KqNA{Q;F>i~wx z?@iyixoi^x1Uq25^EeW5x zKmzl|L)&Smkj+v9G7kM%I=}KQ=QfsY%Wl$gc-IRJW{PnO<+kZpWp=A!stc@w=Sf`1 zux=k$bDG;5Xy(%Lhbm$d+}xN@m4YvPdz6#mgoa-S5tj-UN{BTUCqbZb4I#hwZQaJn zlFzzys&xPWX~f=$9%q;IlizvGq!a!!8WpzADW?Qsi)X?KUH>hRwwq2m-FJ}=QsKC9 z_X*AQNvT8E*he$@-CM<7_f+?$#vw$#F_#K}K?%HZAk1HU#BwVl<+GWv=A!A3Imo~7 zi;a{pmT^H?YGM9yzgw?QFsh@i>QxThB|y5uXa9m`p`0b$($b=n=l1@6ZycQhZXDuN z$%_2O!vs$ynSbrV-h+AvmK#iJ^vUc9{ea3^@>SIAw192A=cO3vqNesBNo1Ervdbj|)Bm zA(gxm7R;_)V{m=4`i-x<(_vdWbPc`;$bSGT55;u8SZrCRlNEufTQWiC5I|^Ks}mzz zIB#Eb3~xJdneZB-`8ZtFHLpgxxxV5HO;cDVg(vxR;AaahcK%+ebw#sCxjW3w?&m&^ zdC4lga|lqdObO;5H^FwQXXgBVj?hFOCQEzV%{=@JEg__#v>DK;Rq)CC@!MOd)k;F* z&~LE#VmSl2;^t;;dF%R3FNCO=;IWuY--RI8OU`TPlA2;!XymhvNmWf!YqMP3=i|;G z^1(Om=BB|Hzx7kOiuVga@86l{l#O8UG-f|SNPxs^(;zr3`#V8MTh#bdVx?bix9)nK zkdnkp%?c>NkmvK~&)BWKPq2H6ii$f`{}x-uq3!5*`HD>Q{LSbM#zdSV74v=Y-?D>% zGn>zqA76_4+)<^^e`>it-d(Zp1MDES8ji!0(@C7(p04)G`sFGzv{AYax13Xk!>7F5 zdbvqqSF?SF>s2LZt3&_nb;o#l21>j3DYdwuY|#B*hO1TS((#k7``99aczm~MZj~i8 zp0Jg*vxSnNRDOzfw}X91WCgP%z!h`-`)eAt)6?DP0pocqX?&&O6s(IOh3oGx=hb|_ z6pKf2xOGh%6UYBIGaqx9HHZZ@TAT~}@+9-H*GwW_fW9T_|+O z6H8=e$}5s(_>NMhrW9#GU8hlGeL!-g{*Ob}5m5W8i z65Ov)sf5U~-j7<73@ClE%LWSXC@f9Sfh12Hm7E5Ofc>jd>dJ5XUsPKZ^9XRI#};da znS#1=|B1VHd|5428ZpZo_4biEL0b{iF$v2ddT}e@0EUTKCp?xK`|B4xTaN(5_F$QPm#PS{Asb^ynjB=r4zoJpPO zsP;fSQqTK0viS$4@L;Ed-;tODP)Fh@-A^=}93!vv3X1OfjFkVcGJQ?-=6*9|4T8g}>d5%f!$p|IJw7nNBt+b~| zp%?Ej4<+=JpaL3p9-AYpf*EdNG)eM8bzEG5^HNxFy?zQ%tNWi6j`P1M zobtj#)0JiiGw6xYjk6 zxa*I#!PR&F_Aw)tT;*Tqh;rKDDH>atVS3;C;3RnBR^dP;XzsMdUt+mxg><0my) zBw}QN9Fw$$L`e@D*&u^uK6OrXq-_X`nC$obq=Dzy-`Zh2azI0( zB9v2!j)E?LYRDR+`y==4S$>rpjv5pUh8|R5o&^||&nzVpqBS6^ql{9$$CNkiN8aec z)d`e9{!1gmfqiL#XTJt>jQfJp+NS8|&cq9BDaKZ&k8LEJ5{uLA|Gt!hQKGnZA5_ls znDh#F)nzs7CZO+6O&FI$$vy5HdRmw5oC9REK43GyX{#08zT~OW=|VsVZa1Jl#;II| z=;7CRN~N9M#L&qs3WW1Cj+=d=vO)^htAv4?sN}mqbhCn$7OP#YAb482kwkB$)NKKy zJ}!7nDLNk3nt2}4VJQ!MLlZ;B@0bf(t@&D0jI>gaVB48C9Fw{LWn0OVFu=< zetlZP?r2mlF97>t1(Pqtl#h$l3|}ggC`Yt-kb<@hfd*!*>>f8oGA5n`UMCNLXH~%z z!c`3saVVI>jsp0(iaA#!{Dlm8$q{oe7S$GJ@oUQ;P*99SI>Bd&xo-a~8xsa}gugBe zYjLyN2`q2ilQj)?5x_LCkNHRgB+Dy@?H0+N*~qN z?mBQlJr|6p4fEI@(h&*{eYAFldC9_)zhRn#d)Yz>;+YfPp!0X?X7;3_AK7JHpWR}< zht>HW8$3t=-WoGsdDKj@sHQR;PSn%E4TJ$!2xZfy!oBH5NN-DIZ2{(tZc}DTi`S1p z0ef7c!arXs?X$8t2(@##ut++l@)6*Osthr-E>($oNs9;cVhBO(Xq`%dBRMA3XY&5$ zUCtuvz&sHS8j#A6M?+{02cZ$IypH|-*Rsc=h83et(HQ7x1_FP+h>|{UhiVV~;$PZk z8s7ATq5din`za=i^k-%+isW-0j54Jz@A4#!_~Ba*t`TbsU%QMpmqhh>l;%<;haXX> zd9Bw`yfu@TMi|j_S7dEKV=&_s+Mv((;_dTL$4K#ptBzG&`hCehAsUmcuI&#KiTx`8o~Vy1`y*K3)y@4h<8d%n`=d7|ibQd9Ul z?3)Oz1>9Z6t;Rf}UFHLxN#XA)Sap83OiAbJHCX_# zW~uqggR2luDEy7BlsY^STr9}1VwV;t()x!}9<%jr~!V}1AtLsVrxtoGN)M8$)@hB(s_%2{s+hegF^&3(Lx%s}l~GR>uy`g1=1 z0UaS|mUX%%3(d=%U(tXqSU>8}nz3hw@39Znbul&+nlWjgVdxZqyZ;As17$2R)FP2X zk__Gxf9c3N!)E%cUI-)al4O8nwO&vx4NTP$Nt)K1^Xw zjPqgHyR7$b~ORM6!edIrSg_f=K(G|toP z+iYc@gbF$Ecm|Vs7#t3tYF8%$8Qp5 zFXn#tvqo=f5(gn~8ttRFI;H#~|d+G=I64NULxskQ0KL8EY_pwFI zPONwnYK52dT^i85eVhw2P@E6tN*ls1^!nNFQN&>^^i??OmpJ{8nRl4^do_$b(ikB& z*;W1*2;llPSG(55wAx=0#{PH<88gE>>=Y^=0*C_ucuAQg?EsRtI*-}6#kY>G255*` zqR}5R25BgwhI$slvpKIH-Hsx*bm40GU?Av-i9Ek+E9&y(d1Q}lw~M9-VM-iY?Lc)b z4h521!mS~e0lkGJQTfy|EIM_-rUxI{ULUK%pb3Dh(**>p@B#k&wtqsbr5IvVxjrwH zK!^?DAhpOnvVByB@2f#YdaD+)QVymA0tB8ijdiVglW+)dm#ji#YV};oWmRXDkMY#e zl>$tt>Vd!{JsqI#bi1aMpkSS}Oht!9W!`o%mMjf?_!m#7PJ?D)%G49QktDi!8CWQ} z)!z9K;5Eyi2u#V_jS`CD<|OKfubzUdZMF7Urnyy^MPdpqJ=*(0rASMPgdofw?shW# zoCV(IWJ^~ZX_UVnu8$o49c8h2go=W&5-I(Pc7z%Zk1^Zta2}G`EI%0oyCuvc2uj{3aK5wgg9NJ zGcnEfsWa2S(TOeQnqQ;awi6R|Y}&8o3XEaH(i$cc-xQqVY?s%4EcS;MG|#qbe{Ghk zj(s%o8!3XhrjJF?sVgf0Hs4GF%cc37!*KagrSl@F1KuUWS)h!~;t0H#p^#Ii5(dD2 zx@Ok&hZzzp$Dlr}YXTEK$#1h@=V+Q8Ve&o}6#ew=ljy(g z+BK%GHYQ{2-F@`x-Fyg5qF4Vwl*dP*eUP8n=MdqzWjNg@ClN<9I2ckfGT;F=v=Ne# zW96?$e_OoeOcQ}Hk7#k(=TJjwB`XN)Qd@Zd*Gd%h?#DVa6n@Ma*Ktsph?Kb{%;^*va2~&I}X2GKBqI z;_Fu4`k+Nr?=Li1Ub>o31L!mS@Zjm;C^RvT*WbSUI<@XH?QgmC48!uh*x8Dnd7c2o z%w3E8o+F_@n9~H$n(hY`t=-eMZv6O|Z!I39ld^TqX@jIxbo3V*MutSZ6s<47`fU~k z#UYMzuPD;;H_Wfsc#r#>!Zwl{z0GW(7Zj(}84L2(Jk>{`2DMpzMQgs9*>kW~pRFG=aQL1;zg`%YL+PGfWJoS65jq35Yua~?(go3h6i97W9M8(!Tv89O zP9F7GVl$V*V?4&y<<`n!!{LFUNI#NYmtzczON1oe<3g5-o^U~4Dcm)`=>0C-HWQeI zgL(5)NgIh7NvNR;K7tkdX@irW@%?Xh{`tjyIko2Z{?%hD2keJkV$VnNQfI|&UC@V? zS>{hazWwgTjdbipme53s2X*TEcUToFqwZjQ4Harsj#* zG`1-|wem)=mcSV1<&Wln%TQQfj7lmr?=e{=QRHnhj+t!{c8@hF;$EU9wTLx}th{C3r5(S-XX9^PdB>ncYgE2H5AQ23@M105n%2smGRrwvGEI)zIXk8#ict}M z%0&bpka>Btedo`B;YQ7=!@gqG#*n@{)-tteL3fPqR8GYlmh{VDY)uqM6{l?uCZA|RXLK8tzT5%0{$(q8#A&^)Nr8XksMU^deI z=mhm#A+orVQQZf)7NQS(SvY zc@9`Ga=@|Hzak+~APf{V0ibF6-+4?v^K4GqZ4qb80FH z7iMmShktk61GUI2Exk+mrdk5ed?~!>YYn=3+g2o`K7w5HH;TFkIBNLU8hSA#6rPrR z0y%6|++2g+&5Dh*)O&zmhFcamzDuf(@KP8@xY;IiLwUWXpMae`IeX9ld|m!j8He}n!qghSdE}i#Ot8r!`||jSVhJSHB$ISs zl5PR_T(ivDd)vjpYU$S)d1@2XewFgqZbSsY;b5|#1z>i4Ra%jrF@rN}I7e6Y;~Lh}v&Vv{s~P>Q>6 zmwPCI+*uapDgSoZ=DMWnqUYta#?P*MCyK z&I_P3% zefME(PB1vG# zBvvyva+G|8AeqR%Ns9aNIr@A!@OYP+XPW4*mEB8g_bF7@ z(Styl^A*sqMJL)?ed823{s>1gwF&6t3oG|0z$2 zSd$y@EUubutU^W1IA5b8GLGxJ^8a!6mSIt~UBfUb0@5WV4bn(=sDN|{NQ0Dg$Izj4 zcY{*W-7TF%ch}H03?1M0y6*dV-tTz-y+3CkbL_p=I@h^6C^x?0PO5Fa(Pc1SUq7pp ze?^`V^J7W$M5>k1Q43s?zCI~TO*T8NAYI@(hhUFjE#Z%N^tILIdoVWdm*xPb(XdQ$(9@%e~8*}$?O zg75a93baTiW={xq5B=^Y-OlKzp@Vx9+pljlNuNW?_RNrM*oIC~QU?Iizq~l2%ExmyYmP0(G zH!Xt2WjyL$QU4eN7;~X%*Ik3a7{1d7SIImk=InimRI>fr*W3LUp=2V$^M-m?!?uop zn7Tdc$BFh?xFO=zhlG71(uJiE$f>7FeT;QUwNhqp2L3#1C8I)t2*0P&ED7tCPv8N_ zHHw4sFypMk?Xhy~{rqaXwb%lQe|ka6r-R!rD#{NARXtkd@y$cC@}$eQNWZoh=IHA+ zy9bR@PH7J5d5GU3Zk**3@&(vmHkPL=gSWI~gMJA*8dFhdCVz3P1kYLMqex@s)CPWs zgpb80hqG5NotcKmCl=`macwa%7_GPLCN;RcuHiQoiCz-t#)v(ztgim8rRZ2mV2D|$ z4CXS8)e+xw-+wU!Ege>#E;c#4?h6|KgkSxLpI#}ZV}2?_N)Hp}rE6)Y+(nL-bxYq@%e4?!1q{(O_8QhNEncYMz@v(=geYSo~LKX8;8srg?Y?Zj`n}NQ1 zbLGYn#PMj0qZ7GCgUF7SG?i+#>ylhABLb#-0KH^FS#L9YN*cL*?U@~xHcJyDqbICH zy!HYU{6k5XGvwN0ltVhc(pw6et^jVS)6a)nm~vx?i&^M9Sd~Rfe7PW6*!+_XZ{@0(hxm%EM0a(9^V8=5IIp?+6C?Gdy&Y9FfLTN77oR7vXv3|z z&8JSZ;mX!H_nA}Yn~+JH==sXCAW`$n+pLDD7RgCXLN2iH2)%E8R8ikyxnsUk$BoOLEi_7yll#PBSgV?NE)gNGMT8#}pu#iqoI4qmam1>Lyd!INNkl&LFyDLv1rSv@TDs{93D4BRS;b5L}A~-Z> zz--Hun1W?kZhaSEHf>>AL5leUoLXh_-xT$U&mR#X{hovY-7mXz!N13M1^n{)YHZ(@ z-WaN3GH4piLao85T;&3mM%9>t4hhCpFdh25l&g7R>sX)uG*WFa4e@Nmt0uy8gZz(i_E6f_DUz(j6&$gn)+JOlGz-n`FwwM81Z%6!ZNExgps*zTFDUEKy zbwtu>j_S3;_(2EfrDRz@nWb??6^;xxx05l;?QbiNst-eog27l9RO9uDaO}tuQ81`9 zYFBj@!$vy#RFZ~Q+)e413H9nZlAl{TeQd8hPs%(itld8xf(Qc#fkx*lls} zcl!nXsWgfOM55_U%BVb1^mg0oD_rgSab64c)@5nV5aUs6HwC?x$|9FFCb@jb5O4|# z3L0PicA;LP5lXUFV~!Pi;!nh`-|7LgJUDH?KLLWq6ko7!JTLcDMByKOS@XecX&e0eH)<^we#fj?k4?W`j4mI$NID1m_I*u zD`7G(h|S+-F0DSG_KJBP-y1B0f~PA)S}_PbE~W=vf*YRWd7dR=58=q-F523h4h@+w zi#k+b+RmNNttSo16eNy`_(rGM<+qXfD6@TX@%l7Hg-fw3zF%XI?`{V1j??BWkUjPI zOQ$5IGdMjvIvzDHu%O~Pmlw?G?E^+g^&3iS-eJ?{^#!>*Va~?be=lswk2Tffg2LXZ$6V!`+VhV|L&6 zXJVTtmNLWI4Y)hPdY405+_H* zrhk(^)6op;IiZuDeWXZ#>fF@)v$n){Eq0uy5^9DcB_)N1@I8J`Y{mSX;Av6k+V=^z zRQK|1q6zOAGEULvc9&CjgxPImMV%hiaV1v%=&Qq5F@=5AZ2zS&Jc{4+N}s>^983RR zv4!p1&5E1ZQvDjpbCyDZjNr-=pp?NTju^;&r-S6~;ko+BjgUe=-J0Jf(Go#_7nEDD%mWbySFovbbT(kq|i;?_N`)xwxdO6T` zjsy<-cLPsn{I>>1cBeSag@H;Gt*=f|!L|&fvlS+y?B~kXOtEESyj~}dbzh{bw%4@{ zZ78>Qj9UorNzGTZA7oS1opQ<1UJ@ShvY;+-OwNnU2?0ykr0Z7|$egfz1S*Gdiqwv( zE$OdIBLyp_^wcs)7j365&B#T;i{#cr6D103ITNZ2;dgeFUkcwVBeCs^Q(Q+ig!#m?)0#X|4>R2t@~HILZ`iEp&Hsk%wzn0Sn=R*|U80g9=OXMg?) zZHq^jBkzu(HDFe)rBgx(vpJk|1`W@n^zRh;7_f5KnTedLCT%GC^&3v{W@(1g>q!}gpB(UYVUh720Wyh&IHds$T;-GHrnmMiP+*F{S|FCF`!H*Rm(vl@ zp4JRxKi6EBY#P^=fuv`ORynf>I3ZEb?!Cpw`t1kJ#`fCblxNV~+VBPp0G|q)XjG&A zU2*nAh4PVxS03*a(#L;u9t1pEf#j@pM8)b76A< z4J%*7x3}91uZ?)Dl289wlmO=*XNC;*W@Hr-I7m6G*otCkwnTI?nno*8$z|m-pw!ew zkqguTQ_HQa8YKAT#h%WKeHlVO#6yZ)@F}05ocRe6Jy9gF4ttY(b`R{cPj7VVzUV%r z{}f{{l(m0_e<{2c?pu8)#_y#=i)0wn_mJDo|NOi-&gzJoe3U{tR&R;s1{w|t3el2D z=Tz?NNQDWnxz%THuSm$=&^Fu@6JEBevWW#0wJ(|?De~Br78wZFR?R_Owj)rJkwsH_ zu5n_u3uU~?HjU_pK5*i;1j)l3ssSOC`cU)D1=XHfyY#k1@48PO8Arhi&Et)g*cc=% z6{(R?WA^C&(BhlPs-eP!vuZLeTcX}7XS*uXtu zP!3rnyC?f;h>ga+xXD!FF;fKV+M_)xL&iI(&R-H+yJXD4$K@Ln=B*7aUz!Q+tOxwO zPn}MxN22-*kE|b+v(rfP=%1u=A!$UH!dyloTby%bcD^^Qr)9TcevGe3G2dBfPvLxf zOrrWyFQ#q&{rBLNLOCRqoA#Nvdb4qUZT_Mz?S0L+wycK9Z)j_3F$RoAMKJK4Ok=MGZqv`^b>4S+x1!ZKtb5I zx%gbD9O2?B;D9`&fTRvLq}p3ryJPe1Y)U8RqEDztqy{e*JKC2LarN%-SbxlU8gbI2Vug&-+=DB$#|opr=ve%&2vx< z5(T67%IB3Z-^Z)LM+H*B2bnc@7o>_?(b84+U=PE9&N)dddSr2|%6ikUy8Qbts)DN2 zWT9Wg;N2y_HPYf}U+I=!cCLiy*+-^r$LJh_W@%{O4aa7d-T`RIRpXGo))x8>9Nm`k z!;XT1`%x#QgK2WM+HkyntIwq{2~h4Q2N#7<-neYRG)o2Q&1lc3iNp zHA3vJbw>kqIug4xoO@4R>Wg`-uH2XqOd#fEn&)>my^5Etkq_ozzK~CHxU`f2Z!s+h zDp67>ToGw^+z-7Gw-Tv9#bT|K3AS?-c^-?sCSDpul(zg!EFR><4?>_jd^?8|%TbTQ zB!)J3uD#prQ|~Z02`=2Z1TQP@KM7C4>d*CNP~bF|TgOV_|u;|A0n_4oShOXx>~+ zUz)J(fiCm1@K!?LCCseSk@(BH6Xp#`?(7-z7WYAlU7cARTAp1$mQG<_5f{uM%=!l~ zuLPOgG<`51?i@Z zH_la5y-24>KG+R^J&&7+N8QO)gi+-Ech=9LXJxcs z#-Y!n)dmx9=VS#1kluU92z&wE{j^dX;|nOek(Reb7Xi<~8_c?{5%tTM0bfpg;6kF4R z^mU1bG3|iaFTQi?^x=*JpIR>ySFWGd(w}K(8-5FTo*bRF-LYP9`8waZn?mQ5TA|Sz zPw5~OeFUeytvNriL9_D05Y*NT_DRpNGrMnuyvPJg;hhyrJpS2Ooa1L;;Q=bGcT%0-}yThux@A!-&5-!UxeSMNES|D1L*`xn4! zZur&!WN4LhP;z8`#?gwztPbyMmg)-4T@+W3H^HFGgQ&n3hMiTKSpVWRfb3%Nom2XB z<1et}1wPHqB0fW59fgH>Lv+8K9kyh4o%(Q`J(hP92lc@vZx`X)vg{c6Y-SEY1id^+ z<%wC4BmtR>Rzb3}ZTdkC5)H61xPS4(B2qZVK8JM7a`hn!8GSf751T;*Av-T4e=pq* zi0jA8h4KEW7>Ey=qmzScK=EG^z82aSCVB}-cFGLFWDgMoX<6h9eK65?E}P`?pIMMM zYy7Q5xqK*@+fgi49$7sGFuW~i{PpFA?cW-2dglBecS&Awv%y ze$!&Gp0hs9Vt`9`oflLz2bHOst^lr+w-((yPmyf=VQx)*29K-=efOIAKwU}9Ul0nA zIU}T9KlUciF8me({5Q-Az$12=7{5 zGZX#qCCNVJ-n)ez&VkeUup+&IcmM^zz4+&b5@+BmZeFGFOS+Ft49Q2dsx4zPpT)9I zZ%P58s`vrX1jtA#7dQ9!gDf%MCt%jX$KV!OO?iJzP`J?YS}0H%6{vL@(mgO;TzTd1Jk~n!(hzNw<^5k043Vb;1Oxu}7wvzP5MbQjOfEZtMYznz zGKAdNiao(uB7l9LUE(Y`b0#t_my;~c?yrx~hU9^IiMvPl|N1};l}y9~pFQ(w?!RxG zlSNQ~xvD+rgAGa;madonc@7^duGY4K-!TV${B-!w$2#j0|NCg}>h`Mb`d=W5R&B%9 z4sU%TVE_DHUzE-H&m*gQulrTce}VmM$JYyJaIwCBfw#Az8~^vwL!EcK_o*K38O8IK z?{cLPBEHY#oUix&)v?|un2jf@?gv!vnI(mDPZ3`X3fnaoX;k~5vFncKM@@auj+^hb zn^4?A`ZaE25bn3)hV;#Ak0%n*<@UoU+NvIDC-luzZIQ-fkz7?ATKIr;*al-+29oiAIjG5%7B=W z8^es+9-TeL{}6!3tI>Pz-%}O;??GI5m;QU&a~l7BWUvHTx?cVF%>MK8`**Yd{uVN&o{_}bv(VVE!|7Fm>g4pn{AhuUcGl0bV|HH=rYd_WQ z-!=fF>@IeO1>;fL56fGC<(}`XW?7i@R3?xB4Nso!*uVQffB*MIKv-&EV4z&D<>?IT z`3xvLE$*DFFc7m_6%PCRE`LN6U6lzBk+t(%MOomXR z0p?YF`0(NPIWV6D7?VFlAlXJC?0z;_wMJ?OOrmXvMfW1;SwYn+vVAT3f85wDl%r>R z6@S_4?9a|vxLs{JulCn}USFQrGMAT>I|Jr?lsjcWVQh=EIU3 zuaEC16@r3;RbW-2B@(jzY6;|vpYe0ygsvPPrnn-4`9Hnj5n?A3NW#uJbQoTO)ZT{8 zu~P`1P*kl~EZInHjiC>2IA3h<6I4WU)d+JblOr~5`sbP_yhC1BHbTClC~F_>vOnNe zjxD@OK}_o4wHEkT-_$bYk);yFsl+Rw9PR6|D0)dyktyaPyB~=dEUKtne?)gm4Gb-v z%6yqA?9x1DqiCJLdj51lXwE*@cs9t8-MH^o?S5F+pe>@LdIDT6|0W=O2?Vtoe<>Rh zobefV)LG5_F+Ze0N1OQk-e@*$_?n$G^!dsCB(VWgKdjB#2Qt}^O&kiFUT$(WSxFD2 zm)U+#XF%-+YYCU;J+V*%t>`4TH*k+~U2|T#25??K&D`cjVKDy5A~3`a9wJtXw)Nzb z5C|3vg{kPoYXHhR}eJiDb4QVFh*dyJN#-Ii#^GcU01Kw=Jjeq8XOkOHP5qYslkwm{nUV(7+HSksn5cvMI;?CT0s7?XC2g-I&*ZAPfBA5< zP{U`p`U(?zo5-x${L5;1u3)%2zrbLJj|da14Q6rl?KVnHHw-pC;%<5K!zR-mubKr! z_PCVw+Q-7v(?Gc~fKOU2Y#H4RpWVg-Iwj@{c=~GHaK)e95(SIm1DHa@qb{35*lpu> z+TH_ptkf=eTFnWKMD9*kLsZ8Z>fAaU6K$Q0Zg?wh-^micdC)+J!S2cPE`x~_?T?d= z(%Pd}T}O7^5~aF{j!d?BPrU4}a}!Ye`Q#m+;$lP4+(slgD@W4DY;WX|9WB91~Ty2QR#~=*$?O&qi(_H_XuntG8neI5r!7 zTw;2_iX-WDt5YAxVdI%K`XwR?w_P}C(R9RlIo9?4Ip}xi*sf^F9v~>n<+MA}}6vx@Sr%gI9I8A<>lvi_a5=VLUx*Mbs-{@A<3_UNVl z9(?+^ev`Z#G5pYF3d#P2!B8uBC}av-O5OiWo!}p=k(J)C3Z+1PiJ4-ms=KrGWPPyo zc|jSQ&_);n$JSFZu4Q8yuV(8U0UFzhhp55z05b*JXfM+@1F&x(YeT8tvc9^aK+ z-}2_WghePn_9UqUbd>OM21ZnHxPU6s7*~2@@C#njc~m;p9SqOXDfOQ ze@VSS`^-B+)v126)YE1!T}2g`;Q*VEK9^m&6(06ytMK}@wWzM*SC?LZgI@BqPy!Zd zo;{S2MrM4P3$8d4bB57*JM`zHBt_ z!)4-(xdqSTiO6c~@mF8Kfa~L!|CT|9-lI*m!c8MowEcQxrYN9o8sP-iiWVuIkrBl< z?|v0-Hkp3|_v%8rSRWLg9S9_GhAz*inX_}(4>pFFus#3swsmCZve4GScx=zZ&t0!9 z?~>o*U!~Pl@Q~-LlK&KUDMH-s+!5?{6-|sU4?0ph*;c&`1Q`EF%1#2x$jHzrv*4!rEnOzhZCauA@ zn(TO7kYjeEAGs0J@)0es%Y|bVlh5vJzppPxFdLML-0*9PQ693~m!#oW~BF zUg~C2<5T!4)Mj9e|5E>B8}mx);)CWdwU2b3-3Z8nv|o#}92oLG(*$+9U89;6USRQAY*Gc-J#0 zHE%+CtW@@!k$j?fQ9J&nX)SE6z7*thDL&46r~|}X-WEw`h-U*pD#yKNkl-yIBGQx5 zJa(+am|P*gHsT3ud?Mpi&@9phTGm!WXiJW$0J$mC7#(lK*Fu*|VRZO3hQi#~^}IQL zc-O*gHDu+!WJXA3;iF)7OxZmfZhej>fqj&h5>_T?eaFGO{M+=}^W=@;Yk6t4B)(pD z#5He1Uqms5NCYI55zeAO_?D6$XOGo8&Yi`J2*-B&rfB{ed?Dm! z$St}|HXq@~Dp9oYcR}$VXpDs@-1OgSctt6;d<8ho7T`3rgiv^dXz-_uY-R&cz5(1a zrICVc^n`SSc$Z!P^V`m!B@njX4dH5%hA~d4C>&)fIZ;`@=FfhP$(s5tR`C4r^*QTl z_!^JMnq+hV&>GnJ>iO!Ar7Zb9kXJ@2O?G+%a~(1sUDC4>S`whx1YQDrRO$*MH*wwUCyfhQTi|oQ`*7xSDnMf(~-4;+I5h*ouF3Qn9|k zYcv>S9Z%XtSVq4Lgl_Op6&;boR^IscW8e^P3!Dnk>7dvLepeS0xj>t?Nbm9gi$cqg zp0XWZI=+7qfAY({@qZW#xG)V-7 z+J#v$ow1U&5R&Q2q^$rahjT?8OoqH?EsJRocHv;&K?$l;q`SvlcA+bng1VE_Y&e!= z#0!`GBh0*16RjsP!Rkj>E`%RtrTuiL6F*E*XPmvK;|m}t6dgYVB@$R|Y&(B;rf0Jc zW9(cq=K7Mctm_^A%X9b(3>uQkTT4l&u#SdizxURjXqurz;frij!mHZST!_}o@#VBw zy*V{)XN03wO`{p57)iFz8uu=-3U(CDXPQvlrOg|D9K@2c41>s7ER8g?EyTmGlNSXy zriLS|%glps#aUi7VZX|M-ktA%yiXNJlw^k6lRs(pqfE}oVz7LLnyhmk5x2onJM>p{ z%|}Ley>S?VlzuDC?^ z1CWTHq^S`9DRYZ^GOHZ2Mt>6ELHg>KbE6xZ%_m8uxd|u>(l^_c_X!u=aKPR6+*V6@ zmG93T(H+EL9MznCb8VmKk`t%;WwPiA=(Kxv=Y`*{U=;7d;@RRoH*KQMxtPBSZ zY50H-uRg~GXlxPw(hR?;i%if9z{Cnq1F2wBS60y2>k9e@>$}vW20i&9W^#-c-=C12aqmkFt_l5$+dU*WeGsZ_*bI4exY4is=3N zcFUP#GqVb%X?1OTxn$WCEfQ;5t2nxbB?mcEmF`++bg>!9;X|5>oeCGx8n9RU_uxxj zM*0DQsqr7d6winBMj>sf&#aO*Q5CHW{yM3OK41EUlvRK|GBUq2ek1xp{FKUH=yxA~ z=R#6M@PrulFc1EzC<_*n|b3t~@%=o;D038JVA^a+R!~afm&cpn8!lSl%)RW8X z*urj#rjpv0R}wxT9=%JsZ{WWFFX?aZ0xZ#Atq6#KoqtU(eps#CHp80+?!v&LxG|Y1 zAX8bK4p>4y%OY(5Dkn=L?0uvWv}bxxvmP`K6*jH@TK^OqAD=LgI6BwraN;Q!M6+0? z6v2_gcPs#5vsvTg$a#c4;ApP>dP~exM+GYU`2hQI%;;mMKV3f zlpA)XN0M}P``lKYjKte2kn_->q_3!-c_0fM&&sI#!NqRdQz-gE17-#lk3$o>YVz|s zh%0IARr}9uuLIK2CHwPOm%tAPI}M)C3l(E>!fBocWIhYR$$%T1-ZYKi*e8O}*LP-t@Msrh9~-X^l_xESH9rI_h1VMd)? zj?=j{k;K=(pU;kVBJCo@F7ubzAKVw{Z1Ot|gaz-eg0rekmEN(Qwb3QdwZBtb)|dTr z-670DBiz=s*(O&XnfSLIH~DKj zRqW!tP@ASRgNJC>=C$vo-Lcq@{+#Zg{7(D%1TB3iXN!DeUe^mf;*l7}qvv>t-Fn-! zXxL;NUF;9*--E|K7y7BSUqYgzjuw22Bf8b+Kd3R1RD0VlHHz1+A_&uDC6uY8FbqRy zegRVh75-8T(vbbQ5x#|`GI18;b)8d4hWz^mVHviZZz{y>UaxQh+Q6;Wt90;kpD$4` zS~XbREGT1nI^XKo`F$d#P{0sPEF?5YuxB93`)5}D6_p80TEv`?TU(qicBMF#hcUrv zVLcvSmrhrLie#w?{h)~^SP4gtG1*=qJo#YWW`5~clS2HPeR;h|KyO5$l{^Uw6zQ7a z9lhhDN3Sxr#>TKDyS*~wJZY9McHs@slh#fcD0nSSg#7mB)VkHu%b4rvU>~_i>$9q| z=?4dq3PW5{;N4$%onuyJJwN+Q~_goPv{s^<60ZcM=wx?kd?lwZ@!Wet|+TpMEI^NZtJ!O4*eXtpD|vdxbj+TN1O zJrFfwx0S({UwWDO0-SIu^Qcox85zZ|@V~wc${$henzy$Uo1v1uTp?j3&dhR)I!U7Y z(KKpOO^@xku%4+SI%x9?oWAW4M*J!c;jqlzYB{~xdASQ|&0`Cl{NJw+-49IIHh z!3U_RfbM=F0L#l(ADQ(drFDN27f8lvS7iT3SPcN+FUOV?4p2gHsW#44$wi`TC`J#- z;BfZcDjX1w6l0W(IFXSO4!83hV-+f|0Zx))C;Dr97_e=Xhg*LYw5-YIY1Vqr6sIJ{ zD9&O0GUzy})mQj(R*igc%Xz)#Xf&xhFf)sx01H)!Oh;Hash=^`i=bAQ*PW1_cO>a` z{vMPb{g?ZLw5necUA^<6$;AZyUo?crKjM%8NhD2&^N@IEWiy^UmMCI3;_YeUZWCpf zhbDm-aXR0Nq9R-^?%Ng8@x>a*B+b`fcq8qO!!jKkM(UM{SS3t zKuUu5AZOsO!~@X0WtP6^kVlh4ExjJ>8Xh zu_N{665W_ujR(%DuaTuu%PU`)FJyYtr@rNQ}6T9*TGGN>8 zdbB03oYdVs7=3snquea18oX__!%_4aN4_}t4xM`V%c%VQ;`eBw>f^YFk23Ip($4Rq ziDFhxea$f(DQ!7qSYlx~tse)NASN>g8ay(Bs-azYN_$wY~5J7zdp!Tj~$v+~Ao$wtw zQY_@bu^Ko1W)3$t60L4kjwdh#vOkGsBW%mgfc?F6IEY7Odj4g~NZeBf!8Yd1i%Oq^ zoHq0uz&YjLLp0Dh0Jl?!l>9{xuqQFwA2-{H1Zvq_z;qR`B42TFV5BC{VmL0iQBuUD~897Ag9O zd~QK*Mgy%fpnSg^DABBDl}2(BmhRGHwE%@n)zHRfOt3JDx2gGc$uuf(MjCT(c}I|T zC7F3Q&Ow=&2k*wVW=Z@cJ_AAAZPe3h;_ry|*IWk6l*IDAd>O3P$l91R!mqQVqZ-S^ zCE|_AUrbGeLShHoY8X=F9WX9)bMaWWuynGb0Z!Gdr4^nd8iJVL;rJKXK$H?9{I->dR2? z+)ou}k2ed{8zBWegGG({$RSA$ji_0=_}jc)@d&jdn+OvF^HDA#*Y5zYE)DkAt1C58 zJS@oFlh+tEJ{jKvA?JtkyPXf6y7w0nDW~zk^L^sTs^nyCyh*&RH8rfA=RaATHaT z(Ff~DU})sv73Rj(MdxB~28AG5ab&#yob(BOzRk4yfc^VHLJOq=nr@_bdTW(8c4^g) zv;26M9v6W@=3t|aG`I$P-TpujMLZ$Z&JAc{A;+=d`GPGHH(&Z0X_@0|-}^SSb#B@t z2Tb=@UE;cmA2_?+78|;ibXU<#oV@qk>O;jgri@8F+ z6eYhI+P__%lNF#f{^FcCQ35w{K^Qn4w<|>Waqv=E27d946QDJujU1jS9cv!yR3Bt> zfcm134#-SejqxbrAy6moD(wIsBfd|-J^$3GNzZJ7rFGeBeYQD3gm*G1;MNqfE(la_ z!3m6SI@gXInCQ769DS;HoH0m^AJP&wJnbJ2wqfJk;9&C&8E^$e)O=5_Pwr0HE-QrP zjSRftq1sVEtFPB`E{yRjy_Mq@E47eFc8#b-civ&kUxwlnZDbo_Zz9jW@1aHh=1Cjx z>aqPYpIrs3JNtealDE6w6&Oa}dD+wb z=R=0UI~y9=A0Ls-$NN-= z+911{E|;ye?$(b(b4?WpQFw;%HDmch>SAAMzf_Bdk;@+I|$KutXIb4 zI*~{Z>-ZCUGByOJ;^!kRo&`bo_RoHA z{O7;r+G~1~o3;C(H?>01@>x;e6dBANe9FCc^h!)7{$awrJ_Xzf*;}S_BFs8fxLc-P zLbdV<$wk=lR5bW(1xbn&BmuLlpN&cLaS-plP2m^~&ed)?xhvJ{!AHtu z5~8$0;j@VgGf(zTFRQrn8X5Qi8QRbOX@5=w~LDB$9wk zFj3tDunKs)UlN0#SnRiQz2^ITFjK-B&^c8A*>e7@q4O2hAud7UVnk+#I>PX@ z3L{zfWzY?OlRcu_G%{aYgmqX_Ls~-wg(l~pw~XTF_e{!3(Vh`kOx#t;mAAAm1-&@) z`?q=W*37&jTR~}(>q|Xq^*n=a!gsAZm>?On@kt`|$}+~z3x{O!6a?)@IUw;ru?pmT zKNz#?)LRe6(P>1k0jcn~*%YiUAfpIMOL22OUZmqE<+Z-KHtqoSMi@U>Jd%==lM@pc zO?mZAnQ0u;ES);`EL8~c1XHBhg97J>aL^j)xBWUWIfhj32x_vm?|8K?Vl&z|poI<_M-s z!_!@W7!@M%FgMwC(sxeU1#3jM*OoY^`#$X@Vns(c__Y-_M2XfrAdJSFvu|y23rF$z zz0rNw{B_fQ(bIjKH2mSi?NXtXK{mfKL)>6e*1WKw?-UX*63<^#3Oq^js&Il2D{A?E za<4hGyJ);eU;F9q<+YWSBgc^zW-Kf27?m1$YJ->n+r3@bG`#Y-E%ub{N}-+ebO@y% zm?Ga{yuHEm2177OL{4MlT9oAW@Rlx%08czdDZ3@Yc&3t+ny`X50-ay<*1bUa>iG_A3EJ1Vc;Z|2Xf8V64> zESOz%JZ4T|wR)W|uo5&auy)aod|#N2r|{`-R}=Ht|H?_)+AII(3{ms!MKGp+%esCe z&B?HS-17Y?h3Me>nOSsQhG${@96O&*f8AvL)p!1mdAtNX0G(SXmG~F_pnvqKzu3e} zm&GCvzw-?4Q%mSxti?<_KDzOu^oAGqQ`C&~PN;eTerY@boyu{2W9-SU>9hUUh)?ijd8W8R{Tv4O7s2F)cv7`#U+;zfYt4PFO*~$JJ_mfd$ z0tpJ|BD^1Y(Q#16MOL?!X0Hz(^TwOpV)xp4_)vn&2{5oK&8VoNXng_P>AYJS-BN!) zN-(mQ^9Y5G^0$;qViU6l!R#lxnW^)F3RUYD4N=Fbl;*t}RsRD*C>b`Q}aPFy5i7KMx2<#|v} z>I$h+0!9}aB~CJc?4cAFX;*6^@<>{8K^L${0`7hUDAxgM48jjqYs|rb6hiUC8+&@Z zmrSJ)^}4BFvTcFQ>Hx#H^k<2RH;_|!MJOVVamzB6vAZOY1M5w2e={DFrIFIcF`Pk| zQBsi{70_UD`4YO{$kI$KD4)`R``9DEkPOfxi$Mi-U-p0u&gedq1?Ui@SuhV`dQUVg zP_&6kUU_{n7C!b>cpd|l!TA$C{IHlx?V9)OX`v>d{?G`=L~`=rLj4iec-=UBetIph zSTF*Od$g#ooMM*No0ndk1)cSGy=hK6c!Dp~GJm30h)-e>Yl0MAsuH#k<4OSaAGG=2 z*b1#u5YiL5{=Vc-KA=w(EgIe`re{S@snEZ`Dicm##>Rm_E|?8sTHCf?gl<3X5_~cX zY`};=TjmKYwHn<2Wumtg)yTf2@uJDyujjAh)w=CBq(Ee2pau^}+av1K-9M8oN<_W4 zsr(v`U8}`>Y|R;;2az>1*yxSLLQ731eqJ6TI((N~%7Y^&`1qb61nR(WZ*W*NMv1I; z&>A?OI|aq1iO8TSnC`(j;V|ZP-$Yvp2&cbk1#FM5muvhRD>y>{DvERmLs4j+GhGMP z?87E*b&^2gs>V0KlCjj~d~9}}-F%3sAqyPBwSaGtpe}j3t0AAGdFV|1-nb}N+_z;d z9cUiE&&LdVmy_k%-0%|;UQ!f+qfj2*SX$BhU}&}Z-+l| z7)N>OFGvlin^wR{`@WG-MB^Y1FbW;+&y+z{L)S6DEARN~;_>Eg(CKyETI1IlIfReH zq$vD-A4CAhJ3w+Y&wIxj%i;|Vi|lD`;Kx~dyw{F#RY1bqoU>G}`pO2Sg8 zv7C2P_N~u`*qO_0>SW+613zj$zP7Q{W+ykj=~B>EolTM1>9@5B-k7 zL= z?ApnbeZk-3t}eRpZq9=)Sb%C9fh-O|-tl(=PZteYefq(xO&dO?@n5pb@G9Vzj0en) z$#Mc#yRXO2&I4l*{)Eq1n2}#q{V*{+S*V zXrVOufMBZVotU_Ku=uBUsTl2XqJW>+BWpZmcTj~1pfq^!53{tMs4*m}(si%kl)|;B zm1M9cJE=zI_ov3Zz_@a4^L@joIjqBJD6pGN>?PQ3-Q?J7Bvfrbl1-x-k04*ppFl$4 z1~iT|Z7SCyV4DvMZ2yMn(WY5_X;LC*wR=gdA|yBgQBW1(=MDobW$s_)Ll6$8c5PHg zu-rQ<1fb6$AnbIy^VxFPaA3P@*cY?+C;X+c+oLvvn1hL@h#fL+VeWy&J^*aGq+1_rWcOW2H8 zEyIeGi(laTHxTI;q2N{=M!g1~R%RO>!Nm&&$Z8fMv>sNAIMnegIN9o4-q}Xf5Il zATT7Z8JihW_Z486nU6_{QNX#nq7dmfpSvm-RjlWfl9XJ7I|Ggbm$7pYs1Z{_B;Zah; z#OzTGXW?!2*MD=K2v&e)dA1AA#P;<5bwmF$GG0#C_D^J<%!9_k^aApzeLkM4MxQzB z4nSBqiTCdR&gXIg8o#gg0n6WO?uF5Qs=>5prQ6MoK$V#l4a{MZ#Lrz<s=dk* zi*S_W9+rwv86nONp zCnYM8Z(9~l%E1Akijg@8TJFn}TO-f65$R#?d`iTk4$Xae73J*_RcgwM^uasBn*H6D zEoU|3KX8sDVZ1h=mNO=H`Bqw#MYrG+2wmfwe}>)1D8tjsj-EgZ;gc+Pu{ZYHqHKy_h)2;k`TC&Yl0n$v}{Oya%D&~H{z4{{6S&4Ey)HWpLB8ZCz zaba%K*mM^lg*_*bRif~H@-mi_Tf(3<;no2n+=)O|ih@B7r9-HibRo^eB>vz_xE5-E z44O?Geh$(s4p#m*LgfzS6_sku!%o=atK2Ll+jPsqL6$v@OJONdEKO6cfey!uVz#8ySigV*x-iU$TEKMv-^UR0O7zQYnxQCK(UM)ZV zS^wGLhNSt67wb{ZsocIpX0zN;-UpBW;kJ0=t%yx8;2i<8UxW>^s>`15{!H*)-3PZ{ zDdWw>v~`cMK=?dG3(OSPWyklK_S8XxkL~Et!WQ*}v%; z*;)hytxcUgdaG%Z#fy|GgkH06Vo_=TA6;)5Rb|w*3j=~Q(p{3$jdV!2bccj=cL)g5 z4HDAb-Q8WA?ygODm*>XkIp=-HH^%3$jc$f>tu^DC4cloQyzxBx8D~`7e4pL~kz9|# zVgu`&oN>wY<0C|o;0A&h*DnR@!mzK%mQykw<7qb6N0h$956?+QgPs2P1z$fC)j9p= zs$_PH^&ONnjap7r(lYAMZ7Q129JCiu(7UpdH*Z))>2g@n*iw<)` zYK=a+6VJRDRid?4TWVpsHGbT?dW#ac8}Hnpr@dL42hC~B1=uCb`Zvs!oS%utkunUj z-mEI>)fKX)-*M^25ru8yIbD*cyJ>B9>}V6TH>;!M5PK8Vw;)Jt98k+tOBDhnK7#Tc zwA~K3jq#{JSUd=ikB%t^O8RSXbM+__nIC{OAli)(l;l4{v()~CYElrEQAaN zlvrSO#GQ$-YisEXAiG13S$~n7B#g|y(u^R@Rl&jXX~u_;6C5CXtwzdc225$ukUQcO zwe#*DP-R}-6kci-Fn|rQ(0Yn5QW$1@-b59sD|`P#N3O#>KWBwQ*`ArBDzF}^aONu6 zChrmgPR0fO8(n9l@lomHfuS9QC>6D8`2T32fy$?03J$>RbCV5azyHx&!VO8)!8)bG zaWackBE~Cq%wn+=oWr3AI#L(6$J}U&W|0k(BK0v>FK{J2nu{JzVCRDcDO9b&PE#s<L6vL3yt1#s9q8y#@JJ6NwmXgye3bb zbZ+M=EiI^;{7K=Tx*u};@I5tBi$@t&8}NSe#)~r;&#|N)=k004IlG9HhXV`>qvDJf zOjhKy3&FD%nA)2)z0)B#_5GR= z#w)BcRa~9Pw4(oWz0w09i-^KywxXr; z23~7`FA;f-%A^_`v-ps73bjm3cf)6Ht_dd@x6?YPl!CB;P)Yv6Q{vtH>E65Ks>T7z z(~K6pC!HzGDiX$qN$vV2XIJit76Sho&E5e@Ma169(DjQmKklRhM}({baK(&vxltn3 zVZy;&Ga4f)o)=j9%73LI@;$yn!vNohh8X|$8<|!6&##+4>dsV^?^3Da@qmrma>#Ig z`n?K?${9xEABwE=9~7&5<0!;eAwq89LbsT=Uc3AQ$$wvxsQnvT9g81EPOJt!QV|ibgZjLtJz^uZ2JJeM>EQq`~iLu zy|$eLC@iApA^!Y9m-eJM0vU~P6H^m|PpK!<(Ci=&+xN%FaWM&7nrQu8fjN1+&ZC@X zsXxHmWvc&y->hqhaW*_!8CQ%+YQDPr6ZPZ8B8=tg0E3Vl=G0PD z)8G{W3C2jt>cSYg3k!MQ3%%O12$kX0FfxfuMNI3Ns{qfB5~vE)xBCFu3}EW-3=QnI z0L^K!F{SeP_79C=PZCEv)b;usdLZ7P3s{A#0rmuB`?6z(!%(f?@p9buw-e$*??uTYJK4fUm|4=7<%j)zn8jUP1m zm0a@rMV{8#doEHG)Itt+a5NxD;+|kL?o<5ozB1vnvMv;&<3=jP_L3+s=@o>U0L|VU zRVd-lBzMv+Gr5_oQr74iGL6hV!Ue6h)SNV>nsi(h?CxksC>13LBQP_HpUto!|2hVH ziQjP9u(~Jz*^W^`&Rof`b@0M9e(NQLteq1+)(L5qE%t%xpD*lWCd!{1uT%W5@p;QF zjEH+Jn@NBEgD!ix(uRaBFlPARZvaYs$i%+TaEzGgbUxRCM+;`b0(xA zQpBvIrL5GJoO`v_tgfI+g-Ot;sfE51y>ZNftYK4Ips`4i?D!{#dqogV{v1bK{!&q7 zor@N6DoFbqS`0>Jo?2y!CVNY8A@@<`SR7Dknx=8=G$St6h>XTN=!oJF>5ydx3(pg` zNijI8;YNgjyiLhFsJkUvl3aQgM6@$B>jaQnJOoskdMc|J0VT7DEu^&3)g*F3{j^9T zJA!LGrF!iA{sAFGD|D)nJB`~}G5<$dQu_q7(Gqqx^U&i7)+VSfoT*enDi=3lx| zB~s>9*0pL{7LdUi{8-bX52oiRQLt+BKgoyC{uSRYQtn>80Pr)mTIN1aQLQ4#h9%f$ z{(AmqdZMYl)@+@%na2r*q0UH!h^K?F zB&obXsXrxoSK+HRq(C?Z#H@BeP5;xEBWL-J;4SUb&U4G_c5Z+!5mUf$2C1`nP)OyL zy9RI%yzC3Rll;9_t$%O%Blkiu%`f0^xI54@i1~G!UyZ1lIbZULcIEnw|Z3Fb{`2xhvhBTD#z8H?(oy5tZD^$sG!;f5x^__E4bp~mGC`)`)uN5Xi0i=PT4xGFY z<;kiZ)#KV{ESlak`F5fS6);qpD4_v^Z9r7ZjXNFm<{q>eFGJ}#eX=S?HJa5Gk>=>* zInX%?OmIg+M$W2LJT6fyLq9>bdz|FIta;>(z13Q zTjRUelHWe9$5T_*W1j?TcA=i(H~{3DhxB(P0JDkdRNmn9E|LHt*MR@YIJF0z?UycF&t1I`_kU+?G_8S-pVrg!Xm)koN6v zWsYJ~{VwfgF1w`SWGJrSJ&HOt6;gq5i38;sldU~of!9rM2u60ZqmSYqke}M7i1TOHSMv`O+kNXU~7TlPNV>-0hOIrP{D= zA55l^=(LSJq=;jqgy>?HbIY+te1IWJS6qLaxoEhl0UK8Q~3j7VZ`6$8|TI#+ovB z5i8@j2y!K8aHaW+#dQn2k8bmvQ0gtfxzL+WzW-sC2f+=A?zcJKKNZM%&h5^bU`X}T z`28^jRs5ulvLuY{U5g`hQN!jY<5X{bwKp2)tbZTmIQ&F*NRKfqes{L!-G@V1&FZ_) zh@lNL(CNU~q58YGu|sSB89M~zhN8{+;?3MpW4Rv1lH~bq*I}L*0mXIntRsl5`@3Ui zL6~*Wl+{HVE)l;C@yjrZ1J14~hR4En%BgPTtG5aNnL{GhTENPQYefT4UNELLiJ0ra zT@-u9dYn~My1V|!)uhM%f#QY`LjkK00bVw{xTlVNmEvW}k+)|Wa2y9`4qgUaGRk+AO z4$FLCY>IIsINkF*(2VJNs-toTOociHb{PG4CQ-wh$5Gqe8l4MPSPs6P@4?I!XVy>E zKpTE>Ovl z#ZKNAd#r8sHa4K_3HHVXs2Jq%D-Z_p=B;LPrFpDTeX7y-N=aDB<1NVuWV|zTif&|j zB_((^)jV~y*5x-1Gn>d8>jtCSECY}${En`_gNo(lyC!Hk{EiubX^{;@bj1)YuHSG( zVJtl0a(b%9K_2h`+?r$ap~q)W^EaVSJ}B<_7!?a!>_iXPjrw+o<;)L32^gdwaUE#e zdKyH+WMmnV<(=Q#h>4_K^Wmk$)EkA9>5He!m%4Je6dRSLp^WW)tSTZV)ROl_87rS# zrDSN%;@F#K|9C9Va`dh(-L)G3X;@#?!)7>F&Fu3aVjQCcpZbjOmfA~%7wA_bKi!0P z)Jhe~EgvhG7iZcw;igsQT;rU7WYzo51Ixfw$scC2|FCCuC0FK2?s2?}*kf&Pe)vFP zpZ?`|MRmjPwKh!dqzy?U<6F=ljLe&+I=PjuZvm3p%fsCfUV(8}?f`$GyFP5yu0aB@ zK;EJ<>DF_`P}o=sa(VT$t5ldxk>n+Y1LVQ1ix2=5SB?>8`nvZ6gB`v1;z4+dL>D@W z>#SeWPl`Jf=|fP1Fg$M?@D&$_fBKkorc3O(cpAwUSEo1Non`3+}xgU_neLGl{dhvl(*;r($1Bd3gLK5*>KaN5(FQZqshn_ z3JHvA1;}*)UkX~by({H$rmoN&6&5`=z0LcAWB>#xFqv7LMBSRC)oV{lbSz??d(m>= zKqCe(kuxK5^T(}7oYFsm(8j;

    aV_d+ss;1&q6dy*wzvbL92beF5;|Q4OC3zG=nE z0fPH~wU)2qmS>VVhdhiqoyMaYl3}usi@O4o z(p{~#8E7|)SNyEAEnhh*{iO4VB=lf`{E8}KeAr;}pcEC`@EHG0ORhBlomcu;9$PY) z5H9cdy_^gQz9VKHLMs=`grnsYSycS+W@+U2rN-Z(7?N;8vnl&OoQfsf_4uOUk?IIb z;iEn}VZEjbD%Z|D=Z`v#)#M)T1vh9WS~)nMo+A8kMp~1N6Qi3{#WyCC%yC8_5mH`oaPQJk%wZUwT}e*jlf5a3D@pncWtmzZ-_D3P*Q=XcV5}C+%N+IFdY{mg_Qrm0j=*t~9-zjkO(=$Pv4qg$b2q{{bBOLCd9=(+v|siB7PBNosez4)TNg46mO^ zQ1Eg!pGe~b)Ch0t^S^52su?E{HtZ~y77Ni`ielAuW9REs%O@sB3ZBeitii%R3+zoj zd16h>B*`z$ATGt&5PiB4+*|mepw9R94+Y0e)gj%i1Cia?zsm?oXhMO31P^<{68b=Hdz?&@&klvueMMFPz%HL(Qh zuFhKxK|lK%G>$i5HgQtPxXajjA6a|%Hsm{I`6UG^M!k~YI3hIA z_r1vLA@Np2mvqv)N_Qe}hpipU6cR%$KD&dbHvSUnngfs8LWcQIb4zC&=;RIuWOoVF z9!0Z3X?r_7>vcor#3ne!otk)?s0vnMXnHC1wdBZZF$^2qRm{7!X9&LN*vqN@yQ9Uc zitnet`yR5F!S$w-*1x@@9I{X2Os@+6_MRL7vTd-z5QYu8 z;)5Ac?pJ*zCts19Le*HwLv@<=?J)Ad!Al=1YqEzy_e&>lR%7;2n@pm98-EK#l$}T~ z_#>_$ZC4mK1M3-4*5Tv&>`H?m$}yUvF^!j=Quj4k6PTPKYc{iKiLf=ekA*Ry@^2{N zknHsCruBv(N$R%+)*%)8Umddhbt+V!z*v7a+fa1If-ld^QYZ{#MtRZ!9akElf#f~bHzdE*0ZWbHFnQDDr zHL!NE#R{8R%nK*M)tVW-AuJ6K!k-Hc&y^I zbd}5)A)SV;p6{Q2eq+ka0Lv}1C-R9kCghmQ5J}Y8e34&X=59C-KHj|goBeG4l3q3m z0a!~hit_8~`S1}?SwM@FP;rh#Oi6T;D>%Z`*kH9x8;2Xm*UysYm2wQgdm(A|4Fg~z zd7@mrb?tAhIBP}PWV_JvY3!%Hzfx5-HGN$Or>1zqN>zU%EgaQT?*2gAEur$t1kpDw zcuX&)c$cY|lbL=ik2_UeBMUy(jNv(BkKqIwQt+FkY>_~2rUBKDD({!-ku#PJwPmT40G-^$TyH5z4hzv4kqlm|@1j4A* z4Chpca`%F#*(=^6zGf!-EiCPm_R4-Jt}bTD^ha5%Yd#FpTFleCC6uq9D=_;)7xn+( z$X$|r;U#W63hd;>og1p2l#xm%krXgt27jG+(`YR^d1*W+`C*KY(Ph4}spe-IAmRs} zowUU18hN`W<{`7+TPDt(FBu2blbL>!(N?vj61;aDTJJDsv5dXSE0@6PKSQv{-2LtT z*3Fx0Lv(RQ*N9D-$@Ve3B}xH>m=t`d6inKyc=;9-JYepAspj%ZuY$o8JB@yUq~H%% zHreS9011M6X6n4lxIEi@^;M3@3D%EL0`>sqdOgx=4mbIfOM5T5=ssl+8BF1Qa&~rT zcmUVR#Eef^Qp81Sl<(F>z;8?AY~2fy)I<`YQzmF@muevW_$D>(df@I0zulw0$?YzXG4(c?IPD-CrEcwuXdueodcSG$W{OyG4??|Rf;nU$F5?z4cJA?2IAnIm z{l}MLjilc=5ec)1$X#j7qyA6j)Br;0zb?f_^bH5IY{$*O$MwTMIa%2zRPc<}`kqAX6 z=lyO2qeq$%S0IuFK`_G=qrjNq1hlfF< z1R?4v!huSoheK(x%9~!65A$KoJ=@$NnRb)#x212_L;KLnB<;ca4hPbCgMZb7;XMD$ zTX8yKug#UV7~g^BU59X7{Khel9@v+bX^Z{}W!LODM z1_8cm${*aHj3Cb^Y%7sWvSq)dzcM4}TO!=I(=2x|s4({FK7hSQZ_5L>HW$!8rkwI6JxOek$@*i)l9@yXaQyM zH!2klMqjuN5VeQkETL(Gd|6>Kne~J7*wQO3w_Zh3;SY}(r;<~jJ|Cq}Zz>m+DVL4QHjG)=)fGh$_F8A&7zT6FvtZD!Bfq8h%C}EC)z}ilH z!+6LK)c`Qm`*^J~)Yvix0_zL!$swwubb3jSq>+c|lEEQ%GK|*hlFQ>J;Hy1I6rj{j{@`iyS0NEB%R(HgV~48qPEZ)afi{!3a+IT_ zlHYxaQ;WK2NH4$f3`T!(LW980e9P@Iu#4UcdJq$E_>SK?e}EGFxP{tN+!Jp5I@T>) zk~iK5z?0#x_iv7CL)lEm#@PQ*Bb<{E?_+~^D<(KZh}m<--Wyj)=Vy03cPclogj+x< zhq*q8IZ?`688lU|FsZ796z|T{QmFs5Ly;^2g1!T))#6H5ZzOQ#B#6R5Gk6FVR;5ai zU{X4VCX=PW@%$p=&)??036lsw1551PjH71mNnBa%g*NRU$}KUxMuvsP+tsEMf zs$sxJrscX^8AC&vT=0}DvZTvvzQUC?-zVlqYFJUEw#+!+_)`t_sTTriBRB!Zjq-r4 z)f+kYNxv+c!4e0$0ftNJ%nUHn3tM#l?#r=Ute}|4nqO0=rqzh&I^TYk-*P|xhVxqu zm7ah8C^0%;L{KM6@gj#x5RULrO@7gY@E6=gu~Y22Ugbhe2<(^lj5Y)z>j<=O+&RMv zeY|<4A+S-eI|H>f5QLM=NjRTM<8tuZ5Cp)UGo@EPF7sbSKv1j%Kg^|&rbxbUefn~O zyP49x-)7Yl+5$hQg;KbTT77kk*Rb>6Ih1D-ObxkP*Mw&Jk#EQ~6+E;ydEgIK0 zVAF-LZXd(ht(qIQo5pPjraP_+%!$jamT|i=Gq?kUH2!}vbq?NjcG1>vY}>ZcoH&h> zHnwe@*mh$ywi??u8r!yQe&-$IyW`$}VUK4&d#yEpb1v$OW`$Zj`uvjrl%PCS;Q@0_ z;iZUt(ST$H2OjY@z~9)$N&&^E|OcR(06(rl{s7VayNfW@}4>Z{%4}*3j7qA2LA%W9YNy`LLg( z6?!m=0+f={bjB1ekd^8IgkKd>ms{XiL_(&e3VncVFg@p^>|wgo{}Mnoi)uLP-NN2c zICJ)QDz;{v1MZAzj&#l+-=Q|8I-RE^^zwct^wizks|Bg-x{GiV7-`v7@S&3afJU$3 zc}w)yLu9HU;PGOJw6EuXywU~cR@xPahy-FJ(#++Izs5Q|1%$%Tm|BSvOESCxN&2aH$Q(K!^MT# zx7Rx&e4oEPoc0IM1J^Cm_$3r$5XNIg3WMt_c7~a zRiSsFZTL?WsHZdDf39BS68MtnCSW6<@K!Q6&?rK&@tTyxs$60;|0B?SpPIJTz+$L?g zEevr+(dD75#zZ|c{Me5G`$+`!DGLCD+$ub7U*( zO)xKw2|>)Hw(_#pDFtC&QurxI-q}f3V^KBDAc*Zq?LFuDD(Dh4%Ja`mIlRJ@H^9jT zV6qab5er_YNOoCUnj6tt`W;sYnreI3Q{j%#*Qf<9$4=ay=Z7~rsC6(ycQ~9o2T|SD z+F+n?v%P4eI>6Qm_gA0ZQvDf$?q?O2TE@v|70t*-{@>}#5TIX=KYOt=)zfqNH6BEpSXuc5hyzNwI3p`K&aOH}c4cGf~5s+4+6W7z9W@Vkd)QM^eCY{gNl zaYy5_ACS2hbarOZU?)J1fz#h<{YG6Ej*&%%4HKy2EuvAFIGsgLs^wApL1NSC zW$zNm(^bPb*Wf$26#Ipn0q^9JhVf_K#(*USfv}KpEarau`@?+TX!D;Odu;!#xR(Ce z;hzgha8bX09Yqslu^apMA!#{*T4$kID>&#}w>`B({j1MZ+^Uf`QQ9SU*ogxqcZ#E* zNK>hb3}#h}@uDUIKMWk~l8eG2cs&Po#|2hh4rr6Cl;nPdp67Lbnz#RNH?G2x!{`1; zFhewhUgYcXbJb7^VTbVe3!{30b31w{x*SoEjvGa!rFh|*3vT(Fqe40g^;kd|bOs)a z;G!ot+%A0yXvi)R@)0tVi?HtG%%IHWsZ>P%4)5g)(=k8*4qmBW%1ch>_)e$uV6cs} z&m&8u9{s{rKdM?CYiDXHRm=#;|6DS;(q+1U>_vK|qj6ssqfo=PXz>gTxaa z(yi`WyBWt|BLDaCNDI3^nU1+08rwyqq7v9Fa%l2M7w^4eimw<{1nOTPKI)~;92K>- z$MBCuYhPK!CJhKnd8r>z$5$-9#};O!@mxB*$nn^!la&Vb*!R<}GNMfFZw6~07Bu;@ zu`51qok<*xpeJo=+!*n)kuZt}BZ+zOyLSq#Yef#03EdoT>GHRTugqJnQyzF{jmg*< z%fNfB4>=Id{Xc`}CsE(z%M!ncPyPaqgEQI5;ogbrOWxQ|b&G&T)=SSF!6KKAnbr@M zwyI_YReQ8AVLbtX`lSZ@598nv^&j|tUc2Vd1cNI$P2L`MRG{sktG$em*8i#*y0J9R zLGFextUJhkLbXjimLM|(~Lm5X}EMWd7RlL@1q-Nt7D!-;lArQ2BwAg za4y05H>FA!$nzTrjCAvmjWjcYKZQX!^L-_;zd&#ejI{i-uQs@_h#2}$as*K@@ zx}Or(^7PCEh;mha=GJSmuH7oxOUm-K|IvW+7W?W$|gs63q6r$_k|# zYA4pz%WuF0eFXT=S$4-btIGV2bG|$l8L9LtN9Y85Y~YVEXu?K96v46U5{>LrW$HuG z_CzLPIS?%18vm&OPFmB?iydeeuW9PlQO!QV`ZNxdy&wWDnp*2fl^zL zPGVjI=Q=HU6#7KGF@OPqi(E`x7dyO;#@jaPE1V&$>}B+Q0Abr??cZ-%uMLnc0*Rh~ zWqx(AJ^Xk(55iV*=;R;6h+j29{z(|leP7ScG|t^_LV8&5IoTL94V;pU`nAH!Ms{=@ zlSr^6F;xw}(P=Yvq%ZI&W~EqMS)nH`FTd>N)|*GnP^z=d?_qN6(kX8|h~~nKUSIMW zM+9AOzA%zK@Zjh0yh3m=bfk}UtlX#Baf6rJ7vUU2CL0WVj2k36pR=GFzmTh`Q{~!2 zB1lU$Ef(XI$U%6oijEEpQ-B4Ey6#?v*`gd6P7glf%7nLGf!L*gWD$vgQI@eT{{N$= zAi=zdPoU7tNG9mxQ_Dk*%Yb0OVF<`Ur2`|0}4Qbx=b%>Wm9C@U6F} zb{ahHis!XCJFw@G=_|OFrhzOzC@UH8(Q%1RJrXgqi4Nw>+#ce(pF-0#x za#ZwaDGahu$x?zFS4%<^GxhvwaDs-qw%*{_ivg4EMgCrt6VmO#!Fl}S{77J ztbeLI8#Jp_Hs)$e?)X4V4^`69b~Lg?zU@qbltfic0hoS}pD-VV_3jXb0faJbIK4%ov9TTB zOiaVOgozH%;scs)-VSpNL__(NVGa=3HAl(s{{9f?d zD33Z-wAF+ie)E)hPBx^DK*+GogHiDJL&|27xGVWNmS!t3hJwxB^KMj}_Q7Ol0q@N3 zYsVrga4uq8(oxz#c7YELQV=KdOzioE zJWqy{c7IDzcO;bf_`7bBC|dw!$QT|ru?d-vv(vtN&f8Y&NXBxbzF>!;$juUsVufl#ly;(#*(2l#R5}!TU*gPc z+U8sTq5GQX+7&*k7xw$-j)kG^t)*O@X_kQVWm!?xoYa_JU;%ra>5W$0cpg6|elLZ) zdTv`qofBO!-7a*+n6Qq5x})hr)S^EQeYQmn#)SE70SuPGSR_mT?pzW8qQSqPwtdN2 zyhF{~g?|H3e^W%(=THfNN78_YY38{pOe{ASOy*BCJ3OckGGgeokTHg9ZCh~2?eR2M zY%a-wlk2ysa#O$Wxw&<>@fte(8-hXrbUW-{M+Cqyu}2LEcQ}+&{M3q1!r;sra!qX{ z0J)}i8bI%w5|dR@3PAmj`hkAQq@Zfn)`@io#lKaarTn&Js9w^c(`l5S6i6P>e69od zT68-y19{U@Rr+~HD3sB$wrBIT|5e4Tp}zkqKf;Y$q!xedFg`Dvnpk2nub1!c)Bkb3 z-Sg6R1Q1kEu8CFAQs^6d_O>yC`8}M-$h71UHv%)UAt6ue_JcPy=}gZVJpEkviXei! zP8nl&%`R2q5(GATY_R?si8J9kFrgi?A*vN&@yad?4b%2xT}iUzQV|Uh>?Tj7F&+pd zIxhL9&k-FVlalEeRYs97Z~r26tfct#Dy0hzX|o#V6R4H`)#0Fe=c3w(2(cWWX<b}#B&E4jth=+W!4vezz9_r;R|u1~uEb=2 zvdbw=grT&#i|T`<$9vIWfPyk}`0-*Bi@@xCDdnQ*T!0#tK+#sU{{R7F3lj&8$fG!4 z&8|1!g(!MUsPLQ2G|US38vN)y$@1R65n0rnUA1He>FSXisidC^gWi&%fH(=l0Rr42sd&tM zW9~TxvVQ@!Jf@0qTyP;&s-ZIx*Cx82*w}WzUKKQ<_K*ae+c#qd2=)!AjO2R**uHgb z)>WAx17K_oE1PMyrrW6}p5aD}M$RANMh;~ndu@K~AXOAI77RYDRtRC*qXG%}bb%zY z(BsM8T~%A^6Yq07(xV~+}j8)ZNaW1sv2rc%nHX5#8ZMp*>B%yiyUJal3m|Fikvpl(^!&l*k&dWS_; zneUfAeRLgQ?Kn?=W=$D|7XOka9$YhWDBrfF{ZIjG>@ma$ zlv6%)q4kIZojIQvx4_;94bc5XVAv3%R?2YUyw#Ir|7Htab5eM7 zeJFQk4F$ceVvk!aV};v=$fMrHTBO6yyPM+{Vi!y?)8I!|AVlWgdnSg3+bXsr?kDD> zl=@kkUrUHXxrr&&1mYqMtZHzNFwqBE2YFB$OZ=*+eh%o zHp;hGkmS`gG9~@1vQkO0t$__^b;_^mS8Wze z4*SAT_>lgQftXo|@4%|4;i~J1eIy>73 zvEEJMV)?WBP3@YY`AFU-ODIeIM+yGRTD>R>Yux>?Fv{cK#xtgI0ku0V1xp|0ppl9S zlb|g}E^U@=*|vjGs?;j&dim16wMg>n#pDuEbdm#RLSMVCY|%CLr9Q7)xh%pQ57~oJLgj&=B+X?Y*qXVP1lSiBJ?EAg(plpAU$ zF~HGU2VLnXWRA`7mpaiXWW_mqub2;>5x+I<`CEVB`(heKpX(9%_jHFE<5i$~1LZ(N zmCk&VYucyhqgM$6@>Z5(&mL0IibvR`EJ7oL!PY}d+}l{J3%?^M(U$?ci4cBatbA=I zD=oXu<{>1vKj=0qFXg-XQ>VL?jJX@4k^pK-EU6|G*&{{G_0J=ypxRz_SwfpN(7AM*g=*`FpiFA$cWrV%N!{ zsiAWRdDd{A-3&2}KcAFDR8UJqgv7OK7@VbD)$MN6_;D; z`dsDQ%7oF~PwYz{+%8^O}`=@RQj1pw8UnS+94A z+xtFZQkSgdsq5ftpw}@X`&4D0sNhGliV=>&BI#loMF_SI_f3tzE!Xf#A^l4NJ~L6` z&If=1IK8d6#Ke;<@1M6b==%OEiEp-=dD-&l%Lc>FX$$|nEjJ$%8(K-src!uH9Ip?6 zdi(^#keyZHZTa9u5G=^g!O{xu5CTvRTuh@|T}T(%rd_7gJIkb_-#Rt2T_`aY=(*y4 z&VVM0*=;>EP=cr*6?R$Vcdh#4h9A9lZ>XK`2E{OefVf5Yng+w9{J20CG&QjP)Fbir z-lU}QXg2I$5a2MT3Sfx|G>#A_Ub}Q9oqYskbh2C)h8Tv!URAPYRp;M_+b`6SaEzQ_ zU2r4FGQba&ajQ~0?H0gcR-0Q|un1;z~wxYPPsjnD$>F z*ecE~5c+W;sM2?Sx&(Umm+GP1@kI$m{wxpAS>yK$eRnh>{5(84vGK4cON;AvT^JMq zxuAJn2#J`$8B?mdb#U+&t=~QvdI$>dg7U>#o4_0W(d?BY_IWQZb%G;=&aDP5;^ zm(9_jdKW)sf@9d)8g_jiI0pZ5VSwe2B0NPFjqU3uf#>WIAsML4gPqZ0Y%r780(j6` zPM#;>^?wNYMxZFkU9=Z{oIhWfz}VR#LxYp^+BuNo3=ZRjm&9=-@-5`IaJ3^e9ot8 z+do7inAHbyj57jnY{c*@F6FF*$H#A#vFV&YtbKmId$qB4?!jl zm>SHQ{i^zcmX^guPhY$=P}m7-^hMc10Ou?N3fAE$<;*zSHNOk6$1O{O3wPj^ke6Ba zr3yP~iMJlm1cJRjaLua^b9qvr=1&SPWR8BYG7aHKOGxiIj!>2DCva2i=3wZRuji5WhZ!=9U&8GGfmI|R?mwlbjY?1za)D+`xP{1(A}}Oo+r300>IL*7Lc=2qXfa^bQk(j)HUEe~ z)Uff0kO={plr)|-M={gXkslk`$+KGpHf_IF0vOIwWLbZ(7^Ed9mzV+d$NJdojkVfz zdrUyj_$)<*3Wsf@rB%560txJnrfIEO9UUxHD3tmXpBmYq8#+*G>ITfyfXw1xQC)xJ zyI0A-atW}$;nU0|HtmPjKm)(gu6A~KengkKN#K8WRQoA))A@^@0OUSqNTSTZCMf%m zDaP!pvch_}5rbL|K!c`7BWj{eUV3i5clY`1BkNk@1!-QtnQ*E^+A7@U3qk# zQ&rSGcefNi>eTDz;mL?z%}!y;QnP<_DaMLn&ez%+gF>%#Y0Ge&ST|@o$R0Jnjh*a4 z#ac|oIl1HZS}rm@&xXQg;aDNFFT=WRFWa&D*9H@pLe|O3oBVuJ^87QOjw2lckgA78 zZ{1Y*K`c^YM>^`i*OzN(*gponSl8x5Ju4)C$&rk;&~R+N06rX=)fz}9CUk~k*)%)C zfiQcg;nYk8YmL!|#2X-G_566fJX+JiKj06}j zcpmj~^O#aNFMrJ(bU`(dAz3|76I5Ey;7At8h5sWaU{wVuwt>w4Lhg_zbzS8$J-UI6 zg45U8`*I`umKBUs(QIsLI#3s!6ps7kGEDKZeB0Yh1{1V;&oHyKg2%hj8~=KAdm1y! z3IVEStHXpy(wf$8=|r9-&W*>EH%-u60+!ZwZhu%6AaeTG4&=~uj`}X@{9Pja4G5>Z z9&?a?g2y`EeZtU}m^SR;I@XveuiKk`3GljDjR#K^`_vw7zcQJs1NkqDLUM9+!G}|d zi7!;eOXyjTe!zvSA&^tNAD^Lw8N%uKa1pqgHt~QQ=&L(OQ3fnn^Co}y?ii%@3^jv& zZMT>QFDmqjYNnM_`ALHl8jP#(5;rDl$ojyops{$=`RQe09rJeEPCrH)VgNRj*JjWt zP8M9rGlKEJl3r3=%~_lw#8xNu1@ZifikCwq#w;uJy*SbbFG_(`=U4xL+HPtY`d-@? zI>tzcQ7|B-f;p;xwSgN-)}dg)}JI%OXp#%HxKR+||Kc zXlr$p+)i~N#e-Jbi6SAbsPOFQi~6PU%G8@V#9gGI;UNIgIZ%+QlRc&Ro8>nJya2y1 z32*l1$GM3KmjD9u%&p)wY?dw%XaoDL_FBbOZe=NEqKr3~-1o7U52uZohj_KDk0GhK z4bRs^+Fc#jURC1swg;sv+o+R};2IiBvD97{V{gvg#?EfN3`G>Frxfxzj5c}Hu8?Gc z+z5(@DLf6-PkseM2JzB^dh@BL&m}+V4#{9)9scJx5DM>?`V0ZZW0kNgUO4Idkv}z0 zunw)tao&nP<$_TD8|u26?&?;h9Q+Y(`}J&P?i>AKWw4L-{B3V>hgy{apQ3T&R#OOK zzIWkxzm?y7!JRKb#p(!B_d1hZ03I=kjV5IBHtDblaBzXgG9Q_(Asi92ux#C zmf&D}OmVh8N_~0P(bJp*~m^jp`FBh9H{O# zj;k%@%@lIXYn~rO^;O+MFLyL3T_vpJdYQS+TVXLt+W&B8enn9v=pB zzC3ngK^)k54UrH#>Q`TW_p$w1Iuh{X*DgW!(3}sSXL8Tf$IBn-_1=B)_TD1_d0ubG z{q4J18fo@ZEym`&@5#V}gX7NP$7*|f4LPQ8JH8-Zh#-GJn{25^CTp!k)Knt%NiUnO z1m;%ku#J}yhn-zA)^7s7iG8MUZX$?>jS$Irk6U5?8LjFu4teTPpHJ>VO4?7P&gK3j zuD4>+#p{Mc&o<7uyrO`j;@hBjA=HlE2Xy|F;z=_D=tzZ;#@uD417Vy{dm3CzT-X*9 z!$mZLW;7yTusNr(a|bC@;B>vNTkvLXmPenQ z?e3GF^_@0{@AB;}NPjaCtPG$c#``Kcvjv)K=8x0p5lBG@r2mN`iqyENjN1TSOzA44 z25K{qknBfy`@FBj`OMwB8n7V7wmeIQ1$g_yH?wZUMC_ z@&Phl@2&{HNMeDkB0Hw|PMYtpYzjAZ?*^Czu$#}j=SnSNh}W~MQncS|m{igv;hswA z7*TyFElznN(%@Q5bjN=J2AfJ;5#fk{g#{Qhl=NkkN_-nQ5(hyZ22*ii^~g;bJS{5! z^e~Kqwy+R}x>ygZ(Pz*4kjjn`2(1E5&)~1U8-P|LlSYH94Msad4INA142&-6>pGT* z1$#(8=yF1?#5$BPuud)%80aIGroN5}gxoFlXB!l(l{1-I+rQ4Im7A;d<8A5T7C;6s zKb+6=;ymeR@{^5=(Ty+dczH~nQ=RG?9q9ZDZq~b;n2%|*jNC2c&hN9^v?~0Gff-8` zGilF>>}Cc86L?lU|%3*{gH&S%cg~V$+utVrpF+56cmrhuwCCb z4tWEXlHQzJq2(?>r?Wg0-Z774}*1xA>g!42?Hc`;nZetaTm=g z13?MLfi90CALporZ_xn%l<-j}e(%@$5r-ArVl?2Pe)Zu?eBlhY&fUatf-n{}n?M5* zUV1jgT=Hf?S!xV`H-qVPhB13kJ7(dei?xiIx?;9EG4m5tc>Q&EAmvgI=~lSAhul17fAF|;=129;6jY7{Cq`=r*3IKs zd{$ZFG_u*7P_(cwoh(v3S!W~>;=-FxcsN7?s?I(s zhJn!z)%LH*2TbmL^WtLEp;a4v9PD~ekLMQOCyOfXWrU)&E((rq#!c2WUPwMh-*G#4Uk-U_AuD6YRZE1mIG&&-EX~{DfQ=xHn?7ufTEV zx`8i9-zkd+a@y&Yr`$-l(O-c-8pMYejA`U0&I!GQKwCa2?uy+V(( z!Nz;>Jo>TkVBz2k8G(U^!QL00`a~3PX<^JF7PPMlB@c8jR;*GR(oBBvAnYyb0Ln zyHZ}K&4Pzg580n{6sZ|5Cf}V2@XqmY**khM0)?USq<#egeslnR4bGj+h&zmP4d=&1 z!!iHN7arZyUF;&=Ip+oRHP*~cFL`^iI=w~!avcXT@Ql^(xJDgQxshwmmgH+gjXHl& zX0<$@9Zx?f7edI8$&LK+t%F`d?=;d?HEn)6iLYCz6q8S0b1~0Ujxu zJ&k6J>_zF`YHDqkoBuRxt%ZJIn7V2${qBq%0&s%`)X{dFDA5iL9h0xHe>EQiuMaNTuKf?bcaY}>XS9Y%+hS-bxZ5E=tNW}MOGge$0ueR-xc$# zhxW>IUUM_~uL$9A>vH4TYnh-35}F@<7QbF!{Zq?7I6N(ZBw)FvOCS$62K@l~aF6TB z=4=k)LUtz^|IJQ7L9-NByBm+UVktW=t*zM{7kqdRcjguz67%#vxdvnRvcxwSEX_|G z&@W~%_W#|qF$J>>jm{_|ozDVPMoWd5X0bUVN|44C_rCL6ErD`Q+oQp92}`4~s;Bb9 zCv)imyz^k{p7cid@m`6GmBKco9H}3@N9l`0X(d^F0Hs2a4I0V=2idh3&h;g_$HgntkxZmGnma#e? zy~=3cQeu7Xw059=f`gn!O{EFlz`bfQ0l3sW#838am-n;;pDY58zmtSu@RCQqP`IrGUJvE!pJs1W&^Hy<-8&<cwfLKyjmFb1t`2@p*C=rd~3+XYwXMhDsLvT~|=T0ZK>`c(|kkk^k9dq23)4(?jGc zPXkDH%FTYo=Qq$f4pE%2Q(=6>*7-W6Z}Vt>Fk2W-Rh!Nkb?RRk+g(c16ij}|z^ti) zf(@mSHt>ooloe()QAkw5p-!U}S`5`m52szi`cbV7x*d*mnqXH}3?tg;{)+QxZ&+1ZY1hxLluFGVF)_hCt-8JGz9drzZ+Y!j<~O0yoh67{v1x}W5m$w(D)lPr%(pl+hI5Unby3KztT5*T9a)1!)6o5@_)g)|6e^6xH9aoq zEq&vuXuu=-4UNKRlSBHw=M!@6hk z6gic0SazR`Ten@ye~vK4DzpP7`R9?H|Z7M!@T(OlS6zGS^=I19oI9+t{>Bt9kECLph+qVkvkQe!2Bm2 z`W5gzGCIxbjIu$ zqSu3SvO38`mKh}>hcgV58+r}~mJNCuLgmFs&7wj@#c(bkD@{Zg%@1*VCs5uQt``8E zj+rGIRJqBwCokMP46R5D98W$h>O@d}YB#}`$a^2k_SxL8)#95Iz8Pg`JK8IO>i9fz zPy#jU)Ndc;^8qRTZIu_0S<92m3Dd~+oEDrp49$3{E5EotwHVwiAyR(k_C~uDn3a7~ zIlm(oz~jsWCXxr@T<`0Etjyh6%&BJ8l?yl;QT8vV#HIH{pyCIKKb7RA1};)8IIs4)dD9Y#=|_ zG&0$vpM%aQH#q9MGCp~pM1aFJJv$pg7x4UPI)|05#$~sazq9YL3FYrjaM7L%*vwOm)7gdk zw2X4y+TKhsK82Ir3mD1wQwp-LO|l`^KZ;Um?v`XzDs98<@Gf-U`M_!SYzql9Ox{5+;Jl!?A>ei7IId< zsPNu^K<>q~zepxGDx=y<>Q&k~0V5){{YhkI{qldOtd$aTtRw4>art3h$? zFAaKF^X(SF$*mT|iFO!c*$|t{gcsMLw88KgDbv{TaE3PET<6Pgw;M>!%EoBV9Z2S4*s#8s)Gice zH)anfY7Ywh{7i|TLdQw64M&2Cz=snCroDtx7j)7><=TF|WRo!LX{d@*qdxGv>~~Mw z{}b&6H-XPGC?Q9&W}gcm3B{HXikuzAz<~$n+yy@i5hy}x?pJ2J++z_Fx|vB<8&e3% zwnEbMRU8jM@LJ+t-VklR70iZk#RlS@0}LGYzYpt7T`fOTgif%{kW|SzQGfW${r&Hq&8yAm^Qnr}eNzz3A@}mz z|G!3{R`lzZ8D0MC z>P=e@wk5$-z`+ADl+}9xgF6pz?pcNjt0%gMxM@?_gzi&8KxwaMZyA~SUp51xI`A}K zx1~yRk$ioWiqA8XJW7%38^^O_^CJlFXpg?#=MC4+%$6f}_))I}* zP2>=cxi{4*A6{=HHvuaD>lJyJU(JJWSnz;neH7_&Yz#k#U@ra*A5ju;^Zl-%|C7Q6 zSA=pJWUz7OlnP)y>Jd@BnxU@j3)e{Qy|W$-?bDC>K-Nt~z{Tdq@(Crn|BCo@UAdLh z4Qk!pKCoHkyDTkP+QCwvu3hSqfZo!_VPFJKbiXb{`T-8Tf}H`GB7{##%jRXpF$4J; z+4+3eWqGMjVUAm3!JeX6hQt-(*KC>J3Gwa1b}D?IdrLKQY*%=EQ{28uSMxkuF8S`| z1;NK4f=XHk2N#r2Bt3FL=WFMkdbRmP4d7*ne~O6Sd_SAIF1>{od$VtK2;arYukYb0 zUOsTglbc_W{x}?>Oq*T8eFTiQ=kgP4X?iS$eo&yUSdGxul!pTY^`Y7g#u~KTC>8v> zPFU=>P#6vOpL{sH=$A0M@}TT&dxxG6^8P4CY+h?k8C^$P z$K7rsPcYT+QL?;i=o8Hq>n`la@q;WjPZo*HC)-G4-HVmCzyjP{;U zt-wrg;M*vG0r;n+Pc+e;V}HSt4k4Gec4wb0%H(F}@rF#|B8gEMrwO>97kfkYT}4>@ zS#SMF*1DZY3(1T>^mdbw9FN1Vz~-EH+!l1$t^T8M9p1;KKE{IZHP5@H>|H-WVNUU& z`qg>>g!k^A!L9p?7okBZ#I zutIl0t)4T`G=E92A+LzEtK}Cr+x%{L2h^Z5*#VvXmyp*LnC@WG;oIiJrIwps*qXqc zp;_D8q>TJi=iTMK^V7I<>>5Xt1DEYy=4xqlEf|3@tAWfUwRwCZJ2(~OsHO-y`cFzQ zbaWBgz~H!G1qt#Feapy7CDklmmzc?T3xK(0ZwGJ{mfebiM>izQ1=WW$nt3q_mQaRfpvz&7v8;m+e`$bL_ zHzB;?a#8Xk+Lu;hm%8qko)CZ~r{7Ze_xRwfUo#o8p#oZDnVzEFR`UZbo2zZ7# zOJ2UfC#GE>`4dTJ27Li&Y$RELtn9eUx68LL6t|WvrxxtC7NI?ZlGh6QGBqJ2K*i_Y z-s5^-362lXv{3pTLi10dx;h@x|T zsVID>j5JPo?MjsP{MnW(9o$ne_s#6O{3zPT=Rm}gDM`Ly*L>lZB&jtbf&zE?yUkOf z^DNv|N&D!`r{H=p0M>9DzNX?Sc7HOVz#Rf|WMP>*u3zoJ0WiS~t`-ux$$__@C0fa*3(cs8XuMUA6A^~s_vk6aBHGM_l9K4B`o zfyN3sa`baJ{@3v?$XSK9NYd5e_k~-18UHp*&O&)Mr3A76>~M}DdopDHAZruinCl*V za@Jm3uw69YoG($|1Gmon2nmUVwysFR_M_H#`8NW?o&10w&1L*GKa34(6mrf>+p_k$ zPiGg}w;W*F$jkyOl*z_4)mt)XP zV3{IfI|_7NSSLIku5^c(BPOdI52F;cSomo@_H}qoOA6CVx*aW8SKU4*pznpoyFNEY zoyn~@p;;Ef5YPLed9jk{hxI1qS-o_&;X3+--ys|=dY)U}50C3m*FEtJ8maqbUOQVI z<3Hq5n{v-eJ5}R^k6UNd6z`<`W;v7pjXwcSlZk4df^O~?e}4=1mDaS{R^ThTJ9|X& z`NN`&ET^Lqt(Ra)8(6c)>fA%h1GH4*pJ%pTxnYefN3K5HuXlhH`{i;LLO&>q*mz+e zDE4GPJ$JtymnPxF$EjweN&fVPHtlO+n%64Jegk9%oWxT3!_wQ8V`%VZ|FKX9!%s>Kcz}xywaD($3 z=z8hvTHS%ydq{Q;H2CPqVu-i+1bwc zy8-9x?0C{LEwo5OGgs5r1eO?F2#2*~C4YYV74D(vw{h<-%3`ck|0P90VHZ_vNm6*x za?etH=`~e|@lbj?h6Eq~hF2*J#vUEpG56P$NeQ8R>=h~ohHuYKNdK_vefldY&*a0C z>U86K?Hvx$xhC#k-Ij&9#Xp+L+gqd&(UG}N#=W*0Q|>Z?M6kxDLMQu%wcFy<2S^CH zL`LP`i>E)bYY5Y-x{1;^=fl84V2BaY?`oUDCRHMld|vdfw_0KWl!*3KacOCIxVTbl zpbft&>gthlhzzD*Rf7aG?SEAd>CPv-uaoCB0HfteNP)Z|Ze|O$PK`Lh9nUGb{x6>e z)d$3?>gcmn8d(cTp{BIltf8m!McG}GvFVj?zstoqbF_wt+(rMo?migps^(`8k&eae zBF(cfC_HPhsvtQU#c;WiY@!B){fHczMQ^GiGlgT7lS)R(M(t!FNmJ@h;?AG-qOeBl zmDMLY4^7hgh?WTMZaKNOa*3uzK?mjr?+lawlY973cBYY(veJzuh#<|c!fTLsIYkddiXOmnN9UqJj67r5s1vkUY9XbR;T*zqFi%y{ZKL9d8&A#qTj&Be2bF`I- zyy1dqUO5=Nv3vLKn3xz%|2uc?JaFKErc!grYhlEQ5ru_?ntJyg@-D5Ys8ILs>FEhV zP}ewD-nw;bSy>rvlai96qM}46hLy?5$-nLWxMW;8+kcOIHt}?rIGh}CCm>6n=_`0= z+?l*rTd6sIAoG3Ct)uUBcgy;f(RUVy%OkTwch4Pu2qy+yT}A#=|2u&>N};7waT%?@ zu9V&S$tbyl`wE})SCkRkZ@6_dXFBJ-SKgq!G0xOD)BI1dO=?l!P3eh?42@p(A2}ad z`4(wSCw>(3*i@g6ec8&bEU)ixG$VV_hoNuxAG@y9)uY^+>+N=W93At~!lc=DgjA;| z`rYwP?>{cO#5d}CGy47hDhs8V!FRSK^~-&pG<90^#QtMnAfMCi@*lv@QSZl1`$v2@;@+qb3Ari44QLgbN?h1MI& zBc#5qUg>wH?sKv?E6t`SO#N_g+A8hZXr-x5namR9`ro>BC#mqx^g!hseHnBoS6O+i zes-j;{4DAdtJ3a~8w}nsoRJm0fw^Jf!iAza+e5>C22-i;leK=;s#WSfU4=J%e0=iq z^5_{9k(!z+hA^y@qr29gGHu@{%!nIDG_}^ zwX$9mgnmO)>GH#%l&!yte$INgyOKN63`lt>*8kvlYDdCKS)(uL75MlV<31rJBeVDY zL-Z5!(5;21lSgk0_?%48tZ_WO*2j|e6q*oeg8%vQflQ%|CFhzCCy}0psQmV=>q$~W z1e3adVwV=HzP0+4LuFR#qbeUWuH=G&?<@1(^tZ!YJ~U(ZqaiC~G`G31#k0hNOVT`= z5O4cccsCn8>#_fT>i!$-;={wkS-4+(@x^DJdFI(?pGA8n@J4NIEj2H_^wPWUzN=sT z$Bi5Jo8SCq%9JVN$B&;nb!vTm{R=O=Kqnu3@WHKHx9IT6C!c)!>8D?P_0XlR@BlbRN;1kTue?GJV%ic6 zI9j03;NW0dtzNxa?Z2U~ls&r^Z`61!Y0S^z3A|FTkZ%~qeX|PlmNR*0CXczKj(f29nOX z(*(V?UchdRLwJK^G=f46LzN~d!|p)t7H}Wl@QCdaK@FWt=8#=9?4nJl1{=nVYZ#NdY|5w!}NYS*pJsvMa+v)%i2ujeQXpjsc9ghN6}$*+3Bt zs1e5%7AQrWm!{tEa6{6PaghV~cn!s@SIQO5dO_$n+M^D31o_+l3)!cRPmy?I(xgd@ zIA_kBl#~>KHwp?0a&i=9`WtV&aq;3s&3ss+3FtublTQ@&&iwiF0|EjlfIuQ6BS8Yo zmM!D(!3Q5ab?Owz0pOwOfhOn^u+`$LIeq$cS|Pv$JUl!^pPC5>{f1hS$$$3QXSA9% zYgT%?O5Ld$$=)GoYU9R@Yu2ps^YcTtq@-lamMxk}O&_ks8xMp(7oEMIhomn^pN)j> zvp&{73-P>T8(s_?MO?gS?GTMHP=|LBR#7=JXoB<;-QQoaJq%#w{oqqf{>|yFKV{hn*(%^$#9+W{h{6`ju#> ziRtOQl4gDghEQ!))D7Of&_SDapq#v(6x|r)ye?PYzh+&tawzadTUttce6;<)#8^YT zv2UMZ3|qHuU3`4Jz#Cu;log+T`su&@+rM47a6vN@i8uWH{W%kks!vW1hSMLYyho*;`nwqg=$3Fh};|$GNFo_UgbkV0~0s?QSB^gD49Hz}#P5*8^ zbS>VHd|y~n@Y~cs71Ss@YZ9GYGTT{{)RlcZ{^3*Uee9z|Zi-*J`HN8whkjD(6IkW> z2_*JXE(ifa0@>QA6(H`w8w!U{Y#)bDUA?`RTU}k}(zy_wHJ0>d5UZ+^-^F^tA-oZs z)h6`nN;-^zYlrm_-6ZKgyulU~4wh@V**;#A$anA1{HObR^W6S>(u{8;KgQp`9C_#U z#IZHr#>NzS9wNMP^{Q{c^xq}EY5lvP%;$>`uz*!!jOWc+eiO{w>K8aQrMYMu6uRiw z@h_S8Gx)Q!&TRQ`?<@R9*2Uc5_vKKBdb}~g_qJaz^P9zfc%en)sd(NjHq(jChoAPY zT}F_Z;9IVfvRR?O9X3Vpo|qB%!Mg#+G#QQWo^<$sF1|_H8f{BW4tdTj8Z z5FC%T1gQTYVd7^8#s~pc#*oa`>(Swu8=8vFnzRz9Fe8E}M2J~xfuee?S1A_+7sqi` zz`Hx}hO!${kvX7;Um0nWLXf21?Hl@R=t>Us@IIhr_nWE(9KsvEhx@juM1XRA)cp*5 z*?o8e`WLdY!chG|#26MYhrVe{K*m_lwnMr5&g8~pG;GSxRT#rk5^Z%dWO(CJR1nEh z&s;9CH4}Y3zfDX_A=#~O_*FpJtrt+&=odKRT;R=9%hVl?{Z_&wCoUDLD>dcHD}zn5 z^3ahnew#+4(t$F|xDWIX@; z^RK`DI*t=dmMqZ#A*tUG4X<3ef-puCR3ca+tl$j>8aZ+#iV-?T*FkgqH@^JxOY|F} zPt631i;I8vyWbJ7DkbG8f9m>;w)M+-5A&FTrP)i`dfp%&SKEIL#WG7Wz8m{UdF6S| zPVnqGxxt?mxqZvJ>v2(r@|sF4jA1#-W&{sspXj&gKq>sG z@6FZ#9|N|8`udJlOW?W`^MOCPbJ5I(%Q_Wzef{;A@P^6?Ic-hBA-sWmiFoOWyt=T3 z+&drl;SJ#`46njZ6Q7H&FmqbaUyYix#mCqB;zrm32lDzA{6R|DP*JXz6g5MJH=2&; zKO6ee>LOoTGtt-krnU0}nHgU99p#2CGRx<=bRt0y4JB+(-sZN;{w9D*C6OV!Jm)adcXx~Lm-Li)X4P1^tZ!qliI^^Ka76oLoWj^ce`yh0>bwmbGfEoeaJ=+rxZ1{qx!5U zuS#4vI_g7xz0)#^LE4BxkN^2EdJNBj&!VCL?!NUm+BP)o%Sv3uP10%0kT+j&72J9q3lyr za0qX}t1PLX*tqFwCpDc9<)QoV1}1wLEsEFAgvM5#oXZ{GZpiQk&~)eK_a4i1z&ylH zk4y2scl&$(TN(@O_?qe$xZ2)SjAXg(zi##QxvM|>LCP~r3qAWQ@0LjQPCmQm_CNbf z(jV{EIs8B5Y`;i&p>@9>EdlcpxsI7O^mxNBt$*FOI~#?%WS~mNZWCJqIP2ogCC+ZZ zfqCBmPZ(RRWWD}&$Wyio=!72*d+r0T?!o`ed6!~`vNe#b$6U?>Cf$-{y)2wh3d##{ z!0AXfv{leAZFXyh0B;aKf(}9b;r7{`m|9@)J*ayd_Ofg7hVuv@9Tn(u zyis1G?1riadcV)xdF7B-PRFJ-XgSnVWt-fbl0eNLj?H}}`(xY@ujOTTE?=M~b#G2i z==^GKOX&VK&u!|q>as(41OFE3L(6UpcMf$|!&`O}-aymKO(`m_-M#7Er;dK=?(aBc zc!Mue>9Lr-KiOWae<}Qgxf(k*&uFlR`wbU3Ruf5SE(UGe;gOpf_~Wz}zBs*6J&pK^ z%)d-|%5TeumjZTtCw@dm^)dBX>*YxWYd#Gd!!HHXC^IJ=r1iE)>hXqPKeO1$n&<%` zITl+PiWQYBF9&he=Y{lu{0+ryRT|z7Tf%+yb#-%hzy61S^M<)&?6e(t8d}#iQI?EQ zMCYxFuqk;WX>Z~IvncF=!`eS`VkI2{yy3*GzTQn-i#L7~@oe}}C1@SRb=>iOYl8l9 z!KG85w@4#~>7h0~zV^};exC3}aCS>^&?8~bHl01Kku*HS@f(wY8dpd$5k4bbtX+;b z1lp0qiNc}v@pF8yH&j)2tXL$ITsNJ_CpNR8uFj`4g2Z8@q*N5+_4Vy*mt9Lw5e;E? zCsekn@NDDxVs!#3P5%zz4K*D!wk?uqXnGsQLpR|KCDj__qQ{QC6ZHDRvpe1W1&0!E zv2vg`H7#WzfRH_h{x%fj7a2p z-xD$uVi`<<)4X1LD|eRN5%mJ3R{zV?r?WPG-gKs*xI!TSCk)M@j~;K37?*x5nn))2 z-6kr>p%G1l85g&C1PGKf-h(pSR@18yGe5-Y$|lZY#Ot2a z4lbIl4*%5sH@@DezGTz~TI^A)+yqWOPYK=5o9N2MG3Y^|(NV@+GU-6<(^n+E{wNbMfqJX$qWZ z+wO5aCW0g~B=QI>i(@nR-IS;ByKBx!ZC|q#-~qS-Y+UPQH9;Q#0b7I*4&e=Ta36{e zQt7E@JG^B#;SGgy0mjbw=pV;D$vWun?>LlrgQsQPzE7XawVIFu9ojQFlgGwQ(C1>- zUlzj!4yQp+O_uZe`ZnJ^m;#Gxihp(F-PiJGCRAj7FLmVB>}_3(W&yM5xpc=@-%Naz zXkz^+<~8F_E`L4eODM-1>T3DfN_&KPEA?4D-ry`Rfka)lXmu-57TXhbQeeG|Lp97_ z*n^mWK3%nWSBAI4ya{K)doLVX@vg6#--X>y@HSDW{5F^8a`E~_!)z#akKm0i+_8Lj zTm0)>wd8(&*g--O*W!)!zT*q?5``7RJaMxUBtn>~g&%u+L;H1&Ha7IH-4J*a_ z$NP4g=#3xCo=|_Ku4CDJTA}@DKAbGSX6rs*9698ny5JDrK`wsh&FZzVsTQDwV+><=th&tv4lUx8K19wgz&d-idXvx}z?oF~93p zcXj8Lq{ck{>TWc)-|Q6SqPBASJaX+6hx|*KnhWjDa_BoTzprBx*WwM~zY%LK#F7MR zR-RrQ{MZG^Cvf{ouSX7y)VN&Avzh`fA^;o1&*p?as!7he9B*ul=~DCkGDO?1E$NBg z4+aOl9dZH!RcZ)G>6-O!@V`%cxxB8Aa|05p|DEwVD*~?w97J0p!o>V9)>TeF z?NO2$+rDv?sL}lE5Z)jLmi@lyL2`d-IvlP;H{lH;l6cR1_>3EM*a6o{r!T@#;teJV zE?tr9@egUQz+GcL=e(NJ-${82O&UHzO{Y(p3v8gaIxz~k==kza868EX-EpPB3wd8mE?7&St-iad#1UQdJGw@|@OEfq^oNb-irC=1<9GRu!~p$SYH;ZCF=aF3J<3bN zA<{62i>C(MG92zoVnjvo4#QK(8z$4fyw?qxsu)@!;Xw{NEh? zfb#g$E9$Q|{8#ok%KS_D+59PU&+l+zp!-ea6>taMfSYTgZSoEIIE5ayl;0V}quMs1 zm{j5)Dk?Z4`*E(I=ACdk-cTrgR2u=@GdkyeF(zlui-}%;@U8uA)(82Q&M!HP)uEExWM&ZOyh@**jNI(gF-LxQ0>}~TYq){DM$OdWg}BR zT5#6tT0_|K_fkfpFj2C@$44`<84mJhi0@*EH#Ww0+2sv$$Z0`+-Au~R1rUm>4vaMs z)|@iD9U2+K!?vB9mV2H5U1)$_2_`fxYL0@2sw$0}9J*-Gk*)2U;fMt2;V~uM@0BViVCl&)gkUw}anH1`+n^r^VtpBFg z@rDSWQRh?OO>*R{1KiH~(Op>MCcJ@v@|vKA@5elc&S>)4j@nYxPFCe1l6nhybc*R*$$fzZI7KMEo z?RKL((UIDsO4jsd{SXT#o}#E$z)sd%2}#4-VWpF%6UWk42fyQAgX@k)9>)w`hQtiY zdW>R_0?9)PFbp^`TOybBnO5lSUhv;&?rtq?xL^@%AQo1YlGLE2L%siT`U`Y$sP?QVElX=zn_YxZ0!W#f5N5lNZHzmSU zO_khoAZXj6xmdJ03l%T~gD5n9lJ?@iWxh{9isr>DdVt;NAJbp`_~Z%z#;Clhg|+9Y z=k<%iJR*91tG|~JQ~zrnZwN|xbz98S;5v29FqYkfH$D%zwK4GMU&lSpWgLQUH^g|O zso-SC3I&AYd(1OqNdJ{wnT;*uX!S{G$~xyyZ#-XO-sF*aLyr=!xD(|ZD z%Vb*Nhb9TGn~Dn2e*7l${k4U`f7w&4@mhTOiy!F?+?V8@p=f+l{6DPly##Xmy{WOsYylb~ZRM(ETRz3b+<;{CmW+hqCwbV)rsN1X=RXf+(>s8TJ4 z)yv`BS8x;Fz$!O4XzOcnW861$bkAMOQ#& zOUOQyA?mXxWy1w7#Wz|kg8}2lATM2<{Ss7DywoK2A`uEKDCF+K~jhjW747(&T zpTywh-;IA1g8It%1EL}K4jJ>LSB7)o&MH!?S_qe7lvmFr>N(C%5HNJLzQ zO}w$YW7ckm-)xM_Z$B3qHXQ$?JFV5kMq&t$JR&;83JM4@nPuJJ4-%_+I@FLMkd(Iye)x4|4 z?gLE@w<+ap{9ndC;(2=iQ%QeZw|}CL*^{gofMhq;3jjziU~)nK=1a8Qow(|Y$O+c_ zu`8)x+U(XiiZ|5$8zhVW(T{%g^wUp2_Sj>;{N*pRv$N%J6%`dEV6}SxL#F8S$XLf4!bAlSg0@tQuDJNxCg*Wvd6$M`nZ>e(0C^1-geossOu%FPI=>(P`1bI59QvFM`jHyRro zAA0DaU;N@1coxa#U+;oz@kY~zW#=*r)T^!jf!EZq%PA-y7tQ6AD3{W-K`|kK|!eeS0XDjLIOa}6~ z5b?{TSK4=I)jQVl21avK+}95Vcg~sCaQPBrp-t6TSWG71?o;l-8<1~|^KSjSsK?wr zdD;Ik;Ek(Sn+nem_K0_-oQ9@wSGnPUEz;Hk$G+88J`SuWpbO2={fG7SMDG&*00a`g z&}+{5!AA-u&Zfjx)Ea1JexLh!dUZZc@Jqp%B9t~9!pJ?vsg1TRysXPNCxPk5?3 z%KzE_HBC$O?A$NT*6lDIt^Z`=v1`+JG&P<)_IbfNJlKDqJ7tXbji`KuiYLCL2!f7v z+sBA3gt*Q8P0Zs78G98Sg(t~Sv^t9ZPEAX|7(GN>o3!Y|$d63hId;;CWxBSjA-k>s z$l+HWZTByrB9=$!)~#D&AT{2Ii;E*2yqti<8>D?FF)Lrg7T)mk@*-3G`0?ZEK{o$- z7hH=s{wsXc&bSR9ePZ~JJS$vq7;{0skh;O)Ur&teb5f;X5O8O@|?rGBcoE}NXy z%Tr@(fn&uq)C>qhU~`LM>pmagt{9H!?|;sC>p!x_ydPRHBKQ#Tywu2!tjkMDTem|Bm=}o48@uOL z)lS8Y2X2ASj~sl*yXiMaMtc_oOY`nfY*>Ehl#y z_T_>3ZW@vzF9+|o+t#{(6U+3rssnEvpZ(5>`A_6dwEOq_yeadGcC0DiD+U5@{NyJ; zdG^_7pLpU43Z#{n6Oeer!@~m`%7h6MY~hXPo_mgD@evUbcIw+C6y^hYr9rEtL8}kp`cr++5CStuiCT!T}aN!NOS>O+EI%z;O z3aLWpf-j+dGMuojN?QvY5YCX6mLHV)FPed_<>d&nP%$W5X&5=4iuC&^U;yGJ09J;< z3d!k#w;;{1HC2;(TX-WR%cg+_BO?r%CVdX(6lvOUmT;m6Terh{R}+11X07mVJf}E- zF^xGPH@1`n;p8(jXZene`D+gLyWX8BNcmR$!%M>3)YKf-2a=Nbe(AxZDDR^isTC`}>rcK`7-qeJLhpX`hv%;4nHa1r8zrpMJo8SEA8*jWZ zYSgG7{_uyw)5D2x@u$_qwRi*l#=_t#h(oPEMS^DEWH*GtMIBozd%onq^&1I~oW5+; z?M*gR7f_yHT+rhUydysM&U!rT!2cJyXv*&D=Hz&FEAukGmzXStOkT{M@5Db^c|{9X zl#t;_XChxjx0vIC(zNafV?fdAsl-QH}BSSp*k@iLSs-hIPtM{ zJFItw32Dpjl2(6Dn&7||eAn_t?&(mU;{@#YcU52iROqM={4V2K-(Tr?39zAYH@z49 zHxjPqd{ykpgJJRW#aWMqrMt!YuC}M-<>gJBI8m<(IY%^)d2>qQsPNaV6BTNji$k(< z&keb$#~ar+uX-Wi*!-lz#V10?c=j}HSZ&zcuu@6&ewTh^a`5|OQ>N&}_FC8j>RYL6 z9!PoH)AJK`jdi>+#pg!WazCN8fz_v}HyIoXUcBSf9S&F7<#>ajj5mEN*YDaml;3C= z@dikvecf{Kr26~9G~TP+PSTGMDMZ=9>5B4?~vfhFJ*E&q>Ooi?b~NQJun`h z-{kf2p6>djBw~$Gh=BmJj$KhqCn^VdpWtO5cy$-`@*nwJLGp z=;7uU?YVWczPZ67*g&kdxxS^lO^-KfYHA*Q@IeU@Gfp352+qFG$fa=WTITWW@pqJcTp!LE8ti_)& za8<&EBV)}3cm@a&)wi-(gUS@!hX!w8Oxe8cy|;Yp2p%V~*V{ggYj-Syr^sTT__N{F zhVZ58^6$kwa=0{I-%!{z^@NIgNn14@g?k?j83`-36tIprrtfM#>KzY119{>|;DW`U zPKY~(_DA+Mj0KnDjo`9`(O#WJVGby%2LJVk6K~*VNesxMnJw7M0=(O|ZXi`k*X${6 zetVqwUM36N-t=}h3+g_F54IJb2b>Z+RxNG`+N*{ftV)t_SRDo{hTvC&fSRpTJ+yh* z7T%y0@%!PqTAc};8|t)8=A94aS(DpgaT)^GT`nox8c@A#cMU}G9V-?oxtt=y6jQI_ z8rpAHJrGv(s$X%O%A>~OC>k+>@}we#Q>T*x(n8m0WCnBS#2W2Y6ZziBh1T(g&&9~F zy2DNkbiawb0L%(k z-eOzqajUB3HD&UTvW z6;xTC2}{u+5Or6Yav$Uf4v>%oe=0$)MH~(OMKTOlG;}V(nP_W*H?W)R)TJ@SD2&}f zGvRyT(ByVlpB@~oamQQLf%%H_d9SXC{nr+iuf@FJ8x!}0y_+-3dgq3ckSoG$AWsz~ z?avH#B@>QZ(X1B+3tEE8tqZ0lz5lfHXbwxw29y=q0baWW$=tj^>QcMl8Bz zzji5d|KA=S<$oc{%0POVbLCC+-*m0Dsi{ex-QqXlcX1PWk&2p?kvCr5pFPF*4H=Xt z>OJDRXsgc-fI^a-wudexemCxsq+~5hk)v#g?ShC^9y(F@WAel?L2nXmCE8lV8`siP z;WQqXv+c?3iF40xdp>t6yp)XvrI zte-Vs;0RY&2aMPaH`9!ZN2sFZxC=SpdGLs72P2`|Z}a!m{NnILo!~4>j0xTVS7@L` zMQ=z&<~@^9NPW@FZ--jaq>SI%{Lmg=U#N^UV(2+JD=TsEh}^mNTZxa7GEY`IQP`c_ zsdm1-7wjqCHBs-MT4Y_nq2~Kiuc7zL)~|qT@kZp1RXoF(J{|oK9D(sd->Rmzfex!w z`JU7=m>p3Xd!IW1(l-1_($?H4yZ@R zk(FuB4(b1Ga#omwql!;|FX4&(K2zn!P2EtG^Lv>RVgJydvRG4e`TYNidD0_xk&w5D zH<~tia7n+LGV<7^GjOWIs&qPd3sx1#imB&y<8(qTs#~dno5g@CU}Ds zP6M1IuU^$GjuwY-pIBD)2@)TWbm{Hm^H!Al9H}}s$gyzX$C&aqwt?70>n$m#oy^LLPlfd}5CllJW% z*JHwA2O_nZiI~YL+}jT3c1gUkIc~{sqn}r3h3+aJNY=m{rY6jL_RwpxA7KMk82JY3 z1bTU%Z~r)T)W#j}68$0N4GSOp-d=pD`>ubSp@^Nz!v(S5jeR8QbOdr%@CHF}YLqk+E+@CH`~ zkM6KuUeHT*%I-i|AsxD6LdyZ^XwtfaGd+!sr*w!GLV995)IY)|cmwARxw#PCVp!av zv#>ZiqD$mSf&eu!n*w-Zd6<_LdcJpR;gZ7LIW?z#lQsIpC96(ln#rKdEF-M)39y@vAX)(dSnJLKB3ULv0}|Z5586zs3>| zu({}LIu&~Mjav4DxW|syoUwv8aL@Z9c->n*_0TzrSrJ+b&0yVE(;7?8k#c&Ff%dk( zsYCTH#2eEJHoTrNcFpz+&^kFZhrtW~`QVM^5#7`GE0#grmaIE(Xs)oru75Z=Ca+m; zt~CN2@`|wNi(Xq_S6o|m>QWIbn)A+XC+Qn_qq)<-?VN70=d!}etv95p96FJkOh4hl z)ZnSkZxbctACE6o;|gIusH%`t{fFWL~*`+pw$ql@_mnYw^Zwdyh`?H!zFXdPrn_+Ue`y3jI!BpUG4< zkp-dR0Qvtq^F7`(vfg3=#=^x1ZwkEOadOXZ!k)fbdx^A_YFZ&)r)y(w_y^DZcH*PF z!QkcNw`4#gc}J8XHM~KA9}sbpAX*1FHyAaqzxhvevn!J&Q&OzYg-0cz>Jktt*p_omA-Rq zJ_>=U1?xXN@zwmZ+bf$c{ng=TNF}3xAc_8DP>49hDQLI``7QKAI9dao_^+d5MY=lC zmOLixt#JMAOihF&7S}bx%Djp~!5cO8mmTfjTwY1s7TQBnIo<{$gB~LuJ+P6D$zTFi zRz`G_t3?dGE^+bLsIlhLaOkYX^-e98TzK0fzNfCCmA~sPE!VHNh_d*%@fr}drJ+eV zEB-Fkx8CUP<1<(HbH8l;3UqdM0+^lq(3XMJZ9ny@S{T%-vcN|&$8;^6fgh~?(b5RJ z{1CPWvMsp0+oA8Ur^o*DFwy_cp2Iy8{qFdt+ZQ(f3f!zSRoeG}XaXuYTWNes_Sx3n z_QS)^&MDsBQjMDYvaIKJ9I8u03z~N2n5>kAPkir0pHQBGUKpmaF zySvtW)lz=p`>DU*ResQhCnx@;?#T^Q&u=WYex)E{wzJ5bqKW7TA)o)DN)3PN@ zMHb@-LWQ?{tB$w>2MH@dnnJ~KxGL|jQlBB;lOw}kjlg>Aedl;>;XkIoIzI62rYt2} z3gAbbiz+g|Rj7H%0*{q>jc@8p0cS`zfFbq0qaLHZy1tY2%*foyD~r56w`P0nzTnUV zgfQQfLE!;&qAg9X1nl~C%&194itfd*hjR(R6Z~HN=ag61#&oFt&k<%b^?x(|uy5mN z@_Z4DgKo#LhaszUiGBnBVQx@xSMlWC|tQD8<@T;p8Rnqm!aIKtgC__7;>}Dxzpf1yB;1&I568+AP1RQj$b;9;!D$9 zNfj5TsQO9VY}X`|Sb3DpwzJM`!6-T5)XIO#coP;NbemXXHQnkDX@YSir7|b4=CuB- ztT|VE0S8fW2n&7t+GWC@mKs*uKC$}x>#>mp@}#5({2=xBn~DQv^FbEGrJjGFNAe`& z2j8)L0lAiNSS3HTw8lC#kO&48hN>NjD?g9?#G&Tq!cHuH&F!~Ks@tq#4MocT$c+Q} z_wj}kSGvE6Yw^ZAzU5ovj+j3fw$5teu!I;1p=2%+TMemKl1MI^MXFOAxqp`a+8>V1 zwXS1?bPKADzfOH_Zpu8c1m+2mP#(W2Ib!u?Ma>KKIyLyVeYLGJVtd-Y^O4WyPWke* z#~AOfpzQ1XB(EpL?AUZ-b@<&Ef^2WCp!buv)=rV)rBu4=i>J~*`bP3&FXw%^??S9F zErBHtl*Ydl`Sv&CAAUXabKK0JRwEQn)APpSeGf*x03#)_%xGFJ4QrH&OYp`U$7XXK zcuA(lpTqq|^L>Zl@Xrcwh^z!At{2uX`1C*}#eiNOsvML12)u+(=GFX}RTqldw{PrN zyA*;x42ajVGh6q1lVP@N*}NNvljs((@t3Jj2V96z5AoH(K2^Uy(}!A2l-HfxyS*et zU5{5MI0t-d>$QV31}2{6MP3IlCNuiqr@f4o#}+=xttr4aL-Y>`aQlXp3itS3BG!Jq z(JRq(BA;(p6t*j?>bQDJgDi8YdE>DOlKlWS_%&5uuK4F8Z_PWiUDi8P;0YoAg(e+I zab1D_4z)EG?qAX@mr@FEZ%ORFk2fq|Fc%2A7H`1!btt>DU`Ge-qi9AbA zWKFCGr|=`4VU6@ss5odslIzEFKIPYq^;ULnQV6=3_`X-?@}t3>3uiW+Py)>inJDmJ zC-Ez1dm~Wp)NR|*zG)4)v54kd?Q?18_5wB<9V-@o>C!@EGy}*~RNfett)*eqPh;>kgU1^z2fX|*p3H(;#5=Wp(%tlVgP)uA9{#NG2A72p zGbr(`UmshN%fiVZX3!6s2b`vCwSr~k(^IQh6BSm~-~e_F10?I~TMN%9Y3xp&p#H$c zBs3B%{ZfYCES=-O%_3_;jtXFS^Vl5ON>g|sYs{K+15z4EfvqLMtXA^*N@rHJe&cQfNQQ|ZKDm4G1DPKHZ0=SM>i?O6H@Os=v{vm~ z*Fz$Q#|T%C;9MsLP#oc+6fo(ZxNd&LWG8yC)x?Rl5dV#>i9OEYjmE}Cc*|`KD$aU( zdIkjr*^>G5tamNmcr*0%BRPjk>dG$F*M4+zDT_Xv4z+W&t*3?hOSMYcVhzPNE2H7d zN8gWBad3*QJwaqYI{dudh!vvD`0b4GY0L8nlnJu;9chPKLo)>LQn5_qN2=r=s;g`D z_X47H&Y706`OuWzts?mpv4Nq^F3KlMuW<#OeqSi@Dbk)AKLtJ zb4Y;teMPc1P@Lx5arou&wQmNzfSzPs^bIK44Fm#jD${d%e)=A5)C>}DpfG0(8Cjmz z8tC5=vTtR?4ZS|c#>lR${&T|{kn-8$<#Xt=k{WE1QC8MfkvC@B*m{t(F}6GdGF2XX zP10mJG|NiY(Tt9jixncxt5=gNvr!|+vylI=^KvI(Sv8>npBQ6T!_hjB=)Z%lbCY?dl&dk{bO+Ut3;B9;<$t_zH?j zb#G3Wy$*Ni-+`n%>|8JdtLv`wVT8swkw^jt72ZF5&8bYl5-6mRUy zym9DQpFJfxIeFEpRbo(mYFBagKHkvZ6xZU7(_7}flm0osmynBz4b@fX98dyWs3?9d zf2Ng(lQ=A|)B!tdBJLL*)GGh=51XiI-{Ao>p*-tRyq~!BC$c|Xcy=eR7in|E(i&Bs zHuKD8Jix!7Ix@Z@bII=7XpeYF)X9RYSE|T}U2<^uu^-phvt7b(Trgz`q=d7X+VMk9 z#!7*eoISt)pOuuW$QS`GxZuUUF6P5YK34vwv&zIkEo`EMqS$O+vD?9p#+ z(Cwgo;?IzlP2byKY6gQhfSPPGiArG8$GZ`K8=O_Rp@W%^b8Y|J@P>0&N#Dv=NE$ot zRT0Mb5!b1i8H*HSXjPTILs0|XxY5AYDghN(ssKl zQ&v)a#%kU$w)R}S7%>5h{>8r-K+)AuZri=JZRckBQj#*pcmw*KoUG`rpN-6!Bqaw^ zU|V4r5lm2w$inl*>5T+`?I;O#Xq1GLEgyRK{OZWNKTmr8t?2h1YHKd6U)t=}2)t3> z*dKu+Ls9gFD~+vJn_4@%`r=dGefQl59(dr(FTWf=e*Dy_Q$0L9qNAf3aq;5CnVFg5 z?CjaINz+DNHWIYqJ7jl0e+~k!#T$FPCw`tWkFa;BuAnJy_1n2w2;<06TG~uje z{>-3CogR2gEkj@$9*pW5lQN4eOANm|DZ_6cn+_^a&^WH7WLkM5XCiP2*UCKvbfE!E|LPu1vpt4f`2nN4_Z%jZ76kFtPZMbX@=xPgZFb!y0uVtoL z+1bf&?Pvi+hsCO~;3N$(Nc~;fOXPfHt75UA%|#)jy}GC6`_v>Iyb$c96NuqhPAt~B zWw(9P*;?M>rET}`6Q4Wjg&oJs2k19;?%eswC!a9125(6H#%G^>#@Si3W~Ha6J2Atr zUlZ5jjrR2`n(}j-j^$x0#nPwz60w}_^M$_B|8$7lO&C5fR2IV~>UAeim3~Fx!RYlH zx79>buXs-_oC$G|rk+E{bFi*%DGoY$sYsqBi500c+2;@)BP+4w?nxQIP{AoU0eB`! zIiwg%rJpY^Wb8ws->3cP_p zb8}Wr2+kre|?TjLC1aKA;R|a;w)4DWfjf#2b9I)TE-V3;79P z(N;HcZTWh9H1BzVvd9`a=ERckrHsVFVm=Cz?E5fCedyZ`{!dHVvp;N+c@u}uI1xeRtwlID_V|4Gx<^2l|-P`dndo^ z@cb@z{ZgJK)zE6d8wto^hzD4~K^lb3jx%LLl|$GnEDnR$RI6ICC9J8ph&T8Or)}iF zqr;lo%6|=iW^&>RzD`+<5|1NDz(k5(g-_MXX1ZR@e4IXX4sQ@bh&3E_7H@uZYr>GE z4>fXnR*p9OQ^yCCH+}-4a*Ap4W*{O9=(K+$G;1NAjANr<-HHQx|JwHa)mQk zpF#G@6~)rAYfGP7#g!{c;D*O)Tt_G%A5xZp=0tW9UY^QMM;_`6XoE5PW>=r$6v)K0 zRN*BC&p_>^7pBGpZ}8+Zjn~sZ`^4Gg4u&IYD~XLAn7SALTNE95>*2D?9pSr(YlXT7 z%Qa+c7`$+)dLi!%ocYm_vVXZ3@~7mL-S*44;WXY@xpF0VLwJO4-MUpki&3LS3B18s z>A!IwZ%E+ea=g*GbY4?oUnqq7L2ZdVNU*>wnUm+7*{ZJBl$9)IUi}LqK1+td_?lLl zL&dLY$sDyWhem)y=(|B0pdcd73Mx7nRLEesWJNa20Wmj3$*4#=6@72iuqlI=4@_cs z)?y`IB2!eF7K^Qfm=(N%!#Q7}W`Kv9c97FYB7P7%;={cSTjRTU7jp}+b4j6@K{tt9 zmWS>rIDt3tuOkk6+=*q(rzIk+eakwr{~}d7_r)EPwA-g$yurp6-8+8%doM)4l0Soe zV(`TTyWI|vz?oASYd@{7C}lXgz~Ky2w(RrG$35LW2ULY?RL@xLl?KqSUP*;96eDR| zQM_V$D8FbvtA4z}Zy#&Lf*EW~2(^Ii+`J)Yu~5ic(-P#*?p|-{0N-}3TqK@4yfp;I zz+x-4B1Gn14?lp7kJk>4pe)(2XNaM}7{YlKl?(XC#F&D-yd8$qh9$VrYt^KJHHK$h zRe3EhhnG3wGqOX}7ha{|lMB`obOW@2iIjMp|B*a`UnP_s8;S#@HH!Ts*5`WxZ#e2N zs@8857Z?BTcfXrHeY(IKm6er`KmPbb4?XnYgAal?#97QJ;_Q9A;U>I+HIqCD@*&g| z&^aV*{_Mf5k2Lj~Ljv%nlK@euk$KL$FH z4ONQe^xE}Si7}3q^d?i#wCO!08eQaxFgke^e>UEVCIW`7G?jzNKw$-Mh@`ZdLG_2x zJ~Mw6wtBpOJBc!JDIs)7%J`;reBwJOOeMRrRd5t<;9p0AV2DuY5FHvsPo$+2ouj$M zI%aDix7M5E4U9hcDq{d*514=H3_D^LJ`*dyTc@h&oEY}sMvjsRfYb}z`Ec)_#6G#; ztg)(J(~r}KDtYRQu@a5&A0-sVPhok#G%n&sZ!x;_% z8wq-zqFM#7YCdR6dD#{QZHo<6b_cHd$Q8|cVK8{Z`Y87$)mOl^`VBh|PklXVhx#+h zPtxRbm|QA%$+g&=vPCr!HaUfFSo`L+U2~@L9%$RSiEvj`lu8imyy;4WzUrmHMZh{N zyeRqC@a1MQkT?Zr1=C)5z-ly&VTWWZpc6wowV}Ma(hAlUBCdZv7T%Re9e@dLn7#M7b2I7dYG=3O3I8o1|x0P~0~S?}5RX zL{J*4)YwyBs=g?qknB!IgEvq_;Nin_{_mOZlg-VfImQ&wEO-NR2?(L_T)+31rWLyz zVsfd(Ulh$1#u4}cg$zJN2{sw{;qBC%+^5kJ!E}Ng*uHRq%{vS0kBuNomrPaD2|Hzg#M{T_ zJ$!Whp{mrx`kYaDQ^nR;Es0y;3%Ot5>fdy(kk_?zbR^soMYOrOU)_&8%AsY6zMh}S zb&w%63tZFj{I;CQZ^w?tX!xznk2ad=ZrtT2xEm$s51+?whq^`GB*5VD` zMP54~1kR{BX1EQP{Y*Ty8k%&}q-aEON0;^b0$MeKUj)Agsw!M4@hMWoh#bM8NEJ6H z+A5A8YrYaD7#Fs8s)}#Nf>PVq*R>_j++KB#wDuL5fzV@T__Q zCS_0xy5*HyFD%%bH9G1;6G=x;882_9wT|+OR@SvOwBE-Xrq|To$sxuY{KU$(E=Gsh z_e-?#R3)BlWfNU~Nm;>R-M1m-vT82E`~x>3`ld&GnMfSqT-U^Ou%J8FR<^=hm6R^> z(0aiN-oQSh4m>gGoYk;#$-+4qE3w9EbhGfT6Ru*?c95s6;0=~_G6DlOV0sb55sd=a z5I%cy0yv-e^ukD4DT#(`|cHGh~UXM4hYqWW8V+gzsG^AVVFXewB z3WL|R^iH^3XV zl2faN2U+GKY>2xdTrY^g-4JU)ziDL%9NX%x$eGHZJq8t+iWr}?f;Y%ap-I+e+*faH zb4DtQ;GvTttdH#SB&z_eCz3x-PxJx)%mD6)V)Mkq?0?NvG^Q@fIhcFv|3e_==MA3eo|ykK#5JPm@IfUo)7nRmH@F4ZN7$s}*~qmu>;_L!f-g9Qi-;27Z|_5dY}*dSk4XJN zk%HTXx<-~k7gzx0A%*shtMrIPEnsjv)TevPC>+25Atf;~+E*vy$_i9BD0YYlz%|ZR zzog8=IUl+(aM%7L?c=<9)*YH|OW28e^JUKP?CI(|?3?7@vWQz`37;L(U&E>5ni~6uU3LVnkD4UnXv(KK*`d!wCIQpKso00}J=<7DUfeGHgzztJ9 zYYpmjnJNOOHTIS0X*F9&GVXzkG&vw_U0CIv`PE#=Scq-m-Dpe9q#n(NFrDzWZ`xCpnxS#b-X!zv>3>P@|`z32<#Fc6H^0L(+3+Oa_)7rUrya5b@#m-+YYhSyxIpeU! zf%JHTui5LuaTbm^TRNrBPOSlkF$9W~#)4D!#{!AXou&?!Q4BG2ZHCV%?w#|ei&O}7 z-az0C!YYHHeni9Dp%-i4w&CH#w?%ZV{;bPu_{s3};;KrJ4wh@w9c(S(RZ|>Ss9!RN zuPHeSM55TsLHk@d4XX>@eYs)10z;2C6z^-FT?A{}r5lA4V`zdIxd_?k6blZ|KmR&S zNbZuKk4Ib=Dh?;QvVu2AFugL;F)+hhg4ade`9jRW*bB%afh`R0nrY6)?b`inhIoVZ zny5N7El@zKX{D6}nj2T4K-Pc_M#(wXEZqR?3<@X1nx#1T;19`)&t|R8f4f7Da9BEk z0Yowi{u%bOEe%(@1O4zJWa!`LelC_R2rcKH-KOv)ESjlDHDI2O)l1OrqbiXJOz}~{ zq(#~eS_veutjG)cDVKW#UcOYxjmAAgbFFMGaHM+QnXw7_2#vf;4k6sYM|4wsmtlHn zo`fCQ+X09An{I1#1H92ozr*8QTw5jrLo{tckK70XmWiF`k+3)x%PX%q*%e_vN)8m; zA0>OgkxP>UGzCc94s=ZzUau7dDR1O{&CSS^-Q?t)(*&Xv0Y8ibi zTMHa2n$a<1MHsTa)gWug&IaUw&Bl;k@1djPykl3i26$T^#Sm{OE*yIl7Y@QvB|(Jj z6THD?L5;?WDLg&oDU$*`8y#!<_(Hi^thwgC4NBxbdazzDTpng~V+!Nix*eJ+!Sj54 z^Gu+rrhdo{Wqgz2h~s^)joCXOag3pu^-8M?-hH`Yy#hmzH+Y2Dm=v5yhHKRB<8XJ0O1TKzIJxIH53qdgJ?&z!MFtyvcWb@zn#AeHU?ztR(H5A#*(uNdIP@N_6!el z8S`BrYl86};8C3t`JMO?B6*g&TYVXiP*U@>uU*DkBhL!{4ZP!o8W{xzoKYf+H^c?7 zYD-CVL1B~VwX-mRgo-S}Sj5?DM~|>_p@flpVQ`B+qE_9NLuEWe;x>QQbmEx4m8}Ji z=<J=Ckyulk)B!B0nDxV$#|FKiMaLXopwp$Q*W3vA( zoJ9vo5NdZUy8@)9;x%h%vo>#Q1#h4^i8 z16MXJLw~~1>UtPjX6$+W)m-~tZ2+*77xERu{ayMd`Vn|TVPYJp_E#9m*w5C~sK=6J zMf-;zX>Bdm#{ZW1pM6A;C^yzFQ_MY8l^9&Gj|+M7lq)ZOx~U>z4}*VOeUWkb9H5>QM?MQ35<`s>u^ zg!_%?gfjH_3O+>Xv~VU`2$Rk=r?^2-dr=AVIl4j3S^c4s?q}J240+~}DWajR+oA84 z2XAEh_^qmBE_#{as%cA#Z4L5u;pkQuy!&#)dIg3BZ?ITk{N;^Gh=It|%*sO2AGWbF zRiX=0F<5yCmluwR`3S?4A7}LJ^#K{e%BWEVo-UyjD{0=hTcS%HZIz9WP_%O z=8zZ}*u9z$Cz0!1eM;aBMWc>qh$==B%7WItW`+P6Q%SUoaH~d>AY)W&eX|R3B{8`TJ(_-6QYY7W33)!{0$ZR79QX;@XA&(lE54{g>^k(e@LiF{Ivc1qfoncRQW69x<4h(lu`40z+F;}~zT zVRK4?q8~GjOc7m~+z!oHfYQ964Kn$x=Irnu-V6CttgeywD#?{wnz?#Uaz^gFi#{nmIU-=$#3Lc*T`!pcH91l>Kb+IdvZrZz$0y zDD6)wt`SgM*is|(w^d>)zmP1rN+K{c5A_3>T@=TI#j~-nm|VvG4oyoanouj9_gQbt zMZsi&Q%q4lTe$*4OKCceYfciT^gogwDN8s2)N!asTX;i>J?VAfu+>{{{C+>!vn8gf z2MrRSA#S?nl<^^v9Vd?)pBh+eayteJURBh{8&~n`lab>Zfnhvcow(?Os4*^_fa{jT z`#rhw3Je$CfJs;%CdMYNHt)#4WxmgA+=Y*#-L3@QAg4SlR7}3Zh77y?J1PL-*cXmR zo7%-2PJ5yn&!0@(DG5urm4~cNf+gNCDX?)v8?_{I3d&OS=W4uxHXG{$>J(@(pl!KI zOsKU_aF%`M_LiW%Ucs|JFIZ=@OQ6DnFDK=G_0BP4jXG!=ABi`pW{)g3 z(F)8?h#4qoaMVl0(aSD{a%06J4FQ*EfCni-E(CdPDN#aho&G@33VE7Bba~pCU&3U8 z!z&V719|}ASLyT|tT*I>L->ip!94r3zC&Ah14#u98l|-6l%k29GfkaqN#CT##ISw}HOkU5MN%*kl)UY3xCxxC4-t59@xN(iV-?i(mz;NM>#?lhr z|-p1$mWch=w^T7fqz1$}yj+v(HoPMBraiJWnE@kZQnOUc^oPERcW zNE^H7cGU#bW`dJ7QE>3ozf9@D}R(5jEJw zARDoDmUB2qRR)uq%|+=xVNqhw2v>HQrFtgU+9R4Yxp2W7tTk zsqUYhX~!xhTml^+S5>3j5Rwqi^Ltre==*feBz0Ry%jh?bm*vwH+#`l<%@#QD*xYHg z7tiBwW7yW^l_YH;;|aPo^B`0GxF&c5Rf&ip(zoJaCMHNHFOhIw<2>H;fml5J<$ZT>NuqkV};flZG*ZMiXYi zec)FTp`fG63U$5RvI*WGHd(rGX!;>M8JZDI#4J4>sQ$Os7_x(5A zxTxR5T@NGPP@={{_p^6XcCtjbT`1*OplFg~Bk_X6hj7S#6cTR?*@)%?)z&H@u@;HA zWmk6b2CgX@WNehDK!}aJx#H+$Jp{OYq&cK|_9-q*{{=WrZ zDwQZk)-GMTy>j=i(;s=>F3&sNPL8C81}j6G$S@_+jG72+k6!#ljC}?ek!`c6=G?ba zp3nrJ@`w`7fS!SrK>GMr4cd@bsr z33rzH0tYN)MSdn{vbk5SW?bhEiHs&ny6j92SH{sEOz;MXmuJ#Yi3AM0mV4CEvD_+e zemgWn6T{BiRa1E{9Nxzp_b@1MNr;Hs%k9zN}rmq3~b1C)#&y^bL4R26!~;rjCAtC|Xcu{~xK?fmTf^czdr{v10!G z`P6rHb;){B7)HFI`0da80$nsaMERt#0I>^ZGe~eHn=e`K*1|oAHzxTzoF&#S-dJ*| zd%=MocU(!>5`YSR=^f5>{&~PH60*=1^~=tr&cWjif0)dD6;}{jANUr+w|;6V16OZu zHMa0I^_R(#2K6WlE2N_${~G-hoQoz$Kad`8=w-}n?DAPDDPdn1=H)U*ME{WWBy0P-Dq!V%X2%E8{ATzzh$S*7ZXnj`n7bHwawSgfr8>LOZ{C zt)m0ETi*P3Xhv5!Ko)!n*myQ~issbt9@Zp~2d;T$yU+Wo^JxB{7(nSp_U3=``XSRQT%S;dy7 z{xtHjzI5=0(^6HU+(5;ls!$b0j#1K4={|$U8@eua6}Wi-&M%abQJvq5?zEi>JVlk{ zag`Ol&Z0I0f9x)BM9^R-dOYXTb?5e)45^8HH<7e;3Zf7EMZo})Ra%5y=T3VW@l>ZJd-Y|S}m9X(%pKyqMh9;8h9>g2#V{d$c6Q&~{ zbG%Vpp``X6B-xkAbl~8?8FgK>qNZ@@0}5IZ(TA+I#CJ{Edu#A`1MQGuo-aAE8ChSA z-T$UMG%xfj;-(v>izUY^s(3@w|4`r!VtGi#l9B3MjtqiIaKF5kn{Avt?(RjgyTIWD zOZpGuYEiSKROZ}m*Z)7$V}CvF#4@|yx&3W)CE|b-=Z)HOHtfRJODAGhVU9O?T{yHE zV3kyB1t-lq9gcH$Z--`5@Q2{DJv19P&Cn)?_x(5I68xuI*t&IVSy>tLM~@K|6{Y?n z`T6;C=FH()6_x4f=}+{24jw#sdk`Ob8$@dxO?!H}7R|aynV~DZz_f`za2N0&F@J|zFBha z*5ymLT3eKX7S6bR^QOh=-LqmnQ3rcsBR5tA?ye5McP1H>>ajF(nhWQ{&AtB_nkxXh z@bK`+$;t8Y@yW}}V^H)Psi~=Q^w7}IjT<+zZIm?tkDA_3eSJOJ59dD3&CNV8&b2jf z)fV908WARB3hIitoDZ6HcFUoP)H!Fj##d#Tw{_wySBCH6L_^m$X^jkP5AYU!W}j;% znTtdHv!T9q>z1u1pZVY3mUzR~Sy$DQU~73~kM-Ur@4dY;qFc%rl{e$(+0xR1u0~cm zS~z~bg-+@lY__}7Sf3x_(HeEoriAW9OHy3B*A88EQ^%HdEm;}*dTLOb_4GJ!DGWQY zTX~%fq}UM+B-BKh2v3+;QhwWKDg>ow)h&Q48@=CHZANb$Gq{ghv= zM$56QwC~5;*wo0}JkIaG+*rr?UuC|#=fWXPbBl-RHOFcjuC$ORck6nKP1Is-ZEfA% z{ZE?ulqk2PB((3^(y@L8NePK0!daIqqZb?Y8oRecGsEjg4wKnu>-pe^v&U;r4dY>F za(q{izY8ZIm$v(bA-e+jZv+PiGu-OctEKPUK&28WI`<2qE52N(gv6FsHCq2hCiawbz2x47gUg&^WhUvp9Ia=p z4U~AY-*ZEDj%wm~S?6HlVSUm%%$-Gdl!QKY=w)^8csaVQf}WlZNtnA7S4ow(v%2}v z*i!`S7hcvdk1aTBDcnX(68FxKvINSVOXpz~QqNpdwy(gy>qa6PVl??)>PWKT;2$y~ z`xBDc$qpIR7InOoF)Wb0?>i|^!O7F&Y=Eb^Jw-cceLZe17TtTaZQXoq|8@+VfRb@| z(JVrVafi#RF}u+N+qw5>Thj8+B0qNF7@BqM{^1Z@0pe58W2{-T#?Q}>;qctpvSrJT z9XqB@ojSMobL7Yo%{1;!yrJZPUOZb*GMrO$ir3EI9nUn+`MrQQh;i7tZ_2WR(^~iY ziRp>pP|Z|L4o&dJmV~ZJ{$}wSCfz!EijZ3p!CPrHHQ?6j-mnz4Fi;^lyL&KrW6{B$ zc_C(DIBy)Ay?oc(1m~*9wOfWFMw1SMV8f1HI$XoHLxVRMx?`o{u1RbNAzg+u(N~f$ z;3sJ>LJUqEI*`enRL#l)*S>w@we(au5bGNBU;lM<>~pzOHGwmsWr-RZ6WPk7Fs)$2 zi+R%#fWXRbUSPw19K#!iUECX$R&K|Dner}G((#o2|LuJTa2#oNUX`mP+2tVXWR>M0 z*;cSiC6!CgSN7hXPQE+Id%BfwSGv>cbQ_Mx&4IgI<^(W;06~HTm_Y=BL?A$d1WAy< zAQJ#VL=uU}L?i-{(|`e>zkeEN^mLw{o}TokP-OR?|JULF`u*>H4}nyi(!F{@_8X#w zI7m)?6mNj|D>)HVLeggfu87h^H&eWhH$Wvlu!dZ zDtN=Onc^wW6wwI5(F)DX-R4PAy66;a8z^?aV?vY;xDt8mg*$iy2B=VRh?*6izEiQK zY5!-kMxMfAqGJ$*f;~x?=>4B5Ph3dYRQVo%EU-p=$h+mOzbg8)@y&CrqALH5L6< zMpMt3*qy&G#6dECpT!$M8Zg{Kcu?GvFlhkc62ebF_xs@9ExfPH4It}XyphzF^{d&h z+_}5_rF`!}K2C46*&?Tv!AvskD)#k~u_e zGmJN&SAp7O7_dX(2gZpHvOgAmj4PBCCxc%LrVjkyShL!PwqWJ(HLg~2nt0vy7*5Hl$?)pE@{=wSH5aGuifYYz${>jZ#UkWuj z2^ZFXBj-D3i^rWb03#z)2xZ>eqcm|PyaA^1Gp_8*D7EiW`oXNH*w;|1((MSvTh%7B z=K{b0lTpKX13OS3t6Hky=DCo(3H(k2t=GQ7czoe*|*#T*3`>mXfMnng@&+V2#< z!Si(h(o3zRM0NGx4OC&Q?=_X8y8P*QUCqL#&-qv++Z#{7nv~B~IapsG#aV8k%+&Qv zl{hadjUX$S@djgwfv$Mv2eVtRt2oGh!{3pEvGMyd-oTp>ws3gK@Qdt3asJ%#!>~rv z|9!Obkg5G|4c;g%OJ9HX%`cPwHmB)!bW7?_s<%eBrrz&w8a}iWggnCW!Thf%^5gQR zA!rGzy9Tj3l=W2o`0C&N;g#HIrI|Z!68({qcr_-Hf zl?C=n;E{TLMS~%l0z#8#blJGX(MMg_5>hu7MM<4_gITj6{G!|sQGmfgiZDs|YT)wW zw*r$4xw7IkxU}%!<1^<@PUb2?DRE8b^I*msAgp8Brxi!4ZfztA1&+h{^`qUu&hIL z%cjP1DE6V-yjgOddHzZ^06^M&E;szI6Z(IgFnFNhZ2g(thc14!=f=kTi;8i>W%0)0 z?5Bv#u0DMaC6cF+icSzTI}OM&^~@IW8f z71TBVO4VITw-RrNyhLF&`rAc+DgB1c>$xjTWX7UL)Z))_^VNwr7)9rbUXyCECGxu`CKHNf~jvQNqt)#v8aIa}j$%%g7T}GI4aeTN^jG86OyNA4 za}xxrTr@5?R8AJiY@mZ>8s@TBnyaBD$T)rnn@aFufx;*I$Olc2TV*FMi#M?T!ZK5~ zyr&ZpO9d{yDW!9wj`{|fXNrmg%jXwBO(yoH>2cJ8uI5gIqFKnu2s0L~Y!Ums@B{c+ z&92CbV^Es$DV{s95^r!pT7`4rEHr>FV4n#)WVoR2Y&->PQXxv8x+-=m5w^e|>%c;9G zG$I`%_@J!Vk;sK6^e7;yvnA!HYhzud5lYjIEq_$YVhQ*i-k6CyHFf(2jN-n3?=$IL zXDr3jcmu=;zn=HKlCZU0_;m~t90G`=I(tUh)J8@= zPI%+JGI={IDc-1QW1A`PJT)d3_iG)yz3@T8lE`=y7NPGeY^HEMhGZ`8yeuZrxZtP- zbqz2K<|R9}l7=b3GbQ7DEWRM&EV9MTIJ`MzTQD)vO1!}bX%&tiZl}Lwd*zpHuiWS^ zKHGK$ap&XPuL%pxo;o&Ju)Mb-Ocx#N#~Y{!6C?QVAd)-R2yS?&?_jUUoz7fL5c(8< z`|gL4$|2siHJsorH&7iGAoF1|9DrQQn*Rnl-k8eC#+y?pC2Z+J%OvG8!rcN3pLGu+ z@vy+sLs-ScW3u0{c%k=^?)(mKum|VdNw6E;?k+X!{`WNAfN9);{5`Nd5e^vNq}V+N zb`mBEkKz0aQswEa%h(X%8MGP_!~b#aw^{~ezD=Zf+^p17jFe9DJ5^#pJW}90WPuU@W81GCf`m zw+#sTyTxx}-%V(~4s95?VWV1-0nVWegc?MTYz>qlyx}7Nz~W)}9o}HJ)(-E#g!U}6 zxNAI$H()ccrzw_^GQsfG`NycsC6*hjMG)Gi;Q>xTiiOYi+qKN3VKVRb>5E@tDOoMH zawNqYFrR>B=1RVI{y&vxhc<&(ar6(dEstX5JrRtuu<0ofg>bkK5^5oGJrdCr5DT1c z9uGNmK7w*v)1QZ45i3Rn`RowP8x!SsM2Vg_wHR;AB%GPb&eA`Tv9=a?wW!^GD{Z-o zH-I!?zX}CD@DG%DyyFbo!=51Qug2O}QP9J|4uqHoF5;oZ?xwT9R`9*Qt=_iM|MLGc z@n@!PuI>nkay3tb9B)8Ab1{*iY7q(w$_;2Uux|oY*x%J`2OliH<9G`n_#i_8B`j~^ zajxxj{N+`b8TVVZc-^G#j7h-n@CM$H_U-GjQo|??bb0RIsA$2XcmsAO|GD(1un|?^ zhSHqH$z1!|_?P{IV_YDQ(8kkJ@@f&@7#wDf9-a$8uQ_I}0Q^m0|Cw04tl~&5o5QJk z-R@yKMh;}c|6nEx#KnUavE55hmRy^8N6_wQAY;*CGJ^OM+`L?|=$d`l|L1?wtU zutKjqLjn7~9j_L>BMgJZ)e_+ij`>QdK`YZw+U(F*aEhEQm!9v_B27iOUT8C5jKL2Q z6W^TX6q5!1wy+F==H#p77YLYgBzqyPd=4n3x>eq^<3h*H-z#}@w4)7pL-v)+_hr_B z#dw41{q}6tIW=bQp?mo@f;Yg?*YXgXDbn%a$%XbqDrD&J@%bRDxIvYymwETuwus6Pcmr-VLQMs5MMk-p%A=!qEU9?z@Xe>- z+<>kFJ1qE9YIbeiK72&u6VCvXxl)_z=@#RS<<+FDM153T?o{R_k@cWTEn|2?vBBOR zm7uyxwdM}(6>-!kl~hV6yaCBTvow3^sFH|;>Dc*#OA+`;VPJEmD^HkZ$}!n*7+bIX zy_P@X4S1FER%d@-vs3AtNdI%8gg1niRQg*Jmi**?I5wuil4_Wz$f>pSOXmvaCrb)u zqYuHhT$qJp5#ET*e!4!zNhcsGZ{;a`asfFmmCeF@RI^{;jZJAU4rDD8bX2x5igI|- zYF1P#fDbh6ryy5PxDcgATurwcZ$Jr9Qph|wR4jrVa{%`Uh%%rL(K#cN@dosh$08<* z@^$u(VvM*WWV5^*m+n>wZ$MO|eSK^*x~)Z1Y}2Xdxj=sK1Pp(u$T6tdj#7bhwu76l zeWH|WAl=^=;vgBnKjIC%FnPK>c+6qv(ZKyFtRjmy%KB>mY5t$y?YnPy2NUWS_>>I{ z4Zvy+Y)HZ$jU8`xL~wINt@^Tapab9R!gfS>0~-+PZXm+Co<4@5#oG8K?5ao|U8P+E zZydVuY{Lpz0&x1mJ<2jfGY2g;I)a6R)S^H-08>(|#~awZKzI?&3F0Fc;p6qs(R924 zyH?jsO~725;VvI0;SKJJ!)RwFHA(&Iv%NV-uquv{6izF!BUP{BYVN%4)`D|DVOLua zl@F5j+TW+?k9Y%j8n8FVWC%;Af0F+luy=}XKbKCWcmrR=Apb<{Y*@>K0o&N)_8*FW zbfWbVsI%F|x*0!MDZnihEkV6ATvY~DXL@HY->?X8e44bFRN`gl6n<Y~>{=bw(*C{>2g&&T6mNhb z8QkF94G3NZ)jLr;Q;IjRarxPU2pESz5C5lkKYpuvyLKyr5?JF9#sc33NSn^O0^dME zrtw3VWN-}O)2T_*ms6qY{I6wi^UaCy#+uld`42QKCHT4)96-$v)=;*qq4fjasCYO9 zV-*xcO1W-`F=7->K+;>^Fi0V2Gyar+5R#V?x8f|5o;nFwTPL-qt)7;SI!x+S|+!0^t4F z!)65Blp0H@v5bBfB|eDW7-(Z{TAA4!O#GuI8{EqLRYZbE8LuH+acSRNiF|0@(j0KioD5 zwJ=^+jU0z!c9{j`r!_n9s*w~ooba5fBxd&u4K`Wcq6BF8ob|{4f3vXcj;QoRJOga&SgNH|?ra`Hwq9^bM3#y{SdzTp!?Apjb=AwbQbV_(* zRa}6bVIkl*UQJm!nmHdkdp>sg3`|EmH{yefJB60R@C$aO`PKiyztNw{-dbk;f@Hn+ z_i6em-oRbT2%PWNa0BL4Wz?h+y1fLh>_^GoWz zfD|1>>*{5^lFQ+Zbr%;AVHUe8DgoLwhxcx6=m&NCxni>kXN4iFH0!!qz>9bTyjUD3 zo@fei3^Cv*)^hqwdbQ3CRC>8+@l!s879cx+QH z+g-p!1aY)uk5ApmEJk1|@JDyv5_UJ8k%~ryDQ+HrdVUcM;b;VL zuXv4gYUgdhAtBz_oB3?(C1zQw^aCr%ujPL?H75#|DoSO%mCoUf(96%@((()Uv@}pv zAv7wR2o^Xfikr>U39HM;i+BSA!(GR#=D_v|-8kG*AOR@c)Q2t2^$6a85(WgP2%IOU z)#t_ldmCmc+G6k{LNpP=8$yA=q8Mhw_+-O|POdu`5y=S(HI!q}PcY-ZU&|B} zP(cgciYNe&m`@*scdsZ15ZM_(WnF#buh_nI$T{96cAq&v8l5B2EVeEE`ECb4=Xgz( zFkB|6Lf)#~zVLjRvjW=?h|Q|h8f;zuMZuqCUfG{^_?=hE*D4kBRyv0_&g3&z^Box) z@laF-iLhThnnD^VH9CJs)@Wl!%+4%#zuyAk+F;{2jA-sY3 z@+<hsLHVwDGR`XRw z|NX0via;A)C5a?*yfqDYY-=O4nZza$CIw#WjP%{m%toyjs12u zo&o?vz$vaeBWx+VW2`A-wY-iuj15~_%X4@GeQ{q6B9|FPAiQtK?5SfqIXa|cmZlKi zkjg|)3i!cz<^hxkfJeZ3#PiitSEbBDTS`UxVU+@|X8HR<93V#V?~-Sn}QGFx9WC;HlJP11(MmfW4x9*h2h6k(@-j|XcD+Y?SDb`cxc~bzRd8n z>nfM1a*%s-izqYt5-6N``;8CF5}_IRSygEN$YU6VsTklYxJKn^~gEg4L;SGb8SE_AnI9A+O#htP6WbhJFVZmCdW#a#YH*^YCv4Wu;~-hD z{e7B#jW@8G3m07ejxFu0`OU)DBArbs_*~J!YnAK1d3R0slT}X*7Ox?6i_mRwHt{S} z0iufPr#gdKs5c_b1#1?t1Q%r@VV$pss=91uuuM>W|#&cKWoR z1nCp@YVmVeQP$KKg1H@bu+r|llHxwzh;B_4(i1U~s~9ssru2w~@P-~Kab;jw0*o=0 zlMNU=bMBLm$psLMww7u&&(_FLfw7pd(6*oxYw4%HlVx zHYrxIHp5N4aj7f!Hwylox8}vz5epTYV%ARL3E>Tw1kS+5-tDra5H7W&RG9FFl4LZ~ znH#k;V@U~ujZ{@>TW6K}avRDFkyB+(p#(t=a(Hg63RxNwl1$*Wt zrPh8_y9vge|F3#o&(vdKnUubq|9SW4zmoT@tbt;rKYR8}D2IguyXKo4gynH;KYYMm zeNU9AbZRfkvmXtgpPN%E;7KJYQ~MW@aHQ#13DT`T2!~g{7q>9E4^r?$26O z>cU=M$0j&C%N4L!RV+jw8k~7@>d|GTDi){Xa=6pu@89{G*zT*VEzHisu6Vxt(Q1k% zM^B$VU0hVW3YHAPoKBuUU%A=LY0o>Y;Bvfp@xnWOo7$`Om&1N5Ya#W#XcC_`M*QBL zzaE$#7NzSvoi4aFmKLwGu%2QTubb4JF$ws!ego)tytxr1cq*&{AOVYRNyXPLd|g3~ z@jJzDfU^sP6|wD^oGS_%fe?881~`a7Qy|<-;V?El({<|PnbswA%Xm$tesJzm$!?!@Pb2939~M;tPll!1IG|Nj?!&rA%Mi(+x!ssIj=X?R>6R4&2pm zbmj<&5E*aVUNf16bjpPE8#)DLO)=7M7?!icmwc7%mWfd*KV=b_onqBlg0+j>j8dGFJ-23c@RFlw&T!-shqtQ5{I*k4t|B zGfQEXSB?$i4ZQlkSMix>%tB%`QIy>m2x% zirKYsPF&>^<#*seI59d3jdA}Vi`3TMD<7#1oZiz{(nKA>wgDCnNUZFy|K|nYHH*?m z)QkR8!*~NRZa%s%cItN}hKvWSps;vH?;y8R@rXUx1qo{s4hU{wY$`M?8nPaaccpNCB z!9~f<8qrk2TBgJ(veJ@g|2Kv=z_*6LH+(c$Zivfq{T{na;_dzn32(SBLlavdyy1>8 z;R&dsvqgw%Xpf;9jd*xo%y}s36(2PrO{bG>k@l2CNv81x^<|E7eMABQfH!cDGEy43 zfS5XOUmkBT-TQ?&m0DP`K@H79q6iqy`SL7I*0%NdmrwD;0f2^-&TG7?0s%K)*zE~L z^B*NRX+O9zz0hMX=9DY=!c^I#|bbIAUbu z-`t*Z&_2Uk5Fxe^3<9Qf1-WMyQqC)NXCU22)>9gWxPZ!oh2W;JS%jB*)oz)=+B zy_FT}cRN0rVV}uhi8JIth;2BIO{bdq5GjoW6r&*75arIt9DY`4JCOBsQ>r*p8;GMp zxG{So3VceUTHGnn8oYqHV|=P07NmZ{G}#8-Npux&K%q z^IR3e8*a*WF8YutnwxBc9PiCfYj*qt+yBNNkOs6Fu+oQZSbWDdaCdMaHRo-&2ydt_ z%>kJk7>W&R8fQUDKgg3k)b;UjjZzzgJUj{Q03kwl_WT{leXNyWM z;f;WV6Pl9>7`y?_Oh68mJ6t6TLYNpH!lJC-un=yfh>ZfP39M+059dyi9-yK!2A8sS zXFl6537iW5l;=-IK0NmtN?{#Cgdez(|jMB1y7E34}K+612W<2yf_1!V7FYRVj46XQ#Yi21z1&0yEfg80+L&h?%Z^z zbPCe3>24&XL+S38E(z)GE=lQ>21P;2f1$6hzTfwq^PlS+xY*2kX04fd>Yis}?Wv4> zw6FYD+4~W-&DZhR9<6*ned!@UdW!jpNK#zO?E89we$5Qu}6AA@J+!m0vC@h2NFS{KNqgn zMPw>HS<8h4IQLULS$Lv&TX&dG#-Ns*Mh-+1KjAJSW1Dh!Vl3O(_EHzpk#2|0>eQst zF;@oq*&Flp{)b+L9Yh}TuT_Y<@Rfvo5y1IcMpB3;(1nSYg9qC(qTYI zR&VOOpmyUblG|l2ksz-jM_gsC3Y^m3yHPIQMN}Z2`R!VNVhuDkjs43$p0xN~d*wDj zxu&VSLQar^;)_KMtu7J5OM9w~XL@_HG~7HI*M;E+9>ZhyX38ghXnMeHO7+pB{tf)x zjMUwSTr#>88R_BXl-x*gw%s?$&I=K#%9Y{6l;mO}LdbhTS2Krb>MVu+BeP$^CYKz zZ3nWU736Zxd+xbqCW2n|Wyn`|JKWD`;dJ+(Yih#Vaq!#1!|s2JJm~r~Wh{wb^@UzB zkTdD)n|J{FW!Us&s9OvZ=go|xC~|Al%CY~_dq+30c_ADT_Be~zM-^NFlRhG+culf0 zAN>i&VK+z>ZbdWc=97DcYHpS9*SFnpx?y7^Gwt3N-M~P8^pbm@&@m}7=Vi*eQ-Ib3ck*Fy?AA2QKwi5D5@s_o*q1&q*7mPNUiJ`$a(^H6 zz_$Aa7cOo1wB#|ono`GJ>y<1#4Knwf5*fEE+yO@&&#sG{T@J$g6a?4E^ zZ4-l2M)pp~WD##eM#D?!y~f>dy_uHD&LkC%I5x&mcU?+dNhR~U9vJtB`tf5ycKl@&N$|iomV#{n^6!%jS>FPEEr)mT+YHsU?g_gd7?`z{}d`QG~aS z&JK_IqGN(_lQSXs!;=>5XnRp76#%FWE|B~Qz4jOD%hF!+pk4Y27fsKx9rCqhjx~`l zy*!s{nVcNn7`s4c>d#PQ%7C5cHpR8z4{yQDe&BB@y-z@IbFiNW^+d42 zLNJN?FOP^m>l^yazW4za9wh1pZ81WEPG;rZ5Ldk8XU0n8(Que!%a07@8te66MtyCvXvVY zg=(KyU_k{P-e>0D`7N;5jp((h44Ex~Q|lVEdCBnhr_$hDNiLfgbYZNf^xw69TEB%A z#`a7#imEFBVJBtZIiQO6b)UlaD;W{n$cU^-r;}qHF)!#Du2Ya;Z>-&r*RE=|y7ERQ zXRs_8kh$#99GsB{g87+@p78>)(5qVK1PNh8IFG;;&1V+7qJdzJq#a)dEFJgmZ<)K} zHxKNrr6Gsg2XXkG2=l;pD|cAwfL_y*DXZK;*;qcPe(q$UoP*2j)Qn2?3eS432ilD7 z+BZ~Qa#+I;xlNqJIHs^`2@49L2y*3dyWNfVEwAKmEG7+FT%NjjYsV%X{pdiJ{CXhNOH>STQeG&vCNkYX*Zg2=)=1bfHscnl;t}8;P-8fa zpRQ1Bg*%OGmrNsfkw)IK-i8Lz7Czkj*7`x}TF01}@@F>y-9_Xc3UCri`qJsF&s;x? zB3QSy2p?4;VjaCIshhjse|_)J|1?-ZL`yaNGtCzDCez1s;Vn3-s#H96z!KU$*Ca zia?6hMO1Bv{84&cn^)Q68P}Xs7y{s3%7xQ$0^ldGjJPW-AdYc$U{RW9As51ZJ1TW( zxbhOy1wNMQFP91gpH^Y5D80a!U!fIMa}&@Ze#%H7?e@@4E`Igx$%5$_h;vuMT})M6 z0}oKEg9Rog1@S{J!$Ri5NV-3|#Cuu5A=#atK<`19Niu4X00GciJfe8uz`Lm!PcSe# zciU#(&o~X129ffTSlNg)$OWd5R#x=X&>llf;8LT*HoUHj^H6DbdmC-j5x4daH{)P# zMa9L%rKP2Hbkd!R+&A*W0)dzrcSXr#Ld)7sN{ugpZO61R5M02n(z-2`Cur40wEyWX zH=uhL7_vtxBf}zS3qcWC>od@YtZrMt7+F)@wF(o9{II_!E16fNu9sB23C>*!`4?%%>s5!!jLPekP8)zwv~#+M;XXmejOUSVPTw6T*KQ*=JycjtN0jPGje zb!XBuKd)0#S6iE3cvCZ#TZrwc&%p4J*4q1#4n_vF7#wbIAn-+p4Q^1Vr2Y&>vJB)YjH6E-tRG8$Jd?&Sy27bE~VEnKZ^i z9R6-GZ<_?wQOVvXzg9#a>@YZm4=J1%mdH>yWiA{e6JlfKEvac)H&UuqP^h+Np=;kO zL9vEY6tGsI-CSny>Rf+ww9J}3b=}qFPkZEEkIlb1o+Nvfy18>qMeW*P2$qlW^EuB6WYdoRYiL}hWpS$NTL?& zdXu)TFp`)Dhm^<=10`^MBw79$2E*%*9DU&ODeY#$h z@-H7glPy_`m|V#OrlqmydS|%GnHAl;U!;_t1HH5a_pBKZD$yl(DkcIb$Js^1)M_u; z%zJe03i2(Jtvkop=pxDsh}zA=0CoUPtj6QZ;;fwJp1#q=1?Dq*UegAGFDbc;Fp%ul zasUh4Pctjq&hefr7!*w_efT9lsh4QN+LzfJSPp`4fL;Wbs05z|zp^hICvP!q9Z`P) zbkS-o0a*;|===`?!D=gLPqjADF%O%$6d(m@7*P4{u<;^a1+>kWdIChGE%@6Kfr*F0 z3Z!-PtR~{$H3P0@c&Hmla~g`o<96Ahsa^UO&%}yn9kBo64`AT{eywPF?Rhg?WV_4v zZva$NO$s=bRO&?YsRnS20B42ej%mYR6qwLdGibryO)YiLt4DmRyn`7W$qDAcKMP>* zA`*0oK?0uM1{N28iTUw5I(SuL6LWv(;wU*xfOYY9V6;Gq#NF81-F(XR^-<1~4A_&9 zYn$h*Fze_Ckcue^V4izjGfTpqqR0S2NDII|AVO~V-UZFsFQ=03eeetzMt1Z=8agN2 z1o^m>M7fL$O*ix!*IirmVornSnEmXbfGq-3r&mC5;e(7(0t=LIj%1ho<<75^p@?U# ziOubabuJLpO+>FGhJ^H|5dna%)w4g33rtmh(Kw%R3bKJMa&4@3=H^Rr}`pnk{M~^Bi(%W1;j!hl}Jj&5F9qaE> zGoJD3UNY4BK)8->wOu|*w2qDrt(7M49-!|Zun+VznSkI(Uo3>Xy2>pvW;CU;dh#x| znSJQ$8&ALE@)jg(Gutt`5jR}XyeKgvX|SR$Mi-F?Jp1J! z&Ps08rI(f!skH+z>dy9mbYlXbya+{$;n@etR=&S`kzSZ*Crm6% zh`)8z1WYBjZ~W0%_{ejj{bvgsI=}e~0OqYW>LXsb0d;O012v$(hOb!BHP8WMaDzjv zh6q@yGth~>?A7|+SXAOY@cYW@UZ6MgM=?E(qipd*j5rPMwIlj+3`|@M_utomhpN-s z+|lrdyX;W`J=3e2`!4TiV}ZBs?TYjv_Y#A9II>19>kf+v==Aj}*Zwm0ic(V4eGLqF z4KLjM9C(24TGn2Pq#*!&b#=wY#`Zo7qkSMFJ)M|{==1BG613`?8g_bm**CuJCXc5U zK7K4}57)3rFE1~zw_R2l`jY3YgCRs%KBYuNNcic~r+CL(8UTN#Y;2A)_}t_kcq)}I zcJeF$Z|XhM_vYl@Jr1a`wX}S3`(@7C-k_5wALx$URy?SGWVAVK_BFX2c>T!8&(8;5 zL0U`a8(mBWLJESov=9IxPooVYI05A*FY&7ZCKUo_RR;K7-xl6TT~(Z>rY6A%&S`O@ z*yMBIm@QQ?l$}lk*^eu&o}CQPS*h2X{ZR+|`(BpPo&3p}nWSE1@HKGe$4{VRp=5lY z2;+c|qv51s{^e4H(hqp$5(q#70|R?{d*Nq#ye+HkNtWARe*b#(!Qn9;9-hI;?bi=> zFOM!eoB9fa3DE+u2eUGF8L&r)%8Nlqdekv#3}?D}#2!d_>hPFi3+ z4K667g-%8RSj{Gw<>T(NOe}=Sj28Cs5ky;`aCCI69yPVHwN;Rp{~|8+zJL@tbW3qO zlr%?6X$Lq(v}zSgmjw0d4HGvq0~6CMa1=1`#*A$}g~Yi|sDh076X;?%92^{OCvFCN z6HdB>C{9|C2LTzGl)k|V4IN!q5VzN*y__6cWceegFXZvQ(s$?KNI{$Bn|F72K+l=y zHaT-P>+WBr?~dnNymx!Cx_cV@u@Nf+A;-&nC>5t87r~$QLATkLF9&m+!>Z8ZGT9|1 zmcxmR?nQo3B9?*jc-EC`0bNc4D#O({SoZ?aqSZ=w2j1Snhy5?sZngPo76`f>g#vi+w*v!16Z z!(W4{Xg$9kVnZgUALE2_7V@uP3E=0dS|NzFUM9g+?Ik8A2D6g!yGI{_TU?HYhKGZ` zHYG9XZoDUS4|MQr;Vj8MdiLby3&|EAY6DDo?T957@n`)9#;EV0Pu<1t1sEXDz@aaI zg*%4xBbDy#^vP9uv1+jqc6a4%jW(5#Ch*`wi8RBSb=nMfdi$h#3j3Fvgq9A5D zh^?8kIf#vml?}u!X>orK@ZTD^O&nruX958U3Znc~vO9D}qMMrP0$#{?E4Xz6ha5zC zPWS>DG{q*p5CPQ2%upp;kukPp?x`WG#?xvbn4*X4)=O(WQhX0j zizCMCZ#?FiQ0@h0Td&~4WQ+>1=aMb9KMt5)ozg$u| zX(Tmm3F=U_HVDGo>t%{3AgE99P_--RpGkwQ^;$01C}5x1 z3cY~wKG4QuMHy&oF)xp)bc$koakqO#hN|<*c3n<{Ty^IwT9k<+WiG>`ywyPKP8ghM zMCWW24nHOq7zP7$VqbQ9*cA{|pszF*Y$7a^G>nBXT(yYcJQRuu>pZk;fTcaud%qVG za0>oh_6Ry~&pOcUQPF&*gi(S!Wm%wC{49|CPq7~6ij+j-VLBpy$A|T&4S0eW^BNWue1u#=LSNJMAiqS2a9ps^oY z#gOO26icK=W8@PxMo7mvY{4Rgubl7Y;E8yxe z=fazP54zFUsm|P6=vE$__+xfDof>&PZbNxV{E~Dvimb1lIvV*oun8XXaU$r6^%FHL zLZn@!+d%9t4rRY0MQ8G0ERP-?Bigr-^CB%W#8e7#4`hO$;Hx~LO{w)$ld&Y%r4pcO zeH=H)Ya-=Hpe3xQSn(taq)&+%E2I=pL-j!MDY1m;f&$OeMqv+O53x5Y=tZ{gHA|A4 zGM+28ihDoxW|oR$Px_p+IanT78UySBNb;mqjGs$#OVVe`qSk->^66c{O#_T_r*NmL zUtX0)j^ui6mq3t=L~3q=QK(U>QJ7J{24}A_WlOAIY(0)*vG88i6y=-8grd`LJf<3I z|QsDgS>A1b#bFz=E=g1IBi1s$kHt{y$cFm9qLKlm{CA-R_H{o&N&EZj> zId&SyH^)D4Ra)qMZ=p^2MrTXsl|Y_gngE>;RU)TuH}ha7qr|2}@jZ(rm8GHOg5~uL zQ)$F_;kaAoc!oa5_pO_d{i>$07Y$dIU%K}N_Tvas3EK!C5vmg=arALMO0`WLOx;f1 z<>;?9e~wxQ_k8>LZk--WLdx-onki+?Yo46)ilaitNx}T(Qh{>gq8d%JJcXJuT-{hE zZLmnaPQ9v|sG=;hCbNE}@=1=Ma#lI;!nahr_RFD;3DBa!Ymv0hqMTPb?S`3#dF#d$ zB{8Lwba~J7`1-hw-#NTG6Wr9MstU`HiIs^Mlvka9zoKT)G+sN7X0>BZ#Zk)H+@D*u zq@`6RIh)PX%|GCk=aKe}9#!DA=Iac+WjuX`BL-E*0|qjne}>nzsok%->R#+gwbC{A z?hm%yG_DydSl+2CFJ@eIZ9nqnOVzDf#%oq+9{-B*mHe9OniWwX#66@H<6_>~m8Ln+ zdj|X9<9fr`S@;+46QNRG4!!KR5bik{P&Cmj*|}S4aANyOeRd>`tJ5Q z@6|sfY(77@8j+ui*mdo(=~LCH}j?8EzGU!)$-@L)7`7NYehJ2xH9CADEV-ba2kk$sBFkM z@GfxOozR`l{$$Kk`cHJ;Q6J9f2o{=O#HQ)hjV0B`@JAkt89Tq{*OFvn3h+JRDRYfJa93(DR9_WAVk* zvTVra;Red)F%!E^V$I>AW8HS~@OVYEey5fL9VrnR$tu?OFx;-lwCu%` z#iJI1wU@QiqLhZOs_1pu1*lt@yE*b$#F~aIW{%ZybA=~k*C=Z&g(D~4) z;HKNzwEm^-Aj$@0BfW4sEIAwjAzHP4wens$Te+&uz`W*Ur%$v|RC&FXaZDS-y4U)l z_0h6vO}XWVByzpUFGj-~uQn7ZmtqfAwY;BwTORouc+~pl>zix0HCH6JrRBY*&zdPl zT6zl;6>GZX+asTHKh-xsJ8aW1)OIkyw1_f^s%0yxZhcy5DK%5LpTF-%7zG@nxbIni zl(E?VVXl4E=H)bW1Z*#&An60*mX`w;N>=3}Hob;R>t)^J2f6!A?ZA%wm*Pj#XEEba zK~it}yP{lX_}cNt-hh^$&e4_UcY-TKDX0ZWA}lBirD;cdvATEu&wXytgC2XAr@@Mz}g= zYV-WAwdH=Sd6JBH1dM`*8JA^a5I-0MUgJEM5z3B=5o%oxb^%nd(L3ICe$n{ zxIv8hd&0L$#cufV;&FP(TFHH>a;fp~Z{f=?-k$fK4u>aAZw9r~-o3j>m@Limal39c zGaBqUwVFIg5qi2()W&l)`_*RGHleS6w>j6w=lwBzhl-bq30V>C>CWm!;OFaq4@^1#ic7UY%ratPqJ~Zo6VQ)fRRyH`cks&oNAUWeg3@1M zD+f0l*FPfEIvs7hrM`zgyOqg!G*vK95-*00WA)a$(3PGElcfr(scgv`$9-D-;C?N1 zy?B?9xju4{p@osOk}w4~sIoQExVkeEO*WD>g82EsPH<=EE^n~#rO-;+h_kxkN?OZU z$=;`o=8+LT57Y1MoKaGFIDCd4YKtZi{jG>Wyb3ri<@XjgpZMdxqYmXBP4POsMCsU5 zj5BNH_YQe`R~Z&s%Ut*p&dck|nc&%4AuW`mI~+4N?CCKxqF}C|vLN}sAKDt>@FR-$1vAnZ&@VVvtva>AIX;MxL7B`>O~wnp-|JK?TFjK1JQVw?<-#3RrxGM`(sZR zN|jdcEF@3Lg=-2W;t>V&jH>AOw|o=4FOBX5mu0xpO#-(qxOT$fU>oLkY`+giv2_o~ zQZJZ%_Vt4$71{AUs!Bz-CqN_isJmSm-e>daVSG`8v$4As5Q8Z*6e5&@EF|nAqO$Ey#g*WV1m#`vjVTv@*6u zp6D&`-4iN^NTiBrR59Y%B0QE2fF2;h?o7ixyqP|J10-pEtKzL18F?r|iSDK2m`!RPY-Hn&fW zl{n-=rj}b4m7Iz+A3B11xXcD ziggaPn~vq6IMjx+xlG;dh4qd3wSdOa;OMHp^DaC|6WGF%QbW#K(|;WJNl2sN^QS!8 z@FY~KWBN>7Dm}~Iyfd8lEM4%q1UUqK)Y8tx1m8xx2@2evqOf%^pG%lZqB92s^7UJm zUA?cO$sE)vad|L_Yt&Kl(gEMNYt}Q7$2&_W<9wB$!12+Kj=+@iX^jFTr%IK=K9Not zoeCDoS>Y4^4Pp;k^c*o`+1KoMbwN9BigE`}OeS6#U^rU6^9eN3oz*SUSw&l(FIwo41#siDUDB8iQpjFSqxz|5Iu5qqXLf`7R zuC(cM1RS4+`-o{Of^nGm?1^w8`XktO|lCT7Zp~3LCMG*ROEPD&?COibXG|^Un${>vI zeNAYpqqw2-tQsOY1bNlnxJA!r_v3jQ`jg9*uc;&HDc;QtS(@lxlol*KfIK*!MSs+# zq$~_8SFfFjyoSe7s!ov)w}W1Q`1#c!Qq{~<(X2=We88~@orAh9&Ih^QuX?6*GKXKn=Zgd9BIfqSF`f}DFxx0` zsHfkOc_}DxDUovsdWmQ`yk{Kd8kH>;5Z6*Cc2ceP)m9)k%|pO^x<+aZ7P+D`M|)KF zRaYIY2UB)t1EH!oqKE(oCu}TfBCISxqY1`IPgkM~Mo+$d+^~T2$-e@b-QL1dE*A7eAV-_Px6{Kke z5!Jk~*j7>~ne=7rjJ5d(UNNfVt(C{G7pUHS%kEt^buBbl*=YN+F2m_j@T8D49k*=^ z{)mNl9*bkZ_pw0y8Miql5lR3)ezW_`7mHb!)`rU-+kBXE0n$kh!#dEi)&s!5PO7}1 z=?xyXi`4K|k}7Ui)_EGE9wPVi?75d-;UB09Mt-F7h>4MIct zHh37*E)Z)3!Sd&zKwGIzHXfI`4V@6w$pm}AA@T)Nd0!6QaGR@L9`CCu9xd1|;7yT+ zm%%&{k$i%LYT#7jUEp0OEeIzns4jrDbi8i5#Hx8>PM!Cac#YDYQZB*wm9`UIT!cG* zsX)z3l)jS6woENG6C;ezwX$Fr+QAU#o4)aESRO<+IAwRH21>OC>D2UA&N+Mt9qN+> zx^k)n2^U98pOBf|OeXOi*X*abCv_eYZbqQst~cb)RH*woqXt^x+Ge%H1-2J&1}T{L zscd8ybOcO!I!)=fnZ*THq4&Kyq5UJ^R-eumA+^n%!JeDVxI+>Pz10`DZLKDyhB$Ju zs9(~-Y0kXPCd4am+a!Hx-A0Se5oz#R*(#Dre3(aphy1!%;8V7rx|@0`*cIO1AKWif zRRwJ&3myFs8^O;ReeSTSY}R;*glrG>RB1qSNP^mV?Gg^w;7&hL0uUgW*qwX4mmd_!)Y)Qb-b7wYGm<9XvhU=S9SL&Fq{ z-px4wZtrGvl$ZYC>+0}cMG-<=>oiU5HBs?5lyPC+8D2g1a1wJw4mZh4_pD$TSbYV; zDWvccSaR*t!U6Y&u38nB0!eJq64M%8%>_kA0ovd#+44U16gNno7T6)AUT+*lxEeW3 zc%J_SwoQ*rt*~a$_NmS|$rCh|OQN+iFr4DeSQj4Ux)@Tl^5l9Voe{@cH~J~~wEL#6 z4>b(~L!!FVoR&;xO=FG*C6E#>EY&SOoimitlW8ZHh(?ZTl-d>%W-^{+Y~F2B*Mk@O z)Q^%n+9XdF9)q%!U>Fo)U1@eVpMq~yRai_am;&A7g+5AZKRjJZ$tC%bwbtM@X-zI&YTYzw)Syrw3T8X~HPOz6bQ?j*H6Fc* z2-~^?hFJyOHH`6*x0*4+&a;ri6T0vMo^M5u|7MY%&g-R&d? z;cRigA&Q3H8XWf7cdCGIad~ZbbjI~EG%f>rjnHB=X@RI0!-x|b9nD%8W>zY*gz~eG z^~6x`li;E^G!0&)10pjKWWF#F`+>^L3k+XloZq`{_UjDT1qmISc>QS65FlK14I$ zY%Ky@d(h2qk%&`+?xr)rsi<_@Le+9tf%oyV(H!GKzC{tmw}lriJMTYbsb~XdCxncWOyP1 z?1yn`QSxAguqG{3nvw3{2N?XB)(L$iidYPr#8o6TYgkKAGN&2CD3sFXZ^)4e6%F8y zYu+3^+RtRu(0@+zY$v)_5qqAWA$_WgfsoT?UhV^rf`%pXgG)!oEzy;*=L4NE$RdpA zvA)Y{$`H~ICyV4lwKh_Z<$@gbt89?TCO@e1p9p0HJ5+&Iy))sN2W}~BNwk>Ls>e-8)xiau@ZM1XAyS2|6vXoUd&KVA4c1# zURcaPs?+d%r9R&a_T;sLo+cvf$4-XD)aC4?+0<`FZc^HUuS}N(@Lr&QZJpio9^yUl4^DrXhC>x5 z+&d9o$4%OSNkEk7@!3jGJqWkK8Z)cL5A})3v${?S@-Eu6 zA5w=0jZ$WkA#)AqSm)#T`kBBtAealM%RY=7h?RflTNFde!YVM4i281^&L?iwOWr)d zdvN#+#SxlL@F8y5!;gM@4hB5NQEW*UZqpTs#;mVh-AW-rd9u$C#fR{xK_niZf{c9d z0{!=?#!YSbwB(nMBx$yw9Xqe+7Fr;*h&+9ih&0pe*_Hz7W1!leXrXeaeV1p0q#a{( zv$Yg8!Gb9Irh6`PReJH@q257w?TZDOD);(v-HYUdG z$z4W&iQQ5p;I8`3`G~m(udw^E;vIeot_Tl7uA1ArJS|jkV+SfhI;u5+wC1tjd76L* zH`ZtZzNe5s3oE?zZuZKUu+QQZk*_m8VcV^SsA=koE2Kb?V#}radgZ1U?IzHF^ystml>TC2gD>pb|m40=3*-*Foyts`o*v}8!6wI31Ns%4sVc3Q_Ut={xD`G~s{zML;jT!x9J>ER#-o{bO>Al!Y zGKEEG{dr@JDl3QP1y5v^oKAN1{CoV3ic6;tTyZa8fn$)?dUBe1{l6|@QLBqg;yW#Z z8q}r2d5(_GZt48Lj?_*JUl1*p;q#EBAen31_f7C-tv@8>{4Cn$w)Hf9jf3mfXoh$5 zG9DPeD81V2Y0o_Jah1lmkMQQibv#q>OpH$orSC25O>2!8sI4h;LVlj`;RG_8odL;^ zoiKSRE7;8$;JOG?qL9xLWK5)@r{ez5n+Y+abnx<=p9QroyUQWQ;Z>fH>{X?#$Jx6K zewA?%p}F%OqG_L@yXiswN*$C_;2Q#Mhtzbs+cNO{Jqya;V=^Qc$~?-Z0+*Lu(is_ZqtTd)6EC{~F_~dQt?+GG+4UhF6B)l$>G-TM#Hm!SFdx_ifoI-#CuP7Z=OLeRKL8ar} z)AsMeGE(X)Im2VQUfBKe)bx3_uSBQs?!tFbKPycSBgPOmW4RT=>k*(YmPt2{F&#&B zbiRC6n$JC3@4;lKIA%s7=4onev284-F0h?L*$LnGX+6C6DZRj1#k4UVduO?Z3~GAf zCoaiHBA%vqw)8Ui3+GQ22KJ1WuF3Ml`RD(A9*u+Tk2x|m4|`x)SIN-q$EPF2)){o4 ztpZ|JfjHT@I2uEoKpY%DDPnfE&cF=-;eM74xJ4dfVqqw1=Z>Py0uWd^SvWx49BjJ4 zim|P&-Ti&{Q+6u%(`>)imhVgYwYIF}XlJYnaRveNc}n7vAZ9g)yE6!QSj^7a&QaCg z&=>-`UxF5MVg>yw2UuVR+VF#{rp5~5x-TAuSxt={#QmctAjtvZ`73G624cT&7tl~O zV=##QXCXkE6~y-UJzOC6zqnH~=0IWp$-AK7pKbm<@5u3^!r!xv|5=buzXb#OEf`i# zwjZJqvvc_&V`fg>C+1`nlnc2+3+1$m5$=J?@*~tRpl|7|2Mp|v#~R=aB%T}*m>AEn7F`z<8X2?v9NLi-oeAcbx-*R`~PnDBL6|# zoIg?G5B7ge&i~LhplmlcHzr5MdjK5Y%IShTvsz!L`-H}`MOz+5a$8~}#>N6vm!_5a5#u7Aa>AB2Bcv4@4Ziv^Rd zp$&xD%GSc!k@+`we*%LD;8j0t;D2Y8tSsQ4R>{G_2{z6+M3rI4tbF;O!Gc@_l;-9!;N zHWn6cCKeVj3k#F`Z?^9Z^_P4Bw*L=!!w!JVkI;gZgPoNHz+i4BE+DJ`uGm@s!SDYJ zXt@3rXnqj>=J!6PxbJ5EfSLakSNzQ=fD8X%^#1@of9Us~Q8w^jA=STg`ac65pu_qn zr2ZiMgHs@0GBvaX7&L=8Iy2cqfPm@G=;?1R|6Q~{;_BbApqir#n7#V--6aL)+gJ zNef3OXEAd_M-UKjGs_wNb-~KU3Sxd{Vd89l9~iTNxl!)R`uATT2gJ_Ket*Z0zk4IP z=jgxrMFF$jgVFux&(!_B_o@3b?$cbX_m2HDkL!mC-KXzUKXd*r`yXw(ulGLx&;R!= zyQkg%{c7QT{(YL8o9FL5ARj1;9iZIj{(9;@4F>MK|9}6d`^QM+hiHE};ZN<{Yv#A` ze=0)(KxQB)_%F0&ZD{87L+tmDivAe9F|x9-a)TH-?tzCL2>y7u?#FO4z*xh=Sj5)M z8Ujd$S;WcsesBl|8UgGA{&~U31`M#6#SHDGAr@xl&VZ1COI2rxjRxS(JRoMxpL7uC zy_)ao(jZngFi@7O*$*`XJp_;;Z|MH>3IKTE`TKSOJ2xO~DByqXi+&J(3E=1cW1z{b zV0Ny*wkoDz9J`lU zd0(!iT^-xoQ;_+r%U&)okGt)rv$LCxeG_PFU*)M0058pVn#>N%l|huRQ@7=A15XS_ z-nY~?dq-&ClW=EhHdXXj&U^z!W^P+m9L*l+v-i#EeQ=5MX;&N7JS~1max`4~*_xn# z=%M*UC38P(LvFKKfCkuQy`j?Ti^^@wCHOtQYrWk>*7!${JN2Vw67CJ$0-w*bWqKd- zG_>xhxotI_#6o-o>?FKVH!sm^2IZ70aWv`L8oECD?TOR{jlqt;7qo1(T#9E-;S;g( zVX1s3aJOB7Snh;_R(6rMVm$Wj(<9j(?(a$Y+B4L}7axVzecrYBl87{i zmD8+AC5NUdyORd-?-=7IXHc#$s>6@7hi&UjbY=G2;7*#iNE_5FsA-H;C#$xP_Bb-P z93e^4R3H2M^xd#?xtMYo9HTU6g)~ORwR}#%OC+DIv9|D)@3}-VyI{AHJ%~$RotYh% z@|hneWXm$uFm2j@n%?$q;v{Qw!9H3)V(679M<6VX3*HqGW~w9M?mN@^Z`U{8HHlxo z5#7=+CXqaFdQYL?d|vnP8)mgfdB$bNDj~P#+>W6Bp}AFBppS-%Py>9@MO{uv!V669 z5_t(_9cSHj>+d3}wz3D1azsy}CBy^5#U(%AmwlbajOB*q=%bdteY`neS@3zbyc66?^3A&N(a}%}Qa3@B!uI{ z)y?)5#F}V_la(LH+e#DNo}w=3)gJXaKrg~H_^?G1Iaqg{krTh3$im%zVL)`X46QlY z_Ne~@V@g@l;+M~9aw*pAV>1UA)}kK%jR^1jD1;IE&fX}pS?|+C`n;32Q%+;P#5UL@ zFH2ruJo&C^&kK!L;Ekh>nQg|xf@MtG!R=lo&v#4GZgEP8*tcu6#}E(^63~zm0%2n& z?i`0{pm+_b0qIaD1+AH#DtQr}9vNO#cOSNU5ZYm@1Z5$;1k1BSnJ(D)I0=A;ZvZxOBih_yT3$u9BL_MD%c%2=#@SoCo?p1_?L;@viE%L;kiPP|D| zcCJ+Vbs}FxDLVYQnTSJ}$-Dg1!&lGs5+ayLZtiMhUo|hIGP4Vf4JYaA@K}5*3Fjo? zFQY+!A~5#qQdP8G`15&|87H(rjx1ZO0v5(I>imcr>7ob>B-kN*XFFyepNO|9YJIc@ ztB$rZSI63}glbB~ThUiK8YtmTBLh)-3UJ)`~F6K?E zz`@=UdF;PZH(6=eo z(M&N`fJ)50PjLkUQ z;?o}C$L?y8?nSr9b`jwZ#2{qZuTn9g>7lTe6seu zI*>OLHXRJ4?wXI35irQ^HdU8;Ju!43$_nnUcZ6E(*0z{Qb(FR?DLqPEGr0%(E_dcI zzB@^+4h@wijJMxil_qe4y(;#7FrC}6o01+k!%CumEQvf58(HE=d9zO(BT39kn$7}E zfH`xj3N@pw&?B+sX2Bi1I3;6a2HJ^&Qn%4i-`UIVbk=|!fm!rbSfesPJY`>FU9(t& z2nU-Cbm(G*(T}EBV#_ry7?2I*=Pt#Q-sV&}^gnE_%v5bXPRfw4q(5;OPYIHk@?B&6 z&}JFDW=YADKK%!yL$~m7Txow~gd8GyyYTQZVM^`iquAV48vZS~ zGP6*FsfS}URSbM{A1WvUO7ifgq~GZPeEdyR!egxJB1R8KA-BY9q0xz1ak!sbYpoCkYkE%8HVzs z#e~Fs27O`?Ck-A5Fj0FA5D=S0iDi4m*lUZD{fd%vQj}p(&PQQO{8EJJt6=7#tPzh9 zze3-3$ok4TjG%i?Z6*_S4n%P8ND@0yL^fjgFNGT0_OOCCl8GEfev#KT2$w7#tRTMU zE>K}FhHfgNG4oSV#xymhcHY_qITi-M-<0`l>R!sbbz|=DyB_jjUNOq^?U2-TxzxRB}P0le+q{wA5mu1@Re z)I{K6vB&hYoArm=vbH=QlwZJ`^wJ{YM|D>);+ygrUo!S>5%M@`=EJ42XZd@X^W>QF z@jiRqpFp+!5E9IhjfO6dpS4*#i#5L$Q{QXpz{+oq<2h>n@P(H=f7VOBLAvxNb){e? z)qt{Z(dcGyGspw;0ja40N>27_qarj+NSuf{JD~T(f%haVOAOIbks_YIiLsGYIIa3} z1O7pLl(~5P9j~-hhV;X$(IIJi7}>-Fk~mcI>VaV7CSl=b*g@khxPFx>nV)p~As z(bOgrWvThJqVyU^x0U?fX8GfijV6hl7t>*$si}9_Pk_!YgE|B@&T*egga6(2wglza zR*wU2NkLM=j*he2`H=A3GQEw0m80bg^J9jO2Ac!T8>D*#?mgqnk|ZB-BKHjBvL}t> z2sdbK-8tR9bm_L*KVx2+LH)0ikxixe$NND;G{$BlrNNBPEr)3QFlF9p2}4Cy3(w-k zmsd4So+bpj4mH0&yg=(3k@C%yT)<{JM8bCsMCI!WB3bW>v^SJ$sG`uB|AU-(J0&_6 zLEZSeYG(*#J2?FTIJ>cWilb1B1=~>6&$3U8HhqPwK40=%v?pERsMhx#A;Gl6@^1^r zGAr75HZ!9s33rJkQ*S>CrG0*y@T^TOUQ9H<@LMLIS!H|PcPvw+b}K?2io|Yw;bBR} zhQYCAh64CJ>IPOp8Fn}1oyh32?JJxSUH?W|7T}VpbBQv!8O|xm;P?-s2<-DqiJ~_; z`UU(rbn!W&kN)FF{>PG?D>gN0RzfD@UXXKStv^NinlwH46v}^{WA`-7<@n=UmsQ!1(FD-KD!8`aU^n6B7S>XfkPtUfUwgtx2p;waC?5$_&!>^Dm|Q zu%<=b#mE!L(7ca@so_2bLSPa^7_2qN-eJ~cj@;^Fd)xUi;-eLVVEP4h+w0*}qcp?2g0RE10~`WQ zf_*+9=FEe+^Bv=o$}nZKv3l0K_bD#hE{8tI;3=} z=d4VV^W4OmW1i#bN^8bhMf+!Z&WRJ+EFxkUy5*L`u%dHsGyNxr{Ds_D0lPR?6z5c+ z(|m=hXDH5nl^V+o|2CODcgf#cX`E(lBcM*L*|KPJNB*4J@0?o0npt&TM<~L@o^>)fJ$rZ?0jg-GApekgH%Xv@w#sRLuu1GUwai+utw2d>9qvRjj@!KE|yefev#pI zAawUsaBko|e8;w4tGGvUN&?j+Ri%%L<~oq#*)34HO;2p!8Zo~H4^1k$74JM8m*WZ* zOOZf61xJ{He-ODki5fAv&R4tDQ zZE~ECZo|?`I&Zf}vBG&ew)fU|%#^C`<3#r>$xAbUHr=Ag)~0EGE3m9arGT}m&0MhL z9D<*iaWG3EA(-6Me%Idwm=FO;2|sPnQ$hj0A?gtVNelb_grNU>P?SgKGgSI>YB#n6 z0T6sz6QKk2e|k~q%|)_B=ulV|qL4y@E|s+u>e3&-?WOOyEIta-ch^tRK`%rL{-3H> zF+_S~SkM-TE$FKXK=}b&S^zY2 zLZ}n}AF83OJ+tKP@bcm@${tyzE&lQfnX18#R2@KAxuG!Md*r)~Wfdmj31G*^D)bQB00Z%l-^@VOqGs;DWPZcc%It4hcW==3(JuVt={VGe-B01j%E zX2V3GS*K15rk;v1QWior9Rh;=o=pJFZ0PqD0>!N5|9en@g&7XM(G+vUch2nPXRU*V zqRFPfu5bOG;0g^zQN3@sUCT&6D@zdr*Zl8}q;GAmEv^OEy6f@}cWg7(3TNvgIPhxH zju0KwI{GFSMmG~&xgq%nxw_gcZFc)}crh1ezIyjkgNS0(r%-vyj(^bm+G=o!@=`*5 zYldY#M(Z^ztdbNO#mqWW|J0)wguRXEy751isq;B1mmhE?*fa+X=&KlC>;Ayr*<4@1 z7-TS>FDa@m6)IbvZu&k4CdnvaS|9p5SjVy|J#Jn3S2hVv1<2vy9P0~C_Q9%r5E@c> zIllh-C=(lA;;20nHslsiW=T7hEKck0mM+9AkKchDtDI`*^r;!sX$jVSg5wtNQ_3zE zY7ITUyPFUY;m_~*=%?%I%CH7y-%nNVDTGcE;9bFVM^+M79#60m2lEetC$F`kFc?gl zc0%r(WySWB$R^LyWC0#nH&|cHIo#l+FM;O?*OuZ%ug(aKnGlEO1?`hDE4#6CJrHL zNZ@b)C~*uy)2|X(81`idM1?XAMoOXt{@;Ky_tl`QGu*Z)I2(`zjR? zI;7Z@;})HTo~n)=)p>8+MfF6^EsLUguLI>nwCcXorRvdE=3@uEZ_u6j@ zIZ5OgOVxj)3qUYJ$b}J15C~<2Pyizs!578|B>z`%uJMidHduuKRFx}qIjY-SOs|2c zdKppu45Hi_M3rl3^=~mVf?_aLE+8rzGJS&*b5kTpCcY#^Dsk31ZL9BtC0r-G%fiuB$ zz(jQyrSbP7&(Za{hUtusER;{#L(RNK$VNUkUm#udV3~C|+RRoOWzrk1S?>7WhfPMR z9{neIx59aSu5&`*aNG}b$RtA26Wq3GAL}x<#uF7ne&nvEfW|A7@XCPl7I%ZAJZ1yo zDQ^ZqdCL32Q(g-EJ&2|9j}W(EHPTH9+%JE{G~>N`wisCXUwIwA#OiET4zm`h7)BUL znLrzIzxOm??Bs`d0?O}*_|e*c4P5w7;X>B{Yq;>8!GE9oF5)2kJ*Zrx^v>C;)U7Q( zT4&aVzt2r-RVJp}9#%;sdHZ`mNaR~$-6|?Y*Ky+k)51G|2Plrxe&vQCr(4lAh4Y0@ z7V0lVFNx>djr4015#4sD&B0_#c24jQ@l6;8L3AL#&9@8%tRIg8@D2=UvrjC45R{@x zl@sZs_zQ0{X+>dv4CAk%ZuR~ECk3yT$kfoCnMsc^bP17(U(j;YyrrsnH+5NeoJbV- zro(S*+pYT>yCwsrmJfYUlV3|mFBE*BBN9mb_JfLK=KfRPx)}|8GU|P0)b~!M?~+c@ zB^{&twx107pTc7b|7=PRwM4ws-DbjS9xuIXIeDn+w(S>tw5V67xVxW?wC!JsEYP(u zW8*G$>AfHHjSMAo>)olY^7xqPWHMemI^49d$%U3U=$2l~r6E(=6{sC(v%2gAkZmk4 zoK{iL(BSfUn;VJ>T}(8EDsebOc@kU3sCMtwyoa6@4BC@vsDGcU7NZzG^uVAYTQMzQxIHGZ|HW2Lu%^)I5YTdhyhb$)=2h4mY-Nd01E7W z(;s%l7p4SA?z*G_N)C$bZx=wBG8h@HGJY~z_V!8{hb}T3%pc)TBHV{iYqmB8;7^Bx zZTX5X3B6>M-lC5Rj(2gnZYRf_L8HNk8|>H~NYd@t*9>)Fd7cA?L(jY~E^Xxiaz-g2 zM*7yznmr&o59i>n`Yk$cLgje4%%E4yvUJH~fZSB6YnGl#nSukYxI*wh?j;8Db7~Ug zrNTubg5L*%mr6*My9$ujS4pP<7$h-^j~1(N)!xh7N2DG;eu3jIP2MDKq?5vA^=Eg{ z7r^*@ri?R~*_$K$JS81pD4x=FG~D$N=#9@iRDpt7pPc(u~B_vE;-10 zHF$G24a|&oqDlkzZ(zYSuEz~A-Gz$DJyF6Q+nc~E(A?T!xzBsdi-hYDxt1dy0deU% zCz5bBeAKe6Sh&KEXvMOu57<1znU8?P;6-F%StOuA)LO#!3GyE(Lvp2;Hl-Lt3TZKX z;|6FuHb2KL;o1VVM>H0VENRmRQSm)muv1mA-kF?1HOucOYKn;`NxOP7rpC(ZA=zw~tBe?#%4&j_mG&o1e#;pUa!w9kepm<*^QCk<_xV)Uwdj z)RbHTxR-Y(bib+TVycA@XkB{FtHQp~M05FAX?clgbud-Ra>WlkX``uKgq4+j*s*f^ zsH{HC+c~}VJ^H`fgqBrBmX%dC!@g~xyLfABW$0*P4R#S!dVib$fR~Wn$NwUS{<9g+ zU(n1KF7j{1?{CoF|0vW7Q7M~Q89C7WQ^x!6GVQ5GzZ<&^b{y#~g z{~?tALstE2eW`kXmA`tw+Fw6kvgcp1&*T3v)0YtXw^9F??eFdXT>sa(KIi(XG5>>J z{riZ&1mJ(J;Y)!1Dqr&KSL8nlu7BrQ{(brX7s2(vUG;y+tsI~F^E=1U{}m)`ox8vadh{c8PNZ)N?2{{E%6a zp|-MovR!{uTUkG$gukn;|CNnl`-_eF+I;_3TUkGum%pB(XJ@4Ulx7EZ_NyfLehNF$IafVoY1C53Okv+ZytRU5Z0TO}$WOlv)B=Gp?f;fVL zK8k7k{iFz(Tlpocfk}n31d#b|iD%dG`D<~k1$MJ%q(_B6D?Y}C5EjL{&L1wCm|7oJ z2UEEYGCj`SR;Md~o9+l`mV?QOX?17Y;D(b)AU<)pJ)b76El2b_ zQ`2d7AThOdJ|aeBWn-a@P)SS|FydZFs4$8O;Q4uBwUt0=vJ=2|U&bO??oN|8*xgp< zBDmy%s6@B9#YILJtgBe}ShwjuNweq}sQc&y?78sL4sD7_L<&r3f?=1G86L4k6am}? zT+jP=X4?#WP;PWOXOi)}XE3Z}%TrB@1cnYoCMW0BqT1we$_Bb@NBtQ4}e3(U2A}4*;^ysy|v0cJE6Te6+Jsu-JW;{ zz9?|vbL{;>96xKVJ8Ly;vo6+Fo2{g>SU{)LV2J z7aOGkun_G?4N`5J{{zzZJT}VcGVDY?A2)Hc?JezQe9Cgc~(U6^xyy139dh%55u zEuuFHHx8be#sFKfEwFjq^vUKpbT*e7VY@&`T~RQDv_f$RZ;9>$w@(sYmFyNM(JKl1 zAYZS~VruRc#D@UBNK_c+`&+ljyYwLN>j@48&^Voo;0?sb4gmKx&u*Q*lJHpEB% z9AhuuNVb=zI0fKK4$OUkfZNbp4>Io~P#2wT(gtM*lIR8yuq9OHo{e?fMh7XdD(IHk zp*BYQ5Z%tj?g7~DfeAF@%$V%c8dK@yHI2a2+BiRux1St@$&={OG@?!*4Vdt}iFwUf z^|W-wuVgW*HJWJDiLrc$LUo9_-Z}#OSvun@UT)ZlzVc1tYyg}vM4DudDS35OrECodRiwFPJt84-iSwX(;2EBnbN_nS8CCIg0xSP| zz#07foZG6*_yKehA;X)S>+C#3rX}Y2=AWl2lxO%@g_2l9*;@WGufJ|(eTga{3T)jy zkT#N)S632$OSCV<3dgvtP$%`cYj)I3$j@Vc$kpPu)R5smKi9rB;XOWoC*Nv}isS=h zcq6LL9OO&7*`cd`#iIUzq59D{4jibDp|38AKHy9L3dY49q~}12XP&;0$i00knubY?)aNSf%C0*JJuBHh-r4i2_USB6u{Ia;%_Na z{ux9JD>pD1d?zH05Dx&6}Ex4R&Bj~ zm=si9busZ9+_j5BmsT|eHDh8MH%J6EF$}wZlrdPRwr-+qCVu8GQzqnM!b>e?8H$pB z=FX4Ce;eKHy(L!i3nPur_mSE2H+w%<9#J=A`+SrrFL@fQ9<*gzn>@(B7=R^!>=qe4 z)!Gp;ycmRaug{ch(<{od7<4Vv2lRp+iuD+_`z8;B)0cXx69~5V#;q9AwhMk;3Wi1y zYufIXk`w#~T5gLeFDB98j7^^6EzK?IJD^NKhSKx5a6i zBS6=YK+2d<%qhn?P{$3w`|JSzCAn$0_P|w19I3%svKc<`q{q!C?(AHsv3*NsU+W+? zY<{|IgvaS7=-pcMo$BC)QwKc)p5P?I)rqDF>Mdz z9b`T2Lt&4?Baw}hQ;lmdjPMjxy0v~bc#e~X^h?z9i$~0EhZ_&{;JrL^W(Glq%>&mv z!vz}26eOEIsb<8>wz~y=hGI(Tm&E?9kM0FF^&s`iJN*s%Do*qo5GD7xxZzgwR)mzH z#pQbPsM68J-RoH-vu=k={PnP=t+p#3 zSGp-z2)=0D-&KHQn&N2Rr5j^BhNX6CuHjnvc?t32yW}ZHBwG9it7d3!1)niQC#j9j z^%@x_DRaMN$qtZKrE4*Au)DF27v3HD-|D$bJ#!r)mmg;t%2FzPelMXb7l%-FB25Ez z0T*93sE45uqneJaX2tSN2lvf_?}Nz_o$Tg(128;dNmuYYoT=dtJ!=^fce z7C}EW2|bh_O5aFh$g|l)0Par=*N|*&G`BchoY;{5H9WCICRr6Q+q*a^1#Cglt1`?v z2upmL$erRzNypsIoc=MnQ?PqHW>IG@X)$E0e`T)8tjpBPQS#A^?Z;0Bdi}z<)X8!^ zYeQ?};1uxGA7c zn_43WU+JcST|&UU60Nne2N}>|ud5H4DPWm?h*&d1I&ibecFoqsUqKz$6eBU((#w&qux{Yv&p@<66rFm^l zBuHYlezlGIXSab-P$6!zm~5?#gvd7-nsV7*kSXge*RA0k9tt>`6G$^PSG8N6jl_I+ z{ZQc<1WApKt9++fk(Gt{(SqNZB@^&DOcJl-9bQ7?5;Z1l^xCEO;tlIO@)q%99&wfz zV1rg%Fx29^lKCd2(+4u*G(2n&5{XUID}0VZ@RzH+3BnF+tzxIncFeE?Gz2hC&TebN z?jcQ|tM*up2;R5$q!mN9uRNom#BQ+4*au6BL}fu{5w}fSX=DNRad9bpJBvrEx59Zr z>27RMYYrw6Y-iF#mC$bi0C9BFr%Y7*qxLg6Ne#$h>v*6$a9%=1X%ayVwk*-`^_Lp@ zGYs|&?#1KaLgTG$1NrN!iTH5>>PuKRvE9X@%@j_~DWSi;fZ3H21Q8>f(dAz@!hJd=FPz0-wp&+W4IM}Il@<29w@_!> z+TS#BXn6!#yVk-LS0r+1eenI(zq;76?c3DwaBZc*5_ef5d%`)R?x`r5>? zY9C~cZ_g>eLg?T+@PQDb`GE`9^rnrS=@vBeIRcJ(GJ&1@^%3780utPet$s9=?g-4Q~nYR!HF|&`CrO4FoVoU@K z4FT}PTXSvk0#nS;yJXmFqnD*8^Z5+cK$6o?~->y3OqiWjSG)c53P`y%X`7H0jdm1O0|PE z5daM5hZc608&iI`bBbiVmn!Cl;xoKa+<`g(PaO%a8RWt?YzNkUpO0IKRx5Sh!YKtV z1#Sr$&x^`Ro!s+I8K+=R6fygep*mrlT6x;IYN1f`q9y%@w=4>i9x@HEtvh70oo^xo zOYCmvZl{36ltJedn68pA=HO1Ac*U|If#~v-J$Hv2)ig^T4S+roS&wXrF4>=vdpZ5T=zV9B5=ERhW%zLFJ|B~srPKlak zsTy1;BRFMVcg8xy{KEi5N2)CVCRyZQTA?*n=M&ROclKD_Vgi|fY=#aOVj(yuzHIR> z>SV7E!h*(#_(O@c&5H%^6?9f~7K%0Ki+>;)5UXA$DRsH+4pC_kLx|$0!-`baclX;| zwOT#8ZXET~uga~xga~@&dt&IKlfY6)P?ck};WVf$+l#!R#EIwSxKB~o`!CC#0;di8;J0M2LOGN$ojN+hl zttB|&xg}^hZ@)3f3XlhH-F@Lv6wqL@yORL{@SR+FfIWLa7TiQ4Fj{N;%9!)nQ3Q8L&b0yIQd0lEovgx_VO{~tt^YMNTL3xPbID(HW2SF|5O8=l>)__Lo zF-T;NW8UuT%k*JXtoN%ahnFD1g zey$;~JD}hH47wHbxV(waH`;26GoJ~~W@Y1P2HGK$p&8n7%S}hL*xT`Ge`G1o=nCF@ z(PL!)nfDN;dLsv2e1i8wf7NN5Y;8UOsQ4?({zNo*tfP9d)K+uO*}vjas@nk&B~eDEFa6 znH%a$ixlO^aBXnVd3z;c%DawFM`5#w@dG&FkfJmdgbA$1%mW7P3J9mFnvjsh>NP{! ztEbV4NyTZ$%!)>$cH!CzYg5$B;AdKS^!Nw@rV35Wx^-y$k0jb`=#>pwHA{XcSyAvh zzO`#${WYUpAoS(pjNmDCSreC-!^`r!KdE}2}A#qGNC8i2}f zIDPy*UT18*vz~Bs<@;$X$?_(>^~UYJ$P|0FO2AQcv05q@|3!jd;$1@^TA*4G+wL0X z`X1KxM*2hjNlCjxa`1TgZo{s^mSvVZj--A(I%H}4abvlqZt++|t-ZepKwX_%-Xyq= zSTRKi4KzfWo>OHNHnu`aEmN=0(xEpPEQSlw z4?W<1b_75N%@7jc--^jJvA-wzbs{nu6%)qX+vR%>Ez7w`>wlg`s)~xp(v){SHKsRx z%yNCSoA&^rW^p!qSg#R1*wBQ}Olq`iXv0ZC>=`APTPjgHeOtDg_j=fP?C0xH(%LnB zI-AT&ZE(Hb*2RSnB;m8Ff3Mz64VU8&|>YXy0T)1?&YT)s>xj{t`f8R(pUBwU6p?iwWay1*fR6?1(uoy`LU|DKJmwbrxgd* z)W)&7bGJj60LfU=tBR(XOO7zN9=pqN4>_E0FYZVbf4j11@~ubCigMUo(bj>rtd`Um zf=F$UM1B2eW?d~)!qT@xW*$TNz{lbiuoy5FUnT*12P_+Q6+%LtGrWSAwhA7_+8Q4z zv{|p?P=BfD*y!$ZNoNLz*>gny)p%E=vb(#+yd%#=$H8CyYYTa)_{|x>l(qGY4US304#)4kMwuOo|*-zB$?MQp`FcE?1>R-Si55gFK@f3f&2g&nfc=bp?RVgPhG*`C(O5zG&@kNoNt7&d%sOj33eTnN(PMmvmWtPpuo*P;uB1@{oNs zaMGDx-fyw$vEKxIOgWMo%bTNRMoSLk`^DPUP}uO9;CLm>x@_tDZ$>9eC2wmz*@W=1 zha4n?v+qF+$OqP+;9Yh)#Nh|#zvavM%{I5<)*$;<<3FW#-*u5Uc zhL+)it4Zj6yOr0Jo58n?cdvIuzMY3jB_=JCrLfwzk*K5&`Fo#H+N2tzGcBRDY8qs? z9yGqC;n>Y*ifHe4US%aB5qTDD@h90r_I&UM+-w@9DIq{idhvEk@Y6VyiPy@Z_xYM` z6E2RoBnA=?gShELLcGhMszX9a0xT_gCDm$>ID@#k_XRE>7~hAJwE6@k6}PG(&dBRa zlJlwMsF#IclT_U7JJLL&m0wJeYH}M3gzDTdOwtM*g@v&LX*0ngKElP8ns0~o$Ds%u zk4j-tjSp{i*NqLM7iUGz-&dJSHT6UGrw?xekoQFMol3b z_k(Du7d$@_N(VsLPyD_^9Ta2~!^o|;P?fL5ShCMNFKv?(R3z54-F$xe&Lz`*Z_WQ0 zs6)o8$`st0Z}{rQgj)&KvXV~ve39NwOd;X9MNYm2RGM4Ae6Eg98(pW`YXQ&u3eF_0 zvGg*j+!OjNS8abB-QD$Mx0z=1V{%s%xR-y@^IhkCJU@w9bHlZp!D+#rC0m#A5%#^08lxBhQZtTsw)G(;! z!;-iO^bAsc)#KFim#RF0-dp1d!+qqZuB#u4lU;MD-N!C#8hst`83s=p@lYMMs5vN; zJl0S`L{6RZ@}|Wf$C4)Z4!4vz4)7m??!rdN%qa3$k!3C zMcv`W5sN7#47!#E02lB=7t*tJ%HDjd0t&*g4yS4?bk<>Is~X>3wU;_lwTO~A8*@21 zC3y>ip{Y?PaWnvmMWse#N>N_FUPD_|dfa;EU8jF-U~`nKPTXaEKe9ws zYO{R7FfwS0-cUprOLB|!==}k|O*k;zjP4EC6^FOmbOV1a8ALPj%KH*-sj<7}Pv2)u zln@}#T)_G>B0aY}kny{fDwR#XWjmrL`$>R%onWt(GxHNOF?v4xjI{sptKPr`ppJGU zOdLUy=Nr>EbwwC02sj?|(6};z&BGsDF2P(C#7JlYwQ>Ok-t*R@^ayip!_e;9_U8f! zG^%J5y?fHO4`=`;iJK>;7XHN_6 z8M|h6kLkkMxlk6CP?eoks%$Gmc@90v(@0Pua*lG0P0DL)TT4qhk?g816nx~jj8^6h zxVPtKqp}ClSk+YAR~>(s%$~UY;Euxn%=YKV=`e3;J(WX0*h|uo=Gwc2Ev)6>Dd6ej zN$t%r@p}i-iFV=e)UoqC|JQ`Elf$-oQ!SWHtP{}V^Qy!YBpL}-gduo*Z2854sMfA z=ni|DA5nCOrR`6CV(27=QFTxr_w_qJTcL9HyCFqO#z&AWF^i_NG_@K%z4Z$;etaf1 z6RLBuvge}Ivs+iiQYKKUoDG_f@Xngcp_cv1Q`JBAwxXQ;4Khn#9W@Fyu@ zf8aI$1G@8{ufzXU>;LDOzE=FtRe$|$|8+%QSM{s>Ck*JnJFk50)Bgnn`mfvb z|75zrNYC_10ew1{F??FBeEA~$FQyA$*w4RB7rt75gMdE0Z~ih}p#QA?WxBxpX_568 z1@s9A{hI>%w0im*1;qAcy74#9h5u?F^J$&*Z$p&7C?G~g_P+5c#64|A{=6iWnKF&$xe6nMi&l5D9thYeI#M+Q0yftiLPY!& zK@t^X4!a&OAQ=H9!nS;z9t7Hy%z30;SjGIyWVs;>+eODq$A#C0hvo!_!@e}f$J5Kl zq@}vgJY&9yCPHLBNf}y&$o1eYwcukW2{0B=qSZtI!cLpx+4X#)l@%mGf8$=VO?!Q< zmD{(R`y7-}RGJFQJO}xO3g4&^)=EFldV{-Q3(A#&AMzhN*DO*4_nO9i_xtnVl^AWj z?r4p`YSbDX<&2$lpiZV|X;f^=jUF}u&piz%$&rzR9S{_{rKfG#zo)E4J3?b$$ba`W zArjoj*VGvDd7iiJRg$5hOX}(ok=cAy9}%{Av)zyU*b6#vJ~~&5KPj79bXBBMz-VNJD~m^_p_isI;IMyY$EUZcd$@BS##K} zz{@WD9?%88X+qQ*z&sY&Ca|~Vez;&Xz7$ld1lojm7Fr`BR#6nmV3Ju)LJyq zn%~_<`cS}XNi&&iq*`}Nppz8kb27_{c3 zoX4h|Kc`sZ7fKCo9(tJ~oq7w?c2R+n9=-EQJRB3R@x(i_$;@bTNw^#lXV6PDE#^VH zIa)_sL)h?IE}AXs^HZAQuI8+?06%xK%O~D7!EJTnjJ(8`aDE_k8hxB1D{rjwy+Hbu zp=|hW!vtek3D^Pn;^{_n?z$6A4BxS^lU;PV`>?`=Xt#7d0T%x`v*88ZY=$w~%_zG+ zkQ1TbDl7t>xp$Jd|I-jrx~z-J zC3`0mY)<$W8^2ktRE%DShnIzeVHD=~(anf5MV@z(DX%QUOA|%VkMdKwSEkyNw^>TH zv_*of8m^ZJ?ussnR@JI5mXkX+mXFnqML?#d3%a z4{*5~JI3)`U13v~!OUCl%|o?T!0zyv-QPGKYC>o}hn)jH+cJauG-;%o z`WI-hQ%o2PS5WPBHMNr@?!5z}4ml`PI%z^y|TTvB|4WP$~F^K=g9;Y-P^r$X`_dL z#5MTdb06^S4>GUO<#!h`oaRFhw$+Um=~FFoXWD>|-X2YGRd%o@YB-SlwM(8_B6@K# zR9c-{|GDraSZ_J4KMbw`i-?OZv7W07&Kq*hy2Q?>LJuwz=W8xq_2oZ4L}o-X2&oVK z(rt7Xo)RtA?B6v`tUuTmS~GrG;wXvv?D3+}dck$oX*94N{c_(A{5N7Lj72JkX68QCfG;%f{S$ERXV zkppp^Epvz)LzX`EQjEIf7wr?8uK$AX4(#Pin)h^wKK19DE6{ROVJ@LYWV$@W2j+Z^ z>@9#hZq#DvpYBE4TO8tUg~^Cc2rs8YNanx^U+nu_(wO6$X{*EaPj*M(7V_D^aq_T; zJlfhH(I)a8(r6lWQHlT!s*gi0r-5C@3VjV~xm&rp&SdIkk##wuycjG|9$X_zHGBRL z>Xv5l0oxt=4K<)MV1^ug;Yjdis=^el6$>^uxdu-+q-(NRR4t-X&|wQswa1Q2pVcOt zFYlvQ^cBe4XpYI<))BdqCf9wA^r8#T3-3&T51&b(s`~*MbD-{$TO;2>)G2R1&qTi+ zFqlY5xn)A-Xpm?R3}}|2EeY0dcH;p&79e?xYQU-fA=Aq=tC4Q-?NlDBIpe8tH&l6 zh86!pw$&kO%A~9#dPnHGU&AvMW)Jm#4bJ%%zBjy&D8Yz$|CVLdw8i1stqvH&1JeaX z8j9v9e6n05EnbJi?cKCb_bJ5`TW|F>=;NP07L6$wX6U<|0)UfI!`EiCGm)1mMBg>d zLt=OM$ZW>@9&YGn*vY|#ZM^Ltk09?{A`0AlAr=EA6?4{)xCOHEHq*4rQiF$-&q&X- z?rd-5by79THL_RQ{k(f7r;XQf*E84rPtVtNc|3V8(Yze)$mgQIZ3Gs}k)*wrCfQ5X z{>ix(M(Q?X%^(jB066{^`psoo*(TGF%}so{v%U@o0C1ETaB#lDaA83a}Hz zMaX|1`(1E9(&i?~Qxzx9nIAhp@=Bi-z$pqb=cXUgx+8jmALV@#P&P;Khdzw7#=s6Z zH%j{;4sjg)uWSyYJyiB#9APbzA+^QW^6%nqz8w)>VLU(Yfg^li99l2yK&(}o5Phz$ym7Ct?fjkmHxbfj+0{;{P8 z(AwI`X-v-_r3up3$*AZbo9u0suZ%&Ff%o%?A2M;Kgue(K{naf59liI)Xy^>bUK89(z!w-OBMJq_PoSNCier(b+Q8$WH_8zTFBZW4*byoQI6H@c3|IIp zoYjw=|IASMAY1D65Zf_qD%i`h*n8BJ@mON`DOn>Y>e0zE1CnZaQ8+j2Cvu60xs zr%jvQ0Y1vPM!luSLU#S7Dgft_mUtuT8ki=J@CckD+ua@9cKYW2kj&77PO6AVbr4!5 z6in%FR=fUt6==YHQ{xNos$Y0Q?+r)-p|TtqQi5m2*Dt z#swb>ViISIo~Q8g4`bZ$XwsE5vVkkuFx0VhguNYq;tjs@EO+MPc7tc}!hCw)6r1Zd zXW01Op(_WvF;u@n(}$ym^=0`qm`tljGmiQAeF9#;4j2p&hU)!s^zsVagJaCyFL)!m z*2Hc*2U3qc`gqVF z0>eKx1e&*iAgFW%fI!=Sx?^hteQ@rl7ehAsK%X7ScS)fj0y{@RzT*kL5Ij5AqeNX% z>=PosyV-N!5Y#fM5pva+?cVT2fh>oY=V#rGycz0#iy+(C=kE&Xz$w|(;<431J*J*h zkssV_WiVan*#KDxSLmNUn=;PEQAOR-5Px6bukiOliBRilQ0?|6vy6X%>1#le55Iiq z=CIh*_5A=re*x0!0)4llH`+!az@t&zK9dKZny$fZ(WE7xa@ai1J|P!?-t?`V*FDF! zFq?QV%_#t`7y{@dBx3aYV*$uB4c6hj%P%`cK0FA!oTg@txb|>@$F~~d>z@r6%nu%x zO>T;77n3590MwEOc*YD~TaS4=k2w{6VhDS5a`5=^;Ec%94eL*LW|4(tn!Bq6zA=6X zLM?};6V?@(Re)LSQ5=6uSs2byw3y>ap=(%FXLQbb?xm7^EOAGChm{uIK%1fH68WCJ z<-I=0XQpMtm}<>hReMOYpdNeYmcHyf@Sfeb=NK5*caA>mwzc7gtUqr2hMORj9G#*CY)BNMM=ViNJLijEPa@E zBu-kCNh^avA+tA`PgM*pt<3kIx(0dqn zO=})$0IDZdv^#x_t}$pf4wE-OEt;`p+0>ST=ddPPG|U~y0v>3iO3Q4tdpkE_goBrt zgsM~%8d*rFd}#7IS!z$}pxskxm?*k#U0WARZq&XTNyEo_akQF}dIi4VCL55}-*#a+CoYR~sH*1I{juCkqPxY#6F^g-Xz7QA@B_DRYDQ3rIU|Ar1blkLCT z^DuKvDe6R5_NNDD`oX{m#o$7Pqd^HkROx9}3F36HhuG#<>4?5MRGA)fq+o@wn04P| z@`^Q;)FXKwg;Z0b<`wiN=D=aop34=+)cQC;z)%@XAw^W7X+cyj$2+a+kD!w?RRg0L zPw9ht^=Qb22m!s_=dHUa27GA@+WnhqMn>e#-Zz-BE{ugg!osZRB^4#3YAfZBV-rjJ zLEmJK?}gQbG)HHS_@aIvvy$CnYZm{M(V2mMV8roBPvbuVL<5e)WSL$p0N^b`@AUx0 z+C9nK<`Z3_=u_cflD6V}_xLVy)HG!Abbd(o2wDxuLQa^90vQ?1A0{O)TX9aZm1d)s zWaT+OgpqQERYxvzYGE;HyrSU%r`TXrcXrK@I{i>Wy$K$fMgpFDWJVg+iwrx#F07PR z)8+w27UPSz_TbeV=s>xe4Lp=n5C|yMBs)yZb~QMxsE63qS-@ksnG{Sq6*8?`QqN6-p2PZ`GP&RFC*RW!wCI;*fEErjfXpS`}1nY-u( z=yU)3NdJ9|-WLblr9NqHU6}=9tztvUouHJyZ_+?XmB=DY z&`3pje?219_C^f!jPE3@t2W;;d};)Xf+Wn0WLdxUXnJT*uc9D5Cc|}5D|f>YRL;}Y zpk`n;^Wzp<5{s_Nd*79fW!quvG<}M@iq8w&pJcwbb044PigMG}s$@|e3~D^iOQ7?C zIVK{I1748FAe3a^a&;mOaB4Qq;?RN#K{GK_2Oo%;53R9xf%;cK&k40tHo8V%cn!wm zdggvxRnS3moa#zso08IHgW>-jFVF(lUDp zQsX*I8rC+IV$fS=AaAflODlFcngOPTs9%fh!-x*!P+Ke-B3Xh?&esVbJ69AZ`?K)7 zr5)|y5rR-W%+F|^&~M0_sW|hJxRgCL1A*E*fo-+Kw`qZbIWC;P=pYaNL~KmZe~>K4 z_6tg0aVyB95pFecDzz9>#2= zhj@tRz2pl9I$)AJ$lr>1^)QFkCbU2!=e|{I1Asq#dQEUDcWm3HK9mf$lL0bw(G&cjRzivXC3FVj>Hv z-PiS;9*)>c=XCn17k&8Au@9ClkT#|G=Vo*qiiIx?DrGqVL@{W`PC#+0)lvCe(pddM zyY~grdQ9YjX3#APFw>v0a-<(K?{8)$B=KgkGf->s59^P!x_oHsX_G!p2j@wnxEW{- zcY}e)6ZiiQY3~3eOVF-=j&0jGW81cE+nzHxW1O*V+qP}nwvC0OLT00J}7?%0EATwfAe{b`T8-WCQYD=9s zdTL(X0UhX3$?=L^zTJ3h*vda&JH^Q#^7hS>J-#oXoGHRHwJ_5C(Fgv$x% z0}8aQqjB>p{h@u&_US-G`XAxZc3944-XgRepkUug2@Z4P<$WvqVkmn_lQ9rr6-$>5 z5HZTk2H1%|0=dJo>6)YLKp6gt6zxV3)3FVd67mktJvqf3wJIW|v3U4m7;gQ}=8{4F ztMjzSBcZ^;hNU1CMF&KJ?ghrwNNCje27O)+sRckS@C$IQu?fr7>drBo&{2)l3@`K+ zu|ul5wWsP9RC*-6RL=}icH zi2a9NO3x$P$II%{PNKZ2S8^?F4heHgEX3rZUtAS!4{{GTtL1Dc3%m4Ya@b_#QQsBQ zDn_%E{Wa<}wnQTx$NcEC{Ua^LLtxMC_QW_8K#qB@H5q%00_ey>oiHmGy&&tYyrsRVC9QgZgj+eedE%SEVMC zfV6<6CIOBn2);IqNHH1|TZBpG=gsV}W?Nfe#z`(m>KYI8D`2tjsAZUjDC_>{#+41vV_Ko3z-!B8qu z%P>=!y#VA@DWFOK`tt&rG$KLEK92aJOf#$I&SKH4v)OMw%3fj6l2Dhozs}y(co^yu zJaYGk+D&=LUUk!)FO}qMhfKZZ3IFt(#^0k{ce}cZ#T{d`!D&mD=n7)Vn8tf8RN0U4JQtFWn4F%#?Rc1S| zd>c4qhs8Ly#Byx`m=TT!R`=i*$ehJSBNC0y^>r5b<(^&Y`v7PISP)O0Ln$xZ^ zXQaHxsd@)ZwYGo;fqHp^@!jt({;*l#mXnc#gO0KJF>JddP>B8YO$&fL58n)O`RyEe@sQ%-SYM4ajn>Rwu@?Fwch${Q&yP4yWH(y zI;&jv`)9PMZYy_<_2<@K|?(40)V`#}g^rpXJyh4A2 z>I+&oE*Fd^iGb&^iCBD=V>Jsz{!CZsd~VqQBX=$8Z1CNvRS!kn(3Wo4FmfXXcP*gN z4bO6Y6QUGjFDnv?B`{iY3Le?gCo>(fM{^oGzaQMgAu!~Y<-)~Q<~f7?#mFNl68!5i zw_p_C%p7RK*f7F$`XQUwyN!fc3%V4-H{{hou!}6!-XX}Bit-Ho)BWY%I4;>rxioZ1 z@&M@sgg?%dAwUE(4yczUzeA!V$$A#3soKg;Yg*ho(rU2xuGoUg_QSN9Cb`~iTb-Bp z@C2Jqj_N7fJFJbJ8ra^23!Nf+gLM;|3cW~ICrX>Au)@4fr=j_S-WP#aJ@}Yt1tNF2 z;Po3VA|9c)t~y|ru4OPq9gytuIS3%)c$eH!S^OX)%BR%B@$B@BZJ{9zfX)%moiP@P zKl3yjsE1hcoc$n7IBo>QiZ06U)W`Sy8&92p<^mfVQ1;S#wr%(C9k~NnRA$ILS0=Wo zF3h>6ZC-U1z{wMy+y}RBfeQ_#A(LW><%7^5-j31$@{Rw&S4tm)Y{$~2C&>xQ##V|u zVZLEu8C3pQun4&g5OtU(Q!6!nc}bWK2`BEYJZ&<}C7KU~qJ~4-i@$id5Qix?NafWvxi|=8BA?2xE(kq=<}2CqaiE2PISeu@t7v1Ex~N%1$ULG^1bsD(fi7fU zhoYW|?st^S&m>6D^NOB6ejbyldWKlt&sql5rNUQhsrMoD=;ZCbzuO_nMdZP2%L-?s zQ^LQW;m7U1_WFgYcm4v=*X!qS?@#^J8na8pr}9z$qhMzrD!^@!;}9LIMl5#5qsk9{np0MZUR;Eh=7S`Ip%?`^Sa ztgKNNXTELzR%#6nu@K9yBENCFj5@q+H`mbQB^u^rUe*s^tw?*gQ?He_0ag&IRjW~m zeI>vlxtNMgIHkiqdTsoXHZUSmCswTYs994g3g&=4fup8p#0U&V(nu{qXOO=cMg;S! z5c312Ybl=_M@NzS`idmtSrw9F91ps&TlUDVK33{oBRjd4E%Ie~4^ z+hl=g4BG=7{rDZv=LHgXmI_7EcC{(vZ3!Eb-hAJn2jz8KJEIhhFDOyL?@q{L3JwHl zB^#&rr?S{Vr*P_s2r6Iwj6S0n{_@bKx`)Hg%n#8JSca+80+2H30WE?(vKi4|`!Pk` zPL0j^(t{BXuaUSm1sQ!wV3&-l$*I>FANP%Cjq%R1L~nKKDvAiKW8M1{+?M=s5?Lg(+}c+y~^SNMhtMfn=F1-K%p z9>*s8jzBW)RU>(i(s5w;cAr`c7P#*vd6lryEAE-RrEl zJO7!StAFn{zCtv)FFZEvE%7fp!l&^0{?Jay?$Pe+X;l3~t*=@*_lrk1auazOg+(W; zHR~{ISsCG7$%>gGe*IFRT-hOh`uMSRaVLDf*0vI?C{UQo#$la%OJ3dJkR*Diaj1bI zpXLZ^@I#v#Cw~`2H@ff8t$nW}c1CmISWe}@h?$Ys4inhV&-;txn?rnPnhzZKS_R#m z@}dxtt9P^(5GqNIQ6K2n%MWT08bBLRkEj$1dcOy=KBu?RAYl@q_bc+M>ijnIg@iZi zT4Q^u2@hqdD0V(8HnyxMt&Xqa{2h>{(n3vi>MK)0q~&SRNV)i`Bev`K!s95;soRU0 z&fM=b;19#w-#rCi+*{af;>OP@KhI36jB5+tMIX!0k^BV&;xS0orlDRAOt{qF^2#!n zV<8)VrgD)$){bh*b+C-2%OzGXi&CT$HD^zwTNNWH(LzVp0x&>MyuN;095}`JWsgTq zOb?@iqg(b+&$QB^4=L>aoiFy%&)|M zh!?HJ;F*h=E&%TRW;;oYCCRid1Clunt%QHYH_rzXS4p&IOw)nYnqgoijLr~TE2PBV zAOo0IjHgNe2n439z#jn$)tE%3UkC}+H!{^8ZQJwdOaD2NP)!!riV=tsDwv5-vmUXd zh8pS-<g@5WftKg7)Aph*dEfIxhq*q$LeB?OK%tLX99AuNbo5;YXjQ?3l6hCKqsLK`su= zjUQ7YqAFVdIV{SGOAN+-;p<2>vr5(#m;>2O*3Kzulv zYs$RZt`*=c7pQ0M1)n2ds{KEVd!mmnX_sl2YkVQRQ1v|8*&ebfb0w=cG-q1QTK(N>-I%85 z!Sqz8mTXeqDpchqWjv)3=?^bD>4mLLQZ@-TasxQf=L<0V((?;D-^=|`kOy_3grJ`z#>O2z8S*f@R5e336WKR>75F8;E; zv%zLN`YOQRWY$@%IIQgg-Sa|g1(t<#Tenbx0OSEg%uT=l)phHtwe9S{VexC|Lzx3V zCQ!ji5{wNd()X8{MaT*eH0X?yDmmV9mo8K-O5qTvf9u5r;BAFRScg4O8 z_C5JQww#W&T7#kbIgRJqxj5s6z&nqqo*+3K6DX}NpR3UHu)HCCE&N%LKR$-F6F>;8 z0soz1j2+TBoPfNg(PH+aY*J=*QWS#HF+-u4`Nz#gx%e=HAN{=)k2{bq6=edB9$DXLg=l=3*IV#T~{-^oqs$6IrifZ%bK+YgMqLviP z8)Q4+kvhBvrQ0!q66Ed59!w5ER4E}a^m6%m`MYH@ms(r3tL}am^5$PRY}b4E+>o38 zw$9+d7xLij8@Z6|s1BSz97rHH21vjr>g4BnD>ze!Wpii7l$o+6i)GY5 z-Xm#VGB!3WuK9pd2duou5iR}EBrvwTMTncZfNs4y_~nU;25L|$@R7RS{3<%AzM5&5 zV+FvilzJ*-1&XD}r_N&sj;$=I(m0l8HZCqWZ>?)*lu@PACUdfpnx&59eN}7PKuD3| zwy|w(yf{F%(kf~ub7f%m${`{4%e?@O2Fr3ir7fVPH{o%dzGuw~N{>^9{Rm(4fCiU? zb>D5}!!0;< z_qX2_`n}%}QQ}nvbPn?ULrYmCHjzy_U+r&d&5{V zEN~7x;X;rg;{9Xjj|yJ*8MTW%6N4^wGkOpUrEl7OfLa-Irdn2w2G7kt5M zT%S(d0WW6MfF?pO>Jg9^bWdosu*WqG^>-AYd(3Qt28!48_bsJ0gK`P9+D7)B{}}CT ztvMvUaGn*CszegnMYwrk*`V@tA`h43toHg4*+8 zi_;yK+yh96&YSZnQWFx=SB*@xVr35;92unT%e?fM-m8}lt`0~V(^3w)P!o!C9=8cU z04k#$c=6UxeOT7|lBQ#q@cq8YVh4^@W9d0*qs6w(Yk++pog<}4Ddu_{$Mfy}I(b*^ zsT46I@8YWPw(PdW!C2iXt)d?Tit#YxdH4}IT=2Jf&1V3YsmsP|{g!-xn72uFzBIL5 zqfoO@*FwjlUA0lcyYf*poor|ow<4{X>sNa}44_RAEgjgZPEKKy2Q$$k*;}tiK3w1{ z+zsiz_bx)O>Q_Xmc#LxkenTnp{!lvgz%b5;ZFLSSq4nJzVgY)NJht}{1S5zuA_vjn z_#bz}X?_@aIL^^MwWMZWrF}eOf2&_~ipzLo2Lqa+^k9K)kJ~<$%VC(QU~;u4`&aMZ zVTsj6C!K84h+(bLRZFJchq>+FYlxXf9YyCyOx>@f!T}~9B|s}MRA2;x%f5f;D!a&^ z)Gr=arWNsvWQ!BbU5?%+DpRjbvc!2)f0Mn&PfW*?Gtw=0r+;`KReJDbX5bVH%R0rS zRy~=!Vt50-J68`kE0t7@nP74uN2r?hQYtSn(-$=$E+5QW3pp`Un)^#Hp(I{lc-@}Z zm(JYs0|9^Tdl!lV81VJfd^cP;`i%_PgZ5t}hJyWFA6I8pRf(x=!jM`lf^Y0s#~WuGmXLWN+N7Af%R2s9FdJLy{_8x`w5+MdArL?nKnk+_Gj2Upq_Fko-Nei5u)E)l`TK1wsJY3e>vHOP?j2}}-qvi!}DQ}{mbh1{p5u4+(B^ze9!J6@^F;6j{(ahv7?I9XgG(&aDmNBpD=V%X$ z17+hTpebvi;=H6hl7+NfP9okkQg!NP>4#sOV$&J3E;s}@-M7?@5Awz1e0N9*($?{_ zN=@^&GDu~;fA;{D%**)*dyo)M@Bm~dHbsSj+JIpk2W88+_sXgK$tgq~CeO@}JUv)p z2b4Zy#Qps3OsEP#H7LC}f}*|`Vkq#1hF_p0)WRN{n5`n8&;A&$jNwN#pV!mz_iJB# zp)Vd^g@c+-Y7xHAX%D%bZmsltq+8AL$h5urUR_(NRJjMazbP^>;1Dpa*vz70Zceao zkrFPrzVHd!!QT#iBu(z!XAw<#;R)7|TUjyPfX}eJ>2b=$*qXE_P(yZAhlt-n)ajrA zcz(zCc^VqeT(=@VvDNHD{KzD(ib2nSQcgF+IOs0~18ZKB7;?lLeBpoFCMY}E?NF&G z4Xjn(k>yCtzPg^5v}e+9upVP~jGK3Vrn}iYUU zSr=mss7~b`?8#|!#Qr3@VPZ1wnhq+)+=@Yyu|Bu$ZoEu-8s3BwkyemzY+nn%EI%1P z$8X}kkZ(+Tm3E^%HMEY+Ne`1g(kfS}kr_TNGxaqUot$)g-=E*38#sLlw0Qkpe#7=f^jR z#oNN4*|415)=iiySRBvVjjE-<1akw369p4im^OrQbeI45VLGe*X_w7(*^8W;$z1DV z#?)!nWSX1T!9Lg}O5;62!p7@Lz^vR&K&=RGKm3~Zn)f9?|22!%W(eXFT_(qQALQ zQKFTjC(%LgNt#}*<>((~J}S?Rbc#H_)nq-((LXCJW(-D`Ec(A2j1o6Zz`qHyACG_4 z4g$-8W+h?;fcQB1#gq^3Lx+x{$*~ed)o-?>NDql5$Eu1t!Pv3nnAayxntbxQhzI&o z8`Lg(F{gscVOK=qaKwPJ@BGZ1XLuRbpjL3B64ZW5d>~HkyxR?(M63-WD7%7K&*!DL z@=fuJf>gtGYDL@!3;Ye;q!!p(0hr0=Jp|Hf4V`Lw)cJ^2PU{ljM7XH9=y?i{1*{T3 zK7XXrJeA#6Zz}uSUu@nT)VrZ8sYtMm{@6(D>Krbq$wf~^w^mZolY1?g>L&9>xwh6? zSF4)z0Du#2hNlpm-I9O!G?^%GX(sP65SWkw!5-x0)HT|un0)6LHiCR&Q$irkioGCe z49kq)shH>tzGE00qEO5joqea$`mj+tws9hCV7D6p4=mLSRYk-VYranC=Rrt)BgkSX zBk}aztRm&=LV|Q+leTI#;{o&1*};}9ycjB4qE1-b5!vr+jr_JJ$`9Rgrm2(9w>-6R zN8-hE?2&*~`pntO7@%gkEG4i_Y7xZ@a{bJ!CwEsU%}g>Y)F5dNQ8MD1H&O=gIYF|x z01jLfA&u}v_J{gAYhE&Aac*!L1allF&Edh4j-D?2KK($IU}I`vcGp-!%R2)jL3m0B zjIi4S0QEa)ayb>}SO*430D^Nl0QuVzA=*v+;oO^Y(pa=~I3qRHY}bifI*H_zg$F*F zHb!J1eP(jVlCRh2No1w*{_R{>*M>5UZZR6HO3AB@xni_SIu+>OIjG{;MPjJu@;q;i z%rmHGurTU&O}y5h%n#KF;~+$Sq4MazAiR^hHtu@LHab-s5n#|{l5)%&Lj@?<$4Qhm zDpWYErW92Y1H`oXjiO&D)4~B?0cs?b(Tj<*-UO9xD*Znj)Fu>WEwB4dl1^rS;oAH{ z&|FY2t9t~T9L*=dfe>Ip`8(x!hO$Do)4?ICj`@*RSH~ywq!CcT&f^tz;j4RM#<7*? z?0208y#1)Av&@J)nga4x!vOQbf+x(V?@3x2B#+}9qhP*4FcWZgi%WQxao4R>a(v0=FX z>7xAod`5KXFtj;xCg-bqn4HO^lDFh%?vS3NWEoPXW&;vpM$~ zE*UXMvVP5G5m+=7r#Z8UMX)@IyR7f*$N>mINkL0wtYVN`M68^S--J3@matFy&|Cp} zhE}%O=^Uv^w3teU$amRfsytmaNKdtn20JpMTo@GC2zuFrrI~kwxfi{}9W#6o=e^NGy{sqSjTqiQ9=QH-qrVxiK7_3{(gPk1+!!Dt+{v`uzd-J@yLd z`RkPvxB?$T<8J!)JIyovD^{UdbU8;s{np#aTon2y|%V79; zBeW%TpNS0c=~|cL>|k2w{jb3Sn0y4>Hn_$==O0s5;#P7cuj%o4)O2Yv$J%&RwrE@J zznGX#sS{=+RvX3(FIynFuB_BIblL8<4!~eWUmT_5zhb^>Gi1IS7LJ`|92DG6@s|Sh zAE3P&`Laxi9!59Fz@|hihGeELiOL3<4G&@3kl=lJSSi#k7R<~>v=5o?-vF6 zb^4e1Wd&gOgA>pnoHHrXM(3D?LR+iQLR$xr-_eLViAnct2*v?<9rxJZ905^2rA639 zjo{QK5CMahQC)_*QKCML@*HqFwdgexeVTFf53}@OakAtW(y&!by+5|3)Zg~fO6$4K z=y>LUbM)77&dy!*i7^O;*7#Eop!8w1K~qTj`RgvL5MMxpZ2n z|1AQ1JilyJ-}YZaoD51_PLvp!?sTLN5*wo%0(G^v~r2|AJ<*BdM7s-qqbi)dV2 ziD<1XFg_tD6^(;vZIrXKSOmdc1|L*mJhDQ4j`T^(uVLKCPfN!wAb`ROG3EOt`Zp*o zR!w(kqE#(AX?mwCxX|-Tz5TW;)8Ne3nl{_>IPp&6!ULL5-f0&6eVqKy?TAuKo3On& z>G{Yzff!wMl!UiS8RstTap&%EKfH*XNO!2?Sq%{dUnU{W!Ha7qxesH4#j|oZ z9Vd{ehK27;QJSjpi!^uk6LzB|=%JI-B+t!we!f{$YgfNDlX{OJ275lym4xZB{r&$cA{GRCQQi#pS0hPkEaR7* z44_tzsMDKh>t~43&iDcP?x>(zWF zcH@*qOS#xsjSazGcJpvLzvL-vu-paK84-CqJ0ex6@mDB|NI{mjuK zlTU*_$8m+eR9$nrvKI_hXHVPBgmd8?7F?<0$VCM5Fk#Mck+6j!*d62RO7pHCxFb+N#u4QLDX>S~2=*Dw5{KYIZp@DNMv%TdpeiUvw z0BNP%!!x<1VIsHPQT1_=n7-BXa-4i?s#f8PpOuvMwYvE(JBMp(QxVwm|ESq!9q4a`0~%W84QfKLlj%NGT?93JpuNxmnAtgqPvTpthr z=IzXg0_9I1rPXoNgGLAE?xZ{BS)3fbrh%ZU)svjXEGC5Nw6mkjPd_4ao;*0qAkO)# zQJTZW&>go0um=Nse3mD=!d-iBB#cf#IPVcyd5Cl>r60-_;jdB+R9U#xE@h)WrLIwR zm5IfvB?X;I5V4Z=Ug7-vc+9O13vPFVag;wIHDuyy?vc+za{~o(^|huNCEKJ;F@F!T zwiW}Y^k>ADSXND614&9O=6Xp>Rf$%vPU(8dYRP7i%5ZB&@tIoB*G>xIM<(zLm;|+W zuzugJ!_87%K+%_L6);TZ5?eZ zmN5~B2CzOCpLll^9V_=4`vrdNHhEb01^{PZJI*&b*nlhW4um;{B@SaLbR>!Hg!M%0 zis-jP=L$(i3TJ_jD`Jk$1duyp-kraLz(Cwn{gnF|@Zb>w_=ZMM_(<;E7imeUfVVj* z_xrsZtF1SQGdK>p2=N$1PUr)NHhG{q15~&b+ep@3Wma!b zcAbsaQFA;Vl@hys1{*D17MB%G0}C|^uJ2d@|8ytkco)x0SQ5rZ~l@J#3kf4lVFhrXv~D8;L%eG8sY1Nm`Z5$QgR*8 z61dl_xK203!?OJGKG;y=+xYJB#`nz`G4nA!$oxdVh z%8(PLW>L#v+pJlz&%ltL7NLU1W>*_zi*v5e@i;g+)-Yk#y>wuy!pBRb%nJo8Yf;EI z`cI}1Hi)L1J3t*{xksN%m>WYbZ>Pm2jE^06AJu(pKs#PiCJPJTKR;kSuE6B^HuoO$_?EsdsI1>b7uu%ye3FFDmKu3*9 zTCrl9!KEW^Y7`-b`+r{wih?T93o|$eLi&Hv1ph*;$?41E$BOAuB<%qxP?KPaFO`WF zh=mYM6Hmzl`o+Z8Q$;wMhMayR0>p9P}Hq(eBvCJF@lkz3G;Wsub1l(f&`~ZVmoQA()A%RwF^;Rz zZKoe%2(_vnSsIox1ft7tYKjy84FYK--JTYEDqS3XqK+a~vpOhP{*tKBcJz$)Xev{P5#ZHL){P}Qvs|2G zC?!BT`U#7TRoYeNlE)i(&BaS5wS94pI4iXUg&8JguFHL)&K^k=7%2Xy+BS{YVCo>z zD#!G}MvvmvKls+Xj=AfZ1Zo_UAP``fSfd#!QIbuNawItYu&Rs+2no5I&~QXKdKpMW z_dCynnLvIJF|2yJYG43l{jOnTpUpN&&mEi_wz+rKSd^WKc7Pp(Pi|N0QT%`b>MSm> zAsUR90#IY=ta%`HpH?7%D{kt)9RP@-9(|lWj3X41canY;F8e?!t&ZqC%9b-0aM#No zjHPuc-`=43i z7Y505=PJTv8Sm1A6quA;ci5oNkN9k48tTGk8|_t%-Cj`JC5;ubMIxrwxB`oSTlQ?0 z10Bu>)6~Ig`TUH;b-V0|g^pWoy18sCRB$Uzj9RE6JRzOKiTGkNI@Zm(>Dl^bXO_^0 zm1#<4R*9~%mBA1ZELDM}6qgQG)Vc_{fj&C9syYajBJrHM%!_?B?FsM{@KoEXj87F3 z%6;7gXi$v~v$iT!t!H4?^s}&dTPxzkg=|_f?c7<~sIa9^l8uQL%vj{CakY`6h3#P_ z@-ixg7vtAmFczdwhOWLO_xuQ;b*EDTteM(zQPROdfj=ur7vy6btj2&<1@1QE~grRWA%`q}D|fl8p3qCqr_+p|ibOw%fU@nV)%K9XQ}s{Dnp9e-~7 z8B+fvSky6K^(-b$Xw>cdAD;#29Z)i~K^BV*PM^ z*r>#mFf6117vIVvZ%+r4CG);uN^^c|?mv0Mi|3#VfCIX7LnZZa-m@=Z`vhM=b;QL0 zog1f4l$BO+W-li>=~69jqhu$w8P6H_W+Stwfn9UCInc zez9L?FlJm>kH@44){l$l9W@zwJzh#}9uBHi_NnEIijetu`DOI60tJwc#qp#f3mPco zh`~XS&7kRLCh8ZY$4{$4eS8tgP~qTU7l$hVFjE80r+qn6;*!lP)!%;mv4RtgJvMB% zF*mp|o4s*&mJ72)!mjJEti?$}jGZD2=U zW&FMOvhnUHfy81`506nq{g$rXO~s)-5G!q{S2Oeq%{`{?@-aQthue8nMG9t9E|@~Z z;z~PU=VM0eYz`a8$X&a#<;~#qu1}5D-X>9Q;smRLn>?v~r_7AjUIv*3S6%s6PGg?* zdC-K7VD|bQmw>DbF`*xbWc2DH}N?D9Sn{S z$cO*>5dH}L5liHmxtoyIF;Ee977%#KS);X%jq})8>0P510Yf!E=1~V0WKU_{ zm0?58z@=;5Skn^qj1zNg^=NQDq?(wK1)9*cBKta5@XZ8pUmLLFT>J+J&u=`my~6{< zn6UGhmugwWbN3A&@uUb4w;izy&R?PHB1=p*XyCq0jiqHQxJ~!ruN*v8t(nD zbs=c}sV+NzTYFLf8b}jFv?FG$2;x2k&4^};h!BoJB+O9PideTDz#q5p(Rou)7?)k; zGH~n69e!=#%gZQGEWix4IEc3XHXz$lIZUy4n&TUo(w;%s!c6HNAvZ!=!BfsMq8qqWunwh zuN7*CVy>m@?>=L(f{s$=YVDk;8Ze>LygtEZNW0scM&N~`A}g#n@+1FOtgx`2bK49ipDumxA7uPEUPK)}F&+1|P{P1Pz0l@nIjJ|UZL8){ zIE2?h&kK`c=)LVPZ@Zb^Av5zQzuro{m`I?)50l~sjI>6Ji8(wE&rH;c%&IgxPr|-| zcjN+m|0f*gAM6u5LrbXtbL%4!Dj_=;M++0j{|ScqhmVjV0p0%xFbo4D%fEnOSn2

    E}S z?~D~FW|n`K#R=GcBFPxI|I-(Xfc+m7q5p)c{D5`-dD-#u{^KhD$NBwJ_>U9)PpAqz zE8|ZS{;l}q4aM{Wi1~kostk5Q{yHGS^!XXprL+mm{Fp%j9M(q00#N#5TKmw9M2Eqg;r^fJ;?cO30 zz^z<9bEzzD)@6LZA46ZiXYH2QZdP@4UG#OwR$8QEw6=7x6g1dr?bfDxNd=}X>PkMSgmo4FJ-oS zM83AV#_Z2)2*h>-FB=hSTvZx9N_)W~S|38(yMRj;=iXZyT-rdf?=V{9K! z@A0H1Es~u!TX?9-Si08V;$lfPrfTYjn_p_H#ec%pb4h9CP0l(V;)Srf4zR4bVVr=_ zroFLzmQ?>xD;9EFeOR8$rx;Ub{HH6gF^;1!ZOWS@-pgFkeeid=wL668t)DG3pTHYx ziX1F#Pw^%l`ohE#-}VOZTwa2C*4*{!%9}G?OrP;&4h3^T&xhSgRWeREI2jEzo3zb$ zX|=p|C8+X{b7^vEhO1VQG%+-rJtk>AH`wobTeZmUa&^{5sg~}a6Hs?`oXEWnk6MwD znJ|ZG_is>Xw;6jOjgg`i!$T|rX0 zdb@3)XQk{=iv2E{P*=5^YE9$dV)W8AigLUQ({b`{Z}>~2WjqnDCfwg%wOTjW9OR;Y z?AdTFdoI8B5Y?&*o}v#!U#lP8b_4>pj{y5#K#Ua?oO(RK{_J{`l+|Gf$OJ3rZ1r^9 z*a#rj=${YlzV+3i+yC0x!;{esk|Fah7?n{D&i;kA!)bE->sSt;-LD$>!HN!GI&~S3 zc8(X69giIs0~|x{os}NA1iY^YNgvIgiePyXFbOciW+Lbn=TC?e=CvsQkOt^ThY744 zARB;{FK*9z52t?I^{87xCsGRdh_*2gquJ}1A;F|e_pv)tPe+0r0IkXg`S;mwzZrXQ z15+fPa4Hj*{2=+FX5^7@-+4=wfYm};gXv^pqj_bTmeqcm>tz4-SU22cxeHb??_@P- z18qL8u``LE4^-XuSa znMHl6z=Io!yJqzFB$_v)-BJ`CD_+VP$6}_?qG+-1IRQ6fVB| z_PN)Z+CJBoTa#V5kJL_5l@CM}EKA50%r^Qe#;ePN{|abr@!ofmJLPY!v#y8z)U6BP z)>~V#XP<|U+U3pS$ION10L;_1wY|)zMwRtm%f==M#8F~veik3=$n_($je@PiN zDr@vLR^`e-MTN@bqJre42Xjj|a$`6f|RSo}q!^5>@Y zfUKv*%dDKvO|6dE^IFh#o^tL>os2cw2eJjy$E_$hJMY`2z~>Prjqd#$+IJ_FboHIl zwco$`e?dqN`GPUti1D z73<7zAv?Gafdl*e;&)JerIN3g6ne7}d2bgl0-u1jx?eot4QzliKr|jB<;Z9GS(R#z zY7Pk;`8$SE>Bomn8`>JA3t$5hVw)F`8@K~zA(KJ1uv22+n?E^zn_(gZ;D`S(pNk7E z4RG#90+0);nyTh@g;+uQ0^*CbP*@UD1?;$P#vH-FGb-^k;mz}QP<~p@n+@wyo zXg1n|Je%#W(XKZ8{vkm>+wT6mNWXwr36Kv#?9%H++@SRHD)i~KGAu){SjmSy^7fqN zUd%^+m*?aRlci59K4jLEX&5qhC?srs^Q^GMfYSrXfXV=e7~Y210ObbZhWtQq2c=hi z#Kyu0c*CTxXz%Q%XJ(HH6~$?yxGZDLmo+eBU(r`qpJy$se9o?QUOg?Q)AATvFQ$th zs+)g2T$F*co0)esSCI+G4;b2q*S&uQZ`SjEjB2*9-u`;E!c%_S&;B@g@sF3A?PmT? zh%da&np`?`0WA-|UboJLQ&W?~|60Wp( z?JiPyNX+Bo7 zzHymF8^j8bI~vH#KEr68v$@2!&BB}CJnd;|r$#8!m>{RZpwLW?Jt;&5f zc)s;L(J{QX)@c-etxA63t^WAEuTkDnm*rVhRUG+>q4->TP}G2D^_KXk4$ZtA(1dO2 z7a7MRiK3IcIlnb`v{VkuQ*?!Cm&#XPJ=40eiK9E_K}IGzEzaB?{@lt|e62QBx%}~3 ze~)M7<~fXJL&aP7yt^0ub$c<-a3tv|v1#>=VCS0a%6)$lxP+M7JTjJ&<0O5<1xdlx z$e=bJA#tN+>5{0mdAMX<4hpyjRunMSM5hsxNK@=OWF0P?BXJ{+3_|+DVDz<^)o76b~)MTgpFlYmQDFpwW?A%Q^~^e zs8TkxyvMb5U02y5+|1URyvVj{d1f>G(KoBCvv@GUReo*-k5f`!UOLKEID8v!WDP6Z zS!tQtF0o9f)a#+f^IdOi@65Wj_WCpWm*YC|F?eN;yEhoAlC(>y5o!rqZX~w+M~{yQtXv>!^@#^L3z8oT0=Wq!ID{D zY{C~0&V#ap6SdfMk#b47m`%i?Bg5_}boh3YOSy?AIC8%sBQ&}`aw@LM9zZAuH6fnx zv}*s^X4=$FH(TS%UB{>Fe)uijshqhDmxeLy4H&fV+#4(mtmob8&6L0eDvTI=gt({_*}7-xR{ zJ`E;|ju&goBnYTNIIp`u&!{h3@P&#-@5-8pIwv1?o}Z`$Pu@3OA3*Hd|-&+$Ku zFTq}m=k*y`~U48N9}1P6dq>6Xx)kIIgTr%bq#VaOaH$n%oml&@1bA) z^^ZxFR-HTDTMbn-1fuF7u{)A;fJLM({P5rp_Ww&#)9__y?gfC6#O%*&cS@H7>Y^p= z#v--8SaEJe*M5{XPTT#HWP5x*7H7R3(p{>dZ}Z$F?|my*b>qlS;#Vpjmk6-rOi^rU zd1ZZf5p{^87{Aw)1+SRgl1w#h+vk1iuK)()>aP!02&H}U{L&mRm0z3*!>t>F)7aPT zDpvQ2u?rM#83$og(MvBsu*QlyqCQki$HFS}9~BobJYPH0T))mfktu}prb#@@Trs$w ze>Be_KH}~*4R`f^kS0Lg*Q3<;gk+|?1U!1rz7g(zy7!(K_gmSy{JU8i6x>LPwItZD zX|4_pYn5w2!(8zr&D5a%n<%~#GL2%`$zhsp(9 zPFA&AF+wH-{Rf9^PwSuG1lB;dAXh+mKv^JvAUc55vlOx3ieTTc+HNpdm@87Z6j{(V z?q+EK6{E;dX(5%;QxH_RR=zj+_0=msCeDm#!#T0`cxtPLmRh$t&4#fDtFzaf5=zl)OpkX|PCj*~v9=eZcXw@7rCcY1CRbdx2N;UP_XYN%C&zaDA7R??i?0p+$eVPpO-4%7GNKb`U>!IHkVj$RtZnibJ6fQ$ImqP?#^ zUK?#R!oCeH3u0E-LO4twV7Msq8Ky_Fv^fL7+DpvPy%WooS0pmN+7dE91J3B0!f>cd zq_9W+;6NQ3WzUgV2n)9BCQUxVa1l_vX`eWQsR~0-rKsAd!6}?gy_J*ZK|FhKIA~kV zCvT#}g{75-BjftMCaUJ+DHgw8y>40N?WdIIG)sB*+j}@Saqvr@6KxCgOfzO|QTdeb zj`d8E<-F@jh-J3Q)l5l-bE%anC3IJ`2SIQ6>g367WTit&f68&)SJ8JXXb}+y>t`b2 zlm*pk1}jMpETp**&{~Y||Hv{q%VN9x)9SZDcceVQL`rd~9W8|6Zi6SU&A=lSuBI4* z)5K=MO$I+e*pk9ESW7`~tOGqa^>otM|6m>ddseb%gz=BiK5);Du2lKTIE*ITT7lR` zecXAGZHk-2H`_KXTK4*DHm1+!wCsDI(6dhM9X5^5mUH)8O>^^%Qih4u#m&d*?KKX& zO$C$p2A|I7D!AH_X&GNI@Tf8Omz8%eUC= z2T4(f&^!!xc#=6o30cA&gAjhbO>X8drAnEDyvYP;{DwXc!A3GoB&~j#2tZgqQ(>BV zM@yLrD2p^CIdUmiLdq&XQ+X-s&??){kjC<=Hjl}(^7W7^zOSxjy+7vP_zS6&EgsJM zx3BL{<=9nkV>Z})^_NXH(CA(FBgoxKOv;IzBHoMH8Rb-FYPU5rQWkVLe}DisyC_3ymPwk|GI+n{!5cH@yE@PzI&IEC_ETy*5=J5Z zU!1)Ka3f2WhHGjwGuv%uW^6OH-DYNHW@cuFw%ulCX12`COl@XnKi_+2c4z0#?tAg1 zj8lL9d8$fMMo6Wo%r7%_pXTPDgVP6<7m1nx#tIn`&Kfk>P}E8h8NYlux5_FUTv*uH z7g*+3>YmQU%NrLuXEuM|i5w^BrL|S^nk?7A(-saLz*M^?4jb`A}NZ;ZgN$cFp2vTrA`U?GLT;QpUVEUkws9wlr*0_w+tn z{%D&<@`S`c31Y+5=r6?jsUEi|!EnIBv&B|v%0yh$wT|&fEBJ2G9sV;t^yej1=uZ*` zn%{Nhkc*)n)N+cH=`-0)y(Rj!s47Px5la~=L(+%pRYU~S5S!s&(KEEJ)pwZ|ztX~I z4{XE`)iV^mjVxZ*tYx{KLlACjTq}%nHWK&*_%t&gK=7+`~-v%A>~X7V*-F zGevr32>dzaauy;^b27uW4N_ulhsY7Zltgmcehdb*MiO8_- z$iV%~N38P5{d>XBNM5@&L`uuF-EkQO@!R$zYsYe{bL&-W?yEmLKj&;?%CME;XbF|{ zf4f>YT7F%^DvS68gdW@($I!kTS(7ohC1pk>+cM$7k|6B2ae&W;ZE;_Kq0C5PYlySm z|73kJnraF5E&Y|dqqN);A?^aABd`Nke9etb0FvBj?n?zHTL4_j@+}Fxcm_xb`UjGiB}3J5VZ)?r5g=kTu(A*ej$sSN%4M~<88X|Iw_#Hen0&UkwrZbCF(#P(g*mh zk93!i{ci91{^dj^YtCh$s4462C}N`B{C66PiPvp3lFtU>cd=ar?>iJ6lwl1zjL%V7@y)(Xg;)t^$eeT+&Xqv`k$LOj+e|Ot3erf2uUm99QSp3~*@|=;J zrNna^p@WJL)E9L#tEJUfvJLDMY_1GvE)A(1bYDcAT|`_(Txw2`gIenK+j%Rqftn2Uh_Xf)ku$f<`JjNv~w8OZ`yCN>TkBdyO)OICHF9#k4(sz!&LK^us@d_+ct<+OO6t;#37nC zC7E?PR4E-KfcfGXm)hm3Yr%mY1<1RK9giJ!tW_2EjA?6l9G@_N3Hx3XOM#0+LFdc1 z8{%Wswf+ujRk%_U6GaDsL$ZTY@GHs^1%{m}mt)q4nUc`dVz3gL)et6)C(sZbB5qe; z&lQmqUpV@2vYG@CFmy%OZXV6j_I;A>tIi_oRg{F7rKA{X5!sVd&;T-sl(v@s9VVb$ zVu&WtkY0^xfS3gxl-k#+8?9Tqn@yLz8p0L*k@FJW76`Fz?F%?GX$u|UVoa z>z6@l25rA9=tvdac931PKP{okplMM<++p`9!bRetJ4kz8f6bVGm*NtYVzDPkLY2D# zVic$4_7aWwL3p)$O9qfl!)#*V9ab-XmETM>&yH_{nc?nenZ51ot~z#5%-=(HGg9V6 z-=1_yn72ww!fn!APk(Rn^X`sRb)i6$zi!*E>AY6K>u6ZztI(=cyf(36p58|O^ia^T zx3)MVPsTv#xX&JVsGg{O$fdn(omQ3IIxHVbbjGM01!p;X_N%t;mdEZ~W}qsbL#V zJ5_=4DRmQ;>KyAd|=JOuaUi#sYaE^-qwK+eU$EH?I0NvqnN-q;@pVasj1b=EIN88VR~;`6_KYp$?OB) z6?2wvC2t%QA%5W}KruLNgu!ZiP2k9+*C{xVZE7|)Wyn<4f`KR%=;;?%Uj+VsDXfaL zx!s)3;9-L2!7J1KsXz4Ed9CF{Tr{Tw*V@c>mOrnQdr#KdT*Y#f-q~Papvqc3Hmqhc z&yKHC()T>ajxE(oY9h*rc(X8Zc$iK~s9HARy3#xGx{Bj5xSxjWx0pkvO!4&YpPk8a ze`kphG}|}sJ&C#DaMi@j93-;bXp(OKIp6ZC1wC#-ZJ>!^%HYgzfBQR0eMeE1z?*g# z3wn4kieEqqxP0n0YOULI&V>=CB>(=_y(|wJlla5HHzHiPfnREmmu>gsQ=r*dPNNaluxvE<} z?wnq*Qmyce7=5WglQuU*kC&vq&|#WO;Jp_DBjqid_ZTUE$D({l(mhJS?r`1>b)Uf^P*mbK-5JuS3<+kbj->#_L35 zRWnD>rkNpXGujznNo^XBq`47JMnz4FGs+rb`eB$xUOR@OwjcI~>qa!n^G}=I6MDJD z4qKkIg@$}7Es-Q=I$m5%GNt_ICE#-6=a@^dt!V796w?%8VL=b|wfgc{LuG2Z4>2Y( zH894=IbEAXAwgmv!pJtn@5=!DM*+^)U%1|~@ca}Z|Fk9ltU}ZZZ=E#!Y}g5nBmZ0$ z5Uf|5j8b%O_r=N<-RK)KL6{5Lc(Gx_wlBhtlN6*-N&!?aS}-lI>et3c?nl`ZJ6tcL*u(Q%9rrZrE<`sh>RU#> zW>pI%Vs9viD<}DV{%5);Vm!Jyd_=5%EQjVR^Peo;s-yZ35|%GP3#BTD8XHz?+jx!+ z8CLB)g~?E!r_Rmj3<s63OqxJG@-BnsgTH1hCoN6gKkHh|qCQGUFn%83Y>u#fWC-eHVrYi|bl;%u|%Tg!z zNwa}<^-DO$&$j)w1_*kz3d?>iom+C^xNr3@(Lc2Bb&Dx~)4x-sh7MwIpHgu#cKh4# zzM^>WJ6Yd2xjNy-cGTG^@0gH!^F-=h@{-xjGyI>Wnv&RN#+4wpS<--}gbLqyjci4_ zaPTR$%`R`u64~tDA`kpM%3K1c2@4c<9TD{y{1f*{heske&>SP6E_Y;r4EeUMVVesy zSdVT1Vn973!RKPn- z9Ele23Ld&}d6gcaPH@rABBM3Nn#wxV&2k3$F|TYx!3m&uR~t_fcRyGWIbd*k3;qW9@Pn&noM!&0(?V zYDsGe?v~3>eo(NU)3a7GVn2dL>PkjOelGoSwPZ9#XJNT4mxAX<;gy69F$!FzS`%pd z3Di}DgWY4Flk3H-MfGuHRzx6_6qEFI=e*wztjA8oI>p0Il(Zj?ZfYIB#aSUet<_AF zFV%Dj+MEwqpDxxe10Xj#pfD;Gkt3JTbu>Pfc|?An%)$5!yaPJR*eQj(HM(``$mF>6 zeACGCHKy(*wFK>@@yAF!lX^eAsa@$Pya=#U%oX~G49(J7yr;{TqU=S$&@CK7_J zCu@I6DzAixP(Rk}Y)b;<+)napS=|K8HiVC+?P_I5733lC`xgTq-4S&Vc1{F5c|)rp zuI>ms|1u@teIb0h4Gvo+cUJc*$`Sj+;YX+I=jY1Tmu4rAkw0c^3e;}HC7Nm zw-_~Pv%9|P8gHC*)VNw3@0N8fedsuczl;MtO<7=MW~4E{-(4K{_0%KD1jF;*7xBLx z0jBh@I69%ZV2f|a^@!NH|!&h_}6DKv9o>&ZF3P|M4;Ht#+d@*9On{GMwAcjAbnMDO0z#?FHXxSPIz z#|K1xyZH))%Suk0D?5I*a_!JeV;vVawnVj>l*R~n0WEjc-S21Lywdgr|FL{Z8R=k# z2<`YilLj+`(i+BjQXGY-sFJ}!MT0-9OR46T-&xrTvHzzXyE3L4AuAbC|I@(k*9;w{;TXe%T;+zI0Vugy{KG1+* zq4g8fx-4FQ>pn@ZO63w)CVcCyDn5^e(}iTAwt1L4rHCD*4!ME&5bI%hC)YbUkI@LY ztY=k@M)p+5Fs+mDG%cH zms}{H`IOf%2DNA614bLXT^Q}nnpi)VqQZi zKkvSYO4DYk`4FZw*{hCkBr6RG$YMU9gtrikCzNSl{^F9p3slg1_V6YY9?6bIVT}B@ zl0{{!ZGjgY0#-De&1N~*Hq)5ZeMPISdwFhch*8P6X0nD|v4uTqjoT@RD7aR9XLsyV zR_D7`UOu(o)|JjH#;mL-?s6kFPG^ICT@9P29zS)hWh;cr7*bD{BYwhSoj^di_AN2m zVTPE}fF*-k_(gSN_;UN7 z+k+mDV4oC27XIk3o{ZGp0!JigvL2*eIL}1!vm;`V0UHeK=0L(E2iX5T}8a1L>7tFZr{P(X5CBfZf^4T5gH4)=W1<60C;{&&wh5G~MI}a&3Kgq0z-|_NnS0DJBWO|iiwg@MSozX? z@LjE5hove#&cf)w%ltsR16WCJwI&qm<(?(uq1eJE;SX&FT=qlyJF_HnXsKsv9$8A? znjKtfN@L*~`L7uauHTLq5Yd>s8MDQBlcH~YrMsiLwYr766S@)nRDdENSX_bn862jW zMe*8YH-LXv6rCDEI5Ad(s6uE0uYp;DI)ixln)qddB8Scqm%_VBEKCNpf~!c7SnW@d zBw6!Xg9|N@wBAdzapIp$^ zH}a=_zm05ah{li~w$kd%aPhg?2N1OVP6pgrV9-&%SD8FuY^v4Xg6V{i(4MJ>+B-Gz zu)(e<=YY0O19O(Z*)m(yp6n-tS?8}u)wjhtv(KE1uB?l<;h4D)pZ#fSG^qY@#WFS8 z0IaOsA}B;{rFK-krbJAc2E0qR?12&4*4xW z0k{pM9CuIP^ruoXc;ocR96(lvjq~c=sTE+cyrk>vp!|1v*IJbw8g z++O&-^GxY*FY2=&?X_&A_*UL;~Kp9nV<%VXUTsfzE*ROHZ*T3JG*CFJOwQJ zoK%~?FWxjxV)HccXL@#yF0Q9Y1;U@NbhwS4i`i^Ei)$=ONc~WTo9z6h9;20CS%``I z_3iN7HZrm2q4Ct+{$xC6cP)HF8wO8hg+wOIyedOGkw-03-!Ql~28Y6 zGf)JXhH-Y5`NRk|F^^ODk4Tcr)!PCMup&thXyLI^=p7|by?FkH zV19~8qDxtx8QD*Ao0=-I*l@V}rPj0Q=)O{I&)~?uIc0DB z%uaR94UwEg_%uoCP@mE4Zb>{G!+glm(5^TbRSf0IxrE8=uu#g#W|h?s7Zdr1w?}pi zpHlLL+Lnv>y7}cJOFFqVJBvuXMNFSt2ju#}j~9Ln@PLx&IzC=d0HNDq+2tbKfYd4b z(z(zTT$xls@@91Xh~)D$$~8;dHr)IAk2*P|5p3zMZ!7YfL>$T5!N8OlP8Gc4Md6I+{wuI- zV1hE6GvskV$_voPFleB6hxi=zb=_`jJYLdzKBDt^!Vq)@A#C=B*lhPTU0%&IUeSAf z+WFrWFls#gY1+P^W&diwQgcRtK)yD;MJ0&44J&bv#Gv@)PST6sKz#j+zQr04ee%AY z6QWqf&vZ?nL9ew*aHoaayj$mRuG(<%7LWi~@0`PErcR=wF|C>Bu|1prc%4+y>3EZU zpvAG5iXOcKzmaC=b^V>|=JPb+f-s)i(makARVY}FyRSw3gnBv%J5N^?Vv7h3$sXFI zyWh}{Z41Ye*qn1Lay_fk+mT!(?!7rU?+Cy@^GhT=@G`o`QHMFLf}Hs3dXiU(>u;a@`-h@{{R3Cj=c z6&-!Qd`5%m3VFXN@I-q8wG~c7r$^*T?2|o| z))?}n^ScrzjTkC!BFv~|1%|))-xtwg4p*sW$>3T-Dq#DUh952t=1rTnSsHd~t?9M_ zR5e7~#yzEg%UCUHsyXWo8ta`{M@%!#}aFFempqgev6|#CVpiid4;Nsi>qQn z(H&tBw_&jF0)5l98g9Y3U`OmlgZm@~4gmSm5^APh9qZOT&%L{uZmVos?Uq*hq?rW& zh#%vJX{vGGy;neuL3l?D)`F%c z&2q6T-=?4sjV(n|`)Xd2Jjw-3&5i|R0&I)^p8`clUwlR)u>O{HycKpG>C4&RA+e|U z(a)#)N65SwhUfn!5Y`e0Z?21Jy_a7%=Lw>)M=(6Hkyv7<_ckdH$xWkx+7I}qRa2uC zeIM~I-DflYe!p&7vkmI(Ud>lmj&CYKbx<{^OUJybZ#?B{T_VRyDYQSz^W)x9rP;ye z6M9|A-q9W_;|*9W=-t+(%S%TtnXhm^5_MV&tU?(vS84gqXk zXTxejOIJqOI5z1@x7YMonk`#&HXFP>seMjKPs)%zvI02CJ5|`%Q)X^pI%&j!qu(_+ z?S^L#=g5=)AYqKE4maf=mQ3|tC1I5@<&^5W7+@MYxOsZ*XPS5p3V1HMT>5^L%2{Ag z={S}-^U1x5BAb<-uR?3oq*9?_tui%qpAS|}l4h~n99N7}BP02Zoj_Q*N!6Tc&>&96 zIBr*|O(;=792voIhWooVYm9GZC$Y>S5}LA4F-;@6U}#{=b+zm*PfErrEg@RCY62W! z;zWNpU}8elv6SoTy|!Lk&7aiDy;fK>`Lp4&{(h_oL#wUCjRhq_J5BO%U1PFke`klv zjf{_#{+Bau*X>-7pHNk}SNNa;@Y{+k74}`fLmFouU~Jm4JquajCqS zk&=YcX_gYH(vdAxjyO%CLtIjQLO}q{d-0UBY^Q#Eqc|D0K55KjzGT}9B?}I@F*f6u z(E?jh`EuSM=J;MLiS5Yz&zfl~>V!D735gMAiRf*E+V$6oP!6Iq-!w^NG2z4|RFlBW z6yH0p2+ETFuAN9#w5m6seyriWn=+~maqs&R2ZOXU4q}Uo0jw}uPkoBaK`bPq!M?MK zT~Zwqtn(3)HpOL(VMnNnnnmg`CHlIvL5!>7ANn4$>&j>IfFbH|CFZitacmkP1&(1A z&VMUcAwT!Z{wn2>7a1%Y5F{{P=hd$xNs{P{T0Z!NC&;u~ju^nS|HD8i+$4R}h1W;Q zL1Kka$@mcCbMe{5jk=Gtwu_CA`ghr@hNexb&O&{gj)I+(x2?*y`-?7%)ra|!l!%Mc z{S+N#X%V-RlFD)7^S0<_`hkffrx)8QyvIi(zkceZ<|?2pn5~xo5Y!|u>_9g1ulNXE z>AtaFiRROZdODSeV7!q0&fQyo6s|AIJ2!vc3zY8Eq_1yh+u_i?_cvaLj-+ zLNSprBiY!B?0Wf)T^pxY2o!xw89lXDsG9&07qXS0P&Z^g-WDdzqobK9`9N=Kr8Si; z6NiZJb6I|%xT|*-a&VDV5p2EjwvyM4(+8mRK&0 zox*BG6a{%iQv50=OpHUKq^y9nzcX^?kBSJjP+?K=77{(gI{O3#6fiM&kT(dI^)bHQ z@g`4&E=$LUqI(R4vO*tDhZjMeMXeIy%~$1RDRDH6{oRtl=WXd2p4O*AF&6?);q_Kq zGrNx%rPM9w9zpKLD|XB+&CA` z=Mj$%Wi+86)eoJSFoxvF<2Zkc!|PqqFK_~hG*+*WU3XQGF-W=CX!-N4TC@qOw^Ief zid-*4kH;H^$BTR)YWy24S4Z2`2fe3Po2p$6d-KPOl9%)Q?<<9)7?YussSeX0&98J@%C8c{eW2+@FIhk}ZX$*m6m6rsJbbhehiRiPdY7XqQ9(X~P+#94H(o z7AeQ7PhKk)>+wp-9bqDEW2fzGMN0yT9YdF^)y$scl5N;eFiw{wxSeOBGwTh=&;DJ? zy!mH7f58`x{UQaW#7#)bPW(NI7gwR}{j4E4dA)-8ZLmq;XZuK?*tC%bMRe#e%J0EO zSzO8};sU#TmgvO6xET(4Y%$4QakIb7#-JTbm|=$_V}__8CKPGT{0%0R|9A_UFzs9q ztf7mcAb;wzFUk@mURv-dG-SjOP<&l0Of1mMjr+reh25|*+u@z{z{~nkjK1r(V)wjh zG3t6{R<@oR!x2H-ZYM3p>a{0g^X+Jt*_xAI-Bu2{jXMQ1tT}ivnO>9SC4ybsM}tj` z!V+`rK}_ShmVA=ecu3o6cL9gM^v0dX>+%u$K4P-*$Bv*{s&**;082WW53&N3 z{VeY9BV5Yqvh5{}YANFZf)wYrlrN!c-lA2IcJ7awf0YtbD*%4vipdU z={RK@%=IriKLyHp>voz+SJI2Z&hzhuk0n2{T-0kuvrjXe?o}`>A8jO>PAt;;yUFRp z$Q_VY(;+!ach1jFCVqVB^~y4|Jc>UoWfgGZaXfPOX2_uX{z}cEIi~T8ez#)JYenqk zakslPjPy4vJ2)FD;JXZ(8>$AyQu#iGQ4PM3q>)%|t&aBR^dG^A@KE*r${9W0Sd(8X zkdhTU0zw7xBTT=KZG66Dld2S?6pbv1Q${y1S}oJq;S9fq-aQlOg~fN&Is-;hEBB;= z&ZH>MO9;wfCc931t1M+iQPQ$W{dv7k?P6KA8r+rx5E`Q};*Z*L`J9Fi=r?O+yjXFi z`+FS_GEu{&kc~WtFWCu{HZeX1HzP#+!H@c?Rxd)pp;$3)!mN`6<54xzJhH$n_cN%> zrzaXr57g@&XjfX$&om>PD@C{$b2BaevS(fz4ly>~2_>aw%&mOeOLCEnD5`*ewV|7| zDzFWWTc+aho{9cwo1V44t^b=G4sMyIwia3s%|0b29@OY&A=n*ZCb!NrI+ug;M=2i! zIF;Db7@SEdrEXIMSQz=jou_t6k-9{vFUu`|I00*Ylf^|KZnHA(6;I|YGL9zkFy<|E zy5K=hFEtR&W#F$orQ&&M&gq9`O_jVGx1i+PJ{vW;(azWo08f~^)+*T?!Xfvs1+}B# z#D$N-bmV^ZIJ`%8%qU@is8cQAA?AokN>}m#kDlG)(CW3r#x3gkUjw62e6eH6kE1Vu z>%@pO5k!@;`Moe@*IcwL(;#y7?f*qCApfZEMIou)4wD&V-DKLKZpvNLI44chs59Cx zq55G=poC;VISVZpBk2tvp~QxN6+dv9TD*-rtW7`6uNcX(kU2!50X%4uP)ll{MY>Vw zn%*mW9h-8cZcizk9*@m(UsyY0LWae|m$jWb0zbd+(U$OBYGI*JqFVYSZ9k#el+gaT4#19KXA?Oxj4s~kk6>@8Ug$k@hHkTMwy?N4B1UouoUD_@0*wa6w0Z*>r#91s=+`IhtI-GTLImu{g>6XLFbsqomQK1sFpN1JZg6) z1e-J$E2bR;wkMahYui?jptAeaPL#Quo(k@B)u!rc<1!sgiBr#$Yq+viJiBXJ*2d$* z2llsni{T-Eu8dM0_ntEZ2_#9QXssU>QPwy2TS67NdR3r`O5pH5(}NH+~h|*8Cr; zX}{NmuPwUPZv#U6&Le|~C_}7ccpRQIxD$q3?pn2*E_=BfH%C~8A+SD*RW?i;3*WTH zIQjGZEHnZpZx(%OguScs1GdT%erX*~@1=;(H1}Sw67OF`D|$Qhzc$3R{MNx%6Q^jw z%+crtA7MJ<*a&)u@)kT4uKyTr&pb{T8ZQynLRpbKW6AR5N-#;^%Z@+Th)f1ew=lT2 z5paGN!J*UgIWJfsx5xT|6~1X3zs@?)Ryl|5yQwd~2Id*E^2-M40^b0obnb@h z_XXC)<@llsstK=&um)@ife(=d?hXBl?TQe%49t!Q3hrySg{li@%W2DN3sH^ditCE~ zNO@_o#e15CXA8=x3xo+F1H1r~0{U-9-&LVH^~DJV2JPmsg{}r~#%;!L-mSj-aj9xe zE&M*@0DT(s$isEU!*|BRd4`LPd-Zl(@9>nAUh*(0!#yd@eUat7!F%72?0~r_Ge(*_oBho5z5XU>b^=418zU?;eA1vO z^M+?0DVu=(?Df&?fLw+fK+nDNLjHq0WHS2kHDPvwyfCxsr?dA;{S9+rW;W}Y=Y0Lm z{OrVJmb3Rny@TOS=u;N=nde#k&CO?GhI6O)%G1;A1V8K9tH0U7o@PwyWKmJ34$Ilv zBW(-i>-a@J-qoAbr^9xJ>t)-2hf|n|KarkH3zi$7? z`=3~e&-$Mzh`+M_`#AsH>%aH-pBaD8{NqUfgh>4RIsTdbuiO8b^RF$R`hUSw{E_wF z&p&Ga16A?I$NTq=`#(?>f9tQm@hYJI;8n2w!K?TKRl&|e$jHdZsYUqzgI59lFT9FB zd-ET_3c`N@R(zh}{~%WUL0^$4{1;-yzv5W_NvvRGWo6;`FJc7;CkNyIJFp_t1Ikr% zAjx{YppCR4*}4QnqN1Wfs$%28dRSc}*=hhOnK7QRw~Ph{=K^yF6E+e;-{7YnV=7`N zN%`0Bmxiy`foNo8ejML-bbAqdnLPv9zk4*=}-LN|pOjzENV z5E>IDZ7%a%psJ*c$IeOOfLu@n|DyAGILAxTE$=SqWrE*jo7_$8hObvsosWRGn|r05 z1l%I#r_cFo*FK&!e@@ZuL24m=_P4Gf;SgJp!=&QRRY&O-hDuYhR843muY}0zMpX%5 zs>zJyJXp%DCNS@XzN2;r-j^@-|6IIerQM&IE;>Q>U{6G-c6Lr)?|JV%NBo}J!qyTn zJQGkZ|BhZ~APdMfE5yTkAs1+N@KjG-=N|_z&F;aSnMav0BXgXaCuM`hMN!WE>ijEj zJvx0(j@|XUIkqO#0)w{8uk&vI28d(ulS1VRUNZJ8WP}AgOqWGGgFFMA%a0kxmzpd) zjn-CcPo7{m!*qx$-A6yWv1++YVA2bFoqj@TKyIsn{LRpkkpbWyZYlZ>Hgfg!zO}z5 zf!F{b1HW{-yNg*MU4=?r=tXU@pf|qa%rmKAjD^R&V8A^%h=BWxQw)H83b@DP(B<~^ zDn2uFW-1cWZNcL;hhXsI^bPB;ueJe8$T6*6EzaxN&;@V-ATG~dqeb!zpvvd?&JC~4 z*q~gYZLu$rbrCOtw$PsHZNZFSbie8bdAi@@O1krb*aE%!lKSHL()ptKJ}jXU!ec6I zqmBS~>vtRY{stQ3eF2tCkJv|@w`U&-0h-$kVWiJpgCyiczl?c@?m;1!W2>c}CYHze zNa(hT98Fd}OVc=<8Z&qzv3s1o`7mSKd70B;q#`x%>y9i>Oe(-HklN7#A8cZv9hog&^KN|IEV0X}NBj2GKm{e8en z-Eg+T?kMGiaV@j|QBNpqE2{JB!)x0>q$XD^{3OCh<2t{`&~+1&DpMs{#kt5VY+3g` z`L~2c$6d;A1jSdcfi56|gkj?A{Cy^CK zq7Hgdtgb%kv>pL^!(ogoL1$RywYD40D>()5R>}YdCs+jl)B>EK_>wFb?CwA?VOVP2 zCq}Ojl1j*zu^ZKwk3SMXM&`X%rgxEZtzxb@Z!w^XGMLV=5LiRz%)90MxlSB8(5!DZ zh&SAn!RNw73Ne$v2pW*)c(ijwt0z!i`J^gz+01Z`Gc+^>g*p~21;yZ;IKi|S-P79w ztEEik%KTzCO&U}!F7+ueZ6oNuVnRB>c;=c5cvh_GRM?bWH$v-knA+4TYGY~D64f8~ z`<+d`*ENdUyRD{69z$SDrDF?KWOeVX@GRT!#s}qX&dbA3ap8NuRWs3W2-$v6wJ;b81r(=F4UP$Vfd){e+S-)lggyOskD7SbIP z=w|9B+2ZQn1dRs52lXVlMCq;qdM^8x?IQaG2J~#Y^pd*Ike550h2)WpdvCKvLF5sAGJ5ac?kvO*H|>!rnmIx_mf_wWWrPec>;Y zyWtNhQ$ZQZ`bEJ4T3=eA{0~`ENVtI7pYE@!fcOt{Xi@k?Jinzg(X}>vt-KB7Fp zpo)REns07D$0j|=f4#oHTUqwo=>F%doN|a$@HOyegiDSs9}pQ}ZBX0Dcle|(p#HM% z@}G>HldMgTG|+wiH|by#DaAo(`27i!IMkgR4YqnJ2mV1W^GE*p)Y|H#l&=rp?pl_^dHTA`_G8TR(CBq&|t6SCFM+dYLRV-+7m{JVSW{PJq zV;Z%zHmhpn^XgcY;*~K^7^ZjWPj)a%m*pAdEJhf~z zlLz00vo#*DuC*?s$FXleFudYRtYAWWoM z=Jtxm6PFE&pbY);t7pCxWT19z>j<^E6#eUxAuUGRXobi49V?p0cvAhQiZQ~7^0-j- zzWZq@W?TF^zKwTySX&SaiqrwU_vU`7(|A+Zjz5)3g+s9{-%B={-RC+J>!hO>jydux z&_!AtOdc}OQtWoTO-|sWv$h?B6`D{Cnjl_sAYQ<8f-Q)Wq`xG4o5qU|P~16%N|PgC zoW3rokH|@ZLsOH3qKO*uZ9#Xt`+m1iBaJXpbF#D72SkUVal2HeE;YWDehNsO#TdGE z*YU%6%IS9R+v})B8oUC|%S?1vYwo>{wTEnD^m3^KK0k6UV?S|3XAYYLKjd_cZvYya zqrkVF9$T?)x#QxFOEIhIL0UI?BMXNb;w{*)wgmpNTlPi>=!hT-lBlMt%_^kElw;7d zs2)j*;-KC{&$4=gx%wVK#2v7C!hB4r9NHu7AfM2gv;~wIY51x|yKUo;&5KxT^M?{A zGoPh1s1V+B+iT2uB5Rev`xcNF&r{}mGd(V+Y)#3YY~`Nti^KX>RGq-yncfKQ02!UO zoC-Cn$yIx4zx!Sf*63R2Y+{;obpIrQl_EyBqQTA0i|O!Tj|iBzXi@%qP7nA*cNDIn zVV=`fW?KwaTSUFxA(&cUewr-=n8!X4|16;SGR}=3-8$m)Yv!~AlvX5xR%(3F(Oiy( z2#VUJzoMZBzPVPr1W*-1)BD}@_>ua`f5Z9(uM1IM;vEiH6}C?w^wc!1Ik9&iV%-)z zt4nu^*UDlDCc5(5qYhK0nVw3^!>YcInUKS;g@WdWvMbq+1UFBapEuyIA)=w^Ukv1IUfN-b zUUGAMrw&jvZVX4muUZ#9SAEwXuniKYzbme3!@ zgd58UeAvL!WC95c9%kUZr2?@+6jMcJJ0i4WaRMVzrh<-yY!MU(G;f|-I z-jgtlSfm5s1>MBZ;S}roobm#lV$;%r0TJT-6flU0JxFj|Gb|MSiT$fehl~zu?7!wA z34gNZSoX@N%dt)NxHSw#p?~EG+2w~>3`saIdh2GDJ@et3!HBve(>aTxbd7#M%zB$H zj@jizzH4Fu8tsuayS5BIQ-XbP8H8x&a|QxDfC8c{`O`R~Mr^-ymk%{jT*ArW8up7) z)d2SvWtvSX_-5_1;Fm$g%&WQ5vDg|OY(ut6>VEHl_3JgcNgq~b7=tvY6@+U9d%a=0#M0F|y~D!9g1g1jn+s8gWmV0h zp!)MFZ4PR*Pxe_Csz?p;h3Ghe9l!3KBABV8bySbGUKvp&gOToTPBaT{+Y z1NI1r&+$Z|QHo*PIQRRyJuy=eKyPG|_E7YHkYY0E`nCvq;UkmER!Zjf!(#OOS%Ag+ zE*WCw2EyXPAV~$Q5=DH!yXLimHL&EeMXY8N=SdvJG8Eu10YHe0VSxvM6o8)f>G4wv z@l$r}C_e+Ery>s-uw&=6MW6G}OWDl73M6CZ-^;01_XjYlTzjR+00?4JkNB z#lNn3Y-3d5+Qm=in(`CKc*uKS(vuX!GLVUvTafwKFipWi#HppyHT0e3oW=IpP4icx zghrc4@X*M!xjr_MLSEp`q}TZb?w#+PQB5`AD>WFOtaIK$}J&PDb!}$?xnQ zsx^B1%zW;|ML& z8pyN-_g>fVT_m36?Hc8+M)hOh;(j3a?MHh#Tr06a$KGLr@-62chz`jfdVvB4?OxKC z9lNf__em$F&jx0~sDsE)_-p=x^o82jP!VB2s62B_pm0%vW0g?nj!7f#P zqyz15Y|5AiSa=X|pM-~fnX-7~6;}y#vh7!~s@@)lsmG z0_vZm*j-0JJFkKBSH=5cxm5v9O~ZoW0!rIv1-ZgiXjoz?9{s&5QaRFiGEL|xnlLb+yuA{ZXH+S`U?NVFUy(E0X-h`S z8qnv_U=&Efg(R-ui9Es@l!aPsb==MG=CijRi&n`W*zaZcj91X3v6Tho#ovkwX4E-hi4rIZF9h_jC9f zhaB|Rf!%>(H-*4k|5$Cr85lt#0~qE4fT4D0sVHoHL3|w>iOIC==cbqfM==qOY9x5C z9Bx<*=g$VKZ;k)ZSsHn6=7|WRvRELIz=c5hwsYd4I5()$zl6#S#f~X$%36=PQqnuW zPzM#{e?^T#`2N@)JdL8_;=AM zf9b8U!R5JD_3N~J>OZc&sVyULd-rgE>)lXQq2{OfRu8CUqq!h0DwBrO3NF&al@1>t%uVQCPUczi_Tw(?r=Ia}*MgF|L`5Ymf+7W<^ z324kxKQYdiiMZD=L{QUnps&nkqse%Dyon_H=5>7v>np$8`E6<6#7ZdyVeMDYP!y@L zIi-lA^Nq%va}Q_B4wD~kzTnni~BaA24mZG`Zkgo;G0n zmHLkTZ0Hb-VndjQgs}EU!Yzl${rkiBTc>i2-?mIGl@0}VoR45nW$ z#kyN|8-U{DTw>bsB1)pq#tRmIK{oK~S0!Xjln1(Q9@vvJSojLsocJPXFT@K2j;S`# z7xcamJBnd?t<*}Jy)K3p^;dNLz zELhBZpd>eI8iu^IMmrQ@QP67I@CpYz6dJ{kw_c^rC`IATB|kW6PV;B5P-Iy5ImxHj zM3f&w|i>K9hIy%z4lnz06Y6{X0F3J^FMPw+09T5NuSP8?2#_d`Q3)Bj2qJ0; zR6uwY^kLrbm12?gO^v~#0dSZNNvmO_LPNf%gfgJzCR4&Ef7B5 z*Zb+1+jmyy7S1-?*KRhVKHy{GW^J(fvcu(9o=`?rrz6pK##ci-~`QAgA~UWD$us@e6m@ zucfAlj~WlY7$Ht@tu=ut(`lj)(Pl(3Y!9jA8IoZ(B#{Y15B0iCD;}vbn5!@X6Z~J_ zwte5|u4^Q1f=3pAv)?K$`lHD}lXgcs7|7mCw%jn5SLDpzuRrOoR;C)-00p6AJw)-{ z;S%FC`pdl*r30o#eKdK3Kn^3qOy+M&Q_icb2lt?~p99 zQ2ZXPZB9!+-?*`kT1hkF?Q`NhT1w)1&jv(++$iwr^hF=mTBg(M8Qri`5CP6YRzRzxtau8I< zTvr(}RRKCFXm^ZexGtDe6GcXf5)58dZbEew`K`g|XOU6tn4giR5-Igwg*YY&8v_p9 z8dF^~@)MFj+zC^(XiKm`84S5e{d%dIMP=SV2Czc=R%Z{B-bi^UA@+xaZAI6?4o}kk zaGbx0BsoUdJ$`jHisk3e+^*X3qX^dqwEbpJbh2W~)|nl1r^L+FhloQeNm_AB!;zkV zXZFfyKUIO5u_3Szv`1qm?71oKxsJq@57vk<+wSC0VQ@OS%a|X?)jC`VF{B`3DwSih z_SFrnp(8Vr&EJDo;A^TLzms<{BRG*}s70pdS5lBxfmV%XQ@@NwkA6LWp~r-!|#X<8{0PtEg8>pdhOktC;4hi z>w6KYbsN36EkoYs_Lk-I`(azla+~ziFxrHn%nMuIjCFiCmzPR1hUG0b-t;%sqDC)? z8?8L~;+!YtC){8Lmu9|Wkp5YYUhC};3a;u*H%d(LF*t$(5JMRbKWyVoTuaPjNjTnMHcUNQHUWupX#1%65f0#DzQ7_oxj_Xshz z?MN_H=rSJ7P-!8WYa^A$-&X@{T^}aw(v&~!)NAy*FMc$RHqV`J#oyPZqQlcZA>ydt z9Dq^!1lh_y+JA(^TM;})cBn9RnULV_Y|R!4mB0Wc1Cjxro>#2fDPDWqZ_3bVYknvn z@dmz47^4mj7fYiJpZ$!>bI=mGpKu`VZ&mmnfd!;^MkIUDcG;!Ve$jo|76YPolY*Zm z^`U4NVT-%r{l3)g^L|lKO~U7OuQm#gI<4CqoVwooT(5F%DPgEkWdYVoJ=ndgehh%d z=@$(59gvqyd<)Ph?w4H3k+=jVNBM3pP!Y%xjW*%V0)YpgZ2b09U#3nTPR z0#-e#IoRSeGEj3E7H&Gps4mcQ>%y!A9HOd(aM)-P-10gHpCQz8(1WA5#dKVE)0Phk z1D&=+&xE))ZhO~$4ZxW6IV;S}u|2U&qkLS0#TTnx?^W&1*4raA# zG;>Eo=%~wOyX^acSkEoh@}WDZ>o^U&8Z5;S8>*@=AHKveN!*_s5P=j5z2w-aC2cPhuDV<&iK>J{GX6qRKJgs{$G)|1bk~(AJ|Q8ACA)ou z!B|;7z1wzBLrldW)&Xx_8#A-6#OTN0w-lx@ldNd7=&*VgQGBU}5uhxgHLxC$Oge+I zR4zn9b2v3gj*{aSDSduwjHksVL|!dq?yj5I*)Xv;V`f4Zg&fZ?6eE@JgTJM8WP}9{ z9^-@O+v)2T&A2Z6PfTx@H>FQb+vwIi7Ou4xuRBJlXS@ki`Fc%PHSR?iM7$&eios8I z5x@RKu8>j}8)jrD0G){nn9owaF=_~3vkVx?Ah;n5#(} zOMym@5`i8bT$j##hZ!VUDDj-93Awv{H^91>qzHlDUr@GRG0%U42VKkz zSTUcIJ`B0ZZ8;X9LHyhOQ-Gbsbup+dO4xaEe@IXtCm`GXVpMG{0(UX;?>eQwj-05( z8=!T4_CFN2j(2@6ts=;`UW@PHInPy)foH`Hh*p=-lNOPVrt4&g$31oQS}2jsHayBf zyN^PLJ1@y|HzdUFCcDVD{I*QoR;o>p8$@~5BnE%{l8)h-S%G5>|EWj@boB7;2fLJf zV4us~mx<>6awy+9xi->t=@B<(g1V@cZZhh&G5(v;6!e%fGZo{ZB;h=0P@A7TI)WrP zY6BUzqrJCKh(Myz_DW;L6D{?4?AVD>4kTqLyd+~hMBG4q6IQmUPkz~=qup)>d>=yu z+((ZpOO4wd)-?yCm+G&h+D zZn&<(ZDIdfSb}wUj%8!1nB@sFTiCd7gswzMqqs&xo)p?2ZJ)DQ9HBlo6iko60{8ot)y zBWLh|jX3!Ux%chIsG6`0ff!v*+}~i`Vl8T+p5)6xr%_H{N1ZFoMlm}{+54@6OC-!f zJ|8Qw1dQ|w?nzcyW8}GNHC6ywr@L2&KRZx9JIAj*U%K!LU@(-9Ad!yozW6}2u>zAp zp;DlT*zs9Th3{N=)o;j;~V*`||9J@91$cy!ve8_rq&Is8>LDmNCj5NGIT9o{(&& zz7qT0&TygxWUvn1%_Ar)We2gGBxtA?R&L741#K{|(@{Vl9%rOt0A}01pH{Jv&;GnU zQ1la4Qef9;nohrTun;{o_eS_&bLf7#(dRndRqRY~55y`Hp z<450=kDVXri6(e-2B<G0Dc2F1;FEn{|-`vRD)Urf2GpH1~3dj4rmI{4d_*3rOTXK0qh3A zNI*`wOS+oJ}!1%Lzm_t*dY0SLyA+XH+I7&%eq>ozjy3<$*3ypj0pP^?&E5At^9 zlFM;5(@SH|kYoBQYWc-r+U3r1zM07yd7610$Z@`t$?EXwIJ9T8l=)yL>uE0gdXxDe zEbFNv>**}(DI@EtBkRdn+{s%kBi6O@G?X`&`M|uD+L zsU_>_DeEaF>uD>pqf6#E~l>HpOP>C2$zU&ydO`}${6>QDUl_CLq}oxu7BTlH7;Kayepy3c>K z{yF;3{e6*P|MB>bar}K0|5N>^|G(M(PZm%AX6wHk=RdPye@*cJ6&v>NPTF617{?ch z_lNlt6ts2w!o%3UoQ(cvXT-ty#fY*0S3HdNtG|Gwq45_b_;p|Xf9YrR&wSWF`5FB) z9`--^8GUhH|4N7bmH7J+|AP)=XZ^D#4E^k1PV% z3W274p=$w}BnOFp38iZNJ6Lhe0!0hROscV@(xXAM*6r-RL01zl#PPIqbpN%}@=}6q z$8+k|i^n%>^tS3%*Ryi#waT^gw++jiQBmzyTR*h1>&< zdvx7alYSP>E+g{Y_ws7ZvZXbYeR}o!eXRHQGw=OCH9C!YZOg4TQ2V#j@HuNJ*2zQR0v-~$EE1S=dy%Y9sFff5~osKi#L96<@f z%VVo?**(z&R*0mNL>mKi0;6s&_odDJ+-b#Y;gyg3lk`Hr9x)pEgz8$D)RmYu zTz;4Cfhn#W!5QxQ!+{ledf6TG73%yf|Hm9sbC^>tL?sc;F500GH56%8O?M!d=z#G^ z+KSfkXs8>N1KI2*g`kElc|<0OU?6{Dy=H?kGcaq=jiLz(LnEdU+J1>Nk~t(}*y0)f z9rw^9X*=M(UKq|#(g#p#u_un#$c@1CX_3jJGl~R-8%nJJ#lrL&1V zfnkTl`yzIB(9Knc-Kee5hb^6{#1%9Q`1I-ua1k3|@q8U6qo+io0!6JM$;sJKgWz(+ z8K}Z7QG~orXv1xZ};6Ej-Kyxh-N9!j?tq1jt_;U{lIUci&s zWuLf@Du~ChD~1P(N+m?eGepheGp-8go#vHhaeM+YFG||lkU=K+TJT^ad5T)_W!*$9 z5sF%#{K3xrLp-wy)%kVem-dVXn0Bf8t=J%KXDmh|x_lqg^x?rm;w(#ATU$AL=0@Ks7UN7vfj2jOZ8a z734oBb}9U*8u8r*P0q>yd+>?v&*!K~wXhmx2dgQ4Wo8^}(GN>f%8e`P2`U-*le8(k zGKh|es3=L)JWOXQ9kJ>=dRSv?Km)cG-DVpM7iyy}SxZf#4%k4XRq1iu9Fo(N!P$c7 z0L!0uN-b&21r6fuke}Bf*!1n%-1SlrHH_{%=>T}AgFA9sV4?@ex zf8+_)32e&Bzl6I=Vpa=r^Qp_upz+AX3X?(F5uTOHfY1_Q7YL&5X+fH9h9JqfXOmAO znM1Nf@n#8KyeFCnuaV`B(>HIZKqWQk7Rj~~5Bo;BN|K66YOgc2XK=w#tC~MwcFSu< zv>MXqMtx0AW5hz@QG%97C0L6LZ6n?zgl7FNNae+^V4&MML9OZO=Ze$mE*w3FR6e&Q zPdavNjpPD|RV@`{;QE79kn;gBu%qh1}Ip5b4cI$bm&%ngOGy`hc&wF7ri&b&-S4U zVrmvh@AfonV|amEnIXFI)O0QA@=pO)S)ZWN_sE~^FKOmBkH0c6FHVkx)?QYWw+QVt zG@Z<4`1Ve|+pU(BdV4W2{$PfRr&3hpWbc#Sz#+$ZtaF>&#eu*o^=MFgR7f>I5Iir(g;d9dc5ukqe(X z=dEtH9aomq8=l9DDFZ9M$IV*XaCIsZJ3kSi{&gkJu#2s#a%#wGI8j7$idvcSyy1E;erq-Axoh_ zCXdp!jZ~YZ&m(iB@_DKL&2KBv&|Tx3-)|~2H1fnZ?@yr5+3hDoE2j%pcCW8`t4@4lrSYx;H-!w zcM+eOrbr14HO4~TLm817vnO8aIPWw;DMtJz@@j_=-x&F)m2$rRw3>NpO6ScFHedro z6TDnKEE8Jlg=ApChG|c^d*Z=;IoU>IYX*0%h*uWP+I(vgg2q-dSw>+d@6Kgg;+iJa zs$oGP9Z`qEW|>6TSOecb;cDy4mO^!%QeGC8QJCNh<0f4cl!LyJ{Yvv~%1rXb4LBwI z{Xk&BDE4P}*Lc)oE)N2uLxR_hnh!n8$LRz8n;R9{$UAQeHJrSXO(LJql03t=tFm#8 z^P~uwH-VfbY>X?V|u z8wPO=5b=8RjrWO!Yn*_)q^8GXP*$p%+WZH+Z4eM?uE$@|s3&SH}1ZB}`8dTbQW*0^b0 zuyl13?ogohpe&xSPPalEg6k!d^cyN<{GcUY`z$I`hSJy?Gb|0yAd9LPz7W zx%2V_zE?YWDMi}THnP2nLb}I8C#5OukJxHPt2Al}!cRWko5B94LGQV0v#zaSj2J8_ z`xo`B6fRLiL*^!81Ti=QGyMeFFAcyYI>gR?3$s2C*WkX{Tn@VDManXqR4auX{s=qQH#3(9fjz_#2?+GkuLsqvX-a2DGeLwA%|}LEpm`N%zEj0#P+V;ePP$&~8(vT1r;lxoxObDs9ogSu=VSZ|J@}xLTB_-#@$q(GReI!fM+1j&soDs73oNRepj^ zjl}+IDa|HMj_dj-u?cYc;P{+E!nvhcZt@jYiCR+qN?L`?l*l~gXt`vEF?<@Z7hTc zo-YKpqt(%A#AW%d0r26K6k`D(hH^i4;q;cwFK6_L?r^9wC@4|pq>oTRS`-;saeeca zM1u#`SWk=`0tc!ff_&%(*1et5W_uOn5R{Zc;M7!7F4HTnG&=yLtlQ!O-_vkPN$ZB8 z8VckGN=d_|oal?2L1h28JEA0-MKxIpo>8E z^mzeDRO}$0S#IZp+L=VCz1sN%Vj6rAgwY9h5m5s}q?(nVll#i8wKT~vuQbUghpVUl z=LWnhD{MHO`l`wb76z0b24rW$D5jTu7A4!Ru0M%ul`p}wO?_eB4*T&l!mV7fZC z^fYuS{$F5(^T7i5xnM{T8x4|}cPcr0FwQc{dxvm3<_(xm(3u237{;DoerU+pYrg0~ zqA*!U7pOpEq5gCh%-@|`{f?Q_!N*z#Z@dzYEdF8TIEe$Gpnd76Qu}S z&5zOPkc|f_-pwuZ@mdSXHTfjvOD2J${W8~-3C*L~>!%0f$<-L@=#c|~aq=V-=MO_= z<=%Peo>O|CZZl|)hq}%iKd)U5Qby-@6evWOw`X4mFr*hMc6ffA7ah5v6%bg z8viez!S&rHVj5Qt&}Sw67!H{A5W2#>Y|9lnJ?q^51H)fmL*JCOVpAbc!74#?fZJdj zz`w9|cn?rzr!bRRlHLOn>1>o;6kJ9N!i5@z;HaXk=Jbp{`S6Qc)^wY~2xCI;Vtw;| z;A(bBbX~i>;-;(kX4Q4i7`cO_%jPQEJr#5t_M=L_>GH(P7lEydk@zzh{YvirdwZXj z^{zTki^rxk+X+t7t)`HihNQG5y;cHb^9O@N@N$cJ3_n z7YXYi^tNQoSp?bLV5L3Kl?H`g=;B!4EOeNT@7tij^cZfvJw4uzfwIiEkj=| zerCUHSnut4tvx?ToNosl-+{oTxBrCxz+`qkAaJQYfXF{=zLLjR-$2HPq_>asGlMfD zA*be6e>EUmD;Y#V{tz!*wVyL8bnZ#(;2pDF6ZFS~JLkN3ygc2wuG;D*W-Ry&*Xu}< zK7{LNuuyB`-jt zJbAAiUzDPO5K;nl#&)J#5zJ>uTi8k+(Nw}ZA*=#X>P6&KGzgH1=SA8(Ij{KARfI3oE1Y?4 z1=wjDoEVY+nfvYQW!vMkcwvi$7meM;-unGv#yYHAvi~{8%S?$uR8XyG_K2ed8=+{b z0a;N`D|QxPlW`*kAAu#-?86r8!s*JPU`U@Tr3FjsBcDf`IxX6i(X;`V( zgH(C8FJ;nUy>92*=AHWjNjri<1ni0qYVNxOG?7ny1`%(zE6J=wE!*mb~=t z2e23Ho?zXGrX(Zxd=F*%?AAVuYp!-n(WbuA7#IGTpY3;s%jSd+zqo(2p<(vQt8p7> z-3#;@I{pYJPvRd&*!dPqAc`~)O2R=(U%b5f`h$O83G1UgTZs|wf%RiYB9{uOin5Jxg8?8u`FqFVx>LtiD%hoX75 zSjyU3A7SG4oiVboYB_~3|9I22{z3otbj~*ro}so1){NzXa3*B_gcG)x0c4V?5A%IXD^|>UK$0(@|0hgsq2W*Ls2w=~ZQ>su zkYv(BZDP{tR_x8OumOoy(TIWG4bF>2^qdSF4%IzL`C1S0^EnV{d3#_>qHP=IMoTsh=(poYgoEoCljrRx58tewz5(?s;;8m3`QDkm zKk;`s%qAh%pbmoJ6CF(Jj#RR^NWu%bGsm2Xyo@>ti!wG$F@l~d@D24wxq-asnJfSW zvmZ(iqvoMwV#usTERSMhO!k<8iS7l`B0SSQ_&o#?P<>~%mR?mrfUpcW^51qRaKnSh z2LG?&&0mSDzJ7KIwcnl!;o9&0o`@Xv87F28R%py3xNY2FN)1;>(u>;h?ppfGDv(l_ z^OMzX++X&MsOVw0|B?~Pre+rn7WsLSlmyt0)T8eRwHxb2mGN1H4wCNQtZ z;Xo7Pz6J*gccb4?F}xmoQ8BQKXX~liEaW=qBg;0PZ>yL}U2i9|y^xhmS*UsP+z<%t zUDV%ivSz%IuQniZ3A^iTQlspIANQiox;zXNI!$o5%b9DE_v>_zLQU!iZ#-3DI>HXz zk%4Uuwq?FTe>R3IGO*2oo(v2ygs&ukM*WIGznLn440$LwQp0${MiSXG-p^ZR*YCRb zusPF%0i;_B{%l45TD2L_8_mN?r1V`^c^r?n(6poTLW@k->!z47BBRm}_sWwxKJMM+ zIP}+rnR~GkvVNrYdbp8+H3PuM-K<9$`HN;h>zE{wjEurA~p=}bR$RrLtqa= z-#hwRFdXpvaT}u@LchVFhPDPm;b4_Gl^Y}GaspT|3~>9_^xP@zia-iWWmL1vOFV;C zw3|UqA)Abz+8moba*bJXaRK>kV%}!ZhE4RKUjby)OJr|+5G8lC(oGR(+tnTjr40D3h8n$Q{Shdz-1N+D4iODNAFmGTRPyU4a2En zJq{qHHm_jhfZAjpRw`7lAWg%(7%mt@%DSUl^U#4?^Q@L!;dM*^y`KzpInv254*%lk zXGI}clLV~<1;thNqbCb#zEPy2pj}>bzK9Ipv*L%H zFt+-b#1O#R^~BJNGox&v=s#!Glp${XCP^_$ku`z4s-YiQh~}mNkompUGcgxBLX~&v z(l)2Ds;<~e5n{7{CW_Lv^d!Ho&Pr<%bXEotY0C|F0DUU#T8X+T9Rxka#prqiDktl8OP2XF&9;Nnb%QqeP`T@C?;|H2_AdJ?kT4etq({sq zu)Vxku6S8liyUtIPsi2Pf@t10P(8bG`Yq`8W?0qoDfA6`hJdz<6b#B5A|YA$>YMqtJh?$#RT5K?BB}o_3yB z2HAIQCxp5|g(3$v#OWX*^JA|_xKW-r$V=Fnqv+6CPWqnQ@B?up;SM>l2OM|}c5RV> z2Y6%8WNX}Ux4U-yP9~|!=3^8XPviS%J@Do+FivqnhK)aF*L6>6?#s+(XYu?t8*H(q zLyXtkte&OC^G|&5yXJfPP2bO2!^cZ^e?2E|*Yp%zzA5Y0Up?QCm6maT)^P2%m~tf! z^FJm>L+JUDP|6c{we`Zc3!!gAG=`dS`b~I^aNOOP*-~PD=ziBBD8cK+V=;+36=txd=B1F4og^yx8op#zo$z#- zrQehwckK3h4i~d<`xU+Q4P*(}GiL!D>X!5Y-;huHev zut{ta*-+_Jrv;YOt=_zt16u{+0Da&ls5it5jzG=#%vDi`+qN3Y$r7JC;E^90+(YDMVKG?K`sEb+08HfA(%};(wTrJG5rrC`5i@b zIf!R6?|20Nk^w zTXg#LVB!hWRHyVkfREXZqwo8H;Dm^L5t>MG!nK1)Ew(49t}9mP8#8a3-P4{g&m52A zizgoz&5dK}FwYBPb@M7mIv!Hyqp0*9*Qr~NEA_}WT6mUCA>2$k5@K3q=Q3I7(m4$F zkCn~qN#P4iwm3QF5J{#=w_IdwqeEJ*8!w^tW9L(Xr2HmbIGm)9VUzM&_E5VCnU`m-aDkbE79Byz<}80MEq;bB%;_3+=D z0JuuvhLaXG!A2(Zht1Hpmcfj_j1OVtzE-EAWEGxTgM!GzYjNY%{eChgti38X0y|d$ z@7nF)yphP!s;;TL$1_^93u+%9u~ppz!GulP=JWf(IU@y_K{jHWdo)u#b^ymc7`pEf z1*~{*Sf(2BJ~fX$IU5AU|PSr9p{Jo$|xtUy~i2~2ji{w2LYQkBo>aES}Y89 zEW+UTi4=SrHthtXR6>Aj$6~D#!5?o;3qI6Yo0n&z_Db+|+j8}11Vnl+iOv=@wq4Oa zumy)NBRgpXq-Yds4yWuqPm3u5kJD5UPQ2QC7^;15#2z@mi{X33T9yIY6PF+}gR<|s zbZ%R14zBQt=X36sZ*eZ202{rXNTr?aaM@(5w|9O*UN_0W+K)z%B-E3vU7}5PjMgA zGXpk9u&_M;#!JP*)Qs>eu9}g+%aGqu{PU8uG|=qOS2jyW$b)Pt7P1E`JnLz@rHg%o zc6Haw&o)LzC?g#*hulw2XdEF>1_f?cFieiMLtsplW*Yg2`Zw8e>wR#6cB89?sJgVc7r`LsT_x<9@wW zu)(DUbArr4eOssxM}4f1922mL(E967Xq_j$0LN>VIrk_0_~$b(7eJUCn>VpBktanX zLM@U_{tI^pne8n~eTG`umr3y~=Y=8X^5p7rj>o!%^2J?WZvIGa@rqGeR?#9z;b9mI8EuQ>xJPS*6^l}RDQ;1F7;)K;hEC##x!Ph z8ZUv*RN7}VwIkLq;E^6v$#*67ZI0pD*zjh2cwa4Y^q038A)jjWXf;-X9uFCO&RNM( zHBLgeh4jZM!?UyD&F|rTdlT%1&mji)T2|<*{PvB$XKf}j-}BVBCCX1L8_Sn`*Pl@^Gc*6Gq5iZP+5Sj{efz6sXJY!R&p-P9>B+>-LBRC21f(2tZVSJ`9Qz1QbVAA5$$(#V1MM9LtFFbmAKm1miADbpCBSXWfmu^W<^c$OOg7 zrcyI;?(Yk>SMS&J&n?M?(&5rFN7*b+=Q7UUi|dOa4l@Y(aWn08rYuN&x1s>Wp5RL> z^~Nfgf{I7+3(XZ1$txTXqr6?lgD<2jb;h`Yt9c(?*@G*LZBXCV;Zau@t3cG}yB#)g zSL!qXFm!6mTst-x0~@N(S`EE??&uQFn;$C9fFW{hfk;Hk)hdJCM~*sSB%JQkyX?Kz zqhog~mYoa(@^VEKwxhgI3ePg=;T^t*{*^DX{eyTd!cRZOZ z=leBJ$%QBi6}keS3-gn(S|g55CdJ~ksxgw7z#3}dS*Zjkf9>00+hSP5@=fQ#^n%6c!Nv zxcn}7{_OkeqTmaivkOC6ln(Qx!uWSvM zFZv%WI(VX+(RZw)1j?{m3F!z~=%D(g)Yc zcB}J~`QK$?yTjT*MR$a)qT5Kr4g?Fr%La;P0TlQ44BGUhF?+w|^77>R=<|2l^7Am~ zR$YV*)n(S?^|%eY~<13dCFbgD_Sg_?J#P9Z7fq*{PhioJWryx7OQh~eE6#drjW zy%SA|h~;)G&fqBI@a4PUE38GA#O#;r^>mB2swYf{gd@IL!c;cBX|0(=8FkBhzWbmI`&Zg*={_W^&dfgbCY zd(jQLur=+~(zr62TLMfnjpv2;TZ-o;_fxCiPAZ%R`Ui3a(d>K4T`vT!uGeBLznH`!L_T zlam3{-NQn4gMu<3+Qe`OTTY0t8U}3l@=^)dD@VjQ>VZ#0mh2EmP#cW$+AXBZjg_A= zUFuD{JNHw-kTE{`cDY1_Wzg_*KWh+S7!r;cNBsU=urgTreEhb2SCN zVjn-o+Jds3jV*3btG9acOW1_iFM>d|Ecl~rdM9e3mh7s65oYWsxBImetTQgbRc$53 z1Gjc+DWRY#uTSzziB$w;U=tgY4v%=@$UKK;X+o1h!mMEdeD4PX@YC0V1*ll0`f8v7 z062;OEH?)O^d!=bDeVJ5G$s1f@NYw?YuIjxG!goKOSJWbcnXAmpjolLEpI z4<@d!3r%q03~D7Am1-8`wp=Cj=(0^fxe3{&`!7sX%9TWMF1y=GnL6D?GYp2 zKc6KwkSA8cRSLV8gkADF?D(kU8hLb)3pS_?MUaNPoi|Dm%#?xjL>OUS(>s@2zO>jN z+D&|dM%`ZU@jK^$@As8X3!77aaF|%}gpC}x8irhuIGGYgPW;tWlWS9qynb07DW{+c zB7!Y`uVsndIE`Y=lJK4%tBSCYX9*R*P!*CIpd%d4C1@zA#Zg2?E5znlNY}y0YjEMxYs(kxxl+N@g`hcjn;5yd~}>X@%LZS zKiY+HHXUqkm1w=aq}aCRz-zf`jcc~zF*J>u@mIZ~nU|5B>>u+teSkb)kdB_Z%nX?D z8}V0(9$r;%l?vUV@p*!>Ez*AZ98>1er>_%PneTY!U-$odl=XhXcC_wdU7GLQVp!5; zTvldWa;n{GKJ-XsmLqrMk^TxMSaee9rWWd)Tz;)$cdac}jwg3%@muOwOT8)p3d7|G z^M+PH7;pY?%N}qNGm&mX;+U&8*~}Z)HwCXlY*WcMHY27IGwng=i7GrcPZXAE0X>Z& z=5gU42WmhNlZSSzv%qLX_x^EIKza=Df?}PQXhxdpPfOuP^?d?}89hrFu7Np0lz}<) z$E@ldOv9wG7LzIC(f1~YRBO~WeCvMJ5qy5)W1bEoN2IA>GAHWQn9ZU4G}ABN3nmt+ zH+~UZx6y=IW{g%~THy%&fzIR0+23y7haVFX+p+%7WAdmojqtdja9w?pmp_up zAi9N2Yr)uzO-$iTWqY~tlz|NgX9E$M3UrPs?~s|p=h#C{cY)Im(pb`R2+$`MVlD*u z__=1c^7Qh$zw^P#6I!4;BbZV13qTm1x${pN@=x2}!Kv=zaKmqfFYOUO$th>@rfX!m z<3!d#2Y(-WKQ2B_IY#lo^#)0m)b`7`lJtt_md56at^AYp`!>wL}>iD(7+oj?Lb>&|UfmdX13|ke$%@sB0cz3-UkI%e&p1@~R z*Aey|K&lufOQpm=wBIH= z8?;6!0?<2mgWZJQ@qR-Dl~zD;4vLXvg#^<%#42z&D6*ST9Ujk`lE-GcsLb zvgjh;MNnMPcE;w#F-&GR1tQ*+1ietzys<&(CDf@~x|f^pLE?q~MO-vKEqx{3o%>ew z(6CULQ`x_$pH3Zwy8;MrF^{kT_S~-qxeu9O{1Z6c3+3(@qvBcuqFRtW>I1Rxg|}i8 z6yg(zlNE~l1M^8KAhO=SqC`b|7E3#(pl8Dh;@l1Lc*w$ws|yPcw(h4BOGiB(dt?tYt_xACH+Do@3H^Iao!p9-`$~kcSt64mfX#QUCI_TD(OM9&vhz_Aclx*yd)& zQ(HU8irFox;u$Uhay&pS1z4^Jo@FhDyKiTi%?i}KvXesi`GPe@FB24XM!d;Y2~|Rg zPEb@qX8zeP_FQaGS9?y#%YtT7pUk&t*1$-Yps(A=z)0(ZRYaR7HI7Yv0bZ8bgI0`K zcbv2tMyqSbcD8M zzZr?zj6@H-pgEM?VUiM=>j#ickO4#@;njL=qiGMdM@CP#*kVOs}SJNH7t(3~o4F(`uSA0HjyRiyOhh8Ha zUN9rFv(8--?io&h5^v-gyGsxRd@p+#Z8{l>^!AVyP4$?d`N5lq9eM;B6uy^HHcO8o zOC!1mXkn~T2i;$xAQza^{p~WNi71K_W_&@{i|p4mN)(#xK-K(reW3m*Hwez^Sizg} zSIPXr(|{a$VV$TYHl)8z@SEU=(css#&fjacky0S?@@(1hKwM0k>4TkQ+ldJWZmW%7 zcds=uhUJF*>HK(cLJ*UqVgTeTprQd4B}P$p&nL`sRmQNDuP1pNP4dkf&WnRneYF+*&}%p5Z_Gcz-@V`gT1%xsUD znVFfHnK5Q&wm0AT@1ect)^6QeO|`08>TdODUX@hy{PaG?gZcC-m?g{0Kq|kfE2~uOwO?v5~6Ys!4EKMcICG zAeKahB2|6i$J_Pm5gY7Q$J_0*NOlwMlIFC=iMPD?%Jt1+|N3#&!!jbW^=(HYN3jm= z=3b}-B`2_KRCLvGL||+N@7r;J3%X7yC52+l-+Q6aZRj^Wcy8*iA33-kBUVxBA7A9T zLwZyG^3MhQ*e@8rAgM}(DMyZatVKZSlbL(YIA16Uy~37v<#sgok=qoJfL;Wdw4Frl zKxn4+UGIaG<7(nmh)emu<`pO~1&r_;-=X_w#VLSx%rY9NjKTfna`1Elg(0}j6E)8t z^K@cGQ6fe4YDDuZwNMtJks{*MbmcRg4K|^)Ct_sX9-3=k2UQ98Txt;p_hS?8uR^aV zGn6@^_u)0POEnD!%{QyBX4nO!TgS8|Pi31O?IkN0l~1hFz3D=Hl()B&Cif!9ycx7A%)Chgb z+?l2KJFJ9%b67D=K3u*$#t#>bifRFf&o->F@t*QC$})I0OOwb6b9$9TeKi#mhO1xT z@ar|R1pAqTD!|?FpU*m)Jy3x1NxuoM%|RPPG&O^FTb~Fc)sMNb!IQ>6Ma8}|#w@?2mz2u>6@D_bf} z$y7*BF;Qoj$~B#6#)_K0p_{P0VQ@-M$3nyMg#Oh2wRGQnXeKkACMHd6icEDB`C_y7 zr|H&%$!gES_-+AJ!Y#ccdRcWn(qPNrfY1Wi5P2uQ;9wjAh$+R4SvOWb)bgf&&scI? zD7L%hh3+75#lLkIAS4o&CqR=A6)!MokWz-OFG0HA2wV~WBcs40e1O5Pv-r>=x$r%t zDQhIgilly4fkd@^5H7jWUb=+x_W%N`RVrT#mwM)584s3})}miAXC<9kKqb=0fP=gF z`O3m-dbTXK<~zs1LD`<^y9U*EjX2w*jbklLR`^JD0s)sKq4zf{mG5mLDLq)NUXq#p zsz)m@eIlA!^frgqFQ6S7<8wm+5FGGhyK2lZ*e2jFlBN1;2Ec^I?^j~drrAljxorvt zKcAzuzkv#|f|!e`C99fMeGgt`8)cpGAL~DmZopu+@~h@R)A-O;Q!-LhGg49$ThYH; z+@I`;7dbsUwXg_yR*}vfw=Lv61udIdq$0xJdj&=Ku)~``Out+p+j3!U4Q4KOwEqF%CMT5$ONR(`!5q_N9KTkg}VXFue&n3pW zUfhWyL7q!;Xyl`uW%F3bt=7!rjUrcy!&~jVmsp5Ihvvh#k7U<_>Xav3y;`~2z+clN zT-{mO+4#98UprVk*hh>MD(+Pg|2mP+;00%m!CD4dZ@ z`%?gF(pf}ttLR(c(E7OnuVOVDSl>gOU5`pmyd+AnsV7ZU)B#q~O6Ll8y}AP?prVyR z`Lc#eYlI;_S#O6bD@fY~9cZ_kQ$9h`($xCcQgB@_6{nx6jC8FcCurcAA{k^)uZ@P* zx8CR3H%HHmpIP9v^j3gGbU+?=3+ScN(E$z2Ay{TaAK3iAm3cN_m6UDs;x~H_M@x|+ot?(ioR14>s}P9$qjHj z0*#BMQN__ijax@Ey-AiFnpI^Jg7X+EIjMoUf;=mh709&qjeI?&nCA4xn(UH80_D6O(tTE{526#dT*iV) zN4ot^8N3LDi9z{}#a?NnL%6=Lq3^vUIHe3f-N(vj^gjM2@g#9I-e`l!mtBo)bTKe1lq61OWAwgF2r9i} z*NqIOX1l5j;jOTDH5{`GbXdBzsdYXVZQ2PSs$tQLb!Dw=U6a;ZffP*g%4ITdkw?R| zf)@ONyDTywYol|p$5wax7WhRa=7zxrm!=;pP z=7;ksXiZ_C($zWCOkA71nK^^{l*4xuL^JKM0U|O4WwqPPKya{kziFo54+&;;yewwn z!!Zo=jE?6M8@NoaB)WQLGL}}b^9H0VmaF~-7ZafiVqPHV z?1G*8ffvUD2CUOdhv!Byb!02eD^lmEsBVTeeuQ(`F z0@0(<)(A7%80qbqW&-c!co>chPLx(h`9D(%fflpwy=Dsxs(9ZX)ej^k>MALj{BO28vOt)gC?OX zMMb2kLbG30iYhcpT9zh`7;6#~IwGYt)_4c`vi>3sK9x2J`KLfkkmJh<6L)1gTvLrCuJ#XZR^*`#&>UNYrQ zrB`iFDNIf6WQhv&O0Hn}0Zgj=&dkuQvPYygths+8i+t)f>%oRTLNWss>lvB_U@Zcl|tt~o@D_# zN>siNRE@a{$WwH5Fpa*xiY?h$S_wzg)!GhP9(uzow7v#8q{gXAi$J~B)HRWJp=*;J z+8fsQLvt}#7#57*5tD;xFtk6cIoZt)e(cX59BABP6hgPu>8r{)vS#X-GL(~sIV-kb zhDOi*MbHA~GR&G2HKNtcVNno<&yCkRSlE|T?zYsETTNqE5=T-vK&WU<)cLRtFvX!9 z&$$q-7J6{!jhEDpdsAYi;z2DiCguxQ;CxjQiM2DSRwv=978@7Y&nqXS@GCnEX{PCF z-i`wa$97`hfG6uW0Ucx7-IyVQPIh~X^$UUq&MGbZAj_nCu*F<{%SzYj@+2AKmZ>?d z1$v#j_0tX0UJFhOUb9ZK?|>6n$7toUD*DzrNrqx+rP0{Ku`x?1JmOn@xt2b4RBlA~rYn zL8d*`5oYB(!93&B5H^Iz@!@A@Ad{U2TYzn1^3 z{nP4SpMQG&Q~s^?f28IA>*)Vl|NE%_@CE;-)&Ha5|C>txUv>R|TK)UH{-ejg&EQ{c z|J%0zqdEPz5&rLQ`u`X6z(D`k1nqx1z(1$pzhMaf{Ko$-#s6mn{bv;XFBroAE_VJW z9)aU;${8AFW+np0zw`N<+=h|qf6F5<(6jsn4gLd2VE(7}Uw{PGzwz`hAc6HSn(!Yy z!avx;zj%ayHvcD&@HbfKWDMN?MJF)PGyU!TPtKixcmyVxe~YC5#v}X_TK|3${?n%K zpG!yRKZpdzzs_y{4DCdkKey})!UtvFB2;})W zj+p1fv7-9OaT4#yk21a!I!yJg`1P*%)prgVT(DFbSYCG)13Jeq*W16YJfFPfDpRvg zcvW<~+fIYFIn3@KAQ0x}mzT3!1m5fE>l*6VYZfQBX;wyEKY7_===F;AZ|-p}gn2Fs z1lC;P8jvBX@lC(=`?}6tWDRV8c+#>-(E0rN)!C)6OnTEUdWLy?hLAAXXb%g219P3- zVcwhfHM5T$a(`_bx+ULf;L-medfHjYCTZKSh0$5-v41~w)>%%rs8!jlY8$bo%H!B+ z?ZNf%czm%~zqp=*UaD5X20dKKrfwUh+mfYu)v@*Fv3*K6^EB7ZK4Lgy68Hik^`i+h z2qO{m9v+X&?Lxo3cPkJX(zjp4u2ef@AgL3hw@gpAdWP>I^?T<;5?0-)Qz-s{-zA8} z<~t2g!G9px&T6!S#EP>fvuDX?XlZ6JVgw)VBzO7;mfjR=0aHpr(oK&GXgzewbWt7Q zFS%ZYgsbixCI3sXwxyIR!@F)mVsrg&-p*Ou>suNub9T#Ps7InwK?R01EZ3M)udyPG zEo&Yh6}KiQSgk2mruhgf zbRDte?SiutkJ7lcSX?Ll_qxJpWkKB1eQ3`66ZB3iC`Vv)3Op*^c3)Q~FVl?V@bBjb zM3Z5YoDV54h;@q}3=c2b8nVAtd1J>q%;{36(jd#Pui-|2r41J$G%h0CpQx=YWOrF& zBuu(%1rKw4H>l-Tn~~W__C5LhiPs;4jn4qTBEHf^gu|g;dg$R}Zrci(-3P8kA8dkm zb~sIH1-lL_c`@M6bvEPUZO#0#Q@h^DkgdCXh=J!lv+Mx+x|@P-1<>JzhXf@`6tK6c z{T1B(W0687%y?q69q|Iv0GGOcqwPBg0rz+(ZH{0ZF8D8IM$V0VuJ^8UspqPjh039- zxp_OhDT-H+wEl7;Slsc^6uGPWg-m~?YvbWTaC$hGl(%W(ksaBKgW*@@w=RE|^>LQq z8;%SjZe85)ry~&Q>{51dDG8Y|@yP_9kSA~1w#@62I>1GZQ~HT%sNYP7pG7vOJK7wi z@E}BcChUv+BcAp`hLz`)^gNs!{Ly}U0Ouo5Q>Eejsl;^g0z?ba$mG-rBHd;V?nd$U zBhBRd7=QcKfrk)jlrCVZI;hlNo1A`d48+|>$LmWlD z7&SGLuU`e0v5cq`db%cfz0=QCM6Jc=K!&UG$j8JqFyg|nQ`!gHT(6KW7d#f02JA83 zyt^M4gAoD%7YkTtiiF!W5XOh%0RpP_~MKdmJbgMLv*^S15V%wUZ zSYCD!0XH|32!_$ZPwV&M$q>grDB~J=S5uLoiec7c{po*bpep(FJpncQfw*`&Z z?;&H+&CE#2$T&=oOthqOTeo5lNMsHPxy;Mk#}s~YE8j&whfIL!I(Bk*hm4&+Zv%rD zD6>XtQfHeX(y_At_^}Oda=RC3EG%8SM4HWsBIU*?%(;-Gk9NgwCH`2G`yuoOIIW0` zoT$i{=!i7vZ)2)wWMXn~sACF&^KCV#cqHq$G=g}EfRQO`hI+_I*6q^G_G$A0`ow&q zeu%y5opj?cd(ET>)I+rXfWdY$n2`wtKukf5Lg*p5;CLBaBWy@l#lNZ7DI$@K#^C_H zhNt)0ZaBP{wgh9#Zxrq8};*@#sGPpizi|_lky3W@zxy9gRcEi=a#lfxM zyT^rmB=aLZh5M#&0D-hJ8-;2JAH8I#If_l`a4mb<^lnHwcBj70iPNuHIL#c_D3mCK zE0ih}&ywAZbO7$G4qK;Svx?J_IjSwUUfi!H-z@Ob`3yf3U$BqbC*`uTIlAq92H%%n z$d2^VeSJTh?|e1sP5eg#P+?u@*lT*c{XGPh0`|a%(KocNEp{UTRA`sl=Jhka2Jd|V zfJxXlG+nLdo4#(W7}hKUE8~s1_SrYs4_MZexp+{oCGt#5C>af^qDq zdV&clq;!Xjq0Fsxnlx=HH~q`dpM!V z+Gs7*W~;R(F-d21+3g#a?)$g4Nnb7Rg(pAfU8SRBno~5>IMaetic(xsd09W!!)2&k zs@YriHp1!DqV?SE3a`c@fyJti)m}}vw&kQ1n)PGWDg%`2Dov+<%GS$y^&T!LH%}4E z$*Ohh*1R6N7G26g)yS%7H8(p&Z717Uk}SEG$d`<(N;MqqC;M5pD_`_1#j15`T-MjF z8y79FDn8!YQqLYMBed08FE`pe&wMoaEILm-mLI|&PR=Zs@wI$?KekzqtueX;+6=aW zf!GslEws)VW_Drlzym zs9H~LZ*(8*B+bzL*5X~cH9o7TJZoOF@ixaZ-?FS--`i!ax0YQeYTjIX9DD?<+gg2D zL#{G758vXR;$B@m+YDcE6<a1tTP+S%Hb*XW(R=OM^PYbEu%b|xt!HlL);}@8G)lEyHF%kk+_p#r zhAqlcp_l(GM=8fEf2!cE$1~v>_NZ=*a4vE7e~>s6V-2)ITT@>FTmQ4}w5DD2V&2{B zv-;Wk#&*%XiQmBI;`{hH_2K&T)$palkTDaz7mb25%TLHbV|(Ke@yJUJXdxcEhazGI zEWEw}f}dYh04ywOYAlifigi<)8|dHXNqwHydiPn>)KwEy-{(}$TJ=cTCDCZ3Wmcds zf5u;}VyG8Rz(X?jyP@qH_odZ)UW#kwR^@bEE`%i^?0S<+P>EAmhfztD3YAy2w%oDL zO6W~;Lud3n>oBpo16Xkq`UdC9CyS{xVQ*tp6GhPm(aBWH7?FFkp^CA`>OCFX>LXxs z;LGw^41Pj%O%W2_jZlDbi4TPmY0!qLO^xH&ec96J`YCSc z-Yn@JCMTvYqg@3;)2$93BxI+t@mod9(ArR~#Ic5GlsAk0m++9l&meR$H6iFfX30rx zO-02=f0qN}MzuIMJb1DYa&M#q3vlwV4(76syu1!U7>-fE>E6oY0Q@m&Y;yS_rD1vE z!&YM#N$r6=bedvG0H;WoQM6~1oR2;x;;RM&O_Tm$#Y(`Q79Y(apeV<~cY8-)Z#yma zu&7Pb3q+>Z*@u^qkk`k#S4O6>QRd4-m=Z4@`l=bPJ>YQ!+)1lI5D&$~G-6AVh|*_P z>xKYiW5GI)SJSK4dJ}Hx8>Q^=vbSk3Y;1MA0JeU*3-aCUF06~4V6Uf%H|{XsTWbeg zRl-%WPPS!(b91Sqh@FtNghnNb<|boqLc={vW}DCH4jRQd{1#%vrlUlFbs8)pmY@Zw zmypm02xY)}TA9T){MgIKDg*F)GqlvaZp634iipFkzyaHM4t+gy zdFXxaRla}zU2C6T27hSqb3sdxv5BE!8RSn6I(l&VELOX|R~c2G2z^+qa%b+}uB^|* zIe~sQ&+*YYqITF*FHdWW5Ek#SmEtS|^Px~X@qPJ;4xu31eb-jWAj#5d>ffX~n{C&c zH`h^2d(U0=&)P?U-q~+na8Bf2+nxs$h=1ONoDH}uNZTs8D-;H+6!!hrpS$~#S=cr^Dp`?n0C zH;o5<3+qqp7qG(mi7*=6Q(?rICLQ%W&5x|rlA%1mA|K}9?6jbGuODfiQ$RviFCaNA zMUH6pNu&rn>XcT6$3NwrqKyHE9Xjd%j^5gekZ!+RUZjE+10K2Egf{(CO}&<2hU)H#NAk$y@Y^MC~H6GW~?!| zwWiOt8Tdk*4CsOA&3J80evJL3;cNf+(cN>m_E$D&+~0LE_ykf1$a#3XL_+WqXu{&* z{f5CePH0hWkF!-I};MYy#rODAu$kc># ziG0dW#~_85RF1O8fmdBaB$O*~CD@)B5;6#wX1swh`}1CW+6Q*Su{+CBJ9a<;>R2d7 z`|_(+9*!z(D!N%F{2D0Aui0A0T1D7~vDw*ElS9y+-@B}<-7T;U{QY1z0uG*S9MNom z;BQi-mmes7cTC#`XkXXM`qD+yEt8*GF0!xu-Aai<(ChOVf+HNWf>MGD8RGzx9p1c1 zdxT#O3z0Q$ftN&{uST}t@SE;vvJTb#8VYVV(;3JobA(sjQU?n{NXoj!7X?S9hxh}4)k$VQa3Ju41A)2)?}X*FgqPk&DTlPM$gKAPee_}RI zteg^V4h$Kcou%6QI&R`ufa%t+MrIdiS6Wts$XT?zX74WRXei-Nm<39JdBjE)*ROnU z%9hb*JRH$JS%(5!m8arFL?kdP{br@!<3)unXFF`JRRcL}SbeCI{N9a}yyfb=jnB8~ zy(hg0PC%ARR@Q%Yo7?o#^J{O;J2tTzWqAl9LsP=uazM+P=19$S2(4F0u=)0(l;pSb zHFm~SyF*od;~rR9A(MhwCpJzS>(W#oP&+$wS)5GA(I61*Vrv*;cO#4&>917{{P4uJ z)t7AFxjCzt7*MYbBwMI@ufg?W_fdxB&TesOj3g%B0kWzq8WLG$!{g>OYUG&Ogisf^ zWU|l+Yr4u&@Naf?Z11zOeIkmLU@i~g6-ZA~tU@HhNDn~1jWm3OlIX67va#qPQg7ui z@^wtpeh*kMR(-SascQJm+qScnOI5rqe3&eK`xzgmSofNXcphBYzMMFBRRc1h2mtH% z_r#(^vY)w1vzcx`XU(hK7gQ?+r*I=}x6BsvD4XbJ|=9+Xr(JBf>c^E*WV1Wko~NM0+iM-4NhV{+dZ5%)5pZ~q2u2Pj`i{hk`7Kyx{?z`4 z1$t5b8}LEIY`{dG^oXt)m9!}>Huzy)9WuQNcZej3ESaBB8SNkwRYLL4`)WgY?2^0M z>ZzyIva_iy^Kq$#n*Gtrdh+Udy%puGIB((LOO$eU7B!z*tS7Ht#t+ujTft?iAdOiM z&M2Eh8y{sY52-{+N)BJbMs`F&LQT|*BiR*w*3}y{v%5GwbY?+k4b^_cIXAGeRd9Ro z2QpR4?0Skn;94V*t3Eat+5m^{k?ms#A6rvnyu`qwg4}w9I0()oE>?ggm;5O#OlV}} zlLU!CY2Lm5r^9F~vrJzceW;XbNgi~1Z@{WF*1#a}R}x{QeBP)~Pp)W(d4$`nQmG2! zc1>7Nw3%wpl6{RjX197qncDcvLF%oS7r!5@JuA>LnYX;EBbeUzp{OjS*SnN=&Xfu+O-8V85{sOa< zKF9!ZePBmjRbH7k3{V17Ui37*%tN*T;yh9FF4EB<`7M{_4C~Js%v6dODuP?JoVMRQ$s;=KeGk!E)s`*KamTzEVVey{>0u4sycO!#`= z)Y?jU5n*`GFI$7`ObXR{C5fD>4~S>5LPrP%5h&{HEDeiT#oF*Bk)BIiHc-7$-}5~q4A@=V zFMG5;UD&tfTqSK-S6!)nv zV%Uv+bZ6oWaa8(4W&>RW1ew3r1ZOlrnqb%w8GhV}m)lAVO3Ro8r3bWQX*-^2 zRgkJfTq8+z0Lju3)rAqwKU@p7TSWK>5Il40=W7|Wzm9y0)=n1hM|1|I7O(K*g}>}B z&(4du_P3;+ws1TpDIvt9k&3LciLtXZURCPMNC|!REwUB} zj|Oi~u?;c5pfNXk#jn_@z{B<&8DXMPzWp9iz)7q%#(Nx~fDdh{4+-Xr#Z-#yLbv|& zCcA*rv^QUNv;Ip68;Uv+v1#-dO&W5E)911kSbB^3cP#9>E7SR1r#&@3rBr480sA|M zQpo2-Kx2!Z{6@duh#Xn<)*$%CPlf&EJ?$p&ro0fZ()_F56X(B*g_GTfXuCJ=ag2bu zgS4QbdQkElMb zDDo&9;p|&usRR3kHJPo&2ziszlLGb~q`ids_}MollK~UJQ3x)yKdSx-RQWFdQEu_$ zp8))2EDc1kuATFJ?{A&tPg~blVF5Ih@y17H#prpb)Z#*@X)`IR&Y*k{qixa!KyDW!GO0HRRA-~;sUc2 z;C1G-r>CZ-$8W6WHTbm5qm-X!)>V7NCC`K>1~b>$8nE-mt$di|L_3sTQP@Xjx}oqi zJbp)jT~~iiBd2?{j=Xg2x=@_J?b*wMPg5-z2Lz_!A{>KM+dBvuZCd2a>r4bs4$D@i z!c~2^FTBRcR@$Ma*4aykqfHPopKTXXoj7o2$%+p6LbDhnuVR(j`ES-80!DCXIi+*q z2RsjVR>?Ll(t(?HST=a4TA<@Sn>_m9rBR1vvMfu^d57kYAY|9D4IKI+riRKiL8e6L zvWqCJ0-zZUXDi_CJv2T284F{ruUn^k@X91Wg&jz|Ucz*tP(HncIQSFuIX$bp^(&m? zBkG8tmWdi9cYAGBoY+uul@>X*5qFF0>oFtD3>fZKEukR1hR?2}8E)ZvXi7uaeqnk+ zTucctIlHXP{6hyOhe4B#LIrT}U@`a6K0-=j`j~-dhp4f%Kc)mRvW*#M52cMsr34f* z0M?JOw+zRlQ?na(k@$r@ZVCh|m(p8X2OE2`@nXBKsatyEMou0I1kA7Jd?WL0?WR0% z7w$HZ1H0HXP-+kS9jb_sKA5claR(nV(AgxWd=x*qVc z=aB>QnEif|C6qUIFwg>TmMA)a+WY2}GS-}a-(2FN{M7?I>wk#AS zfV=Svz$yhtKk0nJ_%d#p*89|;si3tKBBLOYqT?ztaU13Vz$gI)2`xo*jdEtj-8wR^ zr+R}1LQ?Tf2$K*@4n|pd^+w@7^yYx6R1XoagBeknAgo4uREFRYHv=6Wu8^tG>2o5- zU5x@}yKF-PmwUsqk4=~T;|CSbcAp-!vq1^IIw@^YYNxrVn0VTqV|$@qU(~VER*ZFY zdZ;W0_GyP#;pX?RPDx}Gudxoa)SkSO7LoOAeHb(npZfY@1<-6%??+|-qic3DoS>+L z)(c#Ck>g1X&?@+Wa2x}*o2j%w6Pv=_PFiEUgv{XKL_4;PH^ZxMn+W%~oZuzM+G-mx zJgBRv8tyG2P`b^D=)15vNpdqB7%@Fl3hvcBh-*!#8hwWPNmL3tGJc&q+CI;}UK?#k zU`olUjeRvY`@YCbpVFBGC}qJ@?aUJ_XL#)(p2ACtu5Fwh*W`jMe%UX~T=xB_3FI#f zB;#zh_7Q2~N3*V7KTyNc(9_dgA_%-q)SihwExN7Zm6>s&IM)xx%b@2XFu*?#wl2=t z3S^p5z27qFSpU$8OU^}agI&W;w;adDp52&w&1$ zvF5#eMC2hWw5!YwhQA{DGHfbkS`GNJXlm`_Et+;m0~ovK7a|Nf`pbX}gM`35A${c? z!}}Tzk-GL-bH-b$DVMMNNBbXjg8+M(wy_Vrg`qm~IwEtPo5^gwzD>#(mLU)c=BxM< zAClA%Mr$nxq6eWtup##PD)Gm%oPUdHT1g+!V|*I8>=w`NDXj<4{j>n8y}XVJfr6Iz zot~Bd#h@R+SiLy0A0x;;<+O)`l9;kK;j>a^_LNAj67xQ};=O-S@!)>5 zuJtcKtNw;y=}Pooe4qRk`%aYN$#ovE`G-GUOV3lrSxZX2wH;;lu%Uq2*@E&h?VCg% z-Mr?u4UCLi5ZD2aL|2FAAt1G^$DT|J<> z++-2`8v#pt&d4=n>Mk=HXo*@B8crH%I zB5~XS5C}jiSL&0&h}^}|t4;}|uMTyp;Ng!8ln7IGQI0_-g!LzAH-YGJ#veh|>r z_4n6hqT|G9jR(o{ZBf;9RaSOY$t*3Lkkz_yTUl?Oxe1WoPvqBYuT;3x zcFgqWX?GdbdmK~iUL*X7K^VqXM9JwYr!BLnB6&n=<`?Ralh*_9AgiWNd6=Kn;vojdSHa7n*KjVy>**kU|Mc%FEAeU`lzFysr2u z6fxfJTf!fEN@vDbvY*N5YT=^VvK}s`61w9z(J<^N_85Jkb>wX=HR?*_fU@g-yVC%@ zlU#@lUH0!Yz2Z|bu>nm_1F9r12_-c5P(8pgvR1|dNqB5$8K=g>?KuSV} zG$?0s)IdR@K#+2wv(xhO*?`w>7_EU4L&LdHp*pDXAha>WxKw|CKftFIrvwnH*J(D5 z%<6~7(UO6#&o8xJ;E@wbVlUnArzBPe7K1Z)bsY5WW4&CAa2I5j;p<_fd$k!sxk~EP8$2hDR(MFJ|py6M?t>RHuBHyS=Cx8X*OvF1l zgpvs^nPBzK4Pr=g$quBAZxjf8KRM57+e8wMpCRj4l_{i~j02MZ3BpY%wu2l308@d6 zHgf#gh~3fSl~DxYOSM?>F7A5ud%JR&nK#pe_g$h8-V=`FHeGKR$lq>JCzB=_vrXV7 zcp>S0Z{r9tK0?ew;v2=n5vvIA-O7Y@g>q7d0ifvv&~Z=jyy^k2%!Z)Y14A_uF-M9# zt73Nd#&0r2D7NL!>@a_%_a{Rb1x%1fwl+bG?NJ)t_({y!hWh1+3;^GwP$|~ zoUHMAtA)inapZ2`!3Q37>0>Kq3>*NHSyVtqX(F3rYd_8It2<`awbX*PPE#%PU{f)A zYQ_})>_tZIv@2=;fy29aOq;BUnYd-uB|=pdes|Ll<#|rnU6fTMyM7j{K9E7>mt^wV zFt)-F)VIDnmgc-&*E?ZvGd~oY_?91R$ADn6*jlyI51Hw$ZTvmQYQW8!U)s1t%hLF% zvDmfiv$x8%O*&_P>3xEf;Y3kd8K*z^qvmH+_%5G;ev~*k?DR=_5tqX1d^=p?*LyQ9 zt8J?C^J4{tRt>$u6lW?~OJ?L(!L_;z&3)`sAC{m{f52pc9XnUUj7lp}&(?P#EPLfE zY|gt^GC32htf=g+XlvoP(pnp5OXsWDr<@yyio#vh$wwnzwH*wnq-LikrzCBDdVo#F zi(e;=H!c^f50gvL--32$dQN>jxuOw;!Bzf}ZD?lErlLk^m~R`jv_uX(69Gl+hqPog ziWodrBKYE@WD}W#Oa?BNGa1!^L=&`q#{Frp21)4&8Z@w~>CDTK33eDb5a*9`?R4!N zhAWRj*uJ)Cs31LgKPhWsikcpqQq>irMnZbjftb_XP@Tuy(5KP@!)pgog{VZ>tfi$_ z#mzX4!rP&Z{0;|}66703pBj!x`qC|uVi&Mb04$F{3g3IfnWpA5n={=E5V+UWqxYOQV;4@#D;@uq0VL_uSlO`$%g^d303*Xj+8u`@`DH4aIC9$oMo0qCj>O$ z40uYYsklpNi8mGp7MEB4aLHbA9!`hquKLW7D57RbWqqkHr1SaMyF*vp^*_4N5rr+1 z(eUrkD&q@LEB#n+H6LmIkO5aJs)uM8MLe z{PFvVpIcsM56WA1iu}0JLor{!VDzLvtB(O4u@P!z2@HBTn^gx^gvm)TrLh4iT9SBq zIm5_U#A*F3gizL(Pmf&GMGK~)XmLArK~7dkxyqtoDv(n3+y6UleAtBM^@KDNe7C0JV`)C>09E`Mkpu%En+n_)Ax>>*-U|DHH zVQVucGz_6r{XP*SzDmWTdky~(_x3tCOjd^MR}$|yZcO(;t*bM+_m<`R_NU)cn4EKM zej@}=yxF#v3DGb^=L45s`DhNq5hZXXO3UMeSthMrtQ;#${=j#+mST<0Bf=4bGJkEO ztit0N6ARrBI;bG%R|vorkM_Fvh%*5*r<2n}V|fkV{M=bH@MgG?tJ^T&M0Y0+Q?V+dXdwTy2OY^sc=mWLK zSd#k7KA_KK-MlB^lb_}{!CXf_o4{!vzSStZUg-5U+#1vsY6buLRDEdHLU@dzIzG$= z1lQT3A|d;9K+1AvjcEtKXK7q6q%d35TdYCiqfJ=i#5LRd6?W`o|Kq$MC{=&Jl{-C( zARerDhJ>*od$c+L6qn%%>SAyxKF`yPi&ykj@5tS+slja;^v%mBW~?6z!RVacXI@@j0h`)q0qq4k zjWXt4R$xVMoA-FMbCB)T>6M$Et{-dV?f5=!7i%Gky^GV+i;LAa>Sjjswb7=0YNh&c zZG+v}G7v86>y(fK{@aw1J7tuoFp{}wl!lVH^o3$-+X0>69yn`_7@?#7#o1e@oo>*U zv^F-K!(dKm+9j~AhOYC60gb{d->d8A8q%A-ThDBc3@6<)xA990!o@Z_(zBLLOBbAL z^YIKSjUH{wf1vAOGKD2(9)iQVX!iYzh%Bc6Ala4=OU$a%KXNk_tVPTWJnxq!*Ievn z5^7o}#EZ@F&oULzz^bZN6w!6!7msxfCG8LkcSl-2z7Cgz+WcfpDSvBx+`<$FXH=q( z$Hq?$+C46b7nTu{(Xo_qDvU^k3+$A}sttedK23(=NTsk?^}TXqn0Mex!?DfRc^|Jg z>lXhy=nb2ep>%>=Y-kXAQp_52_t z<6MV2?6DzLm?lDvk4Nyp>x}8u;tZPff#>T1w@CS*K+I!vPmlPMaI*6K^tbp%_&}zs z@ZR>y%5p=1c=~-Q3+kaCqO_?ITc4?2cmA`Vn^c{tPWmG#+Ty$D@YXQNqD7Se&i9br z&tdv|2+pnRBXZ6!48Ruuv|c#wQ$3(#uf+KZ?T6MXrzktJsg=MciI|orow%G(`95Nz zpbf9jrA^nQ&gP`dX69rUJDok6oY9FDt;{wQGykx?psuZripW80#GuNIK-HD?cI*7q z34e~Lu9AjwqJJas4J9QD~C^SD3Qc$+_%l&y5lJt{Ia(wrzX2ZQHxuz1y~J z+qP|cdcWtKJNJw4&dm4cR7FLswJIWWRo2R^td&pxp2pt;zx1Oa4SEzsL83MUZs1E5 zhY(Rcl40^BM>Iai6eNH4aZ{P99GxH@;x-^azoD%9wP+K)aP1tG@9f=)!t%-j% z57|(bApLU9;K0AtnV2h?Y1UzfA=w5m*T~ILBoA3rik$g9{c^kw>4*^ewU;8-dx*sE z*F*k3j_UUubA*B%!ysuflF8{@^oTRLz}a(@5n8=9!sSY61$?*qF$6wXO(oxGC2Gf= zZaoA8()7Kyx)bO1YqpJOnwjyXRsQw80@K~cn2uuRSOez4xvc@0bwg+?=3igS5km#N zV`o*ieRAVq$gE-4w;0}C!363>`KHu56Bk9MZaW8BP|m1s#mWrt!6Ut^Hq?$=3@{80 zxOZe<{G=@IqWhikI9O&Lw%HeDE$#4Lrc}8s07IkiO1=li z!CkPOpE#%pD4Ib?2h%QFFHZcL`Q^%-yqU|rYkXL%>3YtB!Odv;L=$#L@8ikTL<3aZt8*@I&}h+x)_dXrZCc}>ogSz(j%P_)ZB%+`db2L9$?*;-5!CYcc2t2#F8 z*wo8>*J&xV{@rSQeoq}OEl*D^Eget(zq38aZ3FMSJsj49n=U<%`oRf5gwXr0j84~{P^aUZ$qEm z>Njnb7gv@}7hP2cfvQ;n&JSbYGS43vW?<3BN*akW1rc+DXS;Fst%jw z4DgCU!71hk>>NV95;eljq}F#e68?;}CkGPG5W@&?#eN*Yg|Bl52VF0C z1dPFx)sSHvhow(CSR7|pC){*AzqcDjz#?scl4&XMnLrb+M%|ITPB?%4r}7!Tb0`g8 zj&10wJ~!!QjjDr|pu;jrBaQ=FQ4WP#IDrrPA6?lkVN?A8rQ_R@hnpK1`=`=}v(wVD zizLYA3}NdlZoTHkE*35I4`28J8#19A=t@20+}sS_XN}3OJNFPk&xE`7mdW%?UOM;A zmt`=~E)VbfkG%9hm>n^VFpwxNnVe2@EpVa8LLe#Wi(Y)$&3Sx1c^P<%UBh|E2s;Jg zx8bw#5?Y7y#J8bKq7?ZDu3{{FM3wKhS}#>$@1^H&y=kEmh=-=8SGXcdo`z~!+6}xT z$x6(RnO40i@ji(kBhw;r{ac%pvP9;PXLVJ#NaATSkIV!RoU*jbD>HZJfTYWrM$NqD zA(Hf8#yOcAWACadT6#Eos9g};j$Pl+c+_qu(hRAKo@Hq}3Lyaj2~T?leUIhM1ZPLq zjXwP#6A_lda(e>&)8U=_K6aY?9q{DUl+{r4`lmY_rgdRBm;mguW4%V;pNA1$9WFp~ zs-&fg^FKqS#-+(4ucEmT7Wn-UTS_a0)2IDm#9*Wb*AyJ4D!rE81}X14#6$KF z=jKz`P{7Dne&ShhyVMt+J01-kJU7!Zn%=&{vc!X%7J6B>>7`w4p=P|O%rDcrDJwaL zLEkde-Q8hgT3D88hzqedS%17*i_i>b9ZkYfeXHfd>}adV8hcAvG345@lD7_bWBL9w zGcX^hPvU_YWshaB=C>0OLxI16b0y@2B~m*;8WQ%CN%Tb&JniEp4shYIunwgu_SY}q zc-ud)fWAby&v1Ud$ywBqL>oB6d=AFqC}g-lkrxSkv35g55mWXIWPmm}@K+`NGF9d;}fs#_7*!mv}B)(y-mk;jiWd zOI)6pNA}=3Wv~w|Yy@Yz4}o!z+LicPkdBo1xrz+~tNXAKr)Gd6p2>CsME5qF!R9qc zqIHN672+%61F_}#4JguWazvewI~PV<5p-AZ)+4ntXY1{P&=jsh-POA%>T&5cj70nTNUT1UWo zexo)yfE^tW-PPl!IVrTgs1&x;v{d|Cwt&+?&$2g2+M%03Z*di1uY?2G5?Qz>?qWkW z&+1I`pBt`*+V?idx>bjO7Y06t&%Gjo#oIeKMnNaHth$*vt`PbIb49YMTnC_=z;mXu zf7)MekGpFiWTjP8I=$^ErRA@?M3InAWUjDDS&`aM#(x_Lsp4wF6Q$0FtZ!GEk+m}{BzVq>*bn0Ov!dt z4Ik9iC6V|WE5y=}iKnlOA|0jeR;4Itv5G*ta=5lG~+KTl#|?TAmlM4bKmmR+p#zoOY#; z)M`Z)2FXs({!VH$!+_@5AW%krs7$dS_j5nAfWHodMqXchTv+KL{b^RSXwsXLb1XkX z;9iSj!u>1_IjVCM7*Sa*A}xMxBQc6-GuuX^8;Z-CB_^Ay#a5{bni(1jqI_SaV&KdJ zeD4Wnyy_vHzel2nuR~E`m`j{@q?F^L+12=Hy`paYMB)kRjJ&R*OL9iUF@Kh&QSYk6 z*Kemfi^3Yc?8rT9(HqPss0-BRDAcL+-o>I% z`GRIM`1oOQ`68z+mPS`q1sR}stwfvGooXYvQ^m&`{dUd zaH}L`XfNQ0#CxP@Wu5ywGu*wh)6&ezMj^^F4ObY0;16tX)R3^@`83|R5@s7b#Z%T; z@(0Y}->)!6786wS?fEaNzOb zLbLJ0S4eCoEVdlG07W9}UGIC#umjz@7+@vucCtpWNq-ED9atQkbd9UEYN7wjyi>f8 z5LH7)AcX7lv1x13d#rloZ0_(7HAz!93x^=*osg^JRg*;sTKxVU3f{Fo3;P3(Pj8$A z*8xh%u4t|XN}uN(NmV&Q=#GCVlQVSpb9~Sn$j8s2Y6kv77&_vem%Up6!SjVQtCz_C zlHdX*A@!3wK1W+paBCkW`sT@pA?R~+Dz?RjZovQZQx>#(i<&GLbW_h)?I8N#LG|?{ z5db+#r$$c|RE}xG-d(&2E2o|~6wFNSN8Qzl;v*eMv?m5_3v5UU*ZMQ+=# zX+DcUle;qfFV;f+QSJ1$+&D{%-5=50OBEc_`|;x)MJgM7YY!u6UTW2|r)fU1;3KNA zUhPN_swtr_qMHQzfkcL5FVwklZ}$;MDU@qWe8aW+?9!T(v)4ctZ3CEU6iy;)bEy;S ze2VN+n$;8GlYWwFqj%VgHQ>bjEp|>R8>xwZf?hBh+8KpZu)EzAQOl{}eo(RT47NeoO#j|uaT!$)FaD>$4}p~ih0 zMDl`=8ef4)ZYrt@_2A^*ZTB#63`(6}K*%<6eeJWNdz!k3z)%dH)+Fmn&a@j(xU{xW9v}{=W0719Z4?ICqbs z^ss~n>uGpsSP}b!LoBzS122o*+yFvGRepq>TpQN3qilsUKWX(02UzlwB$=}MRUOU$ zL5@BghK=F^2`9Ch9jQ^GcUK*v??tCZ^)vJ^t7$;GKMWneynI*x#Q-jU+@_&BZ(V zqnud~9QCct_cX=O1MJcVZ4x0aVyEGKwY?a!W>SX}{cMujX$YhG@|_%vHR9H0kLjn_ zSytb9DrM!w$#_J|bZQDgD*chRR7{T6`X}W>_9ZI+7vDRy8R*9Kac==2yw^XL7@P z{CTryO@C`}5n;mAN^-d0tj6Y9XzuhSkN%q3(9pc^TLx?u%4jl6a1qin_gau*?ku@s;GU8KEB@Pr9g$=k$Fx*;XFvE|t@zIimVpSO9?Jj}d}ZNB+N_9*I6 zEe*m&7SV7@d9ns~w@H#gxsDTGmAj*PdF7RCYMuK5H5IErHLXqMLZKo^$gl{~`5{92 zYUOE)r7>B6cQe&o3pJ8PpK_uw=3O=?8qcU$U- zU}2NEXvrpz`_|+W%SI29WEr1xbrNVxQh^bePN(^|vX3 z~%-WY2=IOhJ|Y4~7oxHb&gHc;m_i9;nh2gS8TMAywZ zeok|LW)EG7yvi237+mh;?jm4d(w+7l+yY-i$R+L2j+H*FuVoVJ;$4cmfH;DMSAgOO z8Uj6@i7xqcR&{?xi|&_WY}(LA3>f%0vTXGxm{M`wB6*zCaZZGTz7dLAG6O7Rm@xo4 zHR2<$!y&6F-ZJvTTx`s{7 zo2ONa@E?APKGmjFn>+M6zWm-}F$gPNG6Tt46PqohoyvHIJlS@IQ)x0Bd`V@y2Lgw0 z7PgD}N%*H{M6*GD`%!lEF-zS2P3>ijW7OVA`6u8R1!n18e0`#YH4S0vm_+$7NBSsQ zKi<>iW!d#EdR@`NMgD5%ZrVExV&@{k1m#V|@_kp*Xtg16pzVt|Svit( z`K`O9QJ}R7bT?^Pt)6P#NErHKApY`$Kx0Zi>+rPZEM<)8ge#Tfu?caBsgiOF-{Qp9};^&%6s&1;14pB~+5eoVm;LEWQxqr52+MG=A9>Xnq1}-qsBpV3V|rY6Teq zTrI_x4iGFd@)Ow~yTsQgw-=6LO$S&T$i^xc8EI>l4-t4thJN^Fa@@3yodaNdz3%#{ zdQmT2Y)Ws!aXg(PDP7Bb>QQ#dma)U%%TG{_aD+=lhcP6vg=Y>l$ElS7D{HuaAG3@m zcKb}myOs8sdNMY4i{Zb-At zRS5tknSzsGR9!k7z5pCh<{9(^B68}u3SE-VAzYF7-xa^2XXP1A$1>CwxK-c?$J-(# z(k~~jTxs@6!v|6Lp9$ zVwk3Dp-AC8iPVGvlZ(+^R@t!os9t`#F;N1LkW< zF2n-^@U$5GhrU@-(mDvRw|UE-jb17wF%5BI9#c{=)!aT8JIcA+hS^|+EP!;Unu(;M z3HZD|@!e!pMG>cUU+B&unT#aL{0}e9wVv38Ysg)&g?(G%R8IVMs8j2D(0NN+HRDgr z1w3^Xj5^d!`74BF{OOtrMZeXC%ED2MZTIW&)@v^V&fhOI;rmUtSZVfj^F}jm(-RsQ zmxHg)*vf`r0pS5CZE|*R=JWEt7SYfXu31%b#cCPzw@ltZ(Q{flz*hHh^CBCIBRc-QN7q>Hd1hzd25Qfbel#0kh$KBn-8OvHSZzo&y z#Xv-BZ140OAEOOElPE5pRU)?h6_f9Z6R;~ZvE}`|*(LS~4KZ>$sr$eP2&zV%ZNg6t zSjs;WXkkZt+{QP1(s71%TD+X9sY2GoU*Ysq6%PK09xdV>TT;D*%$(jB-9w~yi9m3Q z(&pCfV^#YnJ1^9Vj9rjLSebNU*B)xW7gRx@a@pdLUh-lc4|vX6MsBclGmesbss2FG z%6eB0SM=I$twHi6eNw&!qdrZ0UE9Yplfv-4`aCV~z`LAX?flwSBoRA3-GfJl@YI_) zN4JQMgKn_>VXXV}Be-ymi&`X(?(KBZ_|9@cGKhJj(L<&5xY&r)l}3|;>e1q_ibIus z`u2ek!fY?v@6${$9e+ZG#3*5VR2+2IVWrPyM*384UiuS6%&&`1Zu1?D3G~7RI#m*G2#P^Yilc2{&x*3hU($n^`^NbUw7>v(6_tyoZU_iuUwa_r0}< zNdY2cRl`qjd)=!ZRSOR z+5L23V@dWqOkavmOG~d}b)GVRddje#wlMg;!~b@7WX!@Do3LTxq>3ZA+b*e*J zotal8%P<~-GbmgGw)`D;P3v)9TA5^l{cvDkp*zc3U?T>G%Su8@?j_;K^;JPuoiOPL z{(2fFolkl0^3k-7VEnST$LO$x={&Kzy5ZA_pb-v@8vy@-w8JWY!gYHp{Rr%_d-@Y6 zOgH)qF={D%uPINR?D9Y{B|@gJVJ74Jl$${7dPgz(4xGAa{mF1-;0B}-r zan$t0mhlD`az$`$z`3?Jof=Y3zBa^nD)4@xCIxQ}Qg0~7pz+g4F1&4gN z&M{1g^CEZx&nO@Dr$!oQUtF*tJ&G(W=*}KMFg37IK%SS%(D;6dc_P<&VhO~O;fzmX z9ys|Tu)B&;$Jo8?Mq+;?^k7D^KQV$>s*DNON?FM;YYKz@0qu)Q>U zQ+XGv}`{oMC7Ni1VpHS&CD^k-4SE2Wb8B-J*7;$gpx8T3|SSN{^BqkTI857(p5) zizhDR87XykAETX;PNXEi-Ygxpf%2d)cM<^tL`r!CQ#--L>=Wv{7#+>M#|Wp^QD4$b zH8%PA#rgV@UAtP~(5$i{&b`XH0!W^-vRid$2iOJbbvKhMnJ|>zw6CuSA4WI_={3LnJKkro6mJCx$1@oKT%E7z)dRQ` z@G?RdAWoCp-pLOxKtni$s0WuF>|3^UanCly-1oQ#K6{3nJ3ul+K(-db2tuwfb3n0{ z5~3ZJBw$~Dwm=-^qPyZBYM0@gRcwCgwmjz?SwVHgxW;^^@X(l#Z0QBU#(?uc7#@Md zZtkpBdB6J6`0A@GB)5@zeF> z1e~uG&4>!Ty}J@Xw&FLuZ=5RkDLmb27Y&|D9u`b7Jp^(V9nVfhQL(ol25|4z*^{?Ab8H^1p*;P@?N;?XMokJPNp{~0y=H_58Pf1_r( zxc;@k|JFn+WNu<&Y;XL_(AWV_^Eh~%o9*w=`_Jb7JBI&7#s0qtxc^T>`X2%J@AvdA%?b$ExI$`D|Nj)g z{hPk{e*tj+HvDHB{I5Ioe*Dg946*XL;P|mlRO+yocmuJXSI)5rM z>G(M9vL842SM36pV6cJvK5eJfrS@&U7?ac4wkJcwfc|tj8SiH2*}(lY(W6shG0hoS zo!~5oW%B@8Z3YQ(1$ma$VDs7WQGBv2+W*uM85~11tTBt5sZ|{?@v5=iDKp6HR5N-n zrCUH7#JnFcK=P__+wlbef}RCM#`NvM54Z<-07VB)1yu)K0c8hm0Sev`1B1q)bLf5p zD(-O)Pz!Jj7y|wJX~sS6q<7!V^0;P8(XF~Vh5|~P6s51KO9cbw{CJ=sgZaE*w!xO| z(XiICv#L)!sPuC>(Zx&zyTi+Ln%AW(h0z_Odf*%*UAC%5|HqD&qDE%!a7?u$4s5Zq zj5tw7bj3EDNeR>r5dek&%*q2`_T7oJUJcfB{va_iDG_PW3kl&t8ssJmCM-Vj#7<6I z@v#}`4EHL-E8}CP9f+=DX?r`+FuAibAQ;{P3&NFJSr?&p``)Q}C-x}vz}tu|hlFyD zm)-LA0N{DfrD%4M4o$_6=uus0%!zd;yK!aAkiFD*1JSM?-U+px<6!X3^|#@nS~QyX zA()FSNzBimC~~8^XRv>WJ<$8pUtLqgQ2UUUsUCX;&K*bsO(22_CKDUxCGf z=P(VVX*(~_FG%C2?w5N(fo7-yUt63RIZHG7c)J^i1e2|a)A`cO4kZ(XIK`5S(u>F3 z5Mb7AF+y1}r@LqFH&}!F7*`!uwyzWUX$N^QtpVPqe!WE*T|ac7P5J=rqw@ltH?5?P z7vx!uN&B6f>|LxllYAHqk=7nv>ulZ7R#7*b-C@I{%1(&RncF~{>b_6&hF0peiTXtI z7S_O}eYusbWFHi=93SGj$9AxDxQYz3aEkfvLl67=*D{$A6^ynQ`^Ms3#jaN4kYhs^ zom7Vp1^)6t7+?6%@OWa{=QDvM;@1))0FE1u2mV*6t?l1X+aMq*j84R?p4?B%571TI z6WqL$Ue@5Iy(+@0Ni(2+#!V^}AHU6*Y(m_bIJgrrAPYfJo@_$iTtcuJ4~@4O$4$&t zkX8_b5v}4nHP{%M#npYq5CaI=V6m;AN^}V>SR6zi$Cw{B_fQM!=;*2H?5S?(f+5bP zCdMWv`};|(yD7;mEKdf2Y8*~EE$Ty4tS zjP~JtxJbA8s)`FHWQ~eMUtzvI9ext!!D4ouZ;wg2KLTSi@ao3lUY)Bf-jGNBUXl3=ZtZB%L^LE!PzBfJ? z6g7sS%6$3U47TTu&a3|(e8aPcG^847gX81)UU#zREn{$#OvZXda08Fxre=Aw1b*=Y}VtGJUHZ)3O$aMPW7 z)BoIm8N5rLYD(#{>3n<7e^I}SIKs{JarqnrnM0$}tv2+V0Q>^6gMvh5qCM8OHSQ6G z@@8^hGi!~@nK8&q6iJVCM!#USXNF`{z&yZMKyN_DrsuGB94X#9{xgG=M;qx)H%r5$ z#%8e729->`UT=FPP!&{NZM<_5G=+*zh0$VmkUJ}U5fM$pQFm;(=Qo%anT&D8_{b7X zKgsxup;OOu>Kp$=iwL1fqS5JEcCy>v9Uc&mz@=JgHhPLLC%&S_?sOcQ?Ji)KjG^+X z9@ksRFxDBvNcL(te>0|)3QlP^H29vU@1O0TA?ha@$RFE}8=)OzrD;;@^m$o1$g29; zX7B~Mg@R5gQ+cd=V>LiaIaHz5F>7u7ETN{}c-udkPRXnN@*uHMx>H6{q0v5SweUyT zxeQR1xST>`p~JoVw4sbz)uUXca#BmX?)Cljt*lG^qieCf!{jrq!m@W!sj8*nFw4@k ze4~!V!1`dd&hqM8mDtcclUi)4RIHTLRc*T*ZiQR?sP*oC)jumZJF3*J*|h3-dkuU* zTlBHySal3LAyJf6j5@KNGcDvz>0Gb2>AQi+vf-+}c^=GSh1p~>oC}sdm3~QoWxd+M zYGt>+%bbvH9AB^f6>*XDX5wcuG)_H!Wy8F2TF-277FCgDtyz7s+PKw}aG}^pyY{F4 zqvK-B>dSEGH#R*d>80aFNu8YfyWvu-c7hAYg~Z0g&ZX~0LED5rS6m1W8|h` z`;b-41kMt-zQ^uk{uTM=oz;|VlK+8{B;%M@5>C=g(n}I{(o+R=`DQIcL68t8IWZY>jrR52b~p+A$5;yP3~*`uhEMMtd~a{% z+rq=sQjromx3kCz9{i{c1=p&JIzv*(2+BJNU&jUa%S4Fic#sH#T^C=@zeul~%~_RV%Hk?cxAp@;S6qo%NCgQ^gE58EZ7e1<7aU@alQDEsU!=uM<9}krfZn%oXk)6(`^9xZGL9w9psq%q3j66hQ`nLeeJoz2A!+M?9Eznr# z^i;Tc4LhaDz#;P2{hWc08D#0x6AbL*Lj{ESuhOys(rIL^qa!55-91&b^?4=Dwfig6 z{9W?YYwxo-N!!eOw?8+rTRZh@K%~h^4 zR4&sC+jPU*d&Iot&eP?(i|ea#Go=I9q_b@ArU8WsBV@L)?m_jjn|bauF#L9nNx|-m=q=E8<30!%wq&X+}NcXXSgYXVMYB-8PvKZ={=zW(| z2hO^0JvW0{$JcPc!7+opGX59cNu@xDw(`r_@A7a*U%Us*N9Q}R;%CIhe8qRQTw-bq zm8T*@GYef25*PlP?xg#sJ4+IGnQ=7L{^ZPehX}Prg}nWxJ8OdGAV2r=dtJZj&XooF zQe*Phmf5^mE*UZ@e-t6pp*51=H;F#{3N3BSHF#w#NFq5LWFr^0=TRHgsu>sKRehXQaUIR0n4RKb7rnj-Xt+C!hNEAbzv_u`;BUGU z?l0ZhXQ6r>6AyVmWsCwBp)6k(Z?{^Xd{?+K%H`@SG8x@Eid$$Glcc)};Rlb6bd)6m zICpIa$&XlI8p%a6dzS6g4~dsfR2avu%}_zVfIFh?UY$p?ZQoH4iyblV3Zp5JbW-2lt4er+YSN*0+LD zv#FRZ-@t*i;fzBfEKD8qR<{ahO#U9(5WNR{0jq6;?yJ(*llNYFJDUqAEuu<-aO};J zG->p!!l;XER#9Q4cP9KxcxJ_SpxYro-m6 zliR)Y?fImX2ahzHw6^bR*RRp-uiV*@oKl6jH0Yk85mr++kkgoSN6BCqzRi=P`TRN` zU(fN3EpwpFv9_XNht*Ut7Z>u6+&Mql|8Kcd$4(yzP2*f2$nH`I3sM@*G{n$Etf)J5I^`Jy0R1}MR5Vra;KS{((3uxyNw*0`~WDTpYYDEBt?85(_gtW z?q6~z`4*^0cgcKLPXXr(8yC?%iOiyZZ;ZW;^o3{`NR6JzvJ(!;k~PPb=kk-lJlHi# zyQ;_j{tcs>*EMxc3zuht?j7_>j}=Nhqxk`Sb7(JOfT0(JN4nQQp#_+&9rMk<*C8;+N!T~Ht#DqQ_z9JgjhV3sqC&DW9>OS#d2#=SmW?W{bxUZ;@CgVeNfUt!!e;|sD2Ytxm~KM$ z;nT~NL=jjrLF&+%LL;cf$pQ$-X7(Gf2$&7>s15Q+70Y_N1cv>hjlbbe`)V_#JZ9SG+=awSwaEvSNy40b>Ku-*K;nrGNG+ z066m(x%M*FQM`*MT0vi0dv)k|Pn}_+drNX1REP1yVvQA1HX*F#lDFoA+~a%<>Un2H z27`%%0w|vsLRZbbrKOdvA9hA9m4(=_5f` z%6#XQlT^Rcf*7QZ!@>$RyJ~ViTZ1C$<>5{g1yt`;?luM&riBkCecuqiLpV1J{}UhQ z2Bd>wdQ(i|2v*3wv`H9|ILkw9epSr$&#L-hq-#@BHz3+R9dDMM6(pvU4Lvqd+YfCN z>+eL9V^TZ7Vq%d|ir*3R^I)~(uY?@__C=Q)SDfbGa_3`}%N?`ezvWJb5>AMqO=WTW ztXAUoo}*^L3E1-23zWGPBa)7`&`$g}fX%LXX_!#CYkij~kmC@Es_);FW1YT`JQnyr zg8ToLJ5Qz0SbY(!svO!5u)iNjD0>&UNYQUO?Rbx3Y%A5Q!0r@QJ2dN6>}w9q z1??#A+i4qd59onWlZWMu0`~Gvm1fpeQ^W@)TIv>d8Z7mKMTG^0d7b%4lLCecPL5Cr zG_3Vc65n!X?SGd$VUNQU#xtoFCuY2$bIVxaIXcS1@pBZ&j<@sAi|jeg6Wq7Hj-qkrX2iO4l<+1%o9 zxid4Wm`EjV827~bTkbTgSu{+Dyg1UY(+FC%M5bjLF8cry5CnQJ+lQGgEG-qOF~2K+ z25b(o{)o>QK~>WyG*-tL22w~bt52x0U2k5nOHX)s3Q+-jzwkcas+4O=(MACNtsc@G zA89ZQrjUsi_JQfwR0up2Oj??^mnYAyawMc8q9l5>lLiqL`uoi>dS#dbQ4sK}wRG}{%5_y!4G z(UI&5p5@!^bl@w5+S9j@7zIUPAQ9;c!QIuG%?r=L9%{~<)PHNyauVSpife8bN>oB1 z?pbUy{syGo)<1Y{N#?1@%U5!Q3 zh^$4h+;$9ELTcWaFFafS&VdC!EVW%TiboxQP~y0fWXX_LW5Z2^Sz)a^rsLR&$SRhi zpxbRW@0bVj9NnkB^crou2KQ#Odtss34!*|dLOrUTs0N|lhr;f7lBqBjT<-ojV_Cj9 z;q!nNNXXkm+TYQkz`YL1Zog)z5_yrf+ibVHyc}9e^BOMztaM1Hi#gVY{KxIg`RjH{ z{LAgc*H0f_0*2`#CR6}IgGjui7L{QYtHY-);nPM`j#UEA7y0XUs{D03f3#eH5&-`e zVa}Cy%PqJiyZq~RLfMT;FB1CI5~BB=CqP6EkZh-ZDf zo$~*3J3HVi$es-Kw-AXn)rdwWr(|gRE9&rInx>xz>m{1uSZR8wn|~^FRiuN5A-<_0 zYu~eLB9G{b(?o+|_WtH_CFv*63pnt$`!w5st|u7qVj)c9O;x~xX$&;JwT!;H zI4JrRcYhFHj(q7TEZUQ5us$d%B)*Dxi)72HND|x+8XrXEiVkz2G$9@&2bl=MPHJyE z%OP@;IU-zhu$bRF8;YGG9MQ7>KJTf8nF!Kykt(K-I-pu~NUWrR#Np@Fhw^$jXhdj| zsi~wUI{hyGjED`1(R81W)n8P1E8z~FID6F+|ED}79P51WnM}NnM29@!JFU!bV1^Lp z+8(9=Nh%pK{@~vzM_AHBA{n_at^2dhp6oe${{?rVcXF@mq9fwqz=XlOkg;$Q=%yk7 z5D6im{)Ic0oN;9`*d>eLIYc>Q{sVUkkrXvb%ZrGLh`N`!f#@D}sUPdH;Z8=+b+!(QPHbsT)tqIYkJXS28Y*1Ze-a(L{Ri%p{gb=dB)WO*viuEqzC~H` zXz2tIP*O5;!cGJ0Tn`oh|dPQxbpS&T4w8aEx&QrN40JF#|`E zjDXFg0Y{p&URi+vZkzrD6au@}Z>?11P{VJy)9~`}Ve}Up$P(OrWpKgvB~Eq5yojAL zDdri6-O<0{&J|N(lWG8X0me8eQcKA6Yyg>Mr}MzfZPaaj5epQpkD70|b6tXhum_II zUyvmT-lvm<5PMd>fOqS#X^DM$N*xuTCiNCk*v?9YD)w5;DdijPWal{kED&X2LwD^J z_=Y>@KRXZPxP=gHH&cuZN1C#ymv1Z9USV-uI`}iP!BN08Eu*U-o zW#*9yKAa3Ic8~F*MUBGXekSJAdrF?|3{F+9Y8Y7S91Q z!cGj?y27Tl04ngk3n+&LM?Xd;#lREk9g~7ekzfmB;pe+Hb17YZcqCL<0dbt0a(H5t zYG2aR7Z>>xNXE&2=MBNnrz6sg#;OB>iz%+imnT4GO13DK*Qb$LB#J#%lVQWE6t4`r zn_gCO%L4a;?O;iQjaEq##h%h-^FD7^vVD4Txx2SHx3aOYIJ3HaiiN~S#AKPK)N=Gr zm1rb3$x4z($sFGbPOENL&W|tcB`TrRA~Xd`l@KISc1yEAVT8y8XqXWe0gsSc)P_mc zvJ6ce!=oo=p-=jTJN@t0P*5D?=GC8)i*CUF4R_LR6dFQo44a5|bI}-x0)`2}`~!FH zapBX#!hFM>yZ^wQ{3vxQ^WSji{F1jtr}N>5B)4u~OkgYB`af_d`jA`{Y% z=@Gun?b2J3i8%@LFcp;n$KTC7v5eZVgn_3NU&CpFsne5+d2p<$cvft8IM3Y7~)je z)=R9|=Xi1l+hK#&>AG>$u|eq<&aa6g^GnG|%){AS#Ar<^cqHRr-y98JPm;R4~hpV@PB1%nlJZ08x;9hbUiN7LSJ53u! zb13t%B?6cbYZit!c-oHwkt>{LIl-9KL;TX5MA_QvN<>$ci*t<#m z4gCazJi>hBl|p#wjT1O_NU(bvD9aL7{h|Z^Eq7X)bbQO5`K_VZ&r7708-6Cm3jY^j z_Z%ik*DVUZ%kFYjciA?(Y}>YN+v>7y+vu{@W!tu0ll8vm%y(w)+_`^5=H4rqE1!6t z%!t^(wFrTjJ6+a|*aU>R(_)0}%4e!)i;Vcj3J$8)=X_-v(JK8$>=32#Ch!6(okjiz zm#Zw4Se;G4L{}rOt)rvmCtFThqc^)WmCfZBrAukE<=8dv{zjpRU(EFfn^S2h36-1%xEuNP@&m4U+R>7(YdLWv$p#NzML3U^c_qn6kQ_J=Q7$(;Ed{;@q_L2 z09j>3F27a@@2Y%d)HR`hwtFj^B@s!oewl>^vxo=hO+Z0yObk^NJ3b7UmD|Ym2Vu$b zKF_hp-P!R)-jwcTNdOJ@2|JeicY@<#8b_l5{$t$>LC{;m(OuKu`HXlFtba2M6@^dP zZ#<&hE&K&shEj%gcad*Nm=V{~pPF9qXsf$d&i(SI)&RPF^yKNnZ>4vrrx)tF4;T z^IpNw#=ADDA5U-%9p0p-=^DgNDBRABhJp}_srB=A6i?;dd28Gr?-q;dU>Ji~Xpv*3 zYS-T!(tM3fJg#i9F$%m?_V;KR)6Y10WQAU(*sNFJEyaEM5`uwgp|Yct6jSnHO01rR z#+ge|RXKfOd3S~f{>nhp&@u60sWRDnV&~y7k);hmp$c~LpXbP-eV2 z_f18>upoIL?ei$YDQKt`P{ea7&d4&(ZYjB@d}m=uzhV3sd9GE91&ccV-e`jHCzmK2 z#dvpjRDc}lJ-RjS#$SJJgo5B!AHhp@h*S_U_j{qftf{H2u9K;jmlLzO?5BuzgsGFG zBZi$QnqKM@KNtbS>@;FcceWH^DH47Pjpln`q~PhA`o+G8eWIqDv zOKkWE{av&V4io`7n>^#A57plf(B?;_&*UX>mER8(tWfbMO2qz#+(}1CAH5vWPyGy> zFz!40(Ui@W^OQYGBJL;ksSB3a8t3R@44FYFXg*UFr`weDAi8seG|}QryT8rBAF?4_ zZ%TmeVS|=V5G0mlxiv!<*PXN_o3T4zf+k3ex=-j%PxTXyW1us%Lma6m*#s>D%~}aa zeX}BiM|E$Ck_$#lrCdgzR76J)-8B;!#GtE|<$uyXdq`L!hI)nHiwaNScUYKV!Pu-HeW< zQTXkl4W^E%elorg(qeHas{}5b9GmMnq#k`?o(DU>VGjYAC(1vVr&LYI_#KNn6>3t5 zkB=Mx^F-GB7xPr9{14_y2EaTWj$zq%PIZodwAl^{ut0VM+j0Xi&*iGEfY*O9Pjf*Z zD_%!I0Ol$9m{{E0`8IK}#FWZARPhleWjI4@Nmb{4JRSC`hEvA~&R+)CLkR5h7iDTi4k%x7^&# zw*#b&N&ncl`sjCgboM9{Cnkp#^{Ov{g2DR9!pTPN5#Rp4s6=06nw5wrO%LJ`mCdo` zG1ajE!17G7i;hh0yvYRXy5Nv-Uw1(RjP9m7a@tgjJo>UcJx#@V%E0s$Z z!k`J-;FV1VQ6e^qc|Q_Wtm_KUY0An}jD$_Vu=pL{bNA9|zbsE7dzK|_wJ8z-wjF!2 zoZ&wke>Qg0=0zZ?-I&#t;~hT~l~#`jO^i$^s`1dEu03dg&1kL5&ETzT5~)F>Gl3}m z7lN#HFn`3O04z_mE$KU;V{FOZF1Hj(LHPI`8yu1hJZ7_fF`;WAyN;;h4!i7AF)(}U-4ym4kb*9i_f=C18L_*ab!Pbay%AXW28A$A;$HE zCCVMaM~B|Wtj3H0EYEy^~hv82c~yi4KF8A_46@10&fGEo^n)0{I~Z%SQte=iMWOhymRF$>f+s*Rs%^~pHn zCLZmGgAyx!fI-X_|N8^Na@PMJ%Tv^vPX`U-oks4hw1A)a%ktcG9`XlRo|srlwV_Nx za_C(DSe~wZ`~GK)N2fDaxyOjhWxz^&vJ$S%w<1~d&WXQ}xqqd;J=-a2jOGc_wdPe+ zDQlloH~{&yu945t&-L;U5U?=O|2XVk<#a?z$`Jn1nbInFOBxp*uiLeuv4e`c`#&wu zQbB;_xuX%!5Wo7E=W0ZfVXJ9>+ipJqeHzN#NzTUHva-4J86qcqy}8Nuaa3OTWqCTp zJmUsDeF~SJ@mHMq6f3H`fIH%CWyNP^MwIEbL6R5j<84T^m5pkw@RxC6b81-`>DqZ7 zQri%`wVf!Cqyoxmo)pL=y*-?oWPgyLUbx|`oBi@R*;6{CvX1+WTI&ssR5`MMjDIN4*s(#WqFvJDefy6{y^`*jyirHR!Vj~12pqtb1Z2`VsXSA0`CCWUEc1EW{&{M8=ft|Ll8Hc0)TqK4tr!+CJ}8JAy({?jO|jC@Y)B z;4=X++n!3W-<~nH)qa1Bo4%sF8>P%d5EYbg8bxXHee$zub74lD;O72(nmb-;8x)_D z&Xo-sXE1!TY(j`^i}+Kv*e$M#+}=AH4#|QJ%;OJnC3hbXk!;r^1@6M)C;g1+Nq@|f zhaS#PBMsm>!X&(ys0?6Q8Wcr?Q2N*8ZxFz^FgAZ|U==~}nL1QAZ}KTpDWxI`5w%cp zW7|Nfl=cRcfmADuR8s1UZRORi{2^~yX|{DkoSw_uA4la?RtDGi`{ZE)A{9tq#6{=A zQew9C&)}SDHEK*O4?@X^=&jBL)EZ?Q#T1&J;NA?GDL(XgF*+)Tj(CtitBjb@g|rq> z68qE8NW3OO;y6snkCy@pD&)@otg_{AN>*V#a9DRS`bPRNDK;}U_D%~fI?CX1Ti9wk zx;Mc5+DN7@5O%d=k7Q%>%jcOLMjmIPQMoyRm32Q?FQ7=p+t@SkZ2#MrH5$UyYD^WGmx9tB$wcIWQp@>g;^)!mE-gVQ{DCsLyK6 zeNb#Rv&OACFB(Ykxf&%U=Pj3>x!>}0{y^DizE5WA7w&I-B4Q#noCUX+I=U^rnwv8KbXB<=%l5R#kB4sbE&BPwkrXUOcYuP;qC zl?-}}XDo*gcb1hJ5SElR%dk=o4s;i)&SvOpoVP5RCxBo-C#dfwa3mXpRkHz6e&|H0L1uuKISO9UBAlZ5{c>rH%i8rmswMBlC^@AxP= zBqGXFpZzzXra9>cz2l=-yKg7Cz_oqC=TB}mb@t>Vr18eExZzfbB>iuQ9LCboVpE_o zIRhLK6a1m>RE%iHCO5b}Kcn;DeBuOcmJVy>_lnpusdH_--%v5W8;&HOQJ;lW!Grum zd8RTpt8D*&Q=TQAmfwnA`}SyPW<1bTq!v}rw3`p=2HxSTHJ@cET3()8+g_M)jx8IPG;v=8q7ji5G3BEfz(Wq(SjRxUB2cqA2 zyxYYbn$U^qfLLr^GXlndp_vQfu%2!JfS`y?edQ%g=Yy5Jn2w7#*V69LQg|e}0Wr<> z)2!y*zYEVSdALRtMv8Uh0yaD8^pVIp24D`(5(350FrfkAJOO!r~5nTS3BRo=mPV%qiYX`MlE`+pvc9s3(af;P-4NZJ{3`C?Pt#0hOBH!<1 zXLG%(z1YA@ds@rqa+ECmrCypG>tHJ>EG%r2pul>lzPWpVak@6Yv9Pj1F(Y7guUv*L zf@GUk3#P-QN+B{MDUC^3J9fL`X16&;U^!*;gz$27d>9f8T{*HMiId68znfEtZ9xs= zunFt$s+X%a1&d|5Hn5-=2Ny``7q;@1+VYlg3;7~BwNqcPIYTy&OW@WM7ph8 zK9?hbUcwhY=OZR~Jm`6KZV&Yb-YtQuIW4^`8QUr?vHLQi7#WH$;`%CwUJ8nH=C2XN z@mXa!TN2 ze*|)FEz33q4p&eaMU>a$J~33t7JyrOr>hW&oHtH*&lIEFRMzX!JX22Ir=d)&i(KQJd2Zwn=6 zSb

    7l<(n?|~y)mV9Vtr?!(1`3* zx+CMDRc4*XGOy_ZG7U@G1gs#Fai!`9k@RE%=F|%^sX!{YQSQc0482HM-17~~Pf3Ew z5qkeB#h*J3i5(tJ(~k!9`tt`#LXDfCY@P#jSA7uP$Iz*GxJfE;yi(CXR%8$I?J6`V}J2U!V3AlEK1aWfzP)nIMB3lg7mQS-ydr>jLwwDakP)%@xh z*pBrV`2{$s9jj`)?@vkXr@|J@jNW%Yla|Cfz9&nQ-2#T3!K2BpLJeuI#<5Ze?^6RO zADRhnb$H{I{c(ln3^(7Oq@nh5w5O_p3ph%VqF*BC`U>mJb@c_D^b+MD`(=RbNx`ZQ z+B==P3YG+z!^}z^;gI}cZ-pa`iJgFf-wLafDqqfpR5mrpUW6oA2^gGau zP|9UN#~)SwrN0p2Yq27Kz)KH67yh8AhJ~kHZ7pE}ng`jBOQ;YHE6w$>xsapILaAwBP)B-CT8^ZQ*$CQ?VVGobB&CA7Lx~vB&#JhUDDp|<+hd%h(a z2>>8xMq0fr=lFFul27WaEaw#`+yJ|k>@m||mug;0Q_t5qh%?PtE9{ooIT%dg=Bt>( z5AnC4SCicyACs7(Ghn$p`{yGv<_$IGGn>~b$DAu01wKD{kqR%ZTiyOg+(1#eRKd~t z4J`~o7?kE(?$d8jSl-n-rSEqf&5P#^+Gx3=bKmT$z!s(GNk>e9;{nn?uq#rV)?x@;AY_ zBIJ%p(cXz^ZVnFjsCzsAb*SKdC=Si=XIkju{w?78Z?i3trn#?$uZ8gq->Nu1 z1kK@Jtiu)Xfp-*k;^LuJ2b{BO^3fd8Lw=_HTt2EF4f7oqfS83pXo(3H&@?wNCk&qU zj&Z5pW>GgiI#U&cs2}L2)AoG3xF5$O$0sL-!j6S%B@eP&rynBZ5S0a1X)H7)G_L_F z^&9zBL3FX4Xp`1ONi61+AyKBV)3X%VKm?l+9+Y6|h|rkDrK#XtcAIbSsre(7(M%fx zlP_>qp{psAXZ|7ixws3>gNEClj@NK75d^J1b4$TD$1uXtMRef8$b^K7sol#UxJjUTsAk8EHJKv0N^;) zsRN#f66(A=Ke%&WR$nhSyB@Lr-hLzpMu$#{s7PC*iJuf53?`X-9sXUc(y}?Ca^Beg zSV=$apBU5d;&{WHdmi~gCU_$OeJk{L3%;F8!N()Y)#Ew4S))ROdvhv_2;W0nTXH9R zl_%9lNJq@HJWpuS4~y$xj#KaQrkeULpyYw(arzdIZ!%yHvh)Jp0f1iTwLZXOiPd=% zLG6g5_(biEhRAe!M_oAHd-JG>1Y%2a1MX~FvJ_hiQ<8itS~MSFdg*(jR`rZTGthYs;6H#;A%Pxbe9(|ezR z#KnUFAJ-c82~CbC9-bv1q+1?H>x_;#e+a2dT#d~kbpW~$4)&(-|>WajX(5#%;>+iEe_h%vRQcPO`GguzaM z;e1hwzBq!e4PbG`8|$|YXDmt|n-n>+mx(l!>nmX~4*;DOh4!g~9(foy55Sx?J)z2^ zSX|5Vgf!c>)P5)t#?}Psox%NMan^iUoWaNdi*p-J9|T}=qU81gEYA8Y$tAKi)nrt} z+{KRBjg9s7jn3JQ=H~i(^vC({Xi?!(5IEbCI(gOs#|{kvJ8moZsLGv=F}heQpmQsc z(@$7Yw&UqD=-(-IF1DAw&3gu?;T(C^L)Eh@6_1=O?Ccz_8#$(S7CrJ>%OURj$yZqQ zDx1Q!=C&ag^o0pw3j7YJV!+a7dC{h1Kx`4;{zAv!-}5n!E_Ar^Sgl==}v0!=LFH|;(UH< z@Ja}G>aEk#*;!A%$0H6WfZ(1EFqy>Ra!1pv29!PDx(Z)efxbq@`CT+AC5b$5LE_U# zd-55iso>9B4tLOT&iu3TJKO;kLQ}5K-KK1+dN&e~1$z4i<>6gUmCm)+L z3^hp_edM266B)Tj#o_XBfrwbSNKZk473=^p=@Fy#+ZHIz_pQ52A%PFO7LdQ8j)#T^%qK)|*pETPTg7ACx#03TvW@Vg z`=k`BT#nfPaya9+T77AGN-{mhLBSqz$AjZ_!aBo7v@cQDOFF|HS)G8_OHl>&{G5rs zhZt4VxH?P0td!Q3nB1Gq!J3c(WquKOLpBGj2^bn*XbsKpEru0m{xi*;bj6g;SK}*) zRmYGcUbpoLo05I#*dH?YkKO+}mA^9gTM%L+22Jl-jtnj$R9kcH1l><~kGD97f0}eH zY;OIvOve#hEh^~oxp&ckg7L2Gs#lSn0Q@IhuD)k|Vp$LN(Bt6<7hTa5ocXv;4=p&h z^FlF(e2#!bIw|lWFcU$Helor(5WBqtIGo`BIGp(ahqIYxt&MONX^w!%a=7d{o`fq! z#x2zrL+{kDsm1N*62RfSV!{snayVUREa_S6nO4bW5gn*Wa|Lj`-d`^*I*nb&%Eye2 z50W&rwZ0rqkoNWy3l>2~fWwK2;M$Un{bA$VeH6)Ud=R=Lou7}^&ACKaRfZOJAU#y6 z0dP3`g}uN&ee0{I5YF8kBi=UubvS9cM~M9|IJro`8Q=fL1BUhq=p3RxTt|QEL%-)| z<2&dWgtNWxcKzu7pesJYaE%1gPvR(A)Hx|mz9YlvFr1({mSb9HaOZ1=&21R?*Wt7Q zIGorX;#~$jTh(MQ{zA3rOlck6I=2YhX%Ud<-m)4iBf!;qpzZiDYdy|&nM}42;PVD` z56qHvXeHa<*SxRpzORMH9AQ{Xa2!uqFvVcxt-RR}e}J`eHWwAfn=7s1YB}U5+N%x%GM^O zpsXL0WYJ-d()j<)aPGm9#C}*h#!|=DJq7?kY$d^7ntvEhiWS8Q0K>`3Y7T%$QN3%t0|KJsL;`->B}lTu+~xn^OK0?|Kzu z`w&(4u#ME5Ii?a(NW_RKtQg#Oju4ki#_4VhFAVzD*OR0;jQp3D5V1+2!=v1wlnpOR0CR&gO0z#CF2GtERu7hWo9Sok_hNd9Yk66;?jG=1t49AXAA_}7FNyNLVh zzw#*EQhE1->J$r=mTQ&$hCI126i$6{NR4F4lIojV)(cOZBw=&#NOw6ia-Lot$T3a+O2u z16fwX5fp(6DHn~^ooITbY$`Z$mBIpS!ig=+_e%AY4m*_eCOQ#45h*?&eyUn%lV?ty zXTA&QhiKdf@JJGQ^r6C%Zz~x2+SJ^$DeB&CO?l$u;R|hg56{W>y!8z{el&goTGNQt zgZ=FR#E(d$C^bm86O(n>4MmVW`d+BA*j|Rs-ftXsQK6c!<@<|!Ldv0T4=Z9RF4m+1{y@3I8|4i3h)gXF~g+jDaX`XY2(-KHiDgB2STVUT9;Cgxxt~=w*3^ z6#GtV{yeZ;`>Y@C1Scaxl-)>+ie1>)zKCy>yABa(Rfvr{&9_$UsH(Lb!Z!T)Tep)T z@l>2f+!rBch~lgXX^h$72#cnOfLUVPoo4)8l=SbhY(%Q?@K96&ffM74@ngL~C;^0> z_XR%v(@TSHn%vms`1i@7dkwXXx9#YH)A49aa+Q){7%)^p;X${eaK0~wQ~wEBU10ZM zoPTII0oQn@`RK^TCoeuWy}s}9VguV52rju1AWv)4H0xOu@`uH__-~B{Di}6C=z-Ez zUf>+ou4?V4N+!&8^=HHP+8#DAbbEGXXx_j&ggyu$?zRX(h0wKRw2<{t6^aw9b6C)o zWd%p1VvCL1Z_y-E2GH>kNo5A>H4r*pYqlr%`cMaZ^VY?2cQ017ay}0|GCVDvg$eVK`VsNH1W`o8-$FI@~6SeL0-?a50_fdKL$&Y4tsIWTB$)=!7i{ln7x2@HPN% zojzFl){qY&3+FcwVViMHIeSN4zPX&oE9$9hN*u0%bOr?b&|l2MiwNHZ+$Y zI*1GS#E@Y{$WntU5d|L!=fKJJyA%3Ye*c03viy91@N=#4TKs#<+CyEi2=6Ff{T^+v z1u>!?fu5y#-f$tP7we+lM&oc{v1ll*uqAEPZ``P{ z)OYmC$mGfjWXcXDcw8zK-~vV*6sI+5_7#KZ$1Q|0>9%AT`a8SxsuCP9;{23ra2k|l zp9rFUzuMD%SX2mD(39el5JZ;{GHH_$ejJCv&cR>q==@FGy0ZViuj{aAYEP0wUVLD0 zV2{iv28<#GltS#AdCF&QP3h|Lgga2fyYhRR3}-EN;U%2W_oV^8M#k~PP_;mbk(Oxa zr>zt+YE+GE8Ue1WZzB0DZ>_S+m3q9rddS& z^#E3zm1et4AnpbVxig<9&hWuHv=m#fn5)KjVM+7&7#`xrA6)X`Z{#BEo*&5)gtb=8 z+@HS~L|93nHgigx44kXk7eGajN8$BnnrU7)aa^9uPh5n|DGX(8$y5wKzg4210N=Nr zU^GZKy0o-UoUrfFbIZLv*wZ%#?$-%Xf!)q*ybmC7nJk;W3(vl{ERm+yfgiNG54GAH zC)77&3%@Vbd&VhF)gPFbBAIBtm8)H$P5A$+zWN5cJso|6y99@8w_w(DwP~0AXZ*A;PJ;7)AIUzFSI%2c+LEf_AY+mH_s<+fTNgcI;}a&+jdL$#LUG2q{P@ z7^ONYJ;QCBTk1JEvYP%v?)PgYz)j91RWt=^j&sSp5 zHs4HPVy((p^hL)Ip&xhHqnVo4z~jQ&Zc#lWck<-7+Q>fL9vloKL5?;Sj~n1~ldXkg zx1W8K>)$_>kDKPT&=jf`9YQu=JvlTdJJ{(u%w*Rq%eUZ)l;*1})0g+2k zzy~qDca2Niw81^jePWn@(VRdFB}9>}0b7`Gh#NE1dGaUjiFO6VY&Kc$*y3i-Gbm9m z)`4CusX|L%%~>Q@s}mye4XRGnL##`B~+B>LJ$Mujj%amlZamHtzqmNvpLG^BRWAOweMGFM3;s8X-@5A*@ z>SuyANx$tLKl0;+27jhC(K<40C3TFo6%Bo0*J`u+&)=4liW+&o!kBG?Q>2dt{)gEi z#oneo0mgm9BTz7M2|x~GDsv`|k(EQjmAix8PC0%f4(m;ZD2eGK)*u5)oulHbVr75y z;pi3OnAg&xcEplXv3Zu*>3>PaPKE;VQu(7sEy3Ly&f zS9qdc1iLNOH^%L{E_)ZeD9?T;z0A`b2ntg!IDvBr3Wdec%Oi(^=@-P$vtBv=O=!kk z$kDVYe;uXOq|X_HQp;ITw0uvTTX@s7?;h8gR}tqAQi3Wz@Sw#X)>0};=bU)i6`Y4G zOVHI7D;-2f&Sg$j%yh8mS~I#n5m~<{Tiu-5vyRv)PPBJ-^*H@mcY->I)t%v*kF4I6`0c!;|-riSPA;OPgX(F$sMfjFVy zr6pydW|K=H5uhchXN_j}*`)!r&q$KE@3LMCIHt$mD>RVY_db8TT8nR)6XfK#5+dMg zG&z6Y*&BR9U_ymQwJRi|t{y9!|QFqz+J7{xnR6;yUL@ z!`=Dl)cf=v4_-H-VYw{MkMHpsMm^kxO;oeIPKY$*#&+59Egc(*>SJ=ivDn7T1Bj5KY~AcyRHZ zED$39*K{ZDhx4;aT$c!co%7k};Bf?;Drrtqm^!GUe;$<3j`oyeaslSw+S|Vg$}utN zM7X}HV|3NvcvZg$rS>ij4-P`((BhNouH`?h4UgFNItsrRAOA9*;FxMs*35mVUctuy z9A-p(l#1hDtcrvSPEuAy#?V`OnhWn}!9hVo*FztwUG@=i!}2JihEZqdCg$ozi9GM+ z__GdGSQ|#wSW4rD;=td(EuU|J8@Jcr-#}U;q>w?BY4V=6!hxTmR-om+uA+3z1fzT< zaY0Yf2chm>ntrV-xf>iQm!3y>%7V+G?NPE}=y~jdYIDsEY1$Pq<#73sYAZ-muO~Xu zO9ylbkmxVpCtbe$rB_*)B zd0|co+xNkTPs?vS{bDAdi1IM@CCTYmbykeK!piTXO(?VFA}O$I(ci1`EvOeWP6yhx zuXxhhX5U3GfcWSmW@FHBY6wISHk;81TPIB|tSj5U8E6{3v!gR@R=yGvAT^Pb-`AIA z!eOJ57}Tt+o}V?ABX6jrZq&`jgi!O~goeRE~ft5xwM5m3$SdpMj4*4OKfb z1oD0U&xIntxHoqe)pemg?U&E#q2dG~P~kVqHUlwvEe`xTk_p*0sH5!D5|w#qm4hI8fDE^V zIbQGYlryo5yvZWhr`m=F9?h-=M+lcXTYX^f@^`ZvzVricsK;s*Qn~=$QWg?7^4E+o zPA~&vpDJV?E@7=H(YeE=?>6sN%(2!|GQEo|Wl-v+s~xA|v4yFtwQgtE8UzW%@6)Xw zgn^k;@P%qN{p}2d_EZACY7LLjpjyw03XnV!P14BrK&~K(YXtI$HvhCJ-sxZZEFTC& ze~V#pLG<`dZY_s(Axq!q0oUrwhIa*FxQOqYHOJ*oN# zW6s$Z+;IVw<#ftuH-kaO8T`#IuU(?o5*Y-fYkDS)Yw^J;3o*7@bXgA89SMIq{})6T zaAzM@^rydGM{xZ&WD4XQoT(Z#H08CHTe^9|&Tn}_4+pXr=U^z?zK?1*Qs^3fF&nll ze)neY`oDI}`4@0fY(N6>e{giw#>y0FA&t-6@*<0Ak?t%=rXu&g3Z%f}gX@NQoapLj znL~^rGJ?hI&|{WDhpe)JP?<*Mz5neo!Nu9iVuJOKwu> z2s4(~(8(Z<{qjEwMTZ-<#Wz5|sVxyNj_GzmHdE{<#ap|7Kl&I9=BpBPKK`5;C_cTO zCtd>6@j~Y%ROmJi+Tp5HtP=JL+9y9<6doJ=1P&4a5Bgv6LPom(0r&j}FZ@5MoZ|lv zl~c@7&(h4`|Lq<^|6==x38WRW2H=-w)+TtgQhEmRHdcDp|B3uZ!en9l9}*@#1Hj%? zF*9^D{h~Tq=;@)q4)ja9{CcOuV`lzR7g<=osLTHu|9386`G4a7_Wpfkru&L9F)=|i z1I$doJ01h;FTAfd-9N3b-oGut)&bFfr!TbhznA!Tt*?E4t^KtnEj(`Subh6#hyQ%o z|0WRslga-d2J(NC!+#V=HkSXDfn=m(#-nFqU<0V142)WMwEt$E&)US&2#=Z`umYch zfswT%U^X)|9_`nTzk1Y6Up)amTTvr36H`ZM7G?l4s^Dm3rHseKfJdwPZy3-9h^Aj* zQ9OVvO3UYL@=x~vNdw?(bN#o+z{CQW`Q=jr6h|XQXtuB1{7(q-pTK`-;eQ7~0uJzN z*Z(I7vcnz1Fi2Ucazxy>VBS!{OJYA*Cl+tI z`vfEQm#8&BvmS87xq*Q(lA;Xpl5rzMsciaD2OG^kq_@GXj}vW|mCYMM7J9FX&oav< z*&SV%t3wiWw!YnCV;18YZ#b&h-%nt#Msw4hCS$0z=SIUACT7$;^^;Q)3n}t}km_S9=L1flqeT z6K?lBE-&NpIwFXWpbDU~VD(@QV7H(!V3eTcpf)hdFbj|i&~IR;pr>F!{*nGt{&+pg zJuE%We4#m-bQmTyKgfQNr;xa6)$s9lc(xn6b?l>F6k^iZcFzE5K!`&8fMA0Ab^0Fu zXn$$2!P<`N_GzY@YVr~zYnm^@VP=-TIEybc^xAR4u}9K!RETrp=*C6eLwf5KA{ik4 zxJX0$=+?Gy>9mPoNRd3U?|p*7!g*!}+oXEL(Qb~|IrL`3HQ(U2ZY=TER^BH5-47=1 zZ^uvcJ(IijD|}5GZnwF8#}lIQBsA&YfRShKdx<5qFq6`@w-RrbRHCa}9 z_1qs}G{7&=Q^^OPVI8nzy54W{J_pPm*qBh3WOQBSFeNe+Zbr2eHB6x`8rk0;0>u6- z_uo4JZ>s)rVQU9lwdsbx8roI#yuO9W*5Y!++f|r~>pF}3xzpU^ z68bXUw0nVW9<1aky~y)}#(^W7<`(7(Tf1r6rR6uZLGwGyeV6MTSKeUxz5|8FWco*< z`?J-9(Y0fhPR=F5q;6C7=(`+cqLN2#DeJn0wFj;}Zeamf>9%d-}|mJD}}OX)XgjUk{#!9%BYHu!y6OJJ@e2B{o8 z@aw?y^rp71>(z72zuLDj=RTE-r&l3QcgF->9i0M>UfVRylcjoh zQ}1UYeSg;U?%2BCJNwdmy+TBUpT5)n+Tsw@*w0efpT8on{G40G7Mpw#dg;_YL=S4p zEUk2mKEAhyf1ODm%-OcTae)3NYOP!)G_Dm=rtLB+JGRr1v$!*L&?e}+r0(#7hCXa;@H%)N+KRn+4rp6< z5t)W^)A*oppLraC;+_#&IQG<(^F>_!&D(vx3;P6%cA)l5%nC+kk!*1opIU)4#TXM9 z_;6t6hh_I@^Ki_J&d~cqOS4CrM`?D$=HH3w>PZhd#zJqiw@u4SwnwXswPAscC))s> zwo8PUn7m7PTesbjn9$C?h#9TikjHJbQm!*gf! zv5xGc#ITgZR6)C-rqG!qRm;8;xvaiszm|ZO@r5nx=ZM#|A=#FK(V(_<)zoZou00zD zFQHzoJ0(<|^Xlr5hoPM3LwpQ4J_qZ3+U@QOYCtmTZV(s*FFe^h*F;3KkYC+bi=YJ{ zxF7;NH9S28nZexLp25Jtgq{Py?_n{{ntr>oPhURS_K0}ir4y;*Em4J{D?&;`aihPT z5#OzBHO`M+%%3}%bguy+f>Z!_JWOzD%od+5d}}C^?T^1Em6OuAS8Qjum;7O}lvL;} z@#rJk_K&SD*?;!`bhA#gE@$}xirJtnCuJ-siy3OvW zc?;^G#q!$TsoB!wfs?`Tc6d_hTPFk{C=UH6h<}6&qK7f;tow%uJF)oQe|155S3gw( z&K#5bKPQildpWVyk&;+ybagI!o5E69jn;}!WanfzC+<+PNg= z9|0Fj03|YtV~o2Tq{e7AUhA~OjeZ?_I=ha#HW~Dx|2PKif|@0@Oslc+_xAVV-wpK1 zewyhoMLv}Jou0x~Yqj$?%!SmO;o1e+C*vq}kI}5Zz%1TbvMh6seuV2eXoQi3Rm#mG z+~}mGRBAR@CY|-KPnyBX_Obsl>MX5{&#(95pN4}HjK-5o%mPlSopN3eOD@!xsI0t< z4V2hW2;Xm1?}5qFbE22VSdiru)U_=6<;D3cC>vW_JDcRFFfMtFoFv6(`RLcoee4UW z8`?+BA!fADTa^f)?^8KsDs|uyW8{&R6I3h7B|#XT6H9-`hbCpLxGJoH-!}!n?22ey z_F>nUtWrfOSI)}Ao8%O>mnXaS`=rl6WQ0PoN~)nIt}GD-J48uPlWJNu#r4sIv`ea3 zmyC|H@^T`2x$iBx{gU}EwhG@bF{{vzM=9H?=nUtb4i#2<-6JPB7pI7eo}7V&tdqR9 zq^`3{h1N*2I51d5G}J#|#1x@%YMxF^@Q3b~j>Xth!njkmB=EvHz3tetXrq4ecY`_b z-*T;G@+F`ic2;g&t%4n91T9NsG$P6QeUP|`xt@#s3H*pK;Ovv-WO;=@XPP?78srm~cB7 zW>dbiOR60Uc~Cs;3HPPfP}!~1u;`A+vp_Go>cW)jl4Qc|i9EGDj`1M7fjzF216{-T zx%IVS@(uxEPl@=nv$cu|Qd9!YT@8H%I zTSHj_lgFGxCZn`vt3rw$D!FSlubA4U!%+B5pIMWe1(#tTKQRoyJAtlU2$L|N>1r#^ z|65-}KgO6Hl;0d`j=%I=bsc#|9D*D40)Z*TG8L>y6Pt`TtB_tSY|JsDZ0}j~3Apk= z2~T2+E3F4rIeAa#+Y5zb3I4aa|r>8h|HW-C9n(vq1aSV_2F@` z#$a~-@P~)X&`)a;)y@pKLl;A-zL`$!y}72>k?j0do|3nkl5Gb75}8TCBoJ zw|XuRd0sP7Mxt1)Gq?pf6EjE^=l0wid+yqL^*c6$*4Rh3__-L-lxh<&(#ORT;K&wM zHD^6uJ7Yv9J~?SSYectbbyL;~gP$4ff>~{&fl?S}{GWNh2}}d^E#)PTBCN?xx=bnC zW&IhyW%vzL`5Ve&%sy4(?x{_d0y8>lJXJO?1*JzYJwH{I*DS1vAK^V}WbB5|yLUov zQp>+=%{{#Q|)m4?*dwectLud%j?DV>U4XX6`_O(aI) zRoOu9Aii6`wqv%4j1m}TBM^87%~FsCbi%+Ca8vutj<9`z@k}mNu*0C@pa2G$Vwx&U zShH^&3-D5_3k)NS!6ecH374>p9QmT6mVz9FV1o8Av1Od_P(hI3P+Czh{|1ys4(Fzv z>TLwr8T!fDd%8mOEWL{1O}c^D;_d4={z7*)Mw>98_kmL+YCLzWS)*HzB`;4~Hodh0lje3_?5l8fe7A+S*D>tl%>7|L zgZlBtZxO`y>s`~0Z7!grq^u-rD)-`B)tjQ&GZ8|91zR<2rxU+MbCRMrbx-rE~%nFt^V!E zpXJ^~(hKOdb|32Y?|*1O?)`aiit;bLeReu5iZ9;zag32+`O#s!+!fN?N%i^};jy)f zSI1@Gx#&v}0-WF!x7;y@e`55{W0u#uZ^5)ExK+H`di1gVuJuuMN|Qp3fVRjOh`fTr ziuQNg%Km|ohD908R5b)*5$Q^1ECNU5gpvL zQrnpFHHE%kY)4tqMhDQ7+>W);~&Gih)-PJOZgrM#4nuID^ z6M0T8|J_jS3bv~O1%BD`Dxvwaas}5aJlit58WpY~+hU8d#ZNt-o20aX;j@)EtOgis@6~XcYsmSy0y7+X)&s9QAS&^Ey;)-Vrz?Z8C}tM z%9?T|;FKAsQd@Gr;_>MIU9YlRXstW#@#5HJ@WZY&1SZ41M05)uTbTQwuG%SbyS<& z$=ukK1~jfejgZ8$aia@q=BNdpv=fy-XWRYvE*7pRpdAgZa}1%zH6Anj1Cu-b&q}^P z(Um~1eLxnnM&^N&AB*|3Ok)hKEMr0*Wj+-P7`H`f1HuwUSp{|S2!^I~vi>@kYfVF8 zvfc|tfn0nbuy*+_Bh($)?H*1aHa-C%I>-InXq!v+uV+Ccw6bJ$SAQlR$`iZ^lQwWZC)y$ zN`IVNv53AoFRz=3J!B@Y`-Y2MDlz;rNFs;}rRr3kqvC~ZNPO(-?XIP{WaC=u54>2f z#fQ+5B+u{%;_KaMpS9TKA5g_amClQY!fvke((8K)yQpj8^!tqlf$iJvHHlr`Z}KeK ze~;q#WC9W8W>4&l^i+Q{blZk_%H6BGO-@Vu%JJ2}2vHoTT17J^-a*UF$kS0pNYDH) zbpA_v0r6k8Uz;zu-CrU&hZMhsYZ2;pW60Bo=9a3U>Ki4ZkS8%V|@{`znt0%J06q|3d{3INfu}FGSoV z(Xr)IEwDi3uy~A#HvEJ7uEu4t&_#AbEJNaGnG0Em<89`iHuD$;Dm5FtPUM$r96g9I zmsW_*JcMc_2gENvw`p@=Po`XQ9~ycxyPPswU-*)SOQvj)t~86$zJ|T+F^Vt>|9v0$ z0%K3WCX!^eGG!lLw?dA^&E!`1-G2x90bs}|M8+FZJ+`(@RuB07Hz5R9=@cD3uE4gY z!9slA61Sh^eAiK>nwKJ+>MSs`fU^XWX~H56r8W-#AUB1b)q(JZ9$5<#vjD4@LIu~| zu#}tUfM4t8=k<}z$)!Q-m!(!wjY}mp%V|j>9^;|&L^3*D;!Rm2;wIF{I@H^2rDbHy zL2cKh-ni0Dfn^uD4NrF2B?8NX^PKy$%vj<1mrAKc$l&bC%jF_rlRat9*W-g4+zNOh zQ_H3It=JIC@0pTf4b3k%A;aoE9b&Jm?q#G(q+kd*^r- z&o^vjd1M@M;almY%EWKXM7aUG+%Vu|3fe8Ty6Z4vtCQ=bB>u>JFHf*7Oc2Rdjk)D& z8CO&%WJeZMlr-g|Re~R935$U}oa%T#5<5h#W?k$Vu*+qBFe>h4$URc{cN~AZ0eyt-!Av ztxT}#5-hO@l9r5Ap(GVj1MGnaem`9=MlK#Mj#BVjey$S=J46j?+O4b$%iCbK3`5I{ zI;H&(E-*P^YK#*(KZe+ron^}mcDr)awE)@YKJKR?FjtfsR-lX5#q=yjQ*K1!x^VpXV!@-j|qtjXS%_lLc3arxZ;lhI$KZopon4g^NV}*$}Ynz z1T%LMODcoUu6S_e;Jrw<*dAv$lqTV7P;5i~e-^-}tXFUh)-M`avI;Iy!d4 znMX0W`Y(G5hv!_2F;HSFaq|0;Pr;hr5!GGu$9RiJ5D(iK@zFMAAd(uJ5AplSeS_OyP3Eeggf~0-;&t9yPF$i%|cQ0a6 zZOshnLMT$>T*xwp(eWiPi7EL)N);L{GWzXWf)?Q{c?EQI+k!RP{fcR%`v&YTG8)>V zDHc4(w0ZVlg}6-oYNqC7KOGRw$|q=ob4dxE2yAn|>#Hb(+a{_htI*OYlI5V-ZeQ36 z=Rc98Ferlk{0n)K7kP3xPDk(cAIjF(pO}P25ZmAuNs9voG|GzekqFE>r;;+Us6{xq zHFjWl(e4ABfj=XbCo;~I3+`F`3TwJ6T|-ocR>nr*&&B687d)>ijn)=q_$Qqm2}&o6 z#p9_2N`?m!eM42^&Bj@C2+!&Vy+X9o<~y$9<{L{QLX;J*OG5b-jUP&bEX~66;U#4v zQ=HEff$`}17NKw|vx7mWmg5L40Wt;5(;9%w?4teUvvHG%MAhFjvVYsd>%Jdy08#A*l2O{(^GS+%VW!^ zXcSV5SCtF-G$jQ${?D%f)924**`dZ|aS5;_L zkC@ox7D;M>HvhI)|2P-_YDh*WXHj$U^VGyp#zsR&BrCp)p}P@YBg6_q?61$5foawfPO6I0d)o2s`m^egAz zXI2-Z6iAcx>~OsWEYx3>Vr>QsV6^#S|blyaaJ)`$V)( z4utMEs4(O0=}{$@{dyk_izsy}SHT18O{lWLXIpkOTXXn6kK1!J{y`xZ-$i*k$^v8( z?j2oDHF)3g-H~YfVUS{X=PFEAHm|aC@^pxU@3JQgA$SEC_Fq5u1Chj4evMlG0wgM( zbBOH!D}B0pgPB|T^)i8vI2TqKnsWRv$M;SHsi-_W?^WmX?}N!gBlI)HPLw&TIw=|@ z#lzk0If41}{S_fKyk}giRUsdFGQLUHO3PItQt^H@6MmU(P20T>ivta;Ds8y^+do!~ zkySYCg3-*2t=Q)Tyc%pMa6Y!^#>ISoKf(HpTwkFQ)$xHlfa%=mdEZWr4t-Q#UQZDn z=m}u-3SnF`qa1V{0W*t$AeEHJ(u9@M;v19V_$fnwr`lMuHInfQYYE}ImSM(J{&ob{r7U*EgdP=*aJ$UnC{`%2`0n>| zh!=gd;l|qt-aS6%m)iBPU1+O3*2oIb5O8Y;tvB28NxaeuBAopZzY0{% zN@i)2$^6%2LP3mli!0Y{LlfA*QAcr3V;cPY_yl;9UncQ+Coby2T`8dkJ*DR+C~B$G zR%9gJ1C77L*Bb$#e1DtDrBc_hUuWhX;5_n0_5+57@N!Xn*>S)FEOhFLeVUBnb<~G_ zVuCoyWprlgbRzM`@4>z6P4>8=z;Bm9%eKZ2D&3W41OXww8Q zV#X5w#}palO^sG@>H&#uanM9VX$^lLgD3-XFqzYLeaL9$3Q&KQI*lka&u@CnYv}pG z5>5s=<>B@L(`}~ZTbcC|<9$FTnTB5H6epW+To49d^9e*vd&)vY^7C`cTbtWk*Bp^F zg#8LX(6s_KP-_?eW2Wsa^E&y62yD3pFDXK4d*-&HuK^5TtO{wr6SmSz~HF0?5c4 z`V*}f^K&qufM}+!AUoqj9)9&jn!5N-dBR9p;7M^hP;{C6S&cOtIJM}*`OyNsA4}~S zrDBdomR+BJs{+}HQUE_&V7(t$>(ORITIzR9ZZhzTiq)ux3?flcnLl0uY{7)m)Iz)q z{N=YL-^f?>3c5p!|h|PsF#HTX$${evm%x7 zTfWBcs&XXJf~QWdRl%1O- z-Y(FHTzx{Ns4%~1#BlcUG7a-II#G~>^SfSb62*i#rceecOsqhfbgPk>reh)w&3BDy zY0FvK**QaH_cy-KcDJ{@C_LD2wtUg4I>j?!y;k$$+NRR|&ujLJ4c458T3Hb2sIK>`E^ z5pJ8*@J$PRC}6M6RE57WE6|;Y4Bw<=c_&dlD7EfUA^%B`y`FrR0qQg6&l5d*4W_}3 z!hUe=B>!2Q8JQ}-x|R0iVw5o+Oii*>P(mf3Vav~Zv5K*DiX}fk_H33$Z?P{8i#*T@ zEhZ_pTXU_Kc7NL$nu7l!iJ`AZbma8P;p*<-DNNwjM~Q@g7bt5EB_+%ivw9k~csd_s z4(Cn~0fJfNMP5`rw0$%HgyB!0y++qvPA_X%Vh(W6eWGXe>|_)3H*jtb@0d_$4Z{ zAC>Tns~=^)_Evk{JMi(HjiMh9WmcHrY9su7UqIq{}04&6ytFKXs$ zK+7>`&a8q*MP?zS*Sn+l`V3(&DFd$ge(n9ia7M#P9;afQHjzIzueHHdICm}ByuTOHh?@-G;rWlY0yS{-x#H^oSY zquyqbYA67H*p)xf=A?JZfl9*OhIzT0UdzeQYevOTxbqn^)9pp6wUpp0?zv~mMq0B0 z2BH3(9AE&RF11SpU~3Huk>%rjJnkQ9{S2TG&GP$0zLYA>p4ky*YGlv-6>INJ%*#XC z0QH=l6HLKH$JS8*;uS9Ku-iktCO@UXLdT#HCtq4Ag)Mz}knvde1z$xkr@;YNr}bS5 zAdLnE69EUmk5@BDrQ^`MAE}fK?z-gBk}l~bRpkA-@Bc7*h%9Cz-+sldF>*pswlncp z53O$9G1mS*b4)yp!5{7MR~sI)tNNml?CSzW*#U^$Ze8o5+%^GUh`hU;54RA@{F&?-TFZ22XNIV`+ZpggX4d)inW#_5 zcvK3+#Zp79K#@*_ctTef9y=&J4*MyP1X}(P1vW8;MbG>5&V^?CnECKx+QBP1EGF{r zv}*7W#4e|;URrYEVvV4m3^tT~rPQ0&N~`B+7)ZDBEFRITosg9W)viU5z!BRO%Uz%F z`2a?7?4VKzAG$%8Od&mpON!3LAocbK!06vcMp>hi6$A(VmF-Hm8j&JgIf^6Ce#^mDk>`3QpCm58o~*Q;!7r zfnF3YE}{Dj?31g`LBty!EhSUmYBc@^FuZ!Qb1_s=6~P9# zNlrYwBxz8nl`{bR;>d=j;SA~dT7;I8i~Q`n^bHJ-74Z&k*A7))2~VQgS&BB_dyXMDWjep*%1 zg}LK$b|r>?%W^Dc8Qc3q4#fxM#Wy{kZj70TMg~y;+je5p1b1On^%o}u;zB9(!sdgK z1B2a(;<77h{7(c6Sk|FU<85*%t58)AQ^YoAOt1Iq<)~ikR&lY7MEAqk0fDc(6!A2) zoDBW6#N{IgP)&ws6~{RNSu11-8>`L`5Urt3<^Eih>QYh>(<#Vo4l9~-O{-2Cu3h^+ z-sI40@j{^TW@Em?Ue0n|*s?31yL94x?T0;$;Gl2>0%_#L3~7Q7xn%X%&CS| z9nFTf)&AgTOqEaMgTr>%9C{M>UXw*P6xBsD!Xo!O022S=^67Kq6t>Kj_?J{z-P_$M z6{fUFcx~E*Q~QK$R!av>zvQw_q--F29X$e2D8GQSOJjU3#_@gjiGaOv)o{d2dgOr_ z3cH4pjA5AHhS0ty7Ngn5^;=i8t11vK=W1G~N#jRya;Sog9Les)PFJ%ISL4JND=w;4 z)(c~bihMAZu(MMO%MK*6EwTL;M6P9SnC%Ye9qd4F{<(ALDg5Z6H7rKZyDe8%5d+IQoC9+2vh1C zp?S-a=#ZCek+)r;hg7q=L$G9P^!MH{n^Z+WG}21707$jPB-HS)E z>*%`a`0RwmRWc} zaFZ)9ReBiQh=r_V*ZZ)NqZ##B?EFZ0HAz-hM_J<^O>1Z_mghf|RN!*YA(F_SBAw*i zE}t0|H``6E&&AuSl+tM~PS@GwKoAlNOZl$dN4lJkt1{9WwU>C2op5Uem0h7z6F&_| z*>A=qEf?FHWoxd^hjZgh58{-djA;p!w>}+e7lAXm{zff-(uTSymo1-w!A0cm3*b9DS;kOc*;UEsCoIX>SH{r?|vH1q$8 zqyM?^pI-Ps<7g(pKls}M24J&Keq$yo)(MzCEm%U0wZsfJ4S*A);bucXo+zYEGm@txJ*5Ix8M5e zdAp_`m+)lvTkmDvI=ZEc=kVh}eepy6;oLg<=r5slCk_S%24c^14^&TJk4Voz54nJf zfWNJXfWKcMbS7dJ-a425`xl%)bKPOx<2yA{F*%nbw|*{YiIJhOx^BD;U{yk_eZatc8v^|~^bLCfC{Hp2*JMTTsVaHCsr z-Ll(2-V;khd^vsFKo@H%Gil-x?1+~azpGW5W*FzBC9yB=$eYGhmj;G6v`EMm&-qtv z>HMo&3*k$@(oyMEg`7gc#4~us%1WkN1{iD-T6`m3N@_@$qauIzCe_3!m*k0ZXVA~7 z&e>Po**R8Up}XzI`+9YB(IvpM;k)Y8;~Cy5z|pzz?k(eWqZue}X+3U3uba2LtW*#( zPM7c>p+1-a`0C%o3C&-Qrjajos^OFN>6FSz2m7bTQyFVF>WHz7hjtK}wY_@nBM{AU zRy*<4L}!hh#Z><8oor9bjHz%){_rcn7|mX{Z6B84&8Nf`0>_(-3{x#P?4bkE=ld1n zdg#-3e{GS8W&{HOwht4m%arC7Z*;|FghpcD98_!C1&@3YY+g2C?lj`Q!YQ!}75+rV zFjjW7Y{*q`z)1r#dIry>&_5oo=VdmD?y@}WWYx6BoK#br?$z~wvpY^;{D6!>Q|~rp z*J))jC<64E%R*opFG}EbBddr!)VizT9?$kUus=iTn$%<{6o&iKG10h1+gnE;1MWQc zn}rjIQ}N~^6o;WRROnsgX315ChWP>!&8BiTy1EANHo`=$_bE|OdlzdA&dDF15GVm& zLX@+y4zTz{L2Em%ZH(xx>;V%ddxF@VJ%f{*N%J1Qvbp}$&N}lnz-90<8xi*ge1~7O zI-2O~uPgi?9v`RjCLt=;Oy*zAE?40LWCkyPo5deJ(tk+4nz1`D)OBIyL?orZDyy%{DApnuJ;1m{a!D zbXhmccTixvIC`VTIVOnO*8?OZ1y$WuTU!(Z$*WE9;`8>WT}|F~e(&UqU4jn$&en2o z*Y#;vm+eW)7an<4Oo^be4ev~4OcEl05h3VRGuYf9bzu$st4=1-x%nT^_?NHBZoe&lMT z?|jp2$0Gvn(D>U}wyKwULaG5E1m75c;tvWGgnB<30cO{Ta}qX~E}o~=7+0a$APmG7 z=6!@6{hjYQip#XGcE{N{j7U0cEGFh>(|tl)gp$GZ-?7-FnZ}vUHw=Cw|NhBs(G2_) zzTV%ik3$MbAEM-=it%l2`+pODyA|Ih9Thtz+RbG1A3}2Nb$U zPo;E4W->V~ET`10)>PK~9n>ZKdu9~PgLR+sT2pHq9ihd`;FV#hz0wS^_YUxSdTQBQ zij*VNWBr`c{*AtJeeK-?`8~qTpu1-kV?|=nqZNdCVIcGa`>zdA)WYP#yi=ZT`VY{Z z?davfqnaTju-d7#YB0`zdvcBK%uT!e=p19p? zk7uVwrDB_IWR@ zs&V~QOG$RYi@P_Nn%zntyX*+mawB>qE>p!x7=U8{c6Ut$pvT|&&+*pKWhoe`? z zMm7VZIh7h@powBR$B=z> zR>R^FYj~infN<<$<$J*RHK7#DBIXY}spXXK15P{&v#hc`jo>O!F5MccY76|6bG|G{ z?I613s;MP^u-%2xrV3$dlv>zq=8|}H8mQz66?PGM4W`I%0Z0ht+ZbgHtw_-4Rl58~ z3YYktx``wzJ0@uZiOvaqUPOSFi&#vu6S)_IOKfk%Mlr@0=nqq7ipI<2c6mI9DsA;cv&{PJ_K_mdx5{e=8P?G zTQ4)kR=0N)79&gwG!>GcnSLv9 zweki?*^sr77gAK%Sqrdeo>Oh)(i~!>!s~FF3nc$G3AYnTx;)*AP2^Iajw1(QbdipE zhW~Ah+e^1L^N2e1+PW3^$|2duKBSTSW{HYg>tQndEnEpHHJim0Z*Ig1@Y}J68h1p6 z;M$b|1C_E&=r^-Us>^R?sR)YzBsjW*eOlI18}v(=N+lH4LfSwIstHC~D)K9N+6zAw z>4^j3(K=l=BlO=&)wRkx@R9OCGNZ7bP}^)fGantQ&2?!@_pA}3&SeNO!9g|(F9gDa!W2z#8R9Xq)ZeycbQ~n zy6ac(D5IVe z_5>N4e5?2AsLm~q)h^)V^dq;s6qbV*L<*FQHzuc6m7f*;Liy+vT1j?-VNf-#>y{ze zT$rXQ#)FbmA0VYeDIq={^|{?|$_J_)y^*NiHgW#l6zpil&FtflW!r%c8NZ7|wFHdK z%tfD^(t9oYh;2yEFLuvF|10>aO;=I}RQ7(9#u*C{guh5n6Ed9i9@+{~fgO5RvQ~!Q zga{L5+JvsM-Z_Osi1)~+-#~a3dOKPk=En%aEiokTn&uSXmF?o!g+khp$HJa9$op zi*2=dykdDkiY@ibLHbW?>|JdpWY$IgKuZaas$8l%DhkeOu7UJ-q-VG3;I)gh+Q*e< zZP|d$wsvuALvDPQHHvt>YQ791)fai;gu?a3wms7B1o(rol)tAWz#`V5!f*U*(W*^-l;D|Q|~mLZ(})_!&V z#iC-LJ5`Exy)DWUlim?V>ol5#`>(^ww}%vQ_4AU(rY|jP_-}{I*5zh`HQy1Rzq#z! z3C^#$)j`_vE2Tv0{{AIJCF{3Rtxqo<6dBczP)1`rJ`TRzUMDcccuDjoyp; z{N*bNRiGl|^Q@ms(gAd3{i4M!$zkKci$jOx?;5D$FT7naERdCwZdq@0b$Z`2Y!b9D zPukx-C(+Kx5^eC6a?eq9**1`|$H{&mwoZB(k$ zdc-7c!nLyP`;z4Km!-YX5yvBbPIEe%x(txvS@T`dKCM0}_x(XSj&oJ-Pcb<&IkB^r zw6%TSi`~}al-ymZW9Rc=MGGCFxfAyOvJzPnSC>lplOJ!wgByDa{AA`jLQ}WxD{Qnbg@uI0i9@h zv_4m(K<{)>JUzPNQkQZ$*RnmTEghnWDgfui_~{jgkv0&R8U=l99;Go2i-D{8D`%0u zt40+4EqJQz*fB|j`_N>=;=>;)y&^=5T00rlHn2Kf&H2-jbJSWhcQpKN6R%PZNaW%Y zsy2DQ_#aeIW{Bj_Llkzwu1mF<86GOClUi8k9c$FfTEiFA%4^vKe_$89#5s>)(~&$0;|TBYe7VvI3ZI`n?*qv~-YSWogHCDNTaUrOK|ItgM56@9S<{rxaFSPr zm2`xi&4q`sgj1n96y{%HAFS+)zb@z{DMY|yex9F7aLKz8*% z#`(_Saz`AV<2_dZ}RLWV)KE6O%I_sEM z`-IcoA9k&?`JqQc8mvJ4m{_8bjhX|%Ao^|yK)w8muHK`qPbG0nwrr@+Iqrg9*i*RL zVU};+8BuOL?#ls4)Z((QphE)0o2Wg$qvJpJBu%Xo&6Z@06_?!5m=vBu-&xl#)BJtV6XC5xX|Ww& zwJ$eus^%mB`8F6&s@ajlJpvX_nb)^%F&o8ywfqO!jz&5GyBD4XbL1QiL^7dC#=P)2R5IWVB$hd5=9~zxm#^It|c&5UZiSj zT=kEYUc_w)O(mUEto5;TlAu+qwB<&heYleAfhso>boeI=R(*grWK=fEM>$Kl@;91Z z^>{%i0gZ#ir6yv?C>Kmf70T{I1C|G*N@0Zz8597poHTc6Kac5F(!^^c@DF!Wsc0?P z{$auJQSh|$F_w|c^im8H>urpAYIhtNU9KpsG{jn!CGX6OFk!j)usm^a*$&7JK%c`EpolxWO2~KB|8bobBz}02O+Pw^%qWI zg`d%?)}rx z{Ql8IOYPPHXaE(hU7~XgGfNnHk}|eR-iM?3X`Vu;7AnBMgMYJtItiRXFx}EsBUHR1ChO}!TH#6#_DPJD;-OOiJRq$5F>-|n1%pb&+AILs~_1JG@VH0}+r!p-Z>_sWK zCOmfn9gnL^!cRo!{bRX0)mmMY?siXT6khWBVJgqi9+&x2|NgzBmrh zcAA!MvhYc<#gmGPF2bUsV=l-99YX|u)fd}L-96W$k&IKRVAE`~E;piY`Uzh}Wkvoa z)wzy=jioMG(?{%3^95ThBCY0r1!VDEH(CXqvA*~f)a7zb?@u!E6EK<$0OY2uUq(n zRy}w6o)Q)1drWtEcb;opn^;ggr|H_6aP!N_1?n{p`uM>ywg^X~XIsW7J#TElpVFjhhxIGJ$DzA8(e z7@JGgyLiCEx?ub;;-Yq)Z#B|6otbNPVRUKLH?3Rv`sJd{I3pQAzgFBhS&_mtB%qGI z(Xh1f}BCgdqRImWUw^e;lnM0*G3HXIAEz;!Hwyerx{aXwa+#oAjZUY9*#z00w zDX1ieCW56_4C_a)3FVlv<`3UWd9^sDQrcOF*wVyVhv-_7b#UFaoZEdcOu$cKwVDB9 z>p%wcVy;JWg%x)HNyAxSZCpd^cX|KL*=2FG6PHQlWG$$IVBTZ)eNm3?!arZGRXIw5 z7*W!;82y)?MkJ^-ogvwbWj^YH09-U_#c&3-aKiDv2SKe){JnUsgU~yAzKL3WHgkI1 z_`#SuqYCY$L|^YO5-{cw5F`r2!zW;9QM3@vgZV#iOCQg&{}L zGTDams9AR~@(hzFjN)yo)PspWiE!X8!Q-+#X%V`Q4l+u5mc6Pf7FTR>!{J@QcPYy; z3vj!_x;_5L)mVB}zt2M-zk#Ed6;3Pbi}Ec3W!_MlNIHOzuA!bf;jpC_v#%gZ&+dg;WImG{Lz* zVZr&9p=!9NweNr+*=)v{X9q-2zsa1bnb@Z{5|Ax?efkMCH`GLAWi5071S^{GGgl+| zR1B(T0sk`c-9ncQX2AdeaX_~~DU5hppB49m=-(#zCkkNAbh|Wc41U!2iTmcxA(ciq z!nmDkMHYivyQy|DBIaOlCdz0d6iKV!1^3pWMYtJT9lvaNMMBTFe0pmKLq0tw@1P7dY}Z(L;%8;VEL{Y93H9tiK6QTk zLg?Kll;fb1%Pg*gl|A`)U(ZaHD?{UTTXv7VD15v=_uR=WUXP~)ah&uxT=ewS`IXJ} z_05$GG+M#gr?%CcdgGisAI%B-?3HKoa%0W>NH=@F*(uEFnLqJYi>X)Ex}r@vLa?6k zNUvcPy&bN&G_5Oh-M2Y$X`{0Q+40*Hi@<78ly>{wn*(5Tr{OPZ{E zEKIfXEj0}9D(lT=)4KlD*E_qG0?RB>*;V%cRAcF`cZ)J;B_zh?ON*J8l=To;HF!GS zbyUvjRAjpLA5F?)k!p`7{jnLD*1M*$Gn{{m@&X?2#GPN+!2P_pwvh<3fqQmKA^z4C zay^;`W~+WS5^Y<(G-oPW5rGsfdnH$~0qcFGvc>CG@z=xJ-rF+r!2ZxXzG!3%y@7Hq z3Cy;d&cf+#H04jq-9^fe@#i2xk_6Yg1sBfFivs`3%|FC$Zb-jXn6HPLoG+%I?z-j#>JGdpmD^lW-n$R&HmM!c zE~VK=KG-h1&ID0*X{o~$ey}0jqHbgJg6rG8xxG{N1&GHH?K;cjquHkhIU@*1NRRS=C7? zlrX4aj>uDbhaqhY4#seoWoLJhqt5o&>eUj>IPL3j#Y>c=l{F?}H7no)S7D_Q-R&N6 zNyORLdYRqsy-n{Dp`w@wIru5TQEOXX!@rYH_ zPF^d5c0@);h7SUZv-?dW?9gg`84+dd!M-GP)~1l!gt5)+gp!|xmQjSLZBT;ZbH?h% z7CU1rd)8l8==hwIc;#TG;gSc`Xs{Wu5l9!sXh?m8tsiyUZ*8Rr3yT$b3%~Hi*qQrQA9HVq_6;g-WcW;p1o>ohIpw!3Eoo80O;s2_QODhRu2jSy@*7h_ zYzho-P06g%J%A_j8D|H$S%#k}r-b}$pZobFQc?_=6dy|WHCq;>X&f^8BFFI!w zXPTO4TRpxCmYWv%Gq(SV78+JBIYQ1VrYRF7FCFe>{#J&|p?AuhVdzhT<`h@mSjP0J`Rs4^yj$mlC;2n5^(7q}Ax>iWXpCP9rMw-@970;LcY0yceyG zYzG4=)zhAhE&{lfxj1}p?)exj5qok)CryQ9y%iw-KD#UA73bE+W)zHQLnUN;&4Q>D z7e%rar*2OCg5hy#k3kFMNR0d6&Kq15@*n~>ien)upbOvjy%TOXElM~?u&vtPjz=PfK4YOx zM@c~Z+ZqhOERnV_#(}g~$@z?5P!GA1yT5mT_xM3jQCm%nX!oksSU%At6`~ll zS1d;|!CSIxRfnl4xIv%cUj?qW#MPw8cvvFrJ(ZT=(9nLxCc?h>1#I~3qgyN|MwvAz zOAdhtcJ_CdFX(pqsQE9!jIxdOuPtEcKpm=9=%)rQq>TL3zz)hopX>aKVgu&~CN)>b z(;vm*zb=*r-o-J-+)--Ri_8cp!rl@tVZ$J}3zXU$%r@+np;BFr4h(>WG)8KhAsmb^ z@KK(Y?$KtaS}qoX$spZw5g8Gi>`^L_`wglY5M}uC&YF#Hp>2^$RD()-$aKw2-7}(Q zVa3k&TQC$3IsA{*7;m0~`gZyp;zpE?9V0z1&w2>W9^5tP{K~-@&G-W;lsd8Q{zk(K zbOC0|Z^QiFb4;6??Dr>Bt~&9sR&3vktE$RDKyJwVJe5GV^*-Dd^aj_Sj}Sog3etP* zG93u<`9sbR{iJIB1L`L>@A#C94FlGtxyq7JPh;<4DWf@!jhYaCiPF;GuZi_`6-Yd- z#!T7wsy~|_g8?oOf^ma;9a^?LKvOMy2mF>?x+zZs?OH zECV);&=dtFHYnPK<|N2zHJ_EhE4)*x_2fplae8X}2?L1n8FzHGo(X+|&mow!2 zyB-sE?*}zbKjXG$4bXHD(%O%%V;-E?t+%jA_G>uL4qw@#oX%S-z1(%3OQ4I zaV9cMvU#+fQ1_xMd>+-UY2}S!C6vy6&U84_+M{XEd1`lNAph@!p&<;cF@mCa)WD_W z1&qJjzq3!ixezc_q+&@pnbq^4QqMU6Vq^^B4;|^>eGj$s9q%MsUG9@X`RoJ_X^NP` zY;n@pF9GuwKr=e%&%>exu`#_x&EAiJW4fV3WEm5M_RE%ysXT!h9_VX6YVBFMcro!) zpE4NL|40xk48aBJH~R6O1FvO=n85Prwns9Hrx0D7AiY$%;=mfG+ny7t*0qVu- zWe!Tvo3O1u!4l%>NT%?B zjSf;Tcw8gmgn8S`$Fk_9Cf0g3F0L7EU3^R47FX5zIm8yx1lw__LqSpj*Ir0fl76Po zEepi}0`l-z=Y#H7U#;~`$C@;DUgtt~CCHQP`lB2tb#q2~(%;*T9pc5t-;=G!#fUS` zRZWA#6C~-r(L>V|&Z5Cu|YH7;8&lF`&$Qr>wZt}|uO9Bzr=KKc+R9zw;w1-3uGa6VAiyJhI#PXpRh`vlI%=cV1dYYLsv9=UqW+ zk|YXs5vJNtfFKp6_N~Htt^q1stX%UaVFP9hDIM099l z;=wbI7jT=Q9S7MRVD`kEA?f_j70>g{aQVT!U9lw>?_^6=}Lt}2;0@-{sfF0pARyy|`98N2{yqyN#| zb;oo4eg7g6qGYEC8HL_^5VH3c3E3not7H{r6v_@6MM6b(WJk8h$lgiA9?6K`eJkSa z)2HwE``7PXy&pO5y|4Sa_uS_>_uO;O>73jzT}SeNv}eCNuMC`_ zGLu)Uc(i-@{?%`jk^S5aISQJO=iFi|;|HcMo=EEEm2(x&K~EQBi4A-%%fC!pL&J*`;Rm57a`cw zhU|niz!R9OgkgO6`5K8Y+4ykTmAti4T~a1(pXC>vSp-J)HI!U7Qib!ij9NYMZJZ@ZAxceGlfNVpl5rR&-bOb_+@~sfJN1C> z^qmV2@7;f5nEq971dRz0@B7MB*gkJl#}HLRGeYx`Ml2?ggK|WW(QPt`**bOApO=#l9Lgql#gI@jOHGFY!JrsKa@X z#6wrhG^+c(9}cgK3-7u*6}`v{WjR!4abYFD_DoCX4GS+)v0|!hj(`htQ+93L1`b%W zj8Q`?-|SXuq@UB_%)9-J{RHhCE>w%5+?_|C3>aRO;;=zb^;8j9vhU`TyihY~^r%5Y z@sqa0vLkI7%@@d125HMX$3LQ9T9oHr8pyp7uh1fCsz$j#VOq!Rs@hja7Kvl8ONlya zKfc;Ei6klJTBK0OA|yZ)>|WFTlxSmE?Q8U?(PEm4S#ICK_i|ra)QlMzJ|8t#6AO5` zTcYA2O%YjVh+3zg>_sC&E;8`<^Pp`zECdS;O!uTx)sd$%vHC6YPrdDj6ps=kLq zX=23btU4*74JPI7&kvGWWL+|LvV|!OHCSJKno=%wtS#73y5kLPdYM`WxxSeGNWmFm z5hE3~&f=R6yN|4p0Y_l5fiI+Uw(2Lu>!5vU;!4hG{UPGQ!d|h)W&UB}?S8k`$d=Fa zp5N(v3CFp~Zg?I3_PzY8Be49sBd~^nowA9YEEgtmG2;{2CEyZ`Ln%K}Gi@$QAgAba9) zP5aQNz2lbbnO*m;D!!wLFqkPjm}bl72N@b8{K}58nN7VUSP)U+fCBbN)A z$>vAD_Z$+HQTLr-tdaDwfYH|6Vu+*?eO4y{C!gq-zTjc|3Tu*dHtc|s2K=}Q_p^!w z%kM8Tte*-Ob7mh_+1LKI*{=Px(7+En?k7v`EtEF~?NxVj%KB99Mb?7qejDXwqNNi;=*6d?R`> z@aFy%ycp*jycxV0g#ixbo572rP~vSgOg&$4_k$*Rpde32J~*S=EJq73oaAK*@( zvya2B_9E*MHRj0bDs%CN>U`&vEmNLa%pje@Jm2`yuGx%N#Oj%I@#tv0R#88vBTn+D zitE6U#HG*A&UKX5LZ9jRJUA!uHaTtVK3{ohc(Kxl(;~Z*45xZ-PNiI?6CcbKm>{5Z zB3OP(NJA0cQR5%);Z@4s!6GOY9U7P7_qMKsLy5E|@)T_OaoYRb>glH2(%RzTA*n$j z$BIWCq+?f%9CMv{MpbAdgCw~k<;E(MhCc8yJa*;};7g!*+5{0)vS}`u+vg_Z^O@v_ ze2EG&;IY$VZhHS&>7ac9`LghJM{zbn-#EcFJ}xg6^P1^**d&elEo?};ObmbEDP ze2zJ-Jsr*9ikXsREF(i{799~!p^_aM(f0~YE!}fDx9v*n?TqBhdCS#ApS;WZzW#9i zw3~b>whThvL(p0l5dNS+Q+!`cy(jI*51E&3?aV|t=_V84dWIU|RVHn|*Dj7MNu|cU z=rxk`yHpu=eWEk9m(a?HyJ!E%)5ugNIGik$EI3%XQ0A1GstUrnvdAo6vvPE`X}Bo4 zffIv_o8yXF+s|3y{Anj*fD0G@lWb8~mn~}M&L-+tZPcz={aL!;0=#dPE?_zTIfOj8 zX0Unxg9Qo$w?Q^9fFO`q5JDb&gZBQ{KWHd=yNJPcZUZlVOV)qE%YS+Ab;N|jNH-yq zMVl9j3qsF}0QXd&7z~O920{KAH(?O$wy5tA1nKXn@1Q;k_7fsCaJaV#oKQIKr=M}( zaWUC9p%V+;0-dCA1Y$dM;$r1*i~EivYz)Pppc94pPoOhMPg>2Ey6SrS_{3^Yk@@i_ zpI$_&U?8Kk>IbN3Xte5y&4NO2SCd1LsX7fRR%xY*yjJ#aR+xQxxieJ)RZfYRh)A58 zXAz9l_XvJi(*2fR*X6{gXrJ=M=u>)_Q4;Yu(LExN@$(cej}qeNd=vV{pI=4_yhYQ7 z2`EJiYPGz24)VF(u2pT#;YVuU`+Ub*`CU0FZGRvH{uz^?Zv0pvCaC+_1;`^iuU7j%o6pw@A!Be)LD0np6fjjvPL#2BCb%S4{Id z)J&$dfg<)!=cLoO?)y6L&)2p~A1HqPQiS^B6U-0io0aScz3M8a(qnhp+0&1dN4wHl z1=2PuTx|VDJk+G5Q-h9qWKO?}V}kIexSE2bZr+)v8mb~tA=GN1RKd+h%E~IS4n72E z7f(UmT2e>uS&6;SOD|YLBdSfob?d-u$E4Cp1iYF@yTVQ$#}0m&mpZ26GjIR!<4nLM z3TtW;ID2+flQTTIYmC7+GpW8$-O{O_bM+C!{8SF zLQC0&3|{B?SHh1?4tT0-C-$>zGdr_>yVu&rM}fX7`rWXaE{{N{Yod4zY5qP;zTfZ@ zrE}4>roqXn<(1-RF;)Q%>AKOb%%2}HB-t^rOVYpiMtG${J8Czjq2z~9r=&G&C1!uI z58`=uX3k_zhUIc9R`I&>UnnHLd`zpJE|@lew}RK@h7u<)CWdGAaZ1DoF8wcVGOPP% zMZ}l>0TOXq#l}kb4GMo%x0N>`QOVlmUm@|o%Bryq60utm5srZaL$a9^lDV;WG{0Ak>ty`ISeRN97V2$1IEmokXiq6~uc5}?*k zOv5ROo0x`y0)*R82T5T_6o9zRToynx#ZPAOld>@we?&E0zKp*rgev`V0M*vqdyBi< zTohoBPXh)3*|PnQUe9MYCaig5Pnqf?b2qZ!Bf( zjZgZSITdc_+WV_FCUf99lg=kTxqhD-jGo03QxLPUNzxl7o<4-keWe{1;5Z@F9>Axm zYcuL~zFk+TYCP6I;heCS16EGhs!56dm=dgBMl#CfzzwlT*ZT^jLGRAR`e!Ftz?OpU zk<-hW$ua5(F7)*3n#uaft(7eHpBS=b(5)dq?3Y$Ha}Yym!rh69e*N6Au9V`@a~7go zbo4SFV%~lqOL#f+-_-DC+7dEZ`Bz_NmOlK_Up2BLrH04&B-VSHHA}7biR#;`=odq( z;z#bK98%%smO1$)D`g)q|DoH``Oca8rD=AZw7 zyQ1`mS0;rEfGY(|-?wQ5dunsp~-yDP>%cMk{>eTo(XRc5Y_Z}%)v$$tj zb2JK09NK$6_EVM&S9MYpa-@r4Tg4(0qT1jEGj$dM7op|Es67EZHG4bREzD#jZsk$< z&+>b{K|mB)UmJ3mO(S-VniZ?Qd`;1g(D`A@+Kx}IfctHSmln*(4l+;RrDeqnH|=*EA<*KY;`$}dX+94qnb zS0Z4`_p`9%I)H7p9e@Nm>-xzy;{oY!)o|O@U?>b+`b8jd%Hhs`TQmIpY;^+;HcSfZ zmr?(6SyNY~?ov7AK;hSu-y)8B>RH_sp_i2{^$|+$rVLEXIoKK;752CY8Q{xQw-~%s716!$14NF^|6TvvXz|f24}$Sx#f! z5M#u6b*4d7qQNz#(0AEUBZMlFEv$7?@&1xwJe1-L3IZcC?)@JgIbD01zQn{fQh)gE z$$^XS2geV2QZgMMCeEk1`D!Oi{^XdAQT;72|3%{b3pf6>J8V~?|Njac{0qWRAP|2` z-#-Z)3@)M5Uj_lJ*D_9DmHg0p)T8Qj>A_dYD8(< zd3$e2gsVzvW$TzEG~ReeNAFN*nV0@n{JG+f0m!icTQ#w%5RZ%gH9d5~mu7lqvfI?Y z$jKKf#je=BU0hpJdYc~|DN8@v)2IBMLL;Z7+2L_7dcZBez1ux)G)1g0WOc&GjYuMA znhTyyWu%lc?R)#mdAZS44z5PZX6C4w5Yya~j0FX1M*YH}?`13aG%EAwr=!f``um$# zyE4lAinEI0Mfch?+E>?ZtW7MrxbbOPS?zXgMAA-+9y~>xQ9`nSV!T9ebh_R{Zz#dl z|K4n!e6=?8&}{mwWwcwRyJ^X+V75+>hd{^k$S2naqdv2hTL@SS$;?}$v1g1+h=xOh zYJ{wMkhLO*R8^YbI&;!UPFsq%7{qz2S$IbDp}u|ry~E7v;(CTzLbEz@qrPIFXVCjU&#iIlgj zViSiR$%iTy<_n6RSBcf{@)B?9V0GrnyT`A=O+g zW$b#%xf+FtCE6$p-IpNW2gM7A&(BvikR_eTMqLpa%rm%q-EsLnDNm{0#YAQ;&C_`l zLk075FDM+3x0~+UFVD_&;BWzxpMqjQY0mM3(p;$%Wo1!^SdFg@#4zM71V<=w{ivDx zBmmV?@x9}O5VFv;P`#VYS%mJGpu^i(fsP<^c-4#I!w#iQZw4Pd zdfCsof4R|j@u8iK8^`p3*rTJKV-mcF@^?{Je_y`w#k^hpj8?SEDSqNfvDdiUqR z>#V0V!zR%o4;ZV(UOgxLB=XYjS;>j(t)f>U@=}o7Y%`kCm5+53xo;|8A!{-WSI&)Z zHZ%xO(_-z^tCKF5d5{<6Xd06((p|B?3lZ&o2(8kbcIinDM}Q9PywdlXCV`#k1tiJu z1^XMk{wh$_)&;7JwS$S7oq?sj_#X`*P_X&mZUOl(1S(7vUo?^e<#?xP++sDsh0xeE znjnGwbh`xnC!;z@%J)||(hbbO8P&yIiVf=uhHi~B9+LnbN31p6ibA`}yF~BMWmkHw z37v`d3pFG&{aBVh({P~6dc$k!Z_)0Om!)@d#m`CmuVmW4FvL!o215X=5Qtm? z#eyvi42nem(V7l}V!-Td?w}C3{m}1RfKV(>6Z)A95ZIS~TZIrvV7vd74G@&r+(Dt> zTdYFB9tGsp?;RB2t#ym~mZXS3DH{XvCxHe>;F|f14rOGlZ(yu%Y#eI8$3uU7;6Niu zV_|UXTzo~eAzkmo*16{B3f4f<80KbjVdDt*YS>z!zRG}sP-%H{L&5iZG33kV8Sd(6 zFnF7I7r`qv7Y(qa)*z^pnked-c`dH5baWv9WRP-MhDvZ!d?W zB<*Km%J1${C${LdS(L`m!l+Ai1>>8-Fjiqt$QuUn4;};>RVbnhp%A@ zuH~U@1wZs5+!Xs;f1EzO{INcww0t>4@53nXJHglF_5S|0L}pp;axc6 z#1!kBE*ReRq6s;vYL`hhLrXm#vdq`-He4`pcQTeqxZb2gBRy@EFL$Uja)P_}Pi2F&$?$z+St4H3JxxozMUMLygdePWdt;V@9E_l33 z!QT;GLT1fb$Gw;6X{|V64H+Kl?7wt^88Zdq;V_VcYDCB=O>XL4=U?3ql zt0V4vJ4pTWCTB|z)_HczG1i|u5BL(d{7At8x9w)b`p&*#oLp4FYZFx#Kk9P*V3DH|j*>rY5)R1!va zDV(8!bg?xVRh2B7tQ*V~#q*e}=&Dyd^Ku}O(fB}yhE1cD-a%Yw2{d@cQo$= z2Kzu*t8d>;U~%@rq*cs!6!G*~hqU!-e4H({KDm%_0`gwVE931+_ApHk?pxgC$6iXT z9A!r~ImL(EFDDup2`Mzbd#`X%;ohYiaRe6}7Wo@FXLG%jJIlAU(N}tfBd+# zWsq1!SBHSg_%t-uHo5JTs7$+AbN8u+E0kpwH;&%!y-D(!vTwgYg~Q>TvmLP8mpk^| zd{+kSR18N+9fBg=%^i6o`jjF?(7huB8UC4Hm4PV;#(iFSjVUJ!4~1MAiP7O^QE@b|b8u!+7MBzQ z$Id2B4%|T4fp|#{pprNUqeRLj&JTmYU=Rcp7#rYVA9WrA;RJs{IRzVIToIN(7x{fo z>||$R3QVU^u#y1|{Q9tvhJ@^_ zi-JJFxzM(9pnqsIm?zw4qt9>@77N9DH{4@^{dQY9FeoVecY}feUNE3oZfy_LL;*D1 zMgz}9;j%1mD~H7qchF#9Ch*FkvG{#~VbN%i&KSQO5~tH|e+C-oxqwfDV0V;5VL*0f zymBZcE+_K#_E2y*UZ3G;3DPa2~jw27y39 zsI=`gI1G(*``BI=Oy&+628zaOZ@m(Jd*H+p92IVF4+(_<`}{T<41>l3xwV~!MWVo& zEglVm-bq8E5qP|TTU$UO#;c3MIh*XD?W~Ie?6#vEY-j&a2qfM(!+-{k&-Z|a21)_` zbJ6&73CdxCK8{xo4Z*2LxX;Gg0(=VKY9|f7vm63w()e`|JNXoi`Uk$poo?gT#emZx zd>U@gfJegsDBMZI#}^nD0|zEn{JMa7chHcS9lU`-;Z#%H=l8e($k|aBbPuo3025K@ zoir>A?|lJIV(|F|pd=K5_r7pA90m4W+xh}%m>pP*gaF{cD~E)D*~Fs(1rZ;c;3!ZR z?|tC_CU-mo4U)a@C!KXFyxuAa9*ZKttnX|27%|0T$*C8ct!xFNeWj3jqJH`17{j9R3&}&`@CH zz-teUz?aj&{{aJ>2l2{b5V&}uxX%VpA`sa1V}floBsh@7F9&4pj`;vPnH^(=gd*^9 z7i{9uJ24i90OydKeQ~fe06uPZq&Q;{&dmm=tgxI?wXtzv!94=!QX^w+YJ+pf`}LDJ zh|zi)VQ7jpHh}?#M4CXbh8VOl3<))Y8bFXn2F6G>YqEwyr24kT4_` NO?v#egpwrb{{hng40Zqj diff --git a/research/berry/intro_to_inla.ipynb b/research/berry/intro_to_inla.ipynb deleted file mode 100644 index bd5ca8bf..00000000 --- a/research/berry/intro_to_inla.ipynb +++ /dev/null @@ -1,883 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import berrylib.util\n", - "berrylib.util.setup_nb()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# The Berry model\n", - "\n", - "## Notation\n", - "* $d$ is the number of arms in the trial\n", - "* $\\hat{I}$ is the sample information matrix.\n", - "* $\\mathbf{y}$ is the *vector* count data.\n", - "* $\\mathbf{n}$ is the *vector* number of patients per arm.\n", - "* $\\mathbf{p}$ is the *vector* probability-space odds per arm\n", - "* $\\mathbf{\\theta}$ is the *vector* logit-space true offsets\n", - "* $\\mathbf{p_1}$ is the *vector* of targeted treatment effects.\n", - "* $\\hat{\\mathbf{\\theta}}$ is the *vector* logit-space observed offsets.\n", - "* $\\mu$ is the mean of the sharing distribution ($\\theta$ prior)\n", - "* $\\sigma$ is the standard deviation of the sharing distribution ($\\theta$ prior)\n", - "* $\\mu_0 = -1.34$ is the mean of the $\\mu$ prior.\n", - "* $S = 10$ is the std dev of the $\\mu$ prior." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "## The basic model\n", - "\n", - "\\begin{align}\n", - "\\mathbf{y} &\\sim Binomial( \\mathbf{p}, \\mathbf{n})\\\\\n", - "\\mathbf{p} &= \\mathrm{expit}(\\mathbf{\\theta} + logit(\\mathbf{p_1}))\\\\\n", - "\\mathbf{\\theta} &\\sim N(\\mu, \\sigma^2)\\\\\n", - "\\mu &\\sim N(\\mu_0, S^2)\\\\\n", - "\\sigma^2 &\\sim InvGamma(0.0005, 0.000005)\\\\\n", - "\n", - "P(y, \\theta, \\sigma^2) &= P(\\sigma^2) P(\\theta|\\sigma^2) P(y|\\theta)\n", - "\\end{align}\n", - "\n", - "The model in the paper considers four arms.\n", - "\n", - "There are two version of the hypotheses and critical values which we'll call the \"Figure 1/2 design\" and the \"simulation design\".\n", - "\n", - "### Figure 1/2 design:\n", - "\n", - "Hypotheses:\n", - "\\begin{align}\n", - "p_0&=0.1\\\\\n", - "p_1&=0.3\\\\\n", - "p_{mid} &= \\frac{p_0 + p_1}{2}\n", - "\\end{align}\n", - "\n", - "Early futility:\n", - "\\begin{align}\n", - "Pr(p_i > p_{mid}) < 0.05\n", - "\\end{align}\n", - "\n", - "Final analysis:\n", - "\\begin{align}\n", - "Pr(p_i > p_0) > 0.85\n", - "\\end{align}\n", - "\n", - "### Simulation design for Figures 3 and up\n", - "\n", - "Hypotheses:\n", - "\\begin{align}\n", - "p_0&=[0.05, 0.05, 0.1, 0.2]\\\\\n", - "p_1&=[0.2, 0.2, 0.3, 0.4]\\\\\n", - "p_{mid} &= \\frac{p_0 + p_1}{2}\n", - "\\end{align}\n", - "\n", - "Early futility and success:\n", - "\\begin{align}\n", - "Pr(p_i > p_{mid}) < 0.05\\\\\n", - "Pr(p_i > p_{mid}) > 0.90\n", - "\\end{align}\n", - "\n", - "Final analysis:\n", - "\\begin{align}\n", - "Pr(p_i > p_0) > [0.82, 0.82, 0.85, 0.9]\n", - "\\end{align}\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import scipy.stats\n", - "import matplotlib.pyplot as plt\n", - "from scipy.special import logit\n", - "\n", - "n_i = np.array([20, 20, 35, 35])\n", - "# Try running with this parameter set! You'll find INLA does a lot worse. Exercise: Why?\n", - "# y_i = np.array([0, 1, 9, 10], dtype=np.float64)\n", - "y_i = np.array([1, 1, 9, 10], dtype=np.float64)\n", - "\n", - "mu_0 = -1.34\n", - "mu_sig_sq = 100.0\n", - "logit_p1 = logit(0.3)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# INLA\n", - "\n", - "## Section 1: compute $p(\\sigma^2|y)$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1.0, analytically integrate out $\\mu$:\n", - "\n", - "\\begin{align}\n", - "P(\\mu) &= N(\\mu_0, S^2)\\\\\n", - "P(\\theta|\\mu_0, \\sigma^2) &= N(\\mu_0, \\sigma^2)\\\\\n", - "P(\\theta|\\sigma^2) &= P(\\theta|\\mu_0, \\sigma^2, S^2) = N(\\mu_0, \\sigma^2 I + S^2 J)\n", - "\\end{align}\n", - "\n", - "where J is the matrix of all 1s (everywhere, not just the diagonal!) and I is the identity matrix." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1.1: Construct $\\sigma^2$ quadrature rule\n", - "\n", - "and compute values dependent only on $\\sigma^2$:\n", - "* precision matrix for $p(\\theta | \\sigma^2)$, often referred to as $Q$: this is the inverse covariance.\n", - "* determinant of precision matrix\n", - "* values of the prior." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "sigN = 90\n", - "sigma2_rule = berrylib.util.log_gauss_rule(sigN, 1e-6, 1e3)\n", - "arms = np.arange(4)\n", - "\n", - "# See above, cov = sigma2 * I + mu_sig_sq2\n", - "cov = np.full((sigN, 4, 4), mu_sig_sq)\n", - "cov[:, arms, arms] += sigma2_rule.pts[:, None]\n", - "\n", - "precQ = np.linalg.inv(cov)\n", - "precQdet = np.linalg.det(precQ)\n", - "log_prior = scipy.stats.invgamma.logpdf(sigma2_rule.pts, 0.0005, scale=0.000005)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1.2: find the maximum of $p(\\theta, y, \\sigma^2)$\n", - "\n", - "for each value of $\\sigma^2$.\n", - "\n", - "The goal here is to construct a Gaussian approximation at the maximum. To find the maximum, we use Newton's method. In the process of finding that maximum, we also find the Hessian at the maximum, which is the quadratic term in our Taylor series. Because the Taylor series is at the maximum, the first order term is zero. \n", - "\n", - "Now, because we're working with a log density, a quadratic approximation transforms into a Gaussian approximation in probability space after exponentiation! Gaussians are easy to integrate and we will take advantage of this fact later on." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "number of newton iterations 5\n" - ] - } - ], - "source": [ - "tol = 1e-4\n", - "theta_max = np.zeros((sigN, 4))\n", - "for i in range(100):\n", - " theta_m0 = theta_max - mu_0\n", - " theta_adj = theta_max + logit_p1\n", - " grad = (\n", - " -np.sum(precQ * theta_m0[:, None, :], axis=-1)\n", - " + y_i\n", - " - (n_i * np.exp(theta_adj) / (np.exp(theta_adj) + 1))\n", - " )\n", - " hess = -precQ.copy()\n", - " hess[:, arms, arms] -= n_i * np.exp(theta_adj) / ((np.exp(theta_adj) + 1) ** 2)\n", - " step = -np.linalg.solve(hess, grad)\n", - " theta_max += step\n", - "\n", - " if np.max(np.linalg.norm(step, axis=-1)) < tol:\n", - " print('number of newton iterations', i)\n", - " break" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1.3 Laplace approximation for calculating $p(\\sigma^2|y)$\n", - "\n", - "Let's derive the expression!\n", - "\n", - "Factorize the joint distribution: \n", - "\\begin{align}\n", - "\\log p(y, \\theta, \\sigma^2) = \\log p(\\theta | y, \\sigma^2) + \\log p(\\sigma^2|y) + \\log p(y) \\\\ \n", - "\\end{align}\n", - "\n", - "Drop the $\\log p(y)$ term because it's just a constant offset (or multiplicative offset in probability space rather than log space)) and we plan to re-normalize our probabality distribution at the end. This transforms our statement from equality to proportionality. Also, the statement above is true for any particular choice of $\\theta$. So, we will choose the maximizer identified in the previous section:\n", - "\n", - "\\begin{align}\n", - "\\log p(\\sigma^2|y) \\propto \\big[\\log p(y, \\theta, \\sigma^2) - \\log p(\\theta | y, \\sigma^2)\\big]_{\\theta = \\theta_0(\\sigma^2)}\n", - "\\end{align}\n", - "\n", - "Here $\\propto$ is used to say that a statement is true up to an additive constant. This is a little different from the normal meaning of up to a multiplicative constant, but is the more appropriate meaning in log space.\n", - "\n", - "Next, we write out the second term on the right hand side using the definition of a conditional:\n", - "\n", - "\\begin{align}\n", - "p(\\theta_0 | \\sigma^2, y) = \\frac{p(\\theta_0, y, \\sigma^2)}{\\int \\exp(\\log p(\\theta, y, \\sigma^2)) d\\theta}\n", - "\\end{align}\n", - "\n", - "The denominator looks a little funny right? Why haven't we collapsed the $\\exp \\log$? Written this way, the Gaussian integral is clear when we replace $\\log p(\\theta, y, \\sigma^2)$ with the quadratic approximation in the last section.\n", - "\n", - "The integral of a multivariate Gaussian we want is:\n", - "\\begin{align}\n", - "\\int \\exp[f(\\theta)] d\\theta \\approx \\exp[f(\\theta_0)](2\\pi)^{n/2}\\bigg| -Hf(\\theta_0))\\bigg|^{-1/2}\n", - "\\end{align}\n", - "where $\\theta_0$ is the maximizer, $Hf(\\theta_0)$ is the Hessian and $n$ is the dimension of $\\theta$. The bars around the (matrix) Hessian indicate a determinant. \n", - "\n", - "Plugging into the conditional formula above and taking a logarithm:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\\begin{align}\n", - "\\log p(\\theta_0 | \\sigma^2, y) = \\log p(\\theta_0, y, \\sigma^2) - \\log p(\\theta_0, y, \\sigma^2) - \\log ((2\\pi)^{n/2}) + \\frac{1}{2} \\log \\bigg| -Hf(\\theta_0))\\bigg|\n", - "\\end{align}" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first two terms cancel. And we can drop the third term because it's just a constant offset. The result is:\n", - "\\begin{align}\n", - "\\log p(\\theta_0 | \\sigma^2, y) \\propto \\frac{1}{2} \\log \\bigg| -Hf(\\theta_0))\\bigg|\n", - "\\end{align}\n", - "\n", - "Remember that $\\propto$ is used to say that a statement is true up to an additive constant.\n", - "\n", - "Returning to the goal of calculating $p(\\sigma^2 | y)$, we use our factorization from before:\n", - "\\begin{align}\n", - "\\log p(\\sigma^2|y) \\propto \\big[\\log p(y, \\theta, \\sigma^2) - \\log p(\\theta | y, \\sigma^2)\\big]_{\\theta = \\theta_0(\\sigma^2)}\\\\\n", - "\\log p(\\sigma^2|y) \\propto \\log p(y, \\theta_0, \\sigma^2) - \\frac{1}{2} \\log \\bigg| -Hf(\\theta_0))\\bigg|\n", - "\\end{align}\n", - "\n", - "This final formula is the one we implement in the short and sweet code below and give us the **the posterior of the hyperparameter**." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "

    " - ] - }, - "metadata": { - "image/png": { - "height": 267, - "width": 397 - } - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 267, - "width": 395 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "# 1) Calculate the log joint density.\n", - "theta_m0 = theta_max - mu_0\n", - "theta_adj = theta_max + logit_p1\n", - "logjoint = (\n", - " -0.5 * np.einsum(\"...i,...ij,...j\", theta_m0, precQ, theta_m0)\n", - " + 0.5 * np.log(precQdet)\n", - " + np.sum(theta_adj * y_i - n_i * np.log(np.exp(theta_adj) + 1), axis=-1)\n", - " + log_prior\n", - ")\n", - "\n", - "# 2) Calculate log p(\\sigma^2 | y) according to the formula above.\n", - "log_sigma2_post = logjoint - 0.5 * np.log(np.linalg.det(-hess))\n", - "\n", - "# 3) Transform from log to probability space.\n", - "sigma2_post = np.exp(log_sigma2_post)\n", - "\n", - "# 4) Normalize by the integral of p(\\sigma^2 | y) to make this a true probability distribution!\n", - "sigma2_post /= np.sum(sigma2_post * sigma2_rule.wts)\n", - "\n", - "# Plot the result! This is the posterior distribution of the hyperparameter.\n", - "plt.plot(np.log10(sigma2_rule.pts), sigma2_post, 'k-')\n", - "plt.xlabel('$\\log_{10} \\sigma^2$')\n", - "plt.ylabel('$p(\\sigma^2 | y)$')\n", - "plt.show()\n", - "\n", - "# We also plot the posterior multiplied by the integration weights. This can be\n", - "# useful since it weights the density by which portion are most \"influential\".\n", - "plt.plot(np.log10(sigma2_rule.pts), sigma2_post * sigma2_rule.wts, 'k-')\n", - "plt.xlabel('$\\log_{10} \\sigma^2$')\n", - "plt.ylabel('$p(\\sigma^2 | y) * w$')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Section 2: computing latent variable marginals: $p(\\theta_i | y)$\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "arm_idx = 0\n", - "ti_N = 61\n", - "ti_rule = berrylib.util.simpson_rule(ti_N, -6.0, 2.0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.0: Do it with full numerical integration (slow)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/.mambaforge/envs/imprint/lib/python3.10/site-packages/jax/_src/lib/__init__.py:33: UserWarning: JAX on Mac ARM machines is experimental and minimally tested. Please see https://github.com/google/jax/issues/5501 in the event of problems.\n", - " warnings.warn(\"JAX on Mac ARM machines is experimental and minimally tested. \"\n", - "WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 30.6 s, sys: 434 ms, total: 31.1 s\n", - "Wall time: 30.2 s\n" - ] - } - ], - "source": [ - "import berrylib.fast_inla as fast_inla\n", - "import berrylib.quadrature as quadrature\n", - "\n", - "fi = fast_inla.FastINLA(sigma2_n=sigN, n_arms=4)\n", - "quad_p_ti_g_y = quadrature.integrate(\n", - " fi, y_i, n_i, fixed_arm_dim=arm_idx, fixed_arm_values=ti_rule.pts,\n", - " n_theta=11\n", - ")\n", - "quad_p_ti_g_y /= np.sum(quad_p_ti_g_y * ti_rule.wts)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.1: Gaussian approximation of $p(\\theta_i|y, \\sigma^2)$\n", - "\n", - "When we calculated the posterior of the hyperparameters above in section 1.3, we developed a multi-variate normal approximation for $p(\\theta|y, \\sigma^2)$. We can re-use this approximation now to compute $p(\\theta_i | y)$. \n", - "\n", - "The final step is to evaluate at a range of $\\theta_i$ and then integrate over $\\sigma^2$." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 249, - "width": 371 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "theta_i_sigma = np.sqrt(np.diagonal(-np.linalg.inv(hess), axis1=1, axis2=2))\n", - "theta_i_mu = theta_max\n", - "gaussian_pdf = scipy.stats.norm.pdf(\n", - " ti_rule.pts[:, None],\n", - " theta_i_mu[None, :, arm_idx],\n", - " theta_i_sigma[None, :, arm_idx],\n", - ")\n", - "gaussian_p_ti_g_y = np.sum(\n", - " gaussian_pdf * sigma2_post * sigma2_rule.wts[None, :], axis=1\n", - ")\n", - "\n", - "plt.plot(ti_rule.pts, gaussian_p_ti_g_y, \"r-o\", markersize=3, label=\"INLA-Gaussian\")\n", - "plt.plot(ti_rule.pts, quad_p_ti_g_y, \"b-o\", markersize=3, label=\"Quadrature\")\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.1a: redo it for all the arms:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 249, - "width": 371 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 249, - "width": 371 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 249, - "width": 371 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 249, - "width": 371 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "for arm_idx in range(4):\n", - " print(arm_idx)\n", - " quad_p_ti_g_y = quadrature.integrate(\n", - " fi,\n", - " y_i,\n", - " n_i,\n", - " fixed_arm_dim=arm_idx,\n", - " fixed_arm_values=ti_rule.pts,\n", - " )\n", - " quad_p_ti_g_y /= np.sum(quad_p_ti_g_y * ti_rule.wts)\n", - "\n", - " theta_i_sigma = np.sqrt(np.diagonal(-np.linalg.inv(hess), axis1=1, axis2=2))\n", - " theta_i_mu = theta_max\n", - " gaussian_pdf = scipy.stats.norm.pdf(\n", - " ti_rule.pts[:, None],\n", - " theta_i_mu[None, :, arm_idx],\n", - " theta_i_sigma[None, :, arm_idx],\n", - " )\n", - " gaussian_p_ti_g_y = np.sum(\n", - " gaussian_pdf * sigma2_post * sigma2_rule.wts[None, :], axis=1\n", - " )\n", - "\n", - " plt.plot(ti_rule.pts, gaussian_p_ti_g_y, \"r-o\", markersize=3, label=\"INLA-Gaussian\")\n", - " plt.plot(ti_rule.pts, quad_p_ti_g_y, \"b-o\", markersize=3, label=\"Quad\")\n", - " plt.legend()\n", - " plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2.2: Laplace approximation of $p(\\theta_i|y, \\sigma^2)$\n", - "\n", - "Instead of assuming $p(\\theta_i|y, \\sigma^2)$ is Gaussian, we will compute it using the same Laplace approximation method that we used to compute $p(\\sigma^2|y)$. That is:\n", - "* we optimize over $\\mathbf{\\theta}_{-i}$ - the list of $\\theta$ indices that are not equal to $i$.\n", - "* Then we assume that $p(\\mathbf{\\theta}_{-i})$ is Gaussian and use that fact to compute the Gaussian integral in the denominator as before.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "y_tiled = np.tile(y_i[None,:], (ti_rule.pts.shape[0], 1))\n", - "n_tiled = np.tile(n_i[None,:], (ti_rule.pts.shape[0], 1))\n", - "ti_pts_tiled = np.tile(ti_rule.pts[:, None], (1, fi.sigma2_n)) \n", - "\n", - "ti_max, ti_hess_inv = fi.optimize_mode(y_tiled, n_tiled, fixed_arm_dim=arm_idx, fixed_arm_values=ti_pts_tiled)\n", - "ti_logjoint = fi.log_joint(y_tiled, n_tiled, ti_max)\n", - "\n", - "ti_post = np.exp(ti_logjoint + 0.5 * np.log(np.linalg.det(-ti_hess_inv)))\n", - "ti_post /= np.sum(ti_post * ti_rule.wts[:, None], axis=0)\n", - "laplace_p_ti_g_y = np.sum(ti_post * sigma2_post * sigma2_rule.wts, axis=1)\n", - "\n", - "plt.figure(figsize=(7, 4))\n", - "plt.plot(ti_rule.pts, gaussian_p_ti_g_y, \"r-o\", markersize=3, label=\"INLA-Gaussian\")\n", - "plt.plot(ti_rule.pts, laplace_p_ti_g_y, \"k-o\", markersize=3, label=\"INLA-Laplace\")\n", - "plt.plot(ti_rule.pts, quad_p_ti_g_y, \"b-o\", markersize=3, label=\"Quad\")\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Dirty Bayes\n", - "\n", - "## Section 1: Approximating the posterior conditional on hyperparameters\n", - "\n", - "### Step #1, exact, integrate out $\\mu$, just use normal distribution conjugacy\n", - "\n", - "\\begin{align}\n", - "P(\\mu) &= N(\\mu_0, S^2)\\\\\n", - "P(\\theta|\\mu, \\sigma^2) &= N(\\mu_0, \\sigma^2)\\\\\n", - "P(\\theta|\\sigma^2) &= P(\\theta|\\mu_0, \\sigma^2, S^2) = N(\\mu_0, \\sigma^2 I + S^2 J)\n", - "\\end{align}\n", - "\n", - "where J is the matrix of all 1s (everywhere, not just the diagonal!) and I is the identity matrix.\n", - "\n", - "### Step #2, the important approximation!! Binomial asymptotically is Normal \n", - "\n", - "\\begin{align}\n", - "\\mathbf{y} \\sim N(\\mathbf{\\theta} + logit(\\mathbf{p_1}), I^{-1})\n", - "\\end{align}\n", - "\n", - "### Step #3, introduce data to approximate likelihood:\n", - "\n", - "\\begin{align}\n", - "I^{-1} \\approx \\hat{I}^{-1} = \\hat{p} (1 - \\hat{p}) / n\\\\\n", - "P(y|\\theta) = N(\\mathbf{\\theta} + \\mathbf{p_1}, I^{-1}) \\approx N(\\hat{\\mathbf{\\theta}} + \\mathbf{p_1}, \\hat{I}^{-1})\\\\\n", - "\\end{align}\n", - "\n", - "### Step #4, combine the two Gaussians $P(y|\\theta)$ and $P(\\theta|\\sigma^2)$:\n", - "\n", - "\\begin{align}\n", - "P(\\theta|y,\\sigma^2) = \\frac{P(\\theta|\\sigma^2)P(y|\\theta)}{P(y|\\sigma^2)}\n", - "\\end{align}\n", - "\n", - "Using Gaussian posterior conjugacy: \n", - "\\begin{align}\n", - "\\theta|y, \\sigma^2 \\sim N(\\mu_d, \\Sigma_d)\\\\\n", - "\\mu_d = ...\\\\\n", - "\\Sigma_d = ...\\\\\n", - "\\end{align}\n", - "\n", - "## Section 2: Integration over hyperparameters\n", - "### Step #5: integrate out $\\sigma^2$\n", - "\n", - "\\begin{align}\n", - "P(\\theta|y) = \\int P(\\theta| y, \\sigma^2)P(\\sigma^2|y) d\\sigma^2\n", - "\\end{align}\n", - "\n", - "### Step #6: manipulate $\\sigma^2$ posterior\n", - "\n", - "By definition of conditional prob:\n", - "\\begin{align}\n", - "P(\\sigma^2|y) = \\frac{P(\\sigma^2, y)}{P(y)}\n", - "\\end{align}\n", - "\n", - "### Step #7: computing the joint distribution $P(\\sigma^2, y)$\n", - "\n", - "\\begin{align}\n", - "P(\\sigma^2, y) &= P(\\sigma^2)P(y|\\sigma^2)\\\\\n", - "y|\\sigma^2 &\\sim N(\\mu, \\hat{I}^{-1} + \\Sigma_{\\sigma^2})\n", - "\\end{align}\n", - "Also, recall the prior:\n", - "\\begin{align}\n", - "\\sigma^2 &\\sim InvGamma(0.0005, 0.000005)\\\\\n", - "\\end{align}\n", - "\n", - "### Step #8: compute $P(y)$ posterior\n", - "\n", - "Once we have computed the joint probability $P(\\sigma^2, y)$, the denominator/marginal/data-prior $P(y)$ can be easily computed by numerically integrating over $\\sigma^2$.\n", - "\n", - "### Step #9: actually do the integral from step #5.\n", - "\n", - "TODO: this should be updated to correct for the fact that we compute relevant quantities like exceedance probabilities before integrating.\n", - "Because this integral is done numerically, we now have a mixture of Gaussians. The mean and variance of a weighted mixture of gaussians is a well-known formula: INSERT FORMULA HERE.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "phat = y_i / n_i\n", - "thetahat = logit(phat) - logit_p1\n", - "# Step 3 above\n", - "sample_I = n_i * phat * (1 - phat)\n", - "\n", - "mu_post = np.empty((sigN,4))\n", - "sigma_post = np.empty((sigN, 4))\n", - "joint_sigma2_y = np.empty(sigN)\n", - "for i, sig2 in enumerate(sigma2_rule.pts):\n", - " # Prior covariance for the thetas\n", - " # Step 1 above!\n", - " S_0 = np.diag(np.repeat(sig2, 4)) + mu_sig_sq\n", - "\n", - " # Prior precision matrix for the thetas\n", - " # Step 1\n", - " V_0 = np.linalg.inv(S_0)\n", - "\n", - " # Formula for conjugate prior/posterior\n", - " # Step 2/4:\n", - " precision_posterior = V_0 + np.diag(sample_I)\n", - "\n", - " # The covariance is the inverse of the precision.\n", - " # Step 2/4:\n", - " Sigma_posterior = np.linalg.inv(precision_posterior)\n", - " sigma_post[i] = np.diag(Sigma_posterior)\n", - "\n", - " # Further conjugate prior solution.\n", - " # Step 2/4:\n", - " mu_post[i] = Sigma_posterior @ (sample_I * thetahat + (V_0 * mu_0).sum(axis=-1))\n", - "\n", - " # Step 6/7: compute P(\\sigma^2, y)\n", - " prior = scipy.stats.invgamma.pdf(sig2, 0.0005, scale=0.000005)\n", - " y_given_sig2 = scipy.stats.multivariate_normal.pdf(\n", - " thetahat,\n", - " np.repeat(-1.34, 4),\n", - " (np.diag(sample_I ** -1) + np.diag(np.repeat(sig2, 4)) + mu_sig_sq),\n", - " )\n", - " joint_sigma2_y[i] = prior * y_given_sig2" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "# Integrate over sigma2 to find the normalization factor for p(\\sigma^2 | y)\n", - "py = np.sum(joint_sigma2_y * sigma2_rule.wts)\n", - "sigma2_given_y = joint_sigma2_y / py" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Computing exceedance" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For each $\\sigma^2$ value, we have a separate multivariate gaussian approximation. But we want to understand the arm marginal distributions, that is: $p(\\theta_i | y)$. To get from $p(\\theta_i | \\sigma^2, y)$ to $p(\\theta_i | y)$, we need to integrate over $\\sigma^2$. Each of these gaussians has some integration weight according to $p(\\sigma^2|y) * w$. So, the final arm marginal is a mixture of Gaussians. \n", - "\n", - "An important point is that we need to compute exceedance probabilities before integrating. While we could compute a single multivariate normal approximation to our mixture of Gaussians (as suggested in \"INLA from Scratch\"), this single approximation will not provide us nearly the accuracy in exceedance probability as we get from computing exceedance and then integrating second.\n", - "\n", - "\\begin{align}\n", - "P(\\theta_i > T| y) = \\int P(\\theta_i > T | \\sigma^2, y) p(\\sigma^2|y) d\\sigma^2\n", - "\\end{align}" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0.87727121, 0.87727121, 1. , 1. ])" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# remember that theta = logit(p) - logit(p1)\n", - "p_threshold = 0.1\n", - "theta_threshold = logit(p_threshold) - logit_p1\n", - "\n", - "# integration weights\n", - "weights = sigma2_given_y * sigma2_rule.wts\n", - "exceedance_db = np.sum(\n", - " (\n", - " 1.0\n", - " - scipy.stats.norm.cdf(\n", - " theta_threshold, mu_post, sigma_post\n", - " )\n", - " )\n", - " * weights[:, None],\n", - " axis=0\n", - ")\n", - "exceedance_db" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0.83748942, 0.83748942, 0.99820646, 0.99898751])" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "inla_sigma = np.sqrt(np.diagonal(-np.linalg.inv(hess), axis1=1, axis2=2))\n", - "inla_mu = theta_max\n", - "exceedance_inla = np.sum(\n", - " (\n", - " 1.0\n", - " - scipy.stats.norm.cdf(\n", - " theta_threshold, inla_mu, inla_sigma\n", - " )\n", - " )\n", - " * weights[:, None],\n", - " axis=0\n", - ")\n", - "exceedance_inla" - ] - } - ], - "metadata": { - "interpreter": { - "hash": "a9637099bd81b2ef0895c64d539356b45819bc945d59d426757b1f51ae370d50" - }, - "jupytext": { - "formats": "ipynb,md" - }, - "kernelspec": { - "display_name": "Python 3.10.2 ('imprint')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/berry/intro_to_inla.md b/research/berry/intro_to_inla.md deleted file mode 100644 index bb077850..00000000 --- a/research/berry/intro_to_inla.md +++ /dev/null @@ -1,539 +0,0 @@ ---- -jupyter: - jupytext: - formats: ipynb,md - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: Python 3.10.2 ('imprint') - language: python - name: python3 ---- - -```python -import berrylib.util -berrylib.util.setup_nb() -``` - -# The Berry model - -## Notation -* $d$ is the number of arms in the trial -* $\hat{I}$ is the sample information matrix. -* $\mathbf{y}$ is the *vector* count data. -* $\mathbf{n}$ is the *vector* number of patients per arm. -* $\mathbf{p}$ is the *vector* probability-space odds per arm -* $\mathbf{\theta}$ is the *vector* logit-space true offsets -* $\mathbf{p_1}$ is the *vector* of targeted treatment effects. -* $\hat{\mathbf{\theta}}$ is the *vector* logit-space observed offsets. -* $\mu$ is the mean of the sharing distribution ($\theta$ prior) -* $\sigma$ is the standard deviation of the sharing distribution ($\theta$ prior) -* $\mu_0 = -1.34$ is the mean of the $\mu$ prior. -* $S = 10$ is the std dev of the $\mu$ prior. - - - -## The basic model - -\begin{align} -\mathbf{y} &\sim Binomial( \mathbf{p}, \mathbf{n})\\ -\mathbf{p} &= \mathrm{expit}(\mathbf{\theta} + logit(\mathbf{p_1}))\\ -\mathbf{\theta} &\sim N(\mu, \sigma^2)\\ -\mu &\sim N(\mu_0, S^2)\\ -\sigma^2 &\sim InvGamma(0.0005, 0.000005)\\ - -P(y, \theta, \sigma^2) &= P(\sigma^2) P(\theta|\sigma^2) P(y|\theta) -\end{align} - -The model in the paper considers four arms. - -There are two version of the hypotheses and critical values which we'll call the "Figure 1/2 design" and the "simulation design". - -### Figure 1/2 design: - -Hypotheses: -\begin{align} -p_0&=0.1\\ -p_1&=0.3\\ -p_{mid} &= \frac{p_0 + p_1}{2} -\end{align} - -Early futility: -\begin{align} -Pr(p_i > p_{mid}) < 0.05 -\end{align} - -Final analysis: -\begin{align} -Pr(p_i > p_0) > 0.85 -\end{align} - -### Simulation design for Figures 3 and up - -Hypotheses: -\begin{align} -p_0&=[0.05, 0.05, 0.1, 0.2]\\ -p_1&=[0.2, 0.2, 0.3, 0.4]\\ -p_{mid} &= \frac{p_0 + p_1}{2} -\end{align} - -Early futility and success: -\begin{align} -Pr(p_i > p_{mid}) < 0.05\\ -Pr(p_i > p_{mid}) > 0.90 -\end{align} - -Final analysis: -\begin{align} -Pr(p_i > p_0) > [0.82, 0.82, 0.85, 0.9] -\end{align} - - -```python -import numpy as np -import scipy.stats -import matplotlib.pyplot as plt -from scipy.special import logit - -n_i = np.array([20, 20, 35, 35]) -# Try running with this parameter set! You'll find INLA does a lot worse. Exercise: Why? -# y_i = np.array([0, 1, 9, 10], dtype=np.float64) -y_i = np.array([1, 1, 9, 10], dtype=np.float64) - -mu_0 = -1.34 -mu_sig_sq = 100.0 -logit_p1 = logit(0.3) -``` - -# INLA - -## Section 1: compute $p(\sigma^2|y)$ - - -### 1.0, analytically integrate out $\mu$: - -\begin{align} -P(\mu) &= N(\mu_0, S^2)\\ -P(\theta|\mu_0, \sigma^2) &= N(\mu_0, \sigma^2)\\ -P(\theta|\sigma^2) &= P(\theta|\mu_0, \sigma^2, S^2) = N(\mu_0, \sigma^2 I + S^2 J) -\end{align} - -where J is the matrix of all 1s (everywhere, not just the diagonal!) and I is the identity matrix. - - -### 1.1: Construct $\sigma^2$ quadrature rule - -and compute values dependent only on $\sigma^2$: -* precision matrix for $p(\theta | \sigma^2)$, often referred to as $Q$: this is the inverse covariance. -* determinant of precision matrix -* values of the prior. - -```python -sigN = 90 -sigma2_rule = berrylib.util.log_gauss_rule(sigN, 1e-6, 1e3) -arms = np.arange(4) - -# See above, cov = sigma2 * I + mu_sig_sq2 -cov = np.full((sigN, 4, 4), mu_sig_sq) -cov[:, arms, arms] += sigma2_rule.pts[:, None] - -precQ = np.linalg.inv(cov) -precQdet = np.linalg.det(precQ) -log_prior = scipy.stats.invgamma.logpdf(sigma2_rule.pts, 0.0005, scale=0.000005) -``` - -### 1.2: find the maximum of $p(\theta, y, \sigma^2)$ - -for each value of $\sigma^2$. - -The goal here is to construct a Gaussian approximation at the maximum. To find the maximum, we use Newton's method. In the process of finding that maximum, we also find the Hessian at the maximum, which is the quadratic term in our Taylor series. Because the Taylor series is at the maximum, the first order term is zero. - -Now, because we're working with a log density, a quadratic approximation transforms into a Gaussian approximation in probability space after exponentiation! Gaussians are easy to integrate and we will take advantage of this fact later on. - -```python -tol = 1e-4 -theta_max = np.zeros((sigN, 4)) -for i in range(100): - theta_m0 = theta_max - mu_0 - theta_adj = theta_max + logit_p1 - grad = ( - -np.sum(precQ * theta_m0[:, None, :], axis=-1) - + y_i - - (n_i * np.exp(theta_adj) / (np.exp(theta_adj) + 1)) - ) - hess = -precQ.copy() - hess[:, arms, arms] -= n_i * np.exp(theta_adj) / ((np.exp(theta_adj) + 1) ** 2) - step = -np.linalg.solve(hess, grad) - theta_max += step - - if np.max(np.linalg.norm(step, axis=-1)) < tol: - print('number of newton iterations', i) - break -``` - -### 1.3 Laplace approximation for calculating $p(\sigma^2|y)$ - -Let's derive the expression! - -Factorize the joint distribution: -\begin{align} -\log p(y, \theta, \sigma^2) = \log p(\theta | y, \sigma^2) + \log p(\sigma^2|y) + \log p(y) \\ -\end{align} - -Drop the $\log p(y)$ term because it's just a constant offset (or multiplicative offset in probability space rather than log space)) and we plan to re-normalize our probabality distribution at the end. This transforms our statement from equality to proportionality. Also, the statement above is true for any particular choice of $\theta$. So, we will choose the maximizer identified in the previous section: - -\begin{align} -\log p(\sigma^2|y) \propto \big[\log p(y, \theta, \sigma^2) - \log p(\theta | y, \sigma^2)\big]_{\theta = \theta_0(\sigma^2)} -\end{align} - -Here $\propto$ is used to say that a statement is true up to an additive constant. This is a little different from the normal meaning of up to a multiplicative constant, but is the more appropriate meaning in log space. - -Next, we write out the second term on the right hand side using the definition of a conditional: - -\begin{align} -p(\theta_0 | \sigma^2, y) = \frac{p(\theta_0, y, \sigma^2)}{\int \exp(\log p(\theta, y, \sigma^2)) d\theta} -\end{align} - -The denominator looks a little funny right? Why haven't we collapsed the $\exp \log$? Written this way, the Gaussian integral is clear when we replace $\log p(\theta, y, \sigma^2)$ with the quadratic approximation in the last section. - -The integral of a multivariate Gaussian we want is: -\begin{align} -\int \exp[f(\theta)] d\theta \approx \exp[f(\theta_0)](2\pi)^{n/2}\bigg| -Hf(\theta_0))\bigg|^{-1/2} -\end{align} -where $\theta_0$ is the maximizer, $Hf(\theta_0)$ is the Hessian and $n$ is the dimension of $\theta$. The bars around the (matrix) Hessian indicate a determinant. - -Plugging into the conditional formula above and taking a logarithm: - - -\begin{align} -\log p(\theta_0 | \sigma^2, y) = \log p(\theta_0, y, \sigma^2) - \log p(\theta_0, y, \sigma^2) - \log ((2\pi)^{n/2}) + \frac{1}{2} \log \bigg| -Hf(\theta_0))\bigg| -\end{align} - - -The first two terms cancel. And we can drop the third term because it's just a constant offset. The result is: -\begin{align} -\log p(\theta_0 | \sigma^2, y) \propto \frac{1}{2} \log \bigg| -Hf(\theta_0))\bigg| -\end{align} - -Remember that $\propto$ is used to say that a statement is true up to an additive constant. - -Returning to the goal of calculating $p(\sigma^2 | y)$, we use our factorization from before: -\begin{align} -\log p(\sigma^2|y) \propto \big[\log p(y, \theta, \sigma^2) - \log p(\theta | y, \sigma^2)\big]_{\theta = \theta_0(\sigma^2)}\\ -\log p(\sigma^2|y) \propto \log p(y, \theta_0, \sigma^2) - \frac{1}{2} \log \bigg| -Hf(\theta_0))\bigg| -\end{align} - -This final formula is the one we implement in the short and sweet code below and give us the **the posterior of the hyperparameter**. - -```python -# 1) Calculate the log joint density. -theta_m0 = theta_max - mu_0 -theta_adj = theta_max + logit_p1 -logjoint = ( - -0.5 * np.einsum("...i,...ij,...j", theta_m0, precQ, theta_m0) - + 0.5 * np.log(precQdet) - + np.sum(theta_adj * y_i - n_i * np.log(np.exp(theta_adj) + 1), axis=-1) - + log_prior -) - -# 2) Calculate log p(\sigma^2 | y) according to the formula above. -log_sigma2_post = logjoint - 0.5 * np.log(np.linalg.det(-hess)) - -# 3) Transform from log to probability space. -sigma2_post = np.exp(log_sigma2_post) - -# 4) Normalize by the integral of p(\sigma^2 | y) to make this a true probability distribution! -sigma2_post /= np.sum(sigma2_post * sigma2_rule.wts) - -# Plot the result! This is the posterior distribution of the hyperparameter. -plt.plot(np.log10(sigma2_rule.pts), sigma2_post, 'k-') -plt.xlabel('$\log_{10} \sigma^2$') -plt.ylabel('$p(\sigma^2 | y)$') -plt.show() - -# We also plot the posterior multiplied by the integration weights. This can be -# useful since it weights the density by which portion are most "influential". -plt.plot(np.log10(sigma2_rule.pts), sigma2_post * sigma2_rule.wts, 'k-') -plt.xlabel('$\log_{10} \sigma^2$') -plt.ylabel('$p(\sigma^2 | y) * w$') -plt.show() -``` - -## Section 2: computing latent variable marginals: $p(\theta_i | y)$ - - -```python -arm_idx = 0 -ti_N = 61 -ti_rule = berrylib.util.simpson_rule(ti_N, -6.0, 2.0) -``` - -### 2.0: Do it with full numerical integration (slow) - - -```python -import berrylib.fast_inla as fast_inla -import berrylib.quadrature as quadrature - -fi = fast_inla.FastINLA(sigma2_n=sigN, n_arms=4) -quad_p_ti_g_y = quadrature.integrate( - fi, y_i, n_i, fixed_arm_dim=arm_idx, fixed_arm_values=ti_rule.pts, - n_theta=11 -) -quad_p_ti_g_y /= np.sum(quad_p_ti_g_y * ti_rule.wts) -``` - -### 2.1: Gaussian approximation of $p(\theta_i|y, \sigma^2)$ - -When we calculated the posterior of the hyperparameters above in section 1.3, we developed a multi-variate normal approximation for $p(\theta|y, \sigma^2)$. We can re-use this approximation now to compute $p(\theta_i | y)$. - -The final step is to evaluate at a range of $\theta_i$ and then integrate over $\sigma^2$. - -```python -theta_i_sigma = np.sqrt(np.diagonal(-np.linalg.inv(hess), axis1=1, axis2=2)) -theta_i_mu = theta_max -gaussian_pdf = scipy.stats.norm.pdf( - ti_rule.pts[:, None], - theta_i_mu[None, :, arm_idx], - theta_i_sigma[None, :, arm_idx], -) -gaussian_p_ti_g_y = np.sum( - gaussian_pdf * sigma2_post * sigma2_rule.wts[None, :], axis=1 -) - -plt.plot(ti_rule.pts, gaussian_p_ti_g_y, "r-o", markersize=3, label="INLA-Gaussian") -plt.plot(ti_rule.pts, quad_p_ti_g_y, "b-o", markersize=3, label="Quadrature") -plt.legend() -plt.show() -``` - -### 2.1a: redo it for all the arms: - -```python -for arm_idx in range(4): - print(arm_idx) - quad_p_ti_g_y = quadrature.integrate( - fi, - y_i, - n_i, - fixed_arm_dim=arm_idx, - fixed_arm_values=ti_rule.pts, - ) - quad_p_ti_g_y /= np.sum(quad_p_ti_g_y * ti_rule.wts) - - theta_i_sigma = np.sqrt(np.diagonal(-np.linalg.inv(hess), axis1=1, axis2=2)) - theta_i_mu = theta_max - gaussian_pdf = scipy.stats.norm.pdf( - ti_rule.pts[:, None], - theta_i_mu[None, :, arm_idx], - theta_i_sigma[None, :, arm_idx], - ) - gaussian_p_ti_g_y = np.sum( - gaussian_pdf * sigma2_post * sigma2_rule.wts[None, :], axis=1 - ) - - plt.plot(ti_rule.pts, gaussian_p_ti_g_y, "r-o", markersize=3, label="INLA-Gaussian") - plt.plot(ti_rule.pts, quad_p_ti_g_y, "b-o", markersize=3, label="Quad") - plt.legend() - plt.show() - -``` - -### 2.2: Laplace approximation of $p(\theta_i|y, \sigma^2)$ - -Instead of assuming $p(\theta_i|y, \sigma^2)$ is Gaussian, we will compute it using the same Laplace approximation method that we used to compute $p(\sigma^2|y)$. That is: -* we optimize over $\mathbf{\theta}_{-i}$ - the list of $\theta$ indices that are not equal to $i$. -* Then we assume that $p(\mathbf{\theta}_{-i})$ is Gaussian and use that fact to compute the Gaussian integral in the denominator as before. - - -```python -y_tiled = np.tile(y_i[None,:], (ti_rule.pts.shape[0], 1)) -n_tiled = np.tile(n_i[None,:], (ti_rule.pts.shape[0], 1)) -ti_pts_tiled = np.tile(ti_rule.pts[:, None], (1, fi.sigma2_n)) - -ti_max, ti_hess_inv = fi.optimize_mode(y_tiled, n_tiled, fixed_arm_dim=arm_idx, fixed_arm_values=ti_pts_tiled) -ti_logjoint = fi.log_joint(y_tiled, n_tiled, ti_max) - -ti_post = np.exp(ti_logjoint + 0.5 * np.log(np.linalg.det(-ti_hess_inv))) -ti_post /= np.sum(ti_post * ti_rule.wts[:, None], axis=0) -laplace_p_ti_g_y = np.sum(ti_post * sigma2_post * sigma2_rule.wts, axis=1) - -plt.figure(figsize=(7, 4)) -plt.plot(ti_rule.pts, gaussian_p_ti_g_y, "r-o", markersize=3, label="INLA-Gaussian") -plt.plot(ti_rule.pts, laplace_p_ti_g_y, "k-o", markersize=3, label="INLA-Laplace") -plt.plot(ti_rule.pts, quad_p_ti_g_y, "b-o", markersize=3, label="Quad") -plt.legend() -plt.show() -``` - -# Dirty Bayes - -## Section 1: Approximating the posterior conditional on hyperparameters - -### Step #1, exact, integrate out $\mu$, just use normal distribution conjugacy - -\begin{align} -P(\mu) &= N(\mu_0, S^2)\\ -P(\theta|\mu, \sigma^2) &= N(\mu_0, \sigma^2)\\ -P(\theta|\sigma^2) &= P(\theta|\mu_0, \sigma^2, S^2) = N(\mu_0, \sigma^2 I + S^2 J) -\end{align} - -where J is the matrix of all 1s (everywhere, not just the diagonal!) and I is the identity matrix. - -### Step #2, the important approximation!! Binomial asymptotically is Normal - -\begin{align} -\mathbf{y} \sim N(\mathbf{\theta} + logit(\mathbf{p_1}), I^{-1}) -\end{align} - -### Step #3, introduce data to approximate likelihood: - -\begin{align} -I^{-1} \approx \hat{I}^{-1} = \hat{p} (1 - \hat{p}) / n\\ -P(y|\theta) = N(\mathbf{\theta} + \mathbf{p_1}, I^{-1}) \approx N(\hat{\mathbf{\theta}} + \mathbf{p_1}, \hat{I}^{-1})\\ -\end{align} - -### Step #4, combine the two Gaussians $P(y|\theta)$ and $P(\theta|\sigma^2)$: - -\begin{align} -P(\theta|y,\sigma^2) = \frac{P(\theta|\sigma^2)P(y|\theta)}{P(y|\sigma^2)} -\end{align} - -Using Gaussian posterior conjugacy: -\begin{align} -\theta|y, \sigma^2 \sim N(\mu_d, \Sigma_d)\\ -\mu_d = ...\\ -\Sigma_d = ...\\ -\end{align} - -## Section 2: Integration over hyperparameters -### Step #5: integrate out $\sigma^2$ - -\begin{align} -P(\theta|y) = \int P(\theta| y, \sigma^2)P(\sigma^2|y) d\sigma^2 -\end{align} - -### Step #6: manipulate $\sigma^2$ posterior - -By definition of conditional prob: -\begin{align} -P(\sigma^2|y) = \frac{P(\sigma^2, y)}{P(y)} -\end{align} - -### Step #7: computing the joint distribution $P(\sigma^2, y)$ - -\begin{align} -P(\sigma^2, y) &= P(\sigma^2)P(y|\sigma^2)\\ -y|\sigma^2 &\sim N(\mu, \hat{I}^{-1} + \Sigma_{\sigma^2}) -\end{align} -Also, recall the prior: -\begin{align} -\sigma^2 &\sim InvGamma(0.0005, 0.000005)\\ -\end{align} - -### Step #8: compute $P(y)$ posterior - -Once we have computed the joint probability $P(\sigma^2, y)$, the denominator/marginal/data-prior $P(y)$ can be easily computed by numerically integrating over $\sigma^2$. - -### Step #9: actually do the integral from step #5. - -TODO: this should be updated to correct for the fact that we compute relevant quantities like exceedance probabilities before integrating. -Because this integral is done numerically, we now have a mixture of Gaussians. The mean and variance of a weighted mixture of gaussians is a well-known formula: INSERT FORMULA HERE. - - -```python -phat = y_i / n_i -thetahat = logit(phat) - logit_p1 -# Step 3 above -sample_I = n_i * phat * (1 - phat) - -mu_post = np.empty((sigN,4)) -sigma_post = np.empty((sigN, 4)) -joint_sigma2_y = np.empty(sigN) -for i, sig2 in enumerate(sigma2_rule.pts): - # Prior covariance for the thetas - # Step 1 above! - S_0 = np.diag(np.repeat(sig2, 4)) + mu_sig_sq - - # Prior precision matrix for the thetas - # Step 1 - V_0 = np.linalg.inv(S_0) - - # Formula for conjugate prior/posterior - # Step 2/4: - precision_posterior = V_0 + np.diag(sample_I) - - # The covariance is the inverse of the precision. - # Step 2/4: - Sigma_posterior = np.linalg.inv(precision_posterior) - sigma_post[i] = np.diag(Sigma_posterior) - - # Further conjugate prior solution. - # Step 2/4: - mu_post[i] = Sigma_posterior @ (sample_I * thetahat + (V_0 * mu_0).sum(axis=-1)) - - # Step 6/7: compute P(\sigma^2, y) - prior = scipy.stats.invgamma.pdf(sig2, 0.0005, scale=0.000005) - y_given_sig2 = scipy.stats.multivariate_normal.pdf( - thetahat, - np.repeat(-1.34, 4), - (np.diag(sample_I ** -1) + np.diag(np.repeat(sig2, 4)) + mu_sig_sq), - ) - joint_sigma2_y[i] = prior * y_given_sig2 -``` - -```python -# Integrate over sigma2 to find the normalization factor for p(\sigma^2 | y) -py = np.sum(joint_sigma2_y * sigma2_rule.wts) -sigma2_given_y = joint_sigma2_y / py -``` - -# Computing exceedance - - -For each $\sigma^2$ value, we have a separate multivariate gaussian approximation. But we want to understand the arm marginal distributions, that is: $p(\theta_i | y)$. To get from $p(\theta_i | \sigma^2, y)$ to $p(\theta_i | y)$, we need to integrate over $\sigma^2$. Each of these gaussians has some integration weight according to $p(\sigma^2|y) * w$. So, the final arm marginal is a mixture of Gaussians. - -An important point is that we need to compute exceedance probabilities before integrating. While we could compute a single multivariate normal approximation to our mixture of Gaussians (as suggested in "INLA from Scratch"), this single approximation will not provide us nearly the accuracy in exceedance probability as we get from computing exceedance and then integrating second. - -\begin{align} -P(\theta_i > T| y) = \int P(\theta_i > T | \sigma^2, y) p(\sigma^2|y) d\sigma^2 -\end{align} - -```python -# remember that theta = logit(p) - logit(p1) -p_threshold = 0.1 -theta_threshold = logit(p_threshold) - logit_p1 - -# integration weights -weights = sigma2_given_y * sigma2_rule.wts -exceedance_db = np.sum( - ( - 1.0 - - scipy.stats.norm.cdf( - theta_threshold, mu_post, sigma_post - ) - ) - * weights[:, None], - axis=0 -) -exceedance_db -``` - -```python -inla_sigma = np.sqrt(np.diagonal(-np.linalg.inv(hess), axis1=1, axis2=2)) -inla_mu = theta_max -exceedance_inla = np.sum( - ( - 1.0 - - scipy.stats.norm.cdf( - theta_threshold, inla_mu, inla_sigma - ) - ) - * weights[:, None], - axis=0 -) -exceedance_inla -``` diff --git a/research/berry/jax_inla.ipynb b/research/berry/jax_inla.ipynb deleted file mode 100644 index 87aeb974..00000000 --- a/research/berry/jax_inla.ipynb +++ /dev/null @@ -1,889 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/const/mambaforge/envs/imprint/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], - "source": [ - "import sys\n", - "\n", - "import jax\n", - "import jax.numpy as jnp\n", - "import numpyro.distributions as dist\n", - "import matplotlib.pyplot as plt\n", - "\n", - "\n", - "from berrylib.constants import Y_I, Y_I2, N_I, N_I2\n", - "from jax.config import config\n", - "config.update(\"jax_enable_x64\", False)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "D 1000.0\n", - "[0.00028571 0.00128571 0.00228571 0.00328571]\n", - "D 100.0\n", - "[-0.01 0. 0.01 0.02]\n", - "D 10.0\n", - "[-0.14390244 -0.04390244 0.05609756 0.15609756]\n", - "D 1.0\n", - "[-1.49376559 -0.49376559 0.50623441 1.50623441]\n", - "D 0.1\n", - "[-14.99375156 -4.99375156 5.00624844 15.00624844]\n", - "D 0.01\n", - "[-149.99375016 -49.99375016 50.00624984 150.00624984]\n", - "D 0.001\n", - "[-1499.99375002 -499.99375002 500.00624998 1500.00624998]\n", - "D 0.0001\n", - "[-14999.99375 -4999.99375 5000.00625 15000.00625]\n", - "D 1e-05\n", - "[-149999.99375 -49999.99375 50000.00625 150000.00625]\n", - "D 1e-06\n", - "[-1499999.99375 -499999.99375 500000.00625 1500000.00625]\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import berrylib.fast_inla\n", - "import importlib\n", - "from functools import partial\n", - "\n", - "importlib.reload(berrylib.fast_inla)\n", - "from berrylib.fast_inla import FastINLA, jax_opt, jax_faster_inv_product\n", - "\n", - "def jax_faster_inv_product(D, S, G):\n", - " \"\"\"Compute (diag(D)+S)^-1 @ G.\n", - "\n", - " This function uses \"Sherman-Morrison\" formula:\n", - " https://en.wikipedia.org/wiki/Sherman–Morrison_formula\n", - " \"\"\"\n", - " D_inverse = 1.0 / D\n", - " multiplier = -S / (1 + (S / D).sum())\n", - " # return D_inverse *(multiplier * jnp.dot(D_inverse, G) + G)\n", - " D_norm = jnp.abs(D).sum()\n", - " D_normed = D / D_norm\n", - " return (-S * (G / D_normed).sum() / (D_norm + (S / D_normed).sum()) + G) / D\n", - "\n", - "Ds = jnp.arange(3, -7, -1)\n", - "S = 100\n", - "G = jnp.arange(1, 5)\n", - "for D in Ds:\n", - " D = 10.0**D\n", - " print('D', D)\n", - " D = jnp.repeat(D, 4)\n", - " D_inverse = 1.0 / D\n", - " multiplier = -S / (1 + (S / D).sum())\n", - " d_multiplier = -S / (D + S*len(D))\n", - " a, b = D_inverse *(multiplier * jnp.dot(D_inverse, G)), D_inverse * G\n", - " # print(\"inv\", D_inverse)\n", - " # print(multiplier * D_inverse)\n", - " # print(d_multiplier)\n", - " print(jax_faster_inv_product(D, S, G))\n", - " # print(jax_faster_inv_product(D, S, G) * D)\n", - "# assert jax.config.read(\"jax_enable_x64\")\n", - "\n", - "# fi = FastINLA(n_arms=4)\n", - "# # sigma2 = jnp.array(1e5)\n", - "# y = jnp.array([0, 0, 30, 30])\n", - "# n = jnp.array([30, 30, 30, 30])\n", - "# # # fi.jax_inference(y, n)\n", - "# j = -2\n", - "# jax_opt(\n", - "# y,\n", - "# n,\n", - "# fi.sigma2_pts_jax[j],\n", - "# fi.neg_precQ_jax[j],\n", - "# fi.precQ_eig_vals_jax[j],\n", - "# fi.precQ_eig_vecs_jax[j],\n", - "# fi.logit_p1,\n", - "# fi.mu_0,\n", - "# fi.tol,\n", - "# fast_loop=False,\n", - "# )\n" - ] - }, - { - "cell_type": "code", - "execution_count": 164, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([[ 0., 0., -1., ..., 1., 1., 1.],\n", - " [ 0., 0., -1., ..., 1., 1., 1.],\n", - " [ 0., 0., -1., ..., 1., 1., 1.],\n", - " ...,\n", - " [ 1., 1., 1., ..., 1., 1., 1.],\n", - " [ 1., 1., 1., ..., 1., 1., 1.],\n", - " [ 1., 1., 1., ..., 1., 1., 1.]]),\n", - " array([[ -inf, -inf, -7.11662666, ..., 6.93373191,\n", - " 8.5175151 , 8.87252596],\n", - " [ -inf, -inf, -7.11662666, ..., 6.93373191,\n", - " 8.5175151 , 8.87252596],\n", - " [ -inf, -inf, -7.11662666, ..., 6.93373191,\n", - " 8.5175151 , 8.87252596],\n", - " ...,\n", - " [-15.78124253, -15.25253092, -14.32642149, ..., 1.32578601,\n", - " 2.18722541, 2.42099027],\n", - " [-15.81360094, -15.28283245, -14.3575988 , ..., -2.60645969,\n", - " -2.60283052, -2.60188043],\n", - " [-15.83460559, -15.30497092, -14.383241 , ..., -3.23427153,\n", - " -3.23251662, -3.23205077]]))" - ] - }, - "execution_count": 164, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "with open(\"/home/const/imprint/out.txt\") as f:\n", - " arr = np.array(eval(f.read()))\n", - "arr.shape\n", - "np.linalg.slogdet(arr)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.0010487821918949499\n", - "[0.00074172 0.00074148]\n" - ] - } - ], - "source": [ - "# with jit:\n", - "x = np.array([2.3373992443084717, 2.337362289428711])\n", - "y = np.array([2.3381409645080566, 2.338103771209717])\n", - "\n", - "def \n", - "\n", - "# without jit:\n", - "# [2.3373985290527344, 2.3373618125915527]\n", - "print(np.linalg.norm(x - y))\n", - "print(np.abs(x-y))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[-6.37561 0.02439026 0.02439024 0.02439024]\n", - " [ 0.02439026 -6.37561 0.02439026 0.02439025]\n", - " [ 0.02439025 0.02439026 -6.37561 0.02439024]\n", - " [ 0.02439025 0.02439025 0.02439024 -6.37561 ]]\n", - "[[-0.1568547 -0.00060468 -0.00060468 -0.00060468]\n", - " [-0.00060468 -0.15685467 -0.00060468 -0.00060468]\n", - " [-0.00060468 -0.00060468 -0.15685469 -0.00060468]\n", - " [-0.00060468 -0.00060468 -0.00060468 -0.15685469]]\n" - ] - } - ], - "source": [ - "def logit(x):\n", - " return jnp.log(x) - jnp.log(1 - x)\n", - "\n", - "\n", - "def get_log_berry_likelihood(y, n):\n", - " def log_berry_likelihood(theta, sigma_sq):\n", - " ll = 0.0\n", - " ll += dist.InverseGamma(0.0005, 0.000005).log_prob(sigma_sq)\n", - " cov = jnp.full((4, 4), 100) + jnp.diag(jnp.repeat(sigma_sq, 4))\n", - " ll += (\n", - " dist.MultivariateNormal(-1.34, covariance_matrix=cov).log_prob(theta).sum()\n", - " )\n", - " ll += dist.BinomialLogits(logit(0.3) + theta, total_count=n).log_prob(y).sum()\n", - " return ll\n", - "\n", - " return log_berry_likelihood\n", - "\n", - "\n", - "ll = get_log_berry_likelihood(y, n)\n", - "theta = jnp.array([0.0, 0, 0, 0])\n", - "sigma_sq = 1e1\n", - "ll(theta, sigma_sq)\n", - "grad = jax.grad(ll, 0)\n", - "hess = jax.jacobian(grad)\n", - "h = hess(theta, sigma_sq)\n", - "print(h)\n", - "print(jnp.linalg.inv(h))\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def mcmc_berry_model(y, n):\n", - " # y, n = data\n", - " mu = numpyro.sample(\"mu\", dist.Normal(-1.34, 10))\n", - " sigma2 = numpyro.sample(\"sigma2\", dist.InverseGamma(0.0005, 0.000005))\n", - " with numpyro.plate(\"j\", 4):\n", - " theta = numpyro.sample(\n", - " \"theta\",\n", - " dist.Normal(mu, jax.numpy.sqrt(sigma2)),\n", - " )\n", - " numpyro.sample(\n", - " \"y\",\n", - " dist.BinomialLogits(theta + 0, total_count=n),\n", - " obs=y,\n", - " )\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Stochastic Variational Inference" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 3000/3000 [00:02<00:00, 1104.55it/s, init loss: 78.8034, avg. loss [2851-3000]: 19.7578]\n" - ] - } - ], - "source": [ - "import numpyro\n", - "from functools import partial\n", - "from numpyro.infer import Predictive, SVI, Trace_ELBO, init_to_uniform\n", - "from numpyro.contrib.einstein import RBFKernel, SteinVI\n", - "from numpyro.infer.autoguide import (\n", - " AutoLaplaceApproximation,\n", - " AutoDelta,\n", - " AutoMultivariateNormal,\n", - " AutoBNAFNormal,\n", - ")\n", - "\n", - "data = Y_I2[-1], N_I2[-1]\n", - "y, n = data\n", - "model = mcmc_berry_model\n", - "optimizer = numpyro.optim.Adam(step_size=0.005)\n", - "# guide = AutoLaplaceApproximation(model)\n", - "guide = AutoBNAFNormal(model)\n", - "# guide = AutoMultivariateNormal(model)\n", - "# guide = AutoDelta(model, init_loc_fn=partial(init_to_uniform, radius=0.1))\n", - "svi = SVI(model, guide, optimizer, loss=Trace_ELBO())\n", - "svi_result = svi.run(jax.random.PRNGKey(0), 3_000, y, n)\n", - "params = svi_result.params\n", - "predictive = Predictive(guide, params=params, num_samples=100000)\n", - "samples = predictive(jax.random.PRNGKey(1), data)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 112, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(svi_result.losses)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10, 5))\n", - "for i in range(4):\n", - " s = samples[\"theta\"][:, i]\n", - " s = s[jnp.newaxis]\n", - " plt.hist(s, bins=100, density=True, label=f\"$\\\\theta_{i}$\", alpha=0.5)\n", - "plt.legend()\n", - "None\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "$ P(x_i | x_{-i}, y, \\theta) = P(x, y, \\theta) / P(x_{-i}, \\theta, y) $" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "2) gaussian approx at x=mu(theta)\n", - "\n", - "* p_thetaIy = log_berry_likelihood(vars) - p_x_I_theta_y \n", - "\n", - "* Note the last term depends on a fixed theta too\n", - "\n", - "2) p_thetaIy = log_berry_likelihood(vars) - .5 * log(-H(f(x_0))) \n", - "\n", - "3) p_xiIy = sum(p_xiItheta_y + p_thetaIy for theta in thetas)\n", - "\n", - "* times dTheta\n", - "\n", - "* p_xiItheta_y is skew normal approximation at MAP" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "$ P(t|y) = P(x, t, y) / gaussian(P(x | t, y)) $\n", - "\n", - "$ P(x_i|t,y) = P(x, t, y) / gaussian(P(x-i|t,y)) $\n", - "\n", - "$ P(x_i | y) = \\sum(P(xi|t,y) * P(t|y) \\Delta t) $\n", - "\n", - "$ P(x_i | y) = \\sum(P(xi|t,y) * P(t|y) \\Delta t) $" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(6,)\n" - ] - }, - { - "data": { - "text/plain": [ - "DeviceArray([[-1.03994812e+02, 0.00000000e+00, 0.00000000e+00,\n", - " 0.00000000e+00, 1.00000000e+02, 9.65321387e+03],\n", - " [ 0.00000000e+00, -1.04937164e+02, 0.00000000e+00,\n", - " 0.00000000e+00, 1.00000000e+02, 2.25158911e+03],\n", - " [ 0.00000000e+00, 0.00000000e+00, -1.07928795e+02,\n", - " 0.00000000e+00, 1.00000000e+02, 6.33029883e+03],\n", - " [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n", - " -1.08560623e+02, 1.00000000e+02, 2.96381812e+03],\n", - " [ 1.00000000e+02, 1.00000000e+02, 1.00000000e+02,\n", - " 1.00000000e+02, -4.00010010e+02, -2.11989219e+04],\n", - " [ 9.65321289e+03, 2.25158911e+03, 6.33029883e+03,\n", - " 2.96381812e+03, -2.11989180e+04, -1.44111600e+06]], dtype=float32)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "y = Y_I2[-1]\n", - "n = N_I2[-1]\n", - "log_berry_likelihood = get_log_berry_likelihood(y, n)\n", - "grad = jax.grad(log_berry_likelihood, 0)\n", - "hess = jax.jacobian(grad)\n", - "# theta = jnp.zeros(4)\n", - "key = jax.random.PRNGKey(0)\n", - "theta = jax.random.uniform(key, [4])\n", - "mu = jnp.zeros(1)\n", - "sigma = jnp.array(0.01)[jnp.newaxis]\n", - "vars = jnp.concatenate([theta, mu, sigma])\n", - "print(vars.shape)\n", - "jnp.exp(log_berry_likelihood(vars))\n", - "grad(vars)\n", - "h = hess(vars)\n", - "h\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "N_ARMS = 4\n", - "\n", - "\n", - "def pack_vars(theta, mu, sigma):\n", - " return jnp.concatenate([theta, mu, sigma])\n", - "\n", - "\n", - "def unpack_vars(vars):\n", - " return vars[:N_ARMS], vars[N_ARMS], vars[N_ARMS + 1]\n", - "\n", - "\n", - "# print(hs.shape)\n", - "@jax.jit\n", - "def chol():\n", - " hs = jnp.stack([h for i in range(4 * 16)])\n", - " return jax.lax.linalg.cholesky(\n", - " hs,\n", - " )\n", - " # return jnp.linalg.inv(hs)\n", - "\n", - "\n", - "# %timeit chol()\n", - "\n", - "# @jax.jit\n", - "def optimize(theta, sigma, mask):\n", - " log_berry_likelihood = get_log_berry_likelihood(y, n)\n", - " grad = jax.grad(log_berry_likelihood, 0)\n", - " hess = jax.jacobian(grad)\n", - " # theta = jnp.zeros(4)\n", - " mu = jnp.zeros(1)\n", - " sigma = jnp.array(sigma)[jnp.newaxis]\n", - " vars = pack_vars(theta, mu, sigma)\n", - " # Do a newton iteration\n", - " pvars = None\n", - " for _ in range(10):\n", - " g = grad(vars)\n", - " h = hess(vars)\n", - " g = g[mask]\n", - " h = h[mask, mask]\n", - " pvars = vars\n", - " print(jnp.diag(h))\n", - " update = jnp.linalg.solve(h, g)\n", - " vars = vars.at[mask].add(-update)\n", - " # assert not jnp.isnan(vars).any()\n", - " # print(jnp.linalg.norm(pvars - vars))\n", - " return vars\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-1.0000001e+08 -1.0000001e+08 -1.0000001e+08 -1.0000001e+08\n", - " -4.0000000e+08]\n", - "[-1.0000001e+08 -1.0000001e+08 -1.0000001e+08 -1.0000001e+08\n", - " -4.0000000e+08]\n", - "[-1.0000001e+08 -1.0000001e+08 -1.0000001e+08 -1.0000001e+08\n", - " -4.0000000e+08]\n", - "[-1.0000000e+08 -1.0000000e+08 -1.0000001e+08 -1.0000001e+08\n", - " -4.0000000e+08]\n", - "[-1.0000000e+08 -1.0000000e+08 -1.0000001e+08 -1.0000001e+08\n", - " -4.0000000e+08]\n", - "[-1.0000000e+08 -1.0000000e+08 -1.0000001e+08 -1.0000001e+08\n", - " -4.0000000e+08]\n", - "[-1.0000000e+08 -1.0000000e+08 -1.0000001e+08 -1.0000001e+08\n", - " -4.0000000e+08]\n", - "[-1.0000000e+08 -1.0000000e+08 -1.0000001e+08 -1.0000001e+08\n", - " -4.0000000e+08]\n", - "[-1.0000000e+08 -1.0000000e+08 -1.0000001e+08 -1.0000001e+08\n", - " -4.0000000e+08]\n", - "[-1.0000000e+08 -1.0000000e+08 -1.0000001e+08 -1.0000001e+08\n", - " -4.0000000e+08]\n" - ] - }, - { - "data": { - "text/plain": [ - "DeviceArray([-1.5039762e+00, -1.5039762e+00, -1.5039762e+00,\n", - " -1.5039761e+00, -1.5039762e+00, 9.9999999e-09], dtype=float32)" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "theta = jnp.zeros(4)\n", - "sigma = 1e-8\n", - "mask = jnp.s_[0:5]\n", - "optimize(theta, sigma, mask)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "sigmas = jnp.power(10, jnp.linspace(-8, 3, 10))\n", - "thetas = jnp.linspace(-10, 10, 10)\n", - "mask = jnp.s_[1:5]\n", - "varss = []\n", - "for sigma in sigmas:\n", - " for theta in thetas:\n", - " theta = jnp.zeros(4).at[0].set(theta)\n", - " vars = optimize(theta, sigma, mask)\n", - " varss.append(vars)\n", - "varss = jnp.stack(varss)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(100, 6)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "varss.shape\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sigmas = jnp.log10(varss[:, N_ARMS + 1])\n", - "thetas = varss[:, :N_ARMS]\n", - "plt.scatter(sigmas, jnp.mean(thetas, 1))\n", - "plt.scatter(sigmas, jnp.std(thetas, 1))\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "x = 90\n", - "plt.scatter(thetas[x : x + 10, 0], thetas[x : x + 10, 1])\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DeviceArray([[-2.9434702 , -1.0610158 , -0.91644555],\n", - " [-2.9433036 , -1.0609921 , -0.9164234 ],\n", - " [-2.943137 , -1.0609684 , -0.91640127],\n", - " [-2.9429703 , -1.0609446 , -0.916379 ],\n", - " [-2.9428034 , -1.0609208 , -0.91635674],\n", - " [-2.9426367 , -1.0608972 , -0.91633445],\n", - " [-2.94247 , -1.0608734 , -0.9163123 ],\n", - " [-2.9423037 , -1.0608497 , -0.91629004],\n", - " [-2.942137 , -1.060826 , -0.9162678 ],\n", - " [-2.9419703 , -1.0608022 , -0.91624564]], dtype=float32)" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "thetas[x : x + 10]\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/alexconstantino/.local/share/virtualenvs/research-pVCP8Qup/lib/python3.8/site-packages/jax/_src/tree_util.py:185: FutureWarning: jax.tree_util.tree_multimap() is deprecated. Please use jax.tree_util.tree_map() instead as a drop-in replacement.\n", - " warnings.warn('jax.tree_util.tree_multimap() is deprecated. Please use jax.tree_util.tree_map() '\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import numpyro\n", - "import numpyro.distributions as dist\n", - "from numpyro.infer import MCMC, NUTS\n", - "\n", - "\n", - "def mcmc_berry_model(y, n):\n", - " mu = numpyro.sample(\"mu\", dist.Normal(-1.34, 10))\n", - " sigma2 = numpyro.sample(\"sigma2\", dist.InverseGamma(0.0005, 0.000005))\n", - " with numpyro.plate(\"j\", 2):\n", - " theta = numpyro.sample(\n", - " \"theta\",\n", - " dist.Normal(mu, jax.numpy.sqrt(sigma2)),\n", - " )\n", - " numpyro.sample(\n", - " \"y\",\n", - " dist.BinomialLogits(theta + (np.log(0.3) - np.log(1 - 0.3)), total_count=n),\n", - " obs=y,\n", - " )\n", - "\n", - "\n", - "def do_mcmc(rng_key, y, n):\n", - " nuts_kernel = NUTS(mcmc_berry_model)\n", - " mcmc = MCMC(\n", - " nuts_kernel,\n", - " progress_bar=False,\n", - " num_warmup=10_000,\n", - " num_samples=1_000_000,\n", - " thinning=10,\n", - " )\n", - " mcmc.run(rng_key, y, n)\n", - " return mcmc.get_samples(group_by_chain=True)\n", - "\n", - "\n", - "s = do_mcmc(jax.random.PRNGKey(0), jnp.array([4, 8]), jnp.array([35, 35]))\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.06822955]\n", - "(100000,)\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sig = s[\"sigma2\"]\n", - "# sig = sig[np.newaxis]\n", - "sig = sig[:, :][0]\n", - "print(np.quantile(sig, [0.5]))\n", - "sig = np.log10(sig)\n", - "print(sig.shape)\n", - "fig = plt.figure(figsize=(7, 5))\n", - "plt.hist(sig, bins=10)\n", - "plt.xlabel(\"log10(sigma^2)\")\n", - "fig.patch.set_alpha(1)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def jax_calc_posterior_and_exceedances(\n", - " theta_max,\n", - " y,\n", - " n,\n", - " log_prior,\n", - " neg_precQ,\n", - " logprecQdet,\n", - " hess_inv,\n", - " sigma2_wts,\n", - " logit_p1,\n", - " mu_0,\n", - " thresh_theta,\n", - "):\n", - " theta_m0 = theta_max - mu_0\n", - " theta_adj = theta_max + logit_p1\n", - " exp_theta_adj = jnp.exp(theta_adj)\n", - " logjoint = (\n", - " 0.5 * jnp.einsum(\"...i,...ij,...j\", theta_m0, neg_precQ, theta_m0)\n", - " + logprecQdet\n", - " + jnp.sum(\n", - " theta_adj * y[:, None] - n[:, None] * jnp.log(exp_theta_adj + 1),\n", - " axis=-1,\n", - " )\n", - " + log_prior\n", - " )\n", - "\n", - " log_sigma2_post = logjoint + 0.5 * jnp.log(jnp.linalg.det(-hess_inv))\n", - " sigma2_post = jnp.exp(log_sigma2_post)\n", - " sigma2_post /= jnp.sum(sigma2_post * sigma2_wts, axis=1)[:, None]\n", - "\n", - " theta_sigma = jnp.sqrt(jnp.diagonal(-hess_inv, axis1=2, axis2=3))\n", - " exc_sigma2 = 1.0 - jax.scipy.stats.norm.cdf(\n", - " thresh_theta,\n", - " theta_max,\n", - " theta_sigma,\n", - " )\n", - " exceedances = jnp.sum(\n", - " exc_sigma2 * sigma2_post[:, :, None] * sigma2_wts[None, :, None], axis=1\n", - " )\n", - " return sigma2_post, exceedances\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3.10.5 ('imprint')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.5" - }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "ea5f5adf5f977c7a2bc75c836eed5ad36faef5592565920a9031cf920f38b81d" - } - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/berry/jax_inla.md b/research/berry/jax_inla.md deleted file mode 100644 index 90f1539b..00000000 --- a/research/berry/jax_inla.md +++ /dev/null @@ -1,457 +0,0 @@ ---- -jupyter: - jupytext: - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: Python 3.10.5 ('imprint') - language: python - name: python3 ---- - -```python -import sys - -import jax -import jax.numpy as jnp -import numpyro.distributions as dist -import matplotlib.pyplot as plt - - -from berrylib.constants import Y_I, Y_I2, N_I, N_I2 -from jax.config import config -config.update("jax_enable_x64", False) - - -``` - -```python -import numpy as np -import berrylib.fast_inla -import importlib -from functools import partial - -importlib.reload(berrylib.fast_inla) -from berrylib.fast_inla import FastINLA, jax_opt, jax_faster_inv_product - -def jax_faster_inv_product(D, S, G): - """Compute (diag(D)+S)^-1 @ G. - - This function uses "Sherman-Morrison" formula: - https://en.wikipedia.org/wiki/Sherman–Morrison_formula - """ - D_inverse = 1.0 / D - multiplier = -S / (1 + (S / D).sum()) - # return D_inverse *(multiplier * jnp.dot(D_inverse, G) + G) - D_norm = jnp.abs(D).sum() - D_normed = D / D_norm - return (-S * (G / D_normed).sum() / (D_norm + (S / D_normed).sum()) + G) / D - -Ds = jnp.arange(3, -7, -1) -S = 100 -G = jnp.arange(1, 5) -for D in Ds: - D = 10.0**D - print('D', D) - D = jnp.repeat(D, 4) - D_inverse = 1.0 / D - multiplier = -S / (1 + (S / D).sum()) - d_multiplier = -S / (D + S*len(D)) - a, b = D_inverse *(multiplier * jnp.dot(D_inverse, G)), D_inverse * G - # print("inv", D_inverse) - # print(multiplier * D_inverse) - # print(d_multiplier) - print(jax_faster_inv_product(D, S, G)) - # print(jax_faster_inv_product(D, S, G) * D) -# assert jax.config.read("jax_enable_x64") - -# fi = FastINLA(n_arms=4) -# # sigma2 = jnp.array(1e5) -# y = jnp.array([0, 0, 30, 30]) -# n = jnp.array([30, 30, 30, 30]) -# # # fi.jax_inference(y, n) -# j = -2 -# jax_opt( -# y, -# n, -# fi.sigma2_pts_jax[j], -# fi.neg_precQ_jax[j], -# fi.precQ_eig_vals_jax[j], -# fi.precQ_eig_vecs_jax[j], -# fi.logit_p1, -# fi.mu_0, -# fi.tol, -# fast_loop=False, -# ) - -``` - -```python -with open("/home/const/imprint/out.txt") as f: - arr = np.array(eval(f.read())) -arr.shape -np.linalg.slogdet(arr) - -``` - -```python -# with jit: -x = np.array([2.3373992443084717, 2.337362289428711]) -y = np.array([2.3381409645080566, 2.338103771209717]) - -def - -# without jit: -# [2.3373985290527344, 2.3373618125915527] -print(np.linalg.norm(x - y)) -print(np.abs(x-y)) - -``` - -```python -def logit(x): - return jnp.log(x) - jnp.log(1 - x) - - -def get_log_berry_likelihood(y, n): - def log_berry_likelihood(theta, sigma_sq): - ll = 0.0 - ll += dist.InverseGamma(0.0005, 0.000005).log_prob(sigma_sq) - cov = jnp.full((4, 4), 100) + jnp.diag(jnp.repeat(sigma_sq, 4)) - ll += ( - dist.MultivariateNormal(-1.34, covariance_matrix=cov).log_prob(theta).sum() - ) - ll += dist.BinomialLogits(logit(0.3) + theta, total_count=n).log_prob(y).sum() - return ll - - return log_berry_likelihood - - -ll = get_log_berry_likelihood(y, n) -theta = jnp.array([0.0, 0, 0, 0]) -sigma_sq = 1e1 -ll(theta, sigma_sq) -grad = jax.grad(ll, 0) -hess = jax.jacobian(grad) -h = hess(theta, sigma_sq) -print(h) -print(jnp.linalg.inv(h)) - -``` - -```python -def mcmc_berry_model(y, n): - # y, n = data - mu = numpyro.sample("mu", dist.Normal(-1.34, 10)) - sigma2 = numpyro.sample("sigma2", dist.InverseGamma(0.0005, 0.000005)) - with numpyro.plate("j", 4): - theta = numpyro.sample( - "theta", - dist.Normal(mu, jax.numpy.sqrt(sigma2)), - ) - numpyro.sample( - "y", - dist.BinomialLogits(theta + 0, total_count=n), - obs=y, - ) - -``` - -# Stochastic Variational Inference - -```python -import numpyro -from functools import partial -from numpyro.infer import Predictive, SVI, Trace_ELBO, init_to_uniform -from numpyro.contrib.einstein import RBFKernel, SteinVI -from numpyro.infer.autoguide import ( - AutoLaplaceApproximation, - AutoDelta, - AutoMultivariateNormal, - AutoBNAFNormal, -) - -data = Y_I2[-1], N_I2[-1] -y, n = data -model = mcmc_berry_model -optimizer = numpyro.optim.Adam(step_size=0.005) -# guide = AutoLaplaceApproximation(model) -guide = AutoBNAFNormal(model) -# guide = AutoMultivariateNormal(model) -# guide = AutoDelta(model, init_loc_fn=partial(init_to_uniform, radius=0.1)) -svi = SVI(model, guide, optimizer, loss=Trace_ELBO()) -svi_result = svi.run(jax.random.PRNGKey(0), 3_000, y, n) -params = svi_result.params -predictive = Predictive(guide, params=params, num_samples=100000) -samples = predictive(jax.random.PRNGKey(1), data) - -``` - -```python -plt.plot(svi_result.losses) - -``` - -```python -plt.figure(figsize=(10, 5)) -for i in range(4): - s = samples["theta"][:, i] - s = s[jnp.newaxis] - plt.hist(s, bins=100, density=True, label=f"$\\theta_{i}$", alpha=0.5) -plt.legend() -None - -``` - -$ P(x_i | x_{-i}, y, \theta) = P(x, y, \theta) / P(x_{-i}, \theta, y) $ - -```python - -``` - -2) gaussian approx at x=mu(theta) - -* p_thetaIy = log_berry_likelihood(vars) - p_x_I_theta_y - -* Note the last term depends on a fixed theta too - -2) p_thetaIy = log_berry_likelihood(vars) - .5 * log(-H(f(x_0))) - -3) p_xiIy = sum(p_xiItheta_y + p_thetaIy for theta in thetas) - -* times dTheta - -* p_xiItheta_y is skew normal approximation at MAP - - -$ P(t|y) = P(x, t, y) / gaussian(P(x | t, y)) $ - -$ P(x_i|t,y) = P(x, t, y) / gaussian(P(x-i|t,y)) $ - -$ P(x_i | y) = \sum(P(xi|t,y) * P(t|y) \Delta t) $ - -$ P(x_i | y) = \sum(P(xi|t,y) * P(t|y) \Delta t) $ - -```python -y = Y_I2[-1] -n = N_I2[-1] -log_berry_likelihood = get_log_berry_likelihood(y, n) -grad = jax.grad(log_berry_likelihood, 0) -hess = jax.jacobian(grad) -# theta = jnp.zeros(4) -key = jax.random.PRNGKey(0) -theta = jax.random.uniform(key, [4]) -mu = jnp.zeros(1) -sigma = jnp.array(0.01)[jnp.newaxis] -vars = jnp.concatenate([theta, mu, sigma]) -print(vars.shape) -jnp.exp(log_berry_likelihood(vars)) -grad(vars) -h = hess(vars) -h - -``` - -```python -N_ARMS = 4 - - -def pack_vars(theta, mu, sigma): - return jnp.concatenate([theta, mu, sigma]) - - -def unpack_vars(vars): - return vars[:N_ARMS], vars[N_ARMS], vars[N_ARMS + 1] - - -# print(hs.shape) -@jax.jit -def chol(): - hs = jnp.stack([h for i in range(4 * 16)]) - return jax.lax.linalg.cholesky( - hs, - ) - # return jnp.linalg.inv(hs) - - -# %timeit chol() - -# @jax.jit -def optimize(theta, sigma, mask): - log_berry_likelihood = get_log_berry_likelihood(y, n) - grad = jax.grad(log_berry_likelihood, 0) - hess = jax.jacobian(grad) - # theta = jnp.zeros(4) - mu = jnp.zeros(1) - sigma = jnp.array(sigma)[jnp.newaxis] - vars = pack_vars(theta, mu, sigma) - # Do a newton iteration - pvars = None - for _ in range(10): - g = grad(vars) - h = hess(vars) - g = g[mask] - h = h[mask, mask] - pvars = vars - print(jnp.diag(h)) - update = jnp.linalg.solve(h, g) - vars = vars.at[mask].add(-update) - # assert not jnp.isnan(vars).any() - # print(jnp.linalg.norm(pvars - vars)) - return vars - -``` - -```python -theta = jnp.zeros(4) -sigma = 1e-8 -mask = jnp.s_[0:5] -optimize(theta, sigma, mask) - -``` - -```python - -``` - -```python -sigmas = jnp.power(10, jnp.linspace(-8, 3, 10)) -thetas = jnp.linspace(-10, 10, 10) -mask = jnp.s_[1:5] -varss = [] -for sigma in sigmas: - for theta in thetas: - theta = jnp.zeros(4).at[0].set(theta) - vars = optimize(theta, sigma, mask) - varss.append(vars) -varss = jnp.stack(varss) - -``` - -```python -varss.shape - -``` - -```python -sigmas = jnp.log10(varss[:, N_ARMS + 1]) -thetas = varss[:, :N_ARMS] -plt.scatter(sigmas, jnp.mean(thetas, 1)) -plt.scatter(sigmas, jnp.std(thetas, 1)) - -``` - -```python - -``` - -```python -x = 90 -plt.scatter(thetas[x : x + 10, 0], thetas[x : x + 10, 1]) - -``` - -```python -thetas[x : x + 10] - -``` - -```python -import numpy as np -import numpyro -import numpyro.distributions as dist -from numpyro.infer import MCMC, NUTS - - -def mcmc_berry_model(y, n): - mu = numpyro.sample("mu", dist.Normal(-1.34, 10)) - sigma2 = numpyro.sample("sigma2", dist.InverseGamma(0.0005, 0.000005)) - with numpyro.plate("j", 2): - theta = numpyro.sample( - "theta", - dist.Normal(mu, jax.numpy.sqrt(sigma2)), - ) - numpyro.sample( - "y", - dist.BinomialLogits(theta + (np.log(0.3) - np.log(1 - 0.3)), total_count=n), - obs=y, - ) - - -def do_mcmc(rng_key, y, n): - nuts_kernel = NUTS(mcmc_berry_model) - mcmc = MCMC( - nuts_kernel, - progress_bar=False, - num_warmup=10_000, - num_samples=1_000_000, - thinning=10, - ) - mcmc.run(rng_key, y, n) - return mcmc.get_samples(group_by_chain=True) - - -s = do_mcmc(jax.random.PRNGKey(0), jnp.array([4, 8]), jnp.array([35, 35])) - -``` - -```python -sig = s["sigma2"] -# sig = sig[np.newaxis] -sig = sig[:, :][0] -print(np.quantile(sig, [0.5])) -sig = np.log10(sig) -print(sig.shape) -fig = plt.figure(figsize=(7, 5)) -plt.hist(sig, bins=10) -plt.xlabel("log10(sigma^2)") -fig.patch.set_alpha(1) - -``` - -```python -def jax_calc_posterior_and_exceedances( - theta_max, - y, - n, - log_prior, - neg_precQ, - logprecQdet, - hess_inv, - sigma2_wts, - logit_p1, - mu_0, - thresh_theta, -): - theta_m0 = theta_max - mu_0 - theta_adj = theta_max + logit_p1 - exp_theta_adj = jnp.exp(theta_adj) - logjoint = ( - 0.5 * jnp.einsum("...i,...ij,...j", theta_m0, neg_precQ, theta_m0) - + logprecQdet - + jnp.sum( - theta_adj * y[:, None] - n[:, None] * jnp.log(exp_theta_adj + 1), - axis=-1, - ) - + log_prior - ) - - log_sigma2_post = logjoint + 0.5 * jnp.log(jnp.linalg.det(-hess_inv)) - sigma2_post = jnp.exp(log_sigma2_post) - sigma2_post /= jnp.sum(sigma2_post * sigma2_wts, axis=1)[:, None] - - theta_sigma = jnp.sqrt(jnp.diagonal(-hess_inv, axis1=2, axis2=3)) - exc_sigma2 = 1.0 - jax.scipy.stats.norm.cdf( - thresh_theta, - theta_max, - theta_sigma, - ) - exceedances = jnp.sum( - exc_sigma2 * sigma2_post[:, :, None] * sigma2_wts[None, :, None], axis=1 - ) - return sigma2_post, exceedances - -``` diff --git a/research/berry/quadrature_dev.ipynb b/research/berry/quadrature_dev.ipynb deleted file mode 100644 index fab056ad..00000000 --- a/research/berry/quadrature_dev.ipynb +++ /dev/null @@ -1,3199 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.append('../../python/example/berry')\n", - "import nb_config\n", - "nb_config.setup()" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/.mambaforge/envs/imprint/lib/python3.10/site-packages/jax/_src/lib/__init__.py:33: UserWarning: JAX on Mac ARM machines is experimental and minimally tested. Please see https://github.com/google/jax/issues/5501 in the event of problems.\n", - " warnings.warn(\"JAX on Mac ARM machines is experimental and minimally tested. \"\n", - "/Users/tbent/.mambaforge/envs/imprint/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - }, - { - "data": { - "text/plain": [ - "((1, 2), (1, 2))" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import numpy as np\n", - "import scipy.stats\n", - "from scipy.special import logit, expit\n", - "import matplotlib.pyplot as plt\n", - "\n", - "import util\n", - "import quadrature\n", - "import fast_inla\n", - "\n", - "import mcmc\n", - "\n", - "\n", - "sigma2_n = 20\n", - "n_arms = 2\n", - "mu_sig_sq = 100.0\n", - "mu_0 = -1.34\n", - "logit_p1 = logit(0.3)\n", - "n = np.full((1, 2), 35)\n", - "# y = np.array([[2, 2]])\n", - "y = np.array([[0, 1]])\n", - "n.shape, y.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "sigma2_n = sigma2_n\n", - "sigma2_rule = util.log_gauss_rule(sigma2_n, 1e-6, 1e3)\n", - "arms = np.arange(n_arms)\n", - "cov = np.full((sigma2_n, n_arms, n_arms), mu_sig_sq)\n", - "cov[:, arms, arms] += sigma2_rule.pts[:, None]\n", - "neg_precQ = -np.linalg.inv(cov)\n", - "logprecQdet = 0.5 * np.log(np.linalg.det(-neg_precQ))\n", - "log_prior = scipy.stats.invgamma.logpdf(\n", - " sigma2_rule.pts, 0.0005, scale=0.000005\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "def calc_log_joint(theta, sig_idx):\n", - " theta_m0 = theta - mu_0\n", - " theta_adj = theta + logit_p1\n", - " exp_theta_adj = np.exp(theta_adj)\n", - " out = (\n", - " 0.5 * np.einsum(\"...i,...ij,...j\", theta_m0, neg_precQ[sig_idx], theta_m0)\n", - " + np.sum(\n", - " theta_adj * y - n * np.log(exp_theta_adj + 1),\n", - " axis=-1,\n", - " )\n", - " )\n", - " out -= np.max(out)\n", - " return out" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 258, - "width": 384 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "ts = np.linspace(-10, 10, 200)\n", - "theta2d = np.meshgrid(ts, ts, indexing = 'ij')\n", - "theta = np.stack([ti.ravel() for ti in theta2d], axis=-1)\n", - "theta1d = np.stack((theta2d[0][:,0], theta2d[0][:,0]),axis=-1)\n", - "theta1d[:,1] = theta1d[:,0]\n", - "theta = theta1d\n", - "sig_idx = 0\n", - "logjoint = calc_log_joint(theta, sig_idx)\n", - "logjoint -= logjoint.max()\n", - "levels = np.linspace(-10, 0, 21)\n", - "plt.plot(theta1d[:,0], logjoint, '.')\n", - "plt.ylim([-10, 0])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "fi = fast_inla.FastINLA(n_arms, sigma2_n=sigma2_n)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "results_mcmc = mcmc.mcmc_berry(\n", - " np.stack((y,n), axis=-1),\n", - " fi.logit_p1,\n", - " fi.thresh_theta,\n", - " dtype=np.float64,\n", - " n_samples=100000\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAEcCAYAAADQqlM0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAfsklEQVR4nO3dfbxVVb3v8c83fIBUUhMN2XBQw0q8hrkjOtY9lnXkaInVsfCWUFmUWS+9ZSX2cOwY99iprEvd6FIakA/ESU0yLZF8uHZV2hDKkyQlyhYSfEosI8Hf+WOOfZpu1l57Tthzrf3wfb9e67XmHGuMOX+Lrfu3xxhzzqGIwMzMrKgXNTsAMzPrW5w4zMysFCcOMzMrxYnDzMxKceIwM7NSnDjMzKwUJw4z61GSbpP0oWbHYdVx4jCzykh6v6Q7mx2H9SwnDrMaJO3R7Biq1N+/n1XLicMqJ2m9pPMl3Sfpj5J+JGlw+mynv0glhaSXp+05kr4j6SZJz0j6laSXSfqmpCcl3S/p2E7nmi5pdfr8B7lzrZT09lzdPSU9JmmcpNHpvGdJehj4paQXSfq8pIckbZY0T9JLuviOJ0hql/SZVHeTpNMknSzpt5KekHRhrv4gSRdK+p2krZKWShqZ+/4fk/RA+uxiSUdIukvS05IWSNord6xJkpanz34naWKdn8NnJd0H/EnSHpImSPr/kp6SdK+kE3L13y/p9ymGByW9N5VfJOmKXL2Of7s9Op3vVcB3gdenn91Tqfzk9PPZKukRSefXitd6sYjwy69KX8B6YAlwKHAgsAb4aPrs/cCdneoH8PK0PQd4DDgOGAz8EngQmAIMAr4M3NrpXCuBkelcvwK+nD77DPCjXN1JwIq0PTqddx6wDzAE+CCwDjgc2Be4FvhhF9/xBGA78EVgT+DDwBbgKmA/YCzwF+DwVP/TwArgFYCAVwMvzX3/hcDQ1G4bsDjF8RJgNTA11R0P/BF4K9kfgiOAV9b5OSxP/zZDUt3HgZNT27em/WHp3+Bp4BWp7XBgbNq+CLgid9yOf7s90v5twIfq/Hw3AW9M2wcAr2n2f6N+lXu5x2GNMjMiNkbEE8BPgXEl2l4XEUsj4i/AdcBfImJeROwAfgQc26n+tyNiQzrXDOCMVH4FcLKkoWn/TOCHndpeFBF/iohngfcCl0bE7yPiGWA6MLnOMM9zwIyIeA6YDxwE/O+I2BoRq4BVwDGp7oeAz0fE2sjcGxGP5471lYh4OrVbCdyc4vgjcFPuO58FXB4RiyLi+Yh4JCLur/NvOTP92zwLvA+4MSJuTG0XAW1kiQTgeeBoSUMiYlOKpSc8BxwlaWhEPBkRy3rouNYgThzWKH/Ibf+Z7C/4oh7NbT9bY7/zsTbkth8i6+kQERvJeiDvkrQ/8E/AlXXaHpra54+1B3BIF3E+npJZR1y1Yu+IdSTwuy6OU6vdrh6ns/z3+zvg9DRM9VQaSnoDMDwi/gS8B/gosEnSzyS9ssR56nkXWXJ6SNLtkl7fQ8e1BnHisGb7E/Dijh1JL+uBY47MbY8CNub255L9pX06cFdEPNKpbf5x0RvJfrnmj7WdF/4S31UbgCOacJz899tANvS2f+61T0RcAhARv4iIt5INU90PfC+1e8HPDKj3M9vp8dsR8euImAQcDPwEWFAifusFnDis2e4FxqYJ6sFk4+e76xxJLZIOBC4kG87q8BPgNcC5ZPMZ9VwN/E9Jh0naF/hfZHMk23sgxu8DF0sao8wxkl66C8e5DPiApBPTZP6IEj2DK4C3SzopTdYPTpP8LZIOkXSqpH3I5lieATp6U8uB/y5pVLpYYHqdczwKtHRM5kvaS9J7Jb0kDek9nTuu9RFOHNZUEfFb4F+BW4AHgJ645v8q4Gbg9+n15dz5ngWuAQ4jm+yu53KyOZA7yCbk/wJ8ogfiA7iU7C/tm8l+eV5GNmFdSkQsAT4AfINskvx2XthLqtd2A9kFAheSTeRvIJu0f1F6fYqs1/UE8A/Ax1K7RWTJ+D5gKXBDndP8kmxu5w+SHktlZwLrJT1NNhT2vmLf1noLRXghJ+s/JK0nu6Lnljp1vggcGRH+hWW2C3wTkA0oafjqLLK/es1sF3ioygYMSR8mG465KSLuaHY8Zn2Vh6rMzKwU9zjMzKwUJw4zMyul306OH3TQQTF69Ohmh2Fm1qcsXbr0sYgYVq9Ov00co0ePpq2trdlhmJn1KZIe6q6Oh6rMzKwUJw4zMyvFicPMzEpx4jAzs1KcOMzMrBQnDjMzK8WJw8zMSqk8caQFYn4j6Ya0f6CkRZIeSO8H5OpOl7RO0lpJJ+XKj5O0In02U5KqjtvMzGprxA2A5wJrgKFp/wJgcURcIumCtP9ZSUcBk4GxZGs93yLpyLSG8yxgGnA3cCMwEbipAbFbHzD6gp91W2f9Jac0IBKzgaHSHoekFuAUsmUyO0wiW/eZ9H5arnx+RGyLiAeBdcB4ScOBoRFxV2SP8p2Xa2NmZg1WdY/jm8BngP1yZYdExCaAiNgk6eBUPoKsR9GhPZU9l7Y7l+9E0jSyngmjRo3qgfCtv3CvxKznVNbjkPQ2YHNELC3apEZZ1CnfuTBidkS0RkTrsGF1n9FlZma7qMoex/HAqZJOBgYDQyVdATwqaXjqbQwHNqf67cDIXPsWYGMqb6lRbtbrdNezca/G+oPKEkdETAemA0g6ATg/It4n6avAVOCS9H59arIQuErSpWST42OAJRGxQ9JWSROAe4ApwLeqitusK0WGu8wGgmY8Vv0SYIGks4CHgdMBImKVpAXAamA7cE66ogrgbGAOMITsaipfUWVm1iQNSRwRcRtwW9p+HDixi3ozgBk1ytuAo6uL0Gzg8QUDtqv67UJO1n94iMisd3HiMOtleiJRuqdgVXLisMp4KMSsf3LisKbqTcNQvSkWs97MicOsgZycrD9w4jDrh5ygrEpej8PMzEpxj8PMdpkvgBiYnDjMrEse8rJaPFRlZmaluMdhu8x/jZoNTO5xmJlZKU4cZmZWihOHmZmV4sRhZmalOHGYmVkpThxmZlZKZYlD0mBJSyTdK2mVpC+l8oskPSJpeXqdnGszXdI6SWslnZQrP07SivTZTEmqKm4zM6uvyvs4tgFvjohnJO0J3CmpY63wb0TE1/KVJR0FTAbGAocCt0g6Mq07PguYBtwN3AhMxOuOm/UJ3d3v40eS9D2V9Tgi80za3TO9ok6TScD8iNgWEQ8C64DxkoYDQyPirogIYB5wWlVxm5lZfZXOcUgaJGk5sBlYFBH3pI8+Luk+SZdLOiCVjQA25Jq3p7IRabtzea3zTZPUJqlty5YtPflVzMwsqTRxRMSOiBgHtJD1Ho4mG3Y6AhgHbAK+nqrXmreIOuW1zjc7IlojonXYsGG7Gb2ZmdXSkGdVRcRTkm4DJubnNiR9D7gh7bYDI3PNWoCNqbylRrlVyM+hMrOuVJY4JA0DnktJYwjwFuArkoZHxKZU7R3AyrS9ELhK0qVkk+NjgCURsUPSVkkTgHuAKcC3qorbzBrLa3r0PVX2OIYDcyUNIhsSWxARN0j6oaRxZMNN64GPAETEKkkLgNXAduCcdEUVwNnAHGAI2dVUvqLKzKxJKkscEXEfcGyN8jPrtJkBzKhR3gYc3aMBmpnZLvGd42ZmVooTh5mZleLEYWZmpXjpWDPr9XzlVe/iHoeZmZXixGFmZqV4qMrM+gU/hbdx3OMwM7NSnDjMzKwUJw4zMyvFicPMzEpx4jAzs1J8VdUA5fU2zGxXucdhZmalOHGYmVkpThxmZlZKZYlD0mBJSyTdK2mVpC+l8gMlLZL0QHo/INdmuqR1ktZKOilXfpykFemzmZJUVdxmZlZflT2ObcCbI+LVwDhgYlo3/AJgcUSMARanfSQdBUwGxgITge+kZWcBZgHTyNYhH5M+NzOzJqgscUTmmbS7Z3oFMAmYm8rnAqel7UnA/IjYFhEPAuuA8ZKGA0Mj4q6ICGBero2ZmTVYpXMckgZJWg5sBhZFxD3AIRGxCSC9H5yqjwA25Jq3p7IRabtzuZmZNUGliSMidkTEOKCFrPdwdJ3qteYtok75zgeQpklqk9S2ZcuW0vGamVn3GnJVVUQ8BdxGNjfxaBp+Ir1vTtXagZG5Zi3AxlTeUqO81nlmR0RrRLQOGzasJ7+CmZklVV5VNUzS/ml7CPAW4H5gITA1VZsKXJ+2FwKTJe0t6TCySfAlaThrq6QJ6WqqKbk2ZmbWYFU+cmQ4MDddGfUiYEFE3CDpLmCBpLOAh4HTASJilaQFwGpgO3BOROxIxzobmAMMAW5KLzMzawJlFyr1P62trdHW1tbsMHotP6vKbGdeJRAkLY2I1np1fOe4mZmV4sRhZmalOHGYmVkpThxmZlaKE4eZmZXixGFmZqU4cZiZWSndJg5JxxcpMzOzgaFIj+NbBcvMzGwA6PKRI5JeD/w9MEzSJ3MfDQUG1W5lZmb9Xb1nVe0F7Jvq7Jcrfxr45yqDMjOz3qvLxBERtwO3S5oTEQ81MCYzM+vFijwdd29Js4HR+foR8eaqgrLd4wcYmlmViiSO/wC+C3wf2NFNXTMz6+eKJI7tETGr8kjMzKxPKHI57k8lfUzScEkHdrwqj8zMzHqlIj2OjmVeP50rC+Dwng/HzMx6u257HBFxWI1Xt0lD0khJt0paI2mVpHNT+UWSHpG0PL1OzrWZLmmdpLWSTsqVHydpRfpsZlp73MzMmqDbHoekKbXKI2JeN023A5+KiGWS9gOWSlqUPvtGRHyt03mOAiYDY4FDgVskHZnWHZ8FTAPuBm4EJuJ1x83MmqLIUNVrc9uDgROBZUDdxBERm4BNaXurpDXAiDpNJgHzI2Ib8KCkdcB4SeuBoRFxF4CkecBpOHGYmTVFt4kjIj6R35f0EuCHZU4iaTRwLHAPcDzw8dSTaSPrlTxJllTuzjVrT2XPpe3O5bXOM42sZ8KoUaPKhGhmZgUV6XF09mdgTNHKkvYFrgHOi4inJc0CLiabYL8Y+DrwQaDWvEXUKd+5MGI2MBugtbW1Zh0zs64UuXl2/SWnNCCS3q3IHMdP+dsv6kHAq4AFRQ4uaU+ypHFlRFwLEBGP5j7/HnBD2m0HRuaatwAbU3lLjXIzM2uCIj2O/CT2duChiGjvqnKHdOXTZcCaiLg0Vz48zX8AvANYmbYXAldJupRscnwMsCQidkjaKmkC2VDXFPxYdzOzpikyx3G7pEP42yT5AwWPfTxwJrBC0vJUdiFwhqRxZL2Y9cBH0nlWSVoArCZLUOekK6oAzgbmAEPIJsU9MW5m1iRFhqreDXwVuI1svuFbkj4dET+u1y4i7qT2/MSNddrMAGbUKG8Dju4uVjMzq16RoarPAa+NiM0AkoYBtwB1E4eZmfVPRZ5V9aKOpJE8XrCdmZn1Q0V6HD+X9Avg6rT/HjzHYGY2YBWZHP+0pHcCbyCbs5gdEddVHpmZmfVKRSbHDwNu7LgPQ9IQSaMjYn3VwZmZWe9TZK7iP4Dnc/s7UpmZmQ1ARRLHHhHx146dtL1XdSGZmVlvViRxbJF0aseOpEnAY9WFZGZmvVmRq6o+Clwp6dtpv53sjnAzMxuAilxV9TtgQnrKrSJia/VhmZlZb1X4seoR8UyVgZiZWd/gO8DNzKwUJw4zMyul28Qh6cWSvpAWXULSGElvqz40MzPrjYrMcfwAWAq8Pu23k90AeEOXLczM+qnulpcdCEvLFhmqOiIi/h14DiAinqX2OhtmZjYAFEkcf5U0hLTuuKQjgG3dNZI0UtKtktZIWiXp3FR+oKRFkh5I7wfk2kyXtE7SWkkn5cqPk7QifTYzLUtrZmZNUGSo6l+AnwMjJV1JtiTs+wu02w58KiKWSdoPWCppUWq7OCIukXQBcAHwWUlHAZOBsWRrjt8i6ci0fOwsYBpwN9kKghMZoI92766bbGZWtSI3AC6StAyYQDZEdW5EdPvIkYjYBGxK21slrQFGAJOAE1K1uWRL0n42lc+PiG3Ag5LWAeMlrQeGRsRdAJLmAacxQBOHmVmzdZk4JL2mU9Gm9D5K0qiIWFb0JJJGA8cC9wCHpKRCRGySdHCqNoKsR9GhPZU9l7Y7l5uZWRPU63F8vc5nAby5yAnSo0quAc6LiKfrTE/U+iDqlNc61zSyIS1GjRpVJDwzMyupy8QREW/a3YNL2pMsaVzZsRAU8Kik4am3MRzoWM+8HRiZa94CbEzlLTXKa8U8G5gN0NraWjO5mJnZ7ilyA+BgSZ+UdK2kaySdJ2lwgXYCLgPWRMSluY8WAlPT9lTg+lz5ZEl7p1UHxwBL0rDWVkkT0jGn5NqYmVmDFbmqah6wFfhW2j8D+CFwejftjid7/PoKSctT2YXAJcACSWcBD3ccJyJWSVoArCa7IuucdEUVwNnAHGAI2aS4J8bNzJqkSOJ4RUS8Ord/q6R7u2sUEXfS9Y2CJ3bRZgYwo0Z5G3B0gVjNzKxiRW4A/I2kCR07kl4H/Kq6kMzMrDcr0uN4HTBF0sNpfxSwRtIKICLimMqiMzOzXqdI4phYeRRmZtZnFLlz/KH0PKmR+fplbgA0M7P+o9vEIelisudL/Y6/3XhX+AZAMzPrX4oMVb2b7NHqf606GDMz6/2KXFW1Eti/4jjMzKyPKNLj+DeyS3JXkluHIyJOrSwqMzPrtYokjrnAV4AVwPPVhmNm1rcVWTOnry8vWyRxPBYRMyuPxMzM+oQiiWOppH8jewhhfqjKl+OamQ1ARRLHsel9Qq7Ml+OamQ1QRW4A3O11OczMrP8o0uNA0inAWOC/1uGIiH+tKigzM+u9iizk9F3gPcAnyB6TfjrwdxXHZWZmvVSRGwD/PiKmAE9GxJeA1/PCJV7NzGwAKZI4nk3vf5Z0KPAccFh1IZmZWW9WJHHcIGl/4KvAMmA9ML+7RpIul7Q53XHeUXaRpEckLU+vk3OfTZe0TtJaSSflyo+TtCJ9NjOtO25mZk3SbeKIiIsj4qmIuIZsbuOVEfGFAseeQ+21PL4REePS60YASUcBk8km4CcC35E0KNWfBUwDxqSX1wcxM2uiIpPjp0vaL+1+GviBpGPrtQGIiDuAJwrGMQmYHxHbIuJBYB0wXtJwYGhE3BURAcwDTit4TDMzq0CRoaovRMRWSW8ATiJ7dtV3d+OcH5d0XxrKOiCVjQA25Oq0p7IRabtzeU2Spklqk9S2ZcuW3QjRzMy6UiRx7EjvpwCzIuJ6YK9dPN8s4AhgHLAJ+HoqrzVvEXXKa4qI2RHRGhGtw4YN28UQzcysniKJ4xFJ/5dsQacbJe1dsN1OIuLRiNgREc8D3wPGp4/aeeElvi3AxlTeUqPczMyapEgCeDfwC2BiRDwFHEg211FamrPo8A6yRaIge4DiZEl7SzqMbBJ8SURsArZKmpCuppoCXL8r5zYzs55R5FlVfwauze1vIhtmqkvS1cAJwEGS2oF/AU6QNI5suGk98JF0zFWSFgCrge3AORHRMUR2NtkVWkOAm9LLzMyapNCzqnZFRJxRo/iyOvVnADNqlLcBR/dgaGZmtht2aa7CzMwGLicOMzMrxYnDzMxKceIwM7NSnDjMzKwUJw4zMyvFicPMzEpx4jAzs1KcOMzMrJTK7hy3XTP6gp81OwQzs7rc4zAzs1Lc4zAza7DuRhbWX3JKgyLZNe5xmJlZKU4cZmZWihOHmZmV4sRhZmalVJY4JF0uabOklbmyAyUtkvRAej8g99l0SeskrZV0Uq78OEkr0mcz0xKyZmbWJFX2OOYAEzuVXQAsjogxwOK0j6SjgMnA2NTmO5IGpTazgGlk65CPqXFMMzNroMoSR0TcATzRqXgSMDdtzwVOy5XPj4htEfEgsA4YL2k4MDQi7oqIAObl2piZWRM0eo7jkIjYBJDeD07lI4ANuXrtqWxE2u5cbmZmTdJbJsdrzVtEnfLaB5GmSWqT1LZly5YeC87MzP6m0Ynj0TT8RHrfnMrbgZG5ei3AxlTeUqO8poiYHRGtEdE6bNiwHg3czMwyjU4cC4GpaXsqcH2ufLKkvSUdRjYJviQNZ22VNCFdTTUl18bMzJqgsmdVSboaOAE4SFI78C/AJcACSWcBDwOnA0TEKkkLgNXAduCciNiRDnU22RVaQ4Cb0svMzJqkssQREWd08dGJXdSfAcyoUd4GHN2DoZmZ2W7oLZPjZmbWRzhxmJlZKU4cZmZWihOHmZmV4sRhZmalOHGYmVkpXnPczKyX6W5NcmjuuuTucZiZWSlOHGZmVooTh5mZleLEYWZmpThxmJlZKU4cZmZWihOHmZmV4sRhZmalOHGYmVkpThxmZlZKUxKHpPWSVkhaLqktlR0oaZGkB9L7Abn60yWtk7RW0knNiNnMzDLN7HG8KSLGRURr2r8AWBwRY4DFaR9JRwGTgbHAROA7kgY1I2AzM+tdQ1WTgLlpey5wWq58fkRsi4gHgXXA+MaHZ2Zm0LzEEcDNkpZKmpbKDomITQDp/eBUPgLYkGvbnsp2ImmapDZJbVu2bKkodDOzga1Zj1U/PiI2SjoYWCTp/jp1VaMsalWMiNnAbIDW1taadczMbPc0pccRERvT+2bgOrKhp0clDQdI75tT9XZgZK55C7CxcdGamVlewxOHpH0k7dexDfwjsBJYCExN1aYC16fthcBkSXtLOgwYAyxpbNRmZtahGUNVhwDXSeo4/1UR8XNJvwYWSDoLeBg4HSAiVklaAKwGtgPnRMSOJsRtZmY0IXFExO+BV9cofxw4sYs2M4AZFYdmZtZnNHN52d50Oa6ZmfUBThxmZlaKE4eZmZXixGFmZqU4cZiZWSlOHGZmVooTh5mZleLEYWZmpTTrIYdmZlax7m4S3NUbBN3jMDOzUpw4zMysFCcOMzMrxYnDzMxKceIwM7NSfFWVmdkAVeTR7LW4x2FmZqU4cZiZWSl9JnFImihpraR1ki5odjxmZgNVn0gckgYB/wf4J+Ao4AxJRzU3KjOzgalPJA5gPLAuIn4fEX8F5gOTmhyTmdmA1FeuqhoBbMjttwOv61xJ0jRgWtp9RtLaBsTW2UHAY004bzP5Ow8M/s4Dwyu6q9BXEodqlMVOBRGzgdnVh9M1SW0R0drMGBrN33lg8HceGCS1dVenrwxVtQMjc/stwMYmxWJmNqD1lcTxa2CMpMMk7QVMBhY2OSYzswGpTwxVRcR2SR8HfgEMAi6PiFVNDqsrTR0qaxJ/54HB33lg6PY7K2KnqQIzM7Mu9ZWhKjMz6yWcOMzMrBQnjopI+kR6RMoqSf/e7HgaRdL5kkLSQc2OpWqSvirpfkn3SbpO0v7NjqkKA+1xP5JGSrpV0pr0/++5zY6pUSQNkvQbSTfUq+fEUQFJbyK7s/2YiBgLfK3JITWEpJHAW4GHmx1LgywCjo6IY4DfAtObHE+PG6CP+9kOfCoiXgVMAM4ZAN+5w7nAmu4qOXFU42zgkojYBhARm5scT6N8A/gMNW7O7I8i4uaI2J527ya7v6i/GXCP+4mITRGxLG1vJftFOqK5UVVPUgtwCvD97uo6cVTjSOCNku6RdLuk1zY7oKpJOhV4JCLubXYsTfJB4KZmB1GBWo/76fe/RDtIGg0cC9zT5FAa4Ztkf/g9313FPnEfR28k6RbgZTU++hzZv+sBZN3c1wILJB0effza526+84XAPzY2ourV+84RcX2q8zmy4Y0rGxlbgxR63E9/JGlf4BrgvIh4utnxVEnS24DNEbFU0gnd1Xfi2EUR8ZauPpN0NnBtShRLJD1P9rC0LY2KrwpdfWdJ/w04DLhXEmRDNsskjY+IPzQwxB5X7+cMIGkq8DbgxL7+h0EXBuTjfiTtSZY0royIa5sdTwMcD5wq6WRgMDBU0hUR8b5alX0DYAUkfRQ4NCK+KOlIYDEwqp/+YtmJpPVAa0T066eKSpoIXAr8Q0T06T8KuiJpD7KJ/xOBR8ge//M/evGTG3absr9+5gJPRMR5TQ6n4VKP4/yIeFtXdTzHUY3LgcMlrSSbTJw6UJLGAPNtYD9gkaTlkr7b7IB6Wpr873jczxpgQX9OGsnxwJnAm9PPdXn6S9wS9zjMzKwU9zjMzKwUJw4zMyvFicPMzEpx4jAzs1KcOMzMrBQnDjMzK8WJw6yPkHSapO9Jul5Sv3u8i/UdThxm3ZD0TMXHH5IehjmoXr2I+ElEfBh4P/Ce1HYvSXekO7zNGsKJw6z5Pkj2bLMdBet/nmyNDNKjzheTEolZIzhxmBUk6ZOSVqbXebnyL6SVABdJulrS+SUP/V7g+tzxXp16EaslPZ9WVPySMl8BbupYLyL5STqGWUO4e2tWgKTjgA8AryN71Pg9km4HBgHvIluzYQ9gGbC0xHH3Ag6PiPVpfzDwI2BKRCyRdDHZ00ovAj4BvAV4iaSXR0THs7FWkj2+36whnDjMinkDcF1E/AlA0rXAG8l67ddHxLOp/Kclj3sQ8FRu/y3AsohYkvbvAyamh2TOTK8XiIgdkv4qab+0Yp1ZpTxUZVZMrQWN6pUj6XBJl0n6cdrfR9LcdGVUx9DSs2Q9ig5HAyty+68h68V0Z2/gLwXqme02Jw6zYu4ATpP0Ykn7AO8A/h9wJ/B2SYPTinGndDRI63SflTvGO4EfpyujTk11ngQGpSEqgMeBYwDSWi7vJHs0f5ckvRTYEhHP9cD3NOuWh6rMCoiIZZLmAB1DSN+PiN8ASFoI3As8BLQBf+ziMC38rTeRv4LqZrKhsFuAq8lWYlsJPAacERGPdxPem4AbS30hs93g9TjMdpOkfSPiGUkvJuuZTMtf9STpxxHxz5LOBJ6MiBskzY+IyenzY4FPRsSZu3j+a4HpEbG2B76OWbc8VGW2+2ZLWk42F3FNR9KQ9NK0KuCxkqYD1wLvkjQL+K9J9NRzubW7GwBrSVdl/cRJwxrJPQ4zMyvFPQ4zMyvFicPMzEpx4jAzs1KcOMzMrBQnDjMzK8WJw8zMSnHiMDOzUpw4zMysFCcOMzMr5T8Bkkw2eZ00QNoAAAAASUVORK5CYII=", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "sigma2_mcmc = results_mcmc[\"x\"][0][\"sigma2\"][0]\n", - "plt.title(\"numpyro mcmc results\")\n", - "plt.hist(np.log10(sigma2_mcmc.to_py()), bins=40)\n", - "plt.xlabel(\"$\\log_{10} (\\sigma^2)$\")\n", - "plt.ylabel(\"sample count\")\n", - "plt.xlim([-7, 4])\n", - "plt.show()\n", - "\n", - "mcmc_pdf = mcmc.calc_pdf(sigma2_mcmc, fi.sigma2_rule.pts, fi.sigma2_rule.wts)\n", - "plt.plot(np.log10(fi.sigma2_rule.pts), mcmc_pdf * fi.sigma2_rule.wts)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/../../python/example/berry/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n", - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/../../python/example/berry/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n", - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/../../python/example/berry/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n", - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/../../python/example/berry/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "for n_theta in [5, 11, 16, 21]:\n", - " integral = quadrature.integrate(fi, y[0], n[0], integrate_sigma2=False, n_theta=n_theta, tol=1e-7)\n", - " integral_scaled = integral / np.sum(integral * fi.sigma2_rule.wts)\n", - " plt.plot(np.log10(fi.sigma2_rule.pts), integral_scaled * fi.sigma2_rule.wts, label='quad-'+str(n_theta))\n", - "plt.plot(np.log10(fi.sigma2_rule.pts), mcmc_pdf * fi.sigma2_rule.wts, 'k-.', label='mcmc')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/../../python/example/berry/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ti_rule = util.simpson_rule(51, -6, 2)\n", - "\n", - "for arm_idx in range(2):\n", - " mcmc_arm = results_mcmc[\"x\"][0]['theta'][0,:,arm_idx].to_py() \n", - " mcmc_arm_pdf = mcmc.calc_pdf(mcmc_arm, ti_rule.pts, ti_rule.wts)\n", - "\n", - " quad_p_ti_g_y = quadrature.integrate(\n", - " fi, y[0], n[0], fixed_arm_dim=arm_idx, fixed_arm_values=ti_rule.pts,\n", - " n_theta=11\n", - " )\n", - " quad_scaled = quad_p_ti_g_y / np.sum(quad_p_ti_g_y * ti_rule.wts, axis=0)\n", - " plt.plot(ti_rule.pts, quad_scaled, 'b-')\n", - " plt.plot(ti_rule.pts, mcmc_arm_pdf, 'k.')\n", - " plt.ylim([0, 1.0])\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/../../python/example/berry/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAAJQCAYAAADG07NDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9ebxt21nXCX+fMeaca+19zrn3BlHAJmIJ7/spW6oqSillqaUiL4q8KFqUCpSIEQRRi7dUxB60LFBppAlJBKQMELrQxJCGEELAJOQGQvq+T253+t2tteYc43n/eMaYc8y11zn33HvPPc294wcre6+5Zr/WPeu3f8/v+T2iqlRUVFRUVFRUVNxauNt9AhUVFRUVFRUVT0dUElZRUVFRUVFRcRtQSVhFRUVFRUVFxW1AJWEVFRUVFRUVFbcBlYRVVFRUVFRUVNwGNLf7BG4nPvETP1E/9VM/9XafRkVFRUVFxS3BG9/4xvOq+htv1fH+9B8/oxcuhltyrDe+ef0yVf2cW3Kwm4SnNQn71E/9VO6///7bfRoVFRUVFRW3BCLyoVt5vAsXA7/ysmfekmP5T3nPJ96SA91E1HJkRUVFRUVFRcVtwNNaCauoqKioqKh48qBAJN7u07hjUZWwioqKioqKiorbgKqEVVRUVFRUVDxJUIJWJexaqEpYRUVFRUVFRcVtwB1PwkTkt4nIq0TkHSLyNhH5OzvW+WMickVE3pQe//R2nGtFRUVFRUXFBPOE6S153I24G8qRA/C1qvqrInIOeKOIvEJV37613mtU9c/ehvOrqKioqKioqHjMuONJmKo+ADyQfj8QkXcAvwXYJmEVFRUVFRUVdxhqd+S1cceXI0uIyKcC/x3w+h0v/yER+XUR+VkR+d239swqKioqKioqKh4b7nglLENEzgI/DvxdVb269fKvAr9dVQ9F5HOBnwQ+/Rr7eTbwbIBnPvPWpPhWVFRUVFQ8HaEoQe9Ov9atwF2hhIlIixGwF6jqT2y/rqpXVfUw/f4SoBWRneMLVPW5qvosVX3Wb/yNt2x8VkVFRUVFRUXFDHe8EiYiAvxH4B2q+u+vsc4nAw+pqorIH8TI5YVbeJoVFRUVFRUVO3C3di7eCtzxJAz4LOCLgbeIyJvSsn8EPBNAVZ8DfCHwlSIyACfAF6lW/bOioqKioqLizsUdT8JU9ZcAeZR1vgP4jltzRhUVFRUVFRU3AgVCVcKuibvCE1ZRUVFRUVFR8VTDHa+EVVRUVFRUVNy9qJ6wa6MqYRUVFRUVFRUVtwGVhFVUVFRUVFRU3AbUcmRFRUVFRUXFkwKFGtZ6HVQlrKKioqLipqPf9Dz/617A//VXv433vun9t/t0KiruSFQlrKKioqLipuL/+qvfys//4C+Pz3/+B3+Js8/Y5yfOfz+Wv13xdEId331tVCWsoqKiouKm4W//T/9oRsAyDi8d89X/4z+8DWdUUXHnoiphFRUVFRU3BV/yaV/FA+9/+Jqvv/sNtSz5dIOiNaz1OqhKWEVFRUXFE0IIgc+7969el4BlvP2177oFZ1RRcXegkrCKioqKiseNg8uHfE77RawO1je0/j/789/8JJ9RxR0FhXCLHncjKgmrqKioqHhceO+bPsCf/4S/9pi2ufzQlSfpbCoq7j5UElZRUVFR8Zjxc//Pq/nK//7vP65tX/sz99/ks6m4U6FYd+SteNyNqCSsoqKiouIx4flf95/5v7/0Ox739v/+2c+5iWdTUXH3onZHVlRUVFTcMP7+n/oX/Nor3/qE9nH5oSvEGHGu6gBPfQiBmg13LdT/AioqKioqHhWr4xVf9Nv+5hMmYBk/9V0vvSn7qai4m1FJWEVFRUXFdXH5/FX+4id/ORc+dvGm7fM//dMX3rR9Vdy5UCDqrXncjagkrKKioqLimnj3r76Pv/ib/jqrwxuLoLhRHF0+5uRodVP3WVFxt6GSsIqKioqKnXjp972Sr3rWkzdq6Pu+/geftH1X3DkIyRf2ZD/uRlQSVlFRUVFxCj/wz1/Iv/vrT24X44u/5xVP6v4rKu501O7IioqKiooRm/WGf/S5/5pff9XbnvRj9euBCw9c5Dd8yic86cequD1QuGtVqluBqoRVVFRUVIz4st/1d28JAcv4D3/7e2/ZsSoq7jRUElZRUVFRwTt/5T38ufu+hIc+8MgtPe5//cnXo3qXtrZVVDxB1HJkRUVFxdMcFx+6zN/+H//RbTm2Rnjfr3+AT/uM/+a2HL/iyUfUWo68FqoSVlFRUfE0xn/+xh/lf/2Uv3Fbz+G7/t5/uq3Hr6gQkb8oIm8TkSgizyqW/xUReVPxiCLyGTu2/+ci8rFivc+9keNWJayioqLiaYpv+6rn8eLvfvntPg3e8uq3E0LAe3+7T6XiJuMuMua/FfjzwPeUC1X1BcALAETk9wI/papvusY+vkVV/+1jOWhVwioqKiqeZjg+POGbv+w77wgClvGaH3vd7T6FiqcxVPUdqvquR1ntfwN+6GYetyphFRUVFU8jHB+e8Bc+8csYNsPtPpUZ/uM/+kH+2P/6Wbf7NCpuMhQh3Dq95xNF5P7i+XNV9bk3cf//K/D513n9q0XkS4D7ga9V1UuPtsNKwioqKiqeJji8csTf/SP/5I4jYAAPfuBhNuuebtHe7lOpuHtxXlWfda0XReTngE/e8dLXq+pPXW/HIvKZwLGqXmuC/XcD34BVYL8B+HfAlz3aCVcSVlFRUfE0wI9/y8/wnK/9gdt9GtfFS573Cv6/X31DfuaKuwh3Snekqv7JJ7D5F3GdUqSqPpR/F5HnAS++kZ1WT1hFRUXFUxwXH7p8xxMwgB/4Fz96u0+houIURMQBfxH44eus8ynF0y/AjP6PikrCKioqKp6i2Kw3fN3nfuNtj6C4URxcOOTSQ5dv92lU3ETk7sg7fYC3iHyBiHwU+EPAfxGRlxUv/8/AR1X1/VvbPL+Is/gmEXmLiLwZ+OPA37uR49ZyZEVFRcVTFF/yaV/NhY89qjf4jsL3//Mf4e9997Nv92lUPM2gqi8CXnSN134B+B93LP/y4vcvfjzHrUpYRUVFxVMMq+MV/+FvP/+uI2AAr/j+V93uU6i4qRCCulvyuBtxd551RUVFRcVOvOqHf4nPO/vF/PR3vuzRV74D0a8H3vH6d9/u06iouCWoJKyioqLiKYL1asO//svfdrtP4wnjh/71zqpQxV0IBSLuljzuRtydZ11RUVFRMSKEwPf9kx/iC57xpbf7VG4KXvvi+xn6Oy/LrKLiZqMa8ysqKiruYqgqX/JpX83DHzp/u0/l5kHhba99F7//f/7dt/tMKm4C7pLZkbcFVQmrqKiouIvx6h/5r08tApbw3X/v+2/3KVRUPOmoSlhFRUXFXYg3vPRN/Ku//C0cXT6+3afypOB9v/ZB+k1P29UxRhVPXVQlrKKiouIuw9tf927+0ef+q6csAcv4pZ94/e0+hYonCNUaUXE93J1nXVFRUfE0xWa14Rv+0r+/3adxS/Bdf+f7bvcpVFQ8qajlyIqKioq7AJv1hv/jj/4z3vUr733yDyYy/10BNP3cASeAgEZQTdtca+Ubx+VHrtaS5FMAsRrzr4mqhFVUVFTcBfjK/+EfPH4CJgLOzclVhnNI19mjacE34Lyt7xwybiO2fX6ef/cexCHOIU2LdAuk7aBN+2zbad20z8eC5/39//z4rrmi4i5AVcIqKioq7mCoKu9/8wf58Ns/ep21hEmmSiTJ2U9J5EdVYRjAOdzenpGnENCY1CtVQBERZNGNr+McrutQjRAi0trXhvY9eI+IoOsNiLNDp3wvScdXVVzXGfkKgbjZTMQsRtuPc3b8GE9d2Yuf9wr+1rf+tSd+IytuC2yAd9V7roVKwioqKiruULzs+1/Fv3/29xDLyp5ziG+McvUbQJDFAmk8cdNDCLj9vZH00PfIcgGLhRGdfjBC5h04QWJEFktom4mMjRVFey4iCB5tdFLGSpWs66YypDCpXas1gpUmBYgh4JYLo4ybHo0Bt1igGtF07uKbkfARA/1Jz8ff9yC/+Xd+8i266xUVtw6VhFVUVFTcgXjPr76ff/s3vgdpW1zTEEOA9drKfV2LiBCPFJdUK1l0uOXClCjnjHh5Z89VEe9QcbZu403pitGkikygnEBUcIK2jT3vA9o00HgYghGzpgFNKlbjbR+bAbz5xwRABD13Fkg63XpjpC0EO5+msecxIjGiLp1XVHQYIEZiP0C/4Vu/8rl808v/6e17MyqeAOSu7Vy8FagkrKKiouIOw2bd82++5NtxbQvLBdI0eOdM/eo6ZGEEy3etkay9JYggzkE7mKoFRpCcAA6yuX1I44Ccg2Vnv0eFRWtkSihM9QJdMuRnTxfpd/HQFV8h+0sgcboYQK1EKn2w/ZzdN3KmaqqXaWT2fOiR/T1E1cha40EEr4qGyFtf//6bfYsrKu4IVBJWUVFRcYfg6OCYv/d538JH3vsQcbOBRYcsl9B4I1i5/Ne2SNcaKVutzWPVNkSAwQGC7C9s3dBBiKgTdNGCW5q3qzTpJ9KlDtSJve4cMalcMgS0S2b9PhhRawRCIlmNR1QhmIpGY2RNAe1a2y5G3Gawa1gYIdQ+GAHcW5qytlrDMhFKVTQEJASiwOtf/ut85mf//if/Tai4qcgDvCt2o5KwioqKijsEf+0P/wsODhL52lvA0UkiXA3qPdp1qSTZWbmwcbBoiX0wYtN50IWVEAVi1ySD/fQ1qOP/QFx4YuuQmBZ6N74mhQ9N01eFikBXqGHF/jQraGm5rAb7VU3zUgehWxjBGqKRt2VnhC4qrDawv2fbAtoPEBtEI+oc//Gf/1glYRVPOVQSVlFRUXEH4F2//mEOrhoB01xGTBldsWugbVJVUKBrTNlqPYoinfm3tHGoF2gd4jxgxEmAGJW416CNdSJKdvuLoKXz34txqaDQiO1PQYZITARMhmT8ciCBqYyZYixUQM91Y6Mm64Dg0jHtdTo7PzdEU9fOLiCagV9Xw6iWERW6lo88siIMAd/4J+9NqHhSELTmhF0LlYRVVFRU3Eb89Atfz/O/5WWsVxsjU11jZcDGocsWd7JB2wZdJKLVeaQP6F4qRzpBNwFtnW0jgvTROiqXHm0k14SsxCcCkn4ixIWg3iEhpiyxa51pInWwe52sem0i4jBpLCSytp++alSRQRHceD7BCdKlsqcquu6Rs4upYWAISBAU+PHvfQ1/6dl/7Cbd+YqK249KwioqKipuE37oeb/A9z3nVeAduuisBOiclRpbM+JHBVqPeiG2DqTBbcyXFZaNkZyFh6BoI2jnAI+EiXRpA0Sb46dLMfMXZcnRVLT8eyZZohCdre6S4hU9iTAVXCyH6jvQvYKsRR3Jme8VxKGpFwBV3DrCIu0lKm6VFLGkxElQO6+oSBv4yR/4pUrC7jIoUnPCroNKwioqKipuE77/Oa9CG/Nl4QWaBa6PaOeInTdS0zlcr1YK9EL0Qmyyz0qIrZX3XEjmejH/FUmN0kxyLIvVOJEjbQPqIXQOFSM+6pnY1dgtmX6WPjCK9QL4oLaPCDKk43vbRjWRqbQvN1jHZTzb2Dn1ERdgONsiqkgfzejf+rF0Ko3jkT5y9coJ99y79yS+KxUVtw6VhFVUVFTcQly5csx3fOfP8au/+kEjVJ1DG0f0AguPngS0c6ZqtanL8CSirZhHSyA2Dgmgi/S6QMw/07KsVoERrehstKM4phKlpHXSrEd123VGHT1ewLyjMie6AjQQGkbCBRgJi4LbKKIy+tk0KrGxUqgLQFBc6xg6cJEU0ppIqKqRuqjIEHFEnvcfXsHX/uM/d9Pej4onH7HmhF0TlYRVVFRU3CI8/PBVvuivfBchmdrd2RZRMSWqETPFJyO8NkJskqrlPS6YGqbJl+4GQGBYkBQmMZM8Vn6MDmNmWdkSC2I1iiSmsokZ67XBSKCY6V4bseNkdpe98NFIm52DIH3ah4ALAoHUUJCaHhuIxext2YBLjE6AwZsaF0mlz6g4BM5Yl6bbxLHM6ZJi+JrXvJOvpZKwiqcGKgmrqKiouEX4h//whQweU7RSKdGtM7kSI2Kt4jZGXkz1EqQBjUkFa40gSTbag23rBAa1f9UdxozC1AEZm9QpmUjXzKaT1TASwRqHdJPMX+m5B83qGKAL23/E4sjKMqbbAE6RmA1joHu2LoBbK+IhtGmjoLhBiJ0gMRGwRowAqhCilUsvD8qHPnye3/7MT7xZb0tFxW1DJWEVFRUVTzI+/uBlfuH17+Z9H71gfq82KVFOUGcBpzEpX4gQnSIoYeHGbkTZYKZ2l3xfXmEQtBPGao+X0fNlJC6pY2Oqg6BN1sJk8nblbRqQpKjFTNRiQdwEJCSlzk3rTuXKyaAf9sbcitQkgKl1EVAl7BWvbRRphNACEVyv0DrigtFDJimLTFX5lm9/Od/6b//yzX+jKm466gDv66OSsIqKioonCarKV/7jH+TN73rAynZ7zqqCSc1SJ0SvuAFiJ6PyhbeyXfQylfNaU7+0SYQIKxVKNCXMlC49TbpEjXAJhFRGdDGVCbcN+DAjZtlIr+kcVDj9rVEG78fk6xJMAYuJmDlFE+mTIQtsYiVIVWRpx5Fo1FAbMWUNkHWea4nlkjXCW9/38cf9nlRU3EmoJKyioqLiScJzXvAafv3dDxjhcZY279emMqkXi3voBN8n43wy3msrxN5Ki0bUAFEzssu0TJNHa/qX3EgXGCmLiaxJYFZ+DGRDfnGyScUyhYtR7SoDWUfFTeebjhEVzVRuHJP5EyFzaWSlRVTkAFhFHHmKJARwTiYFbKMW+N+m9aOdy3GA17/pA3zmZ/yOx/vWVNwiKFLDWq+DSsIqKioqniT88H+538qCjZhRXpx5qjKxcFMOlyXjY+VGUieimAplJUkhYrlfcczaYpSu7DhMZnphUrJ8EU2Rpw4FO54WpvvrVo22GiPHZQpsQFIDgAzMlDVSLFnIDQLRmgpEQRf2JW0lSKBVQpeeb5TohLhnFE2C+cvMnqZ8y/NfyQ9/x5c/lrejouKOQyVhFRUVFTcRr3vrB/nHz/0vXDpa48VG/8Qmq1mmgBGTGuYAJwRvZUTzcqXSW5cUKMG8UrkD0iK2TOUqglNH0gUjkYvttM6sy7FEsc0poiU71tv6XQXYK8qYLdOTOHVxStpOE/G0102lE4GwsBVcYLw/tEkl2yhek/ets3Llhy9evdZbUHGHoQ7wvjbuijsjIp8jIu8SkfeKyD/c8bqIyLen198sIv/97TjPioqKpzfe8I4P87e+5Se4eLImNtCfMQUs+lRibIWwSKqVB+1kjHEITfKFOXsttOnRMS6LrSlKccHUBemm14cFDPv2iHvzdUjGes3nkyIqQmPbhc6WDwsY9mBYKkOrDHvKsK8MCyU09nNYKMErwSmxVdSrlUFLEuhMmQt7EPZhWCbylZZra9cTG1PkrEQLwaXXFtYpGVHz0S3tunN0x6aDF/3Cm2/H21xRcdNwxythIuKB7wT+FPBR4A0i8tOq+vZitf8P8Onp8ZnAd6efFRUVFbcMX/+clxi58jmHK8U5NIXyJZgPSiT5wLCFqTNQs+oluRvQynYjwUlqVu6AHGc2UqyTOgkRnY6bzVp+hz8nkbPZXEjPlDEGI7EavWM7VbXUeTmA9Ix/5kvKJYs5xkLTOpLIaDpntwbp0qmqdYSKMyInWA6ZZZJZNMd3/Ohr+II/9vse/Y2puG1QhVDDWq+JO56EAX8QeK+qvh9ARH4Y+HygJGGfD/yAWlTz60TkPhH5FFV94NafbkVFxdMJqsrPvek9vPZdH+b80fGo8Khg0RMuJcb7TDiMkEjUlBeWDfSp/EhRRgQjHiQlrFiWCZIWBq3odYySyJ2J6aVZ3WPcRo0MquiYPWYeMk3xFMwCX0eD/hgjVuSJwUTQWqAbD4es1Q6vjNEYY1ZZTHMpBwjLxD8HxtFHYZGOM4CPyV8mgnjl0maNqm4l+VdU3D24G0jYbwE+Ujz/KKdVrl3r/BagkrCKioonDVePV/zpf/Y8DnvLXZAFZqD3FGVAQQdNYaxMZGiQsWSnBUnStG25LOZoiBnZ0TlZy8Oyt3xhYAQrz3VUUVPdMnQqI0aK7Xeh3WqLjOWIokSckgFMihV1abwRgF4txiITwLybjmnMUgTXpGtG0B4aTWVYElmMQhD49p/8Jf7OF/yR65x0xe2FEK/7oXp6424gYbvePX0c69iKIs8Gng3wzGc+84mdWUVFxdMa//u3/QiHwzB1He6JDaf2E8ECTJLKfqxMxBrL1Iq+WM8zjgUay31j2U9HL1mOaxjLlqozEqelspa3T6XN/PsMj/Y8Hf/Ua8W+kXzcRP1UYUhkTEGyfNZNlVF6U8jyzEpVK2O6NhHP1DUpap4ygZHspVvKC175q5WEVdy1uBtI2EeB31Y8/63AdlLfjawDgKo+F3guwLOe9aydRK2ioqLiRvCehy6Y6uUnv1TM/qccqppN8UOOZEjLPISQt9U0LojR96TZL5XIyDQD0o5txzNj/KiuRSZ2wlQ2NMNVuQ7QxrFsiWLqWH4emb4dYqo/+vTPZQBCfi72+6w7syhRdrn0qWhSySRFaOR8s9jZMWQQJN2jgBFIiVa+1UTAVMGdMPrlEDgJkRAj3lXf0Z0IpXrCroe7gYS9Afh0EfkdwMeALwK251X8NPDVyS/2mcCV6gerqKh4MvC9r34D3/nK17EehpFMbZvuUbVxQiTlytvy0S+VIUbA8r/EmvInVMTM+GmdLB2pUxs7lMzt5X5QGI1XHjNQgZGk7TLi9nb5d+xcZ3EVPu2zjLJo80Z6et9rJjNaLF5obX1FIYCGlP+Voye8jkGxooKm3LJcgmSA5oQpNy0RORH4+he8lH/zxZ+74wIrKu5s3PEkTFUHEflq4GXYPwffq6pvE5GvSK8/B3gJ8LnAe4Fj4K/drvOtqKh46uL//KGX8OK3vGvqFOwsCH8sHyaFRgaZlKxEirLHS3PZLgW0WkiqzscIZa+VTyb5MufrVOkwEaG8v0zGRhK1o4wIjMTK6UiWJK2raei2eFPL8vP5PmTnryzSvu1CYEhMT91kOvN2XgpoMBVMG8lnZUZ+L9P924BXIeynQ4VUak2NAi/5tXfxL/+3z6Zr7vivtKcl6uzIa+Ou+MSq6kswolUue07xuwJfdavPq6Ki4umDk3XPi9/yrhnhooE4TD6sHPFg5UQdyZbmcmCUqUSXPVwwdhJuZ21tR0SYyqXmUs8KWVadcjlwLA2qEaxE4KTRWUlRdhE68q70mhxrPOuYVD8gBoemNHvVXCtMxx6Vuzi58zWVMVPpVhdqtcZBjJB1ELAAW+nBIcRFmoGZfGN5oDceBuDi4QmffN+5a7+BFRV3IO4KElZRUVFxu6CqvPOh87zxAx8dQ1HzTEVIylZaPhIuSAn4iYiN0RKp3FiqXk0ysZferrLU2MQp9X5b5ZpyH5JqpRMB2pHjJcUxZ89JpngpDr7FvE697qftvYuzdWNgNKTFkOS/RJgmc5caERMp2KvavcnXqmJ5arkkGZXmEKSRsSSZ78k//rGX8/wv/wunL7ritkIRYp0deU1UElZRUVFxDfzCu9/PV/7ITzEkUuCKdPqRiHksZNUVGV0wJcM7nSInxLoFVXQqNcKkKonOCVsR3DoRM0W8TqXDogNScqckW4TJliAScWm7GAUnim+MycSkTPkm2hihABodTRMRUYbgCMHhk9csRjd1W8Isq8tlHxngmkAM9rpGiIOzk3MYEUuqGhsHTXGhAxCFuEzPe/AbiMvsNzPjvkTb1X9974e5eHjMJ5zdf7S3taLijkElYRUVFRU7cPnkhL/xwp8aS15Isk4JxEanHDCwzr9MuLI3rMEM+tv5XprM9X6+HFHoClbTkFQeRXxMBCut7pgHsdpZ4JwiooQgOAdNE6ZOSVV2NRDm/bhEiPLzplGEMD5vJdI2peIVEqlMzyKE4HECUYWYbxZGykSS8V5CSsgXI2R5J8to1zuIPZygi2gEbRB8dGiXKJoqsgaXzP3Zb/eeB87zmZ9eo4cq7h5UElZRUVGxA//qpb+QTPRKzvjCWbaXGe11LEGOZcRmMuKbwpNVr6kDMpfZcGodjCOJkpGMSSrvaRRcUyhbmYRJIlzOiEuIQttOBMmfKjcauSqfj8dEcSklVTNpEkXQ9FyYyJnMti/Lmd6Bd2MkK7FIfh2CJ0YrLeJTM4Mq4gJxcGguSeZ4jURgc5lSFOKiUA1PzKivraJ5qLmDf/fK1/Ajn/5XdrybFbcT1Zh/bVQSVlFRUZEQVXnRW9/OK977Pu5/70dsMPWYYG/kKqZxOjEbzjMJS12OFIGlY3nRp98zkdIITVEyFNCouKLMCKlbUQVxincBcUZunOiohqkylhjLEmRWzVof8C4SohDV0TUB7+zFIQiNj7isluXTKchaVBnXj2qEqnFGHocgDNHZ9kkBG9UvZ2TRfh8IaYxSjI5hyHOQwCXyqApx08zvXwBWzuI6NDUDbECcIyzSuUZFouCANz/wMO956Dyf/kmf+Lje/4qKW41KwioqKiqAw/WGP/xd38Ph0I+Cj7ipxKiJiGgavj2WHfOsHQFpSESsIELZTF+Qq/yiNHHsMMwQ0VHpUrVuwCaVAUs1y35XvItmfo6wbMNokledr+udIjLtB5SuVNkomitLhUumEqUXcDKVKJ0o3ZR/jyr0weHcRNjMi2ZKmQg4iThRYhRUhRAcUe1315mSpoOgQzLSLYPVgYNAL2bKb5OPrAeJxkQ1qWg//473VRJ2B0GBWMNar4lKwioqKiqAL/mRH+Uw9GOpEUler2ygL4JQNar5kEq/l1opUhqdVC8Y871EFEmeLVXbTlwmXWnVqMkIv9tk3yRTfIjQ+Ok5gOTiYUG8yo7GTOpEBCeRxgVQYVCHE6VxAQH66FGF1g9m0I+eoEbARJQhTu2Zu+Zmd83kX2tdJGK+rSEIfUHKmkbNp+Yjm43HZTkNMe9dblRIXZMMQCNESYrYGnzvTKXMzRECP/HWt/HsP/oH61DvirsClYRVVFRUAG966KGRbI15XfkP+MJwD6TSI0YOskk/L8/L8uopQd+nMUEzg71A0wxbUREyKmFOrBwoRLrC85VD96fyo47p8d5FGhcToRIaF+lGsmZELJcXd6H1w1ieBMCHrTWUoELjjPT1wbMamqTACX0iaaPBP5ckxa4nlyT76Ec1rC1Kkv2mtQaC0RcHetKki46miAWQ6InL8fKRoLgofODSFf7r+z/EZ/3OT73mNVbcSgjhWoF0FZWEVVRUPH3xE+94G9/yul/muE/pn7n8WGZx5aT6svPRaiwpZFVTSTElhCXVy/lUatQUgC/WgeicRT7ECH6MljByommu47LrT6lMo6Il2Z8lNC6wbIaxjBjjVPYDjCjJXLFyhfJ2GnM1bVxaKGqytY/WB9pE1BTYA9bD1CW5Cc2YE5XPTSTFXoiRsCH4sSTZtINdX3AMg0MHD21I2SDp/YiOuIjJEyZWkhzSOyDCC3/1rZWEVdwVqCSsoqLiaYn//UU/xi985EP2JJcWS/9Xro4lw700pDJjUpFc6iwsYhtkVL1yGdH24xSci/jCQD8SJR9m0Q+Jr6VGwRQ5EQUvyrLpi+qn4kqPGBTRFYqTxOhSw2Hnh6SsOYYoLHyglYgC62S27xKZ6qMjREfnc4nSsYme1kUcyoBLPp+trsnU0NilSI2oRtKG6KwkGR3rwWq4ItB6k7EaHznJCli6Gs3DI320jDGNaA+EBhbpQAFciqrIzRHqlPs/+lHrvqwlyduO6gm7PioJq6ioeNrhQ5cvGQFzao9RSkpRFE2ucTGpYjL5wsTl3C1bzxcG+5j4lPcxvT4hG+lHb1cQy+May4qM3YnLZhhVL1A7jYJTlEStdQEnViaMKuw3/VhSjGqKGORSaEhhqhNha11p2DfCiIuFIT+wLMqSC8JIFgGCCuvgx3vQRz/GXUB5/ICT3EhgJckQHYqw7EwBU4WTTYviabqpJDmsGjN9dUkVi4JbCdoKoVFExcYcRXj45Jgf//W38YWf8Xt2vf0VFXcMKgmrqKh42uE73/B6I1Ve56pXTp93E+Ei/3ApPiIRDeMvSjN6vaYS3ZjjJRPBitFM687N1wNo3FD4tqby30zIUSNcnR8sIgKSojURKNW5OgaTJ2vqaKSIobA8MHt90ticMCNROwWlovvSo+w3w/jS0g9sgkOSH2gTPCGpIS7dK5WAd4HV0OKxqIuYSGT2tQ3JNzYMbor/SHVXWfk04khHX5gquDTD8vmvvb+SsDsE1RN2bVQSVlFR8bTAL3/kg3ztz/8sD50c2bQclwiYL0hYYcQv87pM9jHVzPmkgEmakSiaVC9b1ftEBkTp2uEUgZHUiejHCAql9ad9WiLK0g90KQB1yB2KTOSnJGClXwygkUjrjBj16mkksvQDLhnrh+hY+mH8euzV4VB82kdQKyN1aZ0+elahofUWvdmrp48mqRlpAysj2v7aREIbhc4FNilPrI9u9ImpOhZJYVt4OFi3qHqasWw7sBpaU+5G9RA46my6QPaIDYI7Fsrv+o8dXq0lyYo7HpWEVVRUPOXxcx94D1/+0p8cjfej5uQnEjZ2LSqIM++XywQNK4nlsmOpejnRMZjUpY7BGJV2jJqYyFGIsGyMdEgqcUryVTVialgmSU50ltGV/7GWtLyRgCIMKuwVZC0PEM/bqsKCYaaQNRJpJc6IX8u8JNlIRJjWaV2gddO5tzqgxRwkRTgJzXi/rCTp8hzvRMrAEWgkWnekWmxFUMegjmUbgUhUWPUNQ2hTRlokRqHvHfSNlSTzWKQepPfERQrDCEAUjsPA8153P8/+Q3/gsX1YKm4qVKV6wq6DSsIqKiqe8vian3uJxU9kxSurXi4TsDQUm6lD0TW5nJgywzDju3eT18un7xbndOwQtOWJWLlAW5QZ86BtJ0rrB/wYQaF0hQfLCFAmXHEkP310LFwYPVykdUp1zC5vqzRavO6Io38M7NiNBFQsMwzMA2Y9CflmbY8tst8l53ilY+77fvSKqe9ZhSYHaNDHhqBu3GfnY8oSCxxsFniJabxNGkOkQuvDWKJUBIIgTRzPKa4E+gbt1K4kpvMMICp892t/pZKwijsalYRVVFQ85XEcNlP348QrAFO9JHXpiWM0l4vEZGBPilJSkrLXy6csrqgWnJoVr5xYHyO0qUtQKDO/lP22T8cA1TiSJEfK+BJN3YnDjHB1KVB1NhOSyaDfud66F9VZXIQfaFJKfq+ORiKNmFYmXu3cixJm/i3fHgEGlXGdiLAODV6MiA7qWccmbWMmMUklyYjYuSc1rpXAKjR0zsheNu8HHHvt5Cc73LT0oZuR19XGo9rgF/Y+aYThxFtKa2dnqqrIoali2c53sNk85s9Kxc1HqErYNVFJWEVFxVMODx0d8MUv/VHedfm8LcjdjX5StsCS78WXZceJkDhvhMsXJAisc7AtvFgmipkSVpYAm9Rh2bkwGultmym+okl5WVEFL3Hm8WplMKKX/V7ZfY6jkcDS9/hUfOyTvytv2+kUuDr6xyQUhM3QFIoZ6fJLRW17HY+y5ycC2Whk6fpyc05CQ8CIkJ2hfQFHXOETi7QycBI6nOhYmhxSFMfZxZoQHavBW8q+E5bdhhAdQ/AMfWP7bZMqpoq7aOtppwQFCYKLyre/5rV8zR/5Q7s/KBUVtxmVhFVUVDylsBp6/tALv9tCFPIf4A2QB0o7ndSuIn7CF/4vwPK+CtULsrqlM3M9WNSET6XLHBeR6VyzRaQU82vt+aE8WOHZshKkSF7XiE55aqWfSzAD/yy+YkbArNwoKsT0QisBTyCII6jgsetRdfTq0bSOoAWR0lHtGkuQUga52u9WZtQU3DqwSVEUrQib2BCxkqQiI3Hc8z2X1gtUm1TqlXTPXSrrxqT5RTbrxsrCKb4i9gKHjQ35Rs2on2S8OAjf9brX81Wf9Zl4V9WY2wHrnajNEddCJWEVFRVPKfzb+1+TCJiOfEFzfcrZ/EbnctaXbWMETEcv1zRWSOkKI33ezyKRnjHmwRsZ2mvKMmNOlrf1p7LfFP4gozE/jROSyL7fFF9Z06ifDM+c1HkJZn7GyNnCWTej+a+UfTdMPi2M1MHEN8u8LySwZDMjkfvMS5KmdrWImDIW1LHRhqimduXrH0u1Esdux6XrOQ4dQSyOolePqrCJnr0mAhsUOO4bjsOC1tsYJYDN4DhcLy0ShEgIjqF36DqFt2YCthHcxpEaQxk0cmW15hP29x71s1NRcatRSVhFRcVTCi/5wLtGspX9X4JlaIlTfCoTZnN9TPETjc/LjVCFSOpwNCUsRzfEpPxYllUoyEzuSjRflxcrizlRmi0iJQpOIsumT2VG20O7vV7x2sINY8L9EB1L14/nlHdaGvCb1IVYlh/9Vgdk2vWWx0xn29i+ivNS85rZjEvwGmkZ0OT7UeAkNgza4EUZMGVNFQYsmb9J57HQniv9Pl6y0iUp9ktYNn3qnmwIUVgPDW07ENURo83TjJsWkiKWoyr8iTfi7UGSKvZjv/4Wnv2H/uCOT0tFxe1FJWEVFRV3NUKMfNWrf4qXfvjdtmAcro3leuUqVMoGQ3KmVyoB5kgKlK6dSFWTTPmtz14qHX+6VHYsk+4dSuN05s1yY3iq0iUSBUbksrF/24M1Eq6xI1JY+oBjUulydtcug76dSzSFLBEbT6AR21/A27XKgCMSxLNRT0OkFUvCH0xvSyVJbExRKkmWpcgJMnu+5wa0SNVfxYaT0NAIiZQJMZGyvWYzXv/VfsEqLKZAV1VUB477Jc04viiw6R2rfoFf2DXFwaG9WFTFniligli4WhC++Rd/ib/6P/x37HctFbcaUo3510ElYRUVFXc1Pu9nvp+3X36YPNNR80ieovRIQVbMbH86HLVrzAPl3ZTrpWpqVJMS3DNydEXrQlGm02lgNnl9m9W4cMMs88sxEbql66dA1igpK2wiOUs3ETDzi+XQB8ER076jBbCqZ99txo5IUCJSPIdsl4epO3Mp8zJqx2TsB+sMDSpWbBSjYmu1wFXn7Bo32mbX2Kg+WlnUCNqeD1iIV8/x0LCiLZQ8oQ8OL3BvuyaosApG3Ab1nOns/DbBc7xu6QdP25n6FqN1RhI8uoiWHxbToazKTET45Q9+iD/1//q0632UKp7GEJFvBj4P2ADvA/6aql5Or30d8NexT9XXqOrLdmz/CcALgU8FPgj8JVW99GjHrfS0oqLirsXDxwcTAXNTp+NIwHxEXMT5mH7XMUDVu0jbBNom4P1gpMpbGdEVcRN5hE7O7DIFayJgZSCrkOcsDimx3hSw0bQvgX235ozf0MjAWb9m4QJOLHW+cxMBE5RWBjPVi9JKzzl/wlm/4qxfs+fWnPVrM9mL0krknF9NJcj0mD+fAmDn5v3y59QkUK5XbicCnQQWLtA5I4Jn/Qln3Ip73Ipzbk0rA6rW+Vnuf1CHd7Dve876NeeaNUMwApn9b43L70GK5UjLQxBiFBofaRqlaQI6ANHBItrMzybiVoI/cbhgMyYlwFs+/uCt+lhWFFAYs96e7McTxCuA36Oqvw94N/B1ACLyu4AvAn438DnAd4mI37H9PwReqaqfDrwyPX9UVCWsoqLirsUvfvyDs+iJsetRJyVsmuOYlS1SaWsqFbpsor+G6uWSuX5umGdc7osy46SGWVciYsv33DASIrB4h5HYEE2tEjO3dzKwkGSoz/say59p+yLNnmTuNz+XWfAbCVZuVNPdWgl0TGOMFLGSZApu3ainEaXN69AQEPNviRLUj6VMxeq4shXeOqpnauVO62q0zs6T2HKs7diIkPPEhujYb3qgJyIc9QuOhg7VqXsyKlw82QeEvTToewjC4dESFcG1AY0OdSCXPDgsQT/KmKD/3a99A1/6B/57fsOZ/cf7cat4CkNVX148fR3when3zwd+WFXXwAdE5L3AHwReu7WLzwf+WPr9PwG/APyDRztuJWEVFRV3Fb73HW/g37zxVWw0+bckE7DC/wVkYjIZ7tVM30qKmIgTaZBpWVa9ckkyqrIofGG5HBgV9pp+y4tl27QysHBTBIURsomceTFio0Ank1fM1h1OG+qL8mKT/F6khPtOAguZIiwGFRZuSu9HTIkrPWVleTKHxC5k8rIBNLoVdCoDg7pZmXKlnqA+xWk4em2wAFaLoMjXoGrXcMZNifrHseUwLIjl/VNNXaYbojrWwVL2j/uO1gcaHxmCpw+Ok3VryqdYVphqIFzs0DY1YWAJ+s4J2tv79R9f/0b+/v/yR05/qCqeVIRbV3T7RBG5v3j+XFV97uPYz5dhpUWA34KRsoyPpmXb+CRVfQBAVR8Qkd90IweqJKyiouKuwXPe+jr+za/9vJGm0XBfxk5MvitVtnK+Jm/YvNyY/V86lsHKEUTZ9N6k0ltGGqRjg7pTyRFs8PWiMO2nnj8gzYcsCJKRs/kMR5c7GFEWrh8N9YMKSzeMfi6Apcz9Y6AstvYnUHjKtg31xTKdv7a9XsQiKfILqtBJNF1MQNXI4Do2LJ150daxZaBhk9S4TMqyT+xsMuUP6jgcOo7DAguqVVQDnshDJ2eBPCJKEQ0crDoL0033ahiEzdUFLMjtrmivNIcOiUmvU3jXw+dPX3zFUwnnVfVZ13pRRH4O+OQdL329qv5UWufrgQF4Qd5sx/q6Y9njQiVhFRUVdw2+6U2/kAJWt6IcxpLjFD2hTN6vMmLCNmAkYJJUolRQTKOGbFlWw9BptmMeQWRhYnEMXc3nkwdh+yKzy3ahtG434XJEloWhPhOuUmWzHHrd2n76hpAUg5ot8Q5LpfdEIo6A0BJoE6nr1RNS6dMTieLo1eFgts6Ahbl6IIgfgzdHS31xPgGXyqpiqqDrcap0Ppn5Y8sqNqy1oeyoFDWF8Z5mxaCOVWjZaMNRaDmbTPlBhYP1guO+Za+zUm0fHOuNp1910CposOvvoTnsoLW3SSNIgNe874N85NIVftsz7t3+aFU8SbBO2Cfs17opUNU/eb3XReRLgT8L/AnVnBbIR4HfVqz2W4GP79j8IRH5lKSCfQrw8I2cUyVhFRUVdw2ixsLrta3cKM5Z/ISM5MmUqmyMH5PvVfBpJFGpTBlVsFFDJWlzKYbdzPiTGubS707MRG/kzPa/dPMU+3FdIntuk7KxIEQ3GwUE0FHOiMyE0CIahGh+K6JFY6mnk/l5KUonRcishqIjM19TUS4VEA0Wu1Gs4zVufYEOIwnLga4rbem1seYBVfrkWQ4qDPjpHig2bslZkn5EOI4dx0PHRht8QWJVeo61pfOBPnpACEEYoqNrAiHa1Tig7ztcm8JaFeLKIUcdcak5rh1Rk+DioHzjy36e7/miL6CiooSIfA7m4fqjqnpcvPTTwA+KyL8HfjPw6cCv7NjFTwNfCvyb9POnbuS4lYRVVFTcsfi1hz/GV/3Si3jg5CpOUjnrGqVH5yLea1KqsCiFWChhbgo+zSb83Hk3+aWMsGXSZp2JdgBH0Wk4hjGYr2zPpawrse/9nPGVCVMOI40KZ/y0rjUJ9MXzmAz3iorQEFjKRJayhyyvb6rV3JcGSkvYIqipWeE65cZ8PuXyrCaWFRmn8+DWTgJN0sVUYAmsYksj0CGstWPApwT/yVPm1JoAFt6xZGATPSehZRVNBdvzpnbt+Z4Lq31WoR2nFwBcPek42bR0yagfgjCsGlg36DIR0gHoBX+MmfSBN32sdkneasRb5wl7IvgOrKD9Cmtu4XWq+hWq+jYR+RHg7dgn6qtUNQCIyPOB56jq/Rj5+hER+evAh4G/eCMHrSSsoqLijsQ7Lj7In3/FfwJIpETH+Y/Oz4NOc3lS0HFEDiikcUKW/RXHgNTx9UzE8qJUpnSiLP08OyvPc8y5XBmjh0vM35UVIhFl35UKlxYEStNERou7UIGFDGMp007ltF/ME4r92T7LjkhPTKn41sHo0zGFSBQbE9RtlSQHzNxvZUthSF8LnkArprQNOCO3KFHst+LoM1IWcImEWvdjywkn2tE6U6/WsaHXhpPYEnCj4tjJQO8cXh0Lr/TRcshOQkPjlHsWK/rgORkaTvqOQT2LbiAER1SHDg4dPCyjvbVBcAeCW7mRXUpULh+teODKAZ9y77lH/xBWPG2gqtcMkVPVfwX8qx3Lv7z4/QLwJx7rcSsJq6iouCPxt17zIiNXbiqjKWbIHzsVZ6GrOiphjZ+TrRw9Uabejx4tcsnSflegS52NeTmioJIM+NPsRjCzuhNlz5UzHy0vjHSsXE50SeXak35msHfEHX6vqSPSpQgLIYWvElm4ftQXeoSWWIxAAiHQyjyUtZN5ubEj0BXEzqF47ad9iI066ra8yQEh4BLhtHiLQa1sKMSRpAGs6dJ+Usis2HzIM97iM1axZVDPUeyI6lj6MJr8H1rfwxDdqGKKCxyEjiE62ibavE0XOTxcEKJDFgEiaHDIVQfiiUt7qyQqEsAN8Ldf+NP82LP/ChVPPlStNF2xG5WEVVRU3JH48OEliyBIifdjZIPGMXoiJ9eLQIxGtlpvSpBz9ty6JC00ofNhiygp3m2TFR3J18wvJokIpdDVcqB1S2mizyVRO6+l28wIl99psJ+UPAtoNTVnQFjk5/k0sGDWcvtO5+TKSpLbzQu7S5L6KGVKxIzzY1cktp/pGpRFnhBZrHMcWwY8rQxjLllUYU2LYAPBPYHGBS4N++y7Db02bNQTcRyGhTU9ePsSPx5aDjZ7eAdnOyNyJ33LwWoBIjStecWiChw71AnaxtQdKWgPMljJ9K0P3pBnuqLiSUclYRUVFXcErm5W/J+v/Rl+4ePvwyfGIFtKGNiXqHVCxkS0UtCqy3lapoRBVrxSGn0eS1RkgKnmodlGulzKABvLlIkY5f2SDO/lCCJBEyHJkRIlYTqtcOWQVZfULI+VL4PaUO5S9VsyH3eUt59gKhujb8v8YE4iomoeLJSGMJYSAw6f5kQCDOIY1NNIGM9l0CYpbgHEhnDnrCcrf059mao2j1KKkwxxIlkQ2EtG+7U2LKSnp0kdm44TbcfO004DbXA8PNybVLZ0XVFZhZbWD0g0f5lG4WTTmsqWVDEkEA4WySwXIQh4aC6AC5LGGNk+D1Zrzi0Xj/2DWvGYcad0R96JqCSsoqLitmM19PyBH/8WejVC0au5mrxjJELOTWpSft64KTAhj/7xSQlrfRkRmVSyragKSaSrnc1nZJ7rJfPuydK0n4mMqpUwtz1cTdqnJ7CQYdwvwJ7ri+NBMzPY60jUst+rIytiSsAbkWI6twgsinKjHWkqWUpStLaN/K3GMSx27IpkXpJsidavWXyZDjg22KihhkCvieqpDeYuIyjWqcOxkwgpGPY4tqx1QSuBPq2/iZ4T7TjTrMc8sUubfQ7DkjZ1ti58ZDV4zq/P0jZx9NGt1p710dJGF4El5TtoHvaoh+gFiSmuIsJffu4P8TNf879TUXE7UUlYRUXFbcc33P8Keo02/7EgJrkL0aIntEhrnzoct31hgiXcwxTKGmPyOxUEyonNNcyG81xm9GIGdUmqVxkTkY+xkH5GuLQw0Zt/y8iQqhGwpcy7FVsZZufsxnOQtH4/ErYALGUqd9o++62QVqwjslgmojvKj3NVkWKf1y1JpveD8XqN0HWEtLLi2STyBUvpGXCcxAWD5nCM6VgrNSVsmbx3e8DlYY8enzx0tn4Itu25Zk2vjnVo2QTHUb9gr+0JKvRDwxAc65MOaXJ+m23vLnXEPSWLhTKABAtvfc/5SzxycMhvPHf29MVW3DRYGfqu6I68LagkrKKi4rbjxR9+O7hJ7Zr5pVwcRw9N6fZWehwjKZyOpMUltahzcSw74hkHb+dxQlPwau6G3IwExamOHZBewtZYIZ1FVXhiNqvREGZ+LUVNnSqInEtGezAyVpYXBTXF7Dp+rzFKotgmd0VqWqnBSKYKRHXJR5ZKkthYIcdE3AYRehwNpO5K09AiFrqa7myR5a/pWNOJxtRBmU/UxUgjAy4FwgIca8eJtvnER6J6HDsE4Uxqbtio58LmDCexo0nvudNAHxzHwwLnTCF0qqgLXD1a4rvpPvbHHg6mrDBBYKW0R4LrjaRFBw9fPaokrOK2opKwioqKWw5V5Yfe82s8/52vJ6BsYvJfCUxxEzmnKhGNPAMyKzdQGPHn/q8cFZFHE6Wj0iSjvR/jKnScpShpH9l8n0nT3AQ/EaiG+cxHZutOXq083mjPbU51L+ZyZUZZXiR5zVwxR7JNBniF0du12CqXlnlfJgpNo47GkiTziI9WdTx23s4RxmBW+xGnmZAABHoca/U4tZmWFnRh0RRraw0Yj5FVx2UaTi7AYVxwEPfstWKodx8dCz+w8AOb2HA8pFDX2HK2tVLpOnqurhYcrTuWi56owjA4+rWHkwa6SRHTQ2Vx1dlg787KkhLgX/74z/HCr6ldkhW3D5WEVVRU3FKoKp/z4u/hPQcXSiFlHDs0jSDKZTJTvJxMsRMixsKykb4pvF4KYxp+9hFNWV9GxOalRNIw77lKpspIslwKXZ1O9zQ5k2IE0V5RTgRo3TDznAEFATMC4yTi1FS1VsIsM0xROqZrEcBrOOVBA2bkKsdOlKuMJcnZsnlJUsQ8Zru6Ime5ZRpZppgKQ2Cd+j/PyppePWttiOpYaVuQavN7KcJ+CrqNCAfDkkthfxbq2snAoXbpfQoEtaaAde8ZoqdtIiGaskeAuGlhmRosAsiBoznxhCWWnJ88YU7gLR9/mLd8+EF+7zN3jROsuFmY9yRXlKgkrKKi4pbiZR9+F+85vDDzfwFjN6TPQayp89EmuE1lR1ds45yZ7V0mb2hSavKcRlOuXCJtk3fLyo25k1HViBIYScndjoiRu+0SYc4Ayx2OWeGKKHsyn/mYFS0jH9aVKFiZTCH5vyYzvRnu4ymyw/Y+Tyl06X6lZU0qUyo6JpbnLLGspJGO54AopFBWuy5HnhVp+zej/US4VMl62ngeg9rzTDgdA47ImpZ75MS6IVMu2GFczraNUVAR7vFrIsIqNqxiy+V+H8WNMzqHKDxwfA+DNiwa676MES4d7NMPLW4R0Ag6OGTtcL0n7mHka0i+u5UpYQr87JvfVUlYxW1DJWEVFRW3FN/+1tdMJcdEjjKMZGU1zMqNUZPBPr1mXZBZJYpjptfU9ZiJmo4G+ZGsJELXJWN+6d1y2H7LMUEwmejNC5bVMCOF5bgigEanMFifjk+iLT51Beb1FSNz28qVZ17SNEJjg7klecwm0me3L48Nylfj0/WMJUlCssyX5v7Ciyak7K+yvGresjCWHw0DkSF5yhqMuA2pKzKTvYmUOXqakTh7NUVRcTzDHxPUcRw7VtpyEPfIpMwnb9zVsGTpN/SxoVdPVMeVfsmisZDZTWjog+fgZIEi+DYQg0NFkLXA4ImL5AsboL0qNKsce2HX/Kb3fIyKJw9Kjai4HioJq6ioeNLxkcPLfNdbf5lVGLi8WY0ELKtd2QCWy5HZiJ/JQe6GbEuzPZMvbBzQndWhRNwE+5m7IRVSen3ukjTyZkQlzhSv0eifCNfSzccYtdsjiEZvlgWulmqW6mk1bSwVJoKX/V62B2WRQl0n7IiS0IlsZTjmy3L5r/DM7+5+3CpJpk1wZUkynU5T7Ew0TRoQoU1DwVdjgr7lmg12Rmy0YUMznT+RVgbW6rnXH9Or5yR2rGPLQVgkNRM6F1gNno+t7zOylRs46Ll4uCQi+CZpdj6wuriHqoNFRIJAgPZAEIWwsJ8EU8Pe8uGHePVb38cf/T2/8/RNqah4klFJWEVFxZOKb7j/FXzfu99QLFFcYwTMFYpY/oL3bkqcB0alLBvt3VbWl0/jfHIsxUgm0j66WTckSUUy/9eoFsFooLcOyn6m/rRuTs7sXKysuZSpHMlIqLZKhYVK1xBGE3yimiyZe9EajadCWqcZldN+58O1swI2qYuOyRMWZ8uSQkEugTKuk7Ww7BvT4iR0JIVT5EAQNyN49j5aSKw1DQSiwpEucBLp6Om1QXEpK6zFJ5YoOoBYF+We69lEyx7ro+cw7HFPa8rjOnoO+wWXT/ZYtJEFkSE6VhvP+mCJesBFiIIKtJcdeCE4e7OzJyyf73Ne9rpKwp401IiK66GSsIqKiicNHzq4ZARsLDtO5CmXGKEIYk1qWCZcoy8sry9xVL1mJMlb2W+a9ZjIjEzdkE3uhiR1T8LoI8vdkBQEbNtvRSqRlR2OOYl+5t8qghxaGWYlvoYwJubbOtZlua2QNbtKkolcCYzdjbZGCqKdqVtJBaTsdpyo01SSnB/Xab4L+VpsXwOpJ1Ly80CvMpZCg0zxFRs1/S4n6EeFYxbWcEBMQ70DR7pIXan9aN4/0iVrbcZxUQs3cKnf4zAs5vdII0eblsYZ+QJBVNmctKhTJHfEBnCPdGhjkRSoIkHoLoHfMOaHPfjIARUVtwOVhFVUVDxp+FdvfGUiYPPE+7HUKBHvpudj9MTYIZkJkq3jk3pWjgbKHrDGxRkhysStcVvZXalLUkTHmY8ZzRhmaorVaNzHuvROdTgWAa1tQdA0EbaSzGmKcZh3VOZ8MznVgalJUZt7u2wmJMV+RZVGTpcY3a7y445lsxKkzNcZ72MpuGFvaStqA7SxeIseG4m0l8Ju1ylBf6M+72Xc3zFLABbOhnUvtef8cJacZ9bjURUOwoJeG86mBP11bLiw2udwWLBMpnyAq6uOo9U+vrNRSRphWHnkSoe2oDGRyAHOPKiIE7RLJxPg0pUTXn7/u/jsZ/2/qbj5iMijr/Q0RSVhFRUVNxVRlf/6wAdZxZ6PHl4aCdhIpsYv+mikaqxU6GRYd6fLjnmd3N1ofq+YaMykaGX/l62doyQ0JebHkUy4ImE+kyFJQa/LrdE+qlOHoys6HO0RWUg/Iy5uNOjbWZSBrmBK0HZm2GIrbsLpaW+X2yJgU6lzYlnjVMdCbcvL4tYy3Vpm5UeYU9ytd0DzsrIrkjRlwHbiURoNKLAnyh4DA44jNVIlRFTsjY8Il+I+iLCU3niRCg9t7qWPnu38MMWx3/RsgvnOVr3nZNPRtgMhemIUYnBw1KDNdPa6VvbPO8Jeut6QypLp9f/7ha+qJKzilqOSsIqKipuGV370PfyNV//o7IvbNXkQN+QyGQWxgHIGpD23CIbCbJ+W5rJhXt8UojE0gc5txUNkn5nMB2lbKc7238mww2M2kTO3lYifZ0lOBv15WOrUzTjNjCzhiacUte3Msek87Mp9uh8lmkS4bAtNZcrT8Fu/b4laO5clgWhaJjAwjtPGAwNZh6I4E0NQGedB5usKie11Yp2NChzHBcdhiRvT/oWowkHYY+HCWJY8GBY80p9jExtan0qaLvLwccvhprPJCQJeB9arhnDSYWKbwqDIibC47In76WKCKYjdATS9Ec9L/fGOu1fxRKFqn4eK3agkrKKi4qbgqN/w5a/+UXsiZQmNVFZk7DiUxMQkdTyaL2wUyca5kM3YDZi+5jUb90n+r4C4XGKMxfKUhzUqUZOK5SWOJNFmRW57uvIcyflIIShnSdpzl3LIcvmy7GaUHflioKaSbfm93FiSDGO50RDpZDtuQmdxExnt1nPIJcmthaqPuiwmFS6zsOwp0+IYolltFBbpPm1SSdIBCxksVgLHoI4VHSUpWwfPgGPpevboiQhXwh5XhzOmqiULWlChj55937N0AyehZaMNVzYLFMfZlJZ/smlYrzs26xZZDGh0EAQZHM2RTwqYIAHcibK8YNenkhSxHt7wtg/xB373b6ei4lahkrCKioqbgm/+tVcBIC4byKcuvfzcFWrYpL7ozBeWN/GJnLV+7ihxzkhW6wpFiql7si2UKiNltu9WwkSqsrKVg1vHEqOV4hxxy781EUgz6PezcqLNbtxOxJ/PhPRZN0rnlUueE6IN+pmVJDlVksxVzXnn5By5tLi9zDaVU8vm7G0qC09LttZnUsGysmmcTFIEiMVntESOaHHAOVmxUc8aC2vNpCx3KW5CQ8Rzj18DsNaGg7DgwuYMUR1eTA30rPnwao8QZewO9aIMvafvPeLTJ8tFWHlk7Qn7QATXK+4YFscQ9kGiIFGRwTb52m/7KV79PX/7NEmteEKo3ZHXRiVhFRUVTwgxKSK/fvGByYQvQNHBmMNXncRTBv0xWNXPg0KlIGDZ05W3aV0Yl+U0fJg6E3M22DhPEj3VcZj3tj102ymzAd1NCkfNuk8mYNsdkWNpFVPXsgzoCVuKGqMB/7QCN90XIal7Kfgsdzdm35ZCGridtzC0FOGqVnmblyQlE805pmWZGkNfqG6KlSBjepKVsXzcYdI5x30ep/mR+T1e6JD7SbnXnVgumHasY8ORzhP0idDHhnPN2pS00LKODRfX+3Q+ps9Gz2HfcuHwLIN62oVRw6F3hIMOHTzaRSSVQmUjNCcwLEGC5YXJAD6CBuW4H/jYw1f4rZ90HxUVtwKVhFVUVDwuPHh8wF986X/mI0eXAWidII5x7iOlhylHT7g4lh0BNA1uNgI2+cAyJPm/ZoQh+Uu8xJlKpCpjKbLbUsl8Kms28mhDtyfyJZhfLO9HyB6xqZyYxlWPtGVPNpNXLZ//lqI2mudnJclJafMoi0KHUpSGedwETIRsUm2UNp1JqeT4HeVHdwPLrJszS3BJVRzry3b8FiNqQYVOFEXp1UqSlrRf6J0KRywIuPF+NBpoCPTiuc8fsdGGk7jgKHRcCXvje9ESEBc5vz6DdxGNqSVChcPVksYb4e6DdVWG49bKkV5BBXVKcyD4DYQ9wQ2Ah/aRyOIoXVO0EusjFw4qCbuJyO9TxW5UjbCiouIxI8TIZ/3EdxoBS+pXr2kOTFbBJHvB7EvOVLBEZMQGbHs3md5zGn72g2U1KOd5NS7QujCWKfNyT6CVgc6ZddxUsum1JhEyJ3EkXPkxdhumeAhL0I9JvSkHZtu+chqWI7DAPGPZB7atbolM5C8TvJZhDGoVlEUqQeYxQ00iYPNz3FGSzKSwIE1uBwFLW+x4B3cs29rudF+qeezKc4uk0Un5XMd7ate0LwNnZYMjEnBjUwIYKTvQPda0aRQVdAw02GSCe/wqkWDlOHSc78+x9AP7vueedgUxcv74DOKgbZRFG9jretZHHeoEFhGWEZqAvypIFEInxAbCErrzER9gWAphIcSFoB6+9ht/nCFEKipuBaoSVlFR8Zjx/He8gaAxdTxSGo5G4uXHsqOpIZLN9nnkTBojhGayklSv0uuU0/DdvCMxJ061p2ZDTgOoZ1liUpYYYwoJ1RTHYMnu29zlegb97QHbtn5RwqQsYTKStbI7sz2VgL89AzLdg+J3KR45yd4Dvighkp7PS5KK21pmVHM+FzIUx7cgibweCEKT1tFx/TmiQp80uim+wjGkM1xIYEFgrY5jlnQyMKgfc8EuxTNWVnRTd+kw7LGOfswPA2EVPMeh4+xiRYiO1dDaDMnDPXwXUI3EwaGDw11p7HqbdN8U9j+maCcMrf3d4HqQaJ/T403gVa99F3/qf/pvT70XFY8PNSfs2qgkrKKi4jHjZz/0zpniNSdhjEn4vsgAQ0mZVik3jGk7EUYCNk/Dl9GAnxPz8zepk8kvln1bUVL5Tub+r7y9ZAP+VGUrSI6VHzPhMs9VOG3Q14lc5kDXcuRRx7yESZExNu5jDIW1/fhx+2m70seVy3/bhMwjSSWb2F0mWyW9Grspi2Vua5kmUpZ/InatPi8TS6V3wCZtmyMxejQVZi1uY9CU8a9wpPOuyF4dKxZGylygU0vfvxTPjvM4BzVSdnE4yyZ1RmZt9MHjc1wZlmO+nDgLyr14sp8+j8bUnY/ES62FtbZ2hbJW9h4QtLWuSwFkE+kOI4tDhaiEVnjnex+qJKzilqCSsIqKikfFECPf9MZX84J3/xqqyjOWy7EENRIxrBRpuV1GwMpypHm2SAqZJsIVIX1ZW0kq0mzlYeUoipyTNfm8rHS5KAZrO53IhUsDuTNUBe+2xwFlwqXsbRvuC4N+9n/ZXMap/FgSNFUjbflc8k7KkqRPjwwjbcV1pZf8bB+p+5M5iSIvK1YUOU3A8pEefcmO5UIi1lOpc6PF+adzzk0LXgSnpgqe4Ag4zsqaAWcJ+uo4MUY0KWV4rsQ9BFjKwFIG+uh4YLgPtt6PK5sliOPedkNQ4SS0XF0vOFgvWXT2XscorI5bwkEHi9QgMQjSC4uLlpSflRm3jpz7eLC5kp2VLF1QfvZnfo1n/2+fxWKxK3mtouLmoZKwioqK60JV+Z9+7Lt58GSar3d81COtJgJWpt7bl3gmWJMvDDSSCllmxJ++6rN5W21sUDE6SNVUmGzYL7showrNSMDmhvlxbNAWzxhnQG4NzM6Dr0uCVhKp7fUtF2xrBFHyQ9nPFHEx3ZTZCCK7r1P5sfR77TLq+q3nuyIpsgJWxkn44i7nUuO1l1n5cSCO74hHiDKVH3MwbkmTw/g8EzU4UTdmfQH4aDpZRNiXNIRbG9bachC62T3YRM+FcJZGlDN+g7DhKHR8fH0v69iM6zlVhiBsoqdtAkMwmhp6IawaaGyAN0nB6y474tLOU6Jlhe0/pPRnPaJqCfoB3AAH654ffdEb+Ktf9Id3vBsVjwUK1Zh/HVQSVlFRcV389AfeYQSsULvyt3Ce8YgwIzylL2xc7gEklQWnUNW015EgzdLzpSRoZtyfKUZb2WAZTaE+NTKFqCqOLhXTJuJTNA8QRq+WrS+n1C2RKQrD/GHbI4h2ecbmI4jGe1fut3ykkmQZN1H6vYq9jGSpXHMkZbMuyXzcay/zmGIYR1pley19YLkDc5OO02H+sQ1m0g+nbW2saOjxMwJqXjHHGWfvx0bN53Vx2LeCaLoHfXQchY4zzYYzbCzOol9wcbPPJjQs0gxJbeHC5TNsVh20RXjGgccfNhbWqikrbAPLi9CfceYJG0C80l4J+FUEJ7zi599RSVjFk45KwioqKq6L573tV+wXycqXPdUI0kwlyWyot798pyHZLnuj0mvZ2zUl1esohvlCBcuzIDXZwNyokhm5U7Uv/XKMUCYgxt10LEdOX/467ifng+Xz0p3kacrvMnUrjNcSsZmIwpxcNcxT9Y0QzUuS2//w5udleW8xKksTc9kmVnZ+c3u9bPvExn2fViO2l6nm0URby7fWj+lc0gHxGO9ZYyrdXrqvx+ro1SIpGo0Mqah6oi1ry/gfr7mPDRta7vUrAE5iy1FccL4/a+eUDtdIYBU9rTPyu46NDfs+XhBFaJY9cfDEIHBkYa2xS0qXmgrWXSEFuApuUNxx4OzHBzv5qBCURz5wnmEINM22DlnxWFHDWq+NSsIqKipO4Z0XH+Y5b/4VEDgZ+hkBy0Z80WwYmgJXXUrwNP8VIwHLJUYjGFN5cT4zUmxwdzLaQyIlzszXWdXKpMfInhv3nzslM6aICSNueYyRYgO0y4BWU5MyzP81qXR5nNC8g3LK6bK18n5kfD3ORxCJlR9Lv9fU6bmttOXfi7uzTao4DXeKPs0JlY7neXpZeV3bA7x3lSBLaCJg5XUM4/xI6CSiRILCoS7wRPZlzVpbAp7j2HGkC0pSpir0seEZzTGDOo5jx0loeWR1FlXHwkfURRY68KFLz2AIbiqLSyAedbBp0PQtpy10l5TmUAh7WFr+AP4gsHdFGc42Kbw1IoOyWg98z3f8HF/1d//0jjtdUXFzUElYRUXFDF/xyp/kZz/0bqavXUXaRMDGeAlGQpN9X9lwn7/f81Bpn/K/RqgDwhhDsE3QmrF7MXU2SmGqz8fL3rB0nG47qoIiX0zm5UIV2QpozblkERXbV+kJU5XT/q9xG3teRkvY1ZweQcQWAcv3sSxJWgdkMtePJcJ5SdK6Nk9TsCbn3YugOidWs67HrWWz9ZKx3q5g8ot5hICOy7p09X1aklP5cwIawLFanEQ+ZEQ41IWdqyiqimfDFd3Di3LOrVhpS68NR2HBYVyO96WVyFJ7Lgz77Dc9m+jpo2eIngsn+yw6i74YgmO1aRgOO6I42A82rLt3tFcEtxFiZ2qYKHRXI+0J9PtuXObFmRKrykt+5k2VhD1RaA1rvR4qCauoqBjx2o9/iJ/90LsKj9f0NS1uKh9KHratDmFI3q95KU9VEBenMuLYJQk5jHWWhi+5bGGhqL4kbshYntxWvHQkLbsUrNMmexn3OCXiF6dwen0p/GpbQ7ojjOn20zaylfeV/WYTtuMmwIhNJl+qVm5tc1diQcOyJ2weQTEvXYpkijgRr+0oirxsFxGLOidsylaZUkA1JupqaDCP2Tod4QwDA8KahqDCOuawi5zyJlzSMygyzoV0cc3l6EFg369ZR5szebVfcBD2aJ0iEuhc4Kj3PLT6hNQoke6rRIbjpD9mP6EDfyjIYAQsY+9jSrOBYZkIGLD8yBGLyxv7WyIqw6KxZoQdpdyKipuBWqitqKgY8Q2vf1UiYEpOvy+N8IgmNSwRqyKQNStiziWzvubUeS3M+GmgtphBP6tVo0lfbd/ZLyZpuZdIRGyWIpP6NmWKpQHdEqdjkMJexUqDHT0LBjoGAjJmUuUSq8iUcG/RET2L9IiIEcPxOrMiJ+M+TFWLNvoo7zf5v/LYoSjzBPyxe5Bc2pxIVL6GbfVqe1l+vqtcuSuGYte2JXIH5GzZqb2Y6pUJWL6WvlhXxEYm+UTWFhI4Kxv2ZIOirLQpGhzMinU+nGNNS+Msz+2MWxFV6fF0bhiJ/GHfcbk/w5luwz3LNWfaNcMgXD3YRz1Ip7hlQCTgr3hwVoIcFoqKsnzErjF0lpQflsKZ9x/SbQTdX6CLFu0atI981zf+9I6rr7hRGFGXW/K4G1FJWEXF0xxRlbdfeJgPXb3E+dUx5eghax2biI4Rr1SWTCRIVYx4jSb8yfwOuUNS8S7QiI0eUpXJFyYxjQtSWpcdSOAl0CVi1UhE1Y0p9vm1LuWH5e7KiQyFcfyQEK2DUUrik1Wn7N3q6diMQawdPVIQLoRZSVIKwqXp+SJ1VrZpmRblx5Jwne6STCXHYuGklMn4vEFokNEQ7xAa3FiGzGs/1odD8GmvZup3+B37tWPbdU2lSoNq8rMX5wyWnr9OFHMkailBv5HIGbfmHneM08Bx7EaSbe8iPDLcw0o79vzAvt9wX3vManAcDRZrkd/TGIX1pqXtBnwT7bMXgYOW2CixMfIF0F22inhcCmFfCI1y9sNrdL9jONsSlp641xA7D43jxT/6BjabuWJaUXGzUMuRFRVPY/zQO36dr/ull0+lK8Fi0CU7xnOGAcXPciRRRirbyeTVQiCoo2UoFKypJAkpDDUtL/+OLVWnXEIcIxpkPgLI1k+vJfKVEVVmcRXZoJ+vrOF04GruZJz50orr9GwNFEeneZA7zmk69hxCQWIwBcqLO/WXseNaqfin1S/bb1lGzMfeUru2lmkq3o4nBgSd7mNZDp3eB/OPOVVWaVmX1uiBgBCSGpbJ2aCOE+YJ+qvQcqwLPMoZ2YBsOIwdF4azSHHvFbiwPkvQhrOtDUo/CQ3nj89wuF7gvH0mvB8YVp7N1eUoMaoq9LA8n9LyW7FMsLVy7oFA3Lc5CRIUt1aay4f4yyd2H/YWXHrkgE/6Lc84da8rbgzVE3Zt3NFKmIh8s4i8U0TeLCIvEpH7rrHeB0XkLSLyJhG5/xafZkXFXYm3P/IQ//CXXmZfq0n9UlI+gss+rqTiuOTxKgz4uezonKZ/ZCcFLA/oLviY5Xm5SOsinY8MsfBySbQB34kw5fFGHlO72qR6hVENSwqWDHRiRTDB9jMrFyZlTpLhvlTWAjsM9zJdtyNuqVsuecy29z+paiXRm5Q2ZYERlC7djEzAEpUaqYaZ4sv/u0YqvtxY+fFaJUm2lu0qN257xRRl2LHmqvg9d632OLu/YhEiCwYGtY7JfTYpe00JKlyJ+5RK2VobjuIerYuc8ys+oTmiYeDiep9N9Ins2/E2gw182u82dM2AqtKvPZuTDvajGfO9IgN0lxxxYQRMBYiR/Uciw76j3xeGToghsHzPIzSHPeK8/S1y9ZiXveCXd9yhioonjjuahAGvAH6Pqv4+4N3A111n3T+uqp+hqs+6NadWUXF34//8xZcyfss7ipk/0xdtLj1u+69cWi8TLhtJNJntc0dk4xMZSctLLxdpXxNx0lFJy/4vXxJBmaiDx4iZTyXQaQSSHatlGP1cAY8nzMqLIowEMZO9JqXcqwpRGTPDyse85BmtEWAsziktmmIosuKnJiyWJUmdCNh4nzldkszL5+0J2yO3p7JiCZfKlvmxvczfwD487tR6zdbRw47t1qN2OL1ypB0RZ2OrRFloT4zCJjbc647ZlxVCJKhwKZhZP7+vm9hwOCxZ+sC97YqzzQpUefjkDIfDAu/sc7ZsB7QXhk3D2OLpwAWlOXSoB21MCVOUxSWhP+Po9xyxEegHznz8GH3GWXR/CfsLWHRI2/BD3/5yDi4dUfHYoZgSdisedyPuaBKmqi9X1VyMfx3wW2/n+VRUPJXw/qsXZ96vkiTkOApxMf3UpIZNik/O9CoDWRtvRnwz6EecM1+WTzlfXiyfq5VI63QydqO0SaFqJBLVjQTMSaB1A50baJxlt5czHWXsiDSlrmMYyVJWZkYyh9Iw0NGbzwxLv8+q1US2Skz+r3yDuqSQNalsCtDoRD3yo9nxvZA9aRkeGSMnlPk+bFk2y0t6bXo1K12lopYDXUu1bNey2TntUMtOE0JJPrTy3GFPhGXqxszktc2uOIW1jgXecbsruseGZrzfFoIb2WjDff6Ys+4ET2CIjoc39xBS2n5uEjkJnmUzcKbd4CUQFa4eLem1wS8Czd6A8wE5crCytPzhLAyd4lZKdxXCHsRGUCfIJnDmkYHh3IK419pj0RCHnjgMqAivefGvnn4zKyqeIO4mT9iXAS+8xmsKvFzsz+vvUdXnXmsnIvJs4NkAz3zmM2/6SVZU3Kl476ULfMVLf4r3XbloX6atUHZAZmlonEAouew47aMsSWblKhOdmMUHN5XibJv0RevK2YljDx3MSJW9lj1jTkKaJzmtPZGReGpckdPierb8XNbxWM6AVAKOjimXTMYyou3HbY0kimoZV+X1TeeVaYaOJK6kMdv/2Gb1y87HYiliWu/0oO55DOsu5crW202mtmLDHjcEGedN5n0D9DGpgWLEzKWIjQ1Ci9JKz4DjWBsG9aaG6vQpuKp7rLQb72mDdcoex45722P66DkJHavY8PD6nM37dJbldabd8LEr9xCxMrZi16srj0ZB24gMRlKbY/ArsBnigjbQXRxYXo70ZxtcAB0i8rFHaB64ZG9yCMQQePevvJfP/eI/cnNu5NMMd6tKdStw20mYiPwc8Mk7Xvp6Vf2ptM7XAwPwgmvs5rNU9eMi8puAV4jIO1X1F3etmAjacwGe9axn3aR/mioq7mx89OoV/uQLv8++9UQJKMNGYVEQsIIcaQTXlGVHxtqYfaFP5vwybJWCxDgx0qUCQ4SFs+WNzJvJp1iIOL0m0KtnOQ7h1lRSnL64W5kn2I/nItDIMMvzCngWrLf8XxSFMythFi+nGIvtwNWyS3IqteY7Z/thtp8osEhNn1NW1+nyo4hcpzSx+0tsIqTF7+U+x2WlyjbpZiFpVLk30nLt5/8s5iyxvP326xYhMUcANmmmwEjGI9i7IuxJj0jPcWw50iVgUwz6VKi9NOxzlMJaBXuvg+u51O9xtl2zDs0Y2Hrh6AzOQecCtIHNxrO6uA/BWZOJgjZK+7Dge+uKNBM+7D8Y6I5h2PdGwKLSvuc87WEP95yDEGEYoO/52ee/ki/62j/DJ3/qb7rmu1RR8Vhx20mYqv7J670uIl8K/FngT+h2DPS0j4+nnw+LyIuAPwjsJGEVFU9HfPUrXpxb/0aMoaDZozX7np+KYZKb5rKJKkVSjEb8YpNMR3JH4ujjUgcMRTekrWf/66zkuBX2Ou02zroPM9nL5+eLkqCNMQrFXMq0lk5mfystlgRNWNCfUre2VTQZSYjFXjSF+V7VyGaT7ly5H5/2UF6aFP9rxzqtfvkdutb280zm7N5Ica1l6XLeDSnISKg9zl7LZUuloFvgxCGpu7FM0AcYNCZ7PSyxv5IzGRt0yujP53TANJZIMJJ9qHsowtIFVAODChfDGRTopGetRmmvDksOw5Imfe4a2eAHz/nj+/AuotHuYAjC+riDLhrr6x0MjvaSAwfDUmxY96DsXVBcgLAQRI1M7r/rMo00cO6MCcGbHgYLj9UQ+M/f+OP8/57/lVTcOJS71691K3DbSdj1ICKfA/wD4I+q6vE11jkDOFU9SL9/NvAvb+FpVlTc8XjL+QfBGVEApm/zyEwFk1KK2fJ/lduZaXpSvabSo4zK1tghSaJMyri+K9SwqDKGdo4djokIRFUWMh+IPYaYinmztkufvvCL+ZzlJWLKFvORRBklMZzGGOnoGStvSyR1aBb7yT/LDLCyRKmyXbKclKl2TATLVy2zEUTlOeb1Ti2bKWq71pO0562L1vm2dl6nkRWzcV9j7ES+d0KjyiZt34jNyQwaOMEz4NmTnl79OMT7ctgftUQ7huNCOEtE2PMDqgP7uuHhzTkGdbQS2KRRSFc2Cw76JcsmoOkzcOVoyeHVPbvZ+Q3TSHOhsZNKH5wInHnYznxYJvLZK/e8+xDXdmj6rIdNDx/7OJxM/Z/ve/OHdtydiorHjzuahAHfASywEiPA61T1K0TkNwPPV9XPBT4JeFF6vQF+UFVfertOuKLiTsAQI9/7pjfy4ne/k08+e24iQmMQa1qx6BAUl0uTaUl0IMMYSVEa90MA32Dm+61vdhGbF+m3vFyaNvaFSgbZM2aqWvZ4ZXUpqsc0ltPjiohM51ySotE8P/d/jeRpPCelVLjMtF+OrrawCcdphW47w2y8nYlsNWwRHspB3fOSZLpr489dxIrZWlvLdsmHO9e89mq5yLBdaiyDWUvsiqpYFyRyNNAny70kUuZ0YNCOFQ1n3YqAsIoLevVcDcuZgT8iPLS5h4Bj3/coPYrwwMk9rENra6XP48mmZT20dPs9qjBsGnTlcQcNcZlOMCrNESwvCmEJQQXXg1spZz66RhctIf/ncbJB3v6+9NeGg2hn9t7738cH3vphfsfvqX7iipuDO5qEqeqnXWP5x4HPTb+/H/j9t/K8KiruZBxtNvyB538Xx8EIzZsfeRgkkjIymYJYExTEc6rsWBST8ONruVsvzXgURk9YdlrHCN7nSIvJpB7HGAvbxheesaCehVtTqlH2ohHATMBmZvix8y/SFAb9oDLlcRWqWXnB7dZQ7wFhj9Mes/I2SVLWMqFV9BTZsuyxrBBuK1YyP39OlxzzeqVqNb2eCM74v2lpUix354FdG2OpUudESzhNvhrMkB9GmsU41FtRojIuz1sNSNYpx/0ca8cqueYyMUMja12wJz170qecsI7L/X7uW0XEPj8Pr84R1HMmhbWuQsMjh2c4XHf2fmP3whMZTjpiYxlhgiADtFexZVHSaEnl7CMDumfJZSj4Kyuad30Eue8eNCq66WEY0H4DwLf9refxrb/4DY/pXj/dcbeOFLoVuKNJWEVFxWPHV/yXnzQCtu3zGscQpaej4jXRCuembYTpCz6/tt3xmH1heX9WQvSQy37FcVAjSN5ZREXeRrAv2Ez4Old0PAoMOBaEidTJVCoEodlh0HdpWUmcwIzhy5RkNSdE8/z4hjCejyIpWb+4Ts1bnS5t+i2ytQ2LZZv2Tno+J1t5/wVZKs9V5mvvyg+7EVi3Y7zushypEXWiZSJ2tEEjOUMof5lsVG3ok8IeAz2OXh1RhX6r9eAkthzqHiVBHYLjOC7oXKRzK3p1HA4Lzq/P0qsbPzNBhcN1h4pwZtkTomO1aeiPWsK6gS79MdEp7SVHe1XQLmuX0BxE9s4r/VkHEfxGaa6s6T58ET7hGTbCarMhCrCeSpLv/dUPPOb7XFFxLVQSVlHxFMMvf+wjp8uOSMpXICkGc7IFFPMgp4Wqzroc3TRQO0O3lK08LFvV1JW8fjnKSJHRRC+S/Fdp9qMqdH57/I9OYaMSZ+TJiGAY15uPJGoQNluJ+LbWFHlxurvRBn2fbgJotkmbbM+AnBS/iRTNEVFaFZxMr2b1aFs5Y1w+V9Ny3tf2eo8Hilpjxo4S5Kl1Vbeomvn1xomKIzGyWIpMqgRwUdmoUdglAzCwUs+Kjj56OunptUUR1rHhUjyLzkiZ5ygsWPqBpR/YRM/x0PHw0Tn66CY/nkRksDmS0kQ0OIiCOxakF4Z9U8P8BtojpbsqDHuCG1Lg78ma5cMn8IxzEBVd94SLl+DwcHbd6+M1H3rHR/nt/22NrbwhaI2ouB7u6LDWioqKG8MjR0f87LvfzfsuXrQy0vjNrikJX8nfohMB00kdS74sMc80Y6q92Jf0NqHyzlLtRcyA36TSYk45ty7FlJ5fpNqPX85pjJCFsyqNKENySIkoPgWqdgxYcIJuqVe53OnS+ik4NRG7gW1yMnVFTjQtJtN93saM+6P3jVzaKkt1uRvTwmet4dTKknnwwIARFCjehrR9nvk47W83sUrvTrHerqT8crjRjX/JWakxzlS47T5Mn5LJVJUw5pflBDkdy5W+3K/COndgFMsOtBtVS1NLhWNdMqinc4E96TkrxwxR2KjnrDuhFaN36+g5358l4sb3RRWO+pa9dsPZbk3rAjHCwcEem77BtYq0EbcccIeCOxHwxpq1BbeC5hBia49hT/AHPd3VyHDfHmGvRRtHuHDxFAHL+Gdf8E03fL8rKq6HqoRVVNzFiKp84Q//IG968KFpoScpXoX3S0DUvlRNwilKlaPiA2X3IdiXXowO/DAGs2YFyXxAxdghTA1Dpma0TKpKxSuq0LmtIdmS1DMsPb0kXDIe0Y7RMhn0o9p1TedWEKi0D08ohnhDoKHRzajejNe6VRJ0RRnTFLwwkg47p7SewjaHSlx2hms9NxVQU4lvmzoqvuiUNOVqKmdulyofM8T2EXcM695Wvywxf+qKdGK+Kq/KCYxBsw2w0UjAscHRSGBQP76Hh7EbvV4ZF8I5Bjxe0lSFeMLFcIZN6Li3OeEktqxjwzo0PLI6xzTWSFHfc/V4gWsCIo6QFDAOWvBC3IcYI34ldJcFF6A/ax/SZqXsP9TTrGE40+J7G8QUP/AgcnwCiwXa96MxP+Nj735gfM8qro/833zFblQSVlFxF+P/eMl/MQJWTsrOsROJCWipjCWj+3bZEXI5Lu2mmO9oIfTJMyZT2c0LaPTgbPC2L71h2agtap6tvBwz6WZS1kiR2SXQR6Hz5XzGqYwpyKzjMZ+bMq2fCRyYK63RYZxZOV6nTvEajJ6xVBLFlK0xMiNdS8ACV7eN9a6gY1CWFmT833L+Ykz7L0mUpuWNnlbE3FZUxa4g1uloN4ad5cYd64UdS7eXiQgnBVmb7pdLYa2kxPyB49iwpqOViGfDWlsGdRynuZL5KlTh/HCOtTZ4lyNC1sQoXBnmYa3rvuHisUVdNI2iPiAhsHlkf/zvIOeiNYd2pbERJNhnenEh4KIQF5aHNrSweOuDOGng3Dl0s7Gu3tWKbTz0oYf55E/9pBu/8RUVO1BJWEXFXYyffs+7rWRYECoRGYmXbpvzVSj9YmVIqwZBvCISx1FFE6GSsZsxkzPjdObFKmcz5nKnEY55OGupsjVbHq8SwkTqxlPfNZJIIBcBTxE0GH1qeYnD7pWKBa4uZjEWZtxv2ezwf22Rj3GPOipq5T+mmghns6PUeK2S5C4I1zf5Px5MeWTzcyo7IktfW5mWXyIrZWFreUDGtHyw+7eK5gHLJUmP4jRyoktUJcVVOI7CghPt8rj1dBy4sDnLKra03qhyIxu0b7nU79E1gT54VIXQezZHnQUbmRkJDh3dZQtrjQvbp1srZz+m0Ap9a8v8YeTsey4iiyW0CpsebTxcvbrzPn7NH/7H/MjHn/eY7//TEVUJuzYqCauouJuhamH0ArN/5yKo1/wNn1cetxEhGfHLndlXrnOTEiZpcYwulXsmkz1kdcu2yyRtOrdcJjz92kY9C4aJuEkR6gqnEu/tWA7k9DzHkCWsgqDlq3EjYdtOyXezFP7pZzEBgBzcOl7OrIg2ETdhn9OlKb9Vcpvf5+3fTu8fIBJxOxSycgTRY8UuElaWOjNyubEvwirMPwZ90RW5wAj3JimGQW0EUR5RFBVObFjjiEEdl+M+mZQBhCgc6oKojn2/QdhwOHRcDfuE4tOjCpfW+xwPLV0TgciyHbh61LE5Wc5vYAC/coQlyGChrK6H5QUIe0IMgt8obh3Y/+gRur+AoDYlwCm87+PXvI+XHrzMgx98uI4xqnhCqCSsouIuwvfd/0a++dWvYR0jrUkKEwErCMioeOXZj9tDuImjErZdqstlR5iX/QDKbkgp9uek7BbUkVDFKLRN2OokLIgMcebnQqHHJ4Jk/qBxJBEg6nDjPMlyf5MSVwau9upNddkRY+GLwd3ZnD/xOT0VSTEgLLaUOxGhuQ4RKn1tM/WM08O7bT2Z/RzXV04RsZuPeWmV9Gy7QWDWFUk6rzgtc2JCktfAIdb1eEZ6FDiOLT0Nq9jQycBGrV03KpwP56xQm8joJnouD2cIiZTh4WRoudifsa7IdMqqcHC8YN23uIURaw0CVxvcoZ/K8qlrYnEJLHhfUKe4PrL/4AbdTw0EAvLgJfjAR2dBrbvw4AceqiTsUVDHFl0ftTuyouIuwbf90mv5xle9mnX6UuhV0ZgJmE6kKz8SoRJXvF54ZMjEJateoqBuJFrORUu+d5HGR4b0XZS7IX16QCZBOnrDnFiJckgDeMycb6GqjQS8REssn5n9k7EfU2HaRMByV5xgypDBBnp30tNJj+JA3RhJMXbSASJhfgwCjmjboLRp9mQmkmG0ws9Vsm0taorEKPKzikfEOgvduCyPzS7I1qN4vfLzJ5OAqSpRtbi3UwlyO0NMUfpTYRWWlp/PNuMoEbCsdgmwoaFPBvw96TknJ0QVVtpxzq1YiA0+UoWH1+fGDlyRpJ71e0QVzrQb7lucsPA9x6uOdW96wvhHw9qhwRH2lLCIqCrNMXQHEPaF4awwdNAcRfYuRIZ7O4ZzLbF1cOEK8tAFZLlEug5ZLrkW/uUX/ruRQFdUPB5UElZRcZfgP7z2tfZL/pYfiRbzb/9MyiJzdYyJiKGMZcdyu+xlyuOISpKWDzh2QyayJaJJXZvCWadtEqFDR8KVH7nEJFhcRZuGeDuUEMvZjEVIq5hS0qZ4ixx9MWlljNcqaW6kSSBTtIRL59NbrKqdw6wkSeFVm482yv/bYCJk7pYcsBJW+Vbk39Ebi6XY1qGsG3EHIeOxx1JsI+8jag6rUKaz1PH/HDmawtLyI6bgtUmCCqr0mpXEtK1iYa1bxzzWliFJt/kzcDXuj0O6G1H26HEaOQoL7mlWnPMrPAFVeGR1lpDCWp3AEB0HqwUqsLfs2VtucBKJBw2s/PjHiHqQHtwaYiOpbK90B4H2BMLCoSJo45CLBzRXVrizZ3H33oOcPYPuMOVnHFw64v6X//rjfh+eLlCVW/K4G1FJWEXFXYDRr5OJkgk/iEv1mEy8ciaYI0UelK8xkjeNicEVhMmIlxKjFOOIphyt+cDqaBlgzn4O6sZtHJaInx99dDPFyxHwxZihcl7kmNGVFSKmPC9PJOqUzXUqM0yy4hJoCOM2AwI6ObRK+jLNhTTCmAlXdqgVtwzBTOdbs8xHleu0hpXvVfE7k0pWliDnpErJCfpStLDK1v89EQjGXHdpOLMRRmJksTTfi1jgbIBUNDZS1GAG7HVqx+hS8G1UWKn1oLYyjPRsEx0nmtUyw9W45CCYV8wJqZMychw67mnX3NuuaJ2RsoePztJHP31mVAgbZ+O59iM0EaLSXnH4QQhLYdiHfl9ZXIJmk5c5NmeE9sGrtNHBJ9wD951FvSNeuvyo9/Itr3nHY739FRUjqiesouIOxYcuXuYbXv7zvPf8RX7/b/4UIJUeyxAq+0aflCyYs4zIaMAf0+4ldzwyKUwZotNcyMITNWpNUXBeC+N80obSgR3xlKleR8UrjnldVipUouYIBiN6ubypaW+efodBf1L2ypFEQYUWj9/pGZvGENktjOn2eDvGuG+SkuONbEmc3eqSmFEsFzQZ609rVANKWxCp6b6w03TvcPPy5PjraeXs8WJXx+PuHkjLotteHlR3dEVyqiuyj44TzJRvXrGIMHAl7hPVca9bMeA4Ch29NqxiZ/cy7eNw6Lg8nCGrZ14UCZHDYY9zyzUhCqu+ZTM0HF7dm26MAK3irzpikislKC4Ii4sQOoit4NfgNsqZjx6Dbwh7itsECJH44EM2qf5R8JP/4SV88T/9QtqufdR1n66osyOvjUrCKiruQLz8ne/hq37ixePzj109GOtfWpYQIRWL4kTQsvoFFlqZy4JbJTei4HwmRfNxQFMcRJoZmTdBbL4kRqpcwVD66OmaqePRieVvZVNusxUXkUUeEaGRYfR/5XOYB4XmlHqjXkKkoZ9djwIq5ZdmmTNm8yxzOXLKsxK8urHEWu5vCmvV8naPXYzbZYTA2CexRayyC+z6ZKu82t3Q67x2Y9gmXw6bE7ldBjWCrGMumMPeD9WyLDkpYQpsVGbnqApH49T4fHzhSjxjaxV/KBzrgoBjz9vQo3VouBqWrLWhdQObaAb+g03Hpc3UVdl4pQmRw97T7PXo4AiDh43DXfF2kC6F+m5g72FFAuBMjws+cPbBNeIcdGlCQAy4d34YEQetGfP1OmTs5GDFS7/3VXzeV3z2435fKp6+qOXIioo7EF/zokTAcvlxS/E69QjpJ0XZURgNU5JjJ1K5Urz5uDLRmhnQBUL0SBpPJMXy/DXr0iiisoQYyR2KZsA3H5ipF4NOkxUbCXTpIZhpuiRgY3kRU4k8gQ4z6XsUko8pn29ZSiR117k0xiiXUgOg6mddmtPPuf/LkvED2bifvV9p8g2hCGWblVBhPOcS29rY9GwiROVbGdM92ca18rpuFKe2l22yOJ1vScDGa1BlSHsQ7C/4FhvTFIBGYE8sMHcAehx7qXEie8VWsUG2jP0XwtnkD7QSZES4OJxhrS1LHzjjN9zbHNMHmy258MO4j6NVx+XjPRDBOXBtxDcDnDhiqxbTgvnBustYOfKcMCzBrSJnzkfC2Zb+vo7+XAMna/yHHsHddy/u7FnE+xu647/0otff6NvwtIOqlalvxeNuRFXCKiruMFw4PCJo0fUI9oWpzOZCjqVHSAKETkpYGUkRTZnKy8Yk/PQ/I0EDJI0Tmn1Xi+LdVFAY1BuBmiletkmIsPSlzypldanikuKVSV0+/elQ8/JiTBLLXEHL27nxGGUkRVDby65ICpGps7I020c8Tvtx/uV4LYBXX3RXlue9O2R2fo7TdcWk35V/9ebrniZLyfy1WzAWZzsbLC/blZY/bC0TEVYjWZRRXVxbj6oRI6CNkZXaOHUR2JcNEeEg7LHRhqUzM3426F/u90ZSBvZuPbC6h6CezkdUIws3cHG1xyY4umagHxoUIRw1xFUzfrPFVvEHSnPoyrouslHaI2VYOssJi+CuHNNcOoaze9AH8B7drGH16CXJN//i2zk5WrF35tqdlBUVu1CVsIqKOwCqyqve/X6e/8v385HLKaFbdDTga+ryouRImeiIpvpaep6zwcYORTml+ojkCCRJglkcOyKzwqVp/cZNqff5i9YOvzW4G2aKV46wyKn1Q6QgYDlA1eQ9Jy5/dc+UpeIOJXXLTPdBFdSPBGweS6GntsuRFCLJt1aoZJqy/betdvm+zBS6grzl9cpUkAEdZ2CWhvsciJGN7lMTAeOaJW5WLMU0bDvO7osN5ralUqyb13MjAUpRFaqzM1RVhnFc0fTKQHbfTcvWNGxsmOn4Hh2HjpW2yawf2ZeelsBR6Ohc5J5mZdEjClf6BUGn2FwFHj45yyq0dG2kawP7yzWxF2Jw4HX848UfiIW17sFwBoYltFeVxYESF0JYCJuzgrt8Qnelh70lnNlH7z1LuHQJPTq+ofs8rAde8I0//pjem4oKqEpYRcVtx4cuXObPfNf308fiS7JlNooox1Hk5InZcG7SelGgSaW54jUjTjJ2As4M+hGyP2vKC7OXo7qxi9GUshTCKkbeumYedprVuZyQn489XtNIOSJ+RgiMoPlRrCg7MR1OHC6Z5+eesXlJcmokkES2htlxYvKANTvS+Mtk/LmXTKbzKdYP2I1ocu7a7K3YRaqm/51Ddy69WUn51x43dEr/mtYVa7AVYFOs4RBElRWTKb9JW24UhnQXOwIDjqCWyLZRj2MibFGFI11S3o8TbbkczqBMY40ADkOHE7ivO2FQx8FmycF6QVmtVRWuXt0jRoEu5huIO98ig4wNE0RoD+3C+jOC24BfK/sPb/DqGZ6xj2wG3OEK/eBHYdObTKzz8um18PMv+EW+/P/6Kze07tMNd2t8xK1AVcIqKm4zPv97fsAI2NwYNJUdXXI9jY5y5uQsP7DlMprzdYysUJWZL0xciqXwWVwz/1dWwibDvY6di6NKBfS5qxG1GIEUztqI0gdrR5viKgZaGUaFaBbAOqpeOSk9R1KY/yuobilodq5GCv3oQVvQ0zLQMoAGosrO42xTmkklMzpkapuOt9QCV2X21pS3fhex2s4Ey49rDc4etlSqjDLG4vHgRgmYJKVutmwrlsKqi0KQ+axIwUrAfUFjndhH70RbNuppUJYMtBpYRc+Jtpx1K7oUzBpUOAyLmcK4iZ4L/VnGBH2BPniOhg7n4Gy34Vy3RogcHbeTOisgEeRKC84R9yCcheCV5UXwG8zc54XYRfYu9EgQNH3oVRT90AM2usj5FKZ3Y1+Tj3zsIkdXjm5o3Yo7DyLyzSLyThF5s4i8SETuS8v/lIi8UUTekn7+L9fY/p+LyMdE5E3p8bk3ctxKwioqbiPef/4iJ30Yzff5kaqIkxo21seYCJpL+oWzx/iNmEuSZVkvf0nlzsZZSr7gC79YLrk5UUJwYybXmIjvYvrC1FnkxLi/9IXtJc4CVZ1AKMqVp8uLzjxh2wStuAhPoEmm+6ABVU+XZ1AWj/nA7ZJsKSL+FNlSSRlgzPdjt1nZwWfsuouf+TEkY/2UMWZrBazj8DRKVl3uu3wDd0OL/7vuMtXk/9JT228TsClB//TyzY7zX2+FdqjCoeauSBn/briie4QirLUhchJbjrVj4Qbu8SfsyYo+Oo5Dy9JvxiiRITourCelTATWved4tcB56JYD3bIHVfRqY+JVekNkgPYIhn2lT0n5slHOPgjaecKZhv6+lhgG2o9cwN9zDv8bnoH7hGekxpYbU8JQ+NavqAO9T+PWmPJvgjH/FcDvUdXfB7wb+Lq0/Dzwear6e4EvBf6f6+zjW1T1M9LjJTdy0FqOrKi4DRhCZBMCD149nH2Dz77icuYBjIQLsqqSnufXhWTWcmStQlLJMv/TFIMpX+XcRyClTYNzOv5VNkY4qMecPuYNGyEpksLFkZyVfE/1dJaYNWpa0KfLziHJ52Bdh43k3U8jkaIKTjyOzXwb2CIV5f0RRDxCPy99YoOm93fwGz+/K7PrKRsJMgKKqMOLnnptbHpIG04zIU/j2l8dp0ud01XuJlQ797KLUJH9X3OYT2w6LwGGoivSY5+wnimeosWM/IMafR9wU0gu9tlaacP2XboS98cE/Zw5fCWcYaMNjbPZk0sJnF+f4SR0nGvXbKJnFRr64Ll8Mh8A3q88ce1haZ+MEBR/6OgupfJw/m/MKd2B0i+h6QUZwB/1LM4fwz3nrAy5WhNOjqHvr/nu7MIv/2TtkrxboaovL56+DvjCtPzXiuVvA5YislDV9c04biVhFRW3EKtNz5f8xx/lLR97CEjEJGU8zjxgMDKyUeXafm27E7KQZUYCVpAg02TK7sTJGxWi0ORQy0TSXCpjooL3U6p9SRWdCCJzQoVS/FU6DcKG5OVSqwjNy4u2g+z/8luhrgPKgq1tMHIjYkSxlPUj0KtFJpwmW/MexZGkjulXw9YaMKjQbpFXe82Gd+46xi4Rq9S8Tg3pPrWMafakzN/8x1KkPE212FkA1dFoP51fVKUv1szDxjMBywSKCCvcOIqqlUijkSPt0ngoOCdr1tqw0pZePaZsxrET8jAs0vLpWh9en2MTrauyEcUxsOob1kPLub01Q3Cs+pZh4xlOrLsy/5XiNoLfCMNZOz+/hu6q0l2FuLBz3yxg+fE1i0dWaNfa9TWOeOECHBw+hrts6NcDlx+5wn2/8d7HvO1TGbfQE/aJInJ/8fy5qvrcx7GfLwNeuGP5XwB+7ToE7KtF5EuA+4GvVdVLj3agWo6sqLiF+DPf+v285WMPjWXHABCZlR3HkiTTslOPoiQJUA7oTs1+qTS45TVL31BWVtSU92Up+caDdBxH5FI0xVC85gq/lmCRFCWpc6OC5fDiRgJWlvjizE82jJlhqikzTKaSZN7WSQ42VTxDUcaMBVHZLiVuk61ckgxkS/k4jskKlfQoTnfd8t1fIlKQrfx2mBYZKZXL/Mgq4Y2PIHr8njDSsXbv9fTyXbEUu5eNU0LHZYM4plgJI6UbPP3WrMigNqw74FlI4Kxb0xA4DkagzvncFamchCZ1RU44vzrD0bBInwlMnY0wBI/fD7gugCju2OGP3PRhcCBBkcGywkJrBfXF+YG2F4Zn7NF/wj7BAx/5OHK8QtoWaR67TvHP//y/fczbVNw0nFfVZxWPGQETkZ8TkbfueHx+sc7XY/F3L9ja9ncD/zfwN69x7O8GfifwGcADwL+7kROuSlhFxS3Ch85f5ONXD+c+LxgJ1ZR4X3xJljHsYGn5tgKTG1lnKpmqwxHGZaV6FaPQNhQkp/yKE7zboXipjj6rmeKFKUQdkMcVlRii0OXvwUT8DA6Hp5V1cax8KyYFTZgaAgaFDkcj/altBm3G+ZN5u3Fv0qSS5NzX06uy5LRKJmMO/DZiInVx9tZZUc+P+WalYhWwMNNd3ZMTy56/shOPMaoiZ39dbyxRTsU/rX6ZSmYP2ybbEGNSwDL/t4+gGfj71LyQ968KJ9rMrimqcKD74zIRWEfPla2uSEfkcFgQ1XGmsc/IQb9I5MtIelBv5cvDfYYwEWF1ihvsSsK+Ir3iNsLikuB60ES+oo+ceyTgBlAvSARCQD72MLgGWS5gvSHGG/SDFXjbL7/zMW/zVIbCzfBr3RSo6p+83usi8qXAnwX+hBZ/wYjIbwVeBHyJqr7vGvt+qFj/ecCLd623jaqEVVTcIrzu/R85ZbRXYWq+SqU3TQO4cTBxLp2XJfM3I9kIn4z2ztSvcTh0HsztdBw35EZT/rTcOWWI2ZhuhCmrZOIghEkNM39YoHFhvJDs/5rnddlPL4HWhbGDEgmTSpTInhARIojDSzMqbmMqP6RCaslJpugIEVO2ysHdYGTLa2TrtieyNe1nIm9DKm+eVrBCof9MTQMQCezK9Zonj00o1bMS1yoyRt2doH8t3MhcyEwEt8uPIONYIjBS6TBiNzCVU73tlDVW4HYoHcFCV6NjrZ4lgQVmlt+krsilTGb7qHAQlrMzCyo8srmH3BXpxLyHB8OSoMKyGTi3WLP0G1abBucD3ie6qMCVDjZ+/O9HvZUhYwthKTb0vlfOPAg4R9j3bO5tCBLoPvgIrulwZ/aRc+dgf++GZkfuwkMffuRxbVdx+yAinwP8A+DPqepxsfw+4L8AX6eqv3yd7T+lePoFwFtv5LhVCauoeBLxn179Rr77la9jtel55m+8b0a+Zt/PEbQp/F1TE2Hh/2KLGQjbcyFJhEWjw/lgcx8LVcsGd8sYQjp7Le0nD/QuiULISkXqdpzM8dOw5VzmzKcaAVGx0UfbpENyWOlkwAf7Yu5jZDEPOC9KklbsawrNDGCIgeVMxcvwxX0ujfvDuK/touVGlcVMRbStYtKPTqtn+WS3iY9FoW4rYQMBrw63g4mlSNlTy28UuxLwOXVmednppdcajHTKnq7mAStVLVO/2vEuiwBROdGWPIvA4kfWXAhn6WnGUvRJbDnRBSehZc+vWcfOSpEK51NXZP5sr/qGi8c2f7JpFO8HwiCcHCyhCxAEeocbxEz5yeqnzoj08hEldHaOLoI/HlhcWKG/4V4IAT08Qc9fRQ8ObuSW78Tf/xP/gv/0nu943Ns/paCTaH+H4zuABfCK9AfV61T1K4CvBj4N+Cci8k/Sup+tqg+LyPOB56jq/cA3ichnYP+5fZBrly1nqCSsouJJwt/6jy/i1e/6oD0ReN/Dl2DB6XIkjJEUQOqELNaJ2H+p5UzITH1yy1omYqV0M5YHJ5ImAiE62sa8M9udksMgdG1Sw9CRkGn6HzcLVJ0ULydSBLumoypo4dZ3lKOPYKkO74ZTpEbFjdeYFTEwgqaY6Tsfe9wGD/Szc7PfQlK9hq3YCtioY5HKtnM+bKMJSsXN3g6dka3pLYyo5syy8pxy6e50l2MkInp6gPeN0i/dGmmUlbLtqIpdiJpT9OfrRuYm/kzost45Fnk1F2ynD62q3U+d/cUAKzriFlm7HPbpiwR9VTiKCxtbJMLCBTo54fzmDCfRuiL76FiFliE6Lp8si3cA+o1nfdzZAVtSYHFEDhuGBfgBZFCaE0mmfNsuLGH54IbFhTX43JXiiVcP4Pg4j5R4tLdiJz7+voc4Pjhh/9ze49q+4tZDVT/tGsu/EfjGa7z25cXvX/x4jltJWEXFk4CLh0dGwLLqlTFgf2tdQw1jOymf4gtQYOb/Ehg95mPOl/000iSIxFSuzHublKtxXuQ1FK/Za0pSgoxUNIV6pZpIQKGsTYqR4EXI0Z+zSApxRVFQxzKVquC0xclqzCjL5xDwdCPZGq/Ujpm6JBvmX5wbFRY71L2YNKeCyqTbOoxk61RSviqNzOc9GlGJ+DwQfbbFblolM4VuQsnFdy2PWtCkYjzSrgiKbQpmXY07YimIbPvCcvkxo8HI1wnTHW+xSIs1ftQTFxLpFXr1KcAVWoIFhagwqEsdkBNW2rJJcyPBbv2FzRlW0bLGrDMyWn7Y0LG/6IGedd9wvGnYrBtEsnsN5Nghx87UrwaGBppDcGsltoIbQKKyvBDo1jCcW5gCfLjBv/PDyGoNrbUsawiPOaYi431v+gC/94/8rse17VMN8Rr/HVRUT1hFxZOCn7r/HXOiNaaC2uunQlgFJG6RLZcfea+T2qWi9ig0irEb0iniFY25Ky11Bo4dkZFhSIQqdTw2KVg1Cz0TAZsCWo1QuXG9uf8rdzxGWgnj/gaNlh877s/2aeeURxJZ+Op0i5RedU7AmEqSTnK8wdQlKUQbfTQOxylFQb9FNjO5mshWDm9tkqZmmbe6/RZZKVfnXY3TKZ4uPepoY58jEq7p89oVKWHzG3cNG7rW+qehO5ZnBayEIKfKjyLCmtzykKkf9CMBsw+CdUC6NMTb4QRaCTgix9qxoWHfbbjHnYBGVtE6IM+6FY0EGwAeHOvoZ+d6pV9yPEykDOBk0zIMDc0i0OwN+EVvddONsWQVk04Xl6A9Bu1M/erPKN3lgNvomJQvQ8Q/eAl39izuGfchXYfG+LgJGMA//fxvetzbVjx9UJWwioqbhA8/colv+ZnX8NCVQ575m+4bCVVJuESxAO7U8Xiq7FioXaWCJtH+qs++rekF0Cg4F0+rYZpJwmSaz6+r2Jeo31LDnFonk2DDq8uOR8VKWW5UuzClDaMxrfMIp8uLcczR0rGLEKCP0AqWv7W1jYyRFNOgbdtXIKC029lkmFNMUqDrdMbm/2K2rwkDzgzlW/tS3Kx8Wr6yfbKZBuuOsqOdV8DvIGjhGiVJrrOvG8G1vF5xi25dSy07ZeovypIz3VBtXNH2shPa2bKIcBD3xmUippQd6xLI0xQiIfRcCnsowpnGplYe9AtOhg5VYeEG1tHKmIcnHf0wxV9ohHC1gyjoIt2DAN2FVBJ3AtHKknvnFbwwnBUGgebimv0PXwZ1SCOo98TVGjbl5MzHjsPLRzzw/of4lP/mk57Qfu522N8zVQm7FioJq6i4CfiBV72Rf/vTvzh+fb3lww9N/q8tU30eqaIw9385SUmmWyVMmOpRs1yw/JoUBGzL/xWssrJdesznWSpemaypWgnR7SBHMR3DFeVKS7uPhBhpXN6XqWIGb6OOdDOe17g/9ZBjJ4qS5KCAOrwMs/NGYcDTzfaTr2ZIxCWeKiP26lkQZk0FtqWVRE/zoDgju+XLUTWVWOevWYI+p0jVdqbWtM9rL58uV0+9lpeV7+F0rDnKTsm83nZQq8PKrKFYnonlUJQlm7TtgLUzKMyGdQ8qBBwtAwMNiqRcsDYVTKcy5NWwVxzJPvYP9feMFNkJbILnoN+z4/hI4yIuKBdP9sEJy0VP3zcMwdEftnmyvf1/D+0V67CMS/skupVy9oISHYize9wc9CyvBPQTz1m5+/AE/cgDcHhzZkD+6it+nT/zNz/7puyr4qmJWo6sqHiCWPc935wJWFm7GqbfVbBB3C4Nx07+5UzEMsGSMH0RqqS5kF5t2yG9kkuU8zrZKQIGTCGszMuHghn0c4diJlzZaF84vpI53h5BBb9V3svxGCpTedMX5cVAIMTSkzXNcpRZJEUcuagAG5pTalc+d0klSVfMkvQovXqm2IrpEfGnUvrJ+k6xzBWPoEYwS7IlpHE9Oi0rf+4iVbuLg3OClJWqSCQkOpRfLR+xWLZ9JdcjYHbvZOfZZE+ZzpYZ2Sx9YfnejS0OYmn5XiNrncqSDUqnPSfR0vFVhT0Z6Niwig0HcUkrgaXbgFoY8FFY0MmAFGdxcb0/I7BD9Jw/PkvQFF9h2Rn0a28McT9ad2RUmsNCFhbwx7C4DMNSGM4I63sEdzzQXR6mD4kqXLxsYb17e5NZ/wngO77mewmPM+biqYO7ZnbkbUElYRUVTxAvet3b7JdMthLhGodwkwhY/ulMDRuVsIJsMX5R7iJamW1NxEdcIkCF9ShngHkfk2F5+p4xP1a08qXaIKO5v8v2FxOpy8n42wQt76uRgVYCrQRCFFwaCrRN+MbBy0QWxTaqPX2MTEPC8zUkRUjMJVYO+xaClUVz311xrJDN9tclW3FGtjbqZgO3J147EYDtf953a1jXRjxFcwyBmMz2emr5bup247jR4Ubbga0Zu9xQ/Q7audJmtkwEjnQ5dkXm9+Yw7s26Ip0q69hwFDoiwp4buMedMEThaOg42244167wEi1TbNMVgb8w9I6T40X6jy0t3AiycYQlDGdgWCqyUZojZh/ivYuRZhCGezo2v2HB0AnywQeQkw3SNEjbwmJxQ/fvehj6wNtf++4nvJ+Kpy5qObKi4nEgxMjP/dp7+PiFq1xeWa5fJl/AVM9R0Dz1mOk10bR+JltMpUuJjPMkZ6wgP+e0Lwx1CGlkiytVJ0vJb7yRr3kpzgzozUiopi+4EKehP2Xsg+RtgEa2c7l0JFujqpReCyopJb+fnYOdvit+n5ckVVM22ew4ppLt7pKcyohSxFsAbKKnk8EUseL4Uyb8adKyXdaUU7/MMRBp9HRwq3Hk3S6vXGm+0eXT6ztKlbO0/C0/39YWylSCnD6uOt6JcZnO1dG8POrpwq+qddj2W3/f99Gx3vKKrbVlrd24TAQuD3usY5ozINAQ2QyO/z97/x5vy7bV9aHf1nvVGHOutfd5AYrGEA1Rk4/PfEK8SdTEqCRco9dXImiCqFHQoPGRaMLFKyJyIfLSyEMBxbcQAeUooPJIBAwGiMHIRZSH6AHOa5/9WmvNOUdV9d7uH60/q2qes/c5a6/HOaPtz9hzjV5VvfeqMUb1X/1aa792FQ6MLjIeJkIUXrq5ZJo9w2EhLB6NDiaH3Fj0nVF5MN4DN0O4YwymOyl33xYtKD8lEribhfGd95E3vcEkKR5coy+8CDc37+bqv3L75r/8rfysX/BvPZS+zvb+Z2cQdrazvUr7x//8rfzGz/3y4pJSgEMCYHmNyZmQ69z/9p8KDPSSFHmFS4DM2pqYnijgtWvPpqp434uzSmLQWjarXZwL47UGaAqqHueWTYB+VIrbqAVoYAyfeOlixvJV6sPc2/JCgpcROHUZkapwowee3QFuNnbmq/qeZ/UcWErSQR3R3UL9VxZsbRFBUjJCuz2oouI35ZDsGPMYb8Hmq7PWVdn3I7vtmuK69vpZt0aafSV/lbRjvxzWfqJ8m1KbcoMrZc69KJ7AgzgwYU8PF7KgmP7XjY4owjNyw6QDNzowx5FJPaMsTDok+QrhOoy09vJ05DrUrEhVeOnqkjl6nAdxinML0wML3tc7EZkFmYXxZUEmCihzs3J8CeJBmEa7hhfvPHF4630kJY+oc8SbG/QhATCAv/Wnv4Hf9sc+9gNaM+wpEWt9LHZ2R57tbK/CVJWP+9wvL8KhGUBpQxMU12MLqGTljnRATItjC8Ak/aP0p1XewqVOJbW3LJmARleW59ZFh9TYpqzxlV9tzFMGRk4C3oUSoL8uSZTnmN2LJutgrxxDtAZgySFpqvdoieHyiXu5TZLCS3ZJ2liueS3qCwDbxH+tGKw6D+o1alySM253obBaiX4zRkLE2wPIyv7b9lvFU6llprZH3Aaq9lybrwyAZQasNRHp4r+szTB/e9WMYJIEwOxCmBtYEgCrbYs6rvVQIK59X5SreMGcYvQu3MKFzFzFkZOOPDuceHa4ASI3y0DAcRxmBCtLdDWbYGvHqL18RBdXH1xE8TcCI4RnheUIGpTj88YyZx/54eWF8UoJb7rL8sHPsFwOhLf8qLFgD9m+4+v+4UPv82zvH3YGYWc726uwb/2ef24aUumGn2PApC3C3bxEgNDEf9Ec066DbUBS0ROrcWFVF0w7P1VXM1KBDjBpeQVtRFhbMIFNSETxLqaXBccv2lJ52oEg1YFBamZh21+u+wfKwMIhvZZoOlCerc4YRcbCFmpPYGAh6mTq8BlsNa9JB3PxbQBPC+b6eWfR0J28hlUBo2oi+2Drttvnckutx4DulgbPs3zYdhsA22PQ4iouzDJeU5Zqhq2aykq1gnep/SYOXRvAlW5jql4KuYB3hsLwruVuB9SCOu7Nl0zqGZxy4QNHP3M9G2N292LiYrTvxXzjEd+Mu8D4ksfF+oV0MwwTzM/C9HqYL2B8OXB4OdQv4BJw73gBf+cO/k1vtMD8h2hf9Se+9qH297SZqjyS19NoZ3fk2c72CuyFe1c899IDfvCtzwErsFX/9MxUbirxX6xiwxqKCgNapb90DCQGpWHLNAjOa2XJmrFjcAyDRfWI9AulaI6X0hIwb/N0DGnBajMec6c5QL+d8qzKMVbNMDCtJ1UB9XiJeL3p+gQl6MAgc3mfI4qMJ/MI02asGz1wV653ma2271aDbFLT/8pu1AoQK+BZ93f7LdwlINaDDCvcPeA20EpZEIZVaaG8bU8BrH3fAriS0VjKEm3nuYaI74796mLC1EBhbstfpUnpsyIxQDY1X7YRZVLlpGOqpCAciEwqnHRgwVvlAjFtr4BnUZeSMcTKrKtwFUdjuZoze36624HSJTqev7a2kqG5OOZpABHkEJExolceOQ0sF4qfQRYYroXxAcUlKUE5vhwREaY3mKzF4fkbDv/i7bAExLlS/eFh2vf9g+/n7f/ynfz4D/uQh9vx2Z56O4Ows53t3djLVzd8zKf+Rd72wv3amMoOFYmJbIGq8bUH0FpJitwUk8tnXY4o+RC1dTvm0VqWDHqwld/vaHzZIhZLsHxZ0NQW6Qyo2vivOXqOzpbvNUCLmKsyx3/lbTOBQ4w7khDmqvMyoMyreCplUc+FbF2SkEPaDUL5FA6u2AI9uFqqqJB7OcMBNtdhFUpejxGXoEAfYxaIoMIoa2iTgdh2zXb4Mv56dDuTCqrKMZr7bEzbmgh5xrfbbQW4l53WNawUxNivjmq1naYmak5sWgWAZQYLtRJEoWG1fDS3cc6KHMUyXN8VnrFakQp3/UxQ4YX5DpMOXPqJQRaulwOLeq7mkcEF5mjirCEIVzfpR5geJvT+gJxccdsHUYaT/YbmZwQ3g79RLt8ZcTPlSzFcTYwvn+CD3wiqxAdXxB97x/ss1Lpn3/pV/4D//Pf+iofe75NuFl/6dLJUj8LO7sizne3d2K/9g3+uB2DQi62ufVqZBcuvHAPWuCShcS9qZbrK/ukvMa0wpRxROt5jJYmguCLzCzpHUSk55F0kqkvRTXkNysHxSoh2Auv4r5iZGzHw0klSqO80w1qXZCysheKbMkazLiwa912StFmFpgHmU66dqsmUmkSFzdGJaVa5Uhmgt1q/so//igyoDiswRtLoYvd8FHZjxsREPjbtyrKLlkwJLF/1tl1T/NnWXk1M822RZXu2N5YxYP35hJ3zW0o9AenaQgPWAGaGAsDArmcp1o1dYBF4abngpEP5rg0SmaLnOgw4p1weZp453jAvjtMycLyYGcbFXKmzoEujMKZweEHwE0mOH0SV4RqWZ4TpDcJ8Ae7+zOG56zIPDZH43AupVNEetH7f7Cv+p7/xUPs72/uHnZmws53tFnvLO17gXfev7U0GV4AEiAe6+3TGXzG7EVvZCTWWw1w/Nc6rWKDPrKw4pBu7z2wUkFiA1zqz0TnFr7ap0WSYVIXiGmYn4LjIdEYa3CUAtkQYvTJI6MchdvNytFmUA54BkdNmflEH2HFJBjV3ppNYa0BKYl0YuLtTEgloMhf7gtsBj9PK7OX2DLbWshe2j4cVQ2ftuUB473qMBBwDsmq3GDPFpN/WoCYUMPzeWFXAl+79eh+L6Hv3LsjcNtNLUETNoKptU0ICWooV5l7wBLVA/aiOgyzMOhBUrIi3WgZpwCU3pEsK+nUOcxSuYy9fcX85lhJF+Wv5/INnLChfTCRWo6Kzs4eVy1Q+60rwDzxxBLcAQfGT1Y80nG9fqPEqMERYPugORMW/cA0/9C9hzgrLa5j8vtuL73iZ7/uO7+ff/Hk/9aH2+zTY0yqk+ijszISd7Ww7FmLkn/6LdwKVzYoO1IM0WmCatmeWSuKqXeo2YCvAKhRRV+tTa+FuDxRB78SGtQ/oaY1oA/BFFNU2xitFQSXGbElhYW7FeBk+S/FfEhiTLMUgKfKpu4dqeS3R3g8SGERTHUCILIVBWWdJIiZJkZktn4LmPZGFg2U2NixU/ltBY1blN6bMEghSdiUNi6ckwdA9TkO28zIHJyIjlT2reRJB9wP0l11nX3KJ7o58m1CGlr+WM6oJRGnXlmcaV+/bOVgSQA/AsgL+GoCd2CqpzAWA1S9cSLIUWTHOoaDKlKPxhJT1GrjWAwseETiI8Wb39ci1jhzdwrP+GkfgKlhW5OuHE5duIiqcloGojqMzBX1VuJ4HYqGeEzC/fyCVabDf0UnwVwZv9Qi5MpKbYHoGy5IELp+zrMj8RXHXE/75e/gP+WD8T/hQ3Otft7pKD8+++a/+/dek37M9vXZmws52tmSqyh/64q/n73z791kgu4NcpLBIUWB/C3uV3IclhCbfu9uakHlbZBMvVgenL0eUrMRCrVkySFl+cQNWsotTknBr73ITa8vsVRPPtQTh6LcMkSq4DOqIHYO2IFzgcPQsmY2VA9NjidkCiBpZNHKQ7TGqUti9CqyMkQsqeKl9ZZYs4BkUkBVTJutL3TpqBRjpw80z2AoMm2OT/hfbj+52t1WAVF6pO0ciikN2FvrYcUTrWb8yuy0ubC8zcy1LARm8wvq8lp2zXxfrBni5KdZd2+6UtixfcS8V685tqsLVYhmVg7OHgRAtU1JVuHucibpw7/rAsgy4QyAGZ/IUUZC2VBFweAncCXIQpIaIP8Fyx7Ncgr+JHJ67wb/1pfRsIGgMxKuHUzdyz978hX+bT/isj8UP73tJpKfJzjpht9uZCTvb2ZL9ns/5av72t39fAU+qWHmhVBexY7wSe1XAWX6t47/2ANpqf5wYg5bVMVs2LNXHKx20ryhNkH3DeImi0RU33Tq+KQO7ISnR5/0Wzawa1hexxJRNwRx1awYNVUSqJEVbXshU8l0HmooigLaLUOVyYor/AtMSy6r7puU1pKJIW5ask9wobklFTdufDLvySyUyayzB8O22iO/qo7fz3Gexbi8QFDTsylXcVsboNu2xV2ObbMkkQbFuC7p2VVoWZKRGuVkmrDRQVVOb44QnR7fZsZYZ6RteLqqVNZJmVqpwfzl0568KL8y9fMUcHS9NBujy53t9GlkWc1O6AdwYYRE4OeIdCHeV6CJySt8obzOURbl8F7glM2DgHyz4SdEPeQPxQ95AGD3hHe+Aaa9g08OxMAe+4+v/r9es/7M9fXYGYWc7GzDPC//79/wLgC6gvrBXbTkiqSwMGUg1q7hrV7bcngFcBmhtmzQLvuy8NDnEVoBDSczRChgZyJEOULUip3Nwxb1YAJdkl54BIN+4FgVjvNb8jEvHhQgOl9yKrSsxElL9pa3rD5xswZEAJ70gQ7TbwVYCnUSESC4Xnl2IFVAFA5f018d6GPprX2xO8V9b01tckrnk9mb/W7izfTp0Z7zmv/Z9dTdWN+VCZE7wzuaqLMkFmVmw3DY3bULSBCMDOGVIrsYTPsWApW+GGvs1JWewR/EaudaxZEYeZOGCiVMcuElirXdk5sjETRh4EI94gWf9Cc/CFDzXYeSOnzi62eYYhevFsiLz92UJws1Ug/wB4r0R5vojkgWGK4cLEI+w3IHowZ9gekZYLux7fHxu4nBvMaZWBK6u4Z3vQg5H5PISORze42fz3trf/FN/9zXr+0m1s07Y7XZ2R57tbMA7XzIXRGaoivxDs08HxjCAVtL838Na25BgDXuWWnOfUZPERUPPQFsOMcWG5X8D0eG8LbsVULWDV2CUrZQdEhLbVbfdBM8zY8qJXAGgnMmWC2dnmxUOqubC21wDxYtFe7U6XmBsWNYM6+aHdPFf7aUIMTK4PgAfDAS5pEO1noJunjVz3zPCwJ5Tbknns2lHGDQzj63dtgBEahBhy5llvTAh12vMloHwFu7tMWq3ux93XY3sMWU77ke1ZIi2TYSUwVj3FYHrODZQOmGacOwyJUXgQbhgMXnfEmx/Ew7Mam32uc68NF+wqMM55Y6bmePC81d3iSpcXszEKJxOI8vs7LfiNZU2EPzLKQ4gfaHGezBcA04srjMq/iagB8/0QR53ExjeeR9563OI1fBCY0Tn144N+86v/7948NID7r7+7ms2xtmeHjuDsLN9wNrXf8v38tlf9o1cnWYGJ+hgRX3z2lHiVYISUxHuJja4BtQXUFX7lgg6NC7HlW10wRRKKmXbXg5IC38T9pLdRzmGa12ge1k8F4eqeJ+PQy1bySfNsDVAy+yQYHE5efMcHXe9ZQ9uwZZHxMK+W5A2R+EgSamffqxZHYNrTze7EDNAiSkPr9rEyIBDmHbmsLpg5V+KkwPKaQPe9sGWZft52vqWTb+7eCt/GbYWNeJk21MuHbRuj5uWd297e++XQXplACy3tQKquYh3q4qW26YErNq2m1WsWIjCjfagbooD86otA7AM1FQpACy3xSDMp7R0HbCi29cOmR3xrn2H3bUy3AiypN9fABeUu28PtXSRKv7lG/zNAh/8JpvnSy/Du57fvXYP0779zd/JL/3YX/Saj/MkmPL0slSPws7uyLN9QNpXf+N386lf9PU8uJlRYM7RyA5UpIIxB5LqNZZYMZqYrpCPoQNkkhajAsDa7MZmJexiw7RhSpJ7sMSHqVsxU1ozJtl3STZROEWywqVg/Sn6TkxVEngSUUKwY4YEwGq2YY47S+MnkOYJqHq8DMkl2c5DWfSwAmApjohAiU9jKZmSA4GbOCIpbqy9tGZu05fNxyLQ8txaUDfHWABY+wpFn39tW4X8MuItGOk2l2Tk9hT99yUCLMd6FTX99D67IMsYqsxqCveFh1NTxp9oXZWY4j2OGceIIhqZo+Ok3soIYfptiwonBiYGjhIYZWGOwpUeuNYDlzJzkJlFhfvxwBUH7rqJUUyY9TpYAe8LP+EkElS4CcaVDqk6Qa4V2cJXVbi+uqD7Rtw45MaTVfFRGK8s/itewHIX4qAMV8r0Os98x6EC43NX+HsnRARxjnj/ATz/wvvwibxy+3Of8hWPZJyzPfl2ZsLO9gFpn/tl39SzV1K1vEr7Om3ObdvbYzZhPsUH2bMnOc6szaq0vwJBwMcK5qSyC0AJvG/7i1EYhtyWgvPT8CEI41ClG1qzuDIL0G94EGZ1XMhS9mlZtJh0tyyov7pNAwshqDFbq3Ec4GVIlRtXavRx5OCud+aXBWLXF9OkInyaV8uUBZbEbPUuTNs2cGDacVUutzsSlTRObwEQ9YistcHk3fBh75ndWgO47KrUVRu6lZ9Aq1RFfw66cUtqAl+5x2wzbYXOBFJVOvZLgKiuuBUhfS9iW8C7tl3roWvTKFzHQ3ovDCgnVa6CxQ4efeTgJl6cLrhazM159zgTovDS1QVL9IyXM3ERK1u0OGRx5sYPxp8eXrLfWAZlw33lcI/OJelOAS4OhIsD8bTg3voCvPhi/cG9xvb2H37uA6qM0Wt/RZ9eOzNhZ/uAtKUBQuoEdbbQFK/gWs+rLcKdmKuSLZmtAVRKIqmS+6pjvPJ9vvTfMF5IWTxaxssyHqUAupbxMobOYJeTRisLkwJwXV+W8ShiGY9rba0MhFzKeLRi2vU1q085iro5RqWq5Dti0g4LzEwGnIibsQJuFbOW2avQBMFnFsteM4JyaBSr6qUPyWfcAyHFIMZ+sH3Y8xdjWlnxlmP2IrbWS42uXkDJSqyvmIpn62b/vfxJRVl22/cXur24sLX+l80L1gr4QKd2X9v8pu0mJWC0tlfA+17I8hVS5v3S0rfdhIHrxcBb/p7cuzYA1rYxeQiCHpR4EUEUf50C8u8KwYMsij+B+nR9onL3bRN+0vLjcc+9hJxucM8+i3/TG+HOwy3efZv9r3/12x7JOGd7su3MhJ3tA8L++VvexR/67Dfzwz/yLobBgc/xXw3dIiBRsYoqUtyPQJWkaNoK3RSBoYK00ld7zAqsuWhZW7taCJo4FVk3izEzGVA1fWbGC1rAlYYTQRt9rxwXtkTPnWHu3IuZCJiCMnplHdRv8VVVkgKscLe98wxyQOmZLVGYODIyd2DL/p8y1MixZBVKTOq4Iw7dif8K6lYsVWa/5N3Ef61FZ+2IGTEMvFvr8ZZn+FvoM9Pq1dXIyVWZfc6r3iMFf79Huy3WawPKdB+orZ2sFqjfOfyISQHfHLyWeRpVEih1CS5FogpTKtYtYGK76jjpyJKA+kBgVm/7qefgFma1+MI5movzwk2c4khUR1DH9TLaQ4eKyWEExxxW5ZAejPXHKOBuhOGB612S1yDBRFsDMFwpF++KTK8fcXNkeLAwPPcScnMCBHFCePDAMiUfgf2lP/KVfPQf+FVsi7y/n5lyjgl7N3YGYWd7v7cfeesLfOzv+bLCPk1LtH+nGsC92Gp9Qs/AqQCv5JLsCIMMqNr987a86o2r9tzXujh3Bm7tgtyBlrxzRFZuv6hJ2ymxZm3G42kRLsYV29QwXkqopX0SaJzVc9EVuKnL9KKBUeiEXsHK8cwqjNLPDUnhdeLJmu3t5jkeOLibDeADy37bslpgNRutpEC7PWJCsINsXbALPtWi3MKTftw+BmkPHAVVhD2XpEW6ObYHZiGNtQn9rhlotYuzauXecs977JfuqeID61JFAqlUUUHqJj2nkgLtbS8HoJFrjqVNAKfKAz0WLlIEvEZe1sscFYgIDBq5Fy9LpqQXBZ15OTxTmLeDizhm3nl6BkUYXWR0E1fzyMvzBQrcuZgJQbi+ObAsDhkjOEVnY8PkJKgHkktyuG8ALIOy8V7k+FISD/bArPj7E+5whA8+ovNC/LG3o48IgAGcrid+7Affzr/yb3zoIxvzbE+end2RZ3u/t0/+Y19jcVXZlZiAU+cmbMFYAkiKuTFIr0KU5P0bl2QmKIor09kx7TitLliq7ZP606Yd67QFZ1m01SlxcbgCwHoHVi47lN2PxV2pKzFVqa+rRQqjtJakqC7JiJf6OqmpgmWQ07okIxEnxvhIJ9w6pbIzW/fnjCvB/NUMwUZdyvuBwEhkJBIIdl71IymvhWEDwMxa+Yp0zdIras4RrKWKHIk50n3NKJvD3pb3XK4o4/PMTGkKsA8JbEUM6LWB9u3+e2kDuQbkJi6stKUrlC5M7K6aNU+rpwz7fPKzej2nJeWOduxUktdt206Mm6LeV+HYx54JPD/d6QBdUOHl6aJrm6aBZfagzh5CnOJOgkyCjhAulTgo7mRs9vwMLCMGuE4QRikuycu3XhXhVo2R+MM/gt57sPu5vZb2Zz7pLz3S8c725NmZCTvb+7394FueKwCsjfZWJUlFSMd8SYA4YMG+UNeuDLSafTNok+xeLPIWlJ07Vq3RlxIVVGoQfutAksyUrRiv1m20Xi5Os3AnsXvddgFSYeyseF976TMNfcNunQJceJDVMVbTqZaglgS4wIK2Tbp17oCVA046ckfmzTqnREQK5OmYqkU9ozg8NzaW1GMWBo5NiHlrtb/ecumj1cdHTHKzbid4P7Ds3ihFRoStnpSW8uBr12MEfNre9l8Vw9Z2e47m1m7bL67OyEo9QftBRK2QtG0zed/aFlIR7kV9uXZBhUWtLRfrjuqY1dn1Tm1BHUv0LCkOMGKlqOboi4s8j/tgHmkp4RjhdFrFp10NVq4osV1ugvF+fY/C4Z79npcLSSekXLwYmD74DrJEhpdP8NZ3Ic5ZeMIjrq/zrV/1f6Cay3u9H9ujvaxPlZ1B2Nne7+zmZuLTP+dr+fvf8QMGtDyolxr/lYFBgDBWBswAV70R9+DJ/kpi1EpbBmi0fTSTEbFU+SzCesu9VtGel44OGUJlw3K/Kb6ii++qg5X9vfR3vSl47o5LM37NoMwuzlFWNRlVNuxUPs8lKkfvyNFDzcSJemCUU3esdPPLjFNd3m+icMfZPDq8hxIZTE6jP1Nj/hjJ/I+Uc7J4JbdzrWd84vCqG7NekrBqMHNi2mhri7rgGBDZhr8bDFNk1dkagNX2/a9G+ynZ+xr7VuexzYxsWbPce1RSUkPTvxr7pfUTQktR7lQiCmUk8iAV5c42ELmOQ8qKtO/NkYUH8ZA0wewnd+Fm7oWLkhU5iOLdwovLBadox174haNbeO7mbkkmeeYwcVo8924uiCocLxfLwrwZrF7kkJ5+Tg6JySU5AIsiKgz37IPIoOzwIHB8KZb3Mi245+/DxQVcXKAhEN/2jiSW9+jse7/9n/Iz/oN/85GOebYnx87uyLO9X1mMyq/52C/k733797NEc+9IVjRdZzZKZsOw7Egn5d+tNlgbyyWB6l7svTn9SiqkmpN5GazxX537M7Nxq2zMdtntvEgCYWkyxFCcizhnGl8x9gCtvHI/mLbX6CKDi4wucrNYHFc+pjuWLBURGWizJA0g7GVJmjhprTWYSwspM6oDlnEZO7dpxN8evKsLpZB505+5OA1udFmewMTA/u1t7URrbQ06zaz+455LUllY3g15sjdK75prCw+1bUt65RqTuVRRcVXSuyoDFSYG2hgwO1sDW9K1gbmC2xzTnLEamy+kiF3xKkshhT2ushSS5k4jSyFpPo6reOzGmHRIAKy2vTwfO6FWgJcTAMttcXEWB6ZiYQKD4gLIDDrCcmkPVsUl+XqYj4pMsTBi6oAlMLztJVBFnIMQiG99u1Fuj9g+9+P/1CMf81HbuWzR7XYGYWd7v7K/8bX/kPvXky0S6SXNAqEuAytbSCTHbKVtbfxXG7BfwJuAruPJnLFttai3oq4Cv5bMaN2bRkCthEebAt0mSWFbWrmKsrxKxLkeBM2hja+qkhSIEqPrVPILcBLpZCycBBNhlcApCgPelt8V2EJbIj1nNwZmXdINsebd5WNudCh99WZu4fxJGVNmrwVB9ECVqaiXb2bsxGHba9WDoOzmrPFfa1vQ9wJsjbcgukiOAcu1HQ1EhTSLHlQZsDKomgPr82uv1BD0wKvOtFXAl27fddttshRtDJeaB68J1s9tksoNaWmzAt5VXFXVJFJu4oBLs1KFJZowqzT9zcFxCkM3xvU8pGtue8YI8012SVqbXDtYGpfkDIeXKQ9RROXiJcUvEI+O5VLQGBiuFvSDXk/8ca8nekd88WVkHME9+iXxX37vjzK/hkXDz/Zk2xmEne39yv7m3/lHPVPVRFhrWq0NnNl7l2/WfgWqMksFVQ8s9SexcVU2YKzQV1L/5m1ZQb9DEAJZZLOVqigAJYeLiYEpcZpeEJYVIGoBWgFTK3Yo+l4zrHkt0dra8kLFM9ut05mJMkXzwY2JJYsJNJkbLnBxKziq8S/WVy4sPkXBMVQOJs+ByCm7vDafuOv6q+cVk8I/5GD7/HUwB+pWwwpgvkXD3slAW9S7QuGqPxbVykjlV9RYOC5tjovE3VEi8RZn5f4T/l7eaGW6KHNaCthq28TAbToqqHCKnpuYKwhEglqx7mtGIoInEFU56cCkFph/JCAaudYDN2r7XciCI3AVj9wktuvSzXgWHoSRmzjgRbnrT6hGHiwHTnHgzrDwzDAxB8fVfCCq4+5x4eBn5tmxLB5/EXDHJflR7bccj6nQVQB3gpjVKxTG+1p/EsDxhYXDvVSpwQm86yV47gXEOeRweE0Ld787++o//rWPZdxHZaqP5vU02jkm7GxPvf25v/BtfPlX/O9Mc0QHRy5HV12GgotaeRnXAKL8A07t5HYS2PKrvoA23Gqjer8oHNkW++6IGe2AjQsO9caQVKBS+8wK+X1AfWWN3KpmZAiOcVj6mKxS3siOWRfrOUXP67o51PFjUqjPmZVlHEy9fmjnm7epMrqMTJPemC2VKV6rqt1XzClF/2vdnwGpgSpxkd28J1TFGL/+EAI+ZXHuBNtr3C3Q7STfEpeOjVKdcHi7HqtjVPclXRfAZwS+Oht4zytGXVTq9a1B9dCqka0lKHr3Y7WwYr8SWcSsrmtT3dZ/REm1Hqn7ClzHQ/dJisCD5WIDCO8tF90+QYUHq7areWQK9gPODwFXp0NiVlNbEDilK54+dD9bnUg8RG9yG8M90FGYXm/uyYsXInjH9LqR4cGCv39CHpwQ70GVOM/ozc2tn8draV/+mX+dj/4Dv+qxjH22x2tnEHa2p9o+5VO/im/5tu+voGqJMLoa51XWG7FVym+Bk4sQJC1pDUtV3Yv9/oCBt2bfQoLlRdqt908rSnZTNtvyYrsuRwQQZxiajMc8xXxMBmAdCFM4NGyYa0DAHAaOfipzba3NUHTNAr9Ez9ELTm42x8ToG7BZx1l0tiRKUYbsIBNQVW7Uc1cscmmNgyI04KiCrUWXwhgW8CYZbBy51BPItr91YHx/rltbdLbA/Q5sGfc3AYM2X4wy5wHHvDOSkolWuB1UVQarXsoNU6b77b2rss6gaoXVtj33o0ByK/azn3dgZRRXwFDub13WKLsg121T7PuLCtdLzYDMc7teepfkvDhi7PuKV/18/bUBsC5L8l7+2QuyKHefM/paB6Oy3f0TMgV4w+vQGNF3PPfYABjA/RevePu/eAc//l/7cY9tDq+V2UPM/u/wbGd35NmeYru+ngyACXSBToGq3yXUgtxLCnEWShyX+orR1u7FjJtKm2Mn/qth1SqlA9C7N/1KFb2J/Sq+yhboteAxAaos0GoaSbAEt+tetJseBYC1sVyLyuqYVMaIyBQMgBUFKMmgMrkQG3CUXyKO0R1SX/3Ug96tClPS/jVWq56uFYV2ScLBcbB5pT7tY4nMXHYArO2vm14xRXUPHMGs8Vb9rymxdf2Halemflm63pp9SC7HrDFm7bk+fNUAq20tW3Vb/Jfe2r6dJ/RxXZABWJ17BlCLSuk3t2VXY26bo8V1LepwBMuejJ4rPXBi5EBANHAKAw/ikZOOXMrCwMIpeK6jaYXd9RMHmbleBq6DBe8/O0x4Fq6Wgetl4DgE7h5OxKicFk9U4fJiYRxmwiyEk4ejQnJJymQlx8IdiM5ckjLBckz3AFXG+5HQYMDxHdcWqJ/o5fgjP4a+fG/n6j5a+7I/+OWPewpnewx2BmFne2rtH3/PWxIAkg4kEbWwUypS2t2K6erAVgZOrVLnTvxXx5Jl69BHzeNbH1OA1lqcVbDC3WUtzYyZFtqrALAGfNhw1nGLQZ3AEjy+0/dqnWt2jE/Crvk1R6sKmftvbdEs6aCdcOuiM4tua0ImLGyxbA1IdCmzcVIDLo5QxBAslmxm0f6yZYv016Ce2aacdTFjdPbiv3THSZnNbwdJve2bpKD6ntWC7LJ1O7PbUwV75ZYD5tsyRlFhUuHUBCiqwpziv3JcmLGHnhmXNLsAjamtSlMMxMRq1S+yw5iuucmUdAKLDl2bCExx6I4VgQfhSKuoD3Bv7kVZl+CLSxJJfd0c0Fy6SDB9sCnFFaSHHH8CmdVKiB3tRIdrc0nOzzrmS3APAvrMkeXHPcNy9HDvPu7yErlz5334NB6O/a9f8fe5rSzVU212I340r6fQzu7Isz1V9m3f8k/5Y//fN3N1lUQ6L3wVYW3u0aqpKHcruKqYFNRA0frK5mKKtWl/yyuwtSZHdAEO2/bWW1XEWTN4i9CG1RTpinzIKv5LgRA8o7eon1zfMW+LCj6LzHb3IKkMWuNaBJjCwOXQuyTz31zGiBxrlo5Z1HOJwkr/C0xu4MK1AEUTEzZhH0ooxbuzRTyC4AhbF6dWcFnPFILeUNFsbzc6cimRPaBkal5bM/2vgXWZa2VKrtT1EcYceeIOEJTsWNuMoxu51HpO++/qWbaxXi7tuI7/ym3VGVvB1rLDkk2raDwRE9ntxTss5X/NqNnxfayYKtwUWYq2re6XMyqn6Lu2mzB0c4lqWZFtPyEIYZHuOLnOGmbW5q+oZYoAf1LGq/ybEtwUuXwupN+mIDcTwztfsgeciwsD0NdXj1wjrLW4RP7xt34vP/s//BmPbQ5ne/T2RDNhIvKHReRHReS70+uX3bLfR4nIPxWRHxCR//FRz/Nsj8b+4Xf9EJ/yB7+SB1dTffDJrFfJbkxPz9GYpI6RclnHPLEEYkBNXU1x71yLGTjpPrPl8v16tX/uqIiztmtbkp0oGmIN66ZLD8AgZzwaKMkArLzA6uiRj9Gkih9RTGOjSDo0x2UR1uoajFWSIigO2WRJRo2oDCvwUdk1gzmKJzAQ8SljcooXCW71cwDw0so7NEydOJxYvFDOxMznMend3fiSnGO5b4kuWVnQ0y0ZVUJg2N3WR8utx9i2tACjdVO2tQFaBq11Z/ZxXXYlauXL+sUysNZ+OdP57QAwi0HrAY2BtR4cGdtVr1lUS9640aFwflGFm+i50ZGDWHnvoMJ1HLjWkUs3M8jCFB0P4oFrHXlmmBhl5hQ8D8KBgOOZcWZ0CzfLwM0yMnjlzmFGVTnNA0v0jHcC/rCgi8Ds0CPEywiquITNl7tCcCATEGC6A8Ersij+SpkvHTEx5f75BzDYOWuMxBdefKwALNuX/A/vn2WMztmRt9vTwIR9nqp+9m0bxfLGvwD4SOBHgO8UkTer6vc+qgme7dHYZ3zam2kQR3JLUNYeRcpa69Q8fDkuLLenZ/8Ctrr1PFJ+ER271TFbdOt5jRnTbg0sbsw8TsN4lYls1khXFrh13HgM4Ic1QMuXwy5EK9KqwGnx3Dm0ogdZfz2f0L5Kfln6V/NdNHAhnsjSQZqokYjHc+o+HttGEm6tOX3Z5jhzcLatddgpM0uUrqh4tqBwcNL1k7agGlbXsx4zMKTVuTVhZmDUUMBud6Vkf5yW7Wpv/Ilk2cRvWaTbti8t4HCnvFKa39p0p309w3Wwfw56X9cIMJkKn1oM8M7qiwI+aXazSmK1bE+PicTeNJSuS2D+pCWLxMB7dEw5XTm1TXHYJAM8mI6dKOsShNM8dseFGytTRHpgkllwN32ZovEqnbgTVJThBvwEHBxxiPAg4B8EeOaSePcCnnsRXryHXFygVhtpc80fpX3f//EDfECUMTpbsSeaCXuF9vOAH1DVH1LVCfhy4Fc+5jmd7SHa/Xs3vOud93j+xQfU+K8sxJoYLaQKsWbg1cRz5eB8zemLLThLL9cE1K+ZsALY1rFhpMX0lpixfcar2RelBuinhbxxLxbmSCtzJU2wvYq5a9oA/HJsWeS2Kvmn4G5Vyc+FuzNLNqTXEm3HktzZzG+K0o2fYUA0CVTbv2iJZRFWW9L3VPeXpkB4NSUy5wtHZsqyztiMILqN/7JIM79FK6mHNQDLM9g9gATDNMVkUV8W/zU0kKqi7H39L24do70157HyePmoGRPfWPK3UKv+V5snOuOSMn5WcktB+WsFfF0r4FsfJ+1V8UVaV2Ntu4q9SxK2bTHCVahtqibUGlZZlzfzUK6Nqj2EaGj6VnDX/Xt/Zfvm1uHKMiXL+/uB8UG6Ms7Bu16E51+qs5ufDMHUv/fXvv1xT+Hh25rqfa1eT6E9DUzY7xSR3wh8F/DfqeoLq+3/CvCW5v2PAP+P2zoTkY8HPh7gwz7swx7yVM/2MO2db3uJT/y4L+bFF66t4eDQMQEpgVwcUIJawW3XcBQOJGoBa+3a4GKKAspADCrTpU17y1SlWLIMlArj1bBk3bYExHaS7BrTytAlJoogiM8rSXVHJi3VDqBli9E1U1C8q+rkqo7BzU1GJGVPl+eb3X1prCXCxeAhBc/XGLTIoheMcr85nzy/rFyWQFEDbG6i464bYLc49shAyz7kGQVEcrHr1tFomXljSgxgdWlnkf2bmjisHEIPh/SWAuBgAfX78V85pm0LrSIRt/NhOzw59qzo0pGZzMxWtZyYFqK358kMcK3jv4CVqzLNR/dV8Vv3YzleeqCamdHMnGZGLTuIDfhZNmXAgSiiJvxqQfmeQSKKxSHeBBNzveNnZnU8mA+JEbM6kTeL5/5kZYqcg8vjwvVpIEypDuVFsAerewf7e4BwUPx9xU8OBgivA65gvJ8eDt4oDFfK4eWIOMf8piPu/szw0o3FBL7+WeK9++j1zWMpWbRnX/C7/yy/6Nf9B497Gmd7RPbYQZiIfCPwoTubPhn4IuDTsFvDpwGfA/yWdRc7x96KiVX1i4EvBviIj/iIpxQ7v/+bqvJxv+ZPsoRYAU+I6OiaQtwJhCWfoLFe9etQXJKJMer0vtQYLF1VeRbd1/nK7sUWZOV+uAVsSZTCcLV9AbY6jj1zVNkgsWW2BVwKMTgGV4t6S5pwUDsGCauMSFii4+BX42DnHiI4pxXMJDCwqK1HW+AGaMT7gaBWCrq6ESNwRHhQWLlqe7Akgy3FuwNRT0j3sw1EBiS5PqU70kL693TG0JAAVy/+EPVm52QAhEmPjEw7LkmX4Md2cV4H2+cjLdh/C7Y0ScdCZF3u26mBzQ2AopeVyHZ7rFe/71oXLL/X5kpbPJhLHKX9iuJKpmJEmVW50UNp81hd1vt6SY4xSxwb9+PdMhcn9tDTsl8iEBbXuSRF4Ho+dC7JEITl1Lsy9cFgpcawe4A7gZ8S5ysgCxxajbCgXLyYfrxOICqH5y0AXy6O9i15cPXEADCAF9/+Ei8/f4/XvenZxz2Vh2RPb13HR2GPHYSp6i99JfuJyJcAf2tn048A/2rz/icBP/YQpna2x2j/29/9HpYQO9X7hEUSqJLGY5MQVmZ2mlVbgukHZbCV7wWiKbwkt7XMFqv2NLDmmLE9xqt5v4vs2zGQNHhCcM39SQGNEenivxI4c4ITIRIL25X7XoLjOK5V8q2/6lrsQ8pvouN1Pjb7NGNKPU6ogq+zRg4xlszJdrybCM/sqDsokaALvgWPyWaNjLGJZ2u2TVG4dNunLN2FJnmbpQEoPagTTEbBs+zMTxKwW39ycbVf/Wx9YtX60tsQNTAYbNkcu3T9t2BL2TsbxXdzKPFn4spMovYRdUJ2NfayGFb/sb3dG7N1qkpu6bwiJx0LsAL7POfoN22nuN3vJowbMGgArLfWTakKIQpzdF3bPOXalDZXDZQfcKnQNUn5fRLBX0P0WFFvVYYH0d4v1ql/4RoVi2HTGIlve8cTBcCyfdkn/xV+9xd9wuOextkegT3RMWEi8hOat78a+J6d3b4T+Kki8lNE5AB8DPDmRzG/sz18+9F/+Rxf+ee/ja/9yu+0hkQP5Xgulwtrl/ivJEURTIS11IDMWY+qRVC1VGZJwCljt41m17o9vbqYsZ2+uuOyztgiDQDLK4dRZ9ISGs041b3Y7C/GPESt7sY+jkoa0BRLlqSTSIgDe1mSxlS4Hmwld2JUzyhj6qOJNxNl4dJOf4UbIjEF4Vt/bfzXpFmEtftYIYmwtpeC0kMS1KTOL78Cyp7jMbAwawVUbb9KW2eyHacCswy0AjSOUJfX+LJ9ISbhjWx1pGXDdWXri0+3M8i34jy26XqlYt9aY70WJOmDCbM6JnzSKLPXoqT4r/qF0g6AtfNc0b1Ud2PbpgozlZHKbsqsC1ZEXoMnJu0XVZiC42oZkOQ6jqrcBM9VGLnwCwe3MAfhahk5xYG7h5mDn5lmxzRbJYbDRQCN6OwgOriIcBmQGWQGHWG5BBbFnRT1sNwFFcXfgA7C9Kwj+mgB+ccDy5vuELzC/Sv8G16P+3EfAoeajPAk2Nd/2f/6uKdwtkdkj50Jew/2x0Tk52L3ph8GPgFARH4i8KWq+stUdRGR3wn8HSzo48+q6v/vMc33bO+lqSq/62O+kB/4J2+194BejuBcUcRX27FhvGotSKeNA8rXBaRkTqX1po0P6+K/6gE1/ouGDUvkQ86G7BkvA3vZS7JL0aD9I49gIVeFEOhZGCdCXGUHGmPgGHzjkkxFukOarOyUMZqjmEuymUsmD6YQGHxlyapLMrBEi19e4xYDeZ6YopBcWraVxDbJdnlXQGVE2GafGbDK7FGFD4oSdcDJqUsGMLeaI2jnfa5nJyljbnVNldOmrVwjhQGpum7p+AUFdYjkNNxqgZz1uLbM4IRy7mYLkhi0tVK+QxO4W6Py/bJEVRdsPaetrlfPB1bXZXu8qefnT9JsjibKqpg2WlDLdMwZlSNK0IUH8UhIbU6Uo868EO4UMOcERgncj7WepH2OFjvWMWnTSFsnMgYhznUfBNx9nwhk+y37a3Bz8/6m1wjzN9FiwmyCuJeucC9epffO5CmmJyMoP1uYAj/2Q2/jJ/7re5E6T6Ht/+zOxhPOhKnqx6rqz1LVn62q/y9VfWtq/zFV/WXNfl+nqj9NVT9cVT/98c34bO+t/clPfzM/8E/eWjMYXXqizqxWQ+FoSAH3KdY6q+WjAj5pLzlzS0SPFfbF+mkZLLeOq87teyxZZr3SrjGNWVT6Q93XSiNpla2oREfXV+1Qu3aFJE7ZAqCcFanGXqF4lxTvU5jcHPwqjst4GzUOCDAdMZ/KGXlRpjgwyFAAWDtmQHE57g7TAPMEpngiqqa2Rk8McyE6zbIHvS1xP7Nx1hOquWYlXX8zrjBe6/nFfA2L2flGnbnt+TLoYVdPKDZK8T09uR/YXm0sI1f2bElXPb9vyhURG7HV+qGbLtiWmdKWvl3Nd81WWfZkz1ZVxfvEaKnjxJCYMdv3lLS+lnQNBGWKwsRQPhFL4ugzKkVI34iVUr4Om2t2E7duygdLL+a6RHOrZ3YtRlhmC/hPJw2z1AcjNTaMgCXsqP3WJRg7FkWRSXGzMt/1di+YFtyi6OvuEJ0Qr64gBBiePD7i8z7hTz/uKZztEdiT98072wek/e2v+j8T+JJKb0RtwBfl/m0B91r3z4tzYqM0MWHaAIgaS1b7ESqztYn/ChSWqo33sn77901vdHpgGYB1mZUNI6Y25zZDsusxAbQ209AUxJVh7IPfpUUuxW1X7RQ8F34bx2XTbAOvati2YABt0RM+t0lmvC64kPs7MWiKk4Gsut8H7484RpSbDd8zcYcL7tkx0vYXk3DrjotPPc4JUW9YnRJBPV627EZEcLvaXFbAfa/gt13JEdV59UCfwtylZ6sUYUYabbC2z31dsD22ytqTnkoBdW2FUGlU8Zu+SpxY/ZI6LDd1zZT1UhXV5pUqPsBJe5ck9MW/87hz45IM6pij1YD0EpmjY4oDUYWjDzhRHkwH5lTg++K4sAThwVXSGxPBHSPxWmC2fUycX/Evp/mNQhA4PrALqYMQJHJ80QCZDo5IZHjnjASF4wH0BC++DDEiw4A+IfIUrX33N30PMUace6K5kvdsyX1+tn07g7CzPTb75//0rfypT/+bPPdjLxJCtPo7mfUiPQCLGvslFMBVfs4uPxU37VpdldUkZT02/qv8JB2NNVszVV02ZHMPFG0XyN7FKAEaTcsNIFsLugJocDhfSiiXOLGg4FRwTfxXtqiOKo9Ql9qoOdZsC7aCGpvRgy2zKQQOXoDQAb6FmSW6TcZlhps1m7DNt4NTDBxdKknUzCMwoxwRtqBJV/NtXaZzPDHurEMLAR/7j7RuczuOOXMw7mdJAuQqz2sZi2AZqKWlATE49ipDsrOvWR9or2SmTbs99nIvw4op6wGYNHtLB8ByF3tga2nqd5XsySLYKyXwPyJWiUEdS3JLZng5ysJVGFnScuJFuetnnp8uWRJIcwKjBu6HQ5lbzvqdm1JGInA6NRpkgqU4T/3ch/uuA8zDNbQ/t+EBULz2yvDSDEHLe97xfPkhxxhhuS2O7/Hat/y1b+cXffTPf9zTONtraGcQdrbHYl/9Zd/Cl3zG19obwQDY6CvzldsXtWK8fiVBUQL004LUgKoNYwUdIVHkKlaZd2uWLCrkdatdZi2zUtms8hmc7YGtWa2OdAOC8hrjEGIpdF1PX4NYIpzUzisAEmOJaI5ROC3DRiW//D/tZGWK6hmFzA7JNnNwUWV0mXnJcWNK0BnUfL2lEqFkYODLqa7B26Izx6L/Vc/JSgg5RJaOxTNo6BkxnbG1zc1YralJt9J/cul8NTDIdlsg0OL0vj/fAc1qqwxKbdqltrU6+5mj2mp91SLg/Rn14qt1TqsvWRm5tuexu+1qDFa+yoKmeC9f9rHi3TCRMxsl8XGBk/ZyExpJAKy2zdEVAJbNgFs/t6ulBsTnLMkQK5OmUSwo30dYHERBFghHxU0mUeGioCMEB8P9pJA/CNMb4PBC4HClcPRMH+wYn7tmeDDBG16Pvv51xLf82GNXyX939qf++z///gHCzjFht9oZhJ3tkVtYAl/ymV9nd+sUXF/0uXJbS1hlEJQD8UWqIj3UrMf6py8vJClw36U4opZQaN2Rq3YXm2D/Fky0gG61DaWPIysH5cF69kwx96LrNMPyZWglKVaOsODwPm6OaS3Hf2W7CcIzXpAVs2XHDlTh0gqCFNO+CjozdGWRlIkDl0S0KcJd/w5I0197vpa7qB2DJMDMBRfcYFrwvSlj0187b8FxYE90NeqI25QqSvFf6nC77kqH2xFhNRCaZSkqSypo911sZsaigkvpC/UsW+nZNtg/AZNdsNW7NGtZotq+qBCK09i+YlmqgtJmmnJTS9emiU8rwJRju9Ztp9hnEarm/er7RR2naIr3VgRcWKInqDBIZIqOKQwEdQxOEVl4cHNgSS7JwyEQo3Bz/1CnOShyIrFbglWhUlzoNcJ8VsjPAfnXWt/fOzE8SILBzhF/9K0w3S7W+yTYu370BW6ubri4c/G4p3K218iecmfz2Z5G+wff/E+ARs0+x4FZocGaDZlZLrX26AT1UkGXVgDWliVqsx41Aa/osDiv3J5fOZEtWSdnAV02ZOshyftu5C2aWpaw+jd08V813E3KEoxExNkraCQqBYC1x0R1DZCyskSDC4gEY5TQ4kbsJSnojsuvJQZ8CvgfUHx6KZEYDx0Ay3/tY+nnkfXUl7iQi3q30hLKQpSLjsGr56S4W/INLdg+f1hZSCESdSLqvs7TZFdhd9v6wbyCKkES+6MYi2SvSEywp2WrFMeSrlY6o/JSclD8+ktQR+s/hWYPNWA1J/dfDrxvyxJll+WieQ517ArAaptAUahv57MufG5j1f4rsPKF6YsKN2HgOoGyAcumfRBGTtE+pzt+Lur5McmDDBI5LSMh/XBFIEZJAExK23Td65cRxKpJ5PcR3FX/3l/XE5Cg+BsljmK1GOeICxDuHFCN6INr3MUF8swz26eXJ8z+wqf+tcc9hYdg8oheT5+dmbCzPRJ7x4++wCf9hi/kx374nQDo5YXd/LKchK3CJRuyC7iPmSUjo5YO8PTCrcZgBXJQP+UmK1oD9NvfrFNzZayLc9sxzQLZHOMDLN16ptt7QMOsiUrSNNC6f7K8+CPmwmo1q+JKkiJbUAtaE+l1wxymkn9nXLsWU/xLWnJNgLWClwXhgBVnXq9Jkyp3dvtaktAojea6bV8gqXxt+5s1ctGp0+f+ZkIT+dTaosLQiJS2XU6MHBv3ZrVIloRgs1VIuu+92CrRkiVk7e4zUOPTXvs3/HXbVuy1YnS7Nn1WZOpFdRv/RU4DWLNiezUFtoyasWcGDEFKEH17tVUt+D6DMgdEjdzosVx1J8qoCy/FO/05q3IT+2D+iGzYtFlLPm0ds9SJzFmR0nZrAEwFPUTcyeFmAYXwDMRJGe/Z7yteQDwoF8+ne8ZRmB3ceTlajOdxtEzI+9cG1MYRvbpqfchPpP21z3kzH/8/fezjnsbZXiM7g7CzveZ2upn5TT//jxij1YpeJVrGXI2ugqSGDQO7H7d6XdUlaRltReurwXP5QG1Am6iY6n2StSidCxRvUz6umb/NqdkfesarLU2Ut62Sy1QaHa4dwBYDuHV5oQTInCSn1qqsTogDx/G0k6FIqQvZZydaluSzo0M5bUCa6gCdi86OC7oUyLCOi7oJnmd84oxW5xR0YHTbupBBJ1r3bHvYKXruOLdxL9a6la8ufmfRmUG2I80oog6V7Hpst3mGDaCDCqoqMMqzS9/EArQoe1awVffOx/rk3Owv3F5dyDpeC8CyS7K+z59QBpBZqLWN/8qFultFNgdcFwBWf3ezDv24krW9+rksDeOYsyKnaHF0URMzFx1RHaMLnIJnmm1e3ilHWbg6HYgpHsyPERFluRrrUJ4CwLIm2HDV/PwEDvfLswyIcHx5qe9V8e96UCYZp8n0wTKt+6RahLf+87fzE37Kj3/cM3nv7Qm+vI/bzu7Is73m9mc/483JpehAnKGNVBOyaIIJ4B2aSxWl+C+V5JZMyEKlcUl6sSLdaOMWzCCvCrm2zFdeKDcMdiiHWd9Z8b69eeTFXKhzaoPwE2iqMUJJL8xpAYox9vt3xyW2SyQiThGnFnEVayZi715cg7ZUTkgiS8yLa++SzKezZcks2H90ox0nAZ+Uzi0r7rKDBnX5FpOQ2OkPEbwcyW7KVkEfvbPpK884si1zkz8k2dmmLKjuux0XBpRj56rLk513XYXZVmCneeUzrE5RKfUX1wr6tt+uSBy3F1+qQCjrfQWt9feiCicdOr2vWgMys11mFYDZSyR/Eu152zzDatzcZ2HOkip+aCQoTtFzFUcCjlEsi/QqHDhFG/fCLYQIU0w6bILFhS11XuaSdAmA1bZw01QYUJA5uRbL++ZaR3sfPYRRkVkZrpVw6Zle75FpwT+Y4fV30Tc9i95/ADcnZBzB7393niT7ox/9uY97Cmd7jezMhJ3tNbN//r0/wjd/1XfwjV/1HQa+xNEGJWVGq2Q+Ss1nU7CMyWQSkwZYZr2gWUNSf5LAGdIHz+f15hZQldt1xYa1tikADrhFiIPWfta2BnpgwWlDK0lhx2dJCnG9SxJMJd93Kvm2bAY1d5RIU3sxXcApep5xa112syUGBm99tfUkp7gwEHFuK3FxUuVyA7RACUxxSRISvVTFrDNDNNmL9WWYNHKxk6GY60wOLbhsGDktugO9mUsS9vTEAh6Xaou2JuKRnaB+JXRgq7UFz6BClKU7IwMxWRR3bf3Z174NsRuDVWUpEgxJ8hDS96PSgMf2HLdCs1W8dW/fDOgs3qsVeV0aN6VHWTRyiocCJkVMbuJlvej6dyinplB3PseNSzL6ooqv6Ts8hwrsYhBzSfr0o5yluCTjHZD7ip/S/C9AbsBngmsU5KT4ubJh48sLbsqK+Q5+9O2lXqQ+wfIUrf2z7/qhxz2F983OTNitdgZhZ3vopqr8ro/8DH7wH7/FGkTg8rICsAy2gsLYqOGT2BBV8CnTyzftZFdepYFc1BR4L91at6kNmTrJhX83gqtC1QZbHbcu0L05X9btgi6xkaTo70AmSbHNKNTkkqx9ZaCjmyzJ7EGZg+dyjN34uT+XXb1oAUJgQqYXIqieuv1BWXTkyLQ6H21cklUpP9usjgtGItv+Zo5c7mUuphI+CVrTylJYhuKRyPUKZweC3MXrvRWaJvUzsCvqSqzotG3Vmcg2Zg1y/JdBq/WHvlXqz0c5SvyZVlDlEgOlKdarnYXTgZCckoWFwsDRnlL/csuXsHW12rF9rNeijnnlZJ2i69yI5gR2HUgzCQrXuSlhKwZrc6vZmUWoVV3KyjR3ZIh2/ke/cLOMTCGVO3JwGBeuHhxr2SIPzJhUC/b7tgzIXlR3eNDMIlrJojwJmaO5Hg8OfzUjpwU++IPQB1fEt7/DGPmnxL7hL/09PvK/+o8e9zTO9pDt7I4820O3L/v0rzEAVlyNaQHMYMu7wnIVsVUnBrh8KtINhSHbuCShlC1SL2md1Jrx6LCsxwWLuk/tOUuyKw+Yj2nWk+KObNvyvph7Mb8kNAxLA+xqoWgtrs3cZwzrrMV8CSSVCdJSODsXzw7R4RoAVv9Kc0K1FJAQOSVxSt/Eo4mkpAX13fjZnIB3qUxQYso8Sd4gjtYfcTV/ATnu94emLMk8v6YIt7qyTzu/SCQwdm3ZInEDwOqWfbmBRRXR/QLNYUcZPs91LQSXHwI0ZWNml11ML3MZekLjGjRXZc5gLIpqpd9gMHBnDj17VMoSNa7ARZ25JVOZoKz/NWEliDLAskLfvVsyaiveWsffE3RtmayowhR9yrI0Fu8UPA8WU70/SCAqXMeRKWmRHX2wEkSxAjcnyhxWJZCWypABFr95SoDL/LrmkvT2oCYLyAzzXQg+aYZNMD0rzJfgryNugXhnRDUi01LYsPjcu54qAAbwx37j5z/uKbx31j7Zvtavp9DOTNjZHrr99S/+xhUAw254o6A+xX+5xIaVWC8KU9bAl74Yd8yB+An4dFmPsgmeT9DPmIsGKHUs2Wr900yoSMObpGNiBlTd/lr2WZckonFvtkDCtWfYjL+oncsabJGukyvn1up4aXVJ0hynsKjngm1fAHNcOHpn7r3mlE5xYUwxaKvLxqzCYTedX5niiYOrIqz5Msw6m5uwYeIKiwdc4IG4mV9gYiiirk273jDusFo2lucoe6KukVkO7+ZmV/uq8dmKylK/Q93ewqADVnAcKoOliYfby1asWZp9e77KsclgBIPKHjQy4WmZLqdWFqlnyhSr7rkCjgrzCtBZ73tK+flaWAxaBlEiimjgJhyYG+ZsQLkX1sH8mjTCevDaFupWTS7JNFbULFMhFgcZSOnKwKXCFJAsWeEgXMDhRetI0u++KubbJ3bxQuPIDZHhwWz9hQhX17g7d4hcP/E6YWs7nU4cj8fHPY2zPUQ7M2Fneyj2HX/nH/Ff/JTfxUe9/rcwX01oBmAusV4ZNGX5CefslQPxve1fCnirViYs6YOJk06WIhfpxokp5aMd44VLoEryMZUpS/f/zauVh+i2rVQJ8sNdfqOtgn7uK7RYUQ3JSc6Uk25MSf8Oi2vxZR6JkGQTMsApmBWYlgGfAWkGoOmvE6kB/9RA+4jDJ02uPF5+neJhB0ZkeYsMIZWW2QrqksaXdpfBARMX5ah2flYXcthxBwLqkV2NLyHwDEXIrT0EIbLPeNl8arHtDKwicxPwvgq2V4/qsBtsv3RfoHacEVYAx165gGhWrHdM6giqTRC8TyWCHDG59ioAq68s/9GP3deFrMxZ3SOqxQqe4kBYBfnPasyZS/udtBbvts9KEgCr8zCtsnUSQY0viwpTcJyCT8kdmt6noP0xECLMiydEhzjwQzBl/PwDFJApF4S3L6g7UQGXGvtlv2lFFsWfYHqdZxnB3QT8pCxvvEM4CnqV5Cnu3HkqYsHW9oW/+88+7im8V7ZObnmtXk+jnZmws73P9m1v/i7+6H/1BXUVj7EHYACIBcGKgS+FmskI9X1epLM2mM9gpd+31ZzU5m9ZmzuWrGG9srXgDDoGqwNgdRjbLPSPLiIWVd89/FeGyxYw7Vk6BY2yiv+CrGSf47/W5XPiMjAMc3t69W/5X47/sjvSHOHCu8LqiGRMmV1+6/iv9mxzf7W64U1ULl3DoEm+nJHIJY6thIRCcs9qackjTHHm6LaM18LCcovifdCAF2PQ1iNFpg0ZCaA6G1Moa1bLMXNg1DnNof2eCVH24ChY/JfFs6lWSOqYcTISde4EVQF8eiIIzZcrf1JxJyNEtbJF/Vk2x2cWi6ohFhOLlc2hLCqNsn190tgo5bNVygeYY10qzP3qUt1JY2LnWIP5L9zM1TIm3TDr9eAj98NA1P56LqGOLwLLvPphW0iX7RHswQaBcCEM98ElHBUuDHy5Jf3EPBwehCpfoYp/133bpopeXSPe2z3pKbJ3/Mt3Pe4pnO0h25kJO9v7bJ/927+0gi7X3GR9yojMWZGAsV3AYG3ihKwZZkyVxX/Zmm13UBUpLJaQGSi12K8dKYmyf/LfaUNatP2Q+2qoGwGyhmkGb3kcF1eobEOEJLarif/SZcWQpWNrMe0kLeGiuSFFTb2jAVk1VqrFo0l6UyJIZIkGAwZnpYpSLXRCYkRWOBYwwVcDM9afyVIEos6ImoCmb4qBCzTsx7a/OU5d/Fdl8aYkIVGlKjJsWEsqdP3tgB8w9qrCq95UPcKRPi80sVdykUAAtB9IBUHr8axiQO27ykXY5R6Su8+ljEJji2a1tIPYfUmkEUe9DVQ1wEohkko8YJ/9bBCv9BtVWPCN5IQp61dgZS+hLdRdv4QtQOzOrTBZwk0YuAomC+KIzFE4xbHUnjykMkRtZQCBxiVZwWZWxTdBVmPAMogNi7BMJpQnQ7R4zpwVebTfhSyY6LEIErQALgFcoGZERsWflDAaSJTTgrtZiB/6RoIXSGwYT6Fb79d/0q993FN4vzUR+SwR+T4R+b9F5K+LyBtS+08WkWsR+e70+lO3HP8mEfkGEfn+9PeNr2TcMwg723tlIUS+7ku/iT/y6z6H6/unxHp5A16Dr2yYYG3OQRZj9Y2r0rmKLpwkAJOA2IqVauMutY0LkySJmV2Za1CVj2n6spWp6ZueSVuDs0IFlTU0Ay6t22TntWKVSKApmH5AYb86sBWNZ1m7JKMW1Um8i3hnwftelKCeQ4qn61iyfB2avrLDa9GYcK4ySMyXHifKSYeumEH7l02pogyotm35deKAz8H27eWBW12IQRduu0XNJhS3PYbQFJPuUXL5/DcgaCFHc1U3ZXJLqgMOTbaiHR+IzMQkF5H7TOCF6srrrbJaeRwDtekT1lSqqIA6AxEBIay+jDnTcn2ey4ppKskDjd7Xkop1Z+YqKtzoyCm9XAJGN3Gs7kbJYK6/tpGtS3KJVagkRuG0eE6LZ3CBqGrvg+XXHseABkFjdX2WmILmvNyNow3Qd3P6cUdws/2spmdBgzFiEmG543BTQIJp4DEvyMtVrFVvbniaTLzws3/hv/W4p/HemT6i1/tm3wD8TFX92cA/Az6p2faDqvpz0+u333L8/wh8k6r+VOCb0vv3aGd35Nletb38rnv8+p/83zCflvTkOsA4GrPVpLMpghR2LGGVEshe60YKEFVBrD5kq5SfwVfrTnQBwqEyXl37YAtdF3Sf4wVW62LGTp0bE4qMRd6p+21r2qFZewUggJaAfi3bgKRen0CbnbqNuQj+SDMnrUOkY9bFtpfguVi5JLM5JxsgZBPyjAKLVledHRtROeJl6vrKGYpevGUjlv7MQoTRjwSdOsEFqwt5F9EXN/NTjTg3EnUvEFrxciToTTeO2QVwtTnCFv+BvWLbgcjI1sUZ9aYraN5arXTZq+JHlK0POtsI9EXA7Ypn8BjJbspsGZ6sSxXlLetYr8wdrk2bObYB/dX9SmLNagZq0KyUn4+1mZ20Vc+3/89x6x5dGhenZYMa+5dV8U9ZkBW49IEHs3AK1QXqU0ZkO/cYpYi0ajoBnaWe5CIQIR4VN1H0wXQ0kuzwUr5PCC4oQ+Nd9zcRoloZqjkgp4C+8XXEtz8H108XAAP42qu//Lin8H5tqvp3m7f/APjPX2UXvxL4Renffx7434D/4T0ddGbCzvaq7ff+4k9hngI4ZyBLrU5jAVzek8sQIWlx8A4dUnFmccZkpXgvFcMnRSk/B+jnRSatD4XpAsra2LI9GXPkNTP9dc2627oYEdDYALA1edL2lV4uSAfASn+lf+3ckQjEGWgYL8isVw2aN1qsHhOC22XJMluwZqJAmVLKfQ7rtmkoswbmqIVd6yQfNLEETV+SuKCgWtpazmUhicuyldqYY1gBx8TisTDrfsmhOQZCDEgDBfLrFDN67s1qCewDKpOQ2Lu1CVEvSyB+b1mMowdBeVsXbE8mZGYkB9uTY7OyNEXer/kyYTxk2Cn2zYpRas+0nhfM0coB5aLe2f04qU91GZNLEt/0l1TpO4kM+6vdVc/xXjVuLaqp4l9HA2pOkktShyS5IYwuVkX8pq8pjN37qOZCLYzc4pL0SkSjEmchLmIE5xhhMgCWMyD9TL2iYiWL8iWSBWSC5QAsEX+y7/X0xiOcZmQOiHcwz3CTvoe3FH5/0uzD/+2fzDfEv8Y47jPGT4U9OomKDxaR72peH/9ezvi3AF/fvP8pIvJ/icjfE5FfeMsxP15V3wqQ/v64VzLQmQk72yu2eZp551vexVv+yVsrACsB8BGVoWsjBPQwkuTZC8OlGsENlLqOkEBV407MtgADm3ZZgKEt0t3sf6zgz8ZNQwgdgAIDaCFva/opCvr7cdkGrtbrdQBqLHK7a8dt5DlkfansNmzBUdKx3bBksZxVlZHIY8xFhHUr+RDVwvDKsenvKU4cvYHHVoDVtjnuDiOq805/Du+kzCv/nfWGY2FZelZrip67zm30vBQlcMG4o/Nlzrgs6rrapuDksNNfJHJAViwV2PWzQuBrBs30upqvYwN/Ap6ByLTh6SoUXKH3Anh01b5lsVjtF9XqV+axBAUllSjKx9r+NRux/YbJpi2fRQZAMR1beM4E5vKYHlg0cNKLOqaAU91oiUWqu7T0HS1RQLNIa3rSOfjAaRlSPJj163xkvhm6cZgyey4GsoKdsVMxwBUhHu13e3g5HToILIpfKjs23DshLRu2RPTZZ+Cll3ga7Dd92kfzX37yqyVkPqDtOVX9iNs2isg3Ah+6s+mTVfVr0j6fjK0kmXp8K/BhqvouEfl3gL8hIj9DVV/e6edV2xmEne0V2ef9ti/i6/7MN9sb7yvrVQKZtNcFy1mR+V7tmwVI01+hB2INSMrtImmh8vTASlIfK1CVlydj3+r8S3wZ+YGp6aMFWw0Iq464hqVKXsWwDrYnJwCkffMx1HFziaKGzCMsjvHQluLJS3ftpwVbAKfguDMkgLIBiK2WeD3O4RhlZNYJLz2giXrJIA/SHPvePANhp6g3OAYZWfRk4q3dDO4CDzYgzMDBka2Ol52vMKIb4KQVqK5sQXEqmyxSsFirvZtb238GQLVc0ICgqMwd5Atlfj2YMjMn5tZWxb61jpPdzUF7Zfu8sQdbdt32yhLVPusYSoaXNf6rBXSqcFLfjStoA8DStRBY3kOh7qAGtmJiyJboOIWxXI2LIfBgygDM+nCSA/IbEFdKFqUfZKxzYKYk3cQLcPc0FeS2+8NwnWaYTt6fTKbGzRG3KBwG5tddcHjrS/b8c3FBfPkeT4P98f/90/kZ/95Pe9zTeCh2SxTAIzdV/aXvbruIfBzwy4FfopqU86y0yCn9+/8UkR8EfhrwXavD3y4iP0FV3yoiPwF4xyuZ0xmEne092p//w19RARh0EhSF+RJAFXXOaH9IwfjU2pA+6/00TEMrxrooOmCuypb1ork3N8DKRYheN7FhqrDOxhcw3TDpwZmdD/sCrQJxFf8FWDDKoM06sr7D1GMKiAyC+PaYBlhksMUq/mtxDEOVlmjOHKQFYHX8JSijF6DWkwRYCMwBvI/92EBQZWx9tg0QPMU5MWg9UxZQFs3Ot76/WQPHPdSEMusNg9RvQAZqQW+M7do5bFLHUbbxVzYP2XU8Rr3pQHALE0UjQxfvZrZYlcm816rHgX2x1R7UmVO1cmFCDr7vYapTl8bvx1luGX+dydgmCZjGmCOsrsSkfsNarbW9av+1LdeczOxW1hfLY3oJ3ISxiRETRolchcPK3ZmlLWq/S7DPXlVSPJj96NwYrGB3ppcHYFFEa4kiCUmCQis7Fh2IUwYLJyQehRAi41V2WwrDS9e2f4zoPOO8Jx5GmLbfpyfBxouRv/Ivvog3fMjrH/dUPqBMRD4Ki+H6j1T1qmn/EOB5VQ0i8q8DPxXYK+b5ZuDjgM9Mf7/mlYx7jgk723u0v/LpX928k0LySNYBy+KrqgbAclyYCGjsAFhhzhQYzGXTylJokoYvcWFZWR8lryddGAAJVOXUPqlPXa04q7rk0miBT/uiYdbyq8UEeyRIpsXS/uKwQOIM/Jq/0h2bjkvMmCU9buO/VMXC5jqwZbIJsfixLNInvyYFwZVyR228VmAbT2bAaKZ1xLWXZVLPwFgAWD1eWXRYZXGmcXRpoFGGQPZSHJ4DVaoi4XmBKHe4Lf5L2JcTcOJxctwZyaGpXkDsPjxhYSjusfWXQMuHn8bWBK70VNpNbFWYUm3EmOKzsnxEhqYmvjpupCqgFXtdn2vj1lNhSa88Fyt/5FN+q81nP3tyvwRRaHTBolopoSxfYRmRPmVKDuZQ1cBNHPpz0BykX88nX/c89hwc01JFWk+LYwo278MYidGC8svTTpsRmZ7QZE4ALIJM9vtdLjC9sBnTEDukWLHm+eZw38TFZA646wW9e0G88Oj1NSwLcjzA/GQKtf6kn/YTePNLf+H9C4DpI3y9b/b5wLPAN6ykKP5D4P8WkX8EfCXw21X1eQAR+VIRye7PzwQ+UkS+H/jI9P492pkJO9uu/dA//hd86q/9LH7sB97etEpxOWpyP3YxYGRXi5SMSMDu9p6O9SJGFF+AU6WMskp+M6waO6Zo574UzZCBGrDv6oK11r8Upep3QWWr0hTXa5bQrwstPnBBiJkNWx1T2+rKoGCLSZK06Jio4Bn8mgXqw85N7b6+X6LnjjfZir14rWENFtP/PZ5QQqrb/g6MMqGy4+KUA8I2m0wgZVCaw65xFhPUJxX/nnkLBKJcIk1x7jJvYtLc39qs1w2D1rYvONUErvsPY1JhEL85JsM61+xbIW1kwLI4M1eXzzaoQ4gdW6VYUe38qLBG63EFtrRsdSixU8q3dpOfiOU6tMdu479gC7ay5le2qG3smPW0RN8xZw7lRtvgevuzrLIktQCw9O8E4hRhkMApDExNRuToIqdl6OZtOmGrjMjEkBHFHmQwgBWniD+5yoYlBiz/vAiaFmDLnpQI87MD44szfk5n7AT3wr10YQJ6mmAYLEj/CbJf8rH/If/jn/9dj3saH7Cmqv/GLe1fBXzVLdt+a/PvdwG/5NWOewZhZ9vYW3/obXzCz/nvV62SYsEyqogFPEkGXCkbsgCwJFmh6d/5LzkrMKq5KhPjhZg2WNZE7VTutXnfooTEmq3dly4r7kuzBKf7vLakQd6U7+XtvqmfIGwAGg2gK0fldVihxoY14waH84HVGtqNB9rFOM2L4zDEIq3WWr7c/aRAxOGdJ+iS1PPzViWqKzFmHRBEOOwFVwFTPHHhPCZBmqGHSV5YRuFSIUPC0nPivGQnbm3WiQsZyNpcZQ46pbqQW1vUJUC1jidTZgaGXVdhwOLM9mQxLFM3Jk6qHqOEXKB79SUxgJJBnayO6oFWBVsm4WBgrWf5nA5Mq3E09bUGYDZ+D2TWmZdBU6ml0qosUZo4rvxF7EscZWvB3L5Lcih9DxJ4EI59vBc0Rbnrtcj7GAayDEnnImFxxJAZcpBR0QfV/YhQAZhRmuaCHMDf2G8TYLmjXL6LFCtmkx8ehBSMHy0Y/4PeCG99R8mMLPelJ8T+2y/6bfyKT/hPHvc0XiMTntbi2o/CziDsbBv7o7/+87aNWd3euSJpIKoVgGV34xLsKdP7DkAZbeIKiNJmkzaqoEXWQuiZpwgxZ082a6MLEHwaYA242P72ZaHR82r23XtBjRcr892yKt3aKhhq8w0wK38bYEYt1A1JoNXFjFGb3p2p4q/HBKLm0kbaga0pxlSQYAu2JvVc7gQhBA3NmWnj7IKoPvFGPSwRTBn9wp0SA5raxbgmJ7dEO+jti2DgAs/NBqDZYRfILqDKs9r2uGjoGMQ6zrr/Fmx5WsW1On4ta1Q9IBWACPvxXwMjSwGJdduCshV1lQRsExDUWmw7jxVUukLakF2kqxJESiNcW/vvWTKS3IVdP1Xp4r8cStTAKR7L8TYv6QBYdp8q1ZVq7BuMPnCaB5ZQGUTntAdsAsyuPtOYpjFxVNwJ3JJ/8KDe7ge2r+BmOxGJasH4CtMHjVy89RpZ0lVbFjhNaIoL40kpVyTwF3/w8/nQn/zjH/dMzvaY7BwTdjYAYoz85T/6VfyaD/5N/LPv3Ik5TOBIRJIyvk8uRWr8V44PgxSLJejgEC9oiOmBKLFeWRG/7C8Wu+UtBb3NktxkUDavVhssCrWUkVJlgKTuU04HOj0vUShrbLdmSZGQ0Cb+Cwey3DKvdmFBWcd/ZQDWxmzF6FbxX+0UcsC+lSlyYqArJnbIN2DLAJCyxP14ragtY6TUctWRU1DrLzulSn8Bqwu5JfFUFekU9KvNMUug9rak/vYsaEQ47G6LOpf4r66dXMF55xgc3NbfLbpgWkopJCYHYcEVvi+3haIJZtsjh/cQ/9WPIzKWNgNDwqxWN1RxLCqcGFnwtbi3+k0hbeiFVOt5tNfOEhxO6grAmqPjJlqAfcDhMLX79Tm0AfjZ1blE+5GppiLd0bPgOA5LYuSq69ShCYBJ6SPGCt50ERNodcAQiwSFIDDYgxao/UYjVrAbe6Byk/20pmcpAEwAd4qmlB8jckoxjx/0RnQ6PTEA7Jk33uUv/sAHCADTR/R6Cu3MhJ0NgN/6M38vb/m+H7t9B9UScN9lRGJAqWRE5vbEeuVYLRELyy4xZbnfBNY6ykZrv52S/Qw6aDm+uCcjqNNuTrnv3F3XzwJ66Pfp99d+zQxQAvDXYCMDtI7lIrE9tS276TQ4huEVuCQblmwOngsfiv8lX6aYmIs9wskBgxtYdKGV5DQ4YC661oVoo3qi6i54CzoxuIGoC+3dLrCgOethZTOO8ZY7441GLnauQWQmdM69dg7KEPcyKIWFMd3M1vNQbrvNCQ7HkcgpkS9SjrHEgrDJVlxwiRPsi33byH22Y86dcDKgzLU+I+YytHzGkZnQZzumY7csFom/246R628a2BoaHjO5EluXpCgadcucUV2SpTB4U0syRJdqQpqNotwPfZyawC5Dllm2GKWI5fohsNyM6euUfrsh9yNZAde+s4oxXgCjPczIqc7eXxsgdMHYMEGYX3/g+Lb7ZV7xpZefmIX6x/9rH8Jf+MHPx7n9h4ezfeDYGYSdjX/4jf/o3QOwgk4qiCp/Y8qIFCGjAV0iHBMA624yScAygy5A5iRLkQFU8lgSElBaATZYiaSKPTXvBdznKWsfW5yRSN2/Iyka92JDaLW1u7v7uDYMWd5Z7QDnTWK0ddP1PfSSFCEI3scCwCrYohQd38SFoQkUpLy8tP2kkTFGRGIHqgTTGbvwFqnUuz4t83I9TwGWGDgkVm+NgU46cimmir+2RUcG2ZGW0JlNR8lmVS52RFgjgSB3cLy0OcbOf6AtVVQAiljofA54b/vLJ9iXCzJmq3JhzZdt5ULU5ssgeJCluBCL2KqquSQ1dLFYJnIaV2Nnq/pjWf9LSYrzCdC34qp5v5vN04XFzK2fNmLjzoyFucr9KKc41vljosZXse8naHVQFxdkrIBrDvUaHMfI1Y1PAKy5ntr8zV90oK3RHg8w3iNdgQTgru26Ski//1FYLuHihfoJ+3snVBU3zbAE3LPPEqYZHnPNyN/wyb+aj/vUj/nAAmBPCPh9Eu0Mwj6A7Ye/9y38id/xxXzvt/+zd7OXVNAVkj7YYF8bSa5FVRp2zF4aIhzGyk7llb2UKqqoQFVL+xplbHS91or4+T6uie1qwJDTkmjVA668v/T7S3Zh+mb/unmrkA+wOOQY+r7F/qfldBpmTc0b4rxuwFlUx7jKJizXoQCsXk8squOAJ0roLp8Acxy5HLbAKKZ4LdOpKsuojRMdwzCy6NQTe6Ko3MXx8ga8RVWcHBNLVmecz2OQI4veFDauXtNnUO5v5meKZCN7oq5RQ4o1qzFTdkwo67exONWmCEc3EoumV4VXCwOOPfdU/iKEbhw7Tguz2cd/RbyOhMLl1XFmzYr1vUkJ9NfKPiGgARhQlEmH7rtIlFXhcLN587QBqk0xbbWakK1Q6xxdE19mrsNT7LMZwQAfTT8W82Vf6Bgdp1C3H1zk/rTNiMwATBViEDSmH90i9SnH8jzST8Z+hBLSexWTplAIlyAPYGiw/PggGjBbosnR3D2iNxN6lYL0lwUJob+Wj9g+5pN+Nb/5037DY5zB2Z40O4OwD1D7lq/+P/i0//yz38NeUhivtRRFdj8WPVChqORLjuOCKkuRWDPSNm1FWmMCWzkgP2E5jaA1bMasxIr1LsZSMigvxHlO0oCtph9pCm63+4s04QVt/9EuxR4QqwBM67WAFEZXWbLcd4yewYcNmMn75L5asKXqbbmWpe6HucCWLEmxBogt8itcSgIf0VyePZcCC5ElrvXE0jaNHNw6D9AA0ClO6aPul+8lBryEmpHZ9HeKCwdXgU57RQMzQ5Jx6OdwwyCZHeonOMWBo3gCUzeSAosekB2mroXaLeNkc43la7sey+vYMH8NO1SYsrWZ+EaWpShgK5VliglsrW0pAKyOsSnyXYBodSWaeGt9Kogq3MS2ppad7EzvkkSkc0kumtyHCeHOURqNNYOJ91YZkbFhyGI0N2ZMv4VlETQ22jBerUZk+9QziwGuzHIB8QL8S+3VVoZTYsNSDNnyjMNNgSFYO1GR6xlCKMKscnFhgfmP2ETgq971ZTz7hmce+dhPhJ2ZsFvtDMI+QO3TP/pz3vNOiVqRrHSffV05/isH5McI/kBR3UxSE4WZSO0iEENEj0NlssDkK1TRLG6VV38HiXegW3eCJADVALkGPLUB+JILdK8RwA5YKw3KjmaYEDKjtQJbJkJQY5UyS0J0OG9h1huXZAE5adlvmK2BUNBtbl9UGVKJng1wgxWzZUvgogndSqM6ldbfSR13GRC2dSGDwsFlYYV6vpOeOBQY1xfcWdRxEI9yai8Nxrsdd+tCRgKOoboFW1OPc46ga9eRoDyLco/eVWjvAgf2lPVBcZiLs4DsDILUldmsubpRHaaK31+kUI5fm09XKBCVUgibFPoeO0bM9jSmbMtiUeQmGjaJoryGqq6U8iOqnon+ODDF+77/thRSZbbsikaiuh60ieI0EnTtkqxCr5Gkgo+VMZqWgRArY+ecJgBWz4fF5al3+mB6rbhY5SpyPJhoCtRXmJ9Rji/Yb1wS/elvUpbklBjMN9xF3vLA7i/zbADMewNmj8gOlyN/8ts/4wMXgJ3t3doZhH0A2TIv/Lk/9OV8/Zd+EzG8gkeTJEEh7cqfb17JJVlT6LQU6m6FU3MmZN43SxN0rsDGl5djw7rlv9zH0y3ZrQ4r4CwxZ7W7ur/s7N+UK6rrSgYZm6nhxDLXNoBuEWQUVLZgS5vMRvK/FTQK4qMxZc3+SwTv9pmoFqxlsAVwijGVKtK6/KaPZIojF0NMWYz93Lx4atmdes6Cx6e6kOtThbuIPtjMT5DkkjytJ1361B2wFTRaxu3qUXlhwe8wQ2CyEwNbnTElJG20ekalXmNKULAqCw0SxgLlLW1kW0ZoraeVWScTqQXVUDIkrccFhyeUY9txcizW6mmg0fbKY9ina/SuqiY1ftcelZTzm08oP4h0vnGzLMKaVffrfJU5um6uXmCK7dzTmcVGpFXFKgUATiKnMNAKvXrRBMAq4Aolo1LQpc4ZH2HqwZ1PbFh6rkAdhCMc7lNmbkxZAl0zgDK9ceDO224qE3Za0OMBnn+xXoxHCMB++s/7cD7/H7wi4fSzfYDaGYR9gFiMkY/5SR/PS+98dcVrNUtTeF+D7NWe3qVVEE1tNKBL5wCjb7S90oIRFQbp2DBNoqttNRmnObNqB5xltirtaydZ33frkO7vn92gHSvGqo82yD9oioPT9RpXAdaKJStMVBNsryS2Ke397sCWuSSz288xyEBo4rUKNo4Dg+tZrexKc0iTWFBdklMIHHwN6s82szBkl+RqfpNGLndEXRVlijccioJ+tVlPjJnNXNmkwlEG9tirWZVx55igp6Sev7WIS7pcN51j1IiWS5w+oOiaNHO3W6HNoY3/ylmftS6kpDkERoQF6cbRBLb24r+0oWhb16fxan4T0J9ntxQAVtujrrnI3L4GW7aPQwlK4/JMDJPqVrhVankjK23UlGhXbURbUx9CN7+spJ8BV9UHAzcoy3UDggWY61OVJNAVLsBf5dqRtqvPX5FgH4sozJdw8WIaWWE4RXMITyEx2h7mxZiwaXqk8hQ//d/9cP7E3//0RzbeE2tr98TZOjuDsA8Q+8rP/VuvGoCBgQCcqyKt+bfUBuKXjEl7FVkKJ1bjsJGvEEgliHoAJAFiEThdSViswFmW3TJZiBqgD5Sn5pbskEiXIVmAXAO+1mWS1jFmdqgQiyz32iXpjLloSRa1AOTB9WBLmnEzcDOwk2fmSvxXQwISNVoR7j48r86ua7M+I4GQWDBZLdsLwrEJPm+Pn9VxsRPaZHUh94VWY3LFbWO8hJk7jNynD5m3z1A4ojsgTESwVIW97MoBlyO2V/0FBvbisqqMSAUL2f2W3b/roH5VGDiwrOK/FDAovBf/Vb+MldXKR9kXcME1M89XbVuWSFfq9hkgxtyV2me1NKDP2nzXlwiEjUsSorjykLKoKwKrIpEQPVNsQFu6dhmA5eu3xCqPsYTK6g0+cn3qQZ+GfB6J5YqSmGotgqySxpL0seTYMPU2nmt+Zv5kk3cpLgzn0NHBdUBChDnA3TvEF158pADsC77zM/lp/86HP7Lxzvb02hmEvZ/bd/ztf8jn/JYv4vm3vfjqDmxYLynaYGlbjAa4ckxYthyQ36ZeB4WhB1ISk1RAQ7MI7JYgcgGWNTjLa4sIcfUQ37kY87RS30gKrF8F9K9dmAXpJdNuuWziv5oxNJASEhqWrAWCDXCrLJczLqUptm1aUoqL5t1dgy2H4CTHa1XO5BSn5JKMnXo+wBwH7gwB3aszyYBj2rBUqkqub9jCCLDi1aPsBc0Hglyym9VIxMlA1O02C7bf9hd0QcWzx5IFYoKqe9mfM5LclS2rtegN3hk6XrRXthd1jEgCfC1L1sZ19eaSJIYSVsH2WTOFDhylkdInx6rPFaOmeZ/K2i2d29B2mtVvXaarvup1sbaokrIk629vKn1ndku7Iud5PiE9OQUV5gZwOYmcll4eQ0u8mAX3a0xPQKKV/cJ+75Ko2hyQT4ToYbhp2DCHga1GmkIPAjda48LSsRaMb1mRGrZg/TUzgU/847/5DMBWJo/o8j+NdgZh78f2zX/12/iM//JPvPoDE4gqGZHzjF4c7X0GWMticWEZPYigS4ALuxFX3S97sq5MVFoYMmMmFDehC1ArmzTgzDcgbg24tslddZFr9peAAbZ1H3kQacBWA542IqwhDTLopp/KyK1YMk0uvzROBluLwqgOcbW+YnN5uviv3N2skYM4Fl3wqztb1JFBTi22LeZwndZZnbQyeJOkaE89JhdZdsK12+YoDM7DppyS1YW0AP3MhtmxQSdU95mIuRTa3m6f1KV6kmvGK8+vjlIAgXrERWJsYapdhaAHhFNKYuiBy9rl1x7XgrpabHsuamKb+ozkuCtd9Skbpk0Lt5j6UlmBN20A2O0sWbYMtqx0ou9qVkalEVytgG/LtkkBXEs0HTFIP3UNTOHYjRtjBVwxibJmkdYYXKW9hYaCTj/W/MWMkJJ/y3e4FJtI4Cocwd+rLBkq+BkkxHJsPA7IHJBlMTCmity5RF969Z6AV2Mf9K+8ib/4g5/PeBjf885nO1uyMwh7P7V5mvms3/T5793BqkjWAnOuBtY3dSNxzu7WuWZkE6mtzlVpCm1y7Er2pLFh6mFTq6eNDUtrh1tgObBhznJmfMeOQYoF6dtWYUCduxOlF1zNOyy6cUnWzvJuFYxZePeWJVuiMDqHurgBW9IE83dAQ4VRPHMqwt1OdwkmBNv2AxY/5zahSEpEmeOSvMIrlkwjXnO+Xd/fTfRcpixJ6XpUVFwLB8q/suuzLUNdrgNHBmTX9Ri5RHbajTO1OZTvEZnNmjnISGDuWK2ZhVEPzTh1m80va3P1M8iyqRkYZQbMp3D6QOvQzYxWdue2XzAp29fMVg+2VswWSTh1E7yfMypbANZmSVqWYtuXJrC1lrNYGpdkdW3WObYMmRdljiQAtu0ja3/VmpHKEnzqzz4jR2XPNLk9yYxYsL+CgAd3U59hcsyXOmtvr6qkupIuga7prnB5RaMRpizPHhneebKyRUvADSPBudfMJXm4GPni7/7sMwC7zc5M2K12BmHvZ3ZzdcPv+QX/H37wu3/4ve4jF+XOQAzFXJIiFXSlgCZjnAyoCSZBwejrNiEBKywYHypdlQBYeqBNyApTyndURKBa3le2yW7E0bEN0M/rnDS//cyQrQAS2A1/TyGgB23a9w+96xHzvDrtwRbNIXugxUrnqAGA5pgZhaCMXjd9IZ4+Nt76W1ZiqW3O3ayeozhTqqde2ogS9ILBbUVTo0Zj0Ap304CtqBz92CUJpC3AHYSXu3HAMiEPciDsgrCFgxwJq+xKY7wGlGkFBSUJrd7iemu/KN04lb3aao0Jo4xMzF2fRsIMu+tID48zOBIs2zLFSrEu6g3cwmLtga1uu7ZCrTaDsOOSrGO27FYNoA8qnQCrAKe4jSObYw30jwVIpcD/rmSRWlZlA7hAUo1IreKs0GVFZ0FWcnmiRhusar1QgJdoypK8Z6ALNTAWBxNrBdvHnWY0BCQF5ROy0N/DB2G/4/N+E7/yd34U3m+egM52tvdoZxD2fma/+af/bp770effpz40BORwsJtizopcAno51uD8fIPMTFnrZkx/C1gKoGMFXGWtiEoc6n4FnK0Al6b2PYX7sgo2gGvjkkzmQnoI3xAN2oO2ZptgQKVf9wSNunGF2gErMdN8DZCGIao2R9vqBjZgS3Cr7u0Mpzgz5rJDxA6QzcFzcMaebeK/dEB2SggZYPOExOi0889lctZwZQHGBoO22yaNHHbi1SML825OH4QYCbLs4SYm9QwyplHXoMVhpaft2mSwsTClDEpNa3wLbASHp8agSZqfFcLek9KwWpIGl3tR1yqJWjMlc5+C4Oz7s5r3OlasCq6muaikudQZRCUBsB6k7QfuVzDUS1JEgvoEwLqnjAKoOsCV+pxiE//lFBe12x+kBOiHSMkEFYex3lnlOHUiQewH3YRr6QgyYdIU6QMppZOKDJ8gi1Fq0uZKJJrNzSkr8ngwdfxlgWASLa+FfdR//Yv5Nb/7P3tN+j7bB4a9zyBMRP4HVf2fHsZkzvbe2/2XHvDn/uCXv88ADChPjHI8Ahjwat2PCYRpDtBv3YyQZC2oQAoqE9Wn5yV3336GY1d0O4B6LUil9JvWnw3DFTANiKZfyeOvGLIy5grkoZie2oG+b8C5VJA8H5y251NnBYKCgg8O8WGH2ZJV95qOUS6dtyLcq2D7GD3ipo14q+Jw4pCdeK2ggaEJ6ndiS/MUI0MKvlmdPqfoufSK7oq6+kJutrbo1Ii69jYr3JEjgZ7xigRUnkV4aXNcJODkSNBtXUjB4d2BJZ52IsouUK43LjltqZiVmUvSgFiL8ZUJo3RZMVGSwHJ2mPbMWg/+NsNZkHwDtiSBmo2SPdu24t5L/w7quvgvTYH7HVMoNZsxH5cBl4Fu1wi7mkvyJq6jArNLMktY1HgxJ5GlFXQVCDnQM8lPAHBQuLYfXSlPlNmwdr8B5JouLsxqzdrkXbT2ePDIy7Npgy0RoqJ378DV8zDPD10b7OLukY//Yx/Lr/gd/+lD7fdsH3j2qkGYiPwv7Vvg5wJnEPYY7Wu/5Bv545/wp9/3jloFzhx7lTMg89NmZsFykP4S4GLsjmFwNcsx37dnRS/pgVkiMNaAiwV03AFcLZDL04wprnedEdmwWhuAl8duzIUUY9buK2J4tF2s80O6pnDq+oie+hcLMN5xI7YKHy0AiKocnWPR0MV/KXAKMHgtl70cg+Mg0sha5HYTHW2vXD3M4xkITHipNSqNNbvAcU1b4jrzSIMcWDoXYupXJNWFPLF2uDkuiTxgbbUu5FbUNehiYDDvq/Uoqz1ZQUO2SYN9B0pLAxQ07sZ/WZTcmk2y9wNZUDj0AArBahlsSxXRuWz7eWs6n7hx/1lViWmT2cgmTuyVsGQVgNW+jKyubFWO0lOcBfVrX4LIqcUBrvsI6QcXomVVau47RpamqLfJYOQAfZNnURXEgYb8lNM+mSRB1gYf6QgsWrMk1bIk/cn+nYPxJVRZiuyWJCoyRWPJVM31uCymlJ8C9B+G+dHz5pf/Yo2PPdt7tHN25O323jBhL6vqb81vROSLHuJ8zvYq7er+9UMFYJYR6ezJM7dlcJZpl1UBb8D+5tqRS7TU8Zw1ibklIC2HQ3YspKfYxIYVa/bttMQWiAft0Izk/VfsVnqw3zJqST2gdzsmdkjysfXfna1poqCwIyPhfbvs92Dr4CSpxPdgY1pgGDK4odnmNgAMDGAcS5sWhSnFEgEuBodqr/81a2BQj9+JWYuq+K5N0/+VmzgzlKD+Cl+WuDC4JvqoOf4UA+MtdSFnJis6vtqWpSogbuo1TtFzKTDvFOGeOeB2pSoWBjytVEXrgBxkZNalcSjCRMRnV53UcczcLrOlVHYzrDIbRcGrJE2xHmwt6yeBZhyguB/b6xA1lzjqP8AWgFVMYmNGJQms1ieRiBRwVeYk9fiIZUUmbo4lSmLIGoarKVkUSjZker/UH4sIlKKrEQvIh8SGpXtBdl8uiXCfyzDk5Ng2XixcwHgNLmhqU+LR4a4XZA6FtddlMZfkQ7LxYuQLvuMzzwDsbA/N3hsQtpYA/uSHMZGzvTpb5oXP+s1fyDf/lW99aH2K85sMSHFSZSmigsvMWAOyopZg/GJeumxIAJkVvZPFwlJjE+ffPcgvoMfk3pHtPj2ISgvPKi5WswZYy5BB0RZb92EuSWWjNhDZCrduWLIKqpaojD5nSvZgawnsZjaSwNYa+C0auWhdiM04ITq8W7pSRUIKyo71I2otoiuNLzt21qlRp1/rgjmOOPbqQgYdGWWrMxYJeMYUZ9abqDd3rq63CfAsqg+wuKwetES5BN1bUBWrQbk0LsQVIOnGSAWPCgO2dTnNWgAA0ipJREFUmrxs466ArjB40F76VlTxBQr2857fLdjSjVK+YOC7qYtQjgjNl7x1RWa2K2hfExJVpjj2LkmypESK/0qMWIbdS/TddfGiXMda1FtTjckcoD8t9QcjoiUA37TB0vwFCz+Iq+utIFFyYQLTAsu9RZKga9IMm+06S0zxnU5NniIqEhQdvLFfKSPSgNkBpq023Xtjf+Rr/gD/3i//iDMAe2/srJh/q71HECYiPxn4RODDgeeB7xaRv6mq/wJAVR9CENLZXq197Id/Is/9yEO89CnIXpyrCvfLjI6XlQkTgRhMRTQX6gZ0SE/E+bFVEht2HJpHWYpshYoUhkvBGKUj5Jt1B0ZasJRAURe7BbVId3sctpZ2EKkSAbZwdWBLzCWZ2Khu/evWDC3vg5KigbYuyWWJuHHHJYn055dmGIl4cckJ1sd/hSA4H22ZbjYs0Vnw+U4QvkITsJ/7U5YYufRWjHx9W4wc8EwoyzZujSOy40K065rRam8mi7EVYZ1ZGHQ/lX/WhYGBrWaYMus1fqcGZdDJPgdp2TOb0wypvzaoPwEp8hcpww+zRSdG8UQNXakisFoGUbOYRQu2HAv71yFzlDnWK7NpDkG05fDyp8S2rbBumSXr3Zt2HbYZlyo1e7QKyiaWWXPAff1xSQNMq2CslP3nUMd0TpnnXvLCpCrSKzTXO7NhWRssfYTqFDfXuLDMeGXR1dLDAkS14t0AYr9XWWJXwFsF3LwgCYy5u3eJ97aZv6/W/p2P/Nn8+7/i332f+znb2dZ22yNaa18DfB/wBcBHAj8H+BYR+QIROb6Wkzvb1q4f3PDZ//UXPlwAlkyXBbwxYSZHMRRav8SARS1CqyrJDRkTH5TrRpa4MlsEokD0diPWoLX24i2Aq5EZKtmMxXMS6N2CqY824N7mVfsooC39lZag6sZuXZLNXEj9oF0/AHHROt/m5WUvs1EJGvHOFn4nEe8U7wxEzaHROm9w7xKHTrGj9qh4acsVlVnjsDqToHiJOElK+k6JVsmxvYR2aVVTUP/2uzHHCS/bZ7ZFJ2RNQeZjcOhODUWAaQesQBJ1vWWbqiC7/QlRDmy1ShKwkEpjGvNjIEbU4WVMTJkUZ6viiDo0cLi+bhd11cKKqhp7OKUsxIggOjDR6naZaOsabNV3lXmao2fSodR9jEqT3VjBYAvAYmLFYszvDbTl0kQW67WW96iAMypMwZfXINrUgMw/EiFEiy9bgsWMxZg07ApLl9gwhYTwEgCzPiSBMsn1ICPEQ/2NymLtesSC8DWp5i+wXObYsIjMVsjbvsjBxKSn2cDY+8BcXdw98ps//WP4jL/9B9/rPj7gTR/h6ym0V+KO9Kr6ZwBE5HlV/W0iMgC/F/hi4ONeywmerdq3/83v4g/9ytcuB0IGjzZCrdkUaoakc6aMfxwLyyUKmgoaFjAmYoDrsAVm+W9luNKNvw24B0tjX8WLrQPuixB3aAL0cwf5iXsnaD+Ht2ziv3KdSVn1k8shrc7BObdiZuxOEFQZRar+VxlfmEO0YHuhXx/UVLnW63vsGLC+zuQSSXIVfWD8SS1DbHA1AD/bHN2uhETQ0MRptU69pC+161IQJj1ykKsN42Vg8MBe7UdNoql7chBBBb+zzZIO7rJXFsn620pVgBUQd2J1TNvC2gFliFpiodoLH+ndjfWMQmGjckB/dSOa6ttcVoP0vaZVYtiCrSx7seBKfJqkL+K0ongVumD6KgJr+2R2q/s2qDJvyk3UgPuYgJ42+09h/WWvLFfQGv81+Mhp2grAarR9S/wXGEaeqGyYkjQE7SQyICuMVlbPVyzbURIjll2S0fTB3KS4kC7ExQGevwfTnFyTCuP4XrkkDxcjf/PeX3rVx53tbK/GXgkI+0YR+Z2q+vmk+4iqLsBnicg/e01nd7Zi02l67QBYjvOKirhcwDeDpxQjloFZE+elLV0TIur8brHuToIi/bvLcETNdTHQoQVt48VaIBPs5ku/PlVr1tTbXJIG2rRX1ldwUQgNU5fPpS9pVP+dH77BWKbWlgAuAcAWBAnOik+v5h3QTVxWBp0hgnda6kJa5ptpU41qkhTbYPt1UW+zWaei3pHHyTZFuHRDAU4l4JxA4IK9Oo5RA07GjdAqwKIzg1i8VncMAZEjqlfb/lA8A9ugfohM+Cb+K1tgtkU8fSbrckVOhUBfqsj6G5ANeKQDjlENhNbxFFG/60YMBbWvLrx40Fhcgq1ul1NzAne1IyGJZDT9lwnYDyNoLSeUrWqCNb+j9CWqAff24xPsYWGK/VNK1vgqJYhy0Hxiw7auWANcMSvhA26IhJuh9pcfZFRrnUjs83JxmyWZAZtbt2lySSb0afFhCkGtYHcCaywBQrCsyPeCCRMRPufv/ZFXfdzZbrGnlKV6FPZKQNjvAz5JRL4L+Iki8vHAFfDvA+96LSd3NnvC/5Rf+1l8+9/4ztdmgATAurivXJwbQGNfqNvZDVijwqECM40YAGsBlzOkEJvgfFSRIOgGcNXFp8tkDyRV0LYPNjUgBQqg2gNtRboogzC1VzdW/lv61r49u1TWBEkQZNwyTh5ZsWBpd1UOZb3q47miSnEdlv7UinCPLiBNvFb+G2E3sxGEQUYWnVnDEtUDIqcCwOocLEBc2vNOthAZ2Qb1BxbCLen/s5rLdM9OUW+pC9mJgnSehpBkPPa8D5ERp8I6qB8wd+UOSDS2zkBd1F4ewpzAy46y/Y4CfjPXzAhtwBYDU4nGq9/3ZQXAamcZxJj7sc1uVHWbckJQSwyV8VXK98wC7tunHyszlMcwwikze7Z/Oy9X+FZjzzLoElFCaH945UIkNqyZ4AAkQdYsQaEDJiCnxqrnDMgsxmxq+YI6LayYz3UiDw5etoxIycJpxwP60n10TmzY8io0wgQ+9lP+Cz769/9KjpfnaJuzvfb2HkGYWtXdTxeRzwN+KaYL9kbgezhnRr7m9qmvJQDL1gbjhwU5HlbB+NG253JGYPUhyWwYiDNgFnM9SMi+kx2Gq7JjretPI6YPlp6QC0HVrE+b+3wLrFL5ko3bUPv9yrZbsiTNO6JdiJHkJ/kkP9EzW9wKtqqY6UpxPji83xbuDtEx+B7Q1b/7dSadcWtJ1LRbqlmioc319KYoXHiH0DNyihJU8S6Do5YlmxiLVEVvSxw5ONl3Pd7GoBEt0L1htXKlyKDKwR1YdOoAzwKM8gwaX2ZdENSSGw6gN3XsDAaIOKzOZAveIgFRl+LAe1BjrNZencmGXV2BLfss/C7YUo3sgS0Ri71U1cRk5d+ZKZOedrJOlsY1vNZOy6CtHmMIa69It81LmGIvhWGfQnrgyixaKsgdgivsWGbUyMH4EYrbWiIszZORGphCqYW6SzHvxHpp87HGVZua231YsIzImM8u4pLrUUKEYTBtsHlOAOyV0zC/+r/9ZfzGP/TrXvH+Zzvb+2qvWKJCzW/w5vQ622tsb/vhd/Apv+az+KH3oQbkKzKNiB8r6BoGC7Q/NEAsprpr65gvIAlIWVdB4eAKajCQ1WROpjVA0r6aha5kxbxIs8i1mmFNTLa08hNSDtuyWtZ97U8qqCuK427VTxR0L0syobE1ENo4n5o3YUmZjdIDtxgd49BLWJS+XN8i5ZhMUPYg6KTKJQ4nSwWEyaxm5C0ASFpHZP2X4BlltFiq9rQEnNwlxHur65Di1jiwB7aUwCAHgk6rdnM8KstGGHVGcAVc9KBl1oBbsWvG5ASWRLus47WiKgPahLW1wG4/gcB4H9MtW/fnExoPZEe1lOugtzFb4hFVomadriR8SsDhmVeuRCsivnVJWot9MkvsJSmcwCl2X1oyD5ePX7S6Vp3AHLf1NzPICkFSAW7SeSvzqiB3VtvXuBbgy08WFGCmYu7HFpBB+m3PmfVKcziCnyz2q52whFhAGNHYMH81W/tiYq1RnAXnvwr7iP/05/A7Pvc3vapjzvbK7CzWeruda0c+gfbScy/xsR/+ia/mAe69N3FoiMjFkY1bsrgnnQGzceg1w8Ya/6VgDJimQOdGkJWgpXZkbsvux9Z9qQnoxAzYSKzUIuhFnm879/peV20GFptdI4QcR5aHTuzWjvblijnTFaumG2YtBocMcRVsLzgVU6df9a/N/4sTKwUoh0Q8Cn2c16SOuwh7JYSWKBx3zqOvmVfhgmLZmMMOqJsJuChF4qIHdZHRNTFy+fwJzDqvCounY2JAdmLgAE4qHCTHf/U7LLfUhZz1xDGD8x0WaGRkXinbR5QoR+B6O4kWim7AlnFzVetL0txMQ39bqsiOkgTHWg0uqzPpWbTPsFQcywpw5nPtsiQ7lXxFtdfzypb7jirMMbuXjWmbV5XqLUuyBuiHrqSRJgDWgLP077Y+ZO4HZcuGqYK6jvGChhHL2ZEJUJXMZaVqh0UtQEwHTCssBei7FAYhISJzREKwyY2vfGn7+b/q3+X3fenv4HVvevYVH3O2sz0sO4OwJ8y+9av/AZ/+Gz7vEQCwepOUYRUXhlhq92Esu2rSEeuyHAvYkXqfXoA7dfUWIAx5saGCLanv87FOsRv4LQH6LUNWvCwZsBUWKylMrcRVO8ar9GFxJmWfBmyJ5nNeHROFEhe2or822Y4UD2YZIbsUTVjThDDb+C/FFsUDiu4E2y+RBJx68yIMbmDRhRZUKWoXMLFkeRzUNKsOt4C6gKzizMxM1HVnA8aw3JGBZaUnpkREnkF5mfUX2xi5S4LWEkcVgNS6kJufg94BrlkXx1YElRE2QrC21TESmRuBVDt6THFh80qp1zT3YYfvTAHvCeSpJJ0wwQoIDSyqvQswfWG37J6QIgiJySXZsltb96LZkl2KCcCFhgGLKk0NSElArN3eAq4EFmP/pdaYNcls3/oZRDQFWVbB2MSMtdpgYFS20pcmSkH3EqWwXurSrSALtKYupHVTJoAWB2E4xSLSmhMyyO5HjchhfEW3UBHhk/7K7+F4cXjPO5/tvbczE3arnUHYE2R//lP+F/7Sp/21RzBSRj0mzipgd/pcjgi6LEdEUi0eTbFh6Sk6RHSogqwCaAZcKVZMxTKfovaMkyT5HmurDFnOjO8AWvsQvRZp9f0+stqn66u817pPXkRavlyAaKBKM+vVWrdWaXdYbmszJUM0YUu/UsqP0TOmFWYbbK+r07BjB5HEa5iKVd5nipEh2iq1WgaZ4sDFEFGNm3EUj+y4Kx00Qf29KQf2GCWTYritLmToWLJK0CmneJVzODpObtKQ4vOytdsig+yXRVo0K9sbT5XZm6gTI1mfqwUoymTKavRgK7NojowMMlMGVmfSM3LS0JQgMpZLVHZYKkHEl5jDnN2YOTXB2K697MOWIWure/aSFAldYzIk7TFKxTZL7LMqvShzaAL6c3C+2ENRLfid+0vgLPRsWJ2wJL0YzLU+S23X9IAjqfh2I1eh6TK3wfnxoPgTJSNS1LKaJSpujqnYtxK9wy+huCCd9/DBH0y8eoBe7bGfcPf1d/icv/epZwB2tsdqZxD2BNgyL/zPn/ilfP2XftMjGlHB+aoHFhUZm7gw1yxCrWaY6lbzKwEtHHVbUPSQH23zwiDNeypgayUrwNyDjq3bcAE90q9p9PvtuSS7upEB4qCbvnVROOz1rU3f+2CrDXaIQRAfd8oSObzr6zi2cWV7wfZS/lfrQkKWkDANreZy2gIeB45+T9YhWuB+XtmacUKMSWesf1SdNDL0TcVOUTnu1oVM8heyrQs566mUX4orVLzowAXSFAlvt43cVhfSoEso4C0mEDKIxyPMTLSQVBGiHHekNAzUalHW78GOT+BpKUr56ZywQtHrwtlAAltazreCLSteuqwKbhuW6FmyDFSjGvAOnTsxX4c1s5ZZt1zGqK93idJlVdbEBQqgay5LUw8yZVqW95rAWM+GtQCsUFkKaGW97PrQIcMSjN8wXuRYMMXuUfl9EoiWYEwYgAx9DJiIwDjgnn0WHUfiSy93277ynX/m7H58lHZmwm61Mwh7zKaq/IYP++288PaXHum4MgwULTDnYJ7R4wEGn9f+6vcqLFdyzAiVDVsienRdGaOY5SRK4Lf0GZGZZFsgekUPtk/BaZoZqAawNWtDt4a3Lsl8bjE9/a+B1Z57cXVs65IsT+grNkyDmEyC25YL6qQlugu+FVytE7CBWuZrjsId59GVXpeiTEE47vxyt5xEvfMtMaZwvlVdSMwVtxdQP8WBg7stq3HYAC2wsj5O2KkLCXAX0WvW8V/2ed5WF5IEtmLHaoG54xx+FRwvzBoRuUD3wJs21T4zPiB9v9P+61JFEfAFlPVXWcUVJNOWBTLnpCeodHFYIX1ht8DN+hZccUn2sW66W7g7NDUgW8AlkGLP+jlXVhDm0NernBrGqwWAWlyVts3qQzq7fk38V3az24GSAJaAU2ROrFdRz89PSVoD9PNUc0JjAm+IMV4uC7VquteEaNmQQfcZObAybJeXcP+BKekDv/J3ftQZgJ3tibEzCHuM9kP/6If5737xH+b+Cw/e474P23Q6IZeXlILdAmRgBnaTjGoB9hmMRTVAMrSxYWIB+Wt9MNIDccZx0QDENkA/TagFOY4K2BpWK2Xsd/tKYFM3UoC4iptaP4h17s7Sph0gQ031fx1fBphrj63V2s/an5c6W0xWwfZLFC7EoRI2wG2KcNiJ/xpE8PhUHLvCj0UDowoi27nN6rkjjqjTNs5MB/xeBqW2IqYFTqMIN3HhwjniSuh00gWvI3uq9rMGRhnTyr3edsOQJCRaCzoxiCfSslAGmWYk6ZbtBfUbCKpMWWbL5gK5ckxYNXdrf2uXZAE3GvByYNalieNKV0ldySSsZqhfElgLXeC+zXJPcLV9b2WX+gD6WXtdFpEaoK9qLsXMdqlaSaJ2/5zRqSossYJQ55RlqWyYanNMrgXZgDY7KWl+YG17GjEDpohVxUiEctbty2r4+bjoYVjUyhql/cIojCHCHEogv77xdXB9AzdT/+mpIqNlff8/f9sv4RP/xG/hbI/O8md2tn07g7DHZD/6g2/jE/7t3//YxpdhqADMO4v5WpYqTQH25Hhx6EHT6CvgcmKK+CESB7/VB1sBruDr+wrYANlmRMagJkHRMGTaPi23tnZJNmu15u25KSSAtpJRIuy7JFvF/WaEBFzT3b85JgaH86GeS2IHliiMCNLo3mYzXS42NopL+l9GH0iK9zrFyODszlZONU1n0ZGjzOgK7BWmZQc59vFfbVB/QHRAZe7YM4MYGSjsAapWH609zxm/C10T4yLbvoxTyqr2reK9JOBQi31n8gRA1Opgxi5ey44b5IDqzF5mY8TTgq3c3yDOXJJx2bgEZRWAn8dpv3g1lsy+cIo08hL5N5GD7KuchDbtgrBEOrBHYqXKNdH8CWq6rmvApZ2LUZHGPZwFWvP7/P3NbFg9P+csps2yIaW58PmDaFiv5sPpZCmS99cVcEZ1UypJzFXrtmjXWoLa7y9EusTjcUD9Xbg4wov3arsIv+9Lfgf/ya//93Fu54d2trM9RjuDsMdgX/r//st8xWf+jcczuAiSC3IvC3rn0prTti7FLwXja3ZbCrAEdHBFLV8kPQU3AEuAOK7AFglcqaZYsNQWEgPV1IiU5phuXevchsULUuLIOm9NfvIe235MkbuN9crXpGOvqMdU92TPkqmajlXOrizuQjUNMOe2QfAtaKqTpNG8qqWKIMd/Scee5Y9n1oGDmAyCNNfKwva2hXhMuDUksNerQs26mNilKCtSkVl9GmdZzR0MyW4ZtKCBUbZxZraNW8sYwV3g5c0xllBQXaat6kYg4GUgrLTGFhTPIbGF7RnZd9DmHjb9LYRCArcZikEVHzVlT66vRN9XVqp3BBRfMjHbeVhbD+ZqVmhyF3aSFMZ4hc34VeMrROnqSjrgFNbxX1JAXWbgMnIq+CeVIFqXKyJto4DTRhusdQc2rFdtl06WogtPTAArT0UAWbQJ0Bc0BeO37VmNrTMnxtwfRzjZ92U8jvynv+E/qA+XZ3v0dou7+GxnEPZITVX5nz/xS/hbf+obHs8ERGosGBQJilYbrEhTZEX8JcBljQ0DTINHGm7EuwLWChCKAAqHih4KJb2K9wpNhmR5cG5ckh3JEBOT1a5pt2RJNvf/ru9659aeWcvEyMolKYWV61msrGG7XgkG395z6jLq8grTAiesYssFPjFO/Rgl/mvvHtaBusR8EAglC7KP/1pUuGBkYVqNo6gcSnRVO1TUyCBZ+mJtyiCHlI3YtiqOSwJ7dSHzBd4Ltp+Tgn6VKLU1OnR1IduLsWBB6/uirrE7mwxyAgtOqvzC+jivI/OOSzI06vmVJRObhXiCxs4taKO7hEfWLFkDxrQXXIVWULX9hOsxi7rOjRm16n2155sB16KygSy5f3NRunp9Qj92KXykQmwLcuePMWc4rtt3GDIJUghkoIqzamXE1DfMV2qLgyJXilvUgvSBeOeAPJhLcH4d3xmjf5p53Zue4U9+/e8/A7CzPbF2BmGPyGKM/Fc/5b/hnW95jOU2WzrFOdNOIBh9T7rl5kD9vG9SxC/Fuh1WGBdvGZDZQg6wt/4FrGZkM65AqRlZHp7TzTlpOlYQFbHQoUakVWBf7wtoCYKygKf+yzqb+14wRfyVS7JIXtDsixRAsx7TdaRE3R6iphKbKxHUKOZi9H2mJMAU7OF9bT4VUNcOllj8V1+Eux3Hc+GVbVC/sSt+i1cSAN0yC4oyxX0R1inGTdHybNcxcnA1jqr2F2krQ7YuxFnnUlNzHY224Bk0r+5rMNEX+65ga05Mba9qDySmal8kNoqjjVtrGSqPuW3XLk6nwrIJcKzZhDZmZp9yRFgLwNbgqbokY+nHIFcvSZGuV6z7LymTMfcYtLJl7flnF2MbX5ZZrhz/FUvMlxIbGYvywamWJ46uUHeWmmgAmpHQuu+SXMrzCbgKwApD5hzExdiwPNfREd5wJE4Bf2/u4OpP/Gkfyp/4c7+N173pLmd7Amz/NnE2ziDskdjbfvgd/Naf9Xs4Pdi6bh6pxWg1H3MsGCBtDJhILdzdgDFdIlwMhS1DKXpghcFq3q9BjwoleN4tEB0mN5H2F9Um3qsCtriqAVlYMWq/LUOmjlYZNclPQEErDbAqoKY5jc28q9PFdKxWx8SoDM4RGzV460dSiaFt9qTmxXHNnjnwOEKO/0qgbs5SETsAaYkjB1nMVdNszPzX/sO/4sU3bjqzSScuS0BOb3McuePjJmheUSIHZJfVynUh+2D2HNg/ugOzTh3YCgByF01lkXoWSHFyJDRZl3WmwiBH5njaZDYeOBCLbtmajarxX3mOuV/LUowrsKU4ek2wajXIv0hmKOV8MwDOx2X80rokC7uWTt2kLdbxXDVIv2XjFFckJmpbYozS/jGBrvw915gD/BuZifTvVvjV/m9/Y1OCyE5b7DdWShZhIArpAFh5mMkAjfq3BG4X92PCYpFanihdoG5W+d5z8OgxIqfqev59n/qrzgDsbE+FnUHYa2z/9Lt+gN/58z7pcU+jmBSQ5cyNGILdUw8Hu7GF5GNLAMzYK1cAWAtUsiCr7ScQ1IBTlq/IGZFJDywfWj029QafRVs7l2EDvjq9r5gAWhufHNnNkiSvDbcwZ914aSEokhRSN8YAZFDVtC+L4ncC+ocNddQCuhpsnyUtFjUZBFYK+rZt4CDTBlgpkha89UhK1NAo3lceKBS0uzYh6iWD3GwyHu3oI3vxX4DFZG3cldqIhLZgSjilxTbuoNF1XcgKDiIT1+Vjamc46cKg2gCwevyi5hJcg0ttnJ6tej4YWwOyC7bWUgixAK4A4ourMB+Xg/+XVTD/mvnaSFJE9uO/slCqwtKlAGupRVkBWv2CLyVeTOr+Sd4ixDWXWs+1KOGneeZC3amLdBHSOI3wan6JSiUphRrnlYnjhuCVUNt1ADlZeaKilD8KuqxFjAERwoXHJRD20b/lF/Cz/u2fvDmfsz0+O2dH3m5PNAgTka8Afnp6+wbgRVX9uTv7/TBwD/u5L6r6EY9oiu/W/vrnfx1f+N9+2eOehplPH3WIyDCC901sWMOGQR/zlYt1Z7mKlMYni6KjpiKHUhbHVsxVgDDWW2Z5Am8lKNK6YOWG0hgZRCUmay3SuueSFNh3SZa/K2C1JDC4XmdD03fbv27bYB0TVu80S1SOo6T4rMpUKRnnrutMpvqPg/ZgKwMV2QxN0Ihq7rsP6gfHgAmgtscFIovalnWHAWVopBjqWSlTPO1mcE7xlFyv22036jjeUhdyRt5NXUj7Nq0V9BeFCxmZivyFlPlFRnQHJEYWhkbUtQNbmEbaaRW8b9UK9l2clvjgCBqZ1HfzcyrU8KSeSSp4Ratwa5akCDuSFK2FVAMyPymYjMRW2yWkH9gSpQN0aI0Xs/ivOlYs17gHmmttsDyuaYOt5llEWvPeUnMVMrAqDzg9EMuHF9dj3pZYM9eWHD145hH8dWCY+1XdHTy//9N+NT//F/9bXN45crazPS32RIMwVf3o/G8R+RzgpXez+3+sqs+99rN6ZfaHf+1n8ff/+nc87mmY+ZrJSJaksIbChuE9jCkoaQ4WM5WClITEevkmVgyKXlgBOl7KjbaCKyXmgP3skgxYjMlKpLX6JhoQt/qGGtBbvc9rSKAbh9QdC1W4tbBkYrpnLYjKYHKdPYmSy9OVUdObqOCzoGQHCoV5UfygG7AVo5j02j4h1Y8DnQsus2d5n1nFwuZczKSkHYOy6G31LN1uXchFF8byyGqrpjTHHDmwbPS/TIXeccU6G1KJOLkg6DZAX3AMMjLHiS0LcwF6XVik9ijkCDullIAkILtswJuKQzU2+Z0ZbEEUz55umcnACosuJY4rm9ecubgDXsq/q+hrfkBRpRNczX1ml2QJpLeNKMJSYs3ab4V044WcxYiBwE3ZI6mAqy3Q7ZwyL7ZvjHWbiH1HyxiJ5RJqewu6QCFKL8aaL3ATAyaJCuvAVv6IWyYsHd9qJEuemEC443EPggXppy5+wS/8N/mlv/znrj/Esz0pdmbCbrUnGoRlE6Npfh3wix/3XN6TxRj59f/qJ/D8W1983FOpFhaLIh9Hu5stC3JxLGyYqlYAlkHVcewAVl61W7ZLFnM/asN2EbFMwoQIylGJ/SJtWtZFuiExWU3MilAXMKjaWwALxJHeJalpPd1INq1YsHJOtW2jlJ/YpY5QCAI+Ig2GRSEuYi7J/pRSUP1WhNVkJbKrKjuQypqFSG3LNoeB0S34lSRGVpNvLm8zjhX2Xgf1T3Hi0tcr2x62ROEgDpWlGycSCRzZE2GNqsmF2LNaAKd43W0r4+iC01Ystc5ijhF/S13IWW9MJV/NmZizCheWJLS6ZXZ6l2R/kRat0hJt4WyHuXMrAKvHxY2afTlzMts00QY0ZjDdx3+t/24lKegAWIk1S7INYa2IL9XFWIpua2axenX91kKQEoCfr3MWbq34VFIShqwAWPMjXctSKFaku90/BV9m4dWWDSOLtKYLGhy7giCIsBwdh8W+A6979oJP+gP/2Xqvs53tqbCnAoQBvxB4u6p+/y3bFfi7YqvXn1bVL76tIxH5eODjAT7swz7soU7yhXe8wK/70I9/qH0+LJNj43L0vnNHivdVb6GUMQqod+aaBGOZYoTLBqwpFi+W3gtJPqKhZBS6GpEduEqsWQFXIblHCoij3txXcVcFlHXsE7dnSa6PIwE22TJfEqyW4HYFkK3rLYE1oW1Piy7KoQFbWWxVMeAi0se3CLCEgYNfYBVsn8feA3TrkkjlXwpePIvOm4VM9IDKzQabagoy2wvqD7ok9foeHC06MTRsS2uzei7FlOq3/Tl6PZDU3roQaUA4ICp4kUZBv7JKQUY2CIMMKSwNr+h4peMGHIN4roqcRWbJBNQU90s/qeuokRz/tU4EEHLhbmD1N+OQKtJaZ7hoL5JarVW8b4HgbQH6kkoSbTM183FL7KnknCmpZKYrlYhv2bDY/CBjigtbpbCqUtXwwX4/C7ADuJzaBen0wSIQ6qcgB3Ox+nl7VdQLP/Nn/iT+k4/8mfyyj/o5uL303bOd7Smwxw7CROQbgQ/d2fTJqvo16d+/Hvir76abn6+qPyYiPw74BhH5PlX9lr0dE0D7YoCP+IiPeGgk6Xd83f/JJ//yz3xY3T1cy2r4w2A6Yc7BNKPHY60VmfXBRCgCrLl4d3bTHep7Y67STVkSA5HpGAUVNfckBq5UFT1IfWjPWVBrkdZVPJbYWthZC6Ty+xILnW72cb2+B/7/7f15vG1ZVR+Kf8dce+9zbt3qqb6leqoKiqIoCoq+oKCggCqq6AqQApFGBUH5xSghIioa1PjM00SJop9HEgzPmEcwYAxCYpKXfHwGIyLYRNAkogSD5kkeWPecveb4/THnmHPMZu1zbtU93b3jez/rnr3nmt1au5nf/R1jjpF9wJKKFH3dej+3u9/pXJVzWpeCglXWYQDLMZh9CgWLgXEcsDaLcbkqslU6/wf4goqE3vPy6qJqUwZU9WAsvVbNMpYcIvLX/l8+/uu4fwXiGLaJds4t4LCJXgiJVU79sl9SyFGaHxgDyW7RPPslPGY4Cb4Tgyxvsc39yVSHmMZomelcGoeSP1k5b/FaG3lsYnk5puju1LJyHfF+VOEiAu/oh6TQhGrkMp1SJmCqTXzuuUq6DRSBVcO7JuZ5TARM/+III3nZNRnPiRrrR1K/YrIil14WRbpkN2ST+IA5mitVN1oNA8IGE1YELEwCfi24Lcy/qnU64GFnHsaP/ejXwXAAwDDH/BXYcxLGzLevOk8hVPa9AB67oo8/jX//jIg+BOAWAF0SthP4Gy/4AfzHj/7mbg23fUSHoMANGDSfZzVsNgQCptWx2EYTLBZZJGRlDl/qC1IJvAE/5xyiAogmySynECRlEcoyZZJMqlVcI0Q102B1HkAiVtUu/nAUa0080Ysv1sS5ymSJNakSYsWhjHRfFBaxnrM9eMDgKn+xxGNaBYshWfzieUW2Rj9goBFc5YbciPJTcvXTw/MA18kLGeKMEXrfjZ4dFk7SGGWM8GBeA7jj1M+Mwc2ATuLuJW9g7uYYebOgkp6XWKMZPG8qAhZeq00O+RV7396brIK6FipQMEn6JowEYwkXNx108kyyjybOoIaJkrWMCZO6sbwqBUwc3CkSQECTo2wSrk2SYQdjII+9kBQhxllJ6li13/DtLwgxJS65pNI5XVEZgkLiqCXHe50PUqcmKgeR7a1qupX/V5yo7G5MizHlshwVP8yr+YjGXy3jAphthC4JwLvf9gIYDMcD9pyEbQO3A/g9Zv5C7yQRHQbgmPl/xcfPBvC9uzW5117/Vvzx7/7pbg334EAEms9TnDCahbRFNI5B7ZrF3ZCjDyu5mBi9D+bIIZM5P1CxAxKEJgSFH/RiFQtdfi7uJ+SDYuYdZZOkj2tSxySZY4vlS6t8lkEUI/ArFP5e1XNlvCuVMx/isHMW/2K1kJKojs0lClbrBN8qWOkcC5etgq2ODmuDz75h8WTY+usw6yToZnZd8W6TA5FIJlF1bkzj122AwbfXAkTC0ikfscRy4tduMHfpwBda8ZLgbm1eSE/5BUlqEQNQZl0u2oSgrpnWlwpOkwQ7Ph5inWymzBR4GRUvPY9wLkifwZfLVXcWYD/rzoFjH3VICqCMeC8phnx8qwYTZklUl5pUKcWNgHQukan0mJoYYHIdvi5HtRuS1V/ZDNAxS+pgrEoCLIgYQ+KAKRI2A7hjegRRiJi/CZz7sFPw3W+5E4++9qK6lmE/w5SwSRwEEnYfKlMkEV0A4H3MfCeAcwF8KCo6MwA/x8y/vBsT+8If/Mn+JmDMIVG3qFzeB4d8ZLlfCBiATMAofznLjsj0GZop5YoQTI4eYBfNjyrkxDjj5NAvEfB5XX4KyxwRczkqEtczSVahJGqlTK0z6QnXxGoEeOAiUj4xgSV5d9Vn6rIum/DBqqhneu49YRjqhNpB9VhHlf8RACHs5uuFfmjFvKygTaUXYh4Ayn5hRJkILEjblvTcHOYdh/pN3sCaeg00+dhkxnrM46gxYgTjEID/rxlH0iKNUXUr6KpnzIY5NsZlYSD1DBxyJ2Hkr6ImOuFeziE7KLWZkxBimh3hsSBvSzBmmDf5LOU8IZhitS8ZEN47OR1Q+ap4mQ+L35i6H7VDPUQVc4pQaQJaJgjn9OELpGpTJ/BGfl0kzIQe2yfViYqdkpwIHSkyFsvTL6cIx8Ay54JMH8b4uU8mSTUwMUpnfFcSMCCQsHEGYCOnMBIs1mb4v9//VhgMxxv2PQlj5td0yv4UwJ3x8R8CePQuTwsA8O77/s5eDLt91A748+C4TJKWKCboTuZG50L6oSG2JQKWPihd86gXLDn4ex1SEpGYH6NPGCFaKqqk3qPeMCZlnbyRsj4ls4usV6weSx/LTuBWBnjJwRWpGq8mc8VaWJOtIiKHXsqyDqPbjCPBDVkpSgqWH0Lw1s5OSc8saToTGIjhRNqxCRR8pXgspusBbIxtXwBhwzusDyMYZSLwoI6VUeNlLBdDSNR5IQNFXMeIBwoiE1o6cPLGLjFiLEyI6TrhgymPyjsMhH2Y5MXHqrxxm8nsmYmJxIcXE2XtNL8BYJ7q1VSW4RCC6AaVLOdlDOVt6Icw+2wq1NQ7KV6dN5dcT/Jb4/x+GtmlKPZ5bkj1l9pfjJRKpfqTG5wJWDVnppTmqCSCVKlhkeDWaYnSBQL9/JAoHPTJAbRRka7wUpUziG/OccGgB1BYou+/c1+EfjQ8WJgSNol9T8L2M/7yz/5yr6cwDRfNU5ubIZmthKBYjuBD0QGfOcQIW+R4YJ5ROOQDCARMk6lFmdCbxAle74h01SKS1q8yb2QwSaJMyg2EIK29XZKdRN31OkdAkwMyzIOLtrV6VvkfB5OkY9R+SX6kkMq5SUsUF6zGVAkw1Wa8SHaS2hSpAYmy5eCY4akkWxvMwEhFqDfBGBMf1fDwoEbOi+eYYxgL7cYe/aEmvjg3mGMIibICg7HEEi7eUFY1NvwRlReyfG8sY2DZsePUH/yafFEfCEFdZzG8Skm2gso0xxzLbhLu/AZgjqZSIKZkGjCiNkmiUcC0SVI+MyM37DeSrUjl1K2S1ECbjf8X4DnHDPOpHSezZ64vY0RVi8t7IHPnaKZMPIkYfhwq/6/Yl89+YPlDG+evyVY8xWJORHVOfp9ENUwc+QuVLPXcxzgDZtEl8dZHXoo33P3EiZoGw8GGkbCHgBe+9Xl431//R3s9jRZaDpnNSof8tQVkB2R6DiCZHOcufGu6+Ct65pJaFlxBJNcj5aCsLipSAydzJTGATWBcQ/b3YuQI+HFMQvySLnYtIjvgq3UlOcsXxCrXKxSCznkA3YCuYRWmaBbV/ce8ePOWVHlw1zdqKESMUsHSZEuw6QlrAyVn+6SeRWdt5W6nxnaYdcb23Cpaib/6nkoW/L9mJA7r5VhLHjBQR9XiETMawD3zHQ+YO4cNPlKRLQeidXBjQgxkZqBFCkqrCQsRYaCQZ7KkfEGR28QR1EFdGQSmOSTIVVapQrT7Gc1wZNxQJs7w3p9hhs3GNFuSr3qXZHj/tuQIyK9AHZKCUKY26o1TEi4V6U1IowRWBRVR73MYjTxf3X8i+YmAleVQYSnkKljYdBHvK6hdaUekurrG9CjDKyWMAGCB4ANWk30izNcHvOOVt+HJj74cDzvNckAedNjuyGn0dqIbtomX/bW793oKffjg3c7OBdPjcglmDjsimYNDPlF4Po7g5TKQnhh0lb0PZGfmwt8x/uIWny9G2CmZnOLjl7845Au50goZhfySdd5IALkM2cqhyVb6cR7HLp47xBAYcSzxSQNytIR0UPmrXZU3ZE2quMblGr2f/SE1EWc1AT6VETE2RwL57DwvTvwMYNOnaRQYiKqyMBazBDMNZQSJs87JtKUuDYSguriJ31xLHrrjM0u89xYj++65TYzYFLNYcQSnfq58m4L6wzjiH0hlojx5EI6wj7sWBbnPJcrYXtIfM2MzmlFHH4OwxuOIZ2yOozJxluSNVF9j3GG45ED5yl2SkfQkFU7ieQXz76Z3SWlr2+T745mwMQ7YGAds+qAuagImZEnGWHpKISvCEQypzIRxDH5eIUhr6e+1HAmbS4fN5ZD7lDYjYRzL+uxF/VI7akTJ4tIfLLkVeoQnWvWS8ySqmbrrBPAiquAVnnnjFbj7qY8yAmY47mEk7CHinIsfttdT6ILW1opk3bSYg8REOQxlCqJ5fk5AIGfpeSReIslIUM6FS88ZSFHk5TkDOY1RfO5dqVCxC6qU+IowkIgUAaAlcjBXQvqFHcbJRyVexTIVb6vmCsWOSllJdIW8erAuc5yJHhBIlbotQqrYU1MOxMjtHWVr4VzlexaOJXvMktkv0w2PkJtSq2rS78gDXHwxSv8voB/9K5C9mZs35cGhvrNCQnbf9fsL3Lfc2RjCKWT/Ms/6SkN/A8+rUBUU51HaoHPMq81EmmS3YzpSfyUBQroPNdkibPBmJE6SYzITrRGAV28cqScqGzOwwUNs59I8RrV913PexSgEbOkrgsZyzwLh2mSHTXaxXal4+dSXmFVr4huJ4SiR88NBxMVuSCFkYM67IWUHpPiISegJT4mMpR9kHM/rmGLyWfXI+VjVK6tfYp6h8PufDQ7vuG9l5CKD4biBkbCHiB/9d+/e6yk0SBHwgUCk5rP4BctIOx4jmCiYL5PCJN+MQVEIRMmBxtDeDwSeu0CaxuCkj1kgVGEHZFDIeIg8ZokYuBWJMAXfLi5IVPpSV2Vcrif527sT70uHqkiLe/HujsTKcV5EwIV6FqJvciZ9LpA5eEp9ZxJFGL34cZVzmQ319MKMZtV8hDJseo8BPR8rwpGxUrXisekHLTImeNFzalIJBndieAHAhvcYfW2GC9e49ENBqMrZlQRNyBGYMNAsExXkA1hDuTtCs+k1lC90hotjjV7UqXB4HoAitZAQJwSTZEWafJrfPMTlioQpECcHoiESTz2P/Dc4xxOWCCmOluK0z7OmbpoHA5veYckDxjjvcC3KQb8iaOUOSiFU8Vy8ByMTRnaRVMluyGDi3vQU5qWI1nIMh0/pjKIfmKhecNn3K71g8mGMBIwj2RrVh22k9EMqJd+O7JR8JGNjeXdq0AxYzAY89frL8PEfeANOPmRJuA0nBswn7CHinEvOSl9Sew69Io9jcMYfhrgSemB9Lfh0+Wg/WItfdGMwcWEe/MMIgPceWJ/l5wzwfEhsgIBAVlQMMQaaIK2sSY6U9Zzm1XqebqWrymQ9iuYNVnUo+nrpjWUpefeci92TDpEszlHMK5yMHkbV+ptUNX27i3RH+Q2wZA6udeBkDgSCqWqNBnAdLgLAkSU3+yECgst6PbaHr8rU+H6MPDulgwYQ/L9O6gRh9WBs8gIz+ivUCNHzc+R67a81+hGDcxiLGGDABvvpvJDMmHUIZzh3BDovZJoDL7HmBoy+TFUESKyzynk/Nl4iKGWeWQVvDemkZt43AViFEMnYkuJHgrDm7QvlHBjJoy456YuxlgDlNF9T886OR4TNBqLWeaVYybXp6PoaOZCrnttEbDAgql8E7ZwfdjvHvqs2nJRoKl4+YkYdEV+CsGpfIF7ENLbVW5cJuPvW6/E9L302DMcp9sP6uE9hStgxwAu/5bl7PYUGtFgEM2RywF9D4ZC/qJ7HhN2FiRLIz6uI9x6A9hpPypOYU4C865HVcyemB0omyuQTIoFatclvjF2KMz0hB3StlLMU71NLRyjrCepUSPnGaRIU1TPS5EPKOJtsxJyZxgi+OXoa0ufGyE0ZAMxc3y9r5FHtbAzyhCy12f+r1IFGDBhoCOVUjjUVUJUo+0NpcDSLAkjmMDk24gJeBmENfWzWsUTS9eTEQYG8UD5iG276oxjctJVAffILQyI0y6hQLaPjYBk9Pxy1aXGM8bY2OWzX9RzURvFhE6VM+7Rp9Yrj800eMkkCRdE1k6bl6IL/V/TBKolTbgdRvLyYNl00b4axRx8IohxyP0UNE9WLENRDCT8x+kzI2Es0fKQjKKbIoSdE+SKOZZQCr5J6ISm2oTH4i7E6rz4WQTWvPnsE4Nue9xQYDCcijIQdA7z+B1+111MIEKYgkoo45M9ngB9By5huZjYA4zI65BOwCOZLHsfAK2bReWsMbr9+RmBHoE0P9j4EUx0QdhouOXw3i7kx2GZSOiFCJFJUqlQ8otgBSUAYcyjLEgGr1/ROvsc2xyQXdQorS02qXDzEJElckjemaM5VpIZCbDCtliU/LPQj6IeEAy3Z2eQx+3KBMcBjiMu+jxMuSB1CyhoXHfRrsiWW5xohzljLQDf8ZqOsCJY8YCjiheQXYixSG2SUOzXr/jjGDJM2kXSA4bDe7Y/V5GrytskeA2ZYwhWExoNBblH0l82SQeHzHHy5hOQlJ34/a+Ygc+2ZF4Mf2qyoE3zGSLUpCVpQtbLiteEdNnwYP+9sjASKUfiSef3hUcRVCFf+EHF8PfQGglyfvZiRKfuCyU32QrhiefzwyGc1xfzyFAhYdM4PJklKr0R1+8BDGZnuu170DJx++FDnXhuOC6jfrTt9HESYOfIYYLE2x+nnnob/90t/ubcTIQItFlk5mc2CQ35St+Y5CCsALGYpQj4B4MEVDvreUSBkhbkxB6giIKYxQrHi+0VmAwSUuySlrHa7AVD7gDPQmiSRxSdQaaaUdCj9SPlof3J4hE9AMY/YKZUEDqDgI9asKpx/5atZejDmFHavJQWLAsebcXXdCAvhxkiYOV9khQJCsNfFwMm8CSCZMeVxO6t6V2fApvdY6/70Iix5HXM6Aq7CNARBpJ8XkgDMaI7NysTJYAxYYEQd7BUQb7iejWKJTQw0C4oZ54CrBI9FjMZfkrfQ31LLsAqePQaaYemXlUkSWEBnGMh9ioIV2ktssXx25DahtswDCGZnHZ7DQUenF5NnfgHHlJJIrkc2hGTzZnFNUcnyjCIivnbqDwm5qSnP3DjurExqLtQHC9kRn+UzS9HvkzPhkhkzQGPcSSv9u/QR7eL+p9yIi848Dffc8kicJGFyDIYTEKaEHSO86X//+r2dAFFwyF+O4OUYfL+GGIJCZBEnv2ZD+AoJHJXUIe2wDxRJuRmAn1GSWMRSgcqXq2uS7JTJE2alkgHJJOmdKlvGelJGsZ7sutLr4ciorU/FLyQpS/IV2pVCNg2UVwaqnkvH2lSZumPCcgwKDpEyCwIqzQyUgkUgDDrJgBotK3DF+OBJxWnpQ8DSGh6Mkfu/vYI1t1agQgiJmmQJNr3HsuvUHwPLdpZhrmiedppfeg/vOTnN5x2KDptM4OLFzRAvsjK0RDAvevZdk+TSS3JsKnZJLuO8MwHTihMVbZaesDk6bI4u+HJxG55Dou3rHY9iNmU1BnMkZDG8BRIBa+cgOyu1ITo755fl5GTXo9xvUb3Uh1KbHyMXkxhgSemScp/L4Cl/3uoQFPP42a9BwLfe+WS88ik3GQE7UcC7dBxAGAk7RnjaS/YworNzgMv2OVpfCzkjxct4PgdrB/3FIihiI4f0Pm5Qz30gOrP4a3fJMWZY8B9zI8LOyxmAGF4CYyRNYpIcEdMfhd2VhJALjplzQFQgb11PxAiBmFXrZSJ3qOpWDv4EoLdGJ0VNfvCL1lDUif/i9v2wPpWfbD9mk2QiRRSVCS59vYgAZtekMJKLJF0mt4PHLtECGN4nvaNY6Da8SzsHi74APOCpKS8nU441coi8BQgxyv5fS++6pI7hAWrLgeCvJaZPIVrLSHSYCTNapN2TcWIYwSBaa8JShLEYjoJ0WZMtZsIM8yK0hBAgQmuSDP5jPvVV7pKUkBRlKAuf3hfh74YfohO+tMkhKdL8vMMyvg69HY9y3cEHTXY8UnLul7GWkegFX7Ic2sJz9v/SISt0DDCOpI4Z8KNLvmBBrgpKWDJJ1jsfJSSF7HAcKfuEyc7H8GK3VxZ/pHH1drv1ikuwNu+/ZwyGEw1Gwo4RiAg3PPXavRnce8CPYPYpP2TCYhEIgiy86+toHfKBtONxbYDYwwgIzvdqByQAsIoRRoiKmWYgAPxCnpdfyLqMOg7zPSd6orIsUSNN0oDsJ6+fiylUUqgI+VJEUBMrEKKDsSIHxapCeU7pb9//K5gP62TfOvZYKCPycOThiKPTdPuTbskDHIbiNsvYmxNkyxHBdT7iG34D+dWU/X7hWPoZKJnb8jV7AMuJmGHhlkZVVRZ7FnMZJ7VHCBKDcISBpc/96xdcsgXkO4ZIchij97G/kmwtgSooqpoeIYXMWPocuDV4hQ0qmj11/y49YYMHbPKADR7ijsV6i68iixwc9DNBy871ifR5in5llOYlcxdFS4jR0pe+bvL+GL2YJmuCSalc+iLkXZBFMFaBjv8Vbz9LANboF0ZMKlhzLPcxcOsE9A8oAnDnDVfjfV9/72R9g2GvQEQ/TES/R0SfJqIPEdHpsfyVRPQpdXgiurHT/l1E9Ceq3p3bGdd8wo4h3vr334hvuPZb92Zw58KOSEIgZYOLOSE5+HE4F3zCliFaPs+G4A/m43MX/cHil3DwqwoO+elLGZFweYRQDpFQaZcVRlTERDEQopRMkqFdsrKIEqL78Yo8qV2SKb8kqXqMEHFfSBEjmCkLf/GwfZ5FwVNrRrHLUoNqXy+5zVpB0xpOcQcS8fIcOS24IGkjExw8BheXV5LyAQMDIN+QOs++m3poKOrl5XrpR8yGMnyDzJYxA3ijIY9h9nHXRQWPEDxWQkgkgsQbWKjn+Y4wNthhTg7czePIcBDfpHTnwNiAI72zEKntEqRiqlX9qTRF2SwY/MwcSPlW5XY5AGqp/gkpFfJYtEH2E8vmxNxzO045Xp2ySNIuBfVMh6tAoWwFP6/YTpQrllAV4c1OyM75+rcYUZCYhXjlNuIXhlKykoeMbJaUck3ApL4jsG8zLBABs7nDp9/1Frheni/DiYH2d+V+xK8AeDszL4noBwG8HcB3MPMHAHwAAIjoUQA+zMyfmujjR5n5bx/NoKaEHUNccs2FmM0n1IIdRjA/xiezITnoExDI13yeVlueuZCiyEl6IQohKSLhCjG0XI54P8oOyLAISCRsictVmCQjyZGdUil2F5BCS7D2ufIod04SUpqTrrChfvhT9TzJROi0A4qArkV/ZS0EoqjPMVIE/ZSWqAz/EBa+0v8LCE71xL0I+pR8xBoS1CQAD3PKuyozXQmO4kixt/S0mWIMqs4XoGeCc72cmB5+4hvTi+kKWTQJhM6BsQbqKEpBDSyDpspB7DDQPJkDx6gYLRHyTLa25fDXUTAvJhOnp2jyc5jTojH7hbvSRt33ySQJRYByGw9XRLwXkpYC0CYCpsfKPmF6bmKSXKo3uux4FBKU44Wp/iLZGjUBq1QvXV/vjg1/qSJrsU1SviiHnmDkQKyjELP8YlMKT0EFAUvv4YGadw4DuPXyS4yAGfY9mPljzGmnzq8BuKhT7eUA/vGxHNdI2DHGS7/97t0d0A3AMIuBg5YAEcgNwGYMQSGrvuSTJDQO+CHEe2YOvJZjhBEQTJLJRBnqpB2QySSJIk8kQPDi9qGYQYh0QEVZV4nqEaapsBTSd/yXTCZSRjGyP3J5QfI8hBVk9U3iI4n5Mk5bFrAeqRKUpkoADakK03DFDsysLVFSJMoYYJs+kK2ad47MOKLyT5ahMlwzNgC1K1ApR9GnaGTC0BHJlzxixCyFStDX7JMy1ZItMX9mtSscIS8kuk7z2SSZ+xvjPDf8BpB8p4SKAke8x9LrO6bh4KIjfIh4n0NcEA8h8n6aQ/4r8x599NNK4SEAVl+fmqBJUm1fESTtT7Y55hhfwWwp52KeR+X/VUS9l9hhrO9N8P0KvmGZdHtPxSHpigry5QlpW7FKTZRMjPHFIk/AGP4GP89MCfVLV4efmDuHH773OTCcuCBgMqTEDoSoOIuIPqmONzzIab8WwL/olL8Mq0nYm6M582eJ6IztDGQk7BjjJd9+1y6OFkmCPDvpEIqw62trweFetkbNlAP+ZgxymRzyx0jQCBRXu5C2KK7ojPCcIuGKxEWsGKxWegZaEyUhmyR5dVnpw5XLaFRlrlThEvkqdlly6fgff8kXZRR9XdJzTWLaYKdAMEn2ftfrdJwFqUJbBnDeBadoAwHYZAcXk2rLSykhKY6MNf0JmNHQjT+2wTm/Yo3RD0U+QjmWnIOC1gghoNQVRaK16XMQ1jqo68gOxEOj8gBtUNfc3yaEuCx9mJMQxKAm6f7y32WM/yWO8ZJ78UgknSNqRYmUGTXH6zriB2x4B88eOoF2efdlx6PDZow1tmTZiFDuupTcj0DPx4uKvrgzNx+vW99XuV+ikiX/r7S5hJKzPYuypdISJSVNKV4pN6QPZDIl61ZpibTYXIMBnLI+x8lrC9x5/dX493/tDTj9kMUAM+wavszMN6vjp/RJIvo4EX2mc9yt6rwDIQXuB6q2jwfwNWb+zMTYPwngCgA3AvgigB/ZzoTNJ+wY4+TTDuPM807DX/z3v9yF0aI04BAi4HsfFkgX/cG0Q76KmM9AcMhXDvg8c1UKIgomS0Sq5xm85tI3ryTc5rl67gG/4OSklOqoNHAUzY+IO9Mj1wlzUmIE+fiLWqtpQCis0w0xF4Fg073pKWz9CAd5k0BRWD2PS6dnjpfIRb3Ri4mPoa0vS++wIJ/UuOQvBgKxw4zGRq1acp1rMmDuopN1Zfg54pc4PDiMnVheQeVZdnZjupggXFINqDZgDHEcPdKG38SaC6mAyhkAS55hBsnaXN/gOXScsaTWgDGjAcsqVVGaN0eC3dJOiOai/b9mCBsSRpSKWIglhoK8iILmo908pG8aijbhvCI8yWcs1ChNn/Ha5OBAqNVNCD9kIKbUHE9Mv6ISnFUnTx0VqcvO+BzzQEIRxdCbT6mHcp95cpVTfjQzpx8psY/0/maOeSPLJkokzldIwPc9/1m48/prYDAk1B/uPQIzr8wMT0SvBvB8AM9kHSE64D6sUMGY+Uuqn58G8JHtzMmUsB3A63/o/t0bbBjgDh0CuZAmJxEwABRNkEHt8iGGmPeBJMVQ2aJuae/uQJzyDkgA/R2QkidSiNuAJuJ9NklKOwLriAGyNjRBU4E6GDvpegqrUhAV11SVZ1NlJgXpvNQRRU1Mh+Emg8e85SsrVSE5slNlQnyWylyoMTR+WWGmswkfmiOeuyEpAMLGsnTGlnKPoVksgdaEWLZymNGs0u4QTXCLYsGXwzMAKl+grOSMGDBL5COrZIysarX9MWqfLPEDW8Y8k+WuyxDNbAHuMnDZJRh2L0q8rk0eYniJWTFW8l1TbSR1kex2lPmFMBJiRgyEZcn5HmnfLKANV8GJOFF2rBclTAhr2g0J1S4TsGIMIiClJRK1K3woOb0olP3BKHwXhIuXhNwUvhvEJyzdQQrRLVxLxAHgjmuv6pQaDPsbRPQcAN8B4C5m/lp1zgF4CYAPrmh/vnp6D4ApxayAkbAdwG0vf9LuDOQc3DAAm5shKCsQUhQhLiXDEEJUSFDWwQFrs+yQzxx2SA6uTEE0o5BkcOnBzPAufv3GcA5MkfjUJskqcGu9c51lYpyfpx/8uoxUGW9RNmX2dIjhJwpBIUCbL6XcUxBqijWOAOVTpUlVcMJvSVVPvQrlpDiBojVclwVseMB1hGoG8MBYVFXok60y/2TVH/dzRm6wx6bXi2y+gSPrm5Th4TFGsx8DSRPzCIm7Y8z/qj/CZsf/K6hOY9KHRqbkvD/CYUNUoYLNh/baJLn0hA0/YMMPOMIEiqmJuJqDTnU+cpXTEhwd9EObbOqL180hxpcO9hEUM5d9vLyLISlcVuFYx/ly8TOZX5ecDBxqzJhTUvl/JQKmc0AyJ7IVvBEILJFT5cOkiRgolcumGokH1vx6ASB+nbXV+gdf8GwMvS28hhMX8ht2F46HiL8L4BQAvxJDTLxXnXsqgC8w8x/qBkT0PiK6OT79ISL6bSL6NIDbAHzbdgY1c+QOYBgG3PiM6/Gpf/XZHRuDhgFFvILFPJTF6OU8mwHDENQwouCztcgO9wwEk2R8TgD8ojRJeqJgpkTkKYzgIxYd8Em+4OdhESUGsAT8jCMho2Sm5AUnxkJjLNPxGmXn5KIqA5LpEuEHeyBLqiyt+HVYCnBWhtJiQaWvWL6jIZAs6nJOaheq6iWpChiZMaeyDAA2PWPhQqgG3dXSE2Y8wA2BvCSSB+CBkdNLpjHQANCyKd/kZRWuQo9T7MdQbYCF3NgKIwZQJ1TFJm9iRoo5V/2t0wwbKNMBeTAYCwBHmjZCaAGtEAV4BuaYYbNnMqUZIKSPczgHT0sMEIf3UunbUCmFdBuZaeC3rToo5DGnGApwwHRKIgr1e+ZKQHY8KvIJTrsl69RMQtBGX5YDORp+8u9Sv3QCEXOqHEqejH2rH0DhppDaHCJ6WwdEoAG49aKLceFpp+Fbn34rzjn55H5dg2Gfg5mvXHHuVwE8oVP+OvX4QSWRNhK2Q3jjD9+Pb3rsd+xQ7yEmD3xIT+ROWgdIrbBrayFuGBC+VBeBkAV/j0iQZrNkIws5I6lYdxjIaYuSSRKdPJH5OQEqcr4qq4KfE4CxE+3ez9oy7pXVbSmQCLVhLFdoUhCho/8q8tUhVslqp5xgGIAfATdUTvpMGEeHYRjj3PJcNpaBVLU7JUl4Y4GBHCjSFz2nTV5iHeJFVI7v/QDnejG+BgwcPaubc9SVxEceseaGrp9ZyM7eEkGCA9OAXp5JBqc8k6Xux1jHApu80SEsBE9Dkohkh6Xu78i4LBQ25pDP0qPcARobhfc81/G8RKVTahyiUhjr5/hg6v0PUaKC+bHYhuHLcBV5RyNnspaIW5gHUVYas2+Yi21yeaFQspCtfD5PIhIzrV4Sp3JS54gY5HOswNTFQDkyfgHGqevreP8rX9w7aTBkPHSV6riFkbAdwhU3XobZYoblRrtQHRNEXy+3vgaQi/5fCA76zOG5+Ic5l8xRfnApJIWoXckB3yM44C8o7JJkACPDD5GQUVC2vOMYyBVBOpDUJIS825HU5y6qYoD6fldrWWHt2EZZscZEYpRMlRVZSo3qhNwjAkHT7CP6f1GdSNwTGB6uIlDMDsRjq5Rxn1TNiFpFDQBjhCMXHMSVoWxkjsm+292YS+/gaNkk+/ZMQdBriB46cl6Ag8OMqAhbIW18bW+ScUBwSnHJbXKeSU2YAGCDl5gj84JCoeKQ8rvoi0N/y6jGBSKTX7AjDMzJd5UrH69rZJ+c6QUDE8biDVb+ZWa1SzFf4ph2PrZrSh6jvl+k1LA8TlK8pu4vU+X/BeWAL/NUDcTMWStl0cRYphhVBEyHokjlpHsIGAAe08+F1M+3PnkP07UZDMcBzHi/QyAiPOMVT96h3gOhcJL8lgMpwvp68PcSpxqJ/zX6EIICyDYp2d22lmOEERAc8vUuSQfwPKhkFIdiIWAkRA1VUNb463xA9h0bow9wdN5P7Sg813koGcjhJnwQVbzMRUhe5ddFiO19LoOLFkbPxVpLQA4IG8sya6KSJMZyV4SfKF+HRtmaiP81SmTaCiEZc1a1COklwSa7PE3KB8g1BAyIzvYr/L962GAfk1a3GLn/FeGVflbHGQMPmGFeqjXxvjLNJ0hT2Z9OLzR6h4FnkYAVL0zc+SmPc27KB/wmPHNFjsKhy2THo4TlYOYmAbYeT+p7dQSVLMb04hygdUznZCxKCbpJmweRCZn4fYmTvmfJAenSDxtmCnlMU+qhODev/NVUWiIWbq+TbrMuBwo/sUpdTZc/ANpL8GmXX4pXPfbG7vvDYCjAu3QcQJgStoN49fe8DB/7P3712Hc8m6kE3RwUr9k8+n+5wDBUbJ5AtmYQu0pyyJ87RHtHIFYzl0kCh/RCXjzNZWEXcpTMjYQx+WdJeItoWlQmyeQsH7shBNNlU0ZtWVLYVBlLYNViteAmLVGaM8ryWo1LaFSn+pPNcql5lxmV9ZiBcSQ4V6cZImwyMEPt1E8Y/YCZ8818hJDVGNmLgNlARNAamwys0QDu+HmN7DB0bE4jL1O4DTHJ5Qv1mJNTEfZDxSVzTC3UI30hn6WHL3ZKEjiFTxm5fGEDV5gBaBW2gQhzmgfSValNhKEgDbldeNF0aItAEoNJ0msyqOcHrQy21zZ6TaPDOKJajb5VvXwkTL2YbBKKonn3MVTWBirLA8uNBfJJjH9qs6QySQYfMHVZKxaz73j6U3BkucQ9j7wOF5122nRFg8GwLRgJ20Gcc/FZOPWsU/CVL/+vY9epmBZHD3YuqGESoJURFLHFHBjjgjoMKWQFEL9j5zFvZFK7CKw8wHmM6pfLO6X8wOAZgWMZO5UDUqlKjOgDVpdVpCCpXfX601m7fVXGAGqBJq1J1bjFhUspqUZUlaFTD2HhA5WkiigsyuR9o5R5dpjFrWVFoFdMJ/tuCCUq0lMpFEtPGDrR+JfssGCg58izZOo67zsEh/+Rx8rcFpStqOPlMjDGSLXQyQu5hC/Ilsz8CG9gVpCt0B/HuVHKC1liM5pKPZe5Gkf2mHPr/C59hpyR9XYIxJyVJYnJ5C20WVbzE61SyONYtGdIWAytfhGHDAjiD1YLjl54kpgZ0/kcfqImb6J2lVCkSpNReZjULnn1SgKmfg+El7z3kSDg/ptuxPp8Xp8xGFbiGOxcPG5h5sgdxsu/855j1xnFlT58O+cQ7eMIeB+Scq/lHJFwDhxDVoSo+D47r4ef4eF7eJ7VrkDSqAjkCkJhkgRHi8YsqFFiWvSOUxqhYFpksONgagRiiIusihGXZUUE/BVl6V1blxGC+dKjXMbj/KDMl1JXmyrDrnuC3oiXCRMlJlnGAOuTqlCxjQFW5mVMy3p45nO5TJEALMch+KpJtyRvgym1KWswNWbkwu7KCps8YvTcEjAQNry+6aUSVO7uyyEpwARHriBgoZ4DMFdmxFKJIopxt1RfPp4fYjwvFEfpLB/MgSEd0BHvFSFC0c5zjsG19BTjhg0xFphXapwOSRHHSwSsnIeoa8uU3ijEMFvGG+o9CjOm3D8xU3qvzJw+kz1Axlf3XRSxFA1fzYVR5oCMscBIQk54SvszKL2vVHtCd9W86LRTjYAZDMcYRsJ2GHd98x3HrjP2IR7YcglaXwshKQQpJZHPKth8lpcIAnBoDgzBH4V93A02ONAI0JLBo488IxM9BjDOFSMBwrtGzI3xO1sHW5UlSQdlTVRBR8VHVCCqMmyrjLKaJtdHVcwrynXTvKUslguvLcgSpe4KuGEisbYrn4ck3prNlDkgxfcoLXtxvE0/C2li8jSVNkPNnKaIlrToYcP7pL7ULZY8VPRPj5NlSzF9iflrwKC2FARswsPzAC5Yr557/qvJ1pLH/NrGeQEhVhdcmQg87ThkCiqel7yOimypOy8hHpajS0QxhMQo27AEf2XJGakOteNRCNxyFOKUTalF4FQhcakdFaRKwk6IL1gwQzK8drZXJkVW/lv1OGAEYqaJIzHSCzRSvNnyDmlfmxQDTBWdddJJ+MirHtQOfIMhvTd3/DiAMHPkDmOxvsBlj7oEf/Tb/+3YdOgcaG0txwPzHnT4pBySAgjmyWEo/b3WF9FpPdaaD0lJIwDeUXDKRxSJGGFHZFSx4AFPYpJEULCiUiVrglZEkplSRX5vciQfRVnPr4u0AICqblNWfkL1sx5dYRbCk5Uy70UgLG01o3dwNDZ+WEvvMON2V2WmVJnU5fhg3PwyYqnXmWj2wiux4YH1YVaEaZDrXk74f+l+6h6X3qesABpHOIZsU6+/wLN4U2WFzYPgOcTx8qR1QZIrjWNw09/IS7XjMd+lDTAWXvy/SjZN8X/PjE2f31jeh7npmGH1NYta1t54SopbmjvnEBdcnEPsnxJxLJTBOKhEyW9QKWHaFzE53iuyjyIga55vuCAp6xP08hIJj7v4Qtx3/SNx3Tnn4pqzz9q6jcFgOGqYErYL+Nb3PthE7hWIQItFjO3DgXgdWg+nfFTAZrPCKzuZKIH4xc052XZMa+QB+EXJBoSAJZMkoEyS8Vc4ImHSJkkpIxQ7GyX8kJgQPSk/MQnUSoG8CfdJsZqEgPTKdFJvIWVeyoI5lIWAqXGSAODj9v1aAIpqFYrbEnal6bJMnvqmSqg66TUBolqmS6KKNvFrbkzO2CU25KZ1sNmGBAMQ/KFcZ2fjMt6c3g/MJQY40kHb8s3ylUqW+4uqFgNL5HyOI0L0e5owcZLyrVp6FW0++jWNzS7JEHJCxho575LciOUFYYp/iyTYnR2PQqq8mscYwz2E/jLpEp8uYqrOZXKl9dC0C7JSs4Ia5nLuRyCrY5zDViQ1UtIOaZ8zpqx8efU4nqsjjE8pqk++5BLcc/31RsAMhh2EKWG7gOtuvQbOhV/fDxrDABpmkcmEX/y0HjNjyw7JxTwSi6iSzWcpJAUhfk+v5bRGIQI+Qkyw6DPlHYddkklgkV2SVClbFCLe10FZe4FaVRgJ8Q+W9VPmgaqMPWI25lwW8yyr9T8qEIxC/SIQvPdV8u+SVGUxQBZITYqiStUJS1ErV4JZHYcsLmxZCKyVuDB3qljXBjusxdhjGiM7kKcUBLY813e2H4iSs73GJo9oQ72Gv0seMKMR3IlQzyneCApCSORCEFa/qZzZg6/WQHOM2ECpbMnfIJfqXZJBeWQMNOCBNAjF/oBZFSVfajA8hrhTs1avlj6TZObs2E8IhHSZrqW9ieLjJefzPdMO+GV9GaeMxl+FnyjuKxKR0/MIn43K3JgaCfnqzDs50lEKhZE2RVZXmobkUkUkAG+8+XHN/TAYjhryA8DQhSlhu4SnvvTWB99YTI3jEhiX4NkAOhRNklEBY9kBKQvXYpFNkksPHqPjviKCLHkjtQP+wiVli7WyBSRfsmCWRCBuzOkz1t2xWJkGiR58GTr9AejuqETPpFmrXVLcTaLdUBAIQWjKwFgKGUTp/7X0KuwHsko2KjtqrZ4tJ5StmrAJQlrKlkBs+HGC+BNGnqPnbB+pY3P1ABKZS2pkPI54j83RF2RFjiXnu6l9yYJJMTjOL7nMu7jJIc6Wnlv2QQsETXZJ+niMIHDh05ZVOeHeeWclpWtdcp7vyGETwkbM8QiW1yL7cIlKBib0HP7DuHk3ZB4rhr/weddjOpAJGEffMq18JfNjUs2QysKHFjn+V5K3ZGcz5RAUXL7aQPtjAgBmzuGDL3kpFjP7jW4w7DTsU7ZL+IYfeCV+9YP/4cE19j6YEIlAiznIuWB6dC6YHxcLRa4YOLSW1SMAXkJSxNPsOe+AjMFNmQij2iUJIBAZiZSPuOgW+RkR1KlFVOYYaZckYsojigFZg+IWHocQF1kRS/5jyGVehb5IV1aUqRWlV1Yj/eKXx1m5EnNkTXL8SKDBFxmhQqBMwA2+UsUcRs+YD1zcQiDmh+ykKwJq8hcwc1TUyZfQ9wAL8b8c0MT/Imz6sGejHXmKajKWvvVvQ+x9jWfYxLJpN2IoxpffApu8icEJcavaJAWvVclkR6RWrgDAs49+5i2bju9C+BheooySL/HMMkGT/kHhNdJ9cj2Hxl+LIeQs54CMdIvzGDrZeSKvandkhjY16jcrgEYJo+L9nKLkSzvJTtXzCyvudTxDwGJw+PvPfyFOWVvDY847H1MJ3w2GBwMLUTENI2G7hHMvPRvrh9fwwFfbBMbbAjPcoUPInrkEkMtJup1TMcECuWJwWIEdRc4hTvrZJMkITvk5TVFwwA+mQHHkYoBI5YBUi6JOro24DqiAqUVZbCpdilpFCESICSmpdyqDqhdXRs+cTY0AJN1QE6jVo1XJYv7MUimjEE5jlp+mkxzuUs8s2eyeVMqWxtDUZfV/fiRVlh5YkIOn2owIzLyDc62z16bPPLuYU5N/MsAjkJneWusxYAGkdEHFubQbQs883P+Zm2HTL6uRCMQzeHHeQ912BmBZOO5TnPcMhAfSHDI5cjRA4nlos5+n4J2WCZh6n8Y+sulTzVARsMJBP/L0ZWUmlHkwt75m+X5QoXamdmq+jbO9Kst9ciJgPZNk9gmTwTMBpKqspe+59LxTTsHTHn5Z97zBYNg5mDlyl0BE+Lp3vuTBNgZJBHzmYIJczFMIilQmMcGiiRDr8xCYlRFIGQM8c6Ax/SQHD1SkKQIBWIukDPKLGomA0UgptRA7JN8TIA5TxdpkoAhfkcp7ZbXKBmQSFQ8C8k8HXebqelTUCUoXtX0i91USsIA2LEUPcbUjr+pyOkbmmI+vNFUyE+BdniJlkrohoh7VhG/CVAkkZ3uNJY+BtHZnPcDVFxxR+zolExiCU78oRXKVy3idWreTo44yn533EUgbZ9Ni+KkQckmORV95DgTCjGYxfEQMJwEXw1XMUARNjccYNx2UOx7zeFrxSg76opRFxUtvEhi1wz2H0BXLMYS/kGsuy7NixgyMo+s42ysnf09gZcpm8fNKvmAkL2L2AcvyZiJgKbQJ8meifjcQgO+/7Vnd94HBcEzAu3QcQBgJ20U888HkkiQCLdbiShJ/z6+vBT8xTb7iLsngqM4hBAXyUsMzBywi+2AE5UdMnCNH5QzZAT/Z2gA/F5IWFQfJCUlQ6hlyaIm4gyyVxUUiqQyEvGjIH2WSTGXUltUmR9btaz7R8Asu/qQneqtYVcZeyEeO/0WEWN6SqnGMGwBkCpHZbYwuDaH538hci4sAgLlzk+mKhs7HdgRPkC3C6KcF7yZJEwtJ0kpTvs8bsulD9S9HVn7yYh8IWt4lKYFOtS+Xo9qBj+K1hscS8kFyST7gPZZeJ+7O7VhIYodQgfOrJTsvU45HT4XpMBO00G7kMp+khNhN5kh17T6SUdn5WDP+wv9LEcPs6yVzDEf4oRX7kPOahDFCfDkfD7VbsgD116k3P+4JeNIll3bOGAyGnYaZI3cRZ134MFxw5Xn408/99+01IBcCskb/Lwbg1tSOSKJAwJSPGM8GYFHliRxcaZIkAq9nkgYowhRJFXsGZsA4lCZJENodkGkXo/Idq4K3etntKNyOEdIjLTpl0l8EV2ZFEkKnzY9C6moyNgIYOJsf46XAc2WqJCQbjoxDALMDjR40z2UBwcwXyFn1shXKlfSe9ZfqBELOxPKn3Kb3WDgHptL0GIgQpzzsuqNNdpjTsj6RB4r9C1cbwSDykUCWC/TSO6w5wmZjDmT4idRCYkxsjZ9igpPrrO9C6K/cJQnMyWEA4Ui1SzJA7axEJpNLeDjWEe0zwshtSqJ8LZEoKh8vuV9CuORvUARLNYzTPKqQE40SmB3ym+uKAVqh2qTLj+WFuVLeNl63kcr1PUNSgz9478vwlSMP4CmXPBxr5oBv2GGYT9g0TAnbZbzyb967vYrRG5y9D0SKYkiKkPsEWI7g+RysY4IBeUekmIYW8+AXFokHew5pimRtZw4xvJQDPgDwnMDaJBkd7v2AsCtyDATPE9pdkb0g6R2zYmGS1GWuLCtNjVGRo7otIa3vugxcbAJMkfJJPdekqX4ex++pVWWsL/UaNCUrvoFY9lTUdUKy71bcIvDE7sn8otaluaN6Z+PSOzh2jbLlASwnot0Hc+BQmPtCKIdATXoqWakZIhGuYJIcu2rTJjNYvXH0eOAwB1/0K0SxrC+K1yYHQr9Ub9AUGoIDqRq9a/oL880mxnyPOLX31fXpNvJY72wUMufHsNHDj/m+CNHimIJLZOH0vMznFMhXiqqf609hIMItF16E2y+/0giYwbDHMBK2y3jKi7YZqkK+cb0HDUPYFSnmRyCZHykSsrBLUgVlHaMCFndNEof4X7w+y4THB0drHlzczh5WCD8TkpNJmV9DakcI/wlhIh+IGXtOBIxGBBMkWsuI/HCvVSveZhmAHC9Mo/duJqrX01S3MfdRXU2tatQp69UDYgzcsg4D2PQukapE9Cg4dycOmMrFqb5FmX+ymsUE39v0YWtq1uMyOVp2SEecDcSMKAFYPROO+GXIM6nqybGsTZKRdIi/mChNY8qvGMNB9FIiAFgyR8WpDEmxAQ+f5qDHCnN2cDmtkZpPseNRpSRaQpldmRR5c0ENTWNQcsEMvlw66n4wRwd/L/V6SV5IHwKxprn6PGftkN8LSZFPIpOuOH7JvdObJwpl7RviRdde35QZDDsK3qXjAMJI2C7j0OF1PP75j912fVpbgGbBJMnjCHYErC1A3oddkcwxSCsFs9now/fw2jyraaMoVuHXsqQ15IUDZlQsvzyLCak9QKJ2zVD8umYAXgK1arUqKlvSHxOCAibvMlZxx8RXbBn7cwgEbkROzC0d6Qj4FCLgU1II4gUpMyLLPymr2xe+XgqM4BCtzZKRcfrK1wtAiGyuNhBmx/rMGrXSJgpcL1SF1NUY2U8KGn2yFfI/9huVIRi6faIUWZaeMaDOJ0kAXAxJ0fbnFSMQsiXH0gOu2x/Acd7iyyUR78dIOtqE2YSRspq1VIRqg+Pr2yhoSvHqEFLxQRu5dPgP4fByOIrRl75cQEzWLTHAUPqMNQeQ1K4i75conCwKWCRYEoJCdkLGF4h0NPx0LfXLXpbdcM45eM8znj35HjAYDLsL06L3AHe+/pn4fz7yG1vWo7W18At89OGX7WIOWiyQ/MGYgfX1yHjE0R4xKKtPfmRB/YrmipHD9/0ifoE7AIihKxZUqF+jmCkRvvAZQf3iaJIU1Stu8kNhigH6oSqGsiyZM3UZ0Agj7LmKgB+uBXpHJavzWj1jJB+33J46YSlCJ1qVkgbMHPNG1i+Sbq+Ku6bK6Z9qOq2nxugJrumLsOkHLIZiBdYX14BFWumc9kyYk8NmIlCh0ogQwb9n5nTxJnv4SHDy77mFA3zwOKvmI8my26j7IWemw0bxIoY5uCpKvpj4HMKu0+wFl8fSitdmZb51HF5nIUS5v0iaFHljBPIstw+pjozH0UOgDrwasmZKsNXyVcoErPT/incilVH78saXPDjfyygTiJ/5f3T3i/G5//nnuO3hl+OS006fqm0w7AwOsEq1GzAStgd4wvMei/naHJtHNifrJLIly8DaGjBTISmIAgFDrMIcUhLNsgnLew9eyy8xMYMHB1642Gu0broYWmJESHRNgB+o8BNL6pd2wPeqDAjmR0LKJxmc4pHWEi8dqTWncK4XVGIOAU1SbwIa37Ow5nDfpNkbx/UJVM9USVTvI1S9T4tLDZaeMGsi9BOWPqQLclV5MMZNONt3SFVIls2Jo+vvviUPmA+9mGEcTJJMTX+abOn+NnjEjDgQsOqGb3oqrkNb0oRk1N/Jy3ilct1FO2IM5LAxyo7IgJDGqIwZJjsch9AQm1WfgFjoRQ3Lb6AxvTlD1PqUWzJdR1TDOj50XQd8aSekS5EqouzbVjje6/l6IXQKHBUwVb6ChgEEPOmSS233o8GwT2HmyD2Acw53vPa2/kkiYJiFNENjdMo/tB52QHofTJJEwHwedkSOI5gZvIi7JD2S2oVD85Q7Eszw4BBugrNwxHMCz4MfTSJWRGBHhQN+JjxqMStIWVx4tGM9EHY7xnWOgLCzUUXRT/5knK0y+pdT70dUKnOdMuo0wERZv9dC9cigThnAcCnOk8bonXCD0JoQd0G6dmGN/ffmuJV61sOSHajZfRec7cfOXEONHBJDO8AfiXG8xF+q6I9n4CYarsyZ0hxHUD6iQ73uJ5OWrEBpf60jo8c45vP6CL8hgilwM6Y/8gjkiymnHNIO+iMz4CvFi5Ec9MtQFvnIxA1FuX4dsl9Y8A0rwk6wbpfvtZgfU7mYz9V8ioCsjfgp9799Q1x8ymnd19tg2C20n9qdOw4ijITtEZ7/hongiMwpRySYQScdCm+u0YdjNgtH/HZn5uj/RYk5sKOQvNtzcNznuCNyMSTVLDjRKyVFHKfXCBjKNzXPKBAmpkSYfOed4ys3IQIKE2D6kFThK5iRiZtwRomWL/0xUpBYiB+3lPVMNh7lp9MTimgLpOpWHYRAmfm5xPryyrE+95EVkDoHJKPvA9bmgAwra88cKVPsYckO1PkIM1oHeYFTk9Fka2QPh6EhW9z4f6n2iiIKd5BjjOTDF+0kqEcOpirq1cjBnX6GofHX4oJQhY+BEKoN70P61M5XcogZlv23dLmP/YkpUY4Qby3ed1/u/pR7W+xy1D8WGFXg1Xwdcq4gfLFhImnJ/4tiJPzqpqZfKdtbbg7NZvjwS16xrboGg2FvYObIPcIVj344zrn0LPzZf/1yv8JsBre+HlYcWTgPrYc0RfLN7xywvpZXAHAwP0qgVkYIHDnPNkGC+H9Fk4r8EqeoYomfWPQx82uE1k8MqX+MADsODv2Iz4cVa0Uv6kFtVoz/cVFGwdHeVWUi66X+oqLnOHWWo+cHhVD7eqFpH/uIRKnnA1ZfV2uqnJbiIl2LJsOy3dI7DM43Y448hMAPVNMxCuSpc59DPKh2HsH/a8Am65RE4pSeFaxylEiAkONyyb0b4utSqmTCgfMcNM9dYkwETc9wg31hktRtJCzGEe+LOxleP5fITJmSiOEqIiQKV7CYu2SCLHm49uOiimhpFSuPFUiWU2Oo+1EQNsqsWn43efWm0vNIYSeKO1ncZz0MGPjepzwDv/8XX8YTLrgYz7/qGssBadgf6H0lGgAYCdtT3PGa2/APv+eftCfmc7jZLJgbAbBzoJNC2iKSve/zWdglKYoYUQjS6hwwhgWeB4oqGVIaEwbgF2HRku9nP0S1Kw7Pyk+MlgAPHEkRFT5chLirUe2KBKJqkKLnx3EHZJPmGPovfLpkYaPyL3Q33RAUbVFLzCImwlK0I8XroapMbiCFx1S1IrR+Y+wJ5MokQJK4OtEDRQo52mPrefqoH9Vwk2QrBDsdKx1tGVVQUeuKvjDAY5k5fex5gzcRrdgqmXb4OyYtriVw4jRem03HuBFglMzpCskPi8uk2SN7zKgmVOGxI5oI6ho/FxzMm/pVGGWQOL9RSbtDpdL1vAG975fn+XfeaHWC7nJnQrquVBBDUcS3WyLwkyDgziuvxv0nPWa6jsFg2Fcwc+Qe4q5vvqMpo/kiLKzjmFQwkphgQPjins/DoYOyrs0BRyDmxGmySRLRKZ/A6zFXYRRWGJGsgUDicD+jGKoiq1shoj4nHy6wCjehFgYmtOZGQrMDkoGkahGiyKNNiABSqiMdRqr2HyNVD6pM8kWDkUJYpACXqgxys6QsTzDwXQ8dAiMszuUOSmIq/MK0SdJLl4TKNMldU+VA1E1XNJXjcXMk9EySHsBmzwMeMQG2IjtybPgliF2+l+FqwCCMPEQHfCC/QPpv9uXSvlfEZR2hnp775kUwYWBXpUAKh5R5Djsel/F4wIe8lTJOHZJiwFCYRbOpUMJOuHIcuYcd37Bwz3Jb70nlgQztkikx38R8n+O5EAYwK10hXyQq06P8eKrvRR8L53DWSYcnzxsMhv0HI2F7iNPPPg2Pvi0HTqT5vPyOnQ2g9fXs2zV6YLFoo+Kvq3YcYoIh7ookBNIQSFT8LS0KwNyF3ZSRkAnZ0nMIyhlSqiIhUF5ifTECCfKhrZcIBJrfDG2fmqil8oq8AciKGmVlpeQAqoO0TsWyxIBUXV+1r/iEJlAi7tS+XpqAFW11WapTq1phZZ5yuF/KAlxhU8eRqnrbHJtiAMBALs1N+IBHiFA/YCjIVjiC83yeWb5ArlSo7EsWTd5JNUp3IgRkVf0kB3+WhNpaaQrHJnOx27L0GSPMMBQR7zOxiwRNh4tgwpIZS/GVFEVMfMSYQpLsNE4+wq5PIVolWfWsfbwySct/kQiaHEkRZqS6xRtQPjO1I34XfSL2fzz/xVMNDIY9Rfodu8PHQYSZI/cYT3/pk/Bb//qzkYDlBR6LBWg2C3IMITgmr6+HBV225NMQArWO4R3IjkKKotmQTZKOwGtDMsuIc7tfz0wn+FvF3Y5AXjDA4HmooUmJT7G5VK5IlVuRZYpipozjelG0CE34ChZHe72+dIKoE6Hvb9ZE1aeQM7Kpx02f8rwhUK7/qXbF+LkOs/RRtWM03xAck0xTkxuSQli4JoxFeJmHzvo7dw6sYm/JSJvsseaG4IOl6ns4bCQ1r+wwpB1q43iNnMNnlCSNMbKbNEmmOirkQ5hDJImdNuL1NXLZZoM5Ji/PYS6E9AxEMWdk7i+LY5TIU56T8B6q/Nzy/Gr/r2KOaZOGJp5QCmrbJpGv4pcExJ0zk+807/ieQoX4oXvpI67H73z5f+Das87B2299Ks48dFJd02Aw7HMYCdtjPPvVT8OPv/Vnyi/bxSI8Hsewqg8DsLaGvFpw8AlbzIJCRnEX2mxIJklQMNv4mfL/4uyUn1QhAH6IqYoYoT0CKeJ5XKaFvLlApCjGAwsxxSioYkC5WqjAqgSUaYpkrRmRg63GcViRMwBhN+aAHP1eOnNVWVq4egQIjfLULGxxUS92Lk78sho9RZJUVvBMIM6O9aKcLT0wG1iVxX6YMeuQqkFSLW0TR7zHoaF1tvcgHPFx12XF6Egl4dZka5OXGFxJ5lJ/HALHlsSp/Nu0Y8JAcQOFJh4AOAaCrZ30HRDMol2CFn40lKqbpDdSqpZql016UaFS5ChQOq3UtTfeV+bmfA25z3xVYU7sc59Vo6x0FW3yOW0lnwQBr7ju0bjxvAtW1TIY9gcOqEq1GzBz5B5jsb7AHa++Le9iWizySeYQ52t9Lfh6iT1kPg+BW8UkyRzMj0mqiGl71odEquAZXpJ3Q3GXATl1UQxBEchbZhIEgncI6YsiP6A4FXbREKRyRRakSNDbAakiHyTeoeqlZYq5JXCdssRkFVnjMZr+dL1eWAsJEYB02QAIPFK6lsLXKy6ytamybF9iuxvVluyhNNGEQECGtgEID4xCWAqZDgMNaWBtUtv0Y8rJmIQYBGLhUxJrVH1WjvGszZJ1ENZQ30OIjSY62VnfsVMm0NymDEmh/Mx8jnSv56FDPozV3MN7sh9QVayAYsas7x8nAqZjhuXxuIjfVZ2ToKpFnC9CmWw7jhfrZF6v3wH9FexR55zXLTcYDAcHRsL2AZ58z+PDg3mQj9KX79oikK0YlBXehzJHaTUNZGsevqdjcCbvCH4xCz7lEmx1IGAtxgmLgZy87KBUwVbHGYI6JfU8B5+fSu3ilCsy555kIBOj2J4ZKeVdzuGo6ioU7XVp4z/WliUCB12u2J0u03WSSkTJ/NhNTVSVDa4fvaub2ggd0gdRg7q9YDn2gsMSNicitA7U/yhv8ggH1yVbm76N/F5ebEnexPerdtxH7E95y5XtYunIVCThPsI5dFtJqEJj4jbHY3CwzwTNq/6CP1kmR6MnLEeHcaSY5sepc2FH5Bj9GbOjPYok3OJwL/5f4cj9gDNRK53zkRzx5Yg3Kt8bKU/O+Pp1CI9J3U+Ntz72VgzOvr4NBwS8S8cBhJkj9wEed8ejcfj0w/jq13KSFaytAUBQuxzC6h53SQIIBGxwYVckh9/7TATvxNmeAYqqgqNQFwi7JIng4w7IRN4cQjT9ngO+E5NOfK8PyLsiowBT7IqMf0aH5Fgv/THnMlmdU5ojKXOlQJBil5H6nInwU6MhUNwpq4s4/d/E3JKJU64HYDLX49IThp4/l3cgqmOAhaCqM7SxwVwIM9r0H+liY15dssccMZZaMyeoC1YDUaX6yFzZYxCeX/UVIt6jMhW25EubA8UkuZwwLwKUdzPKOEXNrNhJmYPDZvdNIOpZZuQMYMnZzyuHvsgEUqubzbtDka7ifijSKP5huY1Sv4p7EeuKGtYZr7ycUO/6M8/GH33l/8XDDh3C9zz5mXjGw6+YbmMwGA4MjITtAxARXvy25+MfvPtDoUAIWK4QysTjlwi8Nk+R8xPBmQ9A9AEDcwiiuT7PTu/xS9+vUc6bGIt9ZBQ0BobCDm2uSCinfFEBgJTUuyFLbUabNqk3UChYhHCZnHzKAhtI/mMCUQ60csZIMciyykY5J6ar2uuMAQjX5D2DqnhiYUGtfb0cvOfGgZ5ZyjWxyuSkVcn6P99G+K6/WArw35wjLDkmta6IXkiX1HYWYm/1fkQGouLSmR5l1SoXlW2rshCTK/t/MaL/HMKmAodAIlvyE57XeRy9mkVW5sL5GYnixdksKIoS59hjRRJudfFlGqKs7vV8xVI/DKAidmmKk+VQJC1fTxcEfPutT8HTL7l8uo7BsF/BOLA7F3cDpmfvE9z6/JvCg+gTlr6y57OYJzLYN0KeyDngsmmRxxgVnwg0cg5BsRgCSfOxjKLaBSSTJDPDL4SUVQoYEONOxIfJBJgNTxyJWnqu/MJoRM4LCTRkEEBj5uyVEagIVaHNp4UVTcpcWUbiPxaatlHEkyAU1Avt50ViqkRuXzet4ZqwFFLeqQxRUVqMUyZJdt0124EqQhiOpW8VNenLs0rFpG8mSsd37cuVQlIgxssStQlUKGBaJZJo+2PyywrtNjwnE6uMMfpgSnTkQiiNal4yV/Hx0ueXLGEwKM2X1d/cTs+tbKPvBWsyx1SYFznehxznqzY9qr8pJRHSZ0rvK1GfqO4rddO55oBvMByPMCVsn+Cy6y7CxddeiD/+/P/Iy9iizAkJBnDoUJSQwgrCjmKcMMqmRhB4EVMXQRQLBs9cYYrzhGCSlDXahf78AgXR8iIuAHFnZEj/k5331YVUuSK9Vqsiw0smyQkTZCkacB6jJjE9pa3rtx4jjNV1O332w1JwbbnrtNemSo4bR8u+8q7KshOJ3u6q8rA094KAldcib48lPGbqrVKM4QmuMYfGcVRhfqtxMknW6YU8ExYiLSlSpP/W5kVmUtH9W2UtEyrpg7HhOe8UrOYxQ/Tziv0lh3jiRLpkPvrjk8+VBFfaB2JVkr2kqikil++VKGH6HOfPlK+JdP9+5Rm2eML5F+HUtfXuOYPhQMCUsEmYEraP8Kq3v1DtkpyXsgsReH09K1vilLSIJslEypAJGCMk6h4Qw1Ig/ez3EoJCx/pCULsoOuQHkyZCEFWneBQhJ/n2We1KHSmw3gEZHyYCpghhCHkRyziSPVGwREGTKPjSUXRoZtmgQFyZdzjLDUmBU1Kcr8s67WPB2Cym4dQYFRH1MoHhuhH0dfLnEr29kIqA9s6pAKK6n3HC2Z6qMaTtqDqQ5N1yLOOLwlVfSIpXu3sx5Dl01U7D6JuoouQvVRvPLmweSOMg3SchaPUOyiXyueVIWPoQZX9MOzsp+X+J477e8RkCsOpI+Fr1ouIcg6B3PhY+YKKEecqqsUQ8lnqyI1KOdM/LV10+++sufH4dEV56zSPxj+962eT7wGAwHGyYEraPcMOTrg4P5rOSgDkXSJn36YuaZw48GxR34BCUdZYTfIdcj8EpnyLZYKKwI3KgmA+ac0ywQZEijmvHwGHhEF+vSMC0UjZKmUAWTyFgas1JYoFefxQBk6dMXMYLk24K/zGCZ1+aKoGwECryl8q0D1gq57x5IBKlEEi2Vb8kTlbp69VPP5RCblTlrr72LRB8p1r1bIkBs8QiFeFDXORjkaz3Ixiyma7eYLn0hIH6xKCOeF+Wo3Fy3+QcD7duI878o1KpQh/IPl9R8RIMmfojKV7SOqptmXTJOKGFDlWRziVenaPbe4YSnIV4tWj9vxQR1qSsaFQd6rq7IMLP3HkvnnTRpdN1DIYDBvMJm4YpYfsIp599Kh7/nBvKFX02hFhh4xjMjczgxSykNAKyArY+i2QrrFLsAZ47IBIwYgTVaE6lqgUgbSSTvHYIDvg8yxqNKC8hLVFebIpdkZSVsiKpd1youFK1hOjVvmKM7D5ToBNBv1sm5rq6jzquGKjwFcvd9NrXBGw1UmyyChJPq8ZyQiHzPJU1MteJM463dVrZ2hxbnyc5WF1w6cuF7FOlx0nSZZ5DvnaZe6WsQZsoc/ojPZ6v5hXEz6hqxZRDolBJWqGgeOVID9HdMV5LUMrEzyy31/HKSBGwfM2Fn5dStbIilpUwrYrJkciZqGMsoTJWv6KXn37myvMGg+H4gZGwfYb7335XZgSzUhFj70NICqK4gnikOGFEKYwEwMH8yAiO+jGqfjJJgnIMrwXFgK6RgMXI+KmejB13QGpS5oGcK1LHAOvkhWyIGpDUqkTUtFM/kBKFF1PRyt+Uuc6pdkCqOeUAn29x7Fyrd4pG5D5KaaM1C4YJj6NrysPuySnC1Z+jLioIUjyR0g7GY9lxMA9ESzvetf0AYf+H5GoU816mgZogIZkcS6f9QFAcu24bfa1iIvQgLGV+al6jD2ZDxD6lrQ6amvKJNteaiVvoU5sXc39SZ/QukkaldiWyJTc/n2OJL5aIWD6vCZt+S1Gco/pUNa/12YdOwvknn9KUGwwHGrxLxwGEmSP3GS687JwQUsC5Yt1iImB9Lf9MB0JKorV5WIzG8E0ffL1i8m5mgKKaMI9O+YxQj8JOyZSCCAw4Ai/CEFSFoKjBMVSFEBgf+wVF8gTEdEPhb7IRCZQDf0LhP6ZiYWnyxsjpigQSGkP/pGCAlakxlwFUOO+HBRWuclpngDkrXxQlPmaf2ss5VlRAmyqnSGLPfAkAgyvYn5phKK8J2pIdBnB+UdPUCdlgGMsqMts4zo/BJMm6UpxNDoAqb7/wfB7TEZUkSI+sSEk8NyOCQ5njEVX9Qi0DipAXo4ciZMKX23GA+B6O861DTHBnrHxSOfpPnGsSbAvxqjeism6f/2b9MuP8wyfjl1/8GhgMhhMHRsL2GdYOLfDC1z8NH/rZf5fK2Lmgio0+EhIKISkWM8DHAAFE8DMXdkACyQbvB4TYYWpx8HMOuyKRVSjPgA/hybLoRMhmxfhLw1NuW6BywPexfSJGjDIvJOe/zWY0qMe9CPqF/1gkO0W9+KBJ1h0uhIFt+HURqGN+JMr1t6yLPqbI2dIjxAajutwFny3qxNJCioLVH6saavQOjrwy+wU03EG1kx+Zpf8XY4Njnsv4YhZtCF2Ss9R1KiI4E0W26C+fzwSsnXdLpjgFZ9WKnZyTsbkgU4p8shqf83wD0apfJPmwyc3qvR791+iXXnQ/vrbcxEUnn4rzTAEzHKcwn7BpmDlyH+K+b7kDhUlyNstLJgM8H8AzB/I++YmFCPjZ85qZ4YfglB/EkqieDQiO+RxVMA47InkNInsAPoRZkFhhaWyHmHCb1Q7G/prD1Q5IAvKuSBH5Ynu1bkZfMc5qV5XqiBtTIzKp0+OXNqCMKhArAFA3BVEvvGksn+Y8VU1Z6OsTMT9jM2ea8A0T4tYO3MQ8iwjxvzQxCYcHYaw+9rVJsuf/5Rr/L9FyMsHxkfD4aOIjZZKsTZ9tHseQ6Fx8tMKOS5cO9g56d6WYS300DaY+PYp0Q8n/S+0mlWj22aFe6vXNiYXzvcxZ3yDdl/YT28L3CyCcvraOm8+70AiYwXCCYl+QMCJ6CRF9log8Ed1cnXs7EX2OiH6fiO6YaH8mEf0KEf1B/HvG7sx8Z3DyaYcwWwxhV6SjgqPwWvATo+iJHBz1Q93k/8UMnjuwo7xTkhHTEuVwBUJqwlqh4oINCIRJkTKWcgoR2GOTMlZXNPcxZcKYFrmeqqXbxzbFrkhZ73z5XI+Tyhl5pawIXBqrKMuraHC+blWjSd+tThBV7wljE9Ir78ADlBlS1LS6OoIS1uVVEwt6IDvtua1/eBJq8sXeqb7yzWVIuIqSpDAHkx/5NiQFpysM/l8jKB1hx+c0Qcum0nzIrRVfMv2GCC+9fk1K9l0EW01O/Xls7/UcKid9nYRbVDFFtFJwVkXK5PMVDsonqldobRhwwSmnbvlKGQyG4xf7goQB+AyAewH8W11IRNcBuA/A9QCeA+AniEqPnojvBPAJZr4KwCfi8wML5xy+/q89Dxgyw2EAkAj4LKmKGLw2C1/6MSo+A4GUCVGKhIMlUn6QNgJ5E2d7phTd3qcdhIqUOWS/rugsz4CKoI9MytSuSPLIGZop9K/b19yBwZ1k3agCwMYlrhBmVAOZj2auckrmKVJPQqVaJKKEVC+bK0kPo0YmJMtchZ4PWFLwKmxyPbcAX89RYZxoI1RAcekcr6urkpX+V6UqVJPUqF4xinCyxa7DSFbqHY85DF3esZgVNAcf2H5UvPKRfb4kPpnEaaNC0RrHGDtsLGOGafEqVM7XFHZCBsWtIFmRiNVJuDn+EMg3tXw31K+EukMAQu7Lf3rXyzt1DYbjDLyLxwHEviBhzPy7zPz7nVN3A/ggMx9h5j8C8DkAt0zUe398/H4AL9yRie4i7n3909PKzYRAwCAKU/B3wXpM3h1XSo9IwBgpfRED8POcvFt4gkS7J1ZkK27GFFIGjkQrxQULNVMEfVm1hVT1IhaIA3+au1qvEPrQuyIxIjn66MVS99k3NXKjtBEINNQkiPrrpIxPZUGdR3JLpLqS0GcavqO+AQ6bEybJOr6XEKQhbuKodymOHFSy3CyTIFaT1d9hyWW8GivsfeiHpAj1425K5OCoGwB8b8ejEJxqXkIYpb4vzmcy572+F7pNIHWs+pTUQpzmUBEqUFK7shJWhqTomhclMKuUixNcZyWQ98+PPO0O3HXFtXj745+K333dW/HIc85r6hoMhhML+90x/0IAv6aefyGW1TiXmb8IAMz8RSI6Z6pDInoDgDcAwCWXXHIMp3rsccpph/CVv/wrYF6Kf34WHPV55OATRAjO8vMhOOrHdcODggKWVimAhxi+QlSduGBzcsqXBQ9l/LBIcHzl65UWSm11iSQtqWeK6nMvVEWlvvkYUkM79ddJuMlH0qc9PlUC8dSwKOv9VBKpK8+9OCuna8/SuLDXib69ZwxV6iPvg+O+K37yULw17ZxcvjPdOdTC1+YYnNqzw39+DRnxFlVMUjY01LRhZMIM6O5eFL80ZhQ5IgcE42K/DVDvTgwR8JFYu5DHfP0ozIXhel24Y+nayx2MhPw4R8GP9eQeVhsLZOxExNTdSc6ORbs8bvrV4HV/Kyg3Ac+67Gq86BGPmq5jMByvOKAq1W5g15QwIvo4EX2mc9y9qlmn7CG9nMz8U8x8MzPffPbZZz+UrnYcb3zHC8LOxoigakVfscYpPypgcdHyjkJYiuiADw5rno87JckHZYwdgIWMQNn/a4GU1BvIalXiMvIqSGgIJTCloKxSNwZm7QZg7VlxVJ+pX8pKV2FW1P0IWdOFjBi5syVRqBU1RnLyBpDDUlRlQnK7FyOkgFCYMKfUtF4/XhEE7SQ/Soyx4qKD3rb0vRsJDFHKq1WyJZPQGugXId/CTIDECZ5i4nAdiR4IhGqp2khg1NFTNO+VMcO0/1ZJwHJ/0lcRER/Zl8v7mmjF2GOpnBQZy/clO+9TSi1V+7kVuyITEVOP8wuV+qXOvddwRDh1bW3yvMFgODGxa0oYM9/+IJp9AcDF6vlFAP60U+9LRHR+VMHOB/BnD2aO+w3PvPsm/Oi7PoTlMi7Lc+XrhbCDkdcGgFxYyQghgfc8OvR7ABSTeg8U0hIx50WZoloFpYBFtauOHybvFCliRj8tUYeUjQ45Xldc0JhCGYucVrsp1egl627CV9BEWIo4sC6Lz9udknUZJQVqO2ZJcr6/FE8IJYkLVueW3E8lJClDawzkwBgbM+ImM2ZEidglMgIJF0FJ+EnXAAcP3yTu3ojn5GLKNkFZq0NFjKqGkCqBQ0nGwlsj9sTZ/Kgd7plFKczKl0/3T5EvfRPiey6TLqrOZTKWyJf0IB3pkBWQNmVwEIrz7+FvPeXZ3XKD4XgHARaiYgX2hU/YCvwigPuIaI2ILgNwFYBfn6j36vj41QA+vEvz23Gce+EZfQIGBJ8whB2Q5DmoVQsJyqrUFPHrAiKB4hCWQkyV0VPaOy7SDaVUR45RrGqEEKxVxZNNJjIhVXoNq3ZAglBGy4/ti4Cr4itGCDsmU7JuWVOrRVLNLa2T8q8O7gq0zwW91RtbhaXI9abyDvqowNSTYO59BOV1btUV4XK1crPpGVR8nLMCNHLZl7RxlH3J8hUAm0CVUFu1jWXBL0s51LMwcLkupSoxFAHLRwqrFQmXVry404+QsTH1l0NaFPXkXqndkNoBv/DjUm1DslSg8f8SNTS1kxvRvtLS6rqHnY3DszmuOuNh+IW7Xo6XPeKGpq7BYDDsC58wIroHwI8DOBvAR4noU8x8BzN/loh+HsDvIFg83sTMY2zzPgDvZeZPAngPgJ8nom8A8N8AvGRPLmQH8Ma//jx817f8w6LME4D5DOzj726isGasSUwwpJXar0dSFsM8MEWnfMq/Tpggqe2CqbL2/wKyguViOaOk8EopYwQChVnoM6lqsob1eIf4iiGrKjkxt5CHikzJYliFycAYiaP2RRvRxgjzBHZc+XWF/4oyhPATrlOXOft6iRozesbQUdQQFZ7tKGqrfjiOXveRO9scOUbdLzGQwwjfqmSeMSfCsiPTbca+M7Gh2FeK31+0yV0HglZErtf1FOHLPyiyeqbDQ0j9WnXTvmCZYLmoWMbyyvadcz3WAVrj7KOpNSthlE8lApavCJ17pvFLL3rN5DmD4YSDKWGT2BckjJk/BOBDE+e+H8D3d8pfpx7/OYBn7tgE9xC3PPUanHHOqfiff/FVAAA7Cgm9OS9z3hF4bQgLfFzlPQF+LUfPlzXEz6P8FAsYCJHySchPVKASsaliimmz4ohJB3zMw58U6SGucwWpA7IwUjnVd3daFqJMnJeoXIqU9CPoKwJHqiz+r8NPCNmro+qXCCdrYqZmhhrJn6zfVYNRLqMic1PL/6CInh5iI5oka8d9AFgqVqjbzRCIW2NerMiQhkMwe3L5ghTqXZHSKCqHQrLq3Z8ymZrUhVOlY35J3GqCFjurlLmCVIkSlkhY2S6rX1sz6G1wbIPBYACw/82RBgAPv+pcAADHCPiai/iZCw74XgK1hl2Nfp4d8MPKx4GAMZJTPgjBrAgUv/R5XpEtMQtWEfCnHPDrqPYAgpmz8hXTF0IMkI6WDxRmzVRf96n70HD1aq7q1HULshWLelH1J1bWhlDFefXK+8FfEWNjTU14+xgR2LZWpeRYVjdLFC4xYYp5URSjTWZlKq3blEFoE0EDClJVH21OyXw/ipATMo/YXxHrqzItpuCrLE78SCSrridSLPuyTvGacHUkghauO9/R6dfn/usfM3nOYDgRQcy7chxEGAk7APj6Nz0zrgcuffV7AGNywOec23EAeEaB1ETC5V0wQUqZtPczUSkoKxXKrJic9WeKlMkCRmjSErE44IsQJGmReuuVJmDxoRcToiZqrOrG50W0fEBWfxQXWCgdqm1N6jqxurgTEZ9l3LocPV8vITTtRfvuzVDXImMJ4aG2jBndMYHW/0swUBkOQm7PMrJm1i+IkJ7YZ01UmEV10+cpmS2niKkQKR2glUEYfT4nuxtrf6467RD7PEfdd75XlOtFlau8h5mUlTsg1Wsdj63SD8lZR4TXXH8TvudJD2YPksFgOBGxL8yRhtW45vqLcO2jL8bv/k7YGOoBQIWkAIWwBn5tCKQsygEMYFy4oELFX/SMQKiKBN6ei7K0GBHDr6l6MraoYrJwyfPK2X4kNLsiIeRNypDn3+52ROHv1fqKyX++iKAflBqu1K9sB+Q0x1jBh1Adhb9XTDauTZKc/tfzzCbA1ebLeGZim5C8jiWBCfkUh6ZNvA9yP4szcf5VkyUzhgmTpBC3nnkx3rGiPgNVGAndJteReUhrBhrzJnS95hwnNQzQ55EUr1SuH8v1azWrmJUqL1QwiQGmSFnn+gXyI+UPX//XsOk9FkMvmYfBcIKj94PYkGBK2AHBI24IkToYSLHDNDHya0OpFnH0/3JBDUs5JSVVEZBTLBJysm7hLgRgFtqJSZM5lMmuSFlYk6kypXCReaJQuwDkYKsyTx+VMiF1I1DwBPUBTpHy6zVR2E+9TraCUHbO14SpF5Zi6pPR6bOXlmgK3FXIcgywcpCo9kx9gSmVTEfJr4mcHFolK9Q2ro1roU5tDdbjONYEjJo2HOciux59UqpE8UI6tH9WUMpySiKoNgWvUuNAK186lIQil4nkpTdsPl843RepiJDrrHgJiMgImMFgeFAwEnZA8MKX3hJVrEzAhEDx2pBMj+QZnqOCRRT9v6IKMafo8E6JqI0Dsh4qCxoQQ1XkZN8AMlFS9RB3UCZSJu2F/GlSpQKwCnguZWokXYcB9pwIWBJDop9bMkHWv7Z6YlRRVl9IVd6rp0iPRt/0KHkN69LWvKdH6iouSqDMHCGQlZwGUxGhIhREJltgiiphGV5iyagIoJ5t+D+NFY9NpVwJGRujb1bw/8r9lRHs9bWrOQo5q86JcpeIlyJbfTNjbKsIWMPe0kTy54CVr5i0ze/+aRL29IsvmzxnMBgCknvMDh8HEUbCDgjOv+AM3P7cR0HMbUAMgqqc8iWcFtZcflMKP4kJvMnnvJAQRcyHHIMA8m5HTzkvJAVSls14cbGr1iYGAqGTfI1Qi6cmT4qoNaqWjpQv41XR84NSx6pdbT5SExrL58SIgabKcu5F1a/9rhhdvzAhPn0FqoeJ8okvkURuin6pSozd6Y6RyFMgScDS1wFVW9UtK1HA0iO9N1CNxwjkpY7x5eMLlhQvVofkBY3nQmR9V5gjxTcsHC4Rs+zfVd6r5I9WJdpOKpkq130wI5id0+YVpDdqIbT2XxZccsrp+Ok77p04azAYDFvDfMIOEJ7wlGvw8V/5naCIzACQ0wJNKJs5YAwEhonBjvKuSAZADE8USBUyoYMHfEq2nRdZz0imRlJ+V5CwSorodd9NcQelNtcl8yMJKUIZ10sWWEI2QWr1DNz3H1NlKZqVmFkJ6mTNdiiV9fy6trNTsh+iNQdWEIVQag/6hUu1A8lrTaFKgpvib9Xw8toV7YGCSes2HsHEWEfWB3Jk/VLhCs752scsqVAI96g7PiLJqvy/ErdSOxlZvw84t603CSQ/LmQiJ3c7p5zSc4ihMSritQrymXj/c1+M3/uL/4GnXvRwXPuwyRS1BoNB44CqVLsBI2EHCI+5OZg+QgyvvFMykDIKMcR8TOrNcVfjDImoiStMiuEFSuEnhIABCI7qlGOKJToioSrqGGCErkmzCaIq41c7IL3khYzVE2Gpwl8U5sw6WbdMknITeVCSmpbUIdzOllxNrc1dFVCirJUdLH2IJVZ2yhjZYWDfiQFWRsQSwkHRjFyrbSNzJ42RNuvlKcvfAW1MLgYXOSH1OBL/yxc3u80xWXSpCFnpdJ8rloRKduhm/6+iLxlDtc0vBBVELM0xzYGK+RTw9RtmGgTgaRdfhqeZCdJgMBwjmDnyAOHUUw/hrnsfG3ZAxjIP8fWiZKFjZowzCrsdmbJZkhDLojWPObYPfWkLX/Ad48L0w9p/TE4zcvgKRaySUz6HSUoC8LR2Sp/gIq1RQiqrfMVQqncFonmpXsBZ/MfyoE1b9pSdxKvyXriKfliKtr2Y5YoL6JCBmsjUoSRa/zIx/7l+P9WlsjqWXcJBkAh0PipecoTk3P2UROW8qTrE8b4sF/+v0jesJIrhWkp/smx2jIlGWf6i+huOdN+lPDnUqcfxXOX92MWN55y/8rzBYOjjIPiEEdH3EdGniehTRPQxIrpAnXs7EX2OiH6fiO6YaH8mEf0KEf1B/HvGdsY1EnbA8MrXPBlpgQOir1cmWp4BXlBM1h2XvUiUeKAkBIGjCDBX79y4oPp5WN/SosRIgVqR/+SwFLLSC9FaQcpkbCFlSdXq+YppVBH0CVSVxUVel6VtkFyIIgUJ0mWsnqd6YSK1MzkVZUVHDUhPXKMiTGGcGCur6bdH5krU5Kkkhbmf9PpxdqgfmbDJAE3EDPMyN0UMw6GDqUL5ckn8tHxOdjzW5kMJtCqHlOuBclwvl843scCEIKb4XsiETOKMecomyq7/V//ezpzD++64p3vOYDAcF/hhZr6BmW8E8BEA7wQAIroOwH0ArgfwHAA/QUS97dDfCeATzHwVgE/E51vCSNgBw6mnHoJzpAhYXioZAK/FhTZFy+cQwJWQdlDyiORsD847KEHRr8wDlBY2pKTeWlZhZRpMizqhNCFqUiYER1ApXUlNIdVeMjXrnziJBLQ/e3r+YwB3QlCg71PWXX/jPa7OcacsnajQV8hCWIoe2fKJpAghibchEkMdKsJzjLjPaMgTgxIR1aqVF8KuCJSMtZTLqMbIzvnlXNM1NopXriebA/QtkpRF5fXL2JSIlw47oYlUImdKkdShLvQbKREyFbg1E7Dei0iYk8OjzjoX5x8+BV937aPxW/e/GQ87dLhT12AwHA9g5q+op4eRv03uBvBBZj7CzH8E4HMAbul0cTeA98fH7wfwwu2Maz5hBwyz2YDnPf9GfPiXPgUgLyLeIUTKT6EbKPt1iaoV31LjAqEsOmmn9Sn5ZcWYTB7gReoOsefseiOLHkWiVQVrTQ74Aol038sLKSmQNKmryphRuv3I+JpQeWT5TxHChjTJx4t6NKAEewLqHJEciIerfsZ4EBzX+SRj8NhiDpHVTjjKw7XEbfSAyy9jmnFwqnfdfrq5KkFq02jHLwstORrV4556p/viSAgdAdn+XDvU5zFysNX8JmvDeGiSVl9P1YcmYmkQ9QbW7cANESMAHox/fu/97UAGg+Ho0fnM7hDOIqJPquc/xcw/td3GRPT9AO4H8JcAbovFFwL4NVXtC7GsxrnM/EUAYOYvEtG2du6YEnYA8dZvvQPaV8o7RKf8qH5xWETGqJQhKmLMnAiYLFAc0xoFEyIlBYwdkgO/9MGcVbFCfZMnKrqnJxSkLK3HTq3Lkmsy2UgzJndAJrFFKS6iyMk9YW6JHpdrcyhTVEPW68YvrCQGRfkKolBjVUDXHuEYx75C0+wqlLaU1SvhpiEl0JSCpRQy5MMX1zHh/8V1X7muV/c5mEeRTayVjxdQmhJrNSzH74qHUrDqc4VDmad8sDonKYhUP1Ov2dVnnNUtNxgM+xpfZuab1VEQMCL6OBF9pnPcDQDM/A5mvhjABwC8WZp1xjlmtNKUsAMIIsL62hwPHNmEdygc9YFIquYEpxdEAvwimmAkjhKpsBRxIZe6RWT7WJbMihF6V2QiZB5l/sh4koHOrkiU5kuZr7SPOyCTiJFFlYzez4girRHUBdZlYeAccF9PukKHRB1dpPzcRsNz0B2LEBqhRXGtZft2s8DoSaVEqvpRhK1IMdRR1aQF0MuJWfqTieIlc5V2PaUqtKHqeS6vnfTDCSr/gjMJLNQzzvV6AXITu2w1r6lv0h97xvMnzhgMhqMC4yE7zR8rMPN2E7v+HICPAvhuBOXrYnXuIgB/2mnzJSI6P6pg5wP4s+0MZErYAcULnn9jWFeqV3CcAZjF4Kvxze8J4AXlqPocPKqKsBQMsGf4gTPZ8gDGrGql4KmIC3DPgX7CAb/INSl/ejsgZ7ksKCWdi09OVpznKc8lev620Kk4xcMatSoWd8qmknf3TWy1olSebk1//THDSaVuVYcETc3jooisn+okv6veHONLyEjJt1N7dY3NtFTYCX2E+lSRsayA5Wsq550mIuy+UshSmahhW2B9mKWez1o/Cb/wgpfjqjNNCTMYTiQQ0VXq6V0Afi8+/kUA9xHRGhFdBuAqAL/e6eIXAbw6Pn41gA9vZ1xTwg4o3vi6p+PDv/wpPHBkE0D8oT+jrCBRJFozCuWcTYKBgDFS+Aqx0EhgU6/KxC9LFjddhlyeHf1R8gllkpQFHIjtk/8WYmDZWEkTyyIxN7KZEnocbrlMHUdM5lk46VPkccqHS65RBU2l5BDHlSIWWBIDra9XBzWJ1eU9+Al1i5XPWUF6ukMTPJd9ZHNiGLtUvMR/Ld5thjKBBvUsRbCvfMGo6CP3qLi3Ild5/pxYuroQLusU15V2SqoBUJ1vyG7fpkAABiL80Ru+vXPWYDAcE+wTJWwLvIeIrkFYPf4rgG8EAGb+LBH9PIDfQdi79CZmHgGAiN4H4L3M/EkA7wHw80T0DQD+G4CXbGdQI2EHFMPgcPZZp+CP/+R/hvd3CsAawBzNjxLtXq1bfhZNkrHMIxKw6MAvZIlTBP3YZyyXgrSjMipluRJy+iM1KQKaXZVeVm89iJghV31ya4FE9RGuoW4bGUohOk2XtcFbCVQ753emkiBkrlCxKARurabmo4BXOvlT7iS1V+NVfUv/1NX9NfmqxlaKV+GgT6G/2gctE7DO+Op62vGpJVOpocyvvZOiyGXiyJWcpglXey7zUm5+HwguOuW0TqnBYDiRwMwvWnHu+wF8f6f8derxnwN45tGOa+bIA4zn3XFDWG9mgCw4suh4CV+RpK+Qa9LHsBRAqOhT+0jMxLleVC2J/xWJVUO2lHKVuAyhVMqSA34H1Q7IZpFUc0iD1Iu5KtNrc5eHNZ33sV3T41S5b0xzkcT0zKuR9Oj+NMlpTJLI+REbcyG3fWxtBm2Teod4XjomV+6nDGpbOtyX6hgVbcP7RXJKZmd9qTt1X1krX0UAVulTDq2gZf8v0cEmBEf8rad2Yy8aDIZjAAIORLDWvYKRsAOMF999M049db1Qq0ZEE6S8KeN2NT9HCktBAMSEmIK6suIyMyTzEiEucGoFS6KVVrs0Cap3RUqjxBCFlHFDjBjIpEx8xUiVQXZAqj7FrNj1HyufkvYfU3V6ztwNYWKCH7dD0GpiURGmDlGSsu3ubmTVb4+0lW3qeSElzxb/L+0fpsfokSPpazJ4q7wW5Ylqnq3CJ+10sNXCx6uWPJO6Rih3PLZ8e+oqvu2mJ+Kmcy+YOGswGAw7CzNHHmDM5wOe/pRr8Isf+zSA7BeWFhwOpIzXwtPk68UAx6j4BRdxHKLqIy5aPhItcZaPfYJjmTLZpbWw9h+LRC+bChXRUv0BsZ6ek7DFSiIrUh2pbspdkXGk5NclZT43qAkgo9ilSNEnSvt7tea+nuSmptFZ/n3LPTEygfzULklKr1vRf6csmCTzBdb+X6WPV5ljsu6r3ndRk7x8Lqt+REDPvFgQr054CK2UlYWauJbnil2SaTJTdCvg4pNPw/c9+XZ8dXMDz7zkCqzP5yvrGwyGY4DJ3UQGI2EHHI+54RL84sc+nUJI6CVoJAALSjwmLOScfMUSr2JknzBFgDwAH5UyWQO10lWQLdkVGTtNIpImW0B24AcQdkVGUlWFuiikuNghV8+7Cbw72m7t25VvyKp6XFyPKg2hHTqEqEbcH9E5J5OdJgyF+TFWL4cMISSIOv0wZ0WqYapI9YUY9QO65tew2K1YddUPO9HbCYpMmup2SinrEipNtqDOsZ6k/pUwfXdPXSzw9Esu75wxGAyG3YeZIw84nv7Ea3DySYscFT9iFAVLUhLFRXxcIDzRvl4zNLkiPQGYKY4jpiKtikGtmfUCKv5jVC2GhJxSSddF7pekjKr2aTI101OTGdVqLuRFr+6aPGp0k3d3yEk0Sdbo1i3ITnURPTNfYa5TUysIWN8k5ztHmwMy1y83DFTaG9eHblsm1K7LW9OoaqPK6vdLYVbszVvNJYW1SAep2lP6Y8C33/LUiTMGg2GnYD5h0zASdsAxDA7v/PYXJGLiEQhYIDs5NpgEZg1vVkrqVo6AnxdGr8JSSF7J5D+WclIimwBFVROipmUI+WAQkvkyLZCsPjk6AXjPvNdYsKgoS75iirxpMKqyCcWFi7Kp2F4TxKoeMNYhQsE5ehwwNekSuUxOaoLUI2isdjvUZGpyc0Ecu45szyz9VP5f2tRY+H+puF8pYr2eP2VCVfl/TR/K90s2afj8Itd3f8oF/+ZzLzAVzGAw7CuYOfI4wDlnnQogCkMS60sRi3GGFMNLQlCEqPqxgxiuwmtToSJSst7VaklyGtIndHshCJ30Q0zc5pqUk0qtkpAWLH0Cmbg1RIs7BCyUNSbBDlHr1ZuKir/d5N2J9PRIIdf9yIV3yFg+NdFHSbCmTIz1vIRMEXFBQJu+iom0/eg29c7JetJ6IwLz1IVlFs8+/gqYYq8TeORZ52AgBwfCm256Am6/9MrtNzYYDMcGR/m5PdFgJOw4wGUXPwwnH17DV752BEAmYIygfgVneZVyRkyFMX4Yy4Kt3w2ieoizvHTIMcyFq+pyJHWRnKWldWjrgVCGupBFPpG1OH/ZsgnVn7adyYfbqTIVAFaXlUFay7Hray7CRUTfsyYhd3T4qkNLAJ26zPqy9NUU7Vah3CCQ+yF1vjExduYm86t3bhbmw87Ycq79Mu37f6FS3dK9AfL7oJY3dSqiQpFEoYpJKacTfRwa5vgnd79i8rzBYDDsNcwceRyAiPCT73558BhHNkt6CeDqs808JeuOz8VnSlQxbVtPgVXlOZQVKNYjoMghKYOzqFiK6CRSJuVijopCh04AXiTwzvbLfpkQtWiWLNdlkfP0ur5C2uoQitbfq6PeTHoh5fn2/KzafuvQFvliW1+t6P+V5kfFkep4FCbGIkArhN9QPNAZmyoCVsqIPf+vwkFfmRsLc6+Qqiq8BKprDGWU33OxL+Jc3sMrr3t0/4TBYNhViBvLTh8HEaaEHSe47JKc684DmVTFspE5hpWgcgekECjmYKqUNbF2wOe2DEKeOsm+C3ov6pQKIZGi2g+5LUvdzu7LQv3SgzUpjND5aUFBLSvqEVqzJjXqFrAqCn2nvFbXYlnhJydEmQMNomJA6bcN9lrOQ9+Q0Ka3Y7MkZ2V/kxrSxKYBQCtoKObYU8ly2IlqvvK6JsKszyn/r4k5yNirruK0xRruvvK67jmDwWDYLzAl7DjCWWccjrHCwnNtocMCBbFhaFUsJ/xmKKXMZ57SDcrqlNoljvVCwEgt/bFMTFFJKct8I89X/MR0Um9pp9pPPkf1uF+QL6JX3CMTPXQc3Rm9qPiaBLVkSNoVx5RCpuJ0aGf7mhyF81k2LPvvmxy3MotOBW7NOxWpOpAJVXqPKIVNEzFNvOS5V0eB9lrPPXQYDoSBCLdfcgX+n1d+U0VuDQaDYf/BlLDjCN/zlufhm9798wBKApZCVURmxFJGCOQrYtSxwvTaWCXhBqNQsKQocQSlYKVk34poJaVMT7KySDWI6hkAsPiAJYbHRb00oWaCaH3D6nqxjIEtfMMILTsIc5n2xWovMN1PqstlC0UmafX86pHlkVaeiFYoXjK/jsI0Rcpy/YogryCqk/U1USva6D5rxa//JnnkWefhZ55778QkDAbDnmKLH3gnMoyEHUd4zPUX4/BJC3z1gQ0AmeyQWsw8AL+QFpX6VTngc+0/JmugdraP6lcOdZG70HWEdDGglLK44BO3EfQLooVM6qTnWgxRdYNZtSZqAHrmvF4E/G2VSR+hfFvO9ZFslkSul1g6R7vq8ZNy/FxOcR6FKMj5FnTnWBMk1a4cg6v6HRVwkoy1pkrpqzU9ciZurLVQuRcdxgrgqRdf1hvYYDAY9jWMhB1nuPDc0/Gf/+ufKb8sSlTBE9IORopxB5L/mCt5xjgg5ZVE6CakuBEFLK6FHigJFND4iTGyksQOFSnjwnwZ2nN6ooW1Yu3VuyDV2BNCyTQYrVG+t84LCWxYEWV/szgBUZGcqzuqWUuec8+sqfljqqjrTHTXG3OaIK1SvbQ8Ka9E7aTfTiCbLVm9eFAvop5T3VefgNVXqAcdyOFV19/YvziDwbDnOKiBVHcD5hN2nOEtr3haUpu0V1WKASaqFjO82hUpflWMGIJiKPv1WgHjXBe1Ajb1YauIVoj8ydmql8bPpKzgEqmskLyQHjD6vmLaYhjLmjnWPmWx7vZ2SQrpKA+dAzLt9JPp14So6TMqTepcb2dkPY+iP3WUBExHvS93MhZjNwRMqV+9OUlKzo5vWr7GTLAa/6/e61X10QvCevJ8Db/8ktfAmf+XwWA4gDAl7DjDzY+8BI+6+nx8+vP/HUDkFymCPtKa5gnAHKC4bS+theLUL4sqoQ1VEdfkpGrptboib+WuwFTakLKUSFpIGRCUM1mvi3649ClDrl+YJMFVHXURx6RsCkrpqYr9CJArqUVq0hF8WN+Pejq67aQEqEyWFXmbCs6q59CQqgnVrKjbCdCqTZI57IQ6kHft5owJ/Wu658pr8ZbH3oqT5nOce/iU/mQMBsP+QPzRb+jDlLDjEA+/8GGZyyinegICEZC8ktWuSFSxwhhIOyA1/0E0N+o+OQZE1RBFjpW5kjVp00gO/FkFaj62WrHy1fNKYaosXxlbc5WjR0eZ6pv4NGnqKFu9i2bdVh3biCA/rZ5pmZFWlE8TuFBGYB+PRKwUEdOmxjQHQqGExbFIXT+ldr2LI1x++hm47PQzjYAZDIYDDyNhxyFe+qzHhAdV/C5GjnYveSXBkSRpUyUygQKQckUm/ykhNzooa52uSCk7hWWxjqDv+0ut5hva6lic7DSsHdMBNEpSWvDrOh0C1FOIVpoCtyzP82zKun1kM2BxbNG3BHCtCViZZJvaco+CVE0FWw15IaW8IoWFqTGcK/y/inbquTbn9m8IAOD1j37ciqs3GAz7DZbAexpGwo5DXH3pOXj6Y8s8eR6RgAHF4ud1rC8pY4CHKHqxEpRUWIpUphhWzZHCWMhkTYKwKrUrBWZVdRNqsqSIHYDKdyw+KIK3Uq4Xh+3GHusSpu2WVeDymAzzkPpTN0sTn66Cpdqoc96XR2lmLI+mH3ncECF1PYAiWpT8v3TMsuY6xMev9qOr7k8eo7635T0R/O2nPxfrszkMBoPheID5hB2neN7Trse/+tTnAGSzZP6lwGAi+CouGBgYJa8kQ2fy6YalwFytkbKoiq9XJYZAEz1CkcAbeXil3oWci4X6JhejmaH6y1D1K3T9tmtO0kNN/FaUlcVyA2IIilrO66hZbdLt2p7a8d1qLoC3qAe0KYhWl7cB3EozYzuAXIfugxXJ1uOs+vlKuPvKR+C09XWcdegwXvuom3DyYm1FfYPBsC9xQFWq3YCRsOMU11xyDoBWwUoixTwxl/BHlKraXEgoo+WLaKKJmtQTv640sFa/WkpRO+AXogryOW2SbJzt640BDGBEQ9y2DNJacp0CzGhIXFkmNwFVRYKkQWpIUYf0SR0J6ipEptu+6qyN69V7zh2ipUhb0wcnAtYNcdEoWaF+G/srno/lpdlgdTDZs086jL/5xNtW1DAYDIaDCzNHHqc498xTcNM1F3X9wjBDkdQbQsBcaV8v0hJV7Yt1OtbVSOuwMk2liRDatES6oY8PKoI0Gb4ikbzYZ9Ftab4r7wY6xKNuu40yuVhFWHLohjYHpNRp+w1H7dPVpkFq6/fA0XSYD61gkZo31EHlY5lrfZ+KnZA5dVJRV15L7VNY9BOOKRESAN7w6FtWnDUYDPsdBOyI/5f5hBn2PX7sbfcUKpIXVYuRdqB5RhGWQu+KlLaJqBGyqVLllSxMjeIDpMyMYXBFPPRirMyXJCfraPlAubDr9pW81o2oHwndlibJqknXd0kdPXVoMuhpMZgySU4cuV5JtFbVLX2/asVrlXlR1+v03xDVav4NwVLPq1ySZT9TzwPuufo6nHP48MRcDQaD4eDDzJHHMeaz/PKmFEbaBwgIYSlq0UmIkSI6Xu+KzGtwUsBSe0ZJ7aV+ZRJlbpUuxTkSAWTVeTbTcfvzwVdldUT97ZgkdRnKMj1dXY9r4U3dn9x5LOSyvDStdm5GTfBQ182lXKllTciIql3XvLiiPM2Hq3mm+prkcaqrf53yFqrXI886F1/+q6/itMU6vuMJT8UzLr18RW2DwXAg0I/XY4gwEnYcwznCTVdfhE/+5y+kFEaCtCvSB2KSRAsdakLKtH+VfJ5m1fqulTJNoICklGUCxKuDuqq0RmkummAVOyBjBbUDUk0fhZ9W4SSvZpjGjmUFkVpRJo+q75dGcSuaVyejc1ltKm3JCmUuVyiBKxSmie+9Kf+vXN6hSukNktvl2GYdZatREWNC8hUs7OozHoaPvPhV0xUMBoPhOIOZI49z/Mib7wINWRJK6lVUuigWMpDSGhUihyhYtfkRylQJFDsgtYJWq2LJf6xQSHS9uErXcbvER0omi+p8rUBpVU0qHK1JUmOFQtYUN2VCXlpzH4hKc148MsXTqYU6BKp+XJMfGU/5hqXXt4oZ1l6jVrcm7kFxXpkd5X1Qpz9a0c/9j7xxxQAGg+GgwnzCpmEk7DjHKSet4/ChBYBMdsSEJiTKE4KzvryZERf75D8W+kplOgJ+JD/ZpyuWK/NY0loIZbJrWZAL2SxC+6RJ257ZUP8dq+deJp1ZZS/46hTBaooKk18tudUTVH1HMtJT5XOflS22U79QqgrH+h6BqtuoOUPHDCN0iZKn6FBP0ZlQE8jK7yzNAzGwb31vNPrnLjn1NNx47gX9izAYDIbjFEbCTgDc8ohLstqkyJIHQqywSLZkYfRSl0tilaLqd1SxQkGrQ1UI0SAAeldkj1hpUpa5k+InVaNkRkTxbk66HxUFFRGrlJ6tyhrFTJMmFEfXBWJSaZpWsSbr9rqvFK++6qVTDNVjCUHqzyeFntA7HuN89C/RcEdWy4unLhZwIMydw4uveST+9X3fsLK+wWAwHI8wn7ATAN9x323415/+XE6SjRzAlYGU2FvW2MIXiwOpkl2VQKzLyPHDpHqsW5QBOQ6YqFWapJESwgqTJGc/MU3KOoJTMZgevyZgMt52TZJ1GU/yn7KqkBaamGqP+EzU4aJ+7jCplXKGqnqqk3Z3pn4hqzlUxGwy2n3BauNDr8uLiTe4/qxz8Y/vftnkeYPBcBxh+qvghIcpYScAzj79ZDz+2ktKS1DlvyWkSpJ1F7HCdLDWuOZyHdQVKFMQxT5b0ata5UWtIfVXzxG5vR4v/fVVBd85XxGJh2KS7JofJ0iVEKXpFERV17269XhaadPKm5c+6tyQPXVLmzD7JDD5iTVm0txX8vkCOgRsNZ57xdXbrmswGAzHK4yEnSC45iIVQV871iMuuBIrTCkwvhfAlWIZlP+Y7pPVUqyFF48QWkLtnmzqAS0pU12UypYyQabnpfTUzxOJiohtYZKELqsUpcpcV6AhXC1h2y4565oH0w0haFNjd75c91WZNOuAqtK+Hs+H9jrIL60gclPlc+fwddffuOKCDQbD8QRzzJ+GkbATBPc/6+awJlZxvTyQfb2EVEVVTJsBk/pVq2IEUOUXJqqMOOsTMnkr1BugccCf9BND2TZMGCWZkCc1F+mUrTRJriJXmpzokScJV6lgCTnr7YjM/SuiNBlYtSZvmkxWqhd6fcXyQkFTOzH1PU/+X+pClaK21Zef/pK58ORT8O9e+Xq47gtgMBgMJxbMJ+wEwRknH8KbXvBE/N2P/IdUVoSVACC+XrJTUkhWqgcE/7HYlhX5SkRLk6joa+bFB0yCrdYSV1S+dHtRsTiu8JkfcUmo1Dhd3zF5Xsc6iw9JlXUhMcsm0TDByFOomHdZQbdVhb14W0WfvR4V4SPdh1a7uKxXT4frc8rEmHgt5ddNEzq51hVM7IKTT8UnXvHa4Ig/DJP1DAbDcQgGCodkQwEjYScQrjj/YQCUQOM6lkAJSwG1Jm8VwFXOxee1oFR0RtWBihcUpKzzwZ1QttqRpaQiD7pK3Y5ZPZWLKSrWsy2Ke2fK1uXgjXpWWlNzH1PfX3V5Q6aqcTX3rdWuXt+MkN4q9VKZYXtjdy7g0eeej7XBvmoMBoOhhn0znkB4wrWXgiiSEqXuJGHDlYIGO2RTJbKVq3DAF/Ih7yS9Tg9FUQ62qkiZVtnyAt5RuziSMr34a07jVMXapLktk2THlCkTbMWuibooCZzcHFEYuw0n6vauc0rd0uWaNHZVr4lraUiVKquZ9KoftTVnBfC9T37GigYGg+G4hwlhkzCfsBMIhxZzfOeLn1a6DwFlXK+IZELkkhvpAK6JE+nwFdKnNgVKveT/VZGE4m8miEUAWMhcqOg3T7jqZ+o55+csUfj1oRON674TelpVJe/pcXgLAlbXTfOupMImIKucq8on1TBFwOqk2sV9ohicVZVpn7IVPmo1ZuTwvue8EA87yZJwGwwGQw+mhJ1geN7jr8MP/F+/CkARMGRCVShdaiHWscIoqjXilK/FmRRVXwtIolQxUhJuAMUmgURUKtVJuzg1QV6P1iRZK1WT5seHgIYoybiaLG1FZLoXFvufMI1uV/Wqia8mejHSfZi1Jl6r5ldi7hx+8cWvAojxiDPPLl9vg8FwQuKg7lzcDRgJO8Fw0mKB2eCwOfpmpySAHMBVWZ5YQlXEKkLAdKyx5FSv44/J84o3pFAVqLgTAY2nvPSjSZrqa9smydQJlUW11MaBWD5o8+NUoy2/hKbISm273V7fpc9XdQN7xMxHihuVr+RJJ8HetnM/AJx16DCuPevsiWsxGAwGg4aZI08wOEf4httvycJPLE+qmBAoKdOqmJjvlKmyAKGIE1ZEdBdJjLK5sWuuq8hWYZJMc34QJkmgY7rr1EEwCWodrZlbwd5ak+JqNMyvjzpMBVfzqMbrBnmVtnrcKZNkshlnMyfpNsX81TwqvOvJt219bQaD4cRCLxL1ThwHEEbCTkB88523YhjyYprWXkYRKyypVaJ2idqk12GtiqmyIjVR9fkoaIhmgSlgqBAC5L9U/W06qjstyUIteLWdVe24c17IaEFk0KJL1lT9hkRV9tWp75IJkldHzy/6nSKIjJAD1Mu8FOESYloHb+2+CBlfd/2jcYdFwjcYDIZtw8yRJyhOXl/DX37tgYJryNIqeSU1eWEgvVt0rLDafyyZJXXb2iwppExInuYeKn8kc82eYqVtmSQxLTpNWPUKwtEbt4diPvoCu+ywKuNUvVt3YszptEvUlkOfyy8SqTak57EtNS/3977nvhB/8cBf4bmXX41T1ta209BgMJxgMJ+waZgSdoLiVU+7qb9uC7FKBRUBE1VMqV8Fh6nFH6mbTGNUkS1kUpaEFsUKe0RKk4uaNCT1hjtqTqc+OnX0nPQVbqVQaYVsCk29ibqrCNikmlaXVee6Jkn5O6HSrSBljhxuv+xKvPTaRxkBMxgMhgcBI2EnKF53+y047aT19JyBsAOSopkqLr6JlHEu85qAaaJT+3pVZspAbDrqluYisT/Wck9NAij6hdVtoR+3BGelSbI3hpzifGyXoHSJYq+urqdzOEoxI/io+Xp85dOlx2n6DuRKTI/kVXtdryBtoR3pe9jxt3jO5VdOXLzBYDBErPpxd6yPAwgjYSconCM8/NwzAKBQphIXYpQO+JyJWpMDMpKtwilfjZWk6A7ZkseFA76OJ9b7gK1Sthh9kodOnS3IUc/Xs1THKgLXVaH6fRdHExuM0vgFWWRdT/ehn7fkrPD7YpXWXI9djVVqZ/o6Q6WHn3Y6fvzZz5+4QIPBYDBsB+YTdgLjnlseid/6L1+c9gkDmvhhTJlUJUWs55Rfs7EUgJVicaWI+UzmwAA5dXLKJFmPoS+AVjzXZbo/dMp6/l6oUw51jIqqbb0poQeeMmE2vmVczrczi7y7lSYIIZWkqzrXnwnhXU+5DV/ZOIJnXno5rj/n3P58DQaDwbBt7AsljIheQkSfJSJPRDer8mcR0W8Q0W/Hv938J0T0LiL6EyL6VDzu3L3ZH1zc/bjrcNYpJxV+6B4oI+XLYq1ImRQnsiWKmCIe4jsGICf6jgP0TJKNe1TPl0tjWybJ5klRNetOVFbrKVpKderthM5Ju8vJcKU0ycZPZlJH21/3mmXWaV5K9Yr9k9rZmM3KHX8v5HplH/3JEIAXXHUN3vK4W42AGQyGbYMAEPOuHAcR+4KEAfgMgHsB/Nuq/MsAXsDMjwLwagD/cEUfP8rMN8bjl3ZonscVZoPDvU94ZEvABEIahvwcHImF8glL+kz1bhJeIoSs8clSZs4ekSoSbx+tSXIKQlbqOlMmRI8WtaoUJ95LgVTWEWlswl5akb1+ucyh8umqHe575tJuX1SS0Y7KxwBOWSws/ZDBYDAcY+wLcyQz/y6AJsUJM/+mevpZAOtEtMbMR3Zxesc1Hnv5RcAnfj2RqEKMIrQKWCenZEPARBGr1CXhBoVJEij9syg/F5NkMl12TJIpIXltTuw9L8yLaM2UqU1d0H9aolLT0kVR1Y7a8Wr0yjvpinKYCWQlsjeeNOn026ODLP3Fqa65AR+971UTkzUYDIYt0PsxawCwT0jYNvEiAL+5goC9mYjuB/BJAP8/Zv6fvUpE9AYAbwCASy65ZEcmepBw69WX4MzDh/DnX/urkq8IOfGZk8juycQthNQIeWPFFags44rsMLhJXdRwhB5JmjI7bsskyeVj1SZFy1JuV0eNpt2Un9dE/Xi/W3SIVUcRIyGjXRLX1p+6UAJw1Zln4tmXX4nrzj4Hz73iassBaTAYDDuAXTNHEtHHiegznePubbS9HsAPAnjjRJWfBHAFgBsBfBHAj0z1xcw/xcw3M/PNZ59tOe6ICH/n6+8qLVeVX1faKSmmRamofcJ0256/V1lSql8rTJK6SdfsyJ3H6JTrC+v1KcdK8+MKE+E2TKA9U2DhjxXHJqZ06Pqkjv41dny/KhNmaaikyWk/9vwL8ddufQruvPIaI2AGg+EhwXzCprFrShgz3/5g2hHRRQA+BOB+Zv78RN9fUvV/GsBHHtQkT1Ccd9rJACoCFs8xkIO3agVsyM/TQq/zSYoqVjnl69yR2vQ1ZZIMKhtNmyShzuu+0uQ7z4Eo73FRX88n8A4hKVriq/rULbf8DiikwH6Nnr+YJr6aPjV+YRW4HG/S9NjBdzzxqRNnDAaDwXCssF8c87sgotMBfBTA25n536+od756eg+Co79hmzj/jFNxzqmt03UiYFqBicQocSVNwKjkT8m3qyA/qkwRrgl+1Sbl7pnwtvucqr8dVa1Q+rTCpJoW8cvS49pkWKFQqVR/6d5Se52N6tW5mBWqV2+8Gr0zf/v2O3D6+nrnjMFgMBwlptT5nTgOIPaFTxgR3QPgxwGcDeCjRPQpZr4DwJsBXAngu4jou2L1ZzPznxHR+wC8l5k/CeCHiOhGhJfhv2DabGmYwD9603141nt+Jj1noHXAJ6SdkoWjvhArxQtIcxKtbikGlFQw1f+USTKpXVPq1la+XN3zUdbT6lnVZxpGro9Rnqz7TKpe3/cqT5uaHZqJ3KVmFGvKXDtjFSStPFcSLGouU+OdT7kNJ81neOEjrsPasC++FgwGg+G4x774tmXmDyGYHOvydwN490Sb16nHtnXrIeKCM05NjxMBg7ISqpRGSfzRQVmBEJJBmSAl0GsbvJVbk6RGTaxqUjZpkgRSfIWpHY5SlProDcLNxLrkJTYT5Yx1X8WwpP6v+usRx0L1Embb67dXH1gV66uHxTDg62+8aeKswWAwPBTw5HeSYZ+bIw27i8vPOTM8qMyKKbRErCd8gKg1U2ryUpA5rngPMnlJJklaQXZqU51G7Z+lCZjmV71+GlMiF3+KAVTbwkm+rsvZVLsyRlpRRmoeVM1vokydK532p6Le9/FNj33cUdQ2GAwGw7GCkTBDwo+96gXBEV5zDiFMcYEv0hJFEqDJVkJHXEr9UWBdieBJfUlSjaqtMkmmuoXZbovnW0XfL8q11NaR3XomQamdSNBEvd48gcp0SeWvxoZwTTwve9i2e8Qdl1+Jb338k7ZZ22AwGI4exQ/SHTwOIvaFOdKwP3DZOWdifT7DA5vLkoABmUTJO0YEo8r8mE4NVTun2jHAapdkFz0yBlVWl3ddtCpZrnbT6vWdOqDiTzsBVbkmQV1ypeSwnr9YR03romCuoSApivUMJ+SwV99wI5540SV4/EUX47Q1c8A3GAyGvYKRMEOBR110Hn79j77QFYBYdkoqy1gRlgLIeSIjyanVtIJfaOKgTJLpVE22hDixejzl+lUzsq3sc6tIWcFouD+WPOhenCpasVNxlcqm2zcO94rf1a53vWu69xHX44Zzz5ueh8FgMBxLmE/YJMwcaSjw3S98ZkvAotqVTJIS0FR2T2pVLDVCdtSvfcYJIKLWc6k2SXZQJO1ehSlz4FZ1dN3e89p0mHy1+s74Xb+zXn+12bGoS33yFuvVBKx4XF3jGevrRsAMBoNhn8BImKHAZeeciUvOPC091z5btU9YImVAYb1LBEBUstiuNkuylnAEtfLlUZISfa7DS1qPrs7EtJLWIz31OD1MEbMekdKz02VSJ12jcs5XfecNAHHCU4RtC1x2+hn4N/e/buuKBoPBcKzAAPndOR4KiOj7iOjTRPQpIvoYEV0Qy59FRL9BRL8d/z5jov27iOhPYvtPEdGd2xnXzJGGBjc9/EL8t7/4y8YtygM5en6EJlbJB0wIj5guGaVPmGZJtcmQAXKq72awakITJC75SU2ZK3vt6/7r8lVYRdaOpowDceQ4+VrdkqhhhYuZ/FfNW16G//i6b8JJ8znWZ/MtL8NgMBhOUPwwM38XABDRWwC8E8A3AvgygBcw858S0SMB/EsAF0708aPM/LePZlBTwgwN3nL7ExsClsiWUm/qsiTWqLZckwNRfoCQH7EnZ02ZJMVvTLeqxbSOkpUyJibVaNq0VzxepTKtUqO2U9YoX1SFsqg2FYjpsTBBFlpfd64XnXoqzjx0khEwg8FgWAFm/op6ehjy+5b5N5n5T2P5ZwGsE9HasRrXSJihwXmnn4KnXXNZes5AcrgvNvhpc56GMkEWOyeFkKl33ZYmSelP/qpwE7XffrdtYXKsyNgUWaqxXfPfinvRXk+kUdrM2FxGNl+2MclKjawI36HwE3e+YGKyBoPBsEtg3p0DOIuIPqmONxzNNIno+4nojwG8EkEJq/EiAL/JzEcmunhzNGn+LBGdsZ0xjYQZunjMpRcAyHxBcy7ZxVjEZqGyHoAm7VFrGqwIGJfFW/neN+3k8SpSlQhc5RDf2yTwYNWwLrkjFA726t6R+l+3T+c7StgUhI5dfOqp+NBLX4HrzzEnfIPBcMLgy8x8szp+Sp8koo8T0Wc6x90AwMzvYOaLAXwAIW2ibns9gB/EdFrEnwRwBYAbAXwRwI9sZ8LmE2bo4hWPfzT+zq/EnOlaZKmIVB0nLPmoO1VVFLGCcHEibao7db4zXrENUKlHVLmXTTjs1900xAe9SsoZfhKUrqevpNUqVWuELUyKK5Sz8IjBzCBqe7n7Edfif7vjuasmazAYDLuLld+fuwdmvn2bVX8OwEcBfDcAENFFCKkV72fmz0/0/SV5TEQ/DeAj2xnIlDBDFyevr+H+Wx9TEjB5IOZGIWA94uCRTYficK8j1ytWxL1dLZVPWtP3KqVqpVI0fT75jklNvVOxNzkxJXJsy6rMqyMqWNJ7Q7iqo6k3MdPedbzt1idOtjIYDAZDH0R0lXp6F4Dfi+WnIxCytzPzv1/R/nz19B4An9nOuEbCDJN47GXtBpBCICr8rco6he8YdwiFNs2tMElO8qnahFiPsY1fXtrPigoiRG37VJ4d6Uu/LtVOmRkniZS+ztrMyEgEjibjprU+YPc84lpcdOppW1+4wWAw7CKIeVeOh4j3RNPkpwE8G8BbY/mbAVwJ4LtU+IlzAICI3kdEN8d6PxTDWHwawG0Avm07g5o50jCJp19zOQYijMyZVAFtmqIHa5KMHawySVb2wz6rkb51B/XzKWf/Tvccz+d5lWSxMG12VLKVpsZqDqVplJWjvtQPASum2NzlZ5yOMw4dwrc/6cm45cKL+5UMBoPBsBLM/KKJ8ncDePfEudepx696MOMaCTNMYj4MeNddz8B3ffgTAJT4pMgEV3JP4ZfVIUWJpFXq16pYYpOKmK5Xx/zabgywDnokqiZmU/Wa8Wo0REw56mOa2MGjq1t/5BWvwvrcwk8YDIZ9DEtbNAkjYYaVuPGSYJLU1r9khVQKWPJd10QqVtYmyTK1UTyxwiheR+QvT+oTgZFRfMzVmTxm3X572FbVzvdMQSCFxLGqzmXtKZKX6qrCS0873QiYwWAwHGAYCTOsxBVnn4mTFnN8dWMTgCIVyicslalYYrpOQYZUmVbWiuc1dAc1u6JepQkC1jNJHgURm8Sko395juQClc/YVPuuGqfme97JJ+Mjr/y6BzVdg8Fg2DUwUoBuQwsjYYaVICL8+MtfgNf+g/+rIUqkFZ0hlxVkaspvTNfpGRwV4agVoVpdaklZrMFIYRw4PVfK+JSds2fG3ArTblurzZSVI/8q0kgAfuL5L8A1DzsLDz/jjG1OzGAwGAz7FUbCDFvikReeO6lUFXkipU5lkuSOibLZPlmraMUguV1SlyYVLKr+hgZd1Ylzn5MmS9VbQd6q+rn/urdcmWWDwwrla4pgMoCzTzoJd1x5Vd3UYDAY9i0Ix2Tn4nELC1Fh2BKnHlrHOaccbsoTJ2HlTF6rV8mBLDcQ5/O6DomDvqoLXWcKNbHqPtf7ELPvVRmaoj9cE6We8zWn60hOctWkVd8plpjqo6eg1TROuNh777qruXSDwWAwHFwYCTNsC++7/94uERIiUZspeYLQFD5iiZBQXStAB3etiFLdJ+rnhf8YZZKkYnlR0V8OgKpjh5GaI8Uk29DzTvHONOEqx6mPOj5Z70eiXNLgCFeeeQY+/MpX4jEXXNBWNBgMhv2O3csdeeBg5kjDtnDlOQ9ryrpO+oSCkCXC4lBIPL0wFaBIciLzKcxyvT6LthMTr0NVFLOPjZWCRcWp/oCkz6363Gsiyp3rKfpr53nq2hp+881vWjGAwWAwGA4yTAkzbAtEhOvOP6dzIv7l8m/BsSpH/uJ5TbDqPqZIDpdjrHR+l7KuqZPax41pcYXKtWocmWdU9LZKvl2fe9uTnrSissFgMBwQmBI2CSNhhm3jJ19xd/G8l3UIFNQwoFTECrMbtwStIC5Kjio+Vj0FDEpJqs/JMbU9umsuJBQqV0WotnsU6ZDQlm+FO668Eq96zI1bVzQYDAbDgYWZIw3bxrmnnozBEUafWUSza5LVHznZ37DY9WMP5/J2yykLZBfaHKrnps73T2xjkC0UOa6eyzCTbTvmx7lz+BtPfxqee83VOPtwuxHCYDAYDMcXTAkzHBWecc3l4QE1HCKBa4IR/aGKRNU9k6SGal+ozFPqFLIiVjjU63a9PromyulzhZm1Q7gK4lXNrdl+UI15x9VX4v6bHmMEzGAwHD8Qa8RuHAcQRsIMR4X33POckiDFvwW5oooEdeqnnYH6hOyGFLNgv4uysw4Z0+e7oSYmVK3eHs16J2NhVqzm0fQ/MVbvWhbDgB949rP7EzMYDAbDcQkzRxqOCofXFjhpMcfXYhojQJnjpgKuajMhqwrZ6ph833Wb1L+uV9fVg9UD1+3qOfWGIzU9PQc9b9V9Pde6b9bn1YDS1cmLBW6/4nK86/Zn4vBi0ZupwWAwHGhYsNZpGAkzHDVefvMN+Jn/8BsAKl6iw0HUzCeSGDEZdp36EdWx2tNfPsDiL6/NnbUi1YS9KJ/XXTcPK9Nmcw29ctV3OWROKN6bz3knn4x//01v6HRmMBgMhhMBZo40HDXedvuTu/FR63hXtb/XVv5grYImkldpKCQqSxqlq2cSnHKOX3VM1en0o/3R8pzzlfWa/dCdd3RKDQaD4TiDhaiYhJEww1FjcA5nnxycxxtRasIEWISkYOUP1lG0ptSqRIKU71gvpVBTfyv0CFaHIKbHetz0uPIoq8YldW7uHN5zx7PxpEsv3cbkDAaDwXC8wsyRhgeFb7v9SXj7P/tYS8CgCpTJkTvlQGt+JKz4QUOa5JRMT89jMjTFdtCpK75hqd/0vBfroiJixRwJ/+kt34yTFwsQNfqdwWAwHIc4uCrVbsCUMMODwj03Xg9HyuOpDlmhCVjv80fbJEtTKpd451dHbwdkMpNOfA/Uypb0U+aOVP0X49c7Cqbn/8wrLscpa2tGwAwGg8EAwEiY4SHg6nPPSo+7hKpnzqP+ed0uEaC6bReqluqTUJGral69c6knTa4KH68pc+MWRAzA5Weegb93zwtWVzIYDIbjDQzzCVsBM0caHjS+9wXPxEt/+oOohZ1EyKbMkQJX7kJkoIh4n9pqs15NfnrxLTifzjU7pkOm4DKf8ixxbNKhf1oBqx5NmVoB4A23PBYvetQjccVZZ8JgMBgMBg0jYYYHjRsuPB/zmcPm6Ave0yUlNUGp43thgnBVoSy6Pl9Fpwo9d62GTFGXYG1pGq3mnU6rOc+cw1+/7andmRoMBsMJgwMazX43YOZIw0PC0666LD3ukiMxD/bihunHHfVKzhEj7YgsEoHrtivMmznchJgU+/5kk/2ICRPlscoESQDe/9J7pysYDAaD4YSHKWGGh4Tvff7t+Pjvfb4Rthr/MKiTdXm1W7JoOuEY1h1jWiLb0mer6ZNbPjjZr6p48nyOV99yE974+JtxkkXANxgMBouYvwJGwgwPCWcePqlIY7SKBwFtSIoCHZ+q4pz0Uf1t/M3qkBdT/VDry7lS4dqClRGA/+3u5+IZV16xuqLBYDAYDDBzpOEY4DW33gSgCgWhdx9WvlMrVabKJEjbUKRqM2ERXqL6W5sT67pTpsgtTZ4Abrn4QiNgBoPBUMN2R07CSJjhIePNT7s1PKjUKtYPagVKd9AjOJXZcirUxJbEqdNdUa9CEy8MlQ9YZ7xbH34x/uHLX4wPvPKlvVEMBoPBYOjCzJGGhwxHhPNOPRn//S//PwDVxkeuyJg6mSJD9DqdIGTNTsStsEWdXjDZKeWtZ2o9ZW0N/+DlL97GRAwGg8FgKGFKmOGY4Huef3tTVscLq88lMqZPrDD3aTWqduAvzI699rXCtR21a0pRi88dEX7+/pd1JmwwGAwGAOH70vPuHAcQpoQZjgmefMWlxfMiJBhPk7EueipYz3TY6bMmd5X4VnS5VZiJqaktBodvfPLj8YYn3Iy1mX2EDAaDwfDgYCuI4ZhgcA43XXw+/tMff7Eob9QwRkmcOOyWXMG1tofapBgHnohwsbJtt3KcNwH4W897Nu561LUPbp4Gg8FwQuHgOs3vBswcaThmeMdznzF9Upv1ppzssT1T4lTbpt0qTDn1r+oTwHMecaURMIPBYDAcE5gSZjhmuObcs+DQZqhIKtdE1HyqZbDtmi11m96A26nbadKr9vQrH453PfeZuOC0U7c/N4PBYDCYErYCpoQZjhlmg8NdN6xQiXqhJjpITvLq8aRCNjHOVvG96jSW3XOxzeAI733ZC42AGQwGg+GYwkiY4ZjiNbc+tiyodyTq8t5j1aYnaG1JzlagR7a2an/a+hr+xRtfDdckvzQYDAbDtmDBWidh5kjDMcUjzj87pDE6stmvwCpYqzY/9kyRPWd7rFCuVLNk4eQVqtcKXkUAPvam1+DSM8+YrmQwGAwGw0OAKWGGY477br5h5XkhSYXZr3ba75kbp0yMVVkdA2zlRCZ+PD37EVcYATMYDIaHCobFCVsBI2GGY47XPenmlee1X1jh/1WTou1YAB+CX1ivj8PzOb7rjqfjx19y1zYGNxgMBoPhwcPMkYZjjjMPn4RzTzmML/2vr4aCmvx0dkNuN7djt/3RYMUOzJlz+E/f+eYH0anBYDAY+mCA6z3zBoEpYYYdwZtua5N6J9SqlHosUewLk2Kv/lYErDJJNk74VfuZc/gnr335Fp0aDAaDwXDsYCTMsCN40WOuP7oGnV2UXeKk6lBN0lR5Nx9k3V/E25/9VPz233gLrjv/nKObs8FgMBi2hu2OnISRMMOOYHAO10dSM5k6aNVnplK7CH1Fqw5ZsWUk/Kr9oy88D695wmMtBIXBYDAYdh1Gwgw7hm9/9lMKp3vuEaTtOM0fzVG3nehyIMJbnn4r/s/X3nd0F2UwGAyG7YNhuyNXwBzzDTuGxz38ohACrFK0GMgEaat8QbrhgwG3bQnAx9/yWlxwukXANxgMBsPewZQww45hcA5PuvLS9LwxHaKKor8Kx0gRWwwD3vvyu42AGQwGg2HPYSTMsKP4zuc8rSzoOeBrJ/tYbdvC15TTfYfcXXvu2fj033wLnn715dvt3WAwGAwPFeaYPwkzRxp2FFec8zDMncOm99PO8jodEfcd77e0VAoRI1Vf9X3OyYfxwde97OgvwGAwGAyGHYKRMMOO46WPexQ+8Gu/BaBME5nQY1jUJ2NNm1WJIyP+zkvvxHOuv2bb8zUYDAbDMcQBVal2A/vCHElELyGizxKRJ6KbVfnDieiviOhT8XjvRPsziehXiOgP4l9L+reP8E1Pe0J6nBSqh7orsq43ga+/9SYjYAaDwWDYl9gvSthnANwL4O93zn2emW/cov13AvgEM7+HiL4zPv+OYztFw4PFw045CSevLfDVIxtgzmpY+ssTPGqFY1izqVIpYAxg5gifeNvrcO6pJx+DKzAYDAbDg8PB9dfaDewLJYyZf5eZf/8hdHE3gPfHx+8H8MKHPCnDMcVbb39i1/G+x7NSmXLYr9MQdetHzIjwT9/4CiNgBoPBYNjX2BckbAtcRkS/SUT/hoieMlHnXGb+IgDEv5Z/Zp/hZbfcUBbUxEqOeJrQpi/qpSGqceXZZ+JT73wLrrEURAaDwbD3YADe785xALFr5kgi+jiA8zqn3sHMH55o9kUAlzDznxPRYwH8MyK6npm/8hDm8QYAbwCASy655MF2YzhKzIcB5556GF/6yldXb3VcEeMrYcJMeeU5Z+JD3/wqzIaD8NvCYDAYDCc6dm21YubbmfmRnWOKgIGZjzDzn8fHvwHg8wCu7lT9EhGdDwDx75+t6POnmPlmZr757LPPfmgXZTgqvOP5t02nLDoalwEu/zKAb3nGrfjn3/JqI2AGg8Gw32Bxwiaxr1csIjqbiIb4+HIAVwH4w07VXwTw6vj41QAmiZ1h7/DM667MT6Zihq3aCTmBtz/3afjmZzxh64oGg8FgMOwj7AsSRkT3ENEXANwK4KNE9C/jqacC+DQR/RaAXwDwjcz8F7HN+1Q4i/cAeBYR/QGAZ8Xnhn0GIsKV55w5rYYBq8lZBz//jS/H/U+66VhO02AwGAzHEqaETWJfhKhg5g8B+FCn/J8C+KcTbV6nHv85gGfu2AQNxww/+NLn4EU//nMNqSoSfYuDvo5+X2ExG/Cvvv11OPPkk3ZsrgaDwWAw7CT2BQkznDi49oJzJ6Pfp/IqVxFRScTOOvkk/NLbvh4nry92apoGg8FgOCZgwB9MlWo3sC/MkYYTC4+59LxMqo7S/Hjjxefj3/6NNxoBMxgMBsMxAxF9HxF9Ombn+RgRXRDLdzRzj5Eww67jh172vCLp9laQaq94/A34uW+6b4dmZTAYDIZjDgaY/a4cDxE/zMw3xAw9HwHwTnXu88x8Yzy+caK9ZO65CsAn4vMtYeZIw67jgjNO3R4BY4CjafKdd9+G+55w405Oy2AwGAwnKKr4o4dxdIGTgJC55+nx8fsB/Cq2kT7RlDDDnuCGS87dVj0C8P7Xv9gImMFgMBh2FET0/UT0xwBeiVIJ27HMPUbCDHuCv3f/3duq97G//lo87vKLd3g2BoPBYNgxeN6dAziLiD6pjjfoaRDRx4noM53jbgBg5ncw88UAPgDgzbGZZO55DIC3Afg5Ijr1WN0aM0ca9gRnnnJ4yzr/6d3fgrW5vUUNBoPBsC18mZlvnjrJzLdvs5+fA/BRAN/NzEcAHIntf4OIJHPPJ6s2XyKi85n5i1tl7tEwJcywZ/j7X//CbvlAwGfe861GwAwGg+F4wAEI1kpEV6mndwH4vVi+o5l7jIQZ9gxPfsRl+IW3vAJnHj4EIMQDe9WTbsSn3/NtIJrI0m0wGAwGw7HHe6Jp8tMAng3grbF8RzP3mNRg2FNce+G5+HfvnNrxazAYDIYDDWbAP+TwETsOZn7RRPmOZu4xJcxgMBgMBoNhD2BKmMFgMBgMhp3DAU2uvRswJcxgMBgMBoNhD2BKmMFgMBgMhh0DHwCfsL2CKWEGg8FgMBgMewBTwgwGg8FgMOwQHnoMr+MZpoQZDAaDwWAw7AFMCTMYDAaDwbAzYEheR0MHpoQZDAaDwWAw7AFMCTMYDAaDwbBzYNsdOQVTwgwGg8FgMBj2AEbCDAaDwWAwGPYAZo40GAwGg8GwI2AAbI75kzAlzGAwGAwGg2EPYEqYwWAwGAyGnQGzOeavgClhBoPBYDAYDHsAU8IMBoPBYDDsGMwnbBqmhBkMBoPBYDDsAUwJMxgMBoPBsHMwn7BJmBJmMBgMBoPBsAcg5hPXVktE/wPAf91m9bMAfHkHp2NoYfd8b2D3ffdh93xvcCLe90uZ+ezdGoyIfhnhPu8GvszMz9mlsY4JTmgSdjQgok8y8817PY8TCXbP9wZ233cfds/3BnbfDXsNM0caDAaDwWAw7AGMhBkMBoPBYDDsAYyEbR8/tdcTOAFh93xvYPd992H3fG9g992wpzCfMIPBYDAYDIY9gClhBoPBYDAYDHsAI2EGg8FgMBgMewAjYStARD9MRL9HRJ8mog8R0enq3NuJ6HNE9PtEdMceTvO4AxG9hIg+S0SeiG5W5Q8nor8iok/F4717Oc/jCVP3PJ6z9/ougIjeRUR/ot7fd+71nI5XENFz4vv5c0T0nXs9H8OJCyNhq/ErAB7JzDcA+M8A3g4ARHQdgPsAXA/gOQB+goiGPZvl8YfPALgXwL/tnPs8M98Yj2/c5Xkdz+jec3uv7zp+VL2/f2mvJ3M8Ir5//x6A5wK4DsDL4/vcYNh1GAlbAWb+GDMv49NfA3BRfHw3gA8y8xFm/iMAnwNwy17M8XgEM/8uM//+Xs/jRMKKe27vdcPxhlsAfI6Z/5CZNwB8EOF9bjDsOoyEbR+vBfAv4uMLAfyxOveFWGbYeVxGRL9JRP+GiJ6y15M5AWDv9d3Fm6P7w88S0Rl7PZnjFPaeNuwbzPZ6AnsNIvo4gPM6p97BzB+Odd4BYAngA9KsU99ifRwFtnPfO/gigEuY+c+J6LEA/hkRXc/MX9mxiR5HeJD33N7rxxCrXgMAPwng+xDu7/cB+BGEH3+GYwt7Txv2DU54EsbMt686T0SvBvB8AM/kHFTtCwAuVtUuAvCnOzPD4xNb3feJNkcAHImPf4OIPg/gagCfPMbTOy7xYO457L1+TLHd14CIfhrAR3Z4Oicq7D1t2Dcwc+QKENFzAHwHgLuY+Wvq1C8CuI+I1ojoMgBXAfj1vZjjiQQiOlucwonocoT7/od7O6vjHvZe3yUQ0fnq6T0ImyUMxx7/EcBVRHQZES0QNp784h7PyXCC4oRXwrbA3wWwBuBXiAgAfo2Zv5GZP0tEPw/gdxDMlG9i5nEP53lcgYjuAfDjAM4G8FEi+hQz3wHgqQC+l4iWAEYA38jMf7GHUz1uMHXP7b2+q/ghIroRwTT2XwC8cU9nc5yCmZdE9GYA/xLAAOBnmfmzezwtwwkKS1tkMBgMBoPBsAcwc6TBYDAYDAbDHsBImMFgMBgMBsMewEiYwWAwGAwGwx7ASJjBYDAYDAbDHsBImMFgMBgMBsMewEiYwWAwGAwGwx7ASJjBYDAYDAbDHsBImMFg2HEQ0UBE/zsRfZaIfjtmPDAYDIYTGkbCDAbDbuDtAP6Qma8H8GMAvnmP52MwGAx7DktbZDAYdhREdBjAPcz82Fj0RwCet4dTMhgMhn0BI2EGg2GncTuAi4noU/H5mQA+vnfTMRgMhv0BM0caDIadxo0A3snMNzLzjQA+BuBTRHSYiN5PRD9NRK/c0xkaDAbDHsBImMFg2GmcAeBrAEBEMwDPBvDPAdwL4BeY+fUA7tq76RkMBsPewEiYwWDYafxnAE+Ij78NwEeZ+Y8AXATgj2P5uBcTMxgMhr2EkTCDwbDT+McAbiKizwG4AcDbYvkXEIgYYN9FBoPhBAQx817PwWAwnICIuyb/LoAHAPzfzPyBPZ6SwWAw7CqMhBkMBoPBYDDsAcwEYDAYDAaDwbAHMBJmMBgMBoPBsAcwEmYwGAwGg8GwBzASZjAYDAaDwbAHMBJmMBgMBoPBsAcwEmYwGAwGg8GwBzASZjAYDAaDwbAHMBJmMBgMBoPBsAf4/wOwkntUphmymwAAAABJRU5ErkJggg==", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ti_rule = util.simpson_rule(51, -6, 2)\n", - "grids, wts, logjt = quadrature.build_grid(\n", - " fi, y[0], n[0], n_theta=100, tol=1e-6\n", - ")\n", - "for sig_idx in [12, 18]:#range(0, 20, 5):\n", - " plt.figure(figsize=(10,10))\n", - " f = logjt[:, :, sig_idx]\n", - " vmax = np.max(f)\n", - " vmin = vmax - 20\n", - " plt.scatter(\n", - " grids[:, :, sig_idx, 0],\n", - " grids[:, :, sig_idx, 1],\n", - " c=f, vmin=vmin, vmax=vmax\n", - " )\n", - " plt.xlabel(r\"$\\theta_0$\")\n", - " plt.ylabel(r\"$\\theta_1$\")\n", - " plt.colorbar()\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 4D" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "fi4 = fast_inla.FastINLA(n_arms=4, sigma2_n=30)\n", - "n4 = np.array([20, 20, 35, 35])\n", - "y4 = np.array([0, 1, 9, 10], dtype=np.float64)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "mcmc4 = mcmc.mcmc_berry(\n", - " np.stack((y4[None],n4[None]), axis=-1),\n", - " fi4.logit_p1,\n", - " fi4.thresh_theta,\n", - " dtype=np.float64,\n", - " n_samples=500000\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 253, - "width": 383 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "sigma2_mcmc4 = mcmc4[\"x\"][0][\"sigma2\"][0]\n", - "mcmc4_pdf = mcmc.calc_pdf(sigma2_mcmc4, fi4.sigma2_rule.pts, fi4.sigma2_rule.wts)\n", - "plt.plot(np.log10(fi4.sigma2_rule.pts), mcmc4_pdf * fi4.sigma2_rule.wts)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/../../python/example/berry/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 275, - "width": 407 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "integral = quadrature.integrate(fi4, y4, n4, integrate_sigma2=False, n_theta=15, tol=1e-7)\n", - "integral_scaled = integral / np.sum(integral * fi4.sigma2_rule.wts)\n", - "plt.plot(np.log10(fi4.sigma2_rule.pts), integral_scaled * fi4.sigma2_rule.wts, label='quad-$\\mathrm{15^4}$')\n", - "plt.plot(np.log10(fi4.sigma2_rule.pts), mcmc4_pdf * fi4.sigma2_rule.wts, 'k-.', label='mcmc')\n", - "plt.xlabel(r'$\\log_{10} \\sigma^2$')\n", - "plt.ylabel(r'$p(\\sigma^2 | y)$')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/../../python/example/berry/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n", - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/../../python/example/berry/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n", - "/Users/tbent/Dropbox/active/fda/imprint/research/berry/../../python/example/berry/fast_inla.py:226: RuntimeWarning: overflow encountered in exp\n", - " exp_theta_adj = np.exp(theta_adj)\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 728, - "width": 728 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "ti_rule = util.simpson_rule(31, -6, 2)\n", - "\n", - "plt.figure(figsize=(10,10), constrained_layout=True)\n", - "for arm_idx in range(4):\n", - " mcmc_arm = mcmc4[\"x\"][0]['theta'][0,:,arm_idx].to_py() \n", - " mcmc_arm_pdf = mcmc.calc_pdf(mcmc_arm, ti_rule.pts, ti_rule.wts)\n", - "\n", - " quad_p_ti_g_y = quadrature.integrate(\n", - " fi4, y4, n4, fixed_arm_dim=arm_idx, fixed_arm_values=ti_rule.pts,\n", - " n_theta=15\n", - " )\n", - " quad_scaled = quad_p_ti_g_y / np.sum(quad_p_ti_g_y * ti_rule.wts, axis=0)\n", - " plt.subplot(2,2,arm_idx + 1)\n", - " plt.plot(ti_rule.pts, quad_scaled, 'b-', label='quad-$\\mathrm{15^4}$')\n", - " plt.plot(ti_rule.pts, mcmc_arm_pdf, 'k.', label='mcmc')\n", - " plt.xlabel(r'$\\theta_' + str(arm_idx) + '$')\n", - " plt.ylabel(r'$p(\\theta_' + str(arm_idx) + ' | y)$')\n", - " plt.legend(loc='upper left')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 0 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwAAAAH8CAYAAABmTsjFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAABYlAAAWJQFJUiTwAAC22UlEQVR4nOzdeVxU5f4H8M8w7JsDCO7b4Ia7jEtq5gbmVqaBWmZlKrTeureSa926/eqWQXerWylu2WKmYO5WgrnnPu6CAuMuyjqyL8Oc3x8GgbOdMxx0lM/7vub16p7zPN85AwLP91kVgiAIICIiIiKiRsHpbj8AERERERHdOUwAiIiIiIgaESYARERERESNCBMAIiIiIqJGhAkAEREREVEjwgSAiIiIiKgRYQJARERERNSIMAEgIiIiImpEmAAQERERETUiTACIiIiIiBoRJgBERERERI0IEwAiIiIiokaECQARERERUSPCBICIiIiIqBFxvtsP0Ni0b98eBQUF6NChw91+FCIiIrpPnD9/Hr6+vrhw4cJde4bp06cjNTW1QWJ37doVK1asaJDYjRETgDusoKAAZWVld/sxiIiI6D7iCG2L1NRUpKQcReeuLrLGPZdaKWu8hhAeHg61Wo3w8HCEhYVBpVIBAHQ6HbRaLVatWgV/f3/Ex8c3SH2pFIIgCLJEIlE0Gg0A4MiRI3f5SYiIiOh+4QjtC41GgyrhFHbubyVr3GEPXIVS0cOh204ajQZardbi/bCwMCQlJTVYfam4BoCIiIiIZKIAjEp5X1Dc7Q9lN5VKhfj4eLsb7/WtbwmnABERERER1VN+fj50Oh0OHz4MtVpd87pT9aVgAkBERERE8hAAhVHmHnsB98wgQGhoKEJDQ+9afbGYABARERGRfIR7pLXeiHENABERERFRI8IRACIiIiKShQLyTwG618YTEhMTcejQIej1emg0GkyZMqVmW887UV8MjgAQERERkUNLSUmBRqMx+3IUycnJCA8Ph0qlwrx58xAbGwu9Xo8OHTogOTm5wetLwREAIiIiIpKHACiM8se8F5jbrnPu3LkAbh30lZCQgIiIiAarLwUPArvDHOGgDiIiIrq/OEL7QqPRwFh1Grt3tpc17tBhF+Ck7O7Qbafk5GSEhYVZvK9QKKBSqZCfn98g9aXiFCAiIiIiko9R5tc9wFrjHbi1vader0dcXFyD1JeKU4CIiIiISDYKB5tbotVqkZeXV+849TmYS61WQ6vVIikpqWZaz52sfzsmAERE5LDKyw3YsO4cVn5/ClevFECpVKBjR38881wfjBjZHk5OCly+dBPffXsS6Wl5qKoS0Lq1D6Y92QM9egbZjH/6VBZSzuSg0mBEixbeGPJgG7i4KO/AJyOiO0Gr1cq2UFitViMjI8Ouuv7+/gCAw4cP35X6t2MCQEREDunnn9Lx0vNbkJ1VUuf6qZPZWLf2LIKD/dC6jS9277oEo7Ful+Nn/z2IQYNb47//exgh3QLr3BMEAT8mpuLLzw/h0MFrde61aOGNZ2f1wUuv9Ievr5uo5ywsLMfqH87gm+XHkXYuD1VVRrRq7YtpT3bHM8/2RrPm3nZ8+j+cOH4Du3ZcRGFRBXx8XDFyVAd06x5ouyLR3eBgi4BDQ0PRkMtddTpdzc49YtYo6PV6WevbiwkAERE5nI3rz2LGk+tMGva1ZWTkIyPD8oK4fb9dQfjI77BxyxPoG9ocwK3G/+t/TsKSeK3ZOpmZRZj/jz3YsO4s1m2carPx/uu283h2xnro88vqXE9Py8M//m83Yj/ai/lxoxD1vPQeyKStOsR+tBcHD1w1uTd4SGv89e0HMXxEe8lxaztx/AYWx2uxeVMa8nJL4eHhjP4DWmLWnL4Y/0hnODvXf6mgXl+GzZvScD2zCC7OTujarSlGhXWAUinPMkRBEGA0CrLFI5IiOTkZOp2u5r8tzeWvnoJ0+37+9a1vLyYARETkUK5nFmH2zI1WG/9iFdwsx5TJCThyIgq+vm6Y/+Eei43/2k6fykbk5AQkbZ8BNzfzfyp3bL+AyEkJqKy03N1ZWWnEG39OQlWVgBde6if6uZcs0uL117bCUsflb3uv4LEJq/D5grF46uleouNWKy834E8v/YyVK07VuV5cXIkd2y9ix/aL6NwlAKt/jIBa7Sc5PnDr+/jhB7ux+ofTKC011LnXpo0vol/Q4KU/9ber4V5SUonE1WewdPFRnDqZhcpKIwKaemDy4yGYEx2KriFNJcXT68uw+ofTSE3NhaGyCs1beCNySjd06hxgs+7VKwU4fToblRVVaBrohX79W9T5TIIgIOtGMYqKK6FSuSMgwEPy573nyPCze69Qq9VQqVQICwuzupC3upE/ZcoUWevbi9uA3mGOsE0XEZEji52/Fx++v1vWmP/672hMjghB1+DPUV5eJbpe/NIJeOLJHibXy8sN6N55AbKyikXFcXJS4MiJKAQH225MJ23VIeKx1RYb/7fH3bBlGh4a1k7UcwBAVZURz0xfhw3rz9ks26KFN5J3zECbtk1Exwdujc48MuZ7XLlSaLXchEc64esVj0lad3H40DU8EbkGN25Y/tq/+HI/fPjxSJvJRXFxBd59ewdWfHsSJSWVJveHj2iH2H+GmUwjA4A9uy/h888O4uctGXWS1bZtffHc7L6Y8kR3rPsxFUsXH0VG+h8jVZp+LTA7OhQRkSEWk0t7OEL7QqPRwGg4jd+2iv/3KMbg0Rfh5Oy424BqNBqrz6bX6+Hnd+tnPyMjw2QhcX3r24PjZURE5DAEQcDXy47LHnfp4qNY8c0JSY1/ABZHC9b9eFZ04x8AjEYByxYfFVX24w/3iGr8V8f95OPfRD8HAKxccUpU4x+4NSXqL69tlRS/qKgCkx9dZbPxDwCbNqYh5s1tomMfP3Ydj4xbabXxDwBffn749xEUy1/IwsJyTBizEovjtWYb/wCwY/tFhI341mStyKf/PoBxo7/Hlk3pJiNVly4V4L13d6JXyEK8FfNrncY/ABw5nIkX5mzGyIe+wbWrtr9G5Piio6Otbs85Z84cALcO+jLXeK9vfXswASAiIodRVFSBK1cKZI975nQ2Nm0U1+it7dDBa8jJLjG5/t03JyTH+u7bEzanNR0/dt2ksWnLzh0XcTY1R1RZQRAQv0BaL+rWnzNw/rxedPkfvj+F8zrx5b9achRXRXzPBUFA9OzNKC4y31i/3bIlx7At+bzF+y9GbcGRw5k24xQWVGDq44nIzS0FAHz79XG88/Z2m/UMBusrYU+eyMLECT9Ary+zWu6eI0D+cwAcfK5KVFQUcnNzERkZWTNVB7g1bScyMhKJiYmIj49HVFRUg9S3BxMAIiJyGAZDw/2lz8+3r6GVn19qcu2ChAZxTZy8MhQUlFsts2vHRclxAWDXzkuiyp0+lY3jx25Iii0IwPffnRRZVsCSReJGOqpVVQn4atkxm+V+23sZZ05nS4q92MIITtq5XKxfd1Z0nJycEny7/DjKygx49287JD2DNWdTc/HZfw7IFo/untjYWERHRyMmJgYajQZ+fn6IjIyEWq1Gfn6+zcZ7fetLxUXARETkMHx9XeHp6WJxSoa9lEoFvL1d7arr6elics3e5XO2qhUUVtgVt9BGYlHNnsQFAC5eEFcvO6tEciMdAHb8ehF/e9d6me++EZeE1PbzlnRkZxUjMMirzvVlS45JjrV08VEENfdCbo5pQlgfXy8/jpi3hsi6HuBuUgBQyLwIWCFrtIZjayFvQ9eXgiMARETkMJRKJzweGSJ73HHjO2HQ4NaS67Vr1wQtWvqYXm+vkhyricoNTZpYP1vA18e+JMVH5JkFigZuSRUUiktEblcoot6lizclxxUEmF2LsH/fFcmxLl68iR9Xp0iuZ0t2Vgl2bLdv5MchNcIpQPciJgBERORQZkeFyh8zOhTPzekrud6sOX3h5GTaan5yRk/JsZ6c3tNsrNqGj2wvOa6UevYkLlLq+dg5yuLjYzuBsTd5MVfv9m1JxcrNM10PIofrmUUNEpfIEiYARETkUPqGNsfzL0o/OMuSMeOCMXxEO3Ts6I9Jk7uKrte0qSdmPNvb7L3Jj3dFQFPx+7krFLeSCVt69mqGBwZJG6kYMbI9OnXyF1W2e4/AmkPRxFIogCefEpfwBDXzQkg3aXvwA8CwEba3jWzfQSU5rlKpQJs2vibXVSpxIya38/K2r54tzi73V3NMIcj7IvndX//iiIjovnDr9FzrIwFieoRHjGqPZV9PhOL3wp8vHIv+A1rarOfbxA2r1kRYPLTJw8MFi5Y+AqVSXLf0/30wHJ272D5UCgD++vYQmyMF1ZRKBebOGyyqLAAoFAqbX9fbjR4TjA4iG98KhULyCI5SqcBzs/rYLDfDjgPPxk/ohICmnibXx47rJDnWgIGtMHiI9GlkYnTtKj1pIqoPJgBERORwlEon/PM/o5H061OYMq07XF3/OCjKx9cVz7+owUHtbKz4YRIeGtbWpH6PnoH47/8eRuLayDqLf3183LDxpycQ9XwovLxMF/cCt3rUk359ymaiED5ajZUJj8Pbyrx9pVKBD+ePwKt/GWjrI9cYOaoDPvtijM0kQKlUYMHi8RjyoOnnt+aJ6T0x8bEuosq2aOGN/3z6sMT4PdC+vfiDw56Z2RutWpv20t9uwAOt0LtPM0nPEvWC+ZGkp57uCTc38YePAcDs6L545tneopM+sXr1DkKoRtqojMOTew0AyY4nAd9hjnBSHxHRvaakpBLZ2cVwVjohMMirTkIA3Dp5VpeRD4PBiNatfdCjZ1BNr78lN2+WIXF1ClLOZKOy0ojmLbwRMaWb6Ok01fT6Mnz/3Ul8/dVxpJ3Lg9EooGVLH0yb3gPPzeqD1mamoIixY/sFfPLxb9i9y3SLzxEj22PuvMGSG//VKiqq8KeXfsL3352yWKZL1wCsWhMBtdr26cW3S0vLwyNjvse1a9bnto8ZF4zvVk42+X5aknImG6NHfoebN20vGn7plf6YHzfK4v2P/rEbH3+4V9T79g1tjq2/PgU3N2c8P2eT1a+bVAsWjcP0GdJHN27nCO0LjUYDoeI09m2079+lJYMeuQSFq+OeBHwvYgJwhznCDygRETUMQRAgCBA9hUeM1JQc7NxxEUVFFfDxcb0157+zuOlEtpw8cQNLFh3Fpo3nkJdbCk9PF/Qb0BKz5/TF2PGd4Oxs/0SBa1cL8Y/3dyFxdQrKyuouum3VygdRz2vwymsDJL/HyRM3MC1iDS5fNn94mEIBvP7mIPzt7w9Z/T4IgoDX/5xk8bTnaj17BWHthqkIanZrK9Hi4gpMemS1XTsJ3W76jJ74Mn6czWRVDEdoX2g0Ggjlp7F/g7wJwAOPXoLCjQmAnJgA3GGO8ANKRER0p+TllWLThnO4fr0ILs5KdA0JQPjDwfVKLioqqrBh3VksW3IUp05moby8CkFBXpgcEYKZs/ugvchdiwRBwNo1qVjwxWEc2H+1zr2WLX0wc3YfvPhyP5NdikpKKvH2X3/Fim9PmiQ3ABDSrSkCgzyxa4f5A9pcXJzw8p8G4N3/ewhKpTyzsR2hfVGTAKxvI2vcByZeZgIgs3sqAYiLi0NSUhJUKlXNtejoaFkPTWjo93CEH1AiIiKq68zpbKSm5KCy0ogWLb0xeEgbm0lKbm4pVq44iZMnbiUhgYGeeDwiBAMHtYJCoUB6eh6+WnIMe/dcRklJJZo0ccPDY4Px9DO9a0YU5OII7QsmAPeOe+LYOZ1Oh/DwcISFhSEpKanOdY1GgylTpiA+Pt7h34OIqLEyGIz45ad07PvtCopLKuGncsfDY4Ix4IFWNdMfsm4UY8f2C7h5sxxe3i4YNLiN6N1nCgvLoc8vg6enC/wDPGSZUkGNS7fugejWPVBSnYAAD7z8pwEW73fs6I8PPx5Z30e75yi4cNfh3RMJQHh4OFQqlUkDXK1WY9u2bdBoNNBoNIiKinLo9yAiamwEQcCihVr891/7cfVq3RNZ/xm3Dz17BWHmrD7Yu+cyNqw7i8rKui2HsNFqvP7mA2YXuxoMRmzeeA5LFh3Fzh1/nKSqDvbDrNl9MP3pXvD3F79Xf1mZAT+uScHWn3XQ68vg7eWCQUPa4MmnesLPz13iJzd15XIBLl+6CYVCgXbtzZ8wTER0Jzj8FKC4uDjExMQgISEBERERZstoNBpotVrk5+fXmbrjSO9ROw7AKUBEdP8TBAFv/DkJi20ssrTFyUmBz74Yg6drHcqVl1eKJ6eswW97LS/EbNrUE6vWRNjczlMQBMQvOIL5H+5Bfl6ZyX0PD2dEPa/B398fJnneuiAI2LThHBbHa7Fj+x9JikJxK7mJel6D0Q+r6z1ice5sLpYvO4bU1FxUGW7taDRlWneMGNletgXJJSWVSDuXi9ISAwKaeqBjJ3+OtDgQR2hfaDQaCGWnceBHeacADZx8GQp3TgGSk8OPAKxatQoArM7BDwsLg1arxaJFizB37lyHfA8iosZmcby23o1/ADAaBbzy4k9o0dIH4aPVKC2tROSkBBw6eM1qvZycEjz2yA9I+nWG1akdH7y3C/+M22fxfmmpAZ/+5wAunNdj+XcTRS/arKyswovRW7Bq5WmTe4IAJP2iQ9IvOsyODsU//x1uV0P9emYRXojejG1J503urVxxCsEd/fDp52Pw0DDbJ+1akpGRj/gvD2PFdydRWFBRc71L1wDMmtMXM57pBS8vy2chWFNebsD6tWexYd1Z5OSUwM3dGaGhLfDsrN5o104lOV5xcQX27L6M/PxSeHq4IFTTQvQ2rEajgIKCcri7O8Pd3eGbRw6Np/c6PoceAdDr9fDzu7X/sLXHXLRoEaKjoxEaGio5O7wT71GbI2ToREQNzWAwomfXBSbTfuqjT99m2Ln3WXz+6UG8PW+76HpDH2qLzb88afbexvVnMX3aWtGx3nnvIbwZI+7k3T+99BOWLzsuquxrfxmI9z8cIfo5ACDzWiFGj/wOFy/etFrOxcUJK1ZNxpixHSXFB4BNG87huWfWo6ysymKZ7j0CsWbdFLRsJW1K0w8rT+GtmF+Rk11ick+hACY9HoLPvhgDX183M7XrunqlAJ/+54BJkuLkpMDYcR3x6p8H4oHBpqf4CoKAfXuvYPEiLTauP4eKilufM6RbUzw3uy+emN4DCgWw+ocz+OH7U7h6pRDOzgp07ByAZ57thXETOsHFRdqBYg3FEdoX1SMAB9fIOwIw4HGOAMjNoU8CXr16NQAgNNT6seJqtRoAoNVK72m6E+9BRNTY/LwlXdbGPwAcO3oDhw9dw5LFRyXV273rElLOZJu999l/D0qKtfDLwzWNRGtOHL8huvEP4NYIwwW96PKCIODZGettNv4BoLLSiGdnrMc1id+P3bsu4unp66w2/gHg9KlsTHp0FQoKbB/OVW3hl4cR9dwms41/4NYIyY+JKXhk7EoUFlqPe+L4DQwb8jUWfnmkTuMfuNWrv3lTGsaEr8DyZcfq3CsrM2Dm0xswJnwF1iSk1Pm+ppzJwZt/SUJIxy/Qqf3/8Oc//YID+6/iypUCXLhwE8lbdZjx5Dr06R6PI4czRX/uRoMnATs8h04AMjIyRJXz9//j1Ea9Xu9w70FE1Njs+63+hySZs3zZcZzX6SXXW/3DGZNrp09lmez9bkt2Vgk2rj9ns9xSiUmKIABfLTkmuvyRw5mSvsYlxZX46rYGsPXnETD39WQYDOJaXylncrBoobje2UMHryHmjWRRZY9qr+P117ZavH/taiEmP7oaWVnFVuMYjQJefflnbN5463tXVWXEc0+vx4+JKVbrFRZWoKTEdJ//apcvF2DcwyugPcIkgO4tDp0A6HQ6AHUb3+bUXpSbl5fnEO9RvWvQ7a+UFOu/bIiI7gclJZUNEvfGjSK76l27Ztr7fezYDbtiHT923WaZtT+mSo67do34vw9fLT0mOf7yZcdQVSWuQb//tys4fcr8qInFZ1oiLv6Xnx+ClMnHiatTkGnm+wcA//v0oM3GfzVBAN792w4IgoA1CSnYtDFN/ENYUVpiwNNPrhWdLN33BMg/AuCwk9XvXQ6dANjjTvTOcwSAiMg6lar+22aa4+npYlc9FxfTP3flZk5wFcPcya+1GQxG6PNNdxOyJdvCdBhzThyXnrzcuF6M7Cxx72FPAnP5cgEOH7LeE56TXYIN685KimswGPHtNydMrpeUVOK7b02vW5N2Lg+7dl7EooXyTue9dKkAP22WJ6G41ykAKASFvK+7/aHuQw69zN2ehrbUEYCGeg9LC1WqF+kQEd3PHh4TjH99YnlnHXuFhamx7kdpDUgA6Nw5wORaYKCnXc/Q1EY9pVIBZ2cnyT3CbhJ2nikvt70OwZyycnFJT5bIROF2OdnWe+NTU3NMznoQ49SJLJNr+367gpt68esOqq1ccQoHD0ib+iXGV8uO45GJXWSPS9QQHHoEwJ799m1N5bkb70FE1NgMHNQKPXpKO1XVluCOfnjqmV4YPMR0NxdrXF2VePKpnibXR4zqAB8f6dtXPjapq9X7CoUCvXo3kxy3dx/xdZo2FX/AWTWF4tbJtWK4udm3s42rm/UkRswCanPKzdSzZ5QFADIz7ZtGZkt6mrQOyPsaFwE7PIdOAMQ2tOszJedOvAcRUWOjUCjw9/eHQ85zot6IGQwnJwVefLm/pHqRU7uZ7bX39nbFE9N7SIo1bHg7dO5iOppwu1lz+kiKCwCz5/QVXXbS4yGS44c/HAwfH9tbagKwK4FxclKgu5XzFgD7R12CgrxMrnl62jeJwcOjYSY/GEWuryByBA6dAFT3zkuZ1lO9XacjvQcRUWP08JhgfL5gLJTK+mcBb8QMxvTfe/EfmdgZc6Ktb91crXuPQHz8ySiL919/cxBatvQWFcvD0xkffCRur/7HI7uhRQtxcQFAHeyHseM7iS4/9Ynu8PaWth5iloQE44npPSQfhjVufEebZwH06BmETp2lj6JPjjBNeEI1LSSfzAwAw4a1lzUxrdaylbgDx+57XAR8T3DoBCA4OBiA7d732o13qVN67sR7EBE1VjOe6Y2ftk7HuAkdTU669fBwxjMze+OLhWPRN7S52frBHf2wcMl4vPveQzXXFAoF/vmfcMS8NQSurpanqoSNVmPL1ulo0sTyguQWLX2wfvM0tG5tveHq7eOKVYkR6NPX/HPeztPTBT8kRsDH1/YUo4AAD6xKfFxSY9bX103SwWFjxgXj4THBosv7+3tg+tOm06asefEV2yMzCoUCs6PEJW/Vgjv6Ydhw05OMmzX3xqMTO0uK5R/ggZmz+yBstPwdeVJHk4juJodeBNyvXz8Af2zVaUn1fVuHed2t9yAiasweGNwaPwyOwOVLN3HwwDUUF1fAz88dQ4e1q9ktaMYzvXHkcCaStmZAn18Gbx9XDB7SBsNHtDdJHIBbDcm33xmKqOhQfPv1CWzamIa8vFJ4eblgwMBWeG52H/TsJW4aS5euTbF7/3NYuliLr5Ycq3OAWROVG2Y83QvRL2rQrp1K0ufuG9ocW7c9hRejt+Co1vzWoYMGt8aXi8YjONhPUmwAmB0ViqLCCrz7tx1Wy40eE4yvvplo9utozUcfj8SZU9mizhv4x0cj8ODQtqLiPvtcb/zw/SmLX5PalEoF/vXf0Raf/ZXXBmL9urOoqhLXRfzyn/rD3d0Zz7/YD0m/WP+7L4VvEzdETu0mW7x7HnvsHZ5DJwChoaFQqVTQ6/XQ6/UWe96rD/OaOnWqQ74HEREBbdo2QZu2TSze1/RrAU2/FpJiBgZ54S9vDsJf3hxUr2cLCPDA3L8OwV/eGIQzp7Oh15fBy8sV3bo3hYeHfVuPAkD3HkHYufdZHDmcie++PYHLlwqgUADt26sw45leds21r+211x/AkKFtsfDLw1j3Y2qdHXYeGNQas6P64vHIECiV0gf8PTxcsHbjVLzx56344fvTZnc1ahroiff/MRxPPd1LUtw166YgYlKC1QO03NyUWLzsEYwc1cFiGU2/FvgifhxejNoCo9F6q3PqE93xlzdu/TsJH63Giy/3w5efHxb93NZ89vkYeHtLX1B+v1IYuXGno1MIgpTjOO68mJgYxMXFIT4+HlFRUWbLBAcHQ6fTIT8/367pOXfiPapVbwNqaZtQIiIie+TlleK8Tg9DZRWat/SWPGJhTea1Qny9/DiOHM5EaUklAgI8MeHRznj0sc5ws7HzjyVlZQasWnkai+OP4MTxP7b59PF1xfSnemLO8xp06iRuvUDSVh3efXu72cPLmgZ64qVX+uPPrz9QZyRBEAR8+MFu/Ctun8URhMBAT6vnM7i6KvH5wrGY9sTdn/7jCO0LjUYDlJzGoW9Np2zVR/8ZFwHP7mw7ycjhEwDgVuNbpVKZ/cYnJycjPDwcsbGxmDt3rtn6kZGRSExMREJCAiIiIhrkPcRyhB9QIiIiRyEIAi5cuIncnBK4uztDHexn14FvgiBg/29XsHlTGvLzy+Dh4YwBA1th4qQuVpOUzGuFWP7VcaxfexY5OSVwd1OiT9/mmBUViuEj2uHkiSwsXXwUq384jeLiWydcBzXzwjMze2Pmc33Quo1jLP51hPZFTQLwjcwJwNNMAOR2TyQAOp0O4eHhCAsLQ3x8fJ3rGo0GU6ZMqXP99rrVC31DQ0Mt/uOpz3tI4Qg/oERERCRNVZURN2+WQ6lUwNfXDYqG2EqoHhyhfcEE4N7h0GsAqqnVamRkZCAmJgbh4eE1U3D0ej0SEhIQFhZmtW5UVBRWr16NefPmNch7EBER0f1NqXSCv7/0A9gaHQGA3GsAHL6r+t5zTyQA1WJjY+2qFx8fL7r33t73ICIiIiLw9N57gEOfA0BERERERPK6p0YAiIiIiMjBccqOw+MIABERERFRI8IRACIiIiKSBxcB3xOYABARERGRTBSAIPcWqY615er9gFOAiIiIiIgaEY4AEBEREZFsFNwG1OFxBICIiIiIqBHhCAARERERyYOLgO8JHAEgIiIiImpEOAJARESoqjLi0qUCFBdVQKVyR6vWPlAoTHvxjEYBTk7ckYOIrGCPvcNjAkBE1IjlZJfgq2XH8NWSY7hypaDmerfugZgd1RfTnuyOk8ezsHjRUWz9OQMFBeXw8HDGoCFtMHtOX4wZ1xHOzuYHkw0GI7ZsSsOmjeeQl1cGD3dn9OvfEk893RMBTT0lP2tZmQFHD2VCry+Dp6cLeoc2h8rP3e7PTkQNRO4pQCQ7hSAIzNPuII1GAwA4cuTIXX4SImrsDh+6himTE5GTU2KxjJe3C4qLKi3e79EzEKsSI9CmbZM61xNWncE7b23HtWuFJnXc3JSY8WxvzI8dCTc32/1QNzKLsOjzI/h++Unk5Zb+EcddiUlTQvD8q/0Q0j3QZhxzDAYj9m66iM1fn0Pm+UIoFAq0VPtg/LNdMHhcGyiV8syUvZZRgItn9DBUGhHQwhNdBwZyJIVk5QjtC41GAxSeweEvg2WN2+/FDMCnG9tOMuIIABFRI3Q2NQePPbIKBTfLrZaz1vgHgFMnszH+4e+RvONpBDXzAgDELziCN/+SZLFOeXkVlsRrkX4uFwlrI60mAadPZGHaI4nIulFsGqesCj98cwo/rkrBwq8nYPxjna0+6+2O7c7E+89sx43LdWNnnMrD7g0X0bydN977ZiR6Dm4mKW5tBzZfxo+fnsGxXzPrXG+h9sH4qC545MWucPes35/iS2f1WLcoFaf330B5aRV8/d0w9NF2GPN0J/io3OoVu7zcgIN7ryInuwTu7s7o0TsIbdo3sV2RGi8B8h8Exq5q2XEE4A5zhAydiChiUgK2/pwhW7wp07pjyVePYP9vV/Bw2HcQ+5flxZf74eNPwszeu3alEKMHf4PsLMsjFNVcXJyQsGUKBg1tI+p9j2y/itcn/IzKCusblru6K/Gfn8aiz4MtRMWtJggClv71CBL+dcpquc79AvDBxnCoAqVPZSq6WYGPZu3E7vUXzd5381Di2b+FYvqbvcyu57AmL7cUiz49gu+/OomcWl9/hQIYMboDol/TYOjIdqLjpZ3LxdLFR7F5Yxpyc0vh4emM/gNa4rnZfREWrrY4GiIIAvb/dgVrf0xFTk4p3N2V6NW7GaY92QMq1a2vWVFRBbZsSsOVywVwclKgU2d/jB4TDBcXpaTPfK9zhPaFRqMBCs7g8JcdZY3b78V0wJcjAHJiAnCHOcIPKBE1bufP69Gn+0LRjXQxXFyckJr+Ev78p1+wYf050fU8PV1wVvcSmjQxbQDPey0ZyxYeFR1LM7AFtux8yma54sIKRHT8AQV51kc/qqkC3bEm/QlJPfWr4k5i2Vvifs+HDAzEJ9vHwMVVfIO1pLACr4zajHNHc22WfeL1nnjx44GiY1/U6TFtXCIunr9ptdzbHw7FS28MsFrGYDDizb8kYeliy9/Hnr2C8EPC4ybTyHbtvIiYN5Jx+lS2SR1PTxdMeaI7lE4KrP7hNAoLK+rcb97cG8/N6YM/v/6AqGlm9wNHaF/UJACfy5wAvMwEQG7cBpSIqJH5MTFF1sY/AFRWGrFk8VFs3pQmqV5JSSV++P60yfWiwgqsXmF63ZojBzJx4ugNm+W2rkgX3fgHAH12GZJXiR8tKdKXY8UHx0SXTzmQjd1rzPfiW/K/Nw6IavwDwMp/ncTeTeLiF9wsx5MT1ths/APAh2/vxg9fWx7hMBoFRM/eZLXxDwAnT2RhTNgKZNZaL7Jx/Vk8NmGV2cY/cOvfzfKlx7B08VGTxj8AXL9ehI8+2IPHJ65GSYn1aWzUAASFvC+SHRMAIqJG5sb1ogaJe/zYdVRVSc8sjh29bnJt946LKDLTsLNly3rbCcj6JamS40qpk/RNBspLqyTF37RAfHx9Thl+WSEt0Ur4n7hk6pvFx3E+Qy867vx3dqOiwvxnTVh1BgmrzoiKc/lyAV5/bSuAW9OFZj27AQaD9elZYuzaeQkvRm2udxyi+w0TACKiRsZVwlQTKYx2NP6BW9t73i4/t8yuWHm51tcLCIKACyn5kuNKqfPb+kuS45/+LQv6bHGf+edv01BZLq1xfOTXa7iSbr1Xv6rKiG8XHZcUN/tGCX6ykHTFL5A2XWPL5nRcungTC748grIyaQmUNT+uSUXKGfMjCdQABAUEo7wvjgLIjwkAEVEj062HfVtm2tJBrbKrXlMzZwK4e9g3b9vD08VmmSqD9ETFUCm+wV0oYXqRPfUunJGewADAhRS91fupp3Nw+WKB1TLm/LLRdHpUyplsHD50TVIco1HAV8uO4YcVJyU/gy2LF4lfS0LUGDABICJqZB6b1FX2A7Tc3JT4yxuD0KKFt/TnmdzF5Frffs3teo7Q/tZ361EoFGjaUvohZFLquHnYN8LiJnKRsZRkREo9fZ59oy7m6p3X6e2KdeL4DRTZ2HrWHjt+vSB7TLKCawAcHhMAIqJGxtPTBc/N6iNrzMcjQ9CsuTdmzpYWN6RbUwweYrp1Z4dgPwwbJX6bSQAIbOaJsY92slkufJr0Q4pGPyF+V5OuD0gfYWna2hMBLT1ElQ1oIT2BAYCA5tbriRk9MV/PNHGxd4NBOeb9m1NQYN+oDNnJKPOLZMcEgIioEXrrnaEYPkJaA9uS4I5++PDjUQCA6Bf6Ibijn6h6SqUCH38SZnGP+pf+bH2LydtFv9JP1PqGx6JCIGVbfCelAhNndxVdfnyU6YiGzTpzuog+dThsqvQEpkUHH3R/IMhqmS7dAuDt4yo5dr8HWppcu31LT7HatWuYQ8Z87PhcRPczJgBERI2Qq6sSq3+MxIxnelk8hMndwxkhIU2txtH0a4Gftk5HQMCt3ms/P3es2zQVnTr723z/pcsfxYiR7S2WGRbWHu99PNxqnGqPTwvBS38RlzC07OCLWX/XiCoLANEf9ENQa/FTm9p2VWHwxLaiy3v7uWLsbPGnGHfqE4Aeg6w35m83Maqrxe9zNS9vV0RM7yYprqubElOf6WFyvWevIPTsJe0ZAeCVVwdAHSwugZRiuJV/Z9QAOAXI4TEBICJqpNzdnfHFwnE4lfoC3vzrYDw4tA36hjbHiJHt8VHsSJzNeBkHtLOx67dn8fSzvRDUzAtubkr4+btjwiOdsG7TVGzb+TSa3zbvv107FX7d9TTe/8dwkx5dT08XPPtcb+ze9ywmR4TYfMYXXuuPL5ePR5u2vmbvN1G5Ye47Q/D5svE2G7i1PftWXzz7dl+b5Wa/p8H0N3qLjlvtjWUPomNf60kQALh7OeO9NSPh10zc9J9qf/50MNy9xK0Z6BLaFJNfENewn/VSX0kLsKc/1xP+AabPrlAoMCc6VHQcABgV3gGdOgdg9hzb3xepGiIm0b2MJwHfYY5wUh8R0Z1SVWXEqZNZyMsrg6eHM7p2a2r21F8xcZJ/1iFpSwZu6svh6emCAYNbYdLUEHjaOXcdAM5qc/DjwjNI+iG9Zu9+d09njH6iIyY93w2d+wTYHbuksBIL/3IQ21ZkwFBhOpG526AgvPjpQHQKte89ju3OxFuPJ6Ew3/J5Cd0GBOLjdaPhFyg+wfhlYzqintyISjPPXNvw8PZY/uNjFqddGQxGPDFlDX75yfYhak2bemLbrqfRoYMKhYXlGPnQNzibKu6gM1smPtYF366cJEssR+YI7QuNRgPoU3DoX+KnzInR//VUQBXCtpOMmADcYY7wA0pERHWVlxmQf6MUUCjg38wDrm7ynZWgzy5D8rfpuHhGj6pKI/ybe2LEEx0QXI/kolrejRJsWnYW6xelIutKcc31HoOCMOn5bhgR0QEudpz7cGDPFfz9zR04oTU9WdnbxxUz5vTCX99/EC4u1mOXllbi+dmbsfZHywedtW/fBAlrI9Gl6x/TzS5fuonHHlmFtHN5kp+9tiEPtkHiukh4ed3/awAcoX3BBODewQTgDnOEH1AiIrq/VFUZkXOtBOUlBvj4u0nq8bfm2OHr2LjmLHJzSuHu5oyefYPw2NSu8PIW36AWBAEHD1zD0sVabNqQhqKiCiiVCvTr3xKzo0Lx2OQucHMznXak15dh4ZeHsXzpcVy7Vlhz3clJgXHjO+Kpp3shKUmHVd+fMtk6NDDIEzNn9cGbMYPNxr4fOUL7oiYB+Kft6X1S9H8jhQmAzJgA3GGO8ANKRER0t1RUVMHFxcni7k+3MxiMOHTgKnJySuDm7owePYLQspVPzf3CwnJs3HAOV68UQumkQHBHP4wd36nBTrx2VI7QvriVAKTiUJzMCcDcFEDVlW0nGTWOtJiIiIgcgtSGubOzEwaZOSuimo+PG56c3rO+j0XUqDABICIiIiJ5CL+/5I5JsuI2oEREREREjQhHAIiIiIhINoKRh3c5OiYARERERCQfnt7r8DgFiIiIiIioEeEIABERERHJQwAg9xQgLgKWHUcAiIiIiIgaEY4AEBEREZF8uAbA4TEBICIiIiKZKOSfAgQmFHLjFCAiIiIiokaEIwBEREREJAsBgCDzol0BHAOQG0cAiIiIiIgaEY4AEBEREZE8BMi/CJjbgMqOIwBERERERI0IRwCIiIiISD6y7wJEcmMCQERERESyEXgOgMPjFCAiIiIiokaEIwBEREREJA8B8k8B4iJg2XEEgIiIiIioEeEIABERERHJRCH/NqA8Bkx2TACIiIiISDZcBOz4OAWIiIiIiKgR4QgAEREREcnHeLcfgGxhAkBEdJdk3SjG18uPY01CCq5fL4KLixO6dQ/Ec7P6YNyETnB2dsL+365gxXcnceG8HgqFAu3aN8GMp3thwAOtoFBYHmY3GIzYvfUiLqTrYTQKaNHGByPHdYC7h32/9gVBQHmJAQDg5uls9b2JiMixMQEgIrrDBEHA558exHvv7kRlZd2ushvXi7F92wW0aOENL28XpKflm9T/ZvkJ9O7TDPFLJqBb98A69yoqqrD430fw/aKTuH61qM69Jn5uiHy2O16eNwA+TdxEPev184X4Of4ckpdn4GZ22a04ge4IezYYY6I7o3kHHykfvY4qgxEnN11Dxt4clBcb4Onnil4TWqLDAwGyJhiG8iqUFRrg5qWEi50JEBGJJED+RcDcBlR2/E1IRHSH/TNuHz54b5fVMpmZRVbvHz92A6NHfYfNPz+B3n2aAwBKSyoxZ9IG7NtxxWydm/nlWPIfLXZtvYhvf56MpkGeVt9j85epWPTaIRir6v71vZldhjWfnMbaf5/BnP/0x4SXulqNcztBELDj8zT8EpsK/dXSOvd+/igFbfqo8Nj8Xug+poWkuLVVGYw4s/Ea9i5IR/q2GxB+/whtB/hj8Asd0WdKG1mSgRtnC6BNvILCrDK4uCvRpq8fek9qBRc3Zb1jG40CivLLUWUQ4OPvBmcXLtuje4Mg9zkAJDsmAEREd9BR7XWbjX+xCm6W44nINTh6Khpubs6YOyfJYuO/tnOncxE1eQMSdk6BUmm+Ubl5QSoWvnLQahxjlYD4Px2EwgkY/4K4JEAQBKx86Qh2LciwWObyMT0+H78LM5YOwOBnO4iKW1thVhmWTdyNSwfyTO5dOpiHSwcPIvnDM5i9+SEEdrJvBOPy0Xz8+OZxnN12w+Sed6Abhr/SCWPeCoGTha+vNdmXi/FT/DkkLU2DPuvWqIuLmxOGTmmP8S92RecBTSXF053NR+LXZ3AhXQ/h9+lgk2eEoEdokNV6giDg0MFrOHc2FwaDEc1beGPEyPZwc/uj6VBcXIH0tDyUlhgQ0NQDHTv5c3oYNXparRbx8fFITk6GSqUCAPTr1w+xsbE1/9+SuLg4JCUl1SkXHR2NsLAwWZ+RCQAR0R20aOERWeNduVKI9WvPonePZtiSmCa63vFDN7B9ywWEPaI2uZeXWYLFfz4sOtbiPx/GoMfawr+F9REFANj+vzSrjf9qghH4bvYhNO/iA/Ug8Q3essJKLHp4J64d11stl5NehAUjt+PV/WFo0sr2c9d29tcbWPDIblSUVJm9X5Rdjk3vnsJlbT5mrx4MpYSe+50rz+O/z+2FoaLu1LDKciN+/VaHX7/VYcLLXTH73/0sJm/VMi8X4q3nt2FP8iWTe99+eRy9BzTDhwtGoUuPul9fQRDw7dcnsOCLwzh9KrvOvcAgTzzzbG9MmNgF3397AitXnEJhYUXN/S5dAzA7KhQznukFT08X0Z+b7jONeBvQ6OhorF69GgkJCYiPj6+5npycjFGjRuHIEfN/A3Q6HcLDwxEWFoakpKQ61zUaDaZMmVInXn1xPJGI6A4pKqrAmoQU2eMuW3IU3y08IbnedwuPm73+y5I0VFWK38ajqtKIrUvTRZX7JTZVdFxjlYCtn4gvDwDbY1NtNv6r3bxaio1zzX8NLMm9WIz4SXssNv5rO77uKtb9VXz83368iH/N2G3S+L/dps9TseTPh6yWuXz+JiKHrTbb+K95voM3MG1EIk4e+WMUo6rKiOjZm/DyCz+ZNP4BIDurBP+M24cRDy7HooXaOo1/ADibmos3/5KEsOHfIPNaodVnJLrfhIeHY/Xq1Th//rxJj31sbCy0Wi0SExMt1lWpVCaNfLVajW3btmHRokVYtGiRbM/KBICI6A65drUQZWUG2eOePJFltaFnyd5fL6OqyrSxuf1bneRYv35ju1f/xMZruHmt1Ga5OnU2XEP+lRJRZQ3lVdi/xPZz1ImfeBmFN8pEl9/5eRrKCsR/D3d9mY7ivHKb5cpLDfg8el/NWgVbNn1xFqn7TRvowK21Ay9GbsaNq8U24xQVVCB68kYUF91qyL/79g788P1pm/VsPeepk9mYPHE1Cgttf3a63yggCPK+7oWTgGNiYpCcnIyEhASz03ySk5MBAHl5plMT4+LioNPpMG/ePLOxQ0NDERoaiujoaOj1elmelwkAEdEdIoht3UlUVmZAYYH0hpbRKKCkuNLkevZl2w1HkzqXbNdJ32O+wWqNsUqAbn+uqLLnkm6gKEva16GqUsCxVeKSp8qyKvy27Lyk+JVlRuxffsFmud2rLqAwr8Jmudq2LDhr9vre5EtIPZkjOk729RJsWHkWmdcKseAL8VO/bDl9KhtL4o/KFo/uEQIAo0Lel4PvAqTVahEXF4fQ0FCLc/UTEhIQGxuLqKgok3urVq0CAKvz/KvvyTUKwASAiOgOadbcG0ql/D1ZzZp5w8vbVXI9hQLw9DKdp+3kJP0ZnUR8ropi+0Y/xNbLF5GEmKO/Im5UIvPMTZRIbKQDQNou24nP9hXSR112r76AijLTqUjfLzopOdb3i05i+VfHYTDIe4LTsiVHzY4yEd1P5s+fDwCYOnWqxTIRERGYO3euyXW9Xg+tVgsAVhcIBwcHA/gjWagvJgBERHeISuWOCY90lj3upMe7YvDINpLrDXiotdmFpC3t2BlHTB1PP+lJipR6Ts72/UkTk7wAQHlRwyUwuSKnOdVmqDCiIMd0+tJJrenORLaknsjBL1tsr+OQ6uLFmziqvS57XHJwgkLel4Orntdvz049q1evBnBrmo81avWtDRuqk4X6YgJARHQHzXne+i95ezw3py+mR/eSXG/G8+brhM/qJDmWmDo9xreUHNfVS4nOwwJtFwQQ1MW+LT0DO3uLKmdvAuOhsr0bjtgk5HZKM0mPuVEBMfR68WshpMjOsm9khuheUD23H/ijEZ+cnIy4uDjExMQgMTHR6rz9jAxx65b8/f1r/luOdQBMAIiI7qChD7XF7Gj5koDX/jIQwcF+6NE3CCPHid8zv2vPpma3AAWAkTOC4eEjfgtHDx9njJwRbLNcxwebomWPJqLjAsDAp9rDo4m4hneHoYFo2klcY76au68zekeKGz1p0c0X/m2lbRkKiEt8WneR9nUBAB9/V/g2NT3R2a+ph+RYbu5KePvYl+DYjs0dxxsTAbcWicv6ApCSkgKNRmP2dTfV3rITQM1C3aioKMybNw95eXno0KGDxbn7Ot2t6X+1G/jm1J4eZG4hsVRMAIiI7iCFQoFP/hWGF17qZ7Wci6vtX8/RL2jw3gfDa/7/v79+GH0HNrdZr11wEyxZ9yhcXMyfVuutcsUb3w0V1SvtpFTgje8egrfKduNRoVDgsfm9IPacKE8/F4yeK/6UYScnBR58SdroxYCZarh5i0t2nJROePB524lObZ5+rtBMtZ1gjJ4tfdQlbGZHsyMAD0/qKDnWw5M6YsiDbSXXs0WpVKBbN3EjOET3oureeJVKhbi4OERHRyMiIgIqlQoqlQpRUVFYvHgxoqOjERMTI+t71gcTACKiO0ypdELsP8Ow98BMPDe7D3x9/+jF7dwlAPPjRiHt/CtYu3Eqxo7vWKfB7OSkwPgJnbB+8zTE/SuszoJdH183fPvzZES9roHK393kfT08nTFtVg8k7pqKFq2tT5cZMKE13lk3Aj7+lhv2Pv6ueGfdCAyY0Fr0Z+81oSWejO8HhY2/Pp5+Lnh580MIVEvr0R/yUkd0n9hKVNk2/f0x5h89JcUfGh0M/3biRwHG/b07XD1s94CHPtwSrTr7io6rdFZgbHQXs/emzeoheSH39OhemB3VV1IdMcZP6ITmLaR9D+k+IPcuQABCQkJw5MgRs6+7qbo3Xq/XIyMjw+xc/oiICISGhiIuLs5kDr89jXk5RgA4LkdEdJf07NUM//3fGPzns4dRWmqAi4tTnV75UWEdMCqsA7KzinH5cgEUCgXatPFF00DLDVAPTxfEfPQgXn3nAWzdkIGL6XpUVRnRqq0vxkzqCJ8mplNGLOk3rjWWXYzA7h/OI+mrdNw4XwQAaNbBG2HPdsRDT3SAu6f0PyND5wSjRYgvtsal4uSma3X2lHf1VGLA9HZ4OCYEgcHSG45OSic8vWoQ1rx4BAetbNnZbUJLPPntQLh5SXt+L383vPzzMHwWvsPm7kGjY7pixJ/E9ew7OSnw19XDEDPsZ5TcNN2a9XYvLXgALYLNJ3Et2/pgzuuhiP9EXMNo/JTO6PtAcygUCkya3BVrf5R2+JrV53ylv2yx6B4h4Pe9++WNeS+IjIy0eC8sLAxarRZz5sypk7RY2/nHElvThcRgAkBEdJcpFAp4elqehhIY5IXAIC9JMd09nPHoVPM9xJLieDoj/LlOCH9O+hQVazo+GIiODwYi92Ixzu/PRXmxAZ5+rugyIgieIqYTWePsqsTUJQMw6q8h+G1hBlJ/zkSpvhJu3s4IfigQg1/siFZ9/OyO37yrL2IOhuOX+SnY//V5k4PB1IMDMOovXdD3cWk7M7Xv6YePd4zB/MgdyEw3f4qup68LXvhiIIY/aX79RrW/vD8YxYWVNk+IDn9UjdjFYVD8Psz0Rfw4XLtWiAP7r0p6dnM+ih2JQUOk705FJDetVitLr7lara7Zjada7cZ4v36Wp3ZWb+Op1Wqh1+trGv5iG/NyHQBWjQkAERHdNQHtvBDQTlpyI1bTjj549J998Og/+8geu0kLD0z5LBQT5/dCytbrKMouh7O7E9r09UOrniq743bo5YcFZyZC+/M1/LL4HK6cLYCh0oiAVp4Y/qQaw6d3gIeINQtOTgq8+99hGDq6Hb5bcBy7k+oedtb3geaYHt0LE6Z2rrMVrLe3KzZsmYb3/74L3yw/jsLCCpO44Q+r4erqhC2b0lFVZdo1Gxjkifc/HIHpT0mbXkX3i4bYutP+eFqtVraFwmq12mTXnto9+NZ682s39HU6Xc1Uoeo6UhKU25MQezABICIispOblzP6TBK/BkIMpdIJ/ce3Rv/x9YurUCgwcnwHjBzfAdcuFeKSTg+jEWjZxgftO6ks1vPwcMH8uFF4+92hWLsmBWdTc1FZaUTLlj6YHNEVbdre2rHo2tVCfPP1cRw5nImyUgP8/T3wyMTOePSxLnB1Nb/AnOhOCw0NbbBT2AGgf//6TXOrHhmw1cNfO0GwZ9rQ7ZgAEBER3edatvVBy7bSzknw9nbFjGd6W47Zygd/fevB+j4a3YcEo+Mf3iWX2ot+dTqdxd752g342mWqpw1VbwdqSfV9WweGicVdgIiIiIhIPo3oJODa6wKsNeKre/jVanWdHvzQ0NCa/y/mwLCpU6fW63mrMQEgIiIiIrJT9f7+t2/xWduqVasAALGxsSb3oqKiAACrV6+2WD8xMbFO2fpiAkBERERE8vh9G1A5X46+DWhUVBRCQ0Mxf/58s734Wq0WWq0WYWFhiIiIMLkfGxsLtVqN+Ph4s/GTk5Oh0+kQGxsry/x/gAkAEREREVG9bNu2Df7+/tBoNHVGApKTkzFq1ChEREQgKSnJYv2kpCTo9XpER0fXua7T6RAZGYmoqCjMnTtXtuflImAiIiIikk8jWgRcTaVSISMjA3FxcYiMjKxZ9NuvXz8sXrzYbM9/bdVbjMbExCA8PLzOuoCEhASEhYXJ+rxMAIiIiIhINg2466bDmzt3br166s2tEWgInAJERERERNSIcASAiIiIiGQh4PeFuzLHJHlxBICIiIiIqBHhCAARERERyUOA/IuAG/GagobCEQAiIiIiokaEIwBEREREJBu51wCQ/JgAEBEREZF8mAA4PE4BIiIiIiJqRDgCQERERESy4RQgx8cRACIiIiKiRoQjAEREREQkD0HRANuAckRBbkwAiIiIiEg2Avftd3icAkRERERE1IhwBICIiIiIZMNFwI6PIwBERERERI3IPTMCEBcXh6SkJKhUqppr0dHRCAsLq3fs8PBwqNVqhIeHIywsrOY9dDodtFotVq1aBX9/f8THx9f7vYiIiIjuaxwBcHgOnwDodLqahnlSUlKd6xqNBlOmTKl3wzwvLw/JyclYtGiR2fthYWFISEio13sQERER3e8EARBk3gWIi4rl5/BTgMLDw6FSqUwa+Wq1Gtu2bcOiRYssNtzrq/p9ayceRERERET3MoceAYiLi4NOp7PY+x4aGorQ0FBER0djypQpdaYHSZWfnw+dTofDhw9DrVbXvIiIiIhIPC4CdnwOPQKwatUqALA6z7/6nhyjAKGhoYiKikJYWBgb/0RERER0X3LYBECv10Or1QKA1Z794OBgAH8kC0RERER0tyhuLQKW8wWOKMjNYROA1atXA7jVK29NdU99dbJARERERESWOewagIyMDFHl/P39a/5br9fXax0AACQmJuLQoUPQ6/U1uwzVNyYRERFRY8E1AI7PYRMAnU4HoG4D35zajfO8vDy7G+vJycmIj49HTEwM5s2bB+DWuoIOHTogISFB8nkDGo3G7PWUlBSEhITY9YxEREREDk0ABKP8MUleDpsA2EOv19td19x2n3PnzgVwayvShIQERERE1OfxiIiIiIjuOodNAOxpzOfl5dn1XrGxsRZ7+OfOnYuYmBjMmTNHUgJw5MgRs9ctjQwQkfwKC8uxauVpfLP8ONLT8lFVZUSr1r54YnoPPPNsbwQ188K5M7n4fvFJnD6WhfIyAwICPTF2cic8MqUzPDxdLMYWBAEnd91A6oFsVJQa4BPgjoHjW6N5Bx+7nlUQBJTkV8BQZoSnvytc3JX2fmwioruLU4AcnsMmAPZM5bE1XcgSW9N7QkNDodVqERcXVzMqQESOLTlJh5lPr8dNfXmd6+lpefjgvV34+MM96B4ciMtnbprU3fHLBXz011146+OHMOXZ7nXuCYKA5G8zkPDJSVxOqVs3/s8H0H9sazz9fl8E9wkQ9ZyF2WXYv+w89izMQN6FYgCAwgnoMaElhr7YEV1HN4dCYd8fU0EQcHl3Ns5tuILSvHK4eDij5QMBCIloCxcP+X79G0oNKM0th5OzEzwC3eCkdNj9JYiICPVMALRard297rWZO3RLbGO+PtN+xFKr1dBqtUhKSmICQHQP2JZ8HlMmJ8JgsDwRtbLSiGOpN+AFZ7ib+VV4M78cMdFJKLxZjlmv3tqNTBAELJl7GD/+57TZmIIAHNxyBcd3ZOLdNaMQGt7S6nOe234DiyftRdnNyrpxjMDJDddwcsM19Hy0JZ5dOQiuntJ+Xaf/dA3b5x1FTkpBnetHl6Rj25tH0e/lzhgyr7vdjXVBEHBlTxZOLDmHjI2XYTTcmqTr0dQN3Z8ORq/nOsG3rbddsWsrvFaC099fgP58EQQBULX3QvcnO8C3tWe9YwuCgILrZSgvMsDTzxXeTd3qHZOIuAj4XmB3AqDVamWbzqJWq012/akeAZCSYDTU4V3Vycjhw4cbJD4RyaeszIA5MzdabfzXVqwwwEVwgtLCrsgfxuyCZnBL9OnfHJsWpFps/NdWXlKFDyJ/xf8OPoLWnZuYLXN+fw4WjNsFQ5n15zy54RqWRv6GqPUPQuksrrF+4hsdNkcdsLhwriy/Ans+OIWcMzcx8dvBkpOAqkojkl85gJTvdSb3SnPKcfjfZ6D9PBWjFwxC18j2kmJXK7peiuQ3tDi79jKEqrofZNf/nUTnR1sj7F+h8GkpPREozivHgWXnsXdhBnIyimqutxvojwdf6IjQaW3h7CZ+ClZeZgl+XpqGsweyUV5aBd8ANwya2BYPPt4OLjbipKXk4tCeqyguqkQTP3c8FN4OzVv9kThVVlbh+LEb0OvL4O3lih69guDt7Sr5MxPdKQLkTwC4Blh+dicAoaGhEISG+5ZUH/Blq4e/doIgddqQTqdDeHg4VCqVxTn7td2J0QYiqp81iSnIySkRX0EBlKEKXoL5RrAgAMu/OIZPFoVj5UcnRIctKzJg7X9P45UvB5uJKWDlnMM2G//VzmzJxJGVlzBgRnubZa8dzsWW5w+K+ouZuuYymoacxtB3eop6DuD3KVAv70fKyvNWyxkrjPh59l44eyjRcUIb0fEBoOByMVaEbcPNi8Xmn6FKwNm1l3HtUC6mJ42CqoP4kYbLR/IQP343Cm+Umdy7eCAPFw8cxM5PzyFq80No0sLDaqyyEgMWvnoA277NQJWh7hd8z5qLWPT6Icz8KBSjZ3Yyqbtz6wUs+OQQDuy6Wue6UqlA+KPBeOr5Xtix+yKWLzuGG9f/+Dr4+Lhi2pM98OIr/REc7Cf6cxMR1eawEzX79esH4I/tQC2pvm/rwDBzkpOTodPpoNVqkZycbLFcdZLB8wCIHN93X4tvpFcrRxUEKy3mLWvOIWlFOvKvl0qK++sKHYpvVphcz9iTg8xTpmsPrNn9Zbqocgf/m2rSY27N4S/OobLEILr85R3XbTb+awjAtlcPwlBeJTq+scqIxIhdFhv/tRVeKUHi5J2oqhSXSN04W4AvwneYbfzXduWoHgtG70Spme9dtfJSA94Zl4StX6WbNP6r3cwuw3/n/IY1/zpV5/ryL47h2UfWmTT+AaCqSsDPa9Px1Jgf8e8P99Vp/ANAYWEFFsdrMWTgMiRttf73keiukPsU4JrTgElODpsAhIaG1jS4rfW8V08dmjp1quT3UKvVUKlUiIiIsLoQuDrJmDJliuT3IKI768J5veQ6gsJ6h3llhRG7N12UHLes2ICzB3NMrh/69oLkWBf25yI7vdBqmeIbpTi79rKkuGX5FUhJuCS6/PElaZLil2aXIX2D+GfSbc1E1nG96PI5KQVI32zakDZn7Z+PoTS/0nZBAJmnbuLXf561eH9pzGGc3pMlKtbSmCM4seM6AOCX9en4v7/ssF1JAHwEFygtNHxKiisxfeoaHD50TdQzEBHV5rAJAABERUUBAFavXm2xTGJiYp2yUoSFhUGtViMhIcFiGb1eD61WCwCIiYmR/B5EdGc11MzEkiJxDUeTeoWmvcj6q9JGEsTWy9Tm1yzGleLqftMkxZzygkrotlyRHD91lcgRAwBHF4sb6ahTZ5HtpCQnowipP2dKirt/iQ6GCtPRi8L8cmz9Stpzrvv0DARBwL/f2ye6jgIKeAiWZ+qWlVXh3be3S3oOojtBMCpkfZH8HDoBiI2NhVqtRnx8vNn71VN4YmNjLU7PiYyMhEKhqEkUbhcdHY24uDiLzzBnzhwAtw4Ka6hFxkQkn3btzS+6tUYhALb+xAQ0tT4f3BJPH9MFm05K+/6gKZ2t1zOUip/KU1ulyHql2WWSphdVK8oUn/Bc3ScuGalTR0QCo/3hkuTksOB6GdK2m/byb/s2AxWl4qc1AcCBzVeQ9GMGzp3JFV1HgABXOEFh5bn37L6MlDPZkp6FqKEJgkLWF8nPoRMAAEhKSoJer0d0dHSd6zqdDpGRkYiKirK4NadOp6tp+M+fP99smaioKOTm5iIyMrLOeoPq+ImJiYiPj7drhIGI7rynnha/oLWaG5RQWEkBeoYGYeTj0jsAPLyd0fWBQJPrzUN8JcdSOAFNg60vdnX3s293GHc/cdtfKmwkIJbYSlxqqyyWnsRUllTZ3JSiQEISUtvNa6b1dMekb38tGAX8ukbanH3F7/9zsfGnev06y1OViIjMcdiDwKpVbxEaExNTs2MPcGtqTkJCgtW5+2q1GlFRUVi9ejXmzZtnsVxsbCySk5MRExMDnU4HnU4HtVqNsLAw5Ofnc/Ev0T3k8chu+Ntb25GfZ32hZw0BcBesb9X4VHRvPPBIWwS09ETuNfE7DI2a0RGePqanCQ+apUZyXKroOADQc2Ir+Da3PgrRelAgPAJcUZprefGqOZ0fbSWqnFdzD7j6uKCiUNp0KL/O4hMed39XFF8X+b2rruPnavOwNCd7kxcX08Z3pYRFzbUVS/y6VbOWnAJATraEXa+I7gTu2+nwHD4BqBYbG2tXvfj4eItTiGoLCwuzeSIwETk+T08XxC+ZgGkRa2A02v4r5Ck4WzwDAAAGPtQKjz3ZFc4uTnjynd743wvi5nB7NXHBpNe6mb0X1NkH3ca2wJmfxM9JH/aK6VaSt3N2V6LXM2oc+Lf45MK/sw/aDW8mqqyzmxLdpqtxbKG0Hueez9l+9mqdxrfCsaUZtgvW0nG87QSmeXfpU8MAoHk30+RF1cy+6WC+AfaN0FjboQoAPDxMk0wiImscfgoQEZFUY8Z2xMrVk+Hlbblh5OSkgK/SFR5W+kEGDW+NRYmPwtX11gjBuDldMG1eL5vv7+Hjgnd/HIWWwZZ7vp9c2h/+7cQdYvXw37qh8whxjfQBr3aFd0uRDVQFMPKjPjZ7z2vrNaczFBLWMAT29kNLM9OgLOkbJT5ZqBYa1dF2mWlt4eYtrc+rjcYPbUJNT6V/8PH2kuIAQGAbL4RNtf2ctQm//88A69uc9g1tLvl5iBqM0ABrADiiIDsmAER0Xxo7vhPOnHsJ8+NGoWtIU7i4OEGpVKBtW1/MnTcYp1JfwP5TsxD9ugZ+Ae516g4Y2gqffTsW32yeDN8mdefHP/NBKP76/TAE9zVtGDopFXjw8Xb4z55x6DXMeqOsSQsPvLZnFNo/EGCxjLObEybG9cb493uI/tzezT0wbdNwm0mAwgkY++UAdHqktejYAODfyRcj/zNAVFn3ADeM++pBSQlGs95+6D6tnejyXSa1QYv+lr+GNc/i44IHZktbxzHs1c5mr3cbHAh1b2mHcI2d0xnDHm6PdmrxIxEKKFABI6xtghLUzAsTHjX/nEREliiEhjzOl0xoNBoAEHXyMBHJp/pXnbnGaEVFFTIvF6K8vAr+TT3QNMh2z7wgCDh3KAepB7JRXmKAT4A7BoxrjYCW4nr1a8c5vy8Xexak4/KRfFSWVcEnyA19ItrggZkd4BUgboHu7YoyS3Hws1QcX65DWd4fawIUSgW6TGyNAa91RauBTe2KDdza2vPX1w+hosD8vPamPVQY/81Q+HWUvuDZUFaFddP32tzfv0N4c0xeNRQunuJ69itKDfgybAfO/2Z7J55Bs9WYuqifxeTl5M7reGtMkqhDyNp2a4J/7xkHT19XrPnuDN6YtVXU8woQUKCogMHKNkB/f38YXn9zkKh4dH9zhPaFRqNB5aUL2BLxiKxxxyVuhEvb9mw7yYgJwB3mCD+gRNR4VJYacOW3HJTmlcPFwxnNQ/3gIzFJsRi72ICziReQmnABxZmlULo6wb9LE/R8riNaD20mqef/dkaDEce/ysCRBWnIOVP31OSArr4Ifb4T+szqaHaRrjXlRZVYOesQjq42fziZ0tUJI9/ognEf9ISTk/Xn37/xEj5+cpfVLUHb9VDhg01haNraq+baf97fh88+PGA1tgABRYpKVCgsJxiTH++KZd9MtPmc1Dg4QvtCo9Gg4tJFbJkscwLw40a4tm3HtpOMmADcYY7wA0pEdK8QBAGZh/OgP18EAGjSzgstBwTUK7kAgKy0QuxdmA7d7hxUFBvg4eeK7hNa4oHnOsAnyN12gN9dSy/Axi9Tkfx1Oopv/jEa0qZrE4x/vgvCn+0IDzNrUTasSsXn8w8iLcV0S9EBQ1shpF8gvvvhJLJuFJvc9/Z2wfMv9sPb7w6FUsmZvHSLI7QvmADcO5gA3GGO8ANKRETyKisx4OrZmygrqYJvgBtad/G1maQIgoCDe67i4J6rKC2uhK/KDSPGdkCX7remZlVUVGHj+nP4+ad03LxZBk9PVwx5sA2mPtEdvr72TQ2j+5cjtC9qEoBJj8oad9zaDUwAZHbPbANKRETkqNw9nRHc1/Zi5NoUCgUGDm2NgUPNL8R2dVXi8cgQPB4ZIscjEhHVYAJARERERPL4fRtQuWOSvJgAEBEREZFsZE8ASHZcPURERERE1IhwBICIiIiIZMPtZRwfRwCIiIiIiBoRjgAQERERkWy4BsDxMQEgIiIiInkICsAo9y5ATCjkxilARERERESNCEcAiIiIiEgWAuSfAsQ1xfLjCAARERERUSPCEQAiIiIikg0XATs+jgAQERERETUiHAEgIiIiItlwBMDxMQEgIiIiItkwAXB8nAJERERERNSIcASAiIiIiOQhKOQ/uIsjCrLjCAARERERUSPCEQAiIiIiko1gvNtPQLYwASAiIiIiWfAk4HsDpwARERERETUiHAEgIiIiItlwG1DHxxEAIiIiIqJGhCMARERERCQPoQFGALgIQHZMAIiIiIhINpwC5Pg4BYiIiIiIqBHhCAARERERyaQBTgIGRxTkxhEAIiIiIqJGhCMARERERCQbrgFwfBwBICIiIiJqRDgCQERERESyECD/CAB3AZUfEwAiIiIikocACEb5Y5K8OAWIiIiIiKgR4QgAEREREcmGi4AdH0cAiIiIiIgaEY4AEJHdBEGA0ShAqWRfAhER3cIRAMfHBICIJCkoKMeq70/j66XHkHomB1VVAgKDPBExtRuei+qLjp38kXYyF4mLz+DkgRsoKzGgib8bhj3SHhOf7Qq/ph4WYwuCgNPbbyBlTxbKigzwUrmiz5iWUIf62/WsRqOAwsxSVJZUwcPfFV4BbvZ+bCIiEkXRAAkAEwq5MQEgItF277iIZ55ch/y8sjrXs7NKsOB/h7Hgf4fRQx2IovRyKG77hX183w0s/L/DeC6mL+a8rYFCUff+ru/OY+38U7iaWlDn+g/vHEengQGY+n+90Su8hajnLMouw+ElOhyIz4D+UknN9XaDAzDwhY7oGdkGzq5KKR+9hiAIuLL7BtLXXUJpThmUbk4I7OWPkCfV8AhwtyumORUFFSi5UQKF0glezT3h7Mlf10REJA/+RSEiUfbtvYLIiQkoL6+yWu6ULhtNFK7wF0x7+ivKq7Dw/cO4mVeGN/41pCYJWPX341jzj1MWY6YdyMWH437FC0sGYfgzaqvvf/G3HHwzcTdKcivM3MvFxd9yse/zNDy9YSi8A6U12C/9momdMYeQf65uknJ29QXs++AYQp4MxkPzNXD2sO9XqyAIyNx7HaeXpeLCT5cgVN3a+07prkSnCDW6zeyKpj0D7IpdW9G1EqSsyEB+egGMBgE+rTzRdZoaAd1U9Y5tNArQXyhGeWEl3HxdoGrnBScn9t4RNRaC0ADnAHAbUNkxASAim6qqjHj+uU02G/8AAAG4qaiAp+ACdwu/YlZ+fgqah1ph5GMdsOtbndXGf01YI7Bwzn407+iNrkOCzJbJPKHHsjE7UVFksBrr8oE8fDV2F6J3joSrl7hfg2lrL+LnWXtqGuW3qyo34tRXachN0eOxtaPgIrHH3lhlxN6Y/Uj55pxp7LIqpH6XhtTv0jDw3X7o/XIPSbGrleaWYccbh5C+/pLJ5zjy6Rm0HBKEEf8agIAQlfTY+RU4tESHA/HpyNMV11wP6OiNgc93RP9ZHeDexFV0vLyrJdi2OB0pu3+fDubnir5jW2LYM2p4qazHST+VhwO/XkFJYSW8fF0wcGRrBHf/YxpZRUUVDh+4hvy8Urh7OKNn72YIauYl+TMTEd2rmAAQkU1bf9bh0sWb4gr/3vFToKiAu2D5V8wPX5zE8EfbY82Hthv/1YxVAtbFnsFfN5hPADb+SWuz8V/tmjYf+z5Pw7CYEJtl887dxC9Rey02/mvL3J+NnW8eQtgXg0Q9R7Xf3j5otvF/uwPvH4bSQ4kes2w/d20lWaVIHLMV+oxCi2Wu7c1CwuhfMGl9GJqFih9puH5Sj+Xjd+HmlVKTe7npRdjyxjH89tk5zPxpGIJCfK3Gqiyvwld/OoztyzJgvO3rfWJrJn54+xgmxnTH5L/1MJlGdmDbFSz68AiO7sk0iRs6tAWmvdIDh45dw7dfnUDWjT+SFGdnJ0yY1Bkvvtofof3ETTMjIsu4CNjxcesOIrJp5bcnpVUQgGJUwmjl+MbDO68h+Zt0ZKZZbpCac3TLVWRdKDK5fv2UHud3ZUuKdSA+A8Yq20dWHl94FsYK8Udbpv6gQ/EN08awJdnHc3BmWaro8gfeO4Sy29ZhWCMIArY8s9tq479aRUElNk7djvKbplOozMm/WIylo3eabfzXpr9UgqXhO3DzSonFMoaKKsRN3Ilti9NNGv/VykuqsPrvJ7D0pUMQas0LWLssBS+N32y28Q8A2t2ZmDslCQvnH67T+AcAg8GIdQmpGDvsO3z/tcR/60RkQhAUsr5IfkwAiMgm0b3/1RS3XlWw3mg+8PNlyc8iCEDq7iyT68e/vyQ5Vv6FYlzal2u1TEVRJVJ/0EmKazQIOP1NuujyZ746Kyl+VbkRZ78XH//6oRxc+830a2ZJSVYZUledF1V2699OouiGuGSk4Fopkt61POKT+P5JnNhqvgF/u6SFadjz/QUAt3r+P3xxF4xG2yM0/oI73ATzC8CrqgS8+vxP+GlTmqhnICK6VzEBICKbbp9qIZeyYnHTdUzqmZnmU3hdfI97bQXXrNfLP3sTlXY85w2t9cSimmAUkLFOXGO7tvQfxSclJ5fanlpkT52irDKcTJCWxB3/4SJK801HFypKDUhaKK3hvfk/qRAEAYs+PCKq8Q8ACijQRLC8HawgAH//6w7R8YjIDKNC3hfJjgkAEdnUQa2SXEchAEobv2ICmnva9TyeZhaBOtl5GJnSxXo9Q5mIhc/m6pWKq1dZVAlDifQEoyRLfMJz/XCO5Ph5qTdRUVhptcyZdVdRJWFqFAAYyow4s/6qyfUDay6jKE/ctKNq57V52Ln6vMVpP+YIEOAOZzgLlr/vuvR87Pr1oqRnISKqptVqER0djeDgYGg0Gmg0GkRHR0Ov11usEx4ejujoaCQmJtYpp9PpkJiYiMjISERHR8v2jEwAiMim6c/0lFzHCy5wsnJ4S2u1L8bN7CI5rtLFCT1GNDO5HtTd+uJSS4K6Wa/nbufhYR7+4na8cXK279ewk43EpTb7kxjriUnhdfHrEGzVu3RSb1esfRukjUBUn09haYeqaps3SB81ISIAMs//FwQFcA+tA4iOjsaoUaMQGRmJjIwMHDlyBEeOHEFkZCRGjRplsV5eXh4WLVqEyMhI+Pn5QaFQQKFQIDg4GJGRkdDr9YiPj5ftOZkAEJFNI0Z1QMdOIk/j/X3mhK+VaRYAEBHVDV0GNUWHvn6SnmXg5DZQNTc9Y6DvjPZwdpf2K63DsEAEdrGeAPh3aQK/TtKTi+BH2ooqp/RQwqedj+T4/l1Vosu6+0lPYhROCrja2LZT6WrfnxBnN9N6lWK2mDWjrNj6KIUltp48L8++KWVE1HiFh4dj9erVOH/+PMLCwurci42NhVarRWJioqSYKpUK8fHxSEpKkvNRmQAQkW1OTgos/voReHq52C6sAFRGN7jB8km7PfoHIfL57lAoFJj6fm+IXWLg6qnE5Hndzd7zCnBD6Iz24gL9bsirnW2WUSgU6Dnbdrk6z9LcA+oJbUSVVSgUCJkhLT4AhDwtfvQkWOSz1Nb+4ZZwdrN+WnLznk0kx7VUz1xSJ4ZvkH2nL1vboQoAPD1E/FsnIrMa4y5AMTExSE5ORkJCAlQqlcn95ORkALd6+i3Jz8/HkSNHahr8GRkZyM/PR1RUlOzPywSAiETpE9ocG36ehhYtvC2WcXJSoKWHN1Sw3OPcZ3BzfLZhHDw8bzWwQse1wpwvB0Bh47eRq6cSbyQ8hLY9LY8YjPtXH7TSiBtRGPJqZ3R/rLWost1ndJR0Su6QD0Jtri2orcuTneAi8kAyAPBt74O2o8U9OwB0f6YjFEppf0R7zradYHQe0xyqttLWcfgHe0M90nQK1wORbUUngtW8/FwxLkraNDLh94Z/GayPOIQO4HkARPYQUH0asIyvu/2hbNBqtYiLi0NoaKhJz3+1hIQExMbG2mzMh4aGIioqCmFhYVCr1Q3xuACYABCRBJr+LaFNicbCZRMwaEhrqPzc4eXlguCOfoh5ewhOpr2Avemz8Nr8QWjVoe60Fs1DLfDxijDEJz0CVUDdXtuwqE54Z+so9A43bXQpnRUYFNkWH+59GH3GtLT6fG7eLpidPBzdJ7WyWMbZ3QmjP+iJ8f/uI/pzu3g5Y+KakfAPsdHjrQCGxfVD1ykdRMcGAI+m7hi1ZLioef2uTVwx+uuRkhY9e7fwhObVbqLLtx3VAu1G2m4AOymdMPiVTqLjAsCQP3WCk5NpS795sA962/j+3m74s2qE9AtE3wfFN9YVUKAMBhgUlhcve3m7IGKa+K8XETVu8+fPBwBMnTrVYpmIiAjMnTv3Tj2STTwJmIgkcXd3xtQnu2Pqk+an4gDAM6/3wdN/6Y28rFKUFhvQJMANPk2sz0PvMaI5eoxojsy0AqTuyUZpUSW8Va7oGdYCfi3ETw9xb+KKp9Y8iKzUAhxYkI5LB3JRWVIFT39XhDzSEpqZHeDpL31OvHdLT0xJGoMTS87h1LJzKLj0x2FSTs4KqCe0Qd8XQ9BiYKDk2ADQdlRrjF0Zhh2v7kXx1WKzZfxD/DAy/iH4d5W2bgIABr3TB+X6CpxcZn2rzVZDm2Hs8qFQmGmkmzPktc64tD8Xp9ZcsVm29xNt8cBLlhOGGf8MxbnfslFy0/a8/mZqbzz2+3SwqL9p8NK4zaK27hQg4Kai3GqZ56L7wsfHvsXfRNT4TgKuntdvqfffESmE2kcpUoPTaDQAgCNHjtzlJyEiexmrjMg6lofSnDI4uykR0E0FzyD75rCbxDYYcWnrZZxblYGia8VQKBVo0sEXXWd0RotBzep1JoMgCMjYeBnHF53F1d036tzz79oEPWd3Ro9nOkLpan3u/+2qDEb89OZx7F+QbnZbUKXrrZGCMR/3sjlykXYgB7GP7EBhjuVGeovOPnjrp5EI6vDHdLR1X6XgHy9YPwxMgIA8RRmKFZYTjIfHB2P5D4/BxUXa14DobnOE9oVGo0Fx2jV8PWCWrHGfObgUXp1aOmTbKTk5GeHh4QBQczp5cnIytFotcnNz0b9/f4SFhZldF1CbRqPBtm3boFKpkJiYiEOHDkGv10Oj0WDKlCk260vFEQAiIomclE5ormnaMLGdndB+XDu0H9dO9tgKhQIdH22Ljo+2hT6jAPnpBRCqBHi39ERgb3+7kwulsxMm/Kcvhs8LweGlOqT/moXygkq4+bqgU1gz9JulhldTcT3qnQY2xb9OTUDyojRsW5SO3CslNfdad2uC8Oc7Yfizarh7112k+9jMELRo54MlHx3BkV2m5wL0G9YSvUc2x9crjkOXnm9y39vHFc9F98W8vz/Ixj9RPTXECEBKSkpNknO7u5kY3L47T3R0NMLDw2vm+q9evRodOnQQNf8/OTkZ8fHxiImJwbx58wAAixYtQocOHZCQkCDrCAMTACKiRkgV7AtVsH1nJ1jiHeSO4fO6Yfi8+s2fbxLkjsf/1hOP/bU7si8Uo6yoEp4qVwS287KapAwc2RoDR7ZGxuk8HNx+FcUFFfDydcXAka2g7nZrG9sXYvpj9/aL2LIxDbm5pfD0cEHf/s0RMa0bp/0QyUFogATAgeeqVB/apVKpEBcXh+joaISGhtbcj4qKgr+/f825ALGxsRZjmdvus3rdQHh4OBISEhARESHLc3MK0B3mCEN0REREdH9xhPaFRqNB8blr+Kr/HFnjzjy0GF6dHXMKUGRkZM0agKioKIuHdWk0Gmi1Whw5cqROglAtOTnZag+/QqGASqVCfr7pCKY9uAsQEREREcmkAU4CtnKqvCOJjIy0eK+6cT9njvnkyNb0ntDQUOj1esTFxdn/gLVwChARERER3be0Wq3VA7jEUqvVJnvz+/v71/x3v379LNYNDg6ueRa9Xi95Ua9arYZWq0VSUpIs24kyASAiIiIiWQgABKO8Pfb1mauu1WotLh6WSq1WIyMjo8612g15a4362omCTqczOw3Imur6hw8fllTPEiYARERERCQbRzoHIDQ0FA253LV///71qq/T6RAeHg6VSiVqjUP1ouP64hoAIiIiIiI71O7J1+l0FsvVnoJUexpRcnIydDodtFotkpOTbdaX6zwAJgBEREREJI/ftwGVdRGwA+9XWXtdgLUEoLrnXq1W12nEV///iIgIqwuBq2NPmTKl/g8NJgBERERERHaLiYkBcGu9gSWrVq0CAJNzAMLCwqBWq5GQkGCxrl6vr4ld/V71xQSAiIiIiGQj/zagji0qKgqhoaGYP3++2Tn6Wq0WWq0WYWFhZg/yio6Otrq9Z/XWofHx8Sa7ENmLCQARERERUT1s27YN/v7+NQd+VUtOTsaoUaMQERFhcspvtaioKOTm5iIyMrLONCKdTldz0Fh8fDyioqJke17uAkREREREMmmIXnvHHwVQqVTIyMhAXFwcIiMjaxbt9uvXD4sXLzbb819bbGwskpOTERMTA51OB51OB7VajbCwMOTn58u2+LcaEwAiIiIikoUA+bcBdeA1wCbmzp1r90FdYWFhNk8ElgunABERERERNSIcASAiIiIi2dwLC3cbO44AEBERERE1IhwBICIiIiJ5CA0wAnAvLQK4RzABICIiIiLZCEZOAXJ0nAJERERERNSIcASAiIiIiGTSOM8BuNdwBICIiIiIqBHhCAARERERyeLWQWDyxyR5MQEgIiIiInkIgJG7ADk8TgEiIiIiImpEOAJARERERLLhScCOjyMARERERESNCEcAiIiIiEg2HAFwfEwAiIiIiEgWt3YBkjcB4Bpg+XEKEBERERFRI8IRACIiIiKSCU8CvhdwBICIiIiIqBHhCAARERERyUMABCMPAnN0HAEgIiIiImpEOAJARERERLLhNqCO755LAHQ6HcLDw5GUlAS1Wi1r7Li4OCQlJUGlUtVci46ORlhYmKzvQ0RERHS/YgLg+O6JBECn00Gr1WLVqlVITExskPjh4eEICwtDUlJSnesajQZTpkxBfHy87O9LRERERHSnOXQCoNfr0aFDB/j7+yM0NBRTp05tkAQgPDwcKpXKpJGvVquxbds2aDQaaDQaREVFyf7eRLerqKhCebkB3t6uUCjYi0JERPcOHgR2b3DoBEClUiE/P79B3yMuLg46nQ4JCQlm74eGhiI0NBTR0dGYMmVKnelBRHK5ebMMK1ecwldLjyHlTA4AwN3dGRMndcHsqFAMGNgSaady8X38SRzedRUlxZXw9nXD0IfbYVpUD7RRN7EYWxAEHN+WiWPbMlFSUAlPHxf0GtkCfcJawMlJ+i9pY5URueeLUV5kgEcTF/i392KiQkREdA9x6ATgTli1ahUAWJ3nHxYWBq1Wi0WLFmHu3Ll36tGokTiw7wqmRa5Bbm5pnetlZQasWnkaq1aehrqVCmWXKqCocxhKEdJO5+Kr/2gR8Vx3/O3TYXB1VdaJseuH8/j+/47j6rmCOtfXfHIaLTr64Il3emPEU+LW0hTllGPfogz8Fp+B/EslNdeDuvhgyIsdMXBmB7j7uEj78L8TBAEXd9zAmVUXUXy9FE4uTgjs1gS9ZgZD1d7brpjmlOaWofBKCSAI8GnjBY8Ad9liExERAAEwyr0GgEMAsmvUCYBer4dWqwUAqz37wcHBAG4lC0wASE5Htdcx8ZFVKCmutFpOd1UPD4USfoLbbUkAIAhAwtLTyMsuxaerxkKpvLW7b2LcKXw9T2sxZmZ6If79zB5kXSzC1Ld7WX3/S4fzsGj8LhRllZvcyzpbiLWvHsXuz9IQ/fNDCOzoYzWWSexdN/DLK4eQd66wzvX0TVex75Mz6DShNcZ8OQCeTd0kxa3t8q7rOBF/FrqfrkCouvWXROGkQIdxrdFrdme0Gd683qMYBVdKcOLrDOScvomqSiO8mrmj25R2aDM0qN6xjVVGZJ0tRKm+Em7ezgjq4gNnN6XtikREdxxPAr4XNOoEYPXq1QBuTfOxpnq3oepkgUgOgiDg5Re22Gz83yoMlDpVwaOqCh4Wfmy3bdBh5cKTeOql3ti//pLVxn9t3717DK27NMGQiHZm72edK8SC0TtQmm/9OXMyivBl2A785UA4fJqJ61nP+Okqfpy6G8ZKC907ApC28QpyU2/iyeQweAVJ67EXjAJ2v30Ex75MNXtPt+kydJsuo1dUFwyL7QeFHVOiyvIrsPXVQ0j98XJNclHt+NIMBIT4YvSn/dF2aJDk2CX5Fdi/OAO/LcxA3vnimuvegW4YOFuNIS92hKq1p+h4OVeKsXVJOo4lZ6K0oAIevq7oPao5Hp7TCU1be1mte/ZEDnb9chEF+WXw9HaF5sGW6D+0ZU1yU1FRhb17LiPrRjHc3JTo2bsZgoP9JH9mIiJqeI06AcjIyBBVzt/fv+a/9Xo91wGQLA7su4qTJ7LEFf69XVrkVAkPo+Uf2+++OIEnX+iFhI9PSXqW1R+fxODH25rtqd4Yc9xm479a/sUSbP3HaTz+P43NsgVXSrDuqb2WG/+15KUVYtNz+zB10whRz1Ft3wfHzDb+b3di0Vk4uznhwX/Yfu7aSvPK8f3obcg5fdNimdyUAqwa/ysm/TAUHce1Eh0762wBFo3ZhbwLxSb3irLLsW1+Cn5bkI5ZG4ZCPTTQaixDpRFL/nwIvyxKg/G2JOXsvmwkfHQKo2d3xJxP+8PltmlkB3dewad/3w/tb5kmcYND/DHjT71x9nIevv7qGLKzSurcHz6iHV760wA8PCZY7McmovsAtwF1fI36JGCdTgegbgPfnNoN/ry8PFGxq3cOuv2VkpJi9/PS/eX7FSelVRCACoURBhgtFrmYrsf6ZSk4dzBHUmjd0TyzdfIvl+DUhquSYh365gLKi2wnDMcWp8FQUiU67oVt15F1UvymAHpdIQ7/57To8tr/pSA/zXJD3pwtUQesNv6rGSsFrJ+xFwWXTBvz5hRcL8XC8J1mG/+1leorsWjcLlw7obdYpqrKiLgpO/HTgnMmjf9qglHAL4vSEBu5C1WGP/59bVp5Fs+NWWe28Q8AGSl5eO+F7Yiff8ik8Q8AO7ZfROSkBHz0j91WPwcREd1ZjToBsIder7/bj0D3iStXCm0Xqu33DpUqG6uhDv8qrcFe7fQe09GI44mXIVjON8wqKzAg5afrVssYDUYcXy5uBK62Y0vSRZc9teyc5IVjJ5eliS6be7YA6ZvFf60NJVU4ulhc/OSPUqC/bNqgNqeiyICNc49bvL/x01Qc2HBFVKxDm65g3b/PAACOHbiOv85KQpWFpKGaAAG+gis8jJbXJHz84V4sjucUSqLGQAAgGGV+3e0PdR9q1AmAPY15sSMAR44cMfsKCQmR/J50f7JnC04xKsrE96rXVmam177gepldsQqul1q9X3i1FCVmFhTbcv2o+BGAc2svSo5/bs0F0WWlJCPVji/XoarC+venvKgSh78+Lynu2V+uIzvdNKGsqjJi0/9sT4GqbfMXZ1FlMGJJ3GFUGWz/2a1elO4ruFr9K/2P93ehtFTcVDIiuocJt6YAyfliBiC/Rp0A2DOX39Z0ISKxJC+QFG69nG3shtCshfXFnJZ4+5vusuPsat+vCFs71BjsTFKqysXXK8mSnryUZpdDEMT9pck8kis9fk45Cmz07J/degNlBQbJsY8nXDa5dmxrJrJFTjuqlnulBEnfpGP75guS6jnDCW5W/qTk55XhxzXSkhEiImoY9VoErNVqRfeIW6NWq2t22rmTxDbmOe2HGsKMZ3phwReHxVdQAO6CEkorjSz/QA9MfbUXdsWfh8h2bI1+Y00XqLboafmAMWts1bN3S08PCfWUrk4wVkibv+Tk6iR6y86qcolzo35nKLWexBTesG/UxdwWrZfO6O2KdTj5KoxG6V1uboIS5QrLX5efNqVh+lM97XomIrp3yH4OAMnO7gRAq9VCo5G2Y4YlarVa9I48cqoeAZCSxNyNRIXuTz16BuHBoW2wZ7dpz60JAYAC8DJaP2grYmY3tOncBJqxrXB4i/j56X3DW6BlR1+T6z0ntoJ3kJvZxqUlLXo2QfsHAqyW8QhwQ9thQbi0U+QuSL/rOqmt6LJNe/ghc3+2pPhNe4gflZGSjEip5+xm76iLaT0xU3jMKbeRpFhy+xkVt8vPty+5ISIiedk9BSg0NBSCIMjyuhuNf+CPA75s9fDXThC4BSjJacHi8WjWTMSUHQXgbXSBOyxPrenSMwBz5vYDAEx/rw9c3MUdFOXs6oTp/9fH/D03JR58qZOoONWG/7mzqF70vlHS4rr6OKPbNPNnFZjT8zlp8QGg50zxdbo81kZy/FaDmsK7uYf1Mn3t2zu/VR/Tev423ssSlchzHG5ntDFR19PLvpOiiejeIvsaAJJdo14D0K/frcZS9XagllTft3VgGJFU7dqp8MuvTyGkW1OLZZRKBVqrfOArWG489ewXhCVbHoO3rysAoKMmAH9dNQyuHtaTABc3J8xd+RC6DLS8j3z4WyHoNr6FjU9yywOz1RjwbAdRZTtPbI12I5qJKgsAwz/sA1dv8Q3IjhPbwbuV+EOyvJp7oNNk8QlGyJR2cGsirUEbKiLpad3XD236S1tr5B3khp6TTKdwDZjYxua/gdu5uivx+Gs94Owi/s+D8HvDv1xhfeRg4APiz0EgIqKG06gTgNDQ0JoefWujANUjFFOnTr0DT0WNjVrth32HZmHN+ikYN6EjWrf2RdNAT4R0a4p5f3sQZ869CK0uGh8tDkP30LqnyQ4Y1gr/XTkWK3ZGoGmzuo3dARNa45+/jcOwJzpAeVtjTumswNAp7fHP38Zh0GPWp9UonZ3w3I9D8OCLHeHkbL4nxsVDiYff7Y4p8f1Ez6F3Ujph0g9D0XaY7RNyh/+jN/rOkdaj7+yuxISVw+HqY7uR7uLljAnfD4OLp/hZka5ezhj+jz6iy7ceHIguj4ubwjT89S6i4wLAgy93Mrvw2lvlimFPikvIqg2d1h7tu6owepL4w7sUUKASVaiwckaFi4sTnn6mt6RnIaJ7jwB5e/8FQQHBxvRCkk4hiN3ywkFUNy4yMjJkmY8fExODuLg4xMfHIyoqymyZ4OBg6HQ65Ofn13sKUPW6iSNHjtQrDjVeJcWVKCmqhLevK9w9xDVY82+U4vSuGygpqISnrwu6D20GPzumhxRcL8W+xTqk78hCeZEBHipXhIxpjgHPdoCnn6vkeABQVWnE6e/PQxufhhu1tvl0clag82NtoHmxM1oPsn7SrTU5p/OxNfo35Fg4RCyguwqjFw5GYC/7dvja/88z2PmO5X34AaDVA03x+JqH4GFmpyVL1r9+FDv/fc5muR4TW+GZxMFQOpvvz8nLLMGbg35CjohzBQJaeeKTfWMR0MoT507mYOqDCSgrFbcjUa5TGcqsjAA8N7sP/vu/MaJiEZF0jtC+0Gg0yDuVgw9bvC1r3LczP4R/j6ZsO8novk8AIiMjkZiYiISEBERERJgtExwcDJVKZfYfVnJyMsLDwxEbG4u5c+fW7+HhGD+gRI5IEATkpxeiKLMUTi5O8O/oA89A++aim4uduT8bZ77LwM0Lt/bL923rjW5PBaPl4CDRoxaWXNmbjcNfnMW5DVcg1Do4q2n3Jug7pxN6Pau2uTWquWfe/s+zSP7HabPbgjq7OWHwCx3xSFxvkxGe211LK8D/jf8V1zMsHz7XrIM33t08Eq27/LGD0+5fLuKVKVtQbiUJECDgpqICxU6Wywwf0Q4JayPh5lavjeeIyApHaF8wAbh33FMJQGJiIiIjIwFAVINcp9PVLPQNDQ21+A9Hp9MhPDwcYWFhiI+Pr3Ndo9FgypQpda7XhyP8gBJRwyi+UYq8tEJUVRjh1cwdTbs1qXdyUV5sgPb7i0jZkolSfSXcvJ2hfigQA2Z2gLeEnYhKiyqx47vz+GnhWVw8qa+53rZ7E4x9oQuGP6WGp5npUinHsrFw/iFs26AzORV44PDWGDaxPVYknMLBA6a7Tvn4umLmc33wznsPsfFP1MAcoX2h0WiQdzIHH7T4m6xx38n8B/x7MgGQk8MnAMHBwTW78Nw+T7/2dJz8fPPD+9HR0Vi9ejUWL15scQSgWkxMDLRabZ11ATExMQgLC7P7+W/nCD+gRNR4CYKAm1llNdPBmgS5i0pSblwtwt7kSyjQl8PTywWaIS0RHPLHtKkTx29g7ZpUZGcXw9XNGb16BSFiSjd4e9s3NYyIpHGE9gUTgHuHwycA9xtH+AElIiKi+4sjtC+qE4D3m8ubALx7nQmA3DgmS0RERESyEAAIRnl37WFPtfwa9TagRERERESNDUcAiIiIiEg2PL3X8XEEgIiIiIioEeEIABERERHJQ1DAKPcIAEcUZMcEgIiIiIhkw/0lHR+nABERERERNSIcASAiIiIiWQiQfxEwBxTkxxEAIiIiIqJGhCMARERERCQb2RcBk+w4AkBERERE1IhwBICIiIiIZMNdgBwfEwAiIiIikofQACcBM6GQHacAERERERE1IhwBICIiIiJZCJB/ETAHAOTHEQAiIiIiokaEIwBEREREJBvBeLefgGxhAkBEREREMlHIvwgYPFdAbpwCRERERETUiHAEgIiIiIhkIQgNsAiYq4BlxxEAIiIiIqJGhCMARERERCQb9tg7PiYARERERCQbuacAkfw4BYiIiIiIqBHhCAARERERyYZTgBwfRwCIiIiIiBoRjgAQERERkWzkPwiM5MYRACIiIiKiRoQjAEREREQki1sHgckfk+TFBICIiIiIZMMGu+PjFCBqdIqKKpB5rRCFheV3+1GIiIiI7jiOAFCjUF5uwLofz2LJIi0O7L9ac71vaHPMiQ7F45EhyM4qwVdLj2H9urPIzS2Bu5szQjUt8NycvhgV1gFOTpYXNaUezcbW1RnIyyqBi6sSnXoFYOwTneCjcpP8rIIg4HpaIQqyy+DirkTLLr5w93ax63MTERHdaTwIzPExAaD73tUrBYicnIBTJ7NN7h3VXseL0Vvw9l9/RX5+mcn9zZvSsHlTGnr0DMT3qx9H+/aqOvdPHbyBf/5lL04dzDKp+9m8/Zg4syte+egBuHvY/lGrKDVg53Idkhacw+VTN2uuu3s748HpHTDmT13QKqSJiE9s3hVtHvYv0SH7bCGqDAJUbTzR/+n26BTWzGpyI0XZzQpkpRTAUGaEV6Abgrr5QqHgHwIiIiJHwgSA7mu5uaV4ZNwPSE/Ls1rOXOO/tlMnszFm1HdI3vE0WrfxBQDsT7qMvzz+MyrKqszWKSsxYNUXp3D2WA4+3zwe7p6We/H1N0oRN34HzmtNn7OsyIDk+DTs+CoDLywfhMHT2lt91tvlni/C908fwPk9OSb3tCsuomlHb0xbNgDqoYGS4tZ2/YQev/3vHE6svITK0j++HoFdfTDg+Y7o95warl71+3VTkl+BQ8vPI31HFsoLDXBv4oKuDzdH6PR2cPep3wiJIAi4mlIAfWYpnJwVaNnFF6rmHvWKSUTUGAmQfw0AlxTIjwkA3ddiP9pjs/Ev1rVrRXjlpZ+wdsNUXL9UiDenbrXY+K/t2N7r+PiV3Xhv6Uiz98tLDIgdtx0XjuZbjWOoMOLzp/bCs4kL+oxtJeqZczKK8L8h21B4w3KCk5NehAVhOzB741B0Gd1cVNzajn57AT/OPgijwfRXdHZqITa/dhTa5efxzOaH4GNHo9pYZcSWt09i92dpdZILADi17io2zj2OUfNCMOqvIZJHGwwVVdj59XkkLTiHi8f++Po7KRXQPNoaY/7UBd2GNRMdryC/HJu+PYukhFvTwZxdlOjcKwCPR3WDZlhLq8936eJNrElIQWZmIZydndA1pCkmR4TA29v11tfBKGDvnks4r9NDEIC27ZrgoWFtoVRyKRcRORYuAnZ8TADovlVcXIEV352UNea2pPNIT8/DT8vOobSoUnS9Ld+n4YX/G4Bmrb1N7v26ON1m47+aYAS+fvUIej3c0ua0HaNRwFeT91ht/FerqjDi68i9eCt9PLwD3UU9CwCkbLyKxJkHbHbPZB7T4+vxuxC1a5SkkQCjUcB30/fj2KrLFsuUFxqw5a2TuHm1FJP/Fyo6CSgpqMS/HtuJMztumL5vlYBDay/j0NrLiPy/Xpj8Tk+b8VZ9eQqfzduH8tuSlIvn9EhKzECXPk0Rt2o0WnXwrXM/IyMfb8Vsw89b0k3+aM6buw1PPd0TzVt4Y/my4ziv09e536aNL2bN6YsXX+kPd3f+OiciInHYdUT3rZ+3ZKCwoEL2uF8vO471y1Ml1TFWCVi7JMXkuiAISFpwTlKs6+mFOJV83Wa59F9vIPPETZvlqpUVGHBg2XnR5Y1VRmz+81HRY7OZx/Q4tCRDdHwA2PWfs1Yb/7Xt/SIdh7+9IKqsscqI/0TsMtv4v13C30/g58+sf7+Xf3IUn7y2x6TxX9vZYzmYNXwdMi8W1lw7eeIGRj30DX7abNr4B4DCwgos+OII/v63nSaNfwC4fLkA7727ExPH/4CCAu5qRUQOQFDAKPMLXFQsOyYAdN+6drWgQeKePpEFfY7tXvXbnTxo2ti8dFKPzHOFZkpbt3/1RZtl9sVLa2wDwL6FGRBEjt2e+/k68s8XS4p/UEL8KoMRu/4rLTna8a+zouIfXn9FVBJV7Ye3j6OkwPyIz6lDN/D52wdExcnJLMG7M38FAOj1ZYh4LAF5eaWin8OSfb9dwbMz1ov+2hIRUePGBIDuW04NNDe6stJoV72yEoPJtYIs6YkEANzMtl3v6jG95Lh5F4pRXmj6nOacXiOuZ762nHOFuHFS3KhEyuZM6K9IaxxnnriJi/tzbZZLWpAmKW55sQG7v9GZvbfqi1OSYh3dk4nUozlY8e1JZGYWSaprTfJWHfbukf49ISKSmyDzi+THBIDuW527BDRI3LZt7duK09fP9EwAFzelXbFc3G3XM5Tbl6gYym0vbAaAoiz7ppwUZ4urd/WYuHURpvX01t9fX4FT28T3/lc7sOaSybWim+VITpQ+0rJu2RksXXxUcj1blsRrZY9JRCSFAMAoyPtiEiA/JgB03xo5qj3atPG1XVCiqJdCEdzdX3K9YY+2N7nWMsQXShfpP4bte/vZLOPTTPohZEoXBTxUrqLKiklCzHF2F/d57U5gbOzMVJhjX+JSYCZxuXq+EJUV0p8z7VSebLtT1fbLz9KTESIianyYANB9S6l0QtTzGlljDhjYCr37NEdEdDdJ9bybuGLM1I4m132buuOByLaSYimdFRj+XLDNcn2mSosLAL0ebyM6IWkRajsJuZ3SzQmBIeKSMu8g6QmMmHr2Ji6uHqb1jEb7+qUqRI6ySFVcXAmDwb7EiYhILgIUsr5IfkwA6L720p/64+GxthvLYvg2ccP/vhwDAHjk6S6SRgFe+L8BFg8CG/tqVygk/CQOmd5B1CFVA2Z2gLObtB/xwS+I/1ppZnaAk7O0X8y9prSFp7+4hn2vya0lfV0AwMVTiW7jW1ot49fCHaoW0s8jUIeafr8DW3hKjgMAzduabgcrBzc3JZRK/rEkIiLrmADQfc3Z2QnfrZyEGc/0grXt4VvbmCrUvLk3Nm55AiHdbp2W6+7pgs82joM6xHYv+Jy3NZj6Yg+L94P7B+DZz/rbjFNddub/+okq6xXghvEf9xJVFgBCp7eTdBqwbwsP9JneTnR5hVKBQX/qJLq8X1svdH9E3IFn1UKfbGdzCpOT0gmj5piOxtgS9oLpszdt4YUBo6Q9IwBMmhmC/gOsJyr2GDykjeTD0IiI5Cb3GgCSHxMAuu+5uTnji4XjcPRUNP702gD07BWEdu2aoHuPQLzwUj8cPjYHp8++gKTtMzD1ie7w8PjjQKXefZrhsy/G4OipKPQNrXtKbrPW3li26zFEv9sPQa28TN73gfDW+GzjOET/3XbjfvSLnfHyiiEWe6YVTgoMmd4ef9s2Cu7e5kcSzHno1c4Y+4Hl5KNan6ltMG1pf8mNx0f+p0GbgeJGQiZ+qUErM73o1oyf3wvuTcR9Xp/m7hj9bndRZUdGdYS7j/iDs3qENUf7PuafPTLa9te3tlZqXzwQ3gazo0Ml1RNjdlRf2WMSEZF1ixYtQnh4OLTa+m/EEBcXh/DwcERGRta8kpOTZXjKuhQCN46+ozSaW3PSjxw5cpefhCwRBAElJZVwc3OGs7PIBasGI47/dh15N0rg4qZExx4BaK2WvgDZUGnEkfVXcGDNJRRkl8HFXYngfgEYMbsjAlrbN90EAC7sz8Gez9NxPOEyqmotWu0yujmGvNgR3R6xfbKwJRXFBmx4+QiOf38RRoPpr5MmbTwx7l990OPxNvY9+74cLHlkN0pyLR/q1qS1B6J+eggteqhExz2xNROfTNxhc7Fxi84+eG/3aPhaOCHZaBTw1vQkJK8xv01obc4uTvh8y3j0G9YK5eUGhA3/FseP2T6MTIzuPQKxe99M0f9miej+4gjtC41Gg2vafMxRzpc17uKqeWgZ6uewbaeYmBjExcVJqpOfnw+VSlXz/3U6HcLDwxEWFob4+Pg61zUaDaZMmVLnen0xAbjDHOEHlBqvkvwK5F8shrFKQJOWHvC1Yy68JQXXSnF4mQ7XjuTDUFYFr0A3dH+8DbqMbwFlPRulN6+V4rcF6di/WIfCG3+cgaBq44lB0cEYFB0M76bSFw2f3ZuFpS8cxOVTpmcTKBRA/0ltMGvhAPg2Nd/4r1ZRXoX3Zm3H1tXpFst4eLvg4+/DMWTMH4uzr2cWYeKEH5ByJkfys9fWrl0TbNn6JNrYuUUtEd37HKF9UZ0AzHKSNwFYanTsBCA8PFxSL31UVJRJYz44OBgqlcrsZ9RqtdBoNIiPj0dUVFS9nxdgAnDHOcIPKNG9ylBRhazUQpQXVsK9iQuCuvrWO7kQBAFn92Rjz4rzyM8shbOLE1qFNMGIWcEIbC9+sa4gCDiy6xoSF57G9vXnUfX7aEizNt6YPDsEjz0XgoBmpqM4N2+W4dP/HMTXXx1DdlZJnXu9egfh6Wd74/ix60hYlYKysrqHtLm6KjHp8a74cP5IBDUznYZGRI2HI7QvGmsCEBwcjJiYGKjVaqvldDod4uPjTT5HXFwcYmJikJCQgIiICLN1NRoNtFqtyciBvcRPgiUiusucXZVo2Usla0yFQoGuQ4PQdWhQveP0G9YK/Ya1QkV5FQryyuDipoSvn5vVtRVNmrjj3fcewl/fGoLtv17A9cwiOLs4oUuXAGj6taip+8FHI7EmIQXndfkQBKBNW19ETumGwCA2/InIsTS2nmWVSiWqZ16j0SAhIcHk+qpVqwAAYWFhFuuGhYVBq9Vi0aJFmDt3rv0P+zsmAEREMnN1U6JpC2kNc1dXJR4eY3kbVn9/D8xpgIXDRERkP51OZ7XhXi06Ohrz5s0zGSXQ6/U1i4et9ewHB9/6+7Bq1SomAERERETkOATIv3WnI48oqNVqzJs3z2qZxMRE5OXlmZ3es3r1agBAaKj1Dp7qxEGOnYYAJgBEREREJCNHbrA3BGs99zqdDvPnz7e4fiEjI0PUe/j7/7EVtV6vr/c6ACYAREREROTQUlJSahY6385RFwcDQGRkJGJjYy3e1+lubSFdu4FvTu0Gf15eHhMAIiIiInIc1k9XaTwWLVoEf39/UWsEpNDr9fWOwQSAiIiIiBxaSEiIQ/f0m1O9tac19jTm8/Ly7HyiPzABICIiIiLZNLY1AObExcVBr9fb7P23ZyqPrelCYjABICIiIiJZCJB/ClB9EwqtVitLr7larbZ52Fe1+Ph4mzv7AOIb83JM+6mNCQARERER3Ze0Wq3FxcNSqdVqUbv2aLVa6HQ6UYeDVY8ASElQxCYh1jABICIiIiLZCA40Byg0NBTCHX6g6pN9xSQe1Qd82erhr50g1HcHIABwqncEIiIiIiICcGv3H0Dc9J5+/foB+GM7UEuq74uZViQGEwAiIiIiko1R5te9RK/X1/Tmi+mpDw0NrSlnbRSgeurR1KlT6/mEtzABICIiIiKSweHDhyXXqV4rsHr1aotlEhMT65StLyYARERERCQLoYFe94ravfhid/iJjY2FWq1GfHy82fvJycnQ6XSIjY2VZf4/wASAiIiIiGTUmKcA2SspKQl6vR7R0dF1rut0OkRGRiIqKgpz586V7f24CxARERERkQzCwsKgUqmgVqslLdit3mI0JiYG4eHhddYFJCQk2DxQTComAEREREQkm8bSa2+OSqVCfn6+3fVjY2NlfBrLOAWIiIiIiKgR4QgAEREREcmiIRbt3kuLgO8VTACIiIiISDaNeQrQvYJTgIiIiIiIGhGOABARERGRbARO2nF4HAEgIiIiImpEOAJARERERLIQIP8aAI4nyI8JADW48nID1v14Fiu/P4WrVwrg5KRAcLAfnp7ZG+Gj1VAqnXDp4k189+0JnDubB2OVES1b+WDakz3Qp29zm/FPnczC6VPZMBiq0Ky5Nx4a1g6urso78MmIiIjodmywOz4mANSgfvk5Ay9Gb0Z2Vkmd6ylncrBpYxratmuCdu2aYO+eyzAa6/7K+PLzw+jXvyU+/fxh9OzVrM49QRCwJiEFX35+GIcPXatzLzDIE8/M7IM/vTYAKpW7qOcsLqzAzyvSsX5pCi6e1cNYJSCotRfGPNkJE2d1RVBrbzs+/R90R/NwYlsmSgoq4enrgl6jWkDd179eMc0RBAEKhUL2uERERHT/UAiCwETtDtJoNACAI0eO3OUnaXibNpzDU0+sNWnYS+Xl7YL1m6ZhwMBWAG41ct/4cxIWx2ut1uvSNQDrNk5Fq9a+VssdSL6Cvz25DYX55WbvOykVeOXjgZj2ak/JjWvtz9ew+oMTOLc/x+Re5weaYso7vRA6pqWkmLc7r81D8pdpOLLuMoryKuDirkTwgACMer4j+k9uA2cZRkOK8stxYO1l5GWWQumsQOuQJtCMawWlszzLiARBQJVBgLMLlyUREdnDEdoXGo0GF7X5eBQfyRp3A95Cu1C/RtF2ulM4AkANIutGMWbN3FDvxj8AFBdVYlrEGmhPRkGlckfs/L02G/8AcDY1FxGTEvDrrqfh4eFitszh7Vfx+qM/w1BpecaisUrAp2/uR1WVgKde7y36uX9ZeA6LXj4ISyn2uf05+HDCr4j6fAAefr6z6LjVKsursDTqAPZ8e6Hu9bIqpO7KQuquLAQFe+ONjcPQsmsTyfEBIC+zBCvfPY7dKy+gorSqzj3/Vp4Y+2JnPPZGN7sSgdLiSvyyMh1rF6Ug7XgujEYBvn5uGPl4Bzz+fHd06h0gKV5+fhlW/3AaZ05no7KyCs2beyNiSjd06x5os+6VywU4dSoLFeVVaNrUEwMeaAXnWp/JaBRwPbMIxcUV8PV1Q1AzL460EBHRPYsJADWIb74+jtISg2zxcnJK8P13JzHtyR749yf7Rdc7fSobCavO4OlnTRvulRVV+PvTv1pt/Nf2xbwDGDKuLTqE+Nkse2zrNauN/2qCACx6+SCaqb3RZ7T4kQBjlRFfTv8Nh368bLVcVkYR/jE8Ge/99jCC1NKmMWWmF+Lv4UnIuVRi9n7e1RKsePsYUvZkIWbNMLi4iR9pOH0wC29O/gV5N0rrXC/IL8e6JalYtyQVk6JC8PqnQ+o0xM0pLq7A397aju+/PYnS0rr/5v4Ztw9DHmyDuH+FmUwjA4Dduy7i888O4ect6XW+Vy1b+mDm7D6Y+kR3bFx3FksWH8V5nb7mfu8+zTA7KhRTpnWzmFwSETVOAgSFzJNLOFlFdhxvpwaxfOkx2WMuXXwUK745gbIyaYnF4ngtzM1027H2PHKvl5qpYZ4gAGsXpYgqm/DhSdG/rwQBSPzolOjnAIC9Ky7YbPxXK8gqx1cvHpQUv6zYgH9M+NVi47827U+3kh2xzh3LwcsPbzJp/N9u7aIUfPz8LrPfu2qFheV4ZOwPWLroqEnjv9rePZcxetR32Le37tfr038fwPiHV+Knzekm36tr1wrx4fu70bdHPN6et71O4x8Ajh+7gVde/AnDhnyNy5duWv0cREREjoYJAMmutLQSly4VyB437VwetmxOl1zv+LEbuJ5ZZHJ94/KzkmNt+fYcDAbrIwYXTuQjZU+2pLhndmfh4sl80eWTvjgnKf7JrdeReU7892TXivPITCsUXf7XrzKQdcH0a3w7QRDwwaydKC0Sl8Rt+voc9m65ZPH+Ky/8ZLII3JziokpMi1yD7KxiAMB335zAO29vt1mvqsp6FpeakoOJE1YhL098IklEdD+r3gZUzhf7/+XHBIBkZ6uBXB/5+WV21dPrTetduyC+gVut6GaFxcXC1U7tuCE5LgCc3C6u3pXTeugO5UmOv2u5TlQ5QRDw80JpCYYgAFsXpdksd+K3G0g7kSspduKCM2avZ2Tk48c1qaLj5OeXYflXx1FebsDf39kh6RmsSU/Lw78/2SdbPCKie53cCQDJjwkAyc7b2xU+Pq6yx3VyUtgd19PLzDztBupSKCmosKteaWGlqHLZF4rtip9zUVy9wtxyXDgufjSi2olfr9sss/kbaYkFAOz/5TKyr5k++1dLjkqO9dWSY1i7JtVkW9r6+vabEygtFff9IyIiutuYAJDsFAoFpkzrLnvcseM6YsiDbSTXa9PGF63NbAXasoOP5Fhevi7w8XOzXqaJnUmKr2MsJi0ttG/xdmmB7QZw5kXpoy4AcOOyaQJwYP9VyXGuXCnAjwni1nFIkZ9Xhl+Tz8sel4joXiTI/D+SHxMAahCzo/rKHnNWVF88O6sPpO6++NycvlAqTf+pT3imi+RnGDejs81daXqHtZAcV0o9qbv51NTrIK6evYmIh4h69u6caa6evT3uuQ00Xz/TzDoTIiIiR8QEgBpE9x5BePXPA2WLN3pMMEaO6oD27VWInCp+dCEgwAPPmNkCFACGT+qAgOYeomMpFMDk6G42y7UOaYIeI0y3nLSm58jmaB0ibq/+ViFN0PEBaXvkA8BDM9Wiynn7u6JDH9tbnd6u16jmNsu0Uls/lM0cJycFmrczTV78/MR/72rz9mmYkRZXGQ5cIyK613ER8L2BCQA1mP/7x3C88uoAq2XE9AiPGNkey7+dCCenW4U/+2IMBg9pbbOej68rVq2JQNNAT7P3Xd2UeO/rkVA6i+uWfuHDAaLOAACAKX/rCSeluLhOSgWm/K2nqLLVwl+SdnBY77Et0CxY3JQnhUKBMRIPJlM4KTA6qpPNco/O7CopLgA8OKEtApqZfg/HjOsoOZamXws8OLSd5HpidA1p2iBxiYjuNZwC5PiYAFCDcXJS4MOPR+LXXU/jyad6wN39j3PnfJu44YWX+uHwsTlYtSYCI/+/vTuPi7rO/wD+4r4EBwQP1NQZUxEvZtDKjk0Fs6y8AN3MGxi32ra2Tdbaare2daGtfnt0gFpaaiKYpnbJaIdtacIoXuDBqHnLNcp9zfz+YAdB5vh+xy8wMK9nDx6PHt/v5/uZDzozvt+fM2pQq+dHje6Jf70zBZlbY9Gt24159b6+Hti6Yw6eenosullYFDxh0kBovpmHcXf0tdrGsRP74q1tD6KbzPK8fVc3F/w25U7M+4PwU4BH3N8bT666y2YS4OrmgqdW34XwX4kbMbjr1wNx5xxhgaysjw8WvWc9EbvZfXMHIXSI8DUSUYsV6Gmml/5mYZEhCB/XU1RbYp4wP+Lz2OMj4eMj7izDeLUS8xeMgoeHtF99I0aGYOw44Qe5ERERdSQXo7VTdkhyKpUKAJCTk9PBLWl/NTX1KCqshJubK3oE+8DDo+WUibNn9Sg4VYr6egP69vXH8PAQuNgYIigvr8XmjDwcO1qIunoDevXyw6zYMAweHCSqbRXXa/Hl+pPYtjofZ/L1aGgwoGe/bnhw7u2YHj8MPfvZN+/+6PdXkPn6EeRqLrW6NzqqD2JeHIHw+8QF/yb1dQasfXI/vllVYLFMaFgAntv2K8G9/81d1pXhlSgNCm3sHhT5cF88n3EfPAROgTl7XI+E+z7D9RLr26kCwJynR+CZN8dbvP/mGz/hLy9/J+h1I5S9sXP34/DycsfTT36JNR/kCnpOiHfefxDzFghPEImIpOYI8YVKpcJpbQmiXf4qab1Zxj9hkDLIKWOntsIEoJ05wgeUbDMajTaTDzEunriOw7svo7KsDr7+Hhg5sTdCh4ifD2/O+aN67HrvJLK3nkd5cQ08fNygGNcDUb8ZgjFTQ+FmY9GyNaWXq7Dxz7n4fv1p1FQ2tLgX3N8XU54Yimm/DxP9GqePleL5mV/jfIH5w8lcXIAFf4xA4p8jm6Z+mWM0GvFC0m688+/9Vl9vxMgQbNk2G716NyZyVVV1iJmegT3fWz5kTKi580bi3dSHJH2/EBGJ5QjxBROAzoMJQDtzhA8okVgV12rx89ZzKLlUBTcPV/QbFoCIB24tuaivM+D77WewJS0PJw4Woa7GgMCe3pgUo8D0hDCEDhQ+arH9s+N4751s/LDnXIvr/foFYFH8GCx9QgV//5bbt1ZX1+PlF7/BR2sOobKy9Y5C4SNC0Lt3N+zedRrmviU9Pd3w5G/H4pVXf2U1SSEiag+OEF+oVCrotCWIdpU4ATD8CXImAJJiAtDOHOEDStRVnThejLxjhairM6BXbz/cNb6/zW1b9fpqbNxwBIcPXUV1dT1CQnwxY1YYxt0RChcXF5w9q8eHqw7ihz3nUFFRi+7dvTD5AQXmLRiFkJ5+7fSbERFZ5wjxhSkBmOT6mqT17jK8xARAYuJW0BERObAhQ3tgyFBxW6TKZN5Y+kSkxfsDBsjw59fuv8WWEREROQ4mAEREREQkGUNHN4Bs6nTbgOp0OigUCuh0OsnqjI6OhlqtRmZmJvR6fYvXyszMRGxsLNRqtWSvR0RERETUUTrFCIBOp4NWq0V6ejoyMzMlr7+kpAQajQZpaWlm70dFRSEjI0Py1yUiIiLqSoyA5Id3cbGq9Bx6BECv1yMwMBDR0dFIT0/H7Nmz2/X1ZTIZUlNTkZWV1a6vS0RERETUVhx6BEAmk6G0tLRdXqu0tBQ6nQ7Z2dmQy+VNP0REREQkHNcAOD6HTgDam1KphFKp7OhmEBEREXVSRhgkn7TDSUBSc+gpQEREREREJC2OABARERGRJIwAjBIfjs7+f+kxAbhJZmYm9u/fD71eD5VKhbi4OMhkso5uFhERERGRJJgA/I9Go0FqaiqSkpKwfPlyAEBaWhoGDRqEjIwMREVFiarPdCT3zfLy8hAWFnbL7SUiIiJyRNKvASCpMQH4H3PbfS5btgxA40FhGRkZiImJ6YimEREREXUaUp8DQNJjAgAgOTnZYg//smXLkJSUhISEBFEJQE5OjtnrlkYGiIiIiIjaAxMAwOb0HqVSCa1Wi5SUlKZRga6kpqYemp06nDt3HS4uLlAMDsSEiQPh5nZjk6jLl8px6lQJGhoMCA31x+1DenRgi4mIiMgRGSH9OQAcT5DeLSUAWq0WJSUlt9wIRz90Sy6XQ6vVIisrq0slAOXltXjrjZ+w5sNcFBVWtrjXv38A4hOVGDEqBKtXHsBXXxTAYLjxEYxQ9kaCWok5j42Au3vr3WSrq+ux5dN8fLjqII4dLURtbQN69fLDrNgwLIofgwEDZKLaWlZWgy2b83E8vxj19Y1JyMyYYeh/W3e7fvebVZbXoeJ6LXz9PeDn7ylJnURERESOyO4EQKvVSjadRS6Xo6CgQJK62kJQUBAAIDs7u4NbIp3iokpMfyQduQevmL1/7tx1vPLStxafP6C9jCfUXyAzIw/rPpmBbt1uBM052ZfwWNxmXLpU3uKZs2ev4a1/7MXbb+7FsuV344U/3QMXF+t7hVVW1uHVV77DR2sPobystsW9V176Fg8+NBh/S5mEQYNk1n9hM2prGpCVWYCM1KM4tPfGn0N4ZAhil4ZjcuxgePvc+iDZcW0R9nx2Bvqianj5uCMsMgT3zRgITy+3W67bpKHBgDJ9LdzcXdAtwNPmnysREVFb4SJgx2d3dKNUKmE0du6/YJ1Oh+joaMhkMotz9pvT6/Vt36h20NBgwGOzP7UY/IuxW3Mai+Z/hvTMGLi6uiD34GU8/OAGVJTXWXzGaASS//Zf1FTX49XXJ1gsV1ZWg+kPp2P/zxfN3jcYjPh8x0ns23sB27+cg/ARPQW3+/K5cjz96Bc4dbT1CNbR7EIcjf8Wa1IO4t/bH0LfQQGC623u0A+X8e4ff8bRfVdb3ZOFeCP2t+GYu2x0i6lWYuUfKEJG6hF8lX4KVRX1AICQUF9MXxSGWfFh6Nm3m911V1TUYktGPnIPXkFNdT2CQ3wxbeZQjI7obVd9ZWU1OHNaj9paA3r18kO//vb9uRIRkWPr3NGhc3DqNQAajQY6na7p/y2tBTBNc+oq5wFosk7jpx/PS1bf118WQJOlQ/RkORIW77Aa/Df3f2/tw0NTb8ed4/uZvf9E4hcWg//miooqETM9A/u08QgI8LJZXl9cDfUD23Du1HWr5c6c0CNx8jas3TMTwb19bdbb3A/bz+KlObtQX2t+JqS+sBorX85BweESvPzxBNFJgMFgxD+X78XHb+e2uld4sRIrX8/B2n8cxF9WT8ADcYNF1V1X14AVr/6A1WkHcP1aTYt7b7+xF2PvCMVfkydi3J19BdV39MhVvP9uDjZtPIqqqvqm63fe1Q/xiRGYGRNmdhqZwWDE7l2n8cHKAzh44Aqqa+oREuKLaTOGYuGiMQjt64+Skips+Pgw9uz5BRXltQgI8ELUZDni5oS3GJUiIiKiG5w6AZDL5ZDJZIiKirK6ENiUJMTFxbVX09rUqjRtm9Tp7e2O/LwiUc+lpWrNJgDH84vw2dbjguu5cKEMGzccQeJS29PSUl/Lthn8m1w6W453X/kZL6feL7gtZ/P1+PPc3RaD/+Z2Z5xGv8HdkfBqpOD6AeDtpJ+w/p+HrJaprWnAC/M08PB0w8TpgwTVW1vbgLmxn0Lztc5imf37LuLRBz7BR+kzMHmKwmp9H64+iGef/rrF+hGTvT+dx96fzmP9usNY98kM+PvfSN7OnNHjsbjNOHK4sMUzRYWVyDtWhDf+/iNUkaHIPXgZNTUNLcrs2H4SL734Df7w/Hg889wdnA5FRNSOjAAMLtKOAXBEQXr2zz3oAqKioiCXy5GRkWGxjF6vh1bbGDAnJSW1V9PajNFoxG7Nacnr3fmVDh+uPij6uc+25OPatepW11elHRBd16q0AzanpVWW12HHx8ITCwD4cuNJXC+tsV3wfzb98whqqhpsF/yfzP8cRaXAURMAOJp91Wbwb2I0Aq8t/RbVzXrerXnpj99YDf5NamoasPCxrThdUGqxTEb6Mfzuqa/MBv/NfbPrDObP3YqGhsaE6dwv1/DAxHWtgv/mGhqM+HnfhVbBv0nZ9Vq88tK3WPacptNPVSQiIpJal08AYmNj4eLigszMTLP31Wo1UlJSLD6fkJAAoPGgMEfeqUioqqp61NVJvUFX43QNnZVg0JK6OgMuXihrdf2nH8+Jris/rwglJa2Tiea+234GFWXCg20AqKlqwO6ttoNiACi/VoudG06Jqr+yrA471wt/ZtN7R0TVf62kBjszbNdfXFSJtSKSuKrKeqS+a37tTHV1PZb9IcvsPXN2ZZ3GZ1saE7Mnl37RagG5vVLfy0H6xqOS1EVEREIYYZD4h2MA0utUCUDzIN5SQN+cTqdrKrdixQqzZRITE1FcXIzY2NimqT6mZ2NjY5GZmYnU1FQkJibeYusdg7e3O1xdHWtKhLkO2nIRPeLNVVbUWr1/5YJ9geWV8xWCyp3MLUZ1pbDe9uYO/feyoHJ1tQ3YmSF+x6wd607YLLPh48MWe9StPVNh5s9865Z8FBdViapr9coDyM8rwrffnBX1nC3/+efPHAUgImpHRol/SHoOnwAoFAoEBgYiMDAQsbGxTdeTkpKargcGBpp9Vi6XIzExETKZDMuXL7f4GsnJyVCr1UhKSoJKpWp6LblcjtLS0i4T/AOAq6sL7rm3v+T1DhjQHYrB5v8erHF3d0VoX/9W12Uyb7va0d3Gc+YWmwrh5i4saaquEB/8AxCcNOiLqlFTLS5IB4CrAhKYfT9dEF1v2fVaHM8rbnX908w80XXt+f4XvP+u9FvtHsq9ipzsS5LXS0RE1Fk5/CLgWz0fIDU1FampqTbL2VoI3JXEJyrx/Xe/SFrn4vgIjI7ohcxN4gK/Rx4dYjbYnzxFDm2OuKDtrvH9bO4CNHCoTFSdJoOGCktu/GX27TzjL7O9exEAuLrZN3oj5LmqSntHXVo/V3i10kxJ204cb51MSOHwoauIHBvaJnUTEdENjScBcxGwo3P4EQCS3tRHbseIkSGS1ddd5oV5C0bh/gkDcfuQIFHPJixVmr2+cNEYuIkMduMTzdfV3J3R/dG7v7i98YN6+uC+hwcIKjtUFYygXj6i6geA8VOFjcrIgr3RPUhYstDcgNtlNst0D7Rv1EUW1Po5T087Dzlro9lp1dX2jcwQERF1RUwAnJCHhxs2bY7FILnsluvy9nHHhvSZCA7xhaurC9JWPwIfX2EDS795MhL33Hub2Xuhff2x9AnhW2NGKHtj2oyhNsu5u7sibmm44HoBYFbCcHgIDGg9PN3wyBLb7WgupK8v7n5EWILh5uaKRxcOE1U/AMyMD7NZZspD4s4LAIDbBnRH2PDgVtdHjhJ+KJtJQHcvKBTiEkihQkLEneNARET2k34RMEmNCYCT6tc/ALu+nY/5C0fB27t1wO4f4ImFi8cg+gE5LG2jPnJUT3z+1WO4974bwasqsg+27ZhjM+B69rk7sSJlktUyf10xAXFzbAfr4SNCsGlzjOBe57nPjMLdU4T1uI+d0Bfxy22PLDQ368lwhPQVHnAmvBopam1CTMJwwWsSAKCfIgDjH7D9+06bORQ9gsWNXixOjDB7iNmiJWNE1QMAj88bicfnjxL9nC1+fh6IfqDz7+BFREQkFYdfA0BtJzjEF/957yG89reJ2PppPs79cg1wcYFicCCmzxgKP7/G+ew6XSk+XnMIJ44Xo77BgNBQf8z5dTjG3dnX7CFLd9zVD4fyliJzUx4+WHUAR48Uoq6uAT17+SEmdjgWJ0Tg9ttt9/S6ubkibfXDuO9Xt+G9d7Jx9EjLfeF79vLDgkWj8btn7xB0ArCJh4cb3syYgtef/B7bP7J8JsCU2YPxctr9gnv/TQJ7+uAfO6bgualfoeii9bnwS1eMxYPzh4iqv7+iO174z314bel3Nsv6dvNAyobJgk4a9vJyx5/+fB+efeprQe0YJJdh4ZLRZu+Fj+iJCZMG4ptdZwTV5enphni1EgpFIEaP6YXcg1cEPSdE3JxwdO9u3/QmIiIST/rNxklqLkbuj9euVKrGk2pzcszvn94VGY1GGI24pe1HjUYj9v98ESdPFKO+3og+od1w/4SB9s81/59fTl3D5pXHsFdzHhVltfDt5oFxE/siJiHc7gXDJkUXK7D+jUP48qMTqLjecqHs2Ki+mPP7kRgX3foUZKF2rDuBvz+9x+IhYqED/fFG+mSERYhb7/GPFT/i9b/ssVpmwMDu2PL5bAxSWF4cffVKBaInfozTOr3VulxdXbDyg0cQO3s4ACD34GVMiV6PCju3gm2uT59u+GbPArM7TRERdSWOEF+oVCrka4sw0v1FSes9XP86himDnSp2amtMANqZI3xAqX1VVdQhZ/dFXCuqhpePO4aqgtH/9u6S1F1+vRZfbDiBz9efROHFCri5u2DgUBlmLhmOe6cOsHvbU81OHd795/5WPfg9gn3w+MJR+O0z49Aj2PY0p6tXKrA08XNodpo/SC001B9v/2syHpx6e4vrP++7gDkxm1FUZHkExcPD1eqhdv36+WPzZ3EIGy7dgnciIkflCPEFE4DOgwlAO3OEDyiRULqCUhzOvYLq6gYEh/jg7ntvM7tmxJbj+UVY80Eujh0tRE1NPXr37oaYuOGY8tBgi0nK9es12LjhCFavPIC8Y0UAAC8vN0ybMQwJiRHof1sAVq08iLUfHmyx7Wj//gFYnBCBhYvHoEcP8TsyERF1Ro4QX5gSgHD3FySt92j935gASIwJQDtryw9oQ4MBZ85cQ0V5LQK6e2HAgO5m5+jX1xvg5uZi9h6RI6qpqUdNTQO6dfNsNZWstrYBx/OLUFFeh+4yLwwZ2kPQmgcioq6ECQCJwUXAXUDh1Qp8+MFBfLjqIC5cKGu6PmRoDyxJiMDceSNw5FAhVqZp8fWXBSgvr4WnpxvuvKsv4hOVmPrI7fDwMD+Xvq6uAZ9vP4kd20+iuLgSPt7uUI0Nxbz5o9Czl5/otlZX1+PnfRegL62Gj68HlMregqaSkHPz8nKHl5f5rytPTzeMHNWrnVtERETmGWFwkbpvmX3VUuMIQDuTOkPP3n8RcTMzrc6V9vX1QKWVU16HDuuBTZ/GYtAgWYvrGenH8Kflu3HpUnmrZzw8XPHY4yOR8mYUfHw8bLbz0sUyvPPv/fj4o0MoLaluuu7p6YbpM4fht78bi9Fjetusx5z6egN27ijAxjVHcPa0HgAwYJAMsxeEY/LDCovJjVhnTupx8mhx445GffwQcVcf9jQTEZFDcJQRgDxtIYZ5SDsCkF/3N4QpQzgCICGOAHRiJ44XY8aj6bimr7FazlrwDwDH84vxUPR67PpuftNuKanv5eD532dZfKauzoC1H+bi1MkSfLotzmoScPjQFcx8dBOuXKloda+2tgGbNh7Fls15SF31MGLihltt6832/XAeTyz4HJfOt0xSTuaXQPOlDn36dcM7a6biznvt321n9w4d1v77IPZ+c77F9dDb/DE7fgTmPTUaft087a4fAE7mFeOjlbnI2XcJlRV1kAV5Y/JUBeYsHIGgW5zHXlNTjx/2nENRYSW8vNwwcnQvKKzs3kNERERdG0cA2pmUGXrcrAx89UXBLddjMnPWMKxZNx379l7A5IkfQ+g7I16txFv/N9nsvQvnr+P+e9aaDf5v5ubmgi3bZ+P+CQMFve5/v/0Fjz2yGXW11ncc9vB0xfpts3DPBPOnDltiNBrxjxd+xKo3rf9dDRsVjNWfT0dwL/FTma5fq8Ez8V/hq22nzN739HLD00l34NkX7hS9ZqO4uAr/+efPWLsmF0WFLUeIJkwciKd+Nw7Rk4UfkHXieDFWpWmx/bMTKCmpgrePO1SRoYhPiMADDyosjoYYjUb8+N9z2LI5H4VXK+Hp5YbRo3vh14+PbFqkW1ZWgx3bT+L8uetwdXWBXB6Ihx4ebHHaDxERteRIIwBDPJZLWu+JuhUcAZAYE4B2JtUH9OxZPUaFvS84SBfC3d0VR4//Bn98fhe2fJov+Dlvb3fkFzyJoKDWPdXP/z4Lqe8J/11Hj+mF739caDPYrSivxbghK1FaXG21nIksyBs/n0hAN3/hPfWr3szBG8v/K6hsuLInNn4XA08RAWtFeS1mRW/CIa3tQ68WPxGB196aIDgJOH1aj2lTN+LM/6ZEWfLiy/ciafndVsvU1xvw/HNZWJ12wGKZsOHB2JgZ02oa2fffncWy5zQ4drSw1TPe3u6YFRsGLy83bEo/hvKy2hb3g0N8sWjJGDyfNN6unYeIiJwJEwASgxOYO6mtm49LGvwDjYHe6pUHsH3bCVHPVVfXY8O6w62uV1TUYsP61tetyT14Bdn7L9kst2VjvuDgHwD0JdXYsjFPcPmyazX4z2v7BJc/qr2KHeni/tz+suw7QcE/AHzw7gF8sfWkoLLXrlVj5qPpNoN/AHj91T34YJXlwN5oNGJpwudWg38AyDtWhCmT1uH8uetN13ZsO4HpD6ebDf6BxvfN+o8P44NVB1sF/wBQVFiJN/7+I6ZN3Yjy8tb3iYjIMRkl/o+kxwSgk7pypfXCXCkcPnwV9fXiD/HOPdg6kN3z/S8ouy4+cPt8u+1Aet3qQ6LrFfPMZ+vzUVVZL6r+T1KFJzulJVXIWH9UVP2r37EehJus/SAXBadKBdf76p+/R3W1+d81c1MeNm0U1s5Ll8rxzNNfAwBOnSrB4gWf2fVeutlPP55H4uLtt1wPERG1PSMAA4yS/jAFkB4TgE7K01OanW1uZmiwL2CrMRNAlpRU2VVXcbHt507mF4uu92ReieCyu7abP7nWmkP7r+DqJdtrHQBg84Y81FQ3iKp/757zOJln/fc2GIxYtVJYomBSUlyFrVvMT/lKe1/ccOvOrwqg05Ui9d0cVIv8/azZsf0kcg9elqw+IiIiZ8YEoJMKH9GzTeqVK4Lseq5HSOsFsD7etrcHNcfHx/Z874Z68f0B9fUGCF3ycq1E+PQie547cUx8AgMAJ49bT2Ly84oETf252Zc7Wi9CPnG8GPv2XhBd15rVB0VP/RJilY1pSERE5BikHgEg6TEB6KQemTYEPYJvbXvIm3l6uuHZ5+7AbbcFiH52xsxhra4pI3vDnsOGI8eG2izTq4/4Q8h69+0meBGtt699yYu3r7DFqnX19vWO19VZf05fal/iUlraetTltB2JBAAcOXzVrqlftnz3zRnJ6yQiInJGTAA6KW9vd8QnKiWtc2bMMPTu44/F8RGinhs6rAfuva/1FpsDBsgweYpCVF3BIb6YNmOozXKzHhN3XgAAzPp1mOCyY+4QfyhZz1A/9OnvL6hs7z7dRNcv5DkfOxMXX7/Wz9m7QZgU8/7NuW5moTARETkWo8S9/wYuBG4TTAA6sWV/HI8oEfu4W6MYHIgVyZMANO7rPywsWNBzbm4u+PsbURZ71p9+ZpyoUYAnfztW0N7vc5eMhJub8IpdXV0wd8koweVnx48QXLbpmSUj4O4u7CM1Y47wZMSk34AARN5lfXRkWFgPdJd5ia77jjtaH5Q2YEB30fUAwMCbtgKVSoCILVyJiIjIMiYAnZiHhxs+2TQTSxIiLAae3j7uCB8RYrUeVWQffLlzLnoEN87jDwjwwpZtcQgbbj0J8PR0w+o1j2JS1CCLZe69bwBS3oy28Zs0ip09HM8+d6egsn37B+CPr94jqCwAJL16N/qJmNo0YLAMU2YNFlw+QOaFOBFJw5CwHhj/q/6CywPAvPhRFg/bMvHx8cDcx0eKqtfT0w3zFrROjsKGh0Cp6iOqLgB46umxGDK0h+jnbLl/4kDJ6yQiIulxDYDjYwLQyXl5uePtfz2AYyeewIsv34v7JwxA5NhQTIoehL+/MQkndE/hp/1L8NP+xViSGIG+ff3h6+uBkJ6+eHTaEGz7Yg52fz+/1dSSvv0CsOu7+ViRMgmKwYEt7vn5eWBx/Bj8sHcRZsbY7slW/0aFteumW+wZlgV644WX7sHKDx6Bq6vwXv0nnhuLpL9YP8QKAJ5/ZTye+sM4wfWavJ4WhVFje9ks5+3rjncyp6KnyHUJr701QfDBZCMjemLJk8KmfKmfiDQ7pceS+YtGI9jMIm4ASFgqbprZhIkDMWRoMOITxU0jE0LqKW9ERNQGXACDxD+wYz0hWceTgNuZI5zUJ5bBYER+XhFKSqrg7e2OocN6wN9f/DQTg8GI3btO44vPT6G0pAp+fh64a3w/zIwJg4+PfXPXAeDY4UJ8lJqLzA3HUFlRB6BxTvusX4dhwdIxGD7S+giINZUVdUhO+gFbPjpmdttO5fg++NPbv0J4hH27MmXvvYiFs7aipMjy1qcRY3tj7aczENzTfJBuTtZOHR6L24yaGuuLhidFD0J6ZozFbWUbGgyY/9hWQYfDBQf7QvPdPMjlgaioqEX0hI9x5LD5Q8DEenTaEKzbOFOSuoiIuiJHiC9UKhWOHriK/h7PS1rvubo3EB7Rs1PFTo6OCUA7c4QPaFdVW9uA4sJKAI3bkkp5VoK+pBrbNuTjxJFi1NU2IKS3Hx6ePQTDRtufXJgUF1Vi45oj+CgtF+fO3jhJd9zdfbFAPRpTZwyx63fZt/cCXkjahf0/X2x1L6C7F5bER+DFl++1WXdNTT2e+s2XSP/E8oFgAwd2R8aWWAwddmPa2MULZZg5bZPFk4CFuvue/sjcGgs/P64BICKyxBHiC5VKhSMHrqKfxx8krfd83T8wggmApJgAtDNH+ICSYzIYjLh6uQJVlXWQBXkjMEiabV5zD17G1k+Po7CwAl5e7hg1uhdi4sJEB9TanEtYvfIAtn92HHp9DTw8XBE5NhRLEiIwbcZQs4u3y8pqsPJ9LT5YdQC//HIjuXFzc8HUh2/HvIWjsStLh/XrDrfaOrRnLz8sWjIGf1h2l6CF4UREzswR4gsmAJ0HE4B25ggfUKJb1dBggKuri+BzFRoaDMjJvoSiwkp4erkhPDwEfUJvbJlaUVGLz7efxPlz1+Hq6gLF4EA88ODgNjvxmoioq3GE+MKUAIR6PCdpvRfr3mQCIDF2qxGRaLZ2IzJXftwdfS3e9/PzRNyc8FttFhERdTAjgAaJd+5hT7X0uAsQEREREZET4QgAEREREUmGe/c7Po4AEBERERE5EY4AEBEREZEkjG1weq+RIwqSYwJARERERJJpcDF0dBPIBk4BIiIiIiJyIhwBICIiIiJJcBvQzoEjAEREREREToQjAEREREQkGalHAEh6HAEgIiIiInIiHAFoZ6dPn0Z1dTVUKlVHN4WIiIi6iLy8PHh7e3d0M9BgvIrrtf+StE6DsRBAL0nrdHZMANpZQEAAgMYPKgCEhYV1ZHPISfD9Ru2F7zVqT3y/3eDt7d0UY3SUYcOGtVHNvduwbufkYjQaOVGrA5hGAHJycjq4JeQM+H6j9sL3GrUnvt+I7MM1AEREREREToQJABERERGRE2ECQERERETkRJgAEBERERE5ESYAREREREROhLsAERERERE5EY4AEBERERE5ESYAREREREROhAkAEREREZETYQJAREREROREmAAQERERETkRJgBERERERE6ECQARERERkRNhAkBERERE5ETcO7oBZJ5Op0NycjJ0Oh0AoKSkBEFBQVCr1YiJieng1lFXotVqkZqaiuzsbGi1WsjlciiVSsyePZvvNWpTOp0O0dHRyMrKglwu7+jmUCeRkpKCrKwsyGSypmtqtRpRUVEd1yiiToYJgANKS0tDRkYGkpOToVQqm66npKQgNjYWSqUSu3btavHlR2SPpKQk6HQ6LF++HKmpqQAaE4KkpKSm91pGRgaDM5KMTqeDVqtFeno6MjMzO7o51ImYEsaoqChkZWW1uK5SqRAXF9f0PUZE1rkYjUZjRzeCbtBoNEhOTm7x5dZcdHQ0NBoNlEolcnJy2rl11JWkpaWhoKAAycnJZu/HxsYiMzMTcrkcBQUF7dw66mr0ej0GDRqEoKCgphGm2NhYAEBBQQGTTLJJoVBAJpOZ/bdPq9VCpVIhNTUViYmJHdA6os6FawAcTGpqKjQaDZKSkszej46OBtD4ZWeaHkQkll6vR3JyssXgHwBWrlwJoLF3zdL7kUgomUyG0tJSFBQUICMjg9PLSJSUlJSm0UpzlEollEol1Go19Hp9+zaOqBNiAuBgTEF9SkqK2fvNpwRptdp2aRN1PdnZ2U3D5pYSSZlM1vR+41QNIupI6enpAGB1nr/pXlpaWru0iagzYwLgYJYvXw65XG6xZ7Z5zwaHzMlepqBfq9VaDe5N7zGONhFRR9Hr9U0dXtbWvikUCgA3kgUisoyLgB1MTEyM1aFx09oA004tRPaIi4trSjKtzZc1JZxMNomoo2zatAkAbP6bZ/qe4ug4kW1MADoRvV7fNLSZkZHRwa2hzkwmkwla2JudnQ2ACQARdRyhmxAEBQU1/b9er+dOeURWcApQJ6HT6TBp0iTI5XLk5OSw95/anFarbRoB4CJgIuoopimIzQN8c5oH/CUlJW3ZJKJOjwmAA0tJSUF0dDQUCgUUCgWioqJQUFDA4J/axYoVKwA0LqzjATtE1JlwJyAi65gAOLBly5YhKysLBQUFyMnJgU6nQ2BgoMUdgoikotFoms4A4HQzIupI9gTzHAEgso4JQCdhOpE1Li4OSUlJTecBELUFtVoNmUyGrKwszqMlog5lz3eQrelCRM6Oi4BF0mq1kvQsyOVyuxZWJicnIy0tDRqNBmq1mseed2Ed9V6Ljo5GSUkJcnJyuPjXiXT0dxuRJUKDeU77IRKOCYAIpqPGpSCXywXvbNCcTCaDXC6HTqdDWloaE4AuqqPea0lJScjOzmbw72Qc4buNyBLTCICYBJXfX0TWcQqQCEqlEkajUZIfc/9AajQaKBQKqFQqqz0Zzb/YuN9x19TW7zVz0tLSkJaWxuDfCXXE+41IKNMBX7Z6+JsnCJy6SGQdEwAHkpqaCp1OB61WC41GI+gZBmokBY1Gg+TkZIvBv9D3IxGR1CIjIwHYPpHcdJ875RHZxgTAgTQPvKx9gZm+5GQyGXs56JZptVqo1WpkZWVZTChNpwYTEbU3pVLZ9G+dtVEA0+jT7Nmz26FVRJ0bEwAHMnv2bMjlchiNRouBmE6na0oAli9f3p7Noy5Ip9MhISHBavBPRNTREhMTAQCbNm2yWCYzM7NFWSKyzMVoNBo7uhF0g2n7RUs9rrGxscjMzIRSqUROTk47t466Er1eD5VKhaSkpKYhdpPmc2lN5wBwwTlJzcXFBUBjzy0TULJFoVBAJpOZ/bdPo9EgOjoaycnJWLZsWQe0jqhzYQLggNRqNXQ6HZKSklqcwKpWq5GWloaYmBisXLmS03/olqhUKsGLyFNTU9mrRpLKzMxEbGwsADBoI0F0Oh2io6MRFRXVokNCp9NBpVIhLi6OHRVEAjEBcFBarRYrVqyATqeDXq9HSUkJIiMjoVarERMT09HNo04uLS0NarVacPmsrKwWySiRPRQKRdPo0s1zuZt3aJSWlrZjq6izSUpKglarbbEu4OYOMyKyjgkAEREREZET4SJgIiIiIiInwgSAiIiIiMiJMAEgIiIiInIiTACIiIiIiJwIEwAiIiIiIifCBICIiIiIyIkwASAiIiIiciJMAIiIiIiInAgTACIiIiIiJ8IEgIiIiIjIiTABICIiIiJyIkwAiIiIiIicCBMAIiIiIiInwgSAiIiIiMiJMAEgIiIiInIiTACIiIiIiJwIEwAiIiIiIifCBICIiIiIyIkwASAiIiIiciL/D5u0hepY9ntXAAAAAElFTkSuQmCC", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 3 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 6 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 9 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3 0 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3 3 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3 6 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3 9 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwAAAAH8CAYAAABmTsjFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAABYlAAAWJQFJUiTwAAC6nklEQVR4nOzdd1xUV94/8M+dSmfoIKg42LtgL7GBplfRbLJpmw0ku9n2211dt5dnnzy4PZvdBLNpu2mKm15MwK4xFsbeZbAgSB86w5T7+4OA4LR7h6uO8nk/r3m9np17znfOGIXzPVUQRVEEERERERH1C6pr3QAiIiIiIrp6mAAQEREREfUjTACIiIiIiPoRJgBERERERP0IEwAiIiIion6ECQARERERUT/CBICIiIiIqB9hAkBERERE1I8wASAiIiIi6keYABARERER9SNMAIiIiIiI+hEmAERERERE/QgTACIiIiKifoQJABERERFRP6K51g3ob1JTU9HY2IghQ4Zc66YQERHRDaK0tBQRERE4c+bMNWvDgw8+iOPHj1+R2CNHjsQbb7xxRWL3R0wArrLGxka0t7df62YQERHRDSQQ+hbHjx/HsWP7MHykVtG4J4/bFI13JWRlZcFoNCIrKwuZmZkwGAwAALPZDJPJhDVr1iA6Ohr5+flXpL5cgiiKoiKRSJKMjAwAQHFx8TVuCREREd0oAqF/kZGRAYd4GFu+TFY07tzpF6AWxgZ03ykjIwMmk8nj88zMTBQWFl6x+nJxDwARERERKUQAnGplXxCu9Zfym8FgQH5+vt+d977W94RLgIiIiIiI+qi+vh5msxl79+6F0Wjsfl2t+nIwASAiIiIiZYiA4FR4xF7EdTMJkJ6ejvT09GtWXyomAERERESkHPE66a33Y9wDQERERETUj3AGgIiIiIgUIUD5JUDX23zCunXrsGfPHlgsFmRkZGDp0qXdx3pejfpScAaAiIiIiALasWPHkJGR4fYVKIqKipCVlQWDwYCVK1ciLy8PFosFQ4YMQVFR0RWvLwdnAIiIiIhIGSIgOJWPeT1wd1zn8uXLAXRe9FVQUIAlS5Zcsfpy8CKwqywQLuogIiKiG0sg9C8yMjLgdBzBti2pisadM/cMVOoxAd13KioqQmZmpsfngiDAYDCgvr7+itSXi0uAiIiIiEg5ToVf1wFvnXeg83hPi8WCVatWXZH6cnEJEBEREREpRgiwtSUmkwl1dXV9jtOXi7mMRiNMJhMKCwu7l/VczfqXYwJAREQBy2q144P3TuKtNw/jQlkj1GoBQ4dG45FvTMT8BalQqQScP9eA1/9zCKdP1cHhEJGSEo77HxiLsePifcYvOVSH0qP1sNuciB0QgolzkqDRcnKc6EZhMpkU2yhsNBpRUlLiV93o6GgAwN69e69J/csxASAiooC0/tPT+PaTn6C6qrXX+4cPVeO9d08gLS0KKQMjsG3rOTidvYccn/3rbsyYmYK//n0xRo2O6/VMFEVsLDCj4NkjOLKrqtez2AEhuPObI7H0e2MRGqGT1M72Jht2vXEW2/9VgsoTTXA6REQPDMG0h1Ix+5tGRCYG+/HtL7m4vx5nNleio8kOfYQWQxYmIH6soU8xia6YANsEnJ6ejiu53dVsNnef3CNlj4LFYlG0vr+YABARUcD58P0TeOiB91w69j2VlNSjpMTzhridX5Qha8Hr+PCTr2FSeiKAzs7/X777Bd594ZjbOjXlrXj5tyZsfqcUf/70FsQkhnht59HCi3hx2Rdore/o9X7lySZ88ItD+Pi3h5H9l3TM//Ywr3HcKfmsAtt+fxhlX9a6PBs4Ow43/XwMhixIlB23p6qD9di/+iRKPipDe10HNMFqJE2JwfhvDsPQ21Og0vR9NqTd0oETH1xAc0UbVFoV4kZHwJiVCJVamZkWURQhOkXF4hHJUVRUBLPZ3P3/e1rL37UE6fLz/Pta319MAIiIKKBcrGjGNx/70GvnX6rGBiuW3luA4oM5iIjQ45XfmTx2/nsyH67H8js/w/Pb7oROr3Zb5tiGi3juti1w2Dy302ET8fbTxRAdIhZ8d7jkdhfnn8Kn3y32OPJ5fns13rx1M27Ln4qJj8hfk2y3OlD0nd04+mZpr/dtLXac21yJc5srET08AnevmwuDMVx2fABoqmjDlt8cwuG3zsLe5uj1LGJQCKZ8azimfW+4Xx33jlY7dr91FltfKEHZAQscNifCYvWYvGwQ5n5rKAaMjpTXVosVhW+W4MyxS8vBMpelYdAIg8+6F8oaceRINWwdDsTGhWLylCSoe3wnURRRVdmC5hYbDIYgxMT0bUbouqDAv93rhdFohMFgQGZmpteNvF2d/KVLlypa3188BvQqC4RjuoiIAlneMzvw+99uUzTmn/66CEuXjMY9g9+EzSp9fcLPXpmLm7/uOnpvszrw08EforGyXVIcQQX89sRtiB/quzNd8lkF3rpzi6RlD4IKeHD9fKTOS5DUDgBwOpz46KEdOP3BeZ9lQ5OC8bWNixAxMFRyfACoO92E1xdvQuP5Vq/lRtyZjHvfmgW1jH0Xpbtr8c+7tqHxouc/+4XfH44lf5zoM7loa7HhhZV78MlrJ9Heand5nrFgAL735xkYMibK5dn2befw3LO7sf6Tkl7J6qBBEfjGNydh6dfG4L13juOlF/eh5PSlmaqMyUn4Zm46lmSPgl6v3DhsIPQvMjIy4LQfwRefD1Y07sxFZ6HSBO4xoBkZGV7bZrFYEBXV+XeopKTEZSNxX+v7g/NlREQUMERRxGsvH1A87ksv7sMnr52U1fkHgPc8zBaY1p2X3PkHANEJbH3htKSyW//nsOQ1z6IT2P7MEcntAICjb5ZK6vwDQEtFGzb8YI+s+B3NNrx1xxafnX8AOPHBBXz+Q5Pk2Of21eMvCzd57fwDwIa/nsRb3y72uva7takD38v6BO88f9Rt5x8AijeW46mbPnDZK/K3P+/CrYvexCcfnXaZqTp3rhG//uUWjB/1An66YmOvzj8AFO+twFNPfIwFN/0b5ReavH4Puj7k5uZ6PZ7ziSeeANB50Ze7zntf6/uDCQAREQWM5uYOlJU1Kh736JFqbHn/jOx6R3ZVob66zeX9HS+bZcf64pVSn8uaLu6rx4Vdrmv+vTmzqQo1xxoklRVFEftfOCkrfuln5bCUNksuf+iNM6gvkV7e9GIJGst8JwuiKOKVh7+Etdl9Z/1yW/NLcPTzix6f/+83t+LYnmqfcVoabfjJPZ+jobYz6fjPawfwi59t8lnPbveebB46WIW7bn8bFov0RPK6IEL5ewACfK1KTk4OamtrkZ2d3b1UB+hctpOdnY1169YhPz8fOTk5V6S+P5gAEBFRwLDbr9xv+oZ6/zpaTXVWl/dqzC2y47TUdaC90ea1zJnNlbLjAsCZLVW+CwGoOWJB1QGZN4mKwNE3pCU8oihir8SZju46DhGmf/k+WvHUtmqUH5aW6HTZ/I9Tbt8/d8KCLe+ckRzHUt2Oj145gfZ2O375882y2uDNieO1ePYvuxSLR9dOXl4ecnNzsWLFCmRkZCAqKgrZ2dkwGo2or6/32Xnva325uAmYiIgCRkSEDiEhWrS2eu8oy6VWCwgLk3as5+WCQrWub/q5fc5XNauPBKGv9RpkjOT3qndWWr2WKiuqj8jrpAPAmY0XgV+P81rmi1dKvT5359BH5WisakdEfFCv999/8bjsWO/nH4MqSYXaGtcZob547dUDWPHTWYruB7iWBACCwpuABUWjXTm+NvJe6fpycAaAiIgChlqtwn3ZoxSPe+ttwzBhlvwjM5NSwxA7wPUo0JghYbJjhRi0CI50k0z0oI/w/rzP9YQr25Xq8DuB8b2sp/aM/FkXUQTq3exFOPSF/JmWijPNeH/tCdn1fKmuasXmTWcVj3vN9MMlQNcjJgBERBRQvpmTrnzM3HTclSM/sbgrdxRUKtdO88xHh8iONf2RIW5j9TRkgfTTfPypF5kq7zSf7nqDpSU8unD/RrH1Eb7r+Zu7uKtn9bDp1xdLrbKj/10uVvg3M0PkLyYAREQUUCalJ+LJb2UoFu/mW9Mwb/5gDBwWiflLpHfcDXFBuP2xEW6fZSwdiLBYveRYggDMfXKoz3IJE6KQMjNWclwAGLIwATHDIySVjR1jQMKkaFnxIQCjH5R28khoQhDiZJ7BDwCp830nMLFG+bMuKrWA6EGuSU94lPT/dj0Fhfs3Q+OLRsYxqNcDQVT2Rcq7sf7GERHRDeGZVQuR86T3mQApI8LzF6bi5dfugvBV4Z+snoMx0+J91guN1OH/3l2EyJggt891wRo89p/pUKmlDUvf838TkDhSWif9pp+PhSDxt7OgFjD7p2OkFQYgCAIm5kq/kAwAhiweAIPEJU+CICBDQqLTq45aQPoTvuvM+ob84w8n3JXsNlGbefsg2bHGTo/H1FnJsutJMXKkvKSPqK+YABARUcBRq1X4418WoXDj17H0/jHQ6S7dxhseocOT38rAbtM38cbb9+Cmua6dubHj4vDXvy/Guneze23+DQnX4a+f34p7vzUaQaHul51MXjgAz2+5w2eiMPbmJHzr/TkI8rLsRaUWsOSPE7HoxyN9feVuxsxE3Pr8FJ9JgKAWcOe/pmHwHN8JTU+jHxiCYXcNlFQ2NCkYmX+dIiv++K+nwjBE+lKjSd8wIiLFdZ/F5YwzYjBwkuuFXN7Mf9r1EjcAuPWR4dDq5XWB7n5yFB55dALUEpM+qcZPiEd6hvz9KQFN6T0ApDjeBHyVBcJNfURE15vWVhuqq1ugUasQFx/aKyEAgJKSephL6mG3O5GSEo6x4+K7R/09aW7oQNHbJSg9Wg97hxOxA0KwcFkaBg2Xt4Sl1dKBna+VYvuLZlw80QjRCRiSgzH94VTclJuGaJm36HYp3XgR2585irNujvgcsjABs386Rnbnv4ujw4HC7+zG0Tc8n6wTPSICdxfMhcHo+/biy9WebMTrizeh6YL3NfPDbh2AJWtnQX3Zf09Pyo80YNXsIrRZfG82XviDEVj650ken7/822K88rt9kj53RHos/rn1Duj0ajz5xEd48/XDkupJ8fzqW/HgQ+P7HCcQ+hcZGRkQO45g54fyZ1i8mXHHOQi6wL0J+HrEBOAqC4R/oEREdGWIoghRhM/NvnJUH23Amc2V6GiyQx+hxZAFCYgZIW05kc/Yh+qxf/UplHxUhrY6K7QhaiRNicX4bw5D2q3JUGn8XyjQeKEVW359CEfWnIW9vfcwbnhKMKY8NRzTfzBC9mecP1CPf965DXXn3F8eJgjAzStH487fjfP630EURfzlu1/gXQ+3PXcZOj4af/rkZkQndM5StLR04J471uLLnWWy2u3Ogw+Nwz/zb/WZrEoRCP2LjIwMiNYj+PIDZROA6Xeeg6BnAqAkJgBXWSD8AyUiIrpa2uqsOP5+GZor2qHWqhA7KgJDb07qU3Jh73Bg3ztl2PrCaZQdsMBmdSIiIQiTlw3CTblpiJW4Z0EURWxaV4qCvx/G4Z29Z1rikkNw5xOjsPS7YxAS3vsOidZWG372k4144z+H0N7ueqLQqNGxiIsPwdbN59x+rlarwtPfnYpf/uYmqNXKrMYOhP5FdwLwvrQlZlJNv+s8EwCFMQG4ygLhHygRERH1Zj5chzPHLLDbOpeDjZ+dCI2PJKW2tg1vvXEIhw5WwWp1IC4uBPctGYVpM5IhCAJOn67DK//ajx3bz6O11YbISD0W35KGhx+ZgPgE/5aGeRII/QsmANePG+PaOSIiCmh2uxOffXoaO78oQ0urDVGGICy+OQ1Tpyd3L3+orWzF7o0X0NRgRUioFhNnJSHFKG2pS1uTDS31HdCFqBEeo1dkSQX1L8ax0TCOlXdEakxMMJ7+7lSPz4cOjcbv/29BX5t23RG4cTfgMQEgIqIrRhRFrH7BhL/+6UtcuNDU69kfV+3EuPHxyPlGOo5vq8GGd82w23r3HGYuHojHlk9CxpwBLrEddieK3y9D4fOncGTjpZtdE4aGITN3GOY+ZkRYtPTz3u3tDhwpOIfT6yvQVt8BXZgGg2bFYcLDQxAcpfMdwIfmC81oLmuBIABhg8IRmuj75BsioivhulkCtGrVKhQWFsJgMHS/l5ubi8zMzD7HzsrKgtFoRFZWFjIzM7s/w2w2w2QyYc2aNYiOjkZ+fn6fPysQpuiIiK4GURTxox8U4sV8k8+y8c5gRIjuO+sqlYCfP38T7n7s0k2+zXVW/PmerTi+rdpjzIg4PX70wVwMneb9jHVRFLHnH6ew5XeH0VbX4fJcE6zGlG8Nw8L/GS973booijj76Tkce+UYyrdVXHogACnzkzH6G6OQsjClzzMWDactKHn7GBpOWSA6nAiOD0Hq3cOQODsZgkIbku2tdlhKGuBos0MfHYTItAjOtASQQOhfZGRkQGw/gl3vKLsEaNq95yEEcQmQkgJ+BsBsNnd3zAsLC3u9n5GRgaVLl/a5Y15XV4eioiKsXr3a7fPMzEwUFBT06TOIiPqbF/NNkjr/AFAltEErqhHs5teS0ynid09uQdyAUMxaPAgdbXasun0zTn9Z6zVmY7UVzyzehF9vz8LAsQaP5Tb98hC2/99Rj8/tbQ7s/NNxWEqbcd+bM6GSuGnTaXNi6w+2o2RdietDESjbeAFlGy9g1KMjMeN/p/vVUW+rasWXP9qMiq2uJ9KUvnMK4UMiMfX3c5Aw03UGRarG0kYceekoTq05DVvTpeM3DcMiMfKRkRj+tWHQhvp3Q67d6sCxd87j2LtlaK22QhOkQlJGNDK+mQZDqvybf9tb7Di2pRItdR3QhWiQNiUaMRKPYXU6RbQ0dkAXpIY+KOC7RwGNt/cGvoD/G56VlQWDweDSyTcajdiwYQMyMjKQkZGBnJwcxT/bYDAgLy/visQmIrqR2e1O/OWPX0qvIAAWVTuCne47faII/OOXuzFz0UAU/vOUz85/l7ZGG1777l78fKP72eLj75V57fz3dOydMuxYdQxzVkq7efeLlTvdd/4vj/vqcWhCNZj6C3kXbrVWtqDwvg/QUtbksUxTaQM2PvwJblq9CMkL5B/NeObTs9j85BY4rA6XZ5ZTDfjy57tw4o2TWPxmFkKT5G1qPfjGGXz+431orbb2et9cVIkdq45hTPYg3P78FOgjfCcXtWWt+OgPR7H1tVK0NV5KUgQVkH5HCm7/0SiMmBXnUk8URezbcREFLxzBxvfMsHV0LkFLGx2F+3LG4PavD4coiFj79lG8/eZhXChrgkYjYOjwGDzy6HjcevswaLXS7jAgCiQBnQCsWrUKZrPZ4+h7eno60tPTkZubi6VLl/ZaHiRXfX09zGYz9u7dC6PR2P0iIiL51n9y2mXNv1ci0AI7bHBC6+GS+uP7anBodxWKXjglqy1HN1eh7IgFKWMMLs+++PNxWbF2P3cSM3840ufFVbWHa3Hi9ZOS4x7652GMengkwgdLu3RLFEXseHqD185/d1m7EzueLsLtG5chJFF6J71iRwU2PrEJot37cG79sXqsv/9z3PHRbdCFS9srsfu5k1j/Ay+zQyJwZO051J1uwsNFC6AP95wEnNlfj7xbNqGhst01jBMofr8Mpg/L8PjzU7HgiaHdz6ztdvzq8U34vMA1SSs5Wo9V39+O536xC2VoQl1r79hnzjSg6HMzBg6MwL/fvAcZk5MkfOt+hJuAA54yh89eIWvWrAEAr+v8u555Wr4jR3p6OnJycpCZmcnOPxFRH+z8QuYlSULnq11wPVO9pw9fOo7KkmbZ7dn+xhmX9yoPWVC2s0ZWnJYqK46/d8FnuWOvyUssIALH/3NCcvHaA9Wo3nNRcnl7qx2n3/R+4VWv5ogidv58l8/OfxfLCQuOviwtftmuWqz/f9KWhlWY6vHpdzyv+6670Oqx89+T6AReenI39r7f+ffS4XDip18vctv576m1yQZDkx460X3Cd/58I25d/AZMxRVunxMFqoBNACwWC0ymzh8Q3kb209LSAFxKFoiI6NprbbX5LuSGCO8dzrqLbX7FrS93rXdxX71fsSr21fksU/rhGdlxSz8olVxWTme+u85bx+B0SBuardxdhfpj8v58jv/7hKT4u/5+Aj7+M/dyeM1ZNLn57wcAH//pmM/OfxdRBN76yX6IoojP15Zg0wdnJNVTQUC8M9hjm9ta7Xj4gXdht3PYG0Dnn5NT4Rf3FCguYBOAtWvXAugclfema6S+K1kgIqJrz2AI8queSvS+ETY4xL+Vq2o3p/fY213XtUthb/fe0XPaneiwuJ4m5EtbjbSOLADUH5E3cwEA7dVtsNZK+4zSD6UnI11aLrSgep/3drVUt+PYO+dlxXXaRex71ezyvrXVji1u3vem4kQjjm6qxJrnD0uuI0JEEDTQw/Oyr3PnGvHpx/KWpt2oBACCKCj7utZf6gYUsAlASYnvjVMAEB196dIOi8XS589dt24dVqxYgdzcXKxevVqRmERE/c3im9Nk1xFEuD0FqKdpi1L8as+Aka4XioXG+5ekhMR5v1tAUAsQNPK7LOog6ZtJnR3+jTY7rN6XWHVpq5aejPTUXuN9hqb6WCOcNvnDuZUHLS7vndhejVaL/Jmmzf8x4+CXlb4LfqWr+xkuet/f8MrLB2S3hehaCdgEwGzuzOp7dvDd6bk8qK7O97SsJ0VFRd0nDq1cuRJ5eXmwWCwYMmQIioqKZMfrOp3o8texY/KnbYmIrjfTZiRj7DjXU1e8CRd1UHv5tTRoaCRue3QERs6RF1ejU+GmR4a4vG/MTIAuXP6Mwuh7vZ9xLggCYsbGyI4bM056HX20H8mLAOijpNVT6/zrHvjaHO3wO3Fxna1pqZc/ywIAdR6WE/miFb3/mZw+5X8f5Iaj9BIgUlzAJgD+6MtofX5+PgoLC7svAjMYDFi+fDlWrlyJrKwsrFu3TrmGEhHd4ARBwK9+Ow9S74lSiYDBw0VgXR7/STpUKgE3f2+krLbMfCAVEXGuHV9dmBYTHnJNDLxJnR+PWDezCZcb9fAIWXEBYNQj0r/XoNvlH1QxYN5AaMOkndIjJxnpIqgERI2K8lom1Mfsicd6bmZrdCH+Hb+pC/avnq/9KVL3VxAFgoBNAPzpzPs7A5CXl9frkrGeli9fDgB44oknZMUsLi52+xo1apTvykREN4DFN6fhuedvgVrtPQtQiQKSnGHQeVlj/fhP0nHHV53qKfekIOtbwyS1YeA4Ax7+i+e9ZLNXjEZ4crCkWNoQNbL+b6Kkssa7jQhJDJFUFgAihoRj0CLpt6cOuXsYNDIv3xr29dHSy2YPhVovr6M8aPFAn3cBJIw3IGaEtKNOexqz1PUOg7QpMVD7sdRq7IIEyYlpTzbBewd/QLLvxLBf4Cbg60LAJgD+nOnva7mQJ96OGQU6NyJbLBasWrXKr/hERP3VQ49MwKefP4hbbx8K1WU33QYHa/DIYxPwr/w7kJHh/hz1QUMj8duX5uPbv53a/Z4gCHj075Nx7y/GQuNlqcqEm5Pwi82ZCIn0POodPiAYX/90HiIGeu+s68I1WPbuHCSlS/s9ownRIOu1hdB6Ob++iz5aj6zXMqFys1HZE224DpN+Mk1y+QELB2HAfOkXgemj9Bh2v7Qkq8uYJ3xfkCYIAibnyosbPSwcQ+YnuLxvSAzGFB/LsS4XFqNDVs5wzFwsvV7XyH+j4H3J0dceHCurLUTXUp8uAjOZTH1ad9/F3aVbUjvzV2OTrtFohMlkQmFhYfeMABERSTN9ZgrenrkE5881YPeucrS0dCAqKghz5g7uPi1oySOjcWRvFXasP4dGixWhYTpMmp2IqQtSXBIHoLMjueQ345H17eHY8nIJ9r5fhqZaK4JCNRg6PRaZTw7D4Anel6N0iRsViZw9i7E3/zRML55GY9mlNeJBBi0mPmrE1G8PgyHV/S3FnsROiMXtH9yKbd/fgZoD7k/HSZiWgJv+OhsRQ+SPHg97aDRsLR3Y/3+7vZYbMH8gZv99IQQ3f47eTPv1FNQfr0flLt8bZqf+cjKSZiZKipv+TSMOvXEG5cW++w+CWsAtz2Z4bPttPxyF3f89D6dD2hDxrT8YBV2QGvd/exx2rJd2GpEAAa2weZ0BiIjUI3uZ9BmWGx5H7AOe3wmAyWRCRkaGIo0wGo0up/50zQDISTCu1OVdXcnI3r17r0h8IqL+YOCgSAwcFOnx+ZjJ8RgzOV5WzMj4INz5kzG48ye+R5+9CYnR46afjsHs5aNQdbgBbZYO6EI1iB8bCW2w/2Nl0aOicddnd6B6XzVOvn0azWXNEAQgfHA4hn9tmF+bhXsa/eRExE8bgBOvHsb5T8xw2i51UuMmJ2DYQ2Mw6HYjVGr5E/6aYA1ufmsRvvjplzi97rTbS8GCYoIw5eeTMfxr0kf1tcEafO3Dm/DWnVtRvtfz73i1XoV7XpuBtEzPiUXalBjkvDQN+d/4EqKPJfizv56KO3/S2UmftXgQHvjuOLz57CGf7bXDiUpVq9cyzz53M8Ik7q/oDwQnD+4MdH7/VEtPT4coXrkUr+uCL18j/D0TBLnLhsxmc/fJP8XFnm8a7MIjQYmIbmwqjQqJE6XNHMgRNykOcZPknV4kVeykeMROWgDrb2ai+WwjnHYnguNDETZQ/lr7y2lCNLjpr7OR8ZN0nHzjJKr3VcPeZkdQdBAG3zoYqbcOlr1XAABC44Lw6KaFOPjGGex9/hQuHrB0P9NHaDHh4SGY8tRQxAz3PTNy08NGRMYH4c0V+3H+kMXleUScHrd8fyTuWDG612zSD/8wE6FhOrycZ4LDwwxCRLweB2uq4RDcP9fp1HjuhVtw7xLu76PrS5+WAF1JkydPBnDpOFBPup77ujDMnaKiou76RUVFHvcCdCUZ/uxLICIiuhr0hiDo/byAzZfQxBBM+uFERWNqgtRIfzwNk75hhKW0Ba01VmiC1IgeGgatzAvfJtw8AOMXJ+HEjmoUv38BLXVW6EI0GDYjFlPvGwitmyRFEAQ89espWJIzGu+8dAwb3jGjvqYNuiA1Rk2KQ3buGExdkIxDB6vw0ov7sPbtI2hp6bx3ID4hFI88NgGPfWMiUgZy868LLgEKeAGbAKSnp8NgMMBiscBisXjsfHctHVq2bJnszzAajTAYDMjMzPS6EbgrSVi6dKnszyAiIiLPBEFAlDEMUUZ5eyzcxRk5Ox4jZ8tbRhY3IBS5v5iM3F9Mdvt8/IQE/O25m/Hnvy1CQ4MVarWAiAg9BH+OEiIKEAF7ChAA5OTkAADWrl3rsUzX+fxdZeXIzMyE0WhEQUGBxzIWiwUmkwkAsGLFCtmfQURERNc/tVqF6OhgREYGsfPvjQjAKSj74oyC4gI6AcjLy4PRaER+fr7b511LePLy8jzOEGRnZ0MQBI8XeeXm5no93rPr/P/8/PwrtsmYiIiI6IbBm4ADXkAnAABQWFgIi8WC3NzcXu+bzWZkZ2cjJyfH49GcZrO5u+P/zDPPuC2Tk5OD2tpaZGdn99pv0BV/3bp1yM/P92uGgYiIiIgo0ATsHoAuXUeErlixovvEHqBzaU5BQYHXtftGoxE5OTlYu3YtVq5c6bFcXl4eioqKsGLFCpjNZpjNZhiNRmRmZqK+vp6bf4mIiIik4pKdgBfwCUCXvLw8v+rl5+d7XELUk6+NwEREREREN4LrJgEgIiIiogDXtQlY6ZikKCYARERERKQQARCVPiWJpy4pLeA3ARMRERERkXI4A0BEREREihF4dGfA4wwAEREREVE/whkAIiIiIlIGNwFfFzgDQERERETUj3AGgIiI4HA4UXm2Be3NNoRF6RCXEgpBcB3FczpFqFQ8kYOIvOCIfcBjAkBE1I9Zqtvx8Ysn8NGLJ1B9vqX7/dSxBtz55Chkft2I8/sbsOH5U9j/cTnaGm3QBasxYk4cFjw5DJNuHwC1xv1kstPuxIkPL+DE+xfQWmeFNliN5KkxmPiIESGxetltdbTbUXOgGh0NVmhCtIgeFwt9pPw4RHSFKb0EiBTHBICIqJ86vrsaP7urCA3V7S7Pzhy24Nmnd+Kln+xFSKMKmh7ncHe0OXDo84s49PlFDBxvwP/74CbEDgrtVf/w22dR+JP9aLrQ1uv9Y++UYdOvDmHSY0Ys+uMkaPRqn+1srWzF8ZcPoWTNCVjrrd3vq/VqpN6ZhlFPjINhRLTcrw+gM0mp2XYaFz44hPZyCyAICE42YMCd4xA3Ow2CWpmVsm0X6tBaWg2n3Ql9bDjCRydD4EwKEV0jTACIiPqhs8csWHHLZ2hpsHkt19JsQ7sgIFbUQeXmMp7zBy343/kb8KsvshCZEAwA2P2Pk1j/fZPHmA6rE3tfOI3ak0342gc3eU0C6o/WYsPDn6K9us3lmcPqQEnBSZS+fxqzn12AQbcM8fpdXGKbzuPwLz5Ee2VTr/ebT1ejesspBCVFYNz/3AHDhBRZcXuq/eIULqzZBUtxaa/3gwZEIenudAy4dwrUQVq/4wNAy5lalP13PxoOXYDDaoc2Ihjx84Yh6fax0IYH9Sm2w+pA1Z6LaK9tgyZIg6jRMQgbGN6nmHSDE6H8RWBcUqQ4JgBERP1Q/vI9Pjv/XRyCiGbYESG676hWl7bgzR/tw1P/mYlzO6qx/geeO/89lW6sxIafHsDiP6W7fd5S0YwND32K9hrXzn9Pzg4ntj+9EQvfvBUJ05IkfXbdnrMwfbcAos3hsUx7RSOKn3ob6f9YhqhJAyXF7SKKIkqf34CyN3e6j11ej9J/bkD1xqMY+4evQRcV6racN7ZmK478+mNUbz7l8qy++BxOPbcFxidmIfWRaW73c3hjrW/HsRcP4fSa42iv6TFDJAAD5g7EqCfGIWl2suR4NScaUbz6NE58cAGtNVZoQ9RInhaLjJw0DF2U5HE2RBRFnNxRg90F59BUY4VWr8LgSdGY9VAqQg06AEBbsw1ffHgOVedaoFIJSBkRgWm3DIRGy3NOiDwRRFFkXnUVZWRkAACKi4uvcUuIqL8qNzfhkRHrIOenvyACCaIegptZAABQawX87fzd+OzpvTj+bpnkuNoQNX5w7i4ERepcnu3+xQ6c/PdRybFiJ8Xj5vfu8lnO3mLFtjtegL3RdemT2zZGhWDOh0/KGqk///oOlL6wUVLZ8DHJmPDcI1BpfS+H6mJvsWJv7ltoOl7ps+zgh6Zi+PfmS47ddK4RGx78BM3nmryWm7RyKsY8OcFrGafdiU+/Z0Lx6tMeyySMN+D+d+cg8rJlZEc3VeL17xfj/KEGlzq6EDVmfj0VLRo7it4wo7WpdzIbkxSM23NGYtnycdBJWGZ2IwiE/kVGRgbQeBR7nxuqaNzJT58GIkaz76QgpsdERP3M5rWlsjr/QOeMvhWer/d02ERsfuEUTnxwQVZcW6sDB18/4/p+cwfM77iObHtTs68KtYdqfJar+PSo5M4/ANjqW3Hxs2OSy9ub2nH2la2SyzcduYCaTdITHQA4+ZeNkjr/AHD2P7tRvdVzB7ynjsYObHzoU5+dfwDY98xulKw94fG56BTx3mO7vHb+AaDyoAWvzt+ApvJLMz173z2PvMWb3Hb+AaCj1YHNq0uw/Z9mtDa6zmTVVrThtd/sw09v+xztrXaf34UUJgrKvkhxTACIiPqZ+spWv+o5fSzEPWeqh+iQP6lcYap3ee/iF+WwN0tbotTT+c/O+Cxz4Z39suNeeFd6ncpPD8BpldfpLH9X+shmh6UVFZ8ckRX/3Nt7JZU79cZRNJ1plBx336o9cHS4X0Z1+O2zOPz2WUlxGs614pPvdrax4kQj/vngF3Davf9dEiFCDzUiRM+rmfdvvog/PL5NUhuI+hMmAERE/YxGxlKT3ryPxPnT+QcAu9W1A9nztB85rPXeR/ZFUURzaa3suHLq1GzzPCruSeOh8+iob/FdEEDFR4fh9NDp9qRu91m0nndNtHpyOpw4+br0mQ4AaK9u85h07f6HvBmckx9egOVsCz579iRs7Z5nm7oIECBCRAjUUHn5q7el4AzOHPH+3UlBogDRqeyLswDKYwJARNTPDBkXJa/CV50rrY8EID4tzK/2hLq5E0Ad5F+SognyfbaF6PDduXSpY5dex97ofdOyx3pN0uo1m30vc/KnXsOJerSUNcuOW/a56yh/1ZEGXNgtL9ESnUDxv05jx39KfRf+ivDV/wXD+9+XD144LqstRDc6JgBERP3MTfelIjzKddOtRwKgFQVovfzK0OhVuOUnoxE+IFh2e0bd53rCTuyEONlxACB2kvd6giBAHyc/UdHHSq+j0vt3rKfUenKSETn1rBY/Z10aXOvVm+UnEgBQvt+C9mb5a/Z1ovfujGlDuV/tIT9xD0DAYwJARNTPBIVocNsTI6QV/mr0P9TLOmsAmH7/YEQmBiP9iTRZbYkbE4lBs1077eGpkUiaI/2YSQAIigtGyqJUn+WSFo+WFRcAEm+RXidijLx2A4AuPgL6WGnn68tJRnrX837UqCbYv5PB3c66+HnAoMPP5MZXF1HqkbekEKfCL1IcEwAion7okV9PwqQFEs7MF4AQUY0gL78uEoeF44E/TgIATP32cEQPk9aRFdQCFv9pkscz6kfnjpcUp8uox8dCrfO9dCjlvom+e4w9CCoBKfd4P+6yp6S7M6QH76pzZ7rkW4cTF4+SHT84ORKR47wnJpHDo6AJkz97EZeR4BprkPx7DQDAkOpfPV99xJCIvl22RnSjYQJARNQPaXVq/P6DTNz82DCoPFzCpAtWY+ToGESIGo/n/xunxuBnmxciPKZzHX9wlA5f/2QuYkZ4TwLUOhXu/c8MGBcmeiyTNCcF6T+bJun7pN49FKNzpXXSg5MNSMudLaksAKR96yYEJURILh8yOBYxcyTOsADQhAch6c5JksuHj0hA5Hh5swwp907yeNlWF22oFsZ7h8mKq9KpkbZ0uMv7CRMMSBhvkBULAGZ/fyQShsqf4WgXvG+KTl84QHZM6gMuAQp4TACIiPopXZAGP3pxNl4vWYIHfzoB429KxPCMGKQvHIAn/zgVa84tw3MH78T/7L0Zc79hRGRCELR6FcKidci4OwXLP5uHX32RBUNS73X/htQwPL4jCwufmeAyoqsNUSP9cSOe2L0YY7IH+Wzj6JzxmPW3+QhNcd8p1EXoMP7/ZWDWX+b57OD2NOTxmRjyzZk+y6U9ORupj0hLQnoa8bM7ETbcc3LTRRWkxehnlkIXLa/TO3J5FtTB0ka1w0clYuBSaQnGyMfGyNqAPexrI6CPCnJ5XxAETHlKXjKRtigRsSMisPBJefUcENHuYw7gjlzpCRlRf8CbgK+yQLipj4joanE6nKg82IC2Oiu0wRrEjYlwe+uvlDjlm86jbMM5dDRYoQnRIn5yAlLvGur32nUAaDx+EecL9uHi+qPdZ/ergrRIumU0Bi6ZhPARrstbpLK3WlHyt89R9fkhiDbXEeqIcSlI+/7NCB8hYSmWG/Wm89j/o3e8XmoWOTYJE/+yBLqoEMlxzxeexbaniuC0ee9UJ81Nwbx/LfK47Mppd2LNfdtx6hPfG3BD4vR4fHsWooxhaGuy4dfTP0f5MWn3EViEDrQJnts6597B+NXaBZJiXc8CoX+RkZEBWI5hz59GKhp3yg+PA4ZR7DspiAnAVRYI/0CJiKg3h9WOjroWQBCgjw6BSud/UnG5jvoWVK0/iJbSaogOJ3QxYYjPGouwYb5nCHyx1rbgwnsHUPbOflgrL93eGzk+GQOzJyEhcyRUftz7ULW7Ant/+yXq3NysrAnTYviDozDxx1Og0npfSGBrs+P9b+zC0XXnPZYxDAnF196/CXGjIrvfqznXglWLN6HihPcbiRsFG1q8LP8ZPycBv/8oC8GhN/4egEDoXzABuH4wAbjKAuEfKBER3VhEhxPW6mY42m3QRgbLGvH3puZANc59bEZ7XTvUejWix8Yi9c40aGV0qEVRRNmXtSjOP43j75eho9kOQS0geWoMpjw5FKPuGwiN3jVJabF04PNnT2LTi6dRf+HSHQmCCki/MwVzHhuC7Z+dR9Hrp9F22dGhhvgg3P7ECDzw0wnQuYl9IwqE/kV3AvBH+RvVvZnyo2NMABSm3BAHERERXROCWoWgROkblaWKnRDn950MXQRBwMAZsRg4IxYA4OhwQKVVeTz9qUuoQYd7fjkWd/50NE5/WYum6nZog9QYON6A6OTOBCfjjhQ88cxkbH/vLKrPt0ClFpA8LAIzbh8IrYQToehKEACn0ht3uRFYaUwAiIiI6KqRclRrr/IaFUa4uSuiS0i4FoseGtrXZhH1K0wAiIiIiEgZIrovEFQ0JimKx4ASEREREfUjnAEgIiIiIsWIiu8BIKUxASAiIiIi5fD23oDHJUBERERERP0IZwCIiIiISBkilD8GlJuAFccZACIiIiKifoQzAERERESkHO4BCHhMAIiIiIhIIbwJ+HrAJUBERERERP0IZwCIiIiISBEiAFHhTbsiOAegNM4AEBERERH1I5wBICIiIiJliFB+EzCPAVUcZwCIiIiIiPoRzgAQERERkXIUPwWIlMYEgIiIiIgUI/IegIDHJUBERERERP0IZwCIiIiISBkilF8CxE3AiuMMABERERFRP8IZACIiIiJSiKD8MaC8BkxxTACIiIiISDHcBBz4uASIiIiIiKgf4QwAERERESnHea0bQL4wASAiukYaK9ux819mFL99Do0VbVBrVRgwLhKzctMw7s5kqDQCyr6owYF/l8JS2gxBACJTwzDxUSOSp8dAEDxPszvtTlRsLUNTaQNEUURoUhgGLBwETZB/P/ZFUYSz3QYAUAVpvX42EREFNiYARERXmSiK2PjnE/hw5UE4bL3Pt2u82I7jhZWIHBCM+Eg1mk43XVa7CgdeMSNhYhTufHka4scaej11dDhwbPUBnHr9GNoutvR6povUI23ZCIx5Oh26CJ2ktraV16PivWJUfnIANksrAEBrCEHCrROQdHcGggdEyfruPYkOBxr3HEXr8VI42zugDgtB+OTRCBkxWNEEw2mzwdlmhSpIB5VO2vcmIj+JUH4TMI8BVRwTACKiq+zz/z2Gj35+yGuZhvI2NJaLiNYAWje/Syv31+Pf8zfg658vQOKkzk64vc2OLY+vR+UX5W5jdjRYcWz1QZRvOY+Fb9yOoNhgr20o/+8enP7bZ4Cz929fm6UVZW/uRNnbXyLte4uRfN8Ur3EuJ4oiaj/ejup3N8Je29DrWfW6IgQNSUbiQ7ciPH2UrLi9PsPhQHPxYVgKt6L18ElA7PwOQWmDYVg0B+Ez0hVJBqwXqtDwxQHYG5ohaDUINqYgYvo4qLR9//UqOkXYm9ogOpzQRARDpVH3OSbR1SAqfQ8AKY4JABHRVXSuuM5n57+LCAENdhExGsDdgLi1wYaCJdvw1NHboNGr8eWPNnvs/PfUcKIeWx5fj6x37oJK7f4siPJ39uL0X9Z7D+QUUfKX9RAEAQPunSzlK0EURZTn/xd167/wWKa99ALO/O5fSHl6GaIWTpUUtyd7QxMu/CEf7afPuMYuOYuLz59F7bufIWXFU9AlxcuODwBt5jJUvPohWg6ecnmmjghDzG2zEb8kE4KHP19v2isbUPFeMS5+tB+2+s5ZHEGnRtyCMRhw72REjE6WFa+xxIKStSfQdKYBcIoISQ6D8b7hiB4X57WeKIoo312LmuONcNpFhCUFY8jCBGj0lxIRa4sdVSebYGu1IzRWj/jh4VweRv2eyWRCfn4+ioqKYDAYAACTJ09GXl5e9//2ZNWqVSgsLOxVLjc3F5mZmYq2kQkAEdFVtPU51w6jN3YIsIkidB76VI3nW3H8nfNImRSBcx+bJcetPVCN8o3nkJKV6vLMWtOEkmc/kxyr5NnPEHPTCOhjw31/7sfbvHb+u4kiyv6xFrrkeISOdG2jJ862dpT973Ownr3gtZztYjXO/+5ZDPqfH0EbbZAcHwCaD57Cmd//C6LV5va5o7EZVW+tR7u5DIN+/AgEGSP3VYWHceJ/P4Boc/R6X+xwoGr9QVStP4gBS6Yg7TuLfCYXLeXN2LViKy5uK3N5dvLVI4iZGI9p/3cTDCOje3+WKOLAq2bs+ftJVB3uPUMTEq/HxMfSMOzuFOx8tRS7XjsDa5O9+3niqAjM/tZQzPjGEOhC2MXot/rxMaC5ublYu3YtCgoKkJ+f3/1+UVERFi5ciOLiYrf1zGYzsrKykJmZicLCwl7vZ2RkYOnSpb3i9RWPASUiukqszTYUv31Odr1WHydqmF4swcn/HJEd9+S/j7p9/+KH+yDapR/jIdqduPjRPgnlHKh+Z6PkuHA6UfPeJunlAdR+UOiz89/FXmdB9evvyorfUVWHs8+84rHz31PjrsO4+O+PJMeu2XIMx3/7rkvn/3Ll6/ag5NnPvZZpPt+Iz+99323nv0vt/ioULnkftQeru99zOpz48Bu78HHuHpfOPwC0VlnxRd5RvDTjc2x/7lSvzj8AXDzWiHXfMeFPM4rQUN7mtY1EN5qsrCysXbsWpaWlLiP2eXl5MJlMWLdunce6BoPBpZNvNBqxYcMGrF69GqtXr1asrUwAiIiukvqyNtjb5Z+P5707CFQeqPfa0fNYb8cFOB2u7alcf1B+rE9912nccwT2ukZZcRt3H4GtxiKprNNmQ8MGCbMLPTTt2g+7RXqbaj/ZDmdbu/Tyn+6AvanFZzmH1YaTeR9L3uxY/t89aDzs/r+56BSx9YnPXTaBu2NrtmHL4+tha+lMaDb+9AAOvXHGZz0NgCgN4KnB5Qcb8M+bt6C9yXeiRDcaAaKo7Ot6uAl4xYoVKCoqQkFBgdtlPkVFRQCAuro6l2erVq2C2WzGypUr3cZOT09Heno6cnNzYbFYFGkvEwAioqvlCp1kYW93wtbUIbue6BThaLW7vG+tktdJBwBrpeto8eVajpXKjgunE60nz0oq2nrwOByNl5+a5IPDgaadJmlN6bChvmi3rPCizY76jXt8lqvecBT2Rnkj5uXv7nX7fsW2MliOu3YyPGmvbsOZ906hqbwNe/5+UnI9rQAEeemXlR9qwLZ/npYcj24QIgCnoOwrwE8BMplMWLVqFdLT0z2u1S8oKEBeXh5ycnJcnq1ZswYAvK7z73qm1CwAEwAioqskIikIKrX8kSxfP6jDEoOgCfXjRBsBULtZp+3PJk5B5fvXidhulR0XAJzt0pIbW229X/FtdRZJ5aznK+FobpUdv/WI770ZVZ/Jn3Wp3ngUTqtrAnf6dfdLu7w59fox7HupBE67vJ5WiI//7NtfKHE7y0R0I3nmmWcAAMuWLfNYZsmSJVi+fLnL+xaLBSZT5yCEtw3CaWlpAC4lC33FBICI6CoJMegw/m55J7gAQLCPn9SjlgxE4qwBsuPGT0tyewpQ8MBoN6W9k1JHHRYiO25nPe/HlXaRkoS4ryct4XH6m8BYfScw/sy6iDYHbA2uCUntoRrZsSzHalHyqbS9E92fLwI6FSB4GZ6tO9OCc8X+JWZ0HRMFZV8Brmtdvz8n9axduxZA5zIfb4xGIwB0Jwt9xQSAiOgqmvPtobLKqyFC7+P3X/oTQzHsoTGy2zL8Yfd1Em+fJDuWlDrhGaNlx1UF6RA6Jk1SWd2ABNnxAUg+ClQdKi0RuZxKQj1/jgv1VM/drIAU7fXylpF1TRT5anlTpfQ9E0TXm661/cClTnxRURFWrVqFFStWYN26dV7X7ZeUlEj6nOjoS4MsSuwDYAJARHQVDZsXjznfkpoEiIhUu78DoMuMH45E9NBwRI+NxYCFgyS3wzAy2u0RoACQcPN4qEOkLylSh+iQcPN4n+VCRg+BflCi5LgAYJibIbnjHTwyDdpE72fbX04VHITw6d5H3rroByZCGyf/5uOIDN8XmgUPipEdVxMRDG2k66yKPlp+oqLWq6EN08quBwC+Fvhog3iBWX8ionN2SNEXgGPHjiEjI8Pt61rqeWQngO6Nujk5OVi5ciXq6uowZMgQj2v3zebOJYI9O/ju9Fwe5G4jsVxMAIiIriJBELDk2UmY971hXstpdCpEqTuXWHgy+dvDMP/3E7r/96y/LkDMJN+j2WGpEZj3ys1Qad0H14QHYeSv7gGkLI1RCRj5q3ugCQ/yWVQQBCQ+dJvkAz3UYcGIu2eBtMLoXAIUtXiu5PIAEDlvBlRBemnx1SpEL54hK746LBiRsyf6LJd0h7QkpKfE2yZC0Lj+Nxx4yxDZsQbeMgSDbpJ/KZpd9L4/U6UWkDQ2UnZcoutF12i8wWDAqlWrkJubiyVLlsBgMMBgMCAnJwcvvvgicnNzsWLFCkU/sy+YABARXWUqtQr3/TUdK/YvwqzcNARFXBp5TRgZjnv/MhH/U3EnHv10LobdNqBXh1lQAcPvSMYDn87Doj+n91q/rg3XYeGbt2NU7gToDK6dWnWwBkO/NhKL3rkbIUlhXtsYM2s4xuYtgybC82iyJiIYY/OWIWbWcMnfPWLKGCQ/le19WgOdHefBP38CukR5I+OGxTchbLLv2QgACEobjNhlt8uKH714hqxZgPhli6HS+55NiZqWJmvvhaBWIelu90nD0K+Nkpa89TDsodHIyJG3PA3ouqPC82eNuysZkUn+LZ2i65jSpwABGDVqFIqLi92+rqWu0XiLxYKSkhK3a/mXLFmC9PR0rFq1ymUNvz+deSVmAHhNHxHRNZIyIQr3vzAZy57PgK3NAbVWBXWPUXljVhKMWUloqWpHw/lWCAIQMTAEoXGeR9s1wRpMWjkN436QgbLPzqDpTANEh4jQlDAMvNkIXYT0pT3RM4Zh2jvfQ3XREVz8eB/ayy0AgKABBiTcNhHxmWOhDpK/bCR60QzoUxJQ/e4mNO092jnH/xVBr4XhpgzE3bsA+qRY2bEFlQoDvv8NVL60Bg2bdnosF5o+FklPPyJ59L+LJjwUqb/KQemvXoC91vvRp3H3LkDM7XMktlvA6P9Zgv3feg2OFt+bjYf9+DYEJ7tPGEKTwzA6dwKOPr9f0mcPviMNsekJEAQBo+4biGP/PS+pnkME2nys/5n/A+nJId0gRHx1dr+yMa8H2dnZHp9lZmbCZDLhiSee6JW0eDv5xxNfy4WkYAJARHSNCYIAnZvjOLuExgchNN73EpueNEEapN4lf0T3cuogLRJvn4jE2yf2OVZPoaONCB1tREdVHVpPnoWzvQPqsGCEjR0m+dQfTwSNBom5DyL6rkWwFG5Dy4GjcLa0QQjSI2TUUBgW3YSg1BS/4welJGDoH36A6v8WoX7TXjhbe29yDRmZitg75yJy5gQPEdwLTUvAhH88gqM/X4f2MvcjfOpQPYb98BbELxrnNdaEH0+BraUDpzzc9twlZVEqpv9hbvfRr7e/OBVN5W0o2+n9JCGHCNTbAdHL6P89f56ItNny9mQQXQkmk0mRUXOj0dh9Gk+Xnp3xyZMne6zbdYynyWSCxWLp7vhL7cwrdQFYFyYARER0zejio6GL7/toltvYiXGIf+he4KF7FY+tjY7AgCfuReJDt6Fp/wk4Glog6DQIHpKMoFT5R7J2CRuagClvPIW6XSW4+IEJrWdrINqd0MWFI37ROCQsGidpg7agEjD5N7MwYO5AnHztCCq29r41ODY9AcMeGo3Bd6b1OgpWF6bFA+vnYfMvD2H/yyXoaLJfFhdIu3kAWtQq1L5f3pkJXCY8Xo+7Vk3AtEfk70WgG8GVOLrT/3gmk0mxjcJGo9Hl1J6eI/jeRvN7dvTNZnP3UqGuOnISlMuTEH8wASAiIvKTKkiPyOnS9hxIJahViJk5DDEzvW8U9xlHEJC8cDCSFw5Gy4VmNJ9thCiKCBkQhoghnjfmaoM1yPrDJMz91VgcXXcetccb4bA5ET4gGKOzByFyUCgAwHKhFTtfKsXZ3bWwtTkQGqPHhHtTMOHeZGh0PPmHAkN6ejpE8cqtIZoyZUqf6nfNDPga4e+ZIPizbOhyTACIiIhucKHJYQhN9r7x+3K6MC0mPup5pNGQHIJbfin//gm68YnOwL+8Syk9N/2azWaPo/M9O/A9y3QtG+o6DtSTrue+LgyTiqcAEREREZFy+tFNwD33BXjrxHeN8BuNxl4j+Onp6d3/W8qFYcuWLetTe7swASAiIiIi8lPX+f6XH/HZ05o1awAAeXl5Ls9ycnIAAGvXrvVYf926db3K9hUTACIiIiJSxlfHgCr5CvRjQHNycpCeno5nnnnG7Si+yWSCyWRCZmYmlixZ4vI8Ly8PRqMR+fn5buMXFRXBbDYjLy9PkfX/ABMAIiIiIqI+2bBhA6Kjo5GRkdFrJqCoqAgLFy7EkiVLUFhY6LF+YWEhLBYLcnNze71vNpuRnZ2NnJwcLF++XLH2chMwERERESmnH20C7mIwGFBSUoJVq1YhOzu7e9Pv5MmT8eKLL7od+e+p64jRFStWICsrq9e+gIKCAmRmZiraXiYARERERKSYK3jqZsBbvnx5n0bq3e0RuBK4BIiIiIiIqB/hDAARERERKULEVxt3FY5JyuIMABERERFRP8IZACIiIiJShgjlNwH34z0FVwpnAIiIiIiI+hHOABARERGRYpTeA0DKYwJARERERMphAhDwuASIiIiIiKgf4QwAERERESmGS4ACH2cAiIiIiIj6Ec4AEBEREZEyROEKHAPKGQWlMQEgIiIiIsWIPLc/4HEJEBERERFRP8IZACIiIiJSDDcBBz7OABARERER9SOcASAiIiIi5XAGIOAxASAiIiIiRYgiICp8ChA3FSuPS4CIiIiIiPqR624GwGw2IysrC4WFhTAajYrGXrVqFQoLC2EwGLrfy83NRWZmpqKfQ0RERHSj4ibgwHddJABmsxkmkwlr1qzBunXrrkj8rKwsZGZmorCwsNf7GRkZWLp0KfLz8xX/XCIiIiKiqy2gEwCLxYIhQ4YgOjoa6enpWLZs2RVJALKysmAwGFw6+UajERs2bEBGRgYyMjKQk5Oj+GcTERER3TiEK7AJmDMKSgvoBMBgMKC+vv6KfsaqVatgNptRUFDg9nl6ejrS09ORm5uLpUuX9loeRERERER0ven3m4DXrFkDAF7X+Xc9W7169VVpExEREdH1ShQFRV+kvH6dAFgsFphMJgDwOrKflpYG4FKyQERERERuiIDoVPYFHgOquH6dAKxduxZA5zIfb7pOG+pKFoiIiIiIrlcBvQfgSispKZFULjo6uvv/t1gs3AdAdJ2wNtlw9K0zOPBqCepPNcHpEBGREoIxDw7BhEeNCE0IRv2Jepz4zwnUHKyBw+pAcGwwUm9PhfEuIzQhnn9EiqKIetN5NBwqh9NqhzYyGHFz0hCcbPCrraIowtHcBrHDBnV4CFQ6rZ/fmojoGuOynYDXrxMAs9kMoHcH352eHf66ujpJCUBGRobb948dO4ZRo0ZJbiMR+cdcWIEPHt4Bq8XW6/26U03Y9uuD2PH7wxgwJgjWM7Uudcs2lmH3b3dj6i+nYvjXhvd6JooiKj4+jDOv7UJLae+6J/5UhNhZaRj61ByEj0iQ1E57QzPqinajdv1O2KrqOt9UCYiYPBoxt8xE2KQREAT/fpmKogjryZNo3bcPzpYWCDod9EYjQqZMgUqn8yum28/p6ICzpQlQqaEKj4Cg6teTy0REAa9fJwD+sFgs17oJRORDaVEF/nvvFjjtnheOOm1OlO1vRViwGsF6h8vzDksHtv+/7eho7MDY3LEAOjvUp/62CWdf3+M+qAjUbC9B3d6zmPjHexEzfYjXdjYfPI0zz7wCZ2v7ZY0T0bj7CBp3H0HE1DEY9KOvQ6WX12FvO3gQ9evWwVZe3vszt2xB/Zo1CM/MROTtt/vdWRdFER2njqNl2wa0HygGnJ1/hqqwcITMmIuQOQugiY71K3ZPdks9WnfuhL2mBqIoQhMbi9DpM6DxMXAjhSiKsNc3wdluhTosGJqIsD7HJCJeBHY96NcJgD+d+bq6OknliouL3b7vaWaAiJRhb3fgo8d2eu3899TcpoVO44Ra7b787t/sRsLUBMRNikNZwT7Pnf8enO12HPjxu5j2+qMIHey+o9py4ixKf/siRJvda6zG3UdwNu/fSP3ZYxDUat9fCEDzjh2offVVQHT/nZytrWj44APYyssRm5MjOwkQHXZY3nwZbbu2u8ZubkJz4Udo3rgehoeeQMjkGbJid3E0NKD+7bfQaioGnM5ezxrefw/BEych6mtfg8YQJTu2vakV9UW7ULt+JzouXprFCRk+CNG3zIRhziSotNJ/PVprmnHhvQNoOFQOx1fLweLnDUPCwhFQ6bzHsZysx8VdlbC32KCL1CN5XjJCk0K7nztsTlTur0e7pQO6UA3ixxugC+PyMApcIpRPALgHWHn9OgHwZy2/r+VCRHRtHVt3Fq01Vhk1BLR1qBEW7KEjLgJH/3UUc/46G+aXvpAc1dFmw9k39mD0Txe7hhRFXPjHWp+d/y5Nxcdg2boPUfMn+yxrLS1F7Wuveez899S6dy8akpJguOsuSe0AOttueeMltO3e4b2gww7Lay9A0OoQPEHewIe9rg6Vq/LgqK1xX8DpRJupGB2lpUj48XJo4uIkx249fR5nfvcv2C3Nrs9OnkPryXOo+XAbhvzim9BGR3iN5Wi34fiqQlR8fASio3eSUrXhBE78eSOGPT0XyXeNd6l7YXMZDv79IC7uvNjrfUEtYNDNgzHi4VEwb67BgZdPo+XipRkiXbgGYx8YgsnfGYGotHDJ35uIqKc+JQAmk0nyiLg3RqOx+6Sdq0lqZ57LfoiuH4deM8uu096hQWiQHZ6W2pd+VIohmVHoqG2RFffip0cw7LvzoA3T93q/9Wgp2s9e9FDLvdpPv5CUADR+/rnLiLk3TRs2IOLmm6HS630XBtBx4ojvzn8XUUTD268gaPR4CFppo9ai04nq55713PnvwVFfh+q/P4vEX/4Kgsb3r7P2siqU/iofjuY27+XMF1D663ykPfM01KHB7j+73QbTd9bCsq/MYxxbfSuO/u5T2BrbkPrQtO73j750FLt+8aXbOqJDxNmPz+DMx2fQ0KRDh733rE9Hkx2m/FM49LoZd785G8ZFA7x+F6KrTrwCNwFzSZHi/E4ATCaTYstZjEaj5BN5lNQ1AyAnibkWiQoRSWcplddJB766tAaeL5t3djhRsfGM7LiONhsaD5e77AWo3+x+iaA3rSfOwlpRA32S53X1joYGtHpYfuiJs7UVrXv2IGz2bEnlW7ZtkBe/qRFtB/ZKXgrUfvgQbOfPS45vqyhH28EDCEn3/fuo4uX3fXb+u9tx9iKq39uMxAdvcfv81N82e+38X142YlQSoicPwtlPz3js/PckAIgM60Bdox4Op+sSLVuLA+8s24YHPs/EgCkxktpBRNTF76Ma0tPTIYqiIq9r0fkHLl3w5WuEv2eCwCNAiQKbKGHpiz8crTbfhdywt3S4vGerbfArlq96HWfPyhr972I1S5s1cba1of3QPtnx2/ZIXzrVtGWL7PjNmzf7LGOtqEGT6YSsuHWFu+B0s0zL1tiOCx8clBXr3Jt7IIoiTKuk3ycjCEBokOdlYo52Jzb/bL+sdhBdDaJTUPRFyuvXZ7VNntw5nW728cuv67mvC8OI6NozpMo/yUUQRI+j/130MUF+tUcT6ub0HpV/v9AEtfcf2c4O12RDCtEqbc+Es7nRrwTDYamXXLbj9CnZ8a0lp32WsWzbL2lfRE/2+ia0HHKNXfHxYTit0vZvdKneXoLz682wnLBIriOKgF7ngCB4bvf5bVWoPupfQkl0pYiioOiLlNevE4D09PTuEX1vswBdMxTLli27Cq0ior4Y97D3ozfdCdJ5Xv8PADHjY5CyeKjsuOoQLSLHua7RDhoo7Y6AXgQBukTvSz1UoaFen/e5np9Hhko9vQjwL4kROzp8zvzY6xtlxwUAW51rvcYTlfIDOUVcWC8vuRGEzpdO43pMbU8n35O+ZIqICOjnCQAA5OTkAADWrl3rscy6det6lSWiwDUqezCCouWcmS8iSOe9gzXq0VGImzsU+jh5swtJt42FJtR1c2105jQ3pb2LmDYW2ijvp9IEDR0KVZj8GZDgSZMklVNHGCAEud8U640mIUlyWX+SGFVIiM/L0nzNnnisp3FNXpwd3v++eGJv9m8Zma974Fqr270XILraRIVfpLgbPgHIzs6GIAjdnfjL5eXlwWg0Ij8/3+3zoqIimM1m5OXlcf0/0XVAG6LB7f+aDkHiT7fQIDs0Hu4AAIDEGYlIuy8NKo0axidmSW6HJkyPwQ9OcftMnxyH8IyRkmMBQOxtvjfpClotwmZJbyMAaBITETRSWlsErRYh0+fIig8AIbPnSy87YaLs+MES6ugHJcqOCwB6N7M1+pgQv2JpDfKTJ8D3yiVNsPQZFiIi4DpLAHp24j116Hsym83d5Z555hmP5QoLC2GxWJCbm+tSPzs7Gzk5OVi+fLmfrSaiqy3tlmTcu/YmaMM8H3QmqIDwMDtCvGyyTJqVhMxXM6HWdXawUu6diCHf8H2ajTpEhwl/uhchKZ4vqUp5ehm08dIusYpfmomw8dKWIEUsWgS11MEKQUDUkiU+R897Cp2zUNZSIG3KYOiMwyWXD5s7T3LZ7jrzfCcYhtkToQqSd5tycFoKQtJSXN5PWCgveQOAoIRwpNwq/c8B6Oz4iyJgs3vv4Cem8xQgCiDiFdgDwFkAxQV8ApCWloaoqChERUUhOzu7+/0VK1Z0vx8V5f6XqNFoRE5ODgwGA1auXOnxM7qOITUYDMjKykJ2djays7ORm5uLgoICj7MDRBS4ht6WjG+dvAsLVk1CzKgIqLQqCGoBEYNCMXPlGDx5/E48ZLob4749Dvqo3st0EqcnYt7z87D47cXQRfTuNA791k0Y9793InyE68iwoBYQv3AEpr7ydURnDPLaPm10BNKeeRohIwZ7LCNoNUh85HYkPHCz5O+tjoxE/A9+4DsJEAREP/QQQiZOlBwb6FzOE7nsEUllVaHhiPrGt2UlGLpBgxAybbrk8sHpGdAN8b3vQx0ShOgs6XEBIPYO97MdkROSETY8Xlas5HsnInn+QISnSr+8SxAAq00Fp5dNkKEJQRh+Z7KsthARCeKVOjOP3Oq6O6FY5lndRNQ3XT/q3HVGHR0OtJS3wGF1ICgmCMGxvpdqiKKIxiMVaDhcDke7HdrIIMTOTkNQnLzbWUVRROvxM6hdvxNtp8sg2mzQRIYhcuZ4RC2cCk2Efxt77RYLmgoL0bx9O5wtPe5GUKkQMmkSIhYtgv6ro5D90brnCzSsfQ1im/tz9TXJAxH9+HegiZe/9Ea02VCT/zzaDhzwWi5ozFjEPvUtyZeYOa02mH/5AlqPn/FZNjprGpK/ne0xeakrPgfTt9dAtPs+FSnUGIOpLz8ETZgepwtOYdv3tklqrygC9U162B2ex+pu+u14zPjxGEnx6MYWCP2LjIwM2M6dwSdL7lA07q3rPoR2UCr7TgpiAnCVBcI/UCLqP5wdHbCePg1nczMEnQ661FRoFNrP5LRa0Va8E217d8LZYAHUGmgSByB09nzoho2SNfJ/OdHhQPO2bWjetAG28vJezzRJSQifvwBhc26SdANwT442K8r+vgYNO9wnF4JGjbi75yHhwZsh+FjqVLXlFA799AOvR4KGpcVi0rPZCEq4tIF73x9M2P+X/V5jiyLQ2KKF1eb5+428bxDu/PdMCH4eK0s3lkDoX2RkZKDj3Fl8cq/CCcA7H0I3aDD7Tgry+yZgIiIKfCqdDsGjR1+Z2Ho9QmfOQ+jMeYrHFtRqhM+bh7C5c9FxphT26moAgCYmFjqj0e/kQh2sx+DlD8NaXo3a9TvRctQMZ3sH1GHBiJg8GtGZU6ExSJvFiZ87DDPe/gbOry1G+YeHYW++dJ9CaGo0UpakY8Cd46AJ6b2MbNKP0xE5NBIH/nYAlpMWl7gJ0xMRMSYe+/9zHtZK1xN+tGEaTP7WcMz+5Th2/onIL0wAiIgoYAmCAP0QI/RDjIrG1Q+Iw4Bv3NnnOCEDozDih5kY+u25aDlTB2e7DVpDMEIGR3tNUoz3pGHI3UZU7qrExS8vwt5qhy5Ch4GZAxE1snNf24xfTMLJ98tQ8mk52hs6oA3RYODseIz5Wir0Edo+t53oiuHlXQGPCQAREVEfqYO0iBgp74I3QRCQOD0RidPd75NQ69QYlT0Yo7I9bxQnIvIHEwAiIiIiUsZXx4AqHZOUxQSAiIiIiBSjeAJAigv4ewCIiIiIiEg5nAEgIiIiIsXwgPnAxxkAIiIiIqJ+hDMARERERKQY7gEIfEwAiIiIiEgZogA4lT4FiAmF0rgEiIiIiIioH+EMABEREREpQoTyS4C4p1h5nAEgIiIiIupHOANARERERIrhJuDAxxkAIiIiIqJ+hDMARERERKQYzgAEPiYARERERKQYJgCBj0uAiIiIiIj6Ec4AEBEREZEyREH5i7s4o6A4zgAQEREREfUjnAEgIiIiIsWIzmvdAvKFCQARERERKYI3AV8fuASIiIiIiKgf4QwAERERESmGx4AGPs4AEBERERH1I5wBICIiIiJliFdgBoCbABTHBICIiIiIFMMlQIGPS4CIiIiIiPoRzgAQERERkUKuwE3A4IyC0jgDQERERETUj3AGgIiIiIgUwz0AgY8zAERERERE/QhnAIiIiIhIESKUnwHgKaDKYwJARERERMoQAdGpfExSFpcAERERERH1I5wBICIiIiLFcBNw4OMMABERERFRP8IZACLymyiKEJ0iVGqOJRARUSfOAAQ+JgBEJEtHYweOrynF4VdPoe54A0SHiOC4IIxYkoqxjw9H1NAIWI7X4vQbR1GzvwqONjt0Bj2SM1ORtnQE9NHBHmOLogiL6QwaDpyHo7UDmvAgRE9PQ/iIJL/aKjqdsFsaIVo7oAoLhSY81N+vTUREkghXIAFgQqE0JgBEJFnZ1ov45JGtsNZ39Hq/rbod+58/jv3PH0fciGA4K2sgXPbzuqa4Eof+shdjvj0JY76TDuGyApWfHcK517aj9Wxtr/fPrN6M8NHJSH1iLqKnGiW1097YBMuGnagv3AF7TX33+8EjhiBq0WxEzJgEQePfjz9RFNFx8jjaTLvhaG6CoNFAO3AwQqbPhjos3K+Y7jjbWuFsrAdUKqgjoyHo9IrFJiKi/o0JABFJUr6zCh9kb4TD6v18t+oTbQjWaxEaYnN55uxw4NBf9sJa3470X87sTgJKX9yMc69u9xiz6egFHPrhWxix8nYk3jrB6+e3njCjLO9FOJpbXJ61nShF24lS1K3fioErcqCJkNdhbz92GA1rX4e9sqJ33D070fjBOoRMnwPDkgcg6HSy4nYRRRG200fRtuNzWA/vBZxf/VlrdQhKn4Xg2YugTU71K3ZPDksdWnduh62yAnA6oY6KRsi0WdAOSOlzbNHphK26Ds42K1QhQdDGRkFQcYkYUX8hilfgHgAeA6o4JgBE5JPT4URh7g6fnf9OItqsOuh0Dmg17suffPUw4qcPwMDFQ1C5/qDXzv+lRog48cxHCE6JRuT4gW6LtJ+9gHO/fx5iu9VrqPZTZ3H+989j8G++B1WQtJH1NtNu1L38/KVO+eXsdrRu3wR7RRlivvNjqGSO2ItOJ5r++zLad25wfWjrQPuuTWjftQmhtz+A0AV3yIrdxdHchIY1/0Hbvj0u36O58BPoho6A4f6H/UoEHM2tsGzcifrC7bBVXprF0SbGIWrRLBgWzIA6xPPyr8tZqxtR8cE+NOw/B0ebrXM52IyhSLxlPDThQV7rWk7U4eKOMtibbdCG65A4KxmRw6MvtbXDgYt7atBeZ4UmWIO48VEIiZfeNiKi6x0TACLy6ezn5Wg85zqi7l7nyE+7VQutxnNH/OSrh5GSlYqzUjr/XZwizr3+BcatWub2ceXL63x2/ru0l5ahbv1WxN6d5bOs7WI56l7J99z576Gj5BQa1ryOqIcel9SOLs3vvua+83+Zlo/ehKDVIWTOYlnxHY0NqP7z7+GoqvRYpuP0CVT/6X8Q+90V0A0eIjl2+7lynH/mBdhrLS7PbBerUfXv91D3yRYM+ulT0Kckeo3l7LDj9F8/Q8WH+wFn72G/+t1mlOZvwqCvz8SgR2e7LCO7uL0Mh58tRvWeiy5x46YmYfhj41C+twFH/n0arVXt3c9UGgFpdw7CpKdHISE9VvL3JiL3uAk48HFeloh8OvZmicwaIqwdaq/TtlVfluPCh4fRdr5OVuS6L06hvcLi8n77uXK0HpPXTkvhDogSOvUtmwoBh11y3NZd2+FosEgubztvRtuOzyWXb/7wDThbmiSXF0URdf96zmvnv7tsWxtq//lnONtaJcW2Vdfh3O/+4bbz35O9ph7nfvcP2GrrPZZx2hw4vGItKt7f59L57y7TbsOZf23B6T+th9jjL1jJ28ew6ZFP3Hb+AaB6dwW2P/U5Dj67r1fnHwCcdhGn3jmLgqzPcPR1uX/Xiehyoigo+iLlMQEgIp+kj/53EQAIcDq9/+Cu3HZGfmNEoOHAOZe3G7cXyw5lq65D28lSr2Wc7e1o3b1DXmCnEy1fbJFcvG1Hobz4dhvadm2WXLyjtAQdp09KLu9sakTrLmnfueqtj+BokJaM2OsbUL3mE4/Pz76yFfW7zZJilb9bjKrPDwPoHPnf/bNtHpOGLgKAsJAOaDUOt89Fh4gN39kJ8yfnJbWBiOh6xQSAiHy6/EQfpTjapI+q967nusHYbmn0K5a9rsH784vlEK3SlhX1ZDvrPbHoIjqdaN+/U3Z86z7pSUnLVt9Li1zqbNvos4y9oQlNX+6TFbdxRzEcza6zCw6rDeXvmmTFKluzC6Io4vCzxT47/10EAQgO6vBcQAR2/MIEUWI8InLDKSj7IsUxASAinyKG+HO8pQiVynsnKjjO+2ZOTzRhrhts/T5pRqP2+li0eekseqvXIa2eaG0HOuQnGM5G74lLT7Yz0kbVe7JXlMPZ3ua1TNOegxDt7kfTPRFtdjTtPeTyfs3m47A3ev+8yzWfuIiKz054XPbj9vNFQKd1Qq3yvPTLUtKE81ukxyQi6slkMiE3NxdpaWnIyMhARkYGcnNzYbFYPNbJyspCbm4u1q1b16uc2WzGunXrkJ2djdzcXMXayASAiHwa/fU02XX0OrvXmYOwQREYdO9Y2XEFjQqG9FTXzxvofXOpJ742par8PNtfFRYmqZyg9p6AeCSj3pVKYvyedXFTr6Wkyq9YlZtPyyrf9XdSq/WeuJg/4jIgIr8ovP5fFAXgOtoHkJubi4ULFyI7OxslJSUoLi5GcXExsrOzsXDhQo/16urqsHr1amRnZyMqKgqCIEAQBKSlpSE7OxsWiwX5+fmKtZMJABH5NGh+EgxDpXaEO0f9g/Xel/cMfXA0IsalIGy4vI577LyR0MW4dq4jbpoKQSvvYLOQ0UOhH5DgtYwmcQA0CfJvIg6eOFlaQa0Oqph42fE1ie6PQnVHFSotGelFEKAKDvFexM/L1NzVc3bIm0no4mh1XQ4mqQ2C99mptjr5szJE1L9lZWVh7dq1KC0tRWZmZq9neXl5MJlMWLdunayYBoMB+fn5KCyUuVfMByYAROSToBKw+F+zoQnx1eETAQgICeqAxsMdAAAQMyEewx4aDUEQkPrEPMm3vKuCtBj08Gy3zzThoYicO1VaoK9E3zrPZxlBEBB60wJZcVWRBgRNSJdUVhAEBE/3PCrkSfBM6XWktqVXnbETIGi1XsvoBw2QHRcAgtzU08WE+hVLG+1fPV8ni2iD/ZyZIaJ+eQrQihUrUFRUhIKCAhgMBpfnRUVFADpH+j2pr69HcXFxd4e/pKQE9fX1yMnJUby9TACISJL4iTG458NMhCZ5vjBJUAmIiHYiOMjzqGzs5ETMfeUWaII7O5cxM4di2I9vBVTef8irgrQY8/slCEvzPFqe8PA9CDJKGxmPvnUewqeOl1Q2ZOZcaGRcjhV5zzIIaumj48HT5kHQSd8PoY5JgG609E596Kx5gMw9EqE3+U4wwiaOgiY2SlZcbUIsQsYOc3k/bv4oyYlgF014EAbeN1FWna6TQ2027x38hMm8D4DIHyK6bgNW8HWtv5QPJpMJq1atQnp6usvIf5eCggLk5eX57Mynp6cjJycHmZmZMBqNV6K5AJgAEJEMiRmxeHjf3cjKn4kBM+KhN+igDdXAkBaOqSvG4dHD9+L+4qWYtHIaQgf2XjIUPy0Js/6eiYVv3g59VO/O7oC70jH+rw8iaqrrDztBrULcgtGYlP8ooqd734ugCtJj0C+f9tqxF7QaxN1/G+IfuUfy91bp9Yh9+ofQJCV7LygIiMz+OkKmzpQcGwBUYRGIeOR7ktb1C8EhiPzGD2VtelYbohCWdavk8vrR46Af5Xt/hqBSIfqWuZLjAkD0rXPdtj04JRrR0+TtNUm8bQKix8Ujbor0ZWSCAHTYVHA4Pf/5aUM1GJEt/SI0IurfnnnmGQDAsmXuL6kEgCVLlmD58uVXq0k+8SZgIpJFE6TGyGVGjFzmeWRiVO5EjMyZgPaaNjja7NAZ9NBFuJ7c01NURiqiMlLRer4OjQfPwd7aAW14EAyTh0AfK30jrjokGCk/+iasFypR//l2tJ06A9HaAXVYCMImj4Nh/jSow+QvG1EbohH341+gZetGtGzbCEdtzaWHKhWCJ2YgdP5i6NNcR7el0I+aCMMTP0Hj2y/Aaal134akgYh86Duy1v93ibjjPoitLWjZtslrOd2wkYh+/NuSE4zo2+ah7WQpmnYd8N2GWRmIWjzH43Pjd7LQcKgMjhbf6++DBhgw6KFZAICx38vApoc/kXQUqCgCbe06r2XGfXM4dOHelz8RkWfXy7IdpXSt6/c0+h+ImAAQ0RUhCAKC47xvInUnZGA0QgZG9/nz9ckJSHzsvj7H6UkVFIzwRbchLPMW2M6VwtnUBGi10A5IgToiss/xdcPHIuZnf0PHURPa9mztTARUKqhjExE8fQG0aaMg+Hkpg6BSIfL+R6AfORbNmwvRcep4r+eapAEIvWkhQmfNk7W5V1CpkPz9R1H1n/dR//k2t8eCCho1om6Zi/gH7/SaWISmxmL8Xx7A4R+/DVuD5yNBgwdGY9yfvwatofPvV+KsFEz935uw+6dbvSYBogg0t+pgs3ueaRlyczKm/3yix+dERD11re0HOpfvdL1nMplQW1uLKVOmIDMz0+2+AE/WrVuHPXv2wGKxICMjA0uXLpVVXwomAEREMgkqFXSp8o9GlRRbrYZ+3BTox01RPrYgIHjSZARPmgx71UXYKy9CFJ1QG6KhHTjY/+RCrUbCo/ci5p4sWDbuRMvhk3C2tkMVEoTQcSNgWDADmghpJxFFjEnG5DeeRMX7JlS8b4K16tItwyGpsRhwTwYSb50AdUjvUfy0ZSMRmhKGI383oWpXhUvc+OkDEDNtIA795yysJa43F2vDNBj3zRGY/rMJUGu5OpaoL67EDMCxY8eQkZHh9llxsfyb4JVy+ek8ubm5yMrK6l7rv3btWgwZMkTS+v+ioiLk5+djxYoVWLlyJQBg9erVGDJkCAoKChSdYWACQETUD2niE6GJ9+/uBI8xI8MRe88ixN6zqE9xdFGhGPzoHAz6+iy0X7TA0doBTXgQ9ImRXpOUxFkpSJyVgoaTdbi44wJszTZow7RInJ2CyGGdm5UnfHcCzm+9CPPH59Fea4UmWIOEjBiMyB7CZT9EShCvQAIQwLuAuy7tMhgMWLVqFXJzc7tnAgAgJycH0dHR3fcC5OXleYzl7rjPrn0DWVlZKCgowJIlSxRptyCKYgD/sd54urLXa5mtEhER0Y0lEPoXGRkZaDlZjlemPKFo3Mf2vIjQ4QMCsu+UnZ3dvQcgJyfH42VdGRkZMJlMKC4u7pUgdCkqKvI6wi8IAgwGA+rr6xVpN+c5iYiIiEghV+AmYLlnBF8j2dnZHp91de6feMJ9cuRreU96ejosFgtWrVrlfwN74BIgIiIiIrphmUwmrxdwSWU0Gl3O5o+OvnRoxeTJnm+AT0tL626LxWKRvanXaDTCZDKhsLBQkeNEmQAQERERkSJEAKJT2RH7vqxVN5lMHjcPy2U0GlFSUtLrvZ4deW+d+p6JgtlsdrsMyJuu+nv37pVVzxMmAERERESkmEC6ByA9PR1XcrvrlCl9O7HNbDYjKysLBoNB0h6Hrk3HfcU9AEREREREfug5km82mz2W67kEqecyoqKiIpjNZphMpl53Cniqr9R9AEwAiIiIiEgZXx0Dqugm4AA+r7LnvgBvCUDXyL3RaOzVie/630uWLPG6Ebgr9tKlS/veaDABICIiIiLy24oVKwB07jfwZM2aNQDgcg9AZmYmjEYjCgoKPNa1WCzdsbs+q6+YABARERGRYpQ/BjSw5eTkID09Hc8884zbNfomkwkmkwmZmZluL/LKzc31erxn19Gh+fn5LqcQ+YsJABERERFRH2zYsAHR0dHdF351KSoqwsKFC7FkyRKXW3675OTkoLa2FtnZ2b2WEZnN5u6LxvLz85GTk6NYe3kKEBEREREp5EqM2gf+LIDBYEBJSQlWrVqF7Ozs7k27kydPxosvvuh25L+nvLw8FBUVYcWKFTCbzTCbzTAajcjMzER9fb1im3+7MAEgIiIiIkWIUP4Y0ADeA+xi+fLlfl/UlZmZ6fNGYKVwCRARERERUT/CGQAiIiIiUsz1sHG3v+MMABERERFRP8IZACIiIiJShngFZgCup00A1wkmAERERESkGNHJJUCBjkuAiIiIiIj6Ec4AEBEREZFC+uc9ANcbzgAQEREREfUjnAEgIiIiIkV0XgSmfExSFhMAIiIiIlKGCDh5ClDA4xIgIiIiIqJ+hDMARERERKQY3gQc+DgDQERERETUj3AGgIiIiIgUwxmAwMcEgIiIiIgU0XkKkLIJAPcAK49LgIiIiIiI+hHOABARERGRQngT8PWAMwBERERERP0IZwCIiIiISBkiIDp5EVig4wwAEREREVE/whkAIiIiIlIMjwENfEwAiIiIiEgxTAACH5cAERERERH1I5wBIAowjg4HHFYntGEaCAJHUYiI6PrBi8CuD9ddAmA2m5GVlYXCwkIYjUZFYmZlZcFoNCIrKwuZmZkwGAzdn2UymbBmzRpER0cjPz9fkc8jupy1oQNH3izFgZdOo+ZoAwBAE6TG8HsGYmLOMAyYGov64/U4/tpxXNx5EfYWG7QROqTMT8HIh0cgfHCEx9iiKKJu91nU7T4De0sHNCE6RE8djOipqRBU8n9Iiw4nOirr4Gy3QhUSBF1CNBMVIiKi68h1kQD07IivW7dO8fh1dXUoKirC6tWr3T7PzMxEQUGB4p9LBAAXvqzGu9lb0VZr7fW+vd2Bo2+dwdG3ziB6cBAEiwW9+tnlLbAcr8fhFw5h+APDMf33M6DWqXvFuPjZUZTk70Drubpe75/59y4ED4xC2hOzkHTrGEnttDe2oHb9l6j9bCds1Zbu9/XJcYi5dSaiF06BOiRI1nfvIooi2o8dR/OXu+BoaICgVkObnIzwm2ZDGxfnV0x3HM1NcNTXAaIIdXQM1GHhisUmIiIAIuBUeg8ApwAUF9AJgMViwZAhQxAdHY309HQsW7bsiiQAnhgMBuTl5SEnJ+eqfSb1LxdNdSi4YxNsLXav5erOtkOn1SI8xAaXwXYROPnGSbTXtmP+iwugUndu7Sl99Uucfm6Lx5ht5+tx+Jcfoa28AcZvzvT6+a2nzqP0ty/B3tDs8sx6oRrlL76Pmg+3w/jrJ6AfEOs1lks7jp9A7b9fh+3ixd4P9h9AwyefImTiBMQ++jDU4f531q0njqF5cyHaD+0DnM7ONwUBQeMnIXRuJvQjRvd5FsNeV4embdvRcaEcsNuhjoxE6LSpCBoxvM+xRYcT1gtVcLS0QxWkgz4lHiptQP/4JqJ+izcBXw8C+jeIwWBAfX39Vfms+vp6mM1m7N27F0ajsftFdKWIooj1T33ps/P/VWl02NTosDmg1zndlji3/hyOv3ocox8fjarNp7x2/nsqeWEbQlOjkZA50u1z64VqmH+1Go7mNq9xOi7WouSX+Rj2h+9CGyWts9564CAqn/sn4HC4LyCKaN23HxXlFUhauRzqCM9LndxWdzrR8M5baNn4udvY7QdMaD9gQujcTERmPwhBJf9cBEdLC2r/8wZa9hZfSi6+0rRlK7QDkhDz0IMIHjFCdmx7cyvqPtuF2vU70VF5aRZHHRmKmKxpiLl1JnSxBsnx2isbceG9A6jddQb25g5ownSInpqKlHsmICjB+59t3dE6lG0sQ0eDFZpQLRKnJSBhemJ3cuPocKBsezVaqtqg1qsRPz4KUWmcYSEiCkQBnQBcbenp6UhPT7/WzaB+4sKXNag+ZJFYurOT1d6h9pgAAMCxV45i1GOjUPrKTlltKX3lS8QvHOF2pLr8tY99dv672KrqUbm2CCm59/gsa6+rQ9Xz+Z47/z3jVlai6sWXkPTDH0hqR5fGD//rvvN/mZYtRRC0WkTee7+s+I7mFlTk/QG2Cxc8lrGVV+DiH/+ChG8/hZCJEyTHbi+rQumvX0RHlesgiKOhBVXrNqL2051I/fljCBvjfbDCaXfgxJ824MJ/90N09p5LbzhYjtKXdyL57gkY+eNMqLS9l5FVfFEBU14xqvZUucQ1DDdg1DfHoKakHQdfKUFrdXuv54PmJWDyd0bCeHOy1K9NRDcAHgMa+HgMKNE1cuR1s8waImx2NRye+/9oNDfCXHAUjUcqZEVuOlHptk5HtQWNu47IilW/qRiONqvPco2btkDs6JAct/3IUXScL5Nc3l5diebPP5ZcvrnoU9gq5f251bz8itfOfzeHA1UvrIa9tlZSXFt9I8y/XO22898rbEsbSn/zL7SVlnssIzqcOLjifZQV7HPp/Hdzirjwzn4cWP4enPZLf8FK3inBZ8vWu+38A4DlpAU7l+/Agb8dcOn8A8C5zZV4574t2PH7g16/BxERXV1MAIiukaayVpk1OkdUnE7vIytVX0jvJPdUv++8y3sNXxwERHm7r5yt7WgqPu61jOhwoGnbNllxAaBxs7RlTQDQsm2T7La3bNsouWxHRQVa9x+QXF7s6EDjJmntryrYCFuNRVJZZ3sHKl71nOicfWsvqreckhSrZttpnH19d2cbiquw7ftbITq8/xmKIhASZIdO63kmZ+f/Hsa+1ScltYGIrm8iANGp8Otaf6kbEBOAy6xbtw4rVqxAbm4uVq9eDYvFcq2bRDcof47glMJh9b2kxm29VpvLe7b6Rr9i2SxNXp/b6y1wNnov407H2bOSy7YV75Idv22v9DpNm7fKjt+0dRtEu/c9H442K+o27pUXd98JWMtrXN4XHU6cf7tYVqzzBSY47U4ceu4gRLvvX7tdq8ZC9HZ4+zW947cHYWuTst+FiK5rYucSICVfzACUxwTgK0VFRcjKyoLBYMDKlSuRl5fXfQpRUVGR7HgZGRluX8eOHbsCrafrUdRQuRskRQAi1CrvPwlDEkL8ao820vUIT0Hj3zYhlY96ok360p/e9VyTFE8cTfKTF2dTI0SJswbW0jPy4zc3w15b57VM076TcLa6LqfxxbLDdTai9stStF+U9+dgrWxC2QdHcL7QdUbIG7VahFbjeX1ae30HTvz3nKyYRER0ZTAB+Ep+fj4KCwu7LwIzGAxYvnw5Vq5ciaysrKt6/Cj1D2MflnvKlACdxglvB9UExQRh+GPj/ToxLXZWmst7wamJ8gMBCPJRz98jPVUy6glqP5IXjfTbl+UkI73reU9+7D5mTzzWc3NEa7PZdVZAiuqd5zzvF/BCo/ayQQVAyScS9ksQ0XXPKQqKvkh5TAAA5OXlobCw0O2z5cuXAwCeeOIJWTGLi4vdvkaNGtXn9tKNIX5cFAbOiZdYurMzFqT3vrxn+APDEZYa7bYz703M9FSEDIxyeT9i2lhoIsNkxQoanISQEYO9llGHhSFopPxjMUMnZ0guq00ZKDu+NnmQ5LJXKokR/Dzf3109X+v3PbG3+7dUx1fu1F7ve3M4ERFdeUwA0HnTrzfp6emwWCxYtWrVVWoR9Re3rJ6O0AQpt+cKCNbbodN6HmGNGh2FcU+PBwCk5c6G6rJbgT1G1qqR9uQct89UWg1ibvN+Sdjl4u6aI2kUPWLBfFlxhaAghE2fJrl86Gx58QEgdM486WUnyz8yWD90KDSRkV7LBBv9OzIzeMgA18+LDfUrlj5aXtLXxdfqKW0IT54m6g8U3wNAiuvTT2OTyYS6Ou/rWaUI9Eu3jEYjTCYTCgsLu2cEiJQQOTgMX9uQhfeWbkXN0Qa3ZQS1gMg4FdRtnteFx06MReZrWdCF6wAAEaMSMT7vbhz8yftwWj2P5qp0aoz73zsROda189glIXshWk+eR9Ne3/tXohdNQ9TCKT7LAUBI+iQEjRqFdon7YqKz74MqSEqy1Ck4fQoa3l8Hp0XazyhVhAHBGTISjGlTUbumAGKbtDsSACBiwTyfZULSkhE8bCDaTklfg6+JDEPkjHEu78fNHQaVXuP178DlVDoNjI+k48Cr5+G0eV/S00UUO0f/bXbvSeeA6XGS20FERFeO3wmAyWRCRob06XhvjEYjSkpKFIl1JURHRwMA9u6VdzIHkRRRxnA8uvtWnCmqwP4XT6HyQD0cVgdC4oIw/J5BmPBYGoKidCh934xjrx5D7cFLZ8knzkzEqEdHYdDiwVBpe0/oxc0ZiqmvPoQzr+1CZdFxiD3OdxfUKsQvGI4hj05H+IgEr+0T1GqkrnwE5S99gNrPvoS7iwgEnRbx985Dwv1ZktfQCyoVEp5+CpV//wfaj5/wWjYq+z5EzJ8nKW53fK0OMU99HzV/eQZiu/dOuqDXI+bJ70Gl00uOr9LrEZ19H2r//bqk8vphQyUvYYq7ey7O/UFaXACIvW0WVG6WAGnDg5B0y2hceE/6OfyJi0chwhiFwbcORun7pZLqCAJgdwiwOzz/t1dpVRgne98LEV1vRCg/ai/6s7GNvPI7AUhPT5d8WkagMpvN3Sf/FBf7PiqPR4LSlSKoBAxZNABDFnkeiR92/3AMu384bK022Fvs0IZpoQn2/k84fFg8xv3PHRj+gwWw7DsPe7MVmjA9DBNToI+VvsxDpdUg5cl7kbAsE3Wf7ULz4RI4261QhQYjIn0kohZOhiZM/ulDquBgJP6/76N555do3LgJHWd7nBKjUiF0cgYiMhcgaOhQ2bEBQDdwMOJ++DPUv7YatjL3J9BoBqQg6pEc6AZ637fgTsS8uXC2tqJ+3Ttey+mHpiHhO09LPlUpas5EtJ08h+r3fR81GjFtDOKzF3h8nvbkHNTsLIW10vfmYn18GNKe6lwONv67E3Dus3NwtEs7Vra1XQNvu8/HPWxEaEKwpFhEdH3jsp3A168XZBYVFcFsNnf//572AnQtczIYDFeraUQeaUO00IZoZdXRx4QiIXNk3z87KgIJ92chAVl9jtVF0GgQPmc2wmbPgr2yEnZLAwSNGtr4BKgj/Nto25M2eSDiVv4WHSWn0LpzK+w11QAATUwsQmbMgW7oCMmzFu4Ybr0FQUOHoqFoA1pN+wDnpRkSbXIyIubPRfic2RC08v6bJX3jDmiiwlG5doPbY0EFrQYxt8zAgEdvh6D2vPRGHxuGjOfvx77vFqCtzOKxXHByJCb9LRtB8Z1/5tGjorHgpYXY+PgGr0mAKAIt7Rqvy38GzUvA/D8oM2NMRER9168TAKPRCIPBgMzMTK8bgbuShKVLl16tphH1O4IgQJuYCG2if0eP+oqtHzoc+qHDFY8NAEHDhyFo+DA4GhrRcfEiYLdDHRkJbfIAv5MLQRAQf+98xNw6E5Yt+9BYfByOljaog3QIHWNEdOZUaCKkbfINHRSN6W8+hopPjqBs3T40n66+9MwYi4HZk5B06xhoQnsvgUqZn4LbPrgdB/52AOfWn3U5VShxVhJSFg3GobfKUL7L9chRXYQW4x8bitm/Gg+NXtqmdCK6zolQ/ujO63vBSUDq1wlAZmYmjEYjCgoKPJaxWCwwmUwAgBUrVlytphHRdUgdGYHgyAhlYwbpEbN4OmIWT+9THE2IDgOXTELKfRPRUdcKe4sVmlA9dNEhXpOUmLExWPDiArRUtKB8ywV0NHZAE6JBwrREGIYZAADjnhiNqgP1OPHOWbRWW6HWqxA/PgojswdDFyZv5oOIiK68Gz4ByM7Oxrp161BQUIAlS5a4PM/NzcWqVas8nu7Tdf5/fn5+QJ9UREQkhSAI0MeEQh8j74jQ0KRQDLvf8wxK/IQoxE9wvUuCiPqf63yLaL9wXd0D0PM2Xik385rN5u5yzzzzjNsyOTk5qK2tRXZ2dvdSn666XclDfn4+cnJy+th6IiIiohubCEB0Csq+rvWXugEF/AxAWlpa9ybcnqfwrFixolenvr6+3qWu0WhETk4O1q5di5UrV3r8jLy8PBQVFWHFihUwm80wm80wGo3IzMxEfX09N/8SERER0Q0j4BOAvt4PkJ+fj/z8fJ/lfG0EJiIiIiLfeAxo4LuulgAREREREVHfBPwMABERERFdJ0ThChwDyhkFpTEBICIiIiLF8BSgwMclQERERERE/QhnAIiIiIhIESKU3wTMCQXlcQaAiIiIiKgf4QwAERERESlG8U3ApDjOABARERER9SOcASAiIiIixfAUoMDHBICIiIiIlCFegZuAmVAojkuAiIiIiIj6Ec4AEBEREZEiRCi/CZgTAMrjDAARERERUT/CGQAiIiIiUozovNYtIF+YABARERGRQgTlNwGD9woojUuAiIiIiIj6Ec4AEBEREZEiRPEKbALmLmDFcQaAiIiIiKgf4QwAERERESmGI/aBjwkAERERESlG6SVApDwuASIiIiIi6kc4A0BEREREiuESoMDHGQAiIiIion6EMwBEREREpBjlLwIjpXEGgIiIiIioH+EMABEREREpovMiMOVjkrKYABARERGRYthhD3xcAkT9jrXZhobyNrQ32a51U4iIiIiuOs4AUL9gtzpwcN157Hz+NM5+Udv9fsrkKMx4aigm3j8IrdVWHHzpFE6+fx5ttVZo9GokZsRgwuNDkZqZBEHleVNT3eFqnP/4NNpr2qDSqmAYFYvBdw2DLkIvu62iKKLtfB1sllaodBqEDIqBOkTn1/cmIiK62ngRWOBjAkA3PEtZK165fSsqDja4PCvbW4+Cx/fgkx/vh761HZrLfmad/qgMpz8qQ9xYA+5acxMMqWG9ntfur4Tpd9tRt7/KJfaBvJ0wZo/C+BXToQny/U/NYbWh8pMDKH93L1rN1d3vq4N1iF88DslLpiAkNU7it3bVWlKG+sJdsF6oguhwQhtrQNT8yQibMAyCSpnJQEdrGzrKLsJps0MTEQZdSiIEgb8IiIiIAgkTALqhtdRasTpzM2pONnkvV2dDm6BClN4JtZv+avVhC97OKsQDmxYhIiUUAHBx23lsy/0UTqvDbUxHmx2n/n0I9UerMffV26EJ1nr8/I66Zhz+0VtoPnnRTZwOVLxXjIsf78eIn92J+MyxXr+LS+zKWpz761toPVrq8syyxQRdUiwGfmcZQscYZcXtqf3sBdR/ugWNO/ZC7Li0tEo3IAGGRbNhmD8DqiD5syE92ZtbUb9hD1oOl8DRZoU6JAjhk0bAMDcd6pCgPsUWRRGtZ2rQUdsEQa1CyKBY6GLCfFckIqJeRCi/B4BbCpTHBIBuaEW/PeKz89/FKQposQmI0Ln/UdNc3obPv70bS96fj5byJuz41mceO/891ey9iOJfbsO0Pyxw+9zRbvPY+e9JtDlw/LfvQRMahOgZQ31/IQDWihqU/OTvsFuaPZbpqKiB+ZcvIPXnjyN80ghJcXtq2LobFS+8ATicrrHLK1H16n/RsHkXBq58ChpDhOz4osOJi69/gpqPtvdKLgCgcddhVLz2EeKXLETcfQtkzzY4bQ5UfnoAFe/tRcupHn/+KgExs0dgwJKpMExKlRyvo8GK0neO4/zHJWivaYVKq4ZhZAzSHhiD+OkDvLav4VwLjhecRUtFKwSNCrGjIjHivkHQhXUmjk6niNKt1agtaYYoiohODUXa/Hio1NzKRUSBhZuAAx8TALphdbTYsfc111Fvb9odAsJEEZ6W+58pqkD96Uace+co7K3SNxGfff8kxv2/qQhJch1VvviByWfnv5tTxOm/fYYp09K87kkAANHpxNn/e9Vr57+7rN2Bs6tew8gXfgpNpPSR76biQ6j45+s+f9pbz5Th/DPPY/Bvvi9rJkB0OnHuz2+gYft+j2WcbVZc/M8nsNU2YEDOPZKTAHuLFUdXvo2GfWfdBBVRu/U4arcex+DH52HQozf5jHfq34dwIG8nHO29k8ImswXnPymBYUwsZv1jMcIG9k6C6kuasPknJpR8esFlmGvTimKMfSgNqrgQ7HrRjNqS3v8tDYNCMOPJoZj9/eHQBqklfW8iIiIOHdEN6+hH5bA22mXWEmB1eO9AHnylBKVrj8mKKjpElLx91PV9UUT5u3tlxWovq0P9XrPPcs0HT6P9TIXkuM5WK+qKdksuLzqdqHr1v5KHeqxnymDZ8IXk+ABQ88FWr53/nmo/2QHLpmJJZUWHE8d+vtZ95/8yZ1/ajAvrdnktcyx/H0y/2e7S+e/JcqQGG5a+i5YLl2akqg7W4415n6HkE9fOPwB0NNlh+ucJfPHLfagrcZ3Jspxrxac/PYgXF21GeyNPtSKiACAKcCr8AjcVK44JAN2wGspa/arn8NGfrTlcB2t9u+y4tfsrXd5rKalC2/k62bFqNromE5er+2yn7Li163dClNihb9l/FLaqWt8Fe7AUbpccX3Q4UPPBVlnxq9/fLCl+7fYTsOyVPjt0Jn8j7C1W97EOVOLgqi8lxWmvasWuH27o/P8tHXjn3s1or+vwWkcUAZ0aCNd6/l5nttfgjfu/kPxnS0RE/RsTALphqdzt5pXAVy2nzXWtuxSONtfZCFt9i1+xOiTUaystlx3XVlUHZ5v7ju7lmr7cLzt+R0UVrOektatx7zHYal1PbvKm/UwFWk/4HtWvkDnr4my3oWr9AbfPTv37sKxY1XsqUH+kGkdeN6O5os1neUHoTAKCNCLUgucO/on1F2HeWu3xORHR1SIq/CLlMQGgG1b8SPkbTgG4PQWop4hB/p0OozO4rn1X6fzbhiOlnmiTu/xJXj17o7TN1ZdzNPrekwAA7aUX/Irf7iPxsTe1w1Isb28IANRsdl321dFkxfmPT8uOVbLmGPb/65Tk8l3bGoI13n8V7nxefluIiJQkAnCKyr6YBCiPCQDdsIZlJcAwKERWHQEi9GrvP2omPjUCkcOjZbcnOXOIy3shg2MhaOT/MwwbluizjMYQLjuuoFFDHRosrazW87GmStRz2nyfsOS2Xof3tfC2Bv+WhtksrvVazjf5NSNkOV6H+lPyEyityvvfzeMfS9/zQURE/RcTALphqdQqzPz2MImlOztWwRoR3g6RGTAtFgkTopH24BhZbdGG6zDoDtejO7WGEMTOHy0rlqBWIfG2iT7LGWZPkBUXACJmjIOgkXaaTNCQgbLjC1oN9CkJksrKOY1ITj2/Z130rvVEXxtGPHB2+Jfc+Fqe1tFih8Pu3xI1IiKliBAUfZHymADQDW3OD4Zj5G1JEkoK0KpEhHpZYqGP0GLRc1MBAEPukzcLMO7/TfV4EVjK0mnweO6oG/GLxkq6pCpq4VQIWnmd3ZhbZkoua5g/HZB5Bn34jHSow0IllY2cMQ5eszE3BL0WEZO9J1S6mDC/LvkKG+H69yg4Qd4MU5eQAf4lN77SDY1e5ffeFyIi6j+YANANTa1R4eF1szDlsSFeh0/jUoNh0Dk99jdDE4OR/clCxI42AAA0wVrc9PJtiBgW5bMNY76TgWEPj/P4PHzUAAz9/s0+43SX/cEtkspqIkKR+PBtksoCgGFuOkJHS78NWBMVicjZUySXh0qF6FvmSS6ui4tCxFR5syNRN6VDHeZ9CZOgViHxznRZcQEg6e7JLu8Fx4ciYVaK7Fhpy0YhaWqM7Hq+jqgdMidO9mVoRERKU3oPACmPCQDd8DR6NbJfmooVJ2/DTT8cgaQJBkSlhiJxXCRmf3cYfnT0Fvyo5A48uCkLo+9PhSb40hKY+AlRWPTcVDx+8A4kTuo94h+SFIaFBfdg7PenIDjRdVQ7cc5A3PTybRj7/ak+2zjg3skY+at7PI9MqwTELxqL8X97COoQneTvHnvHHCQ86Du5iJw9ESnfWSa785jwjWwEDU2VVDbxm8sQZJS3bCjxodugCgmSVFYTFY74ZVnS4t6ZIevP0TB5iMd9F0NlLgcLHRSBxDkDMfGJ4ZLriGLnq93u/b/PjKek3RBNRETKWb16NbKysmAymfoca9WqVcjKykJ2dnb3q6ioSIFW9iaIPDj6qsrIyAAAFBdLu7CIrj5RFGFrdXQup5C4Qddpd6Km+CLaa1qh1qkROSIGYYPkn0LktDtQu+0EajYfg83SCpVOg7CRA5B0xyTo4/071QgAWk6cRe3H29Gw4wBE+6X152EThyPm1lmImDIagsq/8QBnuxUXX16Lxu17AYfr+nNNTBTiH7kXEdMm+tf242dw5n9egqPJ8+ZdbUwkhvzqCQQNlrLcq1P97hIc+cnbEH1sNg4eGIPx/3gUuij3S5dEp4id3yvE+U9KfH6moFFh3mu3I356MuxWB96c/zmqDtR7rSOKnSuhWmwCWuye/xsljovE94oXQe3HpnIiuv4FQv8iIyMD5aZ6PKF+RtG4LzpWYkB6VMD2nVasWIFVq1bJqlNfXw+DwdD9v81mM7KyspCZmYn8/Pxe72dkZGDp0qW93u8rJgBXWSD8A6X+y97cCltVPUSnE9roSGij/U8qLmera0DDpp1oN5+DaLNDHRGG8GkTEZY+BoJa2sZij7FrG1C7/gvUfb4Ldsul03O0sQZEL56BmJunQxMhf119w8FzOP2nT9BqrnJ9KAAxN43EsB/dDq3B+1p/h9WB3cs34txHno/h1IRoMfPvWUiaN7j7veaKNhTcsRG1x7zfd9BmF9BkE+BpHVtUaiie3DwfUYOk7a8gohtPIPQvuhKAx1XKJgAvOQM7AcjKypI1Sp+Tk+PSmU9LS4PBYHD7HU0mEzIyMpCfn4+cnJw+txdgAnDVBcI/UKLrldNmh/VCFZxtVqhDgqBPie9zciGKIhoPnkNV4WF01DRB0KgQkhqHxNsmISjJICtO9a5ynH7jCMo+N0O0d/5oDUkKQ9rXRsO4bBSCYl0TCWtDB/b89RgOvlKC1ureN0zHj4/C2EfTcHp3Pfa/dQ729t4zLGqdChOWDsRtf5iI8ARpS6WI6MYUCP2L/poApKWlYcWKFTAave+jM5vNyM/Pd/keq1atwooVK1BQUIAlS5a4rZuRkQGTyeQyc+Av/87DIyK6BlRaDYJTBygaUxAERE4YjMgJg30X9hEnfnoy4qcnw2F1oKOhHSqdGrpIvde9FfpIHWb/agJmrByLsxsvovliG1QaFWJGRiAxIwaCICA9F7j9DxOx/+1zqC1pBkQganAoJn5tEMLi2fEnosDS30aWDQaDpJH5jIwMFBQUuLy/Zs0aAEBmZqbHupmZmTCZTFi9ejWWL1/uf2O/wgSAiEhhar0awfHyluOodWoYb072+DwkWo+Z35J6rwUREV0NZrPZa8e9S25uLlauXOkyS2CxWLo3D3sb2U9LSwPQmSwwASAiIiKigCFC+aM7A3lGwWg0YuXKlV7LrFu3DnV1dW6X96xduxYAkJ7u/XjqrsRBiZOGACYARERERKSgQO6wXwneRu7NZjOeeeYZj/sXSkp8nyAHANHRl44it1gsfd4HwASAiIiIiALasWPHujc6Xy5QNwcDQHZ2NvLy8jw+N5vNAHp38N3p2eGvq6tjAkBEREREgcP1Rpj+afXq1YiOjpa0R0AOi8XS5xhMAIiIiIgooI0aNSqgR/rd6Tra0xt/OvN1dXV+tugSJgBEREREpJj+tgfAnVWrVsFisfgc/fdnKY+v5UJSMAEgIiIiIkWIUH4JUF8TCpPJpMioudFo9HnZV5f8/HyfJ/sA0jvzSiz76YkJABERERHdkEwmk8fNw3IZjUZJp/aYTCaYzWZJl4N1zQDISVCkJiHeMAEgIiIiIsWIAbQGKD09HeJVblDXzb5SEo+uC758jfD3TBD6egIQAKj6HIGIiIiIiAB0nv4DSFveM3nyZACXjgP1pOu5lGVFUjABICIiIiLFOBV+XU8sFkv3aL6Ukfr09PTuct5mAbqWHi1btqyPLezEBICIiIiISAF79+6VXadrr8DatWs9llm3bl2vsn3FBICIiIiIFCFeodf1oucovtQTfvLy8mA0GpGfn+/2eVFREcxmM/Ly8hRZ/w8wASAiIiIiBfXnJUD+KiwshMViQW5ubq/3zWYzsrOzkZOTg+XLlyv2eTwFiIiIiIhIAZmZmTAYDDAajbI27HYdMbpixQpkZWX12hdQUFDg80IxuZgAEBEREZFi+suovTsGgwH19fV+18/Ly1OwNZ5xCRARERERUT/CGQAiIiIiUsSV2LR7PW0Cvl4wASAiIiIixfTnJUDXCy4BIiIiIiLqRzgDQERERESKEbloJ+BxBoCIiIiIqB/hDAARERERKUKE8nsAOJ+gPCYAdMXZrA7sWncO2/5TirrzrRBUAhKHhWP+42mYcHMSVGoV6s62YNcrpag63ginQ4QhJQSTHxqMgem+r9GuPlyP2iMWOOxOhCYEY+BNCVDr1FfhmxEREdHl2GEPfEwA6Ira98kF5H/jSzRWWXu9X3akAXvfK0NcaiiGpIbj7JZqiJcNGWz560kMnhaNpfmTkTwhqtczURRx8r9nse+fx3Fxb22vZyFxQRj7SBrSvzsaQQadpHbamjtw7oOTOFNwBE1mC0SHE8GJYRh053CkLh2DkMQw+V++h6YTF1G/txSOFivUoXpETR6C8BGJfYrpjiiKEARB8bhERER042ACQFfMnvfO469Ltrl07HuqPtOCmtIWGKCCFq4d17O76vDs7I14qnAuUqfHAujs5G7+0V4cePGk25it1e3Y/ccjOP3hedzz3kKEJ4d4bWfljvPY9f3PYGvsnaS0nG/EsX/sxfEXijFu+UwMfWSC7M517ZclOPvSNjQeueDyLGJMMgY/Pgcx09Nkxbxc88lyXHx/D+q2H4O9sQ0qnQZhI5OReNcURM8ZBZW27//MbY1tqNl6AtbqZghqFUKHxCJ6xlCoNMpsIxJFEaLdCZWWMzdERNc7HgMa+JgA0BXRUNmGf3z9C6+d/y6iADSITsRABcFNEmBttuNfd27HT0/eihCDDrvyDnvs/PdUd6IR7y/ZhPs3LoYm2P1f9aqdZdiR8xFEu+eGig4RB5/ZAafdiRHfTPf9hb5y4d1inPrjeo9zoY1HLuDQD9/GsB/djOR7MiTH7eLssKPkjx+guvCAy/uNB8+i8eBZBA2IxshnHkDIoDjZ8QHAWtOE0he3oOrzI3Ba7b2e6eLCkXxfBgY+MMOvRMDeasP5j06i9O3DsByvAZwitJF6JC8eCuMD42AYGSsrXnu9FcfXnkHNUQucNidCE4MxYkkqYkcbfNatP9+KioMW2K1OhMXpMXhGDNQ9vpPTKcJS0Yb2ZjtCIrWITAjiTAsREV23mADQFbHpJTM6Wh2SyzsFwCoCQR6eN1dbsee1M5j20GDs+fMRyXFrjvz/9u48run7/gP4KwmBcIcbL46ACiq1EutRW7WV2Et7rKI9flvbtYW2+627ujK7/rbftt9+Dtdtvx1dK27ruq2HQg9b27UGj9rWekDEExUIoqKACuGGhOT7+wOhYK7vN40QzOvpg8fDxzef7zufYBI/789pwrHik5jxjXT75zRbse+HepeN/6EOv/AFxt2Ugog09+sSmvcYXTb+BwlA1QsfIXh8FKLnakTVAwAEqw0n/qcEzZ9WuizXc7YZR77zCrJefAyq8e7rPVTXmWYc+PZr6G1sc/i4+Xw7al/egdYDpzFjzQrIA8V/nTQfbMQXT25G78XuYdctrb04ufEITm48gtT7ZmDm8wvdJheWzj58+rwBR183oq97+Htu3wtHMGFBPBavnY24rCi7e6t3NOGT3x7H0c1nIQz5t4qcEIz5+WmY9fVk7H3rNEpfrkJjTcfg4ymzoqB7cjIWPJiCQCfJJRGRfxIgyLy8CkDgqgJv4zagdEVsW18t+Z5uN4OGn79UjSOv1cDaIz6xAIAD609AcPDlUa83oud8l/hAAmB8Q1zyUff3z8SvghIulZfgfOlBt43/ARZTJ4y/2ywpvrXbjEM/2OC08T9U8xc1OPGbj0THNlWex6cPv2vX+L9c7ZuHsf8n2x3+2w0wt1vw1vJSHPxrlV3jf0D9503YuHQL6r9oGnZ926+P4c83bceR98/a/d/SWt+Nj35yGL+c/AHeeGb/sMY/AJzc34L1eXvx4+s+xoVTnS5fBxERka9hAkBeZ+7uw4U66Y0id836puPtqP7Qfi69O+cPtKCzwb6xefItcQ3ooU69eww2NyMGHdWNaD1wWlLc1gOn0VHT5L7gJQ3v7pUU31RWg+7TF0SXb/z4MLpPN4uvz+YD6D5ncltOEASUr94Ka5dFVNy6tyvRsOOk08f1395ttwjcEUtnH96/7xN0ne8BAOx9xYjNzx5wcxcg7wOiIIezzqz6o61Ys3QbOpp7HRcgIvIzA9uAevOH/f/exwSAvM7ad+U+qt0eNrR6TWa7a51n3PduX87SbrZbLHw5U3md5LgAYCo7KapcV20TOo5JT4SaPqoQVU4QBNS/Uy4tuACce3e/22LN+xvQekx8IgIAxtcPObxuqmlH1dunRMfpaTHj8N+r0ddrxeYfHRR9nxIyBDtYmzLg3Il2bFpzVHQ8IqKrnbcTAPI+JgDkdaqwAASHS58X7e7NKJMDqgilR3UKCHFQnys0p7Cvy7Mkpa/LPklxpKfB5FH8XpH3WVq70VklfjRiQEtZrdsyde9IH3Vp/PQUuhs77K4feqVKcqxDr1Shovg0Opqk/RuFQOayC+qTV2pg7u5zXoCIiMiHMAEgr5PJZLj+gRTJ96lc9LICwPTlEzBxQbzkuOGTQhA+0X4r0NBJkZJjBYQFQhkR5LpMqLOlzG5ih7qOO1KsIhORy/V1ur+vq77do9jdDfYJwNk95yXHaT/ThUMbpY/QBEAGVxuUdjSbcXBLg+S4RERXI8HLf8j7mADQFaF7aoq0GwT3CcCCJ9OQ9fBkuClmJ+ubkyFX2L/VU76WIS0QgOR7prrdlSZqTqrkuFLuU423383Gm/cFhIo7PM1b94niYMtNZ4t+3em66FmC4+7LsuWs60XNREREvoIJAF0RSVlqLHsmU3T5cMggd9Gyn3b7OEzVJSIyJQwZuSmi46pigjDjIfstQAFg/NI0BMW5PiRsGBmguX+G22KhKbFQZyeLjwtArU1BaIq4fe9DkuMQNm2ipPgAEH/rLFHlAiKCETY5QXL8qOvcJzChSdJHXSCXIWR8uN1lVZRnCYcyzLNpZO76oAIC+XVKRMRFwGMD/8eiK+a+X12LO77vppddBoQJMgS7eCtOyUnAQxvmQy7vTxCW/GEuJlzv/mCrwHAl7tqwGCGxjqfkKAIVmPPrHMgU4oYUZnx/vqgzAAAg+Zs3AnKRQxVyGVK+eYO4speMu3uupPLquZOhmiCu7jKZDOO/JvFgMrkM4+9yf0hayr3ik8IB425KgSrWPlFLvVV6EpSgjUHqQunTyGwQ3O5SNXG6B8kNEdFViFOAfB8TALpi5HIZHnwhGz/fvRQLH0qFUvXlLOqQSCVufXoqXji6DN95fxGmLk20u3/CtWqsKpqN/A8XImhIr60yJAD3vLsE2f+ZAWWY48XGSTclYlXpUoyb47pXPX7+JCwoWgZlhPPeZJlChqyC6zHlcXE96AAQlZ2MjB8vc58EyGXI+PFyqGdJGzGIXTIDsTe7H40AAGVMGNK+t0xS/IRbZiA4SfzBYeOWzYRqnPsGcFRWAqJmShtdSHvwGofXpz2QioBgVzPz7c18bArmPpoKhVLaPLJuCBBc3JJ0jRrpc2MkxSQiIhotPMKSrrj0ObFInxOLR1+eg7bzvZArZAiPDUKAsj//HD81AtOXjcfFk524UNUOa58A9cRgjJsRCZmDud8AEKBSYOH/ajHvuWtw4q06XDhqgs1iQ2hCMKbcm4yo9AjR9Uu4IQm3bX8IpzYdR23xUbTXtECwCQhOCEXSXVORumo6QhLDJL/uxNuugSpRjbq/f4aWffY75ERdl4rkh2+AelaS5NgyuRzpq78GRXAQGj9wvmVncHIcMn/5AIIS1JLiK1RKXPOb+1Dx7dfQ29DqsmzMDZMx+Qe3io49e00OdtxfAkur+5140h+aifjrJzl8TBUVhDnPzsCun7nfzx8A4mdFY8qKZAQEKXDdw6nYvd4o6j4BArrc9EDd+vRUp+9VIiJ/w607fZ9McHXMJnmdVts/taK8XOI+6zSiBEHwaoOu69RFtJSfhLXTDEVoIKK0KQhJ8k6PcVdtExre24fmzyphae2GPCgA4RkTkHjXHETNnwyZQlov+VC9Fztw8i870fjxYdh6hh/eFZQQgQlf02Li/fPcLoy+XFt1M7546gN0nnKSXMiAqfmzMe3puZC5GEURBAE7nzNg/4vHXD5f7Aw17nnnZoQmBAPoP6xu/e2fomaH6+1OBQgwwYZeF2+FhQ9rkP/XuUwAiGhU+UL7QqvVotbQDJ3sf7waVy88j9TsaLadvIgJwAjzhQ8okVR9HT24sPMEei+0QxagQGhyDKLmpklu+A9ls1hxblstajccgenoedjMVgTFBGPCrelIXTUDoRPFj+JUv38a+186hvrPhjfowyeGIOuRybj2iakIDB+++NfSY8XmggPY/RcjLF32M/zHZUVCPj4IBv05h0dGBATKcdt3M7Dqf2cOrk8hIhotvtC+0Gq1MBqaoZN7OQGwPQ8NEwCv4hQgInIrIEyFxNsdz8X3lFypwIRb0jHhFse7NEmRvnwS0pdPQvOJVlysbIXNYkNIQjAmzI9zmqQoVQrc8/ts3PqzGSj750nUV5jQ12NFWLwK166chOR5MZDJZDh/sgNb11WjcmcTejr6EKpW4trbxmPRN9MQGe/ZmQ9ERFczGxfu+jwmAER01YieEonoKdJ24wlWB+LGbzs/tyIuJQz3rbn2K9aMiIjIdzABICIiIiKv4SJg38dtQImIiIiI/AhHAIiIiIjIKwTA64d3cUWB93EEgIiIiIjIj4yJEQCDwYB169ahrKwMBoMBGo0G2dnZWLVqFVasWOG151m7di30ej3UavXgtfz8fOTk5HjtOYiIiIiuZlwD4Pt8PgEoKCiA0WjE6tWrsW7dOgD9CUFBQQFyc3ORnZ2N4uJiaDQaj5/DaDRCp9MhJycHer1+2HWtVouVK1cOPjcREREROSNcgW1AOQnI23x6ClBRUREAoLi4GNnZ2YPXs7OzodfrsWLFChgMBuh0uq/0PDqdDmq12q6Rr9FosHXrVhQVFQ3WhYiIiIhoLPPZBMBkMqGwsBCFhYVOy6xfvx5Af099QUGBR8+zdu3awREGR7Kzs5GdnY38/HyYTCaPnoOIiIjIHwgABJmXf0b7RV2FfDYBKCsrG5yCYzQaHZZRq9WDIwMlJSUePc+GDRsAwOU8/4HHOApARERERGOdzyYAA41+g8HgsnE/MPffWZLgislkgsFgAIBhC38vl5aWBuDLZIGIiIiIHLNdWgfgrR/yPp9NAFauXAmNRgONRoO8vDyn5Qam5XiyCHjjxo0AMGx9gSMDsQeSBSIiIiJyTPDyH/I+n90FSK1Wo6amxm25srIyAJ4lAGLiA0B0dPTg300mk8vRAiIiIiIiX+azCYAYBoNhcATAk0XAA9OGhjbwHRna4G9ubhaVAGi1WofXKysrkZmZKbqOI8Hca8Xej8+g8VQHZDIZJk6OgHbJeCgUXw4QtZzrxrkTbbBZBURPCMH4qRGjWGMiIiLyRQK8fw4AxwC8b0wnAGvWrAHQv0h3pA7rupp2AurqsOC1wgPY/NfjMJ3vGfZYQlIo7n4iE5lZcSh9uQrlm89AGPKJ1syOxtInp2Dh11OhCLCfSWbpseJQ8WnsKapBw6FWWM02hCeqMHNVEubkpyE6JVRSXc3tFtRsOomWE62wWQWEJgYj/Z4UhE8M8+i1X66v0wxLhwUBoUoowwK9EpOIiIjIF43ZBKC0tBQlJSXQaDQoLi72KIYnjfnm5mZR5crLyx1edzYyMNJMF3rwzG0foariosPHG091Yt1zZQgU5IiyKSGDbNjjxrJmvPzobuzaUIcflNwIVZhy8LHT+y7in/d8jraz3cPuaTnZiR2FldixthJLnp+OnP+eDplseNzLWbr6sPeX+1H5WjUsHZZhj+35xX4k3zIRC34xGxEp4VJePgDAarai/t/VqHnjMJr3Nwxej8qKh+aBGZh0+2QoVF/9I9J6tBENW2tgNnVDHhQA9YwEJOakQxHovY+fYLXB3GaGPECGgLBAt79XIiKiK4ULd33fmE0A8vPzoVarodfrPZ6T78l97qYLjQVWqw3Pryh12vgfJABmmQ2tMgvUguNe8YNbzuH393+GH25aDLlchvr9LVi/ZAfMHX0u4279xRH09VhxW+FMp8XM7RZsztWjseyC4zA2ASf/fRoNe5tw5ztLETMtyvXrGaLrXDs+z9uMthP2CV3LoSaUr96G40UG3LB+OUIneTbdqdlQj6O/+RSmg+fsHguMCkbqf8xC+qPXQabwfC2+6eh51Lx+GKc/OAFrV//vXBUfitTcTKSumo7gBM9HSCydFtS8exIXDl6EtdcGVawKmuXJiJsZ41G83nYLmo0d6DPbEJ4YDPWkEI/rRkREvovNf9/3lRIAg8EgukfclYHdfsTS6XRobm5GeXm5R4t/B4htzF9N034AYN+Wehz6vNF9QRkAAeiR22Cx2qB0smmU4YOzOPDxWVx763hs+Ppu143/IT759TFk3jkeKQviHD6+/enPnTb+h+q52IsP7tuK+z6/E4Hh7qfv9Lb0YOdDm9BZ1+qyXEetCTsfehc3bbgXqjhpU5Yatteg/AebIVgcz4Q0t3Tj+B93oe3EBWQX3iY5CRBsAg79eheq/lZh91hPUycqXyzD8fX7MbtwCSbdPllSbKvFhrLCChx95RjMbcNHXSp+fwjxs+Mw/+ezkXhdvKh4DYdM2PWHKlS8XgdLt3XwevKCWMx7Mh1ZKyc5nEZmswk4qD+H0nVVMJY3w9JjRUS8CvPuTcKSx9MRPSEEbc29+OjVE6jY2YDuDgtCIwMxZ+lE5DyQhpAho1JERET0JY8TAIPB4LXpLBqNRvSOPAUFBSgrK/vKjX/gyxEAKUnMV31OX/Duy5XiC1+aSdIlsyJScN5I3fJSFSJUAWg62iapLl/8udphAtBywgTj+6dEx+k824UTG42Y8WiG27KVf9rrtvE/oKu+HUf+bw+0v7xZdF06jM0w/PBDp43/oc59fALHk9TIeHqB6PgAcLDwc1T//YDLMjazFXu/vwVypQITdOLet1azFR9/YztOb613Wqap7Dw23/0xlv79JiTpJrqMt7eoBu8+VTZs/ciAus8voO7zCyh/tRb/UbIAQeFfNtibajvw63s+wamDpmH3tJ3vRcmRQ3j7l4eRNDcK+ysaYe61Divz2aY6rFu9Fw/+aCbuf+YaTociIhpBAgCbzLtjABxR8D6P5x5kZ2dDEASv/Iht/BcVFaGoqMgrjX/gywO+3PXwD00QxvoWoIIgYJ/eeePOGbPMdWN2/4dnsWe9uH/HoQ6XnEZPq9nu+pFXTkiP9bfjEATXXxN9nWbUvXNMUtzTm6tgbu1xX/AS4z8NsPWKGwUBgJOvV6Cvy/534EzzwUa3jf9BAmD48TZYe8TVZ/dPy1w2/gdYzTboH92B1lrnCV/FG3V45wnHjf+hqvWNeG3lLtis/QUvnOrET27cYtf4H8pmFXByVzMCux037jvbLCh6rgx//N5ut+8JIiIif+OzB4FdrrS0FIWFhU4b/6WlpZJjzp49G4D7U4QHHnd3YNhY0NttRZ+InunLuVvQI9gENFW1S45rtQhoPdNtd/3cbhFTlC7TcrwVvS29Lsuc3XYSfZ0Wl2UuZ+3pQ/0WcSdNW9p7Ub9ZwggL+pMSKfcYXz8sKb65tRenP6xyW677Yg8q/yk+8errtuLwesfJlKXHive/s190rKqPG3D4rTMAgJce3Y2Ws/bvicsJEBAqBCDQxcjU2y8ehf516YkpERF5yrunAPe3P9iR421jIgEwGAzIz8+HXq932vNfWFgoOW52dvZgj76rUYCBEYpVq1ZJfg5fE6hSQC6XPiVCzB2eTrVw1ENrEbmOwO6+Ltf3dTd0eBS3u1HcfW3HzovubR+q2XBWVDmb2SqqMX+5U+8ed1vmxJvVsPZKSw6Pv1kNi4OE6nDJaXRdcJ2MXW7PyzU4c7QVh7c2uC8MDO5MFWJTuCy38XeHOApARDSCBC//kPf5fAJgNBrx+OOPu2z8fxV5eXkAgI0bNzotU1JSMqzsWCaXyzBzYaLk+1z1sgJAXEoo4idL33FGHiBD5ET73WCC1J7txR8U6fo+mYPFpmLIRS7S7euWNrog9b7elh7YLpvzLoaYBKZhb5PkuJZ2C1pO2K+nOLjxtORYxh1N2PIHadOzBAgIhBxyF/9DVB9oxrF97heTExER+QufTgBMJhN0Oh3y8/NhMplgMBgGf0pLSwd/8vPznSYHubm5kMlkg434yxUWFkKj0WDdunUOHy8tLYXRaERhYeGYn/8/4O4nJJxEfKlhFSK4Xi+uy5+M2Q9LT9Cm3zMRwQ4a+0k5EyTHSpwX73YXoHCNWnLc/vvEbTEaGBHkUfzACJWocjKFZ6MsMrn7j3pfl/TEov8++xGPjibxayaGajwubRG57NIfhZsxquoDbra8JSIir+g/Cdi7U4A4CuB9Pn0OwJIlS2A0GpGfn++2rKMGvNFoHGz4r1mzBitWrHB4r16vH0w0hsYxGo3Izc1FXl4enn32WQ9fhe+54c5kpGVFo+aQiN2PZP29/0oXDawQtRI3fTMNYTFBiJsajvPHxa8FmP9UusPrmd+YgvLfHoJgFf+xn/HIVLdlEhYkIXhcGLrPiZ8KFBQTjHE3pYgqGzk9AUExIei92CU6PgDEL0oVV5coFQIjg2BulTa9Jiwl0n1sT0ddHNwXEOhZ38KV+pI393iW3BAREV2NfHYEoKioCAaDQXR5RyMAGo0GeXl5UKvVWL16tct7a2pqoFarodPpkJubi9zcXOTn56O4uNjp6MBYFaCU41ebdJiQ5v703ABBBrWDk4AHBAYr8MzbixARp4JcLsPKf8yFMsT1nOwBC56eDM0ix3vJh40LQdbj7rf0HBA3Mwaa5Uluy8kD5Eh7IEt0XADQ3Dcd8kBxr0muVCDpXmnxVfFhSFicJqqsTCFH8r0SRnAuSV013W2Z5FsmSY4bnhSGqAy13fVxM+2vuaOKVCI2XdqJzgP9Qu5WLqjjxY2wEBHRV+f9RcDkbT6bAOTl5UnaSjQnJ8dhnHXr1qGlpcVp7/9QhYWF0Ov1KC4uRnFxMfR6vdO4Y138pDD8+dPluOORKQhU2TduQyOUWP7YVCy5JQUKJ4t7k2dG4SfbcjB9ccLgtUnXxeCxLYsRGu96KsyiZzNwx29nuSwz/2daTF7hvmc8epoat79+MxQiG+mTH5mJhIXukwUAiJs3ARlPzBZVdkDKA9dCFS9+PcTUp6+HXMLaBM39MyRNBQpNikDije5fr2Z5MlQx0qYwTXt4qsP1EXPyxCU0Q2kfTsXib0q7TwYZzLDB6mLPaVVoAObeKj25ISIiulr59BQgurLUccF4tuhGPFk4B9tLatF4qgMyGTAxPRKL7k1BcGj/wUwNNe3Y/tca1B9vg63PhujxIbjx66mYMj/W4c4/ydfHoqBmGSreqMPeohqcO9gKm8WGsAQVZt6XhLlPpCNuivueXrlCjiV/vgETbkjEwaJKNB81DXs8OF6FaV+fjGv/c7qoE4AH4yoVmP/i7dj/0x2oe9v5otNJyyZD+8ubRff+DwiKCcGcl+/Bnvy30Xu+02XZjO/dgEl3ue+dHyosKRKzfrYYhue3uy0bEKLEvN/fKuqkYUWQAtc9l41Pf/CFqHpEpIQj8xtTHD6WmKVGui4B1Xpx27kqAuWY91Q6YtLDkDIrCif3t7i9R4AAGWTokrnedUl3fxrC3CwOJyIi75G+2TiNNJnA/fFG1MDpyeXl5aNck5HTP0oDj7YfHRqjsfwCTFWtsPUJCB0XgokLE0X3+jvTUWeC8c0jaPr8NCwdZgSEBiJ+/kRo7psueuGvMz1NHaj+2z6c2XQUfR3DD/qKnZ+EtIdnI+76ZI/j1717HBU/+wR9XY53EAqZEI55f7wNUdPtT1p2xfCbA9j3qwqXZcKTw3BHsQ6RqRFOy7Q39uDlG7aiucb1eguZHFj5z3m49v7+30Xt/mb89yI9elxsBTvQ+O+BFa1yi9N9amPHh+ClXXcibkKoyzoQEY11vtC+0Gq1OGa4gKyAH3s17qG+XyIjO9av2k5XGhOAEeYLH1AaWX1dFlzYcwpmUzcUQQGInJ6AsOSvllwMsHSYcWrTcZx67zi6GzshU8gRrlEjddV0jFucImlq0VCnttbj0MtHcGbHuWHXVTFByHhgMq751nQEx7ifV9/e2IOSR/bgxEeO9/aPmBCMu/+sReby4bs+ndh9Ab++awfazjtf7NwXJOCipddp4z9+UigK378FqdO987smIvJlvtC+YAIwdnAKENEVFhCiROJN0ufEi6EMC0Tag1lIe1DawmN3kpZMQNKSCWg1tuHi4Wb09VoRHKPCuOsTEeBgzYgz4QkqPPLhIjRVtmHv+ho0Hm5FX68N4eP6p4NlLBsPhYMkZcq8WPy+6i58+k8jtrxchTNH+s8aUAbJMXdFEpY+OQXRycHYtO4YPvjrcbQM2XY0ISkUd+ZlYtljUxEpIkkhIiLv4sJd38cE4CpitdpQX9uGrg4LwiKDMCEl3OEcfWufDXKFzOOTe8l/RGoiEKlxPs1HrPjMCCxzs+j7ciERStzyram45VtTYem1wtJrgyosYNhUssd+PhsPPT8LdZUmdHf0IUwdiKSMSChEHtxGRETkj5gAXAUuNnWh5C9HUfyXI2g88+V869SpUViVPx13fSMDtQda8N7Lx7Dng9Po7uiDMlCO6dfHY/mTmbj+ziQEKB03mKwWGyo21aPi3TPouNCLwGAFUubEYME3NYhIkN672tdjRf3uC+gxmaEMUSAxOwYhsZ4dnkX+QxmkgDLI8ciDMlCB9JkxI1wjIiJyTIDNxc5snsYk72ICMMYd2teIb929GS3n7U9erT3egl99/zP88fk9CO5QIGDIrq8Wsw0VOxpQsaMBSZmR+J9NOozTDN+ZZ+8bdXjrmQqYznYPu17xbj3e/+khzH8oFav+kI3AYPdvo/azXdj3x+M4+KoRPc1fLohVBMqR8bVJuO67GUi8NlrqywcA2PpsOLXlFKrerEJ7Xf8hZOHJ4Zi8ajKSliZB7iS5kaq9thWmE80QLDao4kMQq01wuAUmERGRv+o/Cdj7Mcm7mACMYcZjLci/4z20m8wuy3V2WdAj60O0oILCwYrJU5Wt+P7NH+KPny9D7KXdUrb/6QTe/Lbzg9isFgGf/cWIxhPtePqjRS6TgMaDLdi4fAc6G+2TFKvZhiNv1qHyrVNY9tf5mLZS2q44DXsa8MlTn6Dr3PDtNlurTDhTehoh40Kx6MVFSJyXKCnuUPWlJ3H8lUNo3HV22PWQ8WFIfyATUx7OgvLSlqmeMlWZcOwfx3C+vAl9XX0IUgdh0tIkTL5vMlTRX20ee1+vFac/bULX+V4oguRImBmFKBGHwBEREdHViQnAGPbbH+1y2/gfYJUJ6IQFEYLj/dAvnOnCy8/sxfNv3ISaLy5gw9PiTmGu2nkeJc9U4IEXHR+W1Xamy2njfyibRcD7j3yBkNggpNwsrrF+7vNz2PLAx7BZnPc1dJ3rxMerPoLutaUYf8N4UXEHCIKAA4V7ULnugOPYZztw8IV9OPWBEYtfvR3BcSGS4gOAuc2MT7+7E6c+OmX3WOPeRhjWlmPm0zMx83vXSl6z0X2xF3t/fwwH/16Drst200m+OQFzvpMBzVLxv5OGY2345KVqVLx9Bh0XzZemg0Vj4ZPpyLpjnNPREEEQcPjTRux86yRaGnsQGCRH2rUx0H0jDRGXFul2tpuxbVMtzp1uh1wuw6S0SNy0PBWBTqb9EBGR7+IiYN/HBGCMqj/Zhp3/Pinpnm70IQxKyJ3sm/jZO3W4cLYLW393HFI2h931NyPu+kUWQqPt5/Lv+W2l28b/AMEqYPtzFXj4i1vcNnYtnRZsz9vmsvE/wGaxYUfeduTuXQllmPie+mNFB5w2/ocyVV7Ezkf/jZziu6GQ0GC1dFrw0cp/4+LBi07L2Mw27H9hP3qaezH3F3NFJwGm2g5suGM7TLWO9+Cv29aIum2NuOEnWViweobLWNY+GzY8bcDOl2qG17/biiMfNeDIRw0YPz0CT753I+I0w09Arth+Di99bw9OHjYNu771NSP+/l8GLFqViu7gPnzwxgl0tg8/zyAqLhi5j01H3motglT8qiIiIvIWTmAeo7a8VS2pkQ4Aggwww+r0cWufgA/XHcP+d85IimvpseGLV0/aXTd39uHQv2olxWqsaMG5fc4bxAOM79Sgt8X5HvGX6zX1ouadGvcFLzG39eLQ78XvN9x86ALq3q8WXR4A9v5sr8vG/1CVfzuKug/rRJXtbTVj4507nDb+h/rs54dQ8Rfn9RYEAa8+vNeu8X+5s0fa8MKN29B8umvw2q5NdXjuti12jf8B5h4r9K9WY+vLNehqsz/MrOV8N4rWlCHvtvfQ1SFupIuIiEaf4OU/5H1MAMaoC41d7gs54G5YrvZAC2x90j9spwzN9td2NsLsoGHnzon33Ccgx/91XHpcCfecfKcK1m7nJ9E6Uv2vo6LL9rb0oqZYWsJw9K/i4lf8rQYt1e2i4+787wPo63GcGJa9eQp7XxOXeLSe7cbrT5QBAOqr2rDmwZ2wingvBUGBSCdT0wDA8Pk5rH64VFQdiIhodPUvAha8+sMUwPuYAIxRSqWnc6NdTyGxWT37mFl67KfidF/0rNdWzH2tVa2S45qqTKLLntGflBz/4oEmdDd1ui8IoOatalh7nY/GONK4u8HtaxBsAirWS0ssui+acfwd+zUIALD9T1WSYh3+8BzO13Rg04uVMDtJKi4nQEAwAiAXnL83t71Xi8r95yXVhYiIiBxjAjBGTcmSuO/5pXZ9gJsEYEK6Z4c+hcfZz/9XBnuWpASEuL/PZpW+yZitzwZB5Lwpc6v46UXD7jOJu6/lhMmj+O4SgAuVraKm/lyuanO93bWGY20w7hI3RWmonUU10P9DfBIiu/QnxM2SpA3rDkuuCxERjTxvjwCQ9zEBGKOW3K1BVKyE7SFlQIAgg9LFP3lAoBwrnp2OmGTpu9locyfZXUvURrsbcHBo/HXuk5uQBOl1DE0MFb2INsDDRacKEWciAIAgYvGyI+4WPfe0eDbq4ui+80bpiQQAnD7Y4nBOvzuBguuvo93bpa1NISIiIseYAIxRQaoArMp3vXvLoEvJc6ighMxFi3zxylREjwvFwifSJdVlXGYEpiyOt7uuTglD2q3Stt4MiQvC1Hvsk4nLpd2bJikuAGgk3BOTnSA5fnBCCELGhbkvCCA4UXoCAwAhbu5ThniWuChDHdznYaeL1eLZja7emwDQ2caFwEREvk7wcu+/jQuBrwgmAGNY3nOzseCWJPcFZUCwEAAVnE+tmTA5Ak+8MAcAsOipyRg3TdxUILlChpX/N8tpz/qc72ZIGgW47ttTESBiK80pD06FTCE+sEwuw9QHp4oun35/puiyA9Luz4Q8QNxHKu0ejeT4YRPDED/bPtEaKiYzAkFq6YeSTZgbax8rJVRyHACI03h2n7th3tAI5wuFiYiISDwmAGOYUqnAH0pux8q86VAEOG4MBwUrkDUjHhEuev8zrovFb7bdhshLU4qCI5T4zseLMX56pMvnVwTK8ejr8zFt6TinZZIXJUD3W62o1zNtVTLmPTNNVNmwCWHQ/khcXADILshG2ERxvfMAEJ4SiUm3i2+kKyMCJSUN6ilRSLxe2unEU78+1elhW4P1CA5A1n9ISy4UgXJc85D9PeOnRyL5umhJsQBA9/2pmJTh+r3jSI/M9a5L826eKDkmERGNPK4B8H1MAMa4wCAF/utPi6GveQjf+ukczL15Iq6Zk4AFS5NQ8JsbsK3uEbxuyMX6/Xdj+RMZiJsYAlVIANTxKtxwTzIKP74Ff9i1DDHjhk8tiZoYgoLdOcj93SzETw4f9lhQaAAW5qfh+f23YPZK9yMQ2ien4O7XFkCd6rgBrooKxA3/lYXlr8yHTC6+V3/GU1nILsh2W27WD7OR9Z/XiI47YG7hIsTMdN3jDvTP+1+47hYEx0vr+Z77i3miDyaLyYpB5qPikiPtU1OgDBW/APuaR9IQEud4Pcnib0mbDpaRk4BxGZFY/kSGpPusENDt4owKALhP7JQ3IiIaPTLA5uUfT9YTkmsyQey2KOQVWm1/r3V5ufhDpkabzSbg3NFWdF40QxmswLjMCKjCpU8zEWwCarc2oHpzPbqbe6EMDcDE6+OQmZsEpcjFs440H23GsX8cQ01JNfq6+nuRA0ICkHZvGjIeykT0NOm92AP6uizY/7+7UVty3OG2nbGzE6H96fWInhHnUfymsiaUPqxHb7Pz3YNiZ8Ui51UdgmODRcc1bjmLt1d+Cmuv60XDqbpE3FuyEIpAxwmDzWpDUe4uVLxjv0vQ5cLiglDwRQ7i0sLQ02nBd2/8ELUHW0TVt0XWi24XIwA5d2vwu423iYpFROSPfKF9odVqcWR/EyYpf+jVuKctv8b0WfFjqu3k65gAjDBf+IBeraxmK3ou9gAAVDEqp41aT/SaenDynSq0Hm+G1WJDcHwIkpenI2qaxO1YHei52IOqN0/g2D+OoeP0lzvvJMxJQMZDGUi+I8Wj11K/+wK2FRhwdq/9Vp5BkUpc+1g6bvxJltvYll4r/vXYPuz5l/MDwWJTQ/GtDxZiXOaXa0cu1Hfix3fonZ4EPKBV1otOF41/7Y3j8ef3liEkVHrSSUTkL3yhfaHVanF4fxMmKp/xatwzlhcwgwmAVzEBGGG+8AEl3yTYBHQ3daOvuw9B6iAERdmfreCJxopmHHv7NLrO9yAgSIH4mVHIXJmMQEc7/7hQV9aMT16qRsXbZ9BlskChlCN1bjQWPpmOWfdOhNLB4u2udgve/3MlPig6jsa6Lw9JkytkmH9nEpY+koYdpXXY9I9j6Lhsl5+YhGDkPjYdj/9oNgJFLAwnIvJnvtC+YAIwdjABGGG+8AEl+qpsVhtkcpnocxWsVhtO7LsA0/keKAMVSM2KQsz4L9eddHVasP29Wpw73Q65XIbkdDUW3p4MpRdHcYiIrma+0L4YSADGK3/g1bhnLb9hAuBlnk+8JiK/5W43osspFHJkznO+oDokVIk77p/yVatFRESjTED/xg7ejknexV2AiIiIiIj8CEcAiIiIiMhruHe/7+MIABERERGRH+EIABERERF5hXAFTu8VOKLgdUwAiIiIiMhrrDLXh1DS6OMUICIiIiIiP8IRACIiIiLyCm4DOjZwBICIiIiIyI9wBICIiIiIvMbbIwDkfRwBICIiIiLyIxwBGGG1tbXo6emBVqsd7aoQERHRVaKyshIqlWq0qwGr0IQ28x+8GtMmnAeQ4NWY/o4JwAiLiIgY7SpccZWVlQCAzMzMUa4J+QO+32gk8f1GI0Xqe02lUo16GyMjI+MKRU68grH9k0wQBE7UIq8aGN0oLy8f5ZqQP+D7jUYS3280UvheoyuJawCIiIiIiPwIEwAiIiIiIj/CBICIiIiIyI8wASAiIiIi8iNMAIiIiIiI/Ah3ASIiIiIi8iMcASAiIiIi8iNMAIiIiIiI/AgTACIiIiIiP8IEgIiIiIjIjzABICIiIiLyI0wAiIiIiIj8CBMAIiIiIiI/wgSAiIiIiMiPMAGgEWcwGJCfnw+tVguZTIa0tDTk5uaipKRktKtGVzmj0Yi0tDQYjcbRrgqNIWvXroVOp0Nubu7gT2lp6WhXi65S/J6ikRAw2hUg/1JQUACj0YjVq1dj3bp1APoTgoKCAuTm5iI7OxvFxcXQaDSjXFO6WhiNRhgMBmzYsIFJJkliNBqh0+mQk5MDvV4/7LpWq8XKlSsHv8eIvgp+T9FI4wgAjZiioiIAQHFxMbKzswevZ2dnQ6/XY8WKFTAYDNDpdKNVRbqKmEwmREVFQafTYcOGDVi1atVoV4nGGJ1OB7VabdfI12g02Lp1K4qKiga/14g8we8pGi0yQRCE0a4EXf1MJhO0Wi1qampclomKigIAPPvssygsLByp6pGfkMlkAICamhqOMpFLa9euRUFBAYqLi7FixQqHZbRaLQwGA1paWqBWq0e2gnTV4vcUjQSOANCIKCsrGxw2dzavUa1WD44McAiUiEbThg0bAAA5OTlOyww8xlEAIhprmADQiBho9BsMBpeN+4HeDi5+IqLRYjKZYDAYAMBlz35aWhqAL5MFIqKxggkAjYiVK1dCo9FAo9EgLy/PaTmTyQQAHPYkolGzceNGABi2VsmRge+pgWSBiGis4C5ANCLUarXL+f8DysrKADABIKLRI+a7CgCio6MH/24ymbgOgIjGDI4AkM8wGAyDIwAFBQWjWxki8lsDUxCHNvAdGdrgb25uvpJVIiLyKiYA5DPWrFkDoH9hnauFd0REvmag84KIaCxgAkA+obS0FCUlJdBoNCguLh7t6hCRH/OkMc8RACIaS5gAkE/Iz8+HWq2GXq/nPFoiGlWefAe5my5ERORLuAiYBhkMBq/0Yg3s9iOWTqdDc3MzysvLufjXj4zW+43IHbGNeU77IaKxigkAAehvjGm1Wq/E0mg0onfRKCgoQFlZGRv/fma03m9EYgyMAEhJUPn9RURjCRMAAtC/37UgCCP6nEVFRSgqKmLj3w+NxvuNSKyBA77c9fAPTRA4dZGIxhKuAaBRUVpaisLCQqeN/9LS0lGoFRERMHv2bADuTyQfeNzdgWFERL6GCQCNOIPBgPz8fOj1eqc9/4WFhSNcKyKiftnZ2YM9+q5GAQamnq1atWoEakVE5D1MAGhEGY1GPP744y4b/0REoy0vLw8AsHHjRqdlSkpKhpUlIhoruAaARozJZIJOp0NBQQFMJhMMBsPgY0Pn0hYXFzM5IKJRVVhYiJKSEqxbt85hA7+0tBRGoxGFhYWc/09EYw4TABoxS5YsgdFoRH5+vtuy69atG4EakT8Z6K0d+Puzzz47irWhsUCv10On0yE/P3/Yd5LRaERubi7y8vL4PiKv4vcUjRSZwK04aAQUFRWJavgP0Ov1yMnJuYI1In+QlpY2OLp0+Vzuob22LS0tI1grGmsKCgpgMBiGrQsoKCjgdxR5Bb+naDQwASAiIiIi8iNcBExERERE5EeYABARERER+REmAEREREREfoQJABERERGRH2ECQERERETkR5gAEBERERH5ESYARERERER+hAkAEREREZEfYQJARERERORHmAAQEREREfkRJgBERERERH6ECQARERERkR9hAkBERERE5EeYABARERER+REmAEREREREfoQJABERERGRH2ECQERERETkR5gAEBERERH5ESYARERERER+5P8BtkR0zOiaA80AAAAASUVORK5CYII=", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6 0 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6 3 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6 6 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6 9 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "9 0 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "9 3 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 256, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "9 6 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "9 9 -1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 254, - "width": 384 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "grids, wts, logjt = quadrature.build_grid(\n", - " fi4, y4, n4, integrate_sigma2=False, n_theta=11, tol=1e-3\n", - ")\n", - "for si in [15]:#range(20, 50, 5):\n", - " for ti_slice1 in range(0, 11, 3):\n", - " for ti_slice2 in range(0, 11, 3):\n", - " print(ti_slice1, ti_slice2, np.log10(fi4.sigma2_rule.pts[si]))\n", - " max_idxer = np.s_[:,:,:,:,si]\n", - " idxer = np.s_[ti_slice1,ti_slice2,:,:,si]\n", - " f = logjt[idxer].ravel()\n", - " vmax = np.max(logjt[max_idxer])\n", - " vmin = vmax - 20\n", - " if not (np.any(f) > vmax - 10):\n", - " print('skip')\n", - " continue\n", - " selection = f > vmin\n", - " plt.scatter(grids[idxer][..., 0].ravel(), grids[idxer][...,3].ravel(), c=f, vmin=vmin, vmax=vmax)\n", - " plt.colorbar()\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-5.233045930722457\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 427 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-4.954998444471718\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 276, - "width": 427 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-4.640327226569921\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 427 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-4.292367823451594\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 427 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-3.9148086666390896\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 427 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-3.511651962921401\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 427 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-3.0871712648889518\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 427 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-2.645866167755504\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 427 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-2.1924146112386254\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 427 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-1.7316232914989291\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 415 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-1.26837670850107\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 275, - "width": 415 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-0.8075853887613744\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 415 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-0.354133832244496\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAAIhCAYAAACPPG8iAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAABYlAAAWJQFJUiTwAAEAAElEQVR4nOydd5gb5fW275lR3d57X/fecS9gm26aAdNJQgskBEiAQAohkBBICEmAEEoIvZleDS64917Wa6+39y5p1aWZ+f6YXclii5f8zBdC5r4uX5ekeeed0Ujyvs+cc54jqKqqoqOjo6Ojo6Ojo6Oj8x1G/E+fgI6Ojo6Ojo6Ojo6OzjeNLnx0dHR0dHR0dHR0dL7z6MJHR0dHR0dHR0dHR+c7jy58dHR0dHR0dHR0dHS+8+jCR0dHR0dHR0dHR0fnO48ufHR0dHR0dHR0dHR0vvPowkdHR0dHR0dHR0dH5zuPLnx0dHR0dHR0dHR0dL7z6MJHR0dHR0dHR0dHR+c7jy58dHR0dHR0dHR0dHS+8+jCR0dHR0dHR0dHR0fnO4/hP30COl+PgoICHA4HhYWF/+lT0dHR0dHR0fkOUFlZSVxcHFVVVf/R87jiiisoLS39RuYeMWIEr7766jcyt85/D7rw+S/D4XDg9Xr/06eho6Ojo6Oj8x3h27KuKC0t5fDhPQwbYTyp8x4tDZzU+XT+e9GFz38ZPZGeXbt2/YfPREdHR0dHR+e7wOTJk//TpxBi2Agj67Zmn9Q5502vP6nz6fz3ogsfHR0dHR0dHR2dbwkCKNLJn1NHB93cQEdHR0dHR0dHR0fnfwA94qOjo6Ojo6Ojo/PtQAVBOckRGhU96KMD6BEfHR0dHR0dHR0dHZ3/AfSIj46Ojo6Ojo6OzrcHVQ/P6Hwz6MJHR0dHR0dHR0fnW4HAyU9102WUTg96qpuOjo6Ojo6Ojo6OzncePeKjo6Ojo6Ojo6Pz7UAFQTn5c+rogB7x0dHR0dHR0dHR0dH5H0CP+Ojo6Ojo6Ojo6Hx7ONkRHx2dbnTho6Ojo6Ojo6Oj861B0FPTdL4h9FQ3HR0dHR0dHR0dHZ3vPHrER0dHR0dHR0dH59uBbm6g8w2iR3x0dHR0dHR0dHR0dL7z6BEfHR0dHR0dHR2dbw+KHqLR+WbQhY+Ojo6Ojo6Ojs63Bt3cQOebQk9109HR0dH5Rtj5ZT13Xvg5j962CZfD32t7MKCw67N6Sja2oKr6SkdHR0dH55tFj/jo6Ojo6Jx0bG1e7liyAr9XBiDgk/n5U3Mjxjx88Tq2f1QHwGW/Gc+yX40b1NwNB2ys/tMRrAlGzvz1aKKTzSf35HV0dP5zqJz8Pj76fRWdbvSIj46Ojo7OSae13hUSPQC1xxwR27s6fCHRA7D6hWODmjfol3ly8Tq2v1TFur+V8dr1O/5P53nw5QpeXfAFn9+yDb8z8H+aS0dHR0fn240e8dHR0dHROSFVBzp574+HiE4wsey+8cR9JcqiqirlW9oBKJ6RTPHYJKYsyGLnlw2IksDSm0dHjI+KN5JeGENzpROAoglJgzoPjy2Ao8kbet50yDHA6IFpPWTjsxu3AtCwrQ1Lkpl5D0z4t+c7nrb9bez9816MUQYm3zuFmJyYkzKvjs53HQEQTrK5gXBSZ9P5b0YXPjo6Ojo6AxIMKPzmzNV0NnoAaKtzc++78yPGvHnHHlb95SgAp/54KJf/bTJ//ewsSra3kpIVRWZ+bMR4SRK5f8VpLH/wAO2HHIzKiKar0UNspnXAc4lNszDugmz2v1cPwOwfFv/b78vV5Il47mxw/9tzHY8SVFh19Uo8Ldr87hY3Z7591kmZuwdXg5PDzx3AYDEw8sZxmOP1dD8dHR2dE6ELHx0dHR2dAXHZ/CHRA1B72N5rzPqnyyMeX/63yUiSyNgZ6f3OmzkkDkuJC3Gvg717HbQfsPP99QtPeD4/WD6T8o1tWBOM5IxPDJ/Xl/UceOoQ0VnRnHLfFCyJA4uB3Dlp5MxOo25jC+Y4I5N+OPyExx4Msk8OiR4AZ43zpMzbg6qqrLnqM+zHbAB0Hm5nwb/OOKnH8Hf5OfpWOZJJYtglxUhm6aTOr6PTL3qNj843iC58dHR0dHQGJD7VwowL89jybg0AZ940rNeYrNHxVO3s0B6PiQ+97nUHefP3+2mtc3HuzSMYPi01tE1VVZr22wiqKn6gYZ9tUOcjSiJD56VFvOZt9/LF1atR/ErP5Mz76+wB55FMEstWnEbHUQcxWVGY44x9jnPVOSh5fDuqrDLyR1OJLUgYcF5jtJER14yg9MVSAEbfNGZQ72uwyJ5gSPQAtB9oO6nzA3x+9RoaNzUB0Li5iVO/Ykzx76KqKmUfN+Bs9jDyojysiaaTMq/Odwvdzlrnm0IXPjo6Ojo6J+TON+ZQurmV6HgTBeMSe22/+d1ZfPK7EgDOundU6PV/3r2TT546AsCWD2p5sXIpMQnaYlcQBHIWZ7DuYy1tzW0Q8DoDWGL6FiDHo8gK2548RsshOxOuKiA2xRAWPUDXIKMsgiiQPCJ+wDHbfvI5nQdbALCVtLL408tPOO/0389gxDUjMVglYvPjBhwbcPioeGUPalCl8IrxmJOjBhxviDKSe3oBtZ9XAVB04dATns/XIegNhkQPQN3a+pM298aHSlj3mwMA7HiijOt3no5o+Pd8llydftY+VYYgCsz/4RCi4nURpaOjMzC68NHR0dH5DtFR7WLfu3Vkjo5nxOKMPsf4ugIYLBKScfALTkkSGT2n/7S1pNxorvrH1F6vVx+0hR57ugK01jiJSQgbGQQTwyLH0enn8JctTDw3+4Tns+nPR1h5z34A9r5Sxa2HziRvUQ41K+sQjSJjbxx1ghnCuJvdbHtgF36Hn4m3jSNtUmrE9q6q8HtwVttRFRVBHLhcWhAEEkf0Foh9sevOz2jZWA1Ay+Zq5r6x7IT7zHnyNBrW1SJZDGTMyhpwrBKQqfmkHCUgk3fOEAzWgYWlwWIgc2Y6jZubAciZd+LPY7Ac/TDs5NdaYqez3Eny8IGFYX88ecEGjq5rBeDI2hZuXzF/UPvtWlnPU3dux2AUufVvMxg1IzJ66PfJvPfCYTyuABdcO5L4JMu/dX46/wdOdqqbjk43uvDR0dHR+Y7gavfxpylf4GrTmoVe8eI0pl1dGDHmi7v2suUvR7Ammbj07dnkz07ta6peeDt9VHxcxYGtNpw+mH1NIcPnpPUa5+7003TITvbERJprnHi6whbRI6enkjc6IfRcVVUkY1hACCKkD400QeiPxj2doceyT6H1cBeLXzqNjsOdWFMtRKUNHDU5nnW3baJ2tRbVaN7ewhX7LomoaRly1ThKn9oJQPGVY08oenpQggpHnt6NraSV/AuGk7WwqM9xHfsaQ49tB5pRgsoJoyCiUSRnYf6gzmPHL9ZR9Y4Wdav9pJx5L5xzwn1Of/k0jr5ZjmgUGb5sSL/jGre1YDvmoOCMHKzJJxYI+fPSaNytfXZxeVHEF0QP6j18FVVVKdsQTvEr29A6qP0UReX3V63D3uYD4JEfbOCFkosixtx/81o+fFlLU1yx/Bivb16KIOi+YDr//9i9ezdPP/00q1atIiEhAYApU6bw8MMPh573xyOPPMLKlSsjxt14440sXHji+sn/BXTho6Ojo/MdoWpbe0j0ABz6uDFC+NiqXGx5TFsAe9r9rL3/INesXHDCeWW/zIfnfMrBfU6q3dqfjc2vVPGH0rNJLQjbNLcccfD4rNW4O/wk5kdRHy1TXaoZISRlWvnD6tORJJHOA800ri6nrNTPhucbEYCYWImpp6YRbHbDiIEjAF1NHtzdC1eAxKJo8menaGlrowdnix0x33Fpcd4OHwFnIEL4jL7tFHLOKEZVVOJHpgx63rIX9nHoL9sAqF9ZwaJPlhE/NLnXuOwzhlG9/CAAmYuHDDr1S1VV6j89ir2klazTh5A4ru8IX8PqqtDjpg21yD75hGYFplgTY64bOeCYo8srWHXjRgBic6NZtmkJxhOkKZ76u/EkFsfibPIw4doiDN3nEfTJ7PhnBX5nkCk/KDphU1pBEJh0QTa73tEiSJMuzBlwfA+qquJ1BUPPPc5grzFb19SGHh/a1YLT4SdWd837/4cKwv+wucGNN97IW2+9xfLly3n66adDr69atYrTTjuNXbt29blfRUUFixYtYuHChaxcuTLi9cmTJ3PJJZdEzPe/ii58dHR0dL4j5E5OwhJvxGvXoizDF0amphmsEoIIaveiwhQzuD8BnUds2MrsuILh8UG/QkOJI0L47HypCneHJrw6q914oo6ruenwYTCJdJV3sPHK5SgBbVtWTBxuj4l8JUDHqnreXVPP5RvOJG1c/wLmgxt2ULFGq7kxxRq4fsNpmGON+Duc1H+wn/rNbQhGM0OvGUvaKQOngdWvbyDoCzdaHXZpMZY+IhfxIwYveELvuTwclUIFZ6W9T+Ez7lcLSJtbgBpQyFjQd1SoL2o/KGXPvdoCp+LVfZz64RVE5yX0Gpc2I5u6zyoASJ6U8bUc2tr3NtNxoJXMBXnE5EQK0mPvV4Ued9W6aN7dRs7czAHnEw0ik2/oHUF676ad7H5Rm+/A8lpu2b7ohFGW616dQe7kUja8WElViY2Dq5sYc1qk+FMUlfVvV9HR6ObUy4pISLNywyNTeeqO7UgGgRsentJr3rln5vP2c1q92sSZmcTE6bVD/99R/4uUyklk0aJF7Ny5k8rKyl6RnYcffpjdu3fz9ttvs3Tp0j73TUhI6CVuioqKWL16NZMnT2by5MnccMMN3+Rb+NajCx8dHR2d7whx6Rbu2LaQPW/WkjE6jvFfuQsek27h3KensuEPh4nNtHL6nyYOat74ojgsyRZS/X7a/CIgkFoUw7A5kWlyoiFyoTr78gLefV7r7XPxXWMRBIGOvY0h0QOQEhWgzR+OEqgKNO/uGFD4dFSEIzT+riCCKKAEZXbf9AotJV48Hu3ufOO6as7deDXmxL5TsJSAwqrr1uKzaWItcXgC8/7WtxOcqqrUvr2X5i9KSJqWT/H1AzvGeZqduOrsWudEFWIKE0ib2XdUQpBEMk/9+v2I2neFTQcUv4ztUEufwueUP55KyuQMFL9C8bLB1z41rK1h/fc/BcD4qIkzV1xCVEZY6GZMS6PqMy3iYowxkDSy97H7w9XkpubLJtLGJ5E8KoHy1c2hbfW7OvHaA1gTBhYcRrPElrdrqD+qNbF9/NKN/L3pQqTjImavPrCXVx7YB8BHT5XyzP7zOe+HI1l89RBEUcBs7b0Muvevc5k4IxOvJ8hZy4bpaW46/1+4++67WbVqVa80tR5WrVoFQEdHR69tjzzyCBUVFSxfvrzPuSdNmsSkSZO48cYbueSSS06YLvddRhc+Ojo6Ot8h0ofHccavR/e7feK1RUy8dvBRBdDsmTtzUnDXNpJiUnCZTPxq80KssWHBsuvlKlY9UIKAFkk6++FxzPrhUM69dyyKopJZpNXupE7PRYoyIrsDIEDxRcNgowMqHaCCOd5IwcKBowYzbh3GRzdr6R7jr8gnOtWCu6YdT20HwWB4YS57ZdyNzv6FT1DBf1wNUtAT7HeR27TqCIf/oEVXOnbXE7R1MfzOM/s9xz33raNtewMAokVk3qvnY4wZeCHfsaOS5lWlJE8vJG3BiAHHBl1+gl3hdD9jgoXkKX2bEBisRoZ/b/yA8/VF/cqq0OOAw0/L1gYKzg9bmU/88WjM8SZsxxwMv6yYqNSBm8/24Gpy8+rMT/C2+xAkgfPfP40RZ2exrbsXVP6sFCzxJ3b2A3B1+DECJgQCjiByUEU6bmWzY0VYHDYc66LhWBf5oxKwRvc/v9EoseSqga+/zjfLSU91+5aze/duHnnkESZNmtRvLc7y5cupqKjoM2Lz5ptvAgxYx7Nw4UJ2797NM888w1133XVyTvy/EF346Ojo6HzHUFWVo5824rX7GXleDqbo3v/Vq6qKKquDridpafDR0F3fg1/uJRB2vVJFzysBZ5DcSVrEJv24VDiAqOw45r9zGS0bqkkYm87eF2sQK+tQVZBMAhevWEhszsAF71NvGELxaRl47X4yJ2rOaZasBMzp8Vi9bgIBAyCQOi2ThBG9U8t6MFgNTPrpeHb9cS+iQWTKz/uPgNn21EY8b1tfNqDw8ba6ARAEUP0KKAOn7nTuqmbvj98AoOH9vRReN4eiAaJKB36/lsaVxwCQrEbmvHoxltT+r5u3zU1XRRveBjtJk3OJzk0Y8HyUoIIih1efokkieXykmYUgCoy+tndPpxNRu64Jb7sm2lRZ5dj7NZz7+BTyZ6XgdwWZcHn+oKMsc5bmsflRLaooImCrdpF2nEvcpIVZHNmhmSBkFMaQWawJcJ8nyPM/2UnZtjZmLSvgwp+P7nXM8v0d7FrTwIS5GQyb9PVTHXV0BstDDz0EwKWXXtrvmL7S2wBsNhu7d+8GGDCSU1ysRZXffPNNXfjo6Ojo6JxcvDY/R9+rITrNQtFZ2X0u5ORuASF+DVvpwbD6VwdY/4fDAOTNKucHa0+NOH5biY2Plq2jq87FxJtHMOfBSSecc/Ftw3nhxh3Em4KMPzUFa1RknUjOpCTKVmrpSuZYA8lDNMGjKCqf/bmUw+uambwkhwXXDyEmP4GY/AQAOssOIivglQVMqhqqPzoRScWRgko0SNjd8QQCfkwmP0JMPPNePOeEDmyTfzaBUdeOQDKJmPqp5Qg6fXhbnGgV0lruWuLEgS2eh98wiW13fIEaVChYOhJresyA49s2lIUeCwI0vL9nQOHjKGsPjVW8gQHfZ9U7h9n9q9WYjT4EASSLgVmvXUlMUf+icP+ftlH5luZsZog2Mu+Fs4gtTECRFZq2t2KKNZIyRhO3/i4/jRvqiSuMI3Fk/3P2oASViFqzjCnJSAaRiVcWnHDfr2I4zptACapUrG+NED5X/WYCOcPjaW9ws/DKYkzd9U2f/q2U1f/UhGPNL/cydFoy404LRxqP7WvnxpkfEvQrSAaBJ9edy8hpg3NA1Pk/onLy7ay/5SVDb7/9NjBwxKY/3nrrLUBLZxuIoiIt0t8jkv5X0YWPjo6OzklGkRXeOmMVbd09bGbcO5YZ946NGFP6yhG2/mIbolFkzl9mU3hOwaDmlv1BmtZUIlkMpM8t6HPBe+idcHSiZlMbziYvsZnhNKStv9+PvUqrk9n1t8OMurL4hE08510/hHhfF6V/3galLlZf/D6LP7gQ0agtJBffPxpropGOShenXB925dr8ahWv37UHgL0fN+B3BZm+LJ+YRCNNnx0ka2iQrZ8JBGTNeMHjGfyKp/StKo59VEfO7DTG3zAUX2cAn0dLaxOdAUTD4Ir4rSkD2zCX/X0DLV+WASoGg0zu0gkU/3jRgPtkn17M2RuuJeDyE5M78LVVgjJBTzjlTlXBmjewgMhfOob9h9YAkHJKDtF5/R+j9KmdSIJMj/aVvUFa1lcMKHxatjaEHgddAUzx2jVaed0Gyj/Qeg7NfGAKY74/jM+WvI+jXKtnmvvUQvLPKuw1X9vRLjb/9Qh+u5/6jyoQAEESmPGr8Yy4rAhVVWk4aKezzIGrxkX+3HQyJg3s0Bf0y/hd4etmtEoUz4uMSkmSyMIre9dPOY5zBQTo+srzHavqCXY3xJWDKts+r9WFz/9HhG+5UDmZ9NTuQFi8rFq1it27d9Pe3s7UqVNZuHBhv9Gc8vLyQR0nKSn8e7LZbP+zdT668NHR0dE5ydirXCHRA3Ds47oI4aPICtt+tR3ZJyP7ZLbdt33Qwmfn7Z/R9GUlAEVXjmfsvfMitrs7fJjjwvULSUNiiEqNtOL9qmGSbfsxkoZPOmF6UcfmsKCylbZjO9JB0hhtMWgwSSy4q7f9cVNZV/dBwYDAm7fv5d179nP+RQZMR7UUpUnFVrYdzUBQ4F/nbCBnchIXPTOFxLz+U7dqNzTz6fc3A3D0vWoC7gDF14yn5C/bsFi8FJyZQ9Duwpg4cKQFIOgNsu+hLXQcaqPwwuEMuTzSAMDTaO9+JBIMiqSdMQHJcuIaFHOSFXPSieteqv61mcYP9mqfiwBJ0woZ9ZtzB9yn4JKxJI7PwNfuJmVqzoCfnSUtGk99Z8RrCWMHrqPKXlRAx36tN07ckERi8+PwdnhDogfg4PNHyJiYoIkeABUq3i3rJXzkgMLzi77EUefRzscgEW+VQVGxJJkRBIEP7tnPlw+XkG5UEQRNFF25ZiHZp/SfYrbilwfZ/lyldjffIBCTH83Wl6s4+/4xiF+5IdBW42LPZw0UTkrCGmtg3+eNoajT8JmpTDk3bDyhqipeZyBkTCEIMHH+wNdL59vP4cOHmTx5cp/b+rOI/v/B8dbToNlZL1q0KFTL89Zbb1FYWMjDDz/cZ31PRYXm2Hi8sOmL44VOR0eHLnx0dHR0dE4OcblRxOVH46h2AZAz+yu1EYKAaBZBWwdisAwuMhH0BEKiB6D+s7II4aOqKq+cvZ6GXdoiN210HFd9PC/C5erQK+VUfFoLqEgGhYwUGw3PfoLZ5Cdn2Yx+jy375IiUPMFsIDqvd7NRvytIzdoGTLZqotOszFxWxMq/H8Xd7kfsrgIKeBV2rrQxs7v/Zlq8RzsfBNztfo5+0cRHt+/h6nf6T/VqP9wjRlQkUWXr/XsQTSKnXF+Msn0dvr1tHPpRJWOfuw3JOrCpQOmz+yh7+ZA27+4mZI+P3DOHEJWlvb/8y6bQvrUKxS+TNDUPc4IB+66jxI4pRDQPLIBq39tP0xelJIzLovj6mX3WVDmPNAGEIjIF35uJOfnEjT3jhw8uApE5O5POPXUEAhJGC0z4/RkkTR64782omyeRMDwZT4ub3LOKEI0SxliB6Awrribti5s0PB5VVREMImpQi44kj+ktVFytvpDoAQgo2huVzBLZM7XfxprHjmAVw9dAlVUqVzYOKHxqd2jpfgrgD6o0HnbQ+GAJGSPjmHp5uLlrR4ObuyZ+iqvTjyBA0bRk6g5p3x8BuP212ZijwsuhD/5xmBcf3Kudo0HgVy/PZ/wcXfj8f+V/yNzAZrMBmjB55JFHuPHGGyPS1m644QaSkpK4+OKLKS8v5+GHHz5px/xfRBc+Ojo6OicZySRx6ecLOfBiOdFpVsZcG5lqI4gC8/42l233bUM0iMz606zBzWsxEDc8BccRrVg7cXxkzxK/K0j9jo6QyYCn3U98blTEmC0P7kOVITray4gh4XQm286KAYXPtjvXcPSLRjo9VswGhWa7ieQnKzjl+0XEpltCx//n9C8otO4hLdVBG5A4bwKPHr2QfZ808Py120J1HQnJYQFgKsxkmDWZqg1hm1aPLUB/qIpC9jA/GQU+mqqMiN1TKX6FI+83MbS7dY+/xY67vIHYMQX9zgXgaXL1zIzRKHPoj5sofXwbc1++gMSx6SRPy2fepz/E2+pEbm+j5KbHQFWxFmUy4rFbEI19/ynt2F3HoQc+B6B9WxWyx0fe0olE5UXemc04ayxtm46BClH5yUQXJOGpa8eSnXTiKNz2KppXlxI/OpPMc8f1Od5Z1oLZ3H09ZTDFnzgKJQgC2QsLIl6TjCLnvL2QPY8fwhRrZNgFeay56lNN9Agw/JrRjPnRhF5zxWZaGLIog2MrNYE35boiModGUbA4m8ShWope6pAY2kvsqN0RFgTIm5fea67jmXhZPhXrWnuVb9gbPBHPS9Y24+rULMtVFTrrte1C9y9FkSNn2L+puXu7VjfUl+W1zn8fI0eO/I9Gdvqjx57aZrNRXl7ep/HA0qVLmTRpEo888giXXnpphDD6d0RMX5bY/yvov2YdHR2db4DYnGhm/mJcv9vzFueStzj3a80pCAIznjmPilf3IZkNFF0VaVFsijaQPyeV6g1aitKws3rfpbYkmXE2ePB4zARkA0ZJqw5PmjF0wGM3rK3BHZBotGsixwB88YsDrP7NQa56ZzajzsmiZn0L7UfsnLLIQUdnDBUVGUgHnFxwvo9ZVxViiTaw7plyhLIKhkdp5xg/Poei206n/MyPSbAasXmMGM0ic27t3eSyh7qn3qXj862MLoLRiyew8WUx1BvIfFwQSjAZseSl9TNLmKFXjqb2s3KCDk9EHUzVWwdIHKstvk2JUZgSozj2289CuYKeikZcpTXEju3bHtzTYOt+pGIwKDS8tZ2G5dsZ+atzyDwrnPqYduoIpr30A9x1nZjiDOy75i/Ibh/xU4Yw4vdXIkh9RwSdx1rYc+uboKg0vLcX2e0nc8k4DFGRqY2pswpp/vIYoGKMtxA3yEgRgLOyg+YvjxE/OoOUU/JIHpXIwqe0SFzJ0/tRAkrompkTzX1GtARB4MoPZ1O+shlroom8mb2jOLMuyebT++04ZIg3w3kvziRvzsCf3fQbionLsfLBz/bScNSJIqukFMcw9cr8iHF+j4woCSGBc9r1Q1j93DFsTR7Ou3s0aV9xHpx7QQFr3uxOH8qwMmbGwAJM5yTzP2hu0MPFF1/c77YeO+rrr78+QsD9OylrJ0qL+y6jCx8dHR2db5CW3a04KrvIXZiNOd584h1OgCU1mlG3zexzmyAIXPHhHPa/Xo3RKjF2WX6vMYv/MYN1d+1E9isU/WwWxq4WLDmJJM0c2JY4Y1YO7k+qqLcpBGWRnhIKOaCy4bEjjDoni6ShsYgGkZa2GA4fzicY1P7EfHbTVq5Ys5jJF+YycmoMWy7aGppX9vjpqnWjBlUy4/2kx/kwGhT23PE5VmU+hRdECiBVVelYtT30XKwr4axXbmbvk6Wo7c0kKFV0OaKRJBlfh4mat/aSdfZorJn9F/8njEzm3PVX0Li2ip0/+yL0umPNFhpHS2QuWwBA+6ZSug43hq+30YA5s3+DgLS5Q4jKT8Rd3YEodq+8VKh9fXuE8AGIGZpGzNA0jj7wJrJbK7S37zxG16Fa4sYV9Dl/15HmkE22KMlUPrGC6mdXMfKBpSTPDAvZ3IvGIsUYOfrYWnytTrZf/wZTn7kUc9LA6XTuBgcbL3sVudt4YdKfzyXj1CEIgoCnzYMp0YwqdBeiC5A+vf90MINJYvjZWaHn/i4/VR9VYkkyk3t6Pl3lTlJM3ddIAeMgoywHP2mk4XBXyG/ve6+eQnxGOKK1+5N6nr1+GyoginDFI5M4+/YRXPTLMchBFUMfjorzLyrkyfXnUHmokxln5xGX9H//3er8d7N79+6TEiUpKioKuav1cLwImTJlSr/79thR7969O8KcYLAi5n85ve14dOGjo6Oj8w1R9nY5a2/ZAEBcYSwXrTkPw3G1BL52D5t++Bkd+5rJO3coU/5w6qD76rhrOnCWt5I4KQ/jcalL5lgjU2/oP1qSNi6Ji1csPu6VwTUznf7nU0mfcYQJjgC+6HjevWkXcneUJSFPS6dLGhLLpe/PZe9zaQQPhgWCu9UbemzNTiBuVCaOEm17+qJRZM7MJCY3BmdtF2aTNqcaVDnw+J5ewkcQBKyFWXiO1QFgKcik8PQcCk/PYffFv8dRL+D2melxYKt8egNV/9zEhL9cTPIpBf2+P2OMibxzhmGwGDhw77uYDV6iY9w0vf4lmcsW4KnvoPQXb4CqYjBKSFESBT+5AFNK/4LKGGdh1hvXYttfz8G730Z2a+lWrmNNlPz6XUbef0FEaprrWCOeiqbj3iwDmjMYUuIRoqNQnC4kSbtuii9IzQsbIoSPIAgE7R58rZqTn7OinfoPD1J07Sn9zg3Quac+JHpEUebgve9xLCWGnGvmsOVXO5E9QeKK4sk9o4CsuTlkzMgacD5VUTnwUjntJXbaNlfjrtRq0cb9ZALDL8jl8FvVqCqYk0xkTBncYs7nCmJAxSJCQIWALzJUUPJlOG0NBcxRUuiaG4z9pxGOnpHOaD3S8x9BAAR1cH2cvs6c/y67d+/u1xTh61JUVNTLhe34iM1A0ZvjBU5FRUUo3a1nn68jzL4qvv6XOLnNI3R0dHT+g6iKiqvBGdF48T9J+XthIwJHZRet+9sjth/91z7adzehyirV7x+laW31V6fok87dNWxd9hwH7n6PbVc8T8Dm6TWmbmMzu584jK2iq885VFXFZ/ehKAqdGw/S8tEWgl3ufo9psBoZevUYxv1oIlO/V8Q1789m6MJ0plxbyDl/mhAaV7w4k4veWsD0n40GQDSKzDzO0U4QBSb+/TJGP7CEiU8sI//qUzDFmVjyxXnM/8d8DNFhswBrWt+1KAX3Xkvy2bNIOXc2BT+/JvR64qxRmC1+BEFBENRQVEoNKjR8sK/f93Y8WQuLyB4nEhvnQhDAmJoAgK+xsztdRkBRRBSPTPlDb9P07qYB55PMBpKn5jPhr5diTo4KnVvr6hJc5S2hcYFOJ4d+9A88Na2Aimg2UHj7Eqy5fRf3H35yGxuv/QB7k0DUuKEIx1l3GxOieo0XviKo6zc042nt/b0B6Kpz0XrQRsL4TCSLAc1AQgFZxdvcRcU/1iN7tBRJR4Wd9FMyyZg5sOgB2PXkEb64ZTu7njxC9R4PsgKCoHLk2d2U/H4ts+8oxG810dYc5LnT1uLprssZiBnXFJBkgmgJEgxgO2hD9suh7RPPzgql4pmiJMacptXFqarKB/cd4OeFH/HURRtx23sfq6XaydsPHWDD65WoX7VC1PlmUU7yv/8DkyZN0ho+n4R/fVlPT5069f90fj2RoBNFdI4XRv+rjm6gR3x0dHS+I/jtPlZe9gmdh9qJK45n0RvnYE2LXADWfXKEmvcPEz88hRG3TkcyDf6/wIDDgyHajCAN7n6R7JcRj7ujbIwxkjAkMjqgKl/5izzIbvVNn5eEXLR8LV107KgifVHYSvrYh7V8dMV6ALY8dIBrdpxDTFb4Wvg6fXxxxee07W2jcIKXWEWzqW79aCujnrq135oSgK6yNjr2NpA7LZfrv5jf77g5949n1DmxtO+poNPZRWe9m8Rs7RwMUSYyTo+0jDbHmylcUow1xcr+x3ZhjDUx5Td9my2YUhLIufGCXq8X/Phc4sYXEejyoppjKbnvY9RuERxdeOLGmj0U//Jy6p9fAUD2988AIG5sHoZYM8Eubyi6AtD09iYyLjyxOUX82BySZxTS/Nl+7QVRwBgXFnbuymbUoNZrRxAVRNVD/TPvY4wykrRgQq/5yl/eH3rcvLWJ2U9cQO2rmzAlRjPkjjMixtoONHDkz6sxGIL4fEY8HjP1n7TR2biaJZ+eEzG25LUKVty4FVQYuayA2a9eTv1npdS+vDmUVhfxPRUgKs1K/YoyRKNIxvzCfn8jDdtaOX5HWRYxm/yoQfC2uql58wB+Rywg0HrYwaH36pjy/YHvTAftgVDPF1FQWfOzXWy8fz9LXpxJ8RlZjF6QwW+3nM7RzW1MODOLzKFac9Oj61v5+LfdTn5VLhS/wtwbihlzTpaWytcV4O6Zn2Fr0qKVzdVOLrxzNOIgf/86OoPleKOCioqKfqMxxwuX48f0pMf12Fr3R8/2EzU6/a6jCx8dHZ3vBFUfldN5SIuoOMrtlL91hDE/mhjabj/Sxq47NYet1k01GGJMDL9p2gnnVYIyh+55m/ZNx7BkJzL+r5djzUo44X6b7txMzWc1CIA1PYrTX12INcWC7PXjq2/D2Ryk/DVt4SVIAvkXDCdzft4J51VVNTJtQxSILoqMClSsqO8Zjez08dL4d8mansYZL87DkmSm7M2jtO3VnOGC7Z00+ZIxmQIkqi34Gjuw5PRd/G470Mjma99EDSpIFgOz37iSmMK+U5Jch8po+dMToKqY/BJ//PVU7tiyBEetB2OURM6kRFo+38PuJw+wd4NE2ik5XPHWTDJmZg0qeuBu8dC4voqEVD+J04YjWi0IkkTygrChhDHGRMOH+4kuTKHg2v4d676KtSCDIb+9NuI10Wxk0qu3UvvPL+j4ch+KV0sBM2cOvki46JbTkD1+vI12ci87BXNaXGhbzIgcBJMB1R9AlDTDADUgU//iij6FT0xBAp37tLS46Nx4UuaPIHVB7z5KALXL94A/gMkcpKY2jZgYD8OG1aJ21dK5YwSJU8PphDv/VhoqBD/8RhVzHpzIiB/PJjozmvKn1qMi0VSpfQPNiWam/W4WZc9so3Gldie74JIxjP/Nqb3OwdPmJdAVDJ9/ppWJ3x9KzXuH8bV1R55UNdQ7ByA+58Tuc7kzU7CmmPG0ebUInwp+R4B1v95H8Rna92jItBSGTIv8jXi7wq6BBqDk40ZKPm7kjF+M4twHx1JbYguJHlGFt391gI8fKuHGZ6cz45LetXM6J5H/MXODnrqfioqKAYVPT0SnqKgoImIzadIkEhISsNlsAzYm7Yk2XXrppSfz9P/r0G9d6OjofCcwJ0QWIJsSLRHP3fWOyOd1kc/7o2NbBe2bjgHgre+k7o1tg9qv7st67e69AN4WN/FFcfga2zn4gz9y+Md/o+r3z6O4tYWVKquMvHnyoKJJVc9vov79PSCoGGLNjH90KTHFqaiqir+lHcXnJ2++VpsgCCCJWr1M/cZm9j1dCnBcOplKU1MqnZ3xNDenYPNlYkpP7PfYzesquiNNKqrfx5YrX2T7da/hbe2dTte1fX/I/cxikkmztPLysi08OW8Nf5m6kvcuX0HlH98j0X2MWePKqFtfy8qf7+W5SZ/y9JiPOfZZQ685e3DUOPng1NfwL/87Hc88Q+Udv6V9Vy0dJe2oqoq7rJrWd1YRlWZg3MMXUHzTHERj/1Gstu31lL+yD3dD5PtQA0H8ze2hyJwxPpqiOy5g5GM3kDhrFMmnjqfo7qX9zvtVTInRjP7dUiY//wPSFo2J2CZFmRnz95uJGVsYkZYmRVu+Og0A0/58BnnnjyDnnGHMeOqcAW2vrdnxKIqAqkJsrIusrFYMBhmjUabyLx9FjI3PDxsemOKMoWa4uUsnMn/1T+hS05FlA4IAfpuPlIlpIdEDKnXv72f14meoXr4/Yt4vbtlG9epGBMASb+SKDacz5d6pzPjzqZiTLYgmiYZWC1EmGZOkEG8NYj/QghIceAUcnWbh+u2nM2JpHsJxPx9jVOR9XVeHjy8fP8q2V6tQZIXRizMYd44mjMTjbiXseUeLfuaNSSA5JwpUkBBQZRVPV5B/3bpzwPPR0fl3uPvuuwGtnqg/3nzzTYA++/gc3+y0P95+++2Isf+r6MJHR0fnO0HeWUWMumkcccUJDLt6FEMuGR6xPXVGLvEjtLu+ktVAwSVj+pqmF4aoyOaXUtTAzTB7yJmfHXqcNjUNQ5SBti92EuzUFteS4iU6trufiCRgiBq4EWYPbevLQoJKdnmx5iSgBoPUPPgk5T+6n2M330fBNBNL3pjHsAv7jiANvWQoQy8ditHS44WlIeYV99uTBsB8XP8ZUVRRvAE699RR/uzmiHGqooASrrOQFYHmzhjqtodTNfZ+Gm5AarX4OWdeCdEHV9JZ2kFHWRcffW8LqtL3bdrKT2pIiW3EYOgu6HfY2XHja3y8+D22/nQVFfc8TvOrn1Jxz+O4jlT1+34A6leUseGad9n/u/V8edEbuBscNK8qpW3dIY795Hcc+9Fvqfz5o8jusEGDKdFK+uKR5F2/EHNaQr9zexvtNH60D1dFa69tQYcbVZYjXosqSGP0Y9cx9P7vYS3KJHpEHgW3921vG5UVy+SHFjH1j6cTW9i/WAUovHY6+VdMxTqikOHnZyCZ+v/Tv/Bv0xh5WQGFp2dxwdvzegmIpDHhlEFrRhTW1CgSui2/RUkBVcHb7OTg71fjbXOFxraXdjcMFbSITI+bWuacHC7YcTWuvGKcXiOJUTJpcQHirQH2PbqHl4e/Svn7A6fwBHwKe9+sw+MXUFQwxBgZcXFeqNZPUVQeO3Utb966h39duY13796PwSTx44/m8mjzeaQUh8Ve8Wwt2mmJNvLIljO59tFJRMeHf/OGAa6dzklEPcn/vuXccMMNTJo0iYceeqjPWp3du3eze/duFi5cyNKlvW+2PPzwwxQVFfH000/3Of+qVauoqKjg4Ycf/p+u7wE91U1HR+c7giAKTLrnFCbd07dTlcFqZO4bl2I73Ep0XjzmxBOn0QDET8gj//uzafr0ALEjMsi7cnApU7P+NJO0aWnIXpmhl2gWwKbuQvkeYoamQ6eJkTdNwpLSuyC9LxIm59F1REtxsmTEY82Mx3WoDPeBowDIXS46Pl1L8c1XUHh6FqvNIsferyZjSgrjbxwBgGSWmPXoLMyln1FRlkMgoImu4ktG9HlMVVGo/esreLdtIz3XyrFjuSQawot2NaCgqipr79nDwZfLGTOlmUzLEW2bZORY7Hwuf30KH96ym44qbTGcWqy9X1FUQw1I46OdZGZ0UlufQtAroyoqgtg7kpEyJonmryxmPG4t4nfs7WomTO42NyBA7X1/xpSZRs6dN2DK6t0XpnFN2IDCb/Ow+5Y38dR2EJvgIC5Rc0HzVtbRtW0vCQum429sofLnf0LxeBHMJgof+inmnN42zp5GGzuueg7Z5UeQRCY8eQWSQUX2+Gj9aBu2LYcxpcYz7KHvYc2LTC2MGZ1PwU8uwJyTjmTt30pZdvux7a8BUSJhfC6Sue8/6ZLZwIg7wulnrav2Ufm3TxAMEoU/PjtibHS6lTOf7dsuHWDa72YTkxOL3+5j+PfHIJkkpv/9XCpe3UfjihI89d2CVlFRA+HvyPjrhrLunj0ADLsgD2tKOJIlCALpY+KpXNNMUAGDCJKoggJBV5Ctv9hG8fn91/p4bZoxQVAVUIMQsAX57LY9tBxycPbfp2Kr91C3z6YdC9j416PseLaC8x8dz4zrirlt7alsfLqc6CQTc34YTvtLyorivNtHkzciged/tBNBgOueOnF6rM7/HUE5ua5u/w2sXr2ayZMnM3nyZJYvXx6qxVm1ahUXX3wxS5cuZfny5f3uv3LlShYtWsSNN94YIYAqKiq4+OKLueGGG/psjvq/hi58dHR0vnPIviAI9DIvEE0SSeMzvtZcgiBQeN08Cq+b97X2k0wSI66MjDqlnD4Ff6uNrgMVJM4cQ9oFswdMUeqL4psXEJWXhL/dRea54xBNBgxxkZbHhniti6doEFn09GwWPT279/sSRZJmj0JVSnA6o0idXUz+OcV9HtNbVol3+zZEAeJiPUTHOnBL2Vj9bfj8BppaY4nf1Mqux7VUOpOrAbdi5mhpPsGAgSm/zGbEmVmkfxbDmocPY7QaWHzfaOSaUbR+uh3H5gOhYxUWNtNmS2TaHSMQpL6vTUzgGIXFmh22Khlpcgyjy6HdlY/KsGhiSVW7IxDgb2im7e1Pybr12l5zpUzLpvYjTaQZrCKeWi0qpSiRd/alWO0ad+04gOLpjv4EvNQ98GcsxfmkX38VhsSweUXH1gpkl7YgV2WFmqdX4DlaDYSFnr/VTtM7Gym8PWzUELB1cexnfyXQ2okhMZYhD9+KKb13HVHA5mbXtc/QVecFBMypMUx6/CKM0aZ+645UVcVb30HiKcPw3xZP67YGAmLfdtmKrOCocGA0qViz4xC7XeNMsSYm3BXpQmVOjmLkrTPImJ/Pzts+JGDzUPz9aVgzwzVMk388krz5GfjsAbJm9HaqW/S7cZiiDbSX2skcYqHm3aP4Hdr1k8wDR1myJiUy9tI8DrxZzfFfmYNv1nD236eSkGUhc1QcjSUODGipn15HgLd/tJvJl+eTmBPFuQ+M7Xf+iWdm83h5dr/bdXROBgkJCZSXl/PII49w8cUXh8wMpkyZwrPPPttnpOd4eqyy7777bhYtWhSK7NhsNpYvX87ChQu/6bfwX4EufHR0dL5TVL11kAO/X4cgCkx44DRyzo4UH/4OFxXPbiLo9lNwzXRiivq2C+4LVdEW0oN1dgNwlHXQsrWe1FOyiB+WTPY1p/caI3sDiGbDoESQaBDJPn9ixGuWwlwyrruYztVbsORmkXzBokGdW+Fdy0icdRBEkcRZo/sf+JX3qyJQfjSGoFu7ay9W1VF8flg0tbQkEvCZcdg1AbbxvkMoqWnE5USz7PlwRK61Mw136liczmPExLqRJJmEGDfTJh6h7fV29npamfi7xXyVrs3hOgtBDjDqzlMR32zC1+4ieOQw7c0JRMX5iDXaQ+Mce8tJrGzCWhgpfPMvGoUxxoT9SDuZpxWw/6dv42934XJEY43yYkmA5HMXYBlaSPva/WDtSYtSkQwKisuFe38JbW99QMaNV4fmjRuVBaIQckLz1zf3fWmjIiM69g17CbRq/W1km4PqB54iZtxQ0q44Fyk6HKVs33QUT5OLnj/jvlYn+37wFBarn/SL5pBz/VkR86qKQumv3qJjYym+YBStTdpnc+T5/Sx69yKSxoajTn6Hn4+XfEJnqQ1JkskbHWTGv5ZhTo8FRUE0GQk4fHQeaCJuWAqWVO2aJI7LYuHKG1CCSp/Rp9Sx4ZS8QJcf0SwhmboFVZSBRQ+GjSnqFmey+Z6tIMCsR/qPQIF2c+LS12Zw1p8n8Mb562ncpV2/rKmaABQlkdu/XMDWF6vY+Lej2OuOs/H+3wss/HfwX5Ce9k1x1113/Z8iM33VAOmE0YWPjo7OdwZVUTn48AaU7j4eBx/Z2Ev4HPrNJ7Rv0dKbOnfVMPuDmwYlZGzbjlD+8HJUf5C8H55F2tknTnmxHW5j9UXvoPhlRKPIqcsvInGMtsAMdNpBkDj4+zU0rTxKTHEyU564CGtG3Alm1fC3ObDvKidqSCbRxRkkLp5D4uI5g9q3B9FoIGn+hBOOsxQXkLhkER2frccVjCPnuvPofKmBxl3aHcmEohjyF6Qz+soiDr1agd0yiihrF3RqkREloPDShZuQVYElf57AnNuGs+o3B1ndbSeckZTNogXhYnhRVPAHJLY+3cDBNZ8y677xFJ0RvuNuGVKA53AZAILFApZYZv9tBMeeWEt1WRC/14TPY8aSbMLga0WRRXyNfqoeXc7IJ34c8d4EQSD7jKFkn6E1/Jzy9GWU3PUSSmcbJrMf1QdRY4ZRcsuTOGvd+P1GLGmFpI0SUGqPhuZRPJE9cWKHZzDhb5fRtv4oMSOyqH9rC0F7HQaDjKKoiEaR+ElDyLp8AQBqUMZd0YAY0yNutIhVoKmVziatRijzhktC81tzk3qtDUVRq2lpfm8jWVctRLSEa1Nc5c10bNQicn6PSkpKJypgt8XStrspQvhUfVpNZ6kNAFmWaK/0Uv7ESlz7y1ACQbIum0vpi+V4W1wYoo3MefVi4oZpNxAESUQa4PdU9Wk1e/60G+exVqKSDMx+6nTSZ2SH0hplv0zT7g4SRydzybYTG0coQYW2EjvxBTHEZli57IN5bHv8CKIkMP0n4d9+XJqFxXeOoHh6Mq9ctRWfM8h5f5qAyaovg3R0/pfQf/E6OjpfG9kv42lyEp0T12cNxn8KFRXRJCJ3r0ENfSxqXFXhJqK+5i5kTwBDTP91FD1UP/UJcpc2cfXfPyFl0STEE/QBalpXExJhqhxk/ZXLiRuaTNEcCffG9SBJOOoSgSic5W3su/N9MhYPJ/eSyf3Wa4AmevZf/wRBhwdEgZGPXEv8RK0GQvH7kb0BAl4Ra6plUFEk1/4juI9WEjtlDJaCnF7bBUEg9bLzSb3s/NBrRacXsvGBAyhBlVm/GIMoiZz59HROf3IaokGkdk09q65bS8AVoMNlQO7uxL7tuQrm3DacDY8eCV+njhjq6pPJyW4nEDBga0+gtT0Gj8+E54CNT67ZxE2VF4YK7ZOXnosUH0fdRwc5sgY8Kz9l7E8mkj01G6/XSJczChAI7BdJz4gJtZ0JOvpv0Bp0+mjdcAxrZjw5i3Po/LwKVYVA0Eznrlq8jQ78fq0uydviodnhISldRDIoSHGxJC05o9eciZMLiBuTw/plb+E44gGSSUzuxGr1ISgy8VOHYoi1Uv7mYfbcvx5R9ZGV307OBbNwl1YQrK0Lf+YtkV3ZfZ0+ZFm7HoJBJC7HiNhlA8AQH43wFZMKY0J0KAIVF+9EkjTZZLYEyZybGzFW/EoBvyQpuA9XIrt9ANS/shZvSyIgILt9bPvhOyRNyGL0PadiSYmmP5q2NbPye1/2nBFqe4C9v9+ExeTDWd5O9pLR7F3hp/WgHYNV4pJPTiV7et/W6gB+V5A3F6+keW8n5gQTy1acRnxhDDNvGx5RQ3Q8xXNSua/qXGp2drDv3Tr2vVfH+At6f+dVVaWl0kVcqhlr7OCMR3ROEipwsmt8/ocjSDqR6MJHR0fna+GqtbPh6nfxNDlJHJvG7H9dgCE6fGdZVVWqXtpBy4ZykqflU3zdjEGLI1VRCHS6MCZGI4hfzz1JVVV23f4pAbsXBIGorDgm/j4y5atzd01EdCfjjFGDEj1AxHsQJHFQKTIpUzO7+5KoSJKK4pOxHWzhWJ2DrFxAlklIsuN2WjFICs7SRo6VNuKu7mDUL8/sd177ngpN9ACCKlN+/8tYclPIOHsM9vfeQvX7OXYkn0DeDM54eQECmnOcIAqoikrps/to3tJA9sJ8Mkaq1D38DADt731BwR9+hjkns0/BpKqqJhAOOxGNImc/Nz00ztnkIeAKklispVDlnprNsvWn4diyh/fvb6C9RFs8ZozV6mASC6JoPqRZiksS7NkzlIMHC7EmmZl2aRxVr9nAp0UwAq4gQY8cEj6CQSJ+8Xw++WFFyPntyAslTPjp1cjRqeDUBE5XVwyJSTZMJhlBhKyr+04BVPxBdnz/ZVyVmige/rNTSTpTpPbTSpxNfjqe2oLR/FU3P5Gg30TQrzL0kZ9i7sM4AaBjTwOOI22h5x63lagoH6CiBAJ4O9xsv3cjqiwAFppqE0mpbkJurkdbrQkIBomks+ZGzNvw4X7tKygAskLBDafh2LIXxecn66pFEd9zVVao/sdniAQJqCZMYrifjjlKIbYwIfS8dU8rG+/YqF1nSSAhTWHY+UMI1lUTtLtC1797ZkRJwd/momlVGaJBZOLDkWYJx9N2oCO0nySqqIpE854uYmNcGI0qde8dxFmfCJiQPUE+uXoD2dNTmfPgROLyetciVa1qpHmvltbms/nZdN9u2rY3IvtkJvx4DKf8enKf59FS1sVfZ68m2P39uuqV6RhUFV9XgPGX52OKNfLYhevZ9WE91jgjd30ynyHTkvG7g1jjB+fqqPN/5GT38dHR6UYXPjo6Ol+LyjcO4mnS3K46D7TQ+GUlueeEU0pa1h3jyF/Xadt312HNiiP7nBNbRwccbkp+9hKuskaiitIZ/edrMMb3f/f4q3SVtdO4qrz77r5KTF4U1lgZVZYRJAnFH2T/ne8S7NLSr2KHpzP6/nMGnLOH2mdX4K3VFq+GuCgKbl0yoO1zDymTM5n30hKqPzhC3Qcl4Q1CuKeMKTUBo8MKzrD1r31/PQMRPTQLQRJRZVmzlfb4cB+tp66pgdhYP4IAQ4ZXs+qzLDb/bD3VHx3Dkmhh7tOLcNXa2fsHrRdR47paJlxqpKUhBUFQSMtqp/bnv8OUm0XWnTdjTA7XZPg7XBz4yXNEy0eQDDJ79wwl/aLFzP3NOA69UsEXN29FVWD4Rbn4m2wIXicTRm6CgJcFEwzEm2cQCFiYep52B//SFyez8lcHEa1mCqcnsu2hg4DEtNtHMunWMcTNquPT729G9spMuL4Ya3KkQBVEgfhiK5K9DrfTSnSxJjxiihJwN2vCxxhrJO3cUxBFlaxLZmPJ6rvo33msNSR6AFrWHmP8Hy/g8LN/Dh8vJp64fDOOsk6M0RJRFm3BLUVHYUyK7zVnD52rd9AjYAASJ+ZgVkT8TW00/OsznAerUeXw7WhVFVDamyEod++ikv/AbUQNLYiYN2ZIKm3rtf5SglHEkhVP2n1XhbbLXh+qL4AhPoauklo61h5EEMHeGk10rEB0tPY7sORGXpOjbxxD9mqrTlVWGX/ffIrPL8J5pJ5jj3yA4g2Qf+MicuwitR8epnN72BWvq7ydgchfnMOuR/YQsPs01za0Vk8ejxmj8fhonIokgbvJQ9n7NXg7fVz0Ue/C7NicSCdEe2k7sk+LsO59/CDjfzQaS1LvyE/1tvaQ6AHY8HAJ7d0ifM9LVZz2lwns+lD7DXocAd7+xT46S5w4W33M/WExlz05+Wubkujo6Hw70IWPjo7O18KcHGkDbU6KfO5t6hrweX+0rdyPq0xz6nJXNNPy+V6yL5k16PMyJVq7xYCC2eIjqn0Hx362DevQPIofugXZFwyJHkEAxRsYVCQq6HDTtHxDKF3KlBJLdHEKij+AaDpxCkzajBxSp2djSTRR/so+TGaZ5JQWEMBSnE/2rVczIj2FnT94BfsBrWln+qK+baV7iCpIY+SfvkfbF3voWLkj9Lp6XDqHLIugQNV7Wi2Mp9XDnoe3kzXreOtlleoNPvy2eKJjXUjdfXH8tQ3YPl1N6lXhGou6d/cSqxzBGqNdw2mnHKZ6jZPt+7/gwOEi1O515JF3aomJ8pOe1QYBbWz50Xw8jTLgYsvPNpCQ6qfpiTcYrQaIHzOC4juuJjWmk/JnNmJcu4XyEjPZN1/BxW9OYe89n+Bb28C+X7Yz7oEzQwtO1eth0pQ9KLZ2VATirtQK4Kf9fi677luPr83NsCuGkb9sIoIgaI1NyxtRVZWo4siIVlReEoY4C0GHdr7xY7KQrCbM6XH4mrUFcczwDMY/eimqrCB7vLS+9QVBexcp585HtPQfNbRv2k9SioDbFYXBpDD575dw5LYnQtsdO0oYfcPZlDx3GMkIQy/IxhofhXNnp9avyWjAnNk73avoulmIRon2DYeR66sou+vvZF5+GllXLsKx6zDVD7+M4vWTsmQOiaeGDSWiYzxYrF5MFi1tTWmswd/aiSlVE7kJQyNFXHxRHIo/gDU/lQn/vDn0ejKQdfoQPj/lb92fvUqg08n+21/Fsa+GlAUjGXbPuSE3OIDYvFgu3nA+VStq2PnLzaFonSXFgsEYRI2Ow9AYxGQG9bgWR111facoZk5OZvGT09j33DEEo4jB58HbqkVCDVEGJHP42F0tXkxREuYYI0PmpWGJN+K1B7QGw22+0Li67R0YRRFBCP+eHJVunK3amPVPlbPgx8PIHDm4WjydfxM9NU3nG0IXPjo6Ol+LoivG4ap10LGvkewzh5I6I7I+IGPxcKpe3Ymn3o45NYass0YNal4pJvLOrCFmcH12erCkRjP50TMpf2E3sUI1Qpe2EveU1eA6VE7shOHkLptC7Rs7QRQouHZw/XgEkwHRYkLx+hEEBaO7iuo7H8SQnEjub+7AmNJ3FCFiDkFg7N1zKFiURP3D/wi9bs5MwZShLWonPXkpLWvLMMZbSZycg6qqA95VjhtXQNy4AszpsTS+thbRKGA1a1GpIFaONYxm4h0TOfKPXaEFpmiUKDh/KGUvHcLX6cWaEY3fpqUfqepXjvWVAnXJakQWwqsRQVAxSAqBdieCtwvQRGBPMMvRGUMwKGIwyAR8YYGoKtD43jYUXwAA+/bDVP/+GYL7DjNkpA+DUQGfi5Ynn6ZZnY0Q0CyNGz4pofgHpxBTqDXQ9B0pRbFpEQZRkPF+9E/adnxGV42P6KYg5oCRpucOYQjayLxoBmX3PktXieaslrF0Nrk3hFMJDTFmpjx7BQ0f7MOSEU/OxRNBkckc2UWbtwvRKFJ89XgAvFUNyC4PGdcsCaWTBW0Ogp12zPnZvVI0o4dmoZbUYDbbiR6Ri2QyYM5KxlOl9WKSYq2M/el0Rt8xA9EgIhpEAu2dNAFBu4OU8xchxfSOfIpGiaLrZuH4fCWiSUtda3prLZmXn0bz61+geLXr1vbhBtIumE/+D8+k+cNtJOalgseOtywcqTn+nEd+bwQBZ4DWvW0UX1CE2trAjrv/jqqoFNxyFhlLpuI6Ws+x371BoNNJdLwJl037fI2GALYdWrPRls8PkDxzKKmnRboFRqVHMeqaEUQlmjj4jwNEZ0cz/aFZOOucfHzWR5hNYMaHmBBDZ10AUEktkPr9PQxdksuqew/gafMhigp54+IQVZXs+dkEfQrGaPjg9j2s/+tRTNESV781ixFnZHDHltM4uqaF3ClJ7H2+gp3PaeedOSGBvMlJ/PDFGax4/AgZQ2KR3Cr7arQIkCCAKUrqdR46Ojr/HejCR0dH52shmQ1MuG9+v9vNSdHMfvv7OCvaiS5IxGAdXE586sKxuI420LmtjISpQ0hdPP5rn1vWoiFkLRpC08uf0vK2trBEAGOKdjd72B0Lyb10CqLFiDl5cGl0ksVE8S+XUf/SagyqE6GjGoBgeyeOtVtIXtp/TcNXMWWkcPytZGNG+E6+ZDWRftpQmv76NJVPlWAuyifrZz8K9Y/pj+yrFpJ+7inU/vQOhO7bpNaUKM58/kYA4nMt7H9sN5ZUK1Pvm05sQTznrF2G/UgHCaNSOPi7L6n94DBupxU5bThGdx3m/BySzo20kU5I7sAe5UNVQVVFbG0JqN29bkZMctJmHoe/K0DBglQOPrEPn8+KZ8xlZBe2U+DYRGdHPIoskVHsJmFoJu3aOhNBUnHvOwxozUx7UP1+TCnhSIogiRjjwuLYkJkFogiKjGhQUD1OApVHMfglggFNjFtj3ATXvk7l6nfpaoijJ92s+b3N5Fx/RsRCOqYohWG3nxZ67j54GJorSMkCULG//jz292Lp2N+Bz2UGUSLvR+cRlR1L/R+fRg3KRI0dTu69N0cIiSH3XU7jm+u1azh3PI7DTVgyY5AkGRWBjAtmIJqN9OwRdHShygq5d10fvhZBGcXnQ4ru3eTWmBJPwOFDEFXMaQkIoogUEx4nGDXhnrl0JplLtaiYt6aJ6kdfI9BuJ/3ShRiTw1EeURKZcFv4t7fz4j+i+DRhVf2PFaSfM5naZ1fga9AEs9XoR83JQTJbSJ2SRssnu8Pn3etswySPiSdabMO9s4KKf0rkLpuMICokxDkxmYKoJjfGJAlRAPcBB13HOokb2vsmQ/M+G542H4KgoqoCftlI1zEbrUfLqFzdyFmvLWD9XzX3Pb9L5rN797Hyp3toP9rFuMvzmXVTMTkTJ5E1KRFfV5BJ1xYiigKzryxk9pWFAHTUuPA6AnRUu1l053CS8wefgqvzb6CbG+h8g+jCR0dH598m0OVFNBl6OZBJZgPxI9O/1lyCJFH447Mo/PGJx56I5CXzCNhcBFrbSVo8HUtOuPDcmp3wtedLmDachGnDce7cT8Oj4Y7YUuLXm8uclU727d/H9uUWzHlZJJ8fWWzv3L4H936tFshXUY199XqSzj+rr6kikGKsSLExKF1aWqGUpC0Qg94gQy8bwbArRgKaeUTzC8vp2rYH67BipLFXMuGBheSeNxLBIJI0KatvU4NAAMcH74SK6Q1pyWReegWVj69ANBsYes+ZJEwqCo2feMsolKCCMVqLBJhSk4hLexdZiiH71u9jSM9BDQTxN3eSNHcMrS9p3cgDASMmUatRilt8GpmLFqGqIt4mB4XXTosQq8b0DFJvvQPnxvUE9m8OvS6IKoIooyoicckOBEFFCSiIooKiaHfqjckxJ6zRMCT01DepSJKC0tEGtGGNNuHpitLSCP/6AYlZTtSgFl10HziCt7IOa3FeaB5TUiz5Pzybho8PsON7r4IKligviSlBQMW+YjVqRxMxs2ex/w+b6SptIj7JTtr4aIoevgtfbT0Nf/o7st1B3NwZpF1/ZejcFX+QgM9EwG8CAXLPnw9A9k0XUvfk2wQdLtIvXRTR/0dVFEyZKaRfdxn1H5fgdseGrKQjPnNVxX6kHVUMR+tEiwm+et0EmPXyVRgTYwg4PPjq27EfqCF13khS5vafsln2j624a7U+S1Wv7SHnvNGMWppBx3pNBBP0YLGYkYPa/y1SVN9ppRkTE4lLETEF3AgC+Nu1z1gUFQINHXx06jtkxhtptGs3YIKdAezdqXP7X6smOs1MYmEME64uwBxrRFVVKtY04Wz0MvzcbASjgDnGwO2rF0QcV5EVxK/Rz0tHR+fbgS58dHR0/i3K/raWqpe3IUWZGP/w+SRPL4zY7q5po+aF9QiSSP4P5mPJSBj03EogiCAIx7lHDZ7OXdXs+9k7yC4/WeeNJ35WZORI8Qeo/dcaXBXNpJ05iZT5JzZe6CFqwmiSLjgT1/4SokYNI37+9AHHq6pKwO7DGG8OLVZjT5lA7CkT+hz/VQvirz7vD8FgIO3HP8L+4UcIZjOJl1zMzt9uofT5g1jTopj/z8Ukj02l9M9rOPRMM6KUQX7NETqPPQc5oxn2w1MwJVgJdHmpenUXalAh//JJmJO6hYYgIBhNqN0+4aLJTOrCsaQtCjec7Fy7m+blqzEmx5P7o6WY0sJ352PmnUrMvFMjzrnwZ5fSWdFFV52b1Ksvou3Vt7uPpWLISCX58ksBmPToef2+b8vI0VhGjqbr4xScn38IBiPG4gkkGewElDhEuROCPoymAOZoDwGvGTEmmqEPXHPCa2rKySblB9/DsXYtSvWx0OuSIeyIhgoEffSk+SGJGBL7NjqoeX1n6K6z121BDooYzX7wunCs34590z469uegqiZaG1OJiq6h7c0PcW7egmzXzEQc67cQv2gelkJNWHWV1OKubOk+F5W6F1Zh31ZK7o1nUvzAjRHHb1u5h6Y3VqPYWgkGoLkhHTWoIhmCuD//EEH2kHTWXNIuPRNVVdlyywrqv6hEEM1kjMwgJlmh4GYtSpZ7wxkce/BNAjYnOVefhjFRi0oa46yMf+LqE6ZpAohG8SvPJRKGxtOxPvxawohkfF0w/PoJRGfH9jmPJcFEYiq4tfJA5C4vIGIyyoiC9hklWQJIuUlEZUaTlmNl74tVof23/EWLBpW8W8f3Vi9g61+OsPKuvdrxi6KpavTh7ZI59fZhLP3zRNoqnDy7ZAMtpV3MuL6Ii/+uGx2cfAT4aurtyZhTRwdd+Ojo6Pwb+NqcVL2kOYPJLj/lT2+MED6qqlJy9xt46rR0GE9tOxP+8YNBzd326Rbqnv0IwSCRf/ulJMwcvDABqHx+M7LLD6g0fribQGsb6WeOJ/10bZFe//pGGt7cBIB9Zxmq10fCjBEndJDz1jVT/dunCbTZiJ89kZRLlwzY+NRv87LlhvewH2ohcVwG0585H0OMdtdZEASCNhutaw7Ruq2JuNFZ5F9xCjFTJuBZMBvnzr1Yhw8h/rR5/c6vBIIIBim06LIUF2O5/TbtfZXbKP3nQQA8zW72/3kXc/+xkAPPlaMEDRCE2qos0jxNtK8L4K53MO2JJez9+ce0ba4CoG1rNTNfuVI7X4OB5B9cj+3ttwi6A9TvUqi9+FGG/Wop8eML6NhwgPLfvw2oGKpaqH/uQwrvvXbA63n0g1rev3wjqgJZU5OYNSKIEAygqtBRLlJ3+m8JijE0tmZQfPEIJt01sd8FZuw5FxM9/wwC7iD2kjbSTo9FCSiYlDbann4GZB+SQUaM8TP06V9iTBhcYXrsrJnEzppJ+wv/xL1Z+864HDH0uLTFpHqwRHvxeVRUwUTGrdf16fCmBBUM1nDEQrIaiBqRi9JUi+rTiuYF2YckKQSD2ndKkUVcmzcgO9xA+Ht2vJGCOSMh5O4nSTKy3YltaymBzi5GPxE2IvA1dlD5p7cxmnyIokrQayIhvkO7JoKK6vCiAm3LPyfulPEEiKL+C60GSFUUOpvMGPKyEGITUAIy5a8eoLXaRNLk8aScNRV/u5OSX7yJ80gjaaePY+id56CoChWPfYxtexnxU4opvuNcAi6Z9v2tJI1JYdgts3DV2HDX2ii4YhKxxcmYlk2ibXMljsPNpM4pZuKfzkM0ajc/VFUFRe3zNxedbsXdqEVxolIMTLprCqX/PICzUosoIcANn88nOjMaV6uXrnoPzQfseO1+gt0OdlXrWgj6ZQ4trwnNa6twEQhqE6x57Cin3TGclb8voanbAW7TP8qZelUBhTNTTvBN0vm6CLqdtc43hC58dHS+xQScfrytLmIKEr5ddxVFEcEghlJ8ju/jA4Cs4mnsDD311EY2X+wPNShT99xHqIEgaiBI/T8/+trCxxinpfUIgoJkUOncUU3njmoEv4u0c2fgC52XiiQqVP35XaQYCyP/ciPWvL57sQC0vbeGQJsNAMemXdR6u4ifMZH4BX2bJNS+X4L9kHY3vnN/E4f/9CUd60sRJIHCiwpRdn0EqoraEUfFulRESQCvE9mVQNYv7+nXelkJBKl46FXsWw8TNSSbIfdfizExfDdc9fsRPJ0cb6EsWQzdZUXdt8ABVRGwtWuLdMeRFlRFwba/MTSP/VATSlBBNGgLTev4CRiLR7D9vD+AogJdVD31OeP/cSPVT37SbY4gEPAbCTr7duHydPhYceNWWg7YtO9P9+KmYUcHgSWLMB9bib/LgNXYiTlRxNHhxeKDvY/5yJqdSWaEI10kAZ/Ilqtew9fmQgXkoETs0BRyhg3FW6YVFHW0xrP67NeJKUpi8h/PwJrRdxTheLoOViMMnU7KrLkcuecl/I7u73xSDPm3noXt9RexWiHxiiuImjy2zzkO//YTbPu0ZqTW7ERG3382CeNz6FyxlpYXtEiX2xdHUNYW+TFxTmIKYsHf0p2iByoiqVddgikznEJqyUhkxIOX0fjBdpy7DociSv42R+S1cbi1bd3bzRYfoqgZTfj9kb9dVZExp1iRLBKyV0aUVAJ2Lw0rK7CVtDLmjinUf6CJ6uY1ZRx7KobOtfvxtzsRBJXmT/aSsmAUgY4uWj7V6n1aV+zFnJ3Gtkcr8LZ7McWbOPPD85nw0NmgqkTnxqOqKnuePsaxPUai5GicnzYipW5mwi/n4Kq1s+3mj+iq7KRg6WjG/XpBRGre/MfnsOnebbgaXGSflsuwi/IpODWD9beux1HlIGdhHoYoI4qsYLRKXL1iPgBvX7mFA29oQqdgXhoGk0Tu9BQadmj/XwkmEbn7/zjJKGC0SqHfQw+C9C36f1lHR+eE6MJHR+dbSvvuBjbf8CFBV4C0WXnMfPrciLudSkDmyF/XYTvQQObiERRcMWXQcysBGX+HE3Na3NcWVLI3wL7blmuiRxSIHZbG8Lsia1Xa1pVgjLMS6NQWwFlLpw1qbhWt1kdFSycajF30Vxl626nI3gDu0koCDn/4nFZsJe3cGaSfO4X2dYdQ/b5QuYLs9NK+ai8531/cz6zH3WkXFCSDjHvfYdz7DuOvqSL1mst6jY+sSVBpW30oVCRe8eohCoZrK9GEFBtmiw/His/pqtc8fDu3HWXiSz/p8+62bUsJ9q1aHYT7WD0NL3yCv6wMxecj5by5yNveR3E6mHdlHjtXjyQqK55J90zDYDEw+Tez2fO7LRgsBpKGpWDvXozHCpXU3f9HMhaOp+59bVGbsWhYr0UeAt1NUBVACBXxq/Jxt2cFgYxLF6GqKkqXAzE6BkHSFvRb/3iIY59o7lhKSIhp9RgG2Y205BbEV/8OAkiSQnScG7q1WMB1XIrZV5D9Qfbe/RG+NlfPaSKKCl1l7chTshGjm5BdbnKK6xDEWmqP5XLkyQQmPNB3Q9MeGpdvoPaZFdo1Gl9IUDYBmuW1KElET59F1FQt3bHnPX4VJSjTtOJQ6LsWdHpIGJ9DoK0DY1oqub+5nb33fkZ7WQBUEC0isz64GVNKPPYVX9D51rtIkkLiJReQsHh+r/kTpw8jcfowav/5BY1vrAMBsi6PHBc9NIuEWaOwbz6IUQoiGgFZ6xPUZY/GaA5o7nvGVCyFOQiCwKxnzubIs3vo2FWH4te+l54mZ+g73EP7qv3djU2FbnGtqaseV7ke2vY2423Xrp3f7mfPb9bRvk0THSNumUr8pAJ2PHKA5AQnGFUURWD/06XUbGgnOVegq1wTI1VvHSRnyQiSJ2WFr8HwBJInpFO5+iAth49Q82Uzy9afxcjrx/LF99dhf7mCqtVNdDgMOOq9TLi2kHOfmcbpf5xA694ObBVOEjLNKEGFhX8YT3xeNF1NHgoXZ/LxgyV0NXs581ejiUk2c/qvRtF4wEbTIQczbyomf9qJXR11via6uYHON4gufHR0vqUce3EvQZdm+duyqYaOfU0Rf+yr39xN9Wu7ALAfaCR2eBrJU/L6nOt4PHUdHPjJC/hbu4gbl8foR69EMg9eYLRvq8JxuElbyKkqsYXx4HGiylraja/VwZEH3g01ZUyaPYz87/WfstWDqiha7xGPFwQBU1oiubcuPeF+X8WSHseExy6mfcN+Dt3zPqoqIooyccM0G+TY0XlMev0O2tcdoPbJj8L75QycrpJ2yWL8ze14y8rBG2426li/uU/hk3f+KGwHm2ndVE3qnHxsG8LCp0fQCIKKKKpEx7lR1So8pnSCfhNiVz0Nd9+KIAgkXvk9rOMnhebtSf3pwXPgEIpDMzVoefUzEtIdmuWuu4r5V5mwjJ+OJVeLbBQvG0XRpZrRAYpK+cOv4dm1E2uUD19FB+kz4hCH1YLBSMFlp/FVhKCbolkd4GjG7Usl+WYtfTHhzDm0vPo5AHY1H3NBDu2P/xFf6SGkpGSSbr6Tg08foXPFMZISoMNmRUAgM7MNFYHCgiZiMqdQt6uDWDVcPy/LEh0dcWTNSiNrVv9mGTXL99O+s47jtUePPbfYcJAhzz5A4y/vRO3Srn/e0Bra/H0LKW99G+UPvoGvqROOqzHr2ldJ/k/Oo+HlNahygLjEZpp+cxeJV16HecgwAvXVOJa/iBrwE7tkGebhY0KfdcyQVJzHWgGIG5GB52gl1fc/jhoIYkhNwh/MA7TPTVDBEB+LIIoknHUGMTO0HjyGxMRe53o8uT9YTNrZUxEMEqaUOBSfn2BbB8bMNARRZMivL8ffYsMQF4XrUDnVD/0LQZZJm5yI056LZDEy4ueLQzdC0mfmkD4zh6PP7ebgnzTziCFXjyf7zFE0ry6jbXMVCeOzUNuaj/+GkLFkAolTi5HdObStPkDXoVpiRuaQeNo4eOvL0MjOfQ2hx0ef3c34P2UDoHQveL1+I7Is0X6gA1+VH9Nxn21fNwQqP6sLPW4/ZKOr1k3ZO2HLbleDG4/TAIjsfaGSyTcMoXxFIx1Htd9OyVs1jLwwlxEX5jL9tnBD5ttOjfzeJWRHcdum3s1UdXR0/jvQhY+OzrcUS9pxNScCmJMjrWx9Lc4Bn/dH47vb8bdqf+wd+2vo3FJGyvzB9drRziucHmSy+PDv2cLRPVuImzqCol9/j6DDo+Xi99ywCw4uWdtT0YB9a8+dcRVLbioGiwE1EBx0kX8PwU479rdeJzXbSSBgImFSIZnfvzC03ZgQTcZ505EsRmybSogZW0DywgkDzmmIj6Hgl9fjbWim6o4Hu+8gqpgS+64NEk0SE34bXiC1rM3jyCMrQRQY9uOZCOVx+CuOonbZAG2xbzDKBP2QnGNHdQVQgc7XXogQPvHTRpJ69nQ6NuwnZmQ+tNfj7xY+oZuagopoUAhWleKsKkUwW7BMnd99HAFfRQUdb7yBucOGEO1BVUVAxbd/B3EJ2ixdH79H9MSJEe/JvfZjhK5mECDa2kLbC/9g95EMOp15dJT0uLoJVL+2hajSQ7idVmzVRurveZOqrZq4TogFn89A1uJiZl+ehWPtFsy5Q0i5aDHK7hba9huwmAIEAgaSr7mMYYENyC0N7L2ukvFPfR9jQhSqouB4+0U82zdgzC3Ar84GBGRZRBBUzFY/ZilIUqqN6LREzdLZbEDu6aUrCgy9YWqfn1vdv1biLtfCTMc3hDUmxZK6eBJpZ0yi8Wc3o/p9yC1ge/0F0n/1e+yvPkOwXrM6t73wOGkP/h1B0mqwxj92MdUvbcV96AhW9wEanipH1YpHCLZ2UHz+dEpeCCJ7A4y+ax6Bmipa3nkPjAaSl12KKTuLYGcH9vffRfX5iDv7XEy5vW9ymDM0ceRvbKbugceQ7V2YC3LJ+dVtiBYL5nRte9yUUYx47lcEOx1YCrJ69R46nmHXTSJrYRFKUCFuiBbdmPrkUmR/EEGAli8OcfSPn6LKCsU/WkjOpd1CLcbCmMd/gOz2IUVp5h7THwlSv7qGzNnZ1L69D0eZFsWJyowhb0EWRWfnUv1ZNcYoP4JRgu6bJy6ngbTZibiqbRRcMobEcb1FcM6cdNpLbADEF8USkx1F6oRkKj+pCX3m8nFRBFO0IfID1vl2oX80Ot8QuvDR0fmWMurW6QSdfroqbRRfMY6Y/ISI7bkXjafh0xL8HW5ih6WSNm/IoOY1xEcKKGNC794gAxE3MoORvzqTxo8PYHRWoXSXEzh2lOJraCOqKI2UBaNp+/IQotVE9mUzB3decdHhHjeCiu9oKRV3HcCUnU7h727rs4dJfzh37UPutGMwgsHoIWp4Xq9+OKqqkjRnFCmLJw063U9VFLrefg1LtBtFljClJ5N60w0n3k9WSJ07lLT5w457dQK+8mO0PvYIaiCAISubwuuvQg2A+52/oXZH+76KIInk3XI+ebecr73XfUeof/wVVJ+ftCvORmo/jP/YAXC2hfYJNtdFzNH27LMEW7UIhDHGjJCUTfTUibhXvoca0I4rmCMbysLxjS5VREkhXihj7Kgytq2ZCGRiMAYoHlqLUFKF22Hl4K5RqKpIplwP5ITmOfX3oxlxoyY8Us6dT3upjZYSF9H2XZDRETpG14p3MQRUZKx46jpoW3eYzPMm4z96CM+m1QAEKo6SNDqZ6AWHEFQf7e5xFHzvdJyfvo9oTiLpas1lTIlKR5FbQQDZnElMXkLfH5YSueKKGxqDeehwMpbOQTQZUAMBVEUOD5BlZJcL2W4LvaT6vKDI9ISgLOlxpI2z0Lyzu5+M00HIZUoQSD11DIu/d3pITNfc8bNQFK/1uefJvu+XdDz/HL4jpQD4KsrJ+sOfIgSLqih0vPcp7oOHUVUB2a7t76uqxbX7ILEzpxC0ddH4wgcEbU5SLziVmPHDUIMyre9+hq+mkYRTZxAzYWSvSxJTEHmtgrYuqh58Fm9FHbFTRzP9/VsRDRKGrzQhFgQBQ3T4taHLRjB0mWZxnTk7k0N/3oKqqIy+bTqSUeTsV+fhs/kxxRmpXlHNuh+uRQkojPj+GKY/MLCD4qwHJ5M0Ih5Pu4+RVxQjGUUm3joaY7SBzqN28hblsvHPR2kv62Laj4aROiqe6FuGUb2uhbotbYxcmsfQc7MHPIbO/0dOdqqbjk43uvDR0fmWYow1M/mh/msQovOTmPvR9XgaHETnJ/Wux+iH7Etn4G3sxHm4gdRFY4kbn/+1zy17yTiyl4yj6tE36PxSK2AWLSaMCVp/lOG/uYiCmxZiiLdiiDKfYDYNU1oi+XdcRuuHGyDoJtio3XX31zfTteMgCfMHVycERBSA9/U8aHNQ9/sn8dXUEzVmONl33ohoPnGj1UBjA96DB5AkkKQgprREzIWFA+5T984eyv6yGsliZPRvzyV5RhG2vTUc+cMnKL4g+Vd8D39FGUFTPEm56XjWfoTidOJ2xKAIFrIuuWDA+WPGD2fYs78F6BZwc1G6bHT+5R4URyeYzFgmzo7YR3GFU/UQIPfBewGw5KZif/8dxKgoEq+4utexohYsIVBbQbD2KILqC72ektGBNHQKKcoeYulAaQMVSasbCYgkpXVia0vE3RVNTIKTwgvDAnDvP0pZf/dOAOZf3kCqAUBFNAZJMFUQPxoajuXg7IzDnNbtxvaVO/Viy16iojQHr5y4PYjxy4i78hbM6TE0/O0VfFWVKC43ipwAqBiMNhzrN/Xpmpd9zUJcR2vxt9iJSXQSo9YTk52Df+3reN1dWGedhdcwFG99M6YYmcyFZ9Lwi1+Ax43Bon0GMWctRTBGfp8UfwBFFpBlCYMhiCE5FktBHgmnzcBSkBP6LNSgjOIMfz6yw4GqKASbm8Jz2WyaiYUlLCq6Nu+g471Pu69P92TdSN0udg3PvYtj8z4A3EcqGfHcb+j4bB1tb32mzbFjP8WP/QLTcY11j8e2dgfOvaXIHj/eirrufQ5hLtxKxrLT8DZ1UvXECoIuL7lXzyd+Yt+/DUd5B6JBZMaT4ea/AYcX2Rek9oUvaflsL9FDM7lw7QWIFgvRmSduGCoZRcZ8b1jEawIw7II8zClRCIJA4emRwiYq2cxVq3undOro6Hx30YWPjs5/Ab42J8Y4C6Ip8idrsJqILf56VqqSxciwn/ffG+XrkHHZIhAEFLeXtPPnhholCoKAJTPha8+XOH8iifMn0vHZepqefyf0ujH5680VNXo46TdchXPXPqwjhhI7K1I02VZtxFejFdm7Dx6ha9te4ueeWFhJcfFgMEBQS1MypPR97RWPj/rHX8VVcgxXCyi+WBRfkKOPrWbGjCKOPvwpnhotslH21y8xGT0IAjgPHCXJfJCu9nhcdi2lsPLZTYybdUovo4euXQdpfPoNUBQyrruYuOkT8Tc00/SPl5EdXSQtuRxLVgyGzHyk+HABtn3lF6jB7miSKJJ40UXaObtcWMeOI2pS2CRD7RYYPRExMSaOxJt/jdzRgu2xn0LAi6qC1zKMU59eQMuTx3Dt1fYVAINZIRCA6iP5FI8/Cgjk/vAqzKlhy+d9Tx/Rjq/CmtfTKRohMm7cIaJM3fVQAsSn2km57ELUuCRa97SSPG40DqWYGCpwOaKxij6iugOCLeVJtN30AgDxo1OQWsuQDEFESUGRVawxbgwmGcebL+I6XE3Wj66mq7SR2lc2IkWZKbhhAcN+fgZtTzwWStcMlG5HtWsRskB5KZ7qZFBFfF0STS99hOh3Ixkk/C6RhPPPI2bhub2+E4acAhy2BFQFBFEmXrBDjhe5oYKWv60haso0ar+00b6lnJiM8cQpexAkgfjTF9L84C+R7R302FpHz5mHaLHQ8NoaWj/ZjjUvjaRJkWLFMrwYNRgkdsYUokZpgiDQGnZaVH0BPLVt+OvCggpZwd/U2qfw6dp9mPrHX+v+XvR8whr17+4gY9lplP/xQ+y7NQe90rLXmfrunb2+twf/uImy57WbJaN/OpNh102m/PmtlPxlKyhgsXixRik4D9dT9cxaxj50ET67j92/24a70cnIH4wla35ur/P7Kp4WF+uv+oCuik6SJqQz519LMMac+OYGQNOuNhq3tVKwKIvEob3tyVVVxdcVxBxr+Ha5bX5XUDn5fXz01DmdbnTho6PzLUaVFfbf8wEta45iTLAy6YlLiBuRETHGvr+Gutc2Y0yIpuDGU/utOekL2e1DMEqIX7OGBqDli32UP/I+qqyQc9U8YsZE3t0NOlzUPfcp/jY76RfOIX7K8H5m6k38vGn4m1rxVNQRN2MC0WOHnXgnwN/povKJL/C3O8m5bAZZt9/Ua4zrSC2empaI10TL4BZEUmwsqbfcSteqL5CSkki48OI+x3Wu3EzX9v0AWKPAG2XE67aGonJKIJwqpcpqqP+lp7YThgr4veEoWaDNga/JhjVPW4w2vfUlbSu2IdvtGEUXggCNT79J7CkTaHnhLbxlWkF38/NvUfyPPyDFhL8PbRuPsOuePcjBYjJym8ien0HMggXY3n4d5+rPwWQlULAYv9dA6nDwb/kIRImEK6/HMnYSPruf3X8rIeAKMv6K+zHajyBH5zBnwhi8RyvwN4TtsKOnjOeUX5zH+js3s29TFxt3FTH9x0MZNiVcrwSQODQOW3kX/oCIisThfdm0tiRxzvlfhIVHwIq9wcru2z8EYMTVw7HtK8LTmAoIJKW3M2FxGfi9dLZkAlpdmb2kjbhEkY62ZERJJjGlE4MpfO1d27bgv2IpB+98nUCnFmXxd7gY84eLsYwcja/0EGJ8PKJJIrSXHEAUVRRZRZRkAjYZsGCy+jAYZYw54dqbYJebptdWIru8+D1CyL4bVcBljyW4rxGlcj+CCN4DB+g4loPfY6GjTUUYN4G4BBv+w3sJNjYgiKCqCjGnnU7C0mW4yuppeHFV6DtiiDMSVKJQfEHMKVFk/uQ6DPGR/YpSzl9A7Z9fBlnB6zaz4/o3GHnrVBB2a45yViOWghxq3i/h2D93Yc2IYfz9pxGVFYe3uiFiLlmREFDw+4wEu00g/O1d4e0uH7InECF8lKDCsRf3hJ6XPb+bwqUjOPK3zaBovw2v14zFqjku1q2qYfRvFXY/uJXyt7Q0weatjVy49XIsyVa+iqqqVL55iMY1lSgBha4KTeh17G2m7rNjFF7cfy2jqqoEnEGadrXx/vmrQYUtv93L5ZvOIaE4XNfodwV57bwNVK5tIXNSIld9Mpfo1N5poTo6Ot9OdOGjo/Mtxn6wgZY12h/8gM1D1YvbGPdQOFoju/0cuvM1ZLdmHSt7fIy8f3BOaHX//JTmdzcgxVgo/uVVxI4tOvFOx1H74pfdNsYq9a9+iedoFWlLppM4U1tc1D7zMR1rtEWO81AlRXdeQuyEYUgxvRcsx+M6eISGR59F8XhJOGM+yWed2BGuh4q/rqB19SEAHAdqGfHLs+lYuRNLbjLZ152DfethKn73GqBiTbRiijdiKS7AkNJ3ak8Pis9P25sf4W9sIeG0WaT+5I6BxwciHcOMcRaE5ESG3306AENuW0TpAx+h+IMkTsrCtVf7jJNOnUzC/LNw/fMT7FqdPNaiDCzZWsTGVVZHw4srwhMbjJjMAcIWwuH0M2QFNRBECchUvLQTT52dzn31BAPaQrSxJgN1o5eyD3+LJcpNfLIFt8uKfddBQCWmthxR6hYQy1/CMnYSq27eQvnHtRgMQRq/kFjy2fnEpsfia2yl8r6nUPwyUre4K92TzezTq5k99X1mTQjgG3UR2VdORG6uwfnWn1EdHVjmL2XhE4vYeN9u9rwQbhzpckfRVp+OJcpNwG8l5aor2Pmz0tD20pePMOW2YZQ9txcA86jJJN57D7Lbg/HGF5DrtQWvJSuR9oYo3DZtYR5MKMaqbkMStN+Lz20m4HCHRA+At64DwWAg5dafIXd2IMXG4TuwDcfrf8fbZcQZKCagBhG7Xdh6EOJSSbpoIdbx40Ov1Tz+NvbNmj24auypUVORJBVVFfHaQRKiiYnXjm80BfB5zEiSjL2kAzuQklVHXHL3MQQw5eUhCEIvu2hvWSWKVwFEvB0BEHvba8fPGI/3OoHD93+IyewnKamJzk9XYzL7UFUBES/2Lzex99dloKg4Kzo4+NBaolMknGUtGIJxWAwOpGgLCYsWUfWvzSAIDL1Vs4HPuWIuZX94FxSVjAum0b5iC63vr8OUkUzB3VdiSk/CmhGLu14rDIzOicNT04aAdt49KAoEAiY626JRggquurBxi+JX8LR6+hQ+zRtr2PubtdpVVuD4qJQxtv+UW39XgI8vWUPj1hYsqdZQdCDokald10hCcSxHPqpn/2vVKLJK5Vrtxknj7k52PlvBvHsHbw6jM0j0BqY63xC68NHROY7WHQ3seXAzgiQw6dezSZ4QWRuiBGTqPi4l6AqQc+4ITPHf7J0+0Rz5EzXGR/6xDzjcIdED4K3vZDD4W2w0v7MeALnLQ8MrKxn+8I1f69yM8dH4GjoRRAVJVLHvKse+6xgj/nA1cZNH4G+xdY9UERUf1Y+8jCEpjmGP3YYxMa7fedvf+UyztEbF/vka5PYW4mZPI+aUE/cp8rWEGzeqAT+VD78JKth3lRNsakQ19aStCHg6JYypcdi3Hsa+9TBZtywj8dRT+j6ntz+l81PNite17zDZP/0enl07kGKiiL/oYiRz5KIqcfFMnLsO4jlaTczEkYz42fdCNUSBxnrUne8ydL6XuHMvxDJ6LF0HqlEDMnETChEkkaGnzMKxswx/RxeJs0eHesQoHl/EcQSTESnWRMb1lyAIAimXLqHhsWdR3B6SzluMITGe0r+sp+KFHdo1OW6lbjIH8LRrcQyvKwqvK4rj80GOL6PpKaJv3tuO2RQgL6cNUVDZdOEzDLkoG9XRieLXevsEA0ZaGpNobqrl40srmDxHICY+iKX0XZDPw/35SyjNNXhcFhyvvU3272aQN9RHZZwLm0OLThXlHSM23oHLHo2YO5SUM04h/h/teNu0PjCxebGMvXMGmaMVpAOvYzAdxF+aTOmTBwi2NpM3rhZzVBDLvIvY+vsmQLtuXeWd1HflEBvdgRyUiDv9DKLzU0g7YxwtK7QIXfbFWsqjIAgYkjTFYZk0GzF7KAdu+EfoM7CkxEGwk57FdfKyC4idNTni8/HWHGf17HeTc/Xp2HeV4zlSHb7OGFEVCErxRKUa8biCCMct2F2OaJInJqEGg1hGjSFqqtYwN2Z0PtbcJK05sKCgOI9zdZRl7Txje0d/Y4ZlIRlkMvI0S/quTgVLQri7qd/mjjB4cB6qwe7oFoZCFON/cxaJM0diTIwjc+lsreeSVftupy4ahzUvkfaVOzBEqzS9ool0z7E6Gl9eQcGdVzD972dz+G/bEI0io26fiTU9iqShJjqOaeIrdW4xRz7qRAkqjL99EgargWFXjqBpSwOoEJUoEJXWt4hxVdvDTwRIGJWC3+YjOj+B6K8YNBxP6evHaNyqiRlPi4dQfymjSNb0NFoO2njjoo2g9jaCM0X33b9J5//IyU5109HpRhc+OjrdqKrKlp+swtOs/ZHfesdqzl5zecSYAw+to/rNAwDUfXiYOW8uG1SOt6uqnaOPrkT2BCj+4VwSJ5/YUMDX2sW+n70LaN3Bk6YVUHzTnIgxrWsOIUWbkF1+EASyLxnY+SiEJIIohBY4knVwBgTHM+Tu86l8/FO8ZZXI7h4HMoGOFZuJmzyC9Atm4yqtQVD84eaNHQ4c20pIPqP/85SieuqEVESDinvvAdx7D5DS0UnCmQM3nMxeNoOuw/WoQYX48Tn4jmr1BoKooNbuwZKTisnqxe+xIJkl/PXN9Cz4Oldt7Vf4+JvDDmkoMu3PPh2q8/GV7ifj/ocjvgeG2GgKf397n1bcna/8k0Blufb4X38n4bwlKAe3YygYBuQDIoIgEDdlKMgygiG8f8zoQhJmj8W28QDG1ASGPvADLLlpgOYkJh9eS/I4E+ZJi4iard2Fd5Qel9anqFiz45HdATJnF2Jbvz/i3NTQYkPA5h1KalYzgiQRv+z7AIxcVkTF85sRRe2ayV6Zps8OEBPnCc3hdlqpr08nEDDg8ZrZvHIai5euRVFE1ty5i3G5XlqrMzi8fRQg0KBuRnS1c8r0EjpsMcTEucjI7EAQIDreha87grTg7/PY9YddOI+1kDcjGn+LA0vlu8iuJhQX2F55CmdJITmj64hP1RbA6o6XyFp8IzXvatGixNQOhk08SltdMu3uMUz8kVbYPvwXS8heOg0pykRUXnLovchtTTg/fgXV50UavwjFc1yURYXcW5bgaZOxFuURM7H3Xf+UM6dT/6zWKyphxmhyrz2NrGVzOPLzf+EqqcGYGEPB/dfT+tJbBMprMdBB9rhEWqpiCDo0gWVNkEm69nqMmZGF+YIoYrTIyBZNDKp+EC1GVH+AxEXTMaWF67oUnx/76g0oPh/xp86h6Opx+DdqNW4BvxGPy4LZ6sPvt5B9/iLya3dS/eYBJLMIbjuhpYIKxuzs0I0LKeorBg6BIDUPv0igzdarDojuJrfxw1KY/sTZuCrb6Cqpxxidz+R/3UDn9mNYshKJHZHN+Af9KAGZrkO1HLjnXVQFUpM6URQRg0Gm4f19FH6/t1tk1uJijj63G0+TE3OihdG3z2D9TauwVTXRsOk9Fr97HsnjwtFdRVZYc8sWjrxZEb6uAoy/fhimeBOFZ+aQPCqBkndrI2pEUkfE4XUEKJiXypQbinudh46OzrcXXfjo6BxHoMvX5+MeWjeG79TaDrXgt3kxJw6cugVQ8ttPcBzUcuT33/0ec1b8GNEw8J3C5pWl+Jq7NNGgqCROysWUYKV15T5qnluJIEm46+yhxWrWRVNJWzz2hOcie/2U3/+Clk8iiliLMsm54ZwT7vdVovJTGf2na2h87Qtq/7UWEBBFmejhWpPVhBmjGfvCz2lfuY3mV8PpWebuhXp/pF5zEYrPj7+mCtXjDr1uX/nlCYVPytwRTHvnNgJ2D5aMOA5c9huCHoG4FBuWKC901JKcKyEPO5uEeZNoevSvGCUXqipgTOr/c0xYPAfX7oPaXff8TGiv6t6iotoasD/zWyyT52GZMj9iv776Dymu4+7M+124PnoJgEBlKVJ8EtZZZxBsqMLxwiMo9g4ss88i5lzNYU2QRIruuZKg04NkNUc0cnSveRffds3i2V13DClKQi7bStE4gc5dInLASNzwVGa9egWiUUL2+Dmi+OjcWoba3WtJEGDE/RciGCQSpxRFLGxVWWbC3AqS7XYqvwx/d02mIKgqxuREgnYngZgsgsHwdo/LQsCYzIb3h1BXVU5deiYZafH0LIrrV9cxZrGNKEsnyRmdWvF/SH9JZF+vpXZGZ0WTkWWneU8JnV/AgQNlDD0lLEQkyYMxKRqDMVzDIwhQNK2DOKOI3OUkNqilFKbktOOp6aT+8VcRTAZSLzmD2BGZvT6rrrf+QaCyx0L6KAZjOsGACVCJi63Dv+ZfJN/1D8ToOBSnDdfyvyK31mKedgbW+UtJO28OMWOLkZ0eYkZrNXCSxcSIh6+l7eU3Ue0tCM4Wgh3hSEWwvZNh106gqzMek1Ul46IZSNF91+3FTR+Lr06LKlmH5FJw/02ovgDGpMiIavNzr+DcojnnOXfsJevOm2nYvwnF4SA+1YU/ZRKeoED2FXMxJcYx/tenMvLWGRy96xmc5R66HDGgCiRMzCZ+TFav81AVha4dh/A1tRFoC0fBDPHRBJ0eTGlJZFy+ODS+c1cNu295E1VWMCZGMf3175N66pjQdlOcCWd5KwfufkeLsiggSSKSpH22osV43LFVqj6uwNPsovD8IZz24WVsuvlzmjY1sPWudcge7QaFGlSoX1VN8rhUmna2cviloygyEaLHECVRvCSf2Q9ORjKHv8NFp6WTWBxDZ7kTg0VkydNTyJs1cHqszv8BVUA92XbWegRJpxtd+OjodCMIAuPunM6e320CtMdfJXVWHtVvaTn78aPTMCUMLtUt0BlewAedPtSAHNEVvi8sWZFuQtaseGSPn/I/va/tj5bGr8jaPKo8uKRox45SPOX12uJSVYgdmY8lKwVPVRPVf3sb2eUl6+rTSZx1YhHlraqj6/MVxMQHUDCReOokks8L28Mak2JJv+Q0pCgzrkOVxM8YS8zogWuJTGkp5P7yx7j2H6Lxj090v6piTEsecL/Q/kkxmJK0nj0j/3ITLS8tR3LYwds9QJHJuOAUxIQkTEY3qFp0SfI09ztn9JjhFD1+P4G2Dsx52TTc8zNkhxvJFMBk9ROsOISz4hBiQgqmIeEFnGvnHjre+QAxykrq967ClJNF3DkX0vnis6DIWMdPJHhke2i83NkOgPuL5Sg27bF340fgs2OeMBfjEK1+xNBHnZTisB33TMX7yd8R1AAmYMaPpuPOXULKjAJN9HS2Y3/176SaW8j71Zm0V1hxHmkkbfFYUk8d3ec18G7+GM8Xr5JiBsal4pQmYPXsJybehTuQR/Gff4ohNhrFL9O+aDltR7QoUMG5BRwJjqeuSnNva29OJGN0OnQ0d78XEwbCKYqCCLIxHktaLPEXXYK1ONz/x3GwNnw+jTb8OacjtLyMKCrUHM4l57rTca7wYg3uRjIoBA3pBNZ+QHRP5KFbJ6oqRFk92NdpKYD+hlbyf/1DmpZvwFPVRPLCScRPGdbtpNZ9XoqfqDgXlvhWLNE+jOYABMC3dz14HMit9QTL96EqYHvvPZyHm4g/93yiisLn30PXik/xbV+rXY+jh4mdfjqdKzYAYDT78a97n4ybfop1bLheSPV5cX78KsHGGizTT8M6ZS7pl5+BMTmezs/WISh+PIfLiZ0yBtntoeWV9wk0tZJ4+ly8pcdC8/hr6kCWyXnw13Rt24uUmkbshBHh75E/gOz2Y0qIJm5cPr6aJhIS7RiSEhj35KV92uY3v/QR7R9p78cYYybgDCAIAqlL5pB20QIQhYiIaPPK0tD/V4FONx3bqsg8K/J7567p6P5tKgiSijk7Edkjkzgxj5wLJ4TG7X9sN/v/qrnEHX3pMJN/OY2mTY2AgKfZzfFRp9QpGbhbPXx0wRcEPXKvqNToa4cx+3fhlNqy1c20lDoYc0EON+1cTM3mNlJHxBGfN3gDGR0dnW8XuvDR0TmOoVePJf+CYQgIGGN7O32NvXc+iWMzCDj95C4ZOWgr08LrZ3P4Aa27ecG1M0I58QOROm8oQ29bQNvGCpJPKSB90Uhkjy9C4EhWE4pTxpQSS9ZFfadpfRVjclyfz2uefA/3EW1hWfWnN4mbPBzpBG5njo07UH1+JANI+IgeUYhojLSvFQSB1HPnkDBzHA0vfEznlztJu/i0AQWQ4vPRuXw5ohQEVcBcmE/qD64Z1PsD6PhyLx1f7iVqWA45v7gd76G9tDz5FB67BVNWKsQm4txdEm6YCiBJeCtqEKOsfdr5GhLjMSRqYjTzV/fR+eJTqLYa8HhDY+TWeugWPorPT8vT/0T1a2mAbS++StYv7iRqynQso8ejBgMIBgnbE/XILfUI0XFYTlnQfbDu/5oFBdGg4N+zFv+edfw/9v4ysI7zXNuGj4HFKGawZZmZYo4TxxBsoGFsGyqkkDLuptzsFJO0DbVpG2ZynMR2TDEzypYFFuNaWowD34+R17Iiu+1+dvf77Pd7df7SGs3cQ/fMXOcF5+W+52fIlWNJdfXS/dTLqLEEBdddgnP6BGwLV5E6uhs9ESOu5GLWsypckjJA8YW1md/9f34c2usAiL71d/JXXUXZZUuQi4Yb6Zlz68mKD+SX9lJoX4csGOeeP2kGssuBrigEX3meOYuO4ZtTi/P8pVRdXE33Hh8HHqtHS+tYvGZm/+wCTj13kKQ/ztg7ZxDftwv2vgmAKKuYbf3k3fUl1LZjpI4EME1aiCCIFFw4kda/GLVp7snlhBPFnFw7x+h/o4m4OiLUPvw9okcbQYkjNu8guWNt5rgFTz6oaaxzlqM+uS2zPNnRQ88rW+h8+n0ABrYcZtITX8G+7EoirzwBuo48eiZCewt6WkK2GPdULCwn/u6fDSfC4LsgEbaTjltJ7T1A4kQDZb/8JbEj9UT2HMI2YQzuxXNR+s9IndR13HMmkDq8Cz3iQ5INp0by+DFsU6ahdLWSbmtEaW8mvm0tug7JkydJnWrFedElhHfsJ9VppDO2/+avjHvqJ/S98DbB9cb5xeoa8Z4/i/BHO4x5qQm0/OgPOJevpPl360HTKVpUgN2roLtL6Xz3JGo4Ts6SKcTCJpKWMnKmFDD6vhUIokjTYxuJ1HdTtHIKRSsMshLcmlVq05NJyj97LebiPJzTx571HemeWAyn1epFAde44VHg3LnVWAtsaMEAggBSOszcF76A7BpK+js2ZclwuCVEwpd9HgUBKq8Yja3AQeF5JaR8Eer+2IKaUDhNeDTd+Kt0YSGzvpJ1Wux+upmXPm04Jdb/7BhfP3YxY1YMjwqO4H8IIxGaEfwPYYT4jGAEH4P5H6j/iCaJyqvP7hH/Ryi5ZDL5C2vQ0iqWfOe/tI0gCFTdPJeqm7P9ZWSHlap7VtL65Foku4Xa712LrTwfU64T0fSvFdk6J1ZT8dkr8W/Yh31sBYVXGXVDZxbO64qCrqjnGiIDS8VQQ8BSVnyONaHt0VcI7zGM7diJViY+/QNEi+ms68aP1ZHu6EAQAXTMlWWYCv5xvyI1nqTnlU0k2noZ2HwEEAjuOoHksJK3bAYBXzFaIkW8Pkr88w9iFXuQTQaJlPLzUSUvLd95EICiz1yPd/niYftIHD9OZPMm5KIi8j7/TVR/DwMPfw8lnEawWjHVTs+sqysK+hnqbtoZBCkdTNDwwLPEW/sovOwCSm6chFxQgmAxIoj2VTcSOd4NkW6s8unUOB2lrR65cixdj71A7Jjhxe/49Z+pffKnyOWjyfnOH0i0dbLxkneZcUGagvI+dB3M5w1NZQzXdeBygaoKBP1eIi+uxbX2NaxXfgn3ovlD1j3dy8cycynJ/ZsQ0IlFrXjsISJ+J6Ks4vQZEtrR7duIbDREILx04//bcQLu6yk9fxa37biE7n1+Ks4vwlVqx/2NWez//no23vsheTOKqcypxpk+gSBpCOhEn/0xRI2ol++1tyj67i+p/NT5uCaVo4Ti5C0aR6wzRMMftqKlVARZpHDxaARBQHK7SHWnsU5eSHL3BlAVdE0g0R4l994vIwlpXNM6CR88BUDuykVEms6I+KkaybZ+POddiHn8DFDSSLmF2Fa1Etq8i3R4AOfESoTwKVL9racvFILdjXpmOVgkQvTAETp/8xcAghu2I5pNOJdeQHz/XvRUClNVFdZx43HMm0d841sGF0fEsfh8Uk11BB/7MWgaujAocKFIaIpM5MO1xA/uR41mSbqeTKOlFRRf4IyD0HAvXUj8VCfJU+3omoDW3UfXsxuwWmMIoobY0UmiAwJ9HahxCyZzitju3Qz0e1EVE/GeKKO/JNP+4i5a/7oVAP/2RuxVech2iURfPBPAFqwWet/aSt7yObhmnF3CvuTyKehA6GgXRcvH46wpQIkmSXQHiXVHiZ4KUHxRLXmzyujfYJyLEogSPNRC3sLxQ8YqPb8c3wGjx5KzwsWoq2oJ1fs59cZJcqcUMPuBRVi8Vg789CManjaat+blm+jvswACKUUkrYgs++MibPnZCP7Rt4waKFnQsQQivLz8fZb+YjaVFw595+m6zsn3ugm0RJl4dTnOwhFp6xGM4H8zRojPCEbwMWhplWMPbWbgQCclK8ZS8+nZw7yW0VM+/Lta8M4ox1X7j2tWTuPjimz/FST7ggiSiDnXRem1Cyi5+jwQhIza1n8VBZfNp+CyoQZu6e2raP7lc2jJNCU3LTtrOtXH4V5yHlo8Qfx4E87zpmMbd+4ozpnNE9VoHDWWOCfxMRUUDInGmAr/eT592x/fwL/eSHlBZFAOVSDZ4SPZ5Rsi/6uEosgFWWJnHl3DwIcHM78H1mzMEB9d1+lfd4jQwUa0wx9iMQ8W8msaniuuQNFyUVN+SKmE3n2H3Ns+g67rBN54K3MKgsVMzjVX0P/BXqLH20h0B4g1Gj1vel7fTs7SqbjKrSQPbiW+4wM0yc1AXRKT1YHFHjGCCSYLprEzjOsXzsova8kUekoBsxlUjcjqN5l9/nH6O/JoPDSK/EXjmTl5qCS4z1+JxRSi8cgYoiGDiJfXtuF++fUhxKfnvYM0/nYNgiwx9ttX0FE3mlhUouF4FROnNRALGP1NKnKKqQK0WDRzzVRFwuvxEX/xd/R2fZLCG64gd5wRMdMVhbovP0zdWsOIjHa1IK+cSOIkJBMWaiY0U+rMNtYUAm00fPNhci9ZQoocChaMR7KZcNXks/DF2/HvbiVnZjmumnwGthyk+RfPDc4DiZIVi9Hrt6IpEiAQXf0Cen8LZh1clcXkf/5+bDWVWPY1MLDlELqiYSnLxzl1sCbHnZM5jlRrJ4E1GwEIbjtM2adXkAhbEUQds1fEde8vEPceYuDFlwCw1NaSDkTQNUjEraiqRNdLm6l96IuU/PxBlP5+zBWVhoBF1TRiuQFs7jiFN1+FqbiUyJtrjVo8AE0F2YSe5c+ovn48Fyyht9VI7RJlhWRzCzkXn0/00HH0VBr75LHYxo7COXMqiSYjCijazHhMLYiO1BCVMlHQsDriuLwG2bbYE3Q0lYMG/o37iNSfweqARGeAVFc3yZiIbpYQRN2Yi6FeOv+yGseEahwTqrPXr9dPrKED56RRlF0xlbIrpgIQPtHN/i88ixpJoqoiibiZhid3Mf4zE2HD0dMHx9Ff76ToUJCx987NvJOnfWUW9hInJ545gY5Iy/utzPrhQmb9cOGQY+1Y25ydT0qaKXdPY+cfmkgrMP0zNcPS12rOL+ToGx3kWFWssk7gRJB3b9vMnSevQbZlTaedj5zk3a8YEa+tvzrOFw6twmQbMa3+2xiRsx7B/xBGns4R/K9EqDnEtm9tIxVMMePrM6hYNrRTt67rdH7YSqQ1TOWlo7EV2s8x0n8dp54/yKnnDgAQPNaLZ0IhBQuyKmzR5n523vpXtKSCIInMfvLmsxb8fhy6rtP5/BYGdp7EO7uGspuX/EvEpe2vG2h7eiMIMOqLl1Jy5dyMvDFAorOf9idXoyXSlN66HOeEf64YdxpqNIauashuJ54545n6/A/Q0yqS/R+rvCXa+mh7/F20VJqyO1aQs2rpsHON7D+OMhDGPW8KksNGwVVLafvdi6Dr5CybjSnHddaxAczlZRR+9h7CH23FXFGBZ9XKf3ousYZsapfhNTcMvLyVs7FVF2GtLiFxyiAb0sdOT3a7kdxO1JBh8JmKstGlvg8O0PjL1wd/5VBYkcZkVkh3dqAGg6gD2TqQ1ClDrS3Z2ERo7YeZ5c7zZhPvU2h+6FUScQuaJmK2iMjyYJ3D8f0k5CjRF3+dKex35HmI+jz0N5dQsGoK7kuvQPAUEtq+DyWQLYbPu/xCUqcaSNQdQwuFSB47giRCUVk/noUzGPXlT6D52knvfg3MNszzb6Dmq9dw5Ed2oqEsGfR352ItzFrB6VMnaPjF62iqMUcbf/Me7spqwge6QRcypAegb3+SKsCxYCHhjZuJnAqRThoX2eqIEV2zjoLrL88Yq6munkHp8az3vG2PQrirGoCu1kKuuGMtVnuMVMxMfMCJrB9l4M91nDgyBqmonOVvXINsM+GszsVZnVUw6/rL6XulI5Ki54MGRKmIdFrEnRdG9ncjDs4RMemj67WdFKxUcc8cw6QnvkqivQ/nlFFIVjO6qtL9xPNEdh3EPmEMkueMaK2m4n93I1rEePdI42cj5xbjXl6MpXYsaiiEbcIElGCYjqfeRVWNcw8f76bnhQ+I7D6E5LJTes91xHui1H3j2czQjgsSBPZtR+kyIWkCoqgjSCKee79LbNdOopuMuSUXFiPneDFZjfsoCBA/Ukf+TddQ8+iPUAIhLOXFCKJI/jUrkZwOUt19WIvdBF59KbMNJhOk07hKNbS0CIOBSos1jcmSRrYI+F98DVUzI1ry0ZIK9lH55MwdRd/qbsyW9CDJFzizZkYJZ2sbY40dNHzzEfRUGsntoPahL9L6/B78OxoRJAk1YkScJUlDkjSS/TE0ew6exdNIdPrp3RtA6Q0QOL4DV20eZptAvDNA4YXj8R0N0LvPeA43fW4zBTMKcFdl52fLxm566pO4B7mNc5SXhT+ew+xvziAVSuOuGF6zs+iLtTjyzez63m5SfuPYUuE0SkIdQnzqBiNDAAPNUXoOBymf+6/VI47gH2Ak1W0E/0MYIT4j+F+JrV/fStdWw0jdcPcGbjx8IyZ7NjpQ//RR9j5g5LDXPXGQy9Zdh2w/e/TgTCQH4hz5+SbinSFG3zaD0hW1w9fxRf/hb9/2ZrTkoFKQqtG/peFfIj7+LcdofdLotB4+3IKlJIeCi6b9w200RaX970ZNA7pO2+NriB5pomDVTHzvbSXR0o2mQLLHMIQbmzqo/so1OKfW/lOJ6sDGnXQ99jxoOgU3XEr+VSsQTTKcRYns42h68CVi9cYHv+GBZyi/bQnBLXtxTBhF0S2X0f/GBnqeWQ2A751NVD9wLyanxJif3o3kdmGpKDrruEowhP/FV1FDYbyXrqT4y1/8p8dyGnkXzaLjKWOfzsmjKL55BbbKQkxew1gd+9DnCe+rx1yUA2oa37Mvogd7sI0bi/eKy7HPmYfvzQ+Q7Hbyb7g8M27kWNsZexFIJ02YrBqORYuRcnIx19SSajwJgH328DorQTDU2KL17cRjVtIpo25KUSTcnjDugiAWl0J0+/YhDTFl8+AcM3tQqpby4TVvkwokyC0cIDfXmJOW8iLcc8bS89B/0tVaRCJqpaDUiXvQY19Q2IRkFYn/9bvoISMdSA90kX/1D1j01j2sv+APKFEj8iWZoPiOTxL/8EXUvnaUvm7gTIeCRs0PbsX94utUdx/m1EdO9EEVc8coF31PP0z/7l7Cwmzsya2ZrZJxKwoWlEiC3rV1yDYVV//zTFxaR/7obj56axFmlwmcFsAw4DVNIlx9K4mDryBoOrJZBVQQZNyeCF0NA/j29VC08Cw1SfEgYDbk0Adlt9EhFbfS1ZqDpTSMVWtGSUmE+j3ovVs4vnY/tQ/cinf+BCwlWRIV3nmA0EajNiay9zD2mZNRBxXrRElBCway53kqq/hoqa7O/G3Kz8Wz+Dz61pwWsdDxvbkOBlNJW77/ELZ5Q9MqWx96DiVoRBZdk+ZRusiDefJczKPGY6oeh6V2ImowgG32eajhGKJJRh+UV7dPmWDMH7cT2Z0laoIkkTvYDDjd3U3g9Vcy0aScq6/CMno0ptJSAm++Q+h94z0lOhzUfn4e/ldWIwggSylGXzcK18L5OMeVIFlkiMeGzFvRbkWLJXBOG4NrxtjM8sCW/Zl6NzUUpe3J9+l414jCfFxkQNcFJLuZIz/daLxrBQFdy76Xetcew7fhmHGtntlJIrcWUdQwySqKKhLvjQ0hPiffbMMXsJFKiThsaeSYRMf6VspXVGP1DK1j7NnXj+/oAFXLy5h5czVOK3xwzza0tMbM+yZgzRn6Xh11fiHNG4waK0ehhYIJ5+5RNoIRjOD/PkaIzwj+VyIxkM3nUGIKakIdQnw6PswaGbHOKAN1fgpmnd2YPhPH/nMLHasNdamBQz3kri/FWpD19sXaA/TvbMn0uHFPKKT4wjGZ/+u6jppUjG/0oE3Vufow3unl5M3/x2plqd7gP/x9NgiSiCnHQao/jChqkFbxbzrMwNZjyFL8DINDRBB09GiYUz99Gkt5IbW//hKS9dzkp+/F1YO9NXT6X3oHpbMT94ULiRysJ7L7EPaJYyi6/aohfWROI+0PZ/5WQ2G6Hjf6DcXqWtBjYWKN2d4xiZZOWr/7C1R/AASB0q9/FqHy7LVAvr89T3SPka6WqG+g6J5biO/8CLmoBPeV1w2JdH0cRVcvwTGhCiUUxT1zLOlT9QSf+DmCJOO65jbMVTV4F2SLl+0PfHPI9taaKsruv2vYuLlLJtGzei9oOrLbRukXb8c2phJToTHf8r/4NRKHDiA6nFjGG71cLDWjca9YRnjDZkxlpXgvvwRLR5Dm545kB9ZFSsd2YCt1YZ29FOVIE4lD72OyKOgaWOevxFk5HsfkMez68gckfYb33Nflwe0aMGSbdUg1NtB5qoSOUwb59vXmMm3eERw5EQQ9TO+6QzgHSQ+A1nsKgGRrDzmuHmKCDVHUKL2oBnP4EIkNRiRA1wXKxnroaixDEHTG3HcBsl3AEX6XEztGoaeNB8A7ZzSVoz9C8LXgGA0d9R3EhGKkwZwsVZHIv+N6DtzzJJHmMCVjW3FOaiEVN2MyK6x6QCH35k/T8OopNn7RIEwlk3UqF7tIzPoSwad+mzl22ZwmFHAgmiVco7xnnQcF84tQ2vejxM0MtGbTUAVBR09r2JbfSPC157HSTmG1UdcT9rkJ7DqBd/6EIWPp6tA6t9jxNnTdiICpqoxOItNs1D59+tBtdR21w6jDKrrhQiIn2og3deFdMInE/qwYgBaNYwodxVMYQpZTxEI2lKCRlgcQbfDh/NWXzjgPAdvMOZnfkstN+QPfJHbwKNba0djGG86cZN0hoh+uRvTk4L7yJkSnG11RSPsGULq7yf/UHSTq6zFXVuJaujQTfc699mpkrxdlYADX0iWoSZWB197NpJ06J43CMzUbgXdOHUPvq0YESpBFxvzkbuQcF6Y8z5AUYduooX2I0omhHn3ZKWMfXYytqhDJ40ZXdU4+Pth4V9ORnRaUSArn6FzUQPb9k+gKUXFZDsHtJxAE4xi1yFBnVdn8AvY/dhJZAkkSiLWH2PK5dVy5/SYa32mj4dVTFM7Kp3BWPu/fbjiabIVWbtx2ORUXlLDg53NxlVqpvXQ40V7ynYm4y20ETsWYfms1Ftc/d8CN4J9AB/7tctb/3uFG8P9ejBCfEfyvxIz7Z7DxcxvRUhpTPjcFa+7QgtHiBWV0bzEiDpY8K96xOWcbZhgSfdkPoq5qJP2xIcSn7jdbCNX1Gi9JAWb/+lJkR9Yj2PX2IZr+uGnISzTVG+bof7zN4ve/eE6VNyUUI7CnAUES0VUNc4Gb/OVnj/ak/BFOPvg2iXY/pdeex7gHbqD1yXXEG9vQYoPNChXVqGPJ9ptEEPQMEUq29xKrO3XO4mIAyelA8QUQRR1R1Ahv20145z6UhHHyybYuzGVF5K5aMmzbkhsvoPXRt0DT8U6vJHbMiHiIkkrqwGYsHg8pk4KalpE9NoP0AOg6vlfXMPDBFuzjx5Bz6YVD0v3SZ6pdpeIMPPWo8feRg6RaGim4/3vnPB8gk+an6zrBpx9BixgyycFn/oRj1jTSTUcwT5yD9fyrM/dKVxVQNQTz2RXsvLNqmPrYZ4me7MI7uwbZrBB960liIT+2JVdinjxvWKRHEATybrqe3BuuI7CnkdAJHzlzxzDq3qU0PGLIFufMqaLwuzci55cgmMy4F+aS7vsM0f27sE2dTN51n8gco2g6IyVSBNEiI9otFN52FeZ8F7FYthGprotIrgT2wijH3xAY6FrH5GUl5OQbEVR52mDaoKYjy2omOiTbzKiDpGhwJLyT3Hhr+7CefzXWudNRuxuI9QqkE5bMXDM5QAhlHRF5pT5O7pqAwxlH08HXn8Myb4xI86CxqgtE/E4OfTgTTZWwHk0x/6o0424cQ+FMLwNP/IxcZwOJ10Caey2aJhqkH7DnRphwUQ9RsQylpwtKsxFbrecE6qnduCfY0DQ/Skoi2u8mFbOiKhKppBlrjkjyzcdxj6lG6mnMbOvICSNNHZ4i6jpvBuEd+4juPYK1dhSJ7qzsNrqAsyyF5cLPIDkc2GfNGrJtYs1fSG5/BwDLwk8w8ZEvoSsqgizR9YQV/3vbQACrM47m9+PyGGNbHXGiASeJwRQ618wxnAtaOGCMX1mOpTJrlGvRCANP/gYUI8KiKwp4SwmuWYeeThrzShQpvO8L2KdOHTKmIMt4Ll4xZFnld+4htOMg9nGj8Cw25J4jB44R27YZc2kRo37wKaIn2rAU5iCYJMz53mHH6l0yHS2ZInq0Cc/8KciFhfRsbAINRFGj6IIaxn7nmsz6gaM9nHxyD2jGe23Gz5bjHJWLo9JLy992ENhvRGJNOXYsudYM6QHo3niKkguyjqjx11YhiAJH/nMbqZ7w4DXRaN/Yweav7gSgc1sP+dOyKWrx3gStG7pY9/2jDDQaz8gnnp7HlJuqh5yXKArMvOMfO71GMIIR/O/BCPH5N6OpqYnly5ezdu1aRo8eeRn+n6L60mpuOnITakLFVjC8yH7CPdOwlTiItIQYdXXtWaWnz4Yxn56Fb28nWlKh+KIa3GOHKoWpgylsp406TRnqJhrY2zrk/6ehJZUMWTob2p/ZSHD3yUwhce33P4mlwHPWdVue+JCBbUajxcZfrWbWs19g0q/voH/tfpr+8xXQQbIImX15Fkyh9M4r6H9rM/1vGt5KQZawlJ5dEECNp2j783riqVzkQhEp2YseG8zFV1UEQcwc5+mal4+j8LLzyFkwEU1REVCp/+xP0FUBuzeCJKgQ6sVVbEWevQLXrHF0/uJhUI2+GfH6UwBE9x5BcjnwLM0W03tXLaf38b+ApmEdX4PWWjf4Hx3lVB0Dj/0c2/xlWKfOHX5Qg4gebSC08yBpv0KGy8T6SWx+A4B4ewNSUSXmCXNIHjtA4G+PoqeSOC+9Fueyy886pqOmGEeNEaWKPP9r0seMtKXIC7/BefWnUY5vQcyvxHLBbQimLElvevg9ul411s1fNpnx/3EN+eePJ+WL4plaTqK5k/of/JZ0IELpLSsovGoF+iWLSWx4kdhLv8Iy71LkqglM+ub57P/2+6T8McZ+bh6VV00k0dyGFothKimj9iur2PWdHaCDa0wOZV/7NvVPHmSgy5ivRz4cy+z/uJqc2WOQSg0yHDjQRjopI5sUNE3EMqoSy6QxpOt2g6YiF1fhuvcXCKZs1FAsqMZa5kXcp2b6R9mqSxHtk9E6jGiWr7uYZMJiNL0cRPxUOzZ3lHjIQU9zCbGYK7N9oj9Fx1/fperOlbg9ISR3tueM0nyYiN9BYW0XkqxiciTJS50ksFPm5PcPM/HRL2OrKkLrayT54pcMAYBByGaVyrn1CHM+h1a2kL6nnkTobkRP6CTrjmEvz4GYURciihryydfRl04f4rwQzSbKv34vuqqiRwfwv/Y2PW8bJNNVNIDN7sdSYkHXJAZ++w2UmIZ11lJcyy8huSvbtDe56z1sq25HGJQ+K7nrOiyOOLGPNiA5nYj5RaR7jWMREMgp9hENJEE2Meob1591Tsa2vEv07b8b8/PSm7Gfn1Xu06LhDOkBSDU3k+7dgyyCbgY1LYGmEdm2bRjxAdDTabREAsllpIs5p0/AOT0bDet+Yyvxt/6CJOkk9oNj8RLSbVECb9ahpiUKb7mcwmuWDRlTEAQ8i2cQ6IDe/UEqrx3FrMduo/35j7CV51Jx+1LjvDoC9L26jvRAmMlfnU28XyNvdjlF54/KjFV9x3yshS7inQFKLp2CqoBoltBSxv3Pn102bN/jP1mFO19kyz0foCZVyldWozG0xtLizkZrJIuEposZ0gNw7KXWYcRnBP9DGKnxGcH/EEaIz78BTU1N7Nu3jxdffJFXXnnl//bh/D+KcHuU/X+oQ7bKZ81/Bgg2hVBTKjnjvP9y3xsAs8sM56h/F0SBUVcOr8/5ZyiYX8mKDZ8hFYjjqBx+PGM/O5/Q8V6Svhijbp6Js3poJKng/Fq61xgqQ5LNZEj9alD7lWUI4rnPTY0axbGnd6enzy1Zo0QSQ38Pbpu/fAaOCRU0/+QvpDoGpXclgcovXovksFF6+6XIbgfJth5yL5qLuSj340MD0Pb0h3S9ut04Hklk3Devov/p5ww5XrNR0I1uFPh7l80/6xhgNCc9jdE/vhv/a6uhLwqDxoeeSmCfOhHHxNGUffs+wlt2osaThLdn03xO9x85Def8uVjH1aJFY0h5OfR8+4vo6TSirCLJGukTh0jXH0b+xn8iFw01bgASpzpo+dGjg7ULNpy5GmaHgmXcRJTjOzPraSHDyAy//Tx6IgboRN99AX2gG+ucpZiqhs+tVF8A//rdKEd92PTBe6mnSa55BNBRmw8gmKxYLrgts01g407KatuRJBX/3jC6chWOqjwcVYZnuf2p1SQ7feg6tD32DpLbhTW0jfQeo/dM+sRenLd8HUvjVhZ8swJ51g0IokTgvfX0P2u8a2xTJlDx9fvwzhhNpCVI4bwyZLsJx/gwrBkk6pKMfcYCpNIcdFUluXsdUvt+BEkjETMcC2pPG/IVV+P+8sNovm7k6glDSM/pcVK5F5FXtpZowAWagLPchmXpT1CPbyAVE6i+9wJi/7mF438/CQi4RnkouGQR9p436Kt3IZp0ju0Yh1nKOhWUvR/QO7CTwm/+AOy5GUJC4Tg8y9yIXc9jdhjPQTw0WHek6cSbuwzi035wCOnB5oF4EMFTgWncHOSCQsLJE6TFbKpkPOrFog8gSsazqJw6hjbQi5Q7PGVWj/QT/8sXsCWjlE03o6tgshrEIrJxDVpHCwmfhqbIJNteJ75/DxbJAqrhSJEKjGhMYMNO+l/7ADnXS+nnbsR79fXEG07R+9RzKAkzsjmNbFIw2VN4PBruO76AaDbhe2ctqYPbcNZ4cFx8C6Inn9gHL2fSz6IfvDyE+Ih5hejeCtJdPYiyjtmdC72GNLgwGB3WdQFz+fDUrfiJenoffhg9Hse5cAF5n/rUsPdk7+ub8Zqz9y926BhKXwCLDXQL+FZvyhCfZFc/uqJhrSjk8A/fp/sDI9W4Z0MDC1+8jQk/uTEzTueGFlp+9iQulxGZV/YcI++mKxGjPcQaLdhrjHROQRQouWxog+Ulz17Dicf2Em4N03+on5KLRhNv6af1mR3IHhuj7lpC4bwSZv7kfCSTwKhPjCYdTpM73ov/eABLjplFv5hD/8EB+o74qbm8ElelE7NLJhU27mPZeSOiBf/PQPj3p7qdyys5gv/PYYT4/DcQCAQYNWoUubm5zJw5k+uvv/7/U8RH13XeuPpDBk4YtSr9Rwe44sULhqxz8NEj7HxgDwCT75nIgh+f21N/JlKhJCf+cpj+PV2kw0mKFpQz5f65w7qGJ/qj9G4+hWtMHjlTz91D5kyYPVbMnrP3WvBOKmbZ+3ehpVQk2/Bc7cILxzPzsZuJnOylYMkYzHlO0HVE8z9+lEqvW0hwbwOpvhA5iybgPktazWmU37yI4IEWlGCMgoum4ByXVb6yledjcppJZ1Lcsi9zQZYounYZ/wzJrqystK5qSIWlVD34ffpeeIvwzoMZT1vxnZ/ElHfuFEJd1/G9uYHIwRM4Z4yn7LtfJfrRJvqefgYlKZNOmWn72nOM/9r5OCePoeCO6+h58nmQRARNQbBacS8ePh/k3BzINfZb8M0fEnzhL2j+DogFT++YwLbD5F81nPjEG1uz8r+Aae4KCm+5Aj0eZqClgWhrGsHqwFFieK8Fs2HYC4Ppfomd60ns3kjO13+NnJ81gLW0wslvPkq6LwCAqyifnMJ+TGOnQvue7HrBM3rBAAXlPmTdKNgvrOwhuuEtrDPmE24K4dtwmERPBF0HXRXRdZGmn7+EdzQUnA7WKQmSrz1AIiDR31SCLmyh6FOfJLThI0RZQRB0EkePoPgHcNfk4q7J3q/qm2YhALG64+TPLcdWahRd9zz2F3wbD2FzxaiaFqPtcDl5FX2YGuoIvTSA+9rPkOxPIURTyN7hjgxLVQVK3IplsImntaIEwWxDnnoJav0xEhtXM+H2aYy6bTbB3YfIH60je/Jwf/4PWOoP8s5Nh4lHbNjtCWyONKPGNmN3JlB7Eyg9PRzaPh8nx0nELES3Cyxbcy2JppnoDRtQIim6dhhpdaZcF+4ZBkEVK2agIyFgRBUj0nLkgQ3QGyT+h2/j+cKDWMdNQN1/DC0tI1hkBIsDNSQj2QcV0ewuRJdx/XRNI9HUguxxYyrIQ23cDUnDGJdNKXTJeEbUtESiK42cTKApWSGIVEsrONLIZgnzpBk4Lr8TZSBE5x+fB10n1d1Pz1/foOz+2+n85aNoaR0QUQUJZ34QQQBFcmCtHUfbo6/ie88QWAge7aUs9jDmuZcNefZFpxE9Tvf2kjhyGDUaJdXRZ4yZAlPFaFINDYCOjoRUXo1r7mzcK42UNjXgI75lDUoafO/uRNINYYXI1m24ly/HXJGt6el5cwfpQJoAHjwFxrEKTjcMPhuCCJZcg0z3vraRzr8YgiOFV5/PwP6sAlr4ZB9KNIXJmZ1jx584QK4tjqYJxKPGO7rn7+8gChqIAmN/fg/OyUbkJ+mPoURSOCq9xnxw22h9vxVd1fEf8SOIEN60KyMSkfJHObUrTazFRyxuJtaXZPJdE7l202X46wbwVLswu83kTcgh/fsBNt3yBmaPhSsenk/r3gi5Y1zMvLsGgFBLmH2/PYJoEpl1/xQcxf8+VdERjGAE/7MYIT7/DXi9XgYGBv75iv9/CiWmZkgPQO9+37B1Dv0hW8x99Ik6zvv+LCTzP2+0ue2L6+na1JpRZRo43Iej3MWYm7LNQ9OhJJuvfZ5Er2GQzP7NJWdVaQsc6aHxr/uw5NoZ9/l5mNwWuj84Rtfbh3DWFlJz75IhxEWQRCTbuWWmc2ZUkDOj4pz/PxtsVYVMf+Z+1GgCk2e4dOqZcI0vZe6rX0GJJjHnDF+39M5P0PrQs6jRBMW3XYzk+K/1Byr6xFwGdtajp1WcEytwTqxAlCXk3FxAyNpT/6QYNLTtAD1/fxuA6KF6zAW5mKvGkggbRoAAmKUIXU+8gsWh4Fwwn/CWncgmFdGkA1GU3u5hTVABYru3kdi3C9OoGvK+/F3Sp+oZePQn6KqGkpKp/+VeppeNJ3dudWYbXdNI9/SDJBqiDaKIe8EsUp29aIkkkUg1yXAHhHU6H30eZcwFBBun4jWJeKwtkD7dn0fF/5fHKPz6DzJjp7p9GdIDoDjG4fnGjxGdXqJPf4P0qVPoooy5ZmiEzFriRukMgqAhyRrRd18iuv5tWg4Uo6aM58Cc60QPZaN8oTaJggJDPUMqqYTQSQZaS1BTJkCl848vEormU1gkIMo6kqwSXvcezgWLiIcttL95BEd1DlXXTSfH24Hk+5DkGvD1HMOy5BM0vdwG5BDsy6FUaiGvqhd0EbMzQWzvFnr3xoifbEMwmxj9wN3Yx1WjpxUEQSV1eCu2PBtFd3yC+IkWTGWlxLpCiPlhlGO7GHju7waJfP8tXMuW4Di8mvhhSO+pxnXPf2KetARVbANSxGI27OUuPHlG/yTR4UQuKiHcoTIQqSSvyI/XXk+isQlrTQ2MNozOiXP7iDd34ZpWg6iGUdrbkEpradg+DYenj6jfTTLeSc00xZiFyTjpuj24b/kS5pq16KkU1oUriB89Qd9j7WhqDFNhLjl3fR3BZEbXdTp++Qdih+pAECj50qexV4zhtKKJIEAsVUm6L4qSMmHN78O++FJSa9YN9goCQdJAF1GSIvaxCxC9hSg9vkyEBkCNJ1C72tDSGqe90ZpmPH+6BsEOM0WRIMHthzPbJMJ2Uu2tJI8/lFFCkytG47z6TpT+frp//AB6IoH+Me+25Mml8Ds/JN3ZgXXSFCRnNlqraRq+X30PYgNEA060pGmI3Ltgs5EORAjurkdNKrQ8YjzzKjaEdD4Vn1qGJGv0PfG0sYEoUfK5WwDofXVjZpzeNzZTdOEKWl88AEDevKohpAfAVmgn2O5CEnXSSSNPVZIVnO4oaDqBncdwTh5Fx3v17PvG++iqRuU1k5j+o4uIdYbR1ez1jTT7M6QHwL+/E9NAAo8bXK4YJ5+rY/JdE5FMIgVTz6jt6Ytx+DeGMyPpS9Dy8lEshR5an2nAnIoy+b6prL4h6/DzHwsw93szadvcQ9WyEopnjUSF/tvQ+feLEYyIG4xgECPEZwQZJAIp9jx6Ak3RmfXZsTjO0oE62hMnGUyRU+vG5JCpuayCxneMItPx1w+vaXJVuoj3GUado9Q+tEj7H6B/X8+wZfHuoUo9/gOdGdID0PlBwzDio8TSbL/rddIhI00mGYgz7u5ZHP3eW8YYO08h2c2MvnPRkO1a/76NrtWHcNYWMe6bFyM7h16LVH+I7tX78B3oRfP1I6hJchdNoOqeFefszSPKEuI/IT2Zdc0y5nNEkRzjq5nw5Hf/pXHOBu+sGmY+dz/JngDOcaUZpbTcyy4kdrSeZGsn7kWzcUwd/w/HSfX6h//Wh6pgyWajDwiaTqLx1MckhnXCGzbjmDVj6DjNDQSe/hMAiUP7EG0OrNNnoekSAoa0cX5ZP4EDbUOIz8DarfjeWJv5wJV98VYSdSfwvWx4nLPGoE6yqxVL8I9IvTnUnSxn6gUubGZDJU/TBBL1LaihEJLbiJKkevwZmV6A1p0JQj/fz7TPVqHKpagpo4dQ5O0XaD1aQO+uHiovrqbwmpvx//kRSJ5RFJ+MY7XFiaaMGpichdNJNHcQPW48R7Z8DcvUKUgTL0IePY3E37487NonggJBk4fcQj+ipBH9cC3RDes41VBDuN+Yq0okhb1xS2ab+L49pPOHCmr4ukuJ+Ayi6u/Mp6iqi3RPE4IooafSdD+/jsjJXpRQlKr5AaSk8VzaFlyOUj2ajj+/a1yfpIni6h4EZFBB19NENm4C1YbJmsa/L4C67RA5i2aw9MmLOPjrfZjcZmb/4DzElnK09kNYakYbjVLvnkt6/VNYXTH2bZ/M8VVrmP/jeeRZG5HzC7EvWIK1vID0kU20P/kk4QEHpYuLUaRC+ptlbI4ENmuYcL8bV75x3aWyGkSrDdvSy/Gv34fvmY3kLp5KxX/+AjUcxlxZkXluUx3dBukZnKMDq9fj+tHXsXzyh6gNO5AqpiB0dhF5703MjgSyKY2U66XoR78itnsnWixKcsd7kFYQc/KwTJoJgLkoD9eUKsKHjefAUW5HKijCnpci5rMAOmaPiZ6mYpS0CVsB+H90N2ZL5em2OphtSaSiKpRI3aCDQsc69wJM5aOJfLQFPZHIHLdgd6DHYshFRTjmzUPyeDBXGJFmLZVCkGUEUSS67wjEDAeeKKmoqhWzmABdQDKDFo1y/LtPke4LDpOdds+bhnepIewh2m2k2jpwzJmJudRwZohy1toURZ3az8zEnRNDt3sou3bBsHk943sL2f8jncSebBRVVSSjCbAA8aYuWh95g6Z1YXTViOy2vnqU8ffNJ29mMbnTC/Ef6EU0S9TeMYO+t1P0bTRS6ywlOcR7DYEPUQBP6dkdcKIsIkhChkRFuxN07zLedfsf3Evh3CIG6rMOv54Dfl5csRZdg+0/O8yNG1dSNP3sacYjGMEI/u9jhPiMIIO3bt9G8wfGh+HUum5u2zJU2af+tRY+uOsjNEVn/I2jWfGnBax6ejEt6zqRrRIVS4enml34pyXs+slegg1Bis8rIN4Tx/4vpAWUL6+i+bX6zAfPWmhn1CeHGuJqSkWQRXTF+ADmTh8eOUj6YxnSAxBpGiDROVRG+uO/g0c6aPrjBgDirf3o6RRlV83CO7cGQRBQk2kOf+EJAs1JBFHHZjOMja6Xt+EcX0b+BUNzz8/EwMb99L65GUtRLuWfvQr5zIaIH0Pfmp10/G09SjSNvaaYUV++ElvV0PoDXVEJbj2Apqh4F01HtPxrIg/mPBfmvKEFVKb8HKof/JahcCb/86icd/FM/Ks3owyEkHM9eBbNQLSYkAtyUfr8IIrYnMkM0XEvmMXAuyH0ZCCrCFYyfM4ovd1Df/d0ofZ2IWhKZpnNFSd/0VC1q1S7sV02YqURWLM+u4JuqE+YHQlyK4zoZG7xAKmEmXCniJBnRZR01LSM5PYi2o15Gm/povnHf0bXdIIBJ+GQi0jYju/lJnL6X8JbkCXfvoYkWtNDWEMONt05gZWvX0Xxzx8hsmktsbf+ahyGIJNMDUbFZIm8CydjVt30rjejNu8hr6QdrUkBNYl50iJsd/yewqoP6HxuF0okQTjoRNdFRJsdQfCdcb46TvsA4cGmoIGj3XjGVGQarEpOEzmm1fSV60TaLQiyQFLJAYznQ0mYiA+4MZlVZJNKMmYm3j6AEogiykqG9ACk63bhazhNfHUs1iShficWWwqLPYmaNpGKGZ8XUVaQLCmO/+htJv86l+IFVRQvyPa9SrV3onR9gNoFyVNbKZ99JdHGXja+O5dTjUY64zufPcqV169HEnXUUAD3JVfS9PQmdry8FADHrigXPDqP7j+vhrjxPoj4PJjKK0n0xEg88xK5ly4m1uwnvvkNuhvKafz7IcbctwyrOYp0spOcC+YiyBKy123UuqUGm7t2HyP2+qPYrvwcco0hI62pWzI1RwBiThFyXgHuVUadjXrRSpSuNkxVYxCt2YisHDmJJz8KAqQPboE7bqfk298isv5tJE8utguuZGDrMZRTR5GbPwDAm9OGfcL5iO488i6aiSikCf7pR6BrCBYr5rEGmbXU1IAogqYhCOCcMw3XisuQ8/IykvS6rjPw7DNENm1Eys2l4ItfQgnFScYsWOxJrM44gtmGScg+a+EtW0n3Zd+RksOCGk0ie+wUrJxFor0Hc1EejpnTccyczplwFgmEIyl0XcBiS9D2g/9EDYRAEIhP8OKcPZSIW/PtzP/9Cup+kqJ7tSEikTOrkvwZufg3HiK0txFoRE1k549klZHtJiSzxLIXrsR/pA9HmQtboYPCeWU0PraF5mf3Em7IZiQIJpm5PzPmTjKQ4Phj+1ETKuPunIajzMWcny3hyG/3YMmzYa/IIdzanNlWiSlMuHkMdc8YIhw5E3OJbjPG1hSdtk09I8Tn3wD9317jM4IRGBghPiPIoHNnVkq4a48PTdGG1NTs+93RjMrZ8eebmP+9abjKHYy++CxNBAfhrnJhzzXTetxH8LiPri2dXL3p6mG1Oh+Ho8SekbAFmPuLpTgr3UTbQhx/Yj/pQILeD+sGldQEau+ew6ibh8tD28vcFC6qovcjoy6g6tpJ9G09mVEAEm0myq4eGnFQwqfTI4y6j8C24wS2Hafi1sVU3XUh8ZY+Ur1BVNWO1ZxEGiyO1jQRJTxUmOBMpHoHaPm1keMfb2hDS8QpvPJ8HFNrh0WJ4q29tD5sdKAXgODBdhoffImCxbXEjjfjPm8K6bYWQlt2oSaN9K/gR/sp/8J1xOtOYh1Tjbm48CxHMXgsHV10/OFZwk0hzNVVjPnezcgOq1HE/C+QHjCI0piHv0OyrQtLRUmmYero//wmsWMNWCpKUPr7iezci2V0Fe7zF+K9ZBnRXXuJ7T+AqaAA71XDVdSsk6Yh5eWj+voRLBbs5y1CLipBKixBHfTY5l9/Je6JQ4mu5/y5BDbsQE+lkQtycU6fQPANC+qgWIQoqRTeuAKJCOqe1zLbOT0R7LYkuiphPW8hAO6VKzPGYuJUl+FBFyAesxEJZ6N2gsBgUb0AgkbJuE4kyYh6ySYF/9HzcRVAw6PbMAv5mOwa4T4HSsJIm6r5+iewtL+GenQd+TpQdUYTR18byXd/jVhUg2n6BQT+3I0a6qRwdBdiTgll3/gaWk8rvkd+m6lriiezZLZ01XhyJtUStumovQ3Y7ScQO+sZf4GLYMUDOCdWceqJzfSuNcQ6bM5sWpAggHvOONIpG8muAJoikYqbMdsMMiCPmoRNyyfR2puJ4umaRCJqw2xPIroLwGdEEZIxK+H2QmSSHP/aE0z8/b04xmbfGeqJTZm/tfbD4DXSWSOh7HVW0jKKLmGxJEg1GIqHbXXZ+R0NOUjoubinVRPaMSjtLWhE63tx5AfJdffClq3YNIGu/loGuo10pGMPbWbM1JOkojaSrV2UfOZqJKeDsm9+lv4//REhNYAjN0xq33osi65EKjCImGnyIqyBPqJ799J3wobw5G5KbrDirC1Aq9+A4C3HPHbJMFEAyZuHHh0kyqqC/+Gfk/vZr+G9/cuZdQoumUdid5zIKeO3KOrkL52AdfbSzDreL/0cpbXBqDEz2Um2d2IuK8GcZzKIqqiROvQR8k13DOl9lW5tJbJpo7F7v5/Q6nfIuek2fG+OI9HbhmizU3jLFURefvL0zrFPn4b4cj1aImUQqrw4liqV3E8spv3XfyXZ3oOpMJean30B08dkrF0LZ6P2GtF1Ma+AZGfA+Ieu0/3sexSYcvBMq+TjGPvNi3FNKkO2mShcNgFBhJ5Xs01xXQ4/6ZANXROx20MkOvpxji1FNEnkz8g6U3RNp/nve1ETBpEz5zuwlecS743T9sZRxt+3gJ1fXU/XRkMEpHtrGwseXUUylGbBw8spmFVEqClI794+ou0Ryi4sp2RxKWUXlDPuhhoESUBV4eVV69A1EGWByqX/vJ/cCP4FjKi6jeB/CCPEZwQZjP9kJQefMnpbjLuqYhg5cZbZ6T1geHllu4xlsOO1rus0vdGE77CPUZePomDGUBnlrm1dnM6NDzUFiffGcZT+45QvJZ7mTJE0XdXRdZ0tn3mHcFMAAFGUMZsVQMfkMJ1VMU4QBOY+egX+/Z1YcmyEjrTS9MaB085/xt6/DM/kUtSEQtPf95Hsj1F57WRy59fg396QTcsC+j48QtVdF2KrzMdc4MaUSGCxpDMed8kE+ReeO9qjhGOZHH9R0okdOs6pQ8fJXbmA0ns+OXTdMxr0ZZb1+eh7yfA8Rg+dRDalEEUdSdIRrRrxI0dp+dqP0RJJBJNMxQNfxTpquFEB0PG7Jxk4GjaM+cMnOHDrr6la5sA6fgK6yUbw3feQc3PI//QdmPLzzzoGYJCdQAf9zz2K6HKTc8udyEUlCHlldG9qhEAv9upxuJfMRBAEBLMZ16L5uBadWy1OdLoo+M7PSLc0IZeUIbmNwu28+39Esu4Qcn4RpopRw7azjami5nffI9nWjaW6DNFuo/gLn6b7oYfQkymc43JxL78YPZUgUr8JPeRDk2y4i0X0qI7rohXkXDdcOtg1fSxyrhvFH6KgOIhQVEm4eYCy6jbcuSFAxzp1CqbamahbHs5s5y2KkH9hOf5NO9BiSRLYiQZFNFXKqvspKsqxDUby0GBtR+Z/0QGUI2vhyFo6Iz0kO/uZfulezLY00IJw+DmC6xpAV0mlbXSfKiDodwA64+5bRNHoNtTVP8UBkG/OKIyRCpO/oBItHqN6SQxHwThwleLKi+B78XWsnii6YKfo7mvR0jpKOE66P4i4aAVWrw/BascyezmVaR0dCG47DGo2+uEeG0crnUZo7UYA0kkTmibS15tDMmXC8txhpv4wS3zEkgmoAx3EwjYiiSoKaxahbX6XSTNPsvm9uei6QOXoTpyuGIKgY5tiEKPC5bPoOGCQHMkqkjOpBHHsxSRau0j3+vGeP4foto9wFgUy+xJEnVj4jIizLmD1xsir6Kf/0PHMYvvEseQtLCN9pOX0hgjW7HaCICB4iunaGiUVU4AwTT/5G7Xn1yNJBtGWY59HLJ2CFupFqpqBYLKS8+nPMfD4b40eRAKkG0+Q2L8L+7yhvbJMk+aSfHsDqe5+7OPLscxYbBxuIoLatBvBW4p13kXEjhyn86GfoafT2KdPwuy0Z0RABJN5mO6+YBoq2BJv7cMVjjP6oW+Q6ujBXJyPaLVgyvOQPHEMsWwstkkTGffQXfjWHyB1YCtmtQchDsFXniXZaQcE0r1+BjbspvDa5UPG915xKZaqSiOdcNQoWr/zS/S0MQ8DdQN0fuGvTHvkdhxVOXQ88jzJjh68yxfQtMaPb1cb1kInzvFlOKtzyF85m/41RkNTR20parwts5/Q/iacY7NRIP2MWiqk7HdMTQv07zIiww1P7MYzsZCBI9nmvqGGAO9e+jpqQgUBLnrmEkoWl3H11mtJBZNY87LRu9IFWYJz/boVtA/W+BROG4n2jGAE/5sxQnz+l2LWx5rhnUZdXR0TJkw46//+u1jxu9nUrCxFTWvUXjZcMeuCX89FtkrE+5PMvn8S5sEO1Q0vNbDly0YtwbGnjnH1pqtxV7sz25UtLiHR2o8ogmCSEOV/7skZe8c0uja0EGsL4B7txuyU0VJqhvSAUYsBRrfw/PnnVkkTZZH8OYah5dtq5HtnDU/DU370wU20vGQUEXe+V8+F730KJRznyBefJtFpeK5dkwxBA8lqZvIjd3H8u8+QbO7M7EeyW4bVAp2GrukEGsKoeTXQ24Rkyn6YBzbuGUJ8tLRC/9o9qJqEJKpoGqTTMkUTS4kdytaK6LoAaIiykdoio6Kl0oCInlaI7Dp4TuKT7g8NIYrpUIzovkYShw6gqhK6JqD09tD/2GN4ll+EbeasTATkTGjRCIG/PwGahtrXQ+DFp4mEXRx5KUlRSX+GOCrBKMXXng9A4tgxQu+/h5TjxfvJ65Ccw9P9RKsVye0k9Mxv6a6TEMecx6hPLcE2Yx5KNEHXq9sRZImCVTOQLFljTs710vvyevwPPIkpz0PV9+6k4je/Rwv2I+YWI4giqV4/MdtCZFcC79XX4s3JMySzLcMVzABkj5Nxv/8qkSONWCuLsJQVooX8hB/9KlpUQXbK2JbfjFhQRbJxHVpnHToCBTfegr3MSao664EWRQ3BYkONpbCW5ZK7cAKJljIIGR7nZNSMNuYqvFPySK17NLudEsDqig2SHgNq425Uv3Hvw347oQF3dl6rOtqJNdmTUFOZP4XRS9BViP3lfkjFyQFM468lsektisYnEGXjmRCaN2Kdew3jf33vWa+L0LuHivynKFoKLdsnkI6ZcRQEcOW0o1boCEtngT0XpzmH3Q/sw+fzAnDgL12MviuCs8y47+blX6AvUMiuXw6gKWDZsYF5D36P/Dde46Ib2rHmpPBoR405bk9i6n4NXVvF5PtmIbtsdL1/Am9hikRjK7kLJ1D78Hcyhm+PrKB0dmIeVG7TdSgZ08FAZx66LuLMCeHKDSOKOp5JQ/tq2S7+FHoqiRbyYV18VUbx7TTiH76Gls4a1ZoioSVVRJvxflGOvI+2zqhVEwprsN78O0zFpdgXXUD49eey19E6XJxk4K21xJqMCHxoXzvSL75E7v0/J/H3r6APGO8cy2VfI/DuISQxioKJ2IGjeD53A4mt76IrCu6rbhkSSVbDYRAEPFdfQ+Dtd1AiKkpDNye/9hvGP/5dxLQftSOIMHoCqq2U40+vJR04iXv6ESY/dAuV915K53c2oZ5ODDiTXACyd3jvAUEQsE/P9gkq/8FX6HzqLfz7uohHjfMO7D9FdMcOIvuNuqq+Z98h1FoEmEn0Rjj13D4mf2cZlfddSe6yGQiShKbqHP3yn43mppKIZ2ZN9trtbeb4A2+ixlKMvu8iJn9/Jccf+hDRLOOZUU3b68cy66YG4lRfM57jjxkS+47qHAINpxvtQseGVkoWlyHK4hDS83GUzs2ndO65HUQj+C9C598vZz0ibjCCQYwQnxFkIEoitZefO23NUWxn1Z8XD1vesyub+6+lNPoP9g8hPu4KG6e/v3papeWdBsZ/enjTvCH7qnAz56dL2H7n6yTaB9h+52ssfv56Kq+opfWtkwCM+uR4vGM9FMyvxDPh3GldAJqi0vbcbiIN/ViK3CR7QjjHFlG0YiJgKL+dRtIXI9EbwVmVw+Tf3U7Xa7uQXVZKrzkvs46lwIO9upB4Y1fGuC+95cJz7v/kY9tpeMzonWMrHUPFqDCJZkPa1TZ6KMn0f7iPgQ/3IYmQSplwz57IlC9djKCmaPpuC2o4hrk4H1uZi/iRuiFOXU0T0TUBUdSx1pyd9Oi6jqmqBrXrFJKkoeugpKVMP5PTnVhFUUdpacT3ZCO2mbPIv/fzw8dSlCHy0bq/g65tHkyyZ0i0LHKkGa49Hy0ape+R36On04COGgrivfxyTNU1wyJ24Zf+xPE10FJfCTTS/GYLC25qpGWrm0iLkZYVOtDM2P/IRmkSzZ0E1m5BR+D4DifHrn2P+b+/hJL5hjdYS6fp+MXvUYNhBvwO1NV/xOax4J47leq7VyCazp7mJ7sdyLE2/L/6HaLDSe5n7sPzrafQek8heosRrEYE03L9g2jtRxBcBYi5xrPknT+Jqi9eTehgI5454/HMnUC8tRch4cP36juYSq9EDa4h3d1P0jSB8iuuRLaJpHa+hOobQJAFKm6/kITcQiJ2HKvdaKgoVs6FvYbMsSc3SP9AJelQGpPHSsmq8Qhto9E79hn3RTDTtHcOJq+d8svuhq6TkMqmtqWPbiU6YMNbEcssU+q3Ypp7zVmvB4B2+EWjDskBYy48gJqSkSwKmu4k/sEriAhY5lyI0PMKsn3yGXNGJ9qeJT6CyUrj5hw0ZTA1rj9GqNtExVdvJf3W19FjA6RiHgQthcmZQO2NkHrvJaSCCnJyZYL9B0n1w4kf1DH18c/hqCnOzKXiu28jfmA8qU1/QpQ0zBd+mmKziZw7PUR27cTWviUzT83+LXT8SkSNJMm9YjnOGZNw3npuERHR5cVT1IivowB0gbzKXgRJJxW2YrKnEFJZkqr3NqL1NSEVj8WxaBlKewvJhuNYp87COnW4k0vxD1ULVXw+Eh+9kSE9AKndb+NINOOs1khGrQS6CrGMn4xz4fB3dOzAfvr/9EdQVeyz55ASCpHFTszWNGZ6GPj9fyAMGNEt6+JL6a5zQzwAyCSO19P2+5coueNicq67Ed9fngRFxXP9DZg7k4R2HsFaU4n3gtkAqKEQ4V17UfwRdEHCPX8GlnIjLdU2ppqiT11L5/Y/A4ZEdc6cGkJrW4Ze2zPeHWavQTgEUcQ1ORvpnfzwnYQOnMIzqwZHbTbttfF3a0n5jGek4Tfvs/C9r1GywqgPTfRG8O/rJNoSwD2+gLJVY6lyWShZUkHDs0doXd0ESJwWcDizFs1/fID1d28m2hVj5lenMvXerMLoCEYwgv/3YIT4/C/F3r17z7r8XJGgfyfaN3fRsaWbymVllMwbTih0TSfSHsFebEdLaSSD2TQXS46F4vlDC9aFjym52Qv/NWUz355szwdd1fHt6WDufy5j1LUTEM0SeTOLz5redjY0P7WVU09tA0C0ysx++lO4xhZlmo6WXTae4DGjmaZ3ajGOCi8A1iIPoz67/Kxjlt96AdGTncRb/diqizEVnjvFoW9rtjg23hkm76fXkDhwEASBgiuH9j7SUkYqiCCAxZKmYEEV1hLD2zz2D98l2dmLtaoU0WxCiUZp/+5PUAcNpYF+LzGthFkPnDescPg0gtsOE9zTiCgKJOJmrLXVlJvqEFKGpLB14nQi23YgnGF8xPftJTkQw5IzVJhC8nhxrrycyAfvINjsmMrKsbt68HXloSgi8mD0wLvQMBLUcHiQ9IAgaqSPH6Dv+AEciy/Ee+PtQ69DNExfV3Xmd+CUQrSumUjL2OyyPY1DT07QsbriHNw9gQGfF5M5zea73uWaPbchW2W0cBQ1GKatpQBJ1Cnx9KBEJdqeS5Hu91M5rRepYgKmmStJnTpF+MN1xjkuXUrw9ZdIx03owShHv/cKPc0e7BVeZj10CY5BdXNBMiFVzSDaHqTxsc0IAy1UzhPIuWAV+auMnkW6kkb76Al6NvjQdePZyL/xE7guKsU6EDbUtqwO4uJc4q37QBDIC+tMfOBq9OiFaKe2IzgLEKtmk+OZQnzfHjw1tZSddwHhE33Yc5Pode+iuEYhzbgV3d/JiT/7iPlFIIH62AfUfvMSsDohYRiIA6eshDrsOIuCyObBppvl/8Swc5zxbhBAmns3ot1G5Pm/ctpwTNXtwWLxM3riKXrbC9E1EW/BAHlnpAPFemK0rOvAfkbAzZxnQ9n+OCQGjL4wjiAgoOsQ7ixCazKU+nq6sp5+dIgePoJ9dBEDr68muPEjLOVlFN17B7bpfya6dz99L69BcjuxO9pw+I6hm+ygGgQw0GQjETLqnTobTlHzx58hOY35riejYLYhCNl3mePqe0B+CqevH9mcQNLSpHrsqCkTaa0Y94xZKP52dB0SIS+xF17FNns+jkVL8d6WjaIpPh++v/0NNRjEc+mlOObMwbNiKZEdu9A1AdmSwmRJE28NIetOZMG4Z1o0hoDxfFkchrT9ufpuhd9/D1Sj9iy2ZzfmvCq0jCaHgNLdweletYldG3AkLTgnhQn1eUjFrYS37SHR0ETtw9+i7DcPGzVvkoRwop2Ol3YROHqAeFeMmu9dT8cDvyDZM4CaNswL/9vrKfnczThnTUE0mXCOLWHG459mYE8z3pnVuMaXYnYuI7innlQggaU4l6qLFtH5QROeCYWMvmOQUMVT+LacQI0n0JMJXJOqKLtxOMkb0ttMEIb0rbQWOln65m0kesLYStyZ93/hvDK2f2WdEVWUVTRNZPFjKym/KJtJsOOHe/HXBQDY/v091HyiGkfJv/YtG8H/AUZqfEbwP4QR4jOCIejY0s1bVxpd4/f95gjXrL2YwhnZEH46lua9a9fQv78fR6mD/OkFtL5reOtku8ylb1+KvTBrHHdtbuPgL3cAOqJFomBmEdb8s6eDnQktrZIOniEUIIB7bB6CJFI4PxuVUmIpej44hmSVKbxo4jlFEyInzohKJRTUWCrz0QOouW0m3klFJPujFC4ZNeR/54KtIp/q+67gyJf/RuRkL3XfeZHJv7kV76zhst7586oIHjFyy21lHtyTysmZUX3WcfOWzWRg80Gix07hmFCFpbKE419/HFGJUnDpfHIumoeu6wQ+3E7kQB2uCy6k9YXdhDvSBP1uQEEoGoUWj5M42Yi5rBQ5L2topn1GDYAo6tjsSUqWjabgsptItbZgKq9AcjjJu+lG+h//I8ljhiEYCjg5eOmLLHvjOmwfI67uK67FueJyBFlG7e2gsP4BlJRMLGIFXafijmXkrzDUsPobNfqFWXhT+zHbsspR0Y824LnuliGF2I5V15OzYS2xQTEBhzuCxZ7C4Q0TDRhpNd7zhsqXyzYZUdRJJsyUVXYxYWoDogiht3PIvfYqpBwPjhmTiR6JMG7C4Lw1qbi8YYI7DpMWjpE+tAFNF+n721voccMo1oIBEhErakommTDR3mBBkqIEjyY58fA2Zj54ceYYIu+9SGz96+TEzRzdMYnA3ggT6/fiufXzpOv3AALhQ6dIJvIRBB3ZpBDcspd4syEN7XvzQ6q++2nie/cBOqKkElz9Fr7X3iXd0Ylj3hwcM7yoB1/FPmsujkFBBgBXahORp18HzXgOrIuvQC/9BKL+FKKkoqkSWjKN6MzB8enfopzYBp5ygt9+AYDOw1V4KqIU3HwN8rSLUZu2o57YiFg0DmnGlRnDP94XQ554O/HtW5DkBNEeL7qvkcJvfBupeAtq1ykATNXj0Ls6KarqYfl1HxKL2LAW2pGtWfXBeF+MVEKkqDRA2O9GUWS2f/495t8p4D0jAJcSx5NQCtASWbLrsHeREA1CZbIlcJmPkGwag/91gxjFBoL433gX7+Ur6f3D4xnjX3XG8ZSDoMU4bRknI9lUJj2toEZjiDYzybd+hnpyu1FXc91PEb2GY0fKKcB+0fUEn/wp6WiYtNWJnjLG1yNhhNqLMNk9RA8cIdHcDr7jJOuPIxcVYx4zjsShQ6S7u4gfO0biqJF+1f/kk1jHj8c2ZhTl37qb0N9/i6jHiQftxNYdRXRUUnplNaaSSpSuVjRfF7oOatqM2NVCsu4glgnDHR5SzhlOGZOJ3Ksvpv8PTwCGA0KSs88iVjdC2MhnU5UzhBF6/aT7BrCUZms4e17dmhEPCe6uJ7B5P0q/D13NbqcnU3T99imsoyuoeOCrGfLjHJuN0oh2O8lgGnSRRFcAR7qXsTfVED3RxrHP/w41EkURvSS6gphMg3WVAlTceznFl88a0oet9v6VHP/JWyjhBEWXzRgmHCPKIvYyD7qu0/bWcQJHeyldOYacSQV09bYYUte1bipWDE2fPrNHEICmjuROjWAE/2/ECPEZwRB0fJSVEtY1nc5tvUOIT+t7rfTvNz6K0c4oatr40AsCqHEF8WMfmcYX6kDVEQQdIZ3Gt6udTbe0s/gvl1G8+OypWAAnH9/FqRcOGOlXuoAgajQ+sQ0Uhdx51XS+e5zAkW4iR1uJNxnHHDjQxvhvXTxsrER3ECWSjUrZR+Uh6GmO3v8XJLuF6s+twlqaS96s4XVN/wzhYx3Dfp+N+Iz97AKc1bkk+iKUXToR6Rw9egAku5WxD96LlkgR7/Bz6J7HQDM6usWbXsZaXYoSDNH1p+eNfe44QCrkIug3DBLZacLqlWn/3o9R+n0IJhMl3/oK1jGGd9y7eDp972wl1eVDdllIn9hNZ38f+desQnI4SRw9SHzfTuxTJhLottK/p4vejgIUJUbX+mZG3zh52DELZjPJ+np0XScRtpNbECC3AFIJE6eTq0/8rY4d394GWLA7pjJ/WbZXh1xYDB+bO9aZi5j3yjRO/v0Yje+0k+pN0tVSQEltOy2HRuGYNpkx37gKgL4jAfqPBai6oAhLTQ1V7R0UFPkzQ0Y/fJecqwxyVvLleyhofh182fQaXRfIL88WOSun6jOkByDd24su2oEUgqhTO6kR2aQSHHChKVlZbdXfS2LDq4gi2BwJRk1qpuFQDWr/CSJPfTsjMBAPF6INGoe6LiDG0hnp9lRnH2l/BMFiwpnfhcmWRlUD+NvyAZnojt10rj6OJz9IdMMHFHz9e6SbjiFYLUQ/eJXuE1UIgk5BZS+JI3tQ1q2hsEpHScl0d0+g/I5lxj1zuBEnXUTgnbXYSqwkemKkE2Z8ykzSdcUUe+vR3voPQEc98SG6KKH1NpPY9yGxoJkjO89jfG1BptZDtsYQRBF17t30v/QKgsVO+bJPYY5dSO/rrxHxhVDc5ZR/4U70YCva8VcRLB5yJtxA7Uor7kQv/h7jXaMmVLr6FuHIOYgoJkj4XGgzr+LQz/YwZroZy6C6nKrITLxoH/GwHWduGFPhDFKpbD0TgNLTSuMXfoDFlO0xpanZuRZPlyIXlqGpxv03jGoRU2EeatNu1JNGiqoe6CS95zWkadeSbDiJpXYs8U1vo0eNmhA9HuE0iRLzipBLqqC8huhbQ9PllP4+Uh1dDDz7zOD9J7MdqoqeTJJOKXT/+S3SXU5EVwlq0NiHFo2jl1+Aafok5EQEdEg2NpBq7oc920js2U7eVx/AVDn0HZRzw40giqiBAO5Vq7BNnoKoJwm98jSSHsW2aBUCOogSgqeQ8OvGsVnsSWJBE5KsYCmwQTo2ZFzZO9QJYqupIGQ2I6gKZDJgjfmRbG4jcfIU9onDm0ynA5HBd5yB4P5mEm/vy24v6iRjIaNG7owGy02/W0PryweZ/dTtyA4jZOWZVknZTYuo++n7ND+9h8DhXmb96YYh2QHx3igf3f46sRZDrKf5+UMs/Psn8YzNRU0ojPv01GHZBHO/N5NgU4hodxR7qYtXLnqX8TfWMO8HM4et27S+m1Mf9lCzsoSqJf84DXsEZ4Pw76/xYSSCNAIDI8RnBBmoaY3EQOJ0g3Iki0jFBUMlgz/egLRwTlEm4lOyqARX9dACV/cYL2AMeea3oeejtn9IfE6nnRmGq0Gcggfb2PflNjyTS/Ed6B1cU8diERBFjZ7V++nfcIRRdy2l7JNzMmMde+AdgofaQADZbWXmH2/k0KcezshWp/oDVN25HNf00YSP99Dx+j5IJSm+ZDK588ed9fhS/UFEi5lkTyBzvRDBPeXs5EmQRMoum3jO8x22viAg2SwE9zSeYRAIKGmZdH+AdE/vkPU93iCaYvy/+uaZpJpOovQbvSX0dJrwRzsyxMeU42L8o18j+N46Aq+/Qut6EU09TutrJ5n8k0uJPPNbQ3IbsE64lM5Xs/txjTl7Op/vqSeJ7txlGHGDKQq6rmN1x7D2fkD03R5OPuIHQ2OMWNROJGTHlRPHPnchrlVXnDVt0eRx0bk/SOvOGJBLb+t8rrz9PUpqOwkqExDNMs0fdPLGJzeia+AstXHLR19g2iUNBF56Ac03OI8czgyxEiSJsRfLtDxlwiKppFMmPMvOo4DX0aOAbMY6bwWW5hjJekMMw7nkfISiDoJrN2O2pjKEypMTJueKM+65MPT50DWBgtI+TGVlEDiVWW6xJ4kNuAyHgCCQ6s7WdEhuJ9ZR5eResRh9/7PGMimFPTdMpMdIZVIViYGeXByJKNIffomQMO51oK8Yf5dBHuIRG+VuEAaluGWzwsQfrMA6sQJlx5/QDr6AppuIHymBiANbvo2B1Dh8W/rp3PIhnWMcTJunZ55bZf9qQicGOLVvMpoik2vtJ9DnxeaMYXXreK68GjWpsPMrG0gH7ThcUfqPPMX4719B8Vd+RmT3IZRACMkio753H8T7jWqySDezvjSd4CudtNRXER+UsXZWuThU/016trZRvaqUUaPGAHtpPjIab0EAx8QqxAmzOLLmQ8omtOKZsgRp+jXYRBnXgikInevB6kHzHyARKkVwqJitaYPUuEBTBRJBB+J5VyNUVqOu/yOSpKLrYKqqNJTbTEOj00pUpfeHP0BPpRDMFtzzhz7T9mWXITjzsE5fgCCbSLZ1EmsZwOYypoYuWbBNnUH/k48PneiD7xD7tEmgJgiu3026y5i7aiir8Cg67FhGG+9NwerEdvkXCP3ih0BGcYD4ob3DiI/kdpN/511DljnOW4RcNobQrgMI1VU4p08YnLMaWjBAsv4I+cunkQybSXz4FqQj9P7ypxR/7z8wlRpzvuy2ZSihGIm2PgovPw/7mHKKv/oFen7/B4RwAt3sRIsmjDkkSZgK84YcQ9oXILz7KOaKItyzxxHacwLBbEJyOoDTz4SAIGgIgoami+i6mpmTqiqROuXDt62RouXZe9Hx+qHM3wN7W4m1DeCozL676h7ZTaR5IFt7qmjE24NM+8Y8zoWCaXncuOdqtv/HXg48YkTo9v/uKJXLyihblE3vbt7Qw3MXbwRg20N13LH5IsrPGxE++K9AZ5h2xr9lzBHqMwIYIT4jOAP7fn2Io382emSIJoHLXrqIvInZnHH/MT/bvroZAR3BLDH6ytHM/8UCQo1B4v0JShaUDDNeJ31+lqGOs7aZSKMvo6xStLDiHx5L+eUT6NnUhDZYqH9msWvwSCfZAlQBTROMWhIN1EiSht99QOHySZg8gw0oB3tHCAKo4QRoWob0CIJGsqmD+u88jXNyNV07/OiDvYr6Nx5lwg+vRLYIKJE4uUumItosNP/yRQY2HkQVLKgJFbsjgapKSJJK/8vvoUfm45k/dUjaFhgf+f4124n3K+StmIln4j+OMEUOnSDw3nqyr2wde0UOzunjUIKl+N5cjxqJItosCEqU/GLDe5m3aLxRmyAIma+HuezjBFZGEpPEIvZM5EFLqgQ270U+44vjzk8w/fuL6dvdSdmK0RTMKeXj0FWV6M5dmWuso6NrAvG4lZLSLugPk+xvoqS0Cl+HUTcim9LYnAnM1aPIue2uYWOeRnzjywR2tSJJeVgtaZIpmUTMiicviKP4CMnNz1H/SiX6oHc50hmnc+cA5ZNzScVA1CTk/Fzy77wT1BRK/XbQwXL8McYtNDbqbS5Gsebg+NSjqK1HkYprEL2FFH7lfpL19YgeD+ayMhzzNeIxB4G1G3C6s55vV23W6Il19ZFQJcyiSjxsI+aaxZT7J2IqLSfyxDcgbUQehdIJ0NE3pI4KBHIvW0LuyoVINivmMRNI7j/jnuUUoXWmicdsaKqEKEJkwE3ySJLimsFGv/bT6aE6yaiNxvXgyi2haFQXgknGVFaNHulFO2hEC0Uhhaeyj97DDkhECdb7OP1ZCDVEUc8vQk71gGRCT8TpbSxFU4z/pxIWTCaFRNyOa8ksup94GVPFDtRwktrzjlM5q4FU3MLx7/dTvGgUycOGMep/ex2VM/rxnyqi+2gV3soGSia+j6cCLvj0Gg6unoMrJ0JoZ5C6t4x563+kmYJFtZRcPoWed/djcso4SszsfXwfqWgO3Q15LL3paqyyGTUZx215E/OEINBBtMeDyZ6L5EoQ8Tnxnj+dlLuazvWHcE8uY/SVKxBEgcT1nyD44XYspflUfM2oNxMrpmCafyPKkbWIRWNI6KXoqQPGFU4l0UQZyamjJ1RMzgSyfwuWVY9l7pnkcqILJmIhB6Ko4Zh3nlFHN248iSNGGqkgajgn5qEnFfT27QR+vQPGDq3780zNAUnCc/VNyO6scynd20f8ZBsWR/ZxT3UMdYqchq5paH3tCK4cRLuL9ECQ5u/+Bi1mzJmyL96KZ/FsQ0Tgihtx6jqtj7xBfOs6HKe1ahSFxInjGeIjO23UfOu6IfuxjR9H1e9/hRoOI9gdDLy+hlRnD55lizDlZ8mHEo7S+PVfoQaNmqWy+2+j7DOXYspxEdh9kqafv2RcH1lENEPl1XPRdAtaMkW8pZe+HW2Zd5e1xIN/VxOBvafImTsa55h8QseMnl+y24q1YKhypJZS0XUB/bRTwGUmf+65hX1OQxAE1JQ2ZJmaUIf8bvsoGzlGh7at/SPEZwQj+F+EEeIzggz6DhmGsyAY+cwfc17T8EI9SlQxvG1pldLFpchWmdxJecMHG4RkkXBXuahv7AcdBFFg9i8upHjJuaM9AKWrxuKo9hJtC+Iak0vdzz9gYK/Rt0FyWlACxsfGnGNj9A2z6V9/OCM7DQyRrqy8aS4nf7MOgLKrZ2DJd1Pyyfl0vbL9Y8pjp0B1AMaJa6pI90sbSLUZH9D+93ZT+YUrGdh4EAA1qSLKKiaLignjeOJ1DbTXNRBdPo+yz2YNAjWWoOFrv6K33oyui7S+dIhxX16Es9SCfcZUJMdQ0QBd1Wh78CmEZBKnR0RVJXKXTqP83msQrRaU+pPkLJiA4PbiXXUBiZPNxI7UYR07lnjIhCPPTdEX7yWyfReWUVW4ly0ddo3lihp0bdOQZbap01EHDqGFAiDJ2OcsYMzoWsbc9g9U+EQR0WFBixpGvSQrWC64luTbq4esVjaqCzVtIh6zMfrKKtylF+Jcftm5xwVSW9+iZnwOpkFDX0dHltPItjRC8ASpLScYO+EyjmJYZqJZJH9yDv3PP4XiC9HXXURgn4fKwj7GFP8BvfuokVJ2uvg+YSLQ78bdvxOlXsE07SLDuOk8gVK3CalwFHKp4QkXRBG5uIiulmKKK3swW1JYp83BVFqM1nUQ0jGk3Y9SOM5Q3pL63fT6q7DNWACA656HSJ/ci1w+Fk/ZOHKOn6L76TdINLYb98Provi2yzOEWaqeiWnhLSgntiCVjCfvos+ivbcD646nSR80o6WN9dIJC7ouIAg65I0evCVZ4yzs91B6+Xg8yy5Eyi1AjwcGww/GOvpg2peluhRnd4TAoOy0o8SE41N/RO86ipBXTXrPG0ibj5xxd3QQQBR0QhuM5pJq8Bg151dRM6MOQdQx21OMWXSU/kORjJc+3evH7xtHy45i0AXM1my6qCRrTF22Hz0tc2DnULLes/4EM390Cd7AaoRUGE52MHOxxsGt04iHHXSuayJ3ahHx/buwWYOZ7ax5Kcau3IcggpKQ6Tkao+2gIR8eaw1gK5Qo/sQCiq5ZSm6tgBbsR0iGwGY09DUvvg3z4tsAiDz2hyHHJLa/QaC7mFTEgrt4AFPUP+T/stdN6Zc+w8Dq9Uh5XrwXLSbd249r5cXooR7iez7CnO/EPn8FkdeezFxXOdmC87wZJBpbsDr6cIh7DdfHzgiM+VVmfEGW0VQZJakhiBq6KmLLG9pHDUDXVCJ//QlK40EwWXDe+l1i3Qms5j4ku0Y8ZCeyvw7P4tmZbZLtffSv2YnJYsbBaaIvYBl79ig4gJ5MgMmMIMvIOYbTLP+GT5x1Xf+HezOkByC88zDehTOMbS6chq0in2SnH8/sWkS7ZYhTTVNUrE9+ROhYJ8UrJqEl0xz+iiER3vbsNqb85ibMOXaSviiVN8xGspmH7Hvc3TPp39tJpCWINd+GLsrU/XEf07+7EEEa+uHrP+yn5YM2imYXUH5+KdM/P5G2DV0ETgapubKK8qVD5+mYi0v46OdGs2/JIlKzYqjYzwj+BZyROfBvHXMEI2CE+IzgDIy7voaWD9pBB2+th8KZQ71UrlHuob+rsp7Hnq1ttK9pIHdaEdWfnDDkI+U70A0MdnfXhWHpcueCZ3whnvFGfvT0B6/k1N930bOpkXCDHxCQLDIL/n4jjgovBUtqqPvBa6QCMUbdtRSTN0skKq6fQ96CGrSkgqPGMAqqP3cxxVfNo+1PqwlsN/pHCFYLhCVQjXoaSVLRIhnpI2L1beiKmk0FlFRMFuXjPQIBCO06MoT4JE61E+9NouvZ1Jn2P79HbuEAppJiKn76vaF9cjQNfbBWwWRWsEopknt20P7zLgpvu5qeX/8+s6ptVBlEfJjynRx5cAfxjiCiWWLGH26k6PN3n/Xa6rpOx8PPYZJTuHJCpFMmiq5aiGdaKfHIAvR0EseFKzEVFmfWD53oxeS0YC/3ZsYxCsCt5N/5afxP/gHUFI4ZkxBnzMT/5B7ySvuRzSpp3QlmCxXj+nBfeSOOJWdXyvs4BIcLq0XNpKQICKTyZiOwPrNOcW2Si343h95DA0y4vhrvKCcRUSAUcNLaZHhxjzxyCNOyMJWDLbB0JJSkwLpnlxMLOWCrzvyOF6j+qhOpeDSJ576Z7X2jpDDNuBQAt7aD/PI+ejsL8OQFGXPzfLR9f0Xd9xcApDO8BXZvhKqlE1BajqE07EOunoLqrKXn0dcQTQreiWYKc3fjC+aCt4qiu24HTSPy0Sb0VBrHgkWYF96MeeHN6JFuiHaSa3oVfcxJ0gEdX4MRfXNNr8a14jxEl4f8mYtxHWyl/e+bCO0/ZVwzk4TnmlszEVDB5kVa+i3UvX9FsOdiWXArpZe5MJeVoP/4+7h9fnRNovILtyHaXDDaSP8xX3AXlaZ3aXn2OMmQgCxEMclWvEumEtmwOXPeBQtKIZG1MkRJMxqzDgZAlbTEh0/MoKbKqM2L9HrIG91DKmbG31qA1ZbA5kww9vYZNB3ykwqrWMwpwuu3EliVD8lwJmdF1GHKsn3semMxPS9vxOmKUXxhDcn9NiweI6qrxMyYrca9lK0KauqMQn4gvG4dphOv4pi/gPR+Q9glselFnLf9ALnaIPyKrw91wE98304ks4rFG8fijRLu8RLrN96L/lPF2Cv6saRjIJpR248h2L0450zDOWcavX99kZ5f/RzJpOC69Ea8130Kz3WfAkAN+UF6OlMDpvcexWQKQl4eUmQgU/+l9bcOOXY5N4e8W24k8PpriHoa69QJuC8xnAl6KknyyE4EsxXR5TZID0A6SXLb2wgmL85cg3hYHHFMk4emx4k2i9FkNWlmoNeLxZbEWlOFuWx4ZCTZ2UXg8YcQQp0ITjfee76Nqax62Hpnouv1PUh6NgXaPnHo/h21ZThqjciSrmlG3HtwZVGWqLn3/My6+7/0UnZDHaIne6i9b+k59+0ancPKD27hxBMHOPzgdiBJw98OkzezmMrLsjVIAyeDvLFqdSbKs+rZZVStKOfGHVegxFVM9uEmVOnsPD6zYyWtW3qpvqCIgomeYeuMYAQj+L+HEeIzggxqrqjiuo2XE2wOUX5+KbJt6PQYd+t4kgMJ+vf3MeqK0RTONjpXB0/4+Ogzb6OrOs0vHkOJpqm+dgImh+FlK10xmvbXDmWiK5L5X/fkhE/20L3mCI6qPGo/v4T+XR0YOd+Dss+D9S/uiWWc98p95xzHXjG8NsVaksOob3ySruc2Ej7WQe/ObnRNAwFKVo6j7OqZBLbso3+NkcZlrSjAUVtO9f2fpOf1rViKcxD1ONGDx4eN7ZhUM3RfVWUIVitnZhpbbEaEJN3VTaqtA8uorIqQYJJxzp9DeOsuJCnrvU82thA7dHToNXrnZdS+LkJ+F/EOwyjRUipd7xzGO/Uc6RuqihY2mqHa7HHsrhjJLe/SsWsNJlMUQRgkHaOrUPu7OfFOiq61TQBM+cFyyi6fQNdvHid28BimkkLKvnUfpQ/9ES0aJhWX2X3rU9jlOI37xmJ1xnFPLqfym59CNIlEdu2l+ckN5C6Zimfs2aOFupI2Ik43fB32/3bIdbPNvRDt2H7EpB8kE+YZK5laNrRguuDGq2nf9dyQZbFkEZrSbvSbqZjIqXdSBukB0AXaTpZT2dtiRE7OaPipddTBIPER0aiZ2kTNVONaSGYRtT7bKFTQz0iDGXsNuZUJok9+F3Sd5JZXCPrKSAdV8kd3oTcZ6xbUdCCaurFVfwP/3/5MbJfRmye2bzeF3/gu+snVqFt/aVwD0Xgmy2Y24CoOkM69Au+8ccglJSRW/5nUntVYqsZRNWYT7X4HsQEvYuVkxDOavAJIY1eSss6kf+MR7AEXOfNrEDSV4hU56K0GiRF8LwPZ3lWCKOFccjmTllxuXBdFQ0urSCaBrlCA6N5DmMtLsJ13AVJER933JOmkhYj9SiJqN+EOMJkUBvwedMFB4ZXz6X1jO75TRQR8biK9OWiKjK5DMi2z+NUFzL51Mx2rj2E2GQ4GNQmqJiNLBkEwu+OY7RqFRX1YLCna/76Fkk/Moa9rFeaWfagpCUHUKZpsGPi6Dvnzq/H5PSR7gsimNK7cICgK6ZP7shdIVYm/+EOcX3+Z2PbNBJ83iK1okkDXcJb7kMwqwc6h81eLBNFObSe5eyOp+kOoCTNiThGOG75Mave75FYZESFl95Poq5aBohjNdfNLCcVq8DiOIpkVQxWxM44gtKNgR5JULN4o5umXZPcV6kUw2/BctBTPRUuNww70o/a1QtkYwn99kHSD0ZTZMvt8dAR0FQRRJ95wCkE0oSRlBFFHlFVcE40ofLKxkeA77yDYbFTctZKuFzajRlV0q5uC265F1zSi+4+h6zrOGRMRJIn+R3+HKW5EOvVIiNgHr+H51P38IygxhXTcjNmcNtLOhOHmSMofofVXz6K3H0Y0myi6+zacc2YMWSc5EKdzYwcOx2lhCoHceTXDxsqM6Qsj2S2IFhPHnh767lYi6SG/D/ypbkhqW8fmTqpWlCMIwllJz2kUTfVSNNX7D85+BP8U/3ZxgxGMwMAI8RnBEORNyiFv0tl7QYiyyPT7Zw5bHjjWl5H6FESNI7/cTN3vtjH3txdTfH41FqfpjJQynboH19G7ro6x9y3GUXn2fQGkfFH23fMMaswwQlP+KOVXTSJwpAt0yF9Qjb3S+y+dl67r9K7ZR2DXSbyzx1B46SwEQUB2WKm4axUnf7sObXtvxvvonVODZ3o1rknl2KqLUSNx8lfORZBE8pbPIm+50U8p1TdA+++eJdXtI3flfBBERLNM7soFQ6/RwXZC3YPpFgKULilAbDdS90SnA1PxcOWfyq/cTHDxHPxvrCHdaNReSTkenOfNJrx2HXoyCbKMFjSMKcOrnSUIjupzpyAKsox53ERSJ44hiNkCdjWpI8tG2lTywFaSG18inZTp+ihrbDQ/s4+cCo3YQaPAN93VS+D9jRTcfDWSNw//hv0okQS28jh2AQRBRWk6SfPnv4PsNnN0WyXJhAUePMa8X86loBbMtVMQLFZ0XSfy6lPEd6xHzC0gUXsTjfuqAdAQsVQV0fTCcZyBAqwuJ7ophzGWYkRdR02qdG7pxKz58IwtQCubhnjkFJqiY/ZaqLz9UkJvdaIrKmIihevSTyLsPJ6pD3LmJki1d5Pe8iFmkxlBM+adND7bK8R24bUo7Y1o/m7M561CLKlGLxiHFu5GV0UETyGmlT8DQcScO4rk9reGVOnKUgRsIqJ8RtNXVQSbCUSRxPEzuso3NaKnUqhHnieTp6EN9ngSwZ6rEGt5n2jL+0geF3rMD7qA2m70jKqY5MOSW8e+N6D9tfFU3ZRNY0r5whz+3OOosSTuYj+2w/VIUgoEKVMArDTuJ/byk5hrpmKdMSfjbfe/8TacfBrZHKblYA3ilFuZdP89hOvaOfqtF2i94yly5o3BXvtDYm0DlFw2iVhgN23PZdPPquaaqP78ZRRcNp9jv/mIWGMfmmIU6AsC2IscuEbnUH7dXAa2nUCNKjjHl5CzYAIW9xdIr3kIkzmAyZOmY081Lo8RmdUREUwSllFj8a/uOn2Fyf/EUqTkKYTiebgmXcHMGxVCOw+QfO03mca9Utk41BPbBh8QHbQkpJNEP3wv+9yggjufwEkFe1EE98zRxIIx1EgaR0EQqzcKGihN+1FidmMLXx+Rl/6IxZWNHstykvTRrcTffgo9EUWqGEsqbEaziyghO8mQg8FqOcPJo4pIY8/HtOQO4ieb6X30EYgGcFcEcd34VeTa+aSO7yHy7IOgqUgVY0k3N5Dpp3TsAGrajZ5KYtR/JTFZYoCEroKUV4hUWIauKPQ+/DBaJALoWMaHGP3Fi4nXncA6uhzbqDK6n3yR4HrjOrkXz6H47htJdgeRXWdoe5jMJOrrie3fj3XMGOxn6T9XcedyOn7/HJpmhAK7/vYe+SuHigs0/OIN5I6DRrZAQqXvry8MIz4AqiYRCduRZRXHuBIco8/Sf07XaXroNfrf349oM1P22avpb0jicojIkgYWMxWXZRUaNVXjwN9asZ0RlXLknq4LGm6Up8IpJJOIZB0xq/4d0Ef6+IzgfwgjT+i/Ea+88sqQv7/xjW/8Xzya/3P4j/pofu0k7hoPY24YP6ynja7rRJoDmDwWrHl2ihZVYMm1kvTHMylJakLh+B92UXx+NdZiJ4IkoKsakqyS9kfpXldPvCvEgmduOedxRBp7M6RHEDRantyAaJaZ8o0LcYwvxTul9F9uYBrYWU/TQ28a57f5KFoiRf5F0zANyrEWrZxEx+v70ZIK5nwneeeNwv/hXrRkmryLZiHZDKnUaF0z6f4ArtkTDYEAp42iWz9B35qdqJqJoqsXI5qGP1aBfS2D5wGg45gzA+eFtaT7/bjPX4hosw3bBsAzeyyuqaMIvL8RNRjGc9EizMWFlP3kP0gcr8cyZjSRNa8T37MDqz1JXkk//r5CKm6YQ/l1s8865mlU/ce99LyymejWzeAfNBIFjIgHhsCFBkiyiiQrqINF7fYKj5EWeAbEM367JhSDIJCIWbE54ljsSURJR9MElNAZHzQdmn7/DuaZJ9AlB7ZFK7FOmUZ8u1GPpfl66T5mRD9UTSQUskEgTC9QXJpPoe5DMsU4cfcD2CeN4dCucnr3G3Ve5ZXdRANuox7IqTJl2QmkXt1IVQQGmtL0frSOqbMD9HQUIApgsngJb9+DyZoiIcrYps1FiUN6606cjjJ0wYSuCXjv/z09a49w9MH34ZHfMvaLK3DGDkMqAQqYZCeq7qDhkQ2k+1Xy406stggIIraFK/Gv2ZIR7QAQXR7MF9+HIJmwTZ5Kcv96RGuKBJPoW7MLt1CEzKD0ttmFuOjbaL4eos+/bKSOirrRzFIYvIGDUCIWLLlRdE1AiQ2VeI6c6ECNGUawJGjUr5mGPS9E5XnHEUTQFJFAYzF6/WaimzYjFI/FOnshllFVqPv+gndUL7oG+fl+Qnueof2X+4mmikn7YzjcEUztW4mfkigc245tW5RCOY9m5wziETt2VwRv4jjdf3cjh09SLhyHC6dR97KIrhgkpKjwMNHHb8G+9FZmPnEHnb9+FCG0nb7f9+GsNCMkk6iKmUhkHOGebDQrZ1Yl5hwHBdeuJO0LkGzpxLt0NpbFK0m3NhN86Wn0N7fjXLYC7+ILSOV/jeShnZiqakkGUqTju7C444iyRjxSgMtiR8orQOkxng/B4aT4Rw+iayoIAqLZgvO6OKlNf0KK1CPW3oc4agGYH+fMogLV1zOk7gqTjXTDIfSEQYbUtnqKVlxD9xsDOJzZehp0EE0KFmcCKb8KQRDo/v0TKP4EYGWgWcK6/QV0ZyWhZ3+HqKmZ8cScQrQBQ+1PS6czqbMgIJ1BvAHME+cZUuTxOFokgsUVw+qJkujeR+9jJzFbk6T2QOT9N4l0ZedYcMsewkfbSA/YiActeIv7ERBwTJpPz0MPgaYRXruWgs9+NkN+ku09pLr7yVs8gd5nXCgDhmrd6Xds38bjNP7+AwRZQlTjeM581QgCqf4AAx/uwZTrIueCOVhybEz+xmLqfr8dwWGm6sazv/cSbf30v2+ohWjxFIH1uzB77YQGjPdy7Q1jMDnPqAXSjczDUFKmJD+MzZqm9c9bceaI1HxqKJE79Pt9HPr1PiSbzKLfX0DF8qE9gEYwghH878EI8flvoqamBr/f8LgHAoHM8m9+85v8/Oc/z/weGBj4+Kb/KxHvi/HBJ99CiSmZ3xPvmopszxoXu7++jtY36xFkgfN+s5LyVTUsX30jnR82c+gnG9HTg93Ecw1j3l7qZvZvL6PhL3sJH87mqMc7g/wjmAvdSE4LaiSRMca1lELHKzuZ96qR1qaEEwiyOKx4ddh5tZxW2tERRY32x1fT8fT71P7oVjwzx+CeUMK8F+8mXN+Ld1o5XX99B98HuwEY2HyAMT+7B9+abXQ+9ppxbCX5kAijRuIkkzZ01ZBbDa9dhx6P4Vk2n6JPXZshZrnzx9D+wg7DkDFLmAngWrQoQ3hSnZ0oPT1Yx09AtH1MQjcQIR0XMVeMwlRk1CiZCvJJd3Xhf/El5Lw8UiXz8O9sJux3I+gq9jIPgq6SOHQAwe7AMmZ4QbIoipRctxT10jn4X34LJRjCvXQBhPqRcvNQ+1qJvv0MoqQzalIjDYdqyZtbzZQfrMCcayfnihWEt+7GWlNNziXLMuO6x5cw7dfX0vqbFxClMKI0aOAPptSoatZw8uYPoKZkIEV07dsZQ/A0cmtNdB9MDfZdyW6XTJgoqO7BkRshnTDRX6+gt6cAI4Lo7/dQUBhg6rwjSLKGkhIh6cts7+/zUlXTjijq5OSFiUUsJGI2Ok5UYnNFKRrdRexkV8ZwTB4/QqzLiKa5Vi2n/rF6BD1NOiVT/6tNFFcXkFfRi4UQyQ1/IXVkB0WaStOhWuri85l2bzGuOdORS2twrbyc6M6tCKEGrBOmI09YmJknnqW1qNrT9J8owXc4AYffoTfPy9ibFiNJCuK02xELJ6OI7QS6N6KlBUy2JHkXjEM9uWOwPs0YS7BotOyrQfPUUn71NPRkAAYOkwpYkKM+zF4ZNZIgMZjuF/O5GWgtwOGJIQj6kCaU6dYmInVduC86H0kyjOtYr4doVy6SqJM4cgS5Qkc2p/HmG8+1yayQ6HMjKhLWPD+Lr91AeMBFtDMHNWUi8M46LPYEFnsKGnYz8b4baH+7GZtwjJqFRxEAdePPiTlvx5xsxl4SQQjtJl1nvIt0VcKstmMpnUOysx/RaqJ0VgPqh18gnarB4j+CloD42gb6Ow6ih3woPUY6VuDZP+M4uRPXLd/CXDsFLR4n+OgjpAbcRrRF1HGs+qQxR2/6DKH/H3v/GSdHda79wv+KnbunJ+fRaEY55wwCEUQwweRksA1OGBuH7YRtcE4YG+McAGNyzggQIijnHEeanEP3dA6VzodqTWsQ3vt5z7P3ec75vXN9kaa7elXVqlVV61r3fV/Xy09jJpO27LqigCFiZVKgOhAdLpznfQXL0LFi/SCreG78MdZzf0Tr6LaL/bUslimjp22Jc/+nv4/RdpBTE6t8yxfjO+9ieu6+a8RDSqkowl8VR6qcg7LI9qwyEnl/KdMQETxBYk//FbSULXYJIEo4JjSS2dObixhFMck/V0xBRXIrWMk4gtOFa9FyACSPB+/yxUitr+RSCyUk2RiJ5JiRYdRAEemceKDokNH6crL5pki4pxgsEXffIJh5cpU+fhz3vHmEXlpDzyNv2udW5KPmy9fT8/DrCKJA1WcvwzJMjv70FYycUIpa6CSSCOAriJJK+VGKJ3Lkyw9AfNhut62X8hsvYPxNc+jf0Uf3mmNs+/paEp1xptw+mgCFmuIjtVIAStDDmT+aQvMju3BUBln4k4WjthdlkXPvm8f6b26mwJ830+5b3zKK+GSjWfbdtwvLtNATGnt+uX2M+PzvwuK/P9VtTNxgDDmMEZ//TZw4ceK/3uj/Qxg+Gh4hPYJgcuh32znyp10s/MVKxl06gURXlPaX7LQrSzfZ+4N19Lx1jEmfX8j4q6fhLHRy9M87cBS5mPXdfPFpydI6Dv3inVEvnnE3/vuIhJHW2HPHk+hR+wUoOiWsnFmq5FIY2nSc1r+uI3GiF8khMul7V1B85hRM3UCUpdPaKzxzGl1PbkCPJPLeDVmdvhc2EZhrpzc4ywM4y+1C1Mi2wyO/je9vxsxoDH+QrwHI9gwiyQamaUeyABQ1i5mTyR5+cz3+JXNxT7HbDs4bx5y/fpLeJ97GOr6d2EutZHZvpeoH3yG1/wD9DzwAloVcVkbl97+H6LQnKUYyzbGvPzCyKpruHsQ/qQgEkf4//nnEiV6eNJvoUAFg4SuK4KSdwT+sQWuyfWh8l16F77yPfXRnCzJS/VRcpQV4ptShd50gvf4VBI8P5lxG17PbCPUVISDgKHLjKLInysXXXErxNR+t2FS0pJHCBd8i8trrDL/88sjnw6ECDEMBASasViiT+zG1PKk2Uyk8q68mueFN5NIK6m64Fu85MQ4+sIPktihm1kRySMy+vQZPt60kpjg1fCURTDF/3YPFw9RM6BpZ2ZYlE6W8DP9lU8m2HKd6/hT0959FFA1EWadiRi+qO0s65qJlyxQMbz1idnikPduc0j7v6Jtrqa63PWEGuoqJDhXQc6yGwbYypq3ahXl8N6KggwRl9d1Ethaw66dRCuZmmX1/HZ33PkTysP3cKLtlOoFy25fJ0VCP1fIOAhax3nxNmjaUIL3vEMrST9L70H6UwlYUM4qp2TeSlnIgzbgA7xWfI7rjAELXHtTKUpxLLsCTEWj0OSDdj/XOjaQ7NCIHbCn5qgkeUr5ZRLY2j+wrHfJjFK0gfewgbmd6xITSyCnICZZBWlmM1L8eyxBwBeIIkkk64sE/pxrEFHScIqdsiRhZBS3uQMeBHlcxsvnrrWVlHG77HveP81G6qARHf+8owRBRDxOoDtlRQ11AT8FJcqc2TmXijV8hdbwLpfmXyPFd0AeSvpN0aBKSYiErBvqJfViMfi5oh3eQ2rWF8OOPYUST4HRjWWAaEpYO7lm2sIFUECT4ic9iZaKY+x5BP9FPdFMzZiyLoEi4zvo4zkVnkXnq61iRHoSSepxX30vgjt9gppNox/YTe/Q+QMDMKki1U8BThLrsEsxEBKOnBXXu2chVdl1K6ZfuJPLG64huN8ErrkQqKMh3p2lQfPUlDDz6HGARmFGANO9K2H33yAKDaYh4L/s8xNqRHfazXLRAmXUuRjiKOmU2rsVngWGgtZ1ArqpB8uUL8INXX0Ps3tfAMnF4UmQToxdiSIYpOP98zJ4WzK5DDMdPEcGxRIouWoF3/jyir76ClU6DKOKeY6enDb289pRxHUPEIDB/IrE9x4jvPoq7sQbLMCgoDuMJJNDxUnPXl+l8ZgfxN/dDqAOw8BXYkc7BV94nsm4jvosuZui9gzhdYJoCJx7fdxrx2XTPHugro6QkDKKIXFbGifvWgGmR7u9jYG0dVZfPtvsw966Z9ckGplxZxXuX/IvMgL0oU7yohk1ff5/WV5opmVPK0t+sRHRIGCm7rxWvSv/eEIcfP0Gw0c/0T01AlP7XBH3GMIYx/M9jjPiMYRSKZ5fgrvKS7IohChZYdqH8vnu3Mu7SCah+J5JLxkjpSJKJHknRvaaJ8L5ezn3rFirPaaDynNMLS5OdEdK9MewJi4kkWbT+fT2OgIPqK2aftn2idYhM38ntBeSAC23QLsY3IlEOfOOJnNyliJE2aPnDm/Q//Q7J490EV0yn/lvXjCJAzvIgsx/+EuGtR2m7N5+SqA0Ok27rId3ajXfWRPRElt6XtiJ4C7DCtgSve1ItokPB3VhL8nArAIIsAQaiaCEIZl5O+D+Bf2oVUaGTrGq/ILPtHej9A8Q3bRqpA9H7+sgcP45r+nQA0u19I6RHEEwGn3qDQSxbhclxin9E73Gm/fSzJF99BKfRibb+2Vztih0pSW3d+JHEx9R0jnztj6Tb+gCovmERavNLuYk+KOPm0NddjaWZePxxisr7MGNhRF++NsvKrewK4ode7qKIQBhnqUg2JpF11tK+yTsyqXXOmIN3XBHxtW9hJpO2mMGSlTgmTsVz7sdHmom0DdC5yVa2QoAFP15CxVKT+INPjmyTSHgY6vOBALWzdebfXIcil5HZ8vbINuqcVShltkpUIdDtc5J+71X8JQOobjsNyOlLEagKEfzCr9H3vEv8tafsc3QUAjmVPb+CqNkrwNlUPg9Hy6iYk69D7nkPK5MALNSCFMtuWUsm4WD/6wsZWDtlhPQADL/1PpHnnsXSdZSqSiquagTewVs6TGLAnozKjiwOT5z0pocIv2/7IPknFYzuapeTlt+/xeBbdipP1U0TqFwA2e4+pPpKhJ73IRMiM5D3jrKSCUprnyFwwVS61hfiHleEPPFcWh/aDFSh+AQmfnIy0fe2oGczCLKMc/pUBja2MNg/jbJpEXyltjKbu0jDW/hPggta6Denk+rygGCiOG1Sk4m5kWYsxyW+RzqqY2btV4+jrACySZwz5uCav4jyhgTdvzuCX3sPUTQRisbhDLowei10TeT91xfS3VbKpEsqWPJpD46ZyxFUFe+0eozmfkLdhXQdqaG8oQdRNhiVpWvl7xfJodmK3tvvp2RyD3pKYfBgDSBiWSCVlqFWjfbZMjf9AqvtPQC85RKxRCkYFqm1TyNmO7EidjqcNdCCcewD5JkXIjrdqFPmINdOQG9vAoeLVEsv8bu/g1rfQMlXv4GgKBj7Xyf7zu+QJq4ktu0IyYNHUeQ4sWwz/lvvQTCzaK/dg9m5B/e4hdQ/8EMExYHk9ZA9sgMhJy0OIFeMw7ngLKxUDLOvBaP3BOrMs3GcfctpqcGOydP5MES3D9fFXyD97mM4Snw4L7mc6BMPYZlCLl1PovDcpej706TiOzCNMOm4C+/CORTfcBVqsT02K++5h9TBgzjGj0etscm27BTIJ11aJJvaCb/6FljQ39yJs66chhunoW2005IVhtGO7UGPpk85QgHTEO1FC8HCymRpf2wLQk42UBQtFNUed3osSfNP/kXicBslSoCmaAkBfwKXK0vbQxvAzJPwvg9aKL9oBj1vHmX/j2yCNu6q6TR+ZgnLH7+GrleP4K7yYwgOTvzE/r53UzfHHz/C8t+dxZ5fbEfxq8z8jwU8d8FbaAn7OZ+Jaiz42un9PIb/DMJ/v5z1mH3pGHIYIz5jGAXFq3Lhq5fT+XYbe36yYUTlRvXZEzzFp7L0jxdy5C87iR7oxszkUuJ6YphZ498WdnpqC/COLyTeHEISTZv+ZA2O3vcOVZfNPM07wTOuCEeZL0d+QPVKWDnvHiOaBCu3Ai2YiCJkeiOYIQ1JgvD6AxSePZvg0tGu6krATXB+I+2igWWJgIUZj3D8a78G00QKeEkm3GhD9sqed0o9hUsaKb3ETkUqv/ki5EI/2lAE/7zJDDz9Ounj7TicWQxdxFLcmGYCQbBsV/XJpxNApa6eyEHbuNJd7UEuKkStrSG5Y4e9gSyjlFdgxOJEP9gEooRSFEAbGj6FWAlkk04UR5yT2tqCEafkzIn0vpRPJRTE/FxPqRn3kdcl1do7QnoEwaTvmfXIip+CCh2nN43Zvp8FD/yModfepjC7FaH7IMP3b6LgK/chevyk9uxm6OF/gGFQcO31eJetwEpG0I9tpvvVQxTJ7+ANAAHIljVgvSrmjk2goDiK+8yLcK/8GNnmJkS3E7QUVjaDoOYJRao/iSCYuN0ZTEPE1AwExUIuL0IfjJBVqtiyLi+hHlg0k+LrF2Jm0oiihd7XjWvpOSOk5yQqrzwDrjwDff/raO/8ZuTz4o+dhaPYj+OcS3HMmI+la1iyi+HnXsIyDNyT64m+YBuAegIJ0kk7XdFZXYj/4msxe2eTWfMnrHSYgNv26HF4MtTMasZVXYQU8GFEcnUNkoGh2/eQ1tVNlktxzLiZouy/kBUNLaVSUDOIKJtoify9pUWyCKaApOoEageQD/6A6MZSwD6W/pe3En5zPUYsCbKCd4qDhoWgFCRJ9+VW90UTxZPBoe7AvOlXBFcuoOlXee8lLWaheeqp/sXFpI6ewFFTyeBbO9D67bRdRch71oikYbgLQYXSxQfIDNeiqGEEIUOifyJG7bVEX34RCKA4TDznrsRRV41/xYLceLDHhVqqUnPLmWhr3scyJazhQYRyeyzs2zqZgztt9b4tDyYpLR9iUlUvcoU9tsOOG3j512FMQ0IQLJav3ozfnwXs/pXLK3B6e9EHowgKuKZPRBjYhmVB694G+poqKZxTz7gLyvAuXTJaXh6wQsfz56sYCJI5kg744WgSrgCWZWHu+APW8TfwTmjEuuRuou9twdi4HoBsywkyhw6g0Im27vcA6PveIHagCiOr2GpuR1uRX/gLzsZyzM49AJit2xAbtiJNu8C+DvXTEIsqMId6bE+tQCGxf92L88xLcV93z6jD0sNhYm++jt56AEE0cS8+C/cZq7EMjcybf8Bs24PUsAD1nM+hzrUl5zOHdiEreQlwqagYpboayXcR2rE9eIUOgium4L3ukwhSvs/k4mJ8Z545av8VX7yZ7t/+DSNtUnjRmUQ3bsDhsqmQmDXRh2MEZlYyuPGUfk+lKLtoNqGtx8G0cNeXUHXpcgaffgNyNXuOgAxdpyw8xSLEj/cT27aX+H47oul3hSgpc+E6uT/RzNWeWlgWnHi1m4GWV2Cwz1OysAABAABJREFUa+S91vzobvrXHiJVOoX+fREmXllPxbzRadWdbxxn+u2zqD1/HAAdH/SOkB6A3h2DjOH/d4yJG4zhfwpjxGcMp8FZ6KTxmkl4K93s+cUWJIfMvB8sH/m+bHkNZctraPr7Dg7dZ6v7jLtmxn+qZiMqEosfupbet4/R8o8NZAfsiILklOEjBAokp8L8f3yCvjcP4Sz3k+0bpP1vtneL5HYgKE60ofgoA1Jdk0aknz9MpE5CDnhwjSsl3W6n46h+FS1h/8aIxLGSGiAjCBapY510NXViWRJVN56NqMiUfvwUR3XLoONnf7OdvxUTtUQl1ZUGATwFMhgmnBJ1skyT/m0hUlHbRdy9bB6CohBYvRpBktC6u/EuW45UVEjn3b8g02IXtAfnz0XwT2bojW1YJz1IBFBKAhAdRBAs3PNOqshJnJzoIUi4VqxC8nrxnpOXwQWwdJ3E7n1YJkgeJ0YijSiaWKaIllEJdRZTObkTK2tSUCPimJ4lk8v0s+IRtJbDOKYvIvzUE1hJuxh7+InHcM+bS/qRO7EifcQPNFA0G7SMTO+RGrKpXubccR7xjhDeobeRt75LpH0NgS/+HMktE/vHXaBnEYurcF/6WdIv/x4zGaV62tX0VcSQchURUtdutNeeRTZiyEFQCmvR9JNS4VC+uAwzOowRC5MoPpPmFzYib9rJhJvC+BbORwqWjJAkI6PT01qPx7cct9KJNGE5zsXXYkW60Pc9h6C4kedci+DwUvqFz4xcRyudIH1gL1WrplBeNpfMYJySlVMQVRmxdjryZ/6ANXQC/YVP5seez41nXCHj7v4ioTc+QAp4kWSd4Zdez10vAbmsFLnqNixDJmA+heCSEHz1CP4Kop1FgF2johb5gE7GnZGTNo9BzRKdE2ttsq34JIyh5Mkbg6HtApK1grrLnSRC/chmCE91CMmhY+oinX9+idC6PRSuXsngO7ZJqSgZWFsewIiLOIK1yFO/ilKQ9+5KDntRXTb5EUvKEZT2k6eBqvYiKvZ95atuIZyKjvxOsAxcdcX4zsxLZZ8Ks317/g8tRXrvNtTq8aQzoyW543v2E/3j6wQ++QWk8WfT0zIJ07B/a1kCkeobmfiDZWR2bcZMxHHNX4agyhgHX8fc/gfot2Xq+5qqaN42GYDEuiEClTG8U0rBP1o9TJxwMeauP9uHlfRg6hKCAFJFLY6zP43uUkgf3UvXrirS332f4gV7KCt8wk6t7dmBWDgBubBmdJuBAsyjeU8qwTJQXJmRdEDTkNCH+mDiaNIu5NI6jUMvYx55A/fMcVjl15Pe9i7aETvqpzUfIPjtv4wsIliWxeADv8Xsa0ZSbcIQe+ERlLpGtEPvY+1/CwB992uIlZNRptt1e0rdBASPDythk3XHvBUIgkCydYjhxDTU+qUErrgEQZIZfvMdEtt24ZzYQOEVlyLIEqkt75Da+BZSSQW+K29l/F/ut0VrDI3hV/Opb7LDouCMOUguB84pU0gfPoxcUoLv7LORi4uZ98jnSfeECcwZh+RQcNeW0v/4q4guJ9XXXEz89ifRNAmnI4NlCZjZUyLiOSy/bwUt/9hIuiOEIEDlRRPoWNePForjcGiE9vZSVDP63ZHqTzF4+DjZjMrO+/Zz8TOrKJlTzMDuAUTBItk6SMuzh2m8cQYA5fOK8dd5ibbZ77iJV4zV+4xhDP9vwhjxGcO/RfmKGlavqPm330+4dT5lK+vRohlMTScTSuIodP/b7dWAi9orZ+FvLOLwz97E1Ewmfe3s01TjTsJZ6qPuJntyZJkmSoGbdGeI0tWzUAp9hLae4MQvXrL9fLCLVSUpQ+FZswgsmPiRbQqSyMSf3cbgm9uRPC4kxaTnr8/ZX0oizvFVxI/25aMrFnQ/+i7lVy5Hco5e6XNPqkcO+tHD9qROVkxcXjslwwyn0QYGUSvKRrbPDkZJNffmDsRiaO0Owhv2UnPrRRSvXj2ynZFMjZAegMzRw0haFJdTIm24EBwOgssnU/qJK8kc2AOiiGveIhAEQpnZMNSCKJq45y+g/NqbP7If+n7/V5K7bUPDspVLSOzbQ7JXzEXCwDRFDE1CDJYglVQg100is+t9cieKXFmf689TVrpFCbO/GStiR5CMrEQi7GG4u4j4kB1lGHr5fepXSwjk0hZ7WjF628nseAd0eyXWHOwi9cqfscJ2X2U/eAoJu95CEEx63zjBoDqdunlNFNYMIlshLn5hNW1vtFO2oJSK+hBDP/0OWkpgzwdzsEwBpztJ5s1/Yb73EHL9FPyf+i7ICps//yr9mzqBIqonpph9TynWUCvamu9CNJe6NNyBsvoH9v81DX2wH9+Fl+Jdvhj94FvgO07B7OV2xOrUsVbUgDHhZvRdT5GOuejbHUB7bC01n7+U8k9cgHH4TSwUhl1uzEQKyxCIrN9O6bWXoCz6JPLC0alJ488yiB9qRS7wofX00f+XQ6P2F5jbQIkyD1GVcVX56HkoH72xTIGBA+WM//m3iD/9S6xwE2phAj2tMHSsAiyB5NF2xn+vnqplLhLHuvEVRwhWt8EwWMMtGI4AReffSaZ7kPA7m0iEPIiigeRWKP3qr9DWfBUxewA96kLxZiBHfBDANXUqsbfX2X8qCtHmPnb96of0dxZTtTjI5HEbEd1uvFd8HrF2AcahN0hFXfS2VOBSUhQvcjD/8i00HaolMlBAWcUQ4xq7wQDjg58h1i2nYmk5gixg6bYBsXrwJVK7XHgWLB/VT1rrbqRT0t4yydEKhalDB8g88wrK4o+jLM8bAIszb0KomIuVjeMom4PS3wWCgFRuq60pKz5Nx4v3EG+1nwG9byXwLC/GVzNor+2YOp65kxB6K8gMmjgXn4ejfjwGZ6LtX4eRlhG9LnS5DEggSgaKK41rxSWIE6YRemEjydYEzgo35ZXzMQeOYXxwn31w/YcRfcWY0eH8NU8lMFNxpJPRU8NA6+xA+pAOjBmPktq9Hecpt7LeeQztwAZwuHGu+iRW/RkkN76LqUtEnl2PY+Zi2n/69xGVRAuJgqVTGXrsGQDSTSeQg0E8syYSe+ZvdpvdbQgeH33NpfS9sgu1xEf5xGq0Ljsq6lu2ANnvJXq0n56BRqw0CG061su7qPrkuTgrA0ReeYXWv/8Z9/TJlH3+ZhoWfAuA6J5m3O686IPgD+BuKMZds4zYvmYSh9vwTBmHf3YDs37XSO+ru5F9TlyNVbQ896S9eCUbuNwaU791Hkd+/S6ZwQSSaDAc8SOKAm6XhiiaGGmDCddMIHawe2TN7qSgD4Dikbn2vQtoeauLYKOf8vmjjcDH8L8I87/eZAxj+L+DMeIzhv8tOIrcbLv9JVJdUWSvyrJHrsYRdGBkDNzVBQC0Pradjmd24xlXxPS7L6BgdjVLnvr0f9m2pZvEmnrI9oQwkhmKVkwdcZ9PtQ8gO2Didy+j+7ltyD4XDXdeiKPU/1+2qwR9VFx7tr0Py0JUZFLHOwgsn42rsY7wlqN0PbKWTIetBCe5HbmantGQvG7G//LrxHYcxFFTTmrfXsKv5BSLyktRSka/8NQiP666UlJt/bZ3iAlmMkP7n16mcOVsxByxEl1OnBMbSB+za0EEPQ1YKA4dxRGj8OYr8C63vWXci1cQ37yZgd//AbG0mtixEBAALBLvtRA7/gDVt5xLweLJI8dhZjIjpAcge2QPLkcCAiKJiBdBlim7aC6e8WfhmLMMQVEZaPYSOlqD05tCqJ1DUaHtkxG86WbCjzyMpesUXHMdUuk4cHoxE0mqprbRc6yabOIUqW4LLF8VoT39iJJBsEZDLCpFKqk8pacEBEUZEeFxuDOoJR6yA4l8VCrtoGXbZILVG5HnXEX51DLKF9okc/hvj4FhoGedWDlloPJxvSi5Qm+95TDZo7sRamfnSI99YL3NZbz3+T00Ln6cqkk9I0djDjYBYIRDDN73Y4zQIFJJGZ6CEwh6guRAACP9BFJJOYVf+BZSYf66a0Vn0bT2WL6tRAQzHUd76dtYfbZ5YqA4QMrhRBIh+fbLdB7YRtmdd6IUjx4/ek8b1pF1mIUluOedgaoaxDoL8VaGMIUA6tLPMf68CowjmzATEaxrziD0wWHirRFMS2bcp+0xX3rDxXT95hE6NnhRayqJt+Sin26N9Cv3UbhiLkL/MWTnaDNHKxNBkCWqbrsE8/gW9IEsWsqJlhYQZAfZaD3aMZvQar4U3ilxBFVBmPkV3LWzKf/WN8kcP07aKqHviX9wbLu9qDH8QgbncoW6CS0kXvwbnk/eQzzkZ+PTZ6Bl7HtipjNC440V3Pa75wn3TEHqtCedojOLHrdI3Xc7jmAZZ31rIU3/Oogq6wiGQOSJvyPufxhlxY3IE5ZgRrqwujePvPksC8oauujYX09y2IfTm6S8ocvu751PI00+G7E47+0ilEwbqRQQc+T/JIwT2zAjQ0D+upm6RKbfh1zqRyldgP7cnaimgepVUKd/1t4oMI5UpAi0LMQFKj5zHXoiizXci3PmfKTSanp/9WuiR7KAQrxFo/9H36Dkxg8JiySHcMw/k/QbD2IaEurUxUiBvJeXIMu45i8gvXMropwTiimvQ65pQJcqifUNk006kR0aHvEDhIwdsUglo2T7y8kmTxJ7jdSJ9hHSA5DtHUQPjVYu1cNhrGQcUxdH0g+znT30vWLfc9mBGMkpEyi/fgmiQ8W3YglGRmf7559ByoTweFKIkknPU+/hmzUeYv3EN9spwfHte3BNnUDBeSsB8EyqxlFZSKbbjkBGOnU23/AoS/55A7VfvoqDt/+R4Z1t7L/tdzBpIX07h6g4s5ba8aPrMn1lIuVn1FF1wWfpfHY3fRvbCb2YF+twB2Xqzq3CMiroequZ/o0dFC+sZNyVU0a14yx0MOXa8YxhDGP4fx/GiM8Y/rfQ914zqS57sqPHsxy5712iu5rBgrobF1J+4XSO3vcuAMmOYY79dh2ikSY7FKP6+qUUrzhdZhnAzOjs+9LDJI50jKgVdT25nqm/+gSZ7jBHvv1PMC2UQh+KWyTVFKL7IRj39asxNZ22e58gtrcJ//wp1H31GvRIgsSRDjxTalGLbHKUOt5OprMX3/xpBFfZkzA9HMHhg/FfvZTOh97BzGSp/tT5H6kUByAH/QTPXQKAa2IdalUleiSKb9nC08iSIIlM/tWnGXxrFwOvbkQbOkXO+5SVfUEQqPz6F4lt3k7q0DES27YhnlyUFkQcDfnaoUxzM0P/+AcAlrUfJVCNFtFtw7+sRqq5lxM/e4o5T38H0WGnzwiqilJVgdZlT+5FI4FlaTg9NskouPYT+FaePerYe17cRaq/EPotxNYeEp/6E+Ufm0fF5Qup+MnPsbIZzOF+UN0IC24h9fwjCAIUV4YYDpcR75OxTAF3CbRucTK4z55MVilQqLpwLLkYK5vB6G5GnX0mYkExyWd/jZWM4j77BuZ/YQVNd/2K0FGVk0WqpiWj3PAI4MLSNJBkej7oINlbjN8CpydNsCxMuC+Iro1+1AkuH7JbxlPpJtGdRBJNsET0tMKR92dSOr4fRckZmE46H4Dk1g0YITtf3xjoQzNNREXFSKu5z3pJrn8b36XXjezHO2UcBcumM7zxAEUTY5Q6HiP7t0cZcU0FXMEEjsI4Q4fs6Kre00vPD39E1V1fxNr5S0gOwIRrGX7yTayMHU2Irt8KpkWqJ0iqpwCrsB7lxa04Hb2Ix+3UOX9pPWX33kFmza/R23oxOgYxBirxzZ3KxAd/bNdHyBIDjz5Deutb+IqiGMdbUc9opPSOL6J1tWMOPYeYaQXVhzTrOizLgkyUgosuYPCf/wLLInD+uYhOJ66zrkBvb8JKJxHrz0a8/CsYR9ahr30Uwf026vlfwznhAoYe3YWuj74e6ZTdh5aWYXh3G0MdhSOkByCcmYw49+OIc79NKaBtfwJj14OIcoZkazEwhBEdgu4+PA67H2NhP46eFIGyFjIv/xLpjicw9/4VxZfE0kWyYQ/pIT96ysWCK3aiCQWo6YGcoalFOuqi8yu/wdAV/GcsoOKz140S8LCSYbT1D2KloygLrkVweimu6yM57CWbdFJQNYinMIaeUMl2aUhdRyDns4OhYbbvQCyuRztx0CY9dqsk171CNmdYrPd04j7jQjJHDwP5aLqZyhJ57lmU4sm4HEfA4YOa5Ziv/AbVlwHVjfOi6/kwij51G+lFS9CGBoi//DRGezf9P/s+rjMuZPBx+3mQTbiQlDCugtwRRQbwr7yMzJF9GJqAFCwhdagJZ10p6bZ+kEQKVy/DM7We4aoKsp09WA4f7gXzsCQLM3ets2mV1PEUqtMim7bvY9HtpmB1Xgo/OxQjG07h9pi4vEkk2cSyIN3SjjM4OtUxdqSHnld+j1IcoPaLlzL1gS9w4DvPMbClE12XyZ4YYnBzK+ZgL0ZObdOIpQi9uZtYxE/sxDAFU4opWT6OgQ0tdt1pLEbbo9to+NwZ1Fw1l6rLZ9N/5HmGj9iEasbtM5EcEiBxxsOXYGoGovLR74Yx/G/A4r9f3GBMznoMOYwRnzGMgqmbDB8awFPlx1H00aaap8JTVzDq72RT98gDpu3x7RQuHr0qGtvXgjYwDMDh7z/H4hfuRCk4PT0usreN+OGuEdIjCBZ63yD7b74PtbIYTPtzLRTDGDYQRQi9u5ei8+aT7uglssWufRhevxfXuHJ6nlyPmcogeZxM+t0XSOzYT98jL9spDkUFNNz3DfRQhLbv/hoznUHye2n4+TdQioKjjivT1kmqqRn39Mmo5aWYWY3EgeNoHW2IioBv+VLbh0eWSR05gt7fj3vOHCSfXRuhBL1UXHMG3mk1tN77FEY6S82tF42QkpMQXU4CZ68AUSK2eZe9qi6ZFFz6MZSKfHREH7CjUjlROIqCnVhVhYR7fBg5JSQzo2HqBqntG0jv24k6YTLB1csIP/YYCCCJOqYh5/oZ1NraUcdiWRaecQWkOkOIookoWiRP9NH829fxTa3GVWQRf/AurEQEqWI8hlo6wuNE2cAfjOAP9GMaApYuEW0WgALAon+Xwfrzf0P1fI3S2Squiz6NFLSjSf47/4JlWVixASzFQduBaqxkEp8viSCaONUUPX94lEzTCSR/gJBrOceetSdv1fPOYsb5Q8z91GqSXQMcujfKQFcGjz9BXKujqGEqPX/8HXV1B+lK15JJuwgWhiitHMSyIJWow3X9JxFUN0LFzNPGJ0Cou4Rg5cCoz4ScDHn8eD9GWsM/tZLx37mJbN8AxnO3IZxMDTpF1j0dcSE49FHtmIkE4X89gBEO4y5NoAz8BStTPvK9MdBFIlqItyCMJSokj4Xh2LsgWJRNklEcOlZ/C9mXv0C21U3PwRq0tIKy434a7v8eStCPZcQxNjxAoec4mXEDIwSOVAK1rorshidJdCYRpCLkiQvwFdRhvP4FrP79OIMN1Pz0R1hmhuyxN+j4/c8QSs6m8tt/Jb13O/E3XyH1s7twifuR5AyplmHU9B/w3fIzys8ch/aBhr8wQjQUwFOoUTupF8HlxL36BnR3Ia19RYiSgZkTD3DVlWFZ1kjqn7LgOuQ5l6EdWAutD+X7RfvQJDT3/EC3a0oESwMB9IxCvL305AhHd62g8LNfR29aj/b2L7C0JEP7xqGlZcBieN02fPNn4lswY6Tp7Nu/xTyxGYBM534ctz2Oe3oljb79IFkIloCRUmwBBMFELJ/CyRhJcshL+rF3cewK4Tv/XJBk2y0T0AfyEYbM7s1IahrFqaFlNAxNQVY13ME4WsJBqk/C/a37kWsmom1/CTI5H6xsEqNpE9KiK0ePT1nGNWs22ReeGjE0NSPDaJ0do7azCieAuQcQUBZcQnLLC/hLImSSTuIDw2gD20EQqL7jBtwzJqIW28/J8ju/xJGvPoDek6Dproep/5ItwKBrEolhLwwn8PpBD4BYVkfdbaMXWJylXkrPaCC+c/+IFL0ggN7die/ia4jv2Ety32EcjQ30v3kADBPzaBfxlhClFy/CN7uRng29I+25qgKYntG1PtlT5PO1aIZxV80gsrVpZF9mOh/pFGWRc56+hI41zThL3FSu/FCN1hjpGcMY/j+HMeIzhhEYGYP3rn+e8L5+JJfMigc/RmBSEXoii6vcnrh3rzlG09+34yzxMPP7qyiaW8Xsn55Pz5vHCM6pZHjTESL7cwXYBW6Cc2soP38yvW8eQS1022ICubmipRnosdRHEh9HWcBWtMzJRIuiOTJRzHQNMiJNKQijPT/UnKjAKUgc68JM2fKmRiJN1++fJn30BLZ0rYU+NEzyaCvpY82Y6dx20Tjx7fsIrrZViUxNI9PSQeePfgOmiaCqVP/wP+j4zROY3c25NCrL9qzRMkhFRRhDtrFf5LXXqfzhDxAd+VoC3/R6Zjz8rXzfhwfJNh1CGTcBubRi5HO1JIB7QgXZUArPvFkEL7kQfXCAbPMx1IZJuGbMQC4rQ+vtG/mNkAxRddF8Op4/hJXVqLz+LIyO40SetCeImUP78Kw8d0TC2bLAMX0mKC5cc+bjGJ9P7bEyKWKP/JQK+RAlq4rpPDGJVGe+UF0LJ5Ca12Ml7OiV0dOM2JA/fgvBVvwSbZlZUzJxlxgMD1o5IQqB7LBO8zsWXmMLZjSM/7Yf2b/Vs6Sf/h5mx350uZRsZD6gEg5LSKJFJBzA3NLD9DPaGW4vQTuwHagGLHr2WMSGapnoUmm88Xzmz1rKiX9sIWpajP/kIozDT1Hie4KSs6FydjMH31hCScngySFFojdAybglo8ZReu/Okf+bhkBvUwXxWAFl9T1YGRW5dgLulRfQ9dhrDL35OpHOYorPmk/9+Q7Sr/0NTBHZoyK7s1iih0ibC8sUSA0XULG8k/RQgmzOTBRgaKeBaVQSOl5B9dLDSGUVGH3diKqBHnXicCYxdQVNO9VtXiCbsBX/sikVrU8nOehHS9tjT4sahF5ei79eRBjaijRky2epxQKpbhnLVUZq41skN7w5suJqGRJ6WxNWyztY/fvt/YRPIPS8A/1P49J6qKgR6XrvAD0dyxB79oxEphKql3BPHcmwD2GnQV3VNozju3AYOouW7yHrG0/Dz7+DcDQCrU9Cx10oC39D/bc/g/m39XRvj2Nm4fiDu3AWOpl467xTzhV6H32e7FAxRVWDWKIMzuAIYZKcEiUNYUBAWXI1gsuHOPNTGIOHENKhk4KIAEgldpqkPGEF0rgFRJ77F5aZ9+0CMGLRUX9bkfwEm0wcIZtArvAim8P29kmVzGANmBkcZ92I1LgU8+xvEH/2jyR6g0Ca5LatSEXFFHzhx2QObkOpnUhiwztkD9kCBQgm1vH3cZYUIhY4UOQYohHGyKhk47nUM2cxguJCLMkX0WtJleRbG3D0g++Cy05XqNNSo/72LFpAYv9R9HAc0aUSvOV2ZCWLoDrRh4bQ2x8BQM+cMtG3LMAcIT0Aw1sPoQ/b5EuPJok1R3DOWUBk4z5OlRN2SFGU9AFIRYF8erIgCMz59aUMrB1H6ME8oZVLChl8axeppA//ldfhnz+Rga2/wbIgm1HJtoRpeWANBYsnUnvVTJKdUSovmkpgShmWVcq4r1xGZMdx3FPqGPp7G6njwwQmF1F32UQUj0LJmRMY/KAJoSBI/+EU5t93M/FTsxFEAdWv0nB1PlX438E0zDG/nv9GWP/dBqZjGEMOY8RnDCMY2NZFeJ+92mikdA7dv5n44S7MjEHNx6cz+cvL2PXNNViGSfTIAPt/ug5flZNEyxC1H59N+flTSZ7fSNP972KkNRo+uxxRkZj5k49hpbMMrj9ONAWyLGHpBsVnTsZZXfiRx+KuK2bS96+g55WdiCIYoRDZ7tzEVBEpOmsOZkajaOV0hl7fSrKlh+LzF+CZWoervpzIjiPE953AP38ShWfNZXjjSUNSi3RTy6h9CaqCs65yxC39JNSaSsxMlp7f/oXk/sO2kWDOs8bKZomu20y6uQu3X0OQLFs6WssRpxzpAdAHB8m2t+OcMOEjz1Uf7GPo3ruw0imQZIq+fDdK7XgSO7YR+tufAJAsAfe0q9G6Ohm870egZRFUB8Xf/AEVd99N+JlniK17N3/s8gAz/3gzYkE5ss9FYv26D52zE/cZF5DauQkxWIr/mptRgnY9gJlOoXd3IFfWkN23Hr3VLqKXjUEarlzOkYd09EgS/+w6AnPryW47MKpt17LzkCrqMfq7UGcuYvih34NpIso63pIEgeo9VE/0cvDdaWRzUtBYtm+DOZxf7Taad2B22BNtWe+nem6Mzl2+nDeL/VLsb61AX3wIX0UId7IB4ZiJYIGARaIjyu57PqD8jBq8tQGmffvcfJ/vzfv7uIJxpp6zjdCh6pG0HMQPVYBj1/iM9J9oh2zSMT+du3MryIdjuJZvo8xxDxUfN8gmHOx80KQ0dRRJsledtYQTsbQM9Zw7kTccIbV9G84yC2PcZwhOiBDZ2omVMbFUL6ntx0f6JmUtofjL3yH5zzuQM614KsJEO4pJD3tts9ScX5MgGiSjLtJxF9H+APVXDqDG49BWOnLs2o5XSR21J/GucgXZrSFg4f3U94g9+gBgIQi5bBMT+jtLybonQzPkNd3AMlJYQyEyMT/h4+UoWQlaN2Od6pdhCQiiierM4CuKEn/qryDn+suUUCNtCMlWaHnM/izVi3XkTxTM+Ck+/QCWPg4hN5fsfOaDUcTHTEZp2TIe05DoOlaD4jNY9Ow3KN1zDFNQ8TaWIGSjSEUl6Nt/h/7KUlCKEM97gN4H1pLu3Y3Ll0IdNw7vRVflr63ixLvqUiLv70TXDCxTQnWnccQ/AJaNbCfPvRztrd9gaAK6ewY0t+OYeB1W71YwUkjj5+D5xH0ICCMyz5ajBC0xWkzBCA0gV49HrrZrQuSaRuJvPIN2YD2yaKuPqUqI4J2/wtx5P9lDbYSPVAECngXTkXMRYKlxMcrKW0m++QjJQR8QQlvzMoKs4LsgXw+U3rWRzJY1iIqEZUr4LrsWRwGUVB9AK1KRnVnkdDtS5UK7XVMEUQLTQHVnSCc8CBjILrASYQaeeB4zEiVw3lk4KotGnZukRyi89Q7c53bQdvefMOJJwLIVA7MWiR27cdRW54eLaYKWpWz1HJweneF1W3DUVKBU1dLyU1tCPrL1CPUlAYrOmcvAW7s5lVCFNx/DFFqZef+NFMy2I9eCIFB64QJKL7Sl0ys+vph0fxJXmWdEWGfWvVcwuLOb9657AVra6FnXhuSUR5Ta/jMYmsma2zbS9Hw7ZfOKuPTplbhLRgudtG8eZMc/mimZ5GPpnZOQlDGC9F9iTM56DP9DGCM+YxiBp8o3ahU00x3GzNgTto7nD1D1sSlYp0RTkk09RLfYK/3DuztQg26clQFm3Zs3nzRSWWLH+hjacNxOI8iCs74UIzxEeMNBjv4AJn3/itPNL4GSVdMpWWUbv2UHIrQ98DLZgQip3ij9b+xBdChUXL2C2jsuxcxoOOvKEAQBye1kwk8+g2WaI+2O+8bVxHYdxz9/IkPPryHTaUdI5ICPurtuRSkqQFo8m2DzuWQ7uwmcMR/PtAlE3ttIcr9NmozwMKdGmtwzJyO+thFJsaNRmiYhYnz4NBDdbpTKylGfWaZJ9Ol/kNq2HjEQtEkPgKGT3r/DJj6bNo1sLwgWg0+9iBDvQxFzkZpshvT+3fjOvYjglVdgxmOkjx5F1vuxjrxDomUTgS/fD7hwzppH/K1XMMJDCG4P7kXL0SMRomvfgVArvd/5BkV33oWjNMDgvfdgRocR/QH8F14w6rilTDdz778YXa3AWRlEEAQciy/GjA5hdDWhzliB0jATpcFODzPTKTwXXkNm10ZUtQ8ha0+4ne44M745h32/bUePJKkY34ms6jiX5ydogss3at8zP19NY7/F4Uf6GDpuExPFmUFWs0hui0nz36d+bpBta84jdDR/HfTk6CJ9AKFoKtagnQ5pahLuYAJxWgeRllIMXcJ34erTfuM972Kiz9kT9MhgACwBb0MpqWM5BT4L4js24K6w9616MjScdRAFDTMnxWxoEh3vFzLhhinI1g4kbQA0iD7/DFpGAUtAKioieOMVRHYcz92LFlZPG2b/CeRMa248gLs4SnrYiySb+CtjiA4R36rzifb4SGzbROm8YRwTLsa9ohB9TTfxw2FcpQquyPv5vkm7bOJT0oC17k68lRYZ1UMm5EP0FjEonk/LmnZAo2dPMyt+cAWOxEaE8jlYciWJE6Ucfm8WekZFcWSontCJKJv2cQsWrqIoyZQHRTJBsEjEXKgODVmx05+EQBmp1hCnJtUmO6MMvvcwJROOkcjodOTqwQIlJ9hy90aOPttDsNHDOX87w1YVNMA0JUSnh/SwQeduE1XoIfvCzxEMHbWhEn/92wgSYCbQN36P2LYSwIGWdiDFw1Q4Rk9U5ZJSqn74XWJ/+DyiYiA7DBgaHUmWp6/GsByE/v4vrOwA8UP3E1hSgOfyRxEsA3x1pxmGKvVTUKsr0ZoGMTUZBBNhYP+oZ5Xo9eO/6tOky71k1j2GqYvIdZMQAqWIEy5E6dhAybxmLG896sdvR+/uJPrma4hOJ+7pEzBSMqeSAb2vZ9QxaM2HbRlu2QAMZL8Xs+84gmiheuyFG7O3CWl8jvgEi/F/8uukN6/FGSxB3LKJ9IABCEReeN72MDMlErv2Uffbn1C6so7o9iM43GnY+zx63xKcdTWM/803GX5rA8OvvDpiQ9D5+Hqyho/yq1aSae+k8ye/JRPK4qyvQZ6+mIyznuDC2SQPN486h8iG/dR/63oqbjyHQ996gmROoMM0RSzLpP+tAyPE58MQJRF3hfe0z5Pd8VF1INGm0GnbfBRa3uik6Xlbyr1v5xB7/nSEpd+fnW+nO8WD576HnrKfC9mkwaq7xwxNxzCG/1MYIz5jGIFvfJDF959P81OH8E8oROsdoq/f9m4QVQn/hGJqr5pO+zMHkNwK3roAwycL9C3YdbstC1p/6zLGf2YFQ5uPc/Cu5zHTGqIsIAoGgmBhRIZzxaYWQ+8dYP/AMNXXr6Bw2UenE+iRBFgWE354E/1rdnPily8AFmYmS8dfXyN5yFY/K7loMbW3Xzbyu1PJVNHZcyg62/bl8EyspP/pNxEEkdLrVqOWFmJZFs0/fpTI1sMggHvRIoxUGj2SzNdjCOBfuRTJ7cYzdwauyY1UXLeK2GsvjOzH0ERE2cSyRIJXXgbpFJ4lS5A8dgqTNhxHdCjorUdJbXkPADM82uBOqbPFCxyTp5A5aKuvWRZoPb1IsoGSz4ZCra3HjIaI/+O7KKFeZJ8CRm6in02hdxxDDRQj+QOUfPdnaB1tKJXViG4Pwy8+P1IcJAo6/Q89gaSHkTPD9nFFI+hxA3Xe2WhHdiBko1gn1pNp3oDzuh8hCHa0TpAV3BfeOuocwpsO0PWnp/C5uhEFE6WmFt+C5ejbn8lf193vseyZexBcHqxwt33ciQHMSB9ioAyxejrKmZ9EP7gOq6ARZe7HKfR4mH92iiO/20SmvY1xE08gl5QipGylKFUMs/CzGdb9wEU2olG7uprApNGr0ADCrM9hDA9jtbyPkZYQPBrOgiTOOa1kPCvwnJuXQLYMHePdn6A2v0/hismIS+/EE1KplkREReDo1/6KpRuILgcFCyZCTijOsqB4QgdmSiXdXYBliAw0VSBYWcx0BjOVHH1MWFgIGENDSC6JsvMbSGzfherOoEg6el83SBIY9gRKcGpI7izOwhiByV0k28twLTof9dCrFIRsjxp94zHEq39DxW22QIPR10Hk9xtH6kkcF34buboGY+2XODnrU4sTOMeFwO+l5bXsyPGZWYOE5zK8F37FHl5rf8NgWxl6ToRAyziID3spWVaFS9wFmQiiv4yS879A/OUHKGw4hiiaNG+ciuGegt7eCYkYrT99kvFf+gKZQ2/Q+kYDoqQx+aLHESWL2XVDFDf0ks2oyLLGG7+zJ8Dx7hTrrnmGBd+9lBP3ryEQ6KNggo+NN/2ToVabZNZPrqR+cjt6dwvCKQJbVmYYd7ED1Z8kHfYiqRrtD75Jz9o2XJUFTPr2hTiKvEjFVbimTcNst9PO5Gn5iCGAlY6TeulPWNl8qm66qR3PkT8hLPjpaWMOQFAcBG7/OdavPocRidjRrGgMY6gHuWS0V0+25cSIn48w1IkVakasXY5w+aNY0S6E8tkgyAz8/j7MYVtRzRjqRy4MICTSdm2RJOFetnJUu+qMBaQ2vwPYZLTvoacpvulqRNUF2RTIDqQJS8kORuh75l0sC8qvXkngk/9Btmk/8XffhlOoqiBYWICZSmGEh/FVWqjV+do3IzSAXFaFEgxQcs1FuCfW0P2Xp0n1JtGyIl0PraFo1Ty6f/17kn0GpqmiHelDP/AKiaiP/jf3M+sPNyK6HZjJDGAR27SDxOEleKbUM+P3n6L7+W20/u39kVpHR6mPE79+meiJCAULG6m7ceG/Fag5ifIVtbirfCS7YogOibrLP1p457RrKov/6d+Dx2IjpAegZ/do9bsxfBSE/wED07EI0hhsjBGfMYxC9QWNVF9gr7CmemMgCGSGEjR+eiFqwMmsu89h0u1LkN0q8aY+dt/xNEZKG3HABmh7ZAv1ty2n9R/rRwpFBfJ1OkYsN+ETbEIRP9TJke8/ydzHvoyzfLSYQOjdPbTc+wwYJqWXLaXgzDkIgonqzCIIkD7eQm55mYHXtlD1qQuQXKNTSU7CMk1STW2IDpWaO28c+VwbCpPpHrJJD3Zzfc+so+/BZzCTaeRgEbKcwjNtEiU3XYXoyKdBFZx/FqltG9AHBpBdoDTMxDIsgheejWf2tFH77/zbywy8tAHRqVJz89KRl7QggGPmAiR/AWrjFJzT7XSewHnnkx2IkNi6Ay0cRxQNDF0mnXAiKQZFN9+EY9JU0uuewgzl6g2MU6IbDjdybZ5Mig4njsb8y1wurySTU7W2LNAHwph6FPkURXCrdSvC0F4Ulx/InPwU4/h25PrZo84vc2gH2QNbkBtn0va793CJQ4iCrcoUOTjIcFOG0ollSMYQ2biLbDxEattGfOdeiOX1k3r4i1jxEEgqzut/gVQ5CXXxVXRsdtP7yHbkh3/PlJ9eh2dCGUXCdrJ6C6nuAAXnXYe16Vcjx5HesZVpU71oGYV0Rxt9r1ZSdvE8sEzMwQ4s2c3g7+7F6O/FVVGF5EhhyH6c1S7E4gl4Fn4eDJNMbz9KaTF0bsQ8YacKipGDmFv+gnvhp1HGTQVg6p/uIHG4A9/s8ailBVAsYA3twRKq4cg/kNxZPI39pMIe2C8SvOBM5IAP73kXkz1+BDMexV0vItOFlnAQD9WhVlYiLl4Cx9fbJ6U4UBpmgXgh+u7nECQTV2ECV01oJBXMXdOPGY9gpYZHD/ykvTiRbu0mcaQD1xX/gRBqRq6bjDx+Ook1zyIPxZFdJ8djTlAkdpDycoke7HQfhzdJcGp+wivWL0V1j66DCZy3isIbLgZLwwq1IRSPx2GkcTa1IOaMdccvP8T+58pxnJyHGiapxFS6NkXQkyGC9UMjoiYAlRO70ZMKnf2j5Zuz/SG81R7GL45hdPdBfx/Tppq0eKroOFhPeCBI/eR2zIyLeFsFntoezIxMeE8BdWcdRBDtsRnrCrLn7zvBgmTLIE0/eIwJn52LOnU+woQLMJIulIbpKAuvAMCMDZN693nMeBjRSiJIDptkAGowTtcLUaK//ibuhmJqvnI9cvGHzEcVFXXWcjIbX+PkZCy19kl8131tZBvLMNCP5mvK9HAa/ZUvo9z8CkKgFiFgRzPMRGKE9ABofQMUfvs+nIe2YmYsHNMXIBXYCxTa0c1k1j+F4A7gv/F2Io/+Hqc3g8PbSfL1hyn6+l+wug8iVkxBLCin+Su/J3msA7BIHztG448/j1xZh+x1kE2YI55flmn/65w8AaWiDJasIrNvG2hZpPIq5NLR0W7PnJlYhdvQ2nOpnAJYpoERCmOa+SjvyaiQmdXREzqlq2cx+MoGBNFOxcx09uGZUo/sdVL7iTPwTqyi/+0DeMaXMPDCOsLtEiAQ2tGFldUZ/5kV/GdQC5xMuW0ae+/dSSICm7+1kZV/Pw9vdf6YMsNpDv3tAN3bhylbXM7sL0yh/vxKpn+ykWPPtVE+v5g5nx9NmGoWFVIyxc/A4SgIMOcT9R/e9RjGMIb/BzFGfMbwkciEkliGyYLfXTLymakZGGkNZ7EdciiYVc3yVz5Pui/GwbtfJnHCjlw4yvy2oZ//lPSRU9P+DZPgokZiB9ow07kVZdMi2x89jfj0PPneiFhB/4ubqLj+bApmlZM6ZqcWoOsjjctBny1u8G/Q/ccniLxnO7uX3nAxxZefQ2jNB/Q9+CwAqttBNmlPYMzQ4Ei9jh5OUP39z+KdnX+hpY6dINvVg2fODCq+/30S23cgeP145swcSW8xM1mMaBS5uAg9FGXgpQ325+ks/W8fQYxVocczOEtUiq+4GTkw+twBSm64muJrPk7XV+7ATGloWTAFlaJrrxnx8hFc+RCQIEC4p4DC1cvwrrwA0f/RNVQAgY9dSuzt19ETFoYuITmiaFmZdNyBrOp4l8xH6Fpjd28qajeeY2tS3WilM635ELF//hKA9I4PIDsBM6d4lE070DIOyGQZPOjBU5Cf1Jpd+0j8/hEEp98mPQBGFv3Qu0iVk0h1DNL7on3N9GiKtr++hRXqJzsYw+F247YiRA9G8U26DG3Pa2TjLuJdLgTJoq+zHF1TGPrhO2RjGYLhR2G4A0t2YoUc9HeVowxlCZYMk445MQ9WUv/zz2JmoO3un5Pt7EUO+qm6vJxT14q1lkMk9n4ffcYtpAc1gstnULhkPILqIHm0nehOL94ZN+NqqCK+/QBux04EWcWx8m4aPj4Ty5Iw0hmEgZ0EV9YjBCowdz4IgOzQca+Yjuh2o05diO9T30fvPI46ZQFSYRlWwe0oDh39wNNkugpwlMY4GakRFCdSeS2i81KMpg2QDEHBOLKbnsHc+DJta9IYKQnBoTDhvq+hVJWitZ8g8dYLiI4gnioL0aGhFCZHLnVZ/WGWfLKb+GCAkvE9KN7P5cZ2hv5/voaoCxRWDZKhiuLzZlN+y3m58a8SORSi99HHsYwMDasykCvtsQwBRzABUXvBwrRAdOdr4uJ9BRhZCdMU6TlUhzL7ciquO4NGX5D9bz9F7yEdbyDOsivWI245gNYlMOKBbInMWrWTriO1VC8fJnh2D5Sdz+A7CkPbDyMpOt6qEIJ4imKYWTQqxSl9opnYI+/gmL3ENvEEtGP7sOK9uFbfTuyJ36I322mSgsOHtyyEJQkowQSZpIvIERXQSBzuYfC3X6P0S99FKJmK0bwD9AxSwyIciy8ks/F1ECwEwcLs78AyDfTdr2CFOpGmrsI0xJy0NkhOnXiHSOLr/4Hkc1N047U4Gqciejy4Fy4huc1Wl/OuXIXoCeBccN6o+9NKJ0g9/6uRhRHLNHHkzJYBHNIQ+sH1OJZeMfJZqrUHsCgoC+Omi/67v0jBLXcQ/PKPcG5ah5bQcS8+A61vgOhbbyG5BbS+PtTxkyn6zm+JPfd39CM7CP/iS3guvgnXGReNtF1964W0/PJJtOE4lTecg1IUsL3Q4tERJT8tp77mqinEP60KZ7GD4XVbMdNZ5EI/7smjU9kKFzdQuLiB+KE2uh9MA/l0ttixPv4rJNrCHPj5B8Sj9u+GD4fYf/8ulvwqJ3BjmKy9+iVatmewLJHmt3qJdyVZ+euFnHP/Is65f9FHtqu4ZD63+RxOrO2jaIKXsukF/+Wx/P89LOC/W9xgTM56DDmMEZ8xnIbuNw6z97u2iEHddXOY9s2ziR7uZeeXnyM7lKBi9RREySLdE6X2uvmUnj2Z6T+5lAPfeR4jlqb64/akeMLXVnPsl2+QHU5QuKie3ue2YGkGZRfNYcI3L2V4ZzOHv/0olmbgnVqNd2r1aceiBL2k2+yXluh2IDpUXDUleeID+BdORhBFKq5bZef853Bq3ryZyoyQHoDQmg0UX34OQy/mi9xlKYtr0Ryynb2YQ32cytbkYD4MEtu8g94/2BNVKRig8LILGXj4SbAsvAvnUvGlW0k3t9Hzq/sxE0ncs6ZTfOstCIqEpeXkjKND6AmbWKUHsmTaB5BnnE58wJagDd50C8PPP4vqdBL8xC04xtvpcNm2JvCVYQXr0Hq6SQx7CXUXk96YwnXkVdIt3QTPXkjp9RecVm8giCL+cQJWxJ50GoKfaKQCbSiE95yz8a+cSuqfa0a2j4aKcU+fjnf5mcgN80e1lT2eN0QVBCiZGGagpQw5IyF6HBC3J1zZtIobC8ntxDFlGlKfTaxsVbj88YkluVXRzCAnI3oAelcrRsJWg8skXThcGaSAH3HGWQw8vn/k96YhomsKxbV9lNX3kN3aDKW2MaWgp1ELdOiwqKi3I2WSotO0s4KOC/5IxaIAQpf9uR6OEnq1lcJJLkQ1i5EU0WJO4kNeBh/JEdl9r6KXDJPNeug9Wg6WRd+TaymaNEBiwEkicQnTHrgNtTjAse8+QnTXCWSvTP3s3Th9aZDFkagN2P4wRjSC5A+gNM5EacyTTEGUEaZ/DaOriOzhlzAzTlwNGZBdiPPvQRBFrGQvytRF4K0ms/axkcluca2XvqPVWBmN2O4jOKpKsXT7OzOjEGsuQ8tK+Cf14q5MITRcCMdfJ1ARxl8eJt1bwvCv/wOpajzS9HPRursBFa83SUA9hOPYfvTORpSaBvTwMJ1/eI5M0okgiPTuqqdiXguGJhFqK6Vydhvv/+UM3J40saiHvu8fY8Y3V9H15xfRNZGe8A10bsgQa9fg/RPEev1M/dYqLnvrcnp/9zOCzk12+mkkjuSuxMqVyMmeNKo/Q/3cMI5ML6YewxH/F56pX0NvMfCXDyNK5ig58cBZKylLl9G35gCSrFNSaz9vtBP58QSg73odvX4iRm9b/lpldFwXnIMZFpACbrLxBtj4Wv5HpoHV9Dra/g1kt76MnlJBlHFd+GnkhqmY7fvs4xhuJ/v2nzD2v2rv69BaCNQjpFtQfGlME2JNlVhmGGN4mKEHfkLprTcjzziP4M234TlzFUJmCLkwOEr22xgeQG87hlRcNjoanIqAM4iZiNgRFNEiseldIhuPIRYUELzmeorPW0hozQe4/bkIvaGTeOdViu68B99lN9nnb5oM/OGPGJEIWgcM/u3vVH7/eyTWvYZ2eEeujy2Sa58ZRXzc4yuZ9uevjurfim98FdeataTah/DMmYlaV0eqexj/lDIi721C8nmZ8IdvEd+8k+hrL9PzvXvwrlhG8ac+MerZ5qovx1nmJZnMy6FXXPTvRQrSXYNYhokWM/7TuXGyJ0746DCWlV9o6ts5+J/8Ig+HT2Hq5ae/38bwn2BM3GAM/0MYIz5jOA3H/751RMSg7YndTPjMYpof2kJ2yJYp7VlzGCmXtrZ/fxfLXqpkeEcr6Xb7JdD8h3UE543DN7mCWffnTfQK59Ry7EdPM/jmTjB1Gr/1cWY88GmafvgkySNtnPjZMzR+56pR5KXuzo/T8adXMRIpKm5YhaBIFF+0hPB7u7AME0G0qLhyBd7pdnqeEU+hJ1MMv76O8JvrUStKqf7GZ1BKi1BKgmgDdlqIo8pWuZKLCtBDdiqQXOBj3NeupOPu+0gN571tym66GGddXqI5vn3PyP+NcITBR58ZiYTEt+1CGwwRWbMWM5FEEExS+/eRbT5ByfI6hjYcRRQtJC2OTt5PQlBH+/iciuSBw/T94wmsVJrA6kU4xjeQPriXvgf+gJk1baf1aePoOKwiSXYdlTkcIt42DMDAc2tRrS6CN952WtvuSz9P8qU/gWniu/g2CqcsBNPEivVhRnpRll1L6v0XSQ2rdB4sxzoQp8roI/LzX+KZMo7a2y9HdCg4pswnte753MvKIjjDR9XP7wZAjyVo/d4DpNv7ESSTE3sbUbww6YzxCCcX+gUQa2cheAqRKicjz7RXrFWji7r5TfQeqQEsZDmDQX7i4Zk3h8D5qxBVleA1VxN9622U0hI8K1cx9MPXaJxnG0F2Hi6AvLAZolPH5c2r+A10lpJNO5GUDNH97QROCZRJiokekVEWXk36gzVg2SmHZeO7AAt3wG4nHZHzhkqAYGYZv7SFo+tUhtYdwDOhnOguux5Nj+sMtpVRPb0NdAOhYjzWUDOm6SC2bi/Wu1+h8IvfQaksxdr/G0h2ITRci1Bp+564zr8Fx5KPgawiun2kjx0j8fZ2lGAzzq4/2nUXhgCG55Tz0EGwABH3pHEAKOMm4ly0kvTW9zANkWzCSf/2BgIXnE/R1IvANxFr928wYg6y/S4ght60F0EfHQEURRMMncz+bSg1DZiZLLomI4gmJTV9yKbI4I56/BN7MESLjFlBKuUilXJRXt1HdXU3kcdPMGFRG5JiktGOcrg9v4I+sMlWYpQ8TgpnFMPx/PXxlw3Yk31FR/Gn6Ts4HikaJxYtp+MtkcartuCbZiL0FmL1hLE0mVR7EUqFB60vjnbgDaqr66i6aymZ954dSbMzJTciuRpGwY6GGR/8Csfsq0lvetMen2UR5NDDCEv+hRCcSUDTiW0/THTnCVxFMQrq+iFQi7HnZYyMCpZop/a9+g8cKz6G1rHPbt8y0VsP5qm/lsa/pJb04EzSR3aS7YmiqDqmIaBrtgiGtvN55BnnoQ8MMfDnv6APhfGUDhM4ewnquV9D7+sg8odvQzYDDieOcRMxu44BFkKyA8MoxcoqgIXoyJI4kQTz2Ei/Vn/ucwQWNpJ8/Jd2TZhgIXo9JPfsIbZhI5Lbie/c8zBisZHfGOEQ2QMfEH1/PRISipqrR/MGyLS2E3n7XSS/n+ClFyA6PyQoURCg+NorRn3maSyj9Rs/J9NhCzQUfmwVZl/biAJnfP1GAqvPRa3Kp9NJLgdTHvgCnf94i8GtbThrighML+fDMDI6x3/2HLHN9qJN2VVnUL16PM0vdZDOqvjrA8z40tyR7d3lXgoa/cT2ZNFzhKqwCrLDKdSC0z3vUgNJ9ISGb1zgtO/GMIYx/J/DGPEZw2lwFHuIn7BnpLJHRXIpSO7T5X0BO0UtnCTZPjTq42R7CN/kilGf9by4ZSS1bfDtvVRdu4Khd/aQ7QsjCBB6/wCR8+ZQsCifUuYoL6TxB5/Asiy6//IcbT/6M3KBz64XyPGj7n+8wsTffIWh1z6g6+8vg2nLpcqKSbarl8Hn1lB5+03U3vVZBp9fi+BQKL3aViur+uJN9P3rJSxNo+iyc+n98U8Qhgdw+SCbdOJdsojiy87GMgyMaBypwI9rUgPxbfnaBkvLm0+KLieS14Pk9yKI5ogJX/jxR3HU1xIsHba7zRRQauvJDkQIrlqCa+K4fJemEsRffhwjNIj7jNWEX1iLlbLTUiJr1lKwehWDD/0dM2tHQvSMSqapiaq5FRDpwzQl9LJaoruGR9rM7HqXdEM1mf1bEQNFeC6+GdHjR5kwB+fVd9P7wIMM/uYZCi8ZRh3+ALN7F5GOYnTNQzI9hXifjmlICIJB/3Mf2G12D+GqK6PsijORaybgv+oWMhueQyoqxnmxXQBvmQZiaBf1X5xHqiPF9rv2Ul7bjy8YI/l6C/3pWQx3KATHpZjwqduRiqvRWo4y/OcfI6gOPOdcTFH9AK37xxPpK0QUDcomWpBN4Zs7mdLPXIqoqnS+0cTu77egOGuY8c0z8S+ayYwfpLHe2mpfF8mk81AdwYohkjEXFfNO4F88BbNtI6JoYhoivmCUyvF2VEhz1oAgoWSacRfmBD7qpiPV92L0thOojCKaaSzrpNcUOH1J6A3ak1vBwltiT5pdgQRS12tYoSSQnwTJSk7lySgn2+JDVOehdXRhR7eypDa9izylH9pfBmB4Zzsx/QAFqy7EP6cRwRtE6+zEzPbTe++vsXQDyxQoaPDjq4ggSBZS5TiM7lYsSyQx5Mfp0yi88jJcjTVY7Q9BeDP+5Wfiu/whBh97BrbtRtc89Dy1gb5XdzL+7ttwXf4OwrG9cDxfR5VqakdyK4hFdVj9HchOO5qg1NiRSLW8FP/setKHjyLnJr9YInteXcie7VO45C8l1M1cT19TOeMn5aO3icEA/oowqhzDW+Mg3mFHRYuX5u+PTFiCiBvZlUFPOhAVHUmxQJdI9xUwcCg/CdYSKjhrMDY9iaobZPADAkbGhXYcMG1hAr2zDSnWZ9eV5LirFjHRh734qwdRXBq6JiFbSZxzZqIEurC63kDOkV4rvBcrEUUINlJ71xfRW97F2v8YgjgViiYjVhyD/lProSxSWzYgjUSeLKTqyZiHc1L7koHQ/jTehV9lYL8TiObGsYVo6XhKIogBu69Dz7xAti8KSMS6i3DuWoty5ufJHtxmkx6ATBork0HxpEEAI2ViRU8+HwQoaID+vIqZMTwMuoZ/3jQcrq+QXPNPpNQJjI4N9G85goB93MnNm/DMX0Bi2w4QBBxKFx33Pko26QRUvEVRXIXgufILdP/it5gJO3pkxGKU3voJANIdfcR2HcY3ZzLO2tEERR8aJtPRgyCYSKpOYtcePBNPiZwIAqYBXQ+vwdR0yi5fgVocQHQo9K87hJXVSYQjtNz/GpN/fP2otvd+40X0Q/s4qYHT9/wG5r3yQ6b+RxIl4ERyjJ4eibLIOU9eyvEnDnP8yQMYoQjawT52fS3G4n9cM2rb1peOs/mr72IZFo3XT2HhT//z+qIxjIbFqDWk/7Y2x2JIY4Ax4jOGj8CM75/HoV+9ix7L0PjZJUhOhQm3ryAzECfZMUzJ8np6X9mLmdEpWtaAb2IZXDST3tf3YaY1nFVBCpc0nNau4j/FqFQUkLxOBGX0EBT+TY1O8nALoTW2vLM2NDotKtncg5FI0f3gS5BTnDUNCUs2EIS8upujupyqL904ql21ohT/jGoir79O+JE29EGbwAkCqEUOKm6/Hn0wTPuPHkDrG8Q1tZHqb30O0eVi8InnMWLxkbbc0ycTvOwCMDS886YRfy+fRmeEwzguWE3m0H7MrIZj/HjKvvGVEX+PUxF/5QlSW2xPnuyJQ4ilc/JfShJWNgXZ9OgfqS6I5FICRQNvhUXKJ4OeoLCmH1nVSbz2EOgn3yYWvmu+BMDg4y+Q7bZTuwaffJny6S0kBgrI5Mw0HQxQsagPUTaIOs5j4P28y7uRyB+HOu8i1Hn5dBYjlSb24B14nEfsdioX4fJ58QVjuT62UKwwlllOqNlDpClJMGgw/NCvsRL2RM9MxHAsu4vI33YBFqYpEol4saIQfqWFvs1/ZOEjN7HnnveobTjA+BnNmLvfpmnzWbR8IBMsncek2buomBom7LiI6KFNBCv6sIwCym+4AjN9OdlX/oPx5QcY3F83kv6kZtspueM2iPZj9LQgT1hE5vABtKN7Rs7Pku1xIqgqohLFXZCgYVIPicQ8XEYzLl8cXXfiqZTwsQ9SAuVTSomk5uJuqKT6hpuxeptIPfY40IetDZIf11JJGaTsdKtoRxEn3pgL9NK/9kEm3bWKxKZtZJpOjPjtpBNOLFOi72AdDv9R9IyLaKQU0VlJqqkzV4Rukj56FBZl4cS99hg7vpt0thNfYwme2Zdx4gcv5vo+Rf/z7zLu27egTJqPOnMZ2X0bMTSR+KAfy5BQ1CTld3yNzMGdKOMn45hhSyBr8QxFFxYizskSz9tL0TilnfopXRRM+CqVj32LrgcexjqR//6kaaEgWMw5bw39yhdRyqqpumjqyDaOaXOJ7NiIqDiJRAtoOVLK3LP3oao6qYrLKLmkhIGXNyMoEuWfuBSrKAOH70VygqM0iumeinrunSSe/zNGb6u9P9FCNCLEh8twutNk006UQhUtZTDUVIUom7iKojhrvYhl0xD9XqzUq/bzRglg7n7SrqmSVKRz/4ioZzH6j9nX5o2vkin6FIajGzEbBlHCSIERT2BIDiRVx+FLIfqDyOd+CmPb7xFVzQ6oDR5Eqa7FGLTlmkWfl+J5RUie6SjTl2Iefhork4+4AJi6RObIPjI7R3t3SUVlCN1H7Xa8Lhi2vXkAkq1DSKUVGP29IMtI2iBD370RZeIsrIZViNk+BEwMzQEWo1MzNY3qX/2SzJo/kjm0K0d67LGclaup/I+vYqT0EdIDkO20Fxjiew5w4u6H7Eix8CqNv7oDz8S8EatcVICjshCncdyOxAkp/Gdfg5FIMLA7QpZiQt95FmuoG0GA6I6jNN59I5bkwEgZZLMqsmyghfPP6VRTK6nmTkKbm/D6RETR7gNHaQHDB3po+ed2lICLiXeswFE42lzbWeJm+pfm0fnYBkynveAV3msbdmsJDUmVEBWRQ3/aMyL2c/zxw8z86nycxadHhcYwhjH8P48x4jOG0+CuCjD/t5eN+sxZ4mP+H64e+bvxcyvIhhK46woRBAH/lEoWPfMFki2D+KdVIrlOjxDVfe58jFSWTN8wldcsw1Hip+LqFSSbe0k0dVNy7hz8s8ef9jsATpGmFgQQXC70uD3pViuL0UPDCKaBdUoZuuhy4qgup/iqC05r7iT0wUGGn3vO/n9ytIGpFk6Rbu4gvm0PWp+dxpc6dJzEzgP4z1iMoMj0/vlhMEwCq1ZQcsMVhP/2a6LHDiJ4fMiKhpEr0BUUBc+ixcgVNXTe9zCJ3f2Yf32ais9dh5lI0v3bv5M+1oJv8VwcQl4KFsOg4PyzMA0BIxIhcNE5xB76MaoaxZDdmIaEo9hNwXXXE3no9yM/U0pLabj3cuJ/vHNkciOKGia20pE5nI/QWR9aWjM0EUMfLf1qmYKtJFfTS2paPcmjTVRMD+HNvIy2X0KZcc5pfRt+Yz0eIZ+TZHVtpXFJBale9wjBOM2d29CxkvmJnBkN45p1Bt6qg7j0LkTJJGVCVjdtdT99kEO3/oLCQi/105tz52niNzahxxYzEPMjGxMoXNhI9RevJfmvfRjd/SRanYTvvRcl3Yvqz+KqlvCWR8mGXSBYBMb3Yq37PogS6kU/Q6pZQGr3ztHHmltCdJ19BUr6bxAeAkQ8F12EUDATa+AYSvl0+MsnsDL2eRZV91N5yRSkmpkInnK0U9IdEUCuHY/k8SNX1+E560IIlWH1byXeGxy139hrf8ETjJOhEiwwdNuMEsAyJKLGapKHW7H0vtzKaf7+UYoLIWWTVy3iZHDdZLBsk1rvlMdAmGlHrQA54GHg/aMMvn+MwOyzKLplKZ0/fpCTBC3RoTHUIuAsnI5SNYHMttfRWo7SsbGVSVe/BaUgLQ2S6lmM3tGLIJkogklm/fO4Z/2Imm99ib7f/4XM3h0YqCQED0FnH4JsIEtpame1Iy1YTfJ4FwLgaqzCOWM21nSVtr0S/3r4DHRdZvOOiaxYHGLpE1fhLPNTftWZmILEu3cdoP3dLsY3nMEZH1+P5NCxIscg2on3xm+SeObXmN1HkFQdzSpmuKcQxZVFy8oUzF6JMPAaVlZAcHkouGI1ysxzEFQPZqoMrfCbSL4soqTA1vty4zeL2fIG5FXAwdRJfvAaif4CoJCy2z9J9un7AQvLkDA1EGQBqWEBYlElNP0LUoOAgFC3isCMqQjh3VjxYZzVUVznfAMr2Yv5ztcAC7+ngLRai5k1cQXjaDEn+nN/xkrbREMQTVRvBrl+OtKcs7DCHYgTV6IMhok8/SCZrl6MtICe7Kf4c5+HoRbS7z6HIBmYHdsY3nICX0kGhwcUV9aW6zfEkXtYMDTkwkLMcRPRj2+z1fJySm+eOXOQCooQ/SbOKRNJH7ZT6fxn2nLxoRdfy9dyWBB+8wM8E2/K3xKiSPHquSTXNI30pX7iINKc8xh69gVgGACXR0ZRddIdAzTf+WM8SxczHC/GSJuARVVOYTO2fR+dv/o7ABXjZHrbinC6sqh+BfesSey443n0mB0l06Jp5v7aVhLMhBK0/uUdsv0hyi+eR8W5E+l61b5nys+ZyI6f72Tv7/ahuCTOuH8ZrlI3w0fsCJriVYj3p3n3O3sRVZGl356Or2o0oRrDR+C/W9xgDGPIYYz4jOH/FhS/c7RqG+Ao8uIoGm0MZ2Y0Mn3DOKuKUIt8p6UbKAE3k39283+5P/ekOoovW0nozc04aysou+VjDL66Gcs0qbj+XNSqEjyN5SSO92IhUHzhUipuu+q/bPfUSb8gAN4CsoNxLFNE11RCTz2LaY2+TSSP/dLyzJlG+aevQfT58MyZTWrXZrLHbLUnKxFDUk6WQQgEP30rksdD+M1NGBF79THy7haC5y4juecAqYP2hCC6fiulV58NJw6DoaNOmoFzxiyCA8dJrduKvq4dKxlHlMATTKBMmEXg1rvsfV6VILFhLZnBFN0v7qUwHUB1+7HiJ+VuBRJhL+6iDK4z8mp9xddeSs/9AxjDUQpWLcQ8OoDq0MhIBpYh4fAlUdz2ZED0BJjwi8+SeuW3mIeOYA1B5rXfIlVPRQyOlq01sxrpsBdv+bB9fFIQTI1UzIXqymKZAlmKEGSJ4nNmEFzYiCCJuFdeTPLdVwBwlKhYnXson+UgvjencJWNAG6c7jSKqmPpIi45nqtfsV+WWiZPvMO9RSTf7Cd0/EHGVTWTjHroODAOyxKRVQe6LpNJuqi8ZCpBXgQrjuLKFYKbBsa6uxFvfBFl4gyyh7aDriEqOoorgzxlOc4VV2K8uxsr+Z59nrufRLrobMRxJXafVUzGaLVrOWR/CmHH3Zg7wGy8GbFuMY66YjJtgwgeH4Erb0YulLBaHsU68SeE8Z+EVU8SiHyOvt32hFKQDPwVYZyBJJET5WCKOLwpsqn8/ShXTsTafXxkXMtlxchFRSilxRRdcxkIQ9D5KNlBaYTkAFhJJ5Ou2kLbtktxVFbgnjubvV+xvZd639hP4w2NmIUViKFeWwo64iH7x0fQMiqB8jCl9XYtRkUQjLiK5M3irAkjK+8T6WtEkAwsTUZwukk3NRPduIWe93qI9ddgmSKqK0PtlHzqqFA4nq6/v0rsvTcIVIbIjCvDPWceRLvZvW05um7fm4m0StGtH8NZZouQKEEv6z/zDAefssfM3q5plFX1MWFGK5Ymoe95Fed1Z+H/zC8wOg5ipaIQD1CRvhs1EOPdh1aT/WU3nuozWPXEBbhyZr0AZmSIyO++hpWKgyDiu+YWhFOcn4WCBnBXw9FXwTKJhYoJdZSgKDqKQyP+xnOo46ehtxxCkGXcSxbgXHw+UnkjZjJFuurrqHInyvh5CEWTMZvfwxNshhz3NQ69iCAbI/tT3cO4S51YadVeH3IWYaXy9zwISIU+5EnLEX0lI30rBiqQPSbOymEsE2J9BcjBQqxUP6Kq4S4bRhDBUZCgZ289/vIwaqGPgvOXElu7HtMQEUQLI2QbV8nzL0GNDFNWMUBiyI9aV0/xx+1aPUEUqfyPL5E6fAzR40QWk5ixMM6KAqB/5L511VcQenUtRjROwTnLUUqLUesbONXxSi6vJn04yqkwc0RLknUEAXrfOICRPpk2JxDrtBfJYlvzIiwiOrWXTSDeEiHV1EnPizvRY/n3V7JjGIChHR3s+MIzmJqJLGtEdj3H7Ac/R+mZDWBZ+KZW8tR8WxlUSxis/+K7XPD8RcgehexwhmlfnMNL128kdMw+5qHDEa5/Z7Qn1Bg+hFwK8X93m2MYA4wRnzH8DyLVOcjhr/4NPRzHPaGSKb++dZTHjmVZ9D21jsj2w/jnTKD8+nNHmY6aGY3Of7xBqqWX4vPnU3HLJVTcYk/YLdPEURLASGVJHWtDdCjU/eSrJPYeRi4swNVQd9rxfBSUkhICl1xC5PXXkYNBCj/5acLv7CDd0gGdLWSajmNZ4Gyox0xm8S2di3vmZCxNo+9nP0bvybmif+o2JO9oIuhedjZSIIg6aRpq/UQABMfoSJggCac9j6XKeorvfgAzGkauqMWMhUmtfdo+72QMRAlMe0KnNOa9gtzLVzG8f4Doji1AkoGn1lD32YvIbnwcTJNYv5/ksI+CT3wedcq8kd8562upvPlsUu88DaFtmKaJpECgPIw8fibuxUvJbn2O7LBF5ysJXC3PUlqdOOWILXr++jgVX74D0Zm/voWrV9D+k92ko/twVBbiv+AqvIkfE+ksJhX1IKka9XdcgHvRck6F9+IbkJUo+p6XEWPDZJ7/Pqrn4pHvVWeWitVBott7MdO5/rRETMlClnSwBHqO294pippFVW0SkzzRhzFvAZGmHpuMVg7i8KQZaCvFsgS6XjpMwZVlpNsNfGZ4JJ0nOWji/eA7KD3r8U+QiJ0oRZRNRNnC7LJT0ay+ffkTGDwEehoUO7XFccl3ybz5O6xwJ5J8ivpd0z+h5SF8xSJul4o0/xbEqhqMNWchCjY5NsNNSIt/h/eqfzCl8VWiH+zF523C4UthSn5kl44kZ/FMK8NVcD7Rd9fh8nUQFH6FsmwygxslBEWm5PorcM+aAD2PYA38AcpvgMWv4yjfhrXrkdy008JRHENxZ2n8+iLEmrPoen60T0943Raqv/clNnz6VbJxmLHoELH+Avs83fmIqSCAEXEiebNYhoAR8hBc0oSomCQHSmjrmozzZ/eBruP3gOEtIBL2ER/0c+SdGZSM70Oun0dxwzlEvvdV6hc02ddDG8LcdgCQKSqJnrI/C0/zS6Q2z8C15BzCb7xD4tBxIB9BTkd9mFnZjhgX5utExNLxZHe9iSO2EWddDwffnzWSrpXojNH9fi91CztIb3oNsaAEI2PYpAfAMsm29uBa+Qus1rUIxVMRJlyKIIgIl/6VnqffoOml2MhYnHTWHgLjD2AZIto5N+I659MIij2GzUyGrnt+itbXD4JA2R3T8BQBnuJR10DwlCAEK9D2vkwy7MVVmCQz7MXIKIiSgW/ZahSGSG9+CwDX8gtwrboGwfmhRal4GDluL7gIInjrRBwNDVBbjXn0eQRtGABJNVB9KQZPVCC2QdXKOYjSB4hSTrggm8bMpAn99h70ng5QVEq/8B3U+gmjj1uWcU2sJ/63/yAz2AmKA99FXyF1pInsUArXhFr03gEi79hqibGN2xn323tQG6fiPP96zI6jOKbOwjF7EWXVcTqf3k6mL4oSUGn4wkpiH2xGa2+1z7kAhJ68t5x3nE2IXZPHE/nAVvcUVIVxt57DvjsfsceBaKEomi2jLUDdtXaKccvD2zA1+3mr6wqmoaENxak4136mZ8IZBNFON7U71iTR1MeKP9nkxtBMQk3vj/TD0NEIYxjDGP7PYYz4jOG/FZZp0v3oOiK7ToBloedyq5NN3QxvPkLR2bPIDgwT230MPZak51FbHSl5tB1HZTGFZ+cn5L1PvcfAy7Y/RXx/C67xFbjHV6BHY7T/4HdkO3uxLAE9KyG6nDTe91V8C2b9Lx1j+JW3SB09jnfBbLxnnoljylSc9eNyL+dG4lt30PcHu/hAEMAzqZaSm68baSPT3pYnPUBy62aK77gTz9kXkdq9BbV+Ar7Lrkd0jCZDRauXkty8HkMTcXpT6Ac3Ejz/Y6QOHiPV1Ixv8Vy882YhyBKSzy6EF0RpREFLEEAIFiMoTpSG6Qhmktifv4o8fibOVTeNEloAEOrmoQ+IhF5ZO5J+Yo3eBDMZI/H8H+2UOAt7FpTbl1JVhzLjHGKDhbT9+kkgSapnO96bF6AKOxAsjUTIy9DRboSSN6j81GX5htMRvGorVkLEjMvE312PrE6ifNoJsjEXesJB5NXncC1YiqUZtNz3AtE9JyhYPJny4iN5E0tTp/yiqaQHDTI9Q/gWTKPms6vRDz1Ly1+PkO4zcJdGcJZEkVWD9JCH+imtNCzqZSCyiMFtduqgHHBT8InbSWrPI+/ZQOVke6W6sGaAfWvnoWdUlEXXER94maMfFFHW2E0q6kYtiuHrXQ8CSA4DT02YZHshOHWkcbPtfq5ZhtVkR6lMz3S0D15CHj8dpX46gtOH89K7sCwT48kLwIjmxlUuQiCbiA4djjyC2b4GQU6MPJmtgT32Nu5q1Bk3YL4fIhvvAW8trovuouKqUsxIP0KgHOnRL1Kw9OAIYfMG9uA+V0KsXow8dxbmsa/BkC21bIXeRpj9OkrjKoTKrSjJnfgn9KEWpLAQEBAwDz5O4aRGJIeFkREQBJPSCV34T3yZC74jkVAWk9rjJtZvR9qiAwH8ZREELAzLSaKlFivajxF1opTEEBV7ZuguGSD+4gac/vxA1AyB/Ydq0Q2JpuYKaivDTLltJiWCgK9OBAH2fTCTjmM1lNT0seCabpZfuBPLodPTXsKkmgECkR7iz2+FoXfJ9k1hXH03nZ0lRMI+SspD1I3vAG8d8uS5KEtvzD0LDOIP3Y6it9qy6qi4/aeSelDaXyVxfDNmxo6eGFkJUc7LYcu1ExBrVkDN6AJ2y4L+dW1AzkA0qyK4tJx8tIE8/DpW6uNo7z5mPyuLFtmkBwtPcQTtjR+T6l2Jc/VnkZbeiXn8LYSSyYjTryR1qImmNYsxsxaSR8XjG0Y0M6jFaTypJxBcPhyf/jJiyUSkYAkfBUFxgKyCbuflKVV1dlRLdeJcfiXaO/eipVQUVwYt6bANqC3ItPfjmDabzEF7bLqWrCTbdMgmPfaJktq87jTiA6Cf2IM52JnbLkPoXw+S6VMQBEgdaSfbmyezemgYfShMx59eJrbrKIIiUz+vBkEQcJT4mP2L8+n66f2oSgrtnRb8F9xE6BUDxSVQfculJL63hmhHGlnWSezYA59cQMGqpQiKQnjtFkwdYnuPU7hsMj3P2O+Z0gXFKBOncPzh3ez9yQZAQB1V52PhrCvl2Mv9mM/3Mf3zM/DV+Zn5mYkc+NthRNEiEEgQmFo28gtJEZn1qUb2/sOOwM657fR+GcOHIfwPyFmPpc6NwcYY8RnD/zIswyTTH8VR6keQxI/cZmjdProftauZP6zKohT5yA5FOPql32DEk1gfehBlh0anL2QHRq+MRdZtYvBxm2xkO+1ifEGwEEQTM5Wh9Yd/o/zGCwksm33acWXau0g3d+CeOZnkvoMMPWMrZaX2HyD0OGAYqOPqqPz2NxEUBffMaShVFWhdPQguJ/6V+aiEZZpIJaUIDgdWxk4By7a3k9y6Gd+l1+G71CZIlqahdbYjlZYhqnYkRLDS+IuHR9rS+7uRfF5q7v7KR/YngOgrwHPprSTfeRZBlDByHkNGXweymkUQLbK9zUjF1RSev4D41q0YGRFPaRZHsRPlvJVEt+xD6xvE2TgO36IP9Y+uj9QBIYAYLEQMFEOiH9EcxErHMVKZ0T8RS0gm5xM73IeeUQCBbPdok8DU5ncgFbfV7dKd0NVBOithmcG8KlRngtj+dhIHDjK0zo6GDLy+A9fsXnyluXquolqcMxZTckU5+7/5LOH2owxs6Wf+I5+m+s4O9n75CaJH/YQ6Spi8aheZvgCG5qTsW7/ErziJfe7PxNoMPOPKERSVmjuuJ/z7XZALUEiyiac4g2/ZMgqWzcYzfSK7bryfo++X4HClmfKlCqzEvzgZm7NMAeeCc1BqapFnnm9foyVfxyqfQ/roCTKb30HgaTLvPYPnk/egjJ+RG6si1py7SL/5I2RnFsVnp99YFiBaYGYg3oGJG6k4gWVB/MR4eOzPuBedSXTHERKHOklQCQehcl4Gz0wfktOH0bqLZNsw/kniiDknloBgChjHd2P0fAqpog3xZH11ug30KJZcQMlnPkv07TcwxPcw/RZi1UrM976HpVlYYQ+zzlGJ9BcjGFA0ox9SaQTAm34ezyQTI7OQaHcR3iku3PNPYCVV0oMetNZqtD6fzdmN0fd6WeUAWsyLKJggCEQLZqLnVud1QyKeUIns2IYVrqDk1k/T9dtfcGhLrk4j5Cc4fyozvjad8y/YTHK/TnJDPuJmtm6hYMVSEptMVq3eSvPBerS0kwMfzGbOpx14zvpsftuD/8BVcABjKB8NqZvRQiatMtBWRmlFiCJaQQXBrRPvC5CJu5AkA8Who0yajTrroxW7zO59eIJRIj028RFlHVkHIyMhOQxEbwGZF76LNZjzBSo8ArKKwxXFVWCTL233m0jlDajzLkeadjkARmSI3t//ATPrs/9OZHGdtQzf1AqczT+GZAaSPQiH/4lYdx/6jsfBMpFmXILg9KMPDZI+sB+ltg7n5d8kuz5HlFbfPnLsRtky2nZvQAunUYJOJG2I4oZeRNlEDWZwX/ZlMkcOIKgO1MbJ6L2do+TNpeL8xP9UiIUVcEpaYGbYHCGQAFKBHz00DICzoQ4tmiG2yxZksDSdgZc+wD/XVv3MHtqH02EnwVmpFM2/eZWhXruvfZfImNEQXp+9n3TnSdEaASNjEttn93niUBuphpUMZWsJTvAy8QcX8fa5/8TMWIDO3nveYeaPz6V/7xCinmbcFVM5/naEnocOA9C7sYfLPriC+fcso3JRIaFdXZSe2UDBjNGKpuf+bgHTbxqPKIuUzQkyhjGM4f8cxojPGP6XkA0n2P+lR0i2DuCqK2bmAzejBj2jthlYs5PuJ94bRXi80+uwNJ2is2bhnzWe0LqdGPFcxrZlIbqdmMkMSnGA4JmzR7VXcvEiwhsOYKYyuOsLibz93kce28lIRrZnkPZ7/8WkhhrU8qKR75OHmuj48QNgmoheN/7Fs3O54KadR5yb82db20g3Hcc1dQqiy0X13d8k9PgT6KEQWncnjroa4mtfJ/rqs4huL8FrryO65g30vj7MWJTQww+iVJST3bseU9NI7j2CMTSIWBCk5OvfQy4sQqltRK4Zj97RDKKEa8mqf3NOJvE3niV79ACO6XPwnHsZzsXnEX/x7xi5FBbLtDANAVGwozNmPIyYjlPW2DGivKQd3IBzxZWMv++76MNR5MLAqHRCANEfxDFnGZndG0CwkM02hEgHGGAc7CIrqxSeeSuhd3aSPNqOq6GSonMWkC6TiB18BhAQJCi5ys7nt/QM5t6HUbNb0bwpMGxhBABFMsmkfWQiFlpWYairmJLBvWibnwfy6UfZhBMjnUQQLBxzr0GQVXrXHBjJ0051hYnsbWXon3/m/2LvrwMsqe52X/yzSrZLu077uDE+DMxgM0CQYEFDQt5ASEiI5w2ECHEl7kgSCIQEdx98hhHG3bun3Xu7lK37R+3pPR3y3nPuPTnnd+7vzPMH9OyqWrVq1aqq9bXnsfPuYsfI+Ojf1kpJZRwzrzC8eRRn71OM7XcjEkPv9NH18EaarzuV8KqLyT/j0jOLUDnzH/g62YPt9H3/+yAUqirbkeUCoUgye6KEr7gNZ/tdSMeDetpn0GeciTz8As7GXyKaz8BSWiC4gNGXHicUKTLnWe27xg0fgKE1I4y8PgeQVMzopmzaAErtQsTAhuK912tJ7nPIDUaRORM63ia3eS3K7IkEEk58mMTffgWA/9RV5DMhRvfXUT69ByuvE9tbj+axCNWOIcwO7JSGmOOuT1Pdp5DZ9iQj7/aR7kpTeuoMyr5+J4qm4uz8q6tVlPWBFOg+k4rGPpSZ58PQ/uN5ElB9FjWL3qXm3LdRjlwA+TxGwofsKEMjg2P7EA3TcRqm4uhvYvfvInGwGp/Hxl81hhOopeTDnyR591PspFgjNuXkfSy+5B2clx/FM+1DGHJiMbiZOwLRDyFK5qNyBLlmrRun0i1Ur4nx0l+onKHSN7QMK+8ypJk5L0MjU4ge3YL57mOISA26Zy14C/pGBQ9zrL2K2qY+qmuGCYSKBn8mHqR7TzNIxRU6bU5Q8r6r3yMMPP5cNSxm0ry7UHWLXDxIZWsfutfGGglhBzx4VtyMfPibgMCxBWbnMKXnXEV+/VMT2pH5DFbfUay+TjxT52IdPYCuZoBwcac9z6HPvQKcokiptLIYz30Lq32HS23etQntrG/S/71vIjMZEIKKT3+ewPW/BMBOJEivW4NeN4n41iOYY65hbo7lCM0I4D1mqG/5Kyx/H75Z85COjb3vLYTjEL76RtJvvIJWVU/gzCK74/FQa5pR519C8o3XGekqJ5/yoGgWwXAGoUD5lRcihIKdTBFaOAc7Y4Dqah+BRNUhe6gD/+RmPM0txWsFMslidH10Sw/VFy5i4Gk3ra3m4iXj24y+iaKj/a8cYHiojMHDGcpO65zojpMO737tdY4cLgMC1FxXx9jejvHNiSNx7JyN5teoO28GdefN+JfXLYSgbknFv9x2Av8a7yG+OYET+DfhhOFzAv+36H96M0Ov7QYhyHS4KUPZo8MMvrSDSVcvw0pmiW86iGNYtP/s8QnH+urKmHL7B9FLi97UwJRJCFVF2i7VdP31FzC2eiOZA0dpv/2PtH73JjyVrkcsOK2BOfffijEYwzh6lP4//m28HW9LA9I00SsrSLcPYw4UWMqkJL37AHrFYoTmTu/khq3jNTFOKoM1PISiOuP7j4fAFQWtomgwpd56i/Q7awHI79uLGo2QeOohkBInESO99lUcI8/4alxKEvfegUzHXGY0QwchkYkRks88DPkUdiJG8MzzUaOlqGWVqGVuGoq5ew25F+4EVcX//s9ijCRJv+IugMzOw2jVk/CdtBjvvOXkNrzq6gpZPqysRKg2gcYQnnkrsXsPuh5URSIdcGwdJ5NGCQTRK4qeRikluXffxNi/A8+M+XgaqxFdx2imwbEkx4SSZGIQNehn6k9vxk5mUMMBhBCElq+gtbqG7P7DBJctxlPujp2z/T6cHfejAKEWQbavHqzMeNv+U85i8IHNGGkPpQ1D6J1PUzppkHh/Cdl4iGCTn0hlHKRAesNorfMACE+tYeg1lxpbaIKQtZp8WTfHUokAHClIJ/30HqmjZd9a7O4ujjeorDE3iqjPOgMlWoUz0oU6eQkyN4jc8FlK6g1ie+oRStQVAZWA14doeT9a28XF8xx+CWfN9wEYfGILia4KpCLQVEEwXHB+A/rkeWSPdNN//7NgO6R2HGO5E8QHZlL11T+hhiM42/+Es+Ne8ITRz/g6Wmgq6VtvQjn2hnYcgjNbyXX0k2/vJLx8Kda7T2P3u+lF9kAXJdd8nKM/exQrEcDOuBFGA/BGM3iCeaQtEVN/T/LFtxh6aQDYiAdJTosytnYv8Y37KT1lJqJmIYjjIkeFx8TavhrHH0AvdaMRSsBCSoh1ltD93aeZe9MyyHdiDxcdItK2SW09iv/AfrKAYbVgJvz4C/o3Sq6X7CsP0Va1jtT7ptJ7pJbWWUeZe+7W8TY49AhlJTOpaO5nuKOGcM0YU097BsybwFONt6WFuL6UysqXCNWOku2oBMs1WHzmPqBIre8rdcg9/NVxI0eZ6kPVHLTqBLmuUozRMIqtku0tIxcP4Js3iOLkAEmst3ycCMK2NLwXXo8qk1jt21Cb5oCZwd52HzJ+FKV2Acr0i/HOrqAhuhdr0NUPcsdSIJM2dk9HoS2FoX0N2IaO6NxIoCSIbWZQdQcRrUEGa4j98lY3/TRcQuRjXyVQKSmzh8hlfAQiGfyRDOln7sfxTCcyaT+Kx4sy73qyD/0MHK97/w4cwKzZ5Ro9hZua3bYF/+y5OOk0/d/7Jk48BoDn1ImGi+4vzgUsA5nPYhzah7n5KdI795AeiaL6VNIDXhD7sKOvU1kgNrBzBonNB/FURgm01ZBe8xbpER/5VKG2ydKgdjoNn7kYX0sjANmuEXrvexZfiaD5S1cy/OImiPdj7N5G1ze2UX7FhZRfdh58/CbyB/ZDVRvO7rVU1rhj0v2P9QSaypj8jasITCohNLVoVJeeuYiRl9bjpLMQCBEbi4xvM1MWM25ewJ5frndTnMNpBo8GOUbh2P5KL1OumcrOX7vR6ZZL29D8J5ZRJ3AC/1/CiSf2BP5LxLcd5dBPnwWOZTAUPTB6SRA7a7DnM78n3zv6nrS2sjPm0Prly1EKujx2OocZT+OdVMXkH97E4GOvY43GSG3ZQ/bgUYRwPXEjz6+l9iPFQnYt5EcL+fFWRRl96hWMvkGUYIC6T38Y7yQ3nSC16xAd370bmTdRdMHg3Q8Qf2E1Dd/5T9SAH/+UFmIvuaKbKAp6eQTzYLGvgZPmIqUkfNoK9Kqq8d/NoeNopYF8ewcSBVEIEdnxJE5sbHxYPI1NOGP73PQsAQiJUtASym9dUxzXB++k6ju/QwmGC2PrkH32t5B3FySZ536P9NXiCeRwLBXL0LATLkuTncygNC7AyaSQHUcAiaI6WFmF/La1eE49H8/UZmT/bhI9VaQffhzx1PNUfO4WPM3FBaCxezPJf/zRva6t7xC6+Aq3yNoyQPMiKqaS3tGNmfHi0TU8uRyKz4ca8iIdC5kYQfjD+KZMwTdlYs66TBQFKQUSfc4SrG1vuek2jbOR0qC60U2L0wM5cErQPDZty/biSA/ey79PfnUCJzGC97QrUMKuQdVwtgp7dpIZDVM9sxMt1UzllB6MrIdEXxmhljJGR+YxfKCLYIVJSfIxZFQQqQyRGCohUG4x6ZpiyqI6aSbqJFcfxl7zZfzVLv1s1bJD9L1zKngryXX0k9q0j75f3EXtFz8BtoWx822cw6+h5FVih2swxgJoHhMzr2MLHyNHq/AEc4RXnY/a0Eb87muoaBtgbHc9KJPGBXb9dQGUoOsUUE66ATH7Q9hDA5jJOEp6M9JxnzvXkNUgVIlW30Zg8cmUn7+Ckdv/Y/xa7JEB/AuX0/ClCIkXn4OjRXEcx1KQjkBZdB2i/Eyy2+8FgoX7I/AE8mQTGkIvUK9XzkI99/fQ9Q509SKTYyjTTsN47QGcjI9c2ouR9TCUiFAzuY/SigSRkl+C9kNomI7s2QTdrhCnbar4g0WtJ184j1AdOFZvJsE4uAfbF2Dh6TtYdOZ20unJmGkvqsd0n61wI8FFyzlr9u+xfA4DO5ro2TyPlhUBvB7Xm972rc+QeKcNJff1CXOxpHKYSUumEO/VqVg5h5rKp7DGiu8xcyCMOmMmxPaQ6Snn2MPsDeTJpUpQz/4a2sG7YGwvyoTPpUQfeI7sJtdA0+asRAuMIDveAAWcnnU47avRmpvQcjsRPhuzL+KScRQ82fl9+1D9JeS6bddJAshcHrX5JNSWapRAgMBp55J+/O7xFDKZjGFtfIDox2/Df2AP+bceHNfmkrbAHM4yOlaPf95iQlolOALpQKK3HCvnQe1/GhQN4bj1Vd7JhQL9QwfHjR4AJdNL2WyTdKdBqDVEyQcux3juF65B2bycxJMPkt/yDpahEh8oGBVxyTEDIbFmM5WXnYNj2ez74p1kD7spyk2fvwQp5Xh92zF4qyNYw2PI5gbMkRSHvvQTqid14gBGoJSWW37E4ZtuG98//uoayi87j8CiJQQWudGcmr+9SbYX8lkf4JA+PEz/6kPM/vZ5xF5dizRMPLPm0vnqKOFrrqO8RUGrqqH9utcZ3jZMybQSpl4zBX+ln5KpUQZf38ueFwyEzFISNoinPLSsqmXGVc1MOqsBO2dTfcpEwdVjGNwd58irAzSfVknNvH+d2pZLmXgCGopyIrLxL/Fvr/E5gRNwccLwOYH/Ern+2IR/h6bV4JgOpUtaqTp7Nskd7eR7i2rfxxZpatBL3dWnjxs9yV0d7P/qX3GyeUpOnk7jJ88ltWU3OA7Zw10cb1Apft9x7Unib28lteMA1mgM36wZVH/sKnwtk8YppaXjkN2+g0C1Byl9WEPDrhHV00968w4iK5YSPnUR4KZIhJfMQ68swTi0H2t4GN/0qVR+8hMonvfqDoVXrCC9bh0ylwNdZ+yxJxC+IJ6ggxaNoNQ0YQ1vHN/fO3MG+bcOIDQHoTqoAR1M+70Da9s4udy44YOUIGXReMzlkcO7UVRQVAtCZfjnn4zZ28XY3b+cUDylaDaqbiOTI2Se/ytK0AuDuzGzXuysO/4ynyN+57eIXvx+PCe7WkxmR8HyKwx9btNGSm64i/y2tzAGskihY6RGAIndtY/EnV/HN7MN0fUk5oiGk1VB9xK46usQrCC39R20qjq8809BmXox5uE1OBkVaSskdmwievXN6FXVqE2zGP7GDeP9N7Me/G3LUPxhZLwfdcYqcm89jd3tsk3lXvgTnlnLEf4QpA4zaWFRF8iyp6KqGvVz26k/xYRZF1C3+ucwy8GxBNLSAMmcK5KIRRfinb5ovNbqnyHM4jxWdJvSth2MHi6mx6S37MQaGsF48z7MXa4Rm8/UYiQCKKrE4zewLRX/9DbCKxajV5QSnD0N2fEHyqa79QChhlFyIxX4SoIE9S6E7CZ2x6fwLLmQwIpzyW9fR+rh3wOgVUaJTu0nebQCFElo5Wl0fO/PSMNdsJoHNhFZcT7Z1x5H0S08kz0M/OIHZLZ3ggBvVRl2PI7SOIuRkqupOb0aTzlI28RX4ZAacFO7hOLQuGwfmfxiPLmDSKsFoWmIqrmoFbNRF4jxVC6hBRl+7BE2vTCHbMJLqDTJlCXufVI1G7nvIZSVv2EkM5mxoU1o6U5SvSrNc46ge9x+a22Liczzk9k8jDmQwUqmIZHGznmIH6lGCYcZ2BOmYk4Jvgb3noimkwlNvRZjTyvb71hL59uuh75792qW/f48ut8ZpmZeKdFlpzLy5wba182keVY7qm6Tj3uIyl1EayFYEUUtn4St70aa7tzQ5r4PUWUjY3tAt8F0nxm1tonmr92GXlYC8/+ItHKEBr+BnYtjGjr+cBo/ezEK0UZr52uokwMT66dH9sMpXwRFR80NkMlGcQ7vR/Na2HkNc88e1Jp6fKfMg6PF94jSu4bUfg9IQf7AQQInzSK/6RgrmMTYvh5N7sJ/0QPo1lukNxzBjAcwxxkOBWb7LoT/EvD4MUYkVmGbHYsTPOVkPOVhPM0t+Be470a9oQF0HUw3Vc7jSxCt30GFS46IqpxNzreC3K7tyCMH8ATdiJpjq0DBkCkYM1KCf7LLqplt7x83egCG/vEMzZ/8CDz2AIZpkM+FUBST3NaN9G7bSPlVFyHLGgmGRpASHFuBeIL8kb3oVeWYg25k39NYx/Br2+l/fB2eijDNX7gEJ19M8zuGbE+Mg1//C7JjB0JAOvcy2ze2AYIl31nKrI+FuOiFC8kOZvFX+hEFI6T8tJn0bk2T6HRZGzVVsvA/Gph5tZteV7W4Giklg68fJD+Spuac6XiibgHdwM4Ydy97BTvvoGiCj76xkklLi5kEtuXwl2vWsfXRbqqmhrn5xdOoaJnIuPd/PE7QWZ/A/0ScMHxO4L9E+anT6G4sJ9s5gh7xMe3rlxJoLjIE+ZuqULw6TiGH3rYUHEdh1p2fINBaLG7te2QNTqE4PrZ+HwIbaReLWr0NVUjTJjC1kdKzFpHvH8FTXcbwE6/R/9dnEYprUKW37wcJwdlTx9tOrn2X2POvAsd5xwvQKtxFiRCC4EkzMLp7SG/ZQen5K6n/wffJHThAet1a4k88RvTCi1CCE2uWzIFBtPp6pGljdHQAApnL41l2BhUfvhZzoB/j0EHssTG8U6cTPucCzEN7sToPIQIBwpdfR/LBPxYNlcLCwn/KWWjlxzMtCfL6XLKHj6B4HUpOmYG1d/341tCqC1FCEfKH9k8wetTqOkR6YAJNm5MtpBBpEw0uQRbzrb+gtS1BqWxGnzwTXj+ulkD34Nhexp58FUxjPMKneiw3TWroCNk3j+CtsHGyBePBzJN99FuAQ3bABwhC6ST+ZSsx4+UIy+2LN5wl9eg92FLHM/cM7IyBqrnCioGqOHL7o1iKjnLS5Tgbf4LTfZxqh21i7n0Nff6FiPozkLvuBiOF4yiMvDaI6V1JtmMYX1sTNblHxzllFc3BkZar1TNjBfrsk5H5HOD23YylSO8+Avk0xtEOQq2r8HEP4Li6QKUZNLrIFxa2it+HGglhHthUHGtj4uszMLON6ps+NCGlkHzfhH2q5h1GSQqsRMFwTwyRfu5+nLEh7L5ilMYaihOYkqNqYQcoOpnSmUhj//j27O59aOYQocVl0HMY4kk88SQZqkGCZShEL7uSyJmnwfAO7Jc+j+2YiIrpBC+7GSd7B2Zax0h7MAYjaPIg6acP4owNEbroI2TWvELq+b+iBSF0wSr0kjzatLM4EruaTNwVik2ORokPlBEtRMqEv5KOX/+d/ff1FCZdGU2n68Q8LdRMT6HXVBI48zKE1094trtL8rlHSL/8JLapMNpbiWkF8NZEKJvzelHk9sh9yIrL8M4+lYE9hzjGStG/cZC75r9AZjCP5lf58Gsr6dpwCWNdcUa7qwCJ8Bp0H60lFE6zpLqP0stvRpcOcnQzWrgDkf8N+G+j/8g1DO4aIlKeQI0EqfvwfxI7kCDYqBCoiyA0H9FLLkX+5TdISyE8tX8CYYOomIQy7RSczXdimyqp3lKEJ0CJpx519ncACC9wMA7tJ3nfD8B0mdTswQFKvnAdpeufITsSwhPMESiLk0iXI22V/M6thN9/KXpDPXZfJ0K1wVFxBnsgN4q2/CuEtG8SX5OEnAAh8ZWl0P1jZO/9LL4zrkfuPwID+8b76qmvp+SC902Yl1pZOeUr28hu3oDmN/BpGZjAZ6KQ3bGT8XQ9VAQ2utdA9UqkVXwv+We0UXPD5QB4a8tQ9GLpkUcM4mmcRPVP7qIayB/ppPPrPxk/dvTJV2j8yTcYNkP4rRyJkSiJkQi933iS1luvJL93D4rXQ+jUU9j5SffdmgaM9g5Cy0/GfPZVfIEMuYwfFIXE7j6SeyBcEqWkPI5fT6IoNo6j0fVyJ7M+NgshBIHq9wqKjryyGSg6xKoXlE/YfujOdzh81zsAdD60lVP+8R8omsLh1f3Y+UJqtSU59FLfBMNn3+oBtj7qMtsNHkjy2s/3c+VvFnICJ3AC/2twwvA5gQmQUjLw8h5yvTGqz53F/D/fRPrwAP6GcrSCTo1j2phjaTyVYab/7GMc+cXTpPb1Y9sKoen1BJqrJrR5fI2PEBDbcBDFF0InhaKr1H/8MkJzp5DYsp99N/0YaZiUnD4fKxYfP+YYjL6J6WfmkOsZRBaSLHQN/+QWwssWEJhRTMHq/+1fyOxyP/6Z3ftp+M6XGf3TXTgJ9xz22BgVN32q2O7wMEN33nlcJKbYCTXiRmr06hpqvvMjkq+uxji0i9gfvoenqY2Sqz+KVl2L8HjQyysxDuzCM20OWl0jMpdFjboL4/yRw6TfehMpJdl97mLSySsYZhlaaTXO2ABKRT2ek04DwDttFmpFFfbwIGgaJR+8ATUSJn7n7chkDLWmCe+is3GiGmLzI4RCEXI9eRR7FF/UrcsYfuB+ym/8Ap5pc/HMXYqxYwPoHkLnXoHZ1T6+IANQSkpQ8hOZ2hxL4Vg6C4BwcujhPFYYzKQf8/BufHNOGjd6ABTdIjsQxbE0sm+sRyh+PIE83nAWRXMK7Zjk334MT2kGPSjI58IgBao/j7P2l5i5UfRlH8FRKsiPCJJdFVimRrbHnQ+5gx1Y9cdeaBLFb6OG8kgEdqyXzE+uh9wYvjpwotM4/JQPO5kDxaHqpA56Xq+kesVSgpWbXYY7S6ViZheKZmObfso+/kUUnw+tZQ7W/oIOiC6Rpo6wTfwLF1P+sZvGiSPSB7oYe3sH4cnziKgvgJ3GUWoIVw2RtUqhQGDozl2B2XEQvbERq7Ogq+L1o579Y0RiP6L+VIKBJvTwM5hJ18gNliWxejPI4ND4zPSXpol3uiKndnyE0QcfIX+4g7LWI+MrTzm8Dyc1RrzTXYgJ1QZZ9JSbHQew+g9hvv0rSibH3Gdv1x+QtUnE0TsR6es4fjGoLv0CZB5DBKpwGi4k/qv7gUKYQApCNQYNt3yMfwU7doj0aA+p2tMgZmBkewGbXNcYmdFmovWHkA7k4zpHv/R9Jp3jZ+HlPjb8uQbb1FFrKshsdVfnVtZm1/2HqCivJBDso7apH0Vx6Dhcj2nojI2UcPhII83eMPppt+C8dRbCSIMF7P8B8UPX4FgasYEynD44cv2zpI/GEbrCyX+8lIqlDfjmnELlF2LIg3/DOmqSPlyJorjEIt5ZK1FPuhyq5jD4qz9hDLrpfcYdX6Dkyg+R6o4SntuCb+oMrGXnkH3LTSH2nbwKIQThNpNASR8gEB6JtN36OoRD+p6v4DvlPPLDR9zUVxtkpBn85QihoJ11F+VngTTyZNY8h9z4p8LDamMdeIfIh36ME32e9IZ38ba1El51JuZQP86gu/j2TJ+HtCxEz2rCDYXnP51ENCxFDu1DaV6OMuUslMhzOMmE+66NNhCcP9MlaIm20Pe7Yv1lcEYrSkGvTAv5aTzHx+i7fWhek9LaURDFKKKnvhpUFWzXUWOlDTByNH7vqwz97HvEBsO45A/Q+/e1zPzdzWS3biL97sYJTiBjKE7Tomo6H68FK4Wm29iWGH9tZ1J+0ik/qUSYSChHIhWg9tQi89rI9gF2/GQ9QlOY99VTKJlWTtCXpLRUI5kMoOkOmVGD/X8/ROtFTehBnaG3io6K5OERMt1jhJrLaTq1coKuT9NpE+nEPQF1wr/1EzVC/xonyA1O4H8STjxxJzABnfev5/Dv3wCg+9HNnPzwJwjPqB/fnu0aYefn78MYShKd38ysO65l9u8+yeja/ZiJLBVnzBxPFziGSdefg5M1GH1rZ4GdB5ycTfMPbsTfXIteUQLA0GOvIQ13ERZ7cytVHziDzM6Dx9U5CMreN1HsMnLmKQw/+vxxYWyF+ttuRinUKxxDrqNr/G+jswcnkRg3egDMXtdLbcfjJF56CSseH/+wCgFaZQUoCt4pU4m+79zx4xKrVxN/4lH84Sw2YPceRQ1F0BuuAsDTOg1P67RiRwq6PnYiwdDP70AaxnsMK+ELEf7sr3HGBnCyGRL3/QhrdAxRO4eS6z+LTMXRaupRS93Fa+ktv8XsOgKqhvD40OZcgDbnAtThYeQbz6F1PoewIDsWJD1wFPXZ5yi/+ipKPvIF7LFhhD+A4gtgJxMowRBOOoUQUHLVdWhlEVJ/vh3MPMIfRKvxIXMWVtKDyI+gBd2Fkpn1YJsqnpkLEdFqlNqpOH3uIt6xNbeAuTCWwhsgn1KQQhKsKlKYS0vFznrwlGTw1achbyMKWj7OodWw5Grs0X56185BOsp76spyJSuJRA9CagCRdIuPBRJ58FnM0TL8tVkUaRDf0Y6dbCFUGSNUGUf1mpTPO0psWyUj1myU+iYqyt/CF81QObuLnNGITMUYuf9+fDPORloR6HmRirYBrLxKui9KSHkZ44lOtPmXYnlKSb7wJVRb0vGbyTR84icEGiS5wwOEtTvwN4yCFDg5HSPhBynwnnQyvkVLETrIjIFv+fmoDZOBUzg2O1q/9wlG7/wxGiPguCxWDkFUXK0sqTp4yxKoIYOykzrJdJcxtjfCYN8oVc2FMUZBmzQDJfgyTjqNtBWk4kE47n1UqhowH/4ivrJk0eFgasi8hlByzD7vJVIdS0kNR5l61nb0wBzshlvRG5swHvs+VU39DByuRUoFjz9H+eIi85aTjGHs2YRaNQnVO4r90i1U6jaKVUX7zvkTPkai9RrSR3/DvseXYmU9zL1kHZ6cQW0FnP3VZQyJ6/A2VnDknDfGj/EffZS2L5xL/1AcVbjvmZbJPXR21GIYHpRoKTJ7ADvpg9Qo6rHMMMsielINIe8G7LzOYN8s0gWRSWk6dD62i4qlDdjxMcb+/jZWL6jRGQhjFClAaDZ6i6sfplTPxRgqhkpSnTrdX16NtBWER2P2728mcMGH8MxZClKiNbnRa/3876Gs+RnScVAW34z2218hbYnuMxGWA5EqqJ+Ptd9Nm0xuN1CmPU4u34anpgpfcz3C4yVwytmkt9w/rs2jRKsQQlB60QWUXnQB0jQZ+f1Psdp3ohZ0lTxzlhBYeRlWRgWvjmMpKH7wnfsDhOreFSeXxUklOTYZpWkRvvhD2Mk02fZuIqctIblhG/62JkILZ5LZth3f9GkoPh+BhjDa6GY3tVJI5Eg31LrCsorPR2DpEpJvbUQCSiCMXlGC1+clctZK+vcUUwDRdBLPPUnyuaeQEryhGvIpzY1yBfNo0VChTlKM9/PYd8HbUMnwbtcYVVVJ66oK5n7GvWdSStZ+6iWc2Ci6ZrHhcwnOffFaGq8/i+yPn2NwuAQ7o/Luj3cggP3/OMT7nzyXssUNxPcO0NMfZWA0zJFz3+GKx1ZQv6Sc/3j1LA6+1EfLmdW0nDGR2nvyikrO/eoM1t/bQcP8Es75ynRO4ARO4H8dThg+JzABo+92jP9tjKRJtw8TnV00fHof3YAxlAQk8a3tHPrJ0zR9YhXlK9778nYMEyueQa+IUHrKdEZf38axj1JoVhPhhdMnUMFqpUV2HaGqVFx0OoFpTRj9w3jrKvA11+OpKsPJGwz86e/ktr6L4tHRykqxht3if2mYmIMj6OUlpFa/iJNJEzrzbCLLlxB70dUXCi1bhFpWhu+keeS2b3N/O/0MAAZ/9zuMI270RQn4cTJZUFWUVDeKKtFkFYq3WCeSP3QYRbNcz7lwKTideLFe5BikbZNZ8xrW2AjBZadjp9JIoxhdUSvKkdkcekMDkfMvQGg6Slkt8e/9BxgZFMDe9wZD+w9S94M7xhnrAIwjB4jdcwdYFnrbdEo/+TWkYdL3/R/gJBJIGQYRGS8WlXn3vNKxMba/gbFjLYQrCV32SSpv+x65XdvQ6xvwtLoRs+jnf4PV14HWOA0lEMYxDIy33sJz9F5Erhcj5SXRW4ZeW49/iTuOvqt/hH1oPSJQgpbJkvrjvdhp16sbOmUZ0RUn4Wx7AHvEiz3Yj22omFkfvXsbUH02jZeVo/SuHb9GJVKJ0HwY2nykU2SY0ivLsOJJ9Jpq/ItOxTPlamQ+ifngxYhClMMxNGxDRy2k//kiGfwlSSYtODLejqnZjBytwTY1ZHueeHgu1bOPIm2FvGcZvPMHAFJvvknwtFMpqXfvsea1CdUmcBI+SGzB6NqBmAallTGk5mA0Rhm+9wksA8y8TssF5YRqhwm0DIMaIJb/CLkjCfJvrqE2/m28pkpuqBXzxXdBH4JAGerMMxAVU9EmnU7Vd/9I/LG/Yvc8RLDRQZ3/KWh/FiW1A2nbVJ16CMXnRoXCkwfJOmUcfUEDK4nHZ5DznUxDZQu1X72V1NtrEL4APfe+jDeYx7FUopF2PMEcaMc7LyRCc0DxE2qsZtXnnwTAljp9f/gzICi94HScXe8Srcyz8IL1pMbClE7x4j/9q+49yKYZ+/WtyAJJR/RkdZzivLx5kCMb0uSyPry6xchohMqBIbJrp2Gm/XiCWTwBg45trRx4Zxa+EsnSPzUQao6y8gslHHpqD1NP3s+803bD4fX4IvOxC2t0hGTxhevZseEsZiy/A2ffQTACGKN+9HAeRbPJdwWpDN2DMs81IEv9Mxn6rkAWdIW0sR0kHu4E1YfV6xJ32PEU/nkLUUUGfcEqcpvewB5+EO/iMwgsmE9m8xZ35HSJtAtEDobF6MuvUvexq9Gbium6AEr1HLjgD6Qe+QPWA39BKwkgcqPj0jhaeS25fDF91clB569exsz4QAjqv/AfRE6e74rlXn475obHEeFyvGdeP+E8+QN7MA7sRfM7KJqFJ5SD7leRw3MxcpMwYzF32IJhvI5DvqsLrbQENeRHCQRx0u4YaUEf6c0b6P7tE9ipLFpphNZf3o7Z2UH/j34MUqLX1lJ3+9fQGqZj7XwdkDiOip2HsVe2kdrVSemy6dR9/EpGaqswxxKUnXsqis+LnbegZQGl87sY296PHg3S+InzyDzlRrOEgLLqfpg/HysWo+TMC/BPa6N0UQtjG44gBFQsayA8qxE97CO5bhPDu4vjUDq9pOigk6DlhimvdZ9py3B1y6rPX8jYWIjdnztGNS+QSPreGcCIG0z9zOkYSoAtX3aJPGLtad7+7i4+8NByGpdX0rj8vxCOFYKLvj+Xi74/919uPwEX/+zYOoET+HfhhOFzAhNQcWobYwXjx1sVJtQ28eWtRf3jfwsBQ6/sILGzkwX3f5pc9xDxjfsIzWhCDfnZ/5W/YMXTRJdOQwt7C0w+DiCoumjJe/Qv6m54P9KyyXX2EZze6HpiT57DP6P/L0+QW78WoYBjGkhRXBAoQT96ZTmxv/2ZzEZXjTu7fQvln/kyQhho5RVEz1mJEIKKm24mf/AASjCIp6ERKSVGe/t4W9I0qPv2txm76yfIuJsqlt/+7jg9NEBw0SLkkXWIgraJUCXek5Yc10YehELy+SdJvfyM2591b1P5jR+hlZdijYwhhMRfZVP6+V9NHBMzD0ax3kWoDs5oDDsRRysr5oxn17yMNE1Ur4nTtYPk3beiL7wQJ3EsmiJQQhGcZBK1NEJwSgnSyJJb8xS51x52PftDRxm743OUfeNugivOmjDeSrQCT7SoQdH/27+Q3rwDKSMoWhDHVAGBkxjDeOlnaEuuRimtRzQvJXfgICI2SMVVl2BkNNRgiODSJQhVhcYfku8ZJP70c5AZZHRHD5ahY2Zh5GgbldH9kBkGPYh21pfd8b70O2jrvo81lkUogooPXkznn94isX2Ikc/exdTvXkd00RSU075N/rnv4+Qh01/CcE8FXfsbmXbWNvwlaSpmZSdco8z4sU2VkpoRAiVJxoYm0blhJr6GSmrPrCHduWt8X9UYQOpinJlKiONon20LZ48Aq4TUYIR8Xwlgo2luofbRV2Yy+XqBt0Il772Q3u89Nx4FDVeUo+ZUnHwarz/upmElMphrHsRRHTzLr0Sd8WnC89ZBq5tmk+++ncS6NlR/DdiSkLcbr89d9UsUSi8+m3DzzXj8OUbXTsaTPkr2ng8jVEF0xcdxSmfhf/YxbEPDSAbIxQXRsIr0WjgSlIpZKFNORgRsqDgLtv+MY84LVVio/jx21kt+9zZ0BFbGi0e3qDipguB130coblqP1XkQmRgjNRYil/Kj1/cTKrKQYzkKu3dO5lgapXg2SHNBfNJI+xg6UsW2F5eAFGTisO0Ha1l+1/nM+EATTeqfqJjSh2mqdLRXIZ0QIW8CoUgiTUM0VCUwhyMc+MMSxEfzVMzrJDdUQ2pnhFBVHBQHJZga70vIs43Fv/kBnQ9uQBt4l8pAP9l1EgITC9AVc4Dgdd8j+9qj5De86F7H4e2UnpUk4DEQUmCaGrGjxdRf/9CDOFvyKAs+gnXoXezBo2gtC9Dq2sitfR5jZ1HPSW+cjGL0oEUDkDiCZ+YCzA43impL4Ro9AFISe3E14cVzEKqG1jwfrXk+/wxpW2S3rAchcUwFf2luPNXUXP07tMoZ2F0xAJxUkp7v/ozckS6EplH3n5+i4lOfIf70E5AdhpEDpB88gN/jI0UUayxBYv02rPY9Lnuj6uAMdhN/5ilKPnA5SElux0Zyuw6Ru/9OsikfA0fqGHj2XWb96gYqLz9nvJ9GLMvG//grItaLL5BHVSHQXEpoZgP2/pmYXa74qF5ZQc3XbkZoGk4uT669kxnfuojuhzYx9OYhbFOh4pRWorPrOLTlTUrLUyTiIbxeg+j0Mjqf2k/tyhb0kIeqGR5sVxMbTbFI7+8hMq+VmpNrUTwKjlFIyQXKZpbiiXgQiqD+vBnw5eI3Q9H/tbD3Cfw/g0T828kN/lkw/QT+z8UJw+cEJmDSVYvx1ZWS6x2jatVMVP9EtrNJV59Kri/GyBu7xxmm8v0x4lsO0f79B5AFFrPgSZOxCsZCfMN+aq5cjqabKKpEItBL31tMqpdGiCycQmrjNuL9A6S27mXqb76Ck8uR3rQdT0M9gVlTyR7omPAKE6oc1xyRuTSp9Zswjra72hWGhtGboO+734O8m+rgqakkMH8+QlXxTS8KzqXWb0YoJtIuMDupecxDO8DKcixnQi2rQviKxl/olGWYW57D7jow/ptW7UbI8u88SW71/aB7MWgc3+6kkxjtRwhPVsiLuMvMlh7GGelGrWgoXpcvgKibgex101vMjBdPaxtqaRlSSpAOQlFRSivQQ3nMpDum9v5eZOJPqGU12KNjbtrahefhi6Sw3roT+c5ucodexLJLJ9RPKU6a/MFD+GfPmnBfnN6tODsexEpLZPVppLe6TEdCCBxHd1cDQhKpOIq9ezdOzy7US35O1+13EPS0o/sKTFELziB09qeL7ebyHL7tN9iJdMG7V0xPdJwA+jX34wwdRPZtIfPyXzD02UTOWEnzHd+m909PMbp2L0d/9zz5oYIRYzsMv7yF6KIpOKXzGfV9EpFtZ+hgN5m4u2jd+8oCKmb7mfTpy5Grb3ENS1UncOn3iB54lPIKt2bIHz6E71Mfxb/8/Rjd3WTefgNpmghFovStxYr40Wr8YMQKRe7ugl2pnIzd1+HOxX/6cJe39SG8DmLGT1Famsi+sn7c6AHIDEYJBTL8M6SlkOsuQwReQ53xaUi8Nb7NUzsKtCEtt9Ykc6jaFauM6KT2hHB23UN0YYb4hmbs0SDhhg5IWUgg/+z3sYItNJ/jMl4NbG1Cd0BpiqPXFKKWVVUobR8t9kUU6xOMoRDBshRCS+CbuQvjaDNOzIBAJYHLboHcCDKRxlH8MLaXTCbKSHc5Qjj0baimYnYebyRL754G6qd1sWfT9HExYn1oO4lEFE8og5nxMph4P8ji2NhZd05FFk/HGbiMXPed/Pj7V9DbU46m2nz2s4eZNqtnwjh295fw9heupXpGL++/7jUUteAwcQSOqaAUUr+kPomqxZWUaB5ij/YgHYXYaBg9aeALqqiqiR7Io8T3YG59Crvv0HFnEZAdIdiWB0sBbwVTZl/C2EO/J1IzSqgygX14NbZSR/aZ32DndZAPobXNwVGjE/rrmTYHdm6DOFhv/BG9tYTwxRdjb/obtm2TGQtj5T1IR0Ed207uiR/gv/z24hj1HULGelFb3EhQZs1r5DaucaNIjopl+fBohTF1LNT6Nsz2gyDAVsPkjnQV5p9F7OU3qPviTVR98VaGv3UTx2atL5QjNRZBCEn6nQ0oXgUhisQ1qVdeInLOuXgWn0/q3e3jbnxfMEcgnEHTHLp/+EdavnMz/jb33Tf4xgGy3TGi5W5kWghI7+7ATmWJXnw5enUNdiJOcNkKhKZhDo3Q9a2fYscSaJXljMSbSewfAobYdmiY0174FFWXrSJ/9H7KKmMojVPYeOvbAESnlXPW41dS9/6T6LrbtXyEz0N+KImdNShpi3DJM+dy8NF28rE80dYwMz8yrcj+NjXCmd+by/pf7KO0NcQZ3zkRxTmBE/jfHScMnxOYACEEladN+S+3qwEP0752KZ31pXT95Q0AfA3lmINj40YPgJOa6FH3N1WgFOo1BJLY65uIzJuY7gGQ3Lx3/G87niK96yBD9/4NJ+kaUTU3f5TIqfMZebgLj9dAaCqhk5eQeGPd+HFWPElgySkMP/wsdqG2xE7Y6J4CucKTT6B4vfhmzpxw7syeg2geEyHcRZXQJMknHygMDGiNbZR86FMgBOmNGzF6egguXkz40utJ3HcHdnwM09NCz49+QWjxIpS9/0BIG/IZhFJQC5fufwZ+fxeVK5vRAwW2JY8f5XgXeAHRT36H9OpnMdrbCU2eSei0M3B69pB/6ofIXArPiusIXXAVIxufGz9GOgpOMkX1f36RzJo30SoqCZ52Fvl/fKnIlDV4GH3RhzEO7EMteH2NnI9wzcR8dOfAC9hv/ZD8WIBERyXwKMEKP+lBN8oTmjeL6o9/mNx916OYhVqTWC+pDVuwYzH0xuMK5/dvRY7uQu74tfvvyg9hJ9IgJLrXQATCGHELb301VVeuQuh+6N1C4oXH6Nk8GXiTgSc30/SNmxh43jW+5DijnXth/pZqpOOw5z/vI9M+WCAPKHrqg7On0fbzj7jHfvDP5HevI3WwF/HCs1TMC0F38dplOoY1Noo9NkrNbbeR27YWdjyIqts4OQ+2Zyneyz4Pva8hLRUZaEWUt5C79zPIsR6C5UnySiv5nhi+8iRlU/pQVIky8hK0fJzQSVNR/N5xxkMtYKFWOlj9HsyEHz2aR1qQH3Wji7ZThXRMyEzCHBxj3+PLSHaVEy5JUdvWjVDByeskD8zETmbIpXzk0ir5zBQKa/qJ+imORXxzBjm5gnDLMJUzu8kcqUKrHCvuM/QksvU75I4OIlQF76zPIjM9yNQg+b6C4WwrGO2lBJbuwCn/ClrbNTiHnsNe//PCaXRkVkV4qoAyKhoH8AXyOMMhDq6fTn9XPade8yrn3PAiBzZOo3bSIGVBt/5osLuKxrN3Ur1oDUI/lwPPRPGU+Jj5uYXIzteQjklg+nQ2/HUuvT1uFNSyVd5ZO5Op03tBSPr2NjLUWcmOQ9WAILlhMqtLG7ni9lHMLRsR2WGc6HII+jB2rcc+fACx7QZE01wUzeat5xcz0FuJUBwWnbKTWacXo3/OvtUooz0gAiAV1LI0amkG8qo7NqHJlMyfT7A3A6kYRsZDLD0bf+xdFEvlmCCqdXgn2YQf3augqA76tHmoUQ8TuBljPXinjZIN5UhubcQXMJCBPIrXJFIdxz60AZmJ40id3u//mHzXIJ5glrI5gsANv8Xs2H98a6hTT4ZOlxFTaDnyuzeP1+JpZX5QxLjws+qV5Nc/gTZlCWp1PU4yBkiEL4C/uRqrp5d8eyESUxIFs1A/KSXGpmfJ5Sswcv7xek0zr6Fpx5xVeYYefYXGW6/HMS1S7+4mGE5jmyqKYrmixy01qCG/y9B56ukTriOxZiN2LIHjCNJdSexMNz6/O8/NhINj2kSWncS0WW04mRxrP/cG4JK2xPePkGofo/aKU9Eifsbe2c/I2gMc/MHjBFqqmPvHjxOq8bH0q/PQw++VPAA45ZaZLP3cVPbfuZlDf3iH1mvmUL6g9j37pfvSxA7EqFpUhR7U/0VLJzAOyb+f3OBE6twJFHDC8DmBf4l8f4zRtXsJtFQRXdD2nu0NHzkdX10pVjxD5dlzsZNphK6OGz+115zO6Ju7yR4dpPLCJQSn1E84Xg3639MmQOikqSQ3ugsLNRRAWsa40QOQ2rKDmps/in9yE3YyRXjRbKRpkjvQjtHbj15dSWTFUtRohOHn1kK8kOx/nPfd7Olh8Jc/p/qWW/FOLhp5oYVzGFjzOoFoEqGAZ+4p5LcVaaU9TW1oVTUk33yT0fvvByC5ejV13/se4RtuZ+S++8jvc1OQ4i++TLjWh667fdf9EseXx8p6AIEukhg04V96MU5yBM+SixG+Ip12vv0IZk83/tlzCa08n/Qz92FufY5Mtg8xuhWZcj3yxht/RjPyqDrYx2xN4ZA3oyirH8PctgYTUEQOrWYaTs8edx9fBLVpLnrtO9ixUWxfA5Gr/wO9ogJntBvj5Z8jM3EUv4MCZEdcdiX3pFnKzj0NtaSUyDkXovi8eBZcgLXBZXZSZ78PT00tSDBz+njER59yEnL9bZBxKZ717BDe2tl4jF5UVQJZKs4/mYqPfXx8HJyRg6T6SympHUVRHdJjWdJ7irU5QoDuyxE8aQaB0g6i/vuJPXWIbEc/oODx51EUm1zKjxYN0XRDMY0v02/Rc+eL1E3rQDqCVH8Ub0kAYWcQ4TJE7Uz6v34b0jRRAjpVn/8MxmEPGO5AW6KM0du+jOqk0KfMovSGsxEeD/7rfo51YB0EywkfzhLpX0fIfHr8vDI1gMylUbLd1JziI72rD48/T2j+ZQTO+zAyl0Y6NtK2Sf76M0gjA0jU5jOg+2lEfIi+9TNJdLgpVImRKJXnLSTk7UbaFlrTDEYeeYrRPjc9MfPuFCad0wkxQXY4QrAuCY5FerDEZZRLus+i9Nr4FnQxtHoGuZ4S/I1jlF/oof/PLzLwiBtlqrvubGqueRRrLA47bwDbNTyNsQAjDy3BCW+l6fZrcXY/7LYpQSgWg0fqCDQPo3dU4QsUi/+rWuLU3XgVwdln4nv7m9RPW83QplakrTA8GiZYGaNuqRtRmfv+B5h23vvxnPkD2PwjnDXumJqDpZT4GzmebbCyIjFOu67h4C9LFOcvkB3IowYjKK0mUp+GuvxrZB78MXaqMBb5PGrXGkYHJzHQ66b7Skfh0J5mmmcfJVCWxPFUIeKdqB7wVyVQGky0SRJReiXkbFD90HoTQtHQL/glqRd/x9q7SjAyOopqc9IZIYKhorgrjkIu4cfT2EjFDbfhJAex193njrHioIZzIDRyw8U0V4HAH86CFKTyk1CG8uR3v0u+a9C9L2k/2c4RjD/9ityevVAQV1a9Bt5IGlnQ48ERWENFg9cZGaLm4zcTX7MdzevgHX6B/GpJ/q2/E/7g90m/+iSyfQPSieF0dwHFSKDe2ILs2oU0TLzRNAP/eJXUcAkAgeZplM4K46mdTfJPz48fo/jdezXwxFriG/agFprTJzVQeeY0Ks8/eTwN2BqLYSfjOINHUUvK0ctLMQyNriP12JaGojqEgmmXbS8Mqk9HSsn++w/S9XIHQhalD7wVfgL1EYSiUHXeIkbe3j++QE4fGeSdTzxH39u9qH6NU+88n+pTJvGvsOdXGzj4Z1fMtveVI5xy/+W0vzJItDHI1A80MrRliBcufwE7ZxNuCnPRSxdh26B5VTzBE8uwE/j/XyQSCUZHRzly5AixWIzRUXftUlbmOnpbW1tpbW0lEon83zXzb8WJJ+4E3gMznmbHJ/+IFXfTICZ/9QNUrjppwj7ddz/P4BNr0cJ+IrPqCM1sYvqvbia+cb9LXDCnhdLlc0ht38fIU69iHT1E9bXvY+y1TagBL6G5rjElTZP01p0Ij4fA3JmUve9UtGiYfO8g0VPnofp0hM+LzLkf6MDMaQghCJ10HFOaz0vjD7+GOTSCXlGO0NyvZmT5UsaeW+3uMqUF3WeTP1gQ7pSS/OHDEwyf4LzZ1H71K+SOHCV40iy00gijQ31YPUcRgSD+U1YCkNtf9JzKfJ78gX0kH78PYyzP8Y+UZ+lFiI43wONDqZlMvv8txmmgBQhp4jv7vVS/2W1bGf79bwCIRyKUvn8VuXUvuduGetGrguNnkQ4Yb/4NzQuELSxDIxsLYYx4UO01xTbfeo6yr/wSqXgwt65GpnMYD/4QmcsgFIHOIP6Zbtqf8drvcHrcSmA7JpAeDUUppmShKPj6H0UZdrAr0iinXId2ynWobcuQjolSOwOPUKi64VpS725GL7MIzJ2Nd+GZyGceLo5dqo+yhnIy7UVXXHbjeuR/XD9O3qBOORev7/dQSIGKVMYJz2qkdG4pYztGUTSb8mkO9Zd3kHxnHd3/mAlso7RWx3EM6qd3IQQoXhPRNp/AzOLCZfi1rdRNbwcJo11VGCkv2ZRC0w9/hFJaSezxx5EFQUcjbjN2/3eInlQOnjaUugX03vkEfm8MAOvgdrIbXiew4lyEL4xWHcR8+0sEsgYDm9vQW3x4wzmk8GAqM5B3fgKZjqE7ECzzgFTIb3+bwHkfRviC40t0vVTDwUBoFva7DyPrLnrPfAHwlAkiF30c4YsibYvh59+asN2uvIGaj52Mk8sifD4GfvBt7LEREILASZOheRZq7lGSe2rJtLsL/fShKnxDFzH4RHEe9T38NoefGyS2o4+WFYuZ1LoPK54g1lWBlfPg9Dt03P06ue1TCIVUgv480tSwM17wmcy4eTWx1dOQedfjrYsU8pVfkTHPI/Lhp4i9uRZnw908/dwiOrsqURSHD08bZHrB+FFGt2L09tP95G7WPX0lXr/B6Ve8RU3lGB+6eAObdzVR0xrktOVdOI6CndUIhnOcdFGKwbpa3r2vD58/z7KT38Za24FenYLsYcznPo/WcCb20WMV8BIUiT+cRQgHWYjMRMqSJPtKyY0Fqfrc55BvfhfyCRTdRox6kaVnoSz4T4T6Tx59K8XgO50YGXdsHVtlqKua4Mx20P2YKR3bVACB3uCKfwrFg5O30cqyqCUZJGGU1mvxLoqQ7XrFbVdT8S5eycGHEySPWvDaH5l0xkSnkkQlt2cfLvuKRPGYRCf3k91m4ovgUi9rKmpIw04VhGaDJqFF8wgvP53sc7/F3CoxczqKlUfGetAjPgxpIx1RoG0+ZnRKPFEFPT+CwEDz2gy11433JdMZp+Vn33CNGMXPyDNvoleXUX3tBQAkVr8yoe9VK2dQc9WZ4/+Ov76Gob/8jWBpfDxSHbz0oxhVC7APjBTGVsE0dTwe0yU22LqfWJ/K9jveHW+n6YIphBuDtFw5C2ugn9jmnfinthBsq2FsXYGNUvHS/3av+/xkLfbdueW/NHzihXMDmBmLR9//BtlhN1Uv3pnG7B/DzrlOweTRJE99YiNbH+lF96lc9cDJzLr0X7f7fzL+7QKmJ/C/BIlEgocffphXXnmFLVu2cORI0VEp/wVjxfF1zatWreLss89m1apVzJs3739aH08YPifwHqT2dI8bPQBj6w5MMHzyfaMMPu4uhqxEht77VzP1hzcQaK0l0FoM8dvJNF0/vhtpFlimls1D5rPkBgbp+slfsD52Kfm9u8hsc9OWoueeRfnlF+GtLiG8aCaKx108NHz7y6TWb8bTUIe3sZbsnj0oPi+xJx5zoz6rziO8fBmemon6QeVXX4p/xlScXJ7ggrlYfb30//AHYFsIXcc/57352P4prfintBbb+OJ3sQZ6UMsqUQq1PYF588hsdGlWlXAYxaMjM2lUXeDYClIq+E+aS/j8DyA0l9baSY6SP7AH62jB8ywUAktP+Zfjn9lynEhmIoHZ2T5huzGQQmuqANtAZtKAW9+h+w3MnAcj43N/C4SRGTfiJfIDOIffxknEkGk3DUUlTzJWir8kDdkU2TcfwTN35XhEA0A6EivlxxPOIaUgn/ATrhkbL4q23n0IbdmHwbGwdjyF3b4BSqagn38b0bNOJXrWqRP7XvNBtO4/A2AOe9FEH1BMr1MiEcbdvYDSehpa3XNY3W69gRCQ2NNN64++QPrt1chMksCyM+HwbSSOFO+/sE1qZ40dE5PHyet4h99BjhxEVLgplsHWatgCIx3VxHoK5A0CbCWEqnvR690opZHTCdWPEi0bga5hiOxDPeWDhMv6sdJFhj95nAaS3PJtNC0BYahZepDDTy6h9fSdDB+oQdn2JJGamHs6BbSAgZQSrSpJ/PcXkRusJ3rlzfhmzkaoCp4pQ2iT4mCqEG2FyFTqFh8ifrSKZF8p5S39RGOrsR79B+oV96N4w1RMPUDsyHQcS0WoNtFlM1GCIZSgm/ZX8/XvkNu3F626Br22DvvgEyi5R5H/lF7iDB0mUB0j3eN64/KWRmyHG7Frf9tLcMXnMfY+hMy588wyVYb+sQHw4GkLE6gq1PxFMwQnxVDDJiWrDpDtWkpuH8iMO9fSb7zI2P4cyY27iaer6ewqGAiOwtpHTmb60kM4GR3Hu5CO7/6Blx49B9Nw3w+vPXgmF33oVZZUplly8kE8ixaiLv4t8Ts+gSjo7MhslhUVf6Dy3Ca69zWz66Wl+BRJc9VuhABn5Ajei+/C3PkCMpMYZ5wLz2pk+fkbOLS7mVBJirmnj6LZFt5FZyEi5SQn3Yze9zh+uRscA+fgi4ia2ajT3z9hHGXsKOHK2ITfQtEUeiiPEHkUbxR16nK0imoi57tGgNQ8WEYAo9OP0lOKPm0mAU+E4NkfRCltw+juJLBwCaYdJHnHHwongvieXipqk+STAbyhLKGV5xB/YW2BRVKghjyYRi1WwiadKUXzWYRvvAMdQfqxOxBOFv85n0T43JojrWUeR/++h1hfOUJxaJsziN7hGoiKKvFFMuTTXgSugGr+aDe++iqc0Z4C7XSWXMKNZgemNY8vdMKL55AfSaMG/ajhII5h4pM9aHoVlqmjew3szr3svu4tpGFSd8NFJF94EUW1xo0eAGP7ekpPu5jeNa+N/+atCODxOWjGIB3fvpO4UQcUPcrhtjLmfnER+Z5+jt76U6RVyFT4wo2I689i9J0DOJof0ZMcZ/fzlRcNSiOe5eAvXiZ36Cgl85tpumQag2s7QYK3oYLshuK74NDjRzjpI0Vad1vC1kd63Yh41uaVb+46Yfj8K5wwfP4/hccff5w777yT1atXI6VkwYIFzJ8/n49//OO0trZSUlIyHuUpKSkZj/4c+//mzZs5cuQIP/jBD7j11ltpbW3lpptu4sYbb/y3R4NOGD4n8B4Ep9ahBrzYGTfKEp3fMmG74tEY51kFFN+/zn22kulxowcgvacDaywFCKSUjL2+CfoPjm9Prt1I/K0t2IkkenUFjd/9T7RICO+kWryXX0j63U30fuN2lzXII1yhSWD03nsw+/uQRg6r+wjO2BCBk5cTuehygvNmj7fvaWqi9vZvkj90EO/Uaeg1NQBk160m8/YLKOEokWs/Ayik163DzmQJLFyIt7FITAAQXLIENRrF7OnBP28eis+LEo5CMo7HbxD5wIcJnXnOhGOUcBml//kbjMP7MI524Js2E72h+V+Om7dtCpn1hZolXUdvnYWx4+1xUTzHUnEazsY/dy7Zv3+1cJRASrcQ3hPIEZjeROTCC0k/8D1QJN5oBmvrY+CfmLbo2ApWXkeYNtnHnoEnnqXk0vOgfy9IifDYSEtDCPBFs9imhhoJgukuWEXY1Qmx9r2Kvedlt9HsJoa+/UnKvvBTvPW1mPseRxl5A1E5l4HVMYLWJHyhHAhJoDqObWhkB6OoukX47LPGF0b5viFy7b0EVl1B4oHfIU23niH97N34GuqInFFUnzdKrsBb/ivSna4BIxQH3T+CkykYJsL14Au9SKpRvnIBYwOXYOzZWhwQCebgGKpHYh3ciF4CqW6FkklFj64T13D2P4m/IkHGjmLnPCjhEP6lrmfaSaexUhKt4PQXioMv6hI4GIkgmrdY96QGc/jKCqmc+hD+2hzB+m6G/u6l9ru/xHPWFSjDrjo8HhsG70Us/wfKpr8zZfF9KD4LrUBfTW4U46Xf4bvoK/iaG5l6zhZSQxECk7x4E4/hjJ6NUubSziv+AL7JMZy+m7D25cmvK0MvCxGaOkCmvYpcbxRvWZKw+gCR9zn0bG7DynhxSkoZOVqct5lXHqFkkiR50H2mRW0bDMXcofwnI0rxFOpFwgahJQ5mv0BR8lgZD6bhJ7nRXUx7VCZEWTw5jbG32/DNOBnP2TehPn0LplGkz89kK4qCn0Buy0bSr3wNOxFB9RkEGkaRaoBs3KF3fzOKcNPW9r87k5azduNYCqY5A7+q4Zm+CGvny8fuDj5vP1NXHGbaaXtAOIj5n0aZdi6Zx3/K1o/uJ5cKIJQaZpzdS7S2kCpmFVP5jkHUL6F0iocFF6+l/1AD0SnVVHr63DogIdGUMQIn1eBZehlOLkF6Xw9yrAcnJwCB4ygQdQ12IQSBxScTWHyy2/iw64hwxYXBX5qiYkYPxrArtOxpnUvpxxeReukZlFCE6OXXknzgDuAQ0lIxMl5Sh8aILF9K5Oa7JvRbOg7pTCWxvvLCvxX6Hl5Dw6wepK2DkCiaiaIcJ2pbUk7gqk+Re/1ByCepnVlNsjeCKKmh/HxXh03aDoe+dif5niEQDoPPrWPkgIOqtFDT0IPuNVE1m5E1Nsei5D13PkHp3HKskWEcR6Ao7vdHb5pC4/vmku1NMLqlh5pVU2i9biG9f3yU0Zfcor2Q0o8vWkIu7qAoDtFJ7sOZ3X9k3OgByO07hAg2MrbdTRUMhz1QOQmhqZQuqMexHbK9Sd68/EHMpImiOGQ6t9J8UzlnPnY1+ZE0JbOr6VvyPKk+N43R6e4iUtnEwq8uZHjbME0XtND9kS0YBXp/f8mJep8T+P8uHn/8cT72sY8hhODGG2/klltuYeXKlf+P27nxxhvH/96yZQuvvvoqf//737nlllu49dZb+cEPfvBv6/MJw+cE3gNPeZjZv/s4I6/vJNBaTdkKlwQgc7iHwYdeQfF7mXT9uQw+twFPeZSGG88HCh/JXQeRtk1o7nQ8tZWEl55EcsN2UFX0ijLM4XGBDfSqMoRej9Hlsi8Jfwi712XVMgeGSW3cRsmqomBp8q23iuT+zvFlv5LEC8+P/63pFqmXnsU3YzbeqTM4HnpdHXpdMfXCGugh+eg9ANgDPYze8SWsrAcnm8GxVOLPPEfZhz5E5KwzJrQjzTzpN18mvWY1pdd8hIovf4fc9ndRKmvQgyrm3nfAX0L2tUcQmk7gvOtQKyfhmTwDoevkDx/AMS28rZPfM/7B005HeHSM7i6Ci5eilZeRfDoARmFBpQi8sxai1rWilNXhjPYCEplX8YVz+MI5vDNWoDfPwF9rFY2USA3ek6/BPLQdsqPkEwFsQ0P15cmPhQvjKsnv30ewIjGe6244IWTOQkoFZfqZ+C46F2v9fSAd9FMLjF+WMfEipEPsiX/gb/ARUu50fxt9i2ikkoEtbdTN6CwU2qtEGkeINI5gpT3ItDsX0nvb6fjm75GWjRYNEK7KU9Y85FIU14+R2fUSsm0VdD8AegnD2xeQPlRNuH6Y9GAJ0mORt1X80QzSUrDNENopn0VEJ2EMdJHceQT62xHZLGWXXkr23tcIlY8QbbHxGHtIPXkIY9cmFMDrU8kl/PgihUiY1wPZITwNY3gbx7DG/IjFt6EEQ2R3bWfkrt+CWY+/PkLJ7D5y1jLqr6hh6CU/tuEgLUEqXk2wJYxW3gm5guFjqmALVK+FFkghpURpnAfDxykxKj6EUFBq5mBlvQhTRztGX+1Afu9ufBeBesb30Lz34MuvwRdshz0dyL0P4JxzL0qZ+0w4A98CJ+bWOizuI/3odITPghyEWwYon11keph0yn7w2FjK6cQOJhk56CVaFqck1ImatCipgZJPfRulupEt199Nvj/OyEAVJVMGEKZC3tTAEwCySAn5Tb2UzBxCSAfbUBnc0gJ9boTB7zM5bXk3BzvrKGsUnHJyBjH7o/gvuRihKETnNDGvcw/b1s1CVW2WfkRDBMPItDsORtqPnXDno53zoDbG0av6Se33o6oWdoG10d82jQwfRKoBgh+8AgDPqk8hTQN735sgHZyhPvBrqD4L6Sjk3n4S6/GHSYyEyKWmFMZdYfBAvWv4BGpQphQFjo9BeCNol9xH7awXqRnYhTk6hrlPgrDxVCZRFCCxGXt7ls67VhM76ka8yuqjRCrdCK29/zXkmZcjfBO9n1bHPuomd5LNe/GEczQuPIgTXYYiU2gzl6O0zscrBL4ZRWkA//s+QvKJe7D7esjGA8T+8FeEqhFetrD4CFs2h795F6kdh0H4xj3wus9AD+XJD7tOBalEoMDzJnw+yq/9IGplPcErvzLeVrF6sdDneMo1epBUNA9waJPrCbZQGe6rYNLkbvI5H7atFOr/ACGouuFDjD7yFHYmhrchhLelDf8pZyNUhRlfOA1reIjslnfJbNpEfPMBMmkffT1VSEfg9cYJlLpU272PbaLpypMIzJyC8HjGNdWC82Yy8I+i4I9HN0ikJImjcQa2r2Vsf4xwtYqZLGiEOQr9/aVs/0w7QuvkzJ8voWaFj3N+MpM1X3gdXbMJh3IMr+tg/o+LUcCrPT5e+cZOfFGdS/6w6D3z5QROpLr9746Ojg4uv/xyhBDcfffdfOADH/i3tb1gwQIWLFjAl7/8ZbZs2cJdd91FeXk599xzD5deeun/cPsnDJ8T+JcINFUS+I9iIbi0bdq/8yesMVcbJjQ3TsPHLyC5ux1jJI63rpyBe59g9AW3tiC6YhF1n/ogFVecR/llZ+Mpi5I50MnRH/4ZJKghP/WfuBxsi7GnXiB3+AhSTJyOesVEljO9ro7cnj24vHAqosB55DjKcbTMLv+/QE4QCP2v4GRSE/5tp7IIx0DVQFEdHEuQfP2tCYaPlJKxe+9yxfyEJHbvLyi99mMETj8HY+1jZB77K1KCbfvAtgFJKjGG99SLyLz6OPnOQWzT9fJFr7iW8FlnT+iDEILgslMnLBbKPvstMq8+isiP4T3zajxtM7H725GeKqgswXfmB5GJGPmNL6JU1KNMW4GdyuG56PtYmx9yhURPuRERKCH8+b8Qf+45ZFcXFZfORa7/DfmxYmG4Ut6G8E2BMTca5zvrA1C6AFFaR7jAPKde9M0JfVZnrCL/6t0oSo58ykd6OELpjDz57WsIHScpEihPEq6OMdReTXTV6fhOXYDxzFeQOQMr5cO/agUA8TVbxj2xVjyDrzWFUIr5wRoDsO16MFy2vPLqlXQerUVt7Cc+6PYx0V3J9EvX4ylLk91fQXZnkFDyb+z69i7svAdVN6lt6UPz76Dh2hX4Ov/unu+1X4GnGFEIRJOMttcRKIuh6hYIPyWRFxEFJ7damkNMPQ3p5Em+8AQU6oIy3WFk/QXktqzFVzlGyfLFsGUYs6uL7IBKdiBD7aWT0HJ9hRsvQZXYOQ/h05bjPHUu2HlE66XgrAdPFaLpVvecDXORpTMwu9pBChSPhZX2oDa4ET3hLyOfbMBXNuKmIAFIGLv3uwzvaqHyyvOITDnueZMAAifrQVraOOHBOOrOwUkpsH8dc88AuUIQO1yD6rUItw6g6Day/e/oU77Fwr9+gsTObjTzRnx13ciMir2hGmNjBCvqQWY9KL4cIlqIAHlsQpUxcoPV5LMhAtNbOeeLH+a8/4IApeLTt3Cy9lHmLNmHHsoRaokjln0F643fIJQ0espHbrBIDa0kdLSWHYQWfpjZqYMcPdhEYGozC3+wimC9a/DLzCjSzCF0H2pVJfa+405YmHZ2TsMact8pXr/J8WQKgdoxrIQXfcUnEd7wv+w3SJzN92An85hj7tPtmDpOxosSyiO73yCzeRuxo0U6+cRoOZHKOKrXRMmPkP3TJ/Fd/WOU8mJqlFZeic9nECpLomgWycH5eMrmELzhcoi1Yz7wQcjFUZfegBKJMHjv/QzvrABVQVPLKG8ewBfO4mz8E3LRLITu6gOl93WQ3nnYZVULZRC6g+7PM2nBYQg0w2gCz+xl+BeeT/zZF1B8PsquvBytvJz/FrTSMMEZTWQPHsYfTU8YSxDYpo4pS8hnPfgCOYQqaLj5cryTaqn9wk3/sk07lWTwR98eF1mV8TD9va1YhXdtNqsSjbikB3rEvUZPTSVNP7yFoX88R/boAANPv8PgG4MoFEggomESe1zHRDqjs/YX7SiaoLpUJ+B3n/OB4RLXD2fZrPnaZmZe20bt6Q1UN1pYyTymLehNRdGe7mH2++sQQjDjwjpmXHicA850KcBV7YQO0An874/HHnuMW2+9lR//+Mf/VoPnX2HBggX88Y9/5JZbbuGmm25i48aN/PCHP/wfavOE4XMC/11w8ua40QOQae8n9j2X2WzwqbXM+NVniL1ZLB6Nvb2Z9P4e8j2DaOVR2n74GSJLZjP5Z18k19lPeMF0tIhbb2B0dGB2diIl6KVRlGgZWjQE/yQGV3rZpSgeD9bwMKEzz8BJpcgf6UQrK2X0739zqVcFLquZFaXnj48TnLeP6v+4fJzw4BiMvn4ym7ehN0xCra7DHnCjJsfoZYFCGgrokyYy0iEl0nIXPt5gFsXOkPzrjwmc/2Hs3W8U97Mtt8ZAdbAHDpH6h0tYoPtdY03aKpn1a95j+ABIM4d9eC3CE0RpWYpCGn34DXAsnFc7sat+TvKuW8ZZtbLP34P/os+gTV1CevcRMi/+EISg/IaPEbzo+xPaFqpKyUXFInln5lTEG4+TO9yDXldD4PzLoH8qsm8T5piDiEfxTWtDeP1YiQTSsN5jlApPAO9ltzN650/IjgYJ1yYoufRqBn4xiJXuQgsaSFvByYQoqRtBNlZA7F2sQzqeax/EPrwZb2Ujap3rRfdWH6fzJCRCN8cZ4qy8RqbbIFw7PL6Lx9NFy5e+S9/9LwDH2KkEqe4yfB6TzIhO/KGXGSm3sPOl7u0xddLJAHJMIffK29Qex5fhaZxEvmsALIGnKgn9GjLrxcp6UTQLaalu6hkgPCVgdCG33YhilQGFhZ+ikVm3hkj9MIoicXY/TyDcSLw4jeh9JkW0sQrVa2LmSyhpbkM78zOI1z4N+Zi736G3UC57FaF6Sb/+DObeP6NPm4tn/hlYXR0Y8QDoOv5Fy/GvusY9xsojNLBzOqrXGj9f5ijUztyMt2Mt0rsEJtkIYSPtq6BmhOT2o9iGhshIkkMLCc4IozatgOaLkC9//bg5JFECGpvenk7nny6gpqWPlf/xMvbq+/Cv+ghlS9vIH0ozuqeGjr8tJOzJ0TyrHZI+pKUgtYlFrrpuU9HQBapG8KabEYqB8eTtOL3bUVqXo5992zhhgKJ70QN9lM8oMKJZwPDtqF6NI4fr8DUsInKSg3FoD/6qOJ5gFhkrJ3z1zZTcUMrEGDBYb/4MZ+8zoAfQll+LMvQ7lEApTsaDiERRS/OI/IBr9LosyHgDedqW7mFssJzQ1AEmrdwF2lfQpk2kWpZ2HpAI1QfJPjDSborYcbBNBVWCYwZxsjqqZo3T8PuqDLxlCaTpskHK1BjGW/fhu/RrxbFrasFXqyPTGaysF7LDZAdfQOZz+LQdkHI7bb/zB7JZH8M7p+IWs0kcoREodRf2Sq4Da8fL6AsvQkpJdudOfKEsjqVg5DxUnzuT8tkmovxSqFsKj/8Mq2MjaiRA9ec/gxAKTu8OBn70HXrX+1B0nbLmJKHWCiJXfxK1tCiCLISg9ds3EluzDW3775g0s4P+Q5PQfJLyihH02lpKLv4g1oPuN6X5prMJTp5Itf/PMDrax40e9x4ZE+pEFF0lPLUKPeJj+leKqchO3iK2thDl6R4mGAiQjIcQQtJ2zWLG7u0idjBOJqcDAseCkVgQnzdG1amTGF4jSfe70WA95N5bb1mQU+6/lp4X9/HIz4bp/30f/L6P990+iwu+XUy/Bnj9L4f586ffRdUEN/1pGSdfPjG1+v9ISPE/gc76RATp34G7776b1atXs3nzZqLR6H/7gH8TWltbefnll7n77ru56qqreOihh/5ft3XC8DmB/y6oAR9l5yxl9GVXWdzbWIsxVii6dyTp/V34WieR2eVGCdSSKPkeN0/aGokz9upGqq95H/7WSfhbJxZyGn2ux9stQk5hpjOY3Q7Z3Xuo/+rnCMx0V6SK10vpBy6bcGxwwQK3P5NbyO3dS+rZh7AyOkYKYJTYK2uw+45SfuVF+Ka5XnxrdIyeb/0QmXMXTpWfuB4G92AP96OW15N+4xVAInU/gTNXUn7pRVjD/aSf+ztGTx+OCZ7GBoyOQ+PaRADGnnfx1E3BGep0mcT8HrCyrgH1z/UOqoNtq3gam94z1lJKjCe/itPjkj5oi65GZjPgFBawySHM7S+BbXLMS2oPD5C86xtuXY4ERQvhWCqJl18mMK0W58iriNIWRPMZE1hUAJRoNf7lF6D0fhF6N2Le+wYyk8RI+nEs12C02nfjVM0n/sQjWHmV6PnnU37lxJCz1ryYyq/9Fjm4G1E9BxGspOKmLxB/sh49PURg1bXo0TLMzS9gbngSSOIMHUWtbsVzUjEn2In1EOj6LZVTguSSAaLvW4V/bBtdr01F023MnE7JOXOhpBdiBaX72kuoWjwLv/UOB383irQFqk9gZutIdRpkEwVDyploAGuqRSJWimnqVLb0o3ksUBQ8i86iLHwf0lRRvBajr0UwRzQyiSBCcVD31RKeMoA2qQ0x9/PIvr+COUpgioWV8iKCrfgXnUXiyb9PmCO6047wNCMNC09pmtxIhLGDrufX29yIvvy2YxOk2EmhIPP9xB+8FetggVTi6F6Cl95I8JovYHfvxjvrJJSKqcQfuRd74Ci+0D68kVHS2ZmgdyMwSHeUoUmBN5hzySkOr0ed+XuU6tlkNm8kefBBHLOgP4NAP/2zaDOL0Qel7SzsjgLDW7iG0doPcnS3m5rad7iePWtn0db9JPrclWhVkzD4Cm9/uRvHKGhpWSqT5x8iZ6gM9qxkytwEcmQzRk8We6QQ37QtUnd9iv5D9QwdriFQchJTlq9DbXkTddqq8b7YuRCqp2D4eGzwJnngVx9m+wb3XXHhV0KcteQZd6wyOtl1tYg1H6H96FTWrj+d9/1iEW3n1iLjPa7RA2BmcA7+HUW18bQMIy0FMx3HrLiZdO9B5OAm/CVp7KQPxWNROWmEqoXtKE0JFG8YseCaCc+W7HwRuenbIC1ksB7m3QalTahOJ1baduuShIKd9pEzAuiLzkf0vkjN1B5ifWWo/jz1y/eghJZi7inWQoLE6u8mv2cLetMUtOpayMQLC7vi+a2+TmRF7LgxU8gPBBCKHK+/0sv/qWi44EjJ7NxN/PmXUFVQVQfflGYqPngdasCNlORW/xXryHYAjHefwwnUkdqyD7tnB317awGBY1iMHNDwOrtJPfcg0Q99FoDB1bvoe3ITgeZKWj91NkbFp/B33UPzjA5Cq84letHXQdMQQhBdNAPHNOn/zR8YPrCVnoNN2EqEtk+dRd0lJ5Haug87kSK8dA6exmaEP+C+KwGtoZXKwTSDXSWg6cy7/TSaLytGcm3DdusTY0mOh6I6uFkFgrLFzSyfVcs7NzzKaDwwnmkthMS2VcqXNHHOR+p569ZNIOCMOxaPtxNsKqPsnLn031TUWNvxRPcEw8dxJPd+bhNG1nWi3Pv5TScMnwL+BQHYCfz/GI899hiHDx/+HzI6/kdx44030traym233fb/OvJzwvA5gf9uTLr5ciouOBXFq2OMpkjuvAscieL3ElkwhdLlsxh56lXy3X2kdhyYcKxeVvQM2JksY088g51IEj13FZGVZxB/zqVr9k5uJbuvSH+Y3Xtw3PCBAh2i4yDUiQtYb2MjasBH+um/IeVEsoXcocMM/fJn1H77+2hVVeQOHRk3egCye/ZR9bGiOr1/2Urs2CieydMRhQr12N0/wOw4jF1gkrIH+/E0NeMku8aFO7XWWeRHMmRjlajRIKUf/iSZB74JVt4tPrYFOK6AhBoKoAf9OIfWkHzMJHDuNeTeegZpmvgWLx83egDsg2+hzru8eEFCoLfMI6c+AXYhtz5YioyNHduMqls4lopeHsR6+hNgusX1VtNH0KasxNM8kbDC2vEcZAsRvVwCKcV4sTSAcXgXzq7tBEok0oHEiy9Qcv7piL7XQPMhmt6HUDREqBoRKnpmPZMaqPz0l3BSo+Qe/irmcAeWHeb4u5dY+w7eoTQCiW/xCpzurQg7T7Q+T5RR1NIU2rlPUtfyLGNr+3BiAsMJ40z9FXL4HVLrj8BYgHBuNcGxvzDzYi+5eJDQOdehzb6cw7f+ChLdIAQ1V59D9K1HiLf7iDRalF/9EQ78+FWsOBxeN4Pytj5qL5mB3Ps4ivQCBtiCsmvmcPReL7letwbJOBggeMHHUE4u1LclXiZ1qJKh12YAAm9biMqVZ2PH4ti7/+FGCwC9JEP9B3ScqZ9CO3wVvc/PIz8UxuPP4ysxMHuOotc3oSy8FWfjd13Ded7nYOBesnsF+nFv7JFnXqPvXQVfJE3LiocwxVzyR1z1+RQlONOypHqy5OxVOO1F0c3sSJhgTVFgMrf5DQZ/fz+FcCm+mjFMczK+ljakmUF2vAqaD6X1LES4Ftm/DXn0KZw3HwNOK86hlNcVch05gCMSpHoW4hj949tjgyUMDUbp2V/PzHlrSL8KatNJKHNOhjfuOdYdsnE//fsaAEgOldCzu4mpF0001vWV38Dc9hUG+gO8c+9KTENh+16XrMREcu+v47zQehNXvH8dZZ0+jJQHbzBL8+SDrHupjQc+mOfUb85h0fujBIQK0l14Sq0OHJcCPddbQvpgDfAsmZSPNS++n6nL9jDvrG0A2HmNsU2Tsd/W8M9toXz+xHeS3PErcEx3WNPdsPEryLb3Mbw/gTeSJhTOkO8qcw1Ny8Fu34F+0pmw/XVqZx3FE0kjEl6USTXoyxZibnwMEa1GnX0Bo7/4GhRYBIMzkmj1rZjd3QjFQToKIMke6CR7WKWkWUMrpGUJAaW1wySGS1BDfiZ96XrEFondvhmlYTbaSW59Uv7txyZcS2hWE4rfi0wNgK8Ee3SgeJ0SRh99HpnPk02HON74krb7DpGF+sRM5wj7v/M4SEhs70T1ewjlNyEN9/lIrX6JbCZM7M3teBurafzc1WR27UHpXsdARzPZhB8w2fujl1GSPYw+VZAreL6B5u9+Bv+ln0QOHCIwpQnDjjC48V5qazKgCCrmuCmI2b172fWtp9i/vgwUhdKyNJPaQqhWCjUcoP7K84h0Zak8bTLRmbXYOYO6qQ5C9NDZXYlUNPw+m+rTGmj74Bz0sIdr11143HgUhLqFoHRSgPKWICPtblSt7bTKCeMqBOhelVyBRtzjmziHTuAE/nfCggUL/qentv33YOXKlbS2tv63d/wvcMLwOYH/bggh8LcUvNN1lcz49WdI7+8iMn8K3ho39an6wxdz6FPfQNgmiqogpUr5RWdQumrJeDvDf/07qXdcOujMjt00/uKHhBYvQDoSdJ2u238Mlg2KQmDuzPHj8of2M3rP73AyaSLv/wDhs8+f0D+togr/0uXIdWsw8h6Xyldx0HUTbDD7etGqqvBNbkX4fOPGT2DOzInt1NSj1bjpbXZsDHt0GGds6D0eKLOzHUWVeBYtxzt9DtJfSubpXwBgDcXI7txN4LIvkFt9H3h8+JZeRuqRe8DMo5hxiMeRQH7jq1jdR7B7Otx2D27DE6pz2cW8Jt66mTgZA9spBV3Dd/ZHUCfNJnTjT8i/9TAiUoE2dRmpP38bpINQwV9u4PMGCS2fDu8+CUD8cDW5d9cCa4lcdCnRC4rpbiJUjpXXyI26CxdvNI2i2zhmQU+nrA7Z2+nuq4AnImH9rciR7S6b3OF3UGZ9DKWm5T0RJQDzhW+hZPdDQJDtcRABgaJKbFMht207xo7NCAHpFx6k9KbPgaKNR7jw6qT+8WusrgM4QwHGDpbAziGMoQRBpZ38AVdXSe6N46/wkI8F8EXTJJ7/GxFTo+nGpWRjZ+Cpr0M32vHv7iKg+4l1VTJw10M0fPRyYu8eQHUGqDxvAfaW+1CiY4iSQkTNFIjKlZixosaIbSjos88oXmDDJ0nu3c+xRV/+cC9mTx+lV16Fk1iB+fCHEUoe1WciSkdRY18Gv4fa920nvqEVazSE072fsd99j4rbf42omIOy6lfYMQur6zCq14SggZPRUFSJ4wiGd5qAl1wiyNCBeiLlnQhVxRN0qccH1k3FzPjR+zoIlhS7KkJlIFIoMy5CVM8m98gtTIgUZLwIY5DBO75LyaxRtLTr2Xd2PgOTr0VN7kGkjtI4PUTLrHY69zdQWT9ES1s3gTnlsP52bCAi6wmULyczooGQBNvSPPyHC7n6hheL43h0D4Er/hM5eRrbbn+Khtr1EyjCAZcwYPJpyNwQZAehZDr69CXo01/jzVn/IDNguGmyqoNpKwwLk2xOktijc8eBFXzt7J14NId82k96NExfIkBvyuIfn9vKyz8N8K1nb0Pf/3cIVNC3bxaMjFIytY/4rga8BQa+QCiHL5ThnRcXsmdnGwtX7aNUyWEmFBCQ3d5O9okv4w32INouRZl6NWgTa5TsfJrN31FJd7k09m2rtlIROq7GcOQIvku+jO+8D2P9/SoolCg6e19G/+gL6Cs+jBCC7IbXx40eAKNTJ7RgK1nrEpy+dQTrBontanTTdm3IDEcpaRtEBDS0wExo30NVVY7Ijbeg1TTiTPoa6bdex5bgtd2KMN3pRPdLzKwX1WMSbFWxnv0SDGwCXxQ7MwXpCIQicUwVmXcNG1U9Tu8L8EfSKOESgme7kXpjJDleMwWQ7x8lUl2835alM/LIG+6+g2P0//1lovMaUbRjBl0BjiSxsUhCkD3UxaaP3kv6yDCKT2P+rxfTdc9TbgRcAFJy4BevE+8VyNFueo+W4tju+IwN+fCpfuovnM/UWy9A8U50nKk+D7N+fSO+H/6DvsfyDA75iaFTF6xDDxf3TR8e4M3PvciaVz04QuPS3y5k6fWtfO7Ns3jnniOEKr2c+vGJizUhBJ+6dxn3fm4Tiib4+J1LOQEXJ8gN/vdDS0vLf3un/0X4H+nLCcPnBP6bkI7jfkD+KcoSaK0j0Fr3nv0Vr6dQqOmghHzUXHchQjkuetBb9AI76QxOMom3pXn8t8bvfoXMrn34p0/B29xA9nAXCEg+8RBOwvVUJ558mMCyFaihiYXEpdd9nPD5lyJ8PrK79zL657vcmvHyCrxTXDpYrayUsnMXkVy9GtXjoIqJqQ7HkNu7i9E//BxsC62yxC2uF06hDkiOF9vn9+5CraxDrZ2Y72rtW4t27o8Iz1gGgNm+F8z3Ut0C2CNFD6o10Icx6APTrYHSInMxXynodOTAat+HPnsVWm0b2lW3jR8X+cT3yW99DWvriyBtRG4Aq7sbzVeCk46TGy2OVer5R/AOP496zm3otU1o8y8h99SLOJZrDOYSZURWLYZQMyIQAW+I5L0/BkBRbcItCvk9h/BUgjEcxty3B9Z8Ec+yi/GfW4yeAThjnTC0s0jd6zfIjQURisTKqyiKNU5O4WRzmG/8Gv20T+MceAgldxBj49+w+ksACIXTpKI6mXiIzOEedLUYWUx1h4i3l7j3R0gMW8HvvdOdi9KL/tG7wXEXWWNHq3AsDU1LkHj6fgJtM8iPaAw/+BZetQRPk02kpBgVNIfH8NcJTDd7k9DkEpTjiu/NPRvBygFu+0Jz5xmAEqlDv+jn2Lsfh6gF+cfABhRQKucjvFHAjbbJbBp7uB117Das7k5Sa1rdFCavj5LTNRLrLSy7EnX2pZjbiyKl0lTwNYexukdQVDd6Ud44RP++Rsy8ju2vRvcYeCdPI3zNlUjbQAztgVQ/elkYVT9GuCHdYntFYvX1kDISlEx1vfpO73bsA/uxSqrxBsBTlmHFpWuw8zp2TkeaGqpZvB+a08sp57zGUHc1obI41aceoLI1Tbq3iTB73Z2Eg/HqH/Fe8GXKzj6Xjb9RWHbGWkwcNKmQyXrozs9l+vC7yPWfd9PGHJ0x54O8fU8buWH3eRJC0Bg2yGmSMeEnO+L+bloCwxZ4Cl+6/bsbGcsUa2xGuzL0JJcx5YpVOGaO4Tu/gZWdRufbsyitGqNykpvKl8t66OktI531kD5URV97FRdd/DaBgAESbFtFjGwBO4Pc+nNk5XzEom8iN3yN2C7J4LYWzLxGusu9N4ahsfHJM/H6DWYv2UxN8wBCc9zImq8MUTKZ1K5ul+bdLylLxFA6nkKOHkarPPWYVigAqtei951mhnaMAFMpifXhPc64UEprEfVNqPOvI1I9F2dsECVcgtDduTpyz13kdmxzr3PXTqq+dAueGcuoDf0Fx1ZRfQZyz16MlB8pvXiJ4/EOkc678wWhEjz1FNJr30H3WVSc1ka6O01oVgt1H1qJGvCPfzsicxqIzKwmsWcARbWJGi8Red9/4mQz2PEYvjmnEv/b2uK7I2cQWjSf7IaF1Gd3cnjLVGxTp+GSKYQqJWOFNGnbW0b6yHDhGIvuRzahl4bG27Fthb43R90yTumfYHwdS+0U/uB7jJ5j8FZHybV3MjhU1LPb83An7/t1kZHtwE+eY/1rOrmcAjg8dvNmFl7bRGlD4D11PcdjwQX1LLig/r/cfgIncAL/XpwwfE7g/xbp3UfovOM+7FSG6g++j8rLJvKzS8ti5OlXMfoHKTnrVALTW6m56VoG7nkIadlUfeSyCUYPQPSs0xj68wNuBKWsgd4HVlO2chHhuS61s7ehHm+D+yHovfthYi+5H8Lo5OOmqxAIRSHf1cPgnx7AyeYov+JiQovmoVW46QShpUvwNk7C7OvDN30GSiAw3mdj44t4g+4iJPPyo/iXFBnsjiHz9qvjOe/WUIzSGz6PfWQjuc1vYqZ9hciGROaSZF55jMj1t+CZVI3RPYCiW2j5g5jbX8KzyI2saPUtKKWVOGNDhWuQIAX69Pko0TLy610BPsUjcTJFrRezff/EMTfzyGwKKW2UQBRn8DAyPYracBIeY6lr+Izvm0O7+B4Sf/jMcWkwoPlMiB0mdeeXCH70x3ia2kALAO5iXwoV76qbJ967a79AfudaOPwWxPuwCCJUOc5QBWCsexJl5BWUJf+JPtmtvxLKP6UlTgoiw5Vkug1E4wxE72ZcS0ASrI7ByDDma78CzUattt5TlCoKqqQVK2eiHXyDzFGXTED1m9hGYeEiBSXVsXGDShE58i/9Gu+KS9EWXo7cuZnSaT2UtA2Q6imlf8OxBY9OcNUwI5ua8FUl8USzxPbXkFvzIHVTDlFWEsBMexF5lcxPz0etnYyceQ2j9zyAlB5Uj4G3PEXklCYUmQCCOLkcA395nvzBbsKLHEqLayeyO3pQymdAn2v46E2TUdWtkNmP2VddvPZ8DhG6kapbziSzcR3StqlcUc/o+qP4whnKG4fQWy/BGXrWjZYCmrcQFRAKkUuuIXLqfOzBb2AfOhW2lSNsAaoXddrnCO7Zhm0rmDkPTv64xZ83AvTj5HSwCrTOuR6MUlC9BofXzKRpejd6VRJzJISUAUSBvsFOedE0SW2z6+gwusqoqOrH/4XfkPzp1WBbKJqNc2At2x4L4ld3M3mWw97N09iyrQXLUrGlYGx3mnff6WLVha3UR/Lk4gF2vJFj8KirrWTaYNgKrfM1VvxoGQf74Kcfehsz73DyQj9WJoCpZDAsjbq2AZp3t7B30HUChCu91E0Pkn/2G2jO88y7yWJkXx17H1/GcE8lZl5H0W3S1Weil9uQccfUsSGf97iGD6CX6ejRougzRgJRvRi58jEG7v8q0rIRCBTFxnFUYokgtq1gpH1sfuNkLvrSWvRFH0ApcQWg5cyPkXrxt+44GpD466+IlLzttt29jsiFHyPz6tPk4z6SfaWMdLp1k44j6Ng8FdVrUj4pTe2yGko+cj1qpOiUUcvcVNT05m0kVr+O2b6TUPUYdt5D7sA+pOPgWXk99mOPoJoxAIbaq+nb6r6fK6b0UHvZPDy6wBkbxrfi/XjnLiNy3oUoXi9qSQn/FRRNZfKpR0hGOtC9Jppu4xzdSNWXv45jWEjbJt2VIfbWVvSKEqouOwOhqVR97hayW9aj2L93ba2ePZRd9hW0gEZ20zsIT5KRjtJxgya3YwvTvvsh8n2j5PvHCM+dzOAL7rUIAaX/F3vvHWBHdaX7/nalk0PnKHWrlXNEQuQgkXMyBmxjbINzGNt47BmP7fGMbZwjwTgBBpuMiQJJIIEkQCjn2N3qnPvkUGm/P6rVrTbM3Ll37r3v+VnfX+fUqdq1a9euU+vba61vlWXI5XygGoR9GSIzqmj44Kn/Yb+FouCvLSMayZFKe++RulPLx+3jZIuIE0wqoYgTHakn8T+Lkx6fv2lMmTKFlpYWFi1axIoVK1i5ciXnnfduO+v/DZwkPifxn6L7wedGkz97HnqRkhXLRtXYAAaeWMXg015+TvrN7Uz+xTcJTm9i0g+++p7tAUTPOQM1HqXj538k35yA5q0k1u9gxr1fxlc9JoVa7Owl8fImji9vpjsdSqbV4WYzRC+/FiUYov+Hd1M82gq4DPz6XhT5IfyLlpJ9ewuFQ0cILV5AcJFXm+K45wpFAVUfkZr2FOveC2p55dgXRUFvmIJCBnv3a6haHsdScW0xqgRndxzFF07jqxscNbhleni0CWH4iX/2O2T+/GOcYztQVImUEFh6JsLsRGkZ9v7sVZdMR6WXDwQY885AhgTWzrWIcAn20R2kvn+zF8Y3axkc81b+lbq56Nd9D23CJOz2FoRmo6dfBuMjiIkr0DrXISVoAYtQxYiHwXEpbN2E0TCZyFW3kPrTfUjXJXLVB6CYxB1qQVTM8FTb5i1H0Yvkj455GqxCJdLNjwnRag5KroP8k/9M8YyvEj79TESsDnXZR3F2PIqIVOG74BsE4vWUjBxTOLCH9CM/QOZzowpkAG5BJ324CqMsgxrVcVIWaonGxCsl7rQbCc1pwl39NdRQgeH9dRSTYbQTlnKNE5yBis9GyW7AXbUBNzSDig/dTLDzTu8a8uNXeZ2ihq88Q/MTy1B0B6WsjuqmdQD44zn88Ry5jhJA4vYeotD/rDdfDBvNbxGd7qIPbcN+9H2IqRdhBouUXfYnpKUy9MJ07GIDmu8YTtbA6o4QmfoXAgt9OKaB7+pvITiCBNSSHCA9TwACtW4yww/+hvxWT9AhNq2CirP2jXU8EEVtasQ55CXC601D1C8JoU//MP7SPDK/F5l6FIYCHunxLhZd7UXWnYa1bxdCV/FPq6d4rA+topLYhz6IGHwD941HEXj3RgBaLIsStFCqsoTneXlP/oYh7JpzkL2bcXt1pD1+wQMJjnEKrqshqqai9Ht5R05gAiXRrdTNawVgwqxWdmydTCoZZtiBjITMgVJ+c/AKLpndTWl5CnuEnOVNhf6M93n/AYMLmqo4ZbbLTx6eSXLvUcJHXiHvaKT6Sqic2Esu72f2hEH8msNw1s/kuWHa7r+fafOeRYx0t2xGF1MvGSDsO4SZ85Gvv415H76SyhebeeLGd7ALkqbFRUKBAq4jcGwNpXQWItAKhSGoPQMqFvLXUBRJzdR2bBQGhmbjjBRddaQP320PoKgKbrHI4AMPkN2zb1wenJvPQHxsII0pU0m+OR+7zxszVZi4GGQyQcyiAUWDjn0hmr77oXGk5zjswSF6f3mfp4SJjpn1E60dRqtrHF3skJNvJfHU40hLpXck50pKOLZtKv1WDRNuWErFTWN1yLTSEjLPP0LuwGEyyTK0qlqqb7oAX9V4BUhFsQmEx7ypwudj8LVdHP3hM0jbYeLtFzHn49egBHwIdWwOWd1do0qbAHbnMfShrQitDVyonVxgqCuOblhEQknyu3cz73dfQEqJa7vY4XUce3wvWthg1gcacTa/CAiiK86m8kM3juujNZik454nsQaSVFx7LiVnLmDyv3wIpXo1B9+E2KLJLP/q/HHHNH7sXBbsX8XWfeVg+Ljm3lPQjJM5Oyfx94lJkybR3NzM1q1b2bZtG9///vcB/j9BhE4Sn5P4T6GcKAOtiHd5bwrHOkc/S9PC7O5Di/+VUtB7ILtpE3aqCHhGi3QcCu1944hP8vUtJxwhUEIxqr7+rXHtuIUiqm5jBIoIAYkH7kHduInsdi/kJr3uDeq+8VXI9pN+9G6kYxO+8lZsGUVxiiAF9lARN59HCYyPyY9cdg1usUBx12ZEIIzd241vwXlgFrDbD6JOnE1m7Yu4g178U271k/hqyxCuQKgS6Spo81aMa1MJRfHNmEehY7t3VQKUWAXCVkYTkAFi116NnQQlFkUN+dEu+zT+iz5G9vEf4B7d5o2Zq2Dtfwst4LXjdu6GZA9G+Bi+SX2gSI8ydm0mct1t6JOmIfNZlN7XkZ3bMbM+zHQAf62nImRUKERndGN2q9gbfkf+nQSaLw3hKvRrfg2ygHL0WygBH27eAN3ADsyh0HIQXzSHL55Dj4wUSxWSzKsvE5hSTu61tchinsAFP0afMGYoSdeGbB++6bPwfeM3tN/5FUJ2ylMcw0uMLg5G6N/fQO0nr8J/4N8QuJDrQqSfQ+hfR5n1JYafXzOSmwSuXxCeNxlzsECxcRZK5jXs7laCVUNj9yB7AHP7GpToBALBdiL1QySOVqP7TWKT+ghWJJGzqohc8THcfAHfhFrSD24jUOolKDuWilNUKQyHUXUbfWaEQPIA0UbPkyf1Msh791IeXoW2ZAChSYRmEzu7haGN16Mmw2BrBBsGEArokSI6RTj8MFb0EuxD5ejVaXxVSZTjCeLNr1LYu330OnKH+ghcfC72oQ20HpxAx9Mt+IKlLLg1TaRh0FM7O7gOw32J3HCAnt1z0WpmUb3sKCrgmCq4Aq18BqWfOBNnaAAlEkUxxnIupJSI+qnoShXW+p94WlehImJkrk5Y2ul5biWguqC9jJzuIqZD4o0mtEGNQLCI0B2oOwex7A4ePf0Zij1TmXeewYybJuNGFxEeHKsLZQRMpkzrJh/Ls2VrI5m+6EhfFIq2gusoLDxnB68/dSaD2bFnNjdgcuCpoygbV+PjMFVTupC1KsXWKqoae6id7eWo1c86xvBvLkEzBaldg7y+K07590opq/HmiLQVSuO7R/pSJFq9BWdoKeW7vsnNtzoM95USCubob/O8M0KzST+XpmXj9Uz7+AJqzlg0muem+H1Uf3A5vQ+vR9Esak87SLAyhRAuuzbOQ6Kw+M45MHAYGakkte5Nkm9swyrq+IIaus9GicWJXnoZ7NwHThFKJiNqFgFrR689XjFM0VFJp0+QgQfs9HvXMjO7ukdIjwdnRHkvMHcy0rYQmk5qUyfmyHOlKBIXyGWCFHIBCm+3M7ylk9Oeup1ArUescutfIL9hFf0t1diWCXu7KXb0Me1Hnx13bv3cW3G6v4adh0K+kv6HdzB0dDeuoyIlHPjxa/TvyzHx6jkUugZpe3gzwikQr0oTUlRwHYTPh3/OAsztY2MQKxtGZUy6veiESOzvY+fXXiTTOszEa+dywfqPoIcNOr72TY4zqNTa1yl/31Uofv9oW52/+Qupzd6iQtuPHiE8ZzL+ugqavngdDQWHYOW7a0yVnz2DKzZO5nLbQQv73/X7SfzXISWjyoP/O9s8if97WL16NWvXrmX16tWsWbOGbds8u+U/I0JLliwhGv0f24//XZwkPifxn6Lmo1fT8dNHsNNZqm66GDU8/sUaO2cZ2e17PWGCSAU9L+2iNOMSP2Xau9pyixb51m78Eyo9ZTK/iVX0aiPoFTHCs8cnqxk14xVwKm+6nL9G2fVXMvybH3JiPn3x0JGxL1JSbD2G9ebjyIIXipL5yx/QKmZRPOR5PZRIFGG8O7bbHe7H3PIqTl6BZI7Bu39E9Xd/ju/Uy/Cd6qn46DNPZfBfvYJ6QoCdl/hqFuGmBvGdfT1q2VjstswlsPetQYlF0JZdjrl3B2gR7N5+fItORzvrc7jH3kZMWII69xrEWy+Qf/FeTECbsZTwzf/oGf4nQtMYzYL2hRHhcqStjkooSwn4ylFUjcDSc0YOupTCnm24OzYTXlaHb0Tm2912P1avgpv3QT6HiY5aIxCZXtxjG1GMDMJOEpjieWOUGTfS+8AepCsoJEJoURdDzWHnddIdZRilexBv3gzd5RS7Sige2o1W3YBv7lL8i0/BeeGzkOlBlE9HveSnhE5ZysBrQ5Q29IOQOAWdQjoIEvJ7D2CcmDid88imaLwJ198KeOFUdlEwtKnVu88He6j+8JUkW/egJF4kVOF5Lp2iht12hEOHJjPxsonEG7JM/Or7kW98CyFdSPpRq2cSXTpvbC5c/13Sbz+AUaKgL7qe3Pd/DFJiAZp/ApFpb47eBmENIr0SiJ5Ig2Pg7I0gXUgebiB/oB2hlOKP5rDSfo6bUFKCmatm8PkXcQemEIpnCVQkPftMdZAHHqZshiDbGSffH8M3fTa+yz5H9tUXOfaglzSdy2vse+As5lzyDqKoolemkTbseeRMzHQQqKUwXEP97AEKB7yHxrd1P6EJp6OVjT1vcvgw7oZ/ZHi3ZODQJLSYRc11TfhqL0T0/wjhAghCgRxOwueFcekSqY/lsPnLCnDpTwjPCiICcUQgxo6f78DItjF1Xg/5Tp2jB+cw97PzSLQshYznOc4Mh6mb38Lsj25g2ltN3PPFmzALBpMb+4gFLIrZALmBKFfe/hy79sxnzVOe5LaiSvp/8xzVE/qZetU2nlwzhze2TqJeldx25bbRfgXCBfxVOgNJGDAFIVWS7I/hdyT+sgxu4q/EFRwLa/cGZD6Nk48TCeWRUqBqNprPIp0OkU/5IZVix79soPzMWZjrn/TkpifVE530CLEPmjCSWyQdQdOCozTO9coBqOZqCg+nyA9GcawAms/AsVUK2QBDPUGUqno4EKD2useQ6Q5E+UyEahC79gYG7/kZbj5HtHGIUHUSo0zj0MZJ2AWF6rPric3ywtpkIQV6EKFqZLbspPsXv0EZESdASILlaaTqx9qzGXPD8+jzz8NJJ0eHIFaeYKinzBMEOD5HHJdCd5JAbQyzrZniwf24LtjWmFlR7ByrtXUcWt1cQp9+mP77f0u+dR8qQyhKGa6jks/5yWaCZB7dTfsz+zHULMqIF7fYXqCkPEr1tcuJXXg+WlkFoYtuJPWnX4BlYiy/kN4HOwkq/XR2N5De2IZQ2wj682ia5PDD+xjuVWm6eiqJfBUH3qpC0x1mLRuk8+0h0u15mi6tx1/iw0mfELbouri5Aodf62fdZzbimi4LPjeXZf+86F3Xpvp14K/rNLls/2MrZtZh0Qca8Mfe/a6xig5mziFU8t45Rn+POClu8LeP888/n/PPH0uP+K8SoZUrV3L77bfT2Nj4f6RfJ4nPSfynCEyqY+rPvvwf/h5dtgDfD7/KwOrtdD6ykXTbVgZWbWXWLz5BePpYvR47meHQF3+B2TuEFgvReOf7MLu7UTsH8M9dRPXtN43WiDiO2FlLsJMZ0m/tRAkaqCHfX5+e0MK5ZKprRgqQevBPaSCz+5i3oqko6PW12NrYy0goKuGrb8D94++RUlJy063vEm4AyK19GtceyUIHcCXO0ABqZGxFQglHUUvH8na0CVMIf/Af3tWWdGwKf/4icrjD+157FlbnIDCIdexX+A/vJHrjp1DnXDV6THHzy2Pjd2AzbnoY//kfJNvXhswMo0RLCFz+adyu7cjevagT5nm29uKPY6/7N+y8ipUtQ3n05/iXX4axbKxt/5xFqKJA/pm7yG++B3Xa2ejh0HjlJISn3KRKRHwijEgyC+Hl01AxCyXUimt54XyF4lT8K+4gu3oV/uqXiU71Eo8DdcMUukrANLHbDmO3HUak9qJlPLIiBw4iW1+nZLmBL9mKU9TQNIf+wzU4pnfP9cZ5CD2BbH4FhCS1rRnztdsIX/x+Km+6nK5fPIhrWkSXLSLx+o7RKyisvZ9gxE/ntsnULWhG89kUh0Lkkt5KdqJ3LuWf+DDu4BFsOUasZMrrW2HLOnJrn0IJx4je8GnUihqKRw6OWz40D+0iOCXIaOFUfwmibD7kh1Dm34y54T5kfw9m1kf+kBfgJ12FYsaPv+4K3Mh2ROogbvxUOh5pxs3kgDDSVvCXZRCqg+J3Rsi9JFQ3jFbdRPD6D4J0Pc/ZiXdNcZFpHwiQRQ0z4x8hPR6ybQsxQ7uAPoTiIo48Tf6nTyGmrMB/+Re9QpS77sUe6KVnyymAxE5p9L2QY8InHkVZ9Ayy63E4cB87nlzMvtWL8IXynH3bK0TLZiNL3sEuGPQ/OxW1Zgsdq2tQDYXK6B7K9m6n5AyBVTRQDBs9/wv2f6aWwKTpRGaX4g53EirLEsiEcI5FmebP8G8/+gOJ6LXEGCabf5Mjjy6j6+AE+jprWfrbj1B6TZ4jzxxB27+dgM/GF8uydX8d9z7q5WzsBarfnMpNV414kP1R5n3Z4On3KRRHDPlFfWGM1jiVs7znE8X1yLftwzfn/SjZLMcTSI60VHHwcC3xWIZTlx8gMTz2f+CaLvm1v6G4wctLdPq60BwDf2MGTAVsFbM4AyH6UEc8m+STFJNh7LyOdF384QJGsEjP0RqKeT+0DtB69ytEZtYR0FJYq76GiJTgW/kxKj+2AmvdL0kerSbdVUIgmmTxuW9h2xr+6iNIrsdZ+x0yb79Jtq8MX105me6AJ58tFQppP/qU6dizqvDrR3F2rwfA2vkqWt0Kii0dgCQwZwahoEAqaYZ6/EhHEp1TQ2xeHfkd75D47c9HJp+OP5yjkPHy/gKTq3EyWfp+cQ+Fw0cILVlExe23IQJRrKExRbtoWZLUYAzbHssXdIs20ifg+CKOKzyvULR2lKT75iyh/Jv3Ix2bzXe+Tu/RJIGAQnqEvEoHikUdV8LwcJjhx1s5/HgrUi/FzHrjb+2pZ+BKL79yy48j3LTpMiqvP5/coTbsrEXe38CLVzxBz7EAihBICa/ftY/m3XmW3NbE1AtreC84RQe7YPPCl3bxzm+9Eg07/3SMO944D+WEyInDG/r55ZVvkB0yOfdTU7n5l4vfs72TOIm/dfzPEKG77rqLxYsX89WvfpWrr776P2ryfwknic9J/Lfhq68huf3psQ0Scoe7xhGfgRc3YfZ6oSR2Mkt61zHq//Wb/2m7QlEIzZzEwJ+eASnp3HOA+jtvJ7x4LgBuPofd3kzs+ptJ/eUx3GQC/5yFBM66gMzub41EMrik175K/LqPkX78PooDBZTwBAbv/RUy6SVH5958Hd/kKe8+v+5D89mYlgYI1KCKO9zD0ON3owTDhK/7GFplHfHb/4nchpdQfAEC51zxrnYAZKp3lPQA2G2Hx/1e3Loe+8yL0erG5E7Vygm4A14ooQjHEYEwSqSEyBd+B0jESFKC1b4O2bcDp28Hbs9ujCt/jGv5yT80YoykUshVv0OdOAe1Zuw6i+v/gB7KeYVj29fARXdiDP2ZwoFhcEGb2IBSPx2l6RxQVGTBgiV3IbvXQSKNveERQtNqyXeFEEaA2HU3YzQ0Ydz+SeQrLyBzjmesFNVRIYfjcP86/8MfQ/hjBGsTWGk/w/vqMcJFpGvhi7pEzjkNRTsH1zjA8GtJ8u3lgEPi0T9S/a/fZ9pvv4t0XKTtkDvahdnZ56lG1Q1ihPMYWoxcMki4dpj+1qpR4hOc7HnkRGkTVM2D3l1eLZnmg4T3/pjME+94K76DvaSf+T1WZBaF7W+iau5IDotEzTdTaC5glKkIn4pdcgm+pTehxuLevX/eU8M7LspwHIFalXBkD8rMTyFq5+D0DuBmxkI53UAlxnWfxT3wCqL3DbBG6ixJoP8w5roHCV73FeJLPszEy9+g/aVZBEsLTD9zD2o0iptMYQ2EUQ2bYEWSXL8XklS6oAIlWIk71Id+vJgpwJHVJH9bIHLtJ0GIkVCTE2qyWApY3eR7FFp/pSBTy9j7sqdqlUuGWPfgOZS8mGbOogJmOkC+I0bvjmGszCDRkiT+yZ1YZoBQOI+q2UQWHePwk8tACtzunfQUl1J51UT23dtK/miK4Xcmo2gOk07fT6h3DanOEiquHOb0n/2JTFs54SXfw6ioZFrfi9RN/iNMLqJUZMimghxsGZ9Xkvf5cC2BCEbRT/0AAw8+TdG5YPT3XbsmMWfp/rEDXIXh9jLS3aVURF8jvPJSfKdfSeHx11mzbi4gaO8sp2RRI7Pmvsj+TXNwbJVJV9eidf+GImOJ766pgSahOk9i11KSG33EG6MYgTTvvHoKPS2VVNf3MX1285gYhzKmGnkchT2bUVofGP1e7F+HcfGnSHeVkB/0EtrsHESrTQyfhZscQPbtJ/3mW3Tv8J570WnhC6cAg2LeTz4TJL+jndSOdqbeUjVqEEhXkH1nB8eLosr+fUz5ye8RQqE4kCHflSQ6qxpFU8m98qg3KUfmt20aaJpHxlM7Wtn/j39A62/FF3DJbt4CsSoGt/TiZoMYloqmOwhFEqstEj1rMgcf6Rx5PqJULChhYN1BhCLxB/Nk8zEO/vh1BncOMu0rVyI0BaEbCN1AC3qLWz5/ceQh8QbTiGpeWOcJc9kp2Bxf0Ep3j4UYJ5vTDOweovqUqcx64Bvs+eaLpNccJggEfBpF0yBdUEnkdRJPdLD36U4+v+diyqeNVxft3tjNqx9Zi5kyact6xNhG8tabfWzyP8o5t01mSoXO8KE0ew7nyA6ZSCTP3r2f5oEUKz4wmeWX/j0XMhX/B8QNTnqQ/r+GE4lQIpHg+uuvZ3h4mNLSUtasWcOWLVu47rrruOOOO7j77rv/t533JPE5if82it2D5A8fA7yXi1AVYkvHQt2k6zL0ysZxx2ixEP8VDL2wdtzqeu99DxD48bfAtRj+yddwk8MIfxB9zpkUC0eQis8rcHqCzWYd3YtWdSPq3Aswn3wKhloAiap73ovC/r2jce0A0rFwe5oJnHkhzkAnSvdRlLJawjd+hsRPvwa2hQNknvod8Y9/HbW8Gr1pPvmdWxHb3yGw/CyEEEjXZeC3D5B5azO+SQ1EKyagZNoBMGYvxOx7C9cRuI6C4oJrjpe6Dlz1SUSsDJnP4j/9ytH+CTHeIHVbxsZWdm7HLSSxurtOaMk7h93VjJN3cLMpfDPmo6jWqKElBJBJ4H//b/EV88hCFiXmGW/OtgewX/8OgFfEsmY+1pa7SR2pBtkKqkrJP3wXrWbCaP/kgm/jPPdFcCSupaDqFq5RicwkUStq8a/8KGzqRg7tRIRt5L5/gQnXIGZ9kZ6fbMBKekaJHoHSD38YRfNCQESoCivhnHD9ErdQQNM0hAb4YMqPvkj25T+gtfwZ1fAELCJVSWRvDAWomtNGejCKVj+Lmvefj7RMpGmSzJxPdksGx1RxigZq/Clwx0IVs83D5NqO1/IJUzqpx5Ns11yko5LrKiHbG0e67yBW7aX6n76FVl6OOucSnO1PoQdNonPjZI4Mo+l5ohVdyB6H4pOfx7SnIErrMUJFzJE6NuFYM2LbP6LJLMy5Dqd5G+5gG3bKDwic5i3YfV0oAwVmLz3MzDPTOKELUau/ijJpCfbBrWz7x1VkVmnMO2036XgKTXeIagXCN3yR3KqHMfetH5dbZh7YQ+Kh+yj90KfQM12Uz+lhYF8VarBIxYUHEPHPsPuOhyn2pnCcRo4bmENJP4V+7/63Ha3iulvXMNhRjpXxSFUqFeLQS6cipULthB5mzz+CiycMUl7fR6w8CQO9JB5qoW7ROTTv24crBY6lcfC1eTQPhjjQF6Fu2ySuvHgn4TmnYlSchZvLkH3uAcyiwpGWiZRUJ2g8ax97HjwDn5AUpSAWtFhgpOjeNZmyKV2w4T7EYC2q6owKDEyt6qds+WHsvhjk/BSG/eT6Y1Q09sLRXjJHX0cEAuS0ieOevYE9vYRW5Fhy6Wb859xIUH0bOZCk0BvGyfhRo3n8TYNQeQuFvkUkNz4DQKI1xoA4k4Nb4gAkB2NEYxlqJ3ieY6FKSqcomAd17KxFZHY9wd4/jft/kKaL6HgSgvHx211Bd2s1XT2ziWWOUFksGftNKuh+E9dWcZzxhqCtV6KrIB0JiuTEqFo3XwQzBb44vvIwWrEDa91LiEgpIn0EoXjy9I6lIhCgQLFgkEmGYccQUEn1hB40w6b9kbdwrZG8tYYZ1H/xYnyTmlB83v9b5ZW9DO/sIrHqFSrNNcQX+pDCIO+bzeD2YcCh+4W9pIcNas5tJFTYC1Iy86NnkutKUzgGdRN6GRqI4QvDWY/fgm2qPHPBszgFB0VXqF1WQfsbA4CkpE6l56B3sb4Sg5Kp3gKBGvBRGMiPjkF5WYrWjnJcQ4eRzdKR9B9IjSM+rivZ8r2tmCkv9tWwCxTQSeKFxmJL1v76CO0GhFUYNL3/86xw6FdNXnuyhdeebOGXb1zGrFNPENg5iZP4/zHi8TirV6/mhhtu4Gtf+xoLFixgzZo13HXXXdx77700NzezatWq/3FD/wWcJD4n8Z6QrutJRr9HMcq/htA1hAqq8Fb4Y4ub8FXGR393iyZOIo2ieKvemmGTefZRwlMqCcycPq6t/N7dpF54DiUcInbVdeS27zh+FkBCIU1u23Y0LY+b9EKLZCFHftMaHFvF6upAq64mfOpiMm9tQSgSQ3STf/UxMm+cKAstkFIghESmehn83hco+cy/ogSD5B+8E7e3GXQ/kZv+HbXO66ObSYE9ZiTKovf2M1uOMHTfT73+v/UGKILgqWeR37WHzMY3ASgeacZsOp/IEh8iGEf6y9Hffo3sQAwQuLZGfvd+jEkzR9tXAmGCl3wEAKvjGLlVz2BMmopv+myyrzxGYeMq1IpaAhNnQ8cG7yBflOJ91+AWAkBwbNyAwpFWCm/9AQCtKk7k0htxX/2hxyuFiow3krr7yzgDnfiXX4Z/xfsRQuAceH7sXja/CqaDlQqMrcg5DoUtr+KbNhmt6RSE7kP2NoPjnVfRXfRokeAd/+4pt1XWQuIIbv9b4LMQ0vHyY47ejxW4bpT0wMjq8dSx4rdM/RKu+ZVx99HqacOY0DA2boZOeOX1uG88hTk4TL5rAnppDViDmH2ecRUO5ol+8COYR/cy/MiPsfslbmwyAqie2YFQXWRWx3/G+RQ2vooIhBDhidB2AAAjVMQIFzxRCcsj/LapjYYKylyO3I5thM84G/2sj6NOPRNcB6P/d5TOfRO7pZTjBrRT0HGSAzA4QLQK0Bz0UBFfuIibMFHDJhz9E+oVL2L+7BbPg4BEVZOk7vs88TlHvevOteB0/oHi22FQg+S6NSbObeLw5lIU1SVW7nmM3M7DkE8RvugKspk3cJMS4SgU0wGcog4DfYjYJJSld1BV+l0qLswgpnwMUfp17HycYu8PAa9YZUlJiuHhKEVrLFS0r7sM21K8gsfBHPlckIH+OHJE/bCrvZpTP7yG6JwYkXf6CYayY7ezmCaz7jWQXm5KJh2iZzjE880lgOBwVymhmjg333nz2JyUCg88cjY9fZ6BP+ntKexvqaEMiY3k1kXNVIa9fMKOnZOwdYennlpGia1jCoem+mFC6QjWcAOBm+8GvZb0k2sIuavBHstRkfk8UbUfn8+iWNTRdJvZkw5jZf0oRQd376vIku0IQxCb14arC9QJ5YiS6xET7kR1u4BnAEmoNEvPwQ5OkGrDVSFUO4jrqBiNU9C6/EyeouM/530Ep06g8KsncVXAUUFx0SvToEeJve9z5H/0C9yciVBchntK2P+Ol/eUbO9AnracMCP/fUISnD4BMWCgDbbQ31ztnS+UJxLag/SNiSEEqm3yPRpCdYgsDCP1KEN/fpLsxnWgJOk+UkswkqNhXhG7YCBtDaG6HCfDtnmieSEoFnWCJWncnhOK5WZNAjPGvwPis6voe3k31WU7wFWwcl4IdKGzHQjjOApDQzGGnm+h7fkWmmY2U1Y5hLbjHaactZQ3vq+gilKiVXD6wzcRmlDKwKPPsHDxDvr7qhCqxuDeDKVxrx/5ziIV82qJTIyw/OsL8MXH8mwmXjuPxK5OcCVZy0dsfjW5zYMwksNXOjlM07lj5GTgUJqHLl3PcEuWkM9HRbRIdanFWf+whHVPtLH3zXfnPFVqkvJ5Jew/loDk2Pgf3jH4d018Tub4/H3i/vvv5/bbb+fRRx9lxYoVrFixgjVr1owSou985zv/7XOcJD4n8S70Pvs2bb9ehRrwMflr1xNbOHnc79Zwmt4n14MrqbzmLIzyGBM+fhU9j72KXh5jwievHLe/GvATP3Mh6Te3EAiNLJVZkHplzTji4xYKXgjaiOdDmhaKKhCGCdJLxFUU6a2iG+OT/IXq4vPZSAlW60HiK85CafVW54UAe6APd3iA4y8s4fcRXjQdc9dbCNXFHR6g8M56fA21OD3NHikyC1jbXxolPko4SvD8q8m9+gzC8BG88HoAMq+9NK4v2RceJLDwFNxUz7jt0rXQF78fALt1D647kgB/fFzbWt/zfljtLQz86Fuj8tvR628hv+ZJr522w5jlZxI4/VPIgaM4+1chLQNVtfGXZrALPqycjqhegNU6VlzS7k3AwC60y/+Nwov34iYGMB//IXbKRlElhfVPoM9ZjlYzCVHahMyOVO7UFOyCMVovY/Te7Xoc66CNqYYIfOJBMEZqJh0vsjhhJsVX7kebNM9L1k7sASR2wcDwja2qFnevR9UnjhTTBF95GOnYCHXkryq5F6MkQ2GkoKnrCPoeWUvD/FNRjBOSivtewEoN0v3yfHAVoEB8igH5Ea+ao6LoaRj4IJWX5zH7Q/Q/C7GGBEJ1GW6vIJ8IEzm3lIpv/g5hGOR2bCe36yDSdSib3D0qIIHqoE2aiehqpjA41oXBl16k67d/IXbmcqrevxi2fAkKPaAKlNI87lAAKQX2CXLaiurir0ihaA64yli4k1BQVAN96mTcjn0Iw/EMyxOIOIAsGCiqC2QIVUOytYOFn12Memw1+fYST0VQtcmvf4L8wcMUukP4S11Un0Nx2Fu1Dp62HOuZ21DD7yBUFwWQzb9C9r4f0bGRKRf0c+SVhYBg0hkHUPecBtUhOnZ6CeENU7vpb6lBugrl9Um6WzQ0w8UaSUXSAiqRDz6HrjQzM/ptki9nsHu9czu2ggAipSnSQ1EsSyNrjQ9TSkXnoMa8UDYlGCbVdB09fWN5Tn1t1d6QIdARuK6ClJAeDuOOeHiWz+pk/Y5GJgUEylApO14txdHKWflBLzy38oYLsI9NIH3/P40fX8shrgksxWbZ8t3UVCeRUpBNhGh5pYLU8GWUN/Ywd+VW1Elnoy4ce0n7Jk2i/NYPkn1jNXb/UVKDcTTNxrY1YqVJamv6cfI+ghMGyXccxeqIgZBkj+3D+NiX0U+5FuvtR1FiObTKtEfGZ38Vf7CeiT/7MYU9uxm895fksuNzJQvdaaZ94VLMgRzB6XWEFi9GCIHbd4DKRz9NPhkkVJZCa7gNa7ANOewVU45dfjHxaBxBEaXpAgqHj5J4cTWKYbF384KxfMBgnImTd1IY0FAUSag0hZX3IVSbQt4HCFQf1C9oRpEKptnHYFsVCEndBzw528SmPXT+4SXUkJ+Jn7kWM23TeqABw7CIRrxw3FAki4zWMNxsjZ8Pw1EqqgeQw30w/DyzF8TZ/c4sBtsFQ3sT6IZN4vmXEU6AiM8TOCkE4+TzAfIFnUQ6CDsT9O1MsOizsyh09DL00kbUSJiB1XsJBTIkkxGCqkWmM4GhSuJ+h+GiQt+xDHdP+yNTJhQJTK6neyjAcItH5PsLKslgiOUfaOL0L8xgxvUT+dkNb9CxJ8kpF9eQe7kDaUnqF5Xw/rUrad47zGfPeQGz4BAp9XHqJRP4u4UE6f6Pd/ufbfMk/u8ilUqxZs0aAK655pr/0jGx2Lvl94+TnxUrVnDHHXfQ0NDwHkf+13GS+JzEODh5k2N3v4C0XdyCRds9LzH3158et0/L9x4ms8dTJMrsOsTU732CisuWU3HZ8v+w3frP3UxfRYTs2hdHX1lqaQnJ1zeTensXwZmTiZ2xcJT0ALiZNOW3XM/gn58CReKrriBy1hkEZnkqZOFrP4J5YDtqZR35dV4tFSFADrahNc7EN+80zN2bUGLl+E65EPHWYRThgoTwacsIzp2OvW/T6PmUaAkEYjiWNuLNkGgjj0hxx3qKm55HKa2i5M6foMZKEbqBtC2Ke945IYdForqD2K17MPQOAuUp8oNhjFCRUJOG09+KMIKoDbMJnHoBxVc2jea7BJe+e/xkLknmD/8MJ6gpWc1/VdA0O4A2/9O4Hdtw9o8JIiiai6+hkvCl/4JaXkPqgR/g9HghcEKzUQrtuMODuAlvFVI4ORw7gHQlqu4gMz1IqxJ18Y04A697Yfx+E9G+Ec1wCJSlMHMBtHgQTYwIHzhZzLeewzjjWuTWv+D2tiKFQbHrCKp2GPvwRkLWrxBOK9T7yG+pQgsWEZqLm/Gh+SV6oIimjxQ0LRukeM+FiNr5GJd9GxQfJQuP0f1aCCsRxCwYyOQgub2HCC+cjXRyoPjIH9yP2R0bIT0AAteSx2UqMOafAcmnUUZIl1GRJTh5EKO8nsyhAZKdXpjf4PNv4GtsIBhOYD/3K8omKtiSMdIDoDqo807Hf+2PUd7aROHgXoT/OcJLNmANBBh8OEX6kVcIVg6g+gFHQYnlUaZfQuFoBJnc5SVnuC6+qgKq7hFcNBC1gOVHzPoiwghjXPpv2G9+HiW8CUMAu6pxqy5H9L6ALArcojYufFFRXYTuw1h0Hla/N0/1SB6R3IbZpyNtnXxfnOiULso+/21EOA4HfgWdhyAyZnm4/Sk4+GsAKidC+PbVyIBLZO48Zs+4Dcd2OPCzZ7H3vMTEpi6G2qqIBYtUTO1k8p134pTMY8td28kePMysJfthq42MPoQodhE7XZA7UEuxN4yhWoiARaAyidzXgBvTKB4wKfVbDBV0dNVh5admj5v/6X1DaGoIe4TUzDh/Ipk1LQwkwsxq6mHe3BbMRGSU9ADEI3lUBZQTFpUT2Tnj2tUaZhJccQm5V58H1yNQO96ahRBgqIzm2OUzAQZ7S+k46q3Op/rihCfXMu3G2/lrRM46k+Dc6bx148/JDMYpK0uz6OztBIIneA9tBU0vIBQvNyTda9D8ycfwTaxh2mIXI1JAFHUoWYgIekRNMXQCCxcSvvhy+h/ajOEzMYveAkh5rJ3M84ep+8k9CG3slW/nfWTSi6A4BI1nw4RzULb8BsIjam89G9BO+RUA2f0tdN3/F6y8jixq40RQcvkyIl95jFB/P85QHyWREtL3fAWkJFqZoBhdRPkVp6PtbsPuHaBsQj+xqmH8576f0IoluEWL1h/+ebSeWvOPn+LQxgBWyjNu6hq6qK4bQPVrzPn2+3G0CKsve2RUqjtelhyXvlFSniAeT+G6Kv4SfVS4xrFVHEehfyCGdL06v44+niQeeOgglcMv42Y88mJbKvlcGa7jjZuaSwFBco6g6CrgQkdvENUUxLt66E/5AIOClPRKCYOS9h8eof6sWmYui3PjjTHUQBmTb5pHPrGYREuGmlPK0Hwq0xaX87udV3NwywDzz6qmtHq8gupJnMTfErZv386SJUvGbbv++uu54YYb/ockqLm5+V3bFi1axK9//Wu+973vcc899/y3+naS+JzEeAgYpw2tvNvdnDvqJZ8aviJioIWjH/8aNZ+/jciSeeP2Kx5rY/jJZ0BRKbn6chLrtyALBppug2bgnz2P9u95xlTmnV2o4SDhs88js/5VUFVCZ5/H8PNrkcUCKAol115NcJ5n9Aw+8iipV9aihEJUfvwi0F4aXf1W42UUDx7AzIfRTv8g4QsuQdF04jfeQmb9q+g1tcSuugYlGCJ04fUU92/DmDoH/5KzsA68fUJSpcC1Jc5wH7knfg5InK6jCF+A0NWfGtlFQTEMfNE+XFtF1R2EAkpZLegm8caHiR+v79J5gPzrDwMC3yWfI3j5x9Fnzif/yiOoJVECs6a+a6ztgxtRRRJEfLRfxuQalK4MZiKEojv4Kr1igKJuIeqcq5B7X0EWHPCFMc67A7XSy1OJ3PhpRPoTuKkhAuUZlOkfw0381bKa9AoyBiYFYdMXcbaEUE77Imp4xAvn4lkMeIVQtaoypK8Gej2PkJRArBqSXbi9rV6/pAkiSCHlJzy9B+Ecz2MoEj57Lr2P5wnFW9AiQXzRLKXTuikMRlB9FuqIRrTs2klh09Pk8/X4fVfhq94LTp7yGR3YRR0t4OJ2fAfZ/wBo5RTy12OECyBcvAKzEn9lG3rAwjVVtNNWIvS3xi0C6r4icrAZR45XabITKYp7ngM8MmkOhbHyPhxLI5sIY8SzTOx7HrdkBsEpIQKzJ2L37cfJa6RWN2EoDsVmF6trIiXLRhLYT30CJTYdRd9F/vW94PjxTWpAKz0Kx6V0XRdFSSKCEuKeUS38MdSSQ4yUKyEwrwex4HYwP4m76mMIXxIsHSRY+RDa1CX4Tjmbgz8o4k91UjPjKEYoB+Qon6vQu6UJUHCjCxje+ibxRfcjJiTB8OG0B1HLckhXIXMoSrg8PTomoYo0ojKAqP8E0rYZ+uWPiR3ZhwjZGKEidfNaPBKmuRgVKurkMs64uQ3rrRdwHYX8+la0C/q8vxtFEpyUIhj0jM3IxCGcGTZVn7yHDZ/+Jvs7FtPok+gFwekLk0w7fUx2e7g5w+rfBokJQV6RNDb0ct1PzueyP68i09ZDKFAkNK8T4Vdx35xFYrs3jvHTh5jR10uuL45l6iAkc28d79kG8J3zUfRTrsLpPELBaCL956cAKKsaYvopB3DSQRxL8xZLTkAxehDUNEUAAQAASURBVCoiUPqu9gDUkkrUibOhdQjH0kkNRgmGvGdYD+dx8z6PoAuJbWq0HWhESoXc7gR7Os9iyR3bIVSKsugL49oVQlDQm0h27ycUzNM0o4VgKI+qubgFcHM5lHAI++Amsu+8TWbzfnAczIJB528S+F54jMaZCrrfe75l2nNfSsfh2Hd/h5PKAjqulGi6hW3pIFxqa7fgrHfQz/8HtJp6nEyWXHg5ZlsbBbecwdczdG1YRcP8IiW1JlLzEbnxTvRpS8kcG+LAT9aT7A4SjmTQdYf8gIWVGiOpdu1Cqj5eh3/qZPTKcrIb1jLvlJ0MDZZT/b4LKZl2NpmXn8Fq9gRj0okwQghU1aXnpT1UfPNiym66FvvRV9i5s45UyssvDdf4ufjBs3nq8jVe7o8KXc/upnzhWOilojMq2gBQGsti+6P4K+Mk30zglRYe82yXhEykcMmZPjghZfPI2wMM/WY9qYPemCb29LHsZ5cQqRtPbmqbotQ2/Z+vY/I3gZOhbn/T+NjHPsa1115LIpFgy5YtJBIJHnvsMR5//HFgjAStWLFiXO2eH/7wh/9hm9dddx133XXXf7tvJ4nPSYyD6jeY9IWraL//ZZSgj8bPvkftnPOXMPDCBnRjpFicbTP09MsYVZW0/+h3WH1DlF55HsXNr+MMekpu+Z07MFSNolSwbQ2h+rGGkuPazW7ZSt2XPokS9JFZ/QKJRx7Eyo6EL7ku6TfeJDhvNlb/AKlXvMJ1bjZD4sXVlH7o82RXP40SjhE46zL6f/qD0QJ9bjZN9MJLiZx7PpFzzx93ztAF1xK64NrR72bvEFKOcT+lvJ7cq3/BNlUUxR3J/Rjrt1BVotd9APvlH6Dq3vlEuAy1vA7K62DlV3E7tiOq51F4bkRlDYm1+Sm0GWfgrP4Ohp2HfrBe+xnG5d8e1z8Rq0bVXUKVSeyCjmOqCF+MQE0Of6WXs6HWXYbd2Yr5zJchn/IkvC/+ItrM80ZXpQGUQIjIJ+9H9mxFhKoRJU2w+2VA4joKTlHHyvmIXXURvp5fegdZWWTrRsT0j8HRhxHBetQFy3B2vARCQV9+C8qk5WQf/EdI9iAal+ObfxYy2TXuOqSEYtZPSIwv/Cd6t1Fz569x9XLUaBRn9T+hWxvQQ4O4toKd9hL97aJG1++34hbeBqD2kx8nstMLI9IDFsrRR5C1Xvgfdj/RqTtp/sV5RCoPUEyGMQsaw61VVC9oQQua5J/8GuonH4ZiJ3bfLoZe86Gl8mglWUKxfjLVk1Hzx4g1ZggqW3DiZbj9XgFMX7xA27YmrMJIiFp3GWXvvE2460OeFRSbiFXi59jPzsRJ+xGKS2ldPxoGZjqIHb2MUKDRm/OvvQy2DQiKzW34Y3mc4RCFRAh/VZLIcc9Sei8ytgTMJFL1I45HdikSN/V7+t+6gkO/OBOhCWb84wrKF5Xhj9chhODY799g8I2D6Ho5VVPH1AQVzSU6pYd88VRanssz4cN/Qigjc7uqiAyZmP0B+v8yFyvrx7/sEJrfxhVRtNMfgkANyT9+DyXxTygJDYgykPOz59UFTJ7ZzoTGXlyjGqVh2cjN7kdc0E4h78c+XIrSPp/whK3eLeswRrx8HgpvTcZqvZdiTjKQ9uZMQ30/sy52kekBRNQjP+1v9OFYCroCuiIpZKPcd9o6Zs2r49wPr0fxWagBG9cK0DhjL5nSLoSQdLoRjNw89JCJ5bOZOqeNadeM/Q+cCCVUjjKtHB14/+8DpNY8STCSR4/mUOMdmGtnESka+PsLFPJ+/KEcDWf/ATjnPdsDmP21i0m2v0D2WAIrWk/olBDa/Ctw1t4Fpo0QEChNk+goG82NArBy4Cy5G9+EWqRtIm0ToY2FSjoFb/FHCCjm/ERinhHvn1yBGo1SePlX2Ntf9BSinXJcV6HraC2uq5LuzZM9eirzrtkIrkDWXQSAtOy/qmujEA7nsC2NCQuOUNHQR3HnOjL2fAIVPvpe3EF2VwuuKxjs8SaqWdRo3dVESc0gimqjN83HyRbZ9oVnyTQPAj5sS6OqMUNkooO23QsBBGC4j6O/72PSZ6qIREOkHn8In+pQU5lCP7KKwDX/in/6dHJvbyTfOcyxH3hz3HUFdirL0JPPIAwdf2P9KOkBMLMONUsruOXty9n/wEHa/riJ+vo+HFsZlRqvuPJsgn0W7esGSbbkSKQDpFM21ZMVpCqQjkQCWUuhBPAZNgsm9KHOauThpzSKGRvNUFh4YTW7n3gdgJ2DPh65t58Jb7/AnY+cRXXTeEW4nvYMT/56L9ESH9d/Yg7+wEkz7ST+9lBaWspjjz02+n3t2rXce++9PPmk954+kQSBJ26QSCQAxm3/a5SUlPyHv/1XcfKJOol3oeKChVRcsPA//L3+jsuJLJxC7y/vHzHaQI1H6Lznz+SP9SOEZODxVQSjJ1QNl6CKIqpuIKWCcHP4JtagRoLeS1VI5NG3ye9eTvbVl7wK8dicWAwuv2sriScihM6/EBRJqCSNatjI/EGMqZ/CN2vxyH7bx1Ulz72+CnvbS0Rv/TLG9AVIxwbHQZxYod42kfkMqZfXInJBtICJK30YepTCW48CXsV4xVDwn+FpyruJfhAC/6IzyG35E+5gh0eagpUU1j+JsfRC1OkrUKevQNomrP4dFDLeanzfAPKVR3EGQKg+tFARmXmPYn9NiyhOOgd54A1AYucNMq9uoOwDP8A99Dwi3oiYexPpn34MgxQgwJXY6+9Dn7XiXe0JzYeoP230u3NsP5rfxsobuI6CEXMILjsd9y+/HDvILUDXJuzCJKxmG3z78F32TdQJsxEBLx438vFfIaWL7D8K+QRKST2mMQstdwDH0sj0xdH9FmrTdVB6FNnzHDKnI/uLuLv/iHbuN7x5dO7XMZ/6Am7vYdyijlLVCMVuspnpuIWxXKD8vv2cWOpPZtOcCNm9h6Z/uJ1091X0fv8Rbx4MRdEDJuUzOnAzDmSzyKp/5OA3fk6x2yPoNbNbKJlsMelfb6f4h4+Aa+MeehV16jJoHEaaKr7pA/iP1o0RHyCfDBOpH6njk2wj13kJTtozQqWrUMgEUQ2b/meWEKvcT/HND+BrmoIaqj7h5rjYyhCJI54iYn4ghlaeJVCXRu67D/nWH8CxoXISbnk7Tl5n8J0mzL8coWX1c0jXqzGy/RubqLl6CZOuCSC3PomveRfV001SHRUk2ioon9ZJMecnWJYicsYUit3nomx+Djf3V68Dn4tp+jCtGI4paX9jFka0SOVnv4wRbSKz6gFCrIU4BOKemtsTfzoHELyxahEf+fJTTPzcNxCa95w5DT08+8H307trAuGSNFfc+jJaTx12zgdSQZ04iFAkrq1QaHVRO7Yzb06eLbWzKA0XWLaohVhqiPwfNhK47V6UcCn1p1Wg+RXsgve8J4cCSBze6qojGzyV13dNoKw8wx2f7qdE2UO0OuEVin15Mk2zj7J9TwMF04/eNAPFNxb2JFOd4NqIeAN27352fWs1Q0d0ai+Zz9RlUUSiC+GzQUKRGIn+OCWlSfJZk5kXbyEY24W7+SpEZDZM/RpCG69iGZkU58JVN1N89A4YPAT9ILd0IcsXYh3cimrYKCVRnG5PxrmQCwCSePUQWnkQc+daCi944R7+Sz6OscB71qsvnkvf6n0kd3Vg6yUEpgkC8+YRWunlFjoHPQVIIcAfz5LuLcF1x7wrZt5HsnMewQXzCZ3xAQAUv4+Kq8+l/ymv1k0h70cI0A0bdWSBKNMVRO2+nzRQ7CkBdFxHoKguuVwA6SrYGZ3W3ZOZ/rmzGHizjb3//DS51Fj+lit06r94Kzs++ziRcB7T1AiEcugZm+xh2PWlJ6j/6Ao0S0VTHVxX0HUoyPDD+2i8aiqhM84lKCWNfW9w5Pc7MIuC1pe6Kezupbquj3QySCgUIJv1iLQvJHjhsmdZ8MVFzP7wVHj9GTTNwbZ0XCHQS0Ikth6l4bPXUnVTCb+d9czoOFlFG9cZ8wSF5tcy+3SL5IZd+MvDzPnKOcz5ZoT96/qYurycmulR+s6cyKG1HWwd9ObZ4XcGeeift/PlR84abce2XT5+wbN0HPUWtZr3D/ON+8/l7xEnxQ3+9pFOp4lEPGJ/onT1k08+yaOPPsqaNWtGyc7wsPf+vO+++8aFwv3mN79h69atfOUrX6GxsfEk8TmJ//cQP3U2mvFRBp9+GS0WIX7x+Rz9p7tBenW2FSBy9lmkX1sHeEUVC1k/ju0pUimui5NIUnXVKSSfex5Vd1AUid3bgfAHkNkMiiIJTIhiFVScoQGwHVKvrCKwYCElZ8/FPeitoAlzEHPnBnxLvIfKN3UGakUlTn8fnmy1Q3YwwMC3fo9eXkLI14kicyPenmtwug6RfuCb5HtBYmAXdOyigRIMIVOJcdcdOO/9aI0zKax/nMKrnkHtv/BWAjd/B2vHyxR3vonddhS77SjW4e2EP/JtKGbAFyZw3TfIPPgvKLKAIvOYbz+LOE7sFEFw8Q3jziUdz3AOXPEZejYdwBdK4CvJISM+lLolKHVe/Kx0XWQ+CSc4U9xCnvzW16HvEEpZLcaSCxHK+CKt0nWwdr6OdHQU3UYPCoxzb0OJNcDpX8c9+BQiWg/9a5BWHrOl0gs/yKUwN/6Z4Id/Pr6tv3wVt30bKBr6Zf9KIV+J09GPUCS+cIFgaQah+xE1H8N5a8PosU5qmOx3rwXTRimrJfihf4dkD2g+1Gqv/kjPZ78wrhaQb/Is7B3Po/ktpCuwMz70uq/jNn8XN6/iHAqhtP2KZPd4D19hOES+vQylfj4iXsnwaztGSQ9AoqOaitvfB3YeTigMKoc78S3pGrlWiJYkyPSFkFLxatJUDZ1wFgVFbQCOjG4xRSWZVoeqST2ESjKohoPs2oNWliC4/Gyy296h5IxtDL4+PtyxaJ1GwFyFzEqP9AD0tSAbVtL1WBKnM0QolqVhZgudh+sZGoyRyykM/XIbRx/YwmkXrEdTXUrLId8fo31HE3vXz8d1VUon9rLw2wspsX5GyZUD2HmF9I5qAg3DOC1RyGsMvtWEm5EgwbQDGDNXIqKVWHteg0NrsRUDNWgiBHT1lXPciJVS4VjHbBorx67n4L0hend5CduZ4Qh7N89g+UVbEFLgmhrJA9WggJn2Ey5Pj3hdBbfe/jJvPLySA5tnAbDskjepb9+F0A8Rb3uMD9w9l/1Pxeg8EuDovkYALCn5w9On4LqCI4eBbJCvfGovCEnn1skYjkJFYw+Vjd18//4LiKcncjzDztn1Z5y3PVKhzL6c5if3075uPr5AGmXzw3Q1Bzmw93ySOT/n3XoUt2BhFn2AJBzL4moCpyeA5h6G7GHw18AkL08yd7SVw//2FMWBHHU3nkl5Ycwzavf1UOjPg/Rh53zIaTcz+OxGDMPEHygQrRlk4rVbUKwWsqvuA9tbWMqv+g3ZvR0U9u7CN2MWC37xQZIP/Qz74DuIAShuHkKbdgbZ7bsRWeHlhgH+sgxFW0EzTGzTI/GBmEPZnT96VzHpirOrCKX6sAsuRzbMgSELozyMGiula7eCpjoEIl64XiCaJd0fwyoagBiXD5SWCzBOvY5jt/0eaTloGqOenaYPnULumPccKYrE77dQR8Q98nkf6T4fA998g2DlUuaesoPDOyfRdTgOazZw7NmjnPb9pbTf/QJO3sQsjJApFw4dmEh7ewXFvB+/LiFoomgSkSoysD3Nyx9cy+wvLuVoew0+tcCEugGE42IOpGEgTdsvn2bmzz/DaV+fx9vf30O4NkhUDOFTBcWRvLFltzWx+LYmpHMhKGNqqBW3hkevfdkvLkX97R74zK7RbY49PuN+uC8/SnoAdm4aL5Dz9wLJ/37ic1Lb4P8uvve973HdddfxxBNPjJKf47j22mu59lrPw97S0kJzczNNTU1MmjTpXe3cfvvtCCFoaWnhe9/73knicxL/52ANpzh210Pkj3VTtnIZNR++DDdfoOdn91LYf5Dg/LkEly/H1zSJ8OLZOLniuH8WvTxG2QffT+Sc00k8/ijFtk6czPEdBFLRCc6ahmysJv/GK8h8DhEMEViwDGPCZFLPPIrQNCKXX0/XD3/qiRZIFdd1kY6Lf/IkciPEB4ATjHolEKDqq98iv2ML2afvwbUEuUQYkJg9Q0ifSrgUMqueIHD6SoqbHidxJDCqJKaFFLSSECXvuxljYh2Ft9bgpoZRSivxLzkL6boUXvdcsVZBJ/enJ1HXvo0ezCOGO0bD5Jxj+yk88llkz0FE9TT8134XXIlQvDCME//WlQmnoU47F2lboGpYu16j8MLdIASByz5F6dn1iK5Wb+fYIaTrjBEZ6WIsvByOPOLls0hBuiuI/9mfjBbNlMUc/jOv8z5ne3D3/ZlCn02yuwQFk0BJGq2yluBZF3v9mXwxYtKFFHZvgX2voccY/+ZwHdzUEOaeTahlNSjxsEd6AFwbZ+fTRFZez+B9RwiWJTDCJmr9LIwlVyACUZTFH8Pd+wTE6inuPepVtQfcwS7yqx7EzMdxhoeJrLgArbiVspqDOOUauaEwrjQINpaRXhfE0h0EoMYCiIqbyf3+aQp9BkJI/BNc1N51+CJhiukgiuZQdvNH8JcF0ZoWIIQg8fKLKJqNO2J8GYEshQMHCS6vQjoCoUqkBDnUBsMlEE8ijAriKxehqu9QzBuoms3QrgaqVqbRSmvJ7hpAdL9KvDZE0YkhyKIFDYpZP9JVPMW248M43E3sk7dBVRxf6au4RXU01FJKCMydD4Mve3VVToBW9hms3t9TUtnqrb77LaCdvoEx+dtCWiGfCRCOZRECNJ9Fvm9shX+orYqWH26gfkEWIwqa6uLv0sm/Mw3b1Clm/MgR6exi3kc+EyD73FYGXtnM5FP2o+kODkGEkIiAiRbNc1zKWFUdptywGPuFO3AGkjhpG/fIXynxmCp2UaO/o5z0UCl1De04poaQ3vPR21FO2+F6skPRccIEfZ3VTAgpDL30KD37JlA58QCL5hssnCfZXJngzXULmHTWAXa8PlYMOJXU6do7gY6DE3ESnjE61FPGlEUHKYnm2Pta/+i+zraxIqHu4Wewcp6YysSp7UTiGbBh5pQcf374fF740ylceeH9DPeUoqsOoXCW/P5KerrC1F+9FdXngDUiuz+4k7bv3UO+bSRM73dr6J1zKc2ri0TKUiy56G3ECTXLrE6v5pdXE0zFqEqjBeO4FgiZQY68vu2cIL9hHQC5NzeQOzZAMNAz9j+USNP57R8gLQeIUjo9RbA8jWWp9B9oIBDM4/pMAiUZGv/hWtj+UxwjjDLvgwjfSPHN136G7vagGzD7gndwV/6KwMQKMjsO0XrXH6mceGy0376gSc5vo5kOIidRFHdEwRLKl3r5c3qJl9ui6w56QLDo1x8kNrOafHeSIz9bg2sLhHCJlqTIZ4IUTvCu5vpMfDd+lcGXXxybE293c/T7T1M47I2ZppZj2xrpbIB8wSCX9wOSSLBIwGcjpcR2NQqmykDSoOfOHQjhGVRZM8icmcfA9e7FcdGFZXfOZemX59C+oZ+HV6wlpkDSdSkqLmvvPsyEpaXUzYmPm+LZhMkr9x9GUQVn3zyJDU8NEZQKOeFS2RDi/d+YP27/tl0JyssCDAx63u0V17477+wkTuJvAYsWLeKee+7h3HPP5cYbb+T2228fl8tzHJMmTXpPwnMcX/7yl/nBD37AK6+8wuDgIGvXrv1v9+0k8TmJ90Tf46+S3ecpt/U/s57ostnYbUcp7PcUxXI7d5N8Zz+uozL00utM/Pon0StiWP1JQKIXu8m9tYnQ8tOp+tKdOJkchz/xL8iit0qpqDD81F8ou+VGyr/2HVIP3YvZdoj0478lduvnqPiKV8G+2HpsNJkeQInG8U2dBo0NWM17sZp3o09fjDHv9NF9pOuAtAktPxM9HiL1ygvQOWbYSMB1VBRFgqoiRXCU9AAQiFH7ne+Ofi39yk+x+7vQKus8JTcpUSKlOIO9mGmvmKTd3YmjOhghFVVzEALUmnry+9vID1UjWhPEQr9HrZoA/Uc81SRFIm2B4+hgaqQe+jHm7rdRK2tRrG7EyIpuYdX9GDVjq6Yk25HZQaQ/hvXSt5Gtm1GFg6ifzuAWcIZzqIaNCI2FGtrbn8Itc2DG9bhrv4A71Ebv67OQtg7o4ItRfe3nx82BoQd+Q37zJqCR0IQBAhUprIEI0lHQ5l1B6p47kWlvhTZw4c2gqCjBLK6tkm8ZRHW2UP1P30AKBb22fnQVtNjVS8+zKWRhOeVXnoF0vweMXV92zzHM7t3etR88QMW8Y6gGqIaDESpi2RUk7vseSAOnKDEqAwRW3AKuS2EgCNJBSoGZDlA9/4AXjpQOokVyyCPDWO2TvTk6bSl+o5Pyc1vo3tGIcBR8PovC4VbC516Ma2lge94OW4K7L0Sw1sQ1qghd9AGkvwH9jQdQfQ65vijZ/DWEG5Zgvfx1AELxLLGyXiJL2uh7dQY10y8hvPgiso//CN+IWISrllBY8xBi52tY8yYQWdhJ8s1JSAmhpUvxLb4B9823cIpvoYRAUI6YfjOidAax5fMQh1pHxy06UWfmklPZ+f3N3vnLHAJhLzfDsQX1F23H2jCb7h1jxpSuWuR6oxhRz9BSdK8WVz7hebOEANUvR3OtAJyiSiEdIFya8Z6naIAdb0/h4OqFlAZsbCm54pa1VPS2YecEuAqpvhiHd04jGDBBcSgrS1FbmaRnTyMDAzFmLPak1lW9iNI4DW14J/VTu6mf2s2mZ5dRSIc47k0Kn3MmyQ6HNT+4BumqnHHFG2ixLIcO1FNdNcQd338AJV7kWHOcbR2lGLrNlWceoLQ0zXB5nFRixHMmBQN9MYYSIU65Pu5tyg2CmRtVCZMFhYnzj1AeTeHkDOQIAVNViaq6pNsz6EqOmafvpHXLDIoFz1MiEZhDYQINBtR5NYfkkYfHheAWizqHntQAjVwqxIHt05g5s92rf6WolF58Nsn2N0lvP4IesYmXZBh6rRT/wR/iaxzAbC/1QojjddA/FgZaONxKoTJC5+bZCEUycW7nCOnxYOb8xEp6yWXPB2xPCEBzicxtwmj+BTLnCZW4mS7Uc708OtdxSLaVU0wF8ZebVEyuQgiFyOQAs37xEfLP/AinpwfXVVB1m0l33UVu5zb2/2ALwVAW29aomNzNlI/cAsD0L13EoR++jJnI0fjh04nN9EI+AzUxpt9Sz8Ar2zH8Jo6jkM8HCJSpWCPODz3qQ7a+RcBIURypg1Q6LYCb6Ru9xtKyYfr7yv6qSKsY8SJIAoEi6bRKruDdzxP1fAqBeuo/MpvO369CGBp1t1081oIQDB9Jj9xjSErAUWnbOsyfP7ONL752HifirmvXs2edJw/+xh9bSG5PE0UjIiVX3Tadhtnx0X27j6T49ytfQ7cFJcLH+R9o4hPfOoW/S0jxv1/c4GTo3P91NDU1sWXLFp588knOO+88Vq5cyXe/+93/8YEn4K677uLjH/84iUSChQv/4xSM/xmcJD4n8Z6Q7l+pfbkuKMp/sLOk2N5N3U1n0P/Ao6iqg6q5mG1thJZ7hEQNB5n4T5+k93ePYnW0o+KQWrse/8zpaJqF1bwXAZiHdpPf8AqhlVcBYNTXYdTXY3Z0ABA5/VSG7/4Owh8kcOpFZA/3k9+4G9f3JLFrbsQe6CLzm39GZhJoUxYSvuUfKZ+5CLfyeQb/shpF2PhHFJSMGQtQ/EH8F34YY8M3MAc9YzR82qnjLk8YPvQ6b0VC2iaoOsH33UnupQdgsPWEcRBIR8WREDrvcpRYiNSevwDe9syGtyj/wtcwNz6JzKXwn/Y+Uk8+jDvQi7ln66jTyunrQgZUtOOL3MLFsWPYiSBCdVF9Fs5bL2G98zzYRbSgQNUV6D1A7PTrGXp+M46lIfUQwsoiJdhDOdJPPIx/ZR412Ypr6kh7bBXd9VdS3LUR+6WHMOadgTFnEfnNGzluAWY7y0kerRw1/CrPcEZJD4DVsp/g/FnQ/zqZnRNwCwms7jU4/d3E7vgG0k4izX4ITKb73j+hpd6hYnoHbFuF2jCR4uGkV/HdMHD6xwib7stgZ3Qv30KRXtL2UBGkNjrm/ks+iTZhBuZg0vPSjByr+Pw4RY3CQBTVZ+Fm/NipAWAA+/A7qJ+4h9BZl6Ef/gGhkTkBYPUnUGKV+C79LObGPyPMdqxUiNhIDo9qH8Xdex9G9xaM+iEU3SFQkcKZ1IhaNRERjCBznnGkl3nJ5cGJQ+SaN2GsnEFG+iimBAhQK8twW35HaOEgWArBklkEv3I7wqjAaGwEM4fZcRhtQRIJ2IksdmsS3dlG5UduIvGbTpzDW0HTid5wO2UzFhBt9FMYdqiZuIvcWgPHlkQWHiFQlWb20kmIP01j+I0dlFUN4g8WUSIuaC7oKuZAA8Ivx4WZaNEgdddeS+tPnvG++4sESjzSg6qjzppP/yOeYa2roCPQNQnCBNcjAsf2TcJxdEIBmwVL9uLzj9QfchVmXBOHUYeBQC80j5Mnnji1i5ffmUzc75AoaBy9u5errz+EdL28GddVWPXcUqSlcvaZ+3AOV2C7cP2iVj50/S7CRoKAz0KWNqH6fIBXB0YzLOqndnHhWfsJDB5i4O0yymaWjXg2JUJ3cC0VtzdCKJbD8lnkhjwCdmDvRApFH/OmdtC2bQp6oMiJnXYVHeOiP0K8HqGMeCv85dQvf4tCIkQxHaBsRi/HWmtHjzETIUJnL0ZGFqI1zESrnkjTJ1xS9z+PHs3RsXWaR8b3SCZcZBGZfRAUAzn/W2QPPIjMZ3EslWJep/ONUuyid962/dXUT+gZ9WqGzr0BZU49wWwJ+qsPYSVNlICP+MUrSb/8Kr6IgRE0kUNHR/tWiF5Cuvstr5/ZAPzmJ/RsBtLtNCw8gn/6QszhDlRArZuOokF21ZMoSgOK4qLrJr6aRpSYd73+mhjzfjQW2usWcgw++gy59gSqNUBp9RDSFyR01YeYdfYiBNDy2F5yHSkq5hjs+s5acDQCgTzheIbl/7KUYnEuLT96Emm7VF+yiGAyQHlSYe8TPbi2pLTJT6jQj6a5+Es0cq2CIJDrZ5ygzbSLSqm6+jQqLj0VoSgIbXyI8NTL6ohODDJ8LDduu5Wzx30v9KXYs65ndF60H0gSHVngEQiM4Hjzq/NQGseWKAiCUkMfKQJ8Eifxt44TQ9v+V/CfeYT+V3CS+JzEe6Ly2nPJ7muh0NZD6fmnEJrdhJw2gfz+Q+T3HcQ/pQlzewvgovh9hBfORAsYpF/4C246DZpG8JSl49oMzmgiftpchp9uHd0mTQvU8SRLnhDuITSNmq99hfyevajxKMnf/gCZ94xJs/kQTsJb6cyseYng8rPI/vl7yEwCAPvIdqzD2zFmLqXy/ZdReumZDP742zgDaUQwROTKGwFQw3Gqv/xZUo/9DqErRJbPJnH/XZiH9uCbtYjoLZ8CRVB4+gfYBzehVE4icOO3iN72LZzMV8gd6PbaGVG5E+FS/Ctvwc1mQDx7QoiYgxw4SOAGL5Ffui7O0E/fc/y1mhrE8H4A9HAn2aMK0vTCQ4Rqo735zIi2tFcAU9UL3uqvbhI/tQF18iL8S87FXP1jCtu2j5Ky4saXCZ1yDuqxdQQrE+T64oAkKHbAng04ySDZo3vQWIYWKmKPFEPUfEW0gEp+IIgxqQH/ouVYmx71DHzhwuBR8kPDGBUa7glhKXbPMYrv/BYt/1OEYkNsOU56EtVTuzguOKfm+4l+6gdIVyBKZ5D7hw8BBormqdl50s0qtiMINvQT9FvkjlaNDJSGVmEgpU3bfatQCiqRWN6rOVRdwtC2qbgF775E6vtHTVMhbKzVdxEMl+IGgqg+E6dooIULBKb7SL66juTLm9DLZ1F6zgJ4cf24+2Pv2wa5IUDBLQrUgIUxZwpKIET0E9+h+M6LKIkHMao9+VprKEi05hjOa/9GNjuLYDiJXlVFcPlCdPsFz+gyHDT7AM6mb6BEy5D2DcjQFETII5huTiP99AykuR5YT+TqW/DrrVjRPBgSxQeFF+8jsuUlIoYfPdtNSaON5arolTaydD769JtY8N068jtqSa/+CwSP4b/kCLZuo/VfTaTkUmT9MnKfuwM7P1KXSrOomPAw+g17yQ/WUlJ7BD3gkD9agpPRkZszhANeKCkIIvEM1Tdeg8ZWrP3rkTmDUDwzOnYDfaXUTfRWwUOL5hJcOovcsc0jN8YFxR1V1nJdwUBHBcMFneGReaUOS+LaZoRyFtJV2fvmbA7sr+OcM/aOnkMoUH/VVNTW43WtBAMHYzhd3VQ1ZvBHc0Qrkug+i8ayDNteX8Dqj27i/bvvQJlzDfLIoyh+GwULOxEEW0MgUTUJSGYv66fxYofC28dwbRUz6xu9fpBE4kNYe/ejnTkWbidmfoJgoY95lRvANSn2hehvqaL9YAP+UJ7Js1rJbnLxX3YeydXrye3YgaILDKlQGI54pGfkWtK5lUSXfQlCjSj+Skov3UvXH9+kmAkQiGTHyWubmQDlc49hFw18888htPJ63EKe5M8+T2lpFiukE1y2nGO/fIVi11yE4jD5nN1EFl8x2obUxyTEpYRDj2QoZgNALYVUkHnxvWRYhL8qRvh9d+D2HiZYkkYzLKyijisVIueOeU7G2pKYg8MM3XUng0fHwmACUZ3hjjD6Y28TWTwHI+an6f1zcTIZmj/1NYqZiZ5Ag99CURSs3iSlV5xDbOl0pO2gl3jhjNJ2qF+ykb63uqg+ox41Og2zP0PNpXMxyiIkW5L8cdlzmJaCpkgmNnZz+pc8MYFxBZFPQLDCz0e2XsxDix9l+KhGRkoMzeHiz9SN22/b99+g1HAYMr17seicMuoaytj+dAfTzq7g7I9PGbf/7LMqqZsepfNgClVXWPHh8b//vUG6f1+k79e//jWPP/44d911F4sWLfpvtfX973+f1atXE4/HR7fdcccdrFjxbsGjv0ecJD4n8Z4wKkqY/vMvIh0XoY6sUvl81Hz+E6P7lHX0kDvYQmjONIyqMgCqv/ltiocOYUyYiFZZ+a52o+edRXbbDsxj7QTmzCJ0yiKEouCbv4zi7ncoqJNIvdZDZHANVTech1AVFL+f0JLFuLksTjaHVfChajaaMX6FTagqzmAP4/xSxliSrhaNUfm172B1HEOrrkUJjiktFZ/9EXrGiw/PP3oMs8NbkS7u3kxh2wK0mA/7oFfs1O1rwXrnWXzn3Ur02lvR/vRVioMacmRFNTB/PubDH0OEyomdewrp199EaC7hmgRKxRSk45B9/kGsw7vQquqwu0di+aMxZCaJEg4RmF2DaPXO5xQ1jyCOQDoK0rXGhWeg68i6Uyi+vRYQuG3bMSZNxTjrVgrbt4+RLzuFWPIppNpAqPcl9IDEF0yj+byx1AIWxZSOLFrEZ3SSGSEYgZIM2tIbiNedjW9SA0LTCN/xXczXfoJ94CAyPYgETKsEX0WKYr9nxOi+Ptj6IGYwitEwjEi+ScWK2XBsjNxKCUr53NHvvilNKC2HEao7vqSUIhGGQ6B+GKFI7OhFGPUbKLz8Waz2cgLZauJnHCJ/rIz0wRpEbw+af2yOmLIBn9oDjoUasJC9e5G9QLSaslNtrOF+gtU9WNljdPwhAYDVDcLpIXLeSrL7cwSqe3GNqVgDWfRRfiegZDIi7I2VWlZD4KyrsTf34uRbIX2ESEkKhMCxbHK9LvlEgOrzTsVYuBS2nHAfiyqanoB8Avn2dxEr70Nm6pBuArs/NJJz46Hw5vNoVpu3KmzlyD7yTRiJaEr16BzcupiSqiGa3r8ZoUrIbcM9+k2Edj6+wn7khfU45U+gqC7q6jLIbsRmI0y8AM0nUSgikGg+Ffo3EJ8M8cldyMZPk37ibWTWS8KWqX0s/VCY8vpjNK+bw6xbQgRLj0B8Gc7cdcjBHhpPGyRvGiS6SqmefozKxl5cJUzk/Spi+Cv455ThtNmofod86BI61rYRKkmT6IuRG4oyvSrFwd4YQkjO+2ApZOC8j75Ez5FafKEC2/fVcaS5hmlTvUUIJRondOppFFpfpqelmr5j1QSDBQTgmBqltQOjxLtvpFhtZsALY9VO/xxObjsM7QPAqMhQ7I5hF08whAtZ/Kk9FBgpEqtIhgajNM1uxQiY+AImxR0bCZx56eghwogglv0QKV3MVf+ObqzizA+8SuJoJSrg2iq57hC5++9GSu+7i8AmTno4OM4rEZq/AFE2FgZlLLyYqt0vgJUh3VfCxCkdpIfCDA/FqGnsJttSSWD5dIzlt2EOpui+5484PS7+sED3WWT3H6PYNVK/x1UZdq4nNvfm0fb9M6chhUDaEjVgUsyN/a/m00GKgxaZvQNk9g4g6t4mfuGZGJOm0yQPcvidWWQHw+z5xovMKEhqr1wAeLkzB//5QXzDm0ZFDI6jZX8j+WwQjln0XfF7Jt0wg0kfPZN8xyCJfj+abmJb3gMYiSRJvrgKhEJsxbmkHvkxdlcrviXn0LclR+f6YUDQuucwEz58NgW9ij1/OMq0G6eSac8S9DkEfd61B6rL0GJx3gtSSg4/sIeu145BeQkdLQZhBUJSMnlSijlXj5HcXMLksV9l0At+Ykiq4xlu+UIjtSumccs9S96z/UBY58fvXMK+N/qomx6lalLkPfc7if9/4ujRo6xZs4bFixf/l48ZHh4eR26am5tZuXIlK1asYPXq1eO2L168mBtuuIH77rvvf2e3/yZxkvicxH+K46TnveCrr8ZXXz1umxqJElz83n/sAGo0St23/glpmii+sbyB+K2fI7XjMF3/fD/QQmZ3C1pJhPKLlo3uI1FJJepwsiYgqVg0H2WoDWegn/DKS9Aqq1AnzsFt3YlEIvU45tFm1LJ6Cs3tpN94E2NCHSVXXIzQNKRVxM2mUWJluInesU4W0sDYiz3z1lvEL/orSVFVxx7sp3DoGPqKrxAoDePkHRSfjvPsP3jSzkNtGJODVH7qVtyO7SiTlqPUzqfwzmsUNq7yrklCcMU1qLEg9vp7EXGADG5xPqoeAiuLEouhVtbi9HkKUHq0gFtUUcIR0H0ELvsk+tTF5F/+LbAXKT3jLvXY7/Gfch7+2XEK+4cQqsQ/cQDr9QcwVn4ZfflHkaleir//8NgYuwIpdNSFn0Ax0oSL25BFENFqjMVXICLlY0NgbcMfe4mMO4lRSdqijjQsQBKsGUYLjNQVSRskNk0mfsYR9LbnsFIB9LAXXuYGZowb2vhtXyb33M/JvrMbM6uTHYpi5g1CJRmcoopSksNXlkKb0I04OoSbDGCmVAw8j07maMXI2Aqky6iBm2m2KNbORWgOpeLtsWtO9JIO30g44glWuNb40Ba3qOKL3Iv6kU0INYI1lGD4+c/iLzFIdpUiVJXGD31/XM0k66WvI3s9w1n6y1H1Ts9odQXhud1U3rwTRX8FN/ch1MbP47b8HCyQaR9CG/OACiuJ//LfYx95HL26FxFoQXFTCM3GCCuQcUb6K8BxvUKX6QCvPnXWiIIiqJOHaVzu5dDQdwy358dsfeoMOnZa6NGPsOQbL1CePUFw4cir+CKlFJ0AQvcTWTEXXE+Fr5gKMLDWRvUtIpBehyuhp6+c/OEQjWftZcaNDkrPPty9IAwHZU6RvOqjaIaZ9KkDhHYYqOJ4mJwJfT/w/CQVeYzpp6LPvAsxYOI8+0vSAwq1S1upKhyj4kA9FzVUMeHmOEEjTdsPozSedoiCqbPpoRU0VGQZGI6xrfNCTv9UFbFTl6BGY6QXnUHLX7zTOaZGNJ7GzPvpPVxH5dIAnQcEHUfrAZh3W4MnJJDehpQto95B29Ewi35Unz0aPoamEdL3kg3U49oKUgoK2SC+UBHD5815bcLYir2TTmO2t+NrbEQJBlHpHv0tVJWk2B8dkUf3zioE41QMhRCkkyEMv0nD7SuJnzP+Pza17k1Se+JIJUp2MA5AJJajoq6fQDRPejBC6tlelFf+nVwuhJW0gQpiFcP4w3mGWgqcWDogMHWq543Zu4Xh1RtJ7uoZ8bwKrKyfsoZ+ho6VI6VC9eROho6MvQes/kHyu/eTNWeS0aeSHhyT6W/70+ZR4jO8cR+p7c2gVSIdBV23vRBI4ZDPjklUFgYLtD30Fq7lcuCpXrIjOXr1k7qIlyYJR70IAKu7m9y6v2Af8+Z67vW1pI/WAjGGk0EGhiK0/KCN4pBXRPjgI4e55tUriE+NMXwoSd4SGIVjdPzLv1P/r/+EEhh7BziFIjs//zCHXvHCcHOFHqSMMFK5jdCiWaihsT4PtmYxC15IWwCBU4jwyJVbqTmllev+ci6+mD56XwF2PdHOjj+3Ub+4hHPunIHyn7x3/17w9yZnvW3btv+p/W+//fZxpAdg5cqVxOPxd5GbpqYm1q5dy+LFi1m8eDG33377f7e7f9M4SXxO4v86hBCIE0jPcZg9Q+O/947/njvYMkJ6AATFpMKEO78xbp/oB75E4c1VFPbswmo+TObFx8m88SrZNgukJLt1h6cWt3g6qd/+GzKXRp+5GP3Ua7A2/BkAY/k1WFv3Y3e2eGEsu4/gn7MUfcnlmHvWYWYiZF/ehPv0WqTlFRuMf+jjBE85DTfRiSNPCN0rZlCnr0SdvnLsug6M/cEJ4ZFBvTzO+DzcEOqVjyGHDyPKZxFzVHK//yjC7EcLmqCHMW59aFwMuLHgfMzta3AzRZyCAZ3tZDofIHbjJUSCv0S4Reykn+LWNyHyDL4zbkCU1CGaluEcese71nQQo8aPsDMoS7+HssRBJrsR0SqEqlM8dIDshtfQKqqIzOpBqBJj4hBmWykIgRAOihSoJVlU3wleKldQ7CzBPFKFcL38FjMR9vKlLv7AuHuohKOE3//PqLX30vWHLeSGPe9RbjhC1ZROss3VqIZF9el7MRNBerZNRroKQnHw+5ZglO2n2OvNESuvj3ACFddSsFv70EpjJLMl+CMF7IKBEC6yfTWDIk710kGMWJ7QxATmgJ94Uy9GZRqnV0WZ8AQychPFAzvJZSoZPFaJlzAN7b96Ft3uwhfTiF39PmT/oRMm7iCZdCmRuiE0n0350haUkWK3TvoBnIF6RMUlCHkxQ6/9nnBVJ8XBCEowRLR0Pkowij7fe1HF8o/ivn2/166dAT8IzcXO61g5PwgYHKoeJT0A7Rum07j8ENIVOAMK6e5SOnZ6AgdWyk/Lc9dTtvgxpAmOpSItFU3Po1fl8F32BfTZZ8K+I9gdb7Dj/ksxkwkAJt18I72vbKXrkJe30b2tiXkffpP9r5xLafUw887YQ35rlN33nIc0NYx4jqmn7seVMXS/hWg4j9zLb+D2BxFZA9QC8Y+20bpVIfbBmwgd/inWgEp8Si/Vp6UQ4Z24x1KIoEX9R89BDHkeQOmoqApUxQvMumkZpRfM9Oac3Y+dexm4kGjVMI2nHMI1FWTKj2a4BC76HLM+PYua29vBFyQ+JYAcfB7Z9lPSPS6DG+eiB4uk2suILl9E3fWL8A+ksHu6UK12OPwKdfObMbMGgy01xMpS7H1rNjVNvVRfvJDQpV7tHLOzlZ7v3oUsWKixGFVfvhWht4/eHy1YxA3ncUP12C3HQwLHSA9AIeeVAshnVG/sRp576djYna04/b2AQNPHe8FRFOyijhxR8nMLRRRTcnxhp5D1kx6KYJnec6BoLlXXnE7lladT2LiK7LN/QANUuwQHDcvUyKa8PKdIPEX5hD5iMypJ9wSgqxclGMA3sYren3p1wAZ7SoAox8VLCgM5ulYdID7JR+HwEUxTx856ZDLjQFnDAH7VIhpPk0p4z702ooI4sK2PbPvxel0CJp9CWd02zPYsKArhs87CbR5znyqqg6ZbFE2Vw83V3jEJ8BsKPsMl15sn15vn8hcv5xczHmegX6Vrw2wsuY/uD/2a1GCQGZ9ZzoSrZjP40pskdnUC3qJKwGej+sEZSQ3sPjCWIwhQOyfGxMUltG318gL9jgQNut8Z5Kkvb+W1pztACG6/fxm1DWH+eIPn3d/zVAdSg2OZPLmUxTWfmUVt07uVsP4u8HemP93c3Mx9991HU1PTf2m/vyY33//+92lubv4Pi38uWrSIRYsWcccdd3DDDTe8izT9PeEk8TmJ/yMw29ro+dPLZNpyRJbMou6Wc1H0sekmpcTq7CDb3I+vvppgUy3x5XPofeI1zJ4h1EiQ0vPHu3x99dUIXUNa3ss9MHnCu86rBIIEz7uG3Lato9vswQTI4FjfunvIv35wNAHd2r+VwFlXYszzvDpqaS2W+jqZBx8cPcbJZolccQfFQZPihi1AceSELqBQ3LOD4CmnocTrUOddjrPrOfCF0ZbdMq5/dsdRzD1vAQKExCgF1WpBqboaNz4Ts+UYSihAYN6FiEApIuB5vARgRLJQGCF+sog08xRf+hXOsV2oU5fhu+gTRD5zL9lVj2FvfHXsnOkYSuO/U3jhhyOhUgI3NbYK67v4HymY/4bTvAd/eQoj3I39ylfQrnsEoaiIEm9F3EkmGPjVD8E6nph+OpGycnwTB9BKc2R2TEAQQBMjBWmliiuDyGKBbFcpamUVipIFZRAtlCeXaKBoTcbe3k7JpIUIRSG7fhX5t15Dq5lA9AxQy3MwQnyQntoYgOsaCNVHtic4WidEuiq2by6VX72DoceeIvXG2ziWgpQKox4p2yU2eTfJ3VW4+eMruhLNZ5NqrSA/FKHunC7iV70f982fo+kOFDTcljjuAhj8/r9hdbajSQPwirfmMgGGn/LEN6obWzAPfo1IQxgjkABg4Eg1/Udr0cMF6hcfITAvgrtNRWZ0sskwqXcmgJKgdOWrRK/7OMO/vx8cz9gzH/gjxZSX5Fx+3SUone+8e87r4IZOxx3ahRItQV0gUdY4uCPiFVW1CtktpyKzvV69LH18Tp2vdBpu0wcorn/OE88wHBQFXEcBx0KoPpj7U7JWK2byodHjEvveJGeVjX4vZH38+Z+vwip4q9nFnE5DXZLy6gGGussxE0E2PbWcns5KItE0c+c3I/Be8qF4ClV32Pzp57DyGoFgjpKyAFBP4lAt9efvomvrNHyBIrUz2hnoTxGrraJ67jHmXbuRzkMNhOosSvo2knt2KsnEDFoP5FFKYpTNPsbE+l6EJQjVDqHOq8GtvxZz73pc26Rk3gLcQy/hbvlXhOottujhOKmOcsonddN06gHgKMKaTmCRJ9bi9h2l0Po6FAtofpvKJUcpXdSK8C8n8sEfoAX0kTlpkv3LPyNH1N6cZJLcq98lNP0guAGw/LhlX8RXP5dAzTS0J+7G3L0Of1kKoTmYuTiJ9lLyGc+bEC1L4pvgjblbzJP85Vdxers9kYlgCEU4+MI5ipkgqmFRdevZuG4t+ftOMIbEmEVphCzyI3l8Uio4lkKwykCo6rgFmmA8S6ovhmXqo8+SdFV8i8+l5MPXUKLpmG1d6NUV9P74JyO/ex4P3fDqHLmuQmHAZsc/vkBNfQ8+v4Wqx7EtsG2F4eEog4MlKKrDjLmHiVbmyTr1FHvyCF2l7NQJHNuwZ5QQanYKd9mNpDjChMtnEpzbhDOxDrvtMHZnKzmzwhs3xR7tM4AzkjsSqvHTev863HgZA91jXt4Dh2uZnk1imS47v7GWqnMnIy2HaCzD0EAJtq0hFBerKEfb7T8wvoCyqin8wxvncWB1LwPbh9h61+7R31b/uY1C1nuH/e6Tm7njx+OV2x79zX6ONCcB2PR8Gw/tvw5VO+kB+v874vH4f8kTs3jx4vckN48++ijAf5rHs2LFCrZt28avf/1r7rzzzv/1zv6N4yTxOYn/7bATCTr+9Qf0t0YBQfrgehRdo+4Wj1hIKRn+/T10PX8Ia6Rw3sTPXU/ZylOY+asvkm/pwj+hclzoAHh5RxO/dBP9f3oOt+jg5DK4polieLH55uZVWEd2ok9biG/WQuyOVu+4ukrsPg1nOAGAFg2gBP9KUEHRSK/fhJvPETn/AkKnnEJm3TrMtja0igrCZ57pXVvH0XHHKYpEumBMnz26TT/3s2in3gq6H6EZ4/Yvth6jkA6g+SzC1Qm0gIW76ykKR7ZQOFwAqeEMW+Q2rSdy5XjSpC7+MM6mn4GUqIs+jL1zNfY+L+ne3rEKtWEu+uyzCZxzJc6RV1FkEsuuxL9wOUokgvvqU9iJPq/uSm87sphD+IIIX4jADd9Fe/gyZCaPmzcQZg+FP3wYpbwRY+U/IPxR7P6+MdIDmJ0Z5Dl/InPvR3CyPnAVRHk1eqMCdgZt6W1QsZjMq6swGkx81msomR6kpiDUKMnDPqCTwtFOtMoK/I01pJ/2DGu7uwOtdBkl8/pJH60EV0HVLRxTRwiw8goDhxvxRbvHjVH6xedwTEGmo4jjr0KaA5xo9AhDJzKpC2G55FuPJ2wLzLyOY6s4Q2FUZQi9XMPUFI4nzQghcNJLsDq98Tb8JqpuYRUNioWxeTrcV0qsLEm+2yCRr0e6Cn3NNbiuilXw0bJxLjMn9iPbo0gXUnsmeP1zBYm13ZQ2fxccr55IMWuQWjcicBEs0P7dI0y8rshfwxVhVLeP2Ic+xUBHBYe/9ArRYAHT0pi5dB81FW04g+DafkxXcOjt2QSDOYpFHyULqpjzD6firN8DCMQJQiOKKhElNbjbvw1da3D7F6MY5bimNyaRYC+1F+/n7d+cj20aCMMaJT0AJX4bn7CpauglUpLm4Jbp9HR6eX+RSGFcHSvb0ikUfVh5jWA4S/2UDhRFkksGsYoGm/94EcW09yzlkiFi0TQ9zU1UnilpuG4vFV2dRBMmmCrdz2tIu51q4I0XlhKqSVAdGhFESQfQhmD4uTX4I3li21bRXnUTjeGfoc4a8zAHJiSou3AHYfN4Xo1Fce095B/9HeZgAduoJX7JTTjrHkIWNURexyiVaOfcQHbV0/hmzMY/czZ0v4TuawfGCrlqWgvCFlCeBwoY8y/5f9h76yjLzjLt+7f9uJVrd1W1e1ri7u5CcJskMDAvMMggg8wMA+EFBhgsIbiECCHunrSm3bXc5dTxc7Y+3x+7uqobmWEGZj5eyL1Wr1V9tu/9PHvf1y3XhaT4zfjRq9+GK78IxSLoLoHqIrHWARINQ1QmYkQ6khgLViKEoPLAJ3zQA+DaxE5owTj/bVTv/QRW50G0hhxaYCe0fpXaszQKPTLBea0EzAeZ7KxHMyySZ8+n68clskORqXFtEqjxx7PWsRj7oC+2qQVNiCSpO7uKvl9NBU1kieSlFyAH/aBSoGMWwswjJg8COrY9VbonJFxXmhYqBV+01MAmFCpiu0HMojZd2uS5CnbTySz52NmotbVkdw9gZSts+/BDRCMKpqkRjecRWZNNH/T7GHoeG+CCJ95MoDpF4v0+Bbd1zyu4u56iVIigah6OLaMYMmd8djmSWWboFy8w/oqgVOlGUZum9YGNcADb8klzxJRuXNXFJ5N7bS9tUg9dXbMp5gziQZtMyR+Tq989E6XvXzvK7h8fJjknyuoPLIKL67GGS3Q/O8Ts8xs49Ku+aeCDJDHvonpS7WHSnUW0kELOnMnaDXcXyE+aJGqO/xb+xZv4Hyh1+zPOIHV2dv5BxAO33norH//4x38rK5TJZKZL5f6jTE5Hh5/pv+eee14HPq/b6/anNHtgALvkM44dtXL/TIbBnRgjv34ztjXTLzLxzGtUXbAG2dAIL/gNocMpE7ZF5dE7MfsVhJBJP/gswrSpf8d12Hs3UH7ULwFy9m8i9KaPo73973DzWYIrT6HnI5/m6Jsv98xzxD75HuyhTsqHBnFElMr3fow76vdhVHZup+HzX6L+U5/CnZyEid14m76DU7+Y4IknY/Y9inAVZNUlsGguzuAgpSd+iqwKgieejRACb3QfFMeR289ECvhNqtbgCAN3PoKwYoDASBWne2C8iSGEl8AqGb4T+MwGAqddjFZ9TE/NoquR284G4SKFqnDXzUR9PE/C3LcXEm3I2c2EqwYACKouckDCK5WwBrLg+lNeHDpI6fn7KXdnEZZJ7IprUNovwV778MxzqwxijYxiZ75C6IaPoc9uR2uZhd3XgxapEJmvIWkG8uwLUPqeQjYcbDuM2/h2AmvOnS7HiV12LWJgLd5LO8AAobtQyoHcCFPRVzc9hDfy78DRyKvAzQeI3fBj5q3agJmrQp+4j/QrFfI9UTxXJrNPoubmW4ipL1LYk0ZRXCTHI/vgrylmfUcudd6pUClQ2LIbEMhehfSe1cRqDlCWqkDICASZ4RQgEWmcwMsHMDe+jDr/AsTBJwCBuubdUDcLSdcRloUkQ1XTGMqSMyj8YgLH9COyRshENWxkGYxoGVeWQJGYagbANWUY6wF0kPDFHacowmXVQ9EdlJCMW/IwyzM9Bo6poStpUDYht+kIux654XqsLc/jjOeAbioPf4007/bHiiIIKja67iAEVDLhaVYwI2ARCNgEAjatsW04v3oaZZavjyA8GRQf2HiuTOZnPyBcuwMXid5HZIKBLI6sUjNnkLqGMSQHll19iHI36HqFvsEExYLvCFdVzSjQh2IlOi426fm+jWtrTKajzJot+VpasiAytxbqJundD00dg+hTZBvR6hzpyZZp0AMgShquGkBTXbKbm4kPBenZ08byi7dglvVpkhGA1oZJNuxp56Q2XwTGKhr076sDJLKjIEmCzo2HmH2DgrBkJN1/UJN7GxBJE8aN6WdnDmZwckHcsgGFETI/ewI9HEEL2AhPpjSokvv8N5AkgR58nJr3/S16zxcJzsqRMFXMsRjB1jTBhizCkSmMxBjZfS3hzl2k4nuQFA1t3klI534N86G3o1RMcGTcik54QS3RJe9CaVuNpKiIwihSegdQPT1f5dxLaJNBqBpDDU+J3tglvBc/SjRoEl0AUosCkxrBuK/RJs97L223Zhn5+YPYFYNoiyBQp+KN7ENM7kdS/GyJLHs0n5IjGH8C9ZxGiqNJEpfciHjtborbNILnvcFnIhzeSaxxhPFsE4rq4LMCumiaOwV8JIK1QYKhKUmBgEVH20EylTb2PDfj3DfecDp6ky92mjyhlZ0f/Bl4ftmbqrqEgia23AL4mRE7b5HZO0b9mTPfjoYbT2d4r03mri4SIRPbkTnjq6ey4M3zGXjgNUZlgW0r9A3UENccysgoskCRgmjJCk7eZP57T8ZI+eN57v99P92PHGH3bS8CUBO1MMKQUWJsvq+XxhNTLLigjgeufh634s8hs+hQSgZJhzSuePgcmhbGqb64ke+/9zUkCd59x0mEkjof3H4RvRsmqF0U56Ef7OdHn9sGwIkXNRGvnnkPvG5/mdbe3s7HP/7x/3Cd+++/n3Q6zfXXX/9by+69916A/5QN7ihg+q/2E/2l2evA53X7T80enyD30nrUZILYWacgKcpvreNkMkiqihKJYLS3E6wPUZi0cWwNSZGpvXSmGVcOhVECst9bIXyHUa8KI4T4D3UL3PFh7MkcQsyU15i9fsO/Nz5w3LrexCCB066a/r/EDEOYhMDZ+QxOzwEqk0mgDJkysiwhKQJ3chKvUESJx5HtMawn/9nf54Hn0c77e+KLNZzxMRTdptJjIyx/x/n77yKw/GSczT/GXPdryuNR5PC9JD74DZRonMK2Xcews0lYxgkEWQuANv8EyKVxslNOZ8kk+/iTVL/1+KyPFExM/62tuBDnwDrcgcOUM0nEK2spvLqO2En1M23KThlvcBuOnZgunwLfwc2t3Y4z5tegW3191N32RuARPEfGc2RcR8bOhWH0IObQZ0n9/b9S8+FPYW28G+XwndD3S9zxpwme+imcxx8id7gO4TpUfnkX5ubn0JIhjFOuRp29BDEyU3svTWnTKZqDa+ooYY3o3BLS4f3oNc2E6rPoiTIiJBDciDbnMpxNG3BTbyB0iUb2Wz+f3peeyKAtfAbr8LLp32T1mEb9zCB1b7sJc/fW6WO75RqkUhfxWWO4KBinnYl2pB7GNxNqOIyI2LjdW3GO6BgdSZQz/xnUCHI4TPX/+SjFl5/3BXJPPBF90SrU5mfovuNZFNWloaMfRfaQVEF83hBavIzccTo9946CEFS3D4HugBVE8lwSc7Lk+0JIEkQb0kgSxE6ZizT/Ckpf/RFOfqpRXnOINk2gWApSUx7II5/wFsovPck0UHUc6hpeoUuuRXgyqmFR1TyGcOVjqJAhXp0hl46TbBynfkE/VIADvWjzGnFHRpBTRcyBJJWxKMLNkBlpQa4uABKK4qEELTTd722zCgYhM02oATxX4srrX2HIOYmm86sJ9OSxc0FkzcVRQrT9zclccGoLGz+zFcPMowUrqIpL9YIBomdfhDwrzFL7BZw9dTNjRRbMvjHEyKhOZcQv8wwEZ7Jenq1iXPVR0gfSDB4aoqp2Eklxp/WmjvRVM3/pTJbWPIZAAKBcCDJengP6BrzDLlJtBTyPpF5moruWMeUS6mq3+4x8k6M++Yc3U3bkmKoPfIREuq8e72gVqCtj7t+KrleQKirRjhEii4emiTYmDy1m5/dPwS07wMvMXnaE+o5BrHX3kRusxi75DfyRmpwv2pvNETyxkcKLG5HDYSJrFqNEwwTrM9glAyVsEWyaRBz+Bdnh2ZjFOciaS9VZrWDOlFlVhiZQTvoKursXKTkH10nhaUeoe8cbEeU88uQmnCc+5b8jShqyEuZowEiihCRB9fxBqucPUu78Kdag/0zc4R7UhhZQZPSES8PqTjxHIXikhkx/Da6rEDn1RILzZ1N9/iqyd32W8qE+ZE9CVRxqwntZdsMZ5Jx5NJzVSv0Zx5cx62KCY+nCa2cPI+a0MbF7ankyQHJpLZ5pknvkAUoHuzCH8mR2xoEaJAl0zcMez+MVi7gv/xzNqGYym8DzZHRFYEy9N8pjFmesfSvBlI6sTfVGOS6SIlM+0DUzNiXIymGyQz6Iu++2zdxy75pp0APw0r39HDzg9229+tNuvnLkClZf1cLqq46/PiOiMfd8nyDiLZ9cwfIz6ylkbU68qOmvVsvnr43c4D/K1HR2dvKFL3yBLVu2/M7lR44c+Z2//6alUqnpvzOZzF9tn8/rwOd1+w/Nsyz6PveV6TIxe2yc6puuPm6dyQcfJPvIoyDLVL3tbURPP42mz32axOatWGWF2InL0KtnGjTlUJjq2/4O+b4HyB7MIXkW0qGXyT4QJnHd8dEMq6+b7M+/j2dWiF5+HUZjNeqEhWP5rn3ivFMB0Jaejrn2EUQ5jxSOoy8+FXd0AGGbKI1tVN94OeM/9ckLonUZUA085/i6aTH1UQ0sXooc88/XPvIbL5qJbmTZQZvK1PhaOjNZCuHa2FsfINtdC0KGPGTv/j6pWz5EQOtk5uMNoTWr0douBdtEalqBsuGdQHLmWPLvzs2Lcg5z48NUDvWhtJ6NsvBKxN3fn1oosLIhptupJAn7yX/FKQaQlCjClQGBVl+HNXKM4GI+B4aBpyawM74YoxD4uipCxh3uwx0ZRG1sRXW7ZqoGymmY2Idb0aadTQCn+zDSmInTtZPYh36I1HgK7u578Uoa6AJhSdQu6cWp6OgLT0JJNSFkiC8aQJpqxJZKh3B/9UYm9zZgpafoZlefTOqKcyls20t46XwiczPQVyBx2mFKh2pRAh6ToytgIoukuESlV7DWltAbqok0bCbQkKFwuInCeJRwVR5FclGSJ5E8pw0pBF7a131R5mQwH+1AZMYp//zTYJnI9XMwrvs44Y4oKCr6nEWAIF49wILz9uLkwc77BAPxkzqRW69BSp1Abcul6LWfwy2/CiNBsodaqf7ov4BjYQR1Ytk8wjZx9j6PFIqjn/Ym0FUa3hRm7O4BQJBoGSfUnIbw1LiLn4skqahVKvaA73ip0QqhlgJnvmsnmcEY1a2jqKqNWzKo5JPTvXGBuR2ExzLUtg0eN67MQ1nsfAppLAbaDHjAkwnXHwMoZI9ok69P5JRmSEpk1aNq1SjN11wJ5UHcQh5F9jO/OhXcdZ+gORgk9M43UXxt/8x2soewK0iTEzTMGaCkVsjsagYkwrVZ3O2bWX0abF+/kHLdWcRWlqjs7kQLWkjJenoP1NL1UjeTydM55+K1BCJlXEtlzNZYdvkWVp61l55XbkQe7yKYyFHMhXEqBpLkUd0+zNkndSNd9SPkzEG83XcgZQ4AUDVrjPCKUwkueq8vXPyzWxjd4CEfM4eVqX4pL1A1DXrAF1U1lp8B/U9DvhNMmYG1HYSaMjhlncHNJ02BHt9yEzHqOwZxLRW7dDS7JVHJBdHDJsJxGfzK97FGMgAkLj2X6jNuRVr3eQKBiWlA5VQU+p6ajTWVLSyYy5l9YjWi5wVGd7cwcTgO9/+Q6ktOoOpcjdz3/wGEQMgahVGD+KwJZDVEMF5CDTjIRgY7G0Y2bCw3SWCKKTEzNJfJHRFC0SKhWAlv+DDW8CF/HM49Fa0tjpsPkzhhAdH0KO7EINbOR2AQKvKVRKrSBMrjFIdn3neNSwUL33Qev8vqrziRgPVdcqMJolV5ookCFJ/glH//HIWBCk0XtGMkg2Tu/Tn555+hUggCErU1JUb64limjqbZNJ5ei9XTjVTO0rEoRyRVxchYwqcKnzrWrPMbCdUGfIY/Iej5zpMMPbABPRVBLo5QXVtHJh0j0RFiZCQIw/6DFx6M3/0YwWCQctkACfLlmUGRHzcZOZxn9gmp377AY0ySJJaf2fAfrvOXbgLpT67jI5DYt2/f76WL/n2g4s/BbrjhBm6//fbfu7yzsxM4Htj8LjsW6KTT6deBz+v2x9tfomiUPTI+DXoAyvsOHbfcM02yjz0+9R+P7COPED39NJRolNg5Z/3e/RqLlqKF7yUcznD0k5N/6cXfAj7ZX/4Iu9+Xdc/86LtUf+JfCRzegTlpEzxhDYGWBtxikcIrryCq56DV1xM870bMrS9TeswnJzBOPI/ItbcRaIrh7H0FuXE+ysLTMPZvo5JzcG0VORyi+q1vRA4ECCxcPB1ly7+wgWBQnoJEEtq8c9ASs7Ge/QYID72lnkrnKABKVQ3CzONVJB/0TJmT9SN+RrxE44mHKY7GCKYKaGPPYo1Vo59xM5IeRA06BGIlzEIA1bBInHcSv2nCc6nc82Gy2wo+U9POvRhLF00DFACt1kDWVUShgJcJ4lV0JCQC8QKurRF88+fR25egvPwikz//EeA3fbPtduS558O4/zx9Sl3/gy6HQ0iDP8MrtYCz79gzwnNzoMSRZHeaPWo662KbeMUscmwB5ngzVPxeC6WuGsnrQ4sK1BVXImIhaL8ZqfdZKPlZKCHAGTenQQ9AZfcOmv7tNurecrW/TmE3ok8hPG+UYMcYIvABYnobxQe/iRa0UDQX8/AWVC9IbO4IvQ+uwpvSY/EchUR7mvwD38Ya04hcNYw2FYiVVIFaW8BLG2CZ5Ebj5HfZqOv+hVRTH6ruYO96AdlQkfO7wVXJZVO4qqB2US+S7CIl5yO1Xo7n7Ec/6V6kKSBb+uUcn0Z95yeQzGE8uRr5op8Q6PjY9HV6fZ8nEL+HhisjOAeqkTSBaH8T8tJWEA7ELwJAX3UJin0XQvFID9ZQ3tZO9WlX03zyVrzDG/CyadTmDlKXv4fi2rUISSN6UZSaxc9Q2j6jDSOQcco+iBGWil6XxcnFwHUJnXkexpxa5qj/Smk8Trgug1MO0r1uDlWN4yiKf11yxCS4qBv3yFbc+EIm9reRqhubuiIJezCBMXsCNTCKr0/voRgWemMcad5FsMvXjQnOmkCRXLBVKhNR/+0gwbITD/CLn7SzZtmrRGrCqLoLHGbXnQ/hVmqJxzL+ecgCOWDT1j5GdOEQAxvnkdmTZfF1h1FjeepyR8jsbSEQK/mMYf1bmPz8dgLL1xCI6jP5IDVEaO7cqfGgo134j0QO/AOeI+GYGrJuQ7IetX0BxppLkD/7ZTzT/6SGk3mcjfdhvOEnMLoOQk3Y+/Zy5L7tIEvMev/Z5L+1EWvcnw+pRh9ISrJ3HI01ksAua0hhYxr0ABTXvUrNzZ9Hbfw3X9DZVjAzIQoH6qdBD0B+WyfyR/8Zr2cDk4/8cvr38ae2Eamt+JMMwLWxSgmGdvilMFXtQyRXBglouwg0+iWLxRGbI4+uolwIkB9PTJdoNs7tpbp1HF81WGAf2cfk5ka8QgHkLdR+8INknnwCzw7gOAqHvn6AaEcrbe1d6NESVj6ECNeQcRYTzFbIHMpiT2RJLUwSbK2hsKcLc9IkeskbiWy+Gyol/5wVlfozZyM8F2v3RqxCEnt0mGPNCNgsP3E/Q111NF+9lNSqFrxiASkUQi6VaGgaZ9GiLgb66tCCsOpzZzP3+o7p93+5e5Sh+9cDYI3nUVSdltZhWlqHSZy9innLV/LzN2/AKjhc9LF23Gd3s3iBRC4fwrQjuOMlhvDLbpsWx2lekpg+tz137WHLF7cQSAU4+7tnU7vyt3XvXrfX7c477ySVSv3J/chMJvMn3d+fwh544AG+8IUvADNlealUihtuuIFzzz33T3ac14HPn8D+kkWj9IY6tMY67MGjSuvLjlsuqSpyKOR/5AD0AJWuHozZrb8zRS+EwNq7Dbu/G7e/C0nSp1PaWkMD+c17GH/oOdRYiPp334hXLM5s63mkH3uJ0KI5aI0aRlMdwnUZ/td/JeAdQJLA7N6BHKuisv7p6e3MTc8RvuxtqHNPQp07Ayb0899DiPvBqCL+xnejVc+okx89VyebxXYDyFPOnXNwG8aZN6N0nIxwbTLf+WdfHBIQ6UFQQyj189BGR7Cn2JIi5/hOqjz/KoKdTxNMDeIRxjx8GDiEO7Cb0Pt/Sui8y1FefpBI/SSB5QtR6ufymybyY7gjfQhvpvfHHewmsaSfylgUNWJitC5GGi9B2ILsTN28JIMaFGiNs/3zOvNstM7PIyzT7zUqGKgnnYi5/vGp6/d7S7TmFhItryD1bYc+wLCRohrCkZEMF2fzI2DKBGslnEoAbcUV2NseAUCdfyJyqgH3yOZp0APguNUEr/oQcrIJ+j8F/S8AMsy5BbHvETCzeJbis0KFTOypzILe0njc/ZAiS2DJ3YiJF7Ge3ozIPAiSTKAuCuUy6C7WUUKEfHAa9IDf6C5JNuHaYezJRsydxjTwwQmh1SzCi9ZR2bqLTH8NIJDKNrmhJMnWMcRYLx4SgiCdm+cz3NOAEDLdGxZw2kcehZEe6P0s3uwo6ND3oxPI764lGjNRH/4OgUAOPQmyN475q79DazkBedn1CL0aa/8B1LCK2lhArinhpu5Ai6tI3fdgDpZIP/sAalUDiXf/HcrZg4w/8wL96xYAY0y8/Bx158xmtOsqoifMZc5Vq/HyecbWDeNM5hh7uULLu8bQZkdwCwZ6w2y8hmsRPUdLCAV6so3Yuz+PcG2swxvJb3gNyY4SrctQTkfoeXkxnq1i5YM0ntiJkcwTWDAKEtjuMIP/8iRGWIHpqjWBrHh4RYO+HfDsA6cQixWpyAlu+fKNdH//JVoaDfSw6QOxkIOUKCNVAoi8/+wrFZ1ZSw6T666jqio7/RybW/s4sr2Wof5aLPMgumEjPOhfP5dDvzqZXDHAeVdtQI3lkSTQYibx5nFwFUqjMSQJJFzMHRvIFgyirSnUuErgis8gaTMix05/Fwif9EELWlQKAeyJMtbgBkZ/0YVdStKyuBtNd1ADJrmNh8hu/DuM5SdS9a7zaf/oQhrecCYiO07h2cfpOEPg1K0mfkIH0egIdvdeys88hxGu+BTUkoysCKxiEKLtKMFB3LI/fgOhEZANOOXnSIOPQ7CJ/m/0oY+vJRQtoqguwpMwli/05QMS7SiaM9NPpkFx1EDxJCRZIFwJx5rpo8qlW6m9/IPw/M1g++/2SjqKmQthl/Xp/QBkvRXUtY3gdu/w51mRme+B59H/o2cY29eC50mMjyXxPIXRPrBGl7DknO0YVUWe+96JwDY2f72Lwogf6KiunmTBWzvIvbh+OlHe8o5rmHhlF7JbpuXdV4CqkfvGJ3BHfHpwec5ZIMmoms3oQB2WGaDugkWceddlaJEA5kQJM2NR89FPMvKTRxjbnqb1jCgdCxZRd/5iwq0zGSjPdijsPj7Qp8YjfvY3FKD68jMIza3jMwNX+utbDlu3PQcTecIhEysdpCPpEjcctDl13PTrC1A1PzhlTpps+swmhCcoFAts+uwmLn/4cl63Y+x/oNRt4cKFf9aZnd9lH/vYx34vRfVR+++AmHQ6/Z+v9L9ozz33HDfccAPg9yodZanLZrPceeed3H777XzsYx/7kwCg14HPn8D+kkWjJFWh5dMfprBxK0oqQXjFkuOXKwq1730vk7/+NXamSKV7hP5Pf5HY2adR+67foHKemGD061/FGR5C1W0UQ0Y1bFxbRalvJPmmt9H50X9DOP6Hz+k5QPKiMyg+cb+v+1LRENt2kH/xFQDiF5xF4sKzcMcGkar9aKkkezhdu5Cr6vGyfhRVjldhDQyQe+IxZMMgfu0NyLrO5I/vBMcBRik89iuSb7vtt64/VCdDZabkzN71AsaZNyOFk0iANmseXnpK/FRWKDz0Q6LX/DPq6u24uQpKx8ppQCUl2lCuvw/yg1R+8QUkecinFvYymD//AIG3/DvaqqvBzEK8/XcCRylag1JdizJm4k458SqjqCGTaEcZgYzScQ3OyD5kaSdSvIQshfHKBightLPegRSITO9PW/kGvB134VoK46Pn4h55noAtI2wV11YRroKX7keZV8bKBbALAYJNaeSggySOaolMNVcrAj1cJnjetYizrkQUs8gN7eC5OCUPZBU8v7ynsHeQYv456t5zOWLyhamz8RD930MEZPB0nyVu0TlIQ9vxhIFqWAScrQizBLJKacPLFHb3otQ3ETCqkDJT2QXhIdUsQl1gIdx7SEl9FLc04JTjaLESds5vVg7V+s6zJIFiWNhdSVD+HaWqjBw6E2l+FcKxMMvfgb2d1MwZJBAt402XYEwRM1g6mdHUdL9aaTJG+tASqsZ/7a/VqzNmL2TkwUX+csCodBFN1aIsHkAJ2jhjaeTCk9gHNpDvSSEqDpKxmPDpXfTcczJO7mGCtTnarnwNQ3eJzqvGHs5jP/7PGMsHKQ3OOGzChS0/LmNWPHh6B5Pr15NqEDiTOb+vrqhx6BcnMrhuPkiw8P+spFl6heSF1VTyHRiLT8dYvArhjFF64e1MPnBUnLIGbkozsnYZdkVBlj0cW0MsupJQ0zfAA9e4mMqRu8FbiJkPMX64nmhDmlBtDmRBsbcFtTRJojpJf3cdSC7Fzpcw+/ZzZOtK2s/ZjXBl8gfq8VoKxM/pp7K2idJYhMFslItvfYbBdfNwXRllioEuddoJJA/EMSc0Nj23itlz+wiEKuzPh3hww3wAdgwl+Py/fx/dcJEkUFNFDry8jKpwHl2fySjiyeSO+Ndb6XwVWzlA6zvOITKvAbmmaSo9JrBKBmbeB0VWPjRVlSr5JW6RCuVMaKpU0MHcuo50nUzqnGUEm+YxdOdPcUb9LLFeSpN893nAbOzJMsLxUDRQNBfPlRCegm2qlHeNAwbBVI5wdY5Im4Iwi8jBemh/J165SNPFz1PqPgPr2a3gCYQAb2yI8ee2Y218Fm0K+Ahk3IrM6OM7MBoXkageAWfcZ020/XdKcOEi5GgD4qw7EEceILOpj9EdU8BI8o7LMEcWtBK66noK3/C/b4rukxocnR/ZI36GxnNlPG8GMOXTPugsFuIoikO8KsvhA9Hp5ZlMlPHndqEfTZ4L2PZ/91HIxIE45UabRXWD06AHILttN68+fhKJeJ5wwH/X9D18CHn2IXb9tIfcniHisRLRlEluwkCIKGwXtOe386vPTKAFFa7/+Sk0r6mi9/YfUNi6Hz2g4Ygwthoi3bycNbcsJNxaxejOHNmJEepPqkWSJBRDY+k33snIY1uRAgG2f203bsmmOuSw4NomgrGZoMsxr4/X7XX7vfalL32JTCbzn2Z7/jsla/9ZWdz/tnV2diKmMtBHS/cA4vE4H/nIR/jIRz7CbbfdxtatW/nwhz/8Rx3rdeDzR9pfg2iUEgkTP++M37s8MH8eDf/wMbo/8Mnp33IvrqX6jdcfp349ec89U5kjGbuiIytlQmddiNbSTnD1qVijk9OgB8DJFAg0JShUtSNnDxGIuBQmZpiiCpu2UfPGayFSjSCHGrD88qzRHYTf9EUq655G2CaBM69m9BvfwMv52zojg4ROP51KRkHRQDMc3MmJ6f0Kz8Xd/ThedhhRGvcByNRHSm6cS+nVJym/+jRKbSPRa94Oioq5+QXwXOxd66nUtxA6/3p+4zMH4EeQU3PRT74W+4V/nznm+BEqD3+F4NUfheBMNsfetwHz5fuQwnGCl92KnKxDO+d9hMb/EadsIMkeatDGGY8gaS5EZ6EYdbhdA7iiCuFJSNgobSeiX/GZ3wJT8rJ3Ic2+kKHvPkZu8wFgkoLSSKJ2YrpsTQvlKAwkGd04B5DQ4mWaLt+KrMTwlFrygxKhaBFJ8fCqT5wGhaKwGW/dl8i8UsAckNGjMp4dwjF1zEIA9uzF2VJCViSko9oiroRkKoioiWNqlPblyPT4JSBChHEdBaVnAOuFuxl7eWhKqHMbeqhC7YKj1MMg188B6avT/w+dMIRUfB+1iX1MrM2QH0oxerAJt6yhh01kWRC+4DK01gspbt1OZtOLaE2N1Fy8mugb/o6q9LcIZPwGUlkWEEogij5wUnQbPeJRLs3cVz02kynAtfCyVwD9M891Sg/Fygawe1N4JQMbkDQHUZmi0jU1Rh5ahpPzMx7l0Ri5zlqSC4bQAjaB1gkQE4g9KqnFk4xvmwVCQg8fL6aY3mcxf+HLjGptGKEKkgTeRJCjIpmHvrORWR95GIBAOIOSPB97488h0oXVbx2zJ4n+H66mPOA7wEKWiMwOktvfTeerH6Pl3LkolYcJTAqql/SS3t+IWQgRX3kudmU/kiUhhvbQWN/LVTf18+qzy1h1zU7c13I0X5Bh7L6lZLbO4uhk63phIfNWj2IrCla2hpRsoiguzacdYHD9XCRXJ7LqDOqvfys3nvkiI/c+QX6sQt+uNua1jLF700zGdHQ8Tu/uZjqW9SHUCF7qXHbnA7gbXS68cBuSJHBMdXrMA2R2DGNVJikeGmb1vR+gsvYJP0JfNuje3UZLy9j0ulrQxCwHGDzQgjEvhpvezzQdHFDe8hTurC8hSTHwFgL+M3Ums3Tft4vKjvXU1u3jWMAgTVHlm8XA9G/lyRg1C4eg5GL97Eb0S25DarqK3A+/gNNz0Nde8nzyl3IhiLU7w+Tu+9AMi3iVIBiu4DoyJSuMYytkdsOw10AkHqWqaQwkCWPNedRcugrhOUiJ+UirPk5yhYu6+gDpjYdxn99IiDK2qZE4dTFz/s9FKCEd48ybqLx0D5LsoQVMXEsjftObKDw5gDXR6bO76fbU2IdZFyZQFl/OyKut1DVvRDcsVM0nxAHQdRujLoEY87NHngeFzMy8GnjiEEv//iSkWAqR86PXI91xyqUAIcOaBj5CwEuf2oWZcwAD15VQlRliHYTEpoc0rPEyFnD3FS/zoSMXU9jq96Hphk1pUuDZFbRNG3lkyygtJ3aw5we+SPGy2xbSfk6S3V94CVmTWf6586g5uZXYqvn0PLCXyKwEbTcvBWCyp8hLt+9DVmWWfXgl+76zCyNpcNI/zVQi9O/OYBYd2tZUIct/pejoz5DOeuvWrX+SLEl7e/t/KlJ61O64447/lKkN/nAQ8+dY3nbU/uZv/obNmzezZcuW38tw993vfpdt27b90cd6Hfj8kfbXLhpldh7G7ukisGQ5Wn0NzoT/YlCSCcq9Iwz/8llkXaXxnVfglcvHbCkhjDBS4xJc2QAk9PpqwnNrKR4aBUkQThaQQ2GCVWDn/Q+YrLjTZRaBjlZKj3yb5AIFt1iDVJpyLB0Lke4jcuP7cIcO4QwcmAY9AGZvL2NffxzX8QUoY7V5UudeMr3cWfcDJh58jsm+alS9hWTzKHrIQm6Yg7b6Gia/5rMeuWODlOJJ9Pkn+MBH8uvzy509KF1dGG1tCMem8sqjuONDGCeeh6IWESM7UWefite2Cq9nC0L4WRN3/2s4d30KFI3Qpe9AjqUo3f8VcP0G2fLj3yP8pk+hzDoBpWEB0tBBQEJdcDqi6yWEZ6Cd/G4wIhBKQX4S6ajYYNdazKfuJHDxrcc9P3fwIOb6B6gczkz/JlyFUHMazzRQDZNAdYGxPVN6M4CdDWLV34Gmm1hP/xvhRIXiWJTSRIzQ6maigMgdQmz/OIUD9Zj9PnCxcmEEYJV8MKylVDj8OCIS9jVNXAkyAbyAS/aF+QhTo5IfBiIIAcVcmOxEgqH3/ZDatkFcZyY6bJd1xg42YpajKMkYzTeciWz9ENypkihbxjvwMK5iMn74xOnG/XFLpbrVH29GLEH6pz+l/1e7sCoGsJX8ji7mfPqNVF91DqUfPzl9PKWuGSkxgJd2GB+oBsvBCFQQQqKhbYDosmWwZwcgsJwmKht3ISlxhCtjhCrEq7N4rkx6dzOhVGkaoAlvhiwAQK0pwOhMNkcJ2ggh+4KY+hQosR0iKxex4MO7KT4bRTJl6lrH2LVpEenRFE2Leoi1TDC+p2X6OOFIGWPKWTciJaxckEJ/ClmbJHDog0hTXkJgXo6i7PnMcJKgMjRDUiKQmH/+w7gVlejEfsQzKqVCkBdfupbTb3yZuvMOkN7WwuADG+je00p9W5rM4CqfwnjFIRbNG6K8s54y9UQ6RmicN4jnyZTHI5S9RtKVkxj8cQOBXCeS7FBwVF758Tkse/M66t+6DQyBkjoTr28r9pNfIBWDZARmnbWbsbVLOH/1YQaGkpRNnWishFyegzj766g1rahA8MnHeXVnnoHBKlqbx1lz0zqqouNY4xHyk7VTYwDsTAZnwx0oubXoiTL7Ni6md28riXiRaKyECISZfV6a7JEigaVnk7r+zWTu/Bz5LT3IiodVNogvP+JPHy+PPmsUe8yvqRwtr2bwM37GcyBZzeoLD+OYOormIuk2Yweb8Y5hkZMUiRl+bRt36z8hqyGcHt8JlxUPI25iZo1pgAFgm7ovKCofJXGBcik4DfQK2SihaIn2j16AtP/HeI/fgUi2oV7x7yBLoBjE1izCLVlMPvkqigJKyCRUDUrIB8KBc97IxPN7kNK9gIQna5g5GffQThQ1gGXqRMJFbF2j9Y2r6PiQ/81ceLrLvrdvondvM6GARQUI1Wq0n1uN0tCCPGwg9+1AC1QYGarFnHouyaV1VEYKxG79HNbmF5BjSSaPSMAw2XyIZJ0NpkVoTj3mkRkiCcdRpkRcZ0Dm+MTMu8RKm0iGjtFUizkw6meq7BlAHMoMsu8nM6B2708Okns+h5P35+OOzz7P+U++ncSiGhKLju9z/fGVrzC8y38ntZ1Zw60Hjq+KePIr+7jnI9sBOPWts/mbH53CX6v9ObG6bd269feSIvxXrb29/Q9iYdu6dSudnZ1/UKXQ0YD6fwWY/aHg63/T/pCWkBNOOOGPPs7rwOePsL920ajK3l2Mf/OrIATSQ78icMGNWGN51FiImrfewOF//AFOtji17l5m/f3NmF1diEqFwJzZOOEW+v/NF6yMnbaS5g+8jZbPfojMT76JGD6M1rwAuaoeJVmN3X0ISYJglYWy+HzMrm7EWCeV8W7fSVCBo/6BoqI0zcc5tIHKr3wqaiNVhZme+Xi5x2h90HYSgWUzURXr4E4me31n3TFlCvZimq6/GHX+STg9h4+7B165iL5wJVpzE2LyMPmhFO7GfeQ3fp6qt74VpTJA+YUHADC3v0KgbgwzE0YxHiDy1n+lPNCJly0ihIRnu3iFvQgBhfu+TvCSd2EXQVZlFNVDFCbxsqNIsRqMm2/HWfcjKE2gLrsc6fz3g6IjSmO4G7+G0rEQ9+AeXy8HHzSaW5/HK1sgSxgnnolUNYfi3Z+Fcp5IOEp6wm/ICNenCTdmkNsuxjv8InhgzG6nPD7VgK1pUCpiPvUVZNUDCcI1ecrZONHTfWV7yr6wopM/VoNCwmgMo2splKaFhJWnkMogCgbWaBRl3qloJ1+AfWQYYT4IgB6yMAsuVkWfjgQjJPLjcUKREnbF37+suBQmfMFcu1Rg8M5fM+vKNQhvEOHiC4aWHNxi5Dj2Oc/zmbMcU6dw10NoIRurMsOolN3sO5Q4RRTD9h0gWSBLGZT6PMQqjD9wIpIkEQxayIpLVeMETraIcdXPcXu3MvjVJ7DyCpFoAc+TWfDld6KSp9I/gf3i0yB6phwxwIgQWdiEdWgnXsKksHkWqm7jeRKq6mCc/kmktsXorRvx1n3V3yZSj7Ls6xj7t1Iyv+3fD1mwYNVhRKpI84JuKvkA5ZKBrk85gDJEZhUJKRESsT5GNsyZvi9u3SSRWn/cyJM6VVfuZvzZRViDcRI1WYrZMFZFJ5j01erNsdi0dk4oUqa2YYKDr81nRahMIpUjkcpR1zrIa4+fjDX1vNTdDlXVM3069kgUYgVk2SPQUYc7ILGy42HUUIWB/tnEG9I0x0swIHPHre/gb775C+ScQeiUGtTSESolnUd/eh4D3fVccd3LxKNlZlfn+fs3vcTWdIKz3rUWLbuC8kAZeWAPWlWY05e+xtCSKoZ7w4iwRX1jmmBLFsIOkZLG8NYGJNnjhBtew91WQZVAiUFt6zBWLkhPby3piQTXPncBkTkdHC0gFfkjxJofRzITFEcTJFZ0EVk8AlNxn9JwnPyUoz2ZnclwFyajCN0mGJti6YuXqFt4MsXiMgrrNiNpKlWn1SGP7ZmZUUEbMo+jVhVwJvwzCNZOMNHbgWOpKKrvoKu6haw5yDLocZdAvU1ppzEzpxDo0TJK5TBeyddcE5NduK/+I3LuVdCicPJXCM2bhaQoiClqfO/AU5Qf60VdfBFe317y+QTuaAFJdlECNqV7H0OWfS0fp+AfS9NcxPYHMH/1PPqVn0HWDALL12BvH0BRBOGwSd3qBrITKkP37wCgdXEb2sQ41VWTFMw4qXNXUFi/jc03byF5UgeLv3gzkipz4U9dtn19F/vv6WJE1HLKJxcw+4o5mB9cz76f+u/uVFWBuvYS5aaVhKPQcE4bA+85QK7fv+/JOVFkVWH2Z25j4vFXQFUZ/85O1CnaPrk6SSqVZHyn72SmFiYRmZmxLJzjxbGPmud6jOyZCcAN7cz81jrPfnOmp2jdT7p509dXEYrrv7Xe6/a/aytXrpwuw/rfsqNB9T8EcB31Mf+zjM6xwOj/xeqjP5W9Dnz+CPtrF40q79w+zQokzApjP30AsxQAssQuzk+DHgCnYDH2k59THJGRwynqbn4H3Z+eKfXKrd2KeP9bkI0A8StuIPfdj+IeGSX/rZ1o59+C1NOLV8giJxuxDu7HGR7FARwtTrwpjXBAOfk6vMkhjFOuQK5qxlo3w2IUjE0QOfdNmLu3YA/1IQ0fU+owcpiJ7/4biZvehpJMIRkGMFPiI0XiaAt92mx11lyM5Sdj7tiAFIkTOudKJE1HTQQxx1TcY6KshfXrCVcdQ87gOIzvbcabWsd98imC7afhbTtKiCGwywZ2WYfMGOXOL4E71dQft1CyXZS+9U7UhWegzlmKt/1+AKzDL6Pd+E2sPZsQu36MGi4hSQI5YOCUo2CVsSua35uw/XmEAGvnUwTnBBAVP9uQaB8h3FZCXnUrwZYIcjCBVLMUec0HwKlQFahG/tX3sfo6ia5ejLPr+ekeHwBkmfq//wBe3z7KLx3EWH0WIjKPQPU45lgUkJANheT7v4QS9Z0+b18Qb+NXKPRWUxmPw/5egiMH0cImR6OxsiJINo/D8qso/mjfNMWpHrBItoxj5kO4chS1fSmV52aiaF65ghgcpHSoFTsTBiGjxYoYUZOq2cNMdNchyYJYdXaazQz8FqRE8xiZqSxVKDWJV8gj1y9AjsWQyxkAFHsH0n4FiQiBUBlzMoIsu7Qs6EFGIvfYFuJNF6BE2hGuRLxhAj1kkh9NQO4ZtJZa9Koo1r5aKgdH0cO+No0WiqBWXsWYX2Rkm9/nFQj59yNcN4kzKaPmH8Tb/yhSog15zoXI8y9FUgNw5CmOjWInTlpM7OprKe7dxsRTe6iftdsfW5pH6vTDtDZmESWNyX2nU9g5M97tUgDwHTSpqEI2TmXQz45KQGy2QejcS5h86pcge0j6MTzOQLkYpLp2GGsyTCAy5cSrHqFYaRr45NJRqmonYSqbEUzlp7c3BwvIhQooIEydUKJINO7XETY3pVmzogvzhTb/WNsfo+b972fX5qUMdPmANRKaKfWLBGxu/NyjAAw+OsbEQ9/0RWM9iVBtliuv3MXa+85kfsMkmY0dlHsyJM8/RKDjFFb98u2IsR1Ir74yowEmwez2SZqmzldEKmhbH2Dy5QsIrDqDbK+MtedhattkYh2jRBcOI2ZdiFS1GnIvYGVnkd2VBuERWZCifmQfXcOzAYhWZdF1FzVWwjF1nLJBcGmU6Jqr4C1XIUqTmD97NyguUtREjlYQdghJXUz0pKcx+5JIike2qxbLNLAsDdVzQRJUt48QDFsgINw0iR6pEK0Z5OCrK7DyGtVtw7ScuReU43s4GV8HugA7h9j3XYruexCuSyBeID+WYPhAMxO948w5+VPIkqCxWmKiUk05H6Jx3gBD+1twzSC6YaPqDo6louo2tW2DeD2HcQ++hLr4QpredQn77/nhtAZOYmk9e7+7g2CoTP3sQUKRMonVS6iYKRZfcxq9v9hIvuzPmcmNR0iv3Yk+vglzywuk0jHMkVWUCiFe+MQu3nnVXM7+2iksvWUhWljl1X87yKPfOgzkqVsa59yOCtViCCUaINqR5OqHzkV4HpIiUffmy5BkmdCqE9jx5ZfAMLjony7EKXm89sUdjO3KEF+QonVFE0fuWIukKiz9xNnTty/TV6I4WqHhhCSyIrPq7bPZ/ANfC2jNO3874l4/P8pEj//NSDYFCUT+el20/2Wc8Wdnd955J/CHlbGtXu3rJB7bG/O77OjyP6R87i/Z/npn1Z/A/tpFo4x5Cyi+9Jz/H0k+rrSi0jNMfNUsslt8KupwooCTloAgXtFk8pl1BDtaKO7yI+qB9hYkxXeCrP2vgTPlTDk2uXt/jJnXfa2KiT4855jMja34JXD1c8g8+jwgoRzKUPuJf0FpWoCzxy8jkSTwdv0ade7VCNuhvj6JKbdh7ViL7oxi7upnslyg+oP/iFqdINW+g0xvDYruUHvJ0unjSbJM/K0fwMtnEcVhxMBreEoFuboZpWs3kuxNCxyKsSPYlQLCE0iyhJDFNOgBqHSNEVl8ut/bIQGy5zumSEh44M6UZxCsBqfXvyX7XkFSZhpKhOuS+9nXcUdHgDh6UiFYk0dyyxgXfxRz/yE0JKwtz/kNz7YClkphB2hNVWhyP2rIQsVE7P9XrPErkWO1yDXjqIvPRgrEEePPkUh9AyefhAPrUeUA5VIQKWwiyaBf8LeUX7gHp8enurb2biTQPA892kdqRRdOIYAnz0GJRhGeiZj4IcLYAymXyrYoIFACFtbOFwhceDFa0MR1VD8DcMlbwaii+dxe0ltG0Ayb2oW9YGoYkQrFCQ1vcoLaN1zE6D1PIxs6dW+6lNxmE3vYQjX8++gUgugRk5q5Q6Rmj6KsvAbq3sjwV+9EOP5XVtFcmpb1oBk2dj5IKFRk/Ov/Ss0//AvGzd/GPfQCYt9XEa6MPAUw2s/cQ++6BSiSQDuaURGCyuZXiN18G7WrJFTTz4DFG9IYhZfgiAuuTKRtCZkjKnbJQA+ZaDVJlHAeWXfRNJujUp3hmixG0MF5+t8x4yW0lixefR/px7OYd60jNKeGUGyESGMaMxtG1hzUhjqyjz2JrMgEKwdB8jNoIDDqsghTxu1NEDH2UjZa/XklJKIXXYdabSE3LUEq9iG7KtKWJxAV/2yC7c3UX1JDcvEyrA17cNMh1ICFaysMTK6i6pxlLHnvzdh7X0Pa+iNfA8aKoLQtgtFhFAMWXrCNujmDlMdjyE2LmdwQRwtaOKaOXN+Gl5+hTJek4yPoscgxJbOuizNZQlt9PTzuR8t7u+tp6/Dvt9HkR+KL3Smy25rQpwgRZFkweKAZKWRT1zhBXZPfr+NORDEzNxI88W8JyDoivhhrPQh7qkzMAzurMS3qWTCQ6cHavZWBxwcYG6gFQvTHz2PNbU9SPFRH/kkHrXGQ6nfdTrAtwbxvTZDfshd9/FGaF68jmhrByoRpmDOAJEnke2oojyUAUCcGkTZ8E23uYqzeTgKjFQIxFZEHNxcGT+D2PIB62s0EYhuxy61MPiSj6RZmOYDjqEiySyhiEq7J+lpdpozwIJQosvL9HnLhGfAsSC6CVbcAOmJ4J1LLGqTemdITuxgg99KTqJqN6yjTWXO7HCA/FiM+RRZS1TyOoyTAg+q2YTL91UjxOlpWbcZ1ZIyQiapNZbpUP5vhlUxCoQoVDxRVEKKbVNQvM7PLQWoW9qKMP0f1zR9Gn9+CnprJegEUfvZ1wqkiQkAknGXpqgPs2rQYJydPjSEJwxyk+NoBMutyaKqO48iM7Mpy+MejqIqgJlmGdBnVK9H7ia9g9Q9izGqh6RP/h9j8es743k0zB0xBbsRmcGvG/zcvxls23Ubp8CD5XT2UusMcec3injetR7iC+Zc18paHTufaO9ew7NpG1IhO2xnHs4gC/M2PTubXn95Fpehw2T8sQlbk31rndfvLt0wmM529+UP8xZUrV5JIJKa3+33bHPVZb7rppt+5/K/FXgc+f4T9T4pG/b705r59+1i4cOEffI7/XSvs62Xy1b2EFzSTOmPJby0XQqDUzyb5jvfgDPUh188m/eVfgWMj6RqxkxZRc+2ZTNx1B3bXPoxZ8xh5YYZ9R6tOUnvTpUw8+iLCdam67OzpZWrr/JnjeFDJGSAdrUznOEah2PlnE7voDDL3/hLw2dXc0WHsvh60Ey7D3vEM3shUeZpVovTiI7gVHZik+pZLmTw0Q3ttdx3EK2RRl15FomstiZYJpJp5aKtmzm3azDT2fR/wUwSSjLTmNqREE1ExjpVT8CwFRbi4eZBUiVDzOErIplxqxM37jpsuDiJHz8Q4+424A4cILDiV8o/vQVjmVH3zTMhLq6uB4d6Z+yKXMTNBX1soXMYdG5le5hQCUJODQAx59qmE5l00dd9kzE1PH0cT6tlR1FmNkOue2jE4e16c7g3yDv4C/ZQ3Q2E9XjYA7pQj4VUwFi7DcaoxTrsMubEd574fTu/X7T9MsR+CzQZ6VREtZlIczmI+9x0kfSdS/FkfyLZKaIkCgZCJEnB8ADiyAa1jEfLQEbSl5+LmbUq/+jYKUNshiJ5chaL2M/jwCQSqikQ7RqmkPere8GmS57uIwkak4nYmjxTRjxHBE6hIp36Q4ovPIRlRYsuuQ45C/IQBSntTSLJHqMFDTUoEI+VpJ9kZGsBNj6PW1KGsuBav99tk90SIzhrHyoYQrkz94m6M1deSe/wVmCoDkqsamLj3UTR5BuxKEoiyDsbUGAgeIlTT5N9XSaAtaEOeovNNntCDsBXcioYRnsnIOEUDbcUEZmeK8pFqjEiGQKkHr+Q/43DDBHJCJ/34oz5VszT1YKduhRIxkS0Vt6SCmMqqdYzglXWQJJSaV3BMF/HAAwg9BrPPovqKU5h4+GVwHYw6F2//VWjCoZLxaeu1oIUWhI7FFQJnzUJtCKNXorh9DrgWWjjNSR8MYNe9EzWsIj3yGFge4foMuGvRP/JLivt6iSyoQfI2k7/rAF7ZRY2WqavO4ZYMbFOjf6SVqrNWwMGn0YIV0Az0ufNZMS9M11ND9G4ssHHtYkYGaqiZPcrJ5+2j8ytnUZyII8sehMzp+1jMh2lu7mU0P0P5DkD0DCTZd8ilUA3qZV9k620PEKubJDucpKp+knDUj8prVQXsvhSuqVHIzjTem9kw2f31FA41AAXczF4yDz5I1VveyuC3f0lx9xFA0HRyiublnTjjMz0mlfQxvWuDo1hHJsk+2YOieMjyfPRImeaVh1H0KUDoWohCPfKpjyKPjtL0oX684U7yzz5EcSJKOF6gnAvhyFEK/SHwPIxYkYbVA5iBM3DlM9CqdGzRRKgikOdejKenkBuXIlXXIg58H8euYuwRE8U+RLwaJoaTTL+fJEGkYRKOKSHVogEoGajCxKhSqThBiuMxUm3DfqZYDaIsOAdl7hlY6Tx9P3oe2SsTCCgYwQrjT7yG5/rf1UohRG4iTrJuErt7L/qSU5j1zrNx8hWKB/sJ2fvQAzZCQGY4hV02iOgOyUQB23MpDuQR6UH6vnAnlqkSKTcztymA40oUEk3E5oYoDx+VY1B56W0/p6PeF/c1e/o4/I/fI9PpkDptHvqpJ9G9doK5F9Uzuj09nZWYOJCj60frGb/nSfAEkqawZeJkhOuvcOCxQUZ2TjL4vWeY2NBNpKOapkU3YVTPMGwCxOuDvP3OE3nd/rx6fP63bfPmzf/lbW655Ra+9KUvce+99/7evqD7779/et2/Znsd+Pwv258zq8ZRK/eNsf/vvzddqyw+fhNV58zo9wjXo+vzPyC/eT9yQKfts39DZFEb878xm+LeLsKL2jAafGaymtveh1cuUV77NLWyTq6rgqTp6NVx5EiI2psvA8Ar5nAnR1GStWjtS4m85ZOUdmym61djWOkysuKQrEujqILoGacQu+BCQJDb2ceR//swqqpgTIkxSoEgam2975Ctuhzz8a/5560YuJY/5IUAe2QMJRXDTecAgaLZeJkJ1Oal6G/9BSI3hFQzD0nxt3HTQ7j9B1FnLcbr3TpNzYzwMJ/9EcLzI/7BJofCUGIm8+PIaLEK8tK3Un/iQvL3fh1FdwhW5RG96zEu+ufpe5tUkuQeug9JVTCUfYiygxIGNTCGCJkIR0aNlynv7sUp+g6ba8vIyQTelNCsWpNAXnw68rK3IukzTlTw8ttQF59K4SdfRFT8c1eiZaRF1+Nt+DISvlMtzUBM7MP9KO6HUU76ENKxtL+Acdp1BFtPBiDzk2/jObLf83OMmeNR9Co/Equ643i7/H4nqaEKdfEEqILovGG88eh0OREThwje9E3kugUIzyV9+wdmxp4pkX42gyeWEYoXiXaMoKeKRMUYztBP8A58DXtzLaKyhURSJT8WIhgr4ZoacipM5okN2P0ZIIN95x1U39hF7MyDhNcoWHtqKB1sRZ/9AYzc85T2TKCETIxGjfKBPYz909fAKVF18VI8KcPgKzWYU9TYckglNmsW5bhFtN7BmDuPYvcvsXe72K5HtG4KgBgOcrQyQ/gVWIAk5UH1kBvnIs+9DDF2J17RQdgyyVOyiLEy5cHktGMppyIg++MKQDvGmUdIyMkKaiyDrMfhmOyoHLDQUwVC88am/u/gIsCT8MpH+6cEzqv7UEwZ4UlYBQd6HkQIMAIRPFul+OIWoi0ySgTkZAU3Gzp6cMx9u3Eyr6IkyoSCFXD98eeUNcr3/wiUn2OvrCEQ0pGto1sZuL/+WyIrLsVT7gOpn8jyKg49vhwjH6GxYwg5YqJFTIIDJXQ9QOKEKsTIQaDI0Jf/lbI5i9VNB2k/O0pPZhnBhmqWv08gL7iLuugwnhJAa55Fzz2byb2yhWIhTPUqlabTG6nauxdRlvAcBW3uYgKrj2ewlJtOxJY3Mbg3PjXwQ9QufdX/szpLubPWJ2OJligXfPCjByvoRui4/QjTotI7NAV6ACTG97QQrs2gVJUQdgysImrAxi7OPDfbNJCkKTZBwCoEyY0mSDbP1OvLtfPIPPoomV8/CEBk+WwSDWk01aZr21w8T0GSBfFUBlUDMxem8/m5yC88TnokRTEfQtU2kKydpHX1EULJPC4S2lVfRr7wQayXXkTYviC0r4UUxCr75xOuzhKpz1KZbEKUfECvLr2QUqUeb7SPyV9vRogJiqIOT48zMdYCdYuZe9mpyAWTPe/5FnY6TzAElbLPulYpG9PiugC64Q8WfYFf0qNGA8z/1NU4I0OM/tPHEFO9evZU2aokQU1dmoHeBia2jRAoHER4MDmeoDIl8KoqghMui7Hsg2vY8/VNDKwdpWuLSaNUgKMM7kB+7xB2KcjII1vZ/pUh+kfjPP3p3ay5upbsw/2AhCx5HPnuS8TjU6Xftks4PJOx10IK5YMDTGzoRgjYu6nMzmtf4OzPnsj8c+v4TTPLDn17sjQvjBMIv+6m/bXZsX7iH8rYdvvtt3P//fdzxx13/E5g8+yzz9LZ2cntt9/+36o6euCBB7jjjjumQdmaNWv42Mc+xjnnnHPcel1dXdxxxx10dXWRSqXo6Oj4o+mn/9T2+oz6I+x/UjTq94ls/amYRf4jK+7vP65Bs7C7+zjgUzrUR36zT/XpVSzGH3yJyBTYOQp4jrXcT7+Btd9vUg04BvmeCEPfPIJbKJG8+CysXeso3Ps18FyMEy8kfNWtaPNXUdpRwkr7TFqeq6KuuoCG605Da2xEkiTG7n+M/h+9NH2cqjNOJ94WJHTqWcgR3+HSll2AFEnhTfQhwi1w53cQrkWpGCf//cdQ4hGikTSK6qC1L0SZEveUQkmk0AybljvUSeH7H/NL8IwQ4ev/brr2xXNkzKxBIFFEknwKWj1axpyKAIfOuRz1/CuQAgnk8iTR2RZYRTxHJjfajLpuM+G6MkrtfILLVhJcthJn54M4L69HTAWjpcxe9LqZEh+3dyYjJCyd+Lv+EWv7BqRgmMBJ5yNpv90QK0kSevtyYtdfjPnSj5F0F6PhIM6WfkTqXJzOHXimiqxJYPt9EmY6jFUwSJySQjrju8jb70bkLeT2C5BaZihY7b5O3IqOXp+Bkj7duyFPUcp6pjIDbABvOILbUkDRHGRZcDxckpBCPiWv/epPkct9uPg3Ip+OMNjZ7JdkpbK0hi30VBFJ8nBevh93sIqRfS1UciFitZPUnJ7DmSiT21EHQyBJvqMCYPX0gNOHU9AZvnslXkFHD1hk7/klwVUnkrx+BdrId5Dw6P7BL/EsBTVgkXnGpu66XaR3zzAuVTIw8PXXcF0VWRWs+E4f7ssl3EwcT4KspZErpSiNq4gXljH7JpXknABS202E2mREoZfJ/b0c+JsvUbtgNmHXd/TUOcsInb4abSCDmBhGDkUwzroad/RmAnP7MeaMY4+ECUSn+lpkDzlgUUg3YRUNNN1GC1kIITHYW0cy4hCeKjOSZKhYGsXDtYQSxWmRXgwPTBnPkafvlSSBqttYtur/NEXGoC4YZ2JnM4bqICHR31vLxh9egucqrLj4NVadvgvhydhHsyqujbNhiFcPLGHWCX20dHg4g+PgWTibH0ROjEISmJtjz6vLWHTSXrL9KeyKTiBepPnk/RiBHViDCX8cOTJ6ZRDVHcGtgpWXbmGV8jzS4suxlSvJ3n0/UihM7Pq3oVSn6HjffQzPzjP8s2VIgyalrQMYYRMifjBEqU1OX/Ox82bRv1xN57efR1IUOt5zMmFTJf9aP2NbJITrYtQHqKsTBGtGIVlN3XVnYW9SUbROX6csHid+6SXIsTiSpiJsf15IQiI3cBKpD/wToutp3PXfINY2Smk4gZkJ4Zoamm5TJnDcOcmqhxwU0HAaSvsZyB1nkv3q+6aXF3Z1Y7T5TIhHtXOEJ2GZOqpW9t8cnoxp6RRyftbBtnSKmQiTnTWEVuUBgdu1Hrn5BPQ5c0CWfU5poDzuAv5+i+M+W+HIoTDR064nefIi9n36UeyJbai6jaq52JUAQsgceKl6qiT6IJPbh4i2xxDpmf4uJ5hkrNN3S4KhMtW1aara8siNc5DPugildTHC8bD6uilv24be0UHoqrdhbnkJRY/DxExW3HUUjIRC4OB9OJ37CMYCKKPHv2nCDREC1SFW/fPZjP/tRuyNR+jtqSUeL9K2tIRkBLEHZ7Kt8tS4dy2PwqQzPVY8ITORjhGf6kVDlrj0C8uIfX+U3ECZ0z80n7Ds9831p8Ns6a6B7hI7L3iRj2+7iOZlieljTA6X+YdTn2Ssp0iyIcgX1l5E7azjM0N/8SYk8P7EGZ+/ggzSM888wwUXXMCtt956HENaZ2cnN9xwA7fccst/i2Dr4x//OF/60peOI3h4+umneeaZZ7j11lv59re/Pf17W1sbX/ziFwGYM2cOd9555+vA5y/J/hJEo36XxVa0o4QDuMUKSJA4ddFxy9VEZFrID0BNzVDcuvkCmefWImkaifNPRzZ0rE4fJAkBnusihIckSZR2HyB58VmUX3oAPN8ZMzc9TfDcG5GjSbTk8S/7yJL56E1NAJT37qP07H1A7fRyKVFL/Marf+t61PZViLaVlDe+SnDFSsyChPvKXv98s0Wkk64gfsosGNxE5bGvIs+/gMquPajVtYROPwdJUbD3rp/pOzJLuBPj6Dd+DXPri4w9ugthWpiFEInWMYQLets8wpd8BEmSUaqOOcdgEu2ab+Mcepbenw5R7jkEHKKqY5CahWm0a7+JXD0HubqdwmiMicMNSECqfYh4yEI2XISnYKw8lcp6P+qsrzgNtaYF+cwa7B2P4Wz/KbbXjhSpJbBwIZJ8fJ24EpIIts3oFmEX8Y6spzBYhVkIEFq1BnVwLW7RxnNUsDRE7ASELVMxbsRY3IFSe3yUMrj6NMqv/JzE6V042QBmdwrhqBin30Jp62PYfRMYsbIv2ApYmTCle5ZTc/IhFM2DFefjHtwCsox6+m1IUb/+3endjWLYyKqDXTFID1dNf8Dy6TjlTBhvTxPR9jwiXWTsUAvZAR98j+VDJE8PUx6aec0JIc1QOp9yClLVGeSevhs7HcLzZOyygaLZsOU1IotW+b1WAALizeNE6zMAyGkNY5aK2e0vr5QDuK5/HM+RSN+1C6UYnzqewM4HyQ0cI8740gjx0n7Y9SLyWe9DWF8k0VQm8iGZiXuXU6qECcaL2Ad30n/AoNI1gBwK0PqPf4dnGjjqO5CMfybx1r24gxFKD83GK+mEV9Wz/9WzGVnnN2fPOW+cWPV2ABKSwt4nVpPtXoSCg+dIqFYORZJwzCBKoEJgVhb9oiHEliTSIb/3ahoIhKuQhEzswovQlr0Zb+Ap0k+MMn4wiRGyqGoeY+/mBdN089ufXMOSs3ZiaPaxewEh4Q1EeG3r6VTO3U/bgplgkHBkEH4/iZGQyY8kiKj+vCuNx+ncOo/4rFFmL+1BmAqVbBAJyS8DE2BmQgSrC4i9j1COPo/d2+zf7x98jdD5LUjN28g8cxGNC3uJ1WX9zNvU+Zr5IKUntjH+9AeofvtbibRnoOenoCeJl49wwo19uKE1OOMSZWc+ua1HpsYUZA9IBBIFGueNgidhb16LcySBEQIhTER9G2p9A7KmMutTf8PEY6+gpWJUnb0Evb0DSdUQi65CFEeRhneROPNsKuUWCs8+g5rvR1KymAW/ZyeyeBZVN5+L0rICKdY8fe/UqirsQb9ESwkHEJ6MJB/v6CdOW4KumRSPDGOPTvxWA7kAFG0mUyGiPomE3tSMHDLwiiW/JNOwMEs+mA3Ei0wOVDG8v5WclUNvk7Cn9NZUzcZ11WkiGceemYvlkTz5/hJ19dJ0NqtwDDApl4K0rzmIWQyw8/4W9EdfIBB4GjmgkqoaIhAoMtRdTz4TQ0/WsOIb11PbvpvMi5sQkRSOqKPG7sU8dIDJsRSK6hKpMklVMhQKIRLLGqiIICPbJqhdkWL5uzrof/IwAZHBS83CKe1CpCeIVUE+HUVuamVgvT+HZRWqjFGGjrl3iiJoeMelSFaJxEnziC5q5eo1s2bupVdL6xtXs/sbfcf8Bn1bJ48DPuvu62FsiuBgcqjMyz/v4vpPzPSZ/jWY4E9f6vb/ElfC+eefTyKRoL29/b9ERHCUKvtjH/sYF1xwwbSPmslkuO+++/5TIdTfZc899xy33347559/Ph/72MdYvXo16XSarVu38stf/pLvfve7dHZ28uSTT/7Wtn+u/eyvA58/wv4SRKN+l+k1cRZ/931kXztIeF4T4XkzH1fhODiHdtBwSQfZwyWMpgbq33yxv0wI+r/4HSqd3UiSR+VQF40feBeBZSdS2vgq/QdbqBRDyIpDdcMEsux/YOVoAncICpMRsmNV5H7wIi23XErVucsp942R3XyI+KoODGWcwgvPEDrldKzeHmI1GYqTUcxiEFl1SJ2+4PdeU3nzejI/+x4AjqUCM/X4SiqJu+FOigeLPqXvK69hl3SEJ+Fms8SuvA6lac5x+1Ma5yDXL6CU3YEw/Yiga6tYxQCBWBmlfRVqdT3CMXF33g3lDPLCq5BijXhKgtJ4LeWemQbu/HCSmrlDeIdeQK6eg6iax8ShZoTnv7DTXfWEkkU8TyLbU03s5pXE33sBwrbROhbjmSbZb/4tsYY9TOxppjySACB67rmk3vjG429Gy9WI7l8hVbqxxoOYQ3Eq2Qj5YX88my/uIThvOUp5F4rqoqRqKG16mcyvn0JYHmga9f/wCfTW1uldhi+8Gr0ZSH8SNV5BXT6IMxam/PyvscYryJqCUzZwCxKuqWPlgoCEnQuh1Euoa96BdtY/HHeaXimP2TOGKAUAgVarowYtKPolRJLsUUlHMNNRShNzqFuTxbGOB3nlwSh6R5jK6KT/gwSyZlEuhCivPYLUfCly7U0Ib+M0oHJtDddRGH0uR6I6gBGtULW0G12a+XS6Q1EaPngzkw8dxN37NCJgk0v79zxVN45hF0AHz5VwHQV9+UoYmBEwPVr7j/CwX7sbu6sO4cqMHmnEKRnT4zSQElR6BqbuR4XBb/4Qa3AEu6JTdU0HyZX9KGtTRKvzCA8G17eR358jFJMo5UIMbtao8acnyWSWpav2IywV15EZHaxDDSZovSSGfOLNHPjy85S3DtCcjRNrHyV4fj/K4QSUNaToZQh5HrlfPU75F4/jjcaISq9QVQXBsyMceWEpuXwjiVZBdgrHaIaFm06grGhBzXZhZ/zrKmVCZNNxhCeT6Q6RTiWIp3IMHm4knImjBhzcgSiLl2ylUjw+0yHJgtEDrbSsHqZc9FkQ9cAMq1x5PEKwugAK6IvHMJ/y313OYB+FRw4RuVVClVwmu+uZ7K4nNWuIcKIECEqTU4EWx2HyvvuIXPoc0zWJkkAgUXpxFGHeO/UO8UvfSvkQrq1hlvxSq1CshEBMs+tXCkEmXswz+MrnaL7lUmouW0W49hAi3wuZHyL2VyHEASgfQq6/DunEb2FueZXivd9E8jyEpyKJIIGwCZjUXZpEXXw5v2k177mNzAO/RghB4srLyDzyMPlNfQRCZVwpwKz3XUXdpT4tr3l4O4M/e4XxzRNToqEqmmFTMztHIFKhPBGBWBvxZRdN71+OhBHlKcaxujT5dJzQyacy/Hw3B57x3x3hjlqCbfVIqjxdNSAdM29C4TLFqXJA15FxXZWx0SpSsyWqasbIF/KUC362VwuYCA96drcDAl01ES64RYuMHSVR65LP+EE3a7JEz082sewLV1F9zQXs++FeBn+0nqo6k/3D88lnfcCSqp6gui5NTf0EXfsF2x+30TSXaBK8ioMswFUMoqVDiKD/XpeAWW9eSf3br6H6XWN0vjTK7AUuE3feS9usasYmoqgRg3kfOpfWNy3+refiuR4jB/KkWkPM/9B5KGvG+Nq5L+A5gnCVzsIL649bv6Y1/B/+/3X7y7dEIsHk5OR/e/vbb7/9T3Yut99+Ox/96EenszgA8XictrY2rrvuOrZu3cr555/PxRdf/DvBz5+jvQ58/gj7SxGN+l1m1CWpvfyk3/o9e9/PKL36PADx+iZq/s8HpjMKwrax+w4Tr8sjywL7yDqEeCfRm24hX6qnsm0X4JetFfNh1N27ELZN6Kpbydx9F8Ov5UFIlB/djGwYtN52KS3vvJCWd15I+q5vkb1nEwCVnVuJv+HtZF4O0by0i5GDTZSzYXq/cg9tn7mFwKyG3zpvu7dr+m9Fc5ADCt4Udao1NIo+OY5wfaFM11ZxHQm7HMB84BkIVxM77yyC1/09bvcu1HlrUFt9kKWozvEHUgROaC6S0oTmOHgbvom3/yH/ujufRbn6R0z822dwJ8ZR1OppZqRg0u+D8dKDmI/9E7Yyxw8HTrlPQtLI9lXhVHRcW8MZHkY77TSEEIjel7E7d6IpvQjBNOgBn1L7N4GPpMXgjPuZ/MqHsYcmQBJYFb/HQ3hQyETIr88gqbOobh3GSI9TeuwBZKHiomHlJTo/9W2M2c00vf9N6DVJJElCXXgF3is/QpYP4ZUV7L4EbrYIQsezFExTQyCwCwEkWaCEQWq8EM56MxgxxMQWiLQhGb4TZR/YgigVjp41o3uiCEtF1WzUoEWspjhNqe2ki1QSlyDEOiTJpyo3QmXc3jGchksQycNI5hih4DCTgzV+L0CpwNAd99DyoTchR3bh5mdokPMTUaz+PGljBXMu3EYgZOI5MXD8daREA3rtqdS+ZTH2j35MlRBIikdmuIqq5ux0eFFWBEpDHfXvfQP5rn8nt89ECSrUzp8BQc6oAE/Gc5Rp0ANgOwFqrn0TmX/zadlVwyKi7EGeJbArGhNPdpBsnGC6HE2GePU4iVU+u9Zoby2mVDW9P8vWEVM9borqEYyUKReDyIOb0CdbmbPyEOXYIGJQRZ3jYD3a7vcISYLQjWGGv/z4FGuhRPrlMaJT2ozBRIHZpx5B5BVOru4l2ngx431hll8rEXvTN5GrmnGPfAo5uIN8LsyWV07AMnVStWnaFvay6anVjAzUsuLiNHFzPSIfQE8WqDv1IE5ZY2RzB25Fp1IyMCu6n3E464NE5I2kH38Buy+FLHuU8mFqVgzgKBLeLItKnw9MhJD8884alH/djjBnykDTvfWk5mynVGhHDof9jAYgKS4cW4ApwKtoCNOfJ4rmoFfrmGMWrj1DXlHKRMFRkFULNeCiag6TQ1U+Dbvn0H/n41S1/gpp/AkoatPPDsOBsAN934XkGRSfe2i6rMyrzPT7AIiDP0YsPRv0GOR7ILkQSTHQGhqovnoNojCCGHyIUq//XVI1F5UigclvIfouRgxsRNq/Hqd7CV6llmDIRAiT9nN2UX3uArxZX8TNpjHmLTkuW5y8/hoy9/wcr2KjVLfQ9p7LCK88gdqrhhi4bxNaMkzLjUtRo0Hm3f5u0s9tRwkI8us2IoSDFDCYdWKIyIp2lHknsePz60hvG8a2NRrfeg7yup/S2jGAZtg4rsF4cRbP33MuyWThOPDkPx8JWTm+51CNzMydyrhfFpweTRGJzPTA5bIxEsm83wsqfMAc0B3c0kw/kesqTE7ESVbNaO5ElsxFkiSiWgleeJnDj1mENINIpMTeww0wCQ+/fxfxBdW0nT2TDbdKDl8/+wV6X0sTjKm84ctLWPGOuXxyx0X0bplkwfl1xBuOJ9dYc2Uzb/u/K9ny2ADLzqvnjDe28ddof83kBn9O1tnZydNPP/17l69cuZJ0Os0NN9zARRddxFNPPfW/eHb/PXsd+PwR9pcuGuWZFpPPv4ZwXJLnnYgSCmAenKERdYYHcMbHfTKBWBRZ1wk3KMi2/5HStBLOQDdacxuh5cuBXdPbyrKHHAqDoqAkaiDaCOLg9PLK4DGlWEBl3+7pv80De1Grq0h86BtkH7ibyuYuJAmcdJaxX79A861XYG9+EGeoGy+TQa5pJbDoHIovPzdNEX0U9AAUt+4mdsZ8vIlB8uOxKTVzgSx7SAgm7r6P6Nmnoy89A5Ye3/gcqA8QiBVxLA09VMHzohT3T8L+71PZvZNoarcfLVZc3OwY7qa78dLjSBIkG9KYaiuhJW0km4eQ3FbcQ375mqhsJBCto1LwP4qJU5diHTmMa2eQAgHCJ/ukAt72HyB2/MCvtg/5DpIWKWNPbaemEv56nS/j9byK1LACef4lOIf3+qAHQEjoho1V8qYU3qd6AhyPUjqI0eA7EbLiYVekKa0mk9KeI4z+/FGaP/AWANw9L2JtsBFqE5IEZjpKJRdCAmTdoZIN+aVzskx4loFq9VPesAVnaJjQnE6kcj8oITjlB0jxBchVPoBVAhZKwKa4azayLAiGKyiqTbLDptjp04drAZP0U5vxihahmIXwBImmCWQFCs8/TzkXRg05GEsvgUwnTEWuETD5k7vQZRtL00EReJLAGvfvm2vqVMbiBKo8tPlteFmQQnWop71zao4IsmOLcMYz1MwaYfblGSZfq8WZPJqFEISXduA8/TbmXdSDfbqBHGmlskPFzgd8avFoPdCHrLro4TLWFGlF/MQWwiefRt3595LbniEYLSFPOQNawCYUFyitV+PueREQeEJGMmf6Japb08T+9h+Q9nUjnL2ongr9M31rtqlS1ToKQO6Rx/AslUC8jCwLxIEETJEnICTyz/eh674D6ToyyjFZFrscROT9MSMJ6Jj1DPPf+xXqTm1GlCaobH6cyd2DBOt1GlZ2cd6sMUa3tBOKlJEkWHjqOG1zTmZxy71QSSM8CaeiI8kCLWzRePo+sj21pGyFuvnDOMvfRXDpWYhxldTyn1JuyFEaTBGdtHEHYri2AntgoreO0cONVJ2QICX5QRNvfDZGYzPlTr8kTAuZqEmT5Fs/S3gwT/qeewFBvGodXllFDjoIV8IRCkrYRApbiKKGJEH84nPxqpZQ/Oc78Gz/XilTzrjn6KiRNHpDHqW/Fjfvf2olVYaxp5hqlJp5kbjHNsBVkGMJ3JGBqflsocZKWPkgeBLpdbOpDHySxKIeJK8M0XY454d423+Bt+OnHGXwCxu15PCdZlm3CYa2w95NUFEp97VwbG5UkkDWHJjch3pyM0rAAVyc7h1YGx5ACsWQxl4hOUUPrpxyLuoJJ+AdeoRgz3PMvXwp9vgo5l3/hqnqaKe9i7D1Gl6mRPMpOQzlIJIM0rzLUM+4BoAzfnwNYxv6CdSESCysodj+Bsbu+jEt8yepfsvNuLUL2PH1HYhKibolEUJVCqOPbkYJG7TfcgZKaQhlUx9Da7OE5jQy5z0z7+a5b5zPkfsPU+zPI6veVL8aGFMkCWpNFUMba45O0d9s60KRPWKXXIymWoQWthNd45ea7f3S81iT/vuw6ETI28Zx2/WvHz8O+Ox9Yoje1/zvfznn8PD/2czkpiHO+97ZNCyKT683snOSh968luJIhdM/tYSrPrSIqz50fIn56/a6/f9hf2iw/r777uNLX/oSN91007T46p+rvQ58/gj7SxeN6v/GL8mu3Q5AbuMu2v/lbwksOYHi8346U6mpp+ujX0RULJKXnEPt264jtGwx5pZXp/YgIYf88pHE6nZa33UOY09tR5UKJBrDRFYuwSuXUcJhtPIhgtES5XwISfKoOXP2cecSWLyU8uaNABjzFyEpKlp1NeELr4PHvzy9nhwyqDz8RdzObbimH1F1B48g6UFqP/F5Kvt2Unr0B6i6jTOlqWOoo6ht58JIAjF6tGpbmu7PkDQNJAkhPNx9T+P1bYXiMFK8AXXuFQQTRfwvp6A4rnM0S1PZ9hqxd52PlzvA5L5mKhMxpG0b0OJhJLOIonrUXraGyIVXAWA98YXp61AMi2CVgx7IIikeocBuqj/3RSprH0OJhtFq/Ei+6F87c+2aS7mwkGDNGMKR8WwVLWbgDe/CeeYf/ZUOPoWQNZye0ePur6R4JJomYdUb6Pn+pumMhWrMNPZqkTJStEIxO9Or4pm+AyzGDyCOPI6kOuApeI5MZap0SABORfNBD4DnYQ7nUKcqRe3efqgeAgNwS4j+hyA2D2X4G4TnDqNM1f8bkQpmPoQeLJNsmMSbgGBcIKsORsQknZ8NFJAkiNZnCcZ9R91zZapXdxGqy+E6+zGu/giDP3gaBEQb08iuhBDKFGW0INQyjpUP4Zg6el2C0Kmnoow/gFQYQZZlLOP9WC88irZgFaXNr+GMZhFCpjycQE41oHqdCN3PTITbSgSrvowYieKWIigBG0n04Nqz8CY1UFTC19yCtf5+vOwYDTfMw+zvRq5qIXLVh/y5c94ZxJJfpNRThTl6NIsBNfMPoWTbUG74Cl7/DpRZq7F++X3cIV87S6utJtDajNfwFdwDZ2BIHmLFAHZPCnXFZbQcWYdSSSOFdNxRDS1kTvdaSK6MkKXppEeldwZQKapH7Zn7kAI2rn46+x9WmTW/dzpiHmpMs/enu6hdImM9cAtHHuugkmtA7quBgo6qOUST+Sk9LomGC5YQWZbHW+c7iJIscCUN8LNrXkVDtX1gpSg2RvkF4CIY94VFQ3U5QnU5cptbwJr5pFU3p5EWXUvbrWdj75qLMnoHqthPuDjAqO035NcsGABbovL8g1S2rCVc3UD47NNg+7N4EyE8RVCZDJHpqcVYME4gUUGxfPAuxxIEFi+i8ZrFZJ7diGOpSNOdBIJQXZZQxyizow696y/Gc6DplF1IQoAiQPbAk/1Mr6SjYEP1pRA/idiNc8g/+BO8UhGvXEKRt6MYNpURH7iWenTC9aAngHwnjG7EO/IMx1pi1iiyalMqRKlZdRgtNDWX/XQH8dpJzJJBuRAiNXeQaP0kQ+tOwn7wb4nUThBtt7EnFHD87WTdQZ2quvL6tyAa5+Gt999ZYmgTXiYIBMCxyN5/z7Q2VjEt0BdLSAjEwGsAWP39ZB97HNUwiCy/GmFXUIZepHp5GW3xmeinnYwkSZz1rbOPu6aWG1YxctfdTN57P6FmnWp3LdUnAclZqLFrpteLNEW45pXrKQ4UsYZG2PmJh8GqMPvqebTc8l7UWJjkpgk6nxzACAkO/2IfTs4klJKoXRpn0btPo+q0+fymScfo6si6ypl33czhM5/FqXgohszcSxuPWz/edHw2R5MFnQ93c/Y3XRRjJpP3wj9sI33Qn2PPfXQbC2+YRaT+N2jW/8rs9YzPn4f9V4L1H/3oR7n//vv/7MHP68Dnj7C/dNGo/PYD038Xdx9BOC6xa96APqsdr1xi/MnNiIrPojP5xAskLz+X6JVvBsvCnRgheNalKCk/qiZJEq1vO5PWt51J+v77yT3xJPlnB6kc2Efjp/8Rfd4Kmnt+gVkMIIXCqAZ4pRJyyO/nSL7l3RjzFvmq4UuWUd6xAa1pNnoqTPKk2eT3DRPomEXdTRdh/uAXU/0ax+jV5NOodQ2Ea+pw9q4lLu2fEvcThKtzeIfWEzrz3eR2fn96G7UqiaKrVL3xRiRZxtl8N866u0DxfG6H4V3IjkmgI4Y7NoKsO1jFAPZUX4I2qw3lhLdgbX+EyoRfiy5cGbmug/CiOSipaozAIdyHbkBKLUCefynuwZdAuBBpRB4uI08x4jr9vVgv/wjntWdwAOfQesJv/Rek+pV44wfI99RQHEyiBARI9UjCQlFd9NbZeAcfPu65Vp65C2esghrQce0AUixBaOVqgqdegLArSGqAzO4Jgu11hAe+jTOhIOsOocZJcsNxVN3CsXTUZIyaGy7AG34V97F/RBIuWhysrIHnHv9qMRYsxdreNaNxcwzttRIywZF84ANIoVYodMLYWpSQBlNleK2n7Gd4+2w0zT2GIU5C71hEYPVqqoaLjDy4Ga9SJJQqTD//QLxMsNYvW1HUArHGfeh/fxVq52dI76knc6geWfEIREqEkiUoBmiYN4BYcBmR8xOQ/w6eaiKPaZhDUcqbHvH7JDY9iSRBrD2HniyRPVjvg2wZ9LAJsiC0+DCirOGO+WBRFAzK/Trdm2cRa9OY9fHb8EYHKe86jBopIzv95Ebmk31ihMTggzS/9zpE3flU0j8By0UxfIa2QF0WI1FGDO9CPfHDSIqGtf1p1JowUsYHfIp1iMIrjxKocpDlT+C9+AMCeAQax5HDnah//y287Chi8EnsXz+Elz++nyZw3huwD+1B61iCtb0bd6/fk6bEggRWXIpUfRqVzAKyQz+hy9KoahhHCluEjDTh5ghe13O4hTKVnO8tx2szqIrv7MuKYLysEl1xFtHLboRCN0eDBwCP/WolF563Cy1oke+pIniMjpGU24IoZSF1EvT9HKus0f/EcjTP7wsJJopIMpRFFa88pjLR9wvm1TyFlwughFqIzB+i6aTRaapvt6JS2eSzQ7ojfZTWv0xQl5AUwJEwYib1S3vxHBlrJOantTwX64Ufoi05m2B4AH1pL45IUpxowZkYI1yVQxUS5bGTKR7SqGoYIfHGd6AfuRcqCmgeQhKMbWzHKQRxCjrRM08kVreG0r+9BxAETrqC8vO/Qi4XcZ04ridNkxFIkh+smLZwI1LNQkRhGCHAnAzjmhqKItBlGz02VZIbX4rU9CaC3i9xt9rUzBqmkg+h6jbpnnMx+8cAiVx/NUasB+kYbR6BDlSQgjZKKkjhhYc4zjWfAs2ec7S/x59/QsDQztkURhNE5sRpudpk5Gtfw52i3y/s6UKr0ol76wCwX/kF1lgZK+MSWnMSyqwFFHuzxOdXkX7sOfLrfDrd7DDILUFcS4PxLNaX/5HUBz+LbPjjWNEVorMiTG5+jrlnlgkuXEjVTddMl+/Fqx1CnS9jpwusPNkiLHX74375CVSdNgOijrUlnzyfnZ9+Ertg0Xz1MgKVAS68qo+x0TBLPnwO9cuTx63fekKci/4mxfpfptEch+qQQ3JBAlk/vhdRHMtBIfh/qxP/f8heBz5/Hnbrrbfy5S9/eZqZ7a677qK9vZ1zzz33d65//fXXk0wmufHGG/83T/O/ZK8Dnz/S/pJFo6KrFpJ9eSsAkeXzkFT/Ixhc7ZdZTa6bAUaSqiAbBnIkRPwdH/wP91vesXP6b7uvD3dyEuPM65CT9XgbXiO3YS+lH/6E7NPP0vipT1LpH0OrihM+/Wzsvm5GPvtRhOMhawK1phZldIREHIz6atR4BDPWAubBqX4EGfQAxilX4gz34Y4OEH3zB7G79uG+/C0oZRACimYHiq2ROHcVlZ4xQiuWEWrQEYUsxmw/iucN+KV6x9Iyi/wI+mWfx9n8fdyhLrRQDoSElKwj+Z6/93tfVr0V1j3IUUdArW0gcsm1iJGteM/cNbWffiTLQlIs/6OnllEiMm7B/yJq1S72gRmKc7d7N+7oAMqq2zC3PEVx0E+fuBUJva2FYF2OYPIgSs1GvNwoKN6U+KjAnSghSTJayELDIvbx7yHpASprH8R89oeEUgUiTQZqQytCGkQkDYrDccZ2zcY1VYyQSbijiqbPfQYxeS/eli+AmCnbkKo6oG8ANWDiVAyUugZiF5+M0XqA4m4duWoRovtFjJosyKAnC4jUmUhxBymxBGbdAE4eZB1JdfEEmJkwSB71yzsZ3z37uPGkNjZiPf1dJKB2mUrkpP0U18+eikCDnKhGkmZobiU9TjDpUtqhkjnkl9N5roKQjgdkWmU3mI8idBDNILkSTmccz5VAnqG2NcejGNUFogssSn0pRKlAZjhJZrgK/XATs07fjcaUdlQuiGxpzD7hCOXZFia/QBwIokVKhBqzOGWNgD2IMUuhvP1JCntWoOe3IyoVJElDC/kZNj1SAQQitZTKc9/G2/UgEgIVUGKCghlg6wNnIf9qN1Wtoyy6cPdxpU2eB13fe4Xcni4SZ6yldvko3sE4bsnAc2WUEBSefAScCk7XTsKrz0XRWxCVArErbsCtX4j96s9wtvw7dXPnMHK4CtM2aL96FwXrcpad/UmkzDhac4BwdZbieHyaAvuobdjTzHm3XYukG5Caj3zO/6XzvnvZ+FiYvl0tTNRmZ+Za/SThqjxy0EZvSGN372b81Qmk3MVMHNBIagOggGdrjPVXI1JVPPbjuUymJ+h+OUz8LXFqarK4xQCVgRRFV8bMhomk8hzaNI+5bUNT40BmYpvALS0jWJ0h2jxOqNovi/xNjSrXVrFfvBN7zyaQVByzDGYv8eYiquEgBOR2ugizAuTJ/OKH1N50M3T+BGwFL3UtVmECr5BHC1lUXluLOrIBUfTLySrP/QxRmSIIUDwqxUbMvIckQ9Wlp6CdsBom9yPNuhQpsYDxroVUxx6n2FtF/vDRPkeB58n0vXodilREVwoETzRJv9yGPTrOUQ/bLAaRyuI3K76Q61rwRvpAkhHL3oQqPYJU3IcYeRQm4tiKjhaycB2FoZ2zidXkcCxl+tgAlWKAzIifoZ7caRJ6csM06AGwh4exxgXxuTPHLb7yHHbJoLRxA/v2LiM/qhFfUMX8c12GeuuxTI1IvEC4OoMiT/X5DfVj7dtJYMWMAGhh/SYyj/oVCtm9Y6RHo8x+x9noMZ3u7z5Npc8v9504IAjMUVBUF+vwIX6fpVY203LzGnb+y8vsv2MbvT83aWgcpDkElccLcOF8CgMFXnzPi+Q6c9S2e6Tyh7hohUxebqHqrKUsuXURknT8nT7nX1fw6ze+Smm0wmmfXEKk4a872/O6/fnYeeedx9atW3nPe97DqlWruOWWW0gmk0xMTPyH27S1tf2vyK/8d+x14PNH2v+0aNT/n9b8/jcQWToH4bgkzl79W8tr334DI/8fe+8dYMdZnn3/pp9etldtUZesLluy5d4bYIpteg0YAyEkhpiSECA0hxoIYGN6Me7GvXdJttUlq660u9rez55+ztTn+2OOdqWYN+R7X0jeN+j+a8+emefMPPPMzF2u+7ocBzeTp/pNl6JEQn9glNdaYPHiGdpVtaEBJZHwNWaWn4n1yEsz21mDwxz5zA8pHh5C0lQ6/+n9mC/cW4FQSHi2RGlginIujiR7eF2HcUb7MHv6kVW/gVmZv47IWz6O1XuI7A/+GYRATtaS+NuvI0X+Ea97I8PP5ph6ehLuu4N4Q4rmZUNgKRTurWQWn3me1Gg9btajtqPGp6y2Fb+BfsnrkZJtaBd9CdVzkQ9tBdtEbWzB63ueQrkG1LlUvesd5F94EbW+kcQb/Wyi07//BGdUpLp9R08CqThJ9M1/h7X7AWTNQT/3M5RfeBb7VT8z7Tkymd/eSvXffRFl/iWwY8fMOO7QYcLzD/qwm4lhZL0W2qbBUnEG4z7m/VhPQtM80AyEWcR88W60RAE1ZIFnUdzdAzENVXHJHJ3Fras11dR/4DLErn9A5J+HkOU7tcLP2LvjI0gSBJJFhCgSuObvkAbeQ7ipTLgJhDHEWG8dipLGKmsMb16EXJWg9n3vIjCvw9cKKPUhLf4oDD3K9E6b8mgCgHD9NIphYxU1ZM0j0NGI1/8c5VQYkNCsElY6RGjNAObhWoojDQw9G6PhjFXUrp5Gqj4F5r0LypOvySgqun3ceQBB84TvvTlnYsSvIXvrz1ENE6XiCHvHNIuSzehqE8U9u5ka8OerNBVjeOc82lYfQVgqXgVeKUsQ8WwI/RJ53TnIQz6sqzQR9ZkFgWC0hEiNIoUCSGEbUawQUEiC0kQVwU6BMno7Imsg8O89O2/glHRwFOqbJ6iqqRAd7Gymev4YWtRDijczNn4GA7/xM+yZnZ1UXzuIIoMcMfFcmcxIHCcvE20wUQ0XceAxIvVpaChz9Kt57GwQPVyibi40zz2C0iCY95VvoGgKYu9HYWrSXyvJMnV/vRuzO05kQMbO6ghXRouWecfbNyGVlmN11aCGupESG5DW/SObP/0sFyzpppgLEYoWfSiYYRBetQ9RY0PAw05/lfQzcwkkc5THq6F59jod7WphJHwe06mxmf/lc0Fqa/25sHIB9jy1koOvHmNqFNS993Hi4RLlUg1u0a9KliYT2GWDUI3feygETGSXEnD9IPrglgXMG9lGdYNEMRVmcG87IKFoNh3rutCXnQmDvZU1IjG+W6Z34zQoVxBZ1cL8G97G9OQPcNIGNe1jJBtTeNYfZvBybQVzqiIo7UFpJEf1Oz8y873wPKYe34pxThI7Gzru/zKp8SacvmNsbCbe9H04mTA+JFcil4mSS/mw1OqWCEEjT7hdJnjW61HWfYCRXz9G9892Yd13lHM/fYTCSJKxV+YhPAlZ9ggkCjjGHFJ9kOrzGd0WfOIMis8/AMX0awLGYs8YofXrKb78MgDpiQSR+mmQPBAySB52+ZhrItDIAtVkDk4xWpfAqpBT5DNR8ukI8arCzNhyogphmZjbnkI4DqOP9KEAqam4f7239rH/nvu44tE3nVBVcV2FVzYuY2oiwZy1MsmJEgOP9xFqCNF8QesJgUrf3ftnzyVv4Dgqmubglfznxc5v7mR8qw8l7p+C9naNQMAmSR+nfe7dyPpr3a6G1VVcf/D1CCFeExT9RZqQ/vS6OycrSP/b9qlPfWpGmPTCCy/koosu+qP7dHZ20tvb+39l5edk4PMnsD+XaNR/t8maStVF6/+X3+v1NbR+7q//wzHMgWGswRFCyxbPBEZV11yN3tyEmy8QOXMD9pF9mAd2os9bijG3k3JXxdHQIhQP+w2+wnaY+P3zxFtnNYOEB4Xp+MwLrFyOVqBUUqV/AFQ9iBQIY+7YOKM75E1PMPGDWyi+eggUhdTorOhqZixJ89J+vP6dM/+bPgx2OQ3AWFcb4cVzEQM+yYO38UmCHWfj9HajNTajL16PN9WDfddHSPfGSPf5Gj7h1afQ8o//NDNmaePDFB76PQTqkFRBdL6K3HohYuQuhCchBQMoHWcRXHgZwvaz/G7VNMXMNoLJLI6j4g77Dph+/keJTf2c/KZtICz0cBlJOe6tbsSQE2/GG38SkFBDFp7lIWSd0Fs/hyRJlB/9Hpg5pLC/3+j+VgZ2+CnY2lP6OF4OVWtuwt3+JY4+1YRdXE7dad0k5kxAXkdSPeR8Edfy4SZyrBpz10bC7bNBhDM1SLBhDoVCK5nDQVxTgtwoIz/4GR3f+WfE3n9CSvlVUiHClEdnxXOzI1VMDdUgPN/BbIsfwQSEZ1DMhCj0NuDt7kRSXdSoSmHYACSGnq/BNhcTbBZE48+gz70YN1NLuDpDMRVFVl3UmI1jB5ElE6WqFldqxstryBEbYckIcw2BleeSeF+Evpt+TaJxCkkSyAmVoVfXkO3WCMYGiNX/+xeshCPplFNBFEkgHcurR/zr6hyexsm14JQmToQvAcHF85B1neLOp1Br9yGHBdoZ70HV5yE2ftyf46CNmxV4roxTUa5XVY+muUOUMxWKZlfGyelQt4qjOxcztXHbCb/jqBJKha9gqrt+Zj/XUamZO4pjqhQPtCCEhFzhBbEKQSYG66lvGyPqDTH4tZto+cRHkZXjHG8Bes00+p4AEgZGrIwQfvBWnoqQ/anfaxVon6TqvO/R3v6PfP5XWxh4QCI/HKGUDxCryWFPRNj/q4sRi4aYf9E+zLE0iVN7qZs7RGRLB24+gOeoFHJBoqvmsOgt7WQO9jI5FKSqOkdIdfFcCbMUwJsOUVWVO+7sJbT6LHqwjNPWQPmF2W/K02FGdnYQrMoTuuCdlDJN7LpltvJaSBtUN0BuMs6xiq5ra5S8FqJXfIZE9UbSd/yawphO+RiU0FUYe24aUbqfwrAFBBna30Y4kUdPaghFRQiBccblWBvvw7NcNH0W6gcg6/4dKRwb87nf4Y71Em2TGH5uMZHG1ExCxRZhnNLss6CYCxFOFPx+G3y6dT/o8Y89PxVg/r+9D2PRLC1zzz2DWGV/XaW6a8gdbMSr6PG4roJILKLhA+9BefxVzOEpaq9cR/TUBUQuuBTrlUcxuw9S2mxT6k/heRJjj+ym+oKVtH7us0xs7iP93S20rD5CydLoenE5jqlR0zxOLF7AdRWyqdln/r/XdjNzIbQzFoGZI3jqBvT2eeR/922sV/2gXktHKJsRJkarZ8+xL8vE1lHarruIri/ehZXKU6pbztgePzDueRnKl91GvtLuufqza1n20RUI1yOzcSdG+Hg2OYGiCuSATsN7fIpxzzrxHj6WYImv6fyDQc/xdjLoOWn/t9rxwqT/WUskEv8hI9x/l50MfP4E9ucQjfqfYPkdexn+5s0gBGptNXO+9mmcdAklHCB6zjl4pRKj3/4OZncPiu5ghB4l/oFPoSSuxZmaInDKSnKf+yl4/otbDOwg8rYPYw8N4IyOotbXw1Rp5vekUBwpFsNYcxbmzo3IiSrUqIZzaBNqcwfmLv9l6KH5QQ+A66IFBVbF6QvGfDpbua4DJo74v3t8pkiS8NLTM5AQd6ibsRuu9ys1qkb1x29EyWwH1yJ/HK10YcdenGwONRZFuC7lrc+Qn4xTqvQ/ZLONtKxegVu+v/I7QcrdfYz+8Jd4hTxGbRQvMw0E0UJlEgvGMI1FlUOSiF/zfuLXvJ/sL76GdWAHucO1KGEbozqLlakidP4/IV5pR3T91q966Q766/4BKZLEPLCH8oEDyKqDU9BRAhajB1tnjn1iXxvz39lGcfNm5GiU2PlnMPSjneQG/ICx/7EVRN71AnrQ7yMwmqcpHmrwM8Kqh1LTRLmrluCicfJddYw+vAyEIFTlVlTlK5WTfAG7awfK2L1wjCFYFFCjJZycD/0o5QMzApmOpZPPRAnE8zi2TL7iIEkAjooz7bNsua5KJJ5HFV0kVu5Dygq8nY1gVRGrL5Meq6KcSpAeryKSyBGMlAg50wTbV5L7zVKKrs74nlbUqv3M//wRJNvGCJpkRnxRxFDLClLb/bWSm0gSiBdJznWZ7pFRFJdItcPwy0sRpoURKZFYEkJuGkY6Zxz3aATrcRkoYRFBq5EgEABUQudeQWn7KxQevxdJtvHsBhLvvh4pspRy3y50cYyNy0MK2ojMifCY44Flx4QszYxgamPXCdsF22zki4t4z2uICQPrOO0cu2QgPF9QFE9GAiLVOcxCAJAwUxGcc3uRt0fQJw4w/Okb0ObOoe7c1ZiT/ZQPBQjsEjjlWcrn/ESMcjrCMeZEWYby0RqmXvSoVv6J2k5IvjfA8P0rKUxEiMRK4EEsYDL43Fx2vdhBULfRI2XCWKhIqBGfknlsqJqW2icJPPYEb7tW4IRriW7YyNSOdsYONBOtVYkke9DjJdZ7MuPSGYSkKczihXBaCvv+I8hqGIGE0TZF7mA9+ZEqLHkR1ae9jtb6aXpu24OdswnGytS1jON5nEitLAkil/gU8qH1ZxI87QwK138GRmc3qV0+gLBP4FXDdRTUtkUY574F54Eb4MCt6JHZeUvMGSc7VI0SMah9+1X+9dx8H+amewCIRSHlzGWyu5FIvICseFhlGTmg4ZX9B5wRsgiecR5MuJR7+9DUSaQBMfOMk2RB9v7fUbvoy/4aEoLGRZPQ2M/UQB0HHj+bhqaBmdUl6RotX/wskizTet3sM0OYZQrPPIA9NEiuaxpNcsl5ATzLT0xNPbuHuTe+mZbOTiIrFiD2Khy5bRwz7wfNY0eboDND/XveSMd8l/TeCeZctZD69Y2Y4xnyh8ZIdKi0vvcqEhedfULAYHfPsofGqvJ0bV84Q9cPIGsysXkJIi1RVv/2bwDY+o1X4f7dM9tUR/rIMweQGHisj2UfXcHYbx9m8vfPEnUlCrEaRkeqyOYCZAOtvOuVK5F1/zdWfGIF4zvGyfXlWPSuhcw9dxXCcam9cDaBc9L+uAnvj29z0k7a/46dDHz+hPanFI36n2DZjVtmqizOxBQ9X76NzPZeJFWm8zPXIucHMbt7AQnX0ih7Eul/ewS1rpHmD7yOwJx6Wt51BpP3PIlq2CRqp3D2baT6vR9i8jtfRkwOYSQSmGkZSVNJrKqlfPO7QQiCqzfgdm/H2f0Izu5H0C//W8KXXYO160mUoEMxpSAc31mpPiWIo1Uj6Ro1rWPoraehrn8Lua9/Dbu/D1Wz8TwZgULDG5Zi1BSxtvlQPbukz/YhODall18kdt6puIAeLuOU/cysWpNECYeweruYvuWbiFIBs5AAfBjM1O4ME3/9MMnGVmrmjEHOIfejm/EqPT7lsTy2GUIL2MjTEeKME6gpIzwPe7/fF6CesoHwGz+EPf1dCt0+s5ckN6Ia0xjjg8gtaxAv3wWeC+Eq5OYV5B68i8KTDwIga1Hii4ZB9VANG7tYIWmIaoTnVlH1xpvwTJPUv37Fp9Y9ZkKmdKgeuW0KFBd7IoJwfRiNJEpoS06lNH4t+UP9pLa6IHxYVzEVI7rAIN9TBkmi+po3YO16Ht3QURMVvRxPonrdIPmJBsiWcY5Wk0/5/UTx2jSKB/Z0hJkyxL+zyJJWrLzAkAvEVg4iycfCgRGUQIDieJxy7hi8SKJcDBAImdhllWj7AgzleY78oAPhKtjDBt3feogFHzsXTXcwwiXCdRlKBYPjH6USgmiwj+gSf/l7eRWsMiBj5oOU9LU0XPtWXGcTxRd/Cswee36iAWvCD77Lj2xCdUZ9Ig00jKocmft/S3nMwSkqBNovpemsLjxTRlTPw246lfyzzxMMjCBXlQme0Y23qxEmDQKBamQ5Aak9zF0dpmf3PISr0HLtabS9cwGy91ayU/+Kl5sg3JAmN+gHtYHqEoEL34v5yBOI/DFNpdmQStJclCVprK0VEUbPobB7mOmWN0FTHSHvi/52qoNbNvBcqRL0+DPleTKy7CEEqGETSQKvrFJ6uY1kTYZIuERp2tfXKuWCJJM+rEkLlkk2TmOOxlE1/x7JTcWQXIWJrlaqWyYIxYuohQmk6QCJ5inU8RD1l+5BUgWeoyAWXkT+pwcB6H8Kgt4EkqsQCPtrr+rig9ScfRgzEyJ8+lsR2TGkBz/H6RflEUJDVWxAkB1JYuVCGEETz1NIXHI2oTXnzMxRuW8QK2OjqAquoxBpmmbh9c9RGEzQ1Xcublknscgges55BM5+O972W5HsvA95VVyEqyAEGGGTmtUBYu/+FEqt39PnTc9GUxJQvbyfgc2LCBzL5ABNbzkNpyyhNyapuWA5spsl/PgNiFA/1nicOctMhg61oqouda1jIM3qoDm7HqWh5hWogbqOUbY8eDrj/VXUNfr4fmHZFPccJLzyROrl3P2/pvyyr/emexJmOoFMDK9yn4TnN82QDITDKSayVZTLx0FLZZnE+WcSaKph4ZIQk3fuw3z5EHt/mkNSAqz65pup2rCYP2TaorVYO54FwI50EmyuIiAr1Da3IgUCzL16AZGW6An7LH3/fLpu3URqPEJ94yRNreP0HfYFmutP9+cjt9NfK7IiaGqeoKe3HttRkQ19JugBSMxP8JbNb8GzPRT9RA2mk/afM8GfntzgJF/Ef61de+21nHbaadxwww3/3YfyGjsZ+Jy0P6nZA0cp7dyKnKzGOjRLYiAkjex2H+8uHI+R25+jdvFsSkcIyIwn8dwsDGY5Op1l0ff+jsQZy1F2/Wp2fBHF3LQRYfnQj2AgTeC0teS2dzHx4BaScyKEq3O4XZt8vHjFvMF9aAGBrB4GG5LtIQpiHZLnoBV2ISsCubqB0Bv/BWtwCC+bR1+ylvzBMZId48SbK1pM+R0oF3wbpaGDwrZXKG3vRVFnWcbUxmbkpuVor7uJmjnPkH7VREq0UnXV5UiKQv6RexClIiCh6g5WScEsGbgVFrTUQB2BoEkgUkJYZUDHsVRKBT8TapYCBJI+TEeqWUz52Tswn7sLJIH8zI+RhItbapmZ01I6hOcquPc+Q3Ju2g96AAop8vf9kMJLuzlGv+1VhBgHX1qI7Eiomo0Wgvq2bsqP78I+shupZhFWqgjlMMcEMGouW0dk/enYB19ETBwFq4RiOCB5iPoNpP7lRgD0JauQ1aHZxSJ5kB5BCxioDXOIn7cB85UMhWeaiawcRNZcKKloS95MsvlKnHvfS7hmGoFEYSJGKF48buWphBM5Csc51Vptkjk3vBWjsZaJ7/4Lbna2kiE80OszCNVF3uvOQiNVF0W30QyH3B23oLZVn/DG9CyV4PLlxC65BH3o56hamYCzm1xyEaXpMEa0SDBZwMmEfMdVAqE5SAEdUapUxPR+8t99D5IaQFswjZNUcadDPj10ZvaecNMZnz64srZk1SVgjxBqFniuRKrfxV74LQIdraiOS+97/hGvBFkaMRoMWi44jLFwCCWiY+eK2JMqEhCtyTJnUT9mzTrm1H4f6ckxBBA983LK5UsoPn4/yflDeK5C6NLrkFs6UEJP4pUkJN0ges4Kytu34eYgcVkP6pEI8fZxHFNluqe+Mr8eVae0U94uIeGhaILcSJjiZAxZFTNzmisahOKguibl4QRC9ONlAhUiDlADFp4qI0wq1cFj10+uXGWBXVaRVZfp4Vk4U3osObM+nvzVWRQyIc6/cjuSKmbm0rEz/nMnF0RRPJzpIuoxX0vyUDIySl0JtaGApAxjbXsEUUijqDJ4lcBCyFilAJIEmu4ADtOPPE/VeWsIzfcrIBO3/wqvDMGQH1C1XbsNRXeJdk6y8sv34borMbcuJf/U89h7N6FX25RH47hlHb06j4ugNFFLYO3lJN98DZJS0dkSAjXqYMuAB3LIpHl5D5atYg3W4BU1tESBmrMs1KYLEOMHkSQTb9+dkPHpx+WgRU3rBDWtE5jlGK5UR2JtGOfB9yA1rMYdn12PsiwIxwsn6LoClPuHCK9cgnAdRHoUAmHsfRtP2E9WPCLJIoEzL0FSFBresgEAa//LFH/3L4SAOfNiHNq2GFWHcCjL1IPPMfXQcwQbQoiM//wNhxSy0xL9tzz2BwMf1/Z44cVTcQ85NNZbuCNZdG+AbDpCpitP29VLKR/pY6KUJbq4ke6bN5I/mmZwe4n6xgzrz9yJLEP44texYkUTwfoQ89+2AIDIioWYfT7+TYol0RuqCAVULvzea4W+JUk6GfSctL9ou+uuu3jqqadOBj4n7X+2OZMTTHzrn8HxnQLFkdACOp4rE7/iAvK/2TOr+zLejauMIys+i5RWl8SbrrzBAWfad+7Vpk5CV30Ec8vj9L0SIvVsH5IsaOwIEY75jc/5XUd8AVNLZeDVdoLxIvVLJzDCAkw/Q6zOX4fX9djMsQbiRWLXvJnc73+Lc9R3JN3xMcZuuglrYBBkmdqPfITad1+NcfTbYB93okPb0Fa/g4gu42Qtyr3jaFUxwhvOJnzuxf75aVVYu7cScm3I7EcJXIozMYYozDr+oXieaOsEk70N2GNVr5lPI1xCeDLmcTANAK1jAfKpr0PqvAz7x58GBJLqIlWU3mVrAghil/UZVfnsi1sxlOQxxmiEJ2Hu2oasqHgVpls5EcdDozCe8IVCQ2VU3SYQLuM6MsWtvQivD8dSURSPcLSAHAox52NvAsDLjOMM+ZTHkgSi/UIKL8/2Sln7dyKVdBTNQFJdonUZjEiZoFMgPShhHT2CXtsHi5swC6sw5rWgNC1E1K6neNtXcAerkVSXcDKHmw+cKDzoeYTiBcLJPFIkyvihKFJxhLFvfZ2mf/gHgmtPJXvXbvRoCSVSxh2OosgewdZpFnxmPeMvmlj7NxM0chixwkzQ7PRNMect8+m/ZxpZk2h7z1okWSZx1euwfvwjf52rgvazB/ASEmp4ACsdwtl2rM9FkLigiqq1N5J/8FeomWeRxo5i5oNAESUdIXLVTkQ2gBRWkXveTvp+HxOtBUy0mI2T15A1By1aws341SlZEQTiJdRkvHLv9eBZsxlzz7LQukJgVh7xbhmY7Y/QdIvm81NI47N6TqLvUcTEHmJRG6HH0K74DKGlp5D66gcQ6TyqApJaJnz+ezAWtGENfBWmNNQxFVQPXbUI12cpK6tIXLgBKRhEa62GwlEA1FwdNasW4HRvJTsUZng0wbbuBk5/vUWTPYw5kqBcTiDFSgjVRXIUJAmCNWki82sZeErGLVZYDoO+5pKkgCS5pKYTCElBErOEE1K0zNOPrGbTS4sACbto8K71vTPnm6hNcXhwPlMT/l0Rax1h6bKjCAkinWOonoTIargBF+FehRw+VkX1ZgIvAKM2i9MXqPyur/9VfOhHBK+7ESijFA8As+QgimEjKtTdiuEieUny3fvRwiZGcAJrwsAp+LBNczxOKRfAtTTMx55BrWkgdv55/vUafAmp716CbS6ELbxsgNLBeupbJzGu2IOdDmFUFZByk9h3/AovmyY/UkM5G0ELNpKYO4YaLTFlbUCLx/GMGiR3CGnQh9uK6cNI8fNm10cgQXJhmrY1uxh8cjmerSKHgwSb47gTg5i//wJieggCYVStjItfVfFQELJO3bnzUJxNqE2daFED4bnYO5+aGT9ek8XTbIJzGwlmxo/dPtipHBVCUVTNoWNVF45IIswSknEivHPnL3t5+Qe9hMMx6k49wrEHRCSep1w2mHp8G6nH/TViNFdTOOr39UQUidGjSYb7VtEVrOPGr1/EyppZcdL0K/vY/3KK/kw7NW1xLrzpKpL7sgw93Yc9mQVqOGl/WjtJZ33S/lx2MvA5af8pE0LM6Or8rxow7b7umaAHQFJA1X2vOrx0Pu0fq2Po5ntRVJdk4ySy4mGELISA6PlnoK0MM3rbkyBJ1F872xeln3I6mQfvIHWkIt7oSUyPJ4lWZQmuO4vSs304mTz5bAThydjjBm50Hkv/5W04R15BaZiH0rIELxLFGtiBKJcg3IDdvR0xdpDsRIzsRAIkCEXH0AOA55F//nnq/uZvcJ58ErfrJY7pjEht67Hu+jvExBGiOiQ/egPq0ksrx+ZR7unH3vQrcCtzYZXI3vULSq9WdFCCNpIsCDWnMKJlwo0Zep5fSikdo3pDJ4HSESQBWn01gWVzCJcNhp8aQTgucsggce1HkQIOhZs/CsUMkg6S6lbgZaBHS+hnvIHcqwNY+wZnL9D0DtTV5yDKDvL8synd9lNkYfrVIt0hsbwXeel1qM9smenJ0CuwH7tozDh7qu7i2Cp4ErJcwt11E9Kcq5FCs5TWQkBx+06fN/k4PQ9JEhhhEyQPI1L2+0eKBoFImeID3yG+8GWMiEAIAyt7Hfb4XuRkBrfXrx4KR0GSYySbJ0ECq2D49OGyQHgKkSUDSGaG8EgTtfP87Gzhlo8ytKMWI5Qge/AypEwPwnaQFJdgVQE1OkmkRiF0gUlA20+uqwGn0uciBCi9e1jxugHsvIH70lHM9mqMufOR5pyB2/MykuIhM41i2ji6gt6eAkvGNU8hcO51GAtX4GRyBAKHUChQTNfOzImbB2lyHUpnO3LD+0mu6MDb8XuEaaGFTJA9Ip0uWnAKEXIovTrL+hVd6aEmYjibv4/Ydxe18+uZONSCGoKqpiypre0E6nKEGjLYskcuHSISL2IXDZS2laA64Em+mCbgFnS8rL9mJSuL1PsoLD0FUZplzRK2BNmDSKKZwsPtKKpDpD47871X307u6Djx37+NUFMCiqMzz4t461FKvTkUT6WquYQXz3P96ypEAVoIb9H7sYvrkGsPYXXuQj0cAk8i3jAFuSlaVqrkpXMwVlxIIDyN2PJ9ZKmMY0eJnjGfYu8BRl6KUsyFOLSvg8D5vWx6abYqkJGXkt/ZjF6Xw5sOUpyYZGriFJo7Rli+/iBWWSPaNoHRmp7ZJ99fxabPXkHbNS5LPn4VXnYCt+8ehrbNJ1GdYaSvgbFMI6vP3czknjnYZZ1AMo9hHsTafBtao0bNwm7sApjTEZKr0uTLH+PQt/bRcHYviXWnMbVlCYN7XiGczDO3eu9r2KeOf9yaB3dRGHgKubYVvcMPpiRXRhR17OFZDRlvIkygyU8eCUvFy06S7auhNO0HVG4pRkYR5LMhVPsoTuU3hOaQnGWDxj36Cp4dBEkwerCZ9jNfRI+YtF68m4Hnl1Ke0hn89s+pmTeJEc4DAsw8WtBDbZzGc2Xksz6M2p3B3v0QBG3Kh7tJDyjEq4/AyHaoMBI6tkImU8MpV5/G9M8PIVwXSVFInLeG/Au+UHOoKodm2GiMk/vVV4m++7MnBD+llB8QL5g/hCx7M1VCWfZQFA/puHKVOZwCjgnjCiQJXEdh4FCZrXf3c/6HfXKX9Oa99H71V1QBcQN++bCMpDxL9kk/ODv86/2c/ZNLaLmw7YTr5hQt9n35MTJ7R2m8dDHzrj8Tz/Z49PotHHl0mI4LGlj/0Q4mt41Qf0YzNat9uOjA9hS77higZXWSlde2niQ8OGkn7U9sJwOfk/ZHzSuWGPnmv2J292J0tNPwyY+jRE6kXS3u2E5h02ZQtZngR1+wBDeVJrT2NAJLT0FvnsJ9cmS270eEEI6DGg9jrD6DSG09VReehqTIaFWzTD7uWB+yNY0ktSIqmXjNsNFDFsbceTStvIjx395P+qX0zD5W2kJO1KOvff3M/+TGpaiXfgHr7s9CZgL3pV8jyQrZCb+JFQHlQhA94B+/Wl9xLE77OGRSSFYKZdU7kOQAokJ8AOAdfAqWXoo7eZTBr/4Qc6QAkkeyxUAPmz7k7NX9HHN2PVul/pyDiGAzXiaKJiZYcP4e5PmXIamv4vX34Zkq2ulXoCx9DwCxN06Q3baf8NIOjMYazBfv8EUc8R0jTw1RHjNAQKh1kshZiwjOjTI8eAgzEyZUmyHckEZtqEFe7tOux94epfDwT5DMAcJzx1EMG8wjtFwiM719Ell1SbSOY2fCKLW1uEOz8ysZOpJbpnr+AN723bD9YZTzvoRYcRneaBfK/DMp3v9ghR4apGCoomdS0TKqzLFrani2iiSBNZCjVBslVJul3BfGmawQPWgnrjUhfAFMAEVzZ+ifkT30eBHJMqnqkCvbgpsrU9U4jlkIYo5PYch+MC5chfxEjOJtW0BAAaheW4OiudiAZys4pl+xLGpxzAqMrvTtr1F17VXYu/YiiRCS5qAaFsPPnEJ6tBokQevaLqrfNA95wXKf5OPbtyKcELK2hGhdGlU9hp8TyLl9yL3DiOiHkUSB0KnrsbY/6a8bbyG5PWPEGmT0RBFjyShuKoSSKKGtPAsnn6P8ykPodTbVlx4kce5higfOxe7PAzLlsTgpq5ZHbzmD3FSUOW2jnPul5dS+7izY+hFcW0FWPSTDQYqJExrwxejjCOcThM5YReG57QgPPGRGvnQrIlJDtrcCa5MF0docpqmx454aipkIPS+0cOEn7sUrGGgV8VG3oCMc/5UjPIWaGg/PlfxraRdQ9n4fBTBfNchPX0AVL/lrsmKq4VDo3sdLd2mcd32RgOQH5aqWwzq6DW9IonZOEVPzONC3ksS6rzB3/Xa6X9aQFTj9r+ajt1+D9coDeI6MlJ+mfk6at3zoMZQKm57nJBHJxXijW0DxOPT4auxcECOQwtv8OfRgmVJVG688eRqS5NHcPkIskga9g7nvNSkf6EK2ZCRJQhQylF/NICYjtKw9jKR5eMv+mc1/tR2JGH39Sxl+Nkrm0D4gQjEbQY+WaVt9CDsfwLM05GAZUdIADTkURB1+EVd3cPteRVKvRAlXQ2EKN32i+Gx2ZyvSSJ5U1zLUeBtV2hMziZFjlhtPkBqupmHOLO23sFTKmSCBeAmhxXHzEnp1HjloUavuwyoE0CMmuYEaShN+oqOcD1GYCGKEcyD7AYQQErLukMsvovjzpyrQ5CRaqETf/k68zUOohsIpl8hoiQJCrcZa9ile94kFdP/0ZUYm24g0BVHndfD870q0r7mcRWv68PYfqxBJmEcOkv3m9wifewWJ05cgyTKr3tOBt/ke5jV3UcoGyUwlkCRBcPE8Eh1LmXxkC/a0D4EMBIvkrUpVSpEo2TIH0z4LZLJ5lpkw/2r3zN+KDO9eNUBmd44s1TP/n9o1TsuFbXiWw4EvP8TUpiOo1XFy3dMA9Pz0JZKrWxnu8tj726MAHLirn/GnDhELmez9V4kLbr8KqSrC9898Gqei32SXHE57Xyd/cSb+DBWfk00+/622a9cuenp6AJ8QbOXKlf9tx3Iy8Dlpf9Rym16ukBCA2XuU3MbNJC6d5XG3BvqZuuWHlYBGEFpzKtGLLkXvnH/COEqyhtjbP0bhsTsY2S0z0t2AJEPL/H7UX3yXxIf+Hr02iSgXyPz+Fww+PgnxRtreexZqIkLbsl7Gjjagxw2aFhbQl5+HsfpcJFWj/cs3wA8fZvQeXxui8eoNf/BcRKr/hM+K6uPPjzGFaXU1BJd1otbWkrjqKjzTZPxb/4o9aoIUoXZZO4F4A+hhsPxMuGtpjH/+w+jGCOZIS+WHZMqFAMHaLJ6pIinejIOuxILQegXS/PcgRsbxXvoeWBO4+55EMmzUpOP3yPQ/AJXAp7jlJfIPPEj+95C8bB1GefcJ52GOBmcCytJokqgSRhn9Ds0bTIQr+039qoI0Z1ZtWV+8Bq05gXjuakDg2hLWYBB11cXUybfipUZwigayDEZNGnvURXgS4Y4Jml6fQPS/hBg6VuURuPsfQb/86zNNy1GllvyDv0YygsTe8TG8rtspvOQzLoWaUpjjsdeIWoqoiwi4uLlZWJawCuinvQ7nyC6U5nlYXVOI6TSSDKpu4zoecsgm1DGJbCsggR4v4uaDuGUNp6wjK8Jn7AtYUK6MK3yCheMz7FK+QpUmCazibCbZtRWQPWJzJlFDJoVHfoUR8mZESYupCFbJwDY1QGJw23zG9x9FKP9AuCk0Q6Th2Rp62ARPRkgS4XmjyIYD5gSFWz+I54ZwqUJYGpmpKnJjAqgjPVRNsnmCRLya0NoDEFhC0X0XXe/+Lm5+LZG548y/7gXUpICDgxz/aPeSV+JYeTxPxli1jvq3bECUByC7A7Wucu2QUGMmSnUeazSGa6no4THcqYMo60tEF0oUngxi7gJwYHoUzQhimzoTh1oJnf0Ce35yIcUKDbaZD5IbT+BNhQg3TqNFyqT66ghXAl7HVEn31SPseiKNKaoWDCNV1oIRNqnObcLMBdFVF8tW0TUHq6zx3APrMbMh+h7vZd5qBUX3aapL/RUyDSDXV8O817cStLO882PDHFmSxh4Q6A+/Qn+dQywUxXMUFMPh0nccmAl6AES5yPjL8yjvd/C0ENnRTurPbqe9834Y2gtAQInQvMYk5h2lbb5fUXUHJKYj54Fdi1bYi9EYxeruRmQngAhWJkHsTRfjJc9AkreSrEqjqB7llAnMVmocfQ7q2lUoh46S2lLCMTtp/9TVOD17MXdsxBkdRdYcP9mRy6Cvvgax6zuoIRO3aCAcFdvUmDpcT2HLAvxEwzBW+3pqErtRNBvX1pAUl1yhnWJOxnVVFMUBBJrhkDrQRsOnP4USCiP/7nrUqH/DRJtTDGyfi100KOdmjxl8mDHRRqSiT/oiSTCyv4Wpwnyq5AMz26XHqmZZGU2d6aEaGhYMIXfMI3zeSgbu3EH/nf6zbTpjMrW5i3zB4PSlz+K+WvLXtez5FajDLVjladj0Gxreej7N776YcI3G/NbDIHwdLDVoE37zB6i9xH8ftL3pFIZuf5HM9j3E5XGStdN4nkzsTW+kdOcU5pDgvDcuZeWVTTPHHFu3hImHNoEA1wMZiXCkiDyZ9Mk5dJnWS9oBGH1sL+NP+jo/ZnYKjlNqcwomrnli3484xmviCcY2D2I31M8EPQA9L07+ZQY+J+1/hKXTab75zW/yta99jXQ6/ZrvL7roIm688UbOO++81+78Z7STgc9J+6MmB4wTPxsnfnbGx2ecbpCQQrHXBD3HzFixnvzvf8hIzzJAQngw1tdAsu4gxRceI/q6t1F+8Dsc/kWu4kT1kDs0TsxIEIrlqGkv0vLlT6NXz8KqPNtm7Hu3EM88jbQ4wsSRZkZ+8ShaWKf28lNP+H2lcx32pl+DWUDIGlL7asJDabJ9lZdx2aPmrz6EHNDxHJP8pi2Yg2OUCxE8V8G++S46v/dF9Ld8E3fPQwg9Rurep1F0GzVmcnzjiRo2EZLAKgQIxAvYxQBSMEbyo19Eqq0n//Mv4PS+SrDOh6SMdjUz2tVCIFFg/kU7CDTPBUA4DumHHsZz/WCqfM8u5qzfjxoHz9RQghalTGzmd6VgHKwJJHcKuUryM8aRDqQz/w0p0nDCfEixuYg1N5F/6Mekt0WBLpAOEVmQxJvK+9CdaIlyt4ssC5AF5cEkoYMvoCUdxHGCn5Mv9FN+6Qe0f+F6ZE0luP58guvPx3Nspn/9U8x+m3hHCMUaxE6HcApBpGgUYVrguCjJIsb8KbyUiizbuBX1IFmXMC55P8HL/ceV0nWA1M03IYsySH7gKTQVvcZC+EUw1FgJz1ERQRfys9nwQL0D5TRWJoQnQJKPcz4Aki5MygRiRVxPwSkYGDUqkUvfhfXcjwnW5HAdGasYwAhZuLaKXfLHT9anscs6xWwEWRa4pg6YlIeKKDNN8wJFd1FU29e4qcDEyv0JFM3FMy1EMe2vxYJCJJHDdRRK+SBmLkRqu0z47Y9S3ruXwVsex837Tmm+u45cdy3BQBlp2kKSZYQn4zoKgQMPcc07bPTzLiE4R2b6pg8iyWOE5mpoARuQKJTPIPWYgeGm/CqZo2DtiBJdcCtaw2NggEi0Aq3HTZaf6DBdBaOuQP3KPib2+HCfQLSIyOuUxhKUxpLULBykMBWn6MokG6fIjFYhbP+ZkR+pQp1bICH75y088CwFVXUpzDOxehLkdjTyxJNrqKvOsmbdIUQmQs+mJcw57RDZ6Tno+PeQYyuUpiNoE48w1J+m84z9rFgDhbYokpCw8wHMSp+U66jUvPNNOE91oWqOX2GbjlAeq7B32UVWfbCG6ne8Hvf+n82etpNn6ZJnwA7PNPoLIZF6en+Fgrcdw1tMrfrI7EzZLv2Phkg9/3WiNZovLgwYAZNgrU5pwkLRbJraXkH06HTfMR8IAMMM//JhglObwXUq/wOjCvTTrkRqbIep3SgTWwieuwY7cTWvfvhehCf5JCnhEnrAxssWMK56C0Z2BEl2CJ77FpojzaRe2Et+63ZK+7cTTuaQFYGRCKLP8SGCgQ1XIfbNnruarOHAQ0ux8h5VddMzwaodaMe49Aqsez9bmQ+QXYWqVpAmdf8eBxLnrmf6zsMz4wWjRYQj4SkxDnzyp0xuGQJmGdci4RLVtSnCkVnZAlcYCNuZ0RYCSD36Atr+29HmL8XREqjWNJIMU6kIhzbFuOSSyobFabwdjxJF4LoqkuJS1Bro//ZudMulEzhlweIT4GWxlfOZ/y8fYfDnT5A/MoaXL6FpDm0dg+SqTyPVlWfHt3ez9lPLmNzcW4H04hNm6BEmBhSqFiepOaOTqvUSh+7r5+gzYzSsTGBMZcADSZGoP7MFoylBuEanMOnP17I3HqfM+xdmJ3t8/mfYjTfeiBCCRCJBZ2cn6XR6pvLzxBNPzOhg3nnnncRisT8y2p/GTgY+J+2PWuT0dZSP9FDcs5fQKUuInnXGCd8HFi9BravDGR9H0jTCG878D8eTZOHrq1RgL4rqe57H2IrcoUNYxY6Z7a3JPG6NTH7SD3YKuw6hXzALRM9t2o7XswWjs0Bq5zwQMsLxGPjxw9RctvaEl5icaCTw3pux9r3M5H0v4uwbojAdRQjZZ3jqs9l85XdILlEJlvZTSsWAij6MBIWhEke+9DuqzltB9QWfwE1PwT1P45oqkuxRs2iI/GgStSaBEY8yuTdeOTeXqqVlwtd8ArmuAbv3ENaR/ciKhGsqOI7GwG4/0LFLBn17LmXxuz9aOWgZORxi+rA+M2cjeztpO2s/UgXuE2kdo9BXAxJEL30dRBYi0JBUm9xEgvGn56O8cAfNH3krRstsozUAoTlkdh5HHyYgczBDamguCBk95lLdkma2VCKR2zGHsqdRHKwmWOshkyF9tAFEL4XdXUTX+vS2YvxpSnd9EzEQxk5FmRg0CISb/QBAc7HKVVgpHw5CNkQ0baAVQYmWfTFPIeGYKlPf/BLJD/0dYz+5jdKhbsLL12IExynuPgqAV5BIj7yd9KYDCBcSq0PE1oOhPIMzFEW4CrLiohkOnmyRO9gCSH4PTyKOEBBccxrBK5oxN36T4g6N0mQMAQTtFFJ+ivCapTCyEVnxKOcDSJKYWbvHTNV9imMl4OGZfrbXlYLE1jgUD1hE41mUipK9ayukXpqHGjAJhC0k1UPRHZyi3yQfCJcr/R02kuz5lcl8ntKunUze/CPc6QgnEBZEy9i7apElMKK+UGhhIl5h9wtTuG8TOf1FgrEckhSkKNUSO6MXqeaDxOdej9Gxh/Rvf4yVFbiWhjsOpR+UqHpfAi1iIg7FZuiVXVvGcxS0sErLmqN46QDNVZPUvf9RpvMtxNYfwdqSRKiCYK2Mors0LxqgZ9sCurYupnaRAamRmWPXzxzCnJYpPNmKofq/4ckhqtbvI6u7ZF9uIxEt0tgwPbOPa2nsf3wtUijMshuWkbnvdqaGq/Eq90h+IkFuPEmsYZpQdQ7PkylNHPdi9SS8xINs+f3pLFp/AEnA8OFmqmszM5tIlSSPtPR9eFu+joTATIeoXdVP4WgN5dEEAFZF7+iY5XcfJr4sjK77VeFSJkJqh18x8soWjqqi6zaSBAuuW4ly5EcEApOohgMlCNXWoYVNckPVlPZ3EaxxZsYWyXlEP/EZpKAfIEjr/mXmOwVounaCod9tAkWage3KkkfmoUdp+OznUJv8pJRn2oz/6l7cXBEIIYREvC5D5LzLZsaTl16DO7IZUgfxokuItLVR33KQiYHa43qPJOw8qB1rsE7/G7L3/pJyJoxVCBBZEqTmY5+hsH0X+pxWQiuWonXsJPXiHmL2U0Srcv56mkyR3zONYYCpW1iWjh6RqTKmkGXB2NFGGjr99TLeU43e0YleW8Ca8ANeXZpGmGWsvdtx2y6g97EuZCR2bJvPsuPkc4oHuhCeoJgP4dgKRrCEVM7iWbPV3fGX+qg5fyGBmMbQTx8m9exOlHicwuGxmfONLmtHWbyCA//oC1n3P9ZPZksX8VAOUJBll+iKNvY/FqA0aTL2okftDw+z7oYlvPWR83FMF9VQSO0ZZ2zzIHWnN1O9wn8u37DzEvY/PEzTigTt6/9SSROk1/S6/UnGPGn/5RaPx3n66adZtWrVCf/fuXMnN998M7feeitPPPEEnZ2dbN++nba2tv/FSH86Oxn4nLQ/apKqUPu+d/7B76zu/eTv/jF6wCLyxisIrj8fNTkLgxCOjbn1CURuGn3tRShV9USuuo65qdsZ3N+AHAzQ1DmFvmgFoXMvB0A95Rxq92xhpMvPLlef3o44UnF4JIlAR9OJByF81XpJ8oUE3Yr6pRzQ/+Axy9FaCkeyOJM+Raqq2TiWhm1qOLYGts3kdptIrJZAyOQYqYHryhRzQYobDzG18RDCE9Scv5zIpW8m/8R95AerUUNlwskSOCXKqVYgixBQzoUY2N5AOPc4sfAXmNpVA6KeUDKLYli4zonMbSLSiWTEEY6FOz6AXhvDPTDr/OSnknglDTlo+4l3VyJc7ztscqkfd6QeqyuJHCkz9MwpCK8M40cZ/vFddHzpYyf8lj3Y95o5KudDM8xmVlZBkrN4QsOxNDxHwSwalHJhhJDJFUCIIDOVrmS0clk8xO5/wJ6oIz8ZQ1QajUsZf2xZE+jza2Fk1pllOIxUk0NbMIU7EkF4EplXOhHuUSZ+8Rvy2/1sfHbzQdSlPju3WQgiPAlv8+EZUcjpbSUil7wPOfgSgZo8WCpIAjdnU7LrZ45VkgROoJ78gREyR18mv02n7h2fJtP9i5lDyk3EGf7ZYTxLomFJAzXzRmlc3cNUdwNSwEYqSb64Z1Si429uQEnEMI9OMfD9OxGuS935LYSn7qRqmSA7FccO1mA0dlI+KsHwISRXgkofjBK00cNgTllI6dlp0QMWQsjELrkY6+hRAMLxAp4rQ7SeqrekEKdlEbvrXnMtXUvFKvkOvFMCWbEJRMrgKGB40Hol7tgohft+gKaWsfUqsASeJ1HKRMh/42zUsElN0wRGpWctM5oEJMoZQd9zcwjtrqK2fQxVFtRGhtBbB5BbBxC6YN+XLifeHEEhz9yLHOyG1WQeeABbMRCKIHpZL1pjARpBD36QgCPwMlPoa87HMa8nvu4gIqXzhtP6mD6SrCQj/KqCJ2Q63nceoXPX43SeQ8/f34HGLHPbDJSyoYS0KIc+mpjpTdE62iF8G/EN57DjEZ+SuG7OCLLi+s8TWRC7wIdgyPPeAHWnMfbVLxKb44sfh9omUSNlJg604NgKx1d7XUdmvLuK2jk2wpWRo7MVC4DwKfMJ1Qcx2pupvuJcCv/2Az/owYcBLnzjFv9emQ5z+PdrcWwFVXN9Fssjk8Qf+RySKKCsfBPKvCtOGLv9wxfR/LYN2OPjDH3hG7NTIbnkf/xJjA3XEjjrcnJbtleCnso6kRJIc5dgLF8/u48RR7n8Z2DlyP/2Fux9rxCvgXA8z9DBOTOBVfKcVQghCKy7hPTLg1hDu5FDQZKvuwhncpL0I48hLIuqN7+BxtdfSsPrVmI92I97eAJPizM91oEe6MKxFeKJHOl0mGigOBNcla1qJgdtzFKA1Eg10Uic5d96H1NPbMObGkDpnlWHr1nWwANfieCW/KTE+IujwDL/mi1dxPRkkqkKi6ZumDS2Hrvm/vPp0Vsm+e2/3s87b2qCJ18EwJoqcIwIAWDXoSALFkUra7ByzU3vGE8DjW9YTez8NZR+8+TMPv3Pj7LuBj8hpBr+WFXL66hafuI9m2gJccZ18zhpJ+1/gt19992vCXoAVq1axS233MItt9zCj3/8Y2688UbWrFlDb28v0Wj0D4z0p7OTgc9J+z+y/D234k76HdHm5oeIXPLGE74vPf4rzJce9r/f9Tzxv/0BxspzaPveOfyv4nrjgvfTVtVM1ZMP4LmC+OvOoDC+gOKho8ROX0Gws2VmW+G5BJs1iu0LyI/naV52lJEDbUihauZ84pqZao8QPrvYsc+SOrv0A+EysuKhNC+mvDdz3JHM9p/IiotbEeU8Zrl9/ZXA503YIwOYu7fglgwUrVLBKowAYRxbxTZ1MMtkdwxSDtWiVKDfxXSMaGOKyd4GVN3GsVT06iht7zsHd+ggxd/9E5gFrIEaFK1uhp5a9jzGdnUSa5xEkiRk3UOWXSTNwTr6IhO370I4c4nWpRHe7DF7hWJlPgRYRayeQ+R+/VP0oIJVNED2MOJ5hO5QTFcePpIgXJvFduvJdlXmTUiouo1t+g51+JR5eGWL5AXrCM6twKGmXkWIHGhV/w62cIzkQUJXx7FVB+HJqEGJ9L6zSazfhZ7sR+1MY41GZ8kLrALHm5cZxyrFce1jlM1OZWx/fPPwAPErH0A+9a+w92VxpkNYExFCa7rJdy8DTwZJUDgy29yd7zMpfuN36BoYkTKOqZPPhbFzfjp/aOc8EnMmUIMWejCANWEgBDiOilFVQN3/HuwjBpIZoPNtV1LqnsDe8yR54oSbMiTqUxzoOpfq+ZfR+sl28k/8Hnf/YwgvNyOu6tbPJbbwMezHgzg5n1ErdtVhjPnLCS28GvPIEbJPPI6MR6LJpOHz70OuLVIydyM687CvUmWUBZ6QEOqJfQWeKyFpLsFlI35IP/ZdSjtWVURWQVNzOERwLHWGFcspGBTTYaI1Od8ZFRKuo1Cu6EuVc2EUxaOmbRzhQPedq4i3pqhf1o8bqEb/wL8gOWWkYJz+Gz6OLAuMcBkQRM70+2TM/hgj33+GhT/5Gr2vZoiXA0Rfqic/4mJM6RRSQbBVtICFbNg0XPEqRluGwNqP+Oc70UVC7KWkBPBcBWFAYO0IoqoMzUUkBSIXn4I2Uks+34B7dBPeVIDFN7xA/bndBIYUjLwg112HcFXC51+EmpylmZdjjVR/7B+wnvsGsBlJAqM+S+OK7fT+5EyqWsaZGqzDLBq4nkaiKUUg7gc8UsKkvv1Vpp6ah1FVYM7178JoXVq5Fz2k6iRWNoWTDhFomQ1GgskCodocxXQIRfV8IWVPwuk9iBaxcJ+5CXgWqeOrSH0/hUIvNL8ZrWodWryd5IWryTy/BdWwidRN45ka9rbb0CZvJuxZBJIrKE/7VUPJyZHbso/iq/9Iy7VzkCggL38Hcu1iMGK4k7P3iaq5LPrOB/FyRSRdJb2rl9FP/hWKYpO4+HKSV3+Ogfu7OHLbIaLZTXjFEp6rMPG7B4mceQZqPIbx+s/j5acYve0ZMs+9hKr51f+JsSSRtSuIGcPk9vpJmcS6RdjuKlKPvIqkyrS9+3T0mjiNb78AYZmkfzGOdXA3+rwl6MvPwi0/NHOshbHZoDPQMQcr3Amk/UeKaSA8hdb2IaS1F3P7l1OkCwbgsf03PaypFMclWaCGgzjZEpN5gyeeF2w70s2yeJByyk9alC0DnyIFqta1k1yWJNocIjfkX8+5l83C1o48NcrDn9yFosu84d/W0HraLFECgG26bP5lL2bBZcN7Owgn/3AS73+ynYS6/c+w888//49u86EPfYhrrrmGCy64gKuvvprHHnvsj+7zf2InA5+T9n9kwjkOguF6uEUTz7TRq/2srNM329gqslN4mUmUmqbXjHO8SZKMe+hFDNEPMliPfo/Ex39D8oJ1mGNpysMpAk2+Q1K679s4+14kDOiXXItxzlupBiS5Apsb2IP1yFfAnkLSAmgXfxal4wziV1yONTSI2dOLlkxSc+klBFedyr5P30l6Rx/xhSHiUi9WIYisCWqXW8j1jRy6R/h9FbJE1ZmzauX6vMWYu7eccB5a0MI49TwK/WXKW2az0D6Ey4985FCA/FSM/FQMI2ChGxaNV59BZEEjxTtvBbOAY6kUpuIYAQtPc5BVD023MXMhnM7FRM/agNLSidu1GbX8BIMPGXiVJtrsSFUloNKQZEFiqYEoZTHv+xxi9BCm7V8LWXV9UUdLwykHqF44iKR5lHNRks1j6GETqboTugZmzkNRBY7tYVQbtHz49WhNx/d/gOh/GHc8gpsPEIiUKecqcJLjXmi6s5fwcpOp/S3gyLjjY2S2raT2mkUg6Zj9ragNowRWrEafP4/SoR9gFwMEEnkkpNcGVBKAQAs4hFYsx935AO7ePPnemhkIlNlTQ+Prd1EeSaDVythPt1MaSM+M4dkSlqdTO3fE7yEarsbKzbI8YcRQll1KoLUN6+57yEzFKWbDMACl4QAN7WOAh7P9AdzpEOVCmLH+erx9CnNO7UIzd/Hy33pUK3lCNRbuqcuwNw9UGPAkun9nsWBdM9HaDE60hLJ8Am3ZBGzsxnzxDcjNK6n/9I1YfYMElizGnZ5k/PaXKEy8ieTaOoKxuxCFLKViDGnxBTScmWTwB0/g5gWlks6YHOP0972CV9bwhIDSNsrmmTMhvRawGdJW0nxOHeO/f2nmtGXFJ3PwHJnQ8kWIEQf2zlbrbFNDAEf2zmPvRt+pP+NjD7P4E4uRNQM0g5G+HJPDDnWJY4MK7BeqSQ/Wk9/ahDBdnn/T19l5xGDbaIKf3DSCmDBQAhZmLjgrFCokQh1TyGEHPF+/aOzXt4MjEQz7n3duX0h0yzw6P1S5L+V65JU3sPWr91EYGKZ6TpAFRhvBdaNUTdp4437/TGzOJMaiMbQz/Cq3cC3cFz9P6vkepgcaiGw4l8DcNFJxB0QtFE3QcM4kZk89revn4QVqkPbdhp7MYU+HfRp4Q1B1yiBNy3yGMCnhB2vW8AjS0G8IVm2FKvC8EsTPhimfvczzVMxMCE11ZmCuoUQexXBBEkiai9j2Aox9HKlUEQ0dfxKx4RGkQCPJC1YQm2tj7t6KM+YTb+g1JSRhgQSdF+5m5NU5lIeqZpJCbgnKO58jkCzijuyEM/8GRrcSXNJGfswPUo1VZxDpSODueZLM3hTeK12o0SLB2gzS3p9i77mbwXtWIssOobljOLY2k7QZ+tff0HxFNU5qio2/rCM4vo94BbEpSbDoM1fScPkK7NFhjnz/cawjvbj7X6CstDPvM1cSCNgkVswGEfnD49hzLiZ5zUfRE37/1pq/XsT27x1Ekv2/j5lnO1Sd2kaux7/f9YRO8qxlRFYtIbT+NEpf/T3gv9PK4UYSZ/h01sG2OuZ+8X38/dJHmJySEEhM9OUpR63Z9U+Qjg9uIL60kZoNPmz5nS9cwqH7+kl0ROi8tKlyTQW3v/1lCpP+Or37fVv4232z8EKAX1+3lc2/PArAtjv6+cxLF56ktT5p/09ZZ2cnvb29f3zDiiUSCbZv3868efN49tln/6yEBycDn5P2f2SRN7yH3B0/8mmp11zB7nd8A69kUnPxatpveBPa0tNxh/1GNrmhnbH7t1I6OkrVhaeRPOe15c9jJuxZMUY8B2GZDN+7jYGfPgNA01vPovU9Z+Hse3Fms+LLzzD4oouTztNwzbkk1i/Bevy7YE36Gg15m9Kvvo1cdQ+h13+QhuMUhd18ETeXYfF7q/GuCaJIYzi7enGKOsaaC9Ev+CQAyy/NkNl6mPDCZkJVRex73gnFKQIr34P8zuuxB3rxjr6COz6KFjEJBl8i9vFvYH/5ZvIHpwi0JGhc0U96bxDhKVRd2ExpsA4O+bA7SQJZ829LKeB7A76mjuQ7fYY90yMCELz4PRgrfSdTbV2G9/hTr4Eya7qNptsE4gVCtR04u3+PGPXhOoo7gUMEt0LdDGDng5iFuTS9dSXSvEvx9j2EkMKUN3WhVIIoPAnPldAMi0TVAOWHb0b74FdwslkkVcZ98Xt4PZuw0tUgZLSAr6/hqUnkSAJCCcLr1mJ0fwNhckIwZA1NMH3wWqpffynx4zgyPNuiekEByRkBJMx8ACNcpmgrIGSMpEv9DTdg9fZhzJ+PXpfAfPQ3uLaCZ/tzCGAOJwkvHSNYn8Gr/WvmfPp8hv7pixSmYjN06cdMAuqX91HORnDLOs3vfz3BN30NZ9v3MUZuQlLbKeZCqJpNtCqLlzNmKZoBZJmxow0zlZHuF05h+Zs20tgwifOSoGjYhBblcVvX4A4cZvxoLVZZQ65AtLSghTSlI16oR87agI3X8yKyESMYbaC8a4LCE/dQ1T5ObbsNk1C0w3S9sBLhKkhaD3Gxidb1ZeySQdeWBaw4pZfen59BeTSB0ZCh5ZoBjOH7sSMmerjM1FANxRGbUGuA2vM7yXXniSxpQ89swx21kKJJqt54GXURmwOf/DXlcRXFsGm85FVGuhbNBD0Ag9sX0Pnx02c+H944iHlkDkanr7NSdDSaAnux7TI5U0WoLkkny/nzBde871kC4WkCiyB3tJpArEhx2q9CKqEysiUhzXk/ktFGOWeTzxTRKoQYnifhuTLp7S2YzwwjhW2KwxcwPfp7CgMZmhb00768ByNUJjCiYE4cRwdtqygBh53f34aTbGbtZbvJvfQq3c+vRpI9QpF7KU1NYizSUKp86J/d7+Fls5S2byO6IIycyKMlihDwKB5qgMNBnO4E2gWHkJvWkXp0kPzL9+Omhmm9YheEjy2XEs7hTQjNQAqEmDi6AT0Jekcb8c4A5v49UMzhWgpK2ERSBFgqonsPol7yPwsbiv24/Qewn/iK/2zQQoj2U8DxUDtVGHt65nQb1vQw4SgUxxP+toY1A7vDzOJt+rxf3QL09/8jIrYYtaUD576PIMYPEAW0uUHcwmy1W5MzzDv1AJFIicxw9WxVFijs6cKO7UWSYeXCEM9uP5/YoiySBKGF7TRevgK7dz/ZW79KvXBxW2XyU1HCTg9jP/odkiQYioZY8v2Pk97dz+Ev3wuA0ZhgyafWUNj4EosaIwT/bj7PfmuSx/92O6V9PeilScyjfSiiSMNpc1E72jm4X+WpzQpnr+6gsKmPK6+r5tATYzg1Nbz5R6dRtyCKWzIZf2mA8ZdGOO+jp3Dnl3zWtis/tZRY3yRHH/GTQe2XzWHuh07sb400BlnzkYUn/E94AjM/mzAsZ23+ve1/cra61vPKFOWcQzCmvWa7/6km+NNXfE6yWf/X2qpVq+jt7WX37t2sWLHiP73fnXfeyU033XQy8Dlp//easXQt+hduBaDrM7/AK/kBy+QTO2i45mwCZ78JtbEDL59men+RiTufA/zm30B7A8G2xj84rn72uyn//qs4OZNMZjFD1/8z6fEI4JMQdP9sK+O7M9QG5xJWBvAchdRUFYUx/6V05J9/S8tHriZU8NBkvx/ATIfAE7ijR8nf8V0Sn/oRkiSRfWU3Q9/9JcJxCVdnSbZMImkCPe5ixEvQ/TDi/L9DkmSMujh1V6wFwHn8k5DuQ7gS9nO3IlfNJXTmdZiFbahk0SMmTGfh2Y/QtrIXd6mCsubDSGaSUOi3/onmDxJ6479SdPtJb95LZEk7tVf65BH6+tfjDWzBUIqoYQ+nION5EsFEHqcYInLWBoJNBcTYRqhdjySrSKd8hOreLzG5swPPVhCOPIOTlzQd/bQ34L38hZl5VgM2bqiE6x5X0QDk+Zegrn+Lv9+yN1F47nHc0WH0IFhlYxZ+JnwSYS+bYvynvyb3/CYiTUXiTRVa22OOqCvjlA2giJcvErnwFKJnLsFpfD/Fe25DDdjYJd1Xvc+Eyf7yccLLlxFo9zO7wirDvn8j1NqLPRFBkgVavIBwZdSK1ovwZKZv+w2BBQso9jxP19MWTnE10ZppwpHyzLlJRoji+LvRO+YROv0ykCSinRGCyWGmehsQnkwomZvZ3hxKsvhtG1FPuRZ54QbE9F7kwZ+jx6H+7INMjVaRqMqi6r7TV5qOEq4roK26ArV+Fex77BgCxmd88iTUCqzNMzXsSYE1fgi3HGS8t57qpgmfstfzr3e5twq3rBNpnEYLVTRx9j0CiqA0VE2sY7Kii+RfaCNcpnnhIMFoiWImRH40TvW8MnrYZNH6w2R6q2ea8s3ROOmHisiGQ1VnGoCmRYMEdAvtwP3EXYXkXAEWsOBsJvumoZhn4lvfpPbMHpa8KU0pFcGoyaEmyyTDS9AiGna+0vuRgKmf/Bhj7TyUno0sH5lmaEk1vTt8quWa9lHckkbWU3h80xJOO6WPaNhED5Vpapkinw8z0d1AYSSBlwmiGTZOWUeTBXLHV6Dm9aR39pOaEjzx4nxef+Gr5PtrGOxvQFZdmttGcA5UY5YCFCbHccsZ9EATiUiBdI/PcFi3sgcjVsSeqMBIoyVGexp44d/qsUs7aUn0IGV88o+6ecPUtPtOqXukGkwFrxjBSfmRiyTKlI/mkeQ4diY4Iw7rX2yZXOlGev/NIpZ9/NiTDnMyghr2Ex/CUcBWEZaEKLgU9o/g5kOU0q8STi7BHJwCVCYzzTScdQDl+EDdUyiPhSkNz0Et9qKZO5CAcjbI6KttuJ5N/TuuJHr2aYidMZyxI0ynVhBXn4SIiTMBoaRF1YZO1FyXfzyBamRpVtxJ9kaRW69ACIGYODTzfy1oURyPEUjOwlGj1VmkiuixrLozFVcjWkSqHHYkXqRk6mzdsphzvrKU9nf4Om7mlmeQKnSLiuYRqc6SnUzMsMi5uSLpV/Yzufno7H06kmb4336FVHk2JbxXMbR1hAyb/MZjMgYqyRoHbXwv5bEedj22CM+T0XfsQVM8JAmqgGRCQtn9FOMvZJmeSHL4Nr9SV7uykW8duhIENC6I4ZRdXv7iNvb97BCH7uoFz+H8H593QnXG8wQH7hskN1Ji2VvbCNcYXPr15TzyyV3IqsSlXz+OfaFip1zWyMaf+gnDuWfUEIj+hblqghPIQv5UY560/zr7zGc+wz333MPXvvY1br/99v/0fqtXr/6D1Nd/SvsLu5tO2v8fE46LUzDR4qH/cLtjui1q7LjtZAklbCBJEtqC1QBYL564+Eu9Y0h6kEBj4jVjqu0rCP/1bxm86WbKgxV6WdnD9WTKJQPT1DE3H2VKbqJjgYmmO5jTHqDgOjLFfJCDX3kYLbaEpedn0QPZE6oKztQkY1/8DGoyTmr3FMLxG4enh6qZHKwmn4mih00WnPUqsflVSNKsg+GWbUYf3ImzT6OuXkVyZF+XZbKXqR98h+J4CGgn2jpJrDMP+V6QfLFNBp6CmtlKlxCAbTLn42+m7W/egnfoAdzfvwlPjyJF6jDCAxCG9tosBWU1qrmbUPO0H8zUheDlb/nP86aLkdbehNR8HsGGb9N67l6EkJg+MpfCQBKtsY6aj30Ypa4eIlnkZBEvr/uN16pHIFHAI4iV0zA6Oohd5Os02TvuwHnup3i5AMfY7YxQmXIhCJ5EKJlDUkBdcSGTv/IbeWU9P3sdQxZIAjNz4hqyuh/C6f48zngYNzsfVXfIpyKUc7Psck7GH6f47L2UnryDxIpeFMMjVzSY2DcHRXOpmjOBW5LxHBmzEIDCEFbfEKWijplOAAqZ0Rpip/Tglg1AICfqMFasJ7TWb2j3SkUwHHAV9EiZ8d4mMlMJcqkYjR0j2GWD0ZfPJ5BtRtny9/Q84mJOX86cdQdpWdVDx3mvkjsw23fmqbVE/v53lesraH1Pme7vP4PnSiTrplFqiniZ40RZZYFX0pHwmH/mFJYTQ3gSarhM6mAzTt6HCJq5MPXLe5HCCRCTcPYY6jaBOWhUoIoVYeB8gGClmT4UL6JUqIDL6SBTB1pwLJ3jG/EVzSXamDrh+oTqsghTQ6o4g64jQ89GVK0GdEA4lAYN9IWCUE2OyckoBw6+g+b2C5lzxQRSZpxw+mXqw+OEpHH0vsdwpyMEgzDvtCkiVQWO7uhkTucg+QONbHxwPYHGJpIdkzjjJtlyGDfsEE1OEW6cpu/J5Vi2RC4VR3gyVee1Q/3r2fXhm7EGh6nvGOHSc0J0H6qn5MnMO22EdJ/Bge0LiUSLRMJFwlETI2DRvrYMxdlnQTkdI3z+OpSxo4jYGnp6TuXB63pm5qfvsRBL1qfQguUK/fesidEoLLgaITaBEAhPwbL8AMpzSgTqZwNoAmGe+acyydAwsfbZfzu5AKKo+rC/yWpkUQnkhU9McexD+VDX7O+6CuZQkmBDBkkGad7rcBouJP3I9/y1MvQwasgh2gqTh5sq1VyP0V8+QOKctain3YgO1ANDP29h+KWtABSmVUJ1QwhiIAvAJDQ3BE4R1ACOPI/ir35IoXuScFUbIaMHSfWQq1pxG98H8SNIE7tQ5qxG6zqINLGfaEMKNRvDlZNo0hixxqmZ80hNNpDPhJl3VQcd71yPrPrPWaVuFsomhN9j41eNZy3Y3kA0ZTO92Z8XSXZR5FlNNkUWxGIF1H8HEfMhgzYBqUhrQ5pcJoImn+hlT++dIPX7vSiqh+wpyHInnqcwvWuEZEImUOtX49WAwoHf9WKW/ePef9cgVflv4BVKNL/7AhrecibPf3kfz37JZ3975QeHueof6qgupfibjetJnNKEHnqtG/bOH61l/pk1mAWX09/VfhLmdtL+n7PVq1dzwQUXcNddd3HRRRfxgQ984L/7kGbs/+rAJ5vNkkqlaG9v/+8+lL84Kx4dZ98Nv8aazFF99mIWfuFqJGXW+Reex+jdm8i92ktywxJqL11L64cvxy1bWBMZGq89e6bP55hVnbeCzKbdeGUbknXs+8IjCMel4XWrWHDjlSds6xTK9P3oMdJbJtDR0AM24ViBUiFIsWgcdxxgWxqa7hAIlclnVGxrFtZkZ21KS/6R+OXLkbc+ReGBW0EIrEIQqTCMNTkMZhjQsS0Ns2SQTUcBCasUoGvLBtZ/7ERGu0P//Hsmnz8IhJhuPo35p+7CTIcRnkRx3HdSPU9ioquZdLGZmvadRGuOUpiIMvTMHAjINC1fQkg7yETXSsxnf4UxbxN1H/kA4uVvg+eAmUGUU1jpEKXJKJIkKKemQMzBHI2TXNOPNLl99qCGn0C4X0RSAshnfAlv+zdBCGo+/Elq61YjUgfxtvwtrlNAaliNNvd2UAX5Fzs4BqMLJSap+6dfo8QS/twevR335VsADS1SxrU0HCETmztG/ZIp5HVPITkOkqrh2cCvnyLQnCJx5X7cnfVgasiqi1FbQgv7UCun5Acf0XP2ACAdRwcdThawSgE8RyXcGSW5syMAAAEAAElEQVS8dB5eqYD54i8Jz5tCyB6eJTO8bb7fNwFMSx6x2mylf+A4IdLj/haehKx4qNEiWn2G9D4d88c3Iys2xsoNuHs+QM3ZO8k+PZf+vbM06rmpBFX1KaxCEJHNYw5vxFE9st0+LcfhR9dS3TZGaaAKSfZmjil8zgUIz6Pw8K8pvvQU5pRKY5vvDDuWysAzp2DEiyQbJ9GTRTxJQ4raqOvHkaJpojU3UvzNJPkeCysTmoHNebYMV/0C1R7A7v1rXFtl5KmF2BMRFMOi46x96BETWT/RObezQQquzHhXJ07RP0YtYCMkiVAyS6whjVPW8TwNPVzC0wTy+knEC3VICkz11jF6qBUJQaIhRSheBEngmf7rw8oH2HLHGYREntCSb7AwZOIlQUqA56iosTLYJ0IIk/WTSItUzFwIu6Rz/tstas7IoS1/L+7IP1Ae3YlagQPl9rQQ1SxoShGMlpgaacRo7CT16F3ku6ZYfuFeVM2lFmiqDRKqzfisbEs8xruacUsBHzYjAEWl/qoNTP727kolVBBumSD9fJzY27+BN3CAutyTrL8IXnm6k0RbkUTTUQ48diqyajPRW0/13AySV0RKtKK+7ovknnsFp6TiCQnNcGYqrK6lYrz5WxgYOEO9mMF5ZG99DitYTUPTJLrugOwRrM2CqyCqz0auXYW77Rd+MJxYCboGVhElqGNO5NAqjz5ZdXCtCKz+GMr805GCVVi7tp8wx05JBt1GUo936qXjbxM8xyW9bWj2s+lQHCig1quzcM2zvolkDeNpzaS/exM4FhqQ6osiVjQQq+1Hto7QoN+EfPZdSMaHAFBWTGI993MiVpHk6W+ltHUjHDiAJINd0FBWvI6GD7+X6z5noFRYzpzUFKVdO1Ab5hM47WzMIwcpl3T0/BDBaJGqxklE+xlEls1j9Ee/xpqYpmp+FdZEhmh1hmCsSGGqomkWjaO0tCN7NpLSjTAdZFVgBGdh1LmiQcl6rRsUrXWQK8K2iuyi6g5WWSHclsCoOjGJ41izpQQhJKyJLLIsGLj1UaovWMmhR4Znvp86nGf31w8SDtqMPPQqZ9x7HYRey2ClajIb3vuXLVx6ktzg/327++67aW9v50Mf+hDd3d189atf/U/tJ8Sftzz33xb43HvvvfT09LB69erXsD7s2rWLq6++ekbkKJFI8NnPfpYbjuvJOGl/Xhu6fTPWpJ+tnHrhANk9fcRXzTqFU0/tYvAnPvNG5pVDGA1VxFZ2suCf3/2asYQQ5O/4AaWtGwlFayjLAdJHCwhXRQg4etc+pg5kqG8boapTQTSsYHpvholHdwBgehEMyySYcKlZlSARbuHI/eMI2yPcHCAY8jPaRlRCNnK4IzK2VWHBkSAyvxFJVgisu4TMplcp7z+Aojk+Hh4IxYqUcmCVX3s7uCSwMhJ6TOBNDJO/+wekNhkcU+TODkUoL29H2NN+ZlLxEK6CVdJxbA2ne5zBvjks+NvT6X94GnPSAkbpm57PnPe+DfOFO/xzPNLN6G8eY/zxUxEC5pzWRbglTLpL5ZinIjwo5ELkUxGmDs/Bc0ELlWg6+wCB1jqEBeO/+Q1m3wCRmg7EWBdq711E392B2H4TZI744/Q+CUsuQMo8hdaUxe6rwrUUSpk4hc9+nNDZF5K45t2Inl8i6S5eyXfaA/UWxukCSXKQ2r6EFJ1lvJIKI7RebYLZj+xKSPEyojTrBEpzVmFEW3Fe3g2yh5qoZHaryhjLRrAO1hKojtFx9VqoWoKx0NdfEoUS0cXDyJWeA9MyZgIMqGRvDRdjydmII304o6N+FU2AJHkIIVHdOj6rnVM41sshUd76EEbwcRRzF0KB0lgCTbd9Bj5ANRy0pkbMruzM78nuiQ78wNNLqWmZQgmX/eqZ5hCITFG49/vYe55DUyTcQJCyqeG6MuViEIpgpiLo8SKRDVV4tR9GuH+PnMzg5Yukbv45XkanXI6jaM4MDbhlahz45G9oeeMSrFfXYTsZ7Ak/82zmgxzcfCnRxCHmrD+AZhewc0Gcoo5VCCAHmnHM445dUVhw03spP/gdzFSQ1NhC6j96PVS/gqX/E8ggTwRw98UZ62oB4Td0ZycSfuADKDEToiZH7l9HleNXFAYPzaFz5WFkSaAnC1jpMGYqRKg5jZiuCMYKX9fmWN+H56iEp3cjbXsRd/hB5OWvEKoFrxhE9iTs6dnqmKbZBAJ5pu59HGQIxgKo2mzwrGgOg7s7KaRi6KEyyaZJiiVfc2l4qJbIxecRz98HmkP1kiECVXkC1XnU9EGmvn4jmuaf2+KFMP8NcWpP+RmSMLEyQXZ951IUrYzklZBVgSiOcPQH92MMbwdJRkbCtVQU3V/3RrKAPPAYyoZPYqVtis88xdKzcuzfFGfbS6ew5ooM3sQg/ZsW4xQ1ql9/MfVvvRincw1ivBsRbqBZewov55HaPo5dMHxhWE9CVl1EZC7a8lkqazs8h3w2RCRWxHVlCmaSwESW+tMOM7xpMY4ZoO6db0KNzWo/Hf32PRQPD808Y7SogixBcTKGES0i4i3EGpcCS7H27QBntuqiGjYKx1W0rCwDv3wAqk6h5arlyNEaAq/71MzXjthDcbAa1XBwLZX4+cuQdT+IEEIw8Ew/0oP/gmT6cLlwXYZgtEQwJmM3rMSeylJ35UWEz38DA9/8KfZEyudwzI1T1eIiLIGnV1PzhlORkq2E161nbjiE8DxS9z/A1IuHUauSTL2QxtM8pGiS9z5/NWbRwxuaYOiJHiRJkDs4QsgbmHl2GfPmMu+887HzFnOuXn5CAhBg/WeX8+I/7AQhmLOw5As9H2dzz29geJtPAhKKQbACzfVMh0LvFEbtn5e696SdtP8ui8fjbN++nYsuuoibbrqJW265heuuu45rrrmGlStX/sF9rr/+etasWfNnPa7/lsDn1FNPZceOHTOf16xZw9NPP000GmXnzp2vOenp6Wn+/u//nq1bt/7/wgqetP99U8LGf/i5PDj5ms+xlbMZKrdQQg4aSLKMM9iNueNFclMJSlnfQZIVD9f1nblyKUB56yQTWzXa5vURCHaTz0UADc+VyOXD5LJR1KLB+q+/i1BLgvpLdpPdOwR7bkfTS5QzUZT6epxcAn1qBCIFLFMjNL+FUt840YU+nr/6ve9n+s47cafG8Mb7wHUIzJ9HuCpBZNpj4LEJAkGTcslAVmUi3hH6bvwqiYvPIeB1Uew6im60UXb8F3Zy3VwkadgHDkk+45Jd1ikfX5VyXETnO3DMH83OT76IVzhR22P0kf24lr9f/5bFzK0BmBV5zE1HcSwNTbcrRFYSVjbE+P4zaLv6E0w99ATZ5zejBUyE4zvrzsARMr+/g/RmA2Eup2rJINE5GaR5/4w4EEEUX0bSbax0GFyBY8tMPrSJyYdeBqmd+PxhgpoFroIUa0Ve8S2QNYq7dmE9fxehVasw5s5D7PgyqulXccRoCJJlpHLFwYq0INZ9EusnP0QOBAifdS5q20dxj3wIUbIIJPKE1ppIV9yGpM4KCQJYm2/3WbwqpkfLVK3vIfVyJ5LmUHfpJPHLP4+UXIGwbfK7PkTqgTJyr060OoseKpFYFPSd7mCIwkClF0N1CNbsgpEBJGSE7fcI1c0ZIzVahfBk5lw7QPJtv2Tk2z+lsNPvHQvNHUcbq8bOBmm49ACBVHA2uFM9JEVg73gYJ+VDxJAEeqSEXJcn178IsrPncvTFJaSCF3DKp8/C8YngsPZX4WV8KFog4PdClHIBspNxLFMH8qQeeZSGBUOkjvr6H54nUcyHIF+iODQHz5OYf9lRzIZ3MfDrfagBiK85gjaozwQRVW+6AqVlFaEP/RyQSFScOcfNzOjUehdM+jpFm2arWZIkEALkSJjwilGErpCfnNUhcSwNoXjIgCyDEvJ4dONbSbTlWdw6gp46RKA9i3TGONyXmNlPrgSmYnQclgMyiNYy2+9aTpvm+jpMQCETmRXO9KB+ZS+2qaJVAuPcRIxCRefHKgbITiZQK30hUxMJGgO/I7b8BdLPbiAyZ3Kmid/OBZC8E6FUYa0LSfjVAT1eYvHbNyGldeQKLErybOTxbT5D40x2WkIJWITqMxjJAt7B+7EG9jL8aARcjyodzvn46cQuvQw9u4NA+ja0iEl5MsKROzXUqExo+FeI7BhCSAhLQZahphOK0yE8S0XR/N9Xm9tPON5IRzWbBk8jaA2C4jB/9Qj5oSrMnnq0cJmG6z9EuKMOr5BBMsIUX3oWpedxEg0q6dEqZFVQUztYcdwlTLOW2r/6x5nxLb2FUsGYYc0zCwHSfdWEa32nvpwPc/BnA3jOCMWBNIv+9tyZfdPPvczoHS+Cl8QIlYmtnU9wlQ817b67i61fegWDMU7dMNsjZBUMjGgJhEfGaiTX8l4WbZiL8DysjIPryBWKb4Wav/k7JKeM3tGBaau8cnsfoYlJ1r6lheIzDzJ19xPYZQO7bxhFVylmI5CzCMpF6tY2wdoq2t6wkP3/8izTG9NkieJYEi3LbQo9EyQXjVP7Xl9nrjiQYuyJfQRbkmi6Q406wDseXU9oQQvedIrur9yOM52n6d0XoCUjXPDPp1CzMEpupERLp0vvN32mq2BLgviy/5jh9C/ZTlZ8/mdYZ2cnO3bs4K/+6q+45557uOmmm7jpppvo7Oxk9erVnHrqqQB0d3dz5513UlVVxeHDh/+sx/RfHvjceuutbN++nQsvvJDOzk56enp46qmnWLNmDV1dXXzwgx/kwgsv5LrrrmP1ar83pKenhzvvvJNbb72Va6+9lje+8Y1/5FdO2v+ptb77HMzRNMXeceqvXENkwYkP6KpzljL+0Mu4eRO9Nk5yg0/tLFyX/n/5JdlX9qI3VNPxhQ8jG36Q4DmzeiKhaJFiXmArcSjNZsgs0yAQtAgESjimgm0bM06FkzMZffwAtaEtWHteQgfUWBm7aOBZKt7ACHY2jSQZKIoLwqDYNUzXl+9DDcnEFyexX3mA6IIIxoZP4dkuXjaD2tgMrkXmJ5/CteOomkNYddADJqFICSFg9P5XUCIaZroZWRboAZPwwmaWfOVqnINt5O76ETgWatDGiJVRDIfJ/maE45E4ZzW5LdtQ5SIuki/CGsqRuf8B5FgMUc5jBHNIo0lmRPL0GGpSQlIGK0QCAsdWZ5p7T4B1hduQQk246SyBRJ5k+xjlikK9JEH6lV7stAIoTOzsIHLx6ShGkvL0UpwJH3t+rPHTKhkVqm2B8CB9oAl17qgPjZroJ3Pnz8ht2oFwPRASuSefoOHzX0AtT8wejyfhujIe4GaS2IVWCl/7HMLyx5x+6CnSTwWJti4kHJ7GU120Rhvf2xUn4NlFbgonH8bzZKzpMFqsRP3cIarPO4ykuyjtv2Ti9i2UDvyK4MIOqt7xt9S+429I/9aBjIERLuGlspjLP0zdVecR2PYI5W1Pg2ogsX/md2QZwssV8rs8aponiK3vI7RkFK/r+1RHnyC8TEddfB7ymhTJt9yHF3ZRIx6yfR+FX/4QsqOAQNFs5FgtpGZpnmXNo2pdL1WXtdL3kwLFoSo8D/LZEGqvD4NRw+/DyX0LOX6c812ZBln1sMzZQFoL2GgBm+qOUUiYlDJB8pnZrHHqcCP9885m8r4U+cMKiuogZTRUQA4XMZZMUXMaTDy6lf4fPoykyLS9byWR0kMIT6AH1+KJcezGAqmnO1A1B1vI6A01NFy+lFBHHa4tYRoGrisTTDxEIe87rIl1fYTe1I33hP+8CL3uA1zzeb8qYWVLHPrND5jzth+iuxJOJoD5SgOFkkJDld/PJXesBV0l/1KRqc1tjB1owlowypIFw2S760lPxYkcEwOVJGqueiuK1EXhuRHMkQyhlhRTg/Uzc2GcGmD82SRjR4NMpaqJ1E4j6x6tH3uJwqEqAlkNazxKYaAaPAkpmkTkppGMIMrC5SBm2c+iHRN4eR23e1ZzZfRoIw11k6jHkRhoYZNAVcWBlz2c0SFwZ+kJA3qRmhU1iO794PhBRKAmT9M5B5H704jiWOX0hF/ZqVT8wjU5pKCNpSxG7Tib0Oo12E9+HoRAPfUD5IdVIvYQiuYwf02Xv4DCvgZZNtUEBx4j88B2UFS8+HzKRwZRJIjXFVANm3SqGhSFY3TOgUWL0GprEGae7LZdHN0sOPTK2UQDIziWQusii/yRHKVMCCNSYmBv+wyBQWr7AF4xj7VvC3K8iql7HgPPnyOzFCT5gb9B0nVK40Ve/tQLCE8g6UFsS0GrkIRoAX9uPE9i880uU6OvMLp1kpb6IaY2DgMxQtUeLe86l+ACP+kmhOBb5z1Fzyt+H9FFn1jA+a0HsMsGlqWSScWQZQ8J0GIBgi2zVesdzw6z9c5eGh0ZVfUIR0o4U/51nLr7UYKrl/Hi5izGzx5FKvv3qREoYxg2PPgyS37wccLzmlj+87/jeJMVmVXv6eDQL/ey/8cHCM1bwvy3tNNw0QKU4Kw+T2myzKE7ewnWBljw5nYk+S/Z8f/3UgV/mjFP2n+PxeNx7rrrLp566iluvPFGdu7cSXd3N93d3dx9990z0LYLL7yQW2655c9+PP/lgc8tt9xCd3c3HR2zsKl0Os2HPvQhrr/+etauXcvNN998wj4dHR0zwkbf+MY3TgY+/wWmxUMs/srb/uB3uYfvIf/EAzTND2GcdzWxszeghHzHLL+ri8KOXcTrcwgvzcS9j9L8kXcSfsP7sB9+FKvLh2ypqkuyJk3dikUcvCeDW3YwgmXCEf9Fo2oOTfOGKOnz6d00+9ulJ+7A6vRZhjKTccYG5qMHLKpr0siyIBApo7XPJXu0iMjbeJ6MJAkyd96C1pFH5PwXopcaRTvr7bDv11iPbUNKzkFM9QB+sC1JoFScGbNsYFsadgpAmdESkdM9uC/djH7WdVQvPRVr59OUH/XXbqjZYOFn/x7PlhEHf0vvj15BQSIYBTWkoil5n2luooQciWLIWZqWHmVobweSEaHjE28gME/H7duHk82jtc/H2pUjOxhA1ZwZGJdalaDuHa8HIHHJubjmr0A4lLMhPEdFqw4hBSOA71gKSUWef01lDmax/UashJkBxGuJLI69gIQHuY1bQfg9QQIBnofV24O28H2Ibf8EwqM8FqPUX4WsO8gySBxBJoSLjmP6vTiiZJI5lEBdUMCIWJilFRS++im8Qo7I5dcQPsfXtdBOfQOF3+zBnPYdBHMkQXTBCLZTDf0hSpPfpTjhO/25V16lsGsPWu1KpPwEoeoMwaoirq1w4CfPMfrsAMu/9XYCG95A9q4fU+rbg6KP42UCoLrIhWGK1mKcrIc8kiG4dBTRvRlJ2AQTNow8hJL4ClbgH5FK07gTV2NNmyT+7lvkHr2N4rZNKLE8UrQKpVbBnZhAMhxCK4ZQDAcKz9DxVjAnI0weaKa11Iumv0TpgUmMy69HVs5GzP0YwfP7sI8kAYE7GMMIWtTOHSU7HiUQLlPb6VcBZdWjecNB1GiJfbedTfpwIyDQdJv8wVHyh31Ije/o+ddQVgSSDeWD99P3bzUI23dy+3/2Iosv6gbXF4CVAY4kKPbUoKgeilom3Bmm5s2XM/SNb1PcfQQhoFwMgQvBkB/sZnc14VyzB2P5SpQ55yC3raZw2xcYeTZDaUIi2BZB/K4Tub6ANm+a/HNt5Mw4Yt461I421IXnYw4Ok3n6y6jA2vP3E1owid6QI3TOBHWl0/HUxRR6i0RWLCS0eC5CCPQ1IKwS5bsvorbQR7q7HqMzTfSyBlr+6tMMbxol3mmgHNkDYwdQqi30thLy4RYkOYDe2opxyjrCF1yGO9KHUtvEE+9+hOa5pxKqy9K6uhdVdZDDNrSncGmi58ULGe4yGO1uYsU5fWjuNFrIRDNs3KKG3JxD0lwCEujxMlYmALJM7JwzmHros8TDDzObCoLk6n7c3Dj23tnA7XjxYUlzUQ0bPfEKNLXhvvA4YsqHr9qpXnLSx0BAonWC4528QLUg+VdvpXynT22N6yDGugD/XrdLOlVzJmjdcIjCeJR8ehlGDIxoFnvv0zgv/gDDyjHHDNJtn09g2SL+P/beOt6O6zz3/w5vhsOgAzpHzCxZBhlktuM4pjDUieM22DTYpKE2ceykbdKgIQ3aNTNLlm2ZxMw6Osy4GYbW74/ZOkdKCvfeJL393ej5fPTR2Xtmz6yZWTOz3vU+7/M0h15DtjIIv/cczoyUIcfrIOlR38Jzaxi746+RC4lSHzxF0llRGH95O2UXraLY2YEs2TgoWKbOm68uoWnmKJpjIdpriVYl6Tpez9igF2z2vdyNv3rKG871VVBxzUWTn9MjxcmgB+D44+2U1bo0Nlj0HW+Y9EKKzQyz8J+vRA151NdCzubBd77AXFUwQQRfoEB1OMCkHCPwL199ky3P9fPXs6cmJzyqrQWOS+54L/7mqWt3KpLHJ9j5tTcBSLVBuLWMhndMSai7tssjV7zIRIlWO3Y4wdqv/sd2D2dwBv9/xPr169m5cyfJZJIHH3yQEydOkEgkaG1tZf369Sxd+t/T5//bA58VK1acFvSAV8Pz4IMPMmPGDDZu3Pgf/nb9+vXccccdf+omnsHvwLVsJFVBkiScZILM848DIHIZnMNvoFw2VaMlGTpl9WOoJXqS3f8W4/e6yIEA1X93G5H2Pnq+8S+e+Z4EujPOeb+4jHRngqB0iNwrBygmfaiaiWq4VLzvAoKXRBjeeBC5cyvBcBbXkbBMjUNb5036rthFndqGIYyGOmr+9i/JD6Z468Z7cEpZpmLanAx6AKzDWynsfZNgTdI7lvwE/qggXjvKxECZp8KmW0iygxwMgXk6DQYgWtmPs3cPyDLqtNkoI88SWDUXJ7AIbeGFKGVViEKC4tHH8Pg7XkCFnQcFHFvBzPsg71IYqaVqThcLb1GQwi4yz6HEPkTkb36OyKeRwuWEgdFHnmf8kadQdRtJEsQuOBvD2Y71bx/CToRxciHyI9rkzGt+sIjcEALdjyQsKt55DbLfe+Hqyy7HPrYVHBtJ9yOpLqphYhWmsguhs1bin57GbXsdRRlF6is/bSbOlVWMOXOQKiqhahWZB/6FYqenwoesAN6srREqkE+op2iJeSikAhghk1x7DnfCGzRlnvgN/hXnIAfDqNOXoK64keKGxyd/kxuIogyCrFrgeAGRcCGX9qNbFk6hAIQxcwb+8g5Uw6ZlyQmcXC/DX9lM9MYP4l99Ecl9r1BsczATQeyiRmYihJ30Wjj6VivZnunEZ6uE1Z0IAcn+GuxfHCJY/0E48Aiy+joSb9DzUCPjbRGgDEmOUT2zh3jjGPqMNGpTCjtrcOiei8n2BwlVpmi6cjeVcx2sA6W+uGcj5t5XwLVxAjH81x/Gv2aA9PFzib3jb1F0QfHV3xBrP4Dis1E0AUKgN06gRb3sx/x3b+bES+8itTeNLAsqLltBevwgxaEUlqmRtjTCmoWk2URjEyi9AzjmBZycVJZlB37n6iiSC9KU2a5WHsUtFMnt9QbbCCgpDpcK4V2svEF6Ry2hsxtQ5l9K/qG/p3BsN/5oACtTRjzSiT6iwkgUJ2MQCWaIRdJkNvWinnUl2t5P4hY6CDX6yXSXY/XFSHaXgeJScf1etMzdkNbR5n4BfW4rYmwXYueXEGaGzMga3PZKYud0EbvlAGZbjOKBixhLT1DdWkA6/PeI0UPItgqFCvTmb6GcI6FVzEd0b0cKVyPrBnLTLNzxLs4++x50w6JoKlg9YZRQAcImVBeQqh1mX/Ipohd3oxgyEecVUi8+jaQ4KNNSSI0p5CoJ9gdBVZj2sasosgCtqpzux19g+pzHSpK9EoIYSBlPlSxWQLSO4drr6d0iMXpAUNUySO2cXmSfiRLLIakCceJ+RD42dSOlB4lf3Er1K/3ULzqCNR7CSoQAQWDFTHR1E4VTriWnqJgpmo1eqtsKVqWR5INIRRm3A8z+rSia9+zzh/Osu/FlJEcm3V8++TyLzTIov3olxsILGX3saZyevYzufxy5OTG5j4DRhggHKSSDuDnBwJ2Pknn+cXRnmHOu9LNt43yKdoCGljyq6eIKBbOgMZgKkbGnFN6mXTgNpf0YTr4kdU2OUxGqMKhfEKXvgPdcb6qVGe6tpJDVwZ4a7tiOSrClCiuRYfzl3RTQmKVMnZNszsebm6axZnWGYDCPf81Z3PeVYTShkDAlYro3Kaao3ntODvgIL53BfwQzWfxPP6e6MpNBD0DXhv4/68BHiD+Bj88ZOev/MYhGo3zkIx/5v7b///bA5z+TZVy/fv1/qeAWj8f/yC06g/8IQgh673qa4afeRK+I0vq1D3gynrIMbomT70Lvjx5ACfmpuv5iAnMayZeCHiHAHsthbX4ZAHt0hPKbP0pg7nTyR9tBkvBXQfbn30QGrIBNIJLHH06Bv5LQB76BWlNPPVC1ooK+L28AJAqpAKZecZrZpNSygprPLkJvagJFxnr1Thx7ikYw2l1Fw3lRnB5vUG5lJJRTPAsB5JZzqZUHGH9YxrUUUqNxlAVxmv7yKtq++gvcokVwXhPlrQPIQ/sIxLzZQNG3A6ftAU7yxezxPWRf3kDkA18geXScsa1zkXTL4+erDuGKJFZBxyqefvu54QBS9igMj+ICIj2Iuuad0PFrhFGJNOdThOY1k3l2SrVLUmXc7f+MNa5THPTOh1v0xAgcW6aQ8cPhLgCmfe7DhBfWYb/894jRI0g1iwje8n1EJo0Uqyf75U+jGzaK6iBFYlTdfC3arHWIvrdwU89hjUn4qxLkhmMIR8ZxFFwbRp/cTPTcFQRmNhG87m+QQg/g5rPoTU0UX/qV105ZoIfz2KaCY2pIEriujL8sh+QzkSbGAW2yTw3d+XOqPvaXyL2/RFffIKsAjtenskMxIjUJAIxojmLWRzHjByEjnVJY7BR1hOuZOiqUpLWB7GN3Uf71u4leeyPZJ39BbiTqXbesF/DZlkI+EyB/BMaPwMwbVmMOjDB2JAxHDpCQBFUzZYIR7zoUxr3AIVyeZGK4jBM75lA+MkRV4yDm3mYyySjZPi8rlewv4+hDq/GHbBTZJF4zhhEqIgkbJFDzJvLGMhx5FqH4TOR4H+lf/hgcFzlgYSY0RLVKaHo7km+qXkgyymj92idJ7+9DDQcITC8nOk+n5749yImjBGr6iM0dREtqSIpAUgVyuICdCGJUhxkagVl4fivipN9KZZr6c44w3lGL3jST6vddC5qMXiEwRyUkGXwVKQqjEc/E09JAcgm7OfqeTtEwTyBljxJpGiPCGGWtgzipqZtODxaxUn5OBlv5t54luvIE+EG0JlElB0V1yY+HKKYDFE6Uo0XTSBJYW36JXD4D69W/RwuMYY6EEf0dSMhYb9Uh7bRQZVB5mKMP7GBHdyXnXjYElFPsjRNa3sXEQ9/irYfPwyxsY/H5u2ic04Mz/QaMte9i9CffQy2EUCrSBCpTSJoLtoxIGjhNDtmjl6J2v07VrHJE9wbco48Tn+7iKkGcyqtRpsVQmq+DmV7NmqQFCADCKVLt/0XpogGKwFRWYVQA455YjDpzFvL879B0aRH58UPIuoIbex117NdIJclyCZCrqnA6PaqkvPgm/FUS01cfQEKgN45iVqaZGKgjds6nkA9cQ2hRgUJXGbLPRvMXyA3EcW2FVCpAeXjK58p7tnvPEuG4J29LwKMoW/nT6z3j1Xvx925CTPwbgd4CIBGYIXueRCe9pfx5pEqb7Gh08nfWWAY9BorIc+E3KxENyzn25d94xydBKJolGMnRv19nIl/PtNXlrPriQga+8gCZMR+S7BJSB5j4xrtRIjECN/w16rSZfO6lC3jqWwc59OowWdUmDKQmIgT8JmopuGl42xx2Pt+N+6v7kJPes0QLzsAtyZzLPo3smMZLm5YCgmvfcy5L125jx2v93H4kwIdnqJQ7BQpjQZIFhbkfPQu9YurY7JxF99MnkA2FxitbKV9aRcMV0+l5tgOj3M+8j55u6BhuDBFrDZM44U3+NF747/vbncEZnMEfjv/2wOc/k6n7X1Fy+FPL3J3BFApdQww/4fHMzOEEA/dupPUr7yP6rpvJPPcYUijC+KE85thWAKzhCRo//wF8qy6kuG3T75mQWT3dSLJMw999kuHfPEJq81tYh7YjAdlUgIH91fhjWabP70QLGag1UzN9anU12poryW59i1BjjEx3HlWzsC0NJEHD1TPRm5qQVBVn8ChuxzYUdc0ktSE0v4XA+9+LfWIPVn8vucce8YQCQnlkzWbsRDPZzRPIFU249pRKlGX7CS9sYdbfv4/EC69ghJIExetI5UzW3sgN8+FY2+RvJM1B5LOMP/Qgva/kAO+FGK8bIVKeQlIEerCIP5pjtKcGp6iiGCbRaW2Q1XEKGnZWR0ochcKnUfzey1C4RcT4MvRgkULawCr6yHYkCJYrk9LCAFqwgG2quI7MqTP42ZfuwH+0A8zSoCbpmfqp534BN5ctSW45KIpAU/pQ9nwet/hBxL5HMCcg11vhHZ8ksG1v+/l0gPzTbzD2zJs0f/EqAtoz+MtyUHsZ8qwrUKfPxxnpQYpOY/zHt2EELCzFRQQqiU4fI1Q7hJ3TUXxZ7HQE11Yopv0Utx3HzP2AWPWzRBrHKDtbIzd2FuM7JOyMjV3MoUpFJFkQnu7iT6cYOuzDsZRJBTghuxzftJhQbZpgKDV1JoTAnehAnXk2tjUlluILFpFUF3P8dJWlfOR87PYHp74QEoVUkGClRx/0R3IYukUxb5At1dqMtNdjJQP4gwVyJR8ex5HJZgKemqBpAQHyqTAN89rQfCf7nIs5GgZ3CAaHcI/twsqquLZOfjjKUGctriMzbamf+jVHEb4I+FvI7TIRR3/GaGYJ+QO7qWl8i/j8Xhpm+smfqEQyFURnDOdkLYphMTZQgeur47KfnsWJ++5lz65ZLF95GMnII4eKOEWdYHUSbf1XCMxbh3v4IdwdP6F6lUpqMIQsFRkdi7Jn20xG8wrnLemivDxN7+b5FBITVL13DCVmQKncSfVZFMaCGIp3fZSKDO5oHLkUx4tTZJedtA8j5M2Kh2onsPIGmuN6nlmAndZwf/sl72+lCqSp94IknZQz975rntnHK8+s4tzLSnLPjow9HmLLI+cy0u1Rk9549FzqPvsgzv5nyR4cxR1KYBLEzuuUVSan+o4jc/TvLsIfPkzdzI1ePlN1UAyV3HiQiY5qEG2EqhLEb1mGNmPF1DHlCwze/a/QW4YipzGmJbEyPvK+a0i/egyf0oEcDuO/+Lve+XFTNL9tGpKhY7f1kRu8mJDvuck6P7l5PfKaS0G4SLFGRGYQqXTMkqOgGRZtr8/Ed0WW8tBstIo30Sqy4KvH7Q8QCYxg2WEGh26hEN6D1LeJYiJIui9OefO4t92quSgLV2O17SQ34hB09qH5TaLTRug/Oo1wY5ZAyZdHynaj+GI4eQNZEdg2k+3R41k0V0Y5YXkTH5qCEZjKeui11biDL3vXUZykZXr3xJJ5PRw40kDfnnFeu+43NDTIxKu8TqVoNpgFzIFRzLu/Q/SWvyNc18SOZ/sYOpGhA8HiOTFWLyggCwjNn03TVTN4/NEBNvzNc3zu3MRkG2bO7GVsMICka8z4q3U8+ek27JxD+ZwozRfV8MPzruTen+xDMS2mPbcFHBe/buIKg3JjlMyhLkLzPKn71z76PENveFTi4a39LP/aWs750XoKY3n0yJR890komsx1z13Ckfvb8Vf6mX1jM3/uOCNucAZ/Kvy3Bz4XX3wxmzZt4qGHHuKll15ix44dRCJeIfa/l/p69NFHWbZsGc3Nzdxzzz3cdNNN/91N/rOFpJ7+cJY0r7sE1pxHYM15WBMpBj/09cnlhS6v9iD0jo/gW7EOISnwxFMUDu4HILj2HADcfIHUps3eANT2iv33b53nBTE9YLkxVnz4utP2feDbr9D5b11AHdPizST2H8LnM3E0h7qZvTiP72PglTiVf/1ZXFOl7c35GIaFicCIqwRnNePkHbRZK1FnrsDJuxT378RtPJ/C/k1kS/47xf5RZD3OSYEnozaOk04z8qOf4ObzFAG7qgJHhmI2SOXV52CsfT9uqhMxuBfhSpgl5Sy7+DtBumETbB4h11Pu1RBpDrVriij+ffjiWZSAih2ci324B5AQtsDs9uOfXQp8ku3kXzyCEZBIDsYQrkJqyyHE3HVUNrwMiSAICUV1iMwYwDd9nPaHVyMsFWSXyOxjMHH6bC1pb8ZY8gcwZjRTPN6G6i/iqxun59V5FJ44iBFpID5tiiaoB4pYRQ3HPsU7RwjSL/wYo6Efkdfh6CEKLz+Aev5nMZZehJvNgFMqWjYcCJgYSidOUWViT1NJAlyjkA4gBOQyATJvjjPKGurXHaRqcSeBhY3o8+dz9Ps7yR4MEayyqfvEhwgsXox16DUKP/xXihkDWXFQ/CbJ/nJAItkdo1gTxqckCEVz+KoSKCSQwgsJXv8JzJ/f5RWI+0yMqgRjvZWn9HkZo/o2bH8N4Pk7CaD7YAsTQ2W0rDlCedMg6b5y8pnTFelOvrh9gQJoDunRKCB5whslOKZC3rcQCgfQgkX08gzW2JTcsJWSJmfYR7urJymMvbtnEAlnUVQXK+vRevreGGRswBvcjx9ewTKjiJ3xISyPYlhMBMgnwzimSrAqSfm5K5nzF9OQdryXGa15ZrSCk/DhJHyM726eNE7ltX8lv+QAeuZJZFVGrk3ja86Q2rqAQMLiqmvfINQ0hqwIUv1xOt+Yh15ho+XuYsx0iEsCSbfJJgPkG2cRjI7Qn19IuuUa5r29gsJbj8Lwk0SMIayihmpYWDkd5aRangT9vVXIa84ieehVgiELrW4Wbs++0kmUSYxFCAe9rIVlqqiSi1Iqku/rqiYSmarVEAIKfRGs4lQqw3VkXFfCTBvYxSklRddUMScCGDUWkrDJtJcz3FXDmmvenNqeLYMBia7K0mQIZIZjhE7sPi3wGbz7YZKbjwG1ZPrLab16G91bryJ15AUAIhW1RCuSJHf8I+VXrsZ82ct+KFGBFkjhcyUSHfWEV1ehTV8NM9+PJE8dgxSqQTSvR+rcABLYjkzLmuOEZ5RB8A7ougvcIqLmPYgZKooYxYjPZp7qxx2bTXLLMvJHuom9exHBJc24yRGUaXOQFA1txU34rQLW89/D6d9EsGqImmiB4Y6aKZU9SUHoZZDPIiSVjuyVTGseQnTsR0kH0MM56s7JIy19L75ZM7AO76SwZzt662wCZ60j+7Nf0rTUZKK3AiNYwM7qCFehUNQQQMs8CSdj0XNiGg2tvaiqTeX0Ceyi5qkOpnMk776D+Jf/hdHuHBqgIlPj76Q5fBSA1P5D5M//LC8/0MFEQWMkq1EZ9CLvcHCC6iVesBKmgr88fD1jx9LUrSxH9SkYaHzsK6vI9SbY/PTU9a+uyFHc9DJHN71M61ffT2jxzMmgB6D7iaPkXn0dvSLMwjtuxF9Zw7+HQJWfZZ+c/+8uO4MzOIM/Hv7bA5/rrruOL37xi9x5551IksT4+Phk4PO7eOSRR7jhhhsoKyvjrrvu4sUXX+TBBx/8d9c9gz8+fNMqqf+Lyxl67DWMmjLqP3jpacvVWJjwinmkd3jqWPGL1wAgyTJa8xwAKv7qkxQOH0QOBDBaS8pGkhfsIAT5dAA56HnenERWnovaNPUCsPMFOu/fO/l5YFMnft3bhKo6CNt78zqJCdIbX8RUKrFNT3ZWlsFMuPT8dgv5nnEW3X4dkiQRvvw6wpdfhzPcgbXXG3i4joRt6bimwCkNYIY3HiYw+AxuQadY0Mln/CTGwph5b1A41jVAU/Y1FO0dRC/7K5yeTkhuQK0rI3toEFkO4LoKkuSiR2L0HWmk2J8mVJYkXJFCn3MO/lkXIDKdMO1qxGNfPP0iqGFgGOEopHdFQYziOvKk0hNAccREqjHwVaYQloKs27iOjB7N03LDFnL9cYxwDl9dEseMQvZk8CMhz/MCTLv3BG7vQTQ/ROb10LVpMXap1ic3GkXRHAIBj8YiSYJAS5JMZwTyBieDn2DNqBf0lKA4A0zc+T0qPvM10DQCM8bJtcU8c8b0GKN7m/GVpXHtkmCEYeEoPgpjJu4px5c4UUNZ4wTOoZeAl2iYHaB9y1wSPTrBIwl88y0Kz/wTihwmEPE4/04p2+U4MrlMgFybBESYceUO9PNHyB+8G7m7C7dvFD2UJTsWxkyHKU7MAiyPpmmpuJJMx09WEg+mMQIFXCEz3FWFEAoT/RXsfW4VFQ1D1M3rxnVkUuMRijk/odYYfmcEXC/TMe9db5HqrmDPb9dRyPkIltoZPqeb6Kf7cXd8GqV/K4r5Cm6xgHMy6KiYBWO9pftqKpCWZddT/aqZAe3dqD6LYnHq3LuOgpnzoaoOrundW9nRuEcJBMxOH0t/vAolvxW6pmTV5YCJlQhMBT2AmdMYeeoEiIWEKpJUtgySmwhiJwSgUkgHSO2JUkgGKW8doGJtnLr1ryKNdFBeC85oAEV1CYWKjG/L4dzybcqeuo3IwS+TnVZPYPY4clkvxaQfN2QjzwW1bhhnRxWyBBPDMeZfuQtDeoPDo3PpnFjF8nPbcHsEss/CtWWOvjUPRXPwBQqkUhWc+8PVFPu76dgwyKHtCnPn9tCxuxVfKE9mLEysMsmsJcfZ8VIUx1ZpXdRBdjiO77wPoYss2VIdI4pLz2sLkWSXsmsvBGkfumGRSQYJx72M38kMjHS6vQvFthP4L3aRZG9BoXNqMOwUdHY/sxJ5dIpilk2GiFYkcSbGMDdPZSKdFGgB7/rLiiDVs5Ty9acHPSex5dH5rL3oSZLHaxjb49XSjv3i19R95laY+QXME4eZ+Pa3EcUCvuVrCb5tBvajH0VKdeFTQ/S2n8/QiTZm1U8nPHPhadsWaIwWl1EdeQqAUFmaie4qcsF34I+Po8y4hlB8IXbPEZSa6ayMlOMmxxh//QBDrxzCV9lEw4cuRja8dhvVlxA6/5LJ7efzISKVHUQqk2TTfoYHVhKs8TPsLuLi1dXMWqqx94vP4Ngqg901xCtTqP02kYrkVL9PTSC5NmuvqqfzqW4cR2Z+w1QgG4llSO1rZ9aKCoa6MvxseyNXzC5QYRdYsuLY5Hpbnx6mIjzC6msbf+8cjxckpEVNiH1dyJpMMDBVm5PYcojo6rmULa5ifO8wAKrIgwBzJE3nv77Gwttv+L1tnsHv40zG5wz+VPi/4uPzne98h49+9KMA/2lNz7Jly5g+fTqSJLF9+/YzQc//BdRcv46a69f9u8skSaLpix8ic6ANJRQgMKPh99dRVfwLT+czK6Egle+7gbGHn0IJBbEcF90oTkr2Nl5ef9r6xdcf8paXBuKBMoFqmlimjqpbBIJTBa5yMICWHSypnsmn1QGlDvbzu5Arm/DPm0Uo1UdyKHZqy0v/C2TZxXI89aLflcR0ckUGf/UMquaQ3jGD5m98HN+aKxh76FHyg8P4AgVcVyYQyVBI1pPrywIKycEytIiB+eIGkpvjFPT5mOPPE1DKidcMeFkaRcK45ptIETCPtGG++m8IV8E2VWTVnpz9N7Q+iDYgpz3/DgAr5WNs2wxi51UTW3MFbl83InUncmMSd9yHOxgGvQ6t+TwKL/2G4huPogVcnKJOrqd8MuiZhOoSXhvErXwnUlkDknmE9Hc3ovuKOI6CEc8QnDWMeyKOKM2k2zlvIF7Y8QLOyD7CCzrwVwUY3jyH9GgMx9LIjMbwhbMEo55nTfWHr0OJZzjyhWexS2ajwcYx3NRUIOSP5qhoHMQq6OjDr5D81g+RXBdJtXEtlWLJPFaLZrF+55olM1ECu/O4A0ngIZAEZiFMMVOSXM+nAD+2rZLPBTyz0QkfSo1MrDKBjIMkgeNIZDIBRDrExHAZWjRP7fwhgucvxSr2E14nI0mfpNA+gr+yFy1yKWVXXEzNltvIjQpkxSYwfYLqT+1AAL6zRpBercXa600CybqFdvEnMcoWUPjutxGmSaxynNH+KpRgkca3+Qiu+iTq7NW4P/kbikPjyFLJuRWJcEWCQFkKS5Ih5wMEjn3KyFxIuJkcSsUShCIhOd7gXdgKsmFNbgcglw5MFsVnRqPE6sY8itHJ+2ooTnbco3Nmh6M03dyC4v7Su4scTxoYvImKmvO3Mf6jb6CLDKDitA0hXBMzOY2hbTNp/thmZCWJXA3y+i46v38eNQu6MQJ5HFOh3FcgmtvG+LMZyhYkUUu01LpFnRx5dQnxigmqKgbIHB6h8t3vZOmVElU/fDv9L8wlOxHB0QStN7+BL5Jj/I0ZrDinnWxSZtZ5e/CXFVCCe5FWrkJrPYdE11xS9z4BmAhXZvzJ12n96TeY17yRnpfKMKU2/PQjSS5a0cIXS5MbjYEAXySD1Z7CHuhGq29GuC66nuQkuSuX10lU3UiN+jrm4DgAumF6MvBGJTA1mJdOESKw8zrWsQMMfOYjBM+9iMgN7/NEZ4bawbZo2wAN+jxEeur+ze7ahz2RQI3HyGx4ElH0gq3CzjdJbN9KTWtJJdDOEGIPnXtmcfibT7PqNzef9gjY942XSLy5leqPQG4oyvCu6biOyuCDXUQvuwCtZh4+Q8U/y8tyZR79GebODciqzvSb/wZ9jve9ncox+MgbIATV165Fi4cQwsUv9SLJLkJ4ZtLS6ito+tB8pqsqrmlidnSy+GvnMrZ7jKpzm6lcVYeTzeO07yD7hJcd8511EZJusKLydd7x8b1ksj4622qpKCmQW5bKtKvm8TcfjNA8L0Y+Y7H2nBqee9draIbF9JYBUgWNN3ZpHH9sM/9y+BpqZ0xRXw9tG+YTFz6FWXSpq6zke4+sY+T2f0WUGALhhS1IksS6f72CE/cfxs0XGXloShJdMf6vecb//w/umcDnDP40+L92F/6ustt/tM6JEyf+G1pzBv+nkFSF8JLZp30nhPCUwtTfn5E8idjF64hdvI7koUHeeu9v0DQHWS5Q2zJA67veM7mea9oc+JduVEXCVW3C5SkWfHY1uVdfpDCYI7J6IVrjCnJvvoHW0Ejksiuxe09Q/8ZrpCZCTAyVT6qUVZ39+xQDSZLxv/sfqF13lNj2TXTedxzDVshnZARQUTeKpjuIeBYGqn7/94pAUb3BV+5gG8JxkBQF6/CW0vZBUVwUvwqVtdA3VQvkZHLIhs3oYRnb9L7PyxXYWY261f2o6z6L0rgAgOzxnaSHPYljSfLUhLxZfzBTAcRYG9n8PMLz48hltfjrzkdksiRffhbrxdcoiiqMGV8jav4rslXwePQii5sYovj6w15bZUCFVG8lsuLglrJekuwSa7bRL/oOUsgLbl17NlrV61jDBWTFJjx/EBGxcQ0HN2dQHA9SGA8hqzaybOKODpEv1KFGcwhHwTklw2erlYTedhZafRPGnIXY3Qdpfc9OJg5XoEXyVM7uxR4JI0qZKseSQcj4Q3nkIS8TKFAwolmGjjWQT3tUQzVk0XrbrRz6zG8QtgsIYsu6cfeeLpCiNk1AKeg1fEUk2UV1DPJZP6pqI5AmgwarqKIaXnbl1KB6tKuGcFMrQ/d3Y5sa6pMDNP/t54jMei/YWai8BjuvIlsZwrFS38kpyMM6otpEcitx4yFcXkDGJpOJoxRbKZ82jaq//QbHPn47tqngDxbQq2WqbpyFHDkbSTbQF62h44cHcIoa/kAeJEFl/TDZdUn0eeOoOQXn1Rp8m3QyBR2QcIRAyC6SUYO95DrEwP0In6BwPIjZVcnIaIza5VW4iRGkcZgcsUsCWXUR5TqMAJoDcQvGJ+8IpHADlF8GY8+DIhCISTltqaYITv5k7TwAO3dEqbO8a3ZaCafsqTXKpUxXbjCGnfOCYWckRLEnjFqbAKBxcTs9O2fS2OJlVdIvvkAiqTL9Ly7HsWx8M/op7mum5cZtRFo9z6mqK/fTt2UGTSuPEqoszdq3PY1tPYA8K0PZLD/50FLMojfwVSviqOEIFTe9g4qbYPOnXqXJ+jmRsjROUUP4LKxSxlNW/KhlOZwd92E9vgdiLejFTqJVOq4rU1YXpmaWRb5zJsHZRbTyED5/DpCpuPh8Cr+4BVHyvZFUh2RfjPxYBNeNopFCkiC7eSOBsy/AbX8dc/O9AJx/43JOvDiX2obhSeNfJRJGDnnnVw6dyq4QVNSPcCr8/iIVNaOkk8HTvhf5NBNbj5AZjtH2xjyC2JPPB4DE86+w8VNZZF3hsl+fT9UMG3PnBm+hbZJ+9n7KS4FP29/fR3qvZ+I5sb2N4ZrzyIwVWFdrYxiC0a5qTmybA68/Q/rBh5n2ruXYh7bBxDBoOnM//1mMFs+3RysLQ8MVGPOWIkwTta4Rs6+HpqD3XNBlQSRoYtUuQwtK1F5zKaEWr1bx/V9binBcsieGuOquFbQ9V49lPkNlOMeH1h3l4a2tjHRlTgt8jtz5At8+9xh5S+YXe2vZfbDI+n+8lYnXDxBorSN2tve8NuI+5v2lp8rWUy/Tc98W/HUxWv5ySgH1DM7gDP7v4I8W+Dz66KM88MADJBIJ2tvbAU+muqWlhZaWFlauXMn69ev/Q1rbGfy/AXu4n9QvvoM7Poyx8kJC133kdENKITC3PYfdcxRt/lnk+7xBqEdbc9Fa5iOHYpPrp48Okh/zPHX8gSKaLjH8QhuRFVfQ+KWzUMNef4pe7pkkFva9Rer5xwnMqWHoOQldtVB8LtH6MVpvvh7hOrjd25BkBalhBZIkI8kKSsM8AqFyGjq+QmFgCKO5EX3FVaQeux8zoSEFiiiahWNpSLLLtA9diBaPkd+3n+z2PQAEF81GUrzBQKhVI9OWxC7q6ME8tV/5W+y8Qb7759hjSbSgi6rbKH4T25y6DYUrUcxF0T90J9Ip3JnsvtMnACTJC7pKv8LMGpgDCTLhaZS/7VaE4zD8dx/HSWVIDMWxisOwd5jsrLOZNt1T2VNWfQAUFU4pBC/my8B18AULOJaCHs5R1jyI7EjYCZPCE99DFPNYVhhfXT2BJdMwpk8nv/U+xh4MEoplkGTQl1yK1H0CbcY8nJ1PIiFwMz5MW0LS7NMCq9DieYQuumry2PJP/AR3LE7VnH7UiAnhcuSafoiauL1hJnY3eYHb70wISqqLc0owYmc0go0VTP/k5bT/81PEKxIYjotcl8Ht9wYzSqhA7Kw+Cn1xCn0x/M1jOO2VTFt8iHxy6WSmw3UUChk/risx79otyIbJa3e+HTvvHUPF9AHSB4LYZgSzqDExGiP5lRALP3gHweokDD/JUM/XkRUX15bJpIMEZBceqqcwzUav+way61AwmygOlJMzDepf+zSZzQH62+dj2+ok9UP1jeCOfB2ReBG1+VcYZ1+H+T2PpuMFCQIzHUDdW4U+bxwp4CChoWo2/kgWIbyi8NyLT2F84KOo5V/FDV3E4bt+y8hOnaMvLaSQDvDuT51NzdpmyvoH6frKbdg5h2jNOIGrPoq82EYb+lskw6XQFSX71fPAkTEtBf/i+Ug134XKt4GkYWXuRxp8FTcoyBYDiLoliOEdSK6E6cIjj67minmDNFWnGHpqITXX70HxWfQ8upTxvgrSwmHa4iF0m9PgnpLBknUbX/h0aeM9v9hHwjeXZ7/+Xoo5mbKqBPNPyZ5Iqoui2rinfAfAiB9mZUDJU3v1PkZfnYmQNKpu+QRCCBKv7CB3pBP/yGFis07SnARifCpYKOb8VF23DPfwk94Xg7vRwkFORnxG9RH0pk8glcukOqZR/s5/Qw15fVIkTmBMyyNbSaxkADPlwxoN4fcXkeQhHMtTRgQJSVWxdj4zud8KYzvqJz5M8vhcdKkfvSJEZOUi8jvegr43Uc0x9Omt2H3HMEI5ZMWrs8wmgghTIzMcwx8sEFs15Udj7n4Wa+NPWHWxQ/ueVo69sphpLT2EIrlJIYJ81gv4XNPlwA+2sqjlaUKRU7KGYxInbV+zR3ont51r6+Pluzxd9+zyNVz5ji30HW6c/F0+4yf57MsEwllvYsYyGXngccouWo1vwRLkQGmSo3JKBe2hO45wieZNUoz2VKEikdnTSeMnb8Cor+bAp39O5nAfFRcsINmZJHewB0lTaL1pFdrmqT60emGKuedMTXZZqSzNQ/uRFNAVh7fPGaV1Xgy1PEb9B06ngZ+KhptW0XDTqv9w+Rn8OxB/AgPTM9S5MyjhDw587rnnnkna2r+nuLZr167TPre0tHDrrbdy3XXX/ZfS1Wfw/z/kNz2KO+Y5jxe3vYSZFLiSn+hlF6PX1WLueZn8s3cDYO3fTPiqzxKYFibXm0YN6jTfcsVp2ws0lqEEdJycxyVwTc8oLne8F9cXYXjrCLKmMOOvzkElS8e37/Oklm0Z1wlMGpgq8TqUqplYG7+Ne6w0EznrUmi4EsnwU2jrIbtjJ8aMK6j44BrkeDWSLBNYcx4Tr+yg9/v3YRgmrmpTtaSf2pvOQ1I03PWLSW6eg7AdYudNFTIHLv4L6jLfwJ4YwDj7WrTaFjRg7t1fwTUtslu2krj/l6hlWYxQfpJqpagOsXVrTgt6ANTqSqyh4dInj37nujKyT8EfSpId9BzIhetln4RtIXIZBJxWxJ3ryqF/s5ThCXhBp++Kj1J87SGQFJyBIqB6gajuyQnLioRtaRR+9S1E1hvoSQis8TB0tZPps0i8bgAtRKrHic/TiF/1VwQkGTc1QnbHE5P7T3dX4hZ1AtEMVkFHMUzctpcZ/uorBOa24L/4vYiiN/NdOFJLPhfCnvF2IvMzhNatwD3Wjt79BPlBcKQw+FXIT4CEV990inCAFnJQIwFqr1mJ4tMoPvYDcq+0EJjbj1qRojgcpTgYRR7OU/++7QhXYvyt6WQ7qrxB1ilBlFBd4ku6iVSN44t7g6O1H32dge3lhMpTVLYMMHhwOWLIk84VQsYejHHk/rUs/9RzkD2EX+mhoAiG+svJJMMwWEkmFWbRFdvQ6k3EQJho/Sh5xSJe2rUi5Yj42vBV+8mMh5FkQdlsj7Ip8m8hUm0U0lUU8jpGKTLwBwsYoTyBcYG0qRq5MYU/nSfls5CLGoGKFLIiEIOv4ibfhmh/kWTvi8w7awecBUvesZWOx5bQffse1C9+hIBzlKrGrslz4XQcRFrUjBz1isL9s8cx1vXQed8SpKCOHsggTvyW4rhJ565lxBd9jtjicxjffxS5rZLK0MMQcDELGrf/9EKsZJQXdwU4d34PtbZK6mfnke/1+qYIFXn0gfORHpAI+4tcsu4gFTVj2EWN7MFGLFMjOnMIvSbFir99muHHFuFmDIqmwthgHOu3v6WYmwvA+HCMPfeu4dwvPoekumQOz4d5q3jt8Sre/vGnkGSBsBSYXhr82qCHctRftQ9huCT6t5A9PkH/Tx4gXDOGOXY6JVcNTnl9GfUxlIAf55TlimEiV2eQwyb+pQNImoukS1TGjpPe/VuKycXIyV4ixuMoIgEqaGVZMoNRVMMpeSV59yVGjOBFb0OtrkUKxxHZBJLqoBg2FcM/pWrxcrRlM8hvf5nxu18DQFZtQtUTqJKEMbsJaeI4ri0zcKgJYStoPhMjmKOYCRCf4+J2bcTKhDGf/zFySQZ6+pIOxkOXkq9aRoVvO1bfICgKbtaipm6Uwf5KYlo/oZhnKO0pSwqydVdOnoeyCxYx+rwnwtE3GKNp+iBXvv0tdN2mbctcsonQpHm0JLlIuKdNcojOfSR+tQelvIrKr3wLWT+dlvvGhjxjgXmsn9vHqT8cfP042Z4k6X1eXx55cU8pkysjLIc9v97H3DqZkO4d67ybVqCdor52z117WOGCWro3K6ritH/6KY6mirS8ZyFL/u7fp4T/LoQQtD/bS364wIy3N+KLG7+3jusK7IKDHjhDjTuDM/hj4w+6q7773e9y22238ZGPfITly5dTVlZGLBabzPps376dXbt2TWaAAE6cOMHnP/95Pv/5z7N8+XJuv/12Lrjggj/4QM7gfwhU/bSPmbe24doK+f0Hafjut3CHuk5bnrr3JzRVGzhzZ1L/xb/CiJ9OsdCiAZb8+H303nk/dk8HdolKIgQc+efXMUtiTdmeCebcWIVwvLeSrLi4KBRLNLe8XY8QLu6xKYPczMvbsLL7cSwZM+sVcxeOHAMjSKp9G/boMGFlP2ZSAFqJYuYiGyEkxQsmZE0lftGayW06+RzJe+/B6jqBb8F5hG7+AIqq4Y624w7sR65fgpw/REj9LcaNVXT+PIAswPAXMOJpKt93I+Gzf3/2sOrD72f8ocdxMilCgf1ImQ7UpnkY19xGZtMG0s89gRIOE7nGUz2UDR/BC68k+/qjqJo9KR4RWVI7GfCchLHycoyVl5N66G7Urk2YGaU02yYwIlnMtA+rGEImddrvVL+JXRAk3tg/+V1ysIyxVB2rSoGbHKlEnXc29qHXgalhiCwLT85WdjB8eXx6AffEILmhIxjnXEVhw4Okhn30H26CXXsY0i2q1kNoepjCoEeckkgjchlkzRuojHdWo8kOcjiL68oY/gJHbvka5UsrCc+vIumGsEcF7gEJRXMmW5Pa1Ej0urWYmThjm3txHZlcIobmK07SJIORHL4mg8SBafjLJ4g0jxBsjNBQNQNp6E3s8Cpqv/F1rH/4GaODUxNAVomaVRhbhLvvVfzhDLl08+Tysb4Kz8RyOACOjAQEalKYIyEQMkJ4Qg26YVJe7ynr6TGvRkNKqzBxCL2qiZmrj6PrecycgR7OY/gtyCuwqxz5cAilMkO4aYS+/Y2ETg4qrTTmk19BKR4nOnMMYclYvVECisvMsw/jCxYZ2SCwkz3oYY+u5rpgj3QiNkSRlq5ChLdh9QRpsFNMf99GVJ9N/u7nObR5ITMu203MeoEj31jOoBIlVjBZsnYTvWPTEa5EzdxuPnR2N8cNg9dPVNJjKVx02S6CVSl697eQT4Uw56SQnltMOJzDNGWcWp0JO46St5AcBav+A7iLa3GV+/G17aBh3QHMRJBnHz6L5uU9xOZ1c+DVuZPn22cqDP5yFXJAp/bbP0E3u+n/mcl9t93IrKXtRKIZWioOokctlIQLloQIWwhFsO9bR6mq34ERLZBOhRnoqKO+pZ94dQLHkQnOGsA1bBwrROUnvowa0LC2PYasmJ7MerhAYFUvIlwKhzzPV5Inqjh05zDC2YDmK7L4hl6UkraEJIHqt06bvAAo/6vPojbMwGnbhFo4gBOVkBxpKkPZuROCT5PbPxPw7nfXVnGKOqrPwunr4nj3eTgDCWIlxTsrb6DqFvGVOoGxHyDeAMkOIVwflMb/khHg3K9XIk48jBSsJdm+lNTzmyirgLLKCZyqSsKBccyEhj9URJEdssVqosMb6PnYvYTWrqXu0rnEVrTguCqbP9LB2y99iGBJurxlYTtbe6qQZAd/1EVV0ryxp5WADDNn9hGNpwkZXoDpjA1jdXVgzJxz2rlZfnkdT/0gRU97De8++zgSEkJAJtRAeJKz+fsYTSl8+WgzFzYnGMzqfPVHF522/LkNHbzZFuDm1jyaJJEcVLEy3vba793PjA8sIdQYRbiCgQ1tFEZzTLtyFnrsdLXH7d87wJZ/8Kh4e+48wrtfvxJZPYU2ezTFb67azERHlqUfaOaau1chy39+2Yoz4gZn8KfCHxT4PPjgg3R0dBCNRv/T9ZLJJNu3b+eSSy6hpaVlMhDasWMH69evZ/ny5dx9990sXrz4P93OGfzPR+Di63FGB3CG+zAzyqQnjjMxgZvLoS06j+L258E2mRisIDUQRTNMQtIxpOQwxKdqv+xUlvTOIxgN1bReW0bulZfo3duCXdRRdRMzewqVoieBf+GFID0DwhswuFIASnOuyX19ODkLqXIWYuQoriNhlYId4Z6eXel7eBf5fk9COmUYTJvTjWpUYhd1tGCBWOMAwrEwN/wEp3MXSssKxMyrKB7eizj4MIUub3vZ1zZTOLqP9HgZcq6Xylm9aEFQq0Y95bXxTnCXTtYBaZqLf/RBKKyEgMdDF8UsbsdbECgnNCNOcc9hKF9J4D23IwVjkB8mNEcmuPpLSIoD7d9DJGVo/TSBi97G0GOvoxk2siLwVyWoWzWGEO5pGSXhFBBH/glDP0hBA18ki+NKRGaYFIfCmHlB6Or3YR18DbvTM4CVZIGwZcJLNZKJHGbay1hJiktsWctp51Otrke0e9mBQEWKZE+ld30cCcWwUU/hMInMOEr3HQRmQs/+s6b6gqmReHM/7pGp4EtyZLSIJ3sL3sBN85novimlrNx4BvN4J8deqWS8z6PD5PI+Gmb1TBq9IsDc78DoFurmCqTWhbQ/qKGqDo5qY5oa4wNxxKMyPr9JticGRhmKswRj+VWM2GvIb32T6pG/QJab0P1RzLxnsNh8mYmo/xyJh98AawDHVjF8RU84AQiXpcir9RhSeuocSArq2vdh791A4pAnVGEhMCJ5jMoUajgLvT6kbDn5YANjv/4pdjKIvyFFOOLVjbm5KaNQYamlawZHuyupqDolgM30gAZuWsfsLMNNevdEPhnAiucIGkcpihD+xlHMkQhOyo/dN4DdNwB7Y7z6zHu44MJdSJqNWjJU1f0mVc1DHH56JWs//gwVN3nqZ05R4eimJWRGYqVrEyIUT3PW5Vs5vzyNXpXG8FlgSTQuacNaCve953re+c5XqapIoUTyROvHGR+M8+oja1m8pA1fhYR/wRrEsIo4+DptW+dyYutsysttiqLAimt2kRqJ0LW3ibrKBBXRLGY+SO3NNyMpMnXTE8SnwURvnMOHz+Ed/zodX3QrcvdPOElLS3RVcOz5ZSy+eiux+jGEgM5N8xGuzPYNKwlGs5S36uh7e9GCRcyUnwqhI0fK8X3oLnJP/AA5u4PAzCGYUHFsHz37phGrGic+bYy+l+ciSrGQVTBIdlVQPmsAJLCKPkJNo2Qox80ZuK6MHV+AMq0VAPf4BiRFoEVzuEUVN+H1K8eVsC2FVHc5+qQ/kkA+RZSiZvYohw6WTQY+XieRiLRaUOqOipoBxTOmBQklEkC88TfgWghASc9GuAZIEK5JECjzaGyOJtNzoImJiRBV8ysxBjw56czmzYhDT6NWlhP96D/x0X/chL0nDaUmeoNdCeGPsvKhm3nw8/vZ+VwbQRkmUjGWLTxOOJoDBELRGHrkNbIHf0Vo6VzqP/4uZF3jQ99dTu2MMM4LD1BRPYpZ0FF1m9glFQSnN5La10XmcC+yaqFTwCwYyIpL8MIlTPziML/a5+PDn19GJD4VsKR2HOargQPIc22G0j6w/IiizaS7qyyh+r377OiPt3L0p9sAaL9vLwv/ehVO0ab6wlkofp32p3smtzt+OEmiPU1seghZ86LLzd85zESHd012/6qT5Te30ri2gj8nCH6n3u+PtM0z+J+NRx99lNtuuw3w2GEAZWVl3HDDDVx44R+vPu4PCnzi8fh/GfQARKNR1q9fD3jUNyEEGzdu5P777+eRRx5hx44dLFu2jC984Qt8+9vf/kOadAZ/IriWxcSzL2OPThBdfza+pmm/t46TSmONJIh++MtIqkri2ecpPPgoAIEli1AiEYhEiHzyxyRe2crojz0vBLNgIGSF8buO4IrjzLplJf5qP8f++p+xRhIA1LznEsxkDeH6cXwRBbJ5TFtjpNfjoje9axm5jlEiF52P038CJ2di9AWwst4b3N9QhuLXUa74Fubjn0ZK9CKpNsJWUTQbu6giXAU5FMIanCKo2EUdSRZUNg8SaBpDDxVxGq7DPrARe5/ntG7veZbks9swoukSJSQGeOatI3tkhJsCIghnGvVLOxB5FXQbPZ7FX1cg3+8D2SXaOELqgEZux98TaUgRXDgDp7MTMdaBXdDIj0Q9D5LOHpyh/eTM2bh9Wymb3YWvvIAoCyO5JenWfA929Y8QpieGoGqeMak8sR8SxxCxWYiBXeA6kN8NXQ8gkkH0ihhSxQIC69+JOm0BQSF7Roaajr5sMYXHvo4znkWdcxG+hmb677gXxQVVs/BXJomsO4uKG06nKyozz8ba9gCSa6EHi1Qu6SA3GkELFch2V5BPBglXeSpWSrQAqoPIayjq1CBNVhyCsxtQModwst4rTDFs9LIMkuLHFTK+qiTmWAhF9ZTXJNnFNlUC0Swndk4JcKSGyghctJtMWw0gIasuUqZvkqqb23Mc4TYhSZBKhidNcIs5P82zPdPX5B4/un8P7ZuO07F5PhClM76MoFFEUx3UYJaypmEqylNQ+TWwXsF1JXrbGggE8/h8JgIIhbME4seQQgVcpiPJKsqSDyO3XAYVFdjbH0Y1TBxTpZDTGdw2G3vzQiILosz46rsY+PKd2OMJQGesoxq5PEe6s5pIxQTl00a9oDpYQEgKhwavgPOuRl2wDbdnJ2pFASXfCxkQA6HJoAdADxZI9cUJ1QLYKH4bp/A7YiXZBHMahhjpqCHWMIzBVH2EVdCRJIE1FiTXU06wdgJZc8lNmsMKYmUpVN3ByfkwgVDDpEICZjLKwRd/hDr2HA3njpJOBKlr8AbVBoJVy9s8c+Sdv8ZZuwCh1jHWXs3WB9eh6RZBZZjaKhOzI876j7zMyJE69t51AaJyAl84S+rX3yd1r0o+obF2mUp3pJ7aWf3IL/eRLwsRaJAma+iS2XdSHBkgVsq4SRI0nXeY9EiM4a4ayufJOAkJSYCZ9iFpKrlDxyju6EWrqyN8822IwQMw9BSS36DgXs6b/7gT2czQ2DqIW1AmqV1IgkDdBE5eAzmMvu4W2HY7kZZRxjuqaH91IWBS9qEERk0cuXI2TtdbiKQPOZ4H2SKfa2Trv81gQWEnufEwTqCIrLhIsoOsup7Xl9+kIrqTuuu/gLnlJTQ1j2pA/F3vRY0eRxwsmb2qAdSghuyWJM9zPRDwJjFcW2bwDT9O1gvyI7J3XZFB0R1GMwE2v7iS9587Mmlie/Lai8QwhefvRG5/EdWQvb6lBSg2XU1sXQV1l89Fi/gYOJbGAbRQnu6MzKyK1fT06zTN6MBMQXq7Z6WQemM3WkjD31JFaPUqcttfZ160D1kR+IJeVsYfVtGiQRb84GY2PnqCI9/+Dec35jB8NllfFfN6DvLt+UniF8xl8TfXnNpgBn79LJpjgwy1kQLJcYNAIE8uJ6FWxKg8qxFJ8QLlwVc7pu6DvmH2f+kJhICBp/az7KfvpP6caob3eH09WO3jzQ89TnEsy8y/WMKiz69FC5zun6f5T/98Bmfw/yJeeuklbrjBk3pftmwZDzzwAOAlTu666y5uv/12vvCFL/xRAqA/KPCJxWJ0dXXR1NT0v/W7aDTKddddx3XXXUcymeTOO+/ktttu4zvf+Q4PP/wwO3fuJBwO/9cbOoP/Noze/xQTz2wCIPXGDlp+9E2UwNRAqXCincE7/glRNNEbplH7lS8Qu+Iy/HNm4+by+OZODTzlaAVW8fSuN9DbQO6AV6A9vruflf+wejLoAWj/162kRj0fICNgMnflAabN6KV6kU70A58ivWU/Hbc9hSQ7BCI5JCDoShjLFmLmZQLTYuQ6hgm2VqO/7XtYr/wjkcAw2eN5hC0wojlcWyf62Tso3P4wyd3eyysQy5JPhnBtifR4BIFE+fvOQ+4+hFTKLAFIkoPryARrJyiMhRGOgqw6p2WT7GKpILl+KWTeAsnA5x9Hr9eJzRgkOxqld7t3jOMHymgpvIJWUrQSroTrSCSHYri2SnrYBg4BYYqjs2m+cjdSegxOMgULA2jVQfQKB3PUe3EqukVhPELAiONu+SHuoVKtT0UdrqmROVgKZsc7Kej3U/Sdg8gXiF12IVpVBfLhvyZQvxfqgbBJYawVO2sgSaAbFppPo/KdH0BSvGsr0v3gWkhhFeOKyzE7C1iH9qDag0SaRpEXfpBg63W46TRu6mnE2N3IVTlEVmHgVyuwsj403UTRberWCco+cgvWkZdJPPBbJMkl1JBCAvRoAbkqjX9ZD2NvzaDYHUfVbXLpAEIo2JaMEShMqr1FG4YJTEvgq0rjarUo5/yE3ANfRuS9gbsRzqHHM5gToVKNQun6TarcCVTNRivLMLx55uTyzEQEf9UYiuIiyaWsWLGIEgoTPHcVExt3Y1saumESDE1551gZH/7qFJY0hHH1Zoopi76ffZra6ZsJVrROZseGO6uxC152K3UgyZFbf4QqZSfpg9lUkFSbp7qXGoqhxnwoZfVEzn8H+tw5zN63i5nJAYwlVyMH78bNpRCWD4KqN16NRXCTSUBQTIWQVR/BGz6BdWw/ReVNJL0XpspYMHM6kgDHUhkfrCO8qB97NMh4ZxV9R+tpXtHByBuzQUhYWYNo8wixmnHG+yqRJOHVqpTgmip22ofsNwEJezzCDPcH9JV7PionaS+uI5HsqvKojjIk+8tQtuwgcsX1dG1ZDkDrrC7CJZ+kgecWUjOnl0MblqP7TCrqxibphzg2uk+QnggTiBRoXVnycTGz5I5U4189A7npQpoveQe2vQHHfh6llD0xcxEWXrsFt6jS89Zs0lY5sdoE/liawWMNdH3/UWTVprx+lGj3IaSJ46AZ+C57L5HKRt7xahP9L7UzcNdjaLqF4rMI1ySomtNLoDyLUCqRz74dqWY+E8O1DPzmGTInLE+MQSjgmBR2voZctgr5LD+idzty5WzUJe9m7K0xRnteZM9DBo1NQxRLx1s1txs5WEQLFr0aNlklENFo66jipHx5IFdH8JzzQY9Aph9pxjVoO5/GOficd278tWTSgoCvnXRfGU5Jcl64MhPd5fjj6cln4sp1B6j74IepPauS0TtHsQf60HwZFM0FScYd68NrhoscKpJw5vDkD+IMH5yAH77J239pc1ZzGxdc3oYkQ3n9MKFqB3VaC+bxPEKcTotOvfoa+S0WqRc3sEYbBk0gROnIFp2N3jIDK11g9K1Ott5/jCcPVtCb1jm7LkPMADvpTb5MvHyY5P4VxBZ791JiVyd2zprcj6QqICsoqqD2kpkcf7SXROdx+jYPcMULN1K5poHkoZJaniLR1VNBoagTGkyz4B9ynP2NpcRaw+SGC2T3dzK+zauJPXb3bqbfOI/z/24+Y8czjBxOsvLWGdQuPZ2a/OeCM1S3Py+0t7dPTj6eWh4TjUb53Oc+x+c+9zluvfVWdu3axWc/+9k/aF9/UOBzyy23sH79ejZu3Pi/HfycRDQanaz5ueuuu7j11ltZvnw5GzZs+D/e5hn88VFo7578283lsYZGUaZP+fakX9mMKHqjIrOnl/yhwwSXLsFo+X3Zcjc5inbol2i+eqyCgaw4mFmXk0TyXE8SceQJz9OhFDjkUlNdtZjT0d/+WfxRG33OEmTDR+8PH0ZWHCLV45OSt7IscFNp8p0Z8sf7SO3uYMVDn0YJV6NffQcAyb//PD77uLePTIDMz58hd+gYqgZy0EcwnEE4MpIEhZQPU8RJfe8hVNUiUDWLqunHkOKNFA67kAiihwvE5gxgpUNIwsR0VFJ95SBBaFYFWf8iwrPfjtm+k/TzG3ASE4CgmAiSmzjlBSck8okgWrUFVhHVZ2I5/knvHiGkyQGGU9RwHRlnLIBRKrB2K27C3XoH9eu2k2yrInWkHmsixOiOENXnT6C0PT+1q9EBHP30QcTE1kGKCW+d9BtvULHAIrTQU1/Kn6jETiXRG15Hi87ASnr0muDas8idGCbfOUg0fgDpoCdiQYWN8OfJvDQHXJkiFQTmXIadmo37xl4i564C90XQShmDsENmoNwzNS3R4Mo/+GnkUABlxZVUz10BmUFErBXSfTi5DLlXvouU6KPyvGO4vvXIs76GKxkUuzZy7Gs2kgu6XiRQlmbmu8sgPBNZ0VGWfAkpVo//bR+n8MjXwHHw1yZpvbyd7l+txjcRJp/1AxLTzxqjak0dSuNqUg/9FjunYwQKnCQKBcJZyhsHSfRVYoTy1MzuQa72BuORFREC8l5Gx+IUxkLohoksC3yVSUKNowDYaRUtn+fQD3Yy/+3PY+6pnbzGsiLwxbJkE1OqmJKbR0hSydhUoEdzMFw2ubx/Zxm6kWJk2300vWcJ2Y2e8eT4M09Re20CMc2GehO5L4Cc0oBB/NPzIDnI85ZgN32QXF+S/NHXccYSBJcmkAYacYdMbCIkBqbMa7WQhlydJdAyQWBVL+WXtDH+yILJtlgZP8WxELUz+wjE0ux+fQGN0WrkpDfoM2pM7EV/SdeuZurG/gnJsZAYYt11Gs48h2j+OIldlQQrTq8zM7M+9n63jfmxNuZ+80P0f+Al/IEpqqNV0NHKMqy8egvHts6mRKKZbLcQoCjOab5EJ5HqXEL8nOsBaP3wRbR9ag3lre0UUwFcs56w0en1zcokiqUQrkp4ExOlANm1VYo5A+fAc0jC237+4W8TfOfHCNQsoPHietIPFcB20IIFZl2ya9IEtThoU3joUYb7tjGxrQshBJX1E/iCBTTDYuIfP4csm0gShG74KP4rvwfA4R9t5ciPtxHwQXT5LHJdCcqnjeKPZzBCBcBARBqQNBtl6QdwX5oyMwYY2NxN5bqZKLPeidXVjiziqOd/HCk+DWtiHPNED27PYVJuHUd2zaQsMhXA20UdM+vDCE+d/5YLq5FCFZTf/FEyr2+G9ABqBPSlF2AP9eC8dhhZdXEdibfuK6fYNQwY+HSHrn9+mmk1vZPS546lIdkZnM6DIMn4wnmKOZ9XmxTSUOUSpXJsFE9cUwJXYvexWma/8204eYs33/NbnNFBLi9Lcs7yCI4QhHWBWcgDUyID3/3YWzSfP8SVa1SO3/Y0suIQCKkofh3/WQsZM5poWVBF6r4jk/0o25vhxGMnmPOpswhNj1MczXHk/hMUSjTfTNZPz+ujzHh7Ewv/YhYAb/7VlKkt4Bmi1vj54Ivn/15/PIMz+H8ZH/nIR9ixYwc7d+7kS1/60r+7zs9+9jN27979B+/rDwp81q9fz4UXXsiyZcu45557uPbaa/+gxpwMpG644QZuuOEGtm3b9gdt7wz+eIicu4r8Yc9rxmiehtFQd9pytbLytM9axX/MSXb6jqOQp2nJCcyc4ZmNyi79nZ5KUsMVTWh9d1G/wEdqOIaQw+TzGZIlk0TZUAivWIQa8Ga/zfbjRCL9hJsGiU4fZORII1bWh6RI2M4UPcdK5LDGMih1UwFGPltFqicNSF5GpuDRaSQZRL4AIa/IXwgoWGGcgg3IuI6GPGoif/wf8c+fS/XZRxj85x8zdsgLBv31KuFYBxUtg8Rm65jlF5PZsBGzfYjMrqOo0gQSwns3OzKjHXOhrAHkHnBB1mxCLQbaRV/FPrSZwoFjCEXjJBneC3y82ZFQ/Si5znKsiSD5Lu+8+y5bRu71u9DDZR7F7ZQypsKxY4TKS1Q3gLIZ6MveRv7EL3HzOsgu9im0Jidr4Qz3Y/WHsHM62UPetS/2Rqm9fB+5oXq0pvNxIis58skfAzD/2q2oJ8cRowpWMACnZL9GHtmKmdoOQOK5F6h9bwaRD2H3RFAqswSnjZJu92iMwfnNOJaf3NZtGDNacHc+jNP+KtgJFMMicaIaJ60D03HsNahrPkrh9UNEVs7HlndjZ3yTQZSiOfjX/yVyaKq/Dmw8wcBL41Su+Arl1V1MbH8KsiMM7J2OjITfXyBSPcHMv/0AcmUr4siD6DfMY8cdUBwCXTcxAnnmX7gf/4y5VHa3468FfcZFKKs/SOHVh3H6DuILOSx696uMHq9FNOfZdcd66iIuxdEwTlGjYF9LKBLBytoUkwGU+BR1TAionNmHi0x+IkS8ZZh0ZzlCyLiyyvS/iuMeeZFEbyV23kCP5FBLs2duwaRwYOploeQSFC0DXfYG425tntzxCmRZIMleFsYobKTtmwV8wTya4gIRkgMhqm45hm/pN5GNc1CffoXRB55GWDbmsEX3vatp+sCbKIaDL5ak6gPbEaZCcnMLTrYJfckc1PQrBFqTxM5rJXTN33v9yn0IEfsFcJxZi79N9ntTfVVRsgRneuIZYuEQg28uo2zOOBPHYxSzPsZHykDA0IaDzP+H67hm+830/PhBsq+9AUCkfgxJAiNYpPkcG2ckjmKksAs6ZkFH9vuouamb8f4w40NxyqoncGyZRHsN9qFtqE3zCJ97DrKmUvWBj9P3y+dR/AaN53Rg2APeBMVJBTohofmmMgPgUUBPBj0AItmNeP19SLNuJTeyFko1kFbWR8crC6he2I0iuWQ64wj7KNLwEFCB4TfRdBvdX9q+4xk0S6pLcc+b+FddgGs6dP3bqxghKGb85NqHaJklqJnRzdjxOkZHYiAJai/6OL7FCxjaOsiWf3yeqKESiaaJlSdRj/XR8/FH8U8L4Y6NgiQT//AnaD+8gu1fe5Fr3nUYAFmGhoVZBveG8QcLmEWdInGK+1QaF7ejGhbSknfRv8dG9/dj3vtt3Kw3RRBcdxFaaBq+lsUUFJ2OX21gvE1j0fxuFs7rZuv2mVD0I1mnn8tT4VuyFnt0hLoL5xG4+AYSTzxF8jlvokYpryRvavhzveSLKkeONNB27cvUtEiUuQlqG8YZH65gUjI7JwiE8riOjG2E2XRM4Y2BNG9u2Uv9pTZBSnL2OQPDsUhv2I1I7+c9Oyv49i3zsW2p5OklOHLbs/T/xKT+7UuY9blLmRhV6dlzYLLdsj71DEz351FnNqIfTyNlMsy5ZTnB+tPtPoQQp9lB/DnhTMbnzw933nnnf7nO0qVL/+D9/MFaiXfeeSfj4+Ncf/31fxSVtpaWFnbu3MmNN97I9773vT84pXUGfxzELlyL0VSPPTpOcPE8L91fgpMYwwiZRM6ah5WC0Llr0RtOrwESea9IVtINlIY54AshFzL4QgUKST91zYPEm1xi7/8rYnMjFO68G1+4gKKOk+yVqZ6WQ1EdRKSa2V9/12TQ4xbyjP34u0jFApIMxYkwdUs6KKZ9aE0zSPjX0P59j6YRXdqMURubbFP2ud8SYRtOnUSyv5zY+rXI0XIG7n0RgEBFEi1YwCkYKLqFUzx1plgCRUarrUOSJHyzZ6AaNrYtQEiY2RCBz96Nmxwm0DCfwX/84eR+3WwO4QepdAoLbg2FUQtGu1ANlar3Xk1kYTV6YwuSrDLx1Jvkj+QRIo/m1xFyAFlk0AwTWXUIxjK4sbOR3S7c1ATa4nNIPvQrsGWs0Sr0qgRWUcF1FTSfg3/BApTac3H33+fV+My4hvQLG5Gn1aIkeqAoCLgy6T4vcjFCeSTVoXC8EjfSCIyVLqqM2RUnftnZyLP/mo7bH5g8xmJGRzVKCkqqi1aZQdJthKkCAifvcnIq1xrNkH8hCGYUkLCPllO9rJ1Q4zjClQivLaf3K18D28ZfaeMPjjHWWY1TrMSIZFFP8WFJ7U2RfOonAAz+8nGCKwW+6XkKHV4mJBTOkvjOreTcONWXaFj6PLZ9yvE8Hg51Y8fTQBDbioAAVbWRJIEcKiL1fRj3+FJEzz6EpZAdutqj+Wk2sisxcbyanGnR9Lc/Qo17A5jCG49T2HgvZkFnOLkUX02S+OVtHNk+m4Q8g7M+eQ1qzceRsi7hsX2M/tudtG3UybVdwsqLt6NHs7iajrxmCNmoZ/ryMiTJwSq7GfO3O3HzBarfezX6LBUx+BjL3r+J3HgY5ZxhTnztEhAQmN2Ib16M7KAX1CdSfgIynNRfLKb97PrNhSy+4XXAmzV3bZnRoTiNracEX64MnTZm8y0o/ndQfvVt5I+2k9m+DwA74yPdXo02+zx23m6S7Cyn6aKDzL1xCwN3xVGKg0iOR08MFF/g+CcmKP/AX+Bf8MuTLaGY/T5W6wdRjz+BZBgYF16EEK9h76/E7o4QclPo8x0aVhyl7enlWD01KJrFtPoXyd/5a+TGs6i7+ZOkZtcxcM+DVMyemlEPth5E/cjtDD6UZ/DVbiLz62m5pRx7/J2TDFFnX4yRRxdM3ueZ118nfO45AMRWzyW2ei5CuIgn1oHiZY98jXlG9y7C7jtEpHacSPU4+VwVsWU1BDOduI5cqv0TaCXDVdH1CKEV70EJ+3HSXtZkYnAW4bOvhl0Po8WzhGYPErEUzOeWURgNg3R6ebakePLVWuMMb5tH7ubiTz6MELDvmdUIsx6RSTFytB6npE6IkEi98gbBxQvY96N9ODmLvGvQOL0PCQnHVimkDIyJYe8cCJfMxufYcs8ssAW2LaOW6H72RAHXN53hPhN8Pg7sj+PXqzl0dCWrvrqSwz/vp/P5DZSVJzjnojS2pWGbGsXnXmfkybeouPFqfOdfwK4TLqsrn/aOSYIlq4Y4tKOFTDpAKhEiHM1g2TKS7mWz7eqFxG/8GMKVSO7uIN89Rvy6a9Fqa3CSKUJrz2Kg2+FH6x8jm9ZpVlQELiNtDvFWCeEqk9fX26mMLAsab1jAHn0er33iTRDQ4vg5sSfFomZvNeUUqfymsM1sn8TLv+1nWfBkMCPhOiq4Rfoe3U31JfNZ8vH5DO8eZ3D7CDOubab5Um9yLz2Q564Vz5MfLSIpEu957kqaz5/yThJC8NQX9/HK949R0Rriw4+fQ9WsPyP6v/gTBD5n1A3OoIQ/ikj8Qw89xBe+8AW++93vsn79elpbW/nCF77AzTff/H+8zQcffJBLL730TODzPwj+1iZoPZ1+KMwCyR9/GTflFWv6zrqW3lcn0Ha9StP716CGDAov/xvFVx8ETcd/3WcwRR3yZV9Ez7ej1EzHLwex+3upXrAEpWRIalz1OcwtD6HkXOi1kBVBVf0ooQsWEp1bM7l/N51CFKeoFU5RQ5IFvmgeZe5Z1C1bRWT+NMyJLLHlLYj0GHb7LoQ/TuFVz19GUQSVZ1cQu/UmhBAE5jRiHXuFcP6XSLLAKWg4eR3T1EkMeDZ8gcY4026+Cq08hjDz5H/zJeJ1nhRyYqie8vfeiFxWj1zmveiCK5ZTOOwpG6khCyOawUoGQZawkzlOqgMJyybUUobR7FEh7KFeRPd2fOECVtGT1JZ9DpJzsthCxnf936PPWgIIsEwKh/fC1qlsabKnBbNQkrlVw6i1dUh+H8qqjwEw8Zu7yW95DUWzUUqUN0UIypqGEEJCDxUQloxcPR1j7buwfvVDEK5H7zhegzSzAVIHkTA5SSPq2TGf2R9QYGAbrg3yhI9gyxDFvhjCUtEDBfLJkHc+fCaSKyFOGYwU+2OUrehGUgTFRAXYpYGbXSA7FsYpesP2YiqAVpmYVC6z5SjgzbALW+AezFK/rp1cQwR51Ecw5s06l9W1o1kjaNbrtKxbw9iBBuqaB6bapDmEYmnckgw4WQO3mEaydgEqiuYQbxhmosczODQCRSTZhdFher/1FSaG67DSEtV1h4hWOQy11eE6CqnBMgpjQTY/eC6Lz96Gv+17qIkCmX1N+ESeAHDhlSEmhmK4KR9awESSTYQvB/X7keK3ovjWI5smzV9biRwKI0kSe7/3FrXNIWLNCYwVaZLta5HDEYRpU7Y6TtD5KcosP11H63jy6dUsHKtk+RW7wFRQqjKoAZPjLy2mcd1+ZNXh6KYlDA9U4fMVqW0cAiETqJlAqckjACf/JMRuwz97+lTgY8u8cvvbMEIa+YR32tqeXE71oi5cR0Fypu5TAF1LsvdvnmPO96qJLRwEIH8iy94fdpJNnU1kVjnrPncTiWdeRN7jUdwUYPCZOGpljBlv34buLxCr1TGcPnBAnNhActc20kmDgrqQwcMT1CzrhJCNmJOk0P9VKi97hGnvuxB38C2cFz6DpoawmwqIMhtJlYnWjyPJgkIygFpXxe/CdV2wZe+f6iIZeZb8cz2JzbOYeGk7bvU0ZnziWpynPoOZdAAZ15VQZoyjzkzAmA7hVrSyMHP/5VMktx3B31JLcE4duIKUdYBg2ePIuoMGzLh6LzvuuQLLGUW3PTEOWREEq5MouoMiXsTNr4MjvwK84GHu+oMkpIvJvNiNnTcmvwfQ62oQyXYWn/VvtDZmObpxMacmFU5mkxW/iWsrSKS56ZZ/RdUs2nZPR5cUFOEw1F6H62SY+bELePiLI+SzFpksjKYkrlxdz3Mf9p5BdQ1DgIxt6pPbl1WXsSde5Lmf+Gh7eYLF16r4DO++jS+oY+mlZ7H7799gYLCaF/c34KT9yCwhEslx1btTpP/2R+QmZNJt40iSi786gF4WpulTb0eNx2iIwy1PvZ0nv7oX542hk0eGVdUMrbWE3cOkx/0oAQ3n8nMxFtXQdOkMoqMFHv6X/YiODOUSHOuPYVoyLTUFAkWF8vKS2qcpE8hFsRUxVVd5yjk++cGI6lz98Omy2ACdm4bIj3oTQ8IRHH6k57TAp39/kpfu8Gh0Q4dTPPf1A3zgvrN+bztncAZn8L+PP5o71u23385NN93EDTfcQFtbG7fccsskde2SSy7huuuuQ5KkP9u07f+rsAd7JoMegOSGl+nb7skQ5vuTzP/yhV7QgwCryNBPf05hTMF1ZfTl65j+NwsB0Ju831iDgySffRZJ1/EJUAodBKtCFHLVOFoZY7vGGdn6fcLLZuNraUTSVdTqauyhUq3A8gsoFrvQWpegL/UUQgK1Onrfk1jP/BzzeBuYBYQrAVOSv3IwgBACe/PdaLsfQw9VIBlBJDIoARdzPED5tFEi02VC7/0K/uap+ib7+DbcQY8GKCsu1dcsxbdy+WnnKXLR+Wi11Vjdh/GP346sOTg5nbF9MzCCeWxTBSTPTd0Zmfxd5tffQrILIIPutxhPV2KNO8SrvcAnsPZ8jDnLJtfvf/gNIrlvIvuqcQs6IHBOsa5wcwWKJ04QWDB/8jtnbARZtZGUU1ztJQlt5hLU8jL0FZcgRo4gBSIoLSsJ3fRRkr+5a1J6dvzFPWS6PdpaoDpIcPUKyi9ahja7AWfvQ9iv3Ik1HMLKGgjLG/wE4hlUn4W64HyMideQTAfbUUszfZBpr8YqGgQXppgYWItj70ZRXQrJAL4aDUYnW4oSzaKVFVAbFqO555Ht3FRaJnBdiez2OqINoxA/xU7SmspYlreOkTpWg6LZSLJTmhEWqKqDWQp87KwPKxVAL58Jg57wxazz9tK/pxVHkZGzChVNQyiqS8feVrIJj6bTPdbC7LX7Jus+AEY7a5jXNI7VW8b2n17G2r95gkhrN2abR7/zaQ5VFWnMZBA7Z+CrSOGMBJB8YBeOYmXCpO//F5ycQPFD9MYPMc34Z2JuDrfH4PiLi5G7W7ATCQB6frOH2Lst/DUmc2qSjBQWEs0lSb3m3XOKz2T++w+S9n2Jp3+4ntS+furKvSxEb1cdlTNThMsGCJ0zhB1zyf18PiLvR1z6BPHYnSjnWeRGQ8QWd1M5eJhtP76MU+slkrsaKb9gHdKyCsQb3wRZ4GZ1xvsqQMD4C9PwR3I4WZ3hXy4iUp4ilwmiJ4+x76ZvEK2G+ClMWsmRGNvdTKhxjOabl2PuT0HfVGZHYPHa/ZfhOgrRcoOLP7MDWfeme4tdKXbfejfB2bVUui/gmq2Em0eIOH2YRg7nUPmkUag/liNw5WXe9S/apF55EmX8AHbnQcIVAH4kv4k8LUHu+R9j76gjrIEaz+O+8EWkdB+ybuCaOq6tkDtQR3LrdIKLK4he7HHY9ao4lVedheh5EF6+HSQVzYmddi/6KlTOe+mLjDz9JgP3PkdlQzeRuv7SIFsg+o8idn0a9CgUvWexXjuN6vMvQ8qNkz/ahtHUgCRL6HU1lF1zOe7Gd1Ne0Ul5BcTq0/RtXQRJE0kSBGIZ9HCOUJ3Xf1yfQCoV989Y2kGP+DQDD500JhdoepbyGT56xyw03eLCG/eh7z5M0+I4XXvLiJenf0+a2AgW0KIufU/247gKT26ez5qFXcy9uonK91yHVllO89tn8rVzX2SwPU2jz2TRvB4aq5MwaJP3dg0EUVUHezyNPZ6m4/YHWfDzzwAgGzLbNg5So8Ki6hQtjaNIGRjb6iebqgQEHZkQT3/pOH7lKLdetQMjleKdWga7RSadtukc99M5EqXpxmUsuKEau+0Y433j7BsI4L6WYMwUtGdUGkMOekjHiNvIukd1iy463eD2VNQsjSOrEq7tnZj6VeWnLf8d/2r+/IZN0p+A6vZndxLP4D/AH9UWeNmyZZw4cYI77riD73znOyQSCTZu3MjGjRv5/Oc/D8CHP/xhLr74YtavX09zc/N/uK1NmzYxNjb2x2zeGfwJoFY3IEXiiJSnV5ocnJr+Sh8b8jwgNB2sIo6lUBxXJn1r8tveBG6cXF+4LsPf/z72qDeqLQYKxBohUJZBC0Pb5hCy4nkgpA4P47reYDJWk6GstoBjqeS3biY9GqX45BacHx0GIahs7aOi6TiuqYLpBTuSLCAcR5JklFgZonweQ7d/g4j2JvlkgHyHg8kCwrVJovOrCVz4IdzkBGrzAmR/ECEE5sAoil8ghrafflLMcdz+7Tjbf4KkaChrPoNUMQf/vLn45sxAbLgXkepC8ZtoZTqiaKJqEwgg3FhEjftwj/waAi24ySEmvSKAsZ4gtqmRTYUIzaym9p0fnFzmZAuMPf0UNTdlEAk/djqAJLu4SJhpr/ZHNUwUcwgh5kLiKPbRtwhKr8B0gZnRsVJexgMtQPLNdpA6iXQdwsCbfXRnno+uDYLqQinLUhzKcHKg66SzxBbVU9y7HTHWj1E9DSvj86hk7tTgX5Ikole/Dd+82ZgvbEQkirhIZAfiOJbqZUe6ptGzPYqwO5G0Cmouaia2bjXGnFnw4x+SP3QURXEQqQBmMoDSuhxe/Q2xWh9W0cDMqQhHoZAMoWgWlq1j5Qyi1RPozSOlPgexs66nefYCeOufCVWkSY+FySWDp1GL/DV5XHU97sxP4gYPMvz0Pqz2Q1S1DuBkdQq+wKTi16lKcMKV0PwWmr+IVZp5zxWnBjlW1kdmMEYoPuXj45yieOiYKrlkGOdFL/OgBjcSqH6UaKONYyqkuirJPvUDYrO945FlwfTafjoPlnFq8HESdl5lcdNrJHorMFMlz5eCji+ZILqsnff+cimbrttNOhNEuDKrr36LmpYBkBXU2X9L4unHcEe8rFnq0YcwLu4nOsshOguEYeOryjJtRRsdb87BdWUqZzlUXfRO4ldfQtddLzH29BrKp40w0ltDcrAcWXGoJU9wj8bxZ5djZX2YeYNwJEO4PMXs972GGiiS2dGEKOjYRZX0qJcVdv0rkFo/i+o/hvnQNmTVxs7pdB9qKl0DQXIsxvBvFlH97gO4pkLnPauwM3mU3h245d59le6oIlA/hnFYkHdtJl+LkoTiD+BaLm1/90UqA8c5tmUuC942NTEhChoi4FA8EZs6x33dZIZsVF8II5bBbUiR6yvD6fLandk5TvCKLMLN4WSyOFqYYNdtSNiAiVFXxOyNodcnQJKQ534agPLL1hBZtZDsDz+McD25bSVcQNYd6OiCpovAmQBZgwWfxEpbVF46C1t/DJzdqOd+AmWOF8iR7Z9sb7Q6Q/SKl3EtGeHKJDprCFUkJpfLTmaKJSSrtLz/HMi6jL15hNnnHsE//AY3vivEW/PeQ335HppqdiM64KLrdQ4tfQcxO4FkefVOtqUiqw6hqgS+aJ6vfOk+fv2rdRw61EhX9VVc9OmprIacGeBd524iNz+P31GIhYtkE8HJ5753jU7v38W+YQb/9SEq3raOsaPe+GHQhkuqE5PBg6bk8Z6pEnqmAAS4sKqAOJakWLp1VdUlECjSoPlY+p55XPylueh+FdY10AQsBZ6ddZh/+9IeBlSdlnKJ3ECW3ISP9fdcRsvVzae1a+fPjvHaN/cTqDB426/XUrOkjPe8cAGHH+mhbkUZC99z+vp1C2Jc+nfzeOX7x6icEeKKby7kDM7gfyIeffRRHnjgARKJxKQaWywWo6WlhZaWFlauXMn69euJRCL/xZb++/BHDXxO4lSVtjvuuOM0abqHH36Yhx9+ePLzyZMTi8UoKytjfHycXbt20d7ezoYNG/4UzTuD/0UUx7J03LsLSZaY/t7lv+dADVAYL6K/7W9Qxg4hx6tw7umGnk4Aaq9ciKQbBK77DIVN94HkQ3SnJt9VsnH6wExY1mTQA+BYU8szQ6cYMgpOe/mlx2LEKpOT2cRALEMmEUIUvVnroQMxKholJNXhVEWndJeNsfJy4uuW0v+t76IYJuO+KiZ6K8mnPSWv0UMBmlPHiAeeRb/o097+bYcTX7+HzN42FMOl6ex9aCGPEidrDvaJN5EGnwfXJTcaQe66jcCiWdDzJqa+gLx1I3puI8HQXqJNB8gG5yKCCzGaqjFmNcOWv0YIG+HK6JEKiuOKN4CuixMcl2hYsdmruQl+EOkU1QJJVbAKUaysjuK3SwZ7EKrOejK4rkyoaRw1lEZs+QKi+xWcwSgSEkigh0zMrEMu14icmPDOkxDkjicwSqrNbttmlKoJZKV1cnCp+kysonetlGiIsV//EkyT+Pwe9KokWsiPayu4toyYzHwIpPQJnOd/hAK4ARk3oyP7LKxSPYLrq0DYhVLfcJBjfuT++xFdO6la0YhdcRhrwkd+KEpuLIy8fTOSBP5wAX+4QGo4gl2ixI0NNZMeKv09WEddLoy/cxy5ejHxj9xA+LEvIRo7yB6tIT0aO9lEgpUT5JIhJrpiSD8fpezFbzCRbCLfmwGqkXwOvqokgwdrqFX7CIQLVDcP0HOkGcdSqJ3Vi+a3CM2vRa5bSHTVDEaefY4TD3sz6Ho4R6gsRfpQLW7aj6S43qC2dJMoholVMqUEcE0NpaR0p+gORiyLmfEhTpFWN/QCtfO66d/fjOvIxGrHcDIGrisxsrPVk1pHICsOrqNgRHKofhPz9d9Q6L+P8/8iix7KkxkP4Tc8eenMQIjsD59FUqNoIuvt66RWMF6wlu6sQC/P0rL6CJnBCOLid3PeZxZ57U4nGX11P2ODZbyxZS66ZnPxVTuJVkzgCxZxRsJEVvThBC4nFl2M1PcwFXU70GPePRxe08HE9iZ698xDOAr+1hrKrv84kiSh1s9G3HgnEw/dj6xsRo7kufrjj+ELFTj0+gLUfj+ZHy0mPRGi2BX3agV/ZzZZ0m0kwKhNUOgpRygVGOveiRyMMbx9kKrKg4weaMS1VQrJAMGKUqDqF0iyhuurgEkfI+8Z4xR17LyOOg4irZ+2v/Rb25l4aiMAss8kcJ09WfPnFDXssRB2MoLvyk+gTLuY4nCaXR+7l3zvOPPP02AshBrJEyg7JYs5tBvl+mfIHuvhyF/eS7LLZeU7t6DrXlvtzd9HnnUxkqwgzXkf4tDPvWNvvBTR/iSy5gIuxvRKRN5Esr0AV65diHAFIjeBsvzdOCLIjC+8jZbeJqxHvWOQrAznXNsGOQe3t3ROXZNZ1U8jTE+1bXygnHCdQBMT+KLedVVlm3ffepyu+nex6OrTBXMy9/+A+lAvhDwZ89xEGN1fpFBSWUwWa6i5dBb2+ASZPccBgT+Sxd7xFD2bX6QciavXz+fZjRXYlgolg10hJKrqRlAVh6Ndnqlx2b8zEhICms4Kcs6nGybNSU/FFX89l0s+NovBLUM8e/2Lk5f++EMnTgt8cqNFNn5mJ8KFwrjJps/v5t0vXkTTuVU0nfv7VMrJ7X9z4Z9twCOgxMr4427zDP54uOeee/joRz8KMClDfSp27dp12ueWlhZuvfVWrrvuuv806fHfgT9J4HMSJ+luHR0d3HnnnWzcuPH3TsaJEyc4ceLEad9df/317Nix43/JHPUM/nTY8anHSR7wuPeJ/QOsvvOG05b3Pbabo7d7Sjr171jK7M+vZfE/rWZ8awdqxEdskSdwoM1ZjTZnNQBW9fNMPPm8V2i/YBnmeAYtHiS5uwvXcgisXkNu6xYAwhdfilZrgz9C8bkEHDkweYPJuoxrejPs/qrf6ca/myKXJIQLsirQInnSfWVkx6LkJkLQN4w16s0MOkWdXDKEa8ucOpWYGQsTKxUtuPk8Y48/T2ZvW+k3MmNtdUxb2o5akpLODhhoQZuRfdMnPUOs4R34IhYDu1IIdzOgU7m0nEjTGOHag8jX/QRJ9eMevRdRUoGSZBejQUExxkEWSNUVzG18ESWQozgYRfQ9yei/tOPzH8M/sxx51VeZ/vl3MfR0irp5b3m0MVNBnTEXX+MVyP3fQiYFx78GpgyhUwZNJTiWijprOeLoG4hCoXSuT5H6lW2QhCfxXfIYCkSy6IaFPHMFkYVBkk914CoyoYZRzP44CAkJkP0WuIqnVCQLrIPbUUtjHVlzCdakCNalyA1FPbW72mZSk3MmgpD8U3Q9AZaG0z+OMx5DkSBYlcbM+jFH0hihk+2UPJf6UuDjOnlOlvM7BUHkg18k1BxDLiuHnl8TCm6AgIQiC0ZP1J/sNqRGY2RKaoIDHXUEI8dRcv2AN3s13FbH6ObFAIz0VbH06m7KLyqj9gsXYB08gNPZhuXayPZ2+h7OEo7thsO91DYFsF2Jlgv3IdsV2IV6nFwOVI3Qhefi7H0B1Z/EiKZJHPVNyroXMz7SA3HCtV6GVanK4CZCpI7UIQeL5EbjhMsmCFWkmHXBPoppAyfno9BbjpnTTwk8JYLlaXzVGYIVEyCBNe6iBm30ksdQqCyDayrkx8KMnajFUxTMQXkEXc8SnN6HpLg4RZkTD6/CTHjZ3ur5XcxfeYRE5z+Rf/XtmN29SCNPsfTGEQoZg5o3Z9PYPIRhWLjZkiS2LGi8+WtIsYWYB76GOv0JRPGUoF6GvvZpjPRVIMkSahZmKQrCdmn/2SYSuzox+11UaSGzL9mNz+/di4su2MvxPaupnDudUM1SnO1HMA/uZqCvknBFEl23CM8eQC/PIYoqit8mePXVyPP+cnLfwfow/f0VaKVt9u5uoeW8g6h+UBbejDz/RtzjOxjfcS/BWIZANDfl7+X3TJL9oTwudTjpPKEL15PaNqX05RZ0rMEIenUa4cq0P7OM2PlXUH3DhUh+r6C974nd5HsmKKsdQ1PzgISdCmD6TYwyL+BypThudzupn36D+lqbiqiBnXPQT8ZcdgH3yL0o896PvOBWRNPlCEew/euHaKjYQfXMfsy8RvuzPiqqyglVaCgRDd+896K3zKc4UeTZd7/I6J7fMG1thPP+adEpTw6B5AshGtcgevcgIZCqZiOOdQMSsiKoXB4ncO1nyG+4FzH4CpLwnt+BmnKWvuP3DbHdTHLq+isl2XTDZmQkQE//TM7+4cXUr/Pu1Y4vf5/c0Q7iteMUUgFOPr/XNh9nxevv5sV3vkS93Y8su1Q1mUQML6i7clk/wUuuou/eDmKBURRJIAA17Kd5cZGwtYn2j79M9UfeTfSCtb/XRlVXKJsdQ/EpOAXveRqfGabnN6+ihnxUX7ncCxpPGRe6jqA47u3fKAv+3jbP4Az+p+O73/0ut912Gx/5yEdYvnw5ZWVlxGKxyazP9u3bJxMYJ3HixInJpMgfQwjtD8GfNPA5ienTp/Od73xn8vPu3bvZsWMHiUSCsbExEokEra2tLFu2jBUrVpwJeP4HQLiC5MHByc8nA6BT0X3vlsm/+x7dTetfnY8a8lFxzoz/cLsV/x97bx0myXWf+39OQVczTA8zLTNIuyuGlWSBxRDLJDPHEMeOE9/42jHIsp3YcQwy27JkWWixJa2kXa20zAwzO8zQTIW/P2p2Zieyb3J/ceAm+z6P9Ox0V586dYq++L43v4nJgykmNx2G/sNkT04QXNrOwG+3A1B55WKaP/tZtxwu5EUuryXfPUrmxMPYapD4ZYuouXkdwuNh5Kmd2Pki6DlsJ4KcOYWQFZTq5dSeV8vo83uwSzrl65fAnAVgJ1Dnryd37ybyiU4QgrI3XUBg6VyStTUYg0NIskCelRlyiNQXUFbehmPbjP39Vyl0DQIzeimq1wDFQs8EKI4HMFI+LFOaEUoEChNBnKI8S9C0MBYh3DQB5ctcoc2jO8AIIQkZHAsQSPYonrj7EreyBxBxnfSherIdVVN9IwPkCVBuHUFJfwlPX4Z4vYzlNOAJDbljLLsRES3HGTxDA0URiIoispXA6omCLbClIFKoApVemNuAMTqBXBkjGNgOBds9J9UpREAn0DpKrrMKhITW2kZ01Tq88gOQ2kfgWjAkGWdCneWEKpV1mBMmTtY12oVnpvnIEQJLl1GDOsG6qe9Xz6Ft/hIyWzYQjj5KYKrnwFEtSoMVnCYWFAL88QyJU1UE1q1DUhLIg5sItg5SnAyh+HRSwzFy4+5zRfYbBBc2ovg17K7PUdr7EoWDzSAcZNki2jBKsq8CxaejzKqlES5DV7gIk67jY51xfI4tUZr3NgK3nuseb3U79o4fgLAI40aa84eiCKEQCLnG6uCpJhqu+xtiF/np/crfIwLD5F7Zx3DpbfRvHqH9CsHidy0k/cTvKPSMUkj7SY/F0Oor8DSOoDUcRdQUSTw/l8ndFYBgQq6mae0xPH6dbKYRkcsQiGentGpmMp5aqEDo2vcgBzWM0Ums7odQArMJCJAczNJs5fhSykbU1qI1JsGQKQxFp50egGR3JbHaSSKBLIXnf41pCuLnj7q00qrJgqXd09ualoQjh9AuuRP8c3j5iwdYveIZgmWAapPpL8NfmWJ4Xws9WxbgUSxkYWNmDUY2HsWZ7KD/N64TUVY3Rs3cPigqOJox7Zgv/NZfkjs5TnrXYSquXEqp/Fna5m4ivb+OyuU903OZPFxPrr+K+vVvn3W8gdoAgeu/SPqRuwlVTVIxvx9PYKoxfc8PGThQxujvj6IGGyiqGfzSMXAEaqSArzqFbVej1F5D6JJ3T4v7Fod+gj7oPlOFYrlZz7Eg6cEy5MqllNUcx3xpK9LiG7CObaK6uA1lTYjMyOx3oz4ZRAg3Oi4tv4bSto3T9Nmav8hERw2+VR0IyUHyG3DsAVj4Dne/oSbGtvbR/1wX/awnGE9QHk/RMNdN2RgZjVJSwnz+aco+tIgTD54kd7KXy2/ciT9YZPJnu9AWvwWl51F80TRO56Ns/V6Snt03UTkPLvrF25HFP2Ed34rjQPKITq74JJ6G+YSuOw9zx4MIbwjP+o/R8eIwXa+OMe+aGhrXuWW56jnXUtr0WwQOvvW3Y+rVBCp91C9ZyhpFQpIlrKKB5FGo+/O3M3Lf7xDj2xBZe9rBlyNh5p5XQfjJq9j6raN4oh7ibMA4XelXKvGBv1vG7uW1PPHRnSiyxbXfWcPqP6ul8z1TxEqOw+STL/5BxwfAX+XnzY+/iWMPnCTSGsLavom+l91yyHznCG2fvp5Lv7rcLXWLa8y/xMvL638AwPxPXULL21b/wXH/p+MsnfV/XTz00EN0dXX9i7Z6KpVi586dXHnllbS2tk47Qrt27WL9+vWsWrWKH//4xyxbtuw/YtrT+A9xfP45VqxY8Sfh4j6Lfz8ISVD7pvkMPuf2dtRcPf8N23irIxT6kwCoUT+Sd4qZzLYZfXYPhZ4xyq9YRnBuLY7jUNi+Cb3zGHpHP+CW8+Q7h8j156bHHH3hEK13LSH763tw0gnkqgYGexdS6HVfJKPP7qX+riuwD/+eMrGNRHeGiY4wIIict5bWv37H9FhKNMjAj37HxNNb0VcvoOV/fRIcm4ZPllMcyKJWlOGpcl+y9X/3eXJ792MXi2Re346vuxdHqGhNjQTf+mEoryL53EsUTg0iqxbBWIaSESF4zlKqLj8HORQmt3kSu/NphAAjFZglwOqtC6HqCYRsTb+UA+suRiy+CdF8LbmHvoV5zO0V8q69GU9zGVSswNn2DUi7xpmZ0zCTAQoD0Te8FPS0DzvTC5YbRTVKQaRz3oo8fz1SfC6OkQVPFHT3fFF/JY7xGHJNFrkmi5NXkE7EEX0axuQk0xkvqwfPikHwC6zweZQ6u8DO42uZwH/FHYiGO5ECQZz0Mdi6z712BKgeHbtJR8p7sZN+kFWMwHJQSzDeia2XkOuOIOJ5HF1CqmzGlj+IdexeJDmP1HIZ0vxbiEoKkXkl2HMvjiXcTBMOjinhSPYsEVdPQwOhW96COXINzgYVSTgEa10nSotm0VrHKSWC6FSi+DUcfRhn5HFyuxbB1DlxZJPq5d1UL+sB4ZCZqOTgCw2Y6SJlcxWiS/vxre8iva8eOkKUihqJofKpe8am8tKZ+6R0dBeJZxaBgMgFpwi3j5Hd4eF0tkhINsmBIF3v2Ej1YpOmuzbjbUviFCTivznJOQtKjHRXcvinIaJKHD01Qy2dzp5LRftvwQBt7gTiZAp63bIZ25LpP9xOw4duJDM6SurEYUKxJJWtCWJ3XYvRl8UT0vCvWUspKRh7/SD+OQvxXnQzRsde7PKTiNQETsCChEqgKkVqoBIz75JlSIqNOT5OJn8zZatNtAYv4uWD0wLGimpim1OGp2q5pZSOcHum/tl1myn6EQ13oAz0U3r+JuYXAwwfqqP9ohPoiQDHn1nN0L7W6e2F6pYIVrX3c/I7T1B/bi/QgKLptKw8Md0UbuQ0PHEFedU7KfSl6f3yDwFI/n4zze8/QfpQHclDjUSax9CieYpjIVInq3EMhfS27ajpk5T2v4ZSV09g7QDVVVn0tqX0PS5TubB/5gAcm8knnqOqMuE6II4DikW4fQR5qrRKaV2BtO79s4479me3MfTaMFY6Qzbvxw4VcWyJ3t1zOPejwzgnX8MBzO4dCEtCQlDZmiNYkcHKKsiyg1lSkII1SPkEcuMCtLU3Mv7Tx1AAIWw8gRLeUJHiaJRA2whCsTEyMUq//SrK3HMo9Y/j7HiductkOg61EtZ0guE8fwyOELTM68UfdJ1jNd/DiV+HWXH1VOkjJsvPe5VDG96Otb/Ijg89Ts3iBpSeLmxTQpJ1zD37yO/Zh2NcSfzt/wTAyReG+eXVmwDY8e393PXpDsRYN4WcSqTOQFENDty3k/t+tYKyJj+f2DgXY/tuhh7eQn5Uh0gFK/7xdho+/R7MgctJ/Or7FPozyPEqyt/9LgAql0a57rsLEcDExiJj9z2GwCG2fi1KJMSad4dY8ZZGADw+Bcc0kYIB7Kz7blLKon90XQAqV1VQuaoCfSLDrjNK+VP7uwFY88kFnPvx+SDgxQu/O113dfIHr591fP4QztJZ/5dGLBb7VyUoIpEI69evB9zSN8dx2LBhAw8++CCPPvoou3btYuXKlXz2s5/lq1/96r/3tKfxn+L4nMX/G1j6d1dTc9U8hCRRcX7zG75f8Plr6finV7AKOs3vOh9pKgQ/9OhWen7wPAAjz+xixa8+jtV7mPSDPwagPA52pgqjqCE0D3JDJal9vQBo/gKZe/8WLNfAsUb6sDJnsOPYDhP3/Qx/4iUAvJqGNyLjC+VxRg/Omt/E8zMZqcyuo+iDg9gvfRln7BRSrB71jm9Mf5/buYuxH7s171pbG545y8hs3Y8+1kmx92f46qPkDx4HvCgeA2+gQPnFqwhfshRRMQ8heyhvNBk7/AIYrqK6vzGMZ8V6hCLha68HM03liw9QGJfxX3wdthQmeSKPJ3WM/N79qJpb0lM6fALvtT8BwLn8OzjHHwbhIfvYTshncExpyqlyWdWEbOGtBXNYAaZorosZjK1Pktw5RPmffxGhBuG8X+L0PYnw10LDjTDUjNP/D2CCMxLA1uVpprbTMDMaesqHGi5QOtiNozuAj2LvcgLXvW+6ryo35kfTVRSPe94c1YGoibxmGDbX0r+9kVDP5inj0HV6jeEmStVpwhedovB6Dkf8Bu/Vf406fzYjnr51E2ZXJaWhKNgSWk0CT2MKvasMSbWQKtqQKs8hXOqg+PhXoNzAqbUREyqKpaDnA0wOBgnOGcOU/IQv+St3YDmIg3eWsCqno+dTzF7huX4u/MRHsHIl1Jif/IO7ULwW0WUD6MNNlDWOo3peJz0WpZCsx1cTwh4/gfBGmXjwVaxJt/ZucsM8yq8/SCbfSmxBH2bei78yRZVq8eJ32iime/G2Jd0pdPvxe92MQlXzKNntG5kYCxOKuNkaIdnIfhXJdzlO7ueIgiBQnjytroTjQOXcHuQ9X0MZaWLuunFkxUaXBWLRX6MtCeAL/ABj2EfHZ7+FMyWi2fiXbyP6wTspDHwcx3sC61gURxV4IxM0LxwlNXgHyZf6EMJBCMht3YGVXED83W+l9SsXMfHY85jHtuEL5wCBYwuUheeh1C4kd/w+/NVdEK/EMm3kbBo7auB9cwdDX3kZf1MPQkAklmPwQDObDzdQrkv4bEEwnCGVDBOuybPy0i1YpgyWoPPpZubd2IEWi0FJnsWEJXtMpIgObfPJv9Q963oqjIaR/TpmXqPz4bUoPh1MkBVQfSWKOzZhZ1yhTrOrk5I2gm/xCA0Xd1FMvofhk3MJxHehaCZZaw0+X27qup7K+k2GGd0VpHxZD2q4AO3XT+878cSzpDZsxNHCDB3zInkV5t+wA380S+FEJc3t/YjJhMvbjUtW4ZxRker1FrBVgaXYjO6ZR8M7PkJg6YyzffD5IOFCM/Xt/WjBqYyqLZEeqMdbF8bqGQO2YR7fRinjBVOhsg6KJR+V9UN4fCVs073+HUCKVRK6/s/o3TrOk587ytpl2vQ1ZhkyVRW9FMZDBKf0ifSiB0Uxqa5KUuyGodECNfUehLCneixdlE71TItzdm0aPX3lsm7VCcSoe758/hISICmweO4hYtE55PttXnnrY7QE3YCc1wf5yQm6fr6NxV+6DqWumYrP3TPrfB/5XT/Hvv4Ai1q66T9Vh6F78NfPY8XX3kRwYeP0dh6fQvcTJ+h+7DixRRW0fuy99P/8d1Ao4pk7F7ukI2mnKbkd7IKB7PdgFUrYuoUa8aOWBQkuqCd71HWOy86fNz2+kKYyrWV+8jn3Oa3Fz5a6ncX/e4hGo/T09NDU1PQvb3wGIpEIt9xyC7fccgupVIp7772Xr33ta9x999088sgj7N69m1Do31+v6qzjcxZ/FJIiUXXJHy9b81ZHWPzlG9/weebwTETULhrkOoeQeo7O2kb16hhFDaekU3V5O96IgXHiIPG6cRzTmEXfWX/rcrp+sQcjkcWjFigd3Ie/HrKJIJ275uE4Eqq3xPzzD2Kc3IE6xy010uoqSR+fwLJkFK/A7t2BM+amWp1EP+kHv03Jbiey/mIyr26e3l+psxMRHsC2FYRwMEYncBIj09+bhkLZ+Qvw5x/GfOrXiLI2lBu+j6R4ibz1w2R+dx9CUQjf8X6E5JD66VcwNhrINU1EP/IPRFQPwz97mOTzTyErJopmAiFk1SBUkUapbcWZPAGhekSgCrHyowDEF91F9olfUdh6iMK4jiQ5GLpK4+feibZ8GfLhTZSe/x6YRVdTBhBjR0i/thNfUxVqQyPS/I9NH4eo/QC2dgnOwfugUiGz7wRCWLMa5W1LMLBxEb6qNMFoZtolsjNJsCwSjz+C3tXJxHCMsaNX03LhYSSvSdXlJ8EGpyuCY6kIR7iG6RljAxgDEQqvNmGmAkCa7P1fJ/zuv0BuPhchBHoijXHgeYxcZNpBKQ3FUOdMoC08BZYg+eJy5OQzWF6DyZ44qm/+lOPioPpLyB6L0nCEI8+tJlitsfhC1wArbHoBY38VWkWa0mgYJAdPeRqz2sFjFTALKnZoGG3yOOx7At0bQZrzdgp7+1Hr0uQTISTFJlo9iWTJxC5dx8gXPorsDBGuT2Ln504fp2PI2IYPb10Cf1UaSXL7F/JTJWKlcT/OjhgiaMIZgqwAti2RSweJNZSQjQxSJErsmisRcQV6f4kAIvNGqL3qAOMb5xFf2E+kOglAw8pOSuPui8RjOTDihZoco0f/gVffdgnzm2aM0dzhUxSPniDfmSa+thJzq9v4bXrKiV5yAr93A+oCP0JyyI+HsHJe7OPbGP/yCSwlhjJ3P/G3HcPJqOR/N5eU/x08/Kkcjj3Jxfd8gbblUYqDExRinyR89QiO7EBOJlY2jp72IakWik8nVAm5jmaE1oeQHKrrx8gXvLR94lZGdoYwOo7Q31lDeGE7p55bwZL3v4hd9GCO1aPksm7JYqiIKJmYR95NcOXPGP4VeHw6RlHh6IOX0n7VNnyN4+T74kjxZqLeHeDI2A44sRrIzH5eAQinwNyL7sXWFU4+t5zEkQYCbbVEvHunTjJMBw1siexQjNj8IiLuUseXevqYfPTJqdHSVNREqbvmANXLuwGw2ofpvX8dqRMK5fNdLR2rpIAlkFQH2xJTxBeCQE2a5s9ejXfp7Ex8oD5M5xMtFIsqqy4+MP15+Na/xuo/jNX90MzxyM5pySsa53cRqp5ECLAMieHRy2j90keRfO71ufUvtqBnLHbsaqOmaYSyeBHHcvB6C+SHYtiShK8+xLB0MzVLC2iFEnrRQzHvxYi04vckkfRJ7KKB40DmQCfOd35O7cffxdyra9h8z1G8ioWmmqQnQxglFV+wgHeK7dBxwLEEjQELZywJQWaOQ7KRtT9uyjz153u45bIOJgbLMaa0hPL9acZ2DhNaNGO4JY6Ms/1TbkBt5LV+9m+oJZrL01qVZuy3L1LsGqLpr96Nnshx8FO/IXtimEnTQ9yXRZUd6t92CQ3vupyF33g7ExsPIwe9xC9cMGsuyWMTxC9bjLzrFKpPZv4nL37DfG3LRpKlN3z+Pw1nS93+6+K0VM2GDRv+r52f04hEIrOI0D74wQ+yatUqXnzxxf/fY/5rcdbxOYt/EeObT5A+1E/5RfMIL3KzL4WD+ykc2I933nx8K1ZRHEygVUeRVIX4JYuYfPUQHp+OFAljvvIzrOEzykNUL8XsDEOc1xnAW3Uc05yhWFXmLINiDs/itXgvuowVV13G8E8fJfH71yikAwSLaRJDcRzHfUEYRY3MRAT/wIkZx6etDevFkwCYRUjs6CV6xnHlDnZQmBzBPPkySk3z9Oe2DfleeapcxwFFRXIySKeZthQLVZ2AwlSd/2Qnp/7X15Hq19L0/svxl2xKJ05gFQzMQxsxcw6WqaH291J65cdoV3yY/AE3YimdEQW1DBVlxXp8ykbsZ58CbxnSVT9EhFzNIGPrI4jjTxArA00OMHC4CSUWJrBwCUJSUJdcjtx+DvnvvR2BO7f8ZBDnvh+RArxLl1Hx0Y8hhHBL35QAUnweXPJl7MQA0p7vkT02iGkoaF4D4fNTTNqAoDASwR/OIk8Z5bKmk3r+92Q3PI/juHbIQGIOu++7HEU1WHikiljzKLJkkxqoQi94sc0skmzPcqwcx+3tmVl8C/OZz8Hq21DWfoiR3+3En/UhnekMCAenvISkWaDdjNk3gFpmUJgMcrqRempDLF1B9ljEKlKEQwVUK8nJL/ycmmuW4U9vxBtwUMMlSkk/+eEY+fEIQU8fpTKJkSeWgiMI1n6TSPUIya4qsPcAcwlc1EPwppOMP7qQ5IkqRDBGcPAxHFugF+tIDceINmXI92ogHMLrUqS3zsMed5hM+vDVT2KLWtJ9AVqXnqB+US/i6BTd55wU1OZg3IsVtkiPhVlw4X4CsSzYAu9V16NWBnBO/P2sDqRg0yTZkEWwaqZc6cymagcH4XOvN9k4yWD3m2irlVFVCwSEz1lA/9d/DHYMO5iY+Z2uYqW9mAMaisf9fag6RaZPwTYVnMwk6XSJQkcTAw/Nofq2QyjnFnnpriJWyWbB+Ydpl7+H87LE4MYlFINtBKsm4IVqHEPCg4WDhG0o6I4g1lRG+WWrGPlVL/6yDGp1mks/9Sqq736cxZ9l5MX1ZFMHyHYeJy1VQU8Uf6gIgUHydgu+aIdL1pDyYm9VEdXfpvkmBc047GpDFd9K/zMlIjWT1C3pQirTKcVuJXfgBErTQmrvejP5Jw30fZuRNANP61QurSAhHIGsWsy9bQeHfunHp2pYGYHhKEiSPSvr5Km1kZZ8ByFNZQkMgzNRt2yE8vkzvZOy16T57ZsxM376fr8Mf8zB75nRSJM8OrLqIPlLCI+Jp7qBf45zv7QOSZWJh3rQahNYWS9KuIBSGaQwUO/2qMk2SALEVHBEttACeTeTrNrIqk2yI4Ujpuadm2Dt8kdYXj2KnvFSVz9BKe3FmqLZFwKCd/4DWnMrc08conLim2DoJMfCyD6LWFUW3Qjg9w0z0V3t9j46gszWvZRuuormC+r44NYrOP7oKbIv9eCbusaMkoYSKBCuLtItriBUV4k8lGRiMkxN9SQ+n46DRHh+nJpFGfTuDjzNbwzUyapEqaTMfoYAamQ2S2muLz3r79GD4yxfO/NZdp8rQD30uz1kT7jnrUzRkREIHAbu30TNbedPkxr8c4zuGOKVtz6JYzmoIQ9vevY2AnUz0W2zYPL8u1+l5/l+as+r4ur7L0WLeN4wzlmcxX821q9fz2WXXcbKlSv5yU9+wk033fRvGu+0I3Xbbbdx2223sWPHjn/5R/8GnHV8zuL/iLGNxzjyN27Ncv+D21j1i/eh2EnG/+nbAORefYW00Uq620CribHo2+8hft5c7MtK2OMDICtYwzOsYN6V6whd/1bMx7aT3nkcX9zB2vEw4GZSinY1oZYQ2qqL0JZdOEvwNnTOEhLPv45jyYz3t+CvV5iY9qccvGEDdd7amcn/s6iZ2bMf5YZbsbp2UhixKUzKhOomiDaPYZndiNoqzLyEXvRgT56uXxXkEh4yTjnVDcPIikVo3XI8TTLOVGWd40DycBZr7ysEnD3oh4/hWDK5zZvwzJ1DZiwGgCRbBI48htXQRLRhHEL9ZEai2KZ7GwpVZfLlI+RDEGuXIZfB2fMrlIv/BoDS7o2U0j5k1cIXzlG9voXA4rnY+SzWUBfmtp/jmBLyyj9j8unnMTKy+/eUvkzxwH5K259GzTwD43sh0oZ06T9ij/WjP/Y5/FhorTLjJ2sxzSC+eefgvLZ9ahkEnuYm5NRhALJjEZKPb8AjwLJkQNCwMMWpk1W03NiCvbeDiWMNU8dtEr5kDROvbUfPy0Qqs/h9ORzHJZIoZiJoHhNsC9lXQigW9tGncNZ8EMex6dozh6q2ATRvCRyJif4KjG/Vo4ULNL33IkJ130cApbSNbUuzHKvTQpCTQ+VUz++jfqkrPjp6vB9RqU1TpuZHopyO1ucO1qKrTPejZAdD2AUHLGl63PzWRgrHykh0VjIxWEZd8zBogkLOh1HyUMz7KKUL1C3ucrNdAwb2eJhiTmP8eB2hnsrp8xKvTOCZYgxzJxdEuvR00/2bWHjqJJJVxDEUSpbEyA9+j699I9WLXkIKyTh+C8fykh+4iMqP3UWx7yTFw7/GF04xeKgVrzePL1hEWzOIGJWRtoWIFmH1ddt57ZlzWXKFzLqvXIxvTj1aYwUBZS+e8gzFjGsYCs0geaQWxRT4omf0gJzhdZVSPvQpDaiBX66g4p37cQwTWTW56M6NKKprzLZccISeDUvh+WowZHcI2cEx3TK+3gMteEKTVNd3ULNmhEDQNTDzL9dhtmSwkz9HOxmndR7kMj7KWkaQLYGty0geC6sIozvbcSwJXyyLL5bD6e9H8ergB7UmQX3km9Qt0TA7w5DVwOggv3+S8JWfJn6F228RvOOjZLs3ImyT0tYmhL+Ir20CRzggu//Vr+5CM8YojVmk+soxHUFsfgk7uAC1uR3/5ddgW9bpqjW0thZCF59PZtPrKL4S8XMOochnqAs7blmXJ5an6rxT5PdWY9oqkmJD5VyGd6eoXtGBP1LAtmLIY7txKhbPekZ64z7O+3wtzpZDCCMDlVO025lu8lt/S7htFDPpx8r68JVnsPI6TJUunvaRc4kg2bEQju1+Ymz6LlXB/dDuloGWJoMoPgPLcEWXvUtW4GlsJt8xwMT3v49HuNdyWe0EsmqDBZqk49gSisdEz52+OQWFTc+Sz04Qv2A9l351FfvevxtncIbNLXj7X1B26TLKgBWfd3jw4mcZP5ggU1CpbEkSbo3B5A6Kr9gUNz5J2cf/Fk/LHM7ETT86h42fnmR12x5CpQxFPUDVVUuou25GxNmxLKrOryNY5yU7UET2yThVVZwa6ae92p1PaKWbvZH+SHZJ8qpIHvkPfgcw8EIXjjW1phmd4df6abtjJiN08rFuep53X2iDW0Y48ssTrPjzxX90vP/eOCtg+l8d9957L5OTk9x6661/Epa21tZWdu/eze233843v/lNPv3pT/8JZzsbZx2fs/g/IrVvhvXIMW3ShwcI+sdmb5QZByKUhhKMPb+X8hVh1+kBsMxZm3raFyJHY8TOX8jY715BSuagCYp5jRM7F2CZCspOg/k9PyB2p4G2+nJ337bD6OZeUsV6fBU+Wt7SANt+hL2ginwqSLRNgoZLKKUl/DVuDXa0coTx8iy58SC+SJZwxSjqurfiufh9GJu3wOFf4YtlcWwQpkKoYhIHyAxHSPbPSMVbloyhe+g92cSiv3sz5Vcswdr8OWzVnBIStFG9JRauP4wk2VjzZSaP1+GYMsWxmSivbclYloKx+WeoRR28EGsYY2KgHC1iUBrx45QE+VwUWbIIlGewdr+KaL4SR8+QOWWA5Wq6qIECRvdOkod3kXrsIcoXdEwzTdkn9xNsa2fglSCavzhtYCMcrG3fQa2aMoZSndhHH8AaM8CeygR4LMKrGpGbz8G7aDFWJoU5NECozcBTGyGbWUzmWIJEXwVCOCjlKqdNJo1J1j98DXLPr7HihyhO+Bg73EiwxU9EeoT4miyWrwGr+lL015+aWRfZxAkpBKokRGEcIcD2NdP7N1+n1NVHuNpHthChVH8BkbEnUTWD/HiEUsJPafOj04alvzyD5W1AH7dQNROpIk7g/EWo7WsJ7kgS6PzqtFNU3jaMmfFhpr1IqoXssbCm6JMl2YbijGiskO0pYQmm352SMAn780SWd1DekCIcHyU9XEYmMVODo+d8yD4DYUmg2Egeg0xfBZLszJwToJj2EzQSrpEI2MQQY5WI9nXI8g2ULLc80TRkhg42gyORHweyc6i94DiiKCMueYay82o5+Te/IL37JLCAimvPJdW7lRSuYGr70gLe3YXp/a65fD/HD17M8r9dijf7EZzXu2i6fg7OyTHwmihLe7EKGvlknPSBWvztZfgC3ZAfR4rkUIsezLQPT1UGeSRCy6UHsHSFwT1tdP7iXBqXKGRLgTeozju2DGdodDiOwLYFqdEYVQv7qJgzhJM+gBOceT1poQKTrzXPYp0LhPJ4vDrYElZOQ6h5CsNeHMN95hQmQmjhPJLs0HW4ido5A4jBCDgCbc44al2K3P46+k404JgS/Po5OPYiesdxvEuWIJs6CBCWQKvMw2lhWb+B7UgEDANIoFSA7CsRqHVpwU2vF7vxOro/9jmckk70msupuPMWhBBUvuftxFoHYeJhlEgRbIFTAqvyZuTEo9PHpsSjyJqB6tPdnqZ0P82f/hAiuRN54AGw0zgHfoCIL4bqmeZ4e/wk5mPvB9lAjkwFALyVOOEWKpbudP8uz5HrL8ee1BCK5RKGVC9Eb7yOvp8/R2IgTOuHL0fxn874zGirCclBCAc1UESr96Ne8XHUaADr+U9gnOwDOzDTnyTPzrAAhGsmsdEg2oq3SqO02yU10E8eofzz32LeX13Hib/6EXa+iK+tjrJ1CzAyRY5//Xlyp8bxoeEL5Fm83C1ZNvozSLKEotngOOgnDr/B8Wm7vIruO87hV3+tIYTNgmvrufxvL3TXq2TQ9bX7SO86Rt7y0hhPUwp40QI2l33lel78aTUD6U4WX1FDzZtdcdXam1aROTrE+PZTDE2CYkB1xMaxVHrv20Lze95Yvja0oYPCwEz2TsiC+NLZGj6S8s+0pf4Hl7s5/OlL3c5yG/zp8fDDD/PZz36Wb3zjG6xfv562tjY++9nP8p73vOf/95gPPfQQV1111VnH5yz+8xC/YC4Dj+wEB2S/h9iqZhSlltQTj7k6L7JM4YyyNbUsiByLzxpDbZ2HU8jhmbMY35qLAMge7ATboZj1ohc8JEfKsKYyH6aukhiNEew5Nu34JLZ30P+gS1ZgJPJ0/EMPtfOCVDaPACNkRiMkNhkktxwhdtEyzP5OfBymcbFB1665GDkfXduWM38og6/JT/jC89CaGrEP3o/T9TxuhMmdb2jtCqzWVoqjRbx1MYJHOsmMQPiCc4ksqCDx5BP40kdQtRmnLt4y7EZmcZmstHCeUrECf2QIvc99gAvZQgsVsQsW4FJdCwmqzunEKGiURmbYq2Zorx2sjX+NUTTBmql7LaVdET8AxzApJQKu4yNAUmz8ygnqb16PMPeR3hHEsSVUr45ZnF064Rx/HNHyrpkPhETxZA/+7FYmfl+OVfQgewy85gD2CRs15yVaqaAoFqOn6vC0z6N0/NjUbwWM78Y58RiSDP5Kg7r2ciR/BfaRI+7aFPpQi0/BnGayR4bxBNLE54wgSeB4yqDpWpAV0gONlLpeccfNF6hZe5Jg6whmtIASyzA2WE4xEyDVNULZaS0g2aZslUpC+whHvvYczVccxO7oJeBrIPHIRiZKCwhWJKld3gXeCCJXRNEc7KyX0LqFZPYNIfRJPP48fq9BxmNQyvqQvTrhNW1MvtqH7NgoPp1AZRIA2xb4oiUkxSbWPILhSCS7qwDwRbNu/5YtUMqyKLE8E4Nxinkvti2QpuiWvbEceXUNuaEcdYu34fFNInrBGg6h3vBRRMSDk9KxdAWcGWOolHKdYCd8LsIOk3z0N1NOj4v0li3Mv+tVEierGdkyl0znMrzRGcIPgcy7d10L3V+DlKtLJUnHsLwRKKrIwmFseC2lE27E2/FW4X3vV3AsA7Hr7Xjq3HOa740y95q9yFP3g9BMhp64jjXfOY+KtQ3YHSWck3cjJJPiYBlqsIBWM4k+GsMqKKSSlZTf9WE6vvA8K9Y+febVOX2NW7pMsG0EIxvDSk7NX7XP6EWTGNrTiuQNA5OcidGBMl5+9ALaFvZx3qVuP07pZDly+xgvPXgZyamMbPPCUcrDbkazuH8vgbYKnOwYwmMieWYCGEbKx8CL7dQ2zvT9ecN57LwHoVpI+hH6v/0TMNzMR/LZDfhDk5iHX0WuasZ3+Q3Yw88BrhNnGwq7PmdSvWIJ9RcdpZQIML6rkfLyEwgBCga2WaK04ceELlk+y4Ab/d4/4L3gXUSucpmTnP6d4NhgylgJH0I1MWrfhRdnhgExr2JnwxgJZSqrKfCtXknZFRfhVC/Eer4Hua56eh/SghswR44jsJHmrkc2Y6hdD4GTh5c/jxULQG4YfwiUOWlG97WgaAaypzRFKe4+Ww9sXkLl8jDtd78HJVpO4if/wHS+y7axk5NIA3toWnEcSyoj+q4bkLweOr6/gZEX3J6rEOCUzc6qOKef3UIgV9Twh7DjZ66j5FMc7J0neGhFD6v++lyi0RTpXe7zyy8XcRwJ/5RzreYmueOe1YDrWA7vnUTPmtSfV07Tey9heFMPZegI4cHI6UiSQe/PX6X8wrkE2qvZ879fpfuRYwTqg+gDYwgBXq9M9dULaL19IdEFs9+T7Tc10/fKEF3P9lF/UTWL3jnbgTuLs/iviK9//evccccd3HbbbXR0dEzrd65fv54rr7ySW25xgz7in0fA/hNx1vE5i/8jYqtbWPHjd5M5OkjZmja8NVEAqr/wZUonjuNpboHfHyWx9TjhFa1UXrUcIctE3vZhCts3odQ2ErrudoQ62+AOLZ8D8vM4Fgx31RG76nw4dWz6e2+giGfRmum/rcLs+njHFqSG4niCBSxdIzvmlqZJlMi+7hp3JSmOGihhFl0nwyrajL+4h4b3Xg2A1liP0/CXmC8Jijs3kR2K4tgScu9BhH2EcPtiUhu3IxyHMBCpXELnJ78Bto3saaD5iglUnwGNVxKrXQSH752en+/i6wiVhxF7v400J4ZR0AjWTCJ7TIRkY9lxnHyOUjFEOD6CbBaQQwU3gl4bxx/rmx5LUtN4NAehmjjG1C37z54hSqDEP0eg8gTm5CBaYMZhkoI6yBaOORV1N0tIARn1kg9hj3ZQTHpRRl9FUhysKSfJ1lUKySDeUAHHUBAShMrTBC65Al9DNxNFsApBIhe3Qufds+agNjbhmBHOjP1K4hT+yuOkj64gO1hOKRUgNncIYZWQxDCeaz6PlJotdCwkG3twFAlBIA5ta49y6vVF9B2qp2yxBokel+muZxf6pMOcGw9Tf8FxhIDuh3+DXXKNjOxYlHR2PpH5lTiZ7ZglhfRwJYH57WTbLkfufw2v8xqyYuNIkBh0qaqTgxnmf9FGli6Fghd959MUhzJ07pqHWfIQKk/Seu5xyhvGCMRK2IZNuNqlOJbqW5HkLiyrjPJzK2DrBIYpu2tYniZcN4Gy/l1Uljdgb9g4c41PHgHHwW6/A6n7hwTbR/Cng+QHywAHn7dI5kAdUkM7xr5/QO84hqzUTwcQvOFJpDEfFU0jqMEI+nEwfYrrjAmQVrwTyRMkdbSD0CwbzJn6vw+9Jzv9aeHQMeySgeQcxa6txMkKUs+m0AejVK6ZEaEuX6Jwzaffg1Al0q+9gH3qcSL1U+VPy/oI104ghMDOF8D2Ub7US2DlEpb/pAnzxePI1jGEgJKoINWh4PMXCLSP4Q/o2MYEhcxqRM2laLVhnH1fR9Ly6BkvqXQF2bF2aiuOo2gWeSvGg1+6YjqIUCjGZl1TJx5ZM+30KB6DUEMCLZ6hNOH2iinnvhWZFMKjwuj3oORmPjKZdXRsqsJ/ZYloVRJTV1B8ru6WYygYlsAu6khT9rkasDF2PQuA2X2I0qEmfDc/hTP4Ij2/fJrxXRUoFoxsm0PvK4soq0oQrZ5EzCSdkb0Gqq8Lq7QG4SlH6OMUE34KAz7yDz6MN5TFPLYJKRJCmuo5wRboWR8dP+6hbGmBMn8Mb12CzIF6HF2ZKm9zkGLVeNesJ3UqxVPXPYtVstC0nZx7SxZFKkI+BYUWJNmib3sNfnaweKqiuDCqkD+uofqrCDePInsNJkcrqb2qFePERlRfCSFspPa1rPmLj6LFZ4JknlUXUTxyAGEZqG3zEBqUXn0AGZDtHMWnv0PwPX+PkZrJUgphM2feEIauoHpMUDVi73wruWcfw5oYI/Hz74Pj4Fu1lvzu3RQ7OvCvWMHilRmq5u9EBro7GslP2Gz7q82seV+YPwQRieCf1zL999ZvHGHj5/cDsOD2RpZfqbhlgoBjOdhiJpCx/7c9tF9mcuoB14nOnEohy24vnSxZ1KyrpnJN7Rv2KXtk1v/wgj84n/+JOEtu8P8OVq5cSWdnJ/fccw933303yWSSDRs2sGHDBj7zmc8A8N73vpcrrriC9evX09zc/EfHevnll5mYmPij3/8pcNbxOYt/EeEFtYQXzH5QK2VxlLWuoFvDXTU03HXZrO99q8/Ht/r8Pzqmv72eed/6KOk9JwkubsFXreGM95I8ZRBbVkH9bTejNMxEvOIXzCW2qo7E7gFkxcQXLIADk101aE31OM4I4CCpkstOgFtSI3tmO0ze2tlRNiEklMv+gsKmHhzLLQGzSqqredFxCJwAp72M1Oa902Nbukqms4rI2nmo530JH2CXadjDhyhNeilufMbdX6WX0GlBznAlFPJINQvw33k35tAIE9/4LubuRvLDMay8BrIgGOtE0gw3y7ZwLVLuOQAq1nZQ1N4K/gZI9mJlExinDqFFc/jKcuh6FMVrItlZCNUhYl5UOYtakUEfDeEoElpdAuGxcMa0mTWINiM3uOfK2reX0qGNyGf2nACyNnsdAXzBvSj5F6m6/PRADpRkbN0HRRXT8aLNvw3UEEbfKZzejajlGeRwiUxnBWbSffwYOR/5wRiByjT2wEGMHfcTOW81hT0jFHujBOaM4m8YwxmJTu9b8xcJxzJulLeqEifTNf2dR+8ku6+OnpPl1Fy3HzWQA06fd4fRww5BxXWOFc3AH51Ef/0RrKE4Jw+1Ut08l/qLfWQm0oBb2mMWFfKv96PmfwsFCSSZSeNizJJ7bjPjUZKTjYSXNFHY0oljOmj+At6mSpTr/h4nXyD/wy8iJ45Q2QxqOIe/YsapcEQvRC7FNgNIiqsdYhk1CEnC09hG8rUVlHYlqLoij53dg95RjuKxsDI+JNWL3ukaWRVNw2Qmw/gqUlQ0j4ApY08E8AfH0e0KJo/Vofh0yj/3DeSKekqTBXb/aA4Xf34/WEDSC5YAxcIulvB4s5RKrrGaz/g4fs+TtCz7Dna3DxEq4Wn1UOpWKY6F8Fa49092ci7qiROoo/+LEEexq2cbMHa1gr6/DSftZpLskVM42STe6jL2e/+S0Wf+kfpzu8nZCxBHdGTVZOkyt3RWUm2QjvDYt67gog9M0Bhy9+mN57BFkdEDJqO0Mf8T62i/awUNh1+g97UknoBMvEynmPUiJIfR7mqsnA9FMTBNhfXvf5aqVrefSE/7KHpuw3vOBYj+J0nv6yJ95GIizcMEVq/D61mP/b1fsO+5c/GGCgQiaRav3weym4EaO9KIaagoGEgemfiV8+B4P1ZJBQTYFkILQdNNjBzsxeMMgWwjyzaST0Pzm5SyPsySiqIZgIPs191jP3I/nbvWoeqTCMvN1siagf6KS39vD4HdcBEj2/qw8h5EScFj9TD58iBqax3Zk5Uo8kzOSC6rIPKJr2HtvA/r4CHmLgkw3l1NbcMwzmAOQ7hlmYrXRAsUqTS2cPRYE4vXHsMoqiS6qgBBKekHycb21bD8oS8gLJ2xbx5DHx9FeH2UX30HatyHbZj03vsc6c07cQp51HgLjR++jsCq5ejbn56O5+QSQSaOyPhzz1J383ImtnVhJPLEz61HGR3CKHowiirelka0+kbSE1Pl145DbvNL2KiM/8AVCU1veImFAS/OlAZU25xeDu6dj0ctMfzsYTxeBUU1SRQCbDpSxbUXTxA0LYYf3EDtu69DCMHeH3dMr9nAc8eIDM5ozwFYsgfZKdI9EuHAF7q5/Z8b7VN/KkEPFeveSEpxFmfx3wFnsrTdc88904KlAI888giPnKFx1draSmtrK9FolLKyMiYnJ9mzZw+nTp3ixRdf/Hed51nH5yz+02DnC0w+9RLjvy0RbckTD/cRbwOl4TyUhjnYusHkEy9gjE4QqM7TWvcE+YCfVKIVyVuBr60WT00F0TddhjGeRB8Yxk4lmHzQJUsQmgyqn9oLBZlhH6FzV1F+1RvF4oQkIyJVMJmZ9blUVonIGzglA4QgdWwcz7S/4OAJ6MiLb0AIQWl4gqHfF3CsRkLJ56bHKI6HkDUDRwrju/mXIGSQPQghKPbsx9ENcr3l0wQHWA6FIQVvC+7LUlcQy/8GZ/g1hNmIs3kL6AWQbFSvTrB95gXsXXoJ0rqPQ3oQQjVYw9thYheB5X0kH1uNmfWSG1tOzZsOoEbzWGNBpHk3IOpnFMl9y1dgpd6P1PcdwvMGKY6F8YRzeCM5CDXiFMLYY4Moc9cgAoem6XDBpb6WALm8gOMUmDh+MXU+1+FQLvogw393kppGlxFCUs8QJ4GpkpgpWCai8ALVN83Q8ZKWse0c9pgfx1KY7JwqaXEcjKkyPjvvwTBksv1ulsbMepnY1kp0/iDmaBCjoBFrHMO/YBSGZvQzZNXCViyqWoeRhE1qJE7PcyWC5QYe75SWigPCFFCQUKJ5lFgOXjsKzJQEWdkCpSO7yU3UYhkyyZEolckBKi/toXT4AHbCNc6EgNxwDEuW8VcmoLlAKfQP6E+eJL2jiVAsjVpeQ/C2z5F96XHSjz0OgBYSoFyEb56Mkn4MI+NFlNWTOZpCT2sIyUbzF4lWJQjPLyEbM3k2S5SdXmksosgRt7/ALBgkOmrYe9+ltF+3h0BiisBBOBTSAQLxBOM95ZQKXrKpANUVr2MpbnbVyXlQAuCZv4hcthG9rIyJDcfQ00UCB79K4zVueZKkODjCQTgC22tj5YvYqdTU/j04lkzmsZ8QvvMTbPhmJ2+/Zwex2hRwkkTrRfT9UzmZwSih2iQAXbvaaa56lfLSLixZmS6x85zR/zP43Enmvf8crv/V+bz2lgew02nshMmR15Yhe3UqzulDS5WomxwjW/BOOz2AW4p3yVo49o+UDjxO32NrwRGkdivEdT/Vd5UTX9PExPYeNL/O/HXHsAsue994og3fuivJP/EKpuWj6c0VqMNPQAQsXSc32Uhpx3H07C84+FodFEc4Mxdee+NKVFKkX3mNsRO1GIqHYMUo1fEcji0wcxo+eZjkRBx/qIAkO0TWnw8nHp8ewxONIlZei7LxlwjFhqkS3JzZRCiWAycDxSmH8dwrsPY+hLXvYfzAiqtg31Nr8ZwOdDhuiW6oIoUQUBEo0d9fyZZHLqCqfhTfGfdxsrsSqX4hVT6NxOE0HQMXUBE6ROVcC7vvEE5tA6NPbmfsqS3T4xsTaYYfeJ7yng4Ca1fhOAqm4dC9rw3Hlkk/vh27ZHD+kx/GSObxVATp/0qK/KETgGC818Opdz3FvPkqwnbHVKpqKXXMOCrY9nTfF4CiOciaTMPlFZgHx9CLGnpRo+mmc/jgexVGf9OJkYex371KaNkcwqvnU74gQqonRzBQZMn8AYQOqBLFgkb8gjns74xy/IVhHEegSDYHf3gUr6LgUU208gDr/v4S8gMpKs9rwl/3Lws//o/HWQHT/6dxutytq6uLe++9lw0bNrBnz+wqjs7OTjo7O2d9duutt7Jr165/lTjqvwVnHZ+z+HeF4zgYYwnkoB/Z75313fAvn8LKuCxRiQ4PgaUuA5k15L60xh96msTTrq5CRrKpXiTjj+bxhg8j/uw+gs0z2Rs5ECDdnaf/6ZP469biLx7ByqbxlGmEIq9TXg4iOo6Qr/6D8wxcczvZx36Jnc/haWxAqajEf8k1xCzI7tpD5/deQQvmCFYnMIohKt98EcF1n0CKNwPQ/fX7yZ/sBxwCC6QZ6lRHUByO4jn3KoTqn7VPrb0dhKvXcWY/Qy4RpjjFWBVoWYNouRrRcjP5n3wWp1RAz3lxbIEWsZGzGkpcQ8RaEcvfgT44St/jJ8j27aVink3ptXPdMjHDbda3SyqpfQ1E6iZx8h6cZA5lqvbWHOokf/8XcXJJTEtF0gxiLcNT8xJINQtQz/0QpVd+RvHQIYq7dSqvEiBgZMNCcp1VqLEcVRcdpTBeRezaT00fq1oex1nxZ5x62kf9Zfvw108SbBkl3x9D9esoIfetJGINKKvvwCm8NHMN2a7TITVkEI0ZEgeXUkjM0MAKPYSRDIIFcnjG+AWw8x5Su5upWdI786HPwGlN4fSEwGNhF2RC53ehVmUJTHZx5EeXYmR8lDIqijI1LwH5oo9oII9v3jBCQOt128lPXoyR81LROkjVXJeOvZDyM3KyHhD0H2zDu78Lb3hmvo4Dw101FA62o4SLtH/5JXwei2jkWWKXyUwcrmdkp4RTtgH94PN4wiY4oGe9FLZtQg94iH7iB3hEkIlHX0A/+PLUOkkYIoJlBRg9oBOfk8OjGNi1RcR5e7F2r0IJVBA6fxXZn30K2R7CE0lw4SeXsPnbixjYupxVt3VRFt+KVfQwsGsOoVgGKlvJ7J8ylP1nCKgAViFA5D01KNq7GP7pq+hpd52t/OxXS248jLZgEiunkXm1FU2YmP4WyLprZhzZRWnvZmoX5qacnqlTFe9izpc+Sd83sowVghhFD4neCtZcvJfklnaEYlKxphNJtejdfTpD7BDlED0f+ji2P46cVxDSFNufZLP0L54n2Oj2AYWfWcjwSwvR8x48/tOlSxJG5/uQyooYVnya3Q9AH5ng1C92ML7NJX1pPi8/XeKEI7CKFsV9W4msmUPlO27DefYj07+VPRYUM1h5g/zmlym3VOZ+aDennl5Fpq8crSZO7JIVODb4Fs/ntU9vpf+4n3jtOFc1juNkNOySSqQ8jSw5jHTWUveeawnfsI7sj/ZgjfQjZAVl8eW0xJro3uTOS1JMgoECSpmf2Ps+jVJVg9FxEOH1ozbNo/Tsl8lPBMEReGNZtECBTCKIWplAksDWQggxU3pS2VSge0c9DQ3DnH5uOQChWmrfexOO7bDlA8/gdfqovGwv9EGhbz/CH8KYzL3BALWG+sm8cBJjcJBh74dIb3kZYc/08WT2d+DoRXIvPMF4Rze9vbXkpEuJeHOM7xoHSpzINTP/GgcjkSc76afsokVkXnoJbBuheQmdfwHpjZuRPAretVdS2DzIkccmaFsYQDZyyCEvVdetJPP6bOPs+KOnOGf1fK77yRpe+8oh6O1ATCWXFMV2aeAX13PVO1sY2J8iO1LknLc0kHihg4LloVDy0HRBPZXn//vqkvx3hGP/iR2fs/gPR0tLC3ffPVP+vnfvXnbt2kUymWRiYoJkMklbWxsrV65k9erV/+4Oz2mcdXzO4k8OO5+h+PozgMP43hzpbUcQmoemv34PwSWucWJnJuDMzg/BlAMA6lK3bK7UN6Pr49gSpq4gqxaFjI+x3x5k/kdWI1QVSdMoDqc5+Nnf4Vg2WssAdiiPADInLHxLVBSvgTN8eNY8Hcch/+JDZF/ZQHpQIpFqZeE3/pzS0SOMvvgaWsfjRJaWU3rhceraHAJ1kwTqEphFhVxvhFysheC6RoQkURqamD6Q8d4Kai4MIVQZtb4ZpaIWz8rZpYAAnvo6TBFAltOE6iYppYLouTLMvI6JyvjgUiKLZhw14Q2QnwxSyrgOlJ7TcNQS43vK0Opr0Tp/S/HAPmQbcl21pLer1DdL2NZsdiCn4MPJu3FmqcoV2Sz0jpP63t/hDyTdiL/sYBU8WCXVjaj7K2DuDZSe/x7WyW2oAuSAoOtX56HVxiiech1YIxFgcvNc/NU6anjG0c1tf4F44pvY7RrF49XYkRyBYJ7A/AJGSePUawsQCrR+8QNo/jjpH29Bay4jNxFmdOM8ZI9J7S178Dcm0GKLKT/HoJTUKRbLcI5vYrqWRFRRtrKX5OEa1KCBHW6j0DlGuLGAqiXR8xpqwyhSTKdwshx72Ac4OFNr5CnLU7mmk4ENi/F4dWxzht3N7I2grB2dbhJXNJO51+zGI2zM9EzvgqmrM/MBsjvuI3r5ONaKKykd6yDVLShk3YyTmfYy9rMlNH98CyLhAUcQnzOM16tTOjCE5ten9ycpFlZRA72IfuRmTI/K+CtrCJ3hT0sVzZSOdeMrT2OXJIxFWVjnntNA6zhmr4G5vQstkgMJjIJCWc023vzEDchNF5E70ceRv1ZxdBs1IIjedivaSAF7bBO183sJRPKYhoSi2tiSg3z+EYzcforD3yG//2KizaNowTy5VA25sWa8oX6KE0G6Nl5M+ca+6XUpeHTUxnkwOXOPg+BNX3oTiVPfJ1brlraNvFyOZRzHq5lkjpczNhKnfeEp5ClnwzEVhrfMo/adMmqwSDEdIBxLE42MYxeAQj+BaJzte9oxTImVa45POz0A5SsGGHxhKXseOZ9l1+1AC5RwIjqiMgMCtMVj+LYkKYxGEbJN2dXns+MvXpo+jvGjJuFlU/eVAyRM9FIafegwifI4YTmKhNsbZFti1r1Ys7wHoZm03bATq6hSaPhHDn30p9glg+iqaqINXWghlab2fpy8gl2auRaD1RZln/oEvuYa9EObsIYHAQnHtDEOvIr/xo8RXttMelsXXn/R1RdKDJK8717KPva/8MxbMT1WqtNPrsfNAGZHI2TGongbqhhPxvCW+Zj/qTdjP/N3OOkhQGLeX96B/fNTKBOHpwhhHDy11dR/+QsAWCWLwlieeNs/Kwcb7aPi2qsY37APM51A8QpUJY836AYr9N4eXvtlOba5kPa2QUKhAuAgZwcY+Oo/wpT4dIPcwzOvnEtF3ME3tZzFnJfRnaNgO3BiJ8Ljpebznye9Yz/Dj+8k+btdBJcupvmv38Vzd7xIWSyNJNl0HQuxYK0HfTTB/o/8ikVfvhnzqd0oeprx8TD7/nGS6IoTJLZ2UhX30fjO8zj8qU4c08IB4ufPof2dy1B8Kn/b92bMko3ikXj65jQj20eRPBKL3j1bxPQszuJ/KlasWMGKFSv+5Q3/nXHW8TmLPzmy938Ds8tlfFLzGlCFU9IZf/xlgkvmoO9/mcIT/0hEUdE9NViGjKIYFNWllL/tduQmV7sgeuk6V+jTcVDK4yTHMvhLeVKjUQLybvo/8WuEqlL+gQ9gKJU4lksrHalIYBa1M2Y0FflsdznmzR33Yx58BkuUUzwxhAKU1YBRUuj/6e9xTrnMT8bIBMaxIv6wy4iUH4rhq04yvKMds5iEbb+gePgA4TULqbx+HUMPuJH3YlYjdTJJ1WqB7K1AWXERQlHJ79pK9sVnkGNxgpdeTu6R7xOLTyIHC4QXuQZgx6PrOG1U2fpMaNRxHORzbqX0yrenPzNLHiZPeMByKPX0YfRbKCpIEpRVTdLfWY/klcEsIWsGZkFzBVPlANKSc5HjjcjLrweg/9evEtB1mKoAc8udwMwHMNvuJPP8c7DjG4TawTEkl2FMOEgO4G8CZpTuhXDQU3DknV+i8rbLqXn71Ygj92EVPdi6iiw7WFkfUigPEkyccru4HRNSrx9Ay27FToyRG29gpKMOEJiGwtDTy4icJ2PtctPjMuBV+3EcsHQFx5Jx8kUcy0e0KonjwMDBLJnJasre92GGn9lI5tAA8paFNN62E3vytLMiKPXEkP0lrKEQAZ/AV++lLNJNIeWnmPHhyAq+JQvQrn0f7P8sGCnXkC1piFB2qvXLzd6FLuxhoq8SbAlwiDSPIMxxgvNOErjl+5Tu/Q10dU+vl1IQKPu8szILWiyLbINZmLmOZY+JrXsQwRJyZR7FYxO9tJPUC+0E4jahtSsxsjqeYIHKRVPkGH0ejEofVsCC4QCKx8I2FIycF0+o6LLEOaAoJYzO7+LZ+xiLLvNhB8rx3v4dTF1i4tefo7q+hJMXWJqN7LExpCjKbQVExMDoC5J7tR7NM0y8bRBJtQnXJ5BEDnIKnpJETeNhVCHIjwaRfTbhuTkwHmYkV4fPa5DN+HCGc5SfEyI18ld0/Ow36Ekfif31lK1L4q2pZSEnUcpPEqicoNgzk0HLZctQ1vw9637VRdeDvaj5IeiYIQfJKn5GJt1M1asbF3PO6PP4Kl2j3En5yBRVjuyax87XlxCKpnnLE/+IetqP9gVpvmEnxWQQz6I7UZfOI9CwB30iT2XjEOlEhMG+uVQs9aNqezD3zxSuWekU+byMR/gQso1tgVBNKHmQo3kCSwdxFAtpUkMORxl+phu75Pb01DU9xtyVbpbNzKtMHmxyqemnxD3VeavxNddgJsYpPjnzTJBUE9H7NPojR4nPSROJdDK5o2362ir1DtLxgU8QXNhEzac/iaRqFE7OrJVV9LDwf19D/JIVSIqbdbHzabL6uFs2h411YhPz579K4nCAYtJd18gVV8xcp5rMnHcto/eBAi0Lu9F8Omh+PEsvQq6Ms+xXf0FpJIm3Ls7ET35Iaf82JMVCawgwd1kPx/fU09tfzrrzDiFN9T4Zo5PT5wTA5yvR1x9lyUpBaTJPw5vnYO2fYdnTRybxNDaSf3zrdFVB9kAn+eM9lGn9yLWuMxovT2GOgyQJKOXp+eUWxuLrOfqbDixLRgiHo3e/PE2uo6dKrPjJe0nu6iKyogm8fg5943UUv8rc963CE3GDPdc99iYmDk4SqPPjr5yd6T+Lfw3O6vicxb8fzjo+Z/F/BTOVQ6gKsl/749v0npj+t8c3wzamRF1jpfT64+A4ePw6dYt6GD1Zg2PJFCYVlOYl09uH1q6kuaEWY3QC38J2Ej/6An59L+GKNGZxkATVOIZB8oknqPn8/yK2ugl1YivBqhSZoRi2KRNc2oz32ncAIJrPwx4+jrn1FyAcnOIkLkGqi3jtBBkynNnG75xRliGEg5H3zHKqctu3I3e/gL9xHpW3XsrIw6/gDeWpajoBY2CNHUff9RzSwjeTfGEb2DZmfy/WQAeS7kaerawPK+9BCeiUL+lmbH+bO5/L5mMXUtjbvot54jUy/X5MvQZFdmcoKRaav0g+EcJxJNfjwZqe98KLTqB50qjRHKXJEOqUTgwlA8/FH0R4ziA4UCSGO2ppWtKFohk4lkBIDqVJL9Yrz7mRVKAwqKOqrnAhjiDSIoh89J0kHvwlyddOYDs2puNhosPtsxl7dAMhawtyZhDsM5XSXc/KMVXSI/HpayWUeRRj8yRC1cBS3c2mzkF+OIz8WgHfGRWT/miOfCqAeoYuzunMoRAQrUyQmYgw/Og29A43i2CVVIafXkJl0+j0b+TKNvSDrhCmPq5RGTuGY4IWKDLSU41tySQfLCDPj1B+/mOQ2AWeNvyLR+j4yn0MHGhB0XSqGgeIXTxE+zv2kTtaRai6n1Dj+OlFRqgKNe++CXPs7xnbXcAXyVG7qIe+jSupP+8YiureL0bGhyTc/grHcg1QJVxAbUghnTuG8Jwm8JBIT0Qpv3EF3vFHkRMZRNnscjT5hBeSGme++E9nHoTHwDZrsF74OqIliT3hRv6l3Dj2kWcx/cvQpu5hx5bQc1783iyKlUTpmY89/yiJnyzGKbjZiMSpKuLzhgCHxHAZZfOGsEYjBKai+sqapaiRNKWOCVQv1C7rJdkTpyKagwM/Qi+bJOjfhmw4JPY3IFSTsjlHyL6iE6rLULW8B8cBVeQZO9pAMesnUDOBM7Yfb0Ur89d8E2dsP+P2CvKnSigRh5PbZ/q5dEOl78FVVK3pBjVO5tQyJhNnMI35DDIbm4ld0gWqg5woQ7Tdgb/xaoTXJXhZ9tVr6f6nR0ntHWf4VA3Dp0B6Ba76XpZA8zC57gokr0X0ykvJ/XITRds9H/6WJLGmXuzGnKvvJAFSDFreQt68jPShDdiWIFSVJBCf6TeUVBvHlCim/SheA+H1E77B1XZK/vg7eGwDIck4tkANFRCAPXgCJx9BDekEWsbInarAQUJSStTOHwW7j9wDJULv/ALeBfPJ79zl7ku2UI49gzOnRGnTN3BsYM5bwJx5jlv9h5HlDLH2DEbWi3Leu/CefzH6eIZjX3wUa7SL8ksX0/K7dyM5d6LZw4hoFbk9exDSQQIXXoKv0Q12hFbPQ+7b4JY1jRxjxbkQqTbpGT0XX+skZr9bOhlauwL90A7sXI7R0QhjY2GueGeShuUeAhdeg3dOG52fHyR3+BRCVSi/7nz00XGcwhmCu4AcDuLz5DhN3aIqFqZxBj2243DupxbS88oImYE8bVdVYR2dyRBmu5ME2qoItFXhWDYvXn0fub40AJmuBOu+d527jopExYpy/hgO/+okr//tXrSwyhU/Op/atbM1fXLjJbZ++zg4sPbjcwlWev/ISGdxFmfxf4uzjs9Z/Ksx8IvnGHl4I8Kj0vKZtxBdt2jW96WBUUZ+8xyaXI1quQrUUv0SfHYEtSJG9Tve7H4WKccec19ojlBdulkhiF3zxnIwra4abUpTIuAdxJl6YyleEyHbOJaM5PcjZImV37uDzNZapM1fJ9bkGpvapW9Dar1oejzbLAIOQjNQPSZG1outqzi2a9jF5jgUKpeT2bYPJRYmHJ/AKdk4DvgrkyiqheIrTUfi1Sn2M7P3OP7Lr0GSbeJzzizfAYGNvvsZsGfodJ38xOy7Tzg4ukxkUZDgBUuxtj+ENHoE47dPIZmjyDJEm/LkJ4MIby1KaQDVpyMkB8s2ID6P2JUXkN2yEU80SbCkIoaGALDSfnx1CXKdlYDAf+HFCI+GfeIhnJOPISKtBKLzkBvHKBkqwutBOEXMvAfHlhAeBabcQVuKgxie9gglK4ux4SvEyzYQvx6ouZjO383DNt0eiGBVCaunA1v2Ift0bFMGRyB5DCTFQVp6PfHR4+QGi1S0DiGbBg4yqmagBgpUCMFEVxWSYuGtVDASEIjo2CUPSDbeqhQer0Fp8oweGmZM/FLeNRik9ExUG1w2N0+LDXITcstatPY5lB76HMVEAKs0E7Uv5LzY1oxhNP7gA8SiK5BX3IIsBLlsnIEDLu2tWfIwOViFd6dBzTkdhFpc1janFMMOVjPyXD2lH36AyJwBwmUW8TcFUH0G8tI7af3Eu0jvO0riyZ9jmkHiaxahnfgJssfEUf3oWUGgfshlzuvyYgcdzMo5mIUbaP5IGxF5M2ZPAsUDsmcSvGVQnHT1gnIyQjXdjFZeAxxsU0U+/8NIzgD23odB4o0BUUnGUz3bIDuThMKZiCLzBZzChunPzIK7dvmUn70PXcyiW7dQ0TSM0eeSK+SPdTA+0kLq1BokxWTOJQfx+ktudky2UIZ+iBAG7Wuh9pKjiKoSuUO3AOP4K1wDUwgI1KQYG44Rq0lSuaAfJ92LmNwNo9vIjEYo2EP45pYTbD7IOaEMfXffCI5g3vIkXkuQ2tqK/6IrGNh0EMlyHZOGeX1c+97fuz07uyqR4lmENA4T34PaK3BsA+fIN9Am99B+SRmbN9dPH7dtwvHHV1HZ9AoVKz34lt/Fqa/8mrKYjTdUwrYkRKAFO11EShmIgAFIiIa/wVSu4viHfkRpNA0ICskgli4hTzm3UtNF+CZyFDpTmCWNyA1vRSgqtm1jDPQifD7UYAFv+xjOxMx9gOPDqrud9IFRdF8ZlhKjOvDszPeDe3BKWcrvegfDh153M38eA3OoD/PlLyBN6Qzp+36MVL0Ee9jtvVTbl0JXN0KAJ1REaXbLZXt/tZmQuYmKFaOQ3IV9KEPw+ndTGvUx8tW/Qyq65cC5Db/D1xDB/6a3YezfdPrKmp7W3AsNVn/gauziZWR27EPy+eh+YZLhw0uoWBGl4SOX8NbLHsM+spf8DsjsOEjwyuto/NRbMJNZ1PIoev8gXZ/8O2S5gKp5sUyZQEsMf1sdsfMXMPL4VgD87TVku5LYRQPhUZnzl9cQaInw/qPXU0zq+OIa2z5cYHhjN4piUNlUYOj+l6i65UJM3Zl2egBSR2eEXv9P0LMGG/9iJ7ZhU0rqbP6rXdyx8ZpZ2zx0++t0v+o2E3W/Osp7N6//V4393wWugOmffsyz+Lfhxz/+MVdcccX/kY76Pwqf+9zn+NrXvvb/67dnHZ+z+FfBzOQZeXgjAI5uMHT/i29wfHrv+QWlPrcZXvbVQtsK5r7vbcQ86qztis23YvTk0UIOoevfibW7h4knnmX8/keQvB7CF6zhD0FuPw9zj8te5ISbUGprkfwB4m9/OwBCEoTOu5CSM4Y9eAilZTnKoktnjSHVLkZqvxAGXwYc/PUJzIJKpst1Cjw1dcTfcytWNofk82JPDGAc2owU8MLB7yAEVC3vIu95E3beQQzudseNVhC++FzmjD6AZg5hJvw4puyWYRkynkgBy/BQSgZAsgm2jGCkAthFFe+KFcj15+IceRwKfUgTv8BRPW4ZUn6CM2mfZNXCV1/CGZ6JwEaaBwnM60SUhfCv2QnZU+ROVGMwE/nXytP4ahPYuowU8OEkLsbZ/S13LdNdhKytVFySJXekxi2LUUDxGVhaA4Hr7iS38SUc2yJ8/W3YvVsovvIMju1gFw1y206hLFGRfQYMbaL+gx9j8Bcv4NU6KV8wiT2SQh8LY2Z9FO0q/NEcwi4izb8E9eL3om39LIqRQj6DIcpxBJahEapOEK5xKaOL3uUMv1ykkPMRaR7BF8+gKDZWJI+e8k85wSW06gRGtgm7+kJEOE6Fbz8hzynMoER6uAwtWKB6fh+B6iGE1IloOwfqF4LnjeUV1W86yNi91dPOTyjYjbl5ByLWgKhaQvKx33Kmq6V6dXzhPEZ2qpQMoO69TB4KkT3wMqAxvquVxut3M74vRvn7volH242948Mkny3Q93IT4JDqGab9zg9hnNgN1UvIvvAsaiCKry6JKMnIJZACy6h903LU2nqMLXsQHgOtaRKhWtD+HqTYOUiSB+vFTyFsnUDjOHr0FqTyNrRF5yDHazCecjMH2BJOSkOqSSFMCUeOIi+7DskfJXLrnWRfeRE5Fkazj+GqTgrUpZdTSlYilx/CGndZ0Zxgif3PrSbRX45lKCS6K4lVpXFs3L97IqQGp0qoTIW+3XNoWNyFoppuFkTM5Ft9oXoKFR/h6H6ZcPS35CdC09TwxZzGxscuZNHyUxzfsoyaMR/zr7UZOVnLS9+/DseW8AaKnHvzBCuu3k/ryi7SwxGGn16JdumNRJo8ZLduJViWpsaSiFUkaDnn5AxRAQIMBU6LFBtZ6H0Ueh5y70OgeVWexHMu41s4nia1c5L0rnZk2aL2glfwSv34YznAQQmUcEZ6MPEh90o4k2UoV3+HZG+cre/7KWHvpJuwxV0nu6DiFAW25eHoifWM7UnTeHkFc965GCcxyuRP/oHMng6ckoJjedHzHtSWCHKkCzvlBxxE9SLGD84luX8EmAAxSW5+JQH/6NTzUsd85Vuob/oCoYsuoLjdFQz2rrsUMXrvtC8iSSb6eBpHl911KV+CVBbFGT6EaLqQxM4xSk/chz1pUtU4ymkTU5x4Bsd8Gx1feoCwOTE9npkuYg1OkLn/m3jPuQROHZp1D53Wbxt+5RSHvrwNx7TRc2DbMj2DeUJL+wnqE+iAXvSgFxQKv/09yZe30/adv0byqIzdvw0sC1mz8Yensj7pLJn+LDsecbD6aqlbW8aqb96IkAT53nE8ZUEGHtuDYzs0/Nm5+Mvd5+faf7qW8d0D9N39c4qHxxg8fBx9PE3Tx2+i5vJWhl5ye4+abv7DvTxdv95Nx4+34a0Msvxr16JVzW7gtgyb/d/YgexTmHfXYtSgh4GdM1mmM/99Fmfxn4n3ve993H777Xzwgx/kssveGKj+j0A6nea2227j3nvv/Zc3/iM46/icxb8KkqogeT3YRTfDIQd9b9hGH5lp8DdyKkfvLxI6v4/6q1qnt0keGWXLh17CsWoBhzVLFDLPvIiwbBzLZvyBx97g+DiOQ/71jYy9ME5+eBFWySQxUEnNVXNRMckcGSBWFsUY7if52BOUjh7CQcJ/zVq8B0+iNVShxtyXjZBkPNd+AeMFHafnNYQAuf1SPB4JpboB/yXXTB2fWx4jVzYiX/ZWAKywF/vUi6iV84mtfDfYDsUtz+Lks2hrrkRSVLzBBKRAieVxLIl8X9SNZisawbpJ/JVJhOygVmTxVbvlLOLCv8U+/Nj08QpshOzgmOAQgFg5JE5RKsQJLQoQCGwhVyzHSAaQNB1/0zjCsuD4j0GxQAJv/QRGKgi6gxrJu7xLpkCyBKT7QU9zJrRIHmSbMyOvclUNTt6m+PJDRG75AEpDK+z9EFjb0KMNGKMzGke2ISP7DHQaePHWZ/FHs1zywY0I04a4mwnI9pbjLxvGyTk4QHEoi0eSCd3yTjL3fxuCaSi5LG56zouR8yJV2niCJcAhsGYtwcwkpb4hnHk3Qv93IZJH9umEWocxAy0oWgIz2Yi29GLUc27AfOAhCtIQss8gWpWgvHmmvA1bAsnGSR1DavFQiL0Zj/EE1kAZjiHjaUjgjWeZe9EBkkNV+CMpYnXuNe5kRkltfwqP/ixzb5PoemYFHtWgZUUHmr+EU1BxgkVEoBxpzpuwd8xkRcDtSQouGcLZ+RWcqFtmVH8uSMUcQ3vbELkxsjteJrh0EGNsCzYNZPvieGJ5lIB7D+qHNpLYfQJUD3bDKspr88jBKWayvh9B66XIgYWMDaxFLhxDT/sw7UFqP3Y++pZHkBsWIDeuwxk8gGNJ2GN+5Irs1PjD0P1LWPhxfOdfhDXyAh5rJwTnUjjsBW8UEgo93/g+ODaS7KPm0j602DDHX12GZaggHCJ1BUZfa8XSVWxLEFjShho/gJ71kuiqInj+xUTe9RnMY1vc4MKpr4HpClYa2cW8fNdJfDUnmXPLfgYeWcWRvXNQQ0U697eSTYQZONqIVzPp/MVBDGMR2SNrpwVLizkvR59bTXqoHF95msSxWuyih8kXdyLH3XLcqiaQJAvhsyklZsQsHRs3WwZQ/yaILsAZ28SZaFx7nHjjKPmMj1JfGT1HWvFHMlS3DJI9FcGx/RTSPvyx3DRBBQioXIt6xccQ4VpO3f2cy/JmeQmG8lPXwQk85Xn0kRD5wRDZLZuZ7K4lcWgEn9lDcPgpAPwBKJp+Cmk/ZTddg+fcVownPgGKCaaCsvR6iju2nD4iNF8RsxhAFyq+WA5JM3Em3H650G3vRWpaTKlnGM+K8ylt60NLPoPjQHqgHk0kcNOCYBzZjvb2zwMw/shzjD/szgdFptTqwxt0j1fYefQXv0+xL40n7MU3Ve4oe1xn0inmoW45vvUhrPFBRKQSpWkB6hyXLeLIPS9j5XW8vhL+MgNJtiirSsCuEfw3XobecRLLmDFhjLEE/T99jvA5C9Hqq8nglnTKU2WwvsWL2fe9o4ztSwAhJp8xaNk5ScOltYTm17H3I/eR2utWIqT29bLyR3e5Z0yWGO/M4uRnhFSzx92KhnO/fTXH7t3NyV8dZvd3D3Lf33bSfHUL7/75uSgemeJIhsP3bCST9WH35JG+spHzf34rF9+zmtf+di9aSEVz8hz+3j4AEofGufCHV7LkLY3s+ZmrTbbkLf8DGeEcsM/SWf+XxEMPPcTtt9/Oww8/zA+mtLL+o/Doo49y991389BDD/2bsk5nHZ+z+FdB8npo+eydDP76BeSAj8aP3vSGbcpvuISxh13hqfFRt6zLKpmztpncM4hjuS/hRecdRH1xM8GyAJkh14iWvG4JmeM4GHtfwOzci2GGyb2+DQ+g+qCrqxXhWGS3uAZjYtM+8k/n0OQJlyhOeMGyGf31s+AIhKbS/MWP4WtvBKA0luLYY/XI2RXEV5QTbaxBnVdP98+2Yf7iS1SuX4JEgczJBELTqHrLVci5HjKP/QaA0PUN+CWV3P4j6IU44XWXI0ddo0m0XIWz74euKnq0DYx2hMeL57wLsbZ/Fyk3gbz67UiVFTijOxE1FyIqViCakzjdLjkC/krkBTfiZBPIi69BVM4BPYviCWI/9zZIQbB5HMcZxyyqszVxhAKYyH6DTEnGq5iEKrJu9Hoqmi0tuAMqlkHdhTCwGbQYFiE8kSN4GifRe2OgWigcQ58oAwTZR35I9N1vhUlX+NPXNIY54cOxZJR4BmWKBev1vz8Pq2ChVScQZ7D2eVsm0FYPUHx1xgk2Tx0g9dwzqEoG2ZnEf+kJikcryO1omm7GdmQLKVgAVXDkmwcpJVWaPnQtkXMrSHwvAuNhwk1jmEUPXa+107hExskmoe8pivv3kj/mGlvFRJBAZQppKrIsgqbbrC1kqHOZ8wrMof/Fc/H6MwT8RZyJCJmOKirahqhu6cMsaugpH2p1lJHXMmS2H8RfFaLuxr1UreqksKWFac4uR0Jc9FWU1nMQipfYdZeT2boNu+gQaBrHO28cp6cCOXcCojOnT4sUCEayhC8MUXH5AYQEhmIiVbklTLkTVQQXDCF5LPLdU2VNhk5x3364+QyFe8DY8zHs2D8wtB2s0lz8wTzB+ASpn37T7QepfA7/m5voyTWS3hshMRrlso88Mz1G8fCr+Bb8OcM//XuqY6/hSEBuFPncImZBY/x38lQ9isC2FIrF+UQip1j3kWcYH7wAKX4Zxqsd0/OxPQFqF2+ENjc7lE2047vjc8hhP7SvovjsD8Cch6c5TmHfMYyxo5y/9hjpkIlWlUaLZqmwJF57aSWmqRKpNNGmjGghbLI7X6Pxuja6Xi1g2zIIUFULqSjjKUl4vSWyWR/e8Gwx3vB8i3SmyMjWOTi2IBhPU5wI4ugKkmpS8+d/RlgIaLgZZ+AZyPdDeAG57EqM5BaKQ1GKoo1AuUHbsuOMd1dhTJXCjnbWUjWnH388O+38yPMuR4TdfiFflZtVEBI0rj1GxaK+aVptPa9h5r2AgyTZ1NSOIh3fDlMJAyFcPSwnL6HUtyHXLUbc8G2svj3IDSuRahaR6d+EcEDz6Xi8OlYKsqk4nnARWZhIC9xAT6l3kIHvPoxjmow/tRnRsoziodVIko1lyjStHJrq83HAMkj/6HOMDVaQ7Swy3SloWngufQ9i1z9Or63Vu4/K6+9k6LcbKebyxFptFHkQxwEjryGd6CR22238IUiqjD9QIFo2FaQRNtGqBLIyQWFTmhP9a/GVeonG3JJS25YYfGQHg4/spP1vbqX8jusodvejVYbQ6qsJrF3LyS+5OmIeTaepcZiJB58iGL6C2KpWMkeHpvedPjqI4ziIqZO275kkZUk/5VHXObVq3T5MSZE48csjFMeLKMDcYIZXH+hhydU1rHtbM47jMJEIkcu5JbfHXy6wzrJZ/K65LH7XXMy8wUMLfz693/E9bmDmzT9Yzfw31+EAc66u+YPr898df3pyg7P4U+Ghhx7innvuIR6Pc8899/Ce97zn33V/L7/8Mp/5zGeIx+Ns2LDh30x7fdbxOYs/Ctuy2fW/t9H/Uh/V59ey5ivnseDc2en8dGeC/t+fIrqwnNq3XI1v8QJ2fm4T4yN5qi9qmJXtAag4rxFJk6ltH8Afcg01jyeHr74KS4pRedcdAJjHt1N8+nsAlNI+mHq9Cgk0XxHjjD4MAD2po8Xd7wMVKSxTJpuYElosGSQ37ph2fAbu30zu+DDBMoE/uxN9m2u/yUYjNh6KO1+lkPVhTYmKdn/155TVDE8rnmefe5RiIcjoLx4FYOLJlwhefyva+AYYOUmuby44FvmxELG1YeSSgT5h4nvr/VjZDIkHH8Kc3E/kymvx166gsOMV8hsew8k0ogR1vOvfj3fNVTPnoZDFOPg6IhBGqliFSHVMr0uut4zYskFkTYemm6DhSoxDDzD0+xGGds4B4WD651J17TKkigUIbxgRdc+JdOE3oDAOWgTNKuBsvQZv6wRa0yQODs5AmOJI2O2BMnXwlHOabUCNFImecwrbkpHL865RV3UzpVIZkMfKaOTHwvgr0jgOSBV58FsodSnMgYhbAljwUHruNwi/hua3EaqN1j5B4XA1dtaL5DHw1aSQVIuhE6vID9pAkcEf/xbj5SxGwu0bKU4GqDj/JK13PIWxY6bvwkkOAWf0VVkScrBAMa9x7PklrLjjdVeL4/B96GXjlOe+SfmNDqMHmqfZqvSsj1LWhxAOtu6WbBqDPhIHdwKCdKaG4MERFEsCjwm6e81I9fOR29Zhj5wk8/sHmNg/SbLYQPXq3YRa+5nYsBQpZyPiaZR4FuGxsUoK6VOVCFmi/Oo5iKmYgTV2JiuUIJ29Fv+5F1Pa9JPpT01DoaR7UL266/wHTJzCJIWXvoaRbwFksqkg8fkWZsY1rK3RMD7nZZpusNndezkDG5tIj0QIV7k6OoObg8Q8vycovUop6Wd8fxOWIRNe1Uf0wm4iqYNkOuZP9ejZjG0tkdh1AUqlh9Yv/g2dX/kuZSv6MSb8lHrLMI0SFGaEQv2BLmQnAfgp7v1zig1jpA5VIx61CYdn7u/SQAQn4aO8eYzy5jEqW0bY9OR6Lvnxlez88O8Q2Cxcv4f6hX1gbeSaj8TZ9sodtN7UhvHyfbStPQZAResQuWQV6nlvJfdkj6sZZkmo1b3ULEkzuqONkeMNpMsKNM45hW3KZMfDWCnXsBa+Krj4cSiOgq+GUOIkejRP9tkeip0p/MGiO6Y+81p1bAkj56MgBKpPR1toIc+fEQye9+E1mFmdwpGjpHsrqFrq9saZRYXcUBSjGETxqfgCeSJlKcQZGVkHB180g6/Ri39Rg3vd1S1BqpshiCkmTLyKRbh2glJypvRVLLsLddlSpGr3eZ7dcxjHnMrEGCbGiQNYhsrpkIq5/B0EvGPYhQzGXjd7GecYwyML8URdJ8xTV03gvMvQB57HHjoOgNy2hvrLryC6qonsIz/Bnhyl5ARwbIFjS+S77ek7NLVpK9ltu/HOaaHshjex5Itvovtrv5y59B0Jo6QiKyXIjFF71TwO/KNJOpkhFNdR7CKnM9Cp3ado+8s3BudWfnwRo3vGaeAVsskwiQMTJD76ICt+8DaqrljE0FP7AKi6cvG00wNQt6qM5x5sZ2HrMPVVKcLHO8geGyA4vw5Lt7Bt4T7ngHmVaQrbjqK/uQpfdRjbG4Kc62wXMw7FiRL+SrdiQvGr1F7awOArbg9i47VTz2ZZYt6b694w/7M4i/8q+MxnPsOtt97KBz/4QT7zmc/wgQ98gA984AM0Nf1pMpTpdJqHHnqIu+++GyEEd999N7fccsufZOyzjs9Z/FF0P3mKYz93aak7eo8TXxJn3jsWTn+fH87y4k2PYk491Nd+6xKablzAZU81YeZN1ID6hjFDrWWs+9py0k+exNQVlKmIre/8K0ifyJLtTKC1mugdrkaEEG4julHQMHUV24ZCKYxWHkJYIzglHcmr4gvNRLtVn45kyrP2q9VVvWEu/siMzoQQoAWL2KbsZmvOEE9zdBN/1Tj6eBgQOEJh4rHnp783xxMk7/8+TcvdWm9PnWDoQBOKamAe34MJlI4eRKmsJvXKZnLb3KzJaEcHxfJziZszZVD6pIrxxG/RzrnCFV20LbI//AR20i2xKqQDSL4GLFOimAii+R2SHa2Ebr4T74KVOI5DX6/GyJ7nCMeHqWofwFvRiqXOJfnrR8E0Cd14J9r8Je6L3e+yKyF7KFZ8EaX708iaAUkflqVhO16E5iFw7TsQgSacxV+BvofA34TwLkXODiOq5rrjhFew6qt97P/yJgLSKCefWY2/PE35BSeIzXGNac/SYSRs8l3lWLqKEFAYA0+VitEVRW1JErv1AFZ3BNWxEI4EQiEz0Qjk8QXz1LQPUEz5cTstwMx7UapyUFbCrshijbkGnllyKbdxBJ6WSdRVw9h9IUQe2s856TqyjoCRHdDXgeKxKI4HkeUz9KVwkDRj2ulxT0ISIfmmr5HMnia3QR+Qy3N41BIefTvGb+/EHkuhOTY1jYLK6m4y43FyQ0txCm4myjZkJFkgFl3G4AujWEWDirdcS/HVbdC3EOE1kSqy07u2LUH2wBjaEpnA8vnkj3WSHtIoZHwMPLOE6JxRkBxia7vQ91YjU0BINo7t9mdIviBWZkogVFew8yqyp0Tl8kFO/G4tXQffiX/3a+gZH9mhGGHvg8hzLBLHq7Gm1iC9q5HQygH8bdC47ij5iTBmQSE3XOaWqAzpDH73+4jYASZLARqvP8LoMws5/MAFtF+1G0U7bWDLDH7/l8Tfthqx9Bh+Af5FE/R+/xyckjNt5EcWN5HancY3xS4XLsuy6KKdZPcVWPOT29h79w5q5z0xvUaB6AQX3fh9bH8VxuXzIT9zj/vrBrCP/Iq0dxl+DpBOBvGNGVSef4I1f/cI2b4yAqlyRGlKsLXSQ/i85TPPCUkFfx1ObgTnxQ+gWkUa1oAQ7ZTGgxgFjXjjGKOd1VimSqApiCxGsIoerKIHaXIIe+Ov8F/yXoSioAQ8LPvi5ejjqzn+yX/i6KPnEaw3KL/zLswjD+ENdNCo5ahdvoRit45ZUskn/ciqhRbKuwQIxRHMR+9AuvnHiEADZ6Lu9rV0/9ME9Uu60DNuhlatLcd/yY0gSWRffx2EwNs6+3fBQAq5QkcLFUmPR4lcfilq0EvxtcdnsV4Kxebw/rlc+K3VVKxfieTV8N7+FcwjGxGaH3n+RQghcEZOYk+OYJkStiVTyHlJjMSJt7uZ8sKJTkZ/fB8A+YNHkENBKq64GPnj19D3nd9Orb2DxztVal1RC74wti2RmIyQTpk0tU+A4V5bkdXt/CH4K31c8OUV9P+vlzmzrHdy+ynmfuZqyi+ai2XZbLk/yWNVv6Plwgpu/eUaLvj4XCRsxNMPITk2+sA4p/7+SZb+6EPUXtFKx29PTo3ksLg6g77lEHs/mWDNz+5k/tvmsvc7roZczbpKfBVu9ic3WuSJd25l9GCR1ovns+KuRuovn200HnluiM5Noyx6cy2t51f8wWP674qzGZ//+mhtbeWFF15gw4YN3HPPPdx9993EYjHWr1/PFVdcQWtrK6tXryYcDv+LY+3bt49Tp06xc+dOHnnkEU6dOkVrayuf/exned/73vcnnfdZx+cs/iiM7OySECMz+++JfSOYOQNFMVmy5jC+V18lObqMyF2fRA3MprvWj+5CP7QVS4TIPb8ZGSiUgqiBAqXgYsa++yo4DmO/303m2cfxOn0IKYIvmkEJ+8imFlEYHkcoMsu/dSvhFXMxEhkyBzoZeWQDQnTh2CB5ABy0YJGKuf1k9aUIj5/i1mcYe/VevMvWUvuWO8keHyQ7WqScMbckS/Zgh1rANBHaBB6fTjHnBQRlbUOEqtP0D8TB9qKPyljGTOmKZcqEqmcaUCXJQQvoOObsB7c5PoaVTMx8YNvEfU9C5oyIvgDHnjG8raMvTTs9AJo/T3qoDF80iz/gRjitsSGSv/gB4+mlOMJDx8YSsqKx9PITbn17cj+lJ7sxB9woevJX36fyy99DTHVT26NHsE5to/v+ATzpc4i0jIKhINDAG8Vz3rXI+b0YD3wdUT4H+eLvI7QQTi5D6chuco/twpxME7w0S9WFF3Pl8++g5xu/Zvylw+RGo5ivLCS8uIikjuGM+5F0CVN3I56FjI98KkjFe96B5HUQ0lbE5IvIVU0QWASFcUTLjdS3V1O8+zF8chItnAfhkJ9wH6ZadQoRd41i73m92NLfkN8+jHXwEB6vjvDIxO44irG1GrvPzQIqOC5l91QWzy6UsPMaVt5DMJ7BsQVmSUWLZjFiNv7ABMVjrvMs+YvTzrgWn03ZbiV9eJeMgy7hTEy4zqVwr0kh2fg9GXLpM5xqLYb30jgiXkm9tw5jy4M4R+7FLlqAcHuFRoJ4qpMkjtRjFD04/x97/xlgR3Vl/cO/U+nm1Dmru5VzFoiMECIYMJhkMMbZ2GN7HHGY7HEexxlHcMSAbXI0WQSBEMq5FbvV3eocbo4V3w91dVsa7Jl5/4/t55kZ7U/ddevWrTp16tRee6+9tlUifvfPqJnbjy8YxLvIi6/9KIOvLCK9173HhUN1RJonyZZmIfs9KNoknVdmwAqSLZc5Ka15HMnBLiq0XXEdt9z0DsxUlq7bsxSGJqg6ox30o+jdVTi+U5sNo9YiNd2O5+C38ATHGNk386T5D4OvpxjqPh+A4TdmMP/WvRR/7uelOy/j7BtfQdV0jm+dSd9OiepjzzP7S1OH97SnMXpUwnUJFL+OunQ5I/cEKsDHcaBxYR+ReZtQalNMXzkHPePFW6Yh2SUFNVxC8feQd+pxcuW+VKqNdNYoYq/BzM4ehGOAA5m+aiY3dBLuGCMmFzBKU1LSwXYPcsB9Po1dj1N49m4cw8GzcDaqVazsF50+guGJgeM+/zXTxigaddS+bT6Zp7txig6S1yB/oBEOvIYxKoi+47bK97WaCPPu+DT5niF80xqQ1BK+7g0oXnfNHdthEbjiOnIvPFMBoIq/5AqgAI6ew+l/DDH3o5xszdetourMGVjZNI1SH7YVRJu9FCFJjP3wX7GObcIsaPgXziLUkKAQDyIrFrLi4A0U8UXy+CN5OL4F5p6Htug8SluewklNkM/6GDzWyJy1OUL6JqxBL9L0pQhPAHXpW3Ach+KhbuxintKerdiWjF5wnX5FsQk1GzQ07kffHcDInPq+MEZdRbOqi1aiVkUo9o8QWjUHs2srjlnCUupxto5yArwIIQgsmU2g3kvs7PlEV83kj9mhx4Zxcq664Ynvx1a0I2SJ6rNnsvf+frb+bBcA+x8ZoHV1Ned+eg6rPzydrU+7tZcAdhlk2SexuQUC05SRZZvErkEcy+bMv19G4xl1lFI6nVe0VTJJr31tP8fWu72H9j4wxPK/noeQptaGrqeHufPyDQC89K1DfGrrxbQsncpgn7bT9v+KrV27lrVr15JMJrnzzju5//77eeCBB07JmkajUaqqqk75XjweJ5lMVv53HIfOzk7Wrl3L/fff/2drdnoa+Jy2P2odb51O9/2Hmdg5TmxuFTPePuuUz2uWNqCGNBrqjhOtcaPI+sHdFHdsJJVr5fBPNqFFfMz/0AyMh78BOJRyHsB9+QkBAwenoc5sBedg5bjFkQzeejfrYnqasBJxCn2uVKhjWkw+vYnw0lmosRCZvjxyohuqBJLHQjigpwMI1SSwbCmJxydw9DFKgD8qI3a/jJQ5QOecOOqN65Dnfhjr+EGUzsVEqlwudWn3i+TWP4mTPo4nlMITKeA4MNbfQE2bhSiHkB0HQmcuZnCPSra7i5rWcYQEel5Dz3sQwkH1A5aJXFuPGjQIzopSPCSBZeOrSRPtHGNs23Q01cJxwLHAKlqUDh/AO2c+Tn7klF4uDm6vDSFOrdW0CwXyR4cBQU2NxIK3buHknJdwipyQh3P0Io5tY++7D7vnZZzxQ4BD50KY2N+CmQygeg3AQOTGyT15D6Il7o5D/zjWnt8ipl9G6sdfwskkXNp/1kfi7l/hmTmbUtJi9JVeNNVA8TrUnDUH0zyX3JbNqEY/VsmPFnawNBMpBs3ze5ELv0MPvoPjvyhhl86g9uZrCS1eUTn/cD0s+82nSD7zLMbLPyNYl3IzdLZCkQhWzoMcKCHC56F23kx4po548gHsdIrAmstQlB0Y4/dMjQeC7PEqtGiBzPEqFEAJytiWhazahOtTODgovhJa2wRyUwalLgumhFQSBJuSGEUVtSpENiFh9LiOm9SaAaO82J98g4Sb3RGyjRbKo5fBbqD9ICIxBomXcbprwAmBVeLfL82SLdCLHij335FVAy1aQA0V3etQJzESBSoF6CWVoa5pWKY7X2uXJPB73WfMmR6heLya0rhG4lsXgGxTd9k9+NesZvI3L1HdUaTmllq89SaF7rNwep/AC6QKNdimh+gl56JnVOQBDc91d8KxHxKtNhh5yAUCwqcxvm8qwzq5v4XQ4g48IYmxY0088vW3094+hF5014HJXdUUh6vwNsaxdZnEG810LD6K8BgM7p2BnG/Ds2oR8VfvQ/HopIarKWV9TO6axswPPE1ys0TWmU/nmQdRNAtki/RkiO2/uhhHxJh79hiNFx+GmhLCZyFmeOB4nuGuFnzCRlJsqtrHIaNh6/KpvZNmnumOWS5O8Zk7sMty3eaRbcjVGmAhNAtf5yTm4ElOqQCfbwRj868QqobWnqF0cKpWQz+4p/K34ziYm3+N0/MkvqhA8l8LvuYK6AEINo6T3/kwwRoLoYJ38ULscRV7YhTJX0KN5TAzEqcSgF3ztVQBVdiFelKPPo21YS/RtecSkh9BXVzCsaEwPo7W7GAXVPfpkGzUkwC9nRrFcRykcDXhj/0Aa2IQMiEuXPUs6sH1GHvB2Pcqwb/6PlJ1M854D5NPrCf10g6CtSlsQ8EyT+obJqCmqg/78CFyh1/He+2nUetrMUbHkXw+wuevruwbWjqL0FL33ePUXcaxL3yXYo8LCDpWzeD4TomOGSOUdg1QAkIzq0jcvx2lppbg+RcgZPdeJnf2MnT/Zrwp2LR7Jk2Nk6iKzdzbLyK2vB3btJnY3EdiwyGmNSRJpH2k8x7Mokv4k70a0267hL47n0PyqEy7zaUjT3tLBz0PH3HlwH0SquoiobrzZyBk93lsv/TUjBpQOW7l/5J9yv/dr0wJsdiWw7HXJ/7XAB9XzvpPm/E5rW3w57doNMpnP/tZPvvZzwKwfv16enp66O7upqenh2QySTzuBomrqqro6Oigs7OT6dOns2zZMlasWPF/XL/zX7HTwOe0/VHTwhqXPX4VpXgRT8x7SjQKwFcf4OJHrmXivgdg7Fhlu23Czi88hV1yF/YB/zHqg+6yo2gmRkGA42DbgmLeh2wJlGgAM5lDyBK+E/KjgMiNlhtvTkXn0l1D7P/0XbR/5FLMTI5MPIRjC2LNkxWakpj/Npzm5Tj6j7DLlCRHgK86gzNZVo1640GU6avwrLi08ntW7xbM5/4FpaSCAnZBxdQMChMh6hsmQQfZ5y7KUnU9TbfdRL0p6P31BnRtEp8yiJVzUYmkWoQvXorSOBvJGMd87stIDtTO94BUQCurPRUKGo4URBRTJ64aY6Afz+w5yDMuwFP3O8y0jlAVEodbMAsOik9Hlm335SBJ6EUZ1VfCKHiZce4hwi0JjLgfu9y3Re5c4d4j2yZ01U3QvwF7y4/LvRJORE0hUJ+kdHIvEHALnEsq4I6b03Uvxtbf4GRqK9+TNQPblLGzWUYe3YOV1yngxyMKRNUnEPtKBGVBvKeRQFUSx5Td1jFWEWM4hWwOYR/twxhpB2D0p/cQWLEYSZ2imFm5AsO/P0j+2DRCNRl81Tq1ZwbxJkcYf3ABmYkoal07DW/fjjNwANnr4F8wD9H7A1IHx0gPdBCJDCBwkDuXkerViG/qxkHg62zBt3ox5tN3Y5bnixYuIITAHAohN+TQGjLgnQnq+7D2PYqaHobcJH4VzBXVWA3nMfbIBJ62PXjCGRxHVLKCJ+6T4i2ihvP4WydRqrNo9VN0Sylgwrhbp+Z+10YoNkqgiNRQIHb1QVLPTkeyHWKz3V5RQnbw1KexDIlo5yjJo65z7Y3mKAxMNe7MDnipL6vPe6vylAaryA9UlwdWIvFSC1rxY+R3dBCdMYxnfARnHDyyFyeq4xgKvgW7ka75DYmf/IjCsFuT4F/gJ9T5OqEq0K71Y6R9eGI5hnquZGLYnR81S2SSrzay5Ip+0kYLsdVzKT7/a5zCcSZ767F0BenVGPY5F3Dorlpy6UaMxR+n598exkhkmdb8GwJCIvyBv6b7m69iZd31oTgWwbCWEFkxg/jL+ziwfimhha20LN/Gc19aTL5c05Idv4Arb96L5C07sNM/zp4fv0hAL2F5XHChJwNULe5DFFWUSJ7sYBUlezoNZ9+MnctCKQ8O6AWN+GiU6ed1ubVUSDgeHaU+j9qWwOiP4digBQrImo2imig1Bom9zciKXZkP2uypOhy7fxvWjl+htiQQFrD/azD7Y+5CYxXKc19DEuXmxAbo+7YTvPwKit27UYs7sSYD6H2PYRRb8Z95CUKbgkB24jjma3dg9ndhDwoyx2sxe16lfoELbIQEakwgGwViM4copQJoMxfiTBTByGDLQbp/uo/Sv+ym6Z3rqL/mPJTGTqKNkD8wOUV9c2xyO3fhFY9i7n6CAOA0h8GUsYWDrFiYJyijslQOrpQtOUjb1/6WUu9xtKaGiqqmXcyjH9yDXFOP2tKBPjJOsWeqJ1dYHmDNnTfR+/XfVbaN/vpxwlHXubKzGSJXXY2RKbD/s7/FLrq/ueqaTiZZxYy3tBCptRl+4SiDv+9i9MUjCAEttdBck6UYitJc2sLYo5PUvvVcGq9dTf1VKxGSqACqlrXTuOTBK9nyz1tJHc+jLW5mzrUt1F94Kt1ueNsk3c8M0XpuHdPOr+esz8yl/5Vx4kczLLylnbZzTqWyzb+yiZe+dQjbclD9MrMvbuB/j725tcCf4pin7S9rF110ERdddNH/7dN4k50GPqftPzQhBN7qN0tXn7BQR5Tgp24lfW8W/eh+tHlLkWetwC7tquyTjFfT0BDFySaRvRI1b38v+//uCQoZH4aukd4/yjmP/TXpPcfwT2/EOryNwo7NKBEf8ugGhICG2QNkjPlk+kyKgwUY7OHwlx9EdnQsQyU1HsPQVRpnDIEQaHOWITV0YKkhSgnXYVCDU8WvJ6zny7/EDrbTfvtNeBqqsYf24dgC2xLkJsPggF+XMXKnjkFs7Spqbn47QpOw1/8T7f4NFdpUuBVE3TwC8l7E4FEYBDswzQUZtkDYBqBgZjxIqoVfM0BPgeRmkdQqgV//Mc4jX4RZt+B5x69QR/cjNSyg3VdNaaAfVd+FmRKIQAxnwxcRmNTP7+fYtkWEmhxsXUaJ5SFcRI/7MJ1awtefj2fxSmSfH2v3VPbjD7Y44QABAABJREFURC2V44A3VCQ3EkZWprZZhoQWzk3tKxeQtVOpIrYp41uyDK2jE622r3LsxkU9CNt1sCTZwRfL4VgV7TOEAD3lx1ubQzgF/LVJqmaMIATYXQ8jLb6xsm9i4z4yh0axZRVTdojUjSDF80hA7Wwopf3IycNk791VqSMpveEQWXicSJ2FKCXoe2UeBbWVhR98H3Waw+GPfg1HNzC6xrC1wxQm6/AoOaRgAV+oSH40gkh7KU6G8V31biRtOvrBLtT5n0ba+BkQIHssZCuJPftGGj5k4lHGyd3zVSxDQg6phG79PErbIuzUMPqWh5GG70EOus1nK3Q7yYfZ+h5KR9ZjlmTMOW8nNr8JeeBhyA7Doja8kpexJ4epaT5W6RFkCwdl+iTF/Y3ULu0l1OZmRu2MRmYsVnE0g61T874wHEEI55TMhqxZKGTxVWfw1UxJnQuriFXygiXhGGDvfAJzeMrxLPVnCJX1SzxVeTxVLiiZsfwA1cUQvrPW4VfGGP+tqxbnFUdoOHcfnrPcnjGFlJ/40UbknEDZ+QZLv/kEQg1ipHJ0TxSYc8tGwjPdyLeT/CRe78Xk0u45q2EbbcXXmb5YUFu3D6k4jrZgJhOP6ng8RWauOYJR1DjeuwQp+Gtsexu2PhstciGD+0dZtGBz5Tr0RAA7di7FoT5KE5DsraPqurWk7/oepT1bkGI1BBaewfGfZZC0UyP1Jyxw3mJM/VKy65/GmhjAKoGR1/CWFd0cW5wQKyT01neQ3ryTyUeeQ5Z1quoltJOXptwxxIW/wNxxF7lNuyiNB5FUp7J6CRyMHS9QKrTgjQISeMJ5Cq//mOS+PUQ//DdubU0ph/67j4GeQwIiTRa2qVBM+irPPYBUPYfSgUNImuHSOBMFBl9rRPVVUcj4cewismoyevejeLUkpV2bUZtbCaw+G33Xy0iSiSMcRn73e1rmTQXBfLEchfEwsmq6c06VEeEaole+Bf2FO1xAqXrQ5q9G0jR8s6ZXvuvoOonv/j3WuAvyw7d8FG3+SpAVsNznW8+YSB4Noak4ugtqVCWPZUlYpkxqwxZCl74FfSJbAT0APp/Bue+vofeBHWx5og9wkORTcwJCQL3ST25HgdyOAyjhAFVrliOpCuneDFu/sQvHslnx2SUMb5lgeItLST42XIBUnP1ffApPWy1n/vQGUkM6d1/wPLbp/sa6byxA7x/jgk800XnzfDzBN+fqOs+u5VNbL+bY6xPMvriBulmhN+1z2k7bafv/304Dn9P2n9rkzmH2fXsTkiKx6AvnEJldc+oOskqu8TKs6Fpil8xG8Wt0vnsFPb/ahuxT6fzghURW3IB5rAsRbUAKxlBmHsd4w31BVp/RjhoLUn1+OQracinBNZfiWCbFx8E8+DrhJZ3UXfPXbL7mX6GsNWQkchjZVOU0DFGH/4p1KNNmoba6HG/L8gKu054Zj9IkHcMRAhyJ9GiU7KAA+hm662k6PncLcudqpM0PkDhcSynr0pFyyTD1N68j/+jzCLMEHh+xqy5H8nmwj23A6XvtTcEkJz2EKIMFI+chN6CAHsVfk6m8YIUjYelShacPoLW1U3VWGjG2z91w6FfY6RR2/2acmjlIZ38OrefTkOlBBezAudi4ToCkWnSuPAymgRUPIkdz2KYgdaQZcXQjbNxI8PA9BJp2I8XOwPZXIawxHMODXRBgC7AlwpdcgjLrLOze3eQOHiMqPYXimaJh2HkvsmYSmDaBkfIjTVuGVn8uWls7QpJovvlczEwBkdhK7ewBrMRUDVMh6ccfzeGURSRsW+AJFwGH3ESQ2rkDiPJwOFt/iNO6AlE1HccqEPL/lnnv3YTXU8LJeLBSJ6uduSIYCiCkkygjtsAquJLf/roUHVdvJ9E9wNDdrdRfOBdHN1A0g/qZg0jFAYJNYDsQ7Bxn6LU52Cf6hEg2pUd2IuKukh/rn8S76EwCnheQVBsokPjVX9H94iJCHX7UUhOypOPP53BeeAXvkjSjv9/MyBtFFl2rkuiqwcl7EIpM6LJr8C1bw6G/3cjYSy6nWXpxH+d+L4nc0onjuwiz+wC5eICJQwX0RDuKYqKEi3iXD1IajJI7Xo23Lo2vJoue8jF+pJXOv76Q3IQP2afCa98nc7DRFWQITcezfAbh8DEKw1kk8lTPcfuSmJbGyMEW2le7fW4cS4A1NbnzPWOYhoxSllCXGxqBvafch9JkADMVJOzrp+XamYzc46oQBurjVM8cRh7ddYLtii+Sp2baKI6pYBckCs/djbZoLWrrTKJnzCLQNCVaIBQTT3QYyQxjWxJIFumXtiDnD1LqPoJtg+bcQ+0MuGL6EJJPR0gwG0HywDL2/l0G7K3Ur80QW9xCYvQgsTJF19c2iTVxiLHti6GunabPXQ1jeym+sRGEgp2YwCgtxBBezIk8k321VLePgeJDmn8FonYWovoqPEImv+H5ihqaY8lInWfhr66nsO11cECbNRd91/MM/fDFKdn27Fx8rRsRSlluvelSRGQm6oVfJtB5FG2gF0fPUVz/GyShgyOhD5dQA+OnABghHEqH9zP5w2+DZRFcvRT0qayiYwtX+S8yi+LQGEq4gGPI2CKGkfVy4sZYThZFk9BzXhxbwhfKEYpl3ef0qQfduTJ0HDlWxYRxNo2R5xEStMxzlR4l2So/fiHyVit2JoE/lEOV81Dox+jaQuTj/4rZfwiiTZRSFr4qC6FMEXTjr2yvgB6AwrZX8S47G++y5aRf245jCwzTw64f7qexPQQlg9ialRg7X6AwkAYEpZEk8Ueeovr6q4iu7CS5tQckgWSm6flHVxUxGIqQzQROCQC5UuESHo9e+f3iwHjl7+ff9zITe9ys0uS+BNPfeqooQfrgOIEAlPrHeeptj9F24/IK6AHY8pVtxMrBC0mWmP2+xfwha1ka+19DbzvFnFMFhv5Uxzxtpw1OA5/T9p+Y4zhs/vgzFMfcl+fWzzzH2iduPmWf/d94kf77dwMw+GQXZ/zsBuZ+8jymv2clkqag+N2os56B8e99DSyLtksuJTz/LCY2HMIuFkl3DeKt9dH7tbuwcnla3ruO0Bkr8V3z2crvpHvTmOEm5Ml+EIK291xIettBkpvc2oWqCxaS9S6jdKBIY52J7FHQGqow0+65qwEJqaoJdc5FmPUXMfqxqX4TjmFRPLifzO8fRSjnoJfGKHNZsA2F0b4aene0UNM4iWEo1GQc1FpAKUfqHFHu+wC58TDxfX4CZ7gL9+ThJteBJIJta4QbJ0BISB4DWbGRfSWsct+P4LorEaWHThlf+8jvwZZwjr+Os+tHiIyrHmfrMomdx5HtGL6atJs5sKaimuN7pzF8oJXmGVPOg943RqC+ABMvI6+8DUbvROSymIdr3YaeoToC578V4Y8gZs7CG/0p9m53HBwbzKwHHAkLBzWWx662yRwuYr12LwCRi5rxNx6k49KVOPkM9FgQKeDoMkZ4JaFzPo6vwYvZ9Rp617N4gl14Gl3n0z9ZchsOloGL40Bh725ErY7H8zSa9QxauUzCMiTsCQmhuFQds6SSmwgRqilimyayWqY8qiZKwM04KbE8IW+GUNsk2d0/Qwt8BTnkJzZ9P5JdBqMCtGARPeWfAj2UpbCNYU5m4duprUgNU1vCDXH84RxSOoWFhIUXIRzYsZXiji1UN8cJnyFz9InlaJpRaehY+MV62BEif3SIE1m0mWftQ9r7NDZgmxLGeBANQbhuGopiM7ynA39nkKYVY6jVWWxTZmzjLGSPQWoohtLQhBnvp3b1csae2I0vUAIEVklBbqwieP1H8KeGsfY+AfGdYLUgzbiU0Lwz2P6RB2i+YRdyUcLsqgbJQZIASSXdrZKfiODxF7FtidK+dmK33A9GEn10jInf3ltW1RM4hRyFPXuouvhMCttfpO38/S6NT5ehrLro2JSzTg62IVF6/QWKm18h8vHvMeufb2bsVw9RN8eVRk721bL7heUsO3sPjg2WLZN88LcUDJXBrqW0Le6mqnWych+x3Aa1kWAfu+7d6iJaHPJbt1K3pJbJ4Sgt87rwxnL4mhIu5StUojh0nNzG5/GMvIjidRtu6lkvdj5H842r6btzParXQEgO2HlIexBzXelkM5kgf2wCWShIio3iL6LyOp4b7sG7aCmOrkMwQuauryGo4kQOx/FPIx25msyW53E8nTSdvxR5ZB8oHpS2GUjGEFYqSf6M9yLvuxfyrtKfk0tjz1iBnNqGWVQpTISw8VPqcsGo3t1FbGE1Il8WSFFkfJd/mOjcFWR//HFKo+5xfOedjdw0m8LLD+LIfsgkqGlzKOU9JCaa8Uen6n1coQ73eTHHR6haUoeYSvJSTHvKGS4J3b+QjDqTVHcXM5ceKdcxSlipJFK4GtPTRN/nf4hT0vG2N9P+5U8gedw19ciDg3T4p0CdGXevYdpfv43BSISxTX0cfdVhlroFGfc6si8l8Z9zIQw8MbXmDY8gJEHnu5YyFs2g1dcw/uSWyueBUJ5sJkiws5pgi4/0/gE8UY0ZHz6P8Xsew4inkfxeYhdMFVqnj00JYKR7M8x550y6H+khfSxD9ZwQvvRUfc7kkSzL5oaRPRJWyQYBXm1qnU4enBKvOW2n7X+ypdPp/5LC25/bTgOf0/Yfm+2gJ6akokvxwpt2GXu5u/J3fPsAZqaEGvaiRU+lhyUeexwsNxKYfu5ZkmIVhWNjFI7Bvs89gD9UJDvgvmCz//Qwc9+7Ccco4TvvGpSWGWz+0EOEzWMIBXJmFJUJfJ5htDXtiONb8R37DZObnmH/1rlEl7Rxwa8uofaK1SQ2+DEmU4QWtCO/dS1qLIwK1F59LuOPv4YaC5PNBRj/t+8glbMnWqSO0oTrmIZWLWa8P0XbrONu53Ag/+jPCX7qC4iWVUgLrsfY+xSpYz66N80lEs66ylbbZhJozFXoRAC2bxrape9Gqp+JM/I65s5f4GlIMrxtBoV0gJCnHu+Mv8LJDUBuCOrOhQPrpwZR+LBMFVkxSO5rxZgIYQClbAwtUsQfmqhkTBKD1egFD6Yuu0XfgKduisZEsR8cE8kP6vxRrNEABS5g9/Xfx+MpEl3RQax5jOKhRiTNJFCXOik7JRjZO42x43NorD9SOWRhzwH84aOQO4LjtUDyIXlNCHpQ1nwCEWrHsXSU896G3X4mpefejaeUp3C4zlVVw4MSKqAGdJIDHeTfeAp4iuASL9WLTh4GA6U6y+SxaYQWLce77jY635ZD0iRyT/0Yq28nsmOjBnT0sTAlycaxVZRAicC0CSSvgT18kOlfPheOPkZhQ2cl+m7lVbRwAUk1K+DH09aMp61EYX8vIECykSMF9JQXLeLOEyPlo6ZlnNToVITWsafGSzdUFNUAS0ZWphTBsB1GH3sdI+9l5vt3EFkwRKDHA7p7PpJiu81nbUGoLkVxwi3+zPfk2P/rq2g8Yyd2fZ7UrhbMgookgX4sQf+xOB0DjxIwFaRyhsVxQF50GY5ZQn/gE5CL49ggFl6LMm0JwaHtqEGdoqGhFWX0RAhwUINFiv7lOLk0wfqEK0k8GiYQ6Sf73CasQBuEO5ncP41I1VQWVmQOodbbtLxvOaLHlXFHtbADJiJkYcd05JSNOXgx+kFX8hfLwBzsxlPdwG++/C7OWP0K3mCJgc0zMYoeMtkw4UgSRbZwhM1It9ufK/vvatNONOwVDa14G8Ok9w8TCOUJRbMYvVnCHgvbEfhb3GfazGmUMh5sBPaR16F8OCGB1pjC0wnh5jFiYRNvfErF0T72En3PRZEnu9C0LDJuRsY2BP6OcYShw/hWfMsuJ797FxP/+q+AH1+oQD7jRwhBZN0FdH3pGRzTD4wQkm8nqLmtBETTCqz+nQAoaT8jB1poaC/3FgqE8Vz1NRzLRN/4Iv6OIpnXXsfREwjJxuMvYIwLtOVXo9TXI89ei1Mq4eTjBD7wDYqvPgkoKNOXIYejeM+/ltSdX8HOur/t8ZeY+cVbyL74LMW9bnBLyFNgxDi4naqPfw59+AmEngYhUdIbKY64AYHY1YtpbplPfMsxEmMRPJrh9uPpLxDNZEg+/zpOyc2qFHsHye09THDxbLIbNhBRehAnajbdJwgA2eeh7UOX07/vWWT5CB7PSaqKmSxH7thCfWcAycqBLBO58Bz04VGGv/MjsG3yh0HyxirUN09rPaFwHZ66IOaRHfiEBSmYeHorc37wKXq+cR/JbUc5+He/Y/bX3om/uYoFt81jx7fc8Zh7Yws7Pvw7gvkUWrXKso+vZN+Pstjj46RzHgpaDZoXOpd5ySZsln5sLv33bCfXn0YogvZrThUNOm2unZaz/p9hDz/8MF/72tfYsWNHZVs0GmXt2rXcdtttrFmz5i9+TqeBz2n7D03IEnM/uor933sDhGDux86ofGbrBk6pRNXKVoZ+fwCA8Jw6lJDnDx5LDoUwR91ImOTzoQ9M9SfRE/lKkzeAUs5LaecrCAFmzz6in7sTb+E4opxgCShJnC13EvGaWEUZM+ABBNWNcRqaRxncLnHkk9/GHJt0o6q2Q/z4ALk9h2h/ex1kR2m87Cqa3nUZO25/ivFnDlG9ekqX1CMN41syA2X+eUy82IXevY3G6QlsS6KU98ChbqxMFjkURFn9Ubq3LmLohdcAyDqCUCxLKR8iduG7sZ78JWbOdcJUOY48b60r81jTzuDGGCPPvFb53ULvKKF5KxEXuTU4jm0i8iZO3ysQbcdW2igcrkMoBvrkVPG6U7IojqlYmSq0QAkjrzHS3YjmNUiMxvCHCoQacyihvNs1fTKAuvgaSD4NWAjVRtgS2X1deLUGVMVC9G2iMOEqjBlFlWTWS6R1ouL0ZMaj1MzTYHKq1keNTQlTIDnQmsOKeyn1zSLgbyP122/iSTyDg4dkdx223oQ84cGx5Cl5cKse9dz3kv/OA1AGotm9JSLtXvSBKEK28DYlkTvS1C3bQe/GeUwPhpH8Qcy+3Vh9/Th5DyYgaTaOAxMHp2PlXRBStaQXzZDwr1uI7O3CiZTwndVL8VAd+kQYJ6fhDENs5hBZ/Qzy4zLFkTF89iCSpiE3JQksH0LyGyQfn02pK+Qq+KkGqldHDUsYaRvJo+AJTgFNz8xJZMNxx7+ooXoMl+4nJEoFjboLjtJ0hev8Cz0EPW5xviPKNERZQQ3ZFCemhji+10Pi2HLqFvWh1WRgNIxtnljWBcVkgHBjArNMC1SCBnLVBzEPNUExTynnZ3BXB+bLR4jMeJXWdXs44yN+9vzkXGbNO4ZwXJezEA/R/5LBzDUH8QTcaHe+MYSZ9lPaMoCpy6RHYyQnanAcCNYLqmZMIh/6BeYhEIuvwzJkZNUCB8waEyloYveFEX6BY03VnNi2wHF16VlwYwe7fpak/kTt0LsX03bpMtJ3/8C9noBOuHWC7HAV8YE6jm6bw/SzBxFG0qXLGBJENjD7E18gpmxDH0pSSrnjYxQ1hjbMRU/5UXw6Y/s6qaqeIFiVLdNiyhNSsQit6kOod+Ac0fAWPCCUShAg1R9AOvYakmLjmAaiEucQZTAtISIu9bawa9fUzUNQM18n8vYPY5QSeMIpPMEC4aZJgtpUo1d7cDsn1Pp84TzxkSocT5T2a2ehrViH0LwIILD2KvcLoWpSv70LT7CA4jVxdChtfRnPp3+JeXQLxce/CziI+lnku4bcebJrG1Wf+xaSz49c24DR4wIfVA2ttZXYLe8j/eQj2MUC1rF92Omkm73RLbL3/5jIbT/B7t+JVDudOhEm89obKNVVhM4+AyFJnPnwR0k89CiF1101NiuZJrd1B2pdNSebHPQw8qV/wBgeIwAUzSC+SAYhwLd0SuktvmEPvqMvM2M65FJBPN6Em21PB8CRGO0OsegbNxOY3YZaU012+26wbQxdJjkZgUCM2OI6wjNq6H3DYmJ3P5I0QUOThWVJmIaCL10id3iQ5BaXqmkMj/HGu+/lgqc+wsrPLWH6VdMwUgW6PncfVl7H43Hn77F7drP2kZvZ9M0DSHGdtR+ZyYvveJr8iDuHj/66iyufvJ6xLUNEZsQITvvzq1j9d7TTwOe/v11yySW88MILOM6pPMNEIsGDDz7Igw8+yPTp07njjju48MIL/2LndRr4nLb/1GbftoJp185DyAJPzM3i5A8cYfg7d2DnCzSuOYfI7RdiFQxa3+Y2xnQMg8RjT6APDBA69xwCy5dR8553MXnvb3GKRWLXXI1yqMCRbz8DDrTefCZ6Xx+Tm/oBCNVmphSxClmcQg5faxX26DDgNrNTynQmWbWwZBvHkisqZbEWC3OsTCGwpx660uA4pY0bULwmVvfreN97D7m+JJapMDZYQ13zBOCgBYsoxV2MPStT6MugAsW8F7OkYZczOCP/9mPqV46TH0hx7HdtFFMBwpE8hbyPQsFLaHYdsj6GLzKJ7ZMRkoPsmJQe+wqet/4tRrrExL4kimYgsPFGwT78OinGCF1wIZLfj5AUlDVfwRifoP9nT1J/9OcV4QFJtbB11yEqZL0Uc15i9XHMgkY2EUaSHQKhApIQFLN+lEkDeU8b4KBMX4hWfyaO7x7sNz6PNZKCgg9/OEMg5kfPBk5RXZJkB72gYhsSonkxhreD+rPWYD35XSzZcbMGAoJLPGCALQR4bFewoaDixIfp/4evU9/o1gLocQlVKmA6HrJDNcgeHV/MpSTK0xaizr4IrW0zeo9L65OVErntrXBC1rug4V3p1qXUNb5K6b6PY48exEirOHk/tiVhmxKkvNiWUgE9ANmh+bR87CaU9gUk732OQKsHazRA9iS5YbXDwDOvl97vznUpgHgws034QwVIBlDq8vgXDTM52kiu183whGuSRBsnqTsTVL+JVF1P4eB+8Fqo1Xm8s8ex5cuZddaHSG3cgWSMwuBhrPEk7fN6MaozOAUZvBbMzCAUAykvIabfjCiuRG6aiWfnj9AfGkZP+/A3pSEe5ex/eAi5nNE7/psVpHvqAIGsGQQbkmSGo/j8brTcaskjhXOYHEFeGCPx22mYJRdkpI42ULXgOMGWBB7NxDGlimCHZcjImlUBPQDeSI5s2l95BsGhdmU/NOWRY0vwF7dX9rUHX0GuyiMcKCQD9D46j/aGsYo8t23vQy9o9B5qY7i3iXDXUdY8uIyLv76YzovqyfYmmXZ2DdF5NeR+fzeKx3DpbjmN6Wt34Ynk0bNeGpaBNOcGCs/fi6TYaG1xJJ+Otf8FAvYBtJiKnqnDsSVsR0JYML6jk/DKucz+3pUUfvj+yjmbpkCZvZxA032I8lqDz0RkPDheE2QH0fkuur8wRmPboHsdpoyQTQQg10ZQ5l+MNO0SRNQFPrI+WDk+siA88zhy93tRFIPlHwWnKOMYMtZEcGpszCl1wGLWSz7tp25aFM/8eYjqNyt9BVafh+KMUnrpvkoWE9PAKebQNz3AiWIHZ/QwQgq4Yi7pBKXdr+E7cx2BK25BKBpWchLfuZciBdzUV+zmd7nPz7OPkH3qoQo4LPYmkZ55ish17wRciFZ19VtOOSdPdZDA7PYK8AHIbttDzbtvxi4UKfYNEb1gFaXXn0cfGsU0VFceWjMJXPFu5OpatHlT8vaTz26r/K0qNtUfuI3x9fvIvFRuIl0dQgkHOf7tuxGyRN1Nl+P4Ykz0q+SzAUjYZCcmOP8z17P3t4+U56BEIh4mm/ODI8jgpfXfSU7nx4tM7Jmken6U1KYDZLvHsfJTdUCybONvieAJqVzwz26K2rEdSsmprFQpXkQNaTRf1P6me3faTtv/FPvmN7/J1q1b+frXv86yZcuoqqqqNCjdsWMHL7zgNm4/evRoJfvzox/96C9ybqeBz2n7L5m35tRC8vgjT2HnXdpb+sXXmPadtWj1U3Kcyd8/TeqppwEo7N1L1SVnQClP9dsuQ+ucC0DzfKg5dya2YaP5DczhCJFFDeReWU/QN+UgqAtWI4WrWPS9d9L9zccwM3lq55eQEi6P3bYFplqPlUuRHK9BW7CM2TfOZ+Q7d5TVhqiAFU+1QC4rfmGWcNKjTLtxMfu+sp7Bnmaa54+gqTmE5GDqCk5+KisVH64iGJmi+hV7enAa9uEDVl/fy4a71jL7jC4k2WbgYBtqsUTmyY1oAQ2tXGciaQb20VexB/bTdecw+oF9+AMW3mABj0+ntC9Jad8eci8/Qd0lGvLsaxEt59Pzw/UUd+8mND2KbcqogRK+Zshl2onvTYHk0LK4F9VbIjVUjWfBUpZ+/jLiDz1FdudBVF8R25ERcy7CN2823qVnI4RARBYjLn4S656bwR7DH8mgLtTp3zQHvajhDZTVwywJT6hAeqiGwPLLiK1zm1NObmvCzrr1RXJNPeKcX4A+SmZPD+z9B3y+IvZwECOrEFC2VOhHtqmUJbJds0oahbSrMhae6cqL1/3VX5F+9hns1Djy0AsV0ANg5TXw2TimQO4W2LgZR9ljYE7KFNN+QCDyHgLRDJJsVeZAvFel7wMvMO3iHfgnduDLVWPlT81SOkYeM+0FW7h9k3CwzCnwVBy4BN+6d5Lr/UllW75YgydrkduYQ/aVqFv8LLLlw7diAMljYdsypf0eSns/h786h3fZCuK7k25dkVenSgKeaoGwjrNyHNlXwvF3IHW8H0mOoG95FGscGi+pRZ0xg8nxFbSGv1sBPQDhuSPoY2ECS2YjAjn2P6dQmgwRrMogPAadN0zRJkV9DKV9MZyk0iZrJralkhmLoJ5/EHvUC7KNhUAEYzjhNkTaDU7oOe/UeAkHpSWNNi2LEipRdc5dsLcThtznRQpmkG3hAqi0hxmdxzEzU1RYyU7jDag0dwzjDRdoX/gCuXu3ELzhH5mxrhGnZOAkH8A4GKT02hMI4VKuZE8RszdKy8wBHF3GHPGROvAEdsnlkdsRC//YGuwJ95xVj0Ft5xDqBe+h4JlDvneMqoXVRJbOAGyKwSqcbBwEKKqNxxtHnCy3prtzSMg21BaQZq2h9rJjpF99gUh12q1RA2Ifuh1tziKwTEpdu5GyB1Gam5HHNhGs82CWVIKzxlDUFEI5SdZZtRGmjBzLUxhtwU7rmFkvssdEyDZxzw0sfd9hQvbzmE89gDRjLcrav6t8vbTpSQrP/RLFW0KJWJgpDRyB0lKPsMYR+R7Afe4c5JMKyB2K6+/Cu/RcJK+f4NXvPvV5sEysvp0IT4DgJddgp/rJvToFPgpbXiO4dDqiqg0p1lLZnj3US2nH63iqNHwrzydy1VtI/f55rJJJducBrOLdtP7DJyr7j7/+BIWcj0LGzWZ7axR85152SiNEAF9nI+ntLsVW8qiEl0wnumou3raNGKkCTdetZOArP8SMu7TLoTsewDN7Hua+k9ouFE0Kwyk6b57P7i+7WXcnUg9Zd80vjBUZeL4Pp6EDe7CXQsHDZLoGSZi8ds3PMSZS5bkg4VguMA4vbGHRP5wauRaSYNlnl7Hty9sAB0WDB5b/hmWfX8H060+ludmWzb67ekj1Zpn/jg6qZv/vzAad7uPz39/uv/9+jh07dkpfnqVLl3LttddW/l+/fj0/+clPeOihh7jjjjuIx+P87ne/+0OH+5PaaeDzJ7aenh4uvvhinn/+eTo7O/9vn86fzSTfSfU7klQpSAXIjeQZfeUwJ1xJzVuktNlF96X926j52++jGx43g1Qbxug7SOo7/wSWgVf1gSZwLJVSRiZy83vwrXJfJFpNhLnfuJViTy+ZjW+gS+ehGD2oVTUEz74W0TCXRkVGKDLm8BDS2+Zj730aLZSnkApgmzKR85chju3FpXrMQdTNoGXR89R/+CUQGtLSW0g//iCOYZJLRIhddgH5ezfgmBYjQ3W0NQk8uV4AQs1TNCZvoMCSC3YRqXNfhjNWHCQXuAiO9aPnvCi+Ep5woeKk6uu/iZxeQlXTBKWMH0U5qf03AjOhY3R3wdhWpHW/oDr4BNbsEnbRHWcj58XSDWTzKI1vXYt+4CW0csPBaPMk2jsvQqlrJvG0H08oT7Q+gZ71kdu0mVL3MepCw4h8P6L9SkT1fOxMihNtmmTNoOrc6ZgHt2KUZGw0jLxEtCWHL1ZEzbyCsT1OJtVMXl2Af14YOehBm7eC4r4ufPPmET2jhdGBLzHy3HNE/d2E2sZRy1kH2xKgOkiK5ara4QLCUHOcycMtlAYn8C8CJRal6u1vxzq+kfwjL2NNWuXsC8RHqijsmIaZ8lDFVDRVku1y36Zy0bglY1kK0eZJMmMRJoZqy1kKg5GX+5i+0EFSLbRQAdmrYxU1bAe0zknUrIw/lsU+AdCEXaFjae3tKMEaPA0RSiPuPfc2hLBzLkXJyHrp3zwLLJnAUIzgrATqvHeT2/gk4MNM+yjl9mCICMHqFFgC2SnTBNMa1v4bMZdfgWlXI/WlMJ++HScxDoqF5DFxAjMJJ75MzbKeU1S9CsdjeJrqqHvfu5GCfkTLVuK7JvFVaxgHnnTFFgoSxFUwl1L/wVsxzEco9g1TtTqIb3k1NF7J2XdlEAcegbK6cNAzm4bln0PYWewDT1LYv53kjhSS7CAkG//yKiaeCKNvdl8phYEoHR9YAcdiCMVB9N4JjooMDHS14g/lCYTzFbqYXQaVoViW2hnDbp1aai/m058HI45ZGMfwmGhVOSonhZv1FI6MOREAW7i9pE6qwzd6w1jFrUiqD+EL4hSK+OYG8DdvIlwD4sKTMxMSifxiwtbL7nUpFnJqG3Y+iIgVQfIiFn0Gjn4L5ASi8Rrsoo+2y/1Myq2U9u/F4y8iyeCU3Oxl4iffRD/i0sbUOcvRZBUtVEALFNGiVlm9ikpdHieAiKqQSs5H7x4lVJvCsWTMkkLtddPxHHkQyiVi9tEXsC/4LJKi4eglCs/chewpIoSNpyqFp9rBsSUkdRT72HNo1Wl04Y5V3mwHkUZSLSTFQugOdnIMuf5UhTLHcSj89rMw6tIw7cazCd/8D5SOfA5zxBVOkZU8+hP/CJKMdvVXkduWEV+/jdRvf0wwlqMAFLesJ/bpbzPxwHNQbq+sD41Q6jmKkCTUaR0ELljH0MYpcZfihImjmwiPeso5VV9+JoVjw1jpFA3XnY8adWmh7R9w3xWObVf6PQFYmRyhFfPwP3MAvaQBgvDsOkIz64jMbaDuzBb0dInxbcPs/dYJ4QOHxOsHOOfxj7Lr3/ZS6M1wybtnc/DbL1EaS7uCH4Bj2cz+/DoicxsIz2vkD9mCDy1kxvUzWX/rs0zudtXhNn32NVovbUcLTb07t3xzP69/2Q3o7f3lUd679yq80T/Ulva0nbb/ty0Wi/2nzUhP9PlJpVJ89rOf5ac//SmdnZ189atf/bOe22ng8yewnp4eduzYwX333ceDDz74f/t0/iJWe8u12MUSVjxJ7Kp1KFF3gluGzSNveQ4p5WXV2RKybCN5FTjR5s7QOfTTTWz61hBCFpz9jbNp8r00pUZmFJAUD7ap4NgSavN0RPkNY2R1en+3DbHhXkRZMDZUl0TJHqc4sAf/B36EqGpi/Affp7R3FwCesEBWbYI1LkVHZIbx3PpznMwYUvNCsC3Ml/4NYZWwzSKFF+7Gd8bl2HWLiba3ojU2UH3FhRQn8sySNQINPrKvv0Zp/V0E6wcq42FoMwjWTXlcqtem7uYrGf/uQZx8Dl204wv2udJ2gD0xSkfjC9Do9jJJDlYxlc9wkFQTiipmQUM89U9EqgfJFmKUiic1JjQUhABF0SmelA0RsgVjO3BiDRR6hohUZTGLU46DOTaG8caPUAMlnN4nkS5/hImR+dQ2uMWHIwdbCIa3IgddoDLeHyFcn8AXLoJk4/RuxOjdiJPyM7xpLkJTmfGhMxn/4Y8B0Do7qX/nudTO7aPukg+TfuYF5NFfTp2fAM9N30XetR69twcSB/FVZ5EVm2j7GJ7ZTVMjYeQxX/gijinwNuchMo9S5CpSv9jM8N4OwEFb3UWwOgM4CMVGi5roJxJ1wkGNFDBzGqauUsx7OQGKdCuIYWjoKT+eaJ7Y7EEmBjrpemousWyUReftQpYt7HKEHEfCV59AC+oEVs0j/a+30dhUJG5Xk08Eic5VKZSD4IWcD6tca1PK+qn5xFewR6bU9bKJIIkDroOZDOeYdfFul+ZWPjdPextDjx8g8fJuQjVJajvKUrqmjFSTpfTG7wkv6gdTQox5sf1+mPsVjPAARilNZkcX0u678Rf7CfhUtIYZsHIt+Tdm4Y8/hAAcXkPSg3T83d/gmBkY/Q04XsytD+B0v4LSLlUoXlLdmQivBlQhL78V/+IbcZzbMQaO4Z9bh7Pi05h3/4xgQ5xiIkh6fyNS9AqkM2bj9D+Nc2wqKxWsTzGyo5NZ63Zh116AVVRxulxaXIlqvKJMp5MdSLigQQHyB2soBaN4OjWMHh0RDKMFRpAkB2QL25AoFDUcxUKUVeMUX5mGZBRQ134EVR7F2v4LStu70ZoeAyWAqL2gcm753gzemAdvqFhRLsNQcMYCCK8Bm74NTecgVt2OM9KLcd9t4NhEfFHyjaD589hSFerMhdjpZAX0ABhHNuNrybm1QHIA5n8Ip+s7kNVAsyAyB7HgIziJIwz/fCulsUmELCikfciqiazYGId24a2bhTOwrTy3vMTveYr6d15Jfvsbp0TJHUtC8pjueqAEyA0qBGQHT20Wx4FccSH5I7uINrriDlLjdKTaqWzNCSv1D1RAD4DT/wZ2NkPVRz5H7sWncdIjKJPPuh/aFuaB55HblpF4aRuh6ElS2ukEdmIUT2c7pZ5e9/4EFca/+WV3Xqy7nMCyJaheg1LOvX9aXQShuc+RlS8x/sJejHSRod+sp6ZmCFlA/K6j+DrqyL6xjcKBw/iXLCJ25SXU3XQ5o79+HCRB3U2XE5jbTuvbV1I7qeObO4u6dQuQFInh144z+dwOAtUSbVeuoP9uk2LSwucrEWqtRvEprPjclKLbvvEcliUhSe6cjixqpuVtS96Ulfr35q32cnLewbGcU2jYAIOvT0lmFxM68UMpms44tbHp/wpzwP5T1/icTvn8RS0ajf6X941EItxxxx1cf/31rFu3jhtvvJHFi/+wxPufwk4Dn/8DSyaTdHR0UFVVxbJly7jxxhv/1wAftbaali987E3bswM5Uj0ZIMLLz65k2sICdfFjNHQWEALkpg62/NuQG+k0HXb+y2a0i/oIV1gzAnXaLIzJBIFzL0JtbQfcqONrH3ya0pEDzJw75UTpBQ0/gG1hT/RRGtcroAfAyHtx7Ewloio1zkaqaiU94WXgu6/jbw7QIITrCAzHcCwZ/ZX1+Nb40VavBED2ewm0TdF65MQ+VGkCxWdyombPG0jhecuHKD31fXBspJlnY2x+hKqr1yL0HhRzDMeag3Vkq3s9tsKJldgXyRNdGUefMCkMx5BinXjsPYhyNNyJx3ECAn99GquoYdkxEJJLw1MUfGecTzE4l+zmHxCoTaJFC7DtO1g9TxI75204+7Yi6zJ62RGXvfqUQ2iVsA89hrbiBvbd4X4emRUGcy9KqICnNoWI5ijFg+XbM/X28EXyyKqJpQuyG6e4+3pPD/rTz6IGSzhdd6PN/xfSO6uIlptrTvbWof78n6FUQFINAs2pckNNB0+ogPPSZ3Ea7wFvhFJvLwMvd+BYMrJHp2lthmBrkUU/vpXj922n+97D7Hh2Bee+Yz2Sart1RrUTWOo0hHWE4LQJvHUZ8qNhsmNRGmYOkE61ottRZnxiHSO/Eoy9NEqwIYG/vZ6xwgoss5uJPW0MhFL4YjmMvHvvFa9O7JIDyMHrKHZtg0IWRYO6zlEmeh0KyQCR5VDsS5MveKA83rYpwdgRtJnL0ao17FyWfHYqY1pKB9CzHjz+ArahIKkm4sid1Hj9pLWFmMapy7Qc0NEzbr2VpNpgyBQO+jn6q/2IeJ9b/zWxi/p5x1Fry1TFke2I4e0Epy076f0vsI++BueAc/iTkHqtfItVHKca83gUES5SCqwjMP2T2NkEpWd/jJOdRJ27Gt/Kq/BfPR9ntB+cSRa/cyPeYBqzpDA8dgPInTiHfoUT348jexCy6wSnB2PIPgXlnI8jzbsaHBujazNOqUBk3hmYr3wf+9CLCH8U7ClHUCgWpeEQ1e+5HIJXY48dwnz0c1PjSIDnf3kJimLSuTLHvJtiSEceAKBY0PjdLaNceeWzBINuTZZjyKitXbz0NxK9zw7QfE4Diy5ezsTvx4k2xdFqg3ijOUj2YTmgyg7YJgy8Ag2rMA4fctM1AMUk/hqn3KTzOGJgA2LGJUjRauykW2voCRdchT5AWDkoFHEKKqC6Iub+aUgN52GpCyiNbUXxlajuHEGSHWxLYOY9MPAK4tIvE9/YjxA2yb46HGUjcu+zOJkEji3hOB60kIGeDKPGskjCxM4a2GKEwX0z8dekyQzFiFw2g9itqzEHjuKf3oB3yVkIaSqAcsKGf7+fGl2uZKutkoqjFzCPbMLbGiYdb0GJP1vZP58K4wF8HTWIQ/aUEqQkI1c1kO8edpUuHfBlByoaErlXXkT1O1Q3j5OeiODYgvqrV7k1o45D1xd+Q3qXq5sdjEzVgGKaJJ94muwbZfB8tIdUb5GOv76a6IUrEUJg5Qoc+fi3sAtFkCXqr1qF7FHovv8QR77+GNU1KQpA4uVdnPn9d9B/zxsIVWb6R9a+aTxm3XYGu7/4AnZJgCIRP5yh777dtL99yanjtifJwXsP4fc5zLpxJrG51Sz/21Vs+PCL6FmDpZ9djhY5lWI78+o2+l50s8aRjiC1i/4X9vA5bf8j7OKLL+ZnP/sZ73//+//zncu2du1afvKTn/DVr36V++677892bqeBz/+BRaNREonE/+3T+LOanjHY/9tjKB6ZeTe1I2tvfjEaeRPHctBCKqHWAFVzIsQPpiiVPASqHLIjYfr2eVE0g7a3vgMtvJfCuMv9r6udIH1UpxSswxsqEDjvEmpuvumU45uTcSxbMLZ5CFX1o+sKmuZSw7yhMp0hWIM8bRHxxw9g28KNAgO24seKLEJriKI0z0JZfhV6ssCm99yHmXWdf+WDVxA1HjtFdrqwYzuhK6b6FTmOw9Ff72HwuR6mL8gQtsWU4wmYRgjRdCbx9gBGz16q9z5T/uYGtKoMTtDNBslnvAscFWe4H+uwK+8rwlVIdOGrBV9tFltW0I9IoJwUohISkmoRPmcGjtIB3hBO9VyUhlak5G5q6vfhfOjzsOdnML7H/U78MPWzHoa6A5SGIhTGZyOsCQKtI5VotmMJ7O2/oe7mhwnM/hhGPENoXgO5X3yIYNsgQrHxNqZJD1ZhZSLITq4CfgopP5YhE5qex1eTJjfheiJCMZFPCCPoKYwjm0j11ZGfCCMEqD4Lb90IktdAnwhipH2o4fxUV3ojS/Gu27BzOllxRuW+WCWN/NEJQrl/xRYyyX1voZh3AcRIdzPNc91aFTPvQc72Ej27v9JIsZAMEGyOM9Y1DS8Jwi0y4UAPxeAeCmYAn2rA0AA1zgD52hay2QaqLliLdPC3SMImMxrD0FUyhxuJrrGQcqeqUZXyGokNo3DDW5n2hVasb/yE+EFX7S7SNEmqqw/zyfX4zSSS5lIjTzTIlTUDrTmFFCkij3srIN0byROdNk5mIEYx4wMHvE0JTN80HMdDYuc0Ah0TWEWZyT3T0AqHEX7HLbAO5VCCU5LZkmrjGIJiQmLK1XIojktoAJkpIQIRMHCl12RKgzFGdieo825EmdyIfXQTSDbGxF63VwsyVkFCDhXxNrjUT8VjwugWJn/1Raqj7nMg/DrC696L6mX9TGzwMvRijpY5NqXtz1Hc/hqWruDHh+/SL2Cv+Tj2xBGczT+AyUOYBQVfc4LoogGKL07QNzBM+4pBkDUkOYdQbEZ7zsOxJQxd49BGjdaPXs7A5iDxzXs5sr+d5KRKf0898xa5dR5m2k/f5sUcfcSV4+97boCmc5cz858/gV3UCS6eiSMg98hXmHz1CK1nHK6MUX5E59gDCWauOLE+AKaEg0BYEvZYF8rst1D10S+Q3/AcZjKDcegVfFU5ShkvtiETrJqPqJoN8UNkx6KUxFJiE2nU6hj+pYtQxl6sNDuWZAfZq+M4BtbEMNnSckr9rtBLuEXCySROLBMU4kE8b/sE3noJ6/FPYLt3GF9NjqGJVjKDeWo7J+GNX2AHI0Q/+CXkmqks6783yeuh76XpNM09DrYgk2xEefJ72P3lGktlJoc3zyfWPEk2GcR/4SJiQMOtVzP5zc2QdMGKf931CI8Hye/HSpf7EEkehOOujcLjRWmbhazYxBoSIAT+pUvc3yjoFdADlOlqJyashPBOBaYARn6/k2kfvhIl5NYKJV/b5YIeAMsm/cZeAnPaGXjuGF7fSXLYuSKyV2bRd0/tVXeytV27gAMvpIk/u5NwqISZLrD/ay9Sd24H/maX+XBk/SgPXv0crVXub/b8tourXryBhrOauH7nO3BsB0mR3nTsRe+dQXR6iFRvlhlXtKD6/re6aOLPoOp2WiXuL2kf+MAHWLduHStWrGDJkiX/5e998IMf5M477/zznRingc9p+0/s4etfYeBVV4L6+KujnPf5GaS7hoitbMfXGOXIw8d48aOvYxs2q/9xGUs+Op+rH7+YI4/04a/zERDj9HxnEKOkYUlBQnPbuPDOGrZ+aStGpkBDzT6EbeCYCqnhKkLRehxDR6jui23yvodIPfUcSBJtK+bRv03h0J6ZtEwbwhcoYvQ1oPlKRK+9iaA3iKWF6D/cRm3TOJJs45+zgvAHbkUoU1M9e2ysAnoA4jvySKEqVM09D4Ci3HbKOIy+drxSAJvY4WX1LXMQuTEkaxizqJAdtBl/5JuM9wRo6hyEeVPfdXvBlIFPbTvS9LUoRhFj2+M4pRyZfAtq9p9Q1HI/GKOJ7Bh4IgU0v440ex3qBe/DyU6Qu+vvEOY+91iLL0PyzsLe8EX3hw4+jOi8GOcE8NGCkNmGkMDbnMLbfhSmfQx71zew0irCETiGDFigZwnOacHJJzG7XsLXFsGR7MqrItQcR5z3U/BWY/dswtHzWNJs5p/1Q/zay9imhCw3YeU8BFsnKpFt1CDeRRciHj2AkRMgJGqWHsU/3aUJetsmSbzRiZBttLJwhOMI7EwKETDQ5BeAqQJg1Vd2XhyLSLSHQdw6ukOb5hOtTiFwgY/k18n01GFpJnrGhzkRxExMyX/rQxMUnvoJtZ0FbEuQHqjB15JA9peItI+x78Wl6Ac2odgq2ckIqbEqAHKPrGR6fgihP0Eu5ao/jffXkkuGkDCYeHgD1bk+7LRG47wRtIABksPQK1uprU5R9kGpnTaGqG1ADR+gekk/8pwJShNB4i+007y0t3KeWlsnMavbpabZgsJAFYX9foJnn42dTTK66RBCslA1k2hNGnCQNdMtWletKUEI1cQMOgz0nEmzfwBFjGPkvJSKTaiPfhMlWIcccB1LO+HDsV3Ho2frTEKaweTdvyHankTV3KawJ6LtAgvhtcrzaMqKqQDByV0QLW/wTGVpI9PHGHxuIcbGN4hLvchjLugSliB1z1HUlnY49iSFzfeTGw8RPuMSHNmLT3eb5Ho9E0xrfJDCa7XYJY3AtDSe6hzTIhvZcf9bsQwFsOn94RNULYnxytbZFE80CA5OiZMk4ouxQmWHWTice9NLzI78CA7UkfZcQ8F8DN+ci5kcXMLEoTzh5knCzZOYnnmMHO6gd9soZt4kVONmLJtmDpanpkDqcMU/lNoGwtfe6o7J0UtIP/hjMofczFfu1+tp+tsfEX/yWXru3grsY+iJXhb+7OM0fPxDFJ4GDjw+NffL9Dsx8AKtX/gkk4+uB0ki1Okj/+SvK9lnFBVPRwdSwEdJaaIwkMcTzuObfzGz1l1AfsMzmK+7BcRONkVpy/P4LrsVZ6wbx7GR6meeQttqvmE13Zs3MNlz4h46FdBjlhTyvSliVQIj5Wd8eAar1rmLn6Qq1Hzu6xi9B5B8QZSmdgBaPvUuRu5+HDNVQA+HkEb3oXl1nEyc7KZthN//Nxjd+5Ha5lOIK4hYETngITivmWyXO8Zaxwx0ZwQpP4JSXUfwjDNIvrgFWTLQSyoFPYo+kWL8qa0oAS+hxW0ux7Y8SP45Ls207owmurf4CZRFXLT6GIEZfxwEnrDsuPkmP9oqTdVp7n3wOIGT5rxVtJjYNUagOYiQBEL640542/n1cH79f3oO/9PttJz1f3974IEHuOGGG/jQhz7ENddc81/+XnV19X++0/+BnQY+p+2PmlEwK6AHYOTlHrYd3IBj2ch+jZV3v583/nknVlnyc/OXt6Md30XijSOEF7Yx7atvRwm1oYS85HtGqVmzAE9tmIbaMFVzIgw/eQzROKVo5I8WEa//gNTeewm970uIQIzU08+7H9o2NYEj1K1Lk0kFOLavg5kzhjBLMqbuobBL59jWV9l5RzcetYGG9hECwTwcfYXk/RLRt14FniBC0YjMrSPQFiXXnwQgEC6Qn4gge3RUzWBipJ7Wq84h/dob+BfOw0kMY296lObpKQa7G6mqStP7oobHX83JgVLFTiFJfvJpX6VpqOOA7HVBj2V6UVrcPkhC9aKtvoFczzh7b/kpvuh51M09jm/6HIr74tjZGjLDDuHGOP7OCB5fFbmuowgzRyHhp5jyI45vpdoYp1K941jEuwTGyEICrRqhiz+C6P57yLiKZ2Yxhp1vxzRuwB5+ES2Wd7MLdcsh3IxjW+R++QlEbhQAORpEqysXy+gy1uMfQrn2lygLLilfrwHxVwC3yWZk0QDCkNwXliGDJWDFJ9FaZ9P21b8lv+8g3hltsOmDWFkNOagj+UyC113H+MsZ5KE9hFolFK/ASXajTB8lXJ3HkaA4GMVfm8Dr1TnhcUQvuhjPhi7MkkzzjAE8TQrFfgetLk1opUv5SvbVsu1Hb6Fj6RFqGuLkJ121L0mzUMuRXkl2CHaMEZzjXrdjSiyI6QRr3fkxtLe9co8dU8YYzOEJFQg3WnS9tIRcMoi3TB00Cl4KYyZIHiZ7mtECBZpWHWVm835K42HMsvyzoSuIySFqrjyGp9xAMzMY4+jrC6i+YC5e6Sii+Syqai6i+OtPIGsWtinIT4RAgF0oEbj2g+x67glm1L500lMrwHEj/7qh4KvJgi0QoQJ5v5eqqk48dX9FfvsWrNQhNHkE88AgliQj19Qjt8xl54MLUHNHmRysob5uEspd5nNjXqJtBlI4A5ly3kg4aKsHcTQwR1dhDg8h7CKxuklyg1FiHSMICZySgvC6jmFuKIpeVtGz+vYgl1l/bnbDxkoO4ug/wndRDqO3mm3fz7P6J+fC7nsrVzm2aSbecnPLdFczNWcdwaON0TBngrEDNTS2jtASPA5H4bpbI+wvXUfHmkYm7k1S2BZByBYLLttMrbWZvtXvxkr1M/fscj2OOUJE/wmiKoW971d4qv8e25Q5+txSwGHeD/6K8IQJCAa62glEMyy7cj+2ISNkC9G0iMEHDoE4TN2N61DSO7Be/zFC8mAZU3Op1NOHMXCQZNdUZs5IZMke6Cd6xhx8l34AI+TFHj2KM7KtkqW1+zbhueyfafzA9eXH3sIa6qG47XUA1JCCkARGPMvAa03YhRJCkWh76yJ84SC+uXPIvD41Y6RwFcbGX2FudsGQsuxqtAs/XPlcCXqpu+ZcJu59wFVHtFWkloXYA3spZXwVyWxVM1n6hWUEWqfoWUKWUepasFNxHNtGSBKBBTOJXngWAz96CIaSQJhYfRxFsygePEj1ez+AE57G3o/cgZHIocYCLPzhbcz7xjsYe2onkkcltrSFntu/gY2EOThB/NnXUS+9hZ4fPY9e1JD9gkOf/Tn6qPsMV69dSscXP0R6yz4C8zqJnOlKTc9530K0iIdj92xBWAZtl52B9O+EFADS/TmGNo/TfFYdoWY/Kz46iydv7MfnnUBRbNpvXEywo6qyf9uZ1XT9WqEqYJTHUKV2xZulx0/bafufbD/96U/ZunUrL7zwAsuXL+eGG25g7dq1/2EGKJVKvanvz5/aTgOf0/ZHTfHKNJ9VWym4bJlt48RdZ8PK68Tf6EELTb0kqmoKJN5w6Rfpvf0c/u56pJYOpr2lg9o1C0459vFnejHyHgoFDV/ZafQG3aJmJ5OgtOVZfOveieT3YedcOptHTRNrmaCuZYJSUSN49dvQSuMcenCYxN1ukzm/RyVcHXdBT9mKO16lNH4v+CJoV38duW4Gq7+9iuTGbahzz2D8qa3IE4NlSWU/1VesIfGLn7vRQY+XUGwMTZjMXASap4Tm1fFqBprHwLYVhDARskQiUYttCxTZYbBrGuHaJL5gHj1fj+wxcGJzULMFjAP7UTvnIIRN6ZXfUd8+xHh/PcmDTRhDwyjqiUihoJT24xlxqTl6SmAm/JSS5caWJsSfO0bdcjeYaZYUjj+ZxCxWIySbNnkfgaar0YYHsC1B9rCCY34LECixeuyRBErHXPxv+RJCCIoH91dAD4A+GQGvhiJlcUoqOAUm77mT6Dtvx+l5HbNvL4oTQQkm3fNRO8lsNwnNG0JoFpbTgty8DgCtoQ5L8qE/+LdIaRWTRrSWOEpNFjb+nKZrvorcfps7t0a7Sd35FVR5ECEguuw4LD1eViKTse02xJK/IdK6mvOXrEbfvw2hzMXa9wRqaBCpIV3JSESnjbPsc9VI/rOpbupC2XSYQnyc2LJ9yMfc/iSoMp7WqeiiUGyCdfFKbUL90mP0b5gPCHxVBt66FIF5IwjFYXasxM67pjpPC8nGF8mRG4kCAstW8dS64NHrnyA9WIM+FKGUCKKqNhP3LSF0/RjZYzqHf30WpZyPfPB8/BcsRQgJq+ulSm2FpDhooSKS7KBVF9j/wx1kesYJL5ugNBEun4CrPGf765k42kbj/CdRZRsrbCHiHXi2fptCKY9U1YDwxJFMyx0rR2CNB3FUP4u+8W6O/Hwn9YttGmemyT3zqFt7JVTkdZ/BLOzBk/gpTk5Dqs9C2AAkzMgo2kgeoTpUTx9j4lAzPU8txxvJ4q+10WqSFNISo1tmAG7flPhoFQ3t7pyzLYHaPgel6jCO4WZFwu2TVC/vZ/SNJNL4LLzaGOO9DYisD2/E3cexJLcXDR5SxwMIAVVl0Aogl1I0KYdpWTKDuugShn/aRcuVe9FmjuLkVS684m6ObjwpRQtgSmUA6VC3ehDLWkPu0ADVaxYTnN1CcDYs+eoljDzXxcxpj6A6KXAEjhxm4JUo+qgrFFLa8yqtqw4j3DbKRKMp8rQDAsmro3R/gNDMvyX+svuzklfFP91VBhOyinbee91n8bFPYQ/sxMx6sUsqxr9+gMC7vowUa0DIMlIwWjl1J5ehtP05SnoDdqFM47JN0r9/FOVtb0WdvgD/W95Nac/rKG2z8Jx5KYUf31BRBzR3PYF6wW0IMUXFCi2fi/VaEfQ8IlKL722fRt/zGsW7n0cwBdx8M9pPGUb90C7Sd/0LWCbq9PmE3//3CEmi0DN00l4C01BQNAu5cz4AEy/vxUi499dI5Jh4cQ9NN51L1eIaHNM8pdYQcIM2fWn0gpvBs/M6+miq8nn2QD+dn72O4KKZp3xPSIL8eInj21yA0r9zM7EF9dQsqqnsM9GV5LcXPIeRN1GDCre8einTLmjgvV3XkxnMEesMoAZPrdVZfms7kiw49lQfDZ0eFn9wHv76U1tCnLY/bg5T5XN/ymOetr+cffOb3+Rzn5uqwdy2bRvbt09RqteuXcvFF198ChBav349n//857n//vv/6HF7e3tpb2//Pzq308DntP1RE0LwtgfPZ989PcgemYZ2kwN/X1YykwTh+U2s+cE0Xvn0ZqySxYLrphF/eLjy/f4n9hOfGGT/j3dz1UvXnyLbWbOkhslNvRw71E7jtAkisTj+kxSApGAEoSjU//WHSTz8OMIx8OlvVD6vbStSe9EicASJb/+6sr26NsGCVV0IyanUhmha0v2wkMLcfj+iYw2l+7+KDxDxFzGstaQSIfJpPxOj1SybfbRCiaBUxCoJ5DIjZvqKozjCJtNXV/5Fm9BFlxBas4bgsMWOzzwBYhLbksnGw8iSjayZmAUP0csvZuIbnwVDR/gDaLVepMQATTPBF85hGzJWSTlFnljWDDxL12DrJqNvjGMcbiFWl6xcr2PDxN42VH+J0aON6DkvsmJR1RCn+NpTSFVpnGgU25IqNL4TUt6hG25DBKMVWkthpIgoqlONS03IdkWJzCjLUNuC8VdHUdIfRjLigMAghqfdQmmoQ1ryfZzdPyGxyY9c5SN0678gJBW7UKTnW79jcnMX88/prpy7MRrGyXrAFpS2/p7JR7vxNEaoWuBBnbWU7PYxomuOuGORlxH+dlj4ReTQIsY29GBve436y1ehtjSTu/sfy9fnwz4uQ1uifKUKzddfgvDUA6vQSpuQh76Ad94Edl0WY28d5qQHtTQXxTOAEGCrrZQmqhHFXiSPgbeqijlfux7HW4WvRsbe8A5Euf4q0jHOmf9UZPKFo+Qng1R1FsgMxyhlXCdHrcnieC1EUUaSIDyryNDhBk5krYRlI8cv5sAdecDi3I8+Ryh5L86LM+CcnyDkf7dEO65Ut75nE22r9iONewg3x9EjOVe5LxgjeVil2GMiqUWO3bWamnfswZctId6wcUpuQMCJjyD7i0heC9uUXCENRyBPW4KnLsiiL5zr3nO9gNZ/L8VBCTBI3/MjgpddjjzvJjB2Yhs7sAoa8fsXYme8SFoVVfOOI2sWisfAyPiQcIjWD+K99l5SD20gfGYRpa6Kvd/byZFD7TQODBOoMpj/zzfjnT0fJ/3kKU6KWdTwTv6AXM7HY//8bgCa2kZYec4eJMlBdyR6t86it2sFes5NH6XiYaJVZQVFB2ad8xP6f/cktnIJsQXDRBaUHW+PxWQmRuJYDfnJIL4qN0PmSE7lGcx15Wl+55o3qXbVtudRpMeQzQQVSUa9gDk5jiTJgINRUNy1pNIuxyTUMokIlQjPHkaSCtQuPYr8uesp9I5SvWYxWk0EO5/BGu5GqpuGHIqhXvJF0nd+BlFy11cnPUbud18l+KF/RQiB0ngqNVfq+T7ajNtACAQWoeo0TvcWJr+1ldhtn8F79hV4z74CR9dd6f5kPbk+A1k1CXfqaOPjSD6B3bsNqX4mpR3bQS/PndQ4xqE96EY1Vt5ESBJCOPiXLcPz7xySwuvPgOVm+ozu/ZiDPaitM4iev5T481twLAsp4MOpqQZpGHvfy0x8fxzPgktPOU7i6ZdRSwNkX3YzzIEzVlJ99Vomn3gJrTZG7Y2XI+2Oc/zB3eUBkPHPbCZ/ZBBwkH0qvd95kMa3X4inyaXRWAUdSVXI9GdQVQNZtikWNbLHs6cAn6NPDGDky9eQNTn6+wFWfmIevmoPvupTAc8JE0Kw7JZ2lt3S/gc/P22n7X+63XHHHTzwwAMsW7asonz83HPPsX6920vu+eefrzQxPdkeeOABOjo6/uhxp0+fjmVZf/Tz/4qdBj7/j9ry5cv/4PYDBw4wd+7cv9h5eCIayz8yp/K/rAiSu45Tc94sQrMbCAHXvXA5ALZp0Z2PM/nqAWpbBpgViaMXVbZtWEJi/yT1Z071OGianaZN24Ve0jh+qBWPWiA+VEMwlsEzdzGe1VcA4JszC9/ffAbHtij87h+xju3CMiWGu6rovvkezrn/VqLzakl2uVmputkCSbXRvCUsQ0HIFv66qX47whvEPDDF87DSKZp4DBZDLu2neHQW0TMbiPe6tBfHplIgDw5qOId+kiIXgNrailJbR6wWfI0R0kdChGMZHOHgX7UYpboJ3+IV6F1bwHBBhJPPYY0mkMtYMNqYJDxnENuUGNgwB7RGIqvnEjpvNWrLTPru3cLgI3tB1IFwiNamkWUTbyyHEA65iTCm1IC32Q9JN2sUrEmi+gwcQ3H7t7jaUQAoTdOQQlOUFMdxSPcVKB1uomGWq7RkGzKOJRM/1IQaLJAarMYXKCFbkziciAYL9MEYqA14wtOIfOQr2PExpEhVpU4r/uBDDK0/xrJrdkJRmVJ5sgWO7i5BExsGSA2kaV3WjTFYQgGMQoj47+cRmT+AHI0izvw2Ijyb/f/4ENHJR5EEjLx6J97GAJJ5Uo1JQSP+ygyEKaPOWkTw3FpKQ+MMPbqFiY1HaWppIDB9DHM0iN7vjkFpdw/KNX9DSS+Rf3Y7UnYcaHaHyynB0W8R/fDfIUQQedoqSD5buX5lfCP1cwz0tJfsUC1SNIRWyiCHdWrfth8nLRBFcByFor4CX9Nhcr11CAGB2iTeoUc575OLMGKdhIplFbP0Uawt36W0aTsgEP4QZrqIWXDHVPIZ1Mx5laoZMuYb9WjBElqwhLLAYeSNDjzRLE0rupEUm+LeELIVAtPh5CCqKDv3UiiKk3JBgrX3bgxzE9jVyEveg1NMYWeKgP/ERKGw/hGsHTkClyxEmnYFuWd+iZ0pR9p1leJEhEBDkmBnAMnuQ/XpyK3zUWuqaLntane/7ASZjY+QjXs4tmsG1jGFWVozcnwM1DVIdg1GIU3qaB1V04apah+lyhGs+eBTHD+wkPqL1jLw+wRmUSWf8zIyUkNsppeWCwMMvDTG+HA1oVAOw1CZf9Mr3PPdt3Jwu9v/56LLO2i6ck9lHPyLF5C8K8Cv/v4W5qw4zIzFvRQmw7St2Y9X0/EXniX3yyG0S/4RrXmK25p/+Qkc2yE1EiXaFEcIKOky2CfmosATLFBMBPHGXEClZ/1o4TyRVVOF+iI0l5q1Syr/28lxsj/9NFrwOCJQwozORJzzNXLdJYInUd+tkT6MIzuRa6fhXXkudnoI44170WJZJMlGDN5Hy+e/QXb9s9C/vXL/ijs3o81eQOGNF0g9eD+2brkADYGlqySPSOS/809Ep41AKetGYabfwMlWGpxEL0iAwLFlHMC/yKWPFbc8j75nI3LLTKToFIBAktFHE+QPvYjik+j8u5swSzLBhdMpbHyBzJMuJVc/tJ/IitXUX7qAyRd2oagm5AySL21DOQFGN2+l/ac/oO6mt1TaHTS1NCBkieS+YRovnk1kbh3xjV0M/uQRij1DFHuGyO47xvyff4a+O9Yz8LvXUcM+wstm09LsKk4aIkDT+afW+NQvrTrpP4fqdg3Hdip1OrZlk+lJEmgOofjfTJM7bf8fzPkz1PicTvn8Ra2zs7PSrLSjo4OLLrqI22+/HYCdO3fywgsv/EHwc/31LoV32bJllazQmjUuq+JPRYM7DXxO23/JxnaMM7F3kraLWqi9YM4f3MexYOYXrqH5rbPI/fJLAGheg+kLB4jOmXp5OKUC9fqjSM0uCJAVC995b0fkJ9CWzCB23pv124Uk47vpnxn56mcJqgeYd/Y+ul4TJHYMcO6vr2Hw2aN4Yj588jgTv+hBayyheEyUmctQl83H2vMEItaKcua7cfZvxNj7MuBg21MOcyCc58LvL0abPg8l6GXogY3YyWP4qrI4pgzl7I2/Pome8qOnw/iWLSewclXlGDM/dCbbPzmOx84x99wuRG4/SHVoTZfhpNtPuSbZp1eKz7WoS4eSFJvaBQNIF3wW/0KXfuM4DkpqK43z+hjvbmTseCNNZ8komZ7KsTzLzmL+O96FkA2sDV/GPHYUczQ8NeaOIDR3kNJYBCFUfEtPBdYjT+0l9/JvaVrcizBlhAChGBTTfvScj1IyQCHlJ1qXLCfDpkCUVdCwzBiOkUGoIeSaU7nsxtgY/nAOza/jaAZWQcO2JOK9dXgjeZxwG6njDp5gEU9gSmHJG0kjeQyciQBmqR4t5NJU5N6XkU4wuwwHMzWKJjmVWgPbliCv4SDQ93VR3PYq3d9bz4Fttay6cjPVzRPYm5oqTTNP2PCGJLHik0jZ0NTGE2us41B46SHE8FaQLbxzm1CbYtgN12EO/w7ZGiVxsBnHkhHpEsH2JLHLD4PZjFj8VUSyh9EnhinsPgg0EpgXIijvR1bdSLIUP0ho6Vw4OPXT1rF95cyjwMll8Zz7dqwXHgavhe/s/vJ8sfC85b04Axaiqh1hvkyg9TCBcK4iMOENFrFyGpLXQHYEeqkKTYtPSStrPhwyCL+O0pzA2ncUOIp1eAfadd9DDRno6RP320ELFpEcieLLu/C981bUGV+CDT+ZmtdlxUXJPE7o/HbwzENZ8dGT5qKN+fjtdCx0nf9oXZL+A9OJ3/OP7HuoAxAs/8cPUtPwfWo6RujuWspAwk/dnOMEJJvz3voMQnkW8x2zOP4SHN41k6r6BPNmHiQYztH+7nrszBi54SqSx8Kks/4K6AHY27WS80Z242/oxRZz0XtseoaqKOW97NiwmO5D0zhj0VG8lgMF15FVrAOMfPtfaf3W1yqOtpQ/wpF9MxnsbUL1lJj37gZaqqbGARzCrVnGD7TgCeeRJBtHsameO0hmZwtqfR4nsBgl04HWAGauRHxTN9LEbryMoZx4FpJHKLx8N1ZBUEz70AJFLMOVg47/6NsA+JfOIfi296MNfx9j3I9Z1HAo4TmjgPfWm5j42u5K5oX0IOkvXQfY+CMO2fEIp7gCjkAy4y7oKc99mTiGqEaUkphSjPh9LwICrbkBtb4K3+wZhM5bjXGsi/yjdwBg9uzFqFlF4Mx1WPFRnGALo9+/E9WvI5fV6qLv+SuUkB+hngoYJE2j9qL5FDZvqmxTqqMQd1kBalMjQlUqWbjSSJzcwT5qVnTQdNlUYNDfGMDMFDmxVpWG4pSGEwz8ZiMARjJP+vWpHkWqk8PK5CE4xU7oWNfEW351Nn3P9REc3c3At35L4tF6Fv3bOxGKwos3PUZi3zieKi9rfns14RlvlqCe3D3K+JZhGs5tJTrHRa8jO+McfXKAppXVdFzShJ7S0cJaBVA5jkNqoIC/WkPz/+9z1f7kfXxO21/Uli1bxre+9S0+85nPvOmzpUuXsnTp0v8QCG3fvp0dO3bwL//yL4ALpKLR6Jsy7/9f7H/f0/TfxE7mQp5sfywT9Oe04+sHeOYdL4ADWyMa1224mkDDFF9Zz+i8/L7nGH1jmPrVjdiKwfKTgmaNF8/CE52iBPQ9fYQIU6pqkUaL8KVLCLb8x11+rfgYIdmNCqoek2kLj+FrDOAUcjSuipJ89iXMUJCq936A5Otd+OdNI3bVeQghkBddhd7fjzGRQl1+KY4kMF7+N9SShXEig6N4UBtbEEIQPv8sgmedweQvvocYP44o191YRQVFtonMLqHd+gMk9VSqQ+3qaaz8lzWUnvjncpYFyIxhH9+BNmsxgdXLMCeSKEovmpTAyms4wkGtKcu7Om6tjrVvfwX42Lt+SZ3vt9RdAE0Lj3F49/VoMxqwd7rARwQi1N56C8Lrofj011GTLyGFwE76sEuuQ6GGC2jhIlq4iF1UMLY/jPyWz+Mkj+LED2D2jzPrgr2YWQ9meTyEAK2tGacQwb94MTULlpH55Xew5UlkycIuaG5UzpEwug/geWgtRKYjnftNRLC5MibhNReS3nkH6ZEooTq3FkISEG2dYOJwE0rVfIqeJFLh2ClS5EbWh50MogYKiOwk9v1/i/f6L6NWaVARUHLw1aZx8gpG1k8x7UfUtOIpHQbbBXz5nbuQzARaIEj9tLHKtSmKjalYOKaM8AiM3r0obSa6bFVokifTDu2xIy6jyZIp7pMp+a5j8JEMpaMt1M93vxOoT+CN5l1VtE21yFoBZ+AOCt4LKew+wAkHLHcoS+y6VdhH3OyjUPM4u+7EFFUIVUbpOI/iq30ouBLdtiMjL7mSyJwzcBJP4WTuBAss3Ufvvx0gtvYS6lZeiGOspOntf0dhV+9Js1JAuAWRjuM94zq8HetI/PLbePR+1GmzUFdcQemhryFFii718ISZBk4xjf+mryK98TCl7lFEfhipTPNziiq5zVs5+usRvE6E0DQPgfoxPBF3LhdTHg79LMrSm3/L2F0KwbOvIrBgJk4hw9DrNunxhVS1jNM4fYjmMwu88r1lqF6dZddsJJqJI+reytGtK8kkckSuXcTRpzfR0XkXkmyCAwqHaHv7e2i+eILCDne99DXHidW5gMpZ1Ef9YCNGzbX4Q3nyZfph8+oWglc8izkxyvDf/w2O1YdtucCosX2ES255iXA0i571oJVl6PW0DyuewE4nsXueR/g1tFqHwV43i22UPBx8sMC8e9aB8zz58QZCl9xK4uH1QIpS2lUUDLZOoNZCIT2f4o5hYBJe/xqxT3+TnZ96nHyvm3loX1ZHS/1UplqtCoIkU0oHKKUDeCJ5LF2uzM38zgN4g39LKT0b2Rks33WB/upv0C79BN7L3oXVsw+tpRZry+/K3xMIyQ042JaGpYMQDopqYjsBEMlKoUWhe5jCiAWEMPWpoIc+OEbblz6H5Ctn/BJjuMVR5WziyDaUa79DoLWZ45+6HUlxsHQFyWMgJJj83UP4lp2B/9w16H3d6EcO4V20DO/SVSAENddeTHrTLvxzOqi5fh0jd96PlS9R9e63TVF0e4c59MkfYOsGks9D+9+/n8iiNvdzSULVDIyy/HWgsxrJq4EkKs1D5YAXsi6NT4n4SO4bYfj5IzSunYWvyX0nzb5uGn59kGM/SrrP79FRxp7fh+WNkdjnZmlL8SJHf7OfZf9wDifb+LZhXrzpMbAd9n57Mxc/dh22UPntRc9hldzxbVoSInUoQWx2hCsfvBhfnZd7rnudrscG8cVU3vvM+bSu/PMqXZ220/antK9//et885vfZOXKldx4443/oajBfwUIdXe7NPnTwOe0/UWs9+n+SuRbT+kMbxxhxrWdlc97HjzMaFnUYHTTMHkRpFi7iLmLjpFKBFn4mRtPOd6Wn4wwM9JM+8xBHAdSAwo733YX5933TkIdp0bL7GwKp1hArmlg9w8PMFOZcoxziQDJL30PgYPsk5BxpWqzRj2Ht9UhyXtZ/Noe/GET2a+gH3D535Err8TT7EH1FHE0l/KTS1ehnv9Rdn3xNby1AWa8fwXCLKK2L0Uf60KTJhAtSymoM/A1x/Cfe+kfbPYHIB28g+oZwzhF92XrICDWhvHo51HGu1EAqWkpIjmC7C+R1M/DXz8d+fCvkSQHX7iA5ZvK5tj9r1b+DlZnmP/JBRz4+8cJhpvwRKDpUx/BGXqOQk8vpb2bUVtdZ93bnGBkZwd6zsu0Ofsqx3AcQfr1PSizXkLs/AI4No01fsg5FYDnmiB0zTup6liE3r0fvWsD0fNiKJPjbsPXo/Wgu8BK8rjOKMlu7F0/QD7na+5vlZJ4a/IYhp+RnR1YM4cI1boOnazYeFp9vPJjHcsM0zC9mpmzX6d0oB4rr7kNGxEoPh0h29h9u7BHj9J8++fI/vKjiJKBpy6N5tHBY+KNFUn1zae+fgQnWcS2BPlkPdbuHURqYG74EI7NVDNbv0646ThWXiNfWoWU9yAE+GoylFI+9JJGZiSK6tcxDYW6ZgenHAS3LYG++yD5vWls28NYdyP1rWN4o64DJSQHu6C6wgSTB7GGRlA8dZhlB8xbm0CukUm/VkWgeQwllHev1Umz/ZcXUH3Jcgr7HFpahpEVC8sQ5L/3HhACrSGBVu3HcQT9zy6iNGIwcteTdD/cy4pPHkJJrMffCvpwNXYxDHNvonfndLSol44VCyjs2UmhN0HBCaJkbRqvXYbv/d/HHt4KA9/Cijug2KBFkRrm4sg+cjUe5Jp+tIHf4xw/WpkhE68NY0zmMAiSicPin3yK7FPfpTSW5vDGBaTHYsSPHcIY2kr/S0NM/7e/Ib59gP5drsBBcrCGObWj1CxZiuobonVRD1WtrvNP3zPUJPfTuPYawmtmMfCr52Fq2aGUk9n9UiOr//Z6ivs/hlMqoIaKTA5Ws+mB87AMmaUX7cAemmTdqgH2HWnCo1lc/S+XAWCMjILtijssXXaY7VvnsO4dL1FVnyw/JzKpvmqwJTL9NcghhfxdtxBoccGzGqvHHy2QT7qAKtQeQcy9lfDMjxGWPQghU9h3HGN8E1o0T6guherTsdXFyPUdmEPlekjLIrX1QAX0AIwda6WmcxgtWiA/ESJ49Y3UNqwh/8Ym1NZWhn7fja/0Blq5Hk8oFsSPop39Bcz136uUFOk93Qx9/htkJ9xzrL4gSOTf+Q0iVEXs0mtJP3hPZZtWG6JYbEXSR7ENBbM4CgQ5AZYcWyDJFp6mKIWdG0n//jEkzUP0pndhCw+ycAUPFM3C3PMS2ZfAzpwQGxBYpqt6SXqc0X/4DJHrbqbqvR/l31v9zZdTf7NLpT78ry+R2XSM6oY4I18/QssXv4CntYWhu54Gs4QkuWqHWz/4GwLLF7P6+5fim9VB/bVnE392E2pdDW1/9z60qiAzPnMFx3/9KmrUz/RPXs7oCwcwEnnkqjC7PvsEAMfu2sp5j74XtSx5roRPpTgrIS9aVeCUbcee7CM8t4EZ18+obBvZcLwCsmzDpvfJHuTaqgroARjbm8KjQeJQin2/PETDBa10PeYC2ELCYMO3DvGO+8560/j8T7bTctb//e3222/n9ttv56GHHuKrX/0qq1at+oMZoH9vfwwI3XHH/4+9t46y4zjXvX/VtBlmD5OkGTHLkiwwySjbMbOdxA7HYTohB05ywky248RB24mZSQYZZMmWxcyjGWmYN2NDfX/0aEYTJwfuSe53T46etWat2Q3V1dXV1S8+76//LrUz/6kVn61btzI8PPzfbqe5uZnm5ub/+MB/QtiWQ74wtgAphkLlwopxx8i/KGhQfVKMfatg364mms6tYUl1bNz+YJ2fVx9aygWXryNaliYaSzNl2j56X20bp/gUdqwnfe9t4Nh4l55NzxtlpO35zFh0iHzWS24wjHGsmnjeQfG6Ar9uDzFhep5wKIvodsh3u73UPa7Qm37pJfYlprFw6cjxwSLhpeex5kubsbMmvkAO38H7KaZ0HFsFQgTKJH6fRuVn3jnav/TrGxl84FEUr5fqD96Ed0ozdrKfoL7FjVCSJay8B2fOB9EyeZz+w6OlJIpHuvFcfgd6bTVVHjduq3jkIYQ9YnmMv4yUn0cIgVJzEs7woZHBq6W49SnmX/UqVkmjbe1s5K6fIO0deAAnEMIuaqgeC9sKEgwUwF8kn52Nx9iPtAWpw9Vku/2ENv8eQxkJd3JyOLEZqKmDiIBDpjNG97aJmHteYsYXJJm7vuc+6YkDaFXuuPknDtK7rYnYxH6MsjEWPeyRPKZkC/LV9yGsLFPe5qH1mYVk+sOjig/A0ZYm7BHShbLpvWjRAgWvjTU4Vl9FiDEBQQTL8YYqWHfkQyS3bmHawgNMX3yQY6F3hjqITLiJ64oqUUQaG1dgCXhLoEi3TpBwC4QKAVqghG/uGei6jpXchu4zyR6pxsp50HSJQBCrGwRjItIaQkrIDIbIJXoJhMFXlaTxqi04JYXizjpGM9lHFCypGDiWSrh+CNvv1v8IT+/GPNqDna/DNjWMkVNsS0EVDqV1T6MrjstO7bcRKdW1vkso9QTRY2mEkJQ399HZ674z6f29qAPPAgoCMGqG6H+2nvyWNexf466DyYODNPAo/kgOKcFMdDFw28+o+sznEV2rkDkNpSmOEDYEIiBM9nzxSci/zLRLN5FPVIIvjB6dgD7jdPJ3jinUIBl6vYvh1A20Pbb3uM2SbGcMadmUuvvJtw+NPi+AnP9cmLqSBZ/4PoV9acbBtsm+tArfoqWUTQvQs3UywamuMvjqA2fQ0xnn1O+EiHzk3yhsegWUHbx+ey3DXZUArH3wTM56+2Hmnr6feWfsJj1Qgb/CS/HAXhK/uxVVc3AcwZQZvVTPYJRhEkCogvTAdOyE26dgnYERHWMKU2UfK+46nz13tqN4DOb/y8kjz92DHR8ic2gI79KzMBrqUdqfQ00Ng6Vi7T+I5/S3Udy+HqREKa/CWylQNBtnJFetvLkLy9I5+sxsys4/jWi4Ai1cgXfGTMzWvZR5/wxKHkeC7rXwVScR5ZPR55+PFqkg/9ydWL0D2EWdzOAxgV2S2rSHyAXLkUc3IHQVY/7phN72UbBKFF/8NVbeQNFsdE8cy6qkNFJoVHg8+BfMp9h2hPDJi8EpYG19EYpp+n5zP7lkCLDJx++m4tLrMF++a3Sc8rt2kmlJcLyh1iq5eYeq5uAMD5C4+9d4f/BLhKphpzPk97fgmdSIXul6ORzTIrlxPzUjuTgqeeIPPEDVxz9BZvv+0bYVxcEyVdSWdRz66EYqLllB9U1XUn3TleOmVdV5c8m8uYnMjoN0/iLB5G99ED0aYs2Fv0RTXWbE0nCW1L5+ype4xBHVF8wje6iP4fUtGNVRvI0VRGbWsvBrp7HrZ5vJDZXIdeR57ZNrqDipgsjkCEIIqpbVsff2LTgjy9gbP27hskfORQ9omFnXdX0s9A9AD2j4y41x/Q1U/HUShRM4gf8JuOqqq0bzff5PcEwRuuqqq5g6dep/fMJ/gH9axWfr1q1/t7Cw5ubmUTfb/zas/vIuXv/VUXyGQSimcNUjZxFpGssd6d02zHNf2off0vAHHSZd1MTyH57BrBd6MfMW0y9vfEubK763COlA0L96NNE9FM2gTS/DHE6hx9z28y8/AY6r2OTeeIVF0zUEkkObptF2YBJz5h8C3P0SiT+SQdVtPJZKY9VREl3loyxPxypBCyRadTXtq3REaiGNM9tJDsVoPOsM7OzjANRO6AXLxrHHqoGbJZ1S235S+7oJzaglvuEww7+5B2wLmyQDd91P4ze/xMHf7qQppKLqNsJjk20Pw6pHyK96BD0QxFeRId0Vo5TR4PvfJnLN2/GcdCrpPZ0EfWWjIRd4xvJMlJM/ApEJkB8mW5hCOPdFV2ETJnVz23B6i1g+D1qwiLc8w9FVJ6GXQTjUz2gezoBKvOxDpNeuRyhuOAvJBIzomVKCesrnELs/gmomKKtO4GsY4MCjGqm1r6OMuPxKgyE8la7QLVSH0Kwq4ocUKiNtCAmO7UOf+363zaNPgeXG5BvBIjVn7McyVeySGCnIqWLUVDL9tE0U0j6spPtx98/pRmgOTsqDHnIQlol0BGpAQQm5SvfQ7iR2xkPDrHYImChCkmyrIN0miM4dm2uZZADPSL0XzWOC4843LWhyHFsvWlklgZZfYBHEDhQws55RYUraCprPRPa7IVRCgBGyySXc/fn+CHZRRfXY6E3DFA5XoEaqUcu8UF5BViwjvfV+wtEMgUmD6MECw+um4uQ8CNUm2x1BSoGteDnyRjM+bxGBywgXuPAgiuGQe2EyciTfREpBvj+EvzqNZQUJTexHDZRQQnlXMUr50PxFhOrOe011re9ebwG59UWU2UOj96F5TKzuXch4C3L3XWCYrtIDkG3D3HkvQ28Ms+hjexlaNQtnxGMVPLOZwNIriT3yDNnOKqQj8IeyFF9+jIBQmHDqHPr2SGL1fQxvnIpT1DAq/Hjav0F9+RATPjVMbiDMnseWYG54nuHIJqLLnyEyIwdHGpGJAoWBIKURbwqORXh2I33bQqz6wankcu67WT3X3a9EK1Er60gNVJEe6hh9rrZtEKxIoOTd+RuuGkIIm8yLzyBLI3WcFEnsY59i//ufJ9c7m9nnbkMoDtqym6k7/wySL76CGgriDSYwD+5CHwl/cyyDwJ5vsmRuN8qUc1Frz8BJx0n//mt0vQ75kfC2hg+8jWh9LXZqLIFLb2gk9vkfYvd1o0+dTfburzFlcRepZBBfWYa6uUdQVMnk774Hz9R5HI/0w3ei2DlQQaDgX3kZRsyDMvUChFBQm05GX16keP/P3bnqtyjldHzBPP5QnuQbcXwLz6byw8d5WAwfWtNsEut6cEyNSN0Eyq6+kvTDv0ZaFsFLbsQz5+TRwxO/+xG2aiNtQS415vXIdlpMXHERueGjlPZtRG+aRfL1Ttz112W3886YST5fDv1vgHTnpjQtcBysVJL2L38XO5lG6BoN//oZckfjHP3ZoyimTV568QXdc1RDBUUgNBVpu++4ZWqEIhnC0Qz2MPTd9Ri53gIVFyzFWz9mgEu+uZvMDtdzWejoZ+iZN/AtmIc5kkPkvhsCbJMNV9+KlSnS/JFzqLt6KR2P7SXV1sXgxntY9KsbaLxkKm9+bRPSVlFVUBSL1Rf+GV9NgFmfWsbEy6aRC9aQaM0BEtt2SBzJcOPrF9D6XDc1i2K0P9fO4SePUnNyJXPfPwM9oHPlnYtZf3sLldNDnPeN8eUg/tkhR77Xf+82T+B/Npqbm0+QG/x7WLhw4T+8CNL/BrSt6QME+ZJKvvet7v6NP99PYdikpBhU1HYxcUYAUcoy7bKGt7TlFAs42Qz+ynImnFZJ16PVTJzsWudLwWkM/uKPdGXyRM+Yz6TPvR0lUgbdR9xzbZV80o9V0mhs6mPSF95Lx+1pyPciVIdALIc3NBJegYmU4C9Lu4USpYJpakROn4tiGEQvu4ym9C5aH5SkB6IsXrkd+fCnmLVyFntfqEJRHBTF4XirtDecw1uWJf7mYXqf20PXgxtpmGwdJxy7H97M/iPsz85l4vxWzKKOkzVGCjOCmfWAao1jhcuseoRDv3odK2ESbSij7jQDzaegr/jkaCyrUDTUGZdj54scuOZbLLhaYOU1sh0xpKmTH3aVpEBzH2pIp/K978I7ezqF+7+F0zfCHlXeROwdb8fbWEV+x3a8M2bi9DxNqT+H4rGwzQg+wwAz4d6PA4qUTFh4CDHpAuh9GRwbq+DHyURA5sFS8bMT5dIf0/noarSoj9r3X4+IudZ2EZwwjkgnOqcLPA5OyiC/rQFpw/xTHkSU3NChoa5Z9K+bQuXCI/jrh3GiIZS5N+Ns/g0AyvJPjbY1+aJaytqfIrl7AinFoeKkIxQcHaUyS3o4iBFRife5CeD5ok7Z3E43WX0ExXSEUuVyAsEexMSLsUoBBA4gsJJ+jGgWM+kKdL5Y+i1V2gVjhXe1QAGh21hpD/hKyEXgP9u1eEvpIH/0Lspqh3FsQXJbA0bQxBkp4CltFb0qjH7+v+KbMI26qucwNzxNMSmIzO9CMdx55VnUTWFrHXbSSz4exOqoglOg/LqVVOz+PgDW/FY6V83HTARQDJPyBUeQEtJ5N+EuEk0jbYFji9E5aTQkKb/gEM7w513v2l8IG07/BmJTgoisNqr0ACTX7KR7w2+pmjgR76E4pbwHfyjPsckTdg4go17spEpOBKi9fDYVgTsQBWvUuh2oSjH3so30bZyKUfYyOFnQQU5tp7jrPDLtCRBgBHMoapHI7CBiTjfXTO1i3QsLOdpay+JPLnUZCX/7bdTcVsJlWa74lIfnfnshyYEyGs6bgBHbg901ElamWjjd30Oo49exgR1pzKxkoK2WNb+rxoh5OPPdF6EYfspOnYwsZFCbzyDT10mmcz1qUEevnQbtLsW+07IaZeZFlA4dxuzqJZ8aI1MYfGELld+6Brt9B2SHUaefgVI7A6GoaNVuLpzwh/CH8sSm9qCPrGNofrTDv8fa1IYy/SKURR8k/sQqSj19aCOPQqgK3uXXIYzxHgHPgtMQgRB2TzvNNTPo/flPUUpjSf75rdtwCnkU79g4pIdqsAquZzD+ZhdlN1YR+9xP+EsUt7yCc/hNdK8b8qmqDvYIUYhqOJR2rydw9Sc4pg7li78n87pLUqBXV6NXxCg/52zs+FwSd/8aaVqEr7geoRuk1q3BjKfdddW0SL+xme6n9uEU3fctkyrDE+pHj8WIXHk1iq7R+Inr6PnDUwhdp8gkvAOHxvW3+4G1dD+2lfm//xieKjdnR/F5sEyVxHAY21ZhwwDTVoyfE4rPy8EfPEup3/XyHfrxKibdfB52fuTddyRdT+0htmIO0nRGKyAce4PyvVk2feEl2p5uHVF63L2KCqFqD698ZC2ZrhzGJ+dwyjcWc8o3Fo+7/pL3T2bJ+yfzvxUnQt1O4K/BcZz/+KD/AP+0is8J/H0w4+J6uje7MZWVM8PEpgTH7fdXuJbXxUsOMHVaF+w4QF//bmq//g16Nw3S+WoP9WfUUFGVYPhXP0YW8ojaZvp2zKZtyxR6uioQQjJ1RQg74xbqTLy2g9wVKwhe+X4yT96F3d9FtqVIPu1avM2iQdMkhdhP38mRP75O/6Z+guqm0T4JACkw/CX85WkyAxEMTxE771D5/nchNJWTv7OCCRdPwbPlR6hJN7ylPLSXZbe/g/4/WZjZVgx/AdWw8YRyROqHsIo6oelldH3zSaQUxAfKiFYk0CIBKt5+Febrv2fO7AcA6No9kYHWWibMPOImY4/0zCnpIJxRT5eqxJl8UgfFoTCKIsnuVuhrqyXYso3mr7rsdtIyyT38Q6wDm6mf7OPom9OobBwYoc0d+zgUeiNoGY3wO07BLhYRjZNRjTypwyYdD+aQT9/BSXe8m/AFbsy8dXQyxVW/wDFNPOfejPRMpDAUwVeeJLe3Fjvpd5P5t/0exZtHCPDUTkbEapBdboFGGZ2Mf8EcJp+y8K2Tp+kKRCmFHNoJpbXgcRcsJVxC9Rco5cqR2S7ECKFTbEqSZPCrdL25muAEi8il70GNNqDMuNzNlzbGCDWqjQ3YtjuG0lFIH6mk5m27EQGLYncYVZ+G9ZKFFBIwybVWETz1IE5fABzB0a11HLyjgRV//jgVk+vQSwWUygYKHX1ksj4qaoaxgzn0aA7db2MmvAh/AaeoIxSJz5/HMlUcW8ETzDH04iyslB8Uh7IbxsI1nf5WPHoPAhC2gpF3cLLjGay8807FO2se5v5NaLv+hOYHnx+EGaW0N48Sy6FW5HDKC6QPjLGGWLGLcTrWoYzkLZXiIcyEK246JZ1Ex3LC5y2n/PSz8a9uI/7E85g9g/QfqSFamyA4zSJwqvvOUdqNmHky7O9EEkL4DLB7MTybmPNeSO6oQ/MXsEY8LdlBL+nhIyieydRe3kj3s21IlBHlEeyCiSciqbl0O4FJg1iFwyi91lsYZXV/ES2cx8qMPVspBSI0gVDtEcyiRjJeSYAozqpv4AtkIQALT99DUpnH9CsmILNpnL59BJpGCsWGClzwvlXc9923U3FyHfbJH0QpfRkKCfQZgxC/D1/d+dhH8jimijeapXN/14igJVGEw4IL91C47Wrwx3BSCUAgghGCN/0MJfwld/zX3TqOHly2/gLHOsdl2gvmKI7ck67GERWT8H3wbihmwRMclx/oDB7Bs+hMAMzcIFo5CJ8PpAfZ+op7zI4/IeqXEn/qORQnSCCWBkXiO2nJW5SeYzCmzoep7hpSvaBIam9h1OiiloVBAfPVn+MMHEKdef6o8eYYBm77CbVf/fpbchmLm18a/V9RJbXvPo/BJ9chsynCVXGyD9+KPmU+SsD13Fe86yZ8c+eSWfMqxQMHyPT1kdu6lYYf/pCa7/8SpIPQDbK7DtD352dG1jU3DM5oqAFrx+j11JCfxjt+jaKMuWvLTl9A2ekLRn8X2rtp/9YvsRMpSkUd21LBKpLa3kblSve48OIZmOGJ2ANuGGP/m71MtR1mffVCDv1yLfm+HGa/hcjlOL6UVnh27ThihH33HuWMCxag+HSKaddTenxoLkDfq+0ILYy03HPql1ey948H6N/mhs2++NktpJKSJR+b9lfZ28yijV1y8Ib0t+w7gRM4gf86Tig+J/DvYsWXZ1E9N0K6p8CcaxtRtfEUwKd9ZQ7ZgQJ1cqy4qNXTQ9+6Izx+5etIR7LpBzu4/LOdiIJrEba72pgW7mD6ZXD0cB0H9k1mZkQ9judN0v/j7xGaUYNRXYYcbMcpRoGxhf/oA9uoWLmE2d+4nL2L78NONxCJJVFUUKcswLfsNCjmKGztRVvn9i23bSfJe2/DWx/BWHoZNac1kGsvwzoWtq+oxBZNItj8XrrvWkX6SIKgvpmykWTrkn8BpXt/zMQmh2Q4TO/ROqiazMm3vQeQFG77zGj/qqd10XeonvRgmMBIrR116snErj6XYK5E+v6fgpUkUJXETPkQQiIlKKqDN5gnuWHvaNhfae09WPs3AhAoy5JpC5LpjeIN5TneK4Uj0Be4Sk3qV5/G792DkzWIVQsi53Sx95WT6H12B5PeewYA2sR5aB/6rTviUlLqG2LvPacw6Yw96PmxsZbFAlIXKD4TkdqJPecLSCtK5nAPXS8bxH/1C+b/+Fpii8YXURRCgRnvQQDFbZ9BLzzrdjPhxc55UEpF8kcqEJ4SvsY4ZnccT/lqyr9yy/h29PEVz6VlEiqsIUHZ6L0roRL4XQXTU5fC6etEWg2j46MHIxze8HZink0YSo76xn7y8XYS+wapWFyHMLxEPvIDhn92F5X5Z9zx8dhgqWizTkPJbkIvdy3Jdn8As7WCaOMQqDaWbwKZXSPKraOQ39eMbzlIs4D59BdRtJFni4Ni2DgFBc1XRHqieGbMw3vmxTjdr5N/4qdj96w4qAMW5kA5EEMLFjAmJUG1XQp0VcU59DyZdC8ojYRm9KDoY14ogODSpUQueht2Jkf9SSUqJiyl/5HnycerCb79A0Smr8XpH3tvhdWCuGEDQghk133Q8s3Rff6KDB4hKToT6F4fJDPsCrVO0abiXe+n4l2Qe/4HJJ7fDkjyKR9Dw2G23/IO/BVpTrvlcTyTZiGO7MUxVYRmI0sqib4yMrpgaM0kppVlEb4i+e212MUCnrk3se5fBymmBZ43nuLMq/Kjan5Vc4b3XP0dxIHHYOb3UMtjwMBofzXVwdFLrP7sNtYEFK67ezZVNfeO7lfLqujskBzcOo1QLMVJX22g/dlunKJF7ewEXselCyc37MY9SYHMJCk99VWM6+4gtb8Pb9NVqH0bkcNHUMJFnKEdFLZkAUHt1C4GjlaRGYoQDe3F6dyPUj+D+B9+QenQfpSAj7KPfgUxsAvzpVsB0CfNRfO3wdAgTDgLqY6FFANkNm0Gq4hlGSR7y1E0i/BE1yNgt29FxjtQJ5+KCP5FDmYhg7riZgKZH6L22RCsJfrBW3C2P4S9+0kArL59lK/8Grnd+8GRKKpDsa2XwsZX8C07d1x7avUErKMjYXseH5Gzz0Hp2oB1pH/kHYDilhex23aiNk7Hu+I6gktOJvnYIzg2FPMeyEiGHn+ByusvHW03vvoNRhNhEERWngXFNAF/P5mi69Wuu2bJOKXnr8E7oY6pv/w6Ay9s5fCPnnZb01WM8gD7P/VzzMEk1VefiX9yPanDx/HHC0H9ZfMY2jHIkQd2AZDPe4jWg1OyqLlsEeHZtUTPWUzHo7splXQKRY2Bzf0oXg+k3e+b5ehuqK5pu2UEJgRZ8L1lbPzRXgLVXs69dSmv3+Ku54mcRsFUeeFLu2hdM8BNz6wYdy/7Vvdy59VvUEiZnH/LTC7/9viwx39ayH8AnfWJAKATGMEJxecE/l0IIZj5V8LWjsEbNbjsrlOIP9RJ+gW3qKMxqYnurVmk4xbNLItkGdrax7HyLo6ljIaITZzcTXd7Nb07fJSVx3Dig/iCOXyeFFZbAqsNNA/4I1kKGT/SUSgWPbTd04Vz1xOcctt5NE/pQKRzdB9qpGZyF6J1K1Z5Gf4rPoTW+ji2pWBbGkJxMPeuRTlaxNyzFs/yK0l6z0AV/XgCJv6V70T4QiiDg1Qu8JHpT7L31dkc2T0J29KYtSI3+mGOlKfQF55D43vOBgHWrhfcjpZGKnyXfBhBSfVSE81OYYXnEnnXB1C8HjRAvXQl9pt3ggTLUpC24FidFLOgo0WDqCFX4HfaxwquAkQW1JNuKaHkWlE1Gym8BM85D8/shagNM3GKJTTrsFt7aERUVDWHWEM/nooQfwk5eBDrxVtQckPULmimdfV8pi7bNxoOBVDM+IjUuQnK9pZvED9YQ2zSAE1zgjQWOon/OUNs0df/5jxpef1atPZ+Js4/jIy7NNujNNEFg+JQACev4wyuJ75uK97CNvQpC1AnLnwLfWXrYy1UCItQdYJ8MoBUFJQpI/KpA8n1U5FDLuUvgJkzULwlmj9+Hbnb1oy2Uz+lm+hZk0Z/C8ODP7HZZfo71jclgHbqJ3C2X3AsnQylMouuBSCbRw2UsAoJMswabUeNVrvndu2AvOstFQKkIpG2gkDgXbgM3xWfhuR2eO1CcIr4pxiktk4AqSCUcaVGcUoaWtJP1U2DmNmbUAbW4rE3I6tcT1+2tYLEkSo0fwG0ML6FJxM843T2fvwOcge78EUyTD5vGxPnlZCKF6X5LCi7kcyLD5DaV4GvJkFsXnLMfxhdjJQ6YLrPPOHHyfhQ9QLeGcvIvNGBGvDS8K5z3JDioU14c/dTc7rbQu/uRjpeWgpAbiDCngdO4fQ7zoV5i5Go2Nt+yoHf9NO5sxnpKFRN6cLo1UgfrabQH0WtzDIYn00x/RqNs9uYddpOwAATJAo9OyrJvz6Rpks3Ewz+Dv9N38b8841o/jzSUkj3RUjH3bluZh32rlpM1cf2Q/EIovImsvoVbHtlFR5/npMu3kBl8gnO/dYihvVPEAl34Lyy/a2TWDjYQ+28edk3SfX4CVZkmfuBiYQadiB0h8LRGIx4TYQATbcJxFL4wnkwvBR2bKB0yBW0nWye1J9+jhHKkeuL4otk8Q5tBN+IAt3+Csop38Du2QbJdixlEtkXX8UbEFiWhqJIjGAeO29h7Xke88UfAVB89bcY1/8KfSSEzjzwJvlHvwemDQgC8xbhu/YWhGZQ2HB03O3JeAeGp4B0RtZnIcHM8Zfwv+0mSokC9mAvvtPOB48P39nXkbn3B8hCDn3ucoovuQxxVutOlEAUpWkRzlA/ZsE76u0eeuIlYpeeh+p3vVCe+mpGqS0UhbILzyT76moMb4lYrZuX5qsNIi2bzl8+QmrzPoLzp9D48WuxMgUO/dv9ZA/1UHn+SUz6+EWUr5iLUzApDmUpXzGH/gdfJHewC8vS6LjzGSZ/58Pk2uPkOhNMuvFkgk0ukcKk6+fRueogZrJIcEYdE98+i/3ffo6j92whtW+AuuvPYM9dbaPjEZkSximMme08ZV4ueu169v1qK1bWZMYHFhBqijLzujGCpCVfXMDQ3ji9+0Z5+Wl5vhfHdlDUMcXuya/uJp90DRrPfWcfZ318KpGa8SF5J3ACJ/BfwwnF5wT+Uxg+kOTwqi5qFpbTeIYr2FmZPMmN+/HUxIhedTWiqhHFKRJcthT1YI6N392BSpFwKE93Wx2aZhMIZ3FMFXWkeKLjCMrKMlg9WYYHLGonFMZyBUYgpUD3mlTPK5KsvIZ9P96HlAqBYJaOH9+DYRxLNtbIxsOU1Q5T3PwSniXn4T/5ZHofeM1tyFbJJwN4/EVkYoDCql9T6o+ye+0ChArLTm8k1HGUxO234I2kiJnl+OcGcCS0HFmAUZunFHdzkoTHw+RPno/i9ZF/4TfIXQ8DDkITiIqJaKe8l4n+pzEsN9FaT2yktHMtTqmEEilDn3wWPc/spza2FmWkpoYLQWT+JMrfcQOK7r6eWl0Ddk83dkFH8dhU3Hgj5bt+h90xTMlqwnP+v2LU144NmKFj2rUYyhEkIG1BIREkWpbBSLyCtOcijovfsLf8DrKutbyqqYWM53TivSnKYl0IAWZBxy4Z2AUdzWei6jbh+iG3tknBQABl3t1YnS1oDWM0rqPPL93LxMAfMMuHaX91NmbGoGFG53EHCLRACbUqzfDeevzrb0EqUNrxINQvwnfdt8cpPwOvbiZSA55gEcUwObh9Gvm766hd6MWnWHgyGkaoMKq86IEiqt7Bju88TYNm4PO7Qop3yhQCDWNW9Y51/YhUDitgoHpMrJJKuqeO1Cc/i29iA7EzhrGG/aTfbEaWVHxNAwSiA+jhCiLvfD+Jp1cRPyI58CfJ3Kr9eKw0qqWiaCPMg0Udu+QhUXkVjedfgVA1rH33Qs5G9YIaKOGti2MlAhgTTEptBseUYUVzEBXnYEVuQDKEp9f1DgkBnvIMyd7FBOqOUDbNzWVxwiUGX55I7uAIJW4ySKqrgorp3QingPXcZyj5ltD9qMsEkdlXiyhZlM9uh7KJyPaNyF4/CIXCYAgroSCEQ2FAErRewTtNB6lQWPV7/Mkh1Nw68AKmCraCp7Zy3BwQSpSBP27HMylN6ILzsRsupWP7q6P7M4MRpARPLEt+qILwxVeiWFEU1Wb2GTsQis1wbwRfVYSjqytwTFc47HxlNjOWmqQfuZ/CgSqMSBZTqSA7XBp3/Vh1O+q0+0d/Wz0DCOGw6NRd5A/U0XW0guqlu6k8qwUx8SLM4YPYh9/EdMox+47iDRVQNItEfyWpHj/hqjgLL1mPMiSxEhVojQm0CdPgcJJjpuWKmQk0NYkSqUGJVMLR9nF9shJp2teVIe0oQrWZcvY+/L7jWEgVDe2qP2F1tZH4/tc4lh+i2FBI+/AECiiGF/vw62OnyAKJP91O+cf/jcKBQ5hr7kNYNsfWF6tlC9aBDeizTyfbF8ZnKSiaQynjIXcwg+O4dW8AvFU6nkVn8ZeIv7aT7idbKasbwu76NYWNa4h9+ItEv/g7pFWisPk17H1jfbIGu9Eqpo1MhOMnhRi1MFjDCUKLZiFth1JXL9Gzl2NUV5AVYhwbnOL3EV+7neHVIx6TNdsIzJhE6uAg6d3u+PY9uZHA1GoG/vwkdiaPt6kO/40rMNMlkvEIUrpzue+pzfj9OereOYsJ71mGlJL9t2/kyIO7sbKWW0doaSM9T+0au/fN7cz4vIdz7jqP7te6qT+rgYG1reh2BksxcKSg7sw6FF3lpC+f+paxk47ELjlULijnxh1Xcf/Vr7NvhLa66ayqcUoPgCc4tk6rukD3/vUSCv+MOJGifQL/KJxQfP6OePjhh8f9//nPf/7/x978/ZBqz/LnM54fpd685L7TaV5Zzf7P/JJipysw5yrms+tpE1+Vl4sfyFE5v5wLvlVBatXL2CXJUH+M1r3N1J1VR/VCoGsvpXietkP1KLjJvLalkZN1aHIAVQ6iCIk2oZng2SuR6WGM+afiSWgot7UgSyaRaOa40AgXinoc9bHuwY6PV6Ks0vg46bKqBELYlJUlOfpvdxCqs6mamMHMeimMsBUpAuZfoxK78T0kH7kPJ5MmuPIiFK+P4WfXINevwhcFxbBRDBsyB7Fe+g7Z9nICTa6HK9NbhvPHexCKQ7hxAOmxKS+LuQUy1fH3UHX9Beh1PuxNt+KYDjI6DS20Bj2cw9HLoOtl6HwJVYBX2w6pncjKclAE6ZeeJ72vE6Ppenq3vYBqdiNMBc8I7Xdp9wayLz2LZ+Fp6BUxZLoFOTy+WO7E+UdRP/gVhm79LqRdSyuaijJS40c6AjPjRT1G7CDBMVUSv/kR3kWnE7j4htHq9gDWG7dhFA9gRCCwqIX0QCNCsZGmhpQCxVtCDRTdgof+EsdHssjOLZR2vI5nwVhRwJnzXsCnJHEc0CyFky5y87v626oRKQMUZ1wEoOqxCE7rZ2HzneBAoSeKlTXI5Ko5viTggfv20ZTxo+sWtqm6njfbtUHnW0OkgxOwh/3Ikrts5tuq8MxuQjnpS3hKOpueasAuOASCHQz/8g33fvQpxJo7cEyd7KDrgTjwYhuJN35INNyDx8gAc4nM6STQPIDSfDr+hlNQUg+gGruxhgJg6SiNS0nnZtP3r7eDsKmeV4OiWgTrh8BfhWhcQtA87jkO7QDt8nHPVWhj88wuGJR6DwFjydPFjmHMZz+Hdu0fkTt/OUKf7aCHkgjTze3zawkyXWWjVnuzvZ2cr5vQ9BGvlqGAdzaxc7/MAjvBvt/sxF+pU6Nuw25P4vE+j/3nWxHBBlZ8qAezoLP3xYVEoimK/WFKRZ3wte/FO2s2nkyChd88E614H1plmopJCdbefhFl4hjxCKB4ofHddL/4Q7qPzkHXTRqm9eGrKHDOZevoOFJD1ZwO5r3zzHFjUbGgglmXBTBycnQ8Uq3VVJxjIBQV47yPw3kfp/vT36HUJfGMhJVGpwyCkFQ29Y55RG0H2fg19NmXEZq0g9LBbVhdrRT2HaIooviKQ1g7nsFz8rXorzyG2TuAokpSXQryWJ6arZJWLsQnHgU7727feg/6pLNQglFGefABvTyAvyaOXhZC9VjI6tnQ6pIHOLagOFii8xs/pHS0A5BEar14RpjoAOz9L8DgDkQwRv8bE1ENC6ugU3HzSWS37KFUUFB8GpGPfhnF/1YPcWrrAfyRDMoI7bPVtp/i3u145y9B6AZDB8HIGXj8JWxTpVScQGVTM0p5DYbVTzHvQTqC4OJ5qD4v6Y3b6fnF78B2CCyeT/2/fGCM2OUvo51ME1m0xm0aWrOL+K6BcdvSm/ZiZ9y1v9DWTWrLftS6CUjphi1LqdD3/F403Sbb0ou/qRrCMfbfvhGBHL1uy++20nRFE+x0lRPVb+CpDNHQVEHDuW5ob88LB1FViQTyBYO997YzuD/L1S9eiFDGbqBvV4L7Ll9LsiPHyR+awoU/X8hV9yxj6+9bcSzJwve+tWTG9bct5J73bSIzUOTir8/GHzXecsw/IyTud+bv3eYJ/M/Ayy+/zNlnn/0Pa/+E4vPfxOTJk0drBSUSidHtX/jCF/jud787+vvvUXTp/y90vtE/qvSEg3l2ffEpjvxMIeYZ+9iYLS3AREpDWTZ99lmazq/DeuNFhCPRNIhVpSiUz2f659+Gv861spfSJbac8yDeYh9ejwlIlEgZg605FNVLuCJB5bmn4j1pTOgVPUeZc7lOfhCyB8FxFCxTRfcJPBUG3oo40hvFf9YlqNWNGE4PRmWE0kASoWnErr4Mte917Ha3zkhiIIrhMfGO1O/IDzjICX8ZagR6JIgaiRJ774fHbY8//xqGFcQXzY5TYIKxFEc3TaGsdhi7qI/W55COgpnzonqyaNYwUhV4Ijkcy8DxN+FdfCZa8wysJ65HKRxFAaxiwFUSAEoZ7IEjKLhyUKatEnP7HxH+h1CjQUSinbKyLKLbxgnP5LXfns6kGUdpmjUW1pJ99W7ym36P/9xP4ROPoXiHsVIhN6Qpr+MMb0A742MYF38EDq+FQgZD74T8EaRUcCyFw5un4S9PU1mZQEiBdBRkOknu1afRJ8/AmDET9t2C7N6A7NCBMUulp74aMTCEVF32PU/D8KigYZnloPWPHluIByjdey+ebbuJXHoZiujGX5VDDkqwVJTjhPmqpj6KgwEK8SBm3kDzmii6ha/RVd5UzQYkgSZX+Ek+swmz/yr0qkqceC/z6u5HL/a75waKaJE82c6xfIncgWo0j4VQjn1CJZQ2Il/6KKI4zPmfNOheN5N8IjAWKmcKEm21Iwq5xBfN0jSlA2lqGHrm2Kwmta+OTFeMik9/EjXQiT10PsLWMWpLiBkfRqlaSvsn3PVEN2wSh9y40UKukdpbvkrU8pO/50/o/iFSnTF6t0wG+SyRmRPI9RTwV5RQHUEx7sfMevBVpAjUmGhlAax4FqHYhGrikMkjixlQDHCs0ds8BtWw3Xl+fDrRcfKJqDoN23c5tB9ixvtWMPPmBWTffIPhPxQJ1sVRdfcZKMUjqD4wfEVOumQ9xd4oTlEn1xvFWv8y9ku/ANukfOYcjBq37pMnWGT+Ves5+MqNBIpHUUM+Gj/7IUoZD637JrkhWpEM0Ul9hBoNYlO7mVU6gPAHENHxngshBPM+vZieb786ttFjQWR8WK+ZyLh1t9J+pITgWWcyZ/gZsonjSF6EgqiagZ3NUUwrGPPPI/PS592BkYJi0ocPBUVRiH3+ZziDXeS276Tw+P0wVrMUbyiFLALOiHFmxAurRmNE3vlBsi89ixorJ3TuOWT/9DVKvUXMR+/Cf+7lFPynYrXtppAM4Dv9ZBLPHrsvQS4exBMToGioXonsXI/dBYHqmdjLT6XU3kH5itMILV+Cp2kShUOH8c2chl5xvFlgDMEF00jtW0Mx4wMkhr8Iuk5h3eM4iQE0o4q2rVPxBAuUch6mvq0RoShE3vleOr7xCzesVyiUX3IOAPFnXxoNEcxu3oHZ249RW420LAJnnkVu2xbswUE802bgm78Aj+UQX7ud7K7DOI4gua0dHIEcUcaNqijBWQ1kt455alr/uJGGt58B92097rGNTWwzngExnrgH3FpOUz+2Am9FgOJAmgk3LEYLjieTmP6Bk+hf38ng7uMKkm4dItuTI1g/RvX94hd2kGx3Qwc33dHCwvc1UzO/jGUfm/ZXxxmgZnqYz60752/uP4ET+GfENddcw9DQ0D+s/ROKz38T/xvq+9QtrUTzqThFk7JIHmzI9liUNakI6XoB0iNsQVWVKRiwOPLnXuonjslE4ZnVLPzh9ePaHdo5QK43T44QoVCWaCxHodW1rDm2Si4VJP36JmKXnA+AnSvQ8q+/xcm51stAQyXpoxmKBQ+FQANtb+RAuh/rU1bMRbZ0MvCDb+CRFtLjxbIdBp7cTMNnPog+5wA4NtHgfJpnHyL59HMj11XIqUsJhPYTqEqTT4TQaxtI5moxn99P7crpICVmbw9WewueMpX03ghm0aBiWi/eiOshsEsqXm+J/v31GN4SunfMSilGQp8A9JUu21RkwmKUMteCKO0SSmFMUVHUPA7HPsqCTG4memI9mm6NUi7LXBa7kMZbURj1zET8+1j06RXI1m6OSa+Kv0jZwqMIAVbnV6DhJDcR11ZwMiN1iww/Wz/+CJmWIWon91LZOEhBmKg1upuUbqpMXnyIg1unsX/jLJZel0SPHxjtrzO0D7n3YRhYjUx7UTzuuCJBTDkLMzUTOtoRFEllJ9C3s4m5K/Zg53W8lCgZk9HybZhZnUI8BGTJb1qP6H6a6OKjaH6wyvzIngDCVlwPDyBVH0KAtywLUpDoDxOti6P6TRxLYWBLE/nBMP7aOGUzO5GOhuJxhZjCS7/DY3WD6grYenkaLVjETPkppb1IVRK48GoKW9cjE0fQ/CV80/twhv1ouIYPI1Ai0tRHZtNUjmkGUoLmKbpV6t0t+CpT5LpjSEcgRrwGtqlhFmegOA9jt7r5GoUjNRhFgTjydTjnW/gmN1Lq6hvn1cy1Szp/fA+VN15HXr0As/UFBvc3jNYrsns7mPyBC/Cfchp2537M3gE82VUoaifKxOuYfO1lxH/+CfzBVjSPRSntRfnj+/Esuw76XgHFoHgoicoIMYml4l1+DmbXIKXWg2i+HIavgJ01GD5ShdhVIKB8z51rB9fiveIb+OYtQKuuQTp9/DUcr7w6tooh+sF2x886tANZoyJGEqysooZn5hRO+td3ub/zFod+8iOk4+bDzTx1F6GyOGRwa08J990Yfuwe/Od/DH/tmCCKr4xs2kekdhijLEfZ3A7Y90NY7lKRl3atoWbSARzLgXCBYHMCzV9B3Sc+gHPwTzj9YchlEWVNOIRo//y3sYYTCF0hVKHAyNooDIlaGXX/FwK1sgH/kiDZNU/QEDtEZiBCqDJJZPE7oFSDs+2P7rgsuNGdMY6DVlFN9D0fQ6uuxdz+AlbODYOUEvJvvEzZV36H2dlJ1OvF7j1K4tlXOLb6CkUip11O+IobKN5+Aceo6ORwG5UfvnXcszBqqjBqqii1HmT4/l8jDA+hy9+BVlUzekxwWjWZUa+swCwYlLa9jLPfDW/zeQNUrryY5K4eat42k7JTprvnzZ7ChK99kuyugwTnz8A3dSIAekU5hQOtI2OlY6fTtH3nZ5iDKdSyCPWf/Sh6LIIScQuCqjpM/taH2P2hWym29gICRQGzpACSqouXUHn5cvpW7aTU7XqYCj1DTPqQl2mfXcnQ+sNE5tYztHozxa5hfI0VVJ43H9XvJTipjMyR4VFlv+bsyfhqw0z79N+2Poeay5j4vlNo/fj6UYOHr9KLv3osFydxNMvhl8fPf+1/Udja/wlO0Fn/70RbW9s4J8I/AicUnxP4DxFtCnLDK+dz8JFW+u5/w2VccRTyoZlMOiuCpyaG3ltG5s79GLZrpZRSIZkup7wujxrwUveBK97SbtnMcvSwgZly84DEX4StCeHgqQliD/aiVtRgDqVGlR4AM5ElMRx1f8RTIDVAEi1L0f6t3+ENW5SVWziOcMkNkFhDcQYefoEJt3wIAAMIzWygLwbxl9YTNlqRnQOkHYWeo3XoDU0MviEpDm0BJNbmp5Dt+90cA+Hg8ZeIzmnGCTehLGwgv+bnCNWhlPITWTiF5OajWKbjFg312Oi+Aqpu4VgKhJvRpp+NlS3S/3ob3tpuwpMjCF3HdBrRFTc/qBgPotjClWMcgbfYwubHzsXrjTNpxvF5A+It/vxJV8wg/qvHoeTuCE7vHf04a0YGqs9FDu5Br05SshRk0aA0+R1k7j+AN1Cgsr5vRFBSKAwH8cbS4Ch4A0Xmnb6LGQsPIi0V0wghSxZ6fRlG8keQkSBUUCRCkyihAhKF9jeriaQfGemdByINNJZ2kGmtRA8UUdQsWvUcjPO+jrPmBXjhxdF7kcdZaNVgDjE9i9VSgSyqSM2DuuwTyFfvxxpKUlCqWP9mAxffsIZcZ5R8PEiu16WZznZUYJVqqXjf21EjYaz2p5BDLwFjYT12UcdTniU8tZejr85BWirFR9Yx6cM1ZPfVEKj6A1qwRHZLPX3tVaTaKwhUJ/HHUliWSiblR9NsvDHQPcnj+i2pazpMV0kjlwgQiKXxRLLo0+cTuvRjyMHr3HstKXhKI8+8lMXZ8ltqP/gz9IiHzKsvIu0xoanY0kbfr/+ImLSAwp5GHGdsn6KZsPvH5HbciSpybn7DaR3IsiJOaCZa4Hq8c0+nsGEIoUjsooq/NkHupecQVTPR551F/+qXUIo9SAFd+yYy9xeXUXFNNTI3jLn+TrI7D3J0VYTMYJR5b9sAqgQhcVo3IB0bxe+n5qvfoLjxEeTB34NVwsmpqL4SUgpSRyrA0REVU4ksPwc9sxdzm2sAwTGg+UuYB24n2wf9uyYw58xbkeZChO5j44/2UNg2SNPyLG3rZ6J5jg+DcvOjAI4820PLDx7h4heuQDoSRVcwIn4KVoBZF74yVsy2mELaJhKF3GO3I7BQNRCmgubLQecjiNh8lGkfwml1Q5nl0CHMtb/BGk4A4PWnR0JwBUKzCE7ox9nwPcTEFQjVQ+HAfob/+Dtk0YN3/ik0LB1E9YcRQ6sQNacgrr0foajYh9ZSvPdmzOEiha40vlgW0+NHO+fjjHOz6V6EEBiNbrFoRYdgZZpixkDVbHR/Eb3KLd6pzroAe7fLWqjOftvYfE8lEIaB4vUjbZv4736KzLhGHCebofzTXxs9VguHx4XeSUfBbj8w1qNClokfWYJW28RfwlNfRfq114k/1YaQ5+GbOZWqd12N0FSseJKyt51N7w9+ipkd6Vc8ydCjq6j/7IfGtSOEoHzFPDpbXWXC21hBpK6Mwp59xB9/lkCdD++ceQzs3jw6FVSvRmbrXop7DzPYeoimT12Gf0ot3pooQnXfmZN/cj6vXP0QtuUgVIWp7/v3i6AX43k0v04pbeK40x6AWe+ZhnIcA2r7G4PYluTYlvqlMSqmh9/a4AmcwD8RUqkUDz74IA899BCtra3/qXP+s8f9d3BC8TmB/xQq50SpnLOQw1M09v5iA56olzlfWUnZnCoAqoB5N89i+5efpfuZfQDEzlvKrC/+bTe9N+blwscu5fAjB0k/+wrSkpglDd3j4KvxUT2lgNq9nvgP1hO85kN4Fq0gOG8KmZ1uxW1vQ4QFTVuRjuDooRkMdkdRZZFg0A0nKGUFTpl4a/FJVcUZ6gRVQ4nWIISg5tqzCTWoJP/sei6EIgmEs8QP9WCl/YBGWWUcrfcoRXPEkicVbFPFS4rKT70bKSW5QoLC1rUYc5qJXf1Bij/6M/ltO4jWD6N7XSu2nfViKxqBS96HY9pseM+fyRwepGZCD5V1QwifD2PCXNRUEekIlKYzUPpWj6U16JKFn2+gf0s52cPDeAJ5HEvFDtThbQzjJLagiDzq3IsQtbPRaptG6WcdM8wx2l9pKcjeXtQLnsfccD+q0Y4270KEmAjKwbcUAC4m/CAl3uhY3pQQEstScUomWoWPQOPGUS8GUkCwiCypOFkPcvINDN/bRmQ22KZKajBExNwOiktMYRUkRrCAfWgDTtN8fAvmkXvtOeyCCsLBW51EOmBnPSieEoqqoM/uB0shXrgJ/Zm7yXRqmIUY3lCa004+SLK1BsdS3pLb1RNfwOAGD9Nr2pBbv4dncgonbeDkDJSJsyjG6gjI35Pa1zDCjgdWyiS9djWRmWmKxmew0y+STkUZPujOh+TRKgqJCuouX4gsn4CdLRLSj1B4c6zuif9kBTVTYsK5O8ERYwL3rDkIoxvHOx1ZagNFIpGIY5PXCKD6PFS/+xoiUxVSz68idUQfnRNONkd2fz9CFTSfs5O+Lc04lkrFrA78VRnMYQenqKMIB9kRgrIiMv0Q0voXjGUXM7BxELvrIJVT2rGyXrfmyNG92Ef3UR4CQnBg83QK1OA79A1K6/ZAsIJ8cR52b4a65hwdRZ2iquA7tQNh2DiD03BaXsTe/FswQij5AYRdcLvsqWB46CSG3+xDqALHUmi84gZCi+fg5E4GJDIxgGf5xSiTlqAc2krQfoPZy/dAUSCHDiBqFpA8mqFlzRxWfvA5VnzyMYaOVuDNGxgek0ypAa83Te++EAc3TccyS7x5yzp61rjEGou/vpwpX3k3/esTVE1+wxXke7uQL9xMT+6j+Ir2aKHQ49cQp5BB6GNeWwA16BulFTz2nh97BzR/CWkKDn3+F1ReuIzC2uexR8I4MptaCH/2MtjyVffwoe2IQANSq8da+yvA/Uj7K4WbV2VmsTc/gP/868m9+BBCNwhe/oHxfYlWEvvgZ8i9+iSyvwVZsCk8+1soJPCd80mcUBOlbWuxe7JYm14j+cDdyGIBxaMQffcnMKbNRWYzo+3ZqfFh2losRtk1VxN/8KGxbdNOxt6+CgCleiJqVeO4c46tJf1/uJ/spu0A5Pe30Hz7d1BDQWo+5Hq3Cp39CLsIjIWTCe2viymBmRMwaiuQUjLpE5fR/oM/gG0jbZvu3z3JxG98nM6HtozWJzpy27PkD7re7mLe4fBPnmLJE+Op86MzKznr0WvZ9aMNJFtSHLr3AIumlaN5x/ch25PjzU8/T2pHJ1rIYOF3V1I5L8bAzjgVc8tYcPOMccdPOKUCPaBiZm0EkokLw7Q918mk8+vfwloJYOYtFE1B1f996u5/WkjxD6CzPuFB+r+JZDLJ4sWL/4+iov7aO/H3xAnF5wT+S5j8jnlMfsffriUw/xsXUHfBDISmULF04n/YXmRqGQu/uJSeuV5afvoC6D6mfOUSorPLiH/no6PH5V9/Du/JZzHlG+8js/cIWjRI6f4vjH6g55zbjnLFh+h9YR+JR0fqxdgqA30NaCJDpKFEKQFaxE90SpH871xhwTjrA+gnX4ndexgxsG9c30p5D0JV0MtC2AM5guEMQvyFS0VIvBOCOEOtKOXNBFZeTWDl1aO7s4f60DzjhSFtylz8l30cJVpJcm8PmcOD6EaJyjpXGJL5PMWDLai664FQRAf+89+HtfUJCESRRzagOq9T4xF02RMp9pehBHzUf+gmAvNnjuuedCQtu6bjGUri9RcoFYOoWozQ1F5UxSGz83l8yix8p9yILKZx2jfgjfiZ9/2r6H5sI7lkB76wm2xtFjxII4Qn1oNwChCsw07GMbMeQGD2l8iKaiLzRxjbjDLs0EcwB/agzZyPtvgysuatlApdJPujhKsSf9HX4/7PJLCPPIk/lkDaAikFudZKCkcrcAoGQrcIz+1E9Vukh8K0P5wgFAwSiqTxhrMUkwGkVEaijSSaYeFYKo6tMjwYZf8uB/8br1HVuZ3ATANPvYneNExi3WQY6sSUXciLbLy1SdSDtai6hXQEhZ4wxfYYRt1Oyv/lLjzqJtj4yGi/yy65kJrrzkXGj+LEu8j2zILdr0HGxDNxGKPyMEL4oTiikOth8AzC8API+KPY/k+CrpLr7qEQL6esegA1VoO6/JOj1/CeehXeU6/CeHY1pTd+jb9+CO/sLEJ9isTeWjyRLI1n7B0Nd4O/YEgaoUyW0o8UPtp+dA+ZXf1AlGLBR8OsNv5aKnDjaR6ipwVgz253Q3oAJf4mEERRHSomJmjdPpv4fSuIzepk/sdewl7/PdfbmB0AoZDsKWP4aBWBagvvkpOoTf8G3WdSSAfQtEF2fvpHDBwOMvH6M5jy3vljr1n5BBRnFXhs8r0xOHAA5YUfcNZ5eeyji3j2tksIR9OkkyEUxUHRLMpnlXPK5+fw5g9ePjYK9K4bSVI3TA794XVmrr0ZltyO/eoXoHMNIGBoH7n2Q/TsmMykOW1IwFPhrjPJjnK639CY9Y0lKFPOw2lZjaiYhn7a+6iLdZF+YzOifysy4yoLWtBCSkHfrgnkDvZz9NATVEwa8wBKKXGGWhgn3uZ6kVqAcRhzXoFQ8J99Jd7TLib+1LMMPLKawNxOwhdfNFrjxpixCDUaIfmLL442UdrwDL4VV5B/8UEo5rG7WrF3b0EWdUDgFB2yLzyKZ85iAmdfRPalp0EIgisvQzoOxVfuxTywEa1pHuGV78YzeQqJRx/E7u+l0Jsj8o5/BTOLPm3hONbI9EsvkHriYZRAgJIZHbv3QpFS7wDeSWNKklFZhiVCaEYWy9QQhkHFDZe/ZS5KKWn51oOYCdc11Pbzp9E9xiihgWLoZA/3u8VRRwY33+4mVGXSfvI5HwxB25+30fSOk8a1PbhjkKMvuPMk2bqf4IQwsz+yYGwcUyUePvtJwiMGJCtdovWe7Vy/5nLygwV8Fd5xpAYA0YkBPvTmSvY80s7hPx3gwD2HOHDPIU795kIWfnzWuGNf/8l+Vn95J7pP5aq7lzP94jpO4AT+p+ELX/gCUkoeeughzj33XCKRyH/qvNWrV3P++ef/Q/t2QvE5gb8rhKpQdfpb2WmsnIk10IMW8KBVVL9lf+1F86m5cB4IV9uXpSLC60cWXO+NOlIESGgqoXmT3Q9x8TjPgyzijajUn91IqPpt9D36Bt7aGE2fuwrn4FqKz/8Bl8JLohweS3o1Nz6M2nQy+bv+BWwLX7mOU3Uy2XQZnliUiZeejHdCNV3P7yf79BPkM1kMbxGrpGPU1xCr3YZSOIr10FrUs29BnTb+hfVPbyS7ecBlbzsWYtY0FyXq0v36G8vQQh6cvDXuGOkIhG6iaA5qdS36kmvQl1xD8bU/kG/pQGJgBPP4ozmS3V7qPvpWpQcgfXiQvjf6ULV65i7bDRbYlkG6pRpPNEdp2If93KN4T1qM+cjNkHLpuoNzPoR3aBu5YmCkkvrI/Zx5Kb4LzodimpZ7D1I6dDflIwqMdAT5nihW1kNg0gBW7DrC516LsfTYPVks/LeFtD0URlf34I/ksAsjxA8CFN9ITkK4En3hBZTeeAi7pIGQaL4SAgsz7uY6SVOj0BNh429XEtRMZq7Yju51yRKKCd9b4sOFgMC0KsyT38fed70CwNxle9H1LOltjXiFRb69YvRedSHJdsbw1Q6jGa6iIFRJcSCM7rHIHx4ms+Yl1IFWfNVe8n0FfJPriZ4yh57vfwuzcz+ltJ9Sxg8iTN0l2wnP6gWgFPdipXwUsx76dkxD9eZouHAH3vIM5tr7cDIevIsuI/q5D7r3als4uRwq4KSHcAa7UBumE56j4wx2IaoyCM0l5yib3UVpYCa67ADFi7SgZ1ctqfZyKhoHKBRC+JsFobgDh72YOz9LrmWMwKGQ9OK94KMUV90Kqom0DLDdsSy/4kLU1DaO93Ucrx4ZTROI3+da6of3NtD9+nTqY2PZ+/lSPYdfb8Qp6Qy1wvRJO9B9I9TJoSz5h35BhePnaMd83vj8JjwVURIHh1ENQVmig/TO0/BWpaha3Eru+QdxJ43gzOvWMPOCCRgH1/Py80tJp/2sOHcLVbXDqJuDnPr9D9L+bDt+X472TRbRylZOe+dLGIEiztY4ysIvIiITkZ0jc0ao1J5XTUg7hFSLdKyfRvylRWjeEmV1g3jLX4fSBWhnfQW54haE4s6Z4OJyAgtnYw+cR+6NNQhNw7/iPI7++AFS+9tGByzV4yUQzrnhV9XN5F54Ef8k1WWE9FbBhAtR9Aiibg6yezd4wph2PVrhKMIfwjjHNQhl3txE8knXy1I82IK9dxVMOB3h8RE5/1xwsgjVHg2LVHwqspiH49dNbI4vDC18fqyeDoIXX4v/tHPJbt9Obm8r9mAnzhZXwS/1t6NUNiLKp2IePujOm53b0SqrKLv2hnHvndnfS/Jht3CsnSihhQzMkTA5xxa0fflWKi4+hcLBg3gnNlL+9qto/OaXaP/5A+SOxPE1TWDM7XYcHImVLYxdZzhF8zeup+vXjwFQf/MV6NVVqD4dO+/Osdhpsxh4fgv5nHf0vJbfbRpVfOyCiVAVdv9iO8dcfBJJYXB8LaOBXXFy/UVClWPrtR4yEIrAX/W3a+xUzgwz+5I6dv1o++i2tmc7xyk+pazF6i/txLEkRdPixVt2/K9VfE7QWf/PxurVq9m6dSvh8H8tpPO/oiT9n+KE4nMC/3Acvm8P8fvupqHJtaKFLns7gbPH4ssLg1kO/+JZIvl1+Kq8hK64EWPKHMLv/xL5V59ECYTxX3Dd+EYdB+OUaymuvc9VlCacwt73fQ9p2wRmNzH/rs8gTROh6xTt4vhT8YxSaItwFXbHHrBd4Vb3mugzKik/dyx8xMnlaVhRQ376DXTd+QSFEjR+9Gp8civOxrF6FfaWP79F8Zn4qWsZeKKOQqKVYHgYrXEynlPH8p30kJclv7mBnsfX48lupNjvLhJSChxbJTanC6aOffizW1swR2i2rYJOIe1DaBrexlr+GrwVARRDIVyWHPFWjdTNyHuQtoIWKKAEFGT//lGlB8Dc9SxOIQIoFHMG/qZy/HPnEF65EqFqSG+YA3duw0xPZ9r8Q8Sqh928JQSl4RCl4SCOtYnAOW9HjUSQjoX9zKfw9e1k1myd9PxLoaUVzWciHZOB5DQ2/nEygVCWuV86jymRKtKDFSRa6wCJt8aDYvejCTnCDAZm5YV4mqZRZj056lETAnR/Cc1XxMq7niixYCV68zQqVizAthSi06NkWwcQEnRfCdVTQlgqimfMKyeRbLnnDGafs+OvjitA7rXnEKkeysIQa6qj/JZP0Pez28js6kY6kbHwOimIb24iNDVLYfhtxNe1Ix0Y7K4YoYX20PncPCaetg8KOormYO94jJIyCI1nM3z3vTjJOL4GH4rZhxA2SvkEfKcu+6v9Ms7+JkKvo9DSDcO/QYsfJLVtMtlMkEkXZilr+gDWul+O3OcByhZMYWi9y6RXfvZJaPWTsAwTtSyLXtWHFfehBEponlbsKVfC7kehVKKY9pHsqEA3TKQUmBwAxrzBInYJ6kIDe/PvwTDwBQdZfFMLQ63VHH5lHqWEeVxAE4DA8JhMnXuYjS8vYtPX3yDbmWHSjCNEZnWiiBD57jIyB6tRjsWeOQp7HllM5IJ6qs+ZzUVVLzLcHyXid995O5mhbP93iU03eeWFk9CEj7knHSK5fRJ6JEvUeQRn6js50HI+6V06U+tfQKQK+Pga1TNdNrlYUy9b7jyf8uY+Jpzkhm3kfnMt5ozPEz1vLJTXGWij8MgtkB3GO+sc9As+hxAKlVeuJLPrThxT4q9IkR8Kkxhw3+mA0Um4wSZ7qBrFY+K54DMYPtcoYlz1U2SqBxGooPjSqww8+CAA0cajROtnYw8dV/MHyLQUcPa7Sn3xcCs1//IJfNOimB39buikGkZoBsbCcyltXQ1CwVjyNkprXkeaJbSqKsz2FoZ/9Dm0iVPxnHIp8Xvd2kdmII+/bOxaMh1H+scrBIX9Byh1dmM0jAnqhW2bOJ5bXtVMKt/zDrp/db+72Sox9PhLaIZFsaUNNRoheOqpJHb2giMxNx2k487nmHzLteNniqoQqNbJdI6s2yJNYPoEZvxyfAmJxX94D4OvHSQ0s5bYyZOou+pk3nj/E5Ti7vrvq3XX24773qTtjpdRPBpWtub4KzH5hvEGpfJZUYyoj0TSIhgs4Kv0UXVGE9KRb/H0gOt1l1KiqArRKWH8NT5yva7yWX/6eCOgUAWqR8Gx3DVO9//vJECQ/P3JDU7oUf93sXDhwv+y0nMM3//+9//OvRmPE4rPCfxDIaVk1/fXsfT0rtFt2ZeeHqf4bP/Ki9Q4q/BGs8gBSN/zU2L/eif6hKnoN/3LW9o0+wfo+f6PsYeGsWUF5RN6UPY/TbQmRryrkuyew/R++9+wutoRXi8VN38I6Y0hCsOUch5S7RFqTvMg8xlsbTJ6ZZNrVbSKSCEh6MaNCyEoHu2g53s/xsnlMSZNYOYvP4fQVBACa9eucV4a9LfSoap+LzU3nDvW944jFA/uwzN1JuaO1RRfux8RiNJ0ci20DdDXHxmLRZYCO2vAzlWoiz6MMHxYvb2jbTklHd+iM6k5aylG1VupZ+34EMlf/5RT374JmTEopb2YOQ8IifDZlM9xmePszBDFLVWomhcsVyCQvkZ85Z1UTOty8xRWXIFn4Ur3Htbfg7XhPk673GDLqkX0HamhlPVQ1XhcLQ1FokWLoI3QeA/sR/btHOm4iT68hnh/GF84j1nUObSuHKSglPPQ/qsXSb2wjpDpHq9qNtZwFghgajaRiRmMOWeinfkeDn3tcaxJ1TTOG6ukrvmLeMoyJPvKyDgTWfc5gIOc9s0gU5aWmNm8BTOWJTMYwTFVKqe4Cp83lgFHYJc0rEAA/ZBOWW0CUTBIdZQjNAmKClgYzZMRibFryqFunOQwZs8I2YSQHC/wKUWBuTVErqcV0JAjVMejzzLrxY6Pnz/O/tXQshYnVYHuLyJyWSQqUigo+RaszGmo/irksA1egfCqUPtO8M4g8+ZGBn57F+GZXVTP7aH6Ez3IcJHUusnIQmbcdXyePib/23sQikJodgVO67aRewDFY2HUpEdu0mLo9tsxu+vRgwXEhKXYdgt2tkD5qS14G+MMdSxhcKtNxbJJNN5wEapXR5l7LaXnbkFLrAWgvLmPgYMJfGd9FLUngNO5m1JfEsd054ptaQRqINuZoXHmUZZc6taosSYM0L1lMtlEgNCIYuPYgonzDhM2t6GoS4h96md4X32a7Loxg4QQDrphc+Z52/nx965i6Rm7URSJmQxQGAyx7ac9vP7dFiDIlshKrnznagLaGAOXojtMXbYH47jcNt1boOOuhzl4334mNazBGwZFV3GSOZcKfM9LaPMvRdTNJDR/CrN++zlKr/4cuo9wZO10zLwHkMSaWvDVDZNrqaaYCFJ6+XWMngzBlZciFAURcZWI5NNPj147+dRTRN52IcHTlpN8cTVOtoCimaOU+QDFQweRAwewo6dhH34SaSvIVIrSga34Lv0InlMvR3h8KKEYgYvfDUD6gV9T2OSu09bRQ8jAGPWzmfPgRG0UUcC2FNK7O7E3HB6d4lJCvrWbrm9+n8bvfwMt6lpstcpqhJCj1vtiRiVcVz1u7h8fPpw/eBiCMXDGttnp8QrW6Lyt1BEZd80RmjpOsi0NJBleuxtvQwUTblw2mjMQnFbHkjuu5ODt61E8KjM/czp2vkTbHS8jbQc7VyIay9GX1JC2ZM4nTiI6tWzcdb1lHq568QIOPNjKwIsHyLTF2fiF10i3ppj/hfHGiJbHj7Dm0+uREs740VKmXd3MNc+fz777WgnV+5nx9vHREbpX5co/LuPFW3ZgBDUu+eXiv3rvJ3AC/69j8uTJ//FBfwMf+MAH/uOD/hs4oficwH8ZjuUgHYlq/OesUarPoFgw8PrdcBy1fHxV98yRBNqUMTYmWciBY4P619tPvfTKqLVTFQ5W0YOhFYnWDhPvrsAXLGJ1DQECWSiSeOwxqL2Q+POvjhYMzLblIV+AtvXYmQJpz5UEsg8hizr5hx5AfXk1ZZ/+AalXXsPJuQJP6Ug7mcd/h7P/VYTHj+/Kj2J76lALPVgljY7V5Uy5II8WdMMdZD6DNdRL75/XUGrdRXCiD7urExAYU6dgpLeAlMj0MCUrgScoCU/qJ3W0EqGCrzyNnXXDMkqrfojnsn/Fs2AphQ2vAuCZv4Tou9/hPpN0AquvC71xMrJvG9aGO7DTWTSzRGDKEJl9teg+E81rYlsK4RlDowqbGihi7n0V9cJPo6T2IaIT8E+5AKN4BQpufSX2/Q4WrsRJ92Otv8e9vtdi8UVbGRoup3xSG5nDVZA3QEgi07vwhgrIRy7GOe3LiOr5oGijtWHMpI1d8JApeLBMBcVnUN3UzbJLX0dRHNo2Tce2FXR/EeW4cB1pa0Q+czeKz8vwvjilZIkDO6YQrowzc/k+hCIRqsRxVEo5P4o1BDSiKjatd76G7/V9CBxUFQxPiWw8TLFwLtPmmigt9+KvjSOCHtSzvko23IF0XiLa1E96KESqqxwQ1H/w7VRcfDrZ5x4i96IbWlPIGez90M8QnjCaWUDTHYK1wzglDUVIQjXDCNVBMzKU1BCKEATLk2SGIyiqTfWcIxh1MUptCfehKI7LiCcLKKqN6jUZzbCXAjWaxzqwAePG+yBxGOmJ4IgwXT+5m9yez+CpcAXrcE0cuzfkKmJxL2QN7P1jTHmOI4hvzVBZt56Afjci1Y+iRFCqGrEHHOxIETWUh9gS7MCZmF0uTbJV1InGXqLifX5kbg9CcXO05l11GC4uIqbMQPG6Hi+nYJLdeYjIhLF3ePIXrsc7ewbgJoHH/+3fUM0DSEegNTZz6fdns+b9q2iY1jF6juax8Db6GHQuRJtcIrNpKxQHaZztKptO20acWWfhv/i9FPdtxxpOo3ostJEaXbajULI0HEegjDAE9u2eQOvuMc9JKhkklQji6yojMLVvhEixmdClN+F0boC+N9z5mzNo3dfEogteIRR1PUPSdL3JOAqOqYExFlKlxSrRrvwW+fWribX9Ab0igbc8gzfqCvVpMZ+jbyoIbKp3rELxB5ClAjI9iFpsJ1Q1gJ0rueF5MgCFNHplBY0//h65J27HaVlHsiOKXXQ9Sb6yYczHP4Uy9UacEc+j4wjyW9cjLYln4WnHFQkdUc6jMY6Hd84srANrEdKkZEbI9PoRiuspZvggWJY7F0oK0nG9vbJQoHSkHXXebJcIZcFi1IlzKLXsxyzpFDImka5+6j91IwMPPIvV349QRwojS8jt3Et2xz4CTU1k2xKoAS+1N5zJX0P1TZfT8YPfI0slQmeehuJz/YdWtsDej/3Src0DVF59JhVnzcbJ5AjOmUR0djVLfnn52DtQtBCGisy7SYZlE3VOf/gdOKaDr8pP/+tH6F97hIplE6g501VUos1h5r9/Oo/f+eZoO+2rWt+i+Ky7ZSOltOtJXvfFjUy7upnwxCBLv/i382RnXdHArCsa/ub+/y34u5MbnMD/VfwlOdL/Szih+JzAfwmdq4+y7pOvYhctFn5pKTPfO2fcfitnsu/2zeR6s0y9aS6x+dUs/clK9v/QpFoeJDqrishN7x53zqQb5tFx70Ga57SiKBK1uhGzoxWjeTwzDoCTisNfWKzFcXVcwotnEKyyKW1ff9xJDrGLVpDetBtzII5/1iRIbxzrc28XfW8MMW25Q9F0Xwl7aIjClrVosTFrnxAOzp7VrrJiJSm+/ADDhctIrVuPVdRBFsnsbCF6ylys9n1k7/k6mEUClkLVArdIZ4EAma5yzMMHMCrHFgaphSE2HT8H8S9fjlW5Eufpr4/ut9vdvKTwNe/DmDEPsgk8i88EwOxsI/HLr4FZQJRVE65rAdPNCfGWuwqDpzZJoSuKECrG9JNQAlshN+I9coTLCpe20Zd/BApp8PpwDAWhlhAeC2Q7dsc2RHT8B1k3skxa7gqeodoEfQdPpqJxO6LkCkI4Js6bP0a9YRXqed/G2fs4DmFSb7jeEt1foHpGPxNOOYgtNDTVteQ3L9vH9ieWsegjL1DsDzO0sRkQhM5YivXkx5CpHkLzrqFqcRX9mweId1Shrtg9Nl4jzzFfcuu7lJdlqajoG8lpGAm7MUwiU0tM+teVqL4QnHo9shAHzQcoRDK3ER+oJlA3TKprLA+m/6EXCdap+M69nNzqx0BKBjuqsU0JFNFCUWpm7iHZE0OxvdQu1dGL7hjp1fUEnS6khFBtnMaafSiKRFElomIBvjPfh7njMeSBpxACRP0iDLUBu3cHMp8GAXo0i9BtnKwJmgd710PItpexrQB2Zx0QxIpn8YTdED53ggkoaW6OfGZolKRMCOn+tT2G5zQ33E04SbwLl+BEbkFEqyEQQWh+VNtGq67B7O0lNKMbNelQ2pRDqw8imuZAwg/tG9wp1b8dsxjCmHEKTi5P/EAV/oY+jPIMdsmPZ9KYFiQtm+SuYaASECjBQdRwBSs+9ST5rigUR+5B91J+cTPW66vYvXo+tefcSODQvcBxlO6KRu+mBIn6zzDhagOvHif14I/IxR1WPXMy512yEWmEsQppcqkATt1iJp1TS89mV/kJ1wjKZlYiGhchJ9VirrkVWUrDwV+iXf5Nsm1Jir0DZHqj2NKLqh9Hn32cnKY0zEOpeCuds2/5uXjmL0Me/BMc/J17/1VLOPKbIFbRbav3SA3hdS9g93fji2YQho2ugh6SoEhUkaa0/gE8Z38A1ecjdP1nSb1xFrnb7iJa148vlsYTyYED0l/GwPBczOEMgfAwAXMLpd1bCNo2pd2bcOID+M+5Au+C5eiVUTzVfqQtMFZcj+zcjMfnkgcYniwl30kU97mFn42Jkygddtk1FUViOwIhHNSAjtV3lN4v/QYnlyV88ZXoc5cztLFndAzUkB+rtwvfhBi5eJ/L4GXjeqKFQAgwih1Mvf/bqAEvimc8I+MxZHtK9LW6XtL+P+8jes5yQtNqyB3qHlV6ALruXcvAw6+4eX4zG5nx4w+O0lcDKB6NmV+9jNY7Xkb1G0z7wtvwlLlK6/DWbjbc/DgAbX/azpI7LscpWUjTpurMZkLNUdKtCQAqF4+FyNklmzWfeZPC0FgekvIXDG0924bZ/2gntYtizLj8hKJzAv9cuOWWW/jwhz/MHXfc8V8+t7y8/EQB0xP4fwdbvrMRM+1aULd+ewNT3z5jHNXnzu+9weF79wDQvbqNi9fdRNXyeqoe/eDoMVJKpOMgFAU7k0Xb/yKxshTDXZVEq4dwOjuJ3/FdKr76c9RwlMyGTWTf3IgeC+MceB7MIkakHEspIzukoBYdQrURQlffTFn9NKx4nN7925GFPKgqkevfCZ0baXhbFDHpPDxzlpO851aK21xrnW/5OciN27Ht8R8mYXiJXHAqdjpD6Wg7gaUnIdf+ejQfCEXD11TH8OqRHBxF4G10Y7ZLG54G0xXiVc3BMVVUw8Yby5LtKUOLGG4xUMu9photQ7v4F0jHRigq6UeegLQXT8j9cDrBkZCIUha5+Y/IoXYKex5GLv0k6Qd/QNnEdhBQHMogzfyYYKuqFIZDbv0d3aTYGUMe2UShMoKnthlnsIPiYACzVI6vqoL8ne+AfApl8inoC66BQyOLlrAoPf1pivapeCcswTm60RWmjePrpkDV2bUwMIAc6DmOhWokubpxOUrjcqSUlBe+h8d+FEWVOINeZMFAVcZysYSA6mndGOECRriArz6OU9Bcz0Kfm2fhbLmLi//we7p3zqPt1ufYt2YeE+a1Ush4kTmd6nlHmT6xl6aV7Wx9ZAlzz9/qFtpsqUUoDtWnHUTPahRuvQ79zPdiLLka4XUVXevgWrxqF/i8OAUDRbNwLHeeK6U4mft/gbd1BZ7Fp1Pc/BrOcXV1ZMHEi8NAzksmESbSdBNVp1RjD3RR+MNXR+8PKXCyXpSgBVUzkZ4GGD6Mcc6nkPMugkIKUX8SUcti+LufwjZdz6OmOhQ7yzAufCdy8CCy7WUyXWXk+6J4DRPbKGGVdHyLlwFjNRGcEQVCRucgkjtA2qT66/FPbURaY/ldABhhFPsw8uUPI4UCC7+CmHAhlZ/+Iod+8Bgx809IxxVIzfYQ+fL3EMw9w7FREMDh7/wZpf4g0751E5EzZuKpdI0RmjcHh2+DeW4cd/GNx6id1YFjC+KdFagV1Tidf0INlQhM70fGw8joDShKAq3rbiZMgvqGbfzpGw5X/XoF2Y3tROoOYEsf3VuHePHTrkC+vdrHVa9dge+imzFe/wbXfug5AsECnPE9hvd7CMgthGdoTK2rJ9Lope2hvUyesQd9YoTAORdg738DWTruExnvIPKJ2ym1HSZcclBe28eeh+aw8JwtKKqD5ZSh+DWUmma8V36WvwXFH0TOvxnql0EpiaxahpQ/H5s/qMhcZuTVcf56I2Zh3M/wKYvwz5mG3boe3nALyOKL0ru6n1xnFhAkcjG8gQKqZpN99j5k2mWXS93zc4RXp/DUL0efnZLvwxzoHLtAMUfZe6+lsOcACEHg1NPJvraG9LrXKcVBZlJg5VHNPOknjtFcS1JPPEjZhz9D2QwDK53Hc/JZlI62EX/yefcIoeGZOoPU9sMY3tIoFb5nYgN6zGW1tLM50ht2oEZCBBfOHvVQpfZ1M6ptOpLMwV5C02rwN9eghf1YKdebpihy1Lud3ddBrrWXwNT6ceNXsWIGFSveamiL7+wZ9/vAra+T2ucaCGrOncJZf7qYlnv3ogcNpt40ZgQ8+GArB+4fo/E1IjrRySFeeM+rnPzFBUhN5a4Vq7EK7vO97K5lRBr85IZKTLmg9kRxU06QG/xPRyQS4YMf/CAf/vCHufnmm1mwYMF/+tx/tLfohOJzAv8lqJ7jLGW68ha+9eTBsbARK2uS684QmT6Wwhx/8yAt33sUx7Ro+tjb0JwExTY3nEVBYuY9eAJFsEyyO/fiqa9j4I7fjJ7vDYERAK9viOD178Sz4LS39LF3dQut22qoa+rCF8yTuud2vFobiiph98votbcReefHME9bifD60esmMK1sNn33eijz7EYAnnnL8C46DaFqVLzjWqRZwkkMUvK9A+fNPyA0gb50BcE5p4IjybV2EztrId5Gt66RCI/l3EgkYiS0xhF+vCefjv+kOVirvoUcEWzUKtcCLhQVO5Mlu30XpfYqNG8J1bAou3CkUv2+Ncihdsy8jhVPUmz9NZGa3lHKVk951lWmRgQI4Y2QzywluXYH3nAGVXevZw8kUa77FQINo70Ff9MMrLW/hrwbtuMcfoNSvB7dJ0b7rgWKlI7sQk4+G8UPWCalrA+7oKF6LaQDTstG1PN/DNtuQ/buBz2AsvxzfzFPJAHfM2C5CrSosLE6DXAUpKohVFAnzaH+lJXI4V0Iii4JAhJrpKji6Hw0BBNXNhBrvoz9P41yYMd06mu3UTG3D0+VO68qjP0s++ypaEdLhKsSRBoHEaqDlfGOhOiA+eof0BddPkrDKwzXU+SNuAJm3fwe4p2VyKJJtHoY3Wth71yNGpZEzpxNbWMt3au6AEnt7CN4Yxl8h21i81uINj6N8H8OpVxxc4QcN7THsRQKCT+lqhuI9DyMaHUFRi3dh7b4HaP3aHa0osoe9KiNlfOQT84g9PZP451WjUx34VgK+b5jLDgCfzRHwdbofqoFuWQGZXWHEUYIW8zBWNaE75zrKXZ2kl67HmNZA+GGGMnf7ya9pxbfpCHwTURr+hhy1VXguGE6cufPEBMuRI1EyQ55caI6ygjJhLQVtv3LWsLVDguuVlEUm3RvlExfFNlzmM7fPk9uVz/llx4/BRxk32vYW75LYYMXIUDVJJHqBImuTkqHtuKtcBVEEUvBpAXYL30FZSR6TFEdTj9jC4Un1gFQMkL46hJEkr8EXGaxqH6Evi9+DLMg6IsvJDZhgMhp51LbfDqV4k44fDu0Ab0PoA1+hkmxl5i5cAvkwH7yaRLGe/DZOqpqgieIOuVUhBB4mqcA0BiShI7exXBnOYFwlsDyZRgLL6TQP8yBT/8Cxzao/8AlRJfOxBlswzm6CaV2NkrdiPBeuWDkicGUT53PoR8/BwKmfvZteAu7yL32PKWcB++I8UOU10OiExGtRV9yNX8JLRxCW7ASp34ScvAwyoQlON979LgjBNIRoGrI/Pi8GatjfK0NJzmIcfKF5J+83W17yklo1Y2EasY8daHzVpI6GMc+9BqK6hZsLeU9eIN514uoAEgSv/05WBYaoCYOUCy6Cc+lok4h6yU91Elo3nR0L2iGhbexmrKLV1KKZ2n5ybMk1u9DV/P4gnkiS2ZT7B5EiwYpX3ku3Y9uQVoOWsRHbOnkkXHwM/PnH6L9D69y9PFDGB4TTcsjpUAxVPpW7STclaLizLeyYP4lqs5o4sBt67ELFoqhkmtPjO7rXd3Cwh9exLzPLHnLeVZ+vEHI8Gv0bXAVpuF9ceZ88qRRpQdg060HR72OE86o5J0vnv0Pr2Xy/zTk35/c4AS7wf9d/Pa3vwWgubmZa665BnAJD5qb38r6ezy2bt1KMpn8d4/57+KE4nMC/yUs++5prP/ca1g5i4VfXjpOEQJovm4Wg5t7AEnzKQXsDY9TkMvxznApO4/c/uyoJe7IbY9Tu+Qv6lWMrE6lgk7PL1Yz8T3jY6aP98qoFWNMZvnWDrp+ejdWMk1q0MAfLOEPuRZyeziBGfDiCefBsXH6j6BWNI4LpYsuaia6aIwRKLdrLx1f+ibStoldfC6ldfe5TEZCEKzJgITME79DtKaJnXE2VVecMa6f3jNvgFIRs6uVVKeGle7E31SB99yP4K2YCoBifRRz+7OISD3qyVdi77wfp28PyZYySu0dgMAqeAiuvBz/bHf8hD+KmdfJ9JWNjFaGgs+PESiNDIoB0oMsuWMsolUYVVMp7tuFXdSRtoNjK6jhAIQrUTUdNeYqa7Y3NP5JDHeRUZoJ1raCLXByBp7yNOLIs25Cgwqat4jZH4RIYYT2OAXFAuo5t/HXIB2b0su/xd4dRAlo6PVxJAK7qFFKefHUJ/GUZyD3GvLIZjLdkwg0jngtSh60Je/B2nAvMtWDuuAalNgkAEJTKll86xUjuWE68pXTELYrmCtledTWLW6IUdsrKJpENATg4F+EKR0naCgTF6Itewf2/ldQaqZTft4nKSuaDH3/c+hYCI+JpyEOEpTh1ZSLEGUXOa4AP6IQlAoeinsbMV56larpn0MJRvFd/jEKT/+YYtJHuq8M6QgihYexIjm0gKtkOp3bkIvejrPrT5h7X8Psz+IJu8Kv5jNRFA158F6c+P0IRaItvhixp2ukZhGo3iKp/W7YTfebUcxLPk7Dey9HB5xEP9lHfk5u125yA37Mgoeyi84l8q5PUti7A6t+Pt4FJ7sKj+YDeyShX/NhD+0nt+pO6oMDpHvKCNcNIxRJ6+ZpIBVSvTH2vHYlUc92+g40cqz4TO/j68EW9GyaTM2iNkRoAkz+MPL190EuBRw7dszKmzlQgbciAUBxIEihZQv+gobwlBAC4p0xwsExsoHioKv4jFKPC8nM+YcQjoNhQGUkzROPLGfwfg/Ldu3kkovXjNXOybdTaO+gqnnMui+ERLY8xbonVhCuTFBx0TlMi7jrjXloI07PYbQZy4nc8Al8u1/D6TmAtXM11s7VDHWVkztaB2Rp+979zLn9RqwHP4oQDlKCsuxmPMvGKy61F8+n+oI5gEDRFKQzH2PyDGT3RlSvQGk+BVExnf7f/AnZtg/ffXcSuuhatIlvFd6VymlQOQ2AmuvPJdfShZ3OUX7uQmKnX4rW2Ez6sd9jHhwJDdUNvKdeRL59G3bHfjB8GEsvQqufijZhOjKbQm2c8VcF8dLA8AiRx3gITQFnRLC3xt4ze7Cf8EXnk9uxh+II6yJAetdRFjz8dVTfmJFs3789xuAr+wGBhQ8kiI17EAJKXX0U27tZ9LtPkG0bIrpoEp7yMXIQb305U798JdrE7fS+fAizpw07W4QCdD20ia6HNlF99Snku9OEJsfwNdfSds9WPJUBZn/hLLyVbluh5hhnPPoOdn1nLfE9wyiqCVl3rY3OrUHR3FmUOpqm9fE2ws1hmi6eyLTrJtPyxFF63+ynZmkl8b1jRWDTHRkaT6/EG9UpJFzDQrZvzIPX/toA6c4c4ca//DaewAn8z8HnP//5UQXmmAfnP1vM9EQB0xP4fwoVC6q45MW3WhuPYeIV04nOriS77hWcTU+RWw+5Da9T/ZVvodfWIVT3Q6HpJvXNnShxG90bwCwYmDJItjuAx1OkkPMgRJb0qqcYpQ7SNMJnn43sP4Di9yNzY1aBvrueoNTjMvwEfAWEbo7v2IiUI4IxtEnz+feQXP0qg3ffP/p74J6HCJXHXeuzlFgFg2LST34oBJ2ryG3YQO03v4vQj6uH4fHhu+TD+IDjCR3N3k4Sv/gaMpfBf+7lOEoF9s5NmC0fwwh1u1TGR6qBsdwi7/Rpo/+r00/FqVgNfS4jmwBSfRNRvRJvVQDPOZ9EOmCt/y1oXvSzPo0Ra0IJBDG3PY3V5Qp3djKPuX8bnjlj1kr91Juwew8g+w6ObpNJk1S2ikAsO3JjwmWhzRjIkTwaCejBEcXLE0HE/jabi7V/LdaWJwAFO+FHeExkUXMZ7AoGevi4GiMih1ZKk9w8CS1QRF9yDb7J52NMPn+UdQ8ge3SItu//kbry1918mfI6AlNMxLHHIcApHMWw1yEbXIIEZ8Kn0Ep3YLWWkCUNWwZxUnHUaMXItQXGqTfBqTe5/U6m6PnxbZidkkhDgOC0A6gjyqY0FeyEG1KjaK6wl+ioGCVkKMXLib/wOoF50zHmnYXZ10XqnnWj95lPBvCECjhFDdVXQglYOC9/BPvoTvJtVWj+Ihijw48zcIRcZzfMiuGf3Yuwnqfs5j+SfuZRhJNA1fbD/uNHfewjknvidqzWnRge0OvySMBuewXvDT/Dt3AJMn0I1l4I+R5E7dnIoU5QdIraBaS/83W3vhSgSIVEewWBufUMdlShqEUqG/oJlwWInn4hRbWLfBwqz55K3xPrsLIGnWtmE+89j9m3fRSnlKdwyMDJ1KD6izimgdTLQRvGbwwQ3zmR4lAQzV8ie6QcvSqJr0Gn0BthuLcMa/qNhFLP4oyEayn+IqWijjP7k6y4bQ49dz+EelyYmKLZ7O8uAyRPf2sv1WUrWDZvhKrcU0NsLmx7dAq109yQPymhmPFRzHkZOFqDr8f9cJt7XiP/2A8BKK67D98l76erYxK1pbGcQX84x7HodFkySb3wBAHhjD6/4st3oc8+AyVUNe7dUEYYEJ2BNuz+VtRMK/bhx3AAp/VlUto1mPvWE6pMQvdR0r/bDYvfRXzdPozqMmredzVaNIqTHCT/5O04yQE8p17BnLu/gjU8TOqhu4k/+Dr+5afjO+V8V5HwBQhddhOqPwgn3UDqyBMopo7Wm0GrB7Wy0U29+hsov+gMOn90AF0vIgT4ZjVTfsVF5Na8QGHXCDug4YGSG8YaOOsCgktOwvjeVzj8rXvJH3XXbC3kQzHGiyOloeNzOQVSKjiOMvpc7UwWmRqkeuXcv9o3IQTNN55EbFaUXZ8a90Jg2wptd7usdb2rJZatjWOaW/SjS0b/zxxN0/XSMZINSfXSBuyiiRoNE98zgKcywCMrHsfOW0hg+TeXUndaLSd9fBbVf1yBt9zLtp/sZNP3tgMw/yOziTQEeN+G8zn0TBfV88vY+cdWdt5zBIBQg49A9Rgxxv9GSP7+5AYnHD7/dxGLuWQpt9xyC9Fo9D993ubNm0e9Rf8onFB8TuD/GOkDPez96mOU4jkmvf8MGq9zhejItBjOxiTZYwc6DunNO4ldUkfTpy/h8A8eJ+DpRNVcE3WgLEsha1Nx3kocXzXttz0BQHBqFPKDKBogwTtvFr5588jc/SQOkGnZRugD33atnsfFhGqGRaQ6jnQUlyWqsprI+26GVC/qpHkI/0itHLNI6fV7KbUewOxNIbx+Ape/l6H7Hxl3n9Kyx/0WioOZHfsw2cPDWMND6NU1/HsotrUSv/XfUHAF5vT9v8IIZBECZC6LJTwY0Tyh+mEyvVEEgsDihfhmTh+7tlAIXPhOcnu/M3LPkrK6JMEr/hV92hj1qTppGVI6FFb9CnPHapSyCtRCB9ZxapjMjz4ht21fGO8NPyH/x08ihw/jmBpOQZBO1qB7O9D8YJzxUay+Dpz1q0YdJAKway9Fi6jgjUEhCZ7x3iP3ekmsteMTHa2B4GiYntB1TDENZaAdp6AjDNu1JtsKdtaDONKKkxpGCcew+npJPHgPsphhsLuGisBGFMUNt3GGuskHF6L5duAUVQp9Ybw1qZFnB0KxKK29g7h9Bd6B1aOsV9YdX6fsi7eClKQf+S2FbevJZUPIQgGPUUAWNaSjk+jwEV12nLdIk4hwOTI1hGUpWKqH4daRgruqTa7NR2rbQyheD00/+BeUxpMQ2pvIEUu4NlI/qFCoILygAjHsMocpfkBI7KKGotuu0mMq2Mf6mxyZg2oAz6y5eGfPQ+Z6sZ+5hvJpXWR6otQu6CNQK3GG5qCUT8ZJjNE0CwU0bwlDHMba9xr6rDPh8B2Q70LaAvpeQpz+MCI0jdy3PwbSTTx3XzXJ/8fee4fZVZdr/59Vd9+z9/SamUx67wVIqAkd6aCInaKinmNFPWLDowasiFJERJCagPSSQhLSe++Z3vvuZdXfH2vPTEbgnPN68P35au7r4iJ7Vvuu72rP/ZT78QQzuPRGJi41SLVbuMUIJCPEV3cyanE+kYYM3ZtOMvGKw/Qdr6SnbgpVt1zijP3IBtLdPkxDwhNI4Z4zB6TXCXpi2BY0r5mMnHGRbHAIpDqqGunyq3j7E9uJtYAkNzHna1dRVNwN3iDp4nn4x4Xx+Dx4eYyqy94i3e0j3laAIEBDx0i596i5CCaXQLYTyj5EZN9Rtqz2UlAcZcaCY6TSYdo6zgOySF6Fmg87xrXRsHd4J5ZFy+9XsOmFxXzo0wpq7jqqeSlE2cQyBco/PB/d1EbI3hsZCfPQW4gLP4bZdozsWw+AZSAt+hSHHzzGwM56ikZ1MmbhScTBsFQ6gql3o7i0U45vEn3lBTKRAJmGVsyT26m489/RdryOUeeQjvTL9xMYM5P0prfJHnYEUhIrXyOtao6ghtsLokjq0FE6f/ng4JNK9jcPUvnj76P3Roi+vQm1vIT8qy9GVEYKDQTnTWHcAz9A6+hBLS9ECYecOagcRfzNl7DSaXwXXIJgmSArJI800/XY8wQXzWHMdz9Jy8OvYmU0ym9eOkJwAKDqpjOI7W/GNiwkyUAt9OIu8qK39wBOKp1aXMh/B/WUSNAgRtZzCghOQjIA2Z6R70UjoY1YN9mZIdkSAwbo29uFd1otVsbI1e3BkT8fY8tdDhEumJrPVW9ezuyvzqD2qhpsC8LjnLRUPWWy6b4TRJpSzP/cWBbfNYXMgM7cz49DUiUsy2b9707StLOfeR8exZSL37tX22n88+HOO+9k9+7d9Pc76Y/5+fncfvvtXHfd+zudT8U999zDqlWrRhCO22+/nSVLlrz/Rh8wamtr+exnP8vXvvb+9Y7vhVtvvZUVK1b8nUbl4DTxOY2/GXW/WUO61Qnh1923Co87SXzrLlxVZYQWzSG5eQPYNoYuUffgVjwzZkF/GxO+vhTRThB7/L6hfQn+EMHzFqMU5qMUBml/9HWyPVHcIRXB0EAA7/SZGC3HR4zBaD2JXD2J0MXnkjjUgICFiepEZyQLJHCNqUUsrqbjzZP0/+fv8I6vZPTXrsfY/hTa1ufJRnw5b18fieUPIrrdmNpwxMgbjiHKppMfL8o0HDmLwkkuOOl4EZWKSuQix3tr9PcTfeVlpEwd7lAaO9EPigf17E8Te3ENopDBaVqJkwoy3OrFiaYYArYhIrh1Sr78PXwTa941764x4yj6+neIPfxdJCmNaFikX38YIX8UA396GLO/D/9Fl+OuLEDf7XR2t3o7EN0moqpjaQqGIULJu9NkBElBqD0Hs7MZQbSQXAald3wWqXIiSsgxIExzNfDGiO2SB07gyzvuiBXsfxrl2kcRgiMLiM26d0DrBVEBS8Q0ZHRdwRPIII47h7wLvoh1fA3GeqeuwM6IUDABMdYFloXZdJDUi/fh//j36XvolzkDCPLUBtzhBJjDjV7NCKQOVeemWUDMK8TDbmwbjG4/ZGyk/i2OgZ+DNdCD2dFA+q1HyRx0CuS9chrLLWJbEopLx9BkbEtA6w7jKnH8+lp/Ga655RjH6ujbMB4ro+LLS2CZInpGRYs48uZWJkvvfT9H7+pDFG3k6kpEMYvL7iQ54Kf7ZDHe2iYGHd+CALI/gxHzokVFXKP6yTbnO/eqIOCe4APveISabw9LE3tLkS7/C5Xzd6BveBwh2QMdPRhvtaB85GnUGWeRWfs8ICBI5pAxbnUexB43F0QFo9+L3h4CG5SCzSgLxiP4wzCosiPYKL4MikfH6NPxiScQ3IEhQoZhYrftoyCo0894tjx1HufeuoqKH/0RUXFhJWLU//YtGnacAQiUjWlj8uJSZDtXX9YWpKK8FwB/WR7pvBspuOFKYs1p4q1bGTvzBOHRnbS9fZRj8lwu/OMVBHKKWXa8A3PXH8mmVFpaSwgWRCkd30bWgvy8BP1RPwVFURaefwChfLgpctVFfiTldV596lxefepcli7Zy/zvTmTinZPwVgRRQw7JtIM1SN4sSiCNbYmkTlaiZVVWLz+XMVMbCEwezbhbpjJtyT4oXYRcNR99IEH7D94hVNCKkVVQfBkEv0PEMq/8ErvfERFovOdJ2ndVAl6aD9USKu2nqNYhqrYNwcn59NWHcdnpIQLqDSbBFkhF/ViaRead5xGEUwQRbJvMgd0kjg7Lgp8KO5NCrztMuq73lL8K2JZNctceep59E3Ipo9g2hTd+6F37UPLzyLZ20vvCKtxleeSdtxjRHyDvupuHj2NadD/7OgMvOaIGkdUbGf2L71D5qYsYWLsDrb0Te9IoBHGYkOQvHMvCl79CbG89YBKaNwFBFun+84tonb2Ezj8DV65xc/xICwObjxKYWk14wfgR4/PWFDH+P66k8+XduIqD+CeWI/o8HPjhSrAAbBSvgJYEUZUY8+mRNTtl59dQfFYV3Zta8FfnjUjty/alkfqH09QEAfTE8Lej72A/vQf6KJ5dRGjMyG70a394kIF6h2Rtu/8Ed+y9iJKpoaHlGx+u49kvOlGpbU808p19F1FxyvJ/dtjvo+vxz4zdu3dz66238q1vfWtEE8/6+nruvPNOfvKTn7BmzZr3jaDU19ezdOlSlixZwqpVq0b8fc6cOdxwww089NBDf+/TAJx6ntmzZ/9N244e/W5FzA8Sp4nPaXwgkGWdnidzPU3qmpGDfpJ5Z5E+dJRsyoVlmXT+/D7MQQ/GDVfhv/KjaEcPIFePo2jJlYiKcztGNu0n2+4Ugg6kvJSePwk72o3WdALXWWeA9BcwdVDdKBPmAJBsHCA+2ABSsAmPK0eMt4PqpmftUTpe/zrZhIyhqUS3HKbr+Q2EvTnVolNj4JpG8ec+T9/TK0AQCE4twjo0HN0Akym/+zKC20fmwD7MSATv3PlDH+zehx+CrgP4anqwWnKSzkD2lZ8gWmMQ/Vn0hBtskNxajlCJiAVlCAuux9xwD6JgUzahDTmxA6gBwNi3HHP7w4CCuOiryMEiVF8WjNzXIRvDevFGvLJELF5C9JnHET80UvhBkGz8td0YGYUjb8zBn7HIHj1IavM7yKXl+C+8HEGWoefgUMqW4tVQRtUgBf2YiQSR5c9g9nbh8ZdgJ3LRA0tA1rsxJTdiXhqMDFbbLqS/Ij6Cz/G+Cy4dDBE5XIA85UZccy4g8fyjxO66DbUQXN7hbcyEiW0YQ1Eho/kIVjqJ2T8sdWnpEnIgixGVHVIpK5j6MAkSRRv/tcswO95A3/hnBMuppckrbEdPKWR7HYNEyCtE3/AYZuMBwHPKwIf/KQUDeGfNJtMSQ+9yOykZ2QC2pxWzJ4CVUXEFU6i+DIYm4y6IY+oyPUcr0dNutM4BQAQT7P52PNfdTtMvnh3af6rFg5p75+sJL/aUj5B49W3yprThqRnAXRlB6/chzfkmysQrSRysI72ujeC8XlzluTQ9TyFZaxp2pAspx0XsRDfYFq7FH4GOrVidx7A01SFRooXU8zj2my8iLPwx+tv7hyKo+raXURZ8kuCNtxNf8Qh2qgfJC0J/C5gigw+P4ss4c27bKIE0Ui764Q8l6G8tAjWIIDuDye7dRPvB8NDEdtRVMGnC1dhHH0Mggp0YvnYuTxRKXUh+H/5RChW1PUxeshfFZTBqcivvvKaw5ed7WfTN2YM3ObomseK+q4nmrmtBzQC1lc18667lDKRdVMxsRtUnoLUtpv/ltzAthZKPX8WtK89i/e3P4XVrVI3uIvPOkxR866ER+eY9L66jfFoy9z6wqJ5Zx8Etk4n0hjiwdTJX3BBFrLoAseqCoW2UsJ+qn99PZt2fUbt2II+aiTT5ImehNiwyYKRGWnqmJWFpYi6kKiK2rqXy5w+i1R8h/vgy7KzTR8cTTJKOu/HlxxE8AVzzL0SvP4BgG2gplb4//oWepjAloxQUl46uS8ju3EtPEsm+8jMw3SCEcpfTRhBNtJamYdIDaO1dvBfSJ5uo/95DYIPLkyW9ejlFX70LuazSkf43bY7f+Xv0xuMouUtr6wapIydpe+glrJRDHMx4kqJrnHnT+wbINLTimVBLwdlTRhyv9FPXj/idauji8L8/gp17F064+6MEptfQ+epeBFmk9PJZlFw8g5KLR6Y4+8eW0vDoRlx5CtWfXIyNiORTaXvtBLu+uZLKS8dTcnYNkktm8R+vQBvIoOa5qH/mEHt/+A4AlZeNo+ziSXRs6sS2bALVASovquLQQ0cAkL0ywep3R7/h3fLWg/VCg2jZGxn6t21B+8HYvxDxET54cQM+6P19sIhEItx6663vSWxqa2tZvnw5119/Pddff/0IUnMqli5dSigUehe5qa2tZc2aNcyZM4c5c+Zw2223vef2HyR++tOf/s3b7ty58wMcybtxmvicxt+MMV+4gEPfeQE9kqLiiilkNr09tMyIxCm4aCEntjk9NjxlXsz+pqHlyd37yP/eN/Cde9m79muf8rG1bQH9xD4wTYyOVgRBIO+Lv8RoPopcMwVtQKPv8T9hJLVc8bAItoDr4lsIjs2j8UcPYiT7wAbVbeALx/EGUwgNbyPfeDlm/U5kbxYj7QZZxXf5x3BNmYj3R98BYGD1O1j6W0iq81G1XIUIbh9Gbx+9z76E3t5JsLGDgo99GEEQMDo7cHv0d50TWhp19Bjsw4cRQ0knvz4nsypIJnJlLWqhD+0Ub6Ld7UQdbC2JufW3ONU1GsbbP0XARvZIGAkXgtuP6u9EEAxUv4G3NEKyI4yx52XHO2mDZYpk3ecR29NIpk+hemEUcfcDxA8cxV/djdhhkX7lEJ5LPw+9+0YMXcgZt9EVz5Ha4qRhZQUbX5GaS1fMFaZbuf8jIBSPNFYAxJozkBZ+CnvHX7D1BMS7Yfvv0ENFZHfl1Ln6LGzTjTuQwczKZDt7EUQRKderSSRJ+rVHCMwfS/QdJ/rnr+pDtEUUr0asL0B915VMX7gdKZNCT6sYGYWeH30DnSDhchXFN3x91KDjPbcsCd+tvyH7zNeQVBNJNTA1GVu00JMqkmwjyiYF543He9m16HuKSL36B0esIWUTVE6g+bwovgyBMicK6gJEl47qz1J+Zh/ZUV8g8szTw8fO70PY+EPyJp9JojmFb0otWsKmZ4eB5NLJxoKEby4ktLABJZTCSCoY3QEEl4nQsRLt6LN0v+Ui3lZA51NvMu6nn8ZMiYg+N6lDJ8g2FlM4zqnpineVEU5nkXxeXDf8msSGlTT/7g1CNd2UzqtziKUWwe7ageArwY7mejzJTqRDLq0k/IXvA5B44A6GTXQnv0ctLyRw/dXo7/wSWckiCAKWKVC/ZxyjFkQQF/8UIcdexWAYlydLNu3sW/HLcGINRvRcxKIUhtqCnMlF0xIurFgUKxlB6KyjsDqO4hpOM6wY3cXJ1uHrKfiL6XJ/hugpAYz2k/k0NRcw+zNrGZ1T6bO9Y2n90S8g5agE7t/YwNi7P4dfkDjvxg148xxCYu5bjjzzhqF92ZnkKU4QEH0hLv/CKiKdLvLHdOGyNMzELaTWr6J9dRuJHpnwwvGM/uxSPOd+FONYLTnJKuceOP9TZF+7D2yLcGGEHn8hmYSXcHkvJWPaESQZK5WL5gWKEFUF98TppPIrMDqcd6voD1I2z0KwvCDaiIWVZOVJGG1N2LaIkbExDZn2+nIEwSZU3kewtB/bFJFUGwETRUqSP8FHrN7p6yTKFt5J48k0R8g2tYIkknfembwXotsOk026AYFsyoMgDOB+/XmMppNYqSTKjHNIHmlGkmVkxUkJk0JBBLd3iPQAJA83UHQNZBpbafzOL7E1HSkvwOhl3yDV2EvvO8fwT6yk+KJpI8ho/GDzEOkBaHxoJZalkGxwboLo3iYm/8ghS3o8Q+xwF4HxRQQnlTLj3pGpQw3PHODAj9cD0PrqMc574SMYmk3d04fxVQSYcMsMxnx0GkULKzESWcLTShBEgUtfupR1X9pMX32CwojF7G/MJNGcYNLHJ+AucO7zw8+3UL+mi3GXlDHhigou+OE0+k8mGGhIcMa/T6BoYnDEWOZ/tJrNj9Zj6jahSg+Tlpa85/yfxj8HHn74YebOnftf1sMsW7aMMWPGUF9f/y51tHvuuYf6+nqWL1/+ntsORmBuv/12brjhhv+jupt/NpwmPqfxNyMwsYyFK+4AwDYMmqOtpA4eR/R5CV96Dp7aKtzl+aRbesmbWU3bD36COeAUI3smjHvf/ZZ9ZAmp4y1o3QMUnj8Djq0ZWmb29yEVliMVlmNlNZq/+n3MuGOkFM4ahemvIDR/LOEzJjgfx3QaKSftjGgRLHTSaYg1oLX34r3t91jRLsTiMQiKOuSVNnp7iL72GtHdDWTaK5AUHdWrkXeVQ3AiL7+O3tqObTtiCCJJ5MRRfBU2qSY33iIBQbKxTcFJr0rJ6O39kFRRPJrTYFMQkdUsSDLmQBe2EkAIlmLHOkEQiJ9Ik/rmtwksXoDHtoccVoJtACKSy3D+GzcPWk9JZRHAO38uYtsqBhur6BkFZdQsqj/+ZbKP3gKpAeymNoKj40hux5AUE29gnyxEyetGS+dhGyKi14BMBNtfgN41UvVKcmlgOUTTNEU6jlRRMqkbT3UVZB2RAjvRjrX7l6DFEPwKcvQdTLEEe1BtwjJJPP+74bHbIr0nSwiXRhk+YVACKafeJaNi9bbiv+VHuMt+jZ3uRpn4YZoeXUeqNULzoRqmLHwLMdqL6AbJZRBvy3dqvYiTGQgguwecfiGSiqBmcRUmECddh634YfQchMhKVF+WSMTrEGJs1PwEsqqjbVuJdfQN3Bd8BvGcL9Lz+HMIZAhnVFz5SQKju0Affq0OigHIXgHPheegH3ib5KEuZF+G8LRWzJibUON2qn/zc4RwGende+l//BGMlEnwimvwqI9DbS+2LpLcWu3MN2AnD6MWJKlaLHD0hYVYaWj+7s/IxL1ULDpCaFwP6Yk+OnbVYOkyRsaF/fwrpA8fA8A3roC8wpjTpyaYdcQ/EgqCtwxx9vXYu+5BlE2S7R7khv2I7jAIIJVUIs+8iOzKRxzCWDaH4HW3IwQLsbb8EsGbwbYdD3UnH2fs186htKIR/egBZLEQsaASddoCJt3eyMln6rGUIGOuCWFu+aPzfB8XUG/8JckVv8Ts60bTiglfMo3Ebz8HmSSyUEU66sWTIybHDoxn4S+H1Rkb1nXz5FdVfLY2RFB0SyAZF+lzLaMk+CYd+wT2/no60wqGHTVSto/WDV0ECmJDpAfAatwCOeJjaibuM6+gbW+MiqnNaGmVna/PZMHtbZQV5zyUvjLiL/yZnjUH6WkoByDdvBVfbTF5+mqMQ45RbU4+G/dV34CqBXT7PosRiaGk3uLM69diWhKKJzf+cBUUVyK4vCjn3AJAZMMe+upUXGIQb2WQ4E23knrqbuxMEn3/O2AaBC+/mr4/PAC6TuHli0i92ECqS0dSDAqrupHdNurFn0Vb9QhojqNJLQ5SdM6VpPbswDVmHP5zzsN31tlkjtejlBSiFA3XSWUO7yfx5l8QfX6E/Bmc6k3XNQWjtWFIeELf/TaiVIZpyGQSHvLm1lBx+7XI+SGUojB6j+MoyDtjOgCxjbuwc6nGZjRO62+eonVNdy4deSdmWqP86uF6xrzZtYhuBSujY9uQaurLrSsgiDCw7TiWbqANpNn80SfQ+pLIQRdn/OlmkGVaXjqKGvZQfe1kYsdOYcyWTd/eTnbdvQ0j6YxHi2WZ+c0zCI4ZFp8BOPliM31HHRJ95ImTfOiFC8hkJJ6+bB2h0X6m3zael29z7pFdv6/jE2vOIzjKR+XZxYy/qpIzvvTu7+G4xUV87/AltB2IMv6cInz5rnet888K2/47iBv8g6sbrFq16r+Veh5cvnv37net++yzTubAf1XHs2TJEnbv3s3DDz/MN77xjfdd7/9vjBs3jhMnTvzd9n+a+JzGBwJBlhl11x3onT3I4TxEt/OS9o8vxz/eMQAq7/o6sfWbkPLy8C2Y9777cleVMPn3d4JpgSTS90AfmQN7QRSdgt4XnyNwyZWYifQQ6QEQLJ3RN09DcHsQBAHbskb0qxDEkYW5diaNGCpBDI30pNm2Tc9vfk2qsYdsyvFkmrqKPGEe4UvOy+1MOOVFKjCweif+wgiqVyMwcxriWV9BMnuIP/MAliE5vXUyh4l35COrulNYXpCPkerH5enDaj9O5tXf4PvU77Ca9xDdeojYul0ADDz/Kso5M5BT+7AtEUMdj6zXO9alDXrcQO8J4CmMY6RUrPILCd10B+mn27BaD2PbAlbRDMIXnIcgS5A+RSNfPOVrINggexHdBq5qx+Nu9vswj79D5E9PYTTWM8ikZE8WUQRbsAALdewMRk0XETvqoesI2kvfwvWZZ7G2/wS6nEJfu8eGsI1cOICWyAcEhKKxmO29ZJNeVHcWy5QIFKZykSonmuCacRb07cPs68PKKqh5MpknvoLZ0YgluBDEVfgrM+hanPM+tAKjKTxEPgZrvQb79di6iB53gwjuj/8M2WWCbZNoc3HyYz/B1nQqLxyLN5TCODlUfIWeUpHdGqJiYaUEUq88ykBLIVZWBRS6No8jMKoPPerBH04jYIKsOuqCoow07xasZJy88ydQMOkVx0A7UYLe70MNpWDjtdiyF8+8eyi/9zdgWog+H9ZWJ8/bSqlDpAfATKtAElGykRQDW5fIxHwEqnoJj3eiNd7iGNmaPvoPOL1X4lt2YCWSyKqGbR3CncsM1SJ+XKMGIBjErvkQwoHbUQqc2oOAr43YY9/BSHhRwwm0hB895iKbLablZCXR/hCLF0J4mgz540j3+0h156H4snTtOE64Zj/m3F0Iok1674t4PvEAVvsR8moHmPPdPIQxV6FvegZzsFembRNdtRb13K/hLfYh5Regb30RO52k7nA1sYgfZcJVmCGJjBxmyV1ZPEVtQB5m1mTjTw6gp0zigoQiWeiWQNoQqJgTpuKy89j18yK2/GgfoFMwr4DyCuc+b2woY/EZFXS9PoZMYjNuvxOJECudVNpYXT8bPvESmZ4Uom8Ju15PYBoSlikRD19NQfHzYGoIkz+Fcf9vsIyRhfp6NIXRvGnot3F0E/GjbTT+fh0D2xy5djVYS9GkZhSfniNtAtKcT6COPW9oO61ngOZfPEFhZTeSbGF2J8hs3wiZ4YJ8q78T77SZuJZ8jGxrF+65Cynb9hpSbRZTk0j1BslETEqrZuK5+itk1zwOihvP5XdAsIz4iX561hwmfqKb0ltuwjt1WFwFwMpmiPzhPuycUpsy1sRVFibbMQCCjdubwTJPMdJFkao7rqJv7UEkvQ/9+GGavnmcsn/7NGN/9mVi2w/iKi/CN2UMqbo2+rfXoWUVZMVAFC1ie+rAHo6GxA40jyA+7ooCpj34eep/8TKR3U0MRiElOde41NCo+8UrKKNGofU582TEshz99Xpa3mrBygkdDBzopubaSTS/cAhLt3CX+vGU5w2RHoCBg6fWQo2EZTv1hIJgM9CQYPN/OmIS3fsG2HH/yNrU1m19bPjkdgYanfH0HI9xw6ML3rXP4rEBise+d6rcafxzob+/n507d7Js2bL3jcZEIhGAd9XORCIRdu926sH+q0jOmDGO4uqzzz77D018+vr6/vuV/hc4TXxO4wODIAioZcXvu1wpKsA950z2fvlZsndtpuTiKUz+7hUIYq4OprOfruVrSDX2YikBipbMoGjJNAo+929oJ0/Qe/+9pI+cJHXkJFYmTejGjxOYP434ducD4wlpRH53NwC+yz+C7/wP4RpV4aRqAK6aKpTSIvSTh5CKy/GcdSEAZm8b2S0vI7h9uBdfC7ILo7MD7JGPh2/q2CE57vCVl5E+fAy9e/hDqGdUVK8Glo570ixsLYstPY6V1gEBshp5s8dhWEGM47uxBvqwANFyo/ozWIkIgtuPNH4x5sZT9O4FG72lB1135CGVKeOguwlLE9ATLoyOQ1iGn3RXHkZGJXTDZARJxnPTT7G66hAChQT8+cPXYd7V6Nsd5bpYYyGhsV0ggG3Z6PUtyIVnQudWrLSClVZA96A3OulQomDgnjkPV7kfa+9fhgqpXTOWYB1+frhcSk8z8Opr5Cntp94hTm2TP4tUFMfkLOQZS3E3/ZZkfxA97UKQLEJ5fU4flVx1q5Rfhvvaf0N79cdYTeugZztGwo2WcGEKAomVHXgKY4ye0Y0UTCNVCmQbChAQMLISlu5cM8sWcJdGQJPRky5Y8wKBm+9EkCS6fvtHbE0jUBwhdTSLUVIJdDHoyRZUEcmXBW2YPMsuHT3tFC1oAz4iMac4Kd1hUXrb1ahTzgRJAkHEjMbpvfsb2Okk/smV2JpCptVJgUmnVdxV/UiksI8+iHjO48NTVvFJ9C2/xxjwIHhU7LSjMJVoKSAb9+CdW02wKovPf4L2A6OxbRg4XIE24MVf3YtrVAVyswtPcQepFgOQhuq3BmEmc4UXVh+CbSAqCchlk4myhW1JCJKJ6DLQ2x2D1uXScbs1ohb0724nPK0UIziXvqOvOefUH0ARLexgF/u3TaZ63kkKRteTefZbSNZJ5FxfIuvQE6R7wsiW0/hUT6t0vHIM+8WT1HzvNjz5pWTFYg5sn8j29TPx+lNkjS4W/XQe/sN3Q8zAOKGSnPozVt9+hAJ3K+Ou7mbPjlo62kpY8mkNZXQtsz4/H1EUSHQOy6Xv3jGJmFci3W9ScEYZLo/FOU/dyMCOqVj6TpRwHoI/iB3v4OSfjpHpcZwoRjyDZTlz5inxEZo5DtF319B+3fMWE+h8gWhPCC3jwjOqgOKLZmC+OQWz0Ukjjfd6qb/991jicD2TFjORL1uG0L4BQRGQZlyFGKoaca2MSAJJMpBOuYZ6Ux3uSQvRj2wFBIQxZ9L9wjo6H38dgIF1eyidWQWxOpI9IUDA1BT6n3uRki/chjLB6ZVm2zYN3/g5mQbnfZlt6kRvuJvqX/5kRGqZnc0OkR4AKzHAhB/eQcOdP0WSHcEMwwriLvNiJRP4L70O7xlnkrdgEvV3fAfLEjCTNh1/eJFxv/0O+UuHj1//oz+h90QACcvro/JLV9N2358RxGHnRcHZwxG+QXiqChl1+0XEvvRHrKyBHPZjRoflsCPbTzL67Jkjtunf2TpEegC6t7Qw58cXcP6rHyN2rJeCeRVIHoXQxAIiRx1DrOaakcIJgxh/Qy07fnPMqZGyBXoORkcsD1W46TmRxEibqAGZigUFDNy5H9sGE9j8p0ZaD8f49IqzCFV6R2zbcTzG6odOEC73ctEXxqP8Ve+8f1b8o0doPmgsWbKEe+65h9GjR7NmzZr3FAb4yU9+8p5NQJ977jng3YTor3FqxOh/g5/97Gf/q+3/K+zYseN0A9PT+OdC0xNbyHY66WZdbx6i4urZhGZUOh/dHz5KpsUpoDUNkWOb63CV5BGcNgrB7SITEcgmHc+fsf4I4Q8LVH71U6RPNGGmU6Sf+NHQcdKbV+M7/0OUfeV2+l94nWxzC66qEnxXXorsURG8fgRRxDYNEn/6HnbM+bBZA934bvga3vkLsbZsRddMLFPCXVtF3uJhL6NckE/Znf9Oy7d+iK05xqji1hDdArISI7vmQdSzP4X30k8Sf25Yk17yyHhmzGPg+PCLx7ZELEPCsAro+eGX8F9yPXkXXUj60CHMgQjeGZOwezcy2M3a7GpG8uaj9SQxNQXbEh0FMNXEvWARvnOcAmFBlJDK3v2hVs/7DNFjKZI79yK5dEK1jpCEgIDdsIpMxY24FtyMtuoJjEQX7FkLogmWhCCAWlGJ/7KrsZfeiFG3CzFUilQ+DlMx0VYuQ8Am1e/H6H8SJrfhkAcB8keDcRQzKWN05iHPmYQ8bQnKsV2Eza1kY160hBt8RdjJbke5Cmh/o45gajN5RodjiJsCtimipdwk+5wC9nRvENmj4S9KIeenSHYHSZ4odlK5EAELd4WEJNnEe0IA6HsOIY9dh/esC1AL8iis7aSotoOBuhJcxhHUUgEt6UbxZ9DLF+ItfZbU4XIn8iJaqIVR0hEfomLgLhLQ+5wvtWWIGGIZLp+TDmOnY6Sfvxu3rwPN8pI4HEapKAUGxTUEzJSCKJkgKNjRvdD5MlbSIrOrAaO9JBcB0NDUsWRberF0BT3lJjDr65TPT2NseoSqSoG+wwVEj+QIVWeY0q99CunIL0klZALjW5HSCpLLRE/mQzaL4JaQihJkev24xp2FKLmRJt+MvesHzrlkJacx7aBK4imwLBHRJVE6rQtr7cfQ2/+q4aJgsf5Rp4h//8vzuebex3BFWxELT6nJEW36mwo4umkqsz4doG/TcWzLMeza3zzChhsPkupK4y+ahMeX5upPv4nHm8V4ayuRVCm+igFcoSSHlr1GwCdx/s1OWuys8/ZyeMMkCslA4xqEQ01wxk1M/8x4TrzQRKY/S9H0MNNvG82RH75McXoj7T97jqqv/QcFZ07HGsgj+/Tt2JqBHADV/VXc/hSCaJOK+ph8lYxUUMLoz1yA4nPIsKXp9Ly8Eb1fJvTRO5jmVSBcg7ssH0EWsa/5FvrOV+n4yw469ubEMwydwSZjRRdMxj15Fkye9a5ndhCeMRWoJWEMbQBZdVLUXNPn4V1yJek922n93QtoD2wC17A4h5XRUM/+MFbddugYrt+zUqkR+7aS6SHSMwitJ4o10IeU7whn2LYNigtpzHTMOsdwjzdlyA/l4astQm9zHB3eufPJv2akApzW3gkiThTdFjBa43Q9u5rSj1w4eEOh98eG1rcRsUUXJh7y8iNoWUeMo2DhWGzbJrL9BHpfnPyzJyP7PXhriim/+TyyXVGqPn4mJ+9eQfyQkwIcmjeW/LmjUEJu9Eh6+AiihZW730rPqQHAV5WHr2pYgW3JiqvY/eNtNL7SyMEHDxOaVER40rAjCSDWlBghkpPsTDH/K5PY+ZtjhGr9XHDvbJYqEi1bexl1VhF5o7zULCqkfkMvJoAFTdv6eetHh7nxweHvTDZl8INzVhHNNTjta0nyiV/N5TT++fCtb32Lhx9+mEgkMiRAcKpIwerVq1mxYsV7Chv8TxuDDvbWASdK9LfW+fz4xz8mGo0ONSb9oHG6gelp/EPDtm1sw0JU/mdeKMntGAmKqpFXECWzbQ3muOsRXS4yrd1D64miherOkjxwhMDUKpSKKnTdT05/lGxPBjOdQfK48U4cTdtjbyDoErLiGAOWEqTnqRcxIlGsvi6MlkYSLY1k6+qp+M/vknz9z2S2vIUYCCOmh8OqZmcDif3H6dtwEK9XJ29iPvl3fAO1oABBFNHqTxBf+Sqi10fwyhuo/ME3Se7ej2tMDapPJ/vsndg9dRg9dQiqB/dZHyN7YBfakT0gK3gWXYJQWIlSPRq9qQEpnE/e7XeQePEJzAYnpzX27MMU3f0gVff8FCuVQvT7if36OGaPE10y+nrwXvE17D/8+F3z65k2Y4QkrBXvQ3vjV1jRTpR5V6PMvBSAwJLLSOw+jplNOR79nHiApUuYzcdg2hkYbbm6Ib0HX7kfTR2HUlmNf6kjSCG4vCiTFw9f24lL0Ooz9D3/IlrCzdirtyOINrZggyUQPTya4I13Y+x9E+WsEmzVR+KBO7AVP4mOMOAQOGoX4xkVIrFlK11bohjZKPHjL+P+5ASyrV0Ioo2rVMXq+qt0IisMYhuWVEzbntmY/Tr5pYMd00WyvTKuUSON84FNB/CceT4Vn7qY1KPPoydUJ7IFINl4gmlc4QTSVAU5reGf3oKZdGHZAsFAhvxprYiSRSY5g+533GAYyMVFeCY7Xmnb0Ej/8XakdB+iV0B26cTb83HPWURq1Qpn/ZCO7M3VS6XjsOdTYGtY/V70lkqwJWzRRpQsLCGApQ97wzJbV0IqgnvBRwmOn07mlz8m0TN8fi1/3k3nRqcHjTsvycwrtiCINu68BIavBr3iExz9zWoszSQ4YxRj7ooj1lwB+ZOxB+oQjq/EP62LdLQS0deHJ95DNuJDqhxPSfVYRheCdHQZthrHJUjI/qkYCSfK1RuvHL4PTYmuxrmMCrZiZjKILuc5tU2BdNRLaiBAb3c1gtQElgECNB4QSHVlAIFYl0LNxBY8XifSIADZvgB1G6Yx/cPvUFx9knD+sLEviDB6UivxtkKwBbIbn0Cdeh4Fk8u4af2FbP/cCqzug5z8dT2jZ57E48sQqOjDXvc17I89g7b6AYwBGZAxUzZjp73BhModCAJ0H63EZYKQNLGffZyUNw8mXUPvngzRNRvJr+gleczCd+l1qHacbEMv6oxzEfOKUM66Ef3ldoIFDSSjfgxDpPa8FuQzv0B40UxsU8eKDWCc2IVUVotc5aSZJXbuJVPXgH/OTMb8+i5ir7+I3d2Ie+YC3HMWOXWHe9rRBpxQnZVOM0iolOIw/tlTEc+ag2E/RXztO04d5lWXj3gWRJ8H95hRZOqah/7mKZQRg7m+M/0RWv7zd2itHYjBPMxoCGwB27ZJ17VQ/u2vkdy2EykvgHfOu8lbcsdeRwDllNqN+P46Sj+Su2aSRMl159L1rFN7ZcTT1P/wT4geF5amIorgm1yN4FJof2YDLY84BmDHC5uZ/tDnOfz9l+hd76SUZboSTP7pzfS8tRfRrVB04Qy0gRR6JO308LEFZFmkaFYeqe4MFZdOZuIXzwCgd283XVs7SLTE8VcFGH31OI4+cRzbsEn3Ztl+11YuWnHpiHPb8asjI35P/nAtYz9Uxdk/nDmU0QAQrh3uKXTLm+ew9mfHeP17B4f+ZlsjDcmexuQQ6QE4ue39U+3+2fBB1/gAHDlyhDlz5rznsl27dn3gx/s/QSgUYvny5SxduhRwxA6ee+45fv/737Njxw52797Nrl273pOs1Nc76bKnEpv3O8Yg+vv7/2biU1tbS319PcuWLftvj/l/ipUrV55uYHoa/7jI9iXZ+cUXiB3pouT8ccz86eXvIkBdqw7Tu/Ek4Xk1lF02jdGfWUy6rR9/dAOypJPZtoE+M03x5z5L/tJ59K906kEkxaC4uhtr41PEPBHyrr4Rz8SxJPc7Hza5MIyoOmkitmGSOtFKorEUfziOx59GiiVJvPYWtiUiqeaQspnd1oHeeIzMhlcBsAa6sFUVSXSiNuqsC+h84U0KK1qQFAuIoa/9M64bvoyta/Q98HPsnKfU7O2m8CvfQa1wapiMhl2c6vazuhsQRJG8z3wDs6sVyxLp+PWjaG0duMfVUvIf/4lSUoogy9i6DoP9NyzANBEkCdEtY1smdvKUnFddw7bduBdfTXr9Czk1NQF12kLUiSND3fr6P2I2OC907a37kWpmIYbKcI+tZdTPf4Le04uo9KC/9QPsZBorK0NQwExERuzHziQIXjwXYe9v0f/8NNLiryCNW4ptmmQPbAfTxDVjAb4zz6bnlW1ABD3lwRV0VLCMrIzR2oAYrsB96RcxO06S/MOXh/bvrwmRGshHrawi7/IPIfkD9O3XMLKbB0dAdGMddirXfLZiFuHZb5Hd4MYyZCS3TuCTv0EI+Wi87y30no0Ei+K4AkksQ0ZPq2gJkM75CsKKx7DTGXRNpuXNfpTpe6C/FcuYjE/eiCAZI87dMiVE2U+yPYSvPAJihujhKSjjjiKpJpYh4bnwDqouq0Fr78Q9bgyi24m6aJufQcj05SImNpZt458/Hf/SK/EuPBcj0oOw6aahQnw73gWqcy9m6guHjURLwPZ48IyvxGhuxLIE3PkZlLYnMTIqsT/uJHTHXXjsd0iKVdiWiJyn0Nc0rJCYifrQMwqqV3PIT+ku2p71Y2mOMRbb18zAPZ/Ef80XcU0/FyE4BqovRAKk+j1kNz6Le9Io8i68ldi6HfCXV0gBGddoKs49jChblC48hFZ2B2pFHkpDOU2fOIRtgeyF8pu+gSeQRdv9KkZ0F3a0hd6TBZzc4ZBEOd1B9fc+SfJ4B94Jo4nduxxwJNGrpzdyxqf7sTtEhJzzIxXxgy3QV1eKL5AgEnMPNQq1bTDSTlqeqBiovgzZZ78OrgDdA5dg9/QgCOAye9D6A2j9AWJtBVSffciRhk8Mp8RhC4i9hxFyX8uiCa3EDleg+jOgWaAlsDb8lsjumeQVR1Bzqo7pN58laYDkMlF3vkngC78jtX0LnsQ+PIUQLIjhLokSLIygH/w+eoOOgI0W82NEnBpC16VfwLSDdP3uUQAib6xh1I+/Q+hD12H09jiy7qYJsoxSGBoasihCuLYb1/wrCV16MaLHhSAIFH3yo4QuvwirsxG5aHj9bFMzWkMD5XfcQHzHYdL79uKtChC86GK0k0eRy6sYeHM9WqsjcGJGYti2864XvW48tVVIfh/BC87h/aBWVSCK9rD6JpA3f/LQcjOVIdvUjhxQETw+tK6Ic+unsxRdfiau8gLyL5iLIAj0bzg8tF26oZtMWz/9W+qH/ta/tQ7Z76bs2oVDf3MV+RF9PoxI7vnq0Zj3myXkTRluDNrwch0bv+AQr8FnMlYfxTaH3+umPvxM9R/so+9gL107ewAB03QM9k33HCZ/coj8v6rPiXdl2PzgSVSfzFmfH8uFd00m3p1h00N1lE4OsvTbk0esXzY+QPXMME17HQfOGTfWvO/8/rPhXy3VDZx0t7q6Om6//XZWr15NJBLh+uuvp7a29n1Jz9+KwXqhvwX5+fl89rOf5ZZbbvnAxjOIa6+99n2V6T4onCY+p/E3o+mZPcSOOKlpXW+foGvdScqWDhfC9u9o5NBdLznL3zqE4ndRdO4Epv3wMlq+MqyopLU4kYWqO64l/7w5aAMJkk/9cmh5Yu0q8q6+kYovfYye597AymgUXr1kqN6mc/nbJPadAEQSA0ECBXFkvR1/gUK8Jw9TF9CzjkiB6JJz/S8GIZCNSgSv+DjuiZOQqyaibL0fKWlh2zbZhAdj8wHE8Xtxja4ZIj0AWv1xzOgAUp6T0iSEyhjuSGpj9jlGgiAIyKVV9L3wGlpbBwg22boTJHftQsk0YmczYA2rUOFygapirPwmdvNm7LxqZCWJhpP7Lcggl9eijJ6COmOxc16F5diaQdd9D5I+chzf7BkU3fIJ7FyfENsGI6Ngv/0i7gUXI5ZWIfp9uAN+bLsa0ZcPRrp11ZAAAQAASURBVDOSy8RIH8CoG40QLMSO9WLboGcVsk89Tniso1xkrvsp4pjziC9/hMyOdQCo+7YS+vTXGP3zb5Opa0YpMDA2fx+zrxsrreAfk8E8uQph8mUYrSM9pEI2RsmcHoSxE5D8jrFQeNmZRDbux4gm8I6vwE7sH1pfb2/DvVii6uJ9aDEPrhIPUkEhgiDgstupGN+K4svm5lTHNEWspJv+17Zgjv8YHU+uRs8q2LZI5OVXsfqcMEm2egFF54fJ7NoORgYbC8MQMLe+QvuOabhCacysRN64QpLpWbjGFaLOvALRnY8IyAUFI85Lb2vmVFeADbjPOg/jjS9hx1qxKy+j59AoSqc5Uu99rZMoLj8B2U44NbVMEPDfci/Jl/6AOy+F6NLwVTrGkOzTsE0Rs7cFVyBN6dw6jLSKOmkGZutUmh93iuq9wQSy2zH6BK8GHgM5EAP8Q6OTlSzpl36NPGoGQroOu3E15I0h9eqzMFjXYRqkG4cNOiuroifcuEIpJxWx8ykixw3Kx3Ry5VP30t1QQ9V5FeTVOqTVtfTz9P32XrJHTVrrq3D5oKSyhQK9geyqExR9+R5SBw4wfe56Eq1zQDZZervT+NJ0K6QzZ9K00mKgLR+wObZ5CviKuODb/ZhNAlZ/N5anCu/lS1C3/BFJSmFlXAiZbqAbOjYBzjOruobT7mxLRBNr8bhDKHM+hNk++A6ysfQsYu5raQ8KF5wiPS+IFnY2w19naOhpN1pSBGJYfW1o9cNKRYLg9L0BkNQUgjXYE2kArS+feGcY68FnwX1KlNI0yZxswOztoP+hX4NtIZdVUvztH1Jw2dno7W0kt27Clx8nUBBFP/osqfa/IBpxlNmXIZ95E/FHfoDV3w2yTPAz38bUJbp+9nOwbQS3m4of/ICiay/EjEfpu/c7WNEBBJcLJi0FwUbAxhZECq46H0FWyFs0GzkUwLYstKYmRK+XbGsXyV378EwYS+DshZjROHJxIQU3XEGmrgXbHUQpLSF0zsyhU+t9ZSOx7Q6hseJZBiNWgiRSfNViXGXDz1ZwWjXJY23ONSwK4ioNkb9gNL0bnPkNzx+ugbBtm8ZHN9L52n6sv3r3t796aATxaXy5bujaDCJyrJ9Z35jDvl/sQc1TmfPtedi2Tfu6NtZ8fCW2ZZOfL9HXJ2Pk0uY6dvbz9jf3cN2Ks0eM46GL1tGx34nYbvrVMa751Syuu38O1/5m9oj0nr6mJE3b+xmzqJDvrV/K7ldaCZd7mXzuaUnr/w0mTZr0/3tk579Dfn4+oVCI6667boj81NfXEw6Heeihh96zB8/fQmL6cz0V/xa8V53RB4m5c/++6Zynic9p/M0Q/qrh2l9HexInu9/1u+jcCYjBIJ7p00nvdwzZwGKn0aYgivin1tL58g6MrITqzhl+bsdgkkMBym67gb9Gun5YZhlbwNAUZMVEVh2jxjBcDBapW1mDgVWbUcsmYrUfxTJEtIwXZfQUUutexU49R/iCpWRe2YYe10jmmiB2/uoBKu/+LmI4jDUwwGBkR29uRhingmkgSFJOJc1Zlm3rRu3pQykqwEolMer24fKmQbDxFsQR9j6KpklgiZj6KYpz2TRW3XrsZifaIUSbUEaNRWhrwzJEpLGLEHI5/FJJ9dBm0XVrSe09ANhYR9cQ//1RXLPOhNbD6D1ZTE3B2LaWzI7V5E1uR/QVIp79E8irhehweoukGmQaDuC75Wf0fu/zYNuYmoKoDBsNtmliW7YT7clBO7ST1JbVuGedhW+aQ4CtDz2B/eQ1CEYarDjm+vug+zjayUZsy0lJsm0QZBNBj8KRP5GK5eM97wZH3e8P30bviyAqFr0/b0T1NuKr6kMIizDj24gHf41iJDG7Ray//DvKBXfi9UYxcz2SBuErihGa2E46I+K75HY6Xt6LnYnjLg9hDZwcWi/TGcf7oe/jvjCJtuLDxI+opJocYyNvtJdswkco0IwYi6IfqEOUF+FeOBzqtxJxYi89idbaSboPbMvC7/HjCycwNBlt9E24W1djdewm3p6PvvtNsj0h6psLSKVceCbOpHjeT6F/I57RQdJvvISdSeM+/8NIhZWok+Zi1B1AVCwn0ic45ym5dAQ7jTjmAqhbg+QXkefcTM2lU/FWh0msegN3up1oYzH55xxHDDhEu+RsDxRMJHNgJ/lVPShuncyASvbIZtSTP2Gwfbqk+DA1d+4cB/DOOovMUSf6KsoGcs6AN0wv635+PumIn+ozjjDvG29RfP6vhuYn2dTP/m++QLpRp2K8hwlnHECwZYykc/+bnc2YmQw9DzyIJ8/L+R99G+GUvj2SV8fnWU/1pz5NqHcmvkmVWJKH0IR8ZM/Iz5m28Sksw8A2VGxsRMVCEKB0Qh9a3jyEzm3I+eVkjzSBDbI3gzdwBPoPo0y/APz5pJ74PrYlYHWHEMo15FETESsuRY08jqDHh1W8WovABt9lH8ba8QJkYhhpaagg3xJ9iIWVuGfOJbXV6VklelSkoI9sFBR/FqRcJMEW0BJOJBPATicZVFMUPW48kycQeeIhsJ3zMTpaSW5aj//sCyj92GUkoyvAcvYlCllEzVEO03e+hKUWYPV3Y9ugRWS6lv0cIS9/yL1uZzKkjxwmsHgx6V3b0PuiiCKQzaJkmwmVRZzjlk2m+COXj0ir7f39IyS3b3fECzQnGh9bvxU9EqP/+dexdQMpnEfV979G44//RPqtHXQ99Sa1P7wN34RqjFN6+giCjXfSKCSfl5KrR5IegKpbL8RVlo/WG8U/sQIzpTH5h1fR8eo+sKH0sulD60b3t9L4yAZnPkwJUAABUTTJm1o6Yr+FM4tpXdk0FDkEqPnQGCZ9ZhpTPjsNI6Wz4XNr6NragbvYP5SaZusm024ey84/DrcVsLSRNXFd+yNDpAcg0p5mxU2b+eykPIqnDNcUte2P8LMzVqOlTDwhhW/uvpCzbhrNvxo++Aam//hYsWIFd955J8uXL2f27NlDTU1XrFgBwO23386uXbve1aD0b4kE/W9S1P43zUn/J1i5cuXfdf+nic9p/M2ouWkO0UOdRPa3U3bhBIoXj/QAFJ0znsY/bsKIZZC8KsUXTAKcCEjxHZ8nc/QooteLq3akdy55uIm+lmJ8oQSKahBYdPGI/ZoZjUxjB+7qUiSPi4Ilc4huPQS2jZIno+aMMHXaGSh+F+k9J5DlYe+sfnQXJb/+LdHXXkdr76B48SIy659HP7YXAKO1juCn76T7F6c83DZkm1sIXvtRIo/e7wgNyG46fnUf+aP6EAQL9azryAoTcdlHMXWZWHs+nv4BlKICoiuexGw8itMmyMYdTCOINpYiosc9iIKBlTNuXFNmIfrzGE6oAEspJdUdd6SpOw6jzG9AqRrt5NdvfAu94Sim4aT2eMIx/CUxiETIrjqO9/b7yD56D2i54g9LAkuATA/m5p8gf+hJhKoF2C3bnPNPq9jRHvRtr+E5+0oSq14HUcRVmMml1dlko160Z+5FLq9Crz82NM7EikfIrH+e4PR+BHcewtQvgp4coZBnNmzBjikggGU4aXq+muHClPj6t/DMnAfBSkSXgmiliTz0a2ShlfCUttxO9kHXNgzXJdgDjznpTR0H0Dfcjzp2HskT+4eIFdi4SyPIPg0XuxE9/cx7+g7SLX14qwvpfPgptCNryJ/ZhGAWkFn/JK4zrkWddzPalteGr8FAL0ogiHhKJCZzcBcDn/8soWk63glFpNtkMrsaSA74sUznekaUCoxQKeqiy8g/awbmuu/Rd6yCaGMR/vw4LrcO6OQVR3G7/kJ2rYn7wluRgcDnhj3GAK4zLkXIL6Vv+Wv0bGhH9mQpmtKEIJkY7zyI546XkBZ8nvTRo/Q+vYl08ytkmrtR82TEfDdWyiad+BgueT/GyVbM3nZKJ3dhT5+JseclMlEv6XgR3lT9EOkBUMrLME8MgCjhOus6fJMWoZQUk1z7KukTx9n06GV4yyx6G/JJR5zzbtoyidmqiGTbdL11mFRzP307W4kd78flMxm14PhQgX6qPYSe8OCaczaYJramkeoOkRnw4x7tpWD8bgR0LEOkfftYKs59ieDNd/BeyAzEiG5Yib93E8MRWIFo3I8/ZONe9FHKVj6CoPbjCm3HmHkm2sl9+EqiSLKB3b4ZoWAK8qip4AlDMoqty+jqfKRRF6DveQ116pkIXh/GNqchbV5ZP9guwhedg14bwEob9D32FKABNt5wJ9aJVXimX0bRN76H3taMe+pMyCaIP/FjzP42PBU2gteHOP5aVBpJbzmOpOhIqon3gmsQhSyKmkCItyKIwpBhLghgtDuiBGIgH/fVd5J69fdoPQkQbeRTiWNBCY6qmzQkuW1F+hmMriCKuEbXYkaj9P/ldayMCtioHg2zvcFJMxSAriPYuobgcsiwEY2S3J6Trc+9IwYjYv0vOKQHwByI0vvKGtL1znht3aDr2dVk6lswEynkkB8jkkRQFVJHGkEQKLr03TLPoixRdPEsjvz7Q3Q9tx7RrTBh2adRCwJ0vHYAbSBNzafPRJQlzJQ2fB+rJr7aAkSPStmFEyi7dLjRcqotSni0m1l3ziXRmsBXEaB4bgklC52IkKRKHP3DATo3OwIOyfb40LyJisj8b0xHKQyw9RdH8Je6Wfy9aUP77tjVxxPnrUYRbPScQa/kpmmgIUHB+ADPfHo7B19sw1PmRks5z0U6onPglXbO+9J7q8mdxv897N69+38VJRlEbW3te0ZLHn74Ye6880527do1tHyw7mf16tXcfvvt1NfX8/DDD7N06VKuu264+e7/lMT8b9Lb/plwmvicxt8MJeBi7n3XvO9yT3mIhc/cRvRgG8GJZbiKh9NjBFnGM3UqlqbT//YOBATyFs+kb+1++tbsAQQSkQDhcSpy+3Zir6cIXHIlRn+MY1+9H703ihwOMPb7H0eV+hj3g49g6gq+KaOxmo+AIKJMmEH8D69g76rD5Y1j6I5yluj1IioK4auuHBrPwOo/Df3bzmYQC8rxjK0gu3sAEBC9LjxTJiGH8lC++SOib2+g+5VtlIxtG5J01jY9j+uK79Pxqz9iGwbuCWNxj3E8dWZP1ykzI2CZIpJo5kQFbDxnLkW0ejFPbESMrsbsGkPanoGiH8YUSjG1Ssxs09AejJ5OlKrRZHZtIPHiY0N/d4+ZiF9uRcoZO4JsYkd7USfPIrPJ8aJIvgxCTg7X7Gol+8JvUKbdAKGJZNetwMw4HlGrr4PgtV9A9ttY8Rha1CByeD2yquHyZ6FlI7LgQp53DumdmyGXt2/0DGD3NSOoJvbhBxHHnId59J2hehWxciauSZPIrn0cQbYRJy/G7H0FQdJJdeURLGnAeOHj2GoYo/bzRJ5+OhcW8mBpEmLOWKZlLVZnMafUDmMn++k9aaLFK/EG3fjddajBDicdzIZkexjrjTUELrkB/zjH21t2+41Yax8ifSCAEbEx257HaG3GHTyKKz9BuisEgFrixYj0YMjDIhp6zMRf3obX3wtt4LYF0mrlCG+lrRvY7fuRDp/ECk1AmnI1yScfRpSsEVEpO3da2vaXAAvj0DuIeT7kikqk6gWIEy5EEAQsy0/6hGN8GWkX0cYSQqN6ncoXQUDb/TwtD+zDzhEvQRRI9AhEtalU37KU4LmTiN/7Uey0k+JmHN6E/1sriAenIkZ7KJw2lfjvv0WwVnQiSzZI8z6N/8KJ2II5RPx8s2bgmzWDDR9/noGODgY6HKW3QfjKBcSxn6Hxvhepf9Ihx5bgjClYMqxKBuCZPQnPhI+ijJnq1MVdcjEDr7xJIhomngkz0HQ+Llczic4w2aiPonPCDEsZDGOgKUHfb+6gvCwXbRYFbEsikgzx/WUX4y/x8+G9mygRvYAXX0mEcFk/rqp+hMEorm86LkCQFdwXf4bMmmcRA3moi68l8+w3EGwLq3EPQv6wdL+kmoQvXkj84W9jdjQhSBbh889GP7gWxZdB9uiYJ9chTb4MtaYWtWbQ8AmR95XfOhFjeTjqG55pIaj3IbWtdnpRtb+COdCPblnoO1/Ge/7taCeODEVq3FOGIxzKxDPxFk4guuxXmL3tCIKKmQW1ahTe8QsIfNJD7JXnMRrbnIiULeCqrUUKhwkuXYJaWUF8wwasxKActIBUMxVJTmLkmpIKLrcT4c5B9HoR/T6sRBJRytXw5G5oS9cYJAi2Dcn9DYii7TS6tUHr6Bnqx2ZGE1R89lpafvcig/L3A+v3jqgF6l25g66/bERQVZInOzFNCck0HMGDN1vAht53TiK6FGo+sZDwvBoKFo2jb+MJbEmm51AKy8pQcW3eUHpZ7FgPG2561pHCDrg4+7mbRii7DeGUB1YQYOxHxxM5HsNEpHN7D+fcPYNFd01FlMUhUYNUX5bNyw5jZCyCEmQsG0EWEQ0omRZi9Hkl7F3ewq4/O+/31InEiENWzRrZLPVfAU4D0w9+n38rdu/e/b6iCP+nqK2tfZcKWyQS4fbbb+ehhx56T1I0WPuzdOlSVq9eza233jqC+AxGfP5PiNnfM1XtHx2nic9p/F2h5vsoOvv9vVXNP3+S2FanD09s1xFsT2homQAI8Q70hhR6w3EyLT1QMgG91/n4GgNx2pf9jECgBwSB0G3fRvZ7YfIcbMsivf8AgXH56Asmk22oAy2GZcgkWkyiLy9Hjh9FqhyPa9F1eM+9iviz92MbFoZaQddPf4r/nPMoWxREH0jhnbcAOc9JuTMj/WRPHMHlyaClVBR3rk5AdeGdOpma+36E0TeAq6ZqKBXEd+5StIaTYNtIeR5E2TEK5Mnn4553A2K4iOwDVyLl+v7p25+lfX0p4HzwCz5UAIoKuoZUWIJromPomB3DqRUA4aWLYMfunEwuiJKNYHahdD2JUCZjShXYqTS2KWKZItmuIFbzWvS96/Df9lPIPwztdSApKNPOJH7frWjdudoOQSBr1eBSjyBIua+IlUGtqUA/pGGkHO+v6NYQcsSARBfyZb9BHL8Tq2kngr8EacplCIrbUYSzLZKH6ul49SiiZOErHUBx6diygKANkHrtj2DnJsUWSbaEsW0JM63gLY4ieP1DZMhGIK0uJrJuC4pbo2ungO9cN2bSjR3MEDlZSqyhBA7sIL7tKFX3LnMaugomWHGMyLAha5zcC1My5I3tQXJrxFqKSLRlCJSnMRIudMuNa9oZ6Bu2E/SliXeE0BIegpV9SF4TlzdDJukF20b1ZLHSbhJ7LbSW7RRcU0/g3Mvoe2kNpiE6PVkEG8WXS/URJPQdryBIJlKmHbvuBEbdWmTFjTTmHARl5GvbMkQ0TUadMh5al6PvfAnbHDO03BVM0tWdT1nBYbIvbaM/ciXuivEYJ51cd6GohiPfWU5k6wmUsI+xXyjA1mySjUVIXg0zKxO4ZAxitgF749ewLA2hcgmc8WO0zl7UTAtef5ZUwocgWFRfOxkEmHj7bKyWE/St3MpgTY1gmcgBD7GefCxbRRQcb7w86ULEMdOxbQvb1Ahfey2xhjTG+n2QjZPtEUjYjkqc6ALlrO9gDbRhHl6NECpDmrwEQRDZ99QB5pcNp9hqYh49xdfzi88n0Q2ZgbYMu3aoDAYRUr0BZPksnvvxBMZObqDu8ChKzpG56n6won0kX3gA9CxmbwdNP3qC0WNPSV+Sh6lXNuMi2eFDbWjHthVsSyDzzl5krw9XyEk1E0snDa2fPNpEdM0GfBNHETxvEYKsYGYN4nX9+GvCyF4FdyCFMSh6Ee3KORZyfaUyjrBK5sAe1DHjnejRKVAKC6ha9gPS2zcSe/phZ4wNrWS2vYNrygxI9qJ6s9i2QCbpI5tThfLmjDulrHzE/rwLz8IzpobY849iZzL4L7txiKhl6hvRWjsovOVWEu+8g+jzgS9E5OU3c/czOCFykAsLSDU5DXYFAZT8AO5RJejdOYNNEPCMrURQ5KEokXf8cC+jbGc/Tb9+HmwwTYFUys9go2NvzBghKZ1qdgRhRFli+r3X07OtmQ2feAlHhEBg192bOfHHPeidPaj5/qH6HyOepe2t4ygVpeTVBsifEBra57iPTqJrSwddW9vJn16MvzafA3905q59Uzf+Sh/lZw2nz8Xb0/xhwVskc8psAuCR4PoXF+EKuiibE0Z2SVjG8H0lATNvqEL2yUy7opyxi4v4V8Q/krjB7Nmz/27SzeBEe4D3rN85FatWrWLOnDns3r17hBz1YGPS/y6icyox+iCFEv5fw2nicxr/v8G2bWLbDw39jm0/SM13P0fPa9uxDQvJq+D2Dud9x7fsJPzJkV4XyU4O7ozMvq2o4530gv7nVhBb6ciduidPInDZ2fQ+++rQdomVL+MvjGOc2IXg9uNacBnK2CkMPPsMRi5lI/r8ckq++0PU8UHSW99BcLuRgnn0PPBbTF1GkiET9+Eu1FF9GtL4+SCryHmuIZI0CPe0WQTOmI7eUod7/rmoE6Yi2DZixWQEQcC2TPAVoHUm0ZMupPDI7QV3HkV3/RKjqw21eiyCmmskOWcRqc0rQcsiBkOoU+ZiRhdhHl4NgDh6AfaRvyBgofg0FBrg3O+SfP4hME8p9LVtzO5m/Lf+GLPtJGK4BOP4RsxoHFCH1gnOrEHpOT5ErAQRxKISPGVp0t02gmDjLooNro7V1YnQvhepaj5S1fwR5ySGS9GbT5J++QF8YdOJLAig9fsRZBN3cRRJzgI54iMIZHsCGGnH4Mz2+yk820KY/DmseBfKjMuIvbGZivHNIIChS2RSo3AHvWiZGOlTlGCN/jjpfTvwzlmIIHtJpc5F9J3ESubIm5JBmP4p2PYzom2FpPqc66Gd8FBz1mE013hccxaSbWij77hJpM0xTnqPVDLmhg6kqYsIdB9EiLSSaPMMRcO0vgD2wHGKP/Igavcz6PE0nlACVzCD1u/FNiTkGVei73z1XY1G7d6TMOYcXGNrCV1xMfH1m5CKihDGzMZb/giythaOrMU9Og/X4STZmFMUHx7dTcnMRoSUCghw7DFcH7kHsXQMmDpp9ywiz7wIgD6QpGdLGwErjKD1YRkigioR+/W/IxcpeMscomKdXIvZ8inaVkoU+UTK52l0txXjWXodk784nJqU2biOUHGEaI9DfFx5Egufvw3RJSNmPonV9A5CwXjEyvmkN71EdsufcYV6cC24EksbTt8QBJu8M6eCbVNy7dlkUh7sF25Dzkl724k+lAUfIVBdSvfePIpLnL9ngtOxas8mnVkztC/vKYIGhppHInwJ9Yfepv6QoyCn1ORqYpoOgz7cqJNUjN72AgrL+7BsmUTRx9jzyGryCuLUH6ohVNTFgrMAW8DSFcBGjypky+cSWLwQcYrT1ya6r4nue5chywbZHWD09OFbciEbP/ocqdYY7mIfi568AalkNBzLqRpKsiN3bjvPid54HPeST6DWjhtxj1iaTupEG66KQpSQH0x95PJUguyB7djJ2NC8SpKGYTjPeHr/PnyzZuAeO4aiz36W5K6duMeOxX/WWQiCQP4Xvjtif4mde+n8tVNvIIXyGPXTu5B8Pqx0mszh42RO1uMePQr/wjkICPjmz+bEl+7FyuTuI1vEN2syViqL3h+l+PoL8I0fxdgf30b3S1uxJBd5Z84YOp6ZTA+RG8uQTpHGFpAL8vGO1kg19CG6ZMqvnHHqUMmbWIzsU9HiOqYpYfZr9PRruN02ZmqAwToq24Ydv2sm1nwEBLj4T+cy+tJRAKgBlfn/uYgXL3yZ1g09tG4Z6WGPnIhSdmYJG763jwOP16OGXEOkBwSKpgY594czGHtxxYjtZt4wigMvtHHo5TZGLy7ixgfn4g2rnMa/Bnbs2PE/jsB861vf4vrrr6e+vn6oYemgGMCgrPX7YXD5f9fo9J8dp4nPaXxgsC2L6LajmOks4bOmIrqUEcsTW7aQ3LYNV00NeVdcgSBJ+KeOIbHfUeLxT6lB37uOguoYppRHySevJP6n+8G2sEwBw3Djn1JFwRnVpFqiBOZOQD76wtCHUBk17OVO7hxWbskcPkLe5R8a8iIKsojLP0yorH5HHEEMhBjKdR9clk4RfeJ3GO1OZEUurxiRxiQAgqkhWFmso6uwppyHVPPukHhmy6sYRzY5/Ufefgal+vtIo6eS3bMRO53ENWsRwoxbSO593NkgrhOeDG61HlMqInDePKRgCCkYwuppIv3yT7ET/ahnfpiCb/4So70JpXocotePuPQriDXzwDKRxp+N8fb3odcpRDe0AGZzL+aEa4iuXEO4os+pj5FcKGNnIsgKcrXjmRbzSpBUEyMzLBEcWbeTgkVTEHty0YLiWvRtT9F/qBhsEUG0kD1ZpKE6GAG76yBUvPtFa9s2yTefHirEFgQneiFKJrYhoUW8qMVxlMIEetyNqyhG4uQpxciWiF1xMer84XRLj/wSmuh4g82sCp1dJDtBvfkmPO0PoscdZTzJrUHbK1jK6wj58zAzY1Gk49iK7hSWp2XkPjee61/D2v8AQl9brtmhSNfxMvCXoh74OYIAqYHQ0PGNrErLm3lk+g4DAsUTBdSwjNbvzIcSThA5Vkv0yS8RmgAF4zpzkwGekjjZ/ny0rW8CMmYWJK/h1FXILgTVJP2nG8h2upALx1P5nS8il47CtjRY+ZWhMYh+i4qry0gfPoDsSuIKOPd6Nq0OPSt2No77/JudMZ84RRwEUPODFH/2h6R2bIP6lzA6HPU4o0fHDLgQZAsr7gFaKJsmkmwLY5sSVWNbCc46AQwTH2XCXApHP4vqPopmuKi4uhbxxLOI065FCI1CdF9NdvPzGOvfIr7tKLbpIUUV+dLzFC+8gpKKLWhxN7tfXkTVdVeQPy7Is5/Yxp4nt+LzX8a55x6gr7mMvHXdLP6zxuyP1PDm9s/RuHkNsj/ArGWfp0gY4Isf38qBo/nEBnwsmllPf9JDX3cls+69mYJZBYw9v5iTb3cjqSJnfn4stqnB3odBtBzCAXQ2l7Bn4wxChRHG376Y4vGTaTwyLIxRWNScu6//6kYvmIg07eqhn10vbUWRh50O8e27iJqjSbU6ZCTTnaT15aOMu/V6sEHbvxbbVrGzJna00xFbaDiO2d2KXDIcDTGTGY7+++/ItPQgelTG33Mb7lkLMVa8gGxF0bIquq8Wb8Gp1YPOsz8k1nJsJ93fXIdn0YUEr/kEvnkj1ZVs28bojyHn+RFkicT24UbMZiRK5lgdvtnTET0eKr77NaxUGtHryTl3LARRpOa7t9Hym+fItPaidSdpeeAVpjz8VdwVhcPHQaXtrXps3aR7bR2z/3gr7pI8PLXl5J87k/51e1GCCumMMJQTFZoxivFfu5jYoXa81QW4Cv0jxq7muVn82FXs/fFmurYNpx5bloggQvmFY5E8LsSifDb98NDgQDj6dN0Q8QFofKOJbL9DiG3dRFRlLM3CW+qh+uIq2jb3sO1njjpdoivDqd+UhV+dzLjLR5IeAMUt8ekXF2GZFqIkvmv5vyL+Hn18/lGRn5//P05TG4zUnEqUZs+eTSgUIhKJ/JeNSQdT7G688cb/1Xj/X8dp4nMaHxhaH3mD7hccxaK+mbsY95PPDOVQZ+vr6fvDHwDIHDxI4kgzld/6EtXf/AR9b20Fy8A+sJLM1i7cEuhanNTGdeT/23/Q+dATGHGNvCWzGPj9fUhtzQREcJt+Ap/7Dqn1r2AlIpiRbmxDR5AVXGNqSeVeJGJeCEnvJ3+8hZZWybvyKuztTzmER1IRq4c/7oFLLiV7/BhmZADvgoXIxcVDpAcc1S5JNrEMJ+1EDrpRvMPFs3Z6WLXnVNip+Lt+J199gsxGp3g+vfkt1DkXjVhHzHTgLkph201Q9yrkfwIAbd2jmF3NCKKN9vbv8UxYjGvScMNAQZKRJ54HgN58HLtkCYKoYPT2E9sWheOvAOAqCWOrBqbtJXDzDxA8XrQ3foDVcRBpzGKkRZ/HfeGnSb34FsZAGkOTsU0JcfIVKNZUMA2U2ZcTffibQxEN2xIYaCilYHwbilfHtkSEUWe855xoe9/BqNsPpwg+D0U5JBmzeAlG11pCNT14Sp15NUuixBsclT5lVCXqgpty8xklu+p3iP1HEFUdI+7h1EaJ6QPHybv0MuQ1L2KkXEiKhlveDa1gt76EKzMZW4B0fwBTcwh7ZPkLeBZcSOicuQw81zBE/uyUGyHdgi4oKG4d1aWhpZyolKTqpHuDQ6UAA03FyC6QVQNfcTeWaBPZogAGAwfzSPTMxz11Bh7pAJ5QEv3ksMiDnnSjXPtjFLkfwRci8fi3yHSFAAM5tYvoH9oo+I8HEUQVu2AB9DniFELxuajT/xPbvQyp+WXA6aNkmaLTR6WoBrF8IsbxbQihEryhNKMuSNGzz4V3Yi1VHz8bOeAheOkVJB7488iLVjQNO9IGJIeul6QaGGnnGho7n8JeeB2C7ETOpKJKAl/4JZ7GQwj1z0LL65gtYHXuR7n8F6Rfvx/jsPPO8OQLpHryAAE95sGXeAbCoCg6s87difH8l+iadxt7nmyloqKXSy/ZhUvVyfblIaZ0Gu+9n5p/+wQnl/ehxyYyflITJ++6j4rSw4ypTDOmsoVs0oVvVB+1pVH2vWpjvf0FspGZfOa1r7Lh2/toef4wR76zkrA4kVC8DU+RgJlREEtrKR99Nfor9RTNmcbYT85HUiXm3ZCmbm2GmgnNjKptQ60uRiiaiN4dRTt+BCm/EP8FI5tdeiaMJn1URlEd8iObjQhW88h1ygIIkoyZzGJ09g49W0PPiigh+kZGhaO7cunAgJXW6HlxHYVXX0DDzmJkJR9Dlwm/eICp995E4Ibb0I7sQRkzGbWrm8yRYwi2AQOO6EB6w1t4z1qCXDJspFu6QcPdj5LYexylII8xP/os7nG1JLbscMZnC5j2cJRCEAQknxczlabzVw+SPnoC74yplH7xFtSaapJNEXIbonUNjCA+PWsPY+f65RixNP1bTlJ+1RwEQaD6366l5JqzcVcVET3YRveaIwQnlVN6+XQEQSA8Z1jp8q8RnlbCmQ9cwsornyfZEkeQBRTVIH9OJdO/uwQl6CbZkWLrsqOYWef4BVNG1tjkTxz+LQiw6J4F+Cv8FM0uxBVU6Tk0/A0QBRh7YQlqyEXVoiKm3vT+Y3Mu62nS86+IpUuX8vDDD7N79+7/NhqzatUqlixZ8i5yc9ttt3HPPffw3HPPvW/K3KA63H+XUvfPjtPE5zQ+MEQ2Dnegju+tw0xkkANOWpLR0zNi3dSBo2Q7enGVFVJ8zXlkTx6jb+2wF06STDBMPONqCS09h57HlhN762184eTQOlrdcaQbbsI4sQcsk0zbSQTAd9GHkasnkV2/H0EAfUDD98z9CHoWF5Bd/QzStIuJHF2FFjXhp48z6u4iXKPKsE68Q2AcSFWL8Vz4cUckoWYMeqPjKXHPnI/VcRS9pQ5UL6FPfAJz3X3Y8W7EsolIY898z7lxLbgY7eBm7GgvcvUklIlzSbzypLNQAKunDSnoQ3B7sDNpbBtSPUEE0UJRTYT1byFNvBzBFyZxuAutpwBBtPAWxgDrXcezYt1kVz9Kevd2bENCGTsNseo8sF4YWsfna8ZbHAWiSMk9mAd2Y9W9A4B54CXEylmo868mXDSLjmW/wDYzqKOq8MyciehyvPpmtB95ynlw/HUGvcayaBM5UY6tGoQXjkGOtGMXjAXbwtz+KFbbPsTaRZg9NqJkAya2LeA+6yLUkiKs3jaUWUuInszStaaevOoesATSvQFEwSL/w1cghMegTpwxVEOlvfMY5jFn7Iof0lEvw4peoI4eizL3MnyhM0hseYfooQ2cWrosWK3Ygh/LHDY87KyObWjYLdtGKGhhOzLSti1i2wLeApPgJWeR2vQGHl8/PScrsAzJiWDpCpoOGgqq2zti/5Yp0H9MhaNHAYXR//EFbPFHCJaTnmQZIukTnXiuuBCr6wCZruERW1kZUexA3/0I8vilMOvX0PE6CAqUX0rPmoMcuztDuHIm/tFeKubXIfr6iTeVgjgH+4lvY/e3OPdZNkRJVQslZTa2dwvmjoNI0z+CUDgX99wFWLFVmBkVtVRAvezXGAfewtz4K2eOADPrfEYExUCSM6QfvgnRV4ByxfeR8iuQ8ksRwyXoO380PLddjkfd6hxOzRBlG0F01MBcs8+Hgedyxe8hVNlEpRvr+CPAxSw5fz+hPKcgfuYZh1F9Tg+d9NNNZCPzmTn3BJOnNTj3RkTEHXSunackihhKAjbTLt/h3H/9bZy4N0XnX2pRRMgOZDj4h3YWXRREzMQQfRoUVTPpwslMvsVJpbVtm1RXikm3zWdcyfdz6oGgmEeQxp3FyRf7SXWMQfR58SdE5OHyMSqvn0djVyvpzW/jK4gRrupBVDcw+asfpnPNMfLcxwke+i4Z3+XonW3DESTBRq6dgZnWcZ91KaJ/ZPG97DJw+dJoKZdzbx57G2OfCaKIkZPLV/OdKIhnwfl4FpxPcs2LaFveQIShpqJDz4SsYOs66cOHkIJ5ZHpSJPY6kWO9L0rPKxvIv+xs4gOvISsG2bQL84WdBOc4DWmTe/aS2r0XM6OTPuJsl9p7gMSWnRRduoDIlsPYmo53fCX+aaOxLYum+1+h583dSPkjyUbjHzfStfIwoz4yh8ZfvoAZT5N/9lTG/MeNhOfU8N/Btm2619WRao1SdtEELnnjBvr2d5M3Nh9XvhtBFLBMi2wkg6/MyxXPL+HIn08SGhtkxh1TRuyrfHE55/z2bJpXtlC+qIwJN40b0YNn1LklTLqhmiPPNZE/PshF988jVOP/6yGdxn8Bmw++xucfqGToXbjuuuu47rrruOCCC2hoaHjfiM3q1atZsWLFe/YiWrZsGStWrHjfXj+rV6+mvr6eZcuW/UvX98Bp4nMaHyB8k6vRuiMAuKtLSB89Rt8zLyGoCkU3X4utuBH0DLYFWkbFNg2iq1aBYeCZNRNBVbG1XPRE9RC+1klhim/amTuCgKE7ilq2BaZaTNejTyFlQcpl1ZndjsdS645iajKCZGM7BR9D4zQH+ki++jK2LmKbLjA14lt3IyXCaO88A4DRcQK9vAZ1+nnkf/5O0rs2I7o9WKk4xuEXcPkBsmTeeYnAZx7FiveitXWR2rYJz8z5iLkmnFY6RXTFk9hdh3GFJaRJZ6Au+RyC4kLwByHaO3hqGMc2ofpTJGJKzrsroCU8KPkJ7GQSbduriOMWo/XkmpJaIro6ATF4ilUFWLEusk9+FrIJ3AVOLYx+cj+013MqGVB8w93p7b56bO/IgmYMJ51DUToo//gULO8kXFPPRJBljIbdaNteIX3wIFZWwj1hMpYhotc7Bo4ggCekIfdtwnhrE/J5X3WIz+6nnGvQdQj5zK8heHyI6SRCMIzv/GsQA47BY+sa3thxhIJpnHzTJBBIoefqbwpm5uPOtmEc6UeedB6CJGOnIkPDFoBYzI+RcOPxZXBNnY1/ySXOuYydhtEM3c80UTC2HV951FFtzsoo596K70gjiS37wbYJXPIh7MaNqLGNQNXQvA3K9IqBAMFLzsUzYx7ZtY+iFjrEvWRSM/HeEGZWQosNGzyWKeEOpND1AFbGxDSVEVGp/j//gaJrP0n6zT9hWwKJnjClVSX0/vJujPYWJNnGzlW7i24DT/kAUsf92J0PIZzxKEbgEuru+QuppvsdgmXBQHMxA83gnvgJMutewdAkxPrNuMZ0DV0nO2WQ6vfhqxhADsYguQZry1qE2T9DmvNv+AvHQqYPoeZysnVNdD74JoqrFHdFgPAtd6H0HUF/+14kJYWVVJHEfkj3Y7z+H0g3P5Y7joBYey5W0yoE2UKoOBPbthFHTcfqb8/Nj4Di0fBdfQvKwqWYb+5E0Ood6fXBa5vs45ofF6I08t7oa2Li1VdQkBnuL4UtYJsigmzxyHML2XRwFFeff5ibPr12+FaPtGLYtTT0e9BMgRkJCeWa+8iu/C3Zo0fQ6nejdvyC0Ke/jqVbrPzU2zSvbKVifC+Llg4fyswqRF9/i0RrLSBhxbK0v7CTcV+7ZPgcRIGaW5eQth8DI4uhS6QSlYy+aToV+e+g798NBmibnyfR68cTtIciqslUEV0r6xHWvkLN1wPkLZwKQGbvNlLP/IbCKhtDl8imXAQKI5h7X2PCXXfR9sxmhGQvauta+p9OEr7xRgRRJHviKLYlOIQTC6l0FHYmje+8yxHDhXTdswytzknn85wzfA4Akt+LqEhk026yuVfJYC+3yJqNDDzhpO1alsCIFGJJxD+lhpqvfxgrmaHg/JkIskRsTx3drzjXTe/soWDBeMRAgK5Vh9F6Emg9CY41dCAbzsH63zlI6fWL8E8cTvf7a9imhZHUOLTsbdpfc5om1z26jXNfuwXFp7D5829gmzbjPjODfffsINEUo/z8USx64ELKFr5/s9CaS6sZc3XtkHLbqRAlkcsfO4uLHliA7JZGkKLT+J/jH0nc4P8Gli9fzvXXX8/o0aNZtmwZN9xwwxBBqa+v56GHHmL16tUsX778fYnLqlWrWLp06ZBC3CDq6+u5/vrrue222/jGN77xf+Fs/rFxmvicxgeG6n+/Bu+YMsxUlsKL59Ly7f/Ezjj1BT1/fp7SO79N6y8eJRvJUPKJpcReeoHUbidHPLV3HwVf+hapzeuQCovxXXAxYk41yF07iswJx3trCIWELp5P/2vrMRo7obETUc0nWNiDIEm4510AgKfEjS+cRBDAxIXrguvIrn0e2zDR005a0qnF4+6aSqx4M7YNRkbFtgTk1gbU6echejz4Fjn7jf7lqRHnbKUzCJJCZu9+Ys87aUHJNa9T9O2fICgq8VeeJ7NjHcGqPoQIWJEGDLcXdckdCOEKaHM83rYNduNGFBVsu5ghcuIeTqOzslms9pEqbnY2ibZnNXJFDcaB1xCCJeDyQdaRRBUEkNw6thKCbAzZIzgyxwLIBX7IZEGQEMdfhBCuwTy+FqItWFIhVnA8QuM6zLXfQQAkyQW1j2PGImSfuwuwcQcgY3mxWg/j/8iXGGg4MfTFkl3DxMpq3YMQGkmsRLOXwIfOwTJCKFMuRnB7saLtGLtfJL5uPXpEJoyAeuGFxFa/M7Rd7JXnEMucecis+TPuq7+NMv9azMbdYGggWlTPrKep+SIYM5eiKyeQPXkS15gxGP1RBh5/jLxAlrZV08mf2IbHnUUMV6JOvYS8OR78V8XBNJHyQhi7n0YNZCic1EKkuYh0qgAjYeNypVF8JfjOvxRRUcgKDilP9gdQPVmCY1T81XtpfmMGesyLWuwldNk81Oox5I+bjdHTg56xOPHlXw+Rn0BRM6orgviJu0kfPkHZtIloezcOkUnba6KEMwiiibt8ALVoUNhDx+5YRcuq8Qxsdda1zGFjM1CexGtsRVM1kj1FSIqBZXbnom2gJd0o4STIw7UfAhb25m/A7O9C1cUMPP0U2jP3YdkStqahaV60oybejiieKUuQas/G7G3EfuEUT2OyFTvWgdW8FaFoAuKkcxEjTpol8Q1kVj9KeuM6BFEF0ULAiVqYx7YgnHEh4oJfoL/87whyHEtTwAbdMpld/H0Mn5tUbyWYIJWUI0b2I7l1KBjHpXedT8djPbDnDQB6Bnzs3jaWpriLPSece/DFtdM57/yTlNW0YBoiO9dOoyFbSGfMQBBsNmzUuFwuI9VkYMacujDt0C7M2AAdu9M0r3QcLL0tfnRNQslJc7c0VlNS1TniPlcL3+3tFzxBXNf+J/G3X2bHwx60uIn7uceYc7ONlnIhCDYuTxZfQcI59xzMY5uBUmxNp/PpVUPEJ7Vt/fBzpxio+VnMrAuyAsESnZrLioi9th2yEF+zBqkgn/irL4KeBlxIio5aUQJTLqXnmTcZaN9KqVgwRHoAjMYjlH78Ugbe3olnTAXF15yL5HVT/dmLaXvmHVx5MsUXT8dMpul67HnUXFaeINjIJUUYkRi+WdMILJxL/T0r6Fuzz5nXnhjlHz1v5PwI4K8toOjKM+laeWT4/BNpclmUzrn630vUPHf7Nfez647lpNujmOawIp42kCZ+opdtX1tLosFJS9vx1TVoGccp1P52Mx3rW6hcWvOufdqWzfp/28jxZ+sI1gS4+OklhMbksfuBY2z+8QG8xW4u/+NZFE8Po/xVQ91Ed4bjr3dQPDWPyrmOcIehmZxY30Ow1E3FtBCW5TQkPk2W/jWxfPly6uvrufPOO3nooYeGVNpqa2u5/vrrWbZs2X+5/aBU9p133snSpUuHCFIkEmH58uUsWbLk73wG/2/gNPE5jQ8Mklul9PpzALA0DVsfjrLYmo67ppyx931n6G/NX3x+6N/ZkydRqqoJffQz79pv4UevRg6HMAYi5C1ZTPTRX2CmdQYNO0uzCXzs6yjlo3IN+iBzcO9QepJEFtek+fjPvZyeBx/APODIZ6vVNXhUEzl5HHPjo4hX3YJh5aOnnXHHN2zBfcFNiK7hL63v7Ivo3/YWihrFshT8F3/KOd7+4dCz2duN3t6K5HNjntyE4s06XtWcoWl2N6DXHwZRwTREpy+KDaJkIogQru5BMwrx3fh1hObN6Ic2IviLiK1eD/Z6pIIibF1HyPSjWO2kX7kPNd8GIyfYUDlvROdxwtX4L/0SiUe+7Ri7koGoakR75lJ43RJs2Ye+7WnseA/pFg2tvxABEfnZ35M3/5R0GjOLsW8FtlrBqYkDomxiWW6yry7DUyBiSsW4z7wIpelxyDjkRxx9JmLJJMwjr0OyD4Ll0PAogpVyqhZKC7CL5qKt+CKkI/iKIC0EyA74ye7eAJIIpkNUJTE2dGwh3UPiiXvwXfd5CFUgxo6DkOuxcVMlevQ43T/9I0bShXvyJNQiN3bGiWQJAmR68lGL+jE7epC2v4F78TVI/gCWptH7/JuYkTR5rjCGZtDfMuwBVpQsruQ++n7y74Q//XmUM27k+NMJjLRzT+Z19JNqGE9wapDgRZfgnngugiRh2zbZLa+jn9iLMn4Wo5aYJBu78YYTBEojZDc8ieXbS/6tP0RwedD2DBM+M+Um7+YvI7pSGF2t2LH7hnrPCKEpmKnh/h+CaJM/txyXP0150XqEpE3RFMgkPaQjftqPVJFXniQbF7FGnY3/pjPp+f3dlCw4iCDiRMFMEbvuJZLHZZIbNzjPWi4S6Vx3Czp3ktZ72XRvnN493VzxeS+K7EQkE4li3pj7F8pGt3HGFfejeSsJDpalmBlSu96k4Ug1gVCCwrI+hBzxEosq0Ha9gnFkA1LVpagXn0/Psu/w+qvz+MhXXnZkkL0ZAjVtWIt/hau0EGPFzQhmGtvay/Ef3UuVbxNGiU1GD7F65wWUTg3Rs/LE0Py4/ApFX3iKlz7+LMfXGWS1PMQqL7PKdnPTzesRRZv0pjhySSVml9M0V/DnIXr9qHkmkmzgDaaI9wd4Y/nZjBrbTqQvyJF9tXxuxQCjezfTU1+Of3wJlR9ZyHtBqpxGTyaJFneU2zKdcQ6sqaFlnR8Em/EzTjBuzjFOjdIaxvC7SAp4h+/H8lFoR/blFsin9J616frNA6jTzsKyBGxLQJJNYi/+BazM0DvCNN3k3fZdjt1+N5gWVjpLz0vrcfn9Q/18XNXV5F93PiXXnT90XEvTKfnQPFJbN5NpbKft3kco/ujlGCkbxcdQCmDBh6/FP2cG0e1HOfKl+0nVdwIiliXS/MRG9JRFxc2LKL58Pj1v7cI7ppyyG89GDvlxlwdJtcaQJAvVncU3qQorrVNy9Rm4K4frgv4ajX/eQbo913dIsIdEaQRJwD+mgEx3amhdUzM5NSql+EcK8wyia3s3x5910p5jjXH23neAed+ew9tf3wU2ZPo11n1rNze8dsGI7VL9We6fs5J4u/M+/OgLi5h4RTm/Wbqek+84aeBTryxn/xsdhCo8fO6FRYyaGWb7iy386eu7UD0Sn31oIRPO+BeRtraFD17c4P8RsYTa2lqWL1/+v9rHf0eQ/tVxmvicxt8FoqpSeNPV9D71FwRFofAjV71rHc/MmSQ3b3aiLFI+bb99msKrzsddPVL1RhBEPDOnYGcyqKVF2OkkiqqjZZzIjX/+LNzT5o3YRikrI3vMaZoouFxI4TCC6qLw9s+R3LzJOf70qcR+fgdgY/V1kF77FwhVQ9TxctrpFGZ/D2LZcCqFXFBAwXd+i9bQgFpdjZSz5NSxE52GgoDoD4IeJXb/NxEMA0kGPeHGlZcGQSR9uB5r7w9Qxk4D2Q2WQ1i0pBc1zwJBQPVaSPFGXBffgufiW+h/4KdgOylBdrQb37ggdn8il6ZiDaWlARDrItvvR3JrWLqMesZZKNXjcIU1zLSNIFkIooUZyEesOYvsy9/FanYiby4fZHsLnbqjSB9C5UVw7EXnuDYYO15DHHP+ELGybSBYjhzrQFb1XMpMM2LbOpRrf4Ox7l7sdB9Wz0mE2nNQb/ozdqwdO3YYdvxgaMjGweWIU0KQjgzPtTdLdsCPqEiorgSmLoNg46/1QNIxaCxdws5ESTz+EwTJwJ2fI3yuAELrE7iMbsrPFujaNobMkUMEhHYQRg+lDqnuYePHaB72LHc/9gKRNc59kiktRZEHRtxfomQ5/2ntJB7/OtakDw+RHoBMykO0LwQnRLwHtzH59zmxiUNbSb32qPPv47tJU0nRxE5EwcC2BIykih1tQNu/EnXiLHxLr0CrP4HR2YoYCDLwyAMoteMJXP1xBNd46F6LEJ4FZRdSOHMNHI+SiYrI3izVpVuRCoohlSNHAngL4qQjfnQtQPjfvoccDji9r4DCL/2C5J7X8aYeRtANsAWE0FjM5uG6OkGwcY+vwRYUguoerJ1Oaqg3Oh0jOYZVjyzhvK/1Yhgyr95TRirmI94/gYLyPkpGdRPMNbO3LYHtL80k1u14vmcvOUTReAu5ZBTqxJlkln/Pub6th2h9fh/dsbk01JeTSnjIy3cM8Z42Fz+esI9PfquVWaPTQ+cYFjZjaibbN02lrzePK7+cz9iPns/cbTN48I5t6FmLT90zB5fXzZXP3Mw7X1xH11vH6M/4+Min38GVa/4r1z2BfMX9iKF87FQS77mXI8gKhaOS3PCN15BJEEuU8fpjZ7L9nWksXrKH6XNOYPSeQdmX76TSoyIUTkAQBMzeFtLP3o0d70GavATvh+5w5q1i2LFg29C6sS/3Q6CxfjI1c6LIahe2paBMOoNQ9VKyz65F8qlU3nL50Lb+S65FUF0YvV24p88l+sdfDkWAjKxA5IhJz6GxWIZA4USZIuEgwrCmCILbi+B2M5TOmZvM4q9+ncTatxHz8ghedPEpY7Vp+vVL9Ly+A7XQh5wdruFM7j+Ga8woMg1NiKKJbYlE1u/BO20y9cuewkprCCIItuUIiRgmrX/egGWYjP63K6n5tyuHjrH7/2PvPwPrqM71b/g3bfe9tdWLZVmWm9x7L5hiwPQaQichEAIpEELqyUknjSSQkEY4SSCUUEI3YFwx7r3KVb13afc9bT0fRt6yMOT83/dNnud5z9H1SZo9s2ZmTVvXuq/7uh94lb6aFODCH4wTHFdA8Y3nUffEWlpe3om7JJ+sGeUkm/s4/shajEiKirsWk7tgNKrvTKMFATJImsrUb69AC7jJn1dC64b6zDrZk3LR+3XKrxlPwYIPyX4HoHiUIf+rbsUhmWfIssRHVN6s39yVIT0Ah19uJGd8MEN6AA6+3owJdNXGefWbB7nv9aX85o4tJKPO/fjHe3bwywOXfbjpYQxjGP8fYpj4DOPfhuyLzyXrvMVIsoyknn2r5d1+G6l+if4tB5DlNMbm3cT2HWHc77+L4nVmNlNNHdR86zeopmO77CobQd4l12L/428o7hS+JReQfcMnz973dddhRmIYNdW4Ro7A6u5CCQSQ3W6C5zozlna096ztvPOWYtQ7xEcrqxjianQaSiCAd+rUIcsCF1+Fkp2D1dONd94Ski9+fyCv6HTYyYX7lp/R/9Sj2LqT12OcOkTu1x9HP7wTu68H97R56DvfQBzZitAj9L7wDJ4eldB5y1GLS9GPD0SqQgb0NQ14aQukQAEEUhAb+IhKAoIlGD0dSL4g7lnLkSQZ1zm3Y276E0IIdPdUwjc4dsanZXHAgMzCxhVKIXkU+t95H2/l3XDor9i6U0vE7jiFEXchKTbClNHmTcc62gOcIW3raUI0boPOA0iAOPIsPe8fIvsLP0bJrUC4XdiKGyyHsOlVx5H63kT2hjPkx4i7kRQLLUtDJASy4kTizMIVuGhFP7wDW1dQcn1YPXFsUyHRkYVrZAm+85YjHfyxc06ywD+iF2G5cPmTlMysId4VwhXQke3B/AnFPzjLm6oddNlKdUiE57lxNaXQEx5kF/jCUbImtaAG0ghLItXzOrI2Httw2sou7yDRGyDSmkuiKU78RDOBiSOxeobKoIyOKPV1lRSvLMI6vhdhKbjyoih1P8SuE8jjbyT/mz8mtuYN4u88j6SAUXOCzp/8J2r5BPLv/yqSy0W6robYa8/icYEnHwKFvY65Qm87skcBYYEkE/7Ep9FaZIKzxuMuDmH39mB21aOUjcdVVIBr5R2IngWIEy+BLx9p0u0ER8dI7N6F1d2NK6yTk7sa4c7HbBm0hC8qb6Pm0BhivUEi+dcQadVJRLYPnmfKRdPBCkRaITyih7YTIzKkJ5QTISenDbsb9O4O5Ozg0OdNxImcTAIS7zx9Litv2ExPzMOLzy/hknMOk9PWRoQCgqM6kWRBR1M+zbX5bN0wg5zsKFW/2UZA03Hv2Ma9E7sILV9EwcUlWMkUdT/6Czkt1WhlftTmfFTtzBEs2F21BK+8HWFbmDueIr35ANgCFeeZCQVaufjX4zn1l52MHzdwz5xYy7E1jYz96YOocR1h2Rjv/AHR50xcWIfeIV02HfeMJZSsrCTZFqVrRwP5S8o5+LvjJNscoulWe/BPHYNr6XeR/VmYMROv34NbjRB58Un6H9+GfdVt+JasQFI1AhcNWmbrK2+j9+W/Y+oq3S15pN1JbAuCWVHSraBcvRjr4BbHrtvjI++eL6F4PRR9+io6nnsbxe+l+NNX4yotJefW2/gwEieb6XzbcXPTu2KoWTLYTphJT8qU3XsDNV/5ObblvPeFZSNMCzs9qAKQPB4YvIVI1g01wKl7ciOdmwYr3ItQMZWP3cnemx5F73JcMk/+5BXm/P3LHP3xanp21AFw8Guvsmz1Fxj9qQXEG3qJnexkxBVTKb9jPrIiZ/Jypn9jEW1bGhG6jaxIzPj6fIqWllH/Th2vLHwRxaOy6OdLKJg7GOnNm57L7IdmUPXXY3hyvZReWEag2MvS789g68OHcGdpTP3U2LP6q3hGGNUjY6acPhq5IJdwqRdvlkay3zh9u2UgKxLCFpj6oBxbTw21If+fjv9lKT7D+L8Rw8RnGP9WyK6PL8ImqSrxVstJ5Jed15wdT2J09qCUOTNunW98gJTsQxpoRm9ohlARhT/5vSMP8360xju25zCx7ftweXXSVV10nKyi6Ac/Rc0edAuSg9l4V95Kct2L4AkhFU1CLa0g54HvY/f3oBSOou/djag5WZjtDZjHd6HmZBO45BNoJY4tqZ1Mgaogaxq+hcsHD8AynXMaSMx2L7ocpWgcamE5erdDfKRQNkpWNr5ll2Y2S29xcnpiHWFSUR/RZ14nfvAkJQ/cheTyYHW3o6ZPodfXEWsPI2wZT65OaEYh4rRRQk8zodt+g61LKAUlyB6nkKU25zqUSRegnzyK27SQBvpOXXAr6Ve+hSQM0n0+fIVRJCSgF9G9jf7VdQTLSiDltK+OX0SqeS12yvlgGycO47/mQfRVvwTdIZPa7CsQZ0RvAOz+NhLvv4TLasCKJJByrkHUvo1IyVhxD5zYjf/un2C88HlA4MuNYrgNLNmDrJnYhoKimfS+vRmldDwFl32C9IZnUF19mFIIYWiARLq2A/loA96MZgsseQS2SGNbEu5QyikYGvchCxM96iUd9ZLe04C6sA2tsIjQkrmkahrx5Ubwj1JI26PIHnECI+km65pPYh9+GTUwIJlTBG5fD2PP30vPiRLcwSTZZZ3Eu0NEWnNBAi3XGcy7pi4mtflNRLwfy5RJRX3YpooovwRXqASz4Tju7J2IiAeBQKp6EZJNcOgI/gKHmOlRD4meAHr1KdJVh/HOmIXZ2jKkr83TeSGyG2XBp0DvRx69GHfBBLzNGzA23EYyIpFuyRq4prMI3PotJElCyqlEWvDtTFtqvpeSHz6MvvUJpFPPORE1vQPchZzOao/bo0GC8svHMOL8Mgr6+mhdZVK9SSKrRGDGg3TX5hHvzWb6RXX4PElUL5hJyMrp58yUBvvoG0geDyJlYuoqvc25hIMpltwepnWvzeG357OhqoSCwh5mTXJyvdJ9fvp6Axw9VEHNwVEERpn4/UkuvWQnmmqTWl2LaSggFCIbthBatpDY4TqSVSdRFAjnRInHfBzbM5vJcx1bcCPuxjAryAGsqtVYu5z8PieQMnjA3sZNTCg/PqT/PUoXJ+7/OS01eQgk5l/bxplvQr3mOO4ZS5BkibF3zmPMp+diHl6L9+Z2Dr2qIaUjTF50GOtYBDHlPJqf30zv2h1Ibo38ip6MWUv0zefwLjo/4254GqEVF5ESRbS/sYvcFXlEWiyylK0Eww5hs05GKPz6N1Cyc1FzHAIaO3icrhfeQaTT5Fx9Hr7K0XwcJM0p0CrJAmFLxK1C5EQvliWT2NTNyPv95F55Ht1vbkTLyyb/hpUoPg/FnzyP1ufXI2kqox+4hsZntxM73gKyROFlgza+ifouGp/6ABiMQplpmy03P4fosjIDF3tAlqx3D0YlrYSBlTRwZfuY9cvBGl+n0bmjiUM/3eJEZkxzgAgJTj19gIIFpWy5fxNGzGl329c2c+X6awfPW5KYcf80jr/eTOuBXt64dgPnP76A+Q9Oou1IP4eeqeOVW7ZT9Voz1es6cAU1rn1qPmWL87n0N7N54+sHUdwy2eODeIIaX1i7nI2/PkFWiRctqPLeL46TXerlup9NR3Mr3PbIbJ7+yh5Ut8LtP//fXXRyGMP4V2GY+AzjX4q+PTXEq9vJXToRT3H4rN+FEFixFErAgyRJZM0dT1vVCRTVGUR6KkbiHjFYpFIJ+LBtGRiY7ZIktPxcZM/HJ7UCxPYeRj4jWVsYBmZr8xDiA+BdegWuacvo+OE3SL3zFtF3V5HzuQdxTZhO3YPfx+x2BvLuQAJvKInRDn0NJ8j7zu/pW/Uufa+/geR2U/DZu/BNn5Zp13PRp0m8+ihC11EnzMM1xbF/Dlz/WeLvZGE0N+OesYjkwX3ou1ejuGU8iy7Bc+4nibdUk65xZ9pKHKwCWSZ4yXUAGEc307/vCYTtyC5S3W6C7nwygzHVhZxVhOIdWucDILF5A/F3HP2wWjaGnC99D2XkTNx3/I3oq89g2n1oYhvCcNqWZIGkR3Fd9WNEw26kUCHKhKUoVdWY9cedqE9vE5IrgP9Lz2K3V4MkIRdUQLQN68ibSGbEid6oFmrt39CjXoQlQ10VKCEYyAVTyqeiFFZiL7uf9JrfIQwJPerFe84ypB2vOeeedGGmXZjVdbQ/XY/RPwokQc6ERoTuAhw7ZL26GTHxXqLrN4Os0HPSjW2F8XjSeMIJbFNB7/cRmDuexPt1Tt+lIzR/72FKf/YTQtNH4r57PurJP9FdNRIj0Qz4kWSb+DuvkXvXbXDwK5l+NeJufDkR3FPqB6+DJxf/mHyKbroAd0EYADmcj1m2ksSujaQ6FWxTxjtuFMG5U5HdsxHpCOYzp4mwhEi7oO19MM/ILwqkEF1OwrwccoiLZ+p0J+LY24PkcuGfvwBJjkJXLcaGP4Ki4SqZjbBtos/+FqsvZ2AXNpIE5om9WB/cj7LwR0haALPhKMbB95ELR+GafZETsZUDxOrzkDULb2Ef6ryrIW2gFI5mysRzmGzZGHW1pHe+gtj+JIvmw6Jzw3g+9STJLpPu3U3kzByBf1QYhODCeyM0vVdLeNR82PGrARIlUENJFE8Ea/SnaHzFQk80E5w6itk/PAdJVTn4wPPMSraS9pwRLgCySzWmeo6z4GaDrsLPsPXBN9DOMDCRZXE6TQx775MIadmQ7UNjw/RIc1j1RAF5JV201hVz4RXFAIjY0GiEXDIZYerYvgqS6w6AJCNJMopqk4x40TSTjobQAO8WnNxSxMQFnUiyjZHwEJy+eEh71smt6O/8kixg8YWDeVQAsY3r6F3r7F+kDayUmal8ZactrFQa1Xf2+7DgwukUXDgds/EUfevX0d8zSA7M/iTmid24V94IQNera+h4blVmmr3juVVkX7AQJeg/q10AV5aLvDE6IhHF1oJEPcX07RksyoqAwluvoOCmS0GWM8n6JbesIDCxjGR9G/7xI5j6+KeJHKzHXRTGW5rrbCoERn8CSRJ4vWkMQ0W4vaQ64k5ejqSSlaMiq1B+r1P7bPSdizj87TcRps3IG2bjyvaddcyn29754HukuwYlrmldxTQVeqqT2LaNdUaU5XQtnzPRfaSXrkO9A+3B2i/sZNejR2k6FOf0dTv6ciOmLZHo1nn7/r3cs+si1vz0GNFO5zv39E3buenPc8kd7ef2pwdzwC791lDr7JX3TuCCz4xFliUU9X9PjR9Bpi7tv7TNYQwDhonPMP6F6Fx7iOPfd+rEND79AbP+dh+u7MEPp9EX58Q3/kKiupXg1HLG/fA2iq5firs4h0RVDb6xhYSXzEQ6o4hb4XXnkm7tIl11GNUrk3vNSlwlRWft+8PwTR5PYsd2VG0gYTorTPxgFb2vv4NvziyyVgwmn6ZPHkUkTjtkCRLbNiHcwQzpAQaKWjqz2yIexertpe/1N0AIRCpF7z9eHUJ8tAnzCT7wX8Sf+DLWsa3Ej23Fe82DaJOXkK5txmioIX2qBkm2cAdTmEDs5F5CX/o1oQf/RPzRPxHf40jbPONGI6kqdvtJrPrdyKXTkfOKobk7sz+pcDpyKASxLtTZVyMNkB6juYH07rXIGrhnn096/6D8yGyoxu7rRsnJR8nKJXzHlwBIPX0HZstAIURTRpJslHABUtH1mW3VkeMRrVUDOT2gb30FbdQ3UYrOkHmEitFufpHIy0+RaGgkd/JJrHZlwKr7dMcaaHNWImcV4prt5BCo0y/BTumYdYcJTl2Ba/JCrFnn0ffmW/RuOILjXgBG/8AARUgku8N4c32IeI+Te9RdS/+qzgH7ZxNfyHZkWG05MCC/kUvGoi3/PLz/UOZwRCpB/xP/CV21CEtG9oQxkoNz9cKWkP0ejIibyOFSfCN6MSIeIq2jcLl7SPX6CZb04M6xyP3yY+SaOlbjAezeJoQrh+5n/k50y3YKKpuQR1pYaRXv5Rciu519WCnbKTSqDESqpGwU4kiahUgPFIkVEmpQELjkZtwVY9APb8KsPkDuDZdja7loI0pRs7Ox6najv/LNTD9bB98GTx5W32D3n65JhGIh9W3C3vEdpEkPEX/q207UEsCy0KafR+/rmxEpJ3KlJwuQT70BskLwli+jShI9T/+V+DYnUd+XF8CXG4NEH9aOX+NV6igdW4k08vP0H+2iZV0tOTOKmPjZmc4u5v8CfctTyG1voAzk2LhKy6n85QrstIHs1kCPYX3wfSYtPk7lVAGpGLHukRh9Blr5GLLu+TLZLgXJ5SMPyBl1HfEnTiLpznOrZgcQfTGCJT1okcNkzZ5DdEI5yeN1BOdMZtJXbiPWkmLtZ+LUnixk6mcnkTPRmShRJl2EdcQx5pCzR+C6/HtI3iwS2zcBB0DIGAkXEZFPUi8mwAkUxea0sCsaL8Fz253oJw4RHDcJ1+hxnAm7o3bwH0kgZZciEhGkwomkth8Eijg9qO7tGUHQ0wySoLslD/76AsX33sFHwY700P/Ed5GMNKp7sDiv4hokKf2r36XjuXcGRoYDz6YQHLj5x2RNK2X0dz+DrKoIIYhu2EDy0GFs3coUZZaNKCNWlpDuiJNuj1B220K8JWHnVBSHovW8v4/259eALJNq7AABbX9fy8THv0x4zpjMsZiJNFVfe57IgXpcOX703jihIi9WqJDefQNRTQFTHr+L4JhcZJdzPoUXVJIzd5RT46jo7AmfwQ4RmLEznDIVF7ruvA+6j8Vo3tDM3O/OZ/f3diC7FeZ+52xjiqzyIO4sjVSf4ZRKsAW9JyIobpVUUiBwCpeexmmjiVR0UOaX6E7zpys2I0tw6/MLGbUol56mBBVzc1FUmfefquGFb+3Hn+3i3qcWMXpWzsef0/9QiDPzzYYxjH8hhonPMP5l6Nk26JpkRpJEDzeSu7Qys6zznV0kqlsBiB6qo2fjIfJXziFn6RRylk75yDYVn4eCyxdTs+MARr9By5/fxjd1Eu7ij3fzAcg6dyGK30vy0GFcJbkgyfS+4JCy1PGTpKobyL76MlyF+bjKRoOigOWQpMTevfiWrkAJh7D6HAcx1T34sZSz85CDISRVzTjXWf2dJN5/C++ySzOzm3ZbLXZPa2Y74/AmlNLJGA2DRRuFGPqFtDqbUPJKKLr3U/Sv34wwLbLOW4zdUU36+S+BbQIS2Vd9k57X1mK2NeP2J0m+/Wd8V92D54LPZ5pLHz9M/5M/xOUbyKPZsxp19FLM1saB88hFDmUjkn3YNe8jBYuQRs7D/YlHsV94CKulGdsC77zZSJ6hM7/eFZ/A3P1q5n+z5gB2pBc5NDSiJru8hG+6hzBg7/s1UvwlrISGEANz1poXz7m3InkH8zqMrc9jbnGswc1oA1rlXJSCUWTfehe2+030ljb8s6fR9dSzGacezZPGVeRCP921AhRVxzQHImcDtXcMtRTK/RgnDkBDHbEdO5BGTsFuOIxtyyTjXrK6a7FMBSvtgpQbty9NOu5IbnzFEXImHkHo2fT0jSDWnIOpa7grRtJ9xOPUY0q6UZskxKZNqKf+Aok+kBRi9jzih1qRZEG0J0RWeTsut4Fo3AfTLkEIm3RTF+27x5I3vhnLUIlxDvlFPaR7j6JoBorbwB1O4R0poUwIY+x7neQbA2YJ+9fiv+0HmaimlFUMZ8j9pJxS5KzcTJFcAEmz0MIJXMX9SIrArNsK/kODpAfQD21DHjUjsw2AHUshe3AKB29+G23M1AzpAUj1+R3iA6x9OEZfTwXn3rqacNzL+jslbN151hY8fjF6SsaI6ZROOR9V64RENVLpEqRR5yNJEorHhRCCup/+ka6dJiOnyYQL+0B2LMDl2ZNRL/4CsndoblD+jGJe6V5J+vAhOvqDXPG1XGb5fuscvyljbX2OwnydnS0L2bRxDNdcnaRoYoirV51P+o0fYzW9TPrtJbguvh85VIT7tqcQfc2YsSRG3QlS/vGo5TNxT5xE+ugRNJ9OVv5RlKkjidTNoSRxiLbWkSj5hUx88Dzc5aNwl1fwUVArl2Ls+gcYKZBV0nXdKKOmoJXOQ1aOkVXYR7zPj6u4CNNbRPOOMwrtJh0CYnZ1OrbtY8eh5jnvR7O9EQzn+feFYxgiF5FK4h0/Eu/SS0kfryLy6t+BEA7pEQhJQU+o2KZN764G/H9+maK7P0ly/356nh2Q+32oNk9gTAELXjwfIUTm/Zc8WUfvO++D20PHW04tNjFguJBOuRFxaPzresZ89Vq6P6iie8NhbFMQOeAYDhi9cco/ewGlNy6id18zu7/4KmZcZ8RlkwhVFiJJEvGaTk788j3stEnF55aTPWvUR/bvaUiKzOQvL+TQz7YgSVCwoJzaVU2Z35PtCSpvn8j4myaA7NTk+TDcYRfXrLqQPY8e4dhLzrFKErjDbpJJp69tAS6fgjfbxcpfOuT+ip9N5+937cI2BbbpDOuFgHd+WsXxw73YpqByWQEPvLaMJz+7A1O36W1J8qfP7cA/xsvJfd2suGUMN31z+rDd9TCG8f8DhonPMP5lCM8eTecaJ0qh+FwEJg41BlA8Q/N9ZM/H5/+cicjOI5nEWTulE9t//L8lPpIkEZw/k+B856PT8+IrQ36PbtlB/OBhSu67A/eEifiWXUhs3bsgQAib1NHDlH3/K0S27ELLz8Wq3Y1xaDtKdi5Zn/kqsttN/t2foef557Ej3bjkHuJvPUOqph7/uZfiLi9HzhsBLg/ojiQn3ZXC6w+i5BdidbZnjiVjPe3Lwji8kfTGZ3DNWkH2JZdn1jGP7x8gPQACJVlP3g2XE3t20LbSrK2CuYPVFFMHdiErZ0g1TB3P1GmoI8qxY1F8iy9ACBPzpbsh0QGAsviLyFOuRph+sGUUVaD4zpaNyG4vcskE7BYnt8FO6/T/5gGyvvQociA8ZF1h6YjW/VC2EqmvHzmxEbPfA4oPzwW3g2donROrZtfgtr3NGNX7cY2fg+xykX/LoN7e+ODP6P06mi+NqhloBXnoNYNW1+4pMzH3HEX2+cm+7jrCsp/g7En0PfYg2aMckwH94BPk3fcM7S++T+JEM3kXTYQ9j2ObZ7o3SYTOmYsqTuKVDztLGt+h5IFHqf/1e5gtXRhH20BScHlSaC4TSbbof+XvZI2MoboBYSH1HEGIHGxbJdGeTbIrRMmyI0gl4zHe/SqicSda8SwMUUzDthC+UJzQfJnYjl7suAsTF5Jq48qzwJeD9c6XAVB9PsyEQ/Ba/vYmjdveo+ycGMUrR+G66AtENqyh+6REtC3E6IY/o6h92C4XVlrCSrpQS/rpOFaK5tUJ+uK4C0ci+cOQ7sa2JBJVNSizmtAqxmdqCslnPLpyTj6Sy4WSm4vV7UQhk0kPrXWFnDo+ioObJwKw6vHLuG5kLbY+ODjd+8h+Og851yynoIdFFzTgW3wJwblDbe073thC05oEECDaEXaIzwASJ48TzPo5nPfjIdu0nYzy/su9QCk2gt/+ECorr+P6czagtBaSjrjw5/Uzd9Im+hqjpP72J1rLxxEePxq71rGnNw+vRamYh1q5FEnzkDp6kORqh5S3NBSw9s3FXPzdyYwctdExkzBloluqEIZEyU0XMOHS6zP5N0IIkmv/TnrPOtSicvzXfxHZH8JKW3SfUvBf+ivkk++Q2LwWhIxZW4U2bgbqyDF4Gqvxj84hfO99mGmJ5H2/Qu8zCOQlyL36NoyWZtof/gFC15Fcbgq/+R9oJSPQysYj5xRg9zh1m4xeC7l4KqHb70YOBDE725FlgSeQJB33oIQCkD2S5MFBMqC3Os+K0T74zkISuEaVYidSBObNwTvdmbg6PSC3Ekkaf/g4diqNaciAI0OVJNDTLizDidS0rTpEaNY4Tj38MnB2sVM14EaSJVK1jRRMdeOrGMXYB1YgSRLdO+o4/M3XMKNJJFlw6Ov/YMQt59K2vprc2SOYcO98kCSSrVE8Bf5McdWxt02n9NJxyC4FPWLQsW8V8ZY43gIvhx7bw8mnD7PoV8vJnfbx1tH5U7O5+L+WEB6Xxe5fHcGb54HcAH0tg+6an954HsUzszN9MveWcqZfU0qsI8VPpryLHnfezb19OrbpEMJjmzqo29eDbQ0Ks5qbo7Tsca7BX7+zj6lLi5i27L9XPfz/O/7VUrdhDOM0honPMP5lKFg5AyXgIVHdTt65k3HnfWgG9tK5xE82E9lfS/biieQs++goz4fhnzSartcGqqzLElrYizDNjFOcndZJ1jTjHlmYseb9MILLFhP9YAt2NIoYqJnjEl10//YRXKPHErz6k0TXrslYwLpGjCDx9t8QjbXIs5cQvPkeJOlzQ49r9iykRBvxN57OLEvu2UFs+z7y774dz/QFyLNvIrH6eSxTIV3fhrZ9B7lf/CaJrRuRfX6kYIj+Z/6IJHQUPYpcNWCh/O6TqCMnopQ40jF55AyQBty5kJDLZpA+cfKMZeCaONTS21U+hvROBQakQ8gStB3Ct+IeJNmpKRP9yw/w6B2ZbezaD5BGL8duGyxcaBzcgNHei//ST6EUDlp721kTMWqqUVTLiVwlohg1R3BPc/IX7GgXSDL2+m8hOhyJmrL8W7gn3QGrfoHoOImx5ncQ68J9zu2ZduURU7BbBwiVKdP7h1+Q/fnv4qqYMLjvRBwpUIrSfwqRUFGmz0dbfgt++xGM5lbUKcvRKi8ieKnAlvzEd+5GIoJIlOL2dA32kVdHSnZQeveVmWWdJ19Bk5rQI06US/L4yLrmZjj0GGIwWIeSU4DR4cghpYG0DFmV0HwpQiWO5M62B4mtmdCGRPiEpZDuCeKy2rEanYR6Wvcw+jN3Edl8AjqaoXYbtn3Ga1r1Iy1/CLHuwYwhgBrQMRNuhOKma3cvM1fuw50XhyNgq1ns/Ou5mLoLqEaur2fsLAvFm0RWFFJ9AQ6/tBhjwBq+ZHaS0d4cXBUB1PgJhA2WqRJds4ZESxJvYSlZ88tRckcS3fgB6fYYiVoX7mObyS6vISZkuptz2blpJoHsOLX1JYAzaZGI+NEm34ji3YmVdMhhtHUwitTTkYNpqCR3biR47VDiE123PvN3x6kSPFlJAuEI7XVFNB0t45yxx1EYimC+G82jYKQsUtgkutNs2xLm1MlreXDRbiQJYh3ZCARjs1LET+UScu+jqaaJkjOVRWJw8iC9d0Pm75Kydi65bj35XX3EjTBJEzTLg5lw7OLttW+ghLJIH9iBkpOHd85CUhudAb4R7SX1/iu4z7+VDZ94mb6qLiRFYu5XRuIXgwN/2esl+0vfx470IYfCSLKMAkz9r6/Q+dgjGI39RN58HVfFWITuRKWFniZ5YD9qcQnx5hiuq7+OdWQzXa9twDI0xIka2v74LIV3fhLP9Nko776Ju6cbT65K/le+gJmSOPbF32Clwe1LkXOZU5vNP3cu/avfw45EUEJBCr/4ObS8j56AMrt6sc+ol3U6w0KSGCp1BeKnBp0OJUngLc/DiCQJzxlD4coZ9O+vpe637zr30PFm/OW55J07jf0PvIwwBurv2DbpfoMjP3XqXnXvasaV7aXxzeP0HWrHNyLE4r9eg7ckyK5vfsCpvx/DXxpk3O1TyKoIUjAnj6b36jAtm0RHireuW4sa9mHrNpU3jWHOQ1M/Msoy/2tTaNzZQ/XbLdinknjCblJ9BpVXjaBgShaSJHF8TRuv378PSZG45vFZjFlWwL1rl7P1j9XkVgRoaYnT9kfnfau6ZUZMzOLGn8zkxf/YjzekMWJ+Di2vD+Znxfv1s45jGMMYxv85honPMP5lkCSJvGUTYdnEj/xddmlUfPX6j/ztnyE0bwqjvvlponsOYR7eRfcf/0DkzWKKv/VVhCk4+ZXHMDp6UAI+Ci+djNVwHPe4CWRddT2SotCzagN9a7fgKpuAtzBE/3vv4/amMwNHvfYUkiTIveNTpKpr8FROwu6sI7V/B7Ylk3jtLZK9CjlXrET5UKVw97QFJDa+hd3f40SLbAgWdJN+45cYO8oRYy8m0TtIAK14HCWcQ/ASx20ouXcnQrcRqKieoR80OxmF1mOIRB+2q4i+xiI0dxTTDJLVESOx+gWcZH4Jz/wVuKYuGrK9Z+5SkGT0vW8jdR1EVmzMA28hF4xCm3kZVncniUPHcI2RnWKUQLKqjuTGz+MtyUJKD9TKSVvYpw4SffHXeBdejFF7BFflHNTCEaTSmlMUFRylTF8NQizC+OBpjG0vIKkCLev0R1tgH1+Fcv5iRMcZssjD64cQHzM4jXjne2geAzPpQgIS619Cy78TKegkm8dWv4LZVIMQEu7cGHLnOozn16Bd/APcV84n+e4fiD/hyP6indnYKWdYHH33TUIjdE6PkoXiQckZGpn0LP8UnX/8Pao7jbBcIOcQ2byLrKV3I+Kt2N0NUHYJtlyEqzSPdJ0zE561ZCa5ly0h9beHMveWLEM64kWPe0kbOWStPJe+t9cN/GjjLguD70OR0aAf2ejmdIq1hInQPICNFrSJP/UwkisHb34vkixQxi7Bu3QFPccFue1PZtzmAGSzn2BhH72NBQAY6UHLbst2oac1jPRg+KbvpEX8v76Mr8BheJIMvpJeWnc2ECrsI5jbiVS9DWoUeg6PJ93nhZNViJZdFE/sJFwBWaM7yBuXIOvau9j7Tg7v/+cBJBkWf3cunpGjmXv9KuzeKgorW7Btle2vzaNm/ziCoRjClFEKzraQzyrpI1zs5M2c3DaBw9sWIBID5ykJGH8tXUf7WfeNA9imzfIfTKN4Zg4PvrqMtx45yp4trdhpp0e7u2xsAcpAHaqO6hEDLobQVlVGp2xSOL4Spes4yvhFKOMHjQjUkgr0TqegaSrpIr+oDwBNM6g5NYbCrD4UxUZYCkYK2v78KsKW8ARqEMn+IeckDJ3u/W30VTlE3DJg5+96COWeT+XkA2TPHYd7zrkO2Qk7TCz+wXoSOzYjhIzR6Nhnp6oOoxYP7TNX+WhOPbaOxr870dOyayYhDA3bBstUiOw6SuzIj6n42Vcp+PaPMRrr0YpLwOWh8RcvYgvwj82j/P6r8Y5z3N3U3FxKf/RD0g0NuMrKUHw+zETakSN6h0bvXaVFeCvHkDxWjazYBCeXkWruRtJUrPYopqmCkAjNGEXxdQvp3ngIvaMfxaMy7htXEpxYmmnrtHX1mf8nW/oHSM9AXyKRs3A8zWsGbeg7tzXQd8h5NhPNEepePEzheWM59fwxpy8bo+z9/nYsSwYEiiYQAuIJFyJuQqcTidz54wOULC5kxOJBg5HTiDYnqX7byT2SJQjkqSR1m/2vNNO5aB33vH8uz926nViHc68+f8cOKq4o4eiGdqZfOoIV35qEnjBR3QodtTEu/Px4wkVeLntwIiu/NAFJlmitiXJifxft9XHmXDiCORed/Xz8T4PgX29GMBxAGsZpDBOfYfy/CsKy6du4A6Ozh/A583AVO3KD0LwpmA0n6Y87eQNGSyvx3Xsx0hpGRw8AVixBz6pN+EIJjPpa1PwC1LLxdDztyNz0lnayVy6n5KHPE1u7CrP6iLNTVSH28h+xOppR8opwX3Y58bojpOMeUjEv6YSH/hc307v9FON++SCSOji3bKVson2FGC0SsmYRzO/LJPzb7bV4FrhxlZaiNzfiygvhnzZY/0evr8fo7QfNBYaOHncjZA+ySOGeNAl6aki/+ienLV8JZgzMmEOi0kcGqrQjOXku8tmVxiVJwjt3Cao7jv7uvsE+jnU7LlW9x0B1EakrwJ0Vx7Yl9D6nflKyxSZ43mWkd72HMAZylvo6iL/6O+fY979P4M7v4V1xA+bh9SipWhSXibXrGcxwLsb2lwau5xlSPsDu70FWVaScEYgeZwApFw9N9FZz80j1+xHmYGV5pWczxnNrkWZ8CnXOjdgxR1Jl6Bq9BysAiWBRD0VFzyMVT8fY/XamPV92P7HWgSl800TvdyFLJpIkcJ/7CdB7nMqtAwjOm0Wy8QZiq57HNjRI9NP1zEu4y0eiFN5KbMOvYP869H9sJt2QjVMZEXIuXY6nogxmLcSqGohQyCpmwbmQNMlfPBPPxKl4J1aSOrwb39gAcs44TMWFVL4MmnYhlc5BHr8S1/g2Ujuc6IJWMYHQZ/6T9KaXSW960elXXcIKzMQ1ZgLyzNtQXX7yxxq0HXwVO9WI4nGifEILoQ7IHTVPmhHjGzHTKnrCja270DSTUVObqD9YCkgEcqLYsSiiyIVkO0Rczi1H8xi4QkkQEG8PY+kqvlDEIT6AFR8chNqSj8BN/4k2ehQLpqhMuXU0siLhy/cQX/c67v5DhCrbkCRQFIOFV2zHJQSFxd0IW0EZ7chThbARdWsh1UdoVBNyqg/blBk7vYbCni66Gwtoqy1h9A2VqJMv5ZXK53HTzqU3bcD1nknznssYO3Uy9618k855Gg//fgxd/T4u++wYAsFuktUNhObNILlm0IrasmVOtY9h0U0PoLolRDIOpgmK83z5r/wscnYh0ZoOTqx3MX3cmsy2/d0ewh4N3+mcOiMr4woW7wvg08E1bTH6wS3IucV4ll4BSR+SKmMbNrqpQrdOqlvBdF/IJY8O1uUBZ4Km/+9/dfr4Q5Iwyesj93P3kao6gmfSFFxjJ9B45xsD/Qi1r1Xjy6sky1WLLDnHZCdSxPZXkXPRUtxjxwPQ+rc36d10EIBEbQd9e+syxAdA9vnwVjp5m80v76DmN+8hKTLjvno5hRcPmrtIskzZtz9P4mg1anYW7lJHmmUbJpFdVSAkhxyV5SFJEtOfvI/okQZ8owtxFwwWdQXIWTQB/9gi4qfa0MJ+ii6bg7skm9CUYiKHW5EUmUnfuYTchRX0nXiReH0frmwvRcsraNtQl2nHle1Bdn04Lpg5YsITcug71Tc07/J0339MlMWX58ab5ybZ5VzzlCWRjjn927y3l1Nr2zESg89Gb7fOml87ctGmQ/2MmpnN3OvLuPXR2We1fdrFbcTYEE8dv45Id5pwged/TX7PsNRtGP8uDBOfYfw/BmHbGB1daHm5GTLR+fK7dLzwHpIs6F27lbG/+XammOmHraj73l1P+LpPDFmmnJHTYvX3I8USQ35PnThOzsWLyP/Cl4i+9SpmZwdafhapLe8423S1kdr1PnLRGGxrM4Y++IikG9pIt3TiKRvUV/e8vhqjxZGK2YaClFMK+ilH0iFAySuk4HOfpueX30WkOuj57Q/IffAH6HX1dP3h984xZ2cTOGcu8Z07SXX3ABpawULMqjcz+5ETLSiuXGTV+RrIuQWopWMwm6oRHh9CdpHY9A6eOUuRfUNzZpSKuQhvASLahZwVRi4Zi/7srWClya7MJtpWjN7vyHMGXZ0k1EnLkbw5Tp0jSUYtG495Ym+mXbu9gdAlV2GWutHXPDq4vLsBPH5I94MtYUbcKF4TYUvYfR3IJ7fiveGHGLtfB82Da97QWhvuigqyrr+Z6Duv4NLieHM6nEE3YO3+K+LIs/jtFOqoMM07R2aOOdqWQz45qIqGFMxBRLsz1yUDSUJxWdi6hisvilz9OHb149iFK1GW/weS0EHxYDbVoCgCe9CICbO3D33va2APSAu1NLIinNQrAbE9B/COKcN9wd3osowd7USbeQme0bNIPvsjjNW/xlgt4b3mAfy33EH/3/9C4tlHAPCvuJzQp37gdH37AdyJF5BLFSy5EArLSW19D9k/1K0qkRiFa9ItWP0xJDWNkp1DyTe+T/rdx0g0VyHllOJb+QDTtCdJHnwfza2jzrmeaGoyHHsbmpyom8cdo2xFANF8hHBRD5InhLzofsTJl5DcYbRZX0A7/musZD/RRA6J9oHnUHKswyVJkF3RBt5s0n0yHQdGIDY/gmvkCEr/8yECRWdESSX5I2ZeBRUT6zGTjtxOUgYkrPv+iDj8NwBkMVDDqDsAukYwkCQ4sZ6NRytZcf9KrKbjRNt1Lrt3C76BiFe473Xi/9iAIkMO8JMfZJE65z7KJoeRpMUI20Z0HadhXQ1uW0dWLYon13Nddi09h24hFN3k3PuqSuD6LyGZvZj73kbOK6Pg9nsp/GyA2p+m8HZvIxHzkCqYhxLcBlYbliUjazIWjhkJAtzjx+BfcQPi6nuxhWPx7M/RWPzEpdQ8f4Sat5sy09KpziQfRrqh+YzbWGCrbjDS2JZM7zvvU/7YT/DNdAbQQgjcBUHSbRFMU8HWbSKNaazsPPJy2zPPgqdiULqqt7QQeXc1MPj+SFSdov2ZCNkXLsFVkDt4xSybut+vA1tgWxYnfr6a3v2tlF4/i8AYZ7JKUlX8Ux15qt7WTddbm1ACPvKuXI7iHbTrB1ADHrLnjx+yrGPDCY7+dA2SIjHxGxfiHxHCXRzO5IrOeeJm+g+14CkO4S12yNLy124merKbQHk2ik8j2RGnZfVJcmaWMPrGaShulekPzeX4Xw4TrMgiHbXpPtiN4lGY872F5M8p4K3r1tP0/qD8ruz8EsouKDnregCoHoUb3lrOrkeP4cl1Y3k01v/4aOb37FF+rvjlDF79wl4kWWL0xUVsf2kwKnXa3vq/g6LKZBf+8xIOwxjGMP7PMEx8hvH/CKxYnMbvP4re2IJWkMfI7zyAHPDT+uJ2zIQXEHilCK0/eQTPuDFkX3s1weVL6XptHcmWCJIk0BpaUSSDEfddT//Wg/jGlSJOfYDV1oqcFca3YBFqTh6BOVOJ7T4Eko1or6b9x9+n+Ps/JuuaTwKQOrA9Q3wA5EAIZUQ5AIpqYZvOY6Jmh3AV5mCnUyQ2vulYYBv2kPPSCnKRmh29tiQBySjpI0cRuvOBE/EY6UN7SBwdrEhu9fYi5xZh9fRkliX37cE9YyxWpyM5st1ZKGdUldf3bCLnqz+l//FvYLS2kNywyjmXPZvJvv+HmVlBIQSJVx/H7IoALtSxK6BlD1gDH9x0L+HLbyO58S1EfxspU8I2VVyT56KNnoAkmbjiK7G9RbjKRmHVHUSWE6D4UCvnOH00Zj5szYZ4L6hu1FFTkerfhnQSYUlYSQ0rMXSgI2cV4D7/ro+9P7JWXEDWigsQsQ6M527IDAglxUayHbMId7APVzCPZI8zKJY1G23ZZ5FkBd8N3yb9wd9JVdcTbbMQtowk23jmn4unqBe7qxHNszmzP6n5HcyXdqJInVAwG5eVDx4dM60hhIzqNfBOn0zy5PrTFaUQAoQ1OPuqhT1E//Fn1JEVeC55AHHqJcT+h0i/F8Tu9ToGa0Kgb38LbfISElsH80USW9YTusIh8fbJ15BsHS0oET9qIGqcqIJnyUW4FlxOctsa9IhMqvEIiePfxS2aMVMaWdffjv+cC0go8+ne2grEib/6Bxgzl4m3XYSaFUAunog7Ukfk6GFSDFwTWWHEl25HNB/H7mpGm7IEJbcYKs7NHF/h175D5O+/I7H78OBFEhIj557AnZVAHTkZ5dLf0PfnZxG6k6emNzaTOHyUwJwZmU28iy7AqK4i3b0FdziCEBKWXYBaMQPzyFG0kWUEljtW86Jp6xn7MhBoA5GOQcSiOrHuNEHbYu7iI2hn1O4CkM4ojuxRdQqnDE6e2Edfw9r6GHOvAT2uoWpWRrb51m1vsvLa1YAA0yDx7tNoluPgRUcNui+Ma8mtZJu7wGvg8Rosn3uIXb8LMXpSF95ACuhG9rlIJzwEC/sR+57FnruM+OFaup96FoDc226iaOliipaW4fnWW1Q90woSTLnPiQxbnS0kt60m0dBH63uN5I+ykBUboQUw7VzMAXKPEcdKJlE151mQJInpP7+e2ic/oGNnC2YkgSQL4r0uKu+/Dqu9leCcqfjGlWf6Q29swuVO4fKo6Ck3qk8hXXUI/ShEt+1jzGPfHox2SxKKz4Wtm1imgq1bNL+yj451x1j8xueGSN+EZVHz7d9hdDr5cOmWTgJzZxI/2ULO0sn4x51NKoQQHPnBO5iRFELAwf94h1G3LaD0Mh8922tpffMA/jH5jP7MUmTX4DBGcamEJw9K0irvm0/lffMz/xsxnZErR9O4poFoQ4xJ90xj4U+X4B/hx5PrEIvLXjqfls1tuMIugqV+vHn/PMpSMDXMpf+1AFmRMVIWRsqiZX8fc+4YTcmMbEpmZDP7lnInp6xHp3Z/L+0no5ROzWL+jf/che5/M4YDPsP4d2GY+Azj34r+HUdI1baQtWQ6ntKCzPLotj3ojY422ujoon/DVtSyMZjx01PsEpahYtQ3YNQ3EFm3ifC1VxNvSoAYnMGXvR6U2AmyyhWCSyejXnc+3Y//DL3mJD2//gm5X/gaI75yF3Vf/AZGd3QgiTuNXluDZ7ojqXFPnYfvgqvRj+xBGzcZz9zlSIpC3p2fJrJhI3ocXGMmknvJUmS3i/6nf01yz3Yk2UYO5uKtHEu6qZXwBUvwFKXQm3dkzkHOLkYtGfrRVItLcSdtknud6InkcuGprETOysLud/IAtKI8XOfdgRHIg2QfwpMDtasy9s2YSczGU1gdzWAPSl7MxhpEIobkdyRxIhnDPDUoc9OrtuJacdmQ45GLJuK75yKS//V5Ar4mhDsH7ydvQz+0hcSLv3TaEdDfm0uoXKApOqAjGnYiwpcS3fg+8dp81OwKwp/8NKJxjRPtASRFIGkWdlpxxpCecrzjlzhtGjp61Q6wDbRxM52BruJCHnMukuy8mqRAAfKyb2Cu+znCFEiKBWcMbvMrG+mpLsE2FbKXlKOEnUGPUjQG3/XfQj5VTf/PHkOYaVJxD13/OMLY799O1uUTsF+9ElJOtE4gOaQHoGMPWuACLNXGnxPFtiSCI7sQVavwX3kXCUXFjvej+8YRVHdgp2WC55yLvvavGUt0LBNXy29AWJj9Q0kfogM71oUS9GNFHOmmnUzR9fgvyfnUZ5GCI50CfrqCOMNdLn1kP/6Hfkb7S9syy+y+XkJTujGTGtE1b+I/5wL6Vg8SKp/aRc3qKtSwn/66bozoSSauOEY4t432g1NQZEF/VxjzvRN4RpeS7A1SoIYzRgHC1CEdRfLnknXbl1HGbKbnr39xfnT78F71DVS3iTRyIZIkoeYPTXaXW95AiGlIknOPyh4v4bu+5nRRUxV2VwOusfPwB3Kw9TSS5soMMqWSuYg+Z4JACpehXPxH/J3NdD3xC1xWP7sPjiJ33lTCJV5gInPvHU1kcy22KYMkSHQHOXpsFFOm1CF5fHjPv57XnzjKng0tLLqkjPMDg5MdLq+RebYO7BhPb5eMUNxIpkOyJc2VqaEMIBL92IkI6IORGSnVgyuYP0B6HKgeneyKdhTVBhvsnhZ6nn8pY4Pf8/xLBJcuxu5rZ4znz5TcoCHLNqERHoRZSd8T30NEepGBwgolQ8xsO4k2YSpm50YAAgvmooaGRgQD4wqY+tNrafjN8xh7NiDLgqR7DPmXL0HoOrEN6+h//RjeuQtpefIVYodO4narBLNjoCQxtSKMgUfC6OzB7I+g5Q5YpcsSld+9lprfriFSE4GEI600+pOk2iL4Rw/eB2YkniE9AP17a2l928mzaX15C9Oe/CKeIW4SAxjQOlmWjN5tcuxXm6l7dh9yshtJCLq3nkIAhuEm3Z1g9E3Tyar8aCc227TZ/sBaGt+uRvFqpKJOdHvnf25jyhdnU3FlBX3VUQ4/eZRAaYDZD05D858tH/4wql5qYNU9O0HAysfnMOWmci7/xcyz1tM8zhMVLvbyw8OX0FUXo+VwhFNbOpm6svgjbbOHMYxh/HswTHyG8W9Dz7pdND72AgAdr22k8rdfRct1JAlKaKjjW++67RR9ftKQZaeLOAJgW/S8/CaIwY+RHAgS27iG1D7Heja2az/ha67BqD2JJIHV201s43t4F5yP2RMdyBeRsEwXYNP9wy9ix6MELr6OwMobsJZeSnzXXpKHq/BOm4J3fAXptX/GZUWQu1rRQudjRSJEtx1AWB5AoIkeSr57G5J7YFZQ1ZBMA6u9DteM81AKRiLnlxK68S70E0dwT56Be8IUtDGVCCOJ1R/Dv2QZWkEh4ZXLib7+gpMjVLMeO3IFriW3AWDV7cOT9RLpiBckgW/xIpScApAVkG0YmAlXR1YgnSF1kzx+5NwS7G6HZCrZRZgxGXnGzRBtQh57LnLBBMyjG5ATjoWtlO7BPPAW+qlBSYYkgdvXT6pDRiseuCR1ezDCk4mueg0APRohvmkLwUlDBzHW2Jvp3dVJINSMy24j/Y/v41p5P5E//Aci6uR6JISEO7cP1WMhWvahnvPVzPZq5YXIhVNIbFpFxxs78Of3k2gPo7gMcsa2UTCxESG7UUafg93fjm0pxDeuQXK78S85F++ic2h+YQe+3Bi+3CiJk82E51cinfNzjDe+iNDT2IaMOz+W2afLXYc9dixWYxWuUBLVZSPajiPPvp7ATQ+ecXa3ApDatxXdGhwZG43VaG4fIq0juw3sjIzLxp11FOO1L+B2pUhpPsy0C2ELUkcOEl2/mtAltyBZaZTuUyhdSaxuJxKYauojumY9/gXziG/fCYA3xzlm1WugpbqwVn8KLZCPNTDONA0FISQa3q4n3uzIPvsOBVh6c4jO+uLM8Ta9epDe404EzPfnIPNuO4wUa3as2M0UcsVS1Iu+i1YxnkTUiyQLrD6JznUNGLoHvfM5Cq9ZTPYlF9D4xjZSLUn6E15yazfjbt6FXDIHSXYGf7GmKCefO4YnrFGo1ZF+9nXcEyYTvu2uITPr8qx7EVkVkO5DGrMSXAHEyffIGtFDpzGN8gvu5IJzSge2kfBeei+eS+4hdeIEx5/aRlNHEVO+PofsWR4kzc3GN5p55D7HWGLDy7Vk/XQis4NOvgW+MKf0L/LsDw9xsiEPRZa4fPZnCDesQnJ78F32GczNf8aq2Q3eINrcq5HDBWiTFmJUbUMgsf/wJOzFUxH9x5AG7oV4xE+o1Ll+cl4ZysjJSG4XxB3DD2mgcK3d2w62hdfvbGd1N2NHehGRQcKguCyENUAgMan/RxWTfv4gml/FPXpo5MCKxeh9+WWsvj7sqirkgaiXN12NSKXp+dtfSO52jA8ia9eTaJOQkdBTbuKxAFmL5uILQf96J3rnnVCBmhMmtusAvas34irMJ+/mq5n157upf3I97S+udYr7lo7BVzb0+VfDQTxjRpKqduqHCcUDDETAdZPYscaziI8kOfK2oz95D6NfZEhnqiOO1+uYWQI0rqohWuc8A63rqlmx9tOo3rMJS8f2Zhrfdki0lTQQQiaV0hDAnp8f4ODjh7EsGTPl7EiP6HjKsuk5GWX6HRUUz849q02A9x7Ygx41EQJev2cXTQf6mP2pCvIrP76IqqrJrPphFduergNgyZ0V3PHkvCHrHNncziO3fECi3+COn8xm5WfHf0RL/3Mh+Nfn+AxHkIZxGsPEZxj/NkT3Dzp32Yk0iZONhHKcD0Jg7nQ8E8eTrDqBEBJmZx9GcwvlD32CrtW78Y7KR24/gtFQ70iKhITkVgifM4u+9/cCAsXoIbnXGTjH+/3E+oJ0/mwNwdwgwZyBquI+H0rQjy0kjJTjJKS4TKKvPg1Rx00p9saz6C3tRPeewOjsAyDnk9ehyd2IeATblrA7O9EP78Q0XIhMjQUJAkUk1r6AeWgNIOFd+Rk85988pB8kScK34Bx8CxxbWGEaJJ7+DjRUoXj8qO4ljiTtg3UgFIQlsNMWVksNck4hmAbyqBn4LrsT1/EtKKWT0JbcgiQrhG7/KskdaxCmjVYxBe/85YMyN1MHRSNw23dJ73wbO9qDfuB9zNqDSB4fwXt/jZw1MDPrGqoflzQv6qiJmKf2O20Jx9bYlT04M6mMnotlGEO2sxNRLNcEpAmXQ/cJ5DHn4p/+STzjd5L+x/cAsGr3kFrzF+z+duSMckag9wVQi/qx6zbDGcQHwDI19GQI94SpxI9UAWCm3ESacgkvKseu34u99e8YO14hHi/HbO9BUmyMLc/hkgSjZkFoVCeSDHZRBXA+cu4EtOtfIL7+DRqf30nh5DoUU0EgUN19+GbnY7tdEO/FthS08cszxyOEwO7rAa+frre2ore04A24EckEwlZJ6gV0rJ9EwNuGryiNUhRCSjXiyo8hazZGZxeWmYXq1TGSnsETNU3MliaM+Ghc06/EW9RN129+6eRHmSqpEycpvP/z+ObOxV7/H2hKOnN9/KUN0KNTMF6jJ/dSeg6naat24S3JIpkafNUbcQn3xLloG3SMhDPw1uODkwyJpiixqkaCef2czp+yaz7AXPNdrNIbsS0lMxDt3V1PqsV51qIHaxjxrXvY8OL4zDElUiojdrzAhBk/x3vJ55DHL+e9698i3hxj1Ph6Si/Yi6fYIN3YSv+rucSP1oNtk3PjtahSDChCm7QSSVZofPIV6p7pxeWtZPzifZQENiErt3zoWZPxTqik8so6yje/gXx8B2LK55F9Qeqqeoese3J7hGkL3Mg5+bhXfoeOVSonG5zcDsuGDRtD3PHLRwbv9+u+h4h0YPb2o9c34fLm4vvEQ7Ss3c9T1+8jEvEDNYS+fzHhhtV01hfR3Z4DExcx5hOTHNKjeci/69N0P/M8ALm3OHJbZeRE5KIKjOZaDu2YQt+2cUww+slzeyE9EFUSg0YhfR1hLF3CFhqeMeV8GD3PP09ihxN5durXDhBKCSRVIVVVNbhyOs7pvB5JAjOl0rX2ILJHZcxDtyPJEJwzFbOnj5bHngTLJnnkBCgKBbddR2LLJrw+J8oVHCeQPhy9EIL+6hgkXQgkrHj09NEgBJz61VrS/SY9O2rRwj4q7lmOK+wjPGMkBRdPp+9wG737WwEJb0mIYH6QeHUHskvFPCPabfSlSHXECYwKn9UfHyZDuukci3MMAjNpYYvBHMcT77TReaoOgMPP1vK5o5fj/4gcG9nl7N8QYMZtPnjkOLv/XMtXTl2KJ+vj69TtfM6RTdoI1v7lFHvXt3D5Q5NY8Tnn2fnTA7voakwgEPz2i9tpqo9wwU1jGH2GVPN/OoaJyjD+XRgmPsP4tyE0Z+IASQEl4EV2yVR//jtYkRh5119CYP4sYocGC6PIPg9StIucSg/BZdNwj76c6Nbt9L6xGiyLvJuvxz97Bu4sidj77zt1UiwJRRXE+wdduWKRbMKVflwjywlccCmyx4sIFmLH+wCwUxq2rmc8kYSAxJaNyEICPIBEYu9+clbMQk+4ifcEAQmxp4bwiuVDztG7+ALMbU9malWk3nsaz4JLANBPHEI/dQRX5XRcFROd/I6aamJv/x21e2DgkYqT3vEWrkXXY3WfHphJmLqG0VqLvvF3kIigzbsa93l3os2+Ysj+XZUzcVUOlVYIYZN66zcYB9YiZxfjvfG7eC+8nd5ffQUj5uRPaVYKs/4IrmnnYLS2YKuFqLOvxTrxAXLJJNRZV6Kqbqz+boyDW7Dx4l1yFcGFM7FPbkbKGYlSMR9FCHwLl5LY9gFKdjaidgvx2vVIoVxC9/1iMCHfMocco+zxcrpS/OlrIEkDxg0ls4aej2XR9vNHsLq7B8osnWFWEMzDPHXotOkWWDpSvBkkryPBOt0mYCZdaH4duXUD8OWBA5HRstwUrRiLqG7FMGSEJWPGBWpaR/LIRE7lkOjMQq77O4UPjMA1ooTe3/8Yo+4EQvPTdcpP9uh2QuNaAUj4L+T4X/cgSV6i7hEUWq3YjTa5cxRkl4Xpm03jrgBGTKC40uRMMDE6k6jFo3CPGU3vo/8x4Iyhok1aAL4wxBzpoGtEEa3f/gZ2dxta8RhchVVgOcYRLr/jPKV6DQovG0nRV25mbHcCLeyl8a2T7PraeoQlGHvrVFxTLqKo9IfE+gNoLpNkMIf4QM1KzWfjCw/WDTkNu+59XP48AnOmENt9GNnvBX8QcIiPMCyM3kHrYcOUOLZ/LMf2Q1N1Dheqv0NUH2PR8o10NuXjDcVRPQ5x9mTH6d6xiXSXc73af/UbQrnOpIZr1rloy26i/vn9pBNeklEfxz6YTOu6amq6HmHSpeNZ+ePLM4Tf7Gwm9fbvkWRBrK2L6N/+jNvjYXZrDacm5LPpeCFBr82I7jR12yspGteE2tmNog4tClk60YlOC9sGQ0dye9Bb2+h74mfIioHqE7imLaSp/eIB0uOgen2E5XNi+Es6qFyylKwLVg5p1ztxAqU/+u6QZZKqEbjzZ+x7+H2q9rQAcVp2b+OSb5+Lv9lxKJSDWShL76b6kdcxEgqBiaUEJ5XyUbC6BmtVSRIgW5i6SndyPOn/OoDfHYKEc40tQ2YgAQ3LVhEDZMJOmUj+LLJmObXE0o0tDiMcgNnVgxVPYvYOFg1ONw/WBDuN+PFmrFgKULEsGctUAduZhLBlSCeo/uW7WObA9YukmPLwNex+4A36jzhGDIGKbMqumUbJpZW4sjxEqlrwlmaz56F3iDec3r+g/pUjjLy0ktD4oRGa3FmFTP7CbGpeOka4MpeeFkHHnjP6SJUIlYbor3HuX/OM+RwjbtF9PPqRxOeyJ+bz7ud309GQgLRz7yZ7dDqPRRk5/6OjRADl83Kp3tqFjo0loLMuzp/v28XMS0eQV+YfvJcR6LbF8z8/yGu/r+Kvh64lv9T/se0OYxjD+O8xTHyG8W9D9jkzUUN+knUtZC2cStsfnsHscgb3nc+9wZjHv0e6oZX4kVME50zB6myh71XHySzywU6Kv/U1QksXE1q6eEi7gbkziG96HwAhaYQ/eT3dj61hQI6PuzCHwv/88pBtJO3MPAsJ38WfwNj6GlZ3B3ZaABKSBJIssC2QfD5MOZe0WQg4M66RrQfJu+NWcu68m8Se3bjHjsU9YQKJrZLjcAWIATqlnzxM3x9/BEBi/etkf/EHRNa9T2KbIx1xh9y4B9yn0nX1JLteBkUZzBGxJcztL6O4TSxDxvrgddRpF6HkDQ50zM4WzNqjaBWTEIqL9JY3MGv3oITzsOsd+Z/d24q+5WWk/HEYjaddoSRM3YUUyCL2mzsQ0U6SvQG0mZeRffffhvSbZ+k16C09EOnDXZCFEi5GmXs9qU0vkXjtTyj5pWRdfT/hG26j78mHSR/vRJI9qFYP+oFNaGOnIeePRBk7H2XCEqzjm5GLxuE+5yakstkkXv8jIhVFCuXjWzgLJRRGnnj5kGMwuzqwup0kbkkC2e/GNgRqbg45t95A+oWvwxkTuqerwn+4UGJGOhkoJb59K+4JE0m9+jOshqPIAixbQVhKZlszGkdq7yDRWeb0ZTxF35tvEloyB6POkUhJRhxfliBvTGtmP+7+9cB8/FlxFMUm0p6D6tJp3VCOmjcL96zFGLENTtTIlEk1m0iShhWPo5+qyhTRxTIxj75PbknUuS9zptK9ZjUgIYSK3dZLpzgPt9KBkmpADaZR3Cb4S5DKL0boBnakF5teClzrOP8bceSyGQQml2EkDNz+NJ5gEstQyZvnI3z+MpLN/ZQs8aMe2o5I9GLpCorLBFk4ToWxVkZ+9WGMzh7UUIDIvhqqf/gswrQJzR3PiIvHM/2uKAeePIl9hi1w/ckRIO1DOv4WwWwIZsfoav/Q7PUZU7x2enDkqe/fhFlzkMkLO9GTLg5tnsrx6hLernXkUTuropTmPk2pchx1RDlaQTCTCxMIpqjdfYrCcIICDe47t4vjrSFundRBjtciHffQcnwk9X87xROPVCMLCU2TmDorm1xhY3a20/enn2J1tuGeuRDJ5QZsNL9TB8w8/D7uvjhLlppkBWMcriqn1NNApC0bRTNQ6pqxIhGU0EdLn4RtI8nOO0NSNWKxoRLgeMRF/mW3ImIRPHPPQ8kvxj9lAun2PgKVI5DPsNY/E8EVK0jX1oJt45sxHXv0bLY86OT6NR3Ywbgrp+NLDLgeSm5GP/wAKAqJ+h5qHnbkya7CMIHKQdc3T0UZvimVJA4fQ9I0wivPRc0KEFowlcj2QwAYrgKaVh1jxCUTMoN3xe8ZcLkUGXMKIeSBurBSph9OT2gkm3oRQhA53pnZd6otSsXtg5bP4enOcflLg/TuMbFtCdNUOPHEXk7+eT/Lnr2WnGmDRFaSJKbcP48p9zuSss79Xay7+30S7UmKFxQw+2sz2fzVbUiSU8tH74xxeniUPTZI8ZyPyEECKi4oYuJN5bR870hmWe7YAEXTw5n/245HePKGbfQ2Jrjo6xO58KFK7nt1CWsfPc4HL9bRVjMosdWTzvv/7kfn8sitm2ltjcLAo5CMmRzd1fm/hvjY//0qwxjG/1cYJj7D+LciOHM8wZlO+F6Shw5EJZdK8V2DdtRtjzn2zsm4h/7uLNrv+hMlNyym/J4Lh2znKh+NNXIe6ZYuCq5YgFF/jHBeB9EeZ4a27O7zzzqOwk+soOHR58CyyT5/LqFzlsE5y4hv2UD/c06ytpKbT3D6KOK7DhLfe5j43sPIoTCniY/s9SBpKrI/QPrUKVJVVYRv+CR23hRoPwKShHeFk/Oh1wxamiIE6WOHMqQHIB31orpMhOojdaoLRDey34tkR5wk64EPsJHQMOKOFMp+/o+EP/99JEnCbKmj77ffAtPAxoWddvyzZc3A1d2EfMaTbSf6Md59EocdDOQClVVi7X8DKdmOpII/P0LflrWEr/8k2Drptx7GbjqMaQXQG2yEkOj56xNk+/JxZSmk1zuuVGa0m/TGv6OMn0v6+ClAckhD2kXqvf9CX2ci+4N4Vt6L56pvImwrk+vhnrIA95QFQ66TfuIgkd99x5kBv/ozqCXlJPduR1YsEBK2LeEZmUPhN7472L2LPkF664vIso0e8yLnlOGtnEpi23okO42Wl4N7zmI0pQkrFqdjVR12+k/IPi/BsENYJAkkVYYzynVI3iIkbegrMl3bSGrE0EKGkiywTQXF5QxahOm4ASpn5KhZporiNrC6ezCrjzrcRoDLbWZqFVnd/dhikKALAZ5QMlMXSu45hKIVYhkatqmgJzzQ10RSUSj53BdRxlUguw0IlGL2J6n95k8wOntR3TojZp1CTmqI2q1E3wd55ORMtEV22QSWn0f2yArslu3Yex6F/DC9R8cSP9pDzoQWhKGCJONfvhJJknAV5GLbJn7PUSo/7cP0T8Q7bR6SJLHs8woLL47ywZMSe153BvJlE3pRJ5+Huf+tzPn19Y1AUS2y8vo5dbiSituuIf2MU5Q3MMqHpDsDczmcg+hzZv5dXp3cEd0cbB4ciJYX9VLUugUTMJtqkWYO1pMBcLkGo42yDEG3hWnLCAGmrmLqGuw6xtIx2Ww5UcxkRSAf7GXdA7sJNbUSiDryt/S+bfiWX4okCc5IRSKUOsm8Oc6NM25cC/GeEMIGIRSiW3fQu+UALLuDsXfMypABKxan6edPkDxWQ2DuNEq+dAfx1hQ9h7qc4IsNoewIuf0fYPddiJw/lvjWTUihfKKbtyL7/Xjzb0IuPLuoJoB/zhzcFRXYsRhaaSmNq04N+T3ZGaP0+qvRO3vJOmc+3rFOjpB3dCnu4hxSjV2E541H8Q3ej5IsM+Ib96E3tqBkZ6EO5GmWPXQ7XRsOsveba9BPRWHtuwjTZuSVTs6mtyyf8i9cTturW3FLbqInu53nzaWieN2oWT60nCC9uxtAgtIb5iJJEqVXTKLxFcdFsPTKycSaIrSsqyd7ch75c5z8tIrb59K9o55Yc4LTdY2EadO2vnYI8fkw8mfk8cmd1w5ZJiuykxtqSWBLeFwWkqZw3ctL0HwfP1Ta91QtsuTkpBgCUoZg8+MnOfcrTr2jV79+kKYDfQC89NX99HSmWHBjGdc8PJ1pV43gkSvfJ9KR4qLPT6BkgkOQJy4q4L+qr2Hjy7V8/0bHrCSY42bKoo++3sMYxjD+zzFMfIbxfxsKbruGlsf+ihmJkn/9JZkP52kEFs0nse8Asf4ApwfoLS9uofSWpaiBQZlB0xOr6N/lJKo2/mkNpSuL0NwmOcXOQMk74mwddHjZTGSPStNjzxJ5fwctbpmSz34C/+JzUQtLsLo78UydSe+jX8dIDYYPhJHGN3UidipF7nWXIWsavX9/DjsaRdjQ++xzlP7611hdHcihLJSAc07uyhkk1r7m1HxRVbTSkY6t7sCMpySBEZiC1dMJwpGc2Mk0vgkV6DXVgIQe8yBpCqfnvoy6k9g9nSi5BaQPbkUSKZAl7KQNYkCeYmgISwdfEJEekG3UHUXCRPWClVaRvD5CN34OY8PjQ/pICWeBomDufQO7bjcAKik0nw8z6UGWdTp+8VM8c5ZwpuhDpBPE/v4IQqiZAaGkuZCVmDPznoqQeu1neEsnIo6+hn3sbfCXIC/7Gmp+KVZvNyKdQs4vIvrco4ikMwMaffG3ZN//c2Jr3kVCAgkUxcY7eyqpDS9i1h5GrZyL5/ybUSYsIvbO68iFMlmXX4dWNAJcbhLrVyPSWQQmnotSUEj7j39Bssc5es1KQ8VI6HFMHNwzF6OKEOk9HyCH81GnnotrwUKyXM8RPdSLEbdIt8dJv7qB/EvOw2w4jlY+Dk/pNPpf/TX+oh6HnBkyZYtb6akKZq63LA+SIC0vTO4V4+l+fRO2NTQfwjtjDt5JlSR3vE9y764hvwsGZ8yH2DpbFjY+lILB2fn+D7ZknLTMtItYR5hQYS96xLm37aYqTs+wSwjsmnex4jmIA38G3blvsieMwX/BV0isfh6ry0lMt97bRM64ZRiH16G/+2uwdExDIdp8nOjrr+ObOR1371pAsGgWjFh4DynfRKbdVoEipbBb9yMnToLLR+mnrmHTD7oxUyYLvjqW0NKxBBfNQwiBZOuktryF6G9GkhOk97dnzi04JswS6QRdu8s51ZRHdmhoLRThziGdPRl37xHq6vNZv34a116+H00y2FmTR87U8cy+PE3fhr2gD16X0nACjwTyGawm1mkSOCMFyz11DkpJGcYHz0C0DVsoxKI+Ar6BYq+yQFZsLDF43VQpxfHfrcE/KpeS88oB6H1vM8ljjsw3tusg0e372f6nCB17OskKR5mz7ADh3H4URZA6eAC9bSDCLcBIaSSiPhre/y9Cs8Yz9qHLUH1nHOTp/ebkQE4Otm7RtasZWXMKpcqyRVjfjXmihayrbiJxqAosC2/lWFJ1jUTfW4Ps88DcMWe1Kcky7lFO1Dlxop7ut95HzQpgZo9DTwy+N3v2t2SID0DBFQsouGIBQgi63z9GrLqN/POn4C93XNiELYgea0ULefGWOu/vqd9eQclFE0CS8I3K4d2VL6H3O9d6yR8vonTFaIJjclm+6i66djWx5TNvZDLic2YNGnf8dzASJtWrmii/soJkT4q+xjSYAkUGLIu+kxHyJoY/dvviGdn01SecPB+guy7OW189wNjlBYyck4NtDrjTIUghWPXIUVb/+jjf330RY+fl8dvGqzFSFp7A2aYMy68bTTjfQ/WBHhZfUUbO/6JaPsM5PsP4d2GY+Azj/zZ4ykup+NV/fOzvgbmz0D95E52/WJ1ZJns0ZNfgB8GKJ+nfciDzvzBtPPOWI7qaMbs6CJx7IeqIkXwUul5+D5FyPpy9720j9/JzcZfk4x47AcY6hfYkjwdF7RvQoYN3/BhKvnLf0IZkGcuUnSRvA3pfe5vcT1w1ZBVt1Diy7/8RRs1RXOOmoG9/Dc2TwtKdc1FdBvkPfYvYmneIvvUKAP7lF5B17U3op46SPnIA18Qp6Ps2k9rlDHqkQAg5FEbYFubRTSiaM2gz02JANgIgkLxeJG+WU3UeIBVHnbIMDn+A4tfwf/J+lNxCWHIbVnsNIt6L6R5Dzr1fBQnsjnpHJjZQnFJYSobQ+EIJerccIHTteRj71yOFC9BmLKd77UGwZVSPgRASnooypM7BukQIG9GwF3vvgJQu0U38T59DyhlF4uhAbpPmQpbSDCh/EKkEwrYQeoIhWraGfaTqBwwOag9j9MTxLlxB9p1fxNj8Z+wN3yEVLCe+2pGjmc0NRFf9g9An7iB+pJbTpNrUNWT9OLoewDJdKKHRBJatJLK3AaOqhcjRRyj4wucIf/Zh2u/6LkafQwhUzaBr3THUnCzyzpuNf85MejcspmVTHRLgy4mQNbOC0Y/cTv/6zag5PkQsQWTNerT8PPwLF+GbOhHvqBG0/fUVDNvGW6AQuvga3GOcfAr3xBn4z6/DqD2CtP8xsASKTyd3cjPpeC5C0ejenwVCoAT9+CYPdX3S8sJD/j99XU5DCuZCqs+5nX0aSuPfEE1iiDU6RgLv9OlE/zaY4G80VCOEjb7md2AZgDTgGOa0ndh3AG0kGdOKsXNjaIvGIFp2YVsGqrsXTAuIktXzV6569w/EX/oN+pZn6N3tJXjr19EqJgNePONGYr73J4QALezH9k9EGzWWoqNvMKLYpHLOMd5bM50Jn1iCmu5B6TuE5FZIZ5Xx80/nYiSnobpsZt80msIf3Emyu49pSR+XT8pGkiTEvVdy5J7HSNQ6uR45SyYxzh3Ec7yNgoIOutpzCFx4Fa4OMFvq8c5fjjZ6PK6KCYg5i7Hb62mvk9h395tcdP5WZFkg/HnYfTK2baIMTFhYlkwi5iVa2z/Y/x8yAJBkmXSfQ55i/X4kSaAMyPWEGgCca+XkNcq01I0AIRFpqSZV8ztmPDVU2nsmqp87RN2LRxACxk87gT+YwOU2SZ2qof/7vwAh6Hn1bUZ844u0/eYvWJEopqHQtqmJnAvmM+KmpWfZLVvJNPU/+AN2wtEX2wWN+EIpVMkgmfRQfMG4Ieub0SStz6/HiqWwcNH+1j46395L5Q9vIDixFEmWCE1y6vkkGnupeWonikdjzJ0LcGX7aFh1KkN6AJrX1lO6YrRz/6oyBQvLWPLnq2jbWEvevFKKlpV/bH+cCSEEr12znuatjqxu/temkjc5i3du/wAAd7aLkgUfbZF9Glf91zxyxx/l4BvNtFRFOW2RkBi4nlf+cAqtR/pprY9lRvOmbnNsYwcjp4RRVBkl8PF21jPOKWbGOf/nRG4YwxjGP8cw8RnG/6uQ7k6iuQYGaQKKLp45pEBddPdhZDsBuAAJd0mY4JwphOb+ZIhe/qx2G5pI19eTSYyXJGTv2a47wevvAfsJkm0JXOOnk3PLzWetk33TzbQ8/Fjm//7Va88iPgDaiHK0gUKouqyiaFZmUK/kFSKpGqFLrsQ7YzbCstBKy0gfP0rn44+CYWC9uR7vshX4zr8KkYjhW3IxkubC6m0n1dyHpfvRvDruogCWHcTqakH16EiGhVq5An3rawCo4+fiu/bLiIs+heT2gepCGDpK0Th89z4Dtok04A6QXvtHzKpNOLIRgWlIGakVODPOasiL76ovIi65G1SXMxrT/JhRE1NXAYn8K+9BX/MHRNMBEDbKhEVIwbDTxkDRTy2QIFbTQUaCZxjYyEgeCUlV8V10I5KsEKjQiJ5w5Ha+/H5Ez1DJZPTdVXS/uZncuT7sJofsKN5mhMh3IiZCIlVdQwhAkQcG3oAsk+zIcmRcQHzVCwh/PkZzS+ZkI+s2opWWYXRFOT1qsUwFJZFETyRp+/WfCM4aS+/+CMJSEEC0I5vY2ihG7Cn6DrTiy+1n1CdHE/jR96n/z8eJ/OhJ3KVFlP/wi4TmTwVFzlSjH3L/jCxHG1mOpR0ltWM1qY4sPNNmknOl444XqG8iVduIb+oE1HDWkG1Di2bg2nAU/dBuQsVdeMcUoE65HGqOgSThOfeTGD0RuldvJz/018w1FtJAroWsIc+6F0mS8MxcSGqPI9P0zFzoXCv5oz8dks+L5NLA0kFRUcbOp/Gp39G88RDjptaSFR6seyOirVgdTej7NzkL0klS7786QHzAbh6ocyWBKxBHOfcCRCwOxxwzh3hrDosmtsChF5EnFuAKDtTcOfx7MK9n/rRG5s2oRbAFs/azZM2Yzpm9JFoPM7pyDf3BLBS/Su+EGwg9u4Nr7nobj09HCBn3hIm4rv7a2ecpyShFoykpgus33k33vhXkFaXRikrI1Vy0PPkPotv3Ee0P0NmWh5IVpvTicoz6E8ihbMIrlpA4Vk3yaDWBudMILpjBrAfbWXPHeoy4SXvuHZTd4kYO5aA3tdL3zJ+cHbs9pLpcg/W8gHhDP1YsjhL46NyPdHci04+G7sLldswA5MJRUDMQSROCxMEqrIhTt6qzNQ9h6/Sd+oD+HUeY8vi9Q9q0+qMZ0gOQrm0lFHDerb6gTtaYoTlN9Y/+g74tRxA2pNMuhIB4a4KjP3obS/YRr+tm5PUzGXfvEnZ//mUSjX3OudV2U3jpDOperEJSRObdET/exN4HX6fygXPwlYYByJ9fSv78jzZ7OI1UTwrFrWRq9MTbkhnSA3DilXoWfutyvKs8dB3upeKSUnwF/zzK4g27uPDH06m4uJhfn7shk6LXVRtnAlA6PZsfVF/KkXXt/Owi53fVJVO5fLCu3Su/PMJ7fz1JxfQcPv/bBfhCQ98HXW0J3nvpFEUjg5x7Zfk/Laj6PwGCf32Oz3AEaRinMUx8hvFvRfRwHX1bjxKYPIrsxZPO+l0IQbq5Ey0nhOLzkLVgCh3/2IhHTiN7XBRfN9TYQMvPQVFtPP4Uti2Rd8Fk7EQKxe/9WNIDkK6uQXPpGMKFEBKh2RPQsrPOWk8bOYacr/z0n56T3d6MJNsZ9yMlfHY7H4Zn+Q2YbfUYDY3IhaMI3vzlzMdLKxn8WPe/9jIMWEQrqknkvQ2EH/5WRl4CkDh8gmSvYz+rx93kzJiKyydh7K8ePI9xc3FNOxeRjKKUTXJmuCWVnscfJlVdDwJ8y84jfMNtGdIDYA3UcnEgYRUuwa31k6yqwdJVDF0jK1iN1VaPnD8CTB3J5SHnU3fT+fs/IUyDrMsuQSsagXbrDxCpGCIZRQoXgbAxfGOwOwZMFiQbWbOw00MlHuEHf4WalYPkduQ7wTsfRnn6fkS8HzvtwjVjOfq+jYhYH5YpoyfcIFLYTU2D55FWUUOg9zjXyOzoIX3iCIWfuZnOZ1/BisQwkwrpiA+XdzCxR/VqoKpgOnkhkX01BCe9geLSURXhRMSsMyInqo3SvRWJKUPOwe2KUb9GxTTy6W8Poz/ZSs6572J29wGQbmqj4dev0P3BUSRJIljQR15FL56Z8/FeeCeSe3AQm2QhvUed5OlYazMF02pJ1beC0Yun6xlEdQfmtBtR534ms40Z06l6sRfbGI04MBr/sRzGfqqCkRefi7XvHVIfvEHdeov2nRHklTnkjWlFWDJK2VzkJT8CSUFSnf4P3XgP7unzQZJwT5pJ7GA13c1jyA4fQwl40SYtx5ubwNZNQpdeiRb2YjUcRCmdzKk9Gn+5Mw/EeXh8Kb7ys7/icjt9K0+7EcNynsfT7nu2a/C85VELsY+8NnBDe5FLZiDi/Y4lsq5mjCgA9Ppm3AOT4qqUIi8nyrwZtU4uiTDoffU1fDOm8/5bdbz8ZBXl48Pcff5+NMUgp6wLIaDz4Fpmn1ONZ0C2Jkk2qVW/xTVpEf8Mvhw3vvMria5+k97f/wIkiWhvNq31xYAgnXRx7t8uRH/t5yQbTiAA7wU3M/Jr9wxpp/ScEm498kmMhIk3b1C6ZpsSvqXnIwdD+JacR+KZ3bhbt+BypUkl3YRHyci+jx+cl18/mYbXj5PqiNMrz2bc7WNQ3TJSVi6N3/ulY6giywTmzMDo6qV7w6HMuw0gWtWGGY2jBgevjVaYS2BmJbF9TiFSQ9dQ1YGhqm2TbOjAXTQoOU7WOXlSApzisgkfwpZJVfUBTiSs9i87yF88OkN6ALr2d1D33nvAgFJYlvCFIV3fRnt9G/GmCJUPLCd3zghkVca2bFrfb0JSJIqXlg7JK933yF72/2o/ikth2W+WUX7ZaNL9Op5sF6le55qbaYu3bt3Mwm9NZcY9lR9/0T8CyYiRIT0AJ9Z3sPguRy4oSRJTLijiWxvP5/gHnUxbWczIKWEAju3o5MmvOtLihqp+CsoC3PGjQWfLVNLkjmWv0lLnRJy/+PB87vjK2UVS/6dBDDOVYfybMEx8hvFvQ6K6lWNfedLRXb+8mbHfuXkI+RGmRfV3niR28BSyz82YH9yNf3wZlY9/mfjRegJTx+AqGJqv4580hqK7rqN33XaMjh66/7GOnrc+YNQ378I/ZezQ/R89Sc+rb6P4fIRXLkfxupDlNMgyuVddQO+q94hs3IJrZCkFd96M4vdltrUiEexEguTBAyjZ2fjmzM0QFaOlEZc3jTEwYM++aOl/2xdyKIfQ3T/5p+uYrQ2YTSc5/VgKcfrlP3R2T29oOOM/CWnkLNyV5Zh1BxF9HWhTlqKUTcyYCJxGfMMq0jW1mXygxKb1BJaci1ZaNnicI6dgHXWkdbaSRd/2WlwjRxKcPB27ejce4chNjJN7Sf35m5BOIJVMJfTp/6Ds8V9idnXR9/yztHz1ywTOX0HoopVInoGCqpKCSJ8xjydkfMV9JFrCmAMGDu7pc9EKShD2YDFQOasI/91/wTi+E9kfRqmYhuec60ns2Ubvn54fmP0W4M2C5Gk5kYSimZz5ihPRTkLLLsHoi9Pxt9cASEZ9aN40EhKSP4h76iyCl3TT89Ib2LaMnlKxj63GH/aix53BpaIKhC2QFJv8iY14wglG+Opp3FboRJhsCYGEaWh4vEn8wQRmzEvv9upMHRYhoHvzMbBtZM0k1uFD88Rx+99Ct3rRFt6I3XIUuXw2PX9/ZbDuiWnR9tu/orc68qxAiSB3vIm9/2+I8RcjZZVinNhDcsvbjJ7YRe2R0aRTGr0nIuz6xkaqn1SYPXc1kgQFXplIYALdh0fStHMcXa15jPrEFCoXgvHuj7Ab9qOMWYh28UN4ps4ZuCcFdT9/DrPPpEeMRc0NUzJxDuFbJkLLHuza9xAV89BmOBbOR17dnYlOpBIejlUvZNa37wZZQwqNYMd9L9O+bQ5TZp0gHvUhlSxl+unrXjYf9crfIDqPIZctRAoWIQWLcH/i5/RvWotZdwhVG7hP1EEXOHnUbC5+9CLsdw+iDBQckrxemmsjfPn6d7EswQdv1yNHcvncROdadNUW4eo7QVHFUDtmoQ+tU/VhmJ1tRN98nkRHHNF4ClkChCAU6ONozzhAEAzHMHavR20YcAIE4qtfxn/upUjq0E+w6lNRz0ikT586Rs+vHx4ItWrE04U0P7eVkWObUFQbgUT+PfecNekjTIuuF14jeaKa4NyZXPjeLSRbYpi1x+lZfwD/pDEE5pYRuvgiJCtNaNEcPBWjyL+9kHi/F+W9E1im8/7wZIHicQ9pX5Ikyr7xGRLH60j1GLR+7S1CSq8T/M0PE5w8tKBq3sXzaP6vd7BtBduWhxCrMyFrCsUXT6T1XcccxlOaR6yja2CfIAuBnTJAcySEPYd62frpVylYMooFf7yC7Q9touYfTv248bdOYt4PnYkzI2Zw4NEDIMBMWbz/4HZOrWrm1JuN6FELCdCyXPTXxemvS9C6t5tlP55Nz6ko2eUBJlxd+t9GWWIdaVS3jDnwjpty6dnytAlLC5iwtGDIsmhP+p/+X3O0N0N6ADa/0/C/gvgMYxj/LgwTn2H82xA72jik/HL0SP0Q4hOrqiV20HEbshNpOl//AP9DNzt5NyUfr6sOzZtK5zOvYSUGXLTSOl1vbBhCfGxdp/WXf8ROONIaO52m9AffJnm4CvfY0QjLpvvvrwJgtHXQ3NKEqzAPye1B0QTJXdudtgeIh9nRgW/OHMyOdrwz55HY/gFuWUfJySOweMmQ40vt3Up849so2XkEr7oVu78bJa8IOfDx1bwBjOY6VJeBYUlYhoppusm58hLco0YMWc8/dy7Rje87g+ZgEO/UqShZWQS/8Acw0o6c7SOQyfk5E9qHEmonXY3R1Ae2Sf+BbhCgNzSSLp6FpvlBTyIXlKEf+gDSjoRGtByi/+WnCN94F9G33yR9wpkF7v/HS3inTkMrGTx+KXckot9xUhOoUHE9UtvbyJoJSGj5IZJP34/degJl/GLcV3wVSdGwUiZtL27G7OjEP2MqBXffgW/+cjwH20keP0XWOXMQsXqkU+8gKTaSauOSo+geCSvlxpUP3vnnARCcP53uV9dgxeIILYhr/lL6129G9JgYDz9Czo030vL0mow2QvgKkZW+Id1UNLMGNehGlZ0+yMqrQ105iv49LRi6RviCRfQ/VYvbMziIMTr7yVkxn3RjK4Gp5bS/uYd0L9gD+WQ9dUWEinrxNR0k/dzWgcGuGytWgKIMEqbTpAcg2RWC8QNW2pKE3ddJ/NmfgG1RNh6QwLIlKqafQlZtju+qxDRUNJeJrNiUVdZncklkWVD/whGC7W+QXVSHollYxzcij56LOmkFen0d0XXv4pE7iEseLFMl1Rqn5mcv4x0RpGLSRiQZzH1v4rr2RxhNjRRLNahqAaapoqg2I2/9LFLYGRQb7e0kDx2i9sQEak84eXkLR7RiJ1PIXg/p44ewejrxTL0IKRDC7jiJ3XQQuWwWrd3LOLlFJr+4i1TSTeG4dnI//x1AQi6eyIQTh+nZp6D32KgFReTdegsHTkWxrMH3UVNvGO3ib9Dy2n5qdjvXsaO+kMnn7EdWbYQl4x5wafw49D/zO4z6ascO/Yz6UrJqo2oG+UVd5BX1kvzgFIF8Bh38dIEwzLOID8De3x3n2It1FM7KYeai6sGpb9MgUVWDL5hAGYiuSAjS1afwz5k9pI3+9Zvoe2cdAOnqOlyjRiCj0fI7x6o6tqeK9mffwTYsUGQCc2djJdMcuec3GF39uN1ga+CvyGHMQ7ee5W4IICkK/klj8ANLXiul64MTuH2QvWQiin+o2ULR9csITq+g9R/b6Vh9EOfhcjrDle3DiCQZed0MsqYUM+0Hl1B61VRkt4qpS2y69TWE5bhcyh6VUVeNoXXV4SHGHx2b60k0R6l9ddC9ruaVkxniI6kSqk/FiBkYlky62+DkSzUDExESkiRhJZx3kGVDx8kkL183GP0+90fTWfTQxI+5C6Dq7RZe+MwuHLNGQXCkj31vtVB5cTHBvKGkMRE12PpSPf6wi2kXFPHOH06gKBKWJcgu8nLlF4fup787idevkow7kdIF5/9zOd//FAzbWQ/j34Vh4jOMfxuyZo9F9rqwkzrIEtkLhkoHtOyhrm6yz4OVSKF8hEPRmUjVNGKn0zj5OgP2zNlDSYWdSmdID4DZ04dWmI9WeA4AiUNHh6xvtLZhtrYBAs09tNgmQGLndiJvvQq2jVpcQv7Xf4jV3YFrzARk76DMxOrrof+Z34IQmI3V6FV7nOKdskzgmjvwLVpB39ur6Xt7DVp+LgWf+wxagUPy3BOmIQez0EQ/skuQtXAZLnc9/T+5FWXUJPzX3I/k9uIZP54RP/g+qcMH8EychJrlSO0kWYGPIT0A6oiRyJqJpasgJNxjRqEVDs5KWtEoHb96DJFOD0SbzhjIBbMJ3fYEkWceJ3H4IJo/nSkaKgRYrS3Y8Sjpw7uH7FMMyPasnjb0nasRrhGYKXWgQryG2t0JvmKkdBeS14+qJbFanZlx68QWrJM7UCuX0PLzxzEaHGex2PZdeCaOJ9UapevdXQAkG1cTzO8lVChlTB9wqSTTedgJHSGXgZAQRgp9wx+QRQRL0gjMn0Hq1ElE2rnm6VM12LE+Sm9ZQmLfXrRx0xEl2Xjqf4+pa1i6iurRUZd+HrfWhbXHsUInUETWdV/Hu/wUst+Pq3wMwYt6qfvxUxgDETol5Kf4M9eSPrSTyHO/p6BY0GmXkI6cQT4FkFUEnc6sNWaa4NQienf1ICsW7vJS3P0RJ29DSHgKZXAHUabdhBQagXFsP1baScGRJChfaCIna5EHBsqTFlSR7PUCMmSVoMR7M7sOZMXoaMqHVIJ0v9dxqLNkvEeP4huzjM5f/wyRSOD1gySZpOMu8so70Dw60a4s0nEPnmAKECRefwK7u4PKPODykby7ag7XfnITOQXzMvvrPBLh2JHRgEBVLYqKu8hu20zr4w1kLxpP9GWnbxPr3iD79k9jvPqQ4/Msq9B/J1kFfaQNja62XMbdvxhlxNRM29G//wEp2UdLTw5Bu4/QsQNMnT6PKXMLOLyrA5db4ROfnYwyoZT+3i5g4J4zNGprCvnZGzNZ/skx3LN4qJX+aZgtdSTefhqjuQ4YiEbIFg3NebgCbibddyGLpx6g6a00iYifBD5k1cLlTyMsGde8i5C9Z7/nmrd2sPGrTg2utt3deLVCRp/+UZYpunIOPfvbEaIzQ6JsW8XoiaDlDL4DzywqCmD19tN7tG/IMmE6A30sm8jOI3gjaYyu/sz5CCETnD8H77ih0ZuPgic/QOk1s/7pOv7xpeRfvoiWt4/i9aXQ0y5GXD+Xyi+fB5I0KEtTJHLnDe7zgjdvoPmdalBkRl46lmB5mHF3zefwI1toW+c447myPY6EsMhHosWZ4MmdmpdpQ/WoLP/Dcvb8ZC8dR2PYA/VyzgzijL54BCdeb8a0zo7snHqn5Z8Sn4bdznMkEKSBdGOCrhcacPkU7vjz/Mx6Qgi+u3Idx7c5eUVTlhdycGMbYqAC3B0/mEnZGQ5yJw9288Dl72JZNjLwifum8Omv//N+HsYwhvHPMUx8hvFvg7s4h8l/+AKRPacITCzFN6ZkyO+ekYWU3X8DXe9sw0rqdL+zg551exn9tZvImj95yLqpxlY6n38HZIncK5ajBv0YkQTClvFWjqbwlsuGrK+GgmSdv4T+dZtBlgmvHFrbxztxPL4ZU0nsPwQIpDNmIE/LkYZAAuwBF7XWFqzeHjxTZpx1znYiNlScbA2QKNsm9o+/oBSMoucFx8UtHY3S89L/xd55B0hV3uv/c9r02ZntFXZZeq/SFAUBG4q9l9g1mmISo+nxmhg1McXExBpjr9gVVFBE6b0uLLDLLrsL23d2+sxpvz/OMMMIqLk33vu7ufv8AzvnPWfeU2bmfb7led6g+NYbARC9fvK+fx/t996F0dtLbPVi8FmRaG3XWuKfvIIZbMNMxjFEJ+r21ahLBWzTzsJz5jdIbF5B5INXEF0ePBfejFySrW5nHzEB2f08kpxAtqsoSgPR53+EY953Ef2laO3tmIlMhkLO96FH4tj698c373RMVSO+fRsgoEZt4E4iCAZqzI739Fkk9+5AFCLogh1MEVtZEUr/SkxNJfzkLzB7O1OE6rAIqCSRd/sDqM37kEv6oW16G/3wSYsipmmSbGrJKvhT171JuDFDzAxNRFI0ol0enHlhRIcNNWcKRsSSBk/sayKydQcO9tK9bDfJkFVC2fvRGly5vVhiGalb1lJPYtnrSICxaR+GeDzJkAubK07rwTJAIPz4Nob/7ftI/goIdyAOnova2U7dH14nekDFX6VRec00Bv36GtoffhwtEKHg4rMR7TainyxMPyO5hW0EfKNJtPSQOyiC99TzEYsHo771i9T5S+RecjWOGXEiy5aQ2Gn5mjjyPbhPnY9/zgxEmzX32M5aDv7+ScxkPoozgbc4jGC3HbKhSkEg59q7MBNxpIqhdP3+lxgBSwY+FHDTb3ATNoeKgQszaT270ZWrUMadihmNpo/i7ufCl2hBSfXD+IoDiA7r82HKToyuTMlY5YA2NNWGy231gx3C1hfbUVUFUYQz5q/A5Y8giibJ+o0kPBkFNL2rHXXHRxbpsW42vp7X6Dc7jGnC1u39WPOaQfm8qUgui/ibusari8fjsqucNq2W4OsvIn/yIU9+eA87twUpq/RSWOpGiyZS5pmpZ96WpN+gLiZPyGGoWyO8ey+eIdkltADhF/+E3tGCiIiRyvSs3VLN4s9Gc+VTk3FMGUBvswzmwvR1TyT9lP76R1ZZ1TH8dyKt8ay/g7ua8P3sJvT2Nuwjx2KrGsSE5wbRu2wNWt0OAmtqCb26nPZ311N933dx9LO8a3yzjif42Sr0QBBbRRn2EaNYd+tLDKyUsdk1DGQ47JPmGj4Ae0URgixhpsU/ZPJPHEqssQ17SR6i/Ui55cMR2hdg99PbsPnsDLtxfFpA4HD07jhIMp75rCku5QiFu8/DNzgf3+D8rNfclblM+M1cav+2lmQgxoBLx/DxZe8SPxhCQKBoaikz/pb9nV9xcj8qTu7Hpr9sZ/V/WMIZpdOL6Te7nIKReVTOKaNrVy/L76th+wuNWftWzzm2JxDA2PPK+ej+ncSj2UGzYFv2/Qy0xdOkB6BxWwDAkus/7N9D2LGuHUM3rVJcQJFFRPGLS+7+HZCyOfuXH7MPfYA+4tOHrxmO0jwcZ04+5va82ZPwThjK9it/BVg19QdfWHIE8Wn+7ZMkD1o/GMnWDqruu4PQ2i3Y+5XiHnP0JtSiay9FyvHQ8+4iup59AVER8R5vRd8EWaLsB7cQ21VL24MPYsZ1S8IZAam0EskGgt2ObcBAbP36o3W0Enwn1TwvSchFR/8hlEv7YR8/lcSm1Wn+kyZRpoHW1ZY1Pr3ISENA7+3FNCEacNPTUoBsV8nv3466czlmbzumCYYqo6sSibCT2PtLwFVIfPHzoGsYXRB+80n8N/8y68hSbiH+b/+GxKZlmJtfhGgCI9pNfPGjyMVVGG31OPs5iTXFsHtiOOzdCE6wTZ6J7PNhqkkElxszGgFTROg/FefUmXhy87H1H4DWfgBREbGJcSSbiqtCIfn+75HHnoPZm6nTx5WDGY8i5hbhmnMJgs2BrdqKpioT52Mc2IXesgt52AykQVMwgr2IYhxDszJFsiOBkwY0p48oVhmd7Egi21QSvR5CHUWU3fs7gstWARnBBznXj9Hcy+dhcybRJRNDF/GOzUPb9XFmoyGgxLYRECqItYU5RI4Trb1EdjWRM25OemjLz+4j1GBlU7p22/C8/DI5Ezbijm0FO2iL6zFHPo6UV4iWyhQoTp3hd12AWFid/RSc82uMA9sRq6ciFvTH0fgc4YNbcfqjGJpEImziLoigffYY0pATkfqNIbBoCWbSIiJqzI7jwtsQYy3E369DEFSQBGwzr0cZODb9Pvm3301i20bkolK8DbVEVyxGLhoF6Kh7D7nRm4geD/bhI0mkRBZknx8OiVSkYJ99o9VH138M5huPotVZsvP1e0vJK4pQeukFSAWZssfDG/gFRU/JYoPNHkcqqYDdFskTXB7kwdPRahdBysvI67e8nuK9Lvp5kvRjM6333kfZXb9EkCQc865m4z37ufGc1UQDbkxDRI6E8bcfZOzUjD/NnnvfpmflbnLLunD5I+SVd2J3Jji16hPK3V1oz0Js1kU4T74k61yNUMCa22FmppNnxZn6t7mUjMrDNM0j+oM8/i4ItCCWDUI92IxcUn5E38iAU8sonpBH28Zu7I4E1XkriXy4Df83votcVoHW2UFidy3esYPoTeokF+8CBIxYgt4Vm3Fccpr1XBUVUPWHu1E7urCVFBFtjxHrhZrtg3C5Y8heByfcPYJ4SwD3yIHkTLJKkAf/5ho63lkDikLxudNofOAF4k0dKAU+hv7uZuzFR3qkAehJnaVXvE2s1cq2RJpDTP39kUbSecdVIigSpqqDCP4J/Y8YcyzEu+PULdiLLcfGwPMHoXjtjLrT6q/s3tFJpClkiVkIJoJp4Mg/uuDD+G+Pomx6MfGeJBUnlSIpGeKVP8zHpFsGseOlRquPD5j0rSEc/6MjhXkOR+koP3duPZUXblrHrs86UZMGNrfEqT/M/m3qbY/jzbcT6rICTBNOK6O9KcKOT9uYdEY5My6pyho/ZU4FHp+NcG8SURKYec4A/q+gr9StD18X+ohPH/7HIdoVBJuSXijIOdmyrD1L15JszfQ1qO3dKIV55M2bBYCRSJKob8RWUYrk9aTHmYZB76IPEQwD0zDoeuX1NPE5BOewoVT8+lck6vcheq1SEcfggQiShB6Osv93zxB5dQO+qaOQi4swOttAMtHaDyIXFBDZUkN4w3Zco4bgnTwOQRDwX/Ud1Lnn0f23BzB720E2EACxuBzXhCn4Tm+j94OPkPNyyT33LAD0YMAql8nxYRs4xJK6DaaU26ISoXAleUWZRbtpmgRb8ywvIcBYuAyndBiJSmZHGg9BLq4gJuYQbMpDkHTchSHErkbUfWsAcLsEHKefi755oRVjNCHx8QsI/v44J0wm96YfElnyDqLLjefMi5FyfOmIuVxUhv+mnxDf8AlyyyIINKIHGjHUBHJJPmbvAYykjCQHwS+jRUOEXnwAz7m3Ive3fGgEhwfHhXdnPx9uD85iF8muEIorgb9/J4IAOaU9KD4FLeHEM7aKpD4NsSeAd9ZsZJ8P/2mz0QJBEvWNeI+fjHNwNZGuFtyF75GMOEhG7TiK7CgOFZsziac6gCjWkYg5SWCVHwqijq3IS+l3b2T37X8+bFICjopMH5qhauihXjjM2tU0BIzOjBCFGelFW/8krhEezKYopibgKAhhbHwM8dRs4QupejJStRUw0FY8jLphAXa7L7XIVhE9LvTPHrKc5re+i/3KR5Bz/ZkDCALmjqcQ8wtwXXAHZixK3DOKfRsjFPm6kWoWkty9HduIcbhPuwDqPkTyteP89u2IeVWojXsIPX03ohFEGj4Lpbicglu/R3zXTousJ6MEnt6NqGiIsoEybAq2iachSNZPivuyO0luWcaBLWHk0hHc/PdqXPnZvQ5T7hxNtD1O165epLL+EKo9NHlcJ52BXFKB3t2O87iTkItKEc77LUbzZjpq86DhFXyFvSSjGfKkHjiA2taGrawMz5TpFA/uRosrmKnSVS1hQwsnOXwWoZoWq6zLECkdbBE504TSsowHVWLlu0cQH+ecC4m++zTmYX0mUvAAed5uII+u91ex/6mP6Qn4GDSyAYcnhsMdJ/Lh68TrWkDXsI+eQO4Nt2WRH8Utc+nSU6i79TZcSreVAWtJ0P6bn6MMGESyoQVTtaTCO2MjsKWMcU1DwNE/u5letNmwl5dimibxjesZfWI7bbtF2lvzGNKvgcCr2yj54fdxVFehBSOEttThHFDKwJ9dCkDHwjXEm6xgk9rZS9fi9ZRdMTdzXdq6OfDU+xhJFf8px6dJD0DP9g6OBk91AZOfvoqdv3qX8O42dvz0dcb87gJyJ35xOZ1pmHxw0ft011j3pXNrF9N+Mw0ALaaR6InjKHIRb7eykiUnfHEfTPHEwz67ukHtG80kepMMv6iSzh1BRExL0R8QJSFLHe5YaNwUoOajjnTZ2hl3jmDozExmr6c1xk9P/IBoSEUApp3fn289Ng2bQ0LXDaSjZL5KK708v+EC1ixpZuRxRQwek3/EmD70oQ//HPqITx/+xyG5HAy483IOvrgY2eum363nprcF127jwEMvApnIqnvUIHo+WoVvxiTMZJKmn/8Wtb0T0emg4hffRykpAl1HsNsQHPZ0n4noyI4Axmp2ENu0EfugwbinTD1iXp3vLSe8xar9DyzbiCc3hM0J6Drhjz/AlN003/cwmCaBDz+l/I6b8UywZI2V0goK7/wV8R1bEGQJ0WHDNmgkgmIj74JzMCMB4tu3EfpgIVp1MZGFVtOxZ/4VFHz7B/Qs/JDws0vTc5EHT8I+zU/8vUcQBJAqx2I0ZsqJtKSI66zziX70OoLNieu0S7PO5RA5MUIhAq+/AaYEmkQs4Mc2pBQz2JoaaGIv9RHbnH0toqs+xTlhMraqQdiu/541VNcJvfBnEltWIldUk3P1HdgGjUQuyCX+xDuZndtqkRKt4ADTbkm+Jro8gIYZDRF56xF83/7D0R8OQJBlCr5zB+GP3kd02CDwMb21cbSEgrugF9fAKiiZgMeRQNcchF/4DSEV7FNPofCKy7IUr+xDRtH+ZAWSFMfhilNw3vk4B5VidDYibPy1NcYfQ1B60BNObGU+lJm3EqkLphTELI8p/+Sh2AoyMubx/a3IkorNFSMZdZJT1EPOEBfyqFNJfPQ8AKJHxtz5HALgKT9skaMfnaQegtHTgKmJWeWX9kIZ4VBVjWlgtO8l9/x5GN1NqN1h3K4apO4ejG4QDZXowO/x1ilvo0U1+g85wJiJVuZGO7AfSW1C7niHLR8cR9P2OL5hBUy/qwKXPyWa0LUEo/ciDN1B11NPo/cEkDwKeRddipEUkQYMI9wYQ2juIbljK+F1G3EMHkjBRWcz4DiJAYBxYAt6TTNi1XQEl5U1sIk9zP2RgFR+PHrsOIIvPooe6MY9Zz5yXgHytJOzroPUbxxSv3FUTDU5WNif4M730fy9CG3WIlvK9SMXWH0dgiDw/YUz2fUf9aDuzhzDld0DVzh3FM3PryTYnktHcDolU+1sXJhDibmKvAJLSUvKPzK76zxhHvax0wl/+Cax5Yut97Q5kPItxa7I9npUVSbQ7cNXGEBMCUioXaF0+Wti20a01haU0uxFuiiJlJw5nehHb6OrmT5Gdd9eTE20/tY15FADNof13WYbNJCcaWOO+vyE1m6l7ak3sAH9KqGi8gCmLhHqsJP4+R+xl+YT6pRRuyMgiQy55zp0Q6Hl3e1ZZb9KfnYfZcPvXyayo8F6j5r9lEyoom1TCNMUqDpv6FHnAtC9up7wbivzrUeTND6zKov4JHvj7PrLahKdUQZeM568saXEOmJp0gPQsswiqYmeOB+c/Qbh/SFkt8KQq0eRN7qQqnOyDVSPhoaPW9n7ThM9+yLsXWQ961uerufsZ6dj9yvEe1RMSaDy5KOXJX4eakzHxETHumNaIjtnUb+xm1hIS5etSaKIzWEFro5Geg6htNLLOdcdu7/o3xV9GZ8+fF3oIz59+P8Cvikj8E05spwg3nConEbANE1spfmE1m0jtG4b4U078U0ZiZqSOzVicboWvEO0phYzqZJ//jyKv3kdXS8usBbPV2WitsnGBjr+9EcwTcKffIKJgCiLmMkEzgnHIdrtRxoJHLbylHLziO9tzBrT8+qLyMzDMcHy/RA9XlxTshXfACJrVhNdvQqA6No1qDsMpFSZT+T9BbhOOoO8c84k0Z6g+8NV2EoLKDx/NvayIpTBkzDVBGJeGb11vybZYi0gpHgbansneXf9HUGxpSPvAIktqwgveBQAx5yLs+Yslo/ENv0M4s07QE8iFlWjTJqPWleDtnsLJpAIO3GVZ/cLASR3bSKx2TK21JrqiC1fiPv0yxB8pUhDTkDfvRwEESGnEDPU+vlLmIapHSkZnFi7kMTSFxFcXlzn/wClbCC5V1o+NQcfNulp2ARAuMOHP1pLfE0LdnccWdYwklZvQXTpQkKb91P2kx+iR+KIDhtyXi5lP7uT7rc+ILa/i+DebtzTpqBUDiHZ+TGJrZvREzKCYJKM5xFcIyKsvxf/2fNxDuyHfnAv/v49uIf5MMJdiB4rAmsvLSDQ1Z9or4go6WhJmZ7EDFy7DyIPnIFjxCiELb/KqHppIqJsIjhyECdcd5RrYgliCKKINHwe8ZptGAaWAa6sYJ96BsaKv1l9L44cpP7j0T69h1zPWkw3cJhcsBnuoGlJE1qq/0CRsuVyjfZ9dO4vZv82q9wusLObnsXbyDuUGtHi6DveJ7w7jt4TsOYfVol9sgDvtx9i4zWPk+wMYXclySuy+oXie/ahFOThP2UmBxctYttjH1DRv4OBE57FdumTGN3NJF78HhgapqAgnHYvvpt+QqJ+P9Gd+xCbWtP9KkdD0eRShBNvATVCcNHbmKIb79zTEG02zGQCrbmWgoIypj94NQcfeopk80F8c07AXp1dWlV102z8EwagR5PkTR+MaJOZerrB/oXTUJvew1XoxDH70qPOQfTm4j37SqScXPTuDpzTTk4rN/qmjaLn083IosGajyYxYHgThbNGo8gGetdK6wCSjOjxHvXYnnkX4xg9ieCHC4lvssQOPv/hsdky/STJuvpjNCdCsq0r+++4I50p1nUJsa0TYnbABrpB4xMf07PpkPKiE4c7Sel5Uyk4ZVL2cVotImIYAmpHHAe1DJqcR/m3L6R42pHfF4ew/8U1mKaZznRF9gcI7DiIf6SVsdr262U0v2dl/9pWNHLcg2eRP76YvJF5dO+w3rNilkUWW5Y0Et5vEVQtoiLIEgPOG3LM9z6E1g1dvHrWx+nGD0sQX+DAmi4Up8w3lp/Ck2d8SufeCM9evJrrPzyJ/lMLvvCY488v55lbZNSwdV/27whkbR8ytQBfsYPeVN/P5PkZwvvpGw089rP1uLwKP3zkBAaPy87sRMJJXnlyB4ZhctG1I/HmZGdP+9CHPnx19BGfPvy3IrhxN72rtuMeUUXuzPFH1Libuk684QBKYS5yjoecqWPpemspRjyJ4HKitmd+xMObaiiYPzNr/3h9I2bcWth1LXiX6kcfoN89Pz9iHsnGbNISXrwItclqaLWvXEHh9+8g/4wTCG/ZTbS2Ad/0sRTMHkH004+Q8grwnXsxWm8E4ZV3U+9nIob20/vsQwguN9r+vQgOJ85pcxCUbBduU/2capzNAZr1Y2iKMgf++Ag5J0yh7KYLyJ9eQXLHSsx9azFLzsAwZZLNzdhtXiru+iGdf30QbV8Nkk0jvv4znFNmYhuUHR0Mv/UPzITV4R7/+FW8c08jtOQDRLcb3/zzkPoNxnnTPzB7DiCWDkGQbbgv/SnBf9yD0bAde1ku7pNPPeIaft47JLZ6KcrAMdiGjMJ21k8xOxvAmYPZtptky3bABLsb4lEkRxItZgdBwnX61VnHMaJB4oseB9PEjIWIffAknmvuydzj/ZnIr56UObCtOr2QKx/ewKGqFEGA5L59NP3uSUIbdiE67PS74xrs/UsJb9iIv6QDfc9GWv8RpPzWb6DaZxBpsUrTTNNEiyUhJXsRePUlKm7/PtoHGyAWgMblJBeGcFz0W8DKWubNm0n4H5/h8UVwOlTi69bS0evGX9JFniYgJaswA91oukjb1gEYuoJSVU3l3ApsiSiJz17FjAZIxPMJfvwpostNwc3fRM4fRdfuAZiqimxXcc86hd7tQST/2XhHlaMMPx4UO2bT2sxFlG2gJUGQkMZdjPl+Jn7avK+MIeObkUyrl8YxeQrB/S9m30uzGkgdT5BQV72E0eMB8jL3X+slsG4PyU5r4SmK2c+11h2ge3+EP5zXQzJulSVdfeMihpe9iNlVB4Y1XjBV2h65n2VLZjNp2DbrtZfeZ9Dvf4C9PNvzBKD3hSeIrf4URJHesAubM0pRVQjRPAEz4Sb40G2YwXZMRBzzv0u/n38XrSdAdMtWEnX1OAZlenwEQSB3svV3ctdGtNYm7KOnUHXWWGAsWtsBErtrsQ0WkfOPnIsgy7jnnnPE6/4TxjEoz0f5vgOYuRXkDCvGkefAiIQQBBG9pwv3yacjeY9ufiwIAkrlIHKvuJ5etxe9ox33SbNBshHfvo3mZR2YsSacbut7w1ZWckwDZ9/08XS/uxStJ4jk86a8tFIZ4FSpnklm30hjpqRWQCDQ6WHIqCoEKdsXrPi8E2l+/N3UMVJZqfZuHPYkx4IajGGEY6iqjCwZmECwIcSa619m5js3YC9wE260FNIMA+LdJp9c+Q7eaj8n/30e+z9ssnp8zksZgyrZ5+ytzKHl0wOEWyJUndEfu+/oBOHghu6sbvdDUvEFI3y4Cuwc2BKgc69VupcMa6x8aM+XEh9dNYmHM5+BhnXdWdu9eXYeWHcGa99qot8IH6NmWsQ+EdO45+plaWGEP9y6godXzM/a93tXvc9H7+0DYNkHDTyz6LwvnMv/dvSJG/Th60Qf8enDfxuie5up++UTYELnotUggKjI6LEE/hPGIkgiDb/8K7HaBgSbQuXPb8I1bADVD/yARGMrzqFVHPjr80S2WD4x7tFDcQ6ppvjmq+hdugIw0QKH/WgryhE/1ofgGDkKwWbHTCYwAa0r00OU2L0LMxZDtEnkzRhO7vTB+E4+EcntwjU+E/W0udwM+O1P6HrmSYzGLSlvDZPQK49i9Fo/etqBRnIu+WbWe7unTiW6fh2J2l3YBw3CO2c20Y9ex4glCO2LYDRuJbJxG+W3XUX89QcAE3XbCtRQlMDbH1n+H04npT//Jc7qEmIHtmYOfhRfEEGUMl/6hoH/govJOfNsBEVBb2sgtvh5pPKB2EZkyv2S21eiN1iLULO3leSmj3GelP1jqwwdh2PqXOKrl2AaJmYoRPD5h8i/62HLG6Mw1YjrmYb98ocwuhqQqiahBhNE3n4HKVSLJITQdq1EGTg6QxBNM+tXSm3cR2TFMtzHW1LkOSdMILbHIqmGIKZJD0A06MbjC2OaAmrchq5LRDdYz4sRT9CxYDFFl55K4YDmdPlRsmsZ8A2S9ZmSKNO0TEgzuhQCeu0aiGUWM2ZPdnN/0ekTOLBgDU53AtmexJUbxl0QoLWhBG/9TtSYiomX7uZCTF1CwEDdt5e63y5gwIww6talGLpA8EA+IGCEgvQseAVRkZCEKIYkkYjYiL21HAQTmytBvCVCft4oYjt3YRMGoJj7rL4f04fmHI5j9iXsWyOz4Z7PrMZvWWDY2D1IpkWEndPnkPSPZfvabiABokDe6CLKr52HEh6D0boTrWYpJA/i8EfQEzJq1IHNE8c1YzZB5EPhcuJRB4ItiplUkXw55MycztaPOkjGM/fHI5vEP30PQVFRDm/lMwR8SqYvxEyqRLbvTROf5L49hBe+CqZJonZX+lkmIfDZ+ycycfZ6+i9+E9x5mEGrBFTAIPL209iGjKflrrsxQhZBK7r1m7gnZksCt77wNq0LlpKTF8JX8Sa5t/8JvbuLrj/dDbqGYLeTf/s9R4iaGNEoPS8+S/JAC45hw/GePBcpN4/AO+8Tq92Le9I47CUm8fWrEMeMxFZShP/Km1B7eonW1CG2dWIrPvaCWnS6yL3smqzXnKPH4LvYoOUfH5DctglnVRGFVxx7IawU5DLwwZ+SaGjBXllOy1Mf0PGulXF2FNjJm3c8yuBh9Hy6FffgCto/a6B7hfVZME2wO5PYy4/0VSs6Zwa+KSM48PJntL+bkrGXROylRxdAAOhavgdD1UkmHOhyRtDCiGuEG7qxF7gZcOkYNv10CbqRIVSh+gBdG1sZeX1G9KZ97UHW3rEUQTAQFIlh144hHjH55MIPAdj61+2c9/F8JFv2b4ChGQQbwoiygKGZiIrAhJuH4si1M+6aagRRQHFI6ecawFP8xRYLAM4cheGzi9n5kZWFn3jBkVmv/HIXp9+SXQaoqQbJRKY/85Bfz+FYubQp/f9VnzRnZcz+XdFX6taHrwt9xKcP/22I7m3JWtB2vPEpsXpr8dj90XpKLp1NrLYBsBY+HQs+JNl8AC0QIv+sWeRMHUPFD64h8PFqBFHEP8sSKrBV9adn8wKMJNhdcRxleYCJd9K4tAR1rOEg8cZWvOOHIOe4Eb05RHqdiIZV7uGyS+mYp5SbS8/zfydxoJvoXqtEK7qlhoqfff+Ic1KK8sm/6Hx6/lqDmUwg5hdh9GSU2xK7th6xj+hwUHz7DzFVlWRrOy1334+ZSGJKCmbKzBLTMiY0TZNkxIGWkJHfX4SppiK0sRjRjRtwn3IuelsL2sEmnNNORqk8zMQ1FkVrqkMZPY348ves16Jxknt2YBs8Er27lfDjP4FUqZl5wW2YyIQ+XY6pa1lfDpHtewk2voV/1kTUz57DCLTjOOl8POddT3zLesyQRTiNRDyr5MYIdqPu3oRUWoU8wmqMtrnAf+JYIi8uxASSmz5GLOqPY/rZ1vVx+3Cc8g1ii5/B1EzivQLR55/EPnQ4ckER+fNOwlFZhtbdi5jjYc8vXsBI+fDkzLuQ3BNH0v3WImwtu3G7NUJ7eol2u5DtGkZLLXr7yDTpAbD5rNI4x+iJJLZavkCmIVkqf0JqYWaISP1HYkoR9O3vAyCPz47KOkr8jHvqVpp//hv8BbvT3jml8gGEhAEiHG2pkmwLoB9SSPvcACPYi9bTiSCCJOpoSRGnP4IgmGiqhN5aS+CvP8PQBAJhD8XnnY2+ZzWJVhPMXWi9T9Gy53Tr0AKgm9jsKW8lTaL35ecwhZcQgoMQRS9gUu5dgrG8DmHmFShVkzF62tF7DiII4CpNEJUmkjPrRGJqMbXffx5ME0EUKK5uo6B/M4YqYz9hIrLXzoDpLhSnhBrTkUSdwjyLfJiqjBqTEEWVZExhxcfjiPa6GTww1WsmSbiGDUjdC4PA3/+AEQ5aSVpBTH+PJGIWWdajNno/2ZoS7DjMKDRuEt9blyY9AJENG7OIT2DbAbb8YReYpbQ1ljJYqMXbVEeivi7dj2MmEiR2bjmC+PS+8ybRtZbZcbi5ifDSj3CdeCqBhZZ5aGx7DfGolXWw+96k8jc/A1Gm/oe/Qw9HERSZql9/F+fAY5eGQSoD2dGJ5MtBtNsRRZF+150OnP6F+x2C5HTgGm5lSfp9cz65MyzPI8+oAekFtG+CVSLmmz6ahsc+JrC+DiXHxoDrT8RZefSyQ3tpPpW3nImc4ya2v4OiMybhKM076lgAR5nf6lGUdQxDRBStBb+7Mhf/KOs9+p87grzxZex9bju1/9iW3tfTL7vHaP+7ezE1w7rXmo5vaC7bn8qoOAb29NJTG6BgdHbZ2OZHd7Phzzsh9TU1/7kTGHxW5vp37gnx7NmfIZgZm9WDm3r4MgiCwHffmcG799Ww4oUGdqxsY/fKDoZMzyaNumbw0Qt1hANJ5lwxiJw8O9ffPZG//3IDdqfMjfdMOuLYs84YwMIFlrfXrNOr/u1JTx/68HWij/j04b8NOROHInmc6OEYgiShdmeyM5Ht9UjOMzM1B4Da1pE24ut6+2Ny50zHVlpI/ryZWcdtemQhibC1AFKTCq6BdoyDTYSWLCZRuxPv/AvY9+t/gGmi5PsY8pcfIMoShmZg6NaiV5UKKD77dJKN9cQ2rCa+qSvlOeMkGbcRWtlK8NY/M+CHF+Osym52FfNKMcddgBkJ47/wdLp//S0Ewyr3MKKZsg+1YTexNZ8gFZbiOukMBEUhvHodZiI1RlNBUkDXUUqL8c4+he5NH6ClIuaiGAMyYXI5z4/k9ZF7y0+PuNZ6sIfAgz/BCPZgigocpj6ltTZZxKdpd5r0ACRXv4NxcA82IBlTUJU8FCmMLvrpXNaMaRwg8OFSigc2IAgQffUB5PIhKONnEl/2lnW+joxcsRHupfcvt2NGgoCAPHwqyHYcY6dgJsLZ8+1qR133BnrDRqQBE7FNO5vw1gbiWzdyiA0Y0YxqlGtYFYmdWxBdJiMeu43AihqclUX4JlmLt9zZ0wk9/j4kwJsPomySDNlAU+l84U1Kzz0TdcO7ICk4T7Mi6s7jZiD689HbDmD6K+j860MkggZqwnq2Oj9rovTm20gUjiW+cS36gSTankb2/+1NtN4wJZedQv6c4+j/4xuJ/SNDkp05Glokc/09BWGCnQWYqkYiZqP8qhnYyrqJL3oEUTRxD8kl3g6ix4NSXkpsXSYb6cqNoaQa2g1DwOZLIInW35KikzSHobWtB9NaUBq9XVTM7kf9G5bRo+KVyStPWhktXcQwRMCgtH8re7Z5KR3cTOWEPdCyB/XV5SgXPIxQOhpR04nV1BKqBz1RR2xfF1r1TDBSoiOmiawkEEUwJYPE8oUkVryP55yb+P6aOWx9o4X+x+UhtezAaNqBIOtI1VNxzr+V2qf20x3ciYMekqqIwyPS/6c34qhMqZRpGkbEIi6CAAg6Qm4xrTtEdm62FvP+ggQYYOoSsR43ilNFV2WcZ14GatJqjkoFQRxDshvfA5ubswIy4ZAfuaIawzhscSkIKJUD+TyMULZRKLpObNv2rJfUpEIi6sDQI0RratEToIct9TFT1Qiu2vyFxMfUddr++Bdi22sQXS5K7vge9ipLDECPJQiur8VWlIt76BeTp8ypCHhHZ+TT9XAMJBHJaRE0W66bIXee9ZWOBSDaZPpdO/fLBwL+cf0Z+uN5tH6wA82w46oqxD+8gKJZg5AcGd8fT5WfMT+ajuS20bW5jf5nDqJgYjb5yht1GKEQBXKH51N8XIjW1VbgyZHvwFedTZYAumuteyYIqaSOml0EtX1BE/FelcOF3Bo/7cAwzC/10LE5ZT55Zh+djdZ31UOXr+TP+87OGvPw7Wt58yHLQPuDZ/by8Nr5XH7HWM67dQSSLGKzH1ml8MCTp3DSqVUYusH8S45u3/DvBrOvOK0PXxP6iE8f/ttgK/Qz/K/fJ7S1DtfgCtpe/oieTywjOUdVKc5BFVT84Cp6PlyFvaIYtbMrq6dHUI7+uOrxw71wBPRIPB04TzY10/3h6gyZ6uolsq0O37TRFF8xn7bn3kG0KxRfdS7eiSMJLnqLuDUl1LiCoUrEwy5AIFZ3kKaH32bI/TdkvX/jvU8S2WFFGuOtIWymG5KGtZhKlVkk6vfQ8cC9mLqJbFcxkwl03UZw6adZfj8l37oW0e3CMXAAZjyMEVMhZZBomuDIiaAlZWxFfpwTs/2R9O52EptXIhWUoId6MYKpKKWugiRbSnduL/ZRk9AathP7+PksomlGMlFNm1Ol64CD6sceZ8/Nv8A0gqlrDYYmISk6AiZaRwvRuk6iXakFRlcXiYYmHNWVaPt2pEgPgIlasxJBNIns+Bh5xBTwFEK4A0MXCH22Ek9eG4Joou9bj5BTiPfUs0js3Y0ZjeCcOAWlXxUAWvMuAo8/gB60Fo+eMy6i8KQpxD9+iWjzR9hPOh+jO9svSfHIJA8F/TUNx9zrsc+4CEGxowcjBD/8AKWsHOeoUTDYEtmw33M3e759L2ARi8DHayi+6kyCr76AGY8CW1FXbCK217o/TX9ZgG/yCGyV1WgjpqPWWE3s9pMuRF/6PmYsAoJAwXXXUzZ2OvHGDhJb1pLYsYRwZAA5V/8OkhGkAaMRpBQhb28jWbcXvbsL+/CRCF07IZ5SKRRNBDNDXBVXEueoEWjKfGIfvwGAc+bZ5J80EHuunZ6dPVSeUYkn/2xiW9fT/cyzHCKV3gIdhztJ/+EN6eOZiSixV+7C7LGyMGq4CD2hoOsiWmcIehZhd3pJxBwIsoi30ompgxqzEe70AQLGwgWU/WIOZaP91qXfeybqu+sAEyLbQIBx82WKuxoJbTtgvbEK0mFmmYLNhnPSFGLrVgMmdl8UUWigcpwD+9gJyIOOw9UZJb51A7JNQyiuwv/N7yFIElprK20PPGBF7wUB/9nz8Z50YtazUTC9mj1/+wwjqSMIBvklrWgNW3CMPgn/td8luXcn9pHjsVUdaWTqnXMq0S2bIJlIX0vnqKGo3WGMSARdE9OGnaqqYB80IPWZzsBZ/cWEJb57L7HtNYBVWtf7wRKKbroOU9Opvf1hYvus+1P53fMpOPW4LzzW59Hx+ke0PrsQQZao+M6l+GeMz9puGgaRva0ouR7shUeSiKyxukF4bxv2ohxsue5jjis9axylZ4370rmJssjo7x3bA27AhUMtm4It7fQ/YyD+YflM+lEu7jIXkZYIQy4bfFQT1ZFXVlPz4j60mI5/oIfK2dmEqnjUkX1XQ88s+8rGodFA8qj/P4R1H2RKZOs2d9PTFiO/1IXzKHM9BLtd5oKrvthLqA996MNXQx/x6cN/K5R8H3mzrDKTft+6AOegCoxYnPzTplmRyEmjCOzoIlDXTt60sei9YdSuHgrOnYtSYNWOJ9sDRPa04BlZieL3UHLBDEI1TaAbeIaXkzM5j9Biy4RSzMnBObKa3jXWwkGQJBxVViQ5/8xZ5J5yAoIoIsjW4tU5YQrhJe9jxqKYoh3Lwi7zg2ckshctpmEQqalP/x3ZXkfhty8m8NIzIID/HEtJrueFFzBSZWpqTCS2eRXBmjCmadWxi04HRdddjue4zMJDj4OkGOiqjqFJ6PjwXXAOgqljG3cSgihiqklC77xCdMM6tO5eBNFAdqi4jp/DoTC2IIB7/hVIeYUolYMRPTkEn/0FZiAlh63YcF/1S9RNi1G3WBLauiriPckyB3SXiQRSSQebO4aQ8gvSdCdy5XDk/JrMNRJFZH8OekcTyfXvZBGrw80etZo16DnDUXsiYAqAZhGqlFKV0XMQ25TjKf3NnzBiUSSf37reukr0xbvRDwu0R1d/TOLTFxBJ+bXs34Xn+l8j5pVgdLeC3YFr1BRi767GNAV8pe0YzZuQqiahB4O03vMrjIgVofVN7YfiMaD/DJzHzcJZ3Y/oTuv+2or9VrlVPHrYm3dDyvMHwyC57i2EERNxXnA70p6thGsaMe0D8N12MlrdduTyauRSS1lM0oOE3nsTsEQYJL8f3xnzsp4vpaiY0l/fhxGOIObkEFv6NpFFlhBBMmajtyOfvP4HkG0a9klzsA+owj6giqRURs/STSR3JbBPjlMxqyKthAXgnDgdnnku8z5+F7OeO53oO3uBVK+N5EyTHgBngUG4yep/siSVdQqGS0hjTiRv+mA81bmodZto+82LaHHrp0XbK3B4B4uxbyWHnksz3EXspbvRW/biE8DIKyDSnYOttBB7ZVnWdcg5/xrEttUY0aCVvTQFBDVKmX8ZORdfjtbtI9K7CtQICLWIiR5w5BDbtAZLCl9AwERy2I8oE/IMLGDyA8fT+vg/8OYFcXljhF97BGHh87jmXUfO+VdxTMhWr5Z1SQQ8J87Cf9FF+OefQ3zffmp//SamYWU3vblB1E1L8c6/gn4/uoHQum24RgzEO23ssY8P8LmAjx7oJbplO6bTnyY9AF1LN/1TxMdIqrQ+v8gSEVE1Wp97L4v4mKbJrp88R2DtXgRJZMgvLybvhKPLKpuawZbbnqN3034ERWL0A5eQO+mLzTZjbSEwTJJBlf1v1eKt9lN53vAjPHNM0yTUGMLmteHIP8z0VhAYeMkIBl6SIQSiLDLy2i+Wfi49roBrt55F164gZZMLUNzZ13f4WeWc//fJ1C46iMMn029qAWMv/epGq5fcO46nv7M+/f/PY9LcMlr2WF9g1WNyyS0+utHq/2WY/Ot7fPryR304hD7i04f/MYh2haKzZ2S91vLCCpqf/QyA7lW7Gf/ULWjdPXQuWku8I0rO5JHs/uHjGAkVOcfFiL9+C99xQxj04/PAFPDPGAOGgZKfjxYIkDPzROSiQkSbjcCnGxEVkXh9E/ZSazkm2rKjbEpxCcV33Y+6fx9aHA78/nFsjjjJuB3RJlJ+Tba6mSCKeI8bQWit5YuSM2Uk7uNn4pw4FTDT3kHZSm4CgmmkFpCpVxQZz5Ts2m7Jl4d73uWIS14Dbw45V9yGUp69mIgsXUTkk/fRVeujbBoiekJGa9yNkGocFnLycEybjShnztVM9S5YzqoCcv+hyGXViLnFqAdbUIbNwDnuOOI7NqJEG8jvH8c0BRw5UZJhB2LJQNznXInR3U7u+fMxdR2toxPf3FnIebmEH/8VxsG9SIqAKToRqiai7Vyd0kgD7E5sZfmoTZaKmihriHbLMBV3LvJwS8hAsNmQbIep4iXjkAgiiB7MlGSzIIBgamnuZXQ0Izhc5Nz8K+LPfw8h2gIH3qB4VDI93mjbjVQ1icS++jTpAYhs3YMetwEvYF+xnsLpxXR1BcAQyClrQXI7sQ0ZRXK3Vc6UjCggGIBIbr8OzA3PEt/4PLaL7mf3bxbSvE3B0OsonlLI6F+dSmzNWzjyDOQxZ6N2Z/cN6B0HORrMRBR971rM3GJcJ59NMibS/eo7aAnrnid9J+A983jkIVbPW7Kti5ZH3gLTJLqrEUGRKb32HGKdcfa+tR9vfzeVc8rwnDyH8MdLQBDIOW0ejmEjUKr+gtmyDnrqEKqmo798N2bIIkLK8MmUnTef5rseSJsNK/l++l03Mz1X24jj0c03OZQl05NiViO2WDQEfcf7qdEiesve9L65IxR8Yy/Fe9zoIz6XgsOD+/o/oe5YRnzpK6Bayo2HZNuN/Tss0gOgJYksfJbkbksEwea2kYzYQZZxjDh61Nw7bhgMDWAm4hiqBCQx1S7CLzyA9P2/oh5sRXQ6sQ0clEWc4ls3gaam+L1BoqmV1gf+jGfaZLwnnsDIB29i/+0/QbapOL0RQksWE1mzAffsMyj75iVHncvh0Dq76HjoIesZE2WQZGI1u4jV1OI//1wktwM9Yim7uQcf27QzsHIbHW8vx16aT9l1ZyF7rO8l0aZgxKxraRrQs3YP/uOsc4w1tBNYa90fUzc4+PqqYxKf4M4WejelFBFVnZYF676Q+NQ/u55dv1+GaULScGEkrWVuMphgyLXZWafl3/uMva/sRVREZj4yk8rTq7K2G6pB65pWHPlO8oYfW1jhcHhKXXhKXcfcPuHqAUy4+ouJ27Ew5+bBTL/MmqMr58gszi1/mMLgCQWEexLMvWrQV84k9aEPffjXoI/4/AuwceNGHn30UdavX8/GjRuprq5mwoQJXHzxxVxwwQX/09P7X4VY02GeE4ZJaGcTB/72KqZu/TD2bqpPZ120YJSeVTuJbdpEZJvV+GnGLyDv1OPxnZZdcy67FBJ7rHK05po9KPl+JKdM7+KlSH4fuWedZnn3AJI3h2BrnNCmXeSefzai1o2Sn4vnhBmIDid6KEznsy+TaG7Bd8rJ9L/9KnqXbwZJxDfdit6KjmwVIN9Z8+l84nHQddxTp+CoLCDe9BbxkBMEyL8wuw78EFwz5+OaOf+o2wD0nq6jvm7qGa8WM9iNfrARsV+mVMd1+nVEXv8zGDrOM65HECWwSThmXsKhmeuRKL3/+COCoaX1zZJhB6YhIcgiob/fC2oSuf8QCm79BeJhinJmJACAIJoIQhzPpd9F3T2TxJqFCLKM88TzEBwSRt0naKnm70i7A8fYk/Gedx1GJIqg60eo8glOL8q4uYQWr8VQZWSbiqwHMTQRSUm52OcNILJhK2KwBjHeAqJ1PQRJBkMH2YZUbckr26sGIDidmLFY6rplenESe3bjKQmQX5kxijUDB/DfeAfBDz+g86W3ye3fQfHIJqLdObhyU7V0pkFy01I6dptpxbnerfup+849YIDdG6V8xjK6hRvRDQFJNBEkHaljMWb8EgSHJ3UYHVNLEnn8DoxU5sUx72bwFqMlMgsqZdAolKFTMU0Dfe8K4ruypdqTzc0kti7j9WvbEHrbKOvfRmzLVIbffjmembMxNQ3R6WLHI1vY/Lt1KC6FE/5yMmUF/XBefh/q5vcRXD6UCWciyAql376ergXvIDqdFF1zCXosSfuyvSheO/nTq8mffzKdr34AQN5ZM7OIgjRmHmBitO9BHHgC+mt/xoxZ102uqMaVEiw5GsScQuzTLkD0lxP74O8IkozzrFutbYXZ5WJqS3Pm+tiTuE69GOfY8djKyzkaRLcfz9W/IbFxMfGVS0jHh02Djr89hNpklSf5zj4H35mZ/hfbgEzfj6GJxGqs76H4zl2YokJ4824UnwOH3Iuhyta5B7oILngWqawS07SDAK6h/Y/asB5ZuxYjFEIQATSMpA6IGLpA56uL8OS6kMYMwjlsMEXnHH/Uc0t2BGi4/zkwDMLb61GDUYrOOYmOVxZixBNWwEC2E9wXI/CjZ6m4aib9rj4ZJc+LYJMxk1aQxF5ybFIhKlJWdtdR4j/mWIC6x9dY18wQ06QHoGvDQTiM+ISbw+x9xSJfhmqw9aGtWcTHNE0+uOxDDnxmBQ1O+P3xDL38y318AFq39LD2b3vJKXdy/O3DUFzZyyHTNGna2IPNJVMy/IvL/D6PoxGeQ5BkkdOu/nKD1f/r6MvQ9OHrQh/x+S/izjvvpL6+nh//+Mc8+qhlErlx40buvPNOLrzwQiZMmMCrr75KdXX1lxypDwDFZ02k85MdmKqOq7oIR747TXqAdIPyIdhyXXSmSE8yIVP/t6WEWzUqLj8BUc4smuP7D2Kalm+FIJjE6psIvvMmRsQqW9KDIfIvuYDY7n2ogTAtf30ZgODKLfT/8XXkHJeRUe187hXCqy31r44nn0PK8WGzRYiuW0Woay85889H+JystGvScZQPH05syxYSu3dhyH7yr70Wrb0Nx4TjUUrKMQ2D0IfvE9+5E+fYcXhmnfyl6j2uE2YT37QaIxTHNCVErxffWWdh9rYS70j1TNjsSHnZHiTKsCn4fvSMpWx0DMnvAw89h03PZFIAIgEPomTiiUespnFA27+bjj88QOHtd6B1dCP7c7CfeDHx9/4GpoltxkWIig37yOOwjzwOU9OILl+CEepF1/PBtO6BaEJ43Q7idb9Cb29FLikj/7afIHmzFx0x74m011kLUdOEwgEH8J4wF6O5lkR7mOimEGx6FNmewFXgA11Etqs4T5yLXD4YsWwUot8qd5R8Pkp+8jN63nyXSM1uzHhHpqlZMBGrp6C3pGS9nYVEDhh4yyW8c04hvvFTHHZLVjsZtuH0Z9Z+cvlIJNsaSFXF5fjD6dqNRMhFvKWVmNGOxx/Bmx+0eqYEE6N9L1L/ccSWvULys5dBcUAsk5HSdq4iFBqFmpQtZSxdxNbPanTXVj+DtuZ5ZBMcBSOId0oIioQrvgx14SJmz3VBXLbO70AdiZpytKhOx+NPgKbR21SCqVWSDCbZeN9aymb2Q/SXYDvxKrqffoL4y7fjGD6CvG9ci3v8aIxIEK1pN1vueo/eHa24vRECM8cy6MeX4Js+HlPXseW7szI+giAij80Qedfld5FY9SaC04t95mXE9rfT89lWnANK8E8bedTnXxk+DWX4tKzX5PLBuC68E7VmOVL5UGJbN6PVpcpbPT5yTj39mM/5IUilA3HNG4geNUhuslTZtKQdtTPTkxFZuSKL+DiGjyL/5u+S2LWDxMEeopu3pZ/Lg0+8hhG1sjFUDMRm64BkNHUdoOWxdwjvtnrRCs+eQcUNRwoKyCWfE1JxOjGiCXRNAnR0NQQt9ZT8/PpjnpfWE0p/bxq6SM/y3fQs342kaBxSkFfjGobhxDAEGp9ZxYH3dlB988kM+/VlHFywCluRj8objy5gED8YYPsPnkdAB1GiYNZwqm446ZjzAbAXeVCDcUTRQBDMdPa7/NRsAQlBERBtGXLkKs7O0oQaQmnSA7Dr2dqvRHwSIZWn5y4l3mMF0SLtceY9lJ1xf+mm9ax83CpzPfu3Y5nzw/8bogL/v6BPzroPXxf6iM9/AY899hgAr776atbrEyZMYPHixVx44YUsWLCAuXPnUldXd7RD/J9DZM8B2t5cjZLnoeyyk9JKQoeQM6Y/I+65kGRPhIJZY0AAZ3UZsfoDIImUXj4btStMeOs+/NOG45s8hDavi2RPnEjQDejs//sniIpMxWWZCGjO8eNpeWk1hmb9wCa6YmnSAxDf10Td9+5D6wpgitkfi/CmnQRXb0UP9KB3NGMepi4mAIFFSxBaNgOQ3LML0evFO/eM9BhT00g27sNMJul5+kmrBGnlCnKvugbvGRelx0XXrqH39QXW/HbuQC4sRM5xEV36DoLbi+f0i9LO8KauE/nwNdSGPXhPPxdl0Ajkkor04s7UVES7E72nHceUuYhua7/YxnXEd+3AMWoMzjHZXiafR6xuP7ruwpmTIoe6SG97LoYhYRteikTK3d2E6M69NP7iQWK1DUheN/1/fgue7z8Nuo6Yky0nG3rrBaKfWl4bkk3NmM0LIDoU9HYru6G1HiC2biWek0/Lnld95n0NXeRgbSXtjc1Uf/tsos8dMuI0wRTRo3ZEyUDVJPT1dRTMveXIE1UcdC6tAd0AcnB4o4iSjqFLJMMe3Fc9SNNvnyDaHEP7+B8Unn8KhWcdj5hXQrh+Hw5fFJs7QVddCXZvHPIGEt3pJhERkBU1VSKYzIQwBRMzdwDxmihGyE9uWcobyJGDWDSQ8MoVaEufT8n0hkGU0gtXqf9w2KqjazJ6SvpcTH2G9DpLTEEQoGx4Dcz5HcbWt6ApJQLhixI3XKnMA6h1O+ndsAc0K6Jf1q+V/fVlaKqC7JBRWw8S27QBra2JyEqrZyGyZi1KeRnuqVMIPfxDzGiI/nkigcF5YEhQs4zQigE4h1QSeOQ+jJ5ObEPH4LvudgRZwTQMEhuXYwS7sU88EalsMK7zf0iyfjeR5cupf2IFWtjqIau87XwKTvnqPSvKiOkoI6YDIA8/nujCFzCTCZyzz8NIJAmtWIfosOOdPukLSZD3wluIVY8hub8ez5jJdD7+JHqXlVlV+h3Z6+EcOx7n2PEkm5qJ1e7FjMWQS0tI1AfSY3TTgfvUcwm/9TyCaPVnRZozvkWd768+KvFxjR9P3mWXEdu+HeeoUThGjiK8cjVdby+zsjVwRDDoiPkNLMc7YSjBDbWYRua8dVVCSfXUiQ4nRKzPk6kZJA4GqP3N20xbeDv+SUeKOhyOruW1aMFY6nOs467MQ3Yf3Tj0EMbfN48tv/yAwLY2BMHKYo343jT6z8943CSDST44byFmUkcQBIqnlTDtN9Ozz63Iic1nI9lrBWFyh/q/8H0PIdgUTZMegNYtgaztyaiWJj0Ayx7c3Ud8+tCHfxP0EZ//JAKBAPfff/8XEprHH3+cBQsWUF9fz5133sn999//3zjD//+gxxLs/OE/LPlUQA1EqP7BuVljmh56ja4PLMd4I9hLyUUnM/T3txCuacRekoe9xPKIKDwtE52r/OUt7H/oTThM9jfa2Ek2pDTpAQhuacI7ZBDx3VYZhVLWj/DOlAmfriEoNkxVQ3Q56Pl4XbqnQZI1JEVFFFPRfQOUAj/aYV6Wenem/MxUVdp++xvU/Q2YgoihChi6hCCaJPc3AjPQwxHCm3eh7cv0OwBENm0juWUZspnyPomG8cy/HLWhFq2jjehiS7lL3bMd/7d+mbWYE2QF15zsMsv4ji10P/GQdX2WL6Xgth8jF+QRW7kY0eXBecJpCDY7yR2rSW7+hNzhCp2rXCSidpSSXHr3JdILJ909AClnP3pXG2rchoGDRG0DoqQjJbvpevVtKu44CsmALKNQQxPTfje6KqEMGUZyx/r0dtF7ZIlJ7owxdLyzHCOup0vJ9LhB+6vv4/JLCFoILalYvT9iZlGodxzENIwjHO613lCK9AAIJKM2TNM6bssT75A7awzJ1jCyDJKk0/3RaiJL38NhDwEukhEn+bOq8Yy+CCOu4Ro5jI9m/QXDEMnND2CzJ7EpEbwnnoh6oBn/xDKaPhMIbq1DEIpIhFzkVisoJaVIbb30vLUQrzM9HcTiKpSB4xH9RcSSxfQsfSazTQal0FKhEivGonda7u6ivxT7iFHE6j5OR04toph6RgQBZfg4hK37MhdCUnCV+ZDcTibdOYK23/wHZiKRql46TA79YAPJGhMzGkrtZuD0xoj1WiV60W010LYTo8f6DCZrt5LctQX7qElEP3yV6EfWcxtbvYS8O/5IfPtmAn//MwD5+SLt0SJMQyK4aW+a+GidnfQ8/zR6KEjOGWfhGDKE3qcfIFzTDI5c/BdchOhyox5sxT1pAkpBAd7LvkOipZXI3kZ6H36VZKNlAhnfU0/RtZce8VwdDufEE3BOPAGAou//gNDixYhOJzmnHd03x9R1tEAvRd+8AdHjxt6/H81/fIrwOsvHK3fuCfhOOwnBl09kcw35E8cSf34psTorK+vsX3zU4wqCQM7sk8mZfXL6tbzz5qOU9aP1cYvkF1938ReeiyCJVN91HfH9bdTd8xLxRqt009GvEHe5E1tpAbmnnkjH4i0ceHcbandKalszQP/ygiP3oOy5uwce/VwOh3dQAcWzh9OxsTt1noCR/V4HPm0h1BBMESoTX3UOrpLsjI/iVjj9lVPZ/ngNrkIn477/JUIRKeQP9VIxJZ/mNdZ39bhvZPfzyA6J3H4uelJBg8Ih3q903D78q2BiCv/iYjezr3iuDxb6iM9/EuvXr6e+vp6JEyces5TN7/czYcIENm7cyIIFC/7PE59kZzBNegCi+7Ilh42kmiY9mipR/8RKYkGZ/ldOJ2dcdtTRNAxCNS3IbjvOylLEZHc6So8IxWeMyxpvK8pFdNowYlZk0DmghLIbv0G0Zheyz4ehmvR8ZC24BQGc/TzYyovxHD+NpvueyszREJAFAaW6GsnhwDliKP65x9PZsRftQDOCy4X7hJnp8Ym9u1H3N1hzVk10zar9NnUwZSd6NEb9nb9D6+hGEE08RU7MeAxTtHHg9Q2YRg5uP4gCxFbWkNz1A9CSJOIOot2WGaDbHya+fSvB9xcj5ebhO/tcRJcLU02SqK1B8ueiVFSSbDxskQskG/YSXvABRk8HYKLVb8Vx/KlEXvwdYCIDZReejjhgKnJhEcHv/QUzoYIg4Js+GlfVbLpfeR0hEMA3biIHH3sRlzdqEcK6DSQb9iEXFxPfuBLR6cI+biqCKGIfOAA6azF0EcNVQaytC0E0UzLZTtxzziCxczuOEaNTIhGg9QaJbNiMUlKEa8Qwhj98O93LttD0+JL0+dilTuxKCBSQ7SqJsAtdlZFTUW1NKjyC9AA4qsrxjB9OeNNOwLT8MdMK6QKR1es59FUpCCBJGqIRP+xhFBAnXo69OvOM2twmDimC02VF5RNhN66aTyn/yc+Ri8upf/sx/CWdJEMuHPYEansUtb2XZMvfkHI8hDt8uPJCmKaEb943kSusnoCGW39teaqmFoMYsPubv6H02nPIO+UmxNz+mLEA8qjT0aNJ2nblkdhaha+0C0XWcUydg1xUgTJgMMFPVpKst54JKS+Pgm9cxfxRo9AP1hJZ8gaxRKZPTBB1TENCVDQ8s+agHcz00ADoaqanwTV6JHTsytouOC154+TujKGv0dOJ3tlKfMu69GuSbGBzJElEnfgnZxrpe15+nniNJSjR9cSj5J52PJEdDagRJ4TDdDzyZGpdIxB49wP63X8XyZZ2Gu96EHQdMBFTbSiRzTuOeAY+DzOZJPj6U6gNe3BMPJ7cyy7/wrLT9r89QWS9pYPvn38GjuoBVPzgWqK76pDcLhyVVm9RzrRJ5EyzgjbVVf1pffkjEARKLp79pXNKHmxHUGSUgjy8U8fjmTLOurZfwcxSEASclSUMvvsbHHz5EwRRpPSyWdjyM4GFyhtPwTumml13vYGeUBlw88lILtsXHNWCf3wVw/7jfLpX7MY3YQD5J321zEjZKQOpfWw9am8CxWun/LTs73jfQF/KaCf19yD/UY9TMLaAmQ+deNRtx4IoiXxjySzqlrTiLXVSNjHbdFUUBW5eOIMPfl2D4pQ489ej/6nj96EPffj/F33E5z+J+norDX6I1Nxxxx1HHVddXc3GjRvT4/8vw1Gej3dMFaGtDQAUnT4xa7ugyNiK84gf7CEc9AACDX9fjh5NMug7c7LG7v7Va3R+bC1g8mcMRj/Yib/ARE0q2Atc+MZafQ+maWLEEkgeB0Pvu5aDLy9D7epF8sgYmoF7bOYHrfz736D3k7XEa7ZidjWR7G5CK/XjGFBOfJ+V0pFkHTk/l5LrL8feLyO5W/Tj/0BtaUYuLEJ0ZqKSUn5BuvHD5HMLFEEitnsfWocV9TQNAbP/OHJnjKfuNy+mZJ4hFnLjzokiiXHQkpgmRDrcKSlsiAR9GB98jJnquTGTCXKvvJrOB+9FbbAykv4rbsA5diKhhW+BYWCaoHX1pEmPbNMwGjcRadyUNUVZVnFPGk2idiulU23oug/fORfiHl6FEY/inTgUKb8IpWIA8e2bSW7fQOrCE6vZgfb639Ga6gET5+5NuE86A33HB8gOi4woJ06j681lGClxAefo0XimToXDEoFGLE7zL+9FT6mgFV53Jd4Tp+MfnktykkRgZxi7O07OyCK0BisLIYomOcePoXfdPhI9ITTNTvF3b7Su1446whtrcI8ejGfcMARRpN9PbiTR3IpgqPQsXELP0s3WLRIMbK4osaQXEBBEg9zRXnpWB7CljETF/KJ0n80hjPn5iey9d0HWa2Y8TnzdMjxnXkb1nCihld20hdyIh2WltO4AJd++gc5nXyacSJB/0blp0gMgpSuITETFwNQl0A1an3qLvFOmI4/NlEs1/vIRAusaAC+xsJcBF/XDc9YViHYHRjJJ+NNP02WGgqHjHDUKo2s/iRd/gJAwQCi0zhnwnXoSshRFGXcSSuVwBE8h3V1eFGcSNa6gDJ+Ed9BAbP0rkIwgwTcWASaC3Ylz1lko1dZi2DZ8AlrzHqunyVuEVFCKbeBQ4utXWRNRFArOPw3XsEHkjM+ctxE5zPBW1zCSSQz9SBILVr9eYl8j4c27U6QHQEj1GoFr1JcvzKOfLiK+5hMAIgtfQakchH3IqKOONWLxNOkBCH22krzzz0YQRdwjjmxiD378MeFVq7FXVVJx80WIyrEb4Q+h47nX6XnP6jsqvPpCck+d+ZUIz+dhL8ml6rvZWXYtHMOIJrAV+cmbOohp7/4A0zQtwYKviMKTR1J48sgvH3gY3BU+5i68ku4treSOLsZRkJ3NyR2ex6wnZlP/Wh15o/MZfu2/1sdGdkgMPfPoYhcAZaP8XPPS9GNu78PXhz456z58negjPv9JXHTRRekMzo033njMcYFAAKBP3ABL+nnYfVcT3FyPkufFPag0e7sgMPCua2h8eBHBpQfSr4f3tmeNS/aE06QHoHv5buweL05HEJtdJW+2VR6jBkLs++WjxBsO4hk7mP53fIP4vv2onb3E6/ejdfZS9YNMmYhv+njsBW4O3rce0xAwDIFk8wGqf/NtItv2ohTmYivORbDZEESR4KpNBD5Zg6N/GQUXnY6tf9UR56wUFVNw87cIL19GYu8ejB4N0xQRZJGcE6eDpCAoclru2jWkGueY0Uiut9AjFhkQpUwp2CEcTqJEtxdTzWTP4rU7Se6rS5MegOiqT8kbPxk9KVpBVFMgumkLrgFD0Rt2pqWvLdNVu2XIKNuwT5yN1tZMx59/Dykn+8RyG66B36TnTz9Hb7fuU86V38E/71Tad2y0SgoEAVu/CuKLLdKjuBOYtR8S2rMUtMMMZ3v2U3jxXGJ1B0F2Iyoyhq5jNNWCKCH1G0KioTFNegAi6zdjdrcQ+nAhEiZl08vxX3ozpm4SePjXoKmAiVH7KaU3fR8zdyByjgfZ5yG6p5GGX/4VTJPONz+m8hc346wuJ7hsBaLdhvekEyj55rWI/Inwuu3YnAlyhjlwNHfQ01JALOyEXQF8p51KvLYW99ByCi45F0FRiDa00/1ZDe4hZeSecByjHy5i391/J9kRwe6KYXfHkQqsMiCH0ISRH0QQDRIxO06PlUFy+oOI4Xoq7vrREc8SQPm3LqX5nj8gGEnUuB0tVbomCDqHW82rWz8gtrMGsBaThgbKkHGY4W6wlyHIMlJeXrp3RS625mUcqAFDQ1LA368TEwHB5sZ53BTkftbC0wh2YXbW4T33UoIfr0IuL6Dw6suR/VbJXfeDP009A2AmYzgnnpBepDumnIS5+UVLjtpsQW+uwXX8yYh2B+qBJpwTp6FUZJNIgJx58+l65K+YyQTuSWNRt6/E5kqgJWxgCsgF+agdXSiOBNjc2Cv7o4UzGSsEyD1tJvaKEnJOmnbE8T+PLKIFmJ/7+3AIdhtycRFam/U9Ze9/bEPS+N46up9/AYBkfT2S349/3rxjjgcwkkl6Fn6c/rvn7cXknjoTI56g6c8vE6nZh2/6aMquOwdBOjoZ/DzU3ijRhg703iANv3sFU9UoOP04Kr97HoIsfj5E85VgmibBna0Ikoh3SNFXImb2PCels44tG93/tCr6n1b1n5hNH/63o0/coA9fF/qIz38Sfr//KwkWrF9vlU/1ER8Lok3GP/nYqjuOfsUMvvtKQjc8TWhXKwhQelambjvZ2cvun/0da4V+SCnKxFQNci+dR86YKhLtAfb/9in0hEa8wWqED2/ZQ8/S9aidveljRfdkl+sA2CorkUvKiDd2AAKRmv3ooTDeSdnRxkTTQVr+9BSYJpFNNQh2G4UXnHbE8UzDQI9EsPUfQKJmCzaXiWkISB4XSrGltFb5y28T+HQd9ooSck85AfVgK3kTSoi3dGIbPBxXqYve9z9E9BfhPG0aZncL+UE7XUs2IsgSBVdeQGLNJyR27gBMjJ52QoveQHBYZXMASnk/BEVB8uWiBywSIRcW4r/+NuIblpH44Amrt0kA2+RTUQZPRCosR8zJI7L4tTTpgRSxatyTJj0A8Q2f4b/+Doru+DHxnTU4RozEVjWASEkFRkcjkpIiO7oKkg1SPkLGwV3ouz4mdjAPQ5WJLPsY5+Ay5KClyGWfcS62aeciupwYUetcHMMGE11zqMRNILGvhdiqJSQ3foLisaNHtJSMNiRr1mDm9pCUbHhPmkV0576sWu/IznoCr71GosHyIInXN1B80zUUffM28s/dgxnqRCgeSu9dPyfUaZUFqQ3gHNBIwQVn0P7iQiL3PEH+eaey86cvYcStLNDgX1xE3rSh5J1zGmrtRpzOHuyDZuOYPMs677yRGIkGKkbVk9BzUYRebM4kkk1Dq12FbezRS58c1QMZ+NArJcA5AACDXUlEQVR9aHXr6Xn+MXr254EJ+dPLshaa2s5PyC3vorXWIj7uQpXkuw+gigLuS36EMmwyRd/5Dr3vvYcgy/jPOQcAsd84UByYyTiHsj0kIySXPYt8xb3o7fsJPX4nJOMITg+ldzyAGY9DPARYxEfKLUTbn/putNkR3J70vIyGLaBaJM/QTCLP/RrB6cN53m04jzu6HDOAc+Royh54EDMRJ/zSH9HiERQ7eAoDeK/6KbZhIwj++YeYXV1ACHXrJ+QcfyZ852qiu+rwHjcG95ivVoKltbWQ2LY2/bcyYAj2keOPOV4QRUpv/w697y9GsNvxzzvye+AQ9N5A9t+BwFHHZR1flpF8XvSAZXop51uy0p0LV9K7YgsAXe+twDN6EL5pY770eJG6NrZ+6x/okQSiTcQmWZ/7zkXrKL30ZJT8HGr/tJT2T+vIn1zJ8DvmfKXsz64HPmb/S1bGt/r6aQz+5owv2cNCtDXCrr9vQ1REht84BrvfccSY3n0htJhG3nD/fyrT1Yc+9KEPh9BHfL5GbNy4MZ3xufPOO/+pfSdOnHjU13fu3Mnw4V/sTP2/FeE9BwnvbMY/eRDjH76SwMZGHCU+3NWF6TFtby0nsb8dm0NAS6lTybKO5HZQcMZ04vuaOZCSojYNOFyLWcn34RldTXibVXaYd3JG1cyIxTn44KPEduxCys1N72cmkkS378I3M7vkIdnRnbWAVtuyxRTMZBI9HCL82aeE3nsHAMHmAD1myUHPzCxsnUMG4BxiRT31eIKWe/6AEbYizFKigLzzbiXvvDOzju8FvMdPRN23B0dVId7J3+Xgd64FwaqsUxvqyP/uj4l+ugTRn4d37pkIokjhd75LzxuvoXUFUAYOxTTBOe0UlLJ+JNZ9iJRfin3GuQiHmZ3aR09CePstTM2KJpvxCOFPPs5khgC5wpq/feAg7AMztfp5t/yU6Kfvoq9/FbDIiDJqOlLlaESni/gbv8HQpLTSGEBiXxNySgguue5DnKdcSfnP7yC0cg1KSRHe46fS09FItMOKsMfNYvY91IFpjKJ0YAv5/ePpRunghjpirZbceduLH5B38UUIkoCpm4CJTWwlnCI9ALGa2vT/pZLBxA52EPrHD0mGHCCYSLIOJiTq62j+QzNGPIEoazQ/HEqTHoDA2j10L1lH7VsBVFXB4c9jzgfzMMJhDE2la+EmzIhFFGK2Mryl3YimRQal/kcvqQIIfPgJvR8tx1ZRiu/sG3DtXIyYU4DjtOsA0HrD9C7fCOFifCWbcfoiaLobRbB6rzBNEhuXoAybjK28nMLPZatFfwmOq/6KtvNTEp+8kHnGZavXI7ljpWUiC5ixMOGXHya51+rncZ92Ee655+E99xoExYYRDOA6eT6i47DSz9LBIEqYuo6hSQhCEjPUQfipu/F+7xESe/YiF+RjH3BkoEi028FuxxQVYkEnhi5hcyWxD6jCDHVjdlmBDNOA4NsvE1q8CPe8yyi57qIjjvVFCL3+FEZ3JsusjJuBYPtilTKlqJCCqy6jZ9FSmu/7K47qSgqvOC/LiNVIJAivWAmiCIaB6PHgnTXrS+cjiCLlt99M54J3EW02Ci47J3W8ZNa4Q/5mX4a2RZvRI9bn1kga6DYRWTYQbDKiy07rkloaX7AITHNzAO+QIvpfeGziB5bBadOrmXK//S9v/ErExzRNPrl6EYFdVrlvz/ZOZj1zRtaYLY/sZMVPrD6w0TcMZcb9x/Z66sO/D8y+4rQ+fE3oIz5fI+69914A5syZw5w5c75k9P9dGJpOaPt+dvzgaTBMJJedsX+/hfzpmQW0EU9S96vnCG6wFrGiaKLYVUounIkgy+TNHIOS66X3s8MEEwRw9C9B6w3jqCrFOaCEQXdfS3DDbmSvC/fIqvTQ4PLVxHZYCzitu4e0ipUo4hiYGXcI7pGDsVeWk2hsQbAp+OdkiFGyqZHOB3+HEQmnzSjBIkO5V9+ArawMpfLI8g5T19n3878ihDNlNYmmFiK7W3ANLEWQRIKrNtD5whvIDhOb2gBAZMkb5P/gHpzjJhDfai0+HGMnYutXhe1yy9/DNAwS++oRnE60zl6SzS0km1rQOjoouukG5MrhyJXZhFrraKPrtbeJByVyzriS+PtPWX1IukRix1YKv/9zop99iCnacRyfiXIbySSRdZsQbAruiePwzLsctaqKxNp3EXOLcZ56PYLTg6klETx5iKHDhCkA2e8AUr06xVbZk628lPwLz0m/R+5l30ApK8eIxTjwfBOmYY0/WFdO7gg3oq8Y56hh9DzxHpAqB0tGaXzobfqPOUCiV8HmjiPu68AxdDzxWktRzz0+EzGP7a6n+ffPYep2ZEcMu9OW7okRnW6Mrij+8g68Rb0kYwcJNY/GiFuZLVvTe7g8AXJLhhHq8uFzhth5/T3keA8gu2RIZhapals323eMpHiCjX6XTcE2wSLFppoEQ0ePq4RXr8c0TDqfe916xpoP0rV0O+T3Z8h914FkR4/F2ffTP5M8aMkk5884ldyJlllr+Ll7rWwbIH3O7FOPxlDbO7FXlCHIEmJuObbpl4Izj+TylxA8uTjm3mDtW1KVeV5NUOsyRDH66SLcc89D9PrIufToin5iYX+cl/8GdetHGOsy5VuGptJ+/31onVYAIe/qa/Acf8JRj6EahajxBuseBRXCW3YTXLkJI1iA29OJlpQRBBUz1EXoxYeQK4cSb+5C9jpxDT5SjvrzMMLWsyQIoCZkup57mcC7H1J44404Bg085n6xXXvpeMbq64rvbcSIJfGfciLOwdYzHFyyhPjWLelmA9uoSdjKyo51uCw4BlZSceet6b/jjQcJLF2bbv73jBvylbI9AIKcXQ7nHV2FaKqUXDoL2eNEC8WztmuhBF8GQRJx9csl0mARGHdl3pfsYcFQjTTpAeje1nHEmM0PZcqatz1Ry9RfTjzCbLQPfehDH74q+r49viYsWbKEBQsWUF1dfYTPz1fBhg0bjvr6sTJB/xuhRxPU/vIFghvrkfN96Si9Hk3Qu6EOx7yJ9K7fRc+yLRiqkSY9ICC67BScNonyq0/JUurKmTqGjtc/Qg9GkD1OSq+ZR/MDTxHfsYv6H/yOAfd+D/+0I5tws6SgBfDOOh7Rbsc9aQx6UiDa0IarqpjI5q2ozQdwHzeRAff+gFjdfmwlhci+jNxpeMn76R4BIxrmEImSC4twHzcF4RjNzPF9B4jtacbmlJBTpWGh/Uk6vvU3vGMGMPAn59P6lyfBBMkTw3RCqCsHNaGgPf8uZd+5hfiW9QiiiGNcthlf198fJbZ+LaZJ2v8FIL57D0eDdqCRrj/8DMHQsOsCLWtLyRkyBLG7HkE0UUoLUDu7aV9ShxGL0/VZPZW/uQPZn0Prnx4htt0qVcuZcxKFV12KMvJ4lJFWKZNpmoRXfEZiTy22QfNJbl6MaAuihq3MgPeSG2HfWhAlHDMzktymaRLduRe9N4xnwki8p5yBaZpIbzxOmihJJl2b4xh6C+5uFzaPTqI3JXmtSphJDcXvQlGs3hbRW0LpNd+i++0P6VmxncDOXtx7mnAN7kfXgvcwdYvpqDEnh1fYaIabwnMn4Nj3DwBszgSD5vYSLz0P1j2Dy2kt5gaOrqN5+wBrER2EsObDr3Slyv2sexzs8iECHRuTGL4ehk4USNasJfzKg5hJlWBPBXo4hiDqePIjiJJBIuIgGVeI7e+g+U/PkqyrxRTsGHEtPcdoq0nJbRYBcZz1LbSdK5BKqnCcaF1TIxYj0dTCgd8/ghGJYq+soOLn30d0WKVGtvGnYht/atZzoQybgvOcb6PVb0UeMpHwOwvQu6xgw6H+pfT9Mgz0znak3DwEJaMOJvUbidRvJMn2AEbDRjBBTeagBTJZ08jqVcckPnossxA3dZMDf30uJUeuIOaNRtH2gqmmn5mGX/+DWIM1x7Jrz6LwnC8213SfcTG9T/wO0zRR4zbAQO/qovvllyn76U+OuZ/WG0y9pyUb3rN0Az1LN1B89TnknzkTtdU6P0GARNxGz7s76Fj1Wyq/fW6WkMNXQftL76N19ljPpADlN5yDaP9ykYTWdzbQ8sIKACSXnepvn0rxvEzmO94R4sA7WzOEamAB5ed8NUWz8X88j/onVoEoMOimo9+7z0OySfSfV83+96wsfNW5R16HnEoPkQOWrLS72Ilk/2p9TH3434s+cYM+fJ3oIz5fE2666Sb8fj+LFy/G7/f/T0/n/0t0fLiZ4EbrB8/qvbF+0ARJxDOiglhDK3V3PWUpohlwuJdI2ZVzKT7nyJ4AW1Eeg/70Q1oefI5IzV5aH1+AmTikdqYSWrcdR+WRUVbP8VNof+k9iPaiqTJCXjmF557E/kcW0vqatVDwjS5C6bIW9D1vL6T/A79GsDvZ95unMWIJSq88nZzjRiB6DvN8EMB30SXoHd04Ro0GOfORUzu6MFUNW1kxautBkru3IrssHxktaWB6Coinoq+hrfsILFqSKj0S0JIyWlImniIL3Z/twX/qfjzHHalCpPf2Eluf6VkQbDJmMtVjoxoYiSSi3Yapa4RefpTE9nUIHj+CkTI3lEwUW4yOjTYkdyXF1Qegcx+RF3+PZHpBktED3dT/+I+4Rw4iniI9AJF1myi8KtszJbpmFT3P/B3ZrqEKgGwnHnaDCTafiOySUebffEQtf/c7H9P+3FsAOIdUUXn3bdT9/h2idQcBAVuuE6etK+WTZBDZsoeyW67kwGNvocdMkjE73nGDcV96PbEPniHYaKAUTMctSbQtriHZGgAC7PvtC4x8/E6ymA5mShXMes07aSSFF8wh9MfnQbOeL0exh/xLTiDQ8CRmKmlnCkrWYQxdsK7n8BHYqoaw99ntmGbGSDew1so8Rd9/DpIJ9KScloB3eGJIKc8jhydOT1sudncUT+xTxH4msaCDoFqY9iRyj7Z66QIvP030M0s22X/Z8QiyQnjFcrqffQZ0AyEpAjKJxmYiW2vwTrYWwlogQGjZckSXC+9JJyDabJiaRjzohPwpOIdOwuMoIvbpOwhOB57TrJIyU9PRo1G6H/49auM+xBw/hd//MXJRSdb99F79c2JrPkHraidv5CTa/vBHzJS6n73q2A3vvlPmEK/Ziamq2AYMJFmTMdEyXUUoQ6tQNyyyrmOvl1hnJgvctXjNlxIfx8jxiD+4n8jaVcQXLflSg9BDcI8bhX1gJfG9jWnFRYDAx2vIP3MmOWecSmjFKkRBI9zjwTRNkq3dNP75dUb/458rhSYV7Ek/W19R1KBj8db0PkYsgXtItsBMw1NrCO5o5ZCFyrAfzsae5/5Kx3b3z2P03V8s1HA0TH/wZAacNxhRkSg54UiVtTmPnMDquzeixXUm/XAM4lc81z7870ZfqVsfvi78WxOfjRs30t3d/eUDvwTV1dX/lDjB3Llz6e7uZsOGDX2iBl8AQcnOshSdORHJaSfvhOG4BxTTvWxzpsdAAHt5PloginfcQApPO7aje3xPI9HttQiA2t7F4X0+zkFHV1zSuoNEDuqAVZrW88kmCufPoPXNVekxwe2t5KfWCWYiQaK+kZbnlhLdbfWIND7wPCOf+w9y5p2NHgyiHWzBfeIsYrWNhFesgvc/xn/OWeSecxaBD5fR/o9XAPDOOA69ZiWmquLJETBHTMBWVU28WyX2boqwSCL20jwc3hjxkBNdlawIeyCUOe+99XhGH+myLrpciG63VXongOD2oUd7rJ+VnjDRbTV4Jo0jsWU18Q2fWecXb826bmrc6nHQIyqRNhlfKrhvcyURsBb+amI/gaXduEp9GEFLRMIxNDMf0zSJfPgG0U8/RLJpmUWblkB2OHGW2pDVA0SfvQvHrEuxHXcaWlsLSkU1gs1O7/KMsWlsdwPxxlZa39lsnZNgImld5B+Xg7qvE1kxMAWJg88vJ9pjt7JkPjfVPzgN0e6krb4/oc17YMMyIvt60HojmWchEKb7vSVEt+0EQLBJJHU/0S4NSdEwdAlzfRs5M0I4z7uDxGcvITi9OE+/BVMziJadR3z9J/j7xSm8+ga0JU20v7ESQTDw5gURbDbyLr8KOS+fCaeeyrZv/53Ibksowj/JKqUS7JaDqSRrCJKBqYtZ9wNAzs0jr7wdUbM+I86cOKo7B+/041Fyc/CdOAkjGrFIj3UDCC1+F9e0Ewm8/lo64yQpOrouAQJKntU4bxoGrff9Hr2zBXd+iMCyv+E88Rx6auKE11iS5z3vfUSi2SIVhVeeh5RXRGhzLU2/fwYjGsfhjuD0gBEMEPlsKb7zswmwIAi4pmZ6XIp/eCfhT5chFxTgnX3s0mDn8OFU/O4+ep97jMTOzcjuArSIDpKIf+4JeCaMIlg+mER9IyVTJhH77QtoPdbnxFn11UrLbBX9sFX0Q8oromfBa0huN3mXfLFRqGi30f/u20k0HaTx7ofRey326xhQAYC9tITS/7iL7sWr4e31kAo+mIerHH5FFF9+Bsm2LtT2LgrOORl7aeGX7wR4hpQS3NIIgOR14CjLzR6QyrqnZc7/G3QERFmkfPaRSn6H4O3nYe7j/5xPTx/60Ic+HAv/tsRn48aN/7KysOrq6q+k4AaWiMH69ev7SM9XQOHcsQQ31RNYtwf/pEEM+NbpWc3AOeMHoxT4UDt7ERWJqtvOxzPq2JHgo0IA79SxyF437jFD8Yw7ujCEkudD9nnQUosV58AyEAUUj4Laa5XWSHJmgWIiYK+uTEtOg9VcbGo6kstN/nU3W68lk3Q8+VJ6TGjpMnLPOYvutxdnXvtsHQ6vmm4+zxlZjP/cM9CjCQRBIH6gi+L5U3GPqyT2wQsozgCYAs65p5N4YzNaVy+yohJd+BJBp36Eu7wRCSOIBqJkgihiHz6cYPvq9HY51285zzcd9owLYB8zFS0SIRlWSNR0pTdJjkwkTnQ601F6xa4hSgbK4JG4+uch2Gz45mSi68maTUTet3ogRAk4LCpuqDrJtl7kVGtAbO0HhJcswkzEkApK8H/71zgHVpJoaEnN2YdSnIdkBz0B3rxeiitbMTsFTMUiaYKpI6ttgNuSM87fR/ThWzBNgdDmoen3Dm7cTekVp9LyhCVCUXrFKXS/tiBdRoSmY5d6SMhOknE7IBDa3sTee19nzGPfRBmSabauvfdtWt/dCvjpbHYyZJqBS91O8YADCIKJraKc3KtuQvTk0Lv4feREE8O+N4nuGhVBlig8dRwA7nNvIvLmY5iJOKXnnEO8LYZoA33bxxg9XbhOPouiuecSfPq3JGtaU88klFx1Hq4xh5UmKTYElxszahE7Kde6wKLLhRG0SrMEux1H5UByTpiKY1BKZKM3iNrahisvmlbki3/6OpH9mcBBsvlg2muq69X3yDtjFm3Pv4eR+kzEw07srjiiaCJ6M0aZh8MIBQi99ghGZyuO488g7/Irjjru89D270Wt3YwogtvTiTztBHxnX4ityFLF8M2cDilBkoG/uomOtz9D8jgpvvDLjUIhJc38zutE16zEPXoIeVddl+XPdSwIooijspyqu75F18JlyF4P+eceJmTSr4Tya8/BUdmf/X97C0ES6PfN+V9pTofDXlbIoAe+/0/vV3njHJRcN4n2ICXzJyK7sxXUqq6eQmD7AcK72yk7ewy5E768J6oPffg60Cdn3YevC/+2xGfChAmY5n9vqvSxxx7jscce6yM9XxGiTWHwz46tuCTnuBn+0G2Et+/DWVWCvTT/Kx3XM2EEvpmTCa7YiHNQJaU3XIic4/nCfUS7wsB7bqLz3RXIfg9F589CEATKzx7JwVdXAuDOiaCbdhBFCq+8ECknh5IrT2f/H17EVDVKLj0FyZmt/iTIMnJRIVq71bSrlFsRZ9Flh0NcQsj+ircPsWR3JZedym9nFkXJulqMaJJDzfpGUy2Df/ctDtzxw7R8c2TFZ+ScdjqmaRJ6ZwHRVZ9mLXwxDGy5NnxzZ5LYtx/vjKk4BlYRevEvxDcuPzQhlOrhSGWVxN57FQEoP76aQFeplW07qYrEphXIpf2I1dYTW2tdH9MElz9C7onjskQCDkE70JB9bfyFaJ2dGLqIoYmIeS7AmqeJEzNh9UTona0ktq6l+JrzUArz0IIh8k6dgexyMOQ702h64gMKyjsQRI74tXQNHUBvRweCoOMvPtRjYeLMTRLrsfpOnDlJCk+fRO7McdaC9/0laS+gdHmlblBc3U7Trv7pYnE1EMl6r/iKt+n8cANgkfdYW4z9v3uWnMJebA5rYoLDgZhXTM1NvyXRFkKUdPqN+YDC63+GVDkaQUwJPJRV47vlvvSxnaYJpolweobUxpa9gbprLSAguHPwzLsKx2GkR29vRGuswX/J5URXrkRwOsk518q65F97PT0vvgCGgf/Ci3AMzRBBAMmXg726CgJbs153Dq4kWmMRZEFR0iWTUqrHTbTbDjuIhFLRD8fAQXhmzeVoiHzwEupOS5Aj8uYT2AaNQir88qzM53vyHCW5adIDVsYq+PYCEjXbsI8YTcUtF2T1An4ZEnt2EVpkEWG9u4tQSSm+sy/4kr0ysPcroeymo2eIwhu3Efn4Qwom5FF0zSXYy4qPOu7rgGiTqbj82GprjuIcpj77jayyzj70oQ99+HfCvy3x+e/GkiVLuP/++49JepYsWdKn7PafgOx1HSFGYJomalcI2e9GlA8z9dQMkAQESaL81sspv/Xyf+q9nJUl9Lv1fOtYhkF4VxPuKZMpi/USr6vHfdwJ+M+djyCK6UWBf/oYvBOGgmYgeZxHHFMQRUq+/x0C772PoCjknm3JUhecfwptf30S0wTFoeKeOhUprwD74CE4Rx69mVguKUdwujBjVk+IMnAIsi8HJd+f9uZRKqyymmTdbsIfWgs3M9jL4WVStor++Kdk+qNMwyCxeYVVMiYBNju5t/6Sjnt+kHnzrnqG3HMHotta4NoGDCWyYhlqWyuiLw+9pxvTFBAFE3VfLXyO+EQ/fIH40tdBkMEUkfIKcM8+g/DrT4GpYe9XSu61N6OuX4Rgc2LYcokufDG9f/vTr1DoKaHgvFOyjpt/1il4hlXQ+cf7UtfbRLIlEfL6YxtQjf+iSym8ycA0DeJ//xaJzjiyXaVoeITgviAI4PGHSe5Yh338DCJbdxB478PUzSOrI1axJyg+zknb2hiIAhVXZ8q01EAvsQ+ewpNbRaDNyqrYnXGKqg+ga3bL7ynoJr5epetnT5Bos0qvDF0icCAX5ZlfIuQU4L7iriNU19T9e+l9+o8Y4SDuUy7APftsAOLL30ndMxMSQezjMvdUO7CHyN/vBEMHWcF/wx+QiqzovR4OoxQVUfKTn3IsCKJI/umTib6z0SKTkoLjpPPwTTubnvc/Rm9vwTlsMIFPLWJUeMW5AJTdcD4tf30JPRyl6LIz8J/wJTLIsWzyaMSjfLljDNiGjsY1Yy6x9StQ+lfjPjm7tyS2bhXhD9+zrl/zfpTSclxTjuwJPOa8EocJKBgCPR9toOv9dfhmzyDv/HlfmRQk2rpJtvbgHlFpmfPG47T+5UnMpFUe2vHUy1T85DtfeV5ZczRNmh9fSOf763BWlTDwp5eh5B89s/Z5aJEEvVuacVXl4yzzH7G9j/T04X8SJulk8r/umH0tQ31IoY/4/AuwceNGbrrpJhYvXnzMTM/999/fR3z+BTCSGrU/e47eDXXYCnMY/rtrcPYrYN8jH9H04irsBTlUXjWZ8Kad2ItzKfvGaUguB/HmTg4uWIHktFN22UnI3iNJCljSvqLdRsMf36BrsRWJrrj+NMp+eQWxA91gWouCSG0jLY9YfRKl156Nd9yxTVmVkmIKr/tG+u/kgTaU8v4UnDeHyKrl2PoPJffiyxHdX5KVcnvI//4viK35DLmgGOe0kyxvnu/dTmjJh4guFzmnWwtAU83IJQsC2IaNRHR7sA0cinNytgCCIIrI5QPQmi2hCaW/1ZcjF5Wid1hlVGKOH8HhRO2NIogCRm8nPc9ZimamSVbZmvQ5MQ/TNNOLdNmugeIg7yd/oPuPPzlktgRdjUjePJSzvkliXwPBt96FnEqMjhbUhIIeNwm8vRDXqGwjWQDbICs7pR1sQJQM7MOGkf+tn5Gsq6XrvjsxYhHcc8+hbd9A1PYAgixQdvYQvMGMnLLgsq69Gc+W7nUOyCfZchBdk0jEbZSc3p+KO85GkEQUn1X6ZBoGnYvWICck+o1owO6KEQ+5KKpsRRRBtCUw8wcR2qcCSZK9TWT5S9lTCmTBThIrXsd1znez5hB+9wWMgJUeDL/3ImpnL7H1axCQUCQQRBD9han6QQva7vVg6JgmmAmN4MN3IJUOgLJJ9L77HggCuZdeiXvGSZiJJILddsRiN77sFQTTAMG6hwmtmOSKNbBzIWKgg0TdEoouvw372GmA5SujFOUy8LffO+IeHQ1q3XbU+oxUsX38CcjlXy1TLogiORd8g5wLvnHU7Xo4lP13KPiVjnsIjhGjcIweR3zbZnQxB7XL2r/7jUW4J4zGUX3snpRD6F1fS93dT4Fu4BxYztDf34KRVNOkxzSgY2MPrRf/gYJZo6i8ae4/RTgiOxppf93K0kZqGjn48if0v+XLy+a0cJx1V/+DWHMAQZEY9+AlR5S01T+3mb1PbsBZ6mXC/afirvB95Xn1oQ996MP/z+gjPv9F1NfXc8MNN3wh6enDvw696/fSu8EqtUl2BGl9YzUl506j6Tmr3CrR1kvdn97H6bL6DEzDpN/NZ7PzzqdItgUAiB/oYsh/ZGeDTNOk9dGXCHy8CsnnJbjfCg+Jks7Bp99l718/wdTBNaCQsX+7huYHXyTRYpWvNT7wLP65J9G7Zhc54wZScd0pYJqora3IRUWItkz5T8dLbxB4Z7HVc3LWqZTe8weS7d3pZnbTMAht3otpQs64QQifUzBSSspRzr4EsPqH4jt3IObkkHdl9gLQPnQEzolTiW1YjVxciv/Sa5ALjt0AnXPNncQ+fRdECeeJVlbKd+mNhBa9hhmP4p59FgdfW0vDo1Y2pN9F47Ja7W2VlZg6JMLQ/mkTYkUT7iFW5kIQBMTcIoyOFgQBpMISBFlG9OSQ7pqy2TF1E1PTaP3jXzCCoVSELqMoJXqOri4Vqetk50I7kjQYuytGtdcicKG3X8QIBgAIv/cqWkceIGJqJtFQLt5Js9Aad2MbMw1lyDgA3ONH4xo9gui2GpTCfByTZ9D2yBJAgC4/LgaTqxh0PfpXko0NuCZPpXWjRnBrAwhDKR+6n/zyLsz8ImjL9ITZRx8HK1amrge4hvZDlC2lNq+2M632JtiOQsgPK9EyTZHIso/Sf0vlVTgGlOA8+aKsRbPcfwRpCmeIYCTR99ei7mkE08pABd5YQM9Ha0jUN+AcPoTS738zLWUNIDjcmL1WeWBvay7q05Ysv80Zx+6RSUZtqM88ga30bcRhMzj4wieYqk7xFWdScPYsTN044vk9HOEFD0MsQ1DkcXO+Uje9aRh0vvQm0a07cY8dSf7F87PK2PTeANF1K61jmSZyUck/le0BECSZgltuw4hGaH96AeryjCriVxUj6Hx/TVphL1bXQmTXfryjq8mdN4ee95YQi3uIBQyglwMvr8A3rorcqccOoHwe5ufU5kz9q3VF9KxvJNYcsPZRdVoXbssiPtGWINvvXQZAvC1Mze+Xc9wf/3m1tj704b8Co0/VrQ9fE/qIz38BgUCAuXPncueddxIIBNi4MeNcfbia3KuvvtpHir4AWjiO5LAdYax3NEify9TIXgeC/LnimMNy2onWLvRIPE16AKJ1rUccN9HQTOBjS8FNC4QQ7T6MhIYka8RjDszUWie6r4PuFbuzvES0sMrB55da2/cexFboRV37PmpbG1Kun9If/wg5L5eDDz5BZP2W1BwtVazuz2pIHujAVlpA9T3fpuXZJXQuWgNA/imTqLotu68guqeR5j8+gxGJ4S03MFIeKr4LL8U5ZgJaZxf2QdWINoXca27Bf/n1oCgIgkBiXyNGLIZj6OCsHgkA0evHPe+K1OUzUffXYWoqOed/A0EUMQ2Dxr8/nVZ9OriolqoThpCs243ocpF7xdU0PvIhoe11QC2RPS2Mfvon6XvjvfwOokteRBBEnHOtPpOci24g9No/UDvaCe+LEbjlZ+SffzpGMGMgKXo9SP5cpFwfBZcfvWdi/0vr0VUFXYVk3EY4GCMv0IOpHnuBaisrwXPmJUe8LigKJd/7Jnt//DA9u/bTvXsxh8uoh7fVIQcbSey2jDsjny0jcSAfcIAp0Nk5lPKTJpJ/+nSCzz2Iuq8W+5jJeE89HdcHu4nu60QQDPwj8ym57hKiNbs58NsmjISKZ6AH70lHnqP7tIsJHGiBZAzHuBlEPv00vU23F+M651sAqD0hlFyrFFGuHovzsl+Q2LQMbevy9PjDlRR1w4Za3wBAbOduQqvX45uZ8V9xnfdtYu8+hplMotZnnvdE1EGoOwcQELoMchPN0PQqZsIPQOtz7xHYvJ/eNTvxjKxi4C+uQvYeKQxgHFZOlog4CD/wR+SiIoq+desXGnuGlq8l8J5F/hL7D6DFVXwzp+FMqaf1vv4yenND6oTBNmUO0jHEFb4Msbr9hDdl+pxyZk7HMajqS/czTTOrDFeQROzFloJawWXn4p83h+bnVxB5NaMaqUeT/9TcPKOqKDh9Mp0frMNZWUzJRV8s030Irsp8EIX0Z9k9oCBru57Qsv42Ev+86lwf+vBfRZ+4QR++LvQRn/8CZs+eTX19PTfddNOXjn300Uf/G2b0vwumabLn/ndpfXczSp6H0Q9cgmdIKc2vbWLPXz5B9tgZdNN0IltrkbwuKr4xG++o/pRddhIH31yPkuul4JQJ/6+9+46Oq7oWOPy7d/qMRr0XS5Z7xZZsDJhum95jU0MJSTCBkIQkD4f0kOQRO48UAkkwJIQSiAud0Gy6KcYV3JtcZatrpOnl3vv+uNLIYxWbxMZG7G8t1hpp7hydGY3F2bP32QdnUSaVt05l9z/fx1GQjtMbJ7JlJ1hU8s4/EWu6m6zJI2h9z2xPnHdOVbe5KI6upgSKAjknlJPQ3QSXr0RVU/8E2/PTKbr+AvbcPx80g/QJY2h+q+vsmtD6LVBvBiRaq4/Ae+/hGDy8K+jp2DxiODzE9ppZo9i+JlrfWkbzGys7XhtoeGkVbav3UDR9MvkXTDRr+mf/lXhrBFXViNRGSMRd2J0xmp9YgP7o0+b8ykoo+dksVLsdpSPb5HvpVVrmmfe7q8dR+K1v9Pp7Cby8gNCiZwFwTjod72U3ENu1E6vbQrxzM7tdIW3KVKxXm22ZVaeLaH1rcoyEL4AejWGxdrRlzi/Be/X3k/frgTawWMm86Qds/87PiAejgE7z06+QdcZkAu+aZydlXXIh6VNO73WuAPb9zhkpLK/DlvCx74ffxTXpFLSdO1EUg7DfRTxuxdBVvNXDyT639w3egXXbCW7cvxzNoPN3ljG6BK1xd+oD9ktSZJ02nvzLzzFvf+Mnye+H1qzBGd6EPU8BxSD8/lsYN8ygecGL6NEEoBDYFkSL6KgHJLbq5r1FYIMdsONxhfFOmkx46Xsk4hZa36+ldfM9aG0taGHIu+R0im+8kPCuBrb86g1i9T6yRk4gy70SS24Raadejb7odVBVrGXDaP334uTPUfc7ZBTMBgvem8y9U+2tvye80TxjSM3Kg32dh3WqxCIOHN6uxbKhWGlbuqHjtdxB44sfUHRV925qrjMvJ/T8Q2gJhXjYARgk6uvxPf88+Tff3OvvR/MHOn42JOIWWl5aQstLSyi5/QYyThpPvNn80ElRINTupvGB19n3zCoq7rga9+DSXsftSdOTT2OEOjo3WhRyr7nskJok7HvkJXxLVgMK1iwvFd+9Ant+V+voaFOQliXrkvvIMiYMIvvkYb0N1yNFVSn/9qUMuO3iT9W4wTMwl7H/N526l9fiHVJA2ZWpRwN4K7OpvG48NY+twpnnYditk3oZSQghPn8k8PkPzZ07NyXDczCS8ekuuLWeuhdXAxBvCbDrkSUMvfMiNv12MYamowVjbPzNK7hdgY5r/Az9+dW0rtxNzBcj5mtm86+eZcwfrqPkihMovcrca2BoOnv++gwtiz+i9v4FWL0uhvz0SvY++TaNL35Iy6JleEeUkF7dVVbiKM6n4IbLaPn3W9gKcym+eTq27EyaXxnI3n+8CA4DS3Y+hRdWkzm+AqjAO344ilXB0CC4vYnIzgYcRdlknzyClm3vJ8e2ZmWhulPbxtoK8kk77VTqHnmx67oML+5BxQTX70TXVAxdIbKnie1/eI6MCYNR9SC6PwBYScQtRFsyAAOHK4auda2+Y7triWzcgntsV1OI9rfMT/0NAwIffcLOO35J+pknk3VO1wZ9AP9LzxB87dlkxVH4w7cILFuLHvBTkAfNiRw0JY2c9E20/X0N7tPOImP6tbQt34ihdX0ynHvuJCyenvdRhZe+QeCpB8EwcJ15iZl9UnQwFBSbhbTxg0g/41TUtDRs+Qc/n6TihhOINQcIbqkl02MuuDEM4ju2YFSeRvvSj9ENlXDAha0gn7JvX9Ut47U/e056ckGqKKCqGjZnjIx8H/FX/4x19CnEIjZsjjjhgAtLXgnpmek4S3Mou6Hndsn+xWaGQrV0nJPicYOqppSWYVF7zHoG12zuur1uKwN++nualrcRqTUPbtXrW8gpbcQAmp5/g7zLTmffE28SqzMD0dZ1AQr++Ds8w8pQFAVXVceenFiMeIuP8PrNeMaPIe2Entv/G4ZB4W1fwf/BShSrFcWTzu7/e7TzXmwe8Jx7OeHXN6FHY7jHjWHf/K6sVG+vtfvks1BLBhFaupTwov32W6l9tzfwnjyJtjffJ1rbwP5RZ9s7y8k4aTzecy6m+b7NKIqOv8UL6ET3NlH70AsM+U3vAX9PFFtHe33FLH871ACj9e2u86X0tnbcQ1MbVuz+2yJi9T5z9goM+u6FKa38P9UcP0XQ0yn3pMHkntT9zK9Oo2edyohvn4Rqt6Co0uhAfLYMDv8BplI4JzpJ4PMfuummm7jpppuO9jQ+1yzO1P/Rq66OT5z3+//s/nXrkT3mfgP/xr3J77Wvq+W9qf+LoyiTUbOvwjMwj4Q/SMurZglJrDXI1rueIOvMKlpfX4HWHkIDdvz+acY+/oOUn5993ulkn3d618/WdTLPrCa09EPCG7dicYTIOd7sqFX3j2do+fc7WNLTKJv1VUb/9ZtE97ViL8hEsVowgq2EVn2Mc/gw0k6ejKKq5F59KW1vvIe9tIiCr1+D6nYRb20n+MlW0sYPJ/PUatLGDadu4ds0v7OR6D5fci5aOIY1y4MrI0yw1YOe2O+f7oF/0VUVW0FqwGAvLSZR34Chq+an9LV1ND22ENeQSpyDzI3aieZG/C89g2oxsxIAhjMTvbWr9Cwrv5XWBgWHK4ZhgP+tNwl+tIz2vRYSPvP36RpYRNmtl9KT0IdLCDz9N5SOcsTg689hCThIy9LRdQVF9ROcdy/WimFk3HxXj2McyOq2M/In56H5/dT9ZHmyI5fWuJfsKWdS+NUZGBYrsfo27F4DJbAPI72y1wWjs6yA8u9eSdMrS9EDARQSZGbuQImYpUiJte+ijLyIutfXojpsDL79XDKP7/vTemte6u8j76s3oCgKeddPR49EiDc24XQ20fbbb+A++2pcp1yQvNZbNYr2D8xDQ9OqRqIoCp7Rg4js6mg8YU2gWjUUBVyZcVS7DcWW+qfd4uzevEC12ym85at9zlsPh2j7+2wSOzZhGzic9BvvQHW64Q6V0LptpI0bRtpxQ1CsNtLPOg8AQ9OItQRofW8daaMqyLvghF7Hdw4chHPgIFRPOu2vvYY1P5/MSy/p+7XM8FI++0dEanaz4+f3YcTM5hCuQWZw4R49Ev7nLlrfXAa7u86r+k+6OuXfcCX1DzyKHg6Te8UlqE7HwR8EuIcNoK3JB4CjNB+L+4A29x3BRPKg0GMwuLA4ZXkghOh/5C+bOGpcZTkM+s7Z1M5birMki4Ezz8Ca5mDY/0xj6/1vY01zkFHhILTObGZQcJFZcpE/bSz1/zYXgp2rmeg+HzV/Xox/Z4hIfTtOixu3J0Q8aoNomPqFS7DYVeJxC7quQqjvuvWGp16nYd6rWFxOlEgLqgpaewDfq2+Tef5UWl40N/9qbX4a579C+Y9vxlnaVSufed65ZJ53bscUDRItPjLPPoOs87s6+7U+8xyRd1/CarPhHT0VxaIS3bqV2LI3SbPrKNkeIi2Qd241rop8c6H89a/iXPQS0aiblpUtgEIokom3REWPaliLSsg8dxq2gvyU55N343W05uQQXL0+WV4HXWVDQHIVpmsqiqFjyc7Be+YltP7zseQlhqFgz3QkrwMd3d+OJw0ibbmYzQO0HrtTae1ttD7+N6x23WybDegxBYvVDG5V1UDTVAwDYlu30PyLW3BOOBXP+VcetNtVZOtWmu+dgxGPoigGKAaKqtPwj3lYMl6FqB97YR7W4EYU1cA2chJpV/9Pr+Nmn1FF9hlVyd9f6x9+SGJPW8fXkFmeoPjx/8Ga5ko5BNKIRTHiUVRP6p6SrC9dBoZBoqkJ75QzcY8da5YCetMo+9l38f1pFlptKyQg9PJjOCacgeoya96Kv3kNnnHDwTDIONnMyhTdeBGOkjwiGzag7Hw3uYDOueB0LG4nJddNJbq3mcieRvIvPgmbM0HLvT/BCPrxnHM5zvGpnf16fV2Xv0Vih7mfKb59I9EV7+KafDYZJ4wl44TuZzWBmeGp+O7lVBzC+ZpGIkHbvIeIbfiY9EljybjyayjWg2c+FIsF15AKKn5xG743PsRenE/2uacm73cPKsM9qAxbbi77HnsVa0YaJTd++g36zoEDKP/Njz/14wZ8awaN5YXo0Ri5F0zuFmSXfe0sIvtaiTW2UXzVqTgKMj/1zxCiP5M9PuJIkcBHHFUl04+nZPrxya8N3aDk0uMovWyc+bWmE9iwG4vXhbvcXMwP+Z/zyT19OJG9Prb9/uXkY9s2thDeZy7kg3hw51sg0rlhWEGzuIl1bNTVWiCyz4ezKLPbnOItbdQ/Zp4Bkoh1lpbZzYBgaytZNmuyYxQccGjjAfRYnL3/dz/h9Zux5mRRcue3seXlogX8+F78NxgGRixG6zPP4hk/joZH5qN37ClIy1AZ+eBd2DK6Nn24J56Ie6JZqpS1ejPBTbvIPGEUzvKibj878N4SfAsXoDic5H7ta+ReczmOgR/R+OA/MDQNW1k57tFdmQprdi7pl1yJ/7UXsGRmk3XjLVgLiols2EB45QoMFKiYyOCvX0ps1RIC7y1Ba+naT4GqoFisFH35rG5zAcw2vrpOImrFatdQ3C5ifis2S3i/ixQMXQFDQW/3EXrjeexDR2Mf2vPZRp2a5s5FSUTNrnG2BIoKoTYPekLFEjBbQcd212K4bdhcMaJrlqHd9yMcE87AdWLq4Zqti9+ncf5LWNPTKL7tWuJLXyC0tZb2hjxQwJ0eJPbWmxgWD4EPVmDJzCB/5g0YbfvwP3oPJKI4TzqHtItvBMwugorVQs61X+763az8hLr7/44Ri5N9yblYFAWjo7Suo0Yqea1qt5F5xiSMaATFasW3ZBV6OErWlImo500m8EoWsU1rcIwaj2faJRiajtXrYvg9XRnp1r/8ksTOLQC0P/ln7CPGmZmbg1AO2PeDLTUo0aNRfE8+SmzXdtyTTsJ71qGfcQMQXr6EyLJ3zddp+RLslcNwn3TmIT/eNbgc1+CeW0u3v/kmsY8WU3ByHrk3fgVrxmfXktnidlJ4Vc+HtgK4K/I57m+3fWbzEeLzxTgCXd2k2E2YJPARx4wdj37AjofexZblYczdl5I+shjFouIdbS5sIvVt1P7rffP08asmk33CEBKBCHufWoarLJuE7kwGPgBD/+9b7PrTs7SvNDdl2wrziLSY5UFGQie4rb7HwCe58OwIbHR7BlrYLKdpW7WHWFOAwq9Np/nZxVhzsii47uJen1Po43WE15t7NBLNrTQ+/iyBtTvQwlFsDgdWawQA1W0uQlPa/1pUrOm9L061XRuIvf4Cje+7yJ15M66Ro5InruvRKC2PPwaJBAQCtDz5BEU/+Rm+514E3SyL0tta4ID9F2lTzyNt6nkp38udeStGIgGKktyv4Si6DMOWRvuz80DX8Uw5m8KzLiTR0krr8y+z96P3yfnSBTjKuzaTW3Pz8Jw+jeBbi9AsXnJu+BZpCQstf/09SiyAbqg4jxuDJdJIYs/O5OOMWOrZOj3Rw3HUjsBBS1iwZbkx2q2gJHq4WAFdJbF7G4nd27AWlmEbONz8HfmD1D00H3QdzddO/cPzcQWW4qsrRE+Yzz3QYiE9tw3fvxebWZzmFpqfWIjS8DFWI4phQOjdV0m0tONrzKFh0UYA8s6dQPuanah2K2meJoxojETcwrYH3sPpjmGxlGJ1Jij5+nkpQYnW5qP5vjkk9u0hopYT3GUe+tn6xjLKvncdMecQ3F86DdeAfIKbd7P1F4+S8AXIv/gkym660HwNI/sFl5pGfO8+7AMrDxqkOCecRnz7RmKb12AfdhzOqlNT7g8sepnQUrMRRfuzC3FUDsEx5NA36Rvxrk5mWkKl/olX0R95hZzLziPz7NMPeZzw9r0k2oOkjapEsVqI19fT8vg/AcyGCU89Te6NXznk8fanxxPU/vFx/MvW4h41mLLv34DlgD17vYm1+Ams303a8FLsuf9ZZzkhhBCHjwQ+4pgQbQpQ8+e3zNv17Wz6/eskdAeBbc0MmD6WIbecyPo7/klou1mmFdxaT8FFk4i2Jhj2sxlkVZXh39LAx3c8S7TBT8UNJ+AuzWLor69j76OLaXz5Q/TWxuSmdXuul/SxA3qciy0rHc+E4wgsXY1uqBiGHeg6EFTzB/EcN5yGV9cQ2tKEc/Fqiq7peVO7mpYauAQ37UYLhACIh624hpaget3kXnctAPlfu4aGvz0Buk7eDVey79kV1L2wCndlPoO/ew7Wjr0Cmt9P+wvPo2sKkTqD+F/nYc1wE921h/RTTiT3mstSNzV0tK7VI5Hkt4xohK40Q3fBD5bQ9uxTKG4POV/5GvYBFcTbQsTbwjiL0ml59kWMsAJYCG/aTtZ0D3vvuZ/oth3m73HnHir+8MuUxXXm5V8m/YJLUWz25MZx9x//TKKpGSwWrFmZRGu24fvr/6IkQljKhmIfPg49GqNx/ivE9jaQddZk0saPSJlr5pcupeXxx1DVBM6RY8m77Tu4PlpN3f1/R0toWKwa9oqBuCszSezcjNbUVe7XeTio+YWe8roZCVAzsjH2ax5hGAruE0+h7c2us100fxCjLYo1HQxdwdAsRD7+iIZ1FXRuWmt8eTlGx3HktqIwFqC92VwMWzqaHiQiVoK7E+x/lG3w7UUk9u0BIFbfgsurocUtBNfXsO7me9H8YRSrytA5X6du/hskOvZk1T/zHtE2jcbXPsZu1ykcaDZkiEed7L1rNu4JVeTfOrPP4Eex2ki/6psYmo7vrY9oeuZ1Ms84Hluu2aFMDwZSro/trcM+eOghZ31cE08msupD4jWbiGk5JNrN8RofW0japPFYMw+epWl66X32/OUZALxVQ6n8+ddS3udaQqX2td3senU2hZecQPFVh9b2uVP7e6to/8DsyBj8eBOtr71P7iUHz0pF9raw9pa/oAXCqC47o+67OZm1BrOEctufXqfu3x+TNrSQkXddgj2r57OqhPgiMQDjMG97k3yP6CSBjzgmKIqSDEoAAnuChDr2omx9cCl5J5Ungx4A3yd7qXvHbM+884llHP/o9aQPK+DkZ25KZj0AMAwaX1iCHo0DYdIrcsCTRbypjT2Pv03FzWf1uMm9fXuQkN+LYYDeFsfpsaLoCVxlmeyZ/RcUu52Iz+y8VvvoImL+KLlnHodnaEnKOK7hQ8iZcRHt7y3FWVmOf90eoPPQRoOiO+/A0hEcGZqGe9RwBv7hV+ZrsKWOrfc8aN7eXIc920PlLeYeIcViwbBYad6TiZaw4or5cbaYzR/a33oP7wnVZF99Da0L5qM6XWRdaZ6dk335ZTQ9/DiGpmGk5VF735MUfuUSrN7UBZceDtPy+CNmxsjno+XxR4lrXkIbthFsc2MfXY07HEHpWNRrgQBaOEZ0Z1fjiUSrzzzA8YBzllS3+bMiGzbQ9vxzKC4XmV+aDjYXhmHQtOBVgrsdoDhQWv1kJTQaF75G83Nm5y//yg0Mvu9H2POyk2Omn34qnglVoOtY0s1gwntiNYlIgvonX0W1Ocm+9HI8wysIrF7D3rsfxogbZI+0YRvR1d7cmuEl76oLaJr/EorTSca00/AO/RIR7VFaVreCopL/5QvI/dIZKO4sfC+9hsWbRtaXLmLH3S0o6l4stgSde9UtNg0t3v3PbETPIWeYA70+gGLEU+884PVS7Gawaxjgzggl41TdlkGsoeOg3oRO6ztrUsouDUOh4SVzL1w04aClLoeCyhZiAZvZ3W/pauK+P+I9ZRIZp53YbY77a/jXSzQ/Y7a+bln0PoPuuQPD30pkw5pkdjSecLL1ty/ifWMrg35yQ/fztXqgOt1k3/YTjFiU2jl/IdG+tXPyh9yNoOmVrgYG/pWbiTW0Yh8wAM+JJxL84AOCwSwivhgQY/ffFpF5wnDcAwsOaez/Ruv7G9AC5u9HD8doeWct7mu7Aibfyp3s+Zd5ZpdvxQ52Pf4Bg2+b2uNYQgghDg8JfMQxwZ7jYcjt09jxtyXYsz1YiwoI7d2ack3e1NE0Ll4LgLM0j4ivwbxDN2j7pJb0YeZi5sBPm439FlBaOE50j3kOy74FH5BxXAXZk4d3m4+nsoDQtjp0XUXXLITaDcCGtaEBuwOIx7DYLGgJKwrQ+Ow71D39AaPunUna8K7yLkVRyL74HLIvNs92Cf/4D8T3ma2HDU1h6x33kjH5OFyl6TQ9Oh/FopL/9etImzieWGswZU5xXyh5W3W7UQsHo23z9fyCKgppp56G55RTU14T7+QTsA8ezNbb7oZ2H+Fdy1FUlZJvXpX6s2p3wX7tqWNNbSSaa7HZIDO3jfpla8m5egqR9xaDoqL7Q+z+6WxCrRbc3o7XcNLxvS5+jXicxj/fh9Hxyfye1RuJBa1YM1yoDhuggAFGJIoejqQ0ZEDTiDe0pAQ+AJY0M08S3rSZlmdfwUCh7eM9aMEE0MaeP81n2P13sOeRJUTazGCiYZOLImvqPpbcS6bRvt1P00vLafvVU5TddC6lP/8x6lMfUvOnV2n/4zu0b/UT2t6MbhlLxfXT8IweTMl3bmTTnJfRownycrfizWijYESQgHU8qtOBq6KQffPeRbFaKJt5ETmnjsb+8mq2zn6OSNiO0x3HPXwAuReenjIfzxlnEa/daTYySHSVrKWPLSL4el0yQPAMKyVt5EkkWv1EG1rJPGU8e/75QcpYitX8k28YCrpuIbxhC+ENW7DlZuMe1XuJWmjtlo7HQbTez/ov/xRHjgOPo+sw4PZ6N6DQtmwzm+/8O9mnjyX3vOMPmv1RFIX2D1YQ2VLT8YtUyfnSBVizMvt8HJhlaJb9Oq1Z0j3YMr1mI5CvfZXsK6+g5vcvEn57bddjovGehupV+uTx+JevS5a6ZZ11aI0h3JWFB3ydug/vwAN2jYRs5xai0+Hf4yOESQIfccwou3wCZZdPACC424d/WzPBHa2UXjKKrHElZI29lPyzj0OxWTBUKytmPgm6gcVlI+eEgT2OqdqsDLjlEnbPfQHVYcM9ckgyeALQIj0vgiq/cz72PC+N724luK2ZznIlQ9+v5Alr8tN3i1VHi+q0Ld+SEvgcyDW0gvCm7Riagq5ZiNY20jB/MY50HQsxDKDx0fk0L/qI4OqNeLNs+FvTsGa4KZlxfMpYkV31oNjAUImEnNhdCVQbZJx5Mq4RQ4CugCe8dj3NT8wDVcE77WwzE9Mh3uJLGTe8ejktD96HgoGBiprmxVo+mETz6v1eV8i57AKiIwbQ9ODD6IEgBIKoigdfo1melDex9zbGWmtLMugBs4mFxaZhhAJoIcCiYlFjOPPs+P75IOknnop/xTrQNJyDynAPrehx3PY33qTh4XkYhpnFsymgKw4U1UBr92FoOglfV3mWFoyYi+f9AjQtEqPppRWAgmrRaPrX84SWL6dpYzzZaijZVRDYdNczTHru++x5bj3B3WZwusc3kLF3jCV91ChKB3ad4VJy9WmgKKh2809vwbnjyD5xKHo8gSOv5z0gqsNJ9ldvQ/O3U3fXT9Db20FRyD7vdLxTXLQuWYtnxACyzzgORVEY9lvz8E/DMNATKvue/gC7I0rucA3vjJsxPviE0IZt6E3tyZ8R29fQZ+CTNmEU4S070XWFzn8L0eYotiw7DnfHPh1FSZb5+T/Zjv+T7Vg8LrJP77n7WyfDMGh6/CnQzUBA9TjJvvjsPh/TaedvHye4YTsAjuJcymdd2xE4mwIb99G+cksym5x33gQ8w0p6Ga1nqs1K2fdv+FSPAcioGsTgH12Bb+km0qsqyZ6cWp6ZNXEgBWePpv7VtXgG5VN2de//XoT4ojnc5/gI0UkCH3FM8pRlctqzN2AkdFRbx6JUVcia1HXo3qTHbqBtTS0ZY4px5PZeG5971gRyppltgOPNfgJbGwjvaCCjupLsk7tnewAsbgflX59G/rnVfPytx4nWt5MxfgAl00rxLVqCvTAPe9yGf0XX4ZIoCunjB/X5vPKvOA/FYqF92QbC2+uT3zfoKrfTIjrhVesBcDijxFw2Btx0HmlDuj5BDu9qxFfrAAOs9hh2RxxF0UCDjNNT2+cahkHD3L+ht5slds3/fBLVqoKhgWIh54LTU+YY+uiDjr0/YOhgKFYUu4IlKwuttZW4mknlnVdjz/YQO6BM0JkWIxpx4B4+iPRxPR/aG6vZTMv9s1EtGrpmAUVBi1tQ9hsq75pLCP37nxCOEl2/BsVmZ8j9PybW0IJ7SHm3c2o6tS9+I7mPxnzyChZrx/9AwyFaX3uPomumsOP3T4GmkzHUTeD5J/FeOCNZgqfarNhy04k3teFwxVAMCG/ZhR5wY7OBqupouoVE3AIoaKEohq4TbfAnf6we09jyhyWo6ruUf+sics+qJtbkx1GYiaIqBDbvZft9r2LoOhU3n0X66DIMXceIhpNtrA9k8aZT+JO7iKxfh62kFHvZAFxAelXPB1EqikLFzWdRcXNqlz3ncccTq61j98//Dz0UxpqdSdrE43oco1PuZdNwlBXSsmgZ7R+t75pTWhqo7aRNPY/4pijtH+8g1tgVWIZ31vc0XPe5OuwQiYBC6qGufTA0jfYP1yY/fEi0B3BXpgY1u/76b/RgBAVQbCoVt366rnP/rZwzxpBzRs8dCRWLyoifXcywH11o/nsUQghxxEngI45ZiqKg2HrfJ+Admo9v1U6W3fAwilVl+J3nUnRu6iIj2uRn50NvoIfjlF13Cp5BBYz72zfQQlGsaa4+f76R0HAUpHP8/FuJtwSx53WU0Fxs1ulH9jSwo+WfROtacA0pZ/DV0/CO6rlhQifVYafgmgvJPvc0tt15H7G6ZuzFeRRffSYtzzyPYrFgHzKC2KKuEiUFg5RTXYHgxt3Q0ZfA4Ypjd3Z1xzLi3bNYRmy/7lnBGAq2jiE1s8nBfuxl5URWd2zEN1T0tjYiK5aRdfU1uKsmYEk3XwetrZ22xYuTn6abfRI0ckbaSJ86lD2/fxhv1Sgyp56YstgMvrMYIxZDtYKi6lgKSiFoJbqvGQwDe3EhnjHDCL3QlZUKb9yCY28DaWMPclBoQT5qbb0ZUKFgSXeTaOp6PaK19RR9bTreseU0/u8PUbU9hJZsQo+EyLr+FvP1tqgM+9/rqX3sDaIfr0iWkrncEbS4mU1QLQkMxYqWUKi4aQqq1cKAL09i7Q/3YiR0rNY4VluctMwATfOfYcff3yPW5Mc7qpTRv7+Ozb96mvBOc0/Wxp/NI3fqOBqefx+Pp4XSc0rJ/Mp3UCzd/zxb0jPwnHBopVZ9sZcUUvG7nxPdtRdn5QBUV9/BhqIopB8/Fs/ooez+478IbdhOxkljKfraJSiqgqKqZACxxjbW33ofibYgqstB9ml9Z3s6xy78xg00PjofVJX8G644pOegWCy4hw4gtHkXAJ4R3bO+naWWigKq1dJrI4+jSYIeIVIZHP5zfCR/JDpJ4CM+twxNZ9v9b4FuoEc1NvxmMS2r9jHg8vF4B+cBsPnXz9C2wiyFaft4F8N+MZ30kSUHDXpa31/LjnsWYCQ0Sr9+PvkXdN/87SzNZ/ifbj+kucYamlGdDqzp5j4UW3Y6Q++7g1h9C47CHBSrhfRTzFI2LRgisrue0MYa4hEbzhFDyZ+WGtB5x1Wiuh3ooSiRkBNnvgu9vY300yfjGFSRcq2iKORcdTlNjz0JhoEWTg0mtXZ/ytdpZ50PdjuhFSuIdu67AIhGsWZ0lWO1vbaI2PYd5hiaihkBKcSb/dQ/bDaeCCxfizU7A2/1qOTjLNk55g0DDEMlUbcXFSi88TqspRU4BpTQ/uy/zE3+CQ1Dh2C9hv83cyn+9o343luLoySX/MtOQz0g85N3w/VoDbOJ1dWhWnQULUzcmYMeSaDYrLR/spv2791P0fQTUbWuPVNaQ2pmwj2wkCE/vZrGZwqp/+dLoIBVSSQDH4DKW84g56zjsaaZQUPeqUOZ/MJtRFsCbPnBXHIzG7HYNJr32Yk1m6+xf90eWt7blLJfK9ocZfvDywE7weZC7G/W4D7xExyjquiJHo3R/uY7GLEY6aefgiXd2+N1KY8JBmh9+M/meTsTTiR9+pexeNNwjxp60Mfuz+J2UnHnDb3eb8/LYPRDtxNYvwv3kGLsOYfWwtk9ejjlc376qeYCMPAnN9L00vsoFpXcC07udn/5bRex456n0SIxyr5+brLEUAghxBeT/F9AHFP0uIahG1gch/DWVBQsHjt6LIGmqej+BLsXfkzdok2c9tJMrC47kT3mAZuGAeGGEKu/8RhpwwsZ/5fr+/wZex56CT1snsmy688v0rhkO4E9UVylWQz7/lQcuWkp1+vRBE1vb0B1WMk5eVjKeTx1D82n9bUlYLFQctu1pJ9kLmhVmxVnaT4HsnjcDPzltzF0HT2uYXF0P8nekZ/J6L98k9b31+GuLMA7bghGPI5q7/kwVe9pp+A58QSMWIxddz9EZMtWFAXsJQWkT56Q+rJaLHinnIPnxFNp+P3viO3Yjq20FM/kAxaWna3LFFBUA0M3n7Nz6GACq7ckL4vtrYf9Ah/vOZdgxKJE1q1Dr9uv3C/YjmtIJZF1HxN653UUINDmIREzmx0YRoLtdz+OkTD3ghjxBEVfTt0LYslIxzN+JLyxB0MHXbPicraiWS3ErPkEt5mb8bf/fh8ORw6hVjuutDADrum5m1bepWcSDSjs+vub5uvujIKholo0Ih9/SMBr4Bgxhq1/ep2EP0LFjSeTNWEgg79/If5HfmfOyZq6id2W6aH4smp2PfwOAHavhVhXHEQ8ZkNx9J6B2fvb+4ht2QRAcPkqSn7xw5SMmqHpxFsD2LLTkiWPgddfJrrR3NsWfGcxjtHjcI4cS3RPHc0vvIUlzU3uZVOxeA5+qOn+DMOgdeHTBJZ+hGNgBXk33oA13U3mCT2XkB7SmLreY6fFnlgz0ii8qucDcwG8o8oZ8/dD+3BCCHHskOYG4kiRwEccM+re2MInP3kJPa4z4runUX5l6ifeiWCUHX9bQqw5QOnlE0kfVcyoX17M1nvfoL2mDT1kHlYZb4sQ2ecnrTKH4umT2H7/a+h6Z0YCAhvraFu9i+xJPe9BAZIbpA1dQU/A3sW7AIX2jQ0YBhw3+5KU69f/eAEtH5hd6IouqWbI981DQBNtfjPowSyd2zt3IW1L15N32Zk4y4sJbqll3+OLUZ12Sm48B0dBVnJMRVWxOHpfAMZ31RD69zyCiQSJi88j+0sX9fn6qnYb2G1U/OpbJHx+9GgUe35Or4tM1e2m4Ic/Qvf7UdPSul2XcdY0ottqiNZsJ+OESaSfey6KqmJoBtt/+Ds0fxBLRhrpJ4xLeZxid5Ax/TrSzmqjYfZdaC3NqN503JM6Srj0riIHuytGIm43z14qLyO2qSF5X3hHHT3xnnMxWmMDkS3bwB9GUcBq00jEgoAZGMbaE4RiZjYiGnKS60+nt11itfM+oPO9E4nYMQyFWMRL4M0weZsXoKe9R/M683/Sa3+wkIG3nUPtUyuw+UvJL9hDek47SvEwon4LuWeOJqOqgvDKZWTktgGgaX7Cjny0KFgdGkWXTcI2aESPc2l+YxWRjZtRO5J2sZ27MKJRlI59MbGWABu+93fCuxrxDCthxJwbsKY5MbQDDnLVNIyExs67/kKixZxHvKGF0u/d0MurkKr+ufepffg1LE4bLusebPYEoZYW2kpKyLrkImLNfmrnf4CiKpRccRK2zIOfT5NoD7D7Nw8R3rIT76SxlH772l73ch0osqeJ4Na9pB9XiS0r7eAPEEII8YUkgY84Zmz8/VtooTiGAevmvE37tjbKLhlJ5iizTfXWPyxm34vmQYKN721h7G+vIPO4Mo5/9EZ2LVjF+rvNc0YyRhfhKTcDiJIrTsSem8bm37xAPNjxCZKq4Czq+2DE8m9dxs57nyZS24YWT7D/HptIXRsJfwir1/x0XIvGk0EPQNNbG5KBj+qwozod6JGo2Rq7PULbuysJrtvG0D//kG0/e4R4i1kGFW/xM+y3N6XMo+m9bWy9720sLhvD7zwb75CuDFHL0y+gxxKEAi4iT75O29L1xNvDOCtKKf7GlVgzei6BUhQFW9bBS5Aim7fQMPch9HCY7BlfIv301IMfLV4vRXd8v8fHDv7jjwjv2IOrsqzXLIIlPYOCn/0v8T27sRWXoDrN8kPHyLG4JpxAeMVSPENKKLz8q+gJA0dJEZu/f19HNzuF7KkTeh43LY2cb9xOoqmJfXf9AiMcApuNzDOmEnhyCRg6DleURKwrOxZt8PX6OthzvISD0Y7BncQCZgAYj9kJ+d24LK1Apvm9QJw1P3+145FZqEaYisvHUHrVDSlZGUuGF1U1MHRQgezsBhJxK2W3XkzO+ZN7nUv7+6s6mjeY7+VY1MbGWY8w5JfXYkt30/jycsK7zNbfgQ21rLvjcXJOGUnhWWcR27Se+J6dOKsm4Rg5Fs0fSgY9AJH9zmDqS6I9xO6//tssMQ3HMOxpZOSZr58RM1+nDT/6F4ENtQD419cy5o83HHTclpffJbx5h/mYDz+m/aRxZJw0/qCP86/dwaY7/mburcr0MPqvt2HL7nrv69EEm379DK0fbCZzwiCG/fQyLK6eM6NCiGOD5HvEkSKBjzhmWJz7Z1kUdjz5MbufXc+ZL92AM89DcIe5GdwwIOZLsPzrT+CpyGbiw9cyYMZ40kcUEm0MkHtiRUqpWcOLH6FqYSxWK7qukH3CoOTBgr1JG1HOqL/cTtMbH7Ptf+djs8eIx+zmRu59m1l37c8pvfkycs45gWiTH3tuGrEms5tV+tiu9sWq00Hp979G41OvENy8F6PjDJFEixk8xVu7OmDF6lrQgqFkoKDHNdb86Hm0oNmYYMMvX+b4R6/ver3SPPiaMlFVHYczSHj7PgACzT4anvw3xTdf2evzC23dQ+1DL2DoBiVfvQDPsO5NGZqf/BdaSwu6Dg1/f5KW514j5+rpeCcefDFq8XpIG9N3I4LYvjoa//EEeiBI9pcuwlNldhZTLBayvnILmdff3C3LNPR3txH4ZCuOolycZd3LBPdnzc2l6Bd3Ed28GfvAgdjy88m+8AyMaIyWh/7IrjcjJOI2bNke8qaN63WcoT+7nJ1zF4Fh4B5WQc3cJcn7VFUn7fhqGnbuwNB0MicMov693V3PMWoHQ+/WSSz3ojNJNPvwr95MrL4NRQGbPUG8vqnXeRiJBMreNVisGvGYlUjQRTTigOZdNDz/ISVfPhNLx941wwBNs+BfW4t/bS2GplH2g19iaIlk04TA2s2oXje636yzy5zyn7VTVj1uwIetsJD0KWdi6DqBTV1BVGBT7SGNc+Dv+lDL3VreXpM8AyfhC9K2Yiu507reow2LPqH5LbMTXct7m6h/aRXFX5p0SGMLIT57BqArhzf0kUBKdJLARxwzxvz0bNb+8jX8O/3oQbM0RwvH8W9txpnnofiS8bSvrU05SyS4o4XGt7dQfMEYMkcX9TiuYlVRFLBYNBQstH20lU9W1jD+4W/gLs/tc05qWgahgBtF0VEUHVdaFIcziqHB7gdfoG31dhqX7CDmMwOarEmDGP7jS1LG8IwdhmfsMJqee4u6R54HIOO0ato+3IAlzYHmN7uqKbFWttw4i6xzTqPgK9MxEhr6fucMJTqzDh3ybryWHW/Oxett40B6qO/AbsdvnyBaay6yt//mcUb9/c4e2vwqGAYYHR3SEk0t1P/pQVx/+DXW7K6SPN9rb9P81MtYs9IpvPUGHGXFff7sTo3/eILIhs2AQf29f8ExuJKca67AObDc/Ok9LHwtTjsZx4/sc1w9GqP+H08T2b6bjFOPJ/u8rkyV1esGr5v8WT8l67q9xHwJXJVFWJy9ZwA8lQWM/M2XzbETOrGWMM0fbMNb7mHg9RfjOW4kBdcG0SJxrGkuAtc+TnBnK6qqkV3kx3XCKd3GVJ0Oir9xFYm2AFu+ew+J5jZUh52s06t7f17BEEYoiKKAoatEw137gBSLWfuWf141oZp6Wt7fhFbftXEouKW+4zrzT350Tx17730MdHM5kHHGJHI7uhX2xUho7LhnoVmOqCjYczOo/PHVuAfkoDidKKpK2+rt2HO9xBrMc4Lyp/XdKrtT9nmnENq0nfDG7aSfNA7vxNGH9DjPkP1aWCtKt4NDMVKXPIYuSyAhhPiiksBHHDMyxxRx8vzr2fvKZlZ8/yUAXCXpZI01FzJF548lfWQRexauZte8lcnHOQu7yrZaVu9j76tbyByVT8n5w1AUhfKbz2Xr3QsI7fJhJHQMQ0GJ6/jX7zlo4KOF42ha1z8T1W5mpXRdxQhrtL7zMRYDFMWFefCNgcXd8yI69+LTSRs3DD0SRXG5WX/z7+jsVG3PdWGNNWEY0PzSO8RagmSePpHKmaew7a/votosDLrl1JTx7CVF5Jw6irb3VmF3RlEUHcNQsXg95FySulk/treefff+nXhzK9kXn0WiLdj1HNuD9CTnmitpeOBBYnVdB11iGES27SCtI/BJ+Npo+McCs1tcu5/Gx5+m9M5v9vmadtKD5sJcUQwUDGJbt7L3rt8w4I9zsKZ7iWzbRstjj2MkEmRdcTnuMT2fh3Kg5udfx/f6+wCEt+0m3hZASYSwpqeRMfU0LB43iqJgLy7BfpAYLbyzjh33zCfRFqDo6qnknn08Q7/ffTO9PatrD8vkedfj+3g3RtNOrNnnYa/o+ZwdMDfnD733DkKbduCsKMaW3XsJppruxTV2NOFP1mJ3xkgfVUBwRxtpo8spuMjMYKg2K5W3X0T5zBirvvoAkdoWUBXyz0ltKx1v9iXPagLgwD1AvfB/vI22pRs6ukIbZEwcStrwrgxnvC3Ehh88jhZJgAJZxw+m8vbzDmlsi8dN+Y9vPqRr95czbTyGphHYuIfsU0bjHpT6AUjetLE0v7eZ1g+3kFldScH5B89YCiGOJuMINDeQDzyESQIfccwpPmco7pJ0AjtayT91IFZPVyDhGZjHkNunoLrt+D6upXDqcLInmBmCwI5W3rt+YbLsRU/oDLhkJJ5BhRz30G20LN3KytsWoGkWwMCwHLzOP+ekSnJPGUzzks04su0UnD+GxK5thLY3ooXMEjQl2dVMIWdy3+2BneXmoiy40Tx7pHPh2VmaZxgKhm6h/f3VtH+wmoF3f4eyGd9GsarJUsD9Db3zEnbca9D+zoc4nDFAJ/eSKbgqy1Kua3zyOaI795i3H38G7/DRtK2swTBUir58do+HOjoHDyZ9yjSa5z+HETcXxordhnNo1yGthm6kfKIe3rydtiUryDi598xFp+zLLqT+/ocgsV8mS9cIb9iCd1IVzQ//g/g+s3yvae6DlP3xD4dU/pRoM/dMGQbomoW2F15CtZjvifDGLZTM+pZ5XWMDvqcWYMRiZFx0CfaK7ufA7Jn7AuFtZqnWznufIdYUJPv0MThLcjF0nbZ3VxBvaiXz1AnY8rIBsDisxOubqfmd2Qku+5R1DL8rteww2uRn469fJLy7hdIrjqd0xsSDPi9FUSj41i2E129EdbtxDu69OYfFbWfcQzfRtnI7rrIc3BV5Kfe7Rw7GNaSc8JadKA47WWd3z0r1OK4ntducxe1I+TrW7EePJpLH5ejxxCGXrP2nFEUh79yJ5J3b82tocdoY9ZurMAzjMz28VAghxLFHAh9xTMocU0jmmMIe71OtKkNuPa3b933rGpJBD0Dr6n0MuKSrLMqS5ukIegAU9r60gcKz+i6bUm0WRv38PFZctZWEP8DeBcuouGUa2WfZ2fn7hQC4h5ZRMLkad0k2WScOOehza3nnE9qWbsA9tJTQ5j1YMzyU3XIZba+8TqhmL5q/IxAwIFKzB/eQ8t7n57CSXV1KdFkcUMw4Su1hcaebLZV1XUHXVcLrNmL3WBjwk5tJGzmo+/VAvL6R5icWJr+2lxZT9N1bU87ysWVnkjPjApoX/htDN9CCMWrvfZSEP0T68WOw5WT2OndP1XHk33QtjX9/HDoOUdUNC47yUvN2tCsg0kJh6he+QcGMKQddvGaffQr+pauJt5qZLEXtek9ENnc1oWj+24PEarYBENu9i+LZ93RbpOsdAZ+hK+iaSu0ji9k3/x1GP/At2t9dSuP8lwFofXUJg//0Y1SHGUzXPfsRiqqTluGn7cNPWHFdC0UXT6T4S+bifPsDb9G61DwjacvvXiNS144l5sOa5qBg+qm9nn+jWK24xx5aCZjV4yDnlJ7bSqs2KxW//DaRnXux5WVj9R686xqAZ/gASr5yNk2vLsdVWUThVWek3O+uyCOjqpK2lTWgKhRdcuzspZGgR4jPD8nPiCNFAh9xzPLXtLLzuc2kVWRQfvEwlB4W9OE6P1a3DavXQXC3D8WmYsR1UKBoWmqJkWq3mkFBR42/M//gBz8CBLfVk+jYhwPQtmoHpbOvxjO4lFhLO96xld0O0uxN++qtbP/NE8mvy2+fTvbp41BtVjKOH0V46y62//hPGPEEljQ33uq+AzOA9JOr8S9fi3/FOqxZmehRs1Vx56n1ALmXX0h0976O7mUdr2NCI7azFnoJfIxE1/4iRQFbQR62vJxu1+Vcdi6BDdsJfbyhI2OlUPfQ0zQ88RKDfvs97IU9lxMm2tpofNDsxmXoCpacPIpvvhF7odm0IPvyGR33J4gEnLQ99gp6TCP7zGqcxb2XKDrKihh8388JrN7Irtn/QNcsybN0NEs6q798D4WXnYje0pJ8jN7ebjYPOOAcpJLrz6Hmfx8n1tK1Z0oPx/Cv2UFwzeau59LaRrS2Pplpc5Xl4AyuJxqxEw25iNY0s/X3r+AZWkjGmLJkttAwQEtYaHr2TWw2c46BtTsY8afeywUNXaftzfeJ7d6Lnl7Mrn9+BAYM/v4FZJ+UmnHUInF2/2s58fYIpTOqcO3XzVCxWLplBg9F4RWnU3jF6T3ep6gqI+d8mcDGvdhy0nAWZvV4nRBC9Mbg8J/jI4GU6HRkaxCE+A/FfBHemPE0G+5fwbL/eYPNf1/d7Zo1v3qDxVP/xmunP8ja37zN5vs+wIhrgMG4u6aSP7krUxJp8LPym/NQdB1FhbRBOXiH5WJoerdxDxSt96WcJ+LoOHTUNbCQjOqhqDYrhm5Qv3gju+atIOYL9TZUsvNa8nnWt6YETa7BAxj0+zsovf1aBv3hDmy5B184qnY7xbdcg+JwE29so+GJl2iY90rKNY7yUgb+8ReU/fBWOuuQFKsF96je95/YiovIOPtM86DY7CzSp5xB87/fon3pxxgHbBjPvWQaqsvZ0WrZHF8PRfAvX9fr+LrfDx2/D9Vq4CjNxT2sKwjzTJyI87RLaG/KIBp2oOsqdU++wfqZ/0fb8k19vyYOO54xQ3Ck6+iagq4pkJZFa41BtK6VHfe/RNg1gnjUfO29U8/q8fDXtFEDKb71SiL7NxKwW3GW5SRfRwDD5mTFHa9Q8/cPMQyDytsvxJFhBjX7izWbXfwGXDcZe44Ho6NRh3W/Q05D2/Zi6L2/L32vvEXDQ0/ie/Vtav60iFijn1iTny2zn+927abZr7Ltz2+z6/GlrLrlSfRE6riJtgC773+KHXMeJ1RzaN3Xks9Z05MZsf0pFgveUWUS9AghhDjmSMZHHJPaNjUTa+sqdWpcupdhX+valBxpDLLjX58AoMc09r1ifvreuRY9cOHY+PYWYs1BFMVAVXWiuxrY8ttXida1MfjW1HKdlHms2s7Wu5/F3+5GtVjRNZWaBVsZdMuZKBaV9o+30/TGGkJ1Qere2Ako7Jm/khPm3YhqTV306rG4eQaNRQVNR3Xa8YwayKafPkncF6TkmlPJmjQUR1EejqK8nifUi1hdE3qwKysR3rKz2zWKopA2dhjlv7iN0IZtpI0fiXNA77v7FUUh95rLyZ5xKYauUfPd2cQbzSxJ/pcvIvfiKclrPaOGMOSBX9G2ZCV7/zI/+X1nZWmv49tKSnBXVxFasRLFZsN75pn4l63FmpORzERknzWJlsXLiDW1kcxU6QbNi5aRMaHvdtmJ5hZUPYK9I2YxNA2wJbMsdW/tQbGVMerXl5ExaVSv4+x9agWJmAU94UBVdWzZhWz59ULs4Z3m+83hYu/mDHStlc33vUM8GKf43BFknjOVxFOvEvJ70DUL3hHFZJ9gBpreYYWc8MxtNH+wnY+/+xTRiB2ny8wC5Uyp6nNfTHjL9uTt/ePPnoKltjVdbaXDtT7ivhCO3K4DPnfdu4D2j8xWz4E12xj59x8dUvay9aMtbP7VQvRInPKbplE8/cSU+7VInJ2PvEekrp2S6dVkjCrpZSQhhOju8Dc3EMIkgY84JoX2+rG4rGhh8xPl4impG88Vi4Jqt6DHzE/K3QMySYTjaKE4jjwPBaenbvz2DOwqjdq/1L9l6XboI/AJbq0DQNMtJBLmYlTxRzF0g0htIxv+5x/JrJHV5iARtxHa1UJ4jw9PRWpZWP3Ct2h+bVky5z7oJ9ey96mPaH1/IwCbf/4vqhfegdXjJNboo+mVD7Gmuck9/8RkN7neRHbWothsGHGzPM3RRwmTZ8QgPCN6Lm/riWq3Ed5Wlwx6AAIr1qUEPmC2aM6aeiKKw05wzRa8E0bh6aWMDszAKv+Wm0nU16N4POz69UOEt5hNH4pvuZKsKZOw52Ux/K+z8K+poeauR5Kvtaui5/1f+7OXFOEcUkl4cw1awkLaiVVYW7cTawrSGUQZcQ3/lhYy+tiK4izOBCCRsKJrFiLbzPbhWXlOXJ4IRMPoWlby7JytDy1j28MrmDT3S5T9dCSF7SHUrCLcFXkp50upVgvZ1WV48yLEAgoJTSVzfDnl37msz+flPbGawIdmV0NPeoBAWzoWl53B37sg5brgjmZUR1fwnTm+DHtO6l6eaG1j8nbCF0APRVAz0jiYHX95LdmGfedfX6Pg/Cosrq5GB9vuf4PahSsAaHp7Eyc++01s6a6DjiuEEEIcSVLqJo45DUtrWXbH62jhOGAw8rYJVF7ZtdclEYrx4VcXosc6WuaOL6Jq9jmc+eL1HP+XiznjuWtx5qYu8LInDGD0Ly8gs6oM1dEV7+ec2HtnLIDsk4dj8TpxuSKA2f532K0notoshGrqUkrlLBYzCHMVZ+Aq7t6WOFrfCnR0gVPAiCeINfuT9+vRBFowiqFpbPnhA9TPe4Pav73Inr8+1+ccg+u2svfP84iHEmgJhURCxfde7yVmAFooQvOij/C9v6bPsiqAeGML+x74Z1frY8BzXO/ZlsxTqim55UrSjz94+2lFUbAVFpJo9ieDHgDfm0uTt1WHnYwJwxl011fJOm0cRdeeTeGM3oPV5NiqSvEPbsc6ZjKBNi91L6wi74zhDLv72pTrvGP63udSefMZFH+pGldZDmBgsSRQVY1ERxmbp3osjoL0lDI/Q9OpW7wF59CheCeMwzOoICXo6ZRoC2AljDstgtWmocdiPV6XMt/jx1Fw+zdob/US8nvAMEgbXkTu6V3/Rgzd4OPb5xHY2gCKgWdQLuP+eHn3g1QvmJy8nXnKcVgPIeiBjv1yHRSrCgdkqILbugIqLRwnsn9LdCGEOAj9MP8nRCfJ+IhjTtsG82DNrjVaasq76cPd+Lc2J88S8VZk4S42u2A583tfuGWMKmTT/+5Gj5t/BosvOo7Kmd27w+3PWZRF1SO30r5mF84B+diz0rBnuTB0ndCOBhSbxdxXpCqUXDkZxe2h+ILRKQvDTnnnnoBvyRr0SAzXoBK8xw2m9BrYfNd8jIRG/nlVOPIziDX5iO1rTj4usH5Hn3OM7e1cZCodi28wYvFerzcMg5qfP0hoo1kOl3fp6RR/5YJer9/3138S21mLgvmbyDjzRHIvndbnnAxNJ7B+OxaXA/fg3svdALRgiOZn/p3aeKKie2lU+rjBpI/rfU9STxSbjdaPujq5Nb70EWU3X8So/7sW3/JtZE4YRMZxFX2OYfU4GPq9cwjv9bHimvtQdDMLmXXqOIrOH03a2OGUfc+gZeUePrr56eQBmRmju7JSLct2svOfH+HITWPIbadjyzCzH/bCbDJOGInvA7MRQubwEYfUdtk1qJxo1AW6YR7O60rdn6THEkT2tSX/DSUC4R7boeddMBnv2MFooTDuoQP6/Jn7q7z9ArbNeRYtFKP8pmlYHKljF100Dt8qM5BNH1VM2qBPV7ophPjiMgBDmhuII0QCH3HMKZ46kPV/Wka8PYrFZaX03NTFrrssg+QqHPCUZybv82/3seWRT7BnOhn+9fFYPV0LssDmevS4jq4ryeRFT53iDmTP8ZJ7euoekKbXVrH38TeTeywqv3sx+edO6HMcz/ABjH74B0TrW3EPLEKxWsg+eQTVC/4HLRTFWWRuBg/vrMfidaP5zSYJmZP7bl/snTga28JXMRra0DQLisNG8Vcv7PX6hM+fDHoA2j5c22fgk2gxS7s6M1UKxkHPZtnx2yfwLTH3YBV/5TwKvnR6r9fWP/QEoeWrsVoVtISK94QqCq7tff6R2mYSgQieIUUHnYcWjmJN9xALmfvFHAWZKKpK5sRBZE489HI/AHQtGfQAhHa24h1vZlkUC+ROKuf4B75E3eItZI4pouT8EQDE/RFWf3chesR8rB7TGH2X+XorisKgH3+ZpTctpHVpLa33f0I0ZGPkd0+lL/YcL4O/fyF7Hn8Xe46XgbeenXK/xWmj8Pwx1P17DQCll1X1OpZzQMGnex0A7/ASxv391l7vLzxnNN6hBUTq28mqLj9oFksIIYT4LEjgI445ntJ0zn7lKppX1pE1Nh93UWrb6fQhuVTfcwF7nl9P+tA8Kq83D8vUYxpvX/sc4Trz/Jbg7nYm3TM1+bjM6nI0i5uI2ViLSODQF2OxliB7FixHsaqUXj6RSK2ZkUk2UziE7nAA1nQP1vTUMjxbhhtbhhuA6N4mau56GDrGy55STdGXz+42TsqYmV4G/eEHRLbuwlacjy3Dm9LK+kCJtkBKYJU2qu9yv9wZ57H3jw8DYKCQefoJfV6f8IeSQQ9A08sf9hn4xHabG/BV1UC1a6hWJXkezoEaXlzG9j+YpX85Z4xh8I+u6HVcQ9PZcudcjJZ9WG0qGGCNNaGFwljcLvSERvP727A4bWRNrDholiURjGBx25OtqNNHldG+bD2BT7binTAC73FDyD1+ALnHp2ZOYs3BZNADEN7rS7lfi2g0Le3qqFb7woaDBj4ABedXUXB+7wHNiB+dT8kl41AdNrxDP31w89/yVObhqZRMjxDi05PmBuJIkcBHHJOceR5Kzu79E/miaUMompZ6WGi0JZwMegBa1zam3G/LdBMNqXRW/O57fTvjDnE+n/zPAvzrzQV6+5paht5+JvUvfIQWiGDPyyB78sHP2+nU/sl26p9diqMgk5LrzkwpU4rUNiaDHjAX74dy8KLF5cQzZuhBr4u3trPtB/ehdWRAMiYfR8nNl/b5mPSTqnBUlBBYtR7P6KE4y/vu0KXHElg8LrSOLnMHyyhkTDuNxkfmoyjmAatpxx/X67V1z3yQvN385hrKbzkfW1bP5Y3RuhZCW/bgcOpYrB2BRwzidY1YKgew7sfP0PS22Q2w7OpJDL5tSo/jAETqfKz7zsNo4TiGoaDm5NGyxY/vtX9gseo0Pv8OQ377LdxDB2AYBs0r9qEndHInFlP/+kYsbhtaKA6qwoCrUjOD8fYw9mxX8qwgT9mhnS/VyTAMs+TtgKyKoipkjOm7zFAIIYT4IpHARxyzIk1hNv59LYpVZfhXR+PIcHS7JrTPjxbR8A7MxFngIf/EEho+MD89r7gsdQO+oih4SjMIbDebDLhL0w9pHoamJ4MegPZ1tbjK8znuke8S3lGPZ2hxSkervsTbgmy68xH0aGfZU5yK27rKutJGDcRRkku0tgnFYiFnat/lc/uLNbXR8NRbGIZBwfQzsOd2b7AQ3laLHo4mM1WKwkE7xgE4igtwFB88a6CFImz+3p+SQY+3aijl3768z8dknX0atrxc/Es/xjNhDOkTe26KoCc01P2CRGu6G4vH2eO1APa8DGzZ6STaE1isZpbGMaAYx4AStEg8GfQA1L+yts/AJ7B+D3rE3DfV3p6G0RaFmloczkzyClrAgODGnbiHDmDtnPfY8vBqAApPLSO0amNynPJrJlIwZXjy60QwxntffhJLpBmnS0VRDJT6LcSa/dhzDh4ABWoaWXPHQiL72im76ngGfzO16YOhG+yav4q2DfUUnzuC3BMqDjqmEEIcXQa6crgzPpJBEiYJfMQx682vvkrzajNr07SqnimPnZdyf828daz62VtgwKBrxzDux6dy8kMXUP/uLuyZTnInFHUbc8IfL2Tjve8R3tNG7qRiYq0h7FnuPuehWFTyzhhO45vmAjZ/irl3w5bhxnbcwL4e2k2soS0Z9ACEd6VmpSxuJ8P+8G0Ca2twluXjKMw5cIhebb/7MUKbzA3loU27Gfb727pd4x5WjjUzjYTPrPdLn9T3/qH9aeEoLYuWgmGQPW0SFnf3oCO4cRfxprbk16rTjjXD0+26A6VVjSKtqvezdAC2/no+wY17AHCW5DDozhk9NpFI/my7jaFzbqbx5aUoWpS0EWWkVY9GsVqINQewZ3uItZgZQu+I7u+V/XnHlGFxO0gEoxhGV2YlkTCDRsVhw1tlBto7ntqQvL/u3d14Pb2XRLZvaiDaGMSbrmG3RzoGhei+lkMKfLbPfZfwHh8Aux7/kKLzx6S0bt+1cDXrZ78BwN4X1zN5/vV4B+X2NJQQQgjR70ngI45JuqYngx6AplUN3a7Z/ODK5Ic42x5bw6jvnIAtzU7x1N6DEW9lNjaHQXPNPnbV7MO3ag8n/vPag5aTjbzrYpreHYliUcmd3NVsIbi9kdp5H2D1Ohlw3alYvb1nIADclYWkjRpAYN0uUBXyLzy+2zUWl4OMiSP6HKcn4e37HVa5Y1+P11i9bgbfczvtS9fiHFBI2phD75K2657H8S8zD7v0r9hA5V03d7vGNbAI1WlHj5gZlrQRFYc8vqHptC/fiKHpZBw/ImWfkhaJ0fpuV4tuLRQlbfjBy7gcRTmU3pgaMCeCUVZ97R/EWszgL/uESkb87KK+x8nLYOwDM9k+9y1Cb9QS85vB68Brq8kd7iJt7BAcxbnE/VEc2S7i7WYpYfrgbDKLsvGt2o2jwEvpjNQ9Od7BudizXESCMWy2OIoCniHFeIYd2oGf3crbDvi6fWPXvxtDNwhsa5LARwhxTDM4/C2oJd8jOkngI45JqkWl/IJKdr5YA0D5hd33+7iK0gjuNs8HcWS7sDh639C/v5aVu5O32zfWo0XiWF09b6ZPzsdqIf+M4Snf0+Maa29/jFizuYCO1rcz4q7pfY6jWFRG/N+NBNbvxp6bjrOk54yOFoywb+EStGCUwktPxFGUfdDnlTPteJr+/X7H7Ym9XmfPzST3/JMPOt6BAp90tYUOrNnaY9tlW5aXIXNuofXNlTjL8sn+FKV6u//yDM2vmOf3ZJ5yHANnXZO8T3XYcJXnE95pLuQ9Q4o/1dxDNXVE9rWQUTWIwJZ6Ys2BlHI/20ECVgBdU9nx/I5kJ7/i84Yz7DtnJu83NJ13r3+awA6zlDJrTAGT/ngurqI0og1+7Dke1AOaTtjSnUx+/CpqX96EPU0lY0gm6WMrUG2H9qe58hunEa5tJbzXx4BrJuEekPo+KT5vBLXPr8PQdJwFaeQcX35I4wohxNEkzQ3EkSKBjzhmTf7DGZRfUIliVSk5s/shkxPunsKaOe+TCMUZ8c2JqLZDC3wKzhzK7gWrAcg5ofygQU9vEu3hZNADEKzpnpXqiWqzkn6QErntv3+WlrfNVsS+Dzcy9uHbD9oSuHTmRWRONvfHpI3ue3xD02h582MSgTA5U8Zj9fZd7geQPmEEbe99DIC3ekSvWTJ3ZTHuyk8XmAC0vvNx8rZvyScY378q+ZwVRWHY3ddR99T7qHYrRZefcsjjNr+1hq2/mgeAqyKf4XNuxJblJt5qdrXLmth3V7tO0ZYQYGC16oCRUrIIEKz107ahqausLaHhLjbL1ZwFve8nc5dmMuTrkw75+aQ+NouJ//hKr/fnTBjAKU99Bf+WRrInlmHvOD9ICCGE+CKSwEccs1SbyoBze1/Ae0rTOeHecz71uCPvmELOhAFo0TiFU4Yd/AG9sGV7yD5pCC3vbwGg8ILx//FYBwpu7mpvHN3XQiIQxnaQvTKKquIde2hn0+x+4N80Pm92SGtetIIRf/rmQc/EKbv9arxVw8EwyDy19zbKYHYaC6zbSaI9TMaEIX3uxenkGTYA/yqz4YB7SGm3QM+Rn0n5N87r6aF9alq0Onk7vKOBaG0TVQ99hYbX1uEqzSLvzEMrK8waW0R6mYtEsw8Ao7Up5X53YRru0nRCe8wsZM6EruAvsL2FDfe8jR7XGPbNyWSOSd1TZBgG9Ut2EW0KUTxtELa0/ywY74mnPAtPedZhG08IIY60w32AqRCdJPARXziKRaVw2n8e8CTHURRG/voKfKt3YE1z4h3+6bMcvcmZchx7H38TgIwJQ7CmHzwj82m0L+/qaBbeto9EawBbTt9d7lSbleyp3fck9WTfvHfZ87dXAUgfP4hhs79y0H1UFbOupvG5JRiaTt6Fk3u9LlLnI7SjkfQxA7B6Dt5Nzz2oEN/STeZzcNhwluZiy0qj/Pref0ZPFIuKYsSTXwc21aGFY8l25KrdwimPXsbOp9bjyHJRMaOrWcOqO1+ifYOZEfRva2bKoptSXo9ND6xg/R8+BGDrY59w5oIZcuinEEIIcZhJ4CPEf0GxqmRNOLRSqU+j5LoppB9XiRaKkDFh6CGd5fNppFcPoXGveQira2Ah1l7OwvlPNS1ambzdvmob8eb2Httr78+a5qbomrP6vKZ9zW4++fajGHENR1Em4//2dWzevsu3Sq49A4vLTmRvC/nnTUie+2MYBk3vbyfWHCT/jKHYvAcPorKqK2hYZDZZ8I4sRnWmtgJ3F3kZ8c3uZWvRxq7zpWKtYYyEjrJfaWbta9uSt9vWNxLc3U5aReZB5yOEEP2N2dzg8GZ8JH8kOkngI8QxSFEU0scd/oCqU9nNF+AeXIIWCJMzreqgZW6flmdICZGOVt223PRDaml9KOpf+RgjrgEQ3efDt6yGvDP7boOt2qwUX3Vat+9vf/hDttz/LgDeJ1dw4uPXHTTLMuyH5+OuyGPvoq1E9DSal+0l9/juHdiaP27Av6ON4jMGYE93MPjrk1j3mzfM1us3dt+PlltVRNt68/VyFabhKv50h5gKIUR/Is0NxJEigY8QX0CKxULu2Yfece3TqvjWRTgKs0j4QxRcetIhdyk7GPfA/K4vFHCX/+etmetf7yr3829uIFTrwzOg7+55FoeNuhU+6le1A+20fPIC577zVazurszPjue28OHtrwOQVp7OOS/NoOLKcRSeORhD03EVdS8pHHPHZDwDMog0hRh4+Sgs9kNr1CGEEEKIQyeBjxDisLO4HZTeMPWwj1t86QSMWAL/pn3knzUaz6CC/3iszHGltG+sB8BZ4MVV2Pcep06hvf7k7UQwTrw9mhL47Hpxv7bfO9tp+aSR/EnFOPN7LydU7RYGX3fcp30KQgjR7xgYR6DUTTJIwiSBjxDic0OxqJRefdJhGWvYd07HXZZJrDlI6aXHHVLnOYAhN45n+axFoBuUXjAUV2FqQJNzXD57X98JgNVtI32QdFQTQgghjgUS+AghvpBUm4XyK6s/9ePKLhhG7oQS4u1RvEO6l8aN+MZ4bF47/u1tDJw+DGeunJ0jhBCfhuzxEUeKBD5CCPEpuQrTumV6OqkWlaHXj/mMZySEEP2EAvrhbWQKh3s88bklB0UIIYQQQggh+j3J+AghhBBCiGOCnOMjjiTJ+AghhBBCCCH6Pcn4CCGEEEKIY4Y0NxBHigQ+QgghhBDimGAAmpS6iSNESt2EEEIIIYQQ/Z5kfIQQQgghxDFDSt3EkSIZHyGEEEIIIUS/JxkfIYQQQghxTDAwjkA7a8kgCZNkfIQQQgghhBD9nmR8hBBCCCHEMUNT9KM9BdFPSeAjhBBCCCGOCdLOWhxJUuomhBBCCCGE6Pck4yOEEEIIIY4ZhzvjI0QnyfgIIYQQQggh+j3J+HzObN++nUgkQnV19dGeihBCCCH6gQ0bNuB0Oo/2NADQjAbaY/ce1jF1oxEoOKxjis8nCXw+Z9LT04/2FATm/yQARowYcZRnIvo7ea+Jz4K8z77YnE7nMbG+GD58+BEaufAIji0+TxTDMKSQUohPqTPjtmLFiqM8E9HfyXtNfBbkfSaE+CKQPT5CCCGEEEKIfk8CHyGEEEIIIUS/J4GPEEIIIYQQot+TwEcIIYQQQgjR70ngI4QQQgghhOj3pKubEEIIIYQQot+TjI8QQgghhBCi35PARwghhBBCCNHvSeAjhBBCCCGE6Pck8BFCCCGEEEL0exL4CCGEEEIIIfo9CXyEEEIIIYQQ/Z4EPkIIIYQQQoh+TwIfIYQQQgghRL8ngY8Qn5GZM2cyZ86coz0N0Y+sXLmSmTNnUl1djaIoDBo0iBkzZrBw4cKjPTXxOTFnzhymTZvGjBkzkv8tXrz4aE9LCCGOCAl8hPgMLF68mLlz5x7taYh+ZNasWdx9993MnDmTFStWYBgGCxYswOfzMWPGDKqrq6mpqTna0xTHqJqaGgYNGsS2bdtYtGgRCxYsYMGCBcyePZsZM2Ywc+bMoz1FIYQ47CTwEeIzMGPGjKM9BdGPdAbRCxYsoKqqKvn9qqoqFi1axPTp01m5ciXTpk07WlMUx7hp06aRmZnJAw88kPL9yspKXn/9debOnSsf1ggh+h0JfIQ4wmbOnEllZeXRnoboJ3w+H7Nnz2b27Nm9XvPggw8C5qf6s2bN+qymJj4n5syZQ01NDXfeeWeP91dVVVFVVcXMmTPx+Xyf7eSEEOIIksBHiCNo8eLFZGZmMmHChKM9FdFPLF++nJqamj5L2TIzM5OZINnvIw40b948AKZOndrrNZ33SdZHCNGfSOAjxBF0sE/mhfi0OoOdlStX9hnUdGYZZZ+P2J/P52PlypWAGSD3ZtCgQUBXkCSEEP2BBD5CHCGzZs2SoEccdpdffjmVlZVUVlZy00039XpdZ4mSlFmK/c2fPx8gZW9YTzrfN51BkhBC9AfWoz0BIfqjzsXCwRYXQnxamZmZbNu27aDXLV++HJDAR6Q6lPcOQHZ2dvK2z+frMzskhBCfFxL4CHEEzJo1i0WLFh3taYgvqJUrVyYzPtLcQOyvs/Rx/8CmJ/sHOi0tLRL4CCH6BSl1E+IwmzVrliw2xVF19913A+YG9b42sAtxKKSzmxCiv5DAR4jDqPOTdllsiqNl8eLFLFy4kMrKShYsWHC0pyOOMf9JENPS0nL4JyKEEEeBlLoJcRhJiZs42mbOnElmZiaLFi2S8iTRzX/ynjhYWZwQQnxeSOAjvjBWrlx5WD657OyodaA5c+ZIiZsAjvx7rTfTpk2jpaWFFStWSFMD0aNDDWKkvE0I0R9J4CO+EFauXEl1dfVhGauysrJbZ6Samhq2bdvGHXfccVh+hvj8OtLvtd7MmjWL5cuXS9Aj+tSZ8fk0gbm8n4QQ/YUEPuILoaqqCsMwjtj4M2fOlP0UAjjy77WezJ07l7lz50rQIw6q82DSg2V09g+MpGRSCNFfSHMDIf5LNTU1LF++nIEDB5KVldXjf3PnzgXMT+U7vzdjxoyjPHPRHyxevJjZs2f3GvQsXrz4KMxKHKsmTJgAdLW17k3n/XIWmRCiP5HAR4j/UmVlJa2trX3+17l4mD17dvJ7kiES/62VK1cyc+ZMFi1a1GumZ/bs2Z/xrMSxrKqqKpnB6Svr01liecUVV3wGsxJCiM+GBD5CCPE5VFNTw9e//vU+gx4henLTTTcBMH/+/F6vWbhwYcq1QgjRH8geHyE+Q83NzUd7CqIf8Pl8TJs2jVmzZuHz+Vi5cmXyvv33ZixYsECCItHN7NmzWbhwIQ888ECPgc3ixYupqalh9uzZsr9HCNGvKMZnvQtXiC8Yn8/HwIEDkwebyjk/4r9VXV2dEuz0pbfFrfhiq6mpYdq0aUydOpUHHngg5fvV1dVcfvnlKd8XQoj+QDI+Qhwh06ZNY/ny5Sl19IsXLyYrKwuAO++8U9pfi09t7ty5hxz0gLQiFj3rbJU+a9Yspk2blrLvZ8GCBUydOvXoTlAIIY4AyfgIIYQQQggh+j1pbiCEEEIIIYTo9yTwEUIIIYQQQvR7EvgIIYQQQggh+j0JfIQQQgghhBD9ngQ+QgghhBBCiH5PAh8hhBBCCCFEvyeBjxBCCCGEEKLfk8BHCCGEEEII0e9J4COEEEIIIYTo9yTwEUIIIYQQQvR7EvgIIYQQQggh+j0JfIQQQgghhBD9ngQ+QgghhBBCiH5PAh8hhBBCCCFEvyeBjxBCfM4tXryYGTNmMG3aNKqrq5kzZ87RnpIQQghxzLEe7QkIIYT4z82cOZPFixezaNEiKisr8fl8DBw4kMzMTG666aajPT0hhBDimKEYhmEc7UkIIYT49GbMmMHixYtZsWIFlZWVye/PnDmTuXPnIn/ehRBCiC5S6iaEEJ9Ds2bNYuHChTz44IMpQQ9AdXU1AAsXLjwaUxNCCCGOSRL4CCHE58zKlSuZM2cOVVVVTJ8+vdv92dnZAMybN++znpoQQghxzJLARwghPmdmzJgBwOzZs3u8PzMzEwCfz/cZzUgIIYQ49kngI4QQnyNz5syhpqaGyspKpk6d2uM1nQFPTU3NZzgzIYQQ4tgmgY8QQnyO3H333YC5x6c3EvAIIYQQ3UngI4QQnxNz585NZnP6alW9bNkyoKvkTQghhBAS+AghxOdG556e3krcOq1cuRKgW7c3IYQQ4otMAh8hhPgcqKmpSZawTZs2rdfrfD5f8joJfIQQQoguEvgIIcTnwAMPPJC83VML607Lly9P3p44ceIRnZMQQgjxeaIYcrS3EEIc86qrq5MlbIeqtbVV9vkIIYQQHSTwEUKIzwFFUQAz2/Pggw/2el11dXWy3fW2bdtS7qupqWH27NnJYKimpoaZM2cedM+QEEII0R9Yj/YEhBBC9G3/TM+0adN6zeLsv79n5syZ3caYMmUKK1asSNn7U11dzcyZM/vsEieEEEL0B7LHRwghjnH779vpKzuzePHi5O0D9wHNmDGDm266qVvDg9mzZzNz5kw5+0cIIUS/J4GPEEIc4zrP7oG+O7XNmzcPgKqqqpTrVq5cSU1NDVdccUW3x3QGUgsXLjxMsxVCCCGOTRL4CCHEMa65uRnoO+jx+XzJ4KXzvJ9OnQFRb4+vrKxk0aJFh2OqQgghxDFLAh8hhDjGdWZ8+gp85s6dC5jZngPL4TpL4HrbG1RZWZlSJieEEEL0RxL4CCHEMW7QoEFA74ELwN133w3QY8e3Q92/s39JnRBCCNHfSOAjhBDHuKqqKgCys7N7vH/u3Ln4fD7uuOOO5LX78/l8h3SeT0tLy381TyGEEOJYJoGPEEIc4yZMmAD0HJh0nsVTWVnZbW/PpyUZHyGEEP2ZBD5CCHGMy8zMZPr06Snn+XSaMWMGlZWVrFixos/HCyGEEF90EvgIIcTnwIMPPkhNTU1KE4IZM2YAsGjRoj6Dm+zs7EPK5kiAJIQQoj+zHu0JCCGEOLjMzEwWLVrErFmzknt9pk2bxoIFCw7psX3pLKHrq2ucEEII8XkngY8QQnxOTJ06tc+Str4et3Llyl6bHNTU1EjQI4QQot+TUjchhOjnrrjiCgCWL1/e4/0+n4/p06d/llMSQgghPnMS+AghRD9XVVVFZWVlj2VxCxcuBGDmzJmf9bSEEEKIz5QEPkII8QWwYMEC5s+fn9IZzufzMWvWLBYtWiSlbkIIIfo9xTAM42hPQgghxJFXU1PDrFmzkkFO5xlAU6dOPcozE0IIIY48CXyEEEIIIYQQ/Z6UugkhhBBCCCH6PQl8hBBCCCGEEP2eBD5CCCGEEEKIfk8CHyGEEEIIIUS/J4GPEEIIIYQQot+TwEcIIYQQQgjR70ngI4QQQgghhOj3JPARQgghhBBC9HsS+AghhBBCCCH6PQl8hBBCCCGEEP2eBD5CCCGEEEKIfk8CHyGEEEIIIUS/J4GPEEIIIYQQot+TwEcIIYQQQgjR7/0/6FLCICbkl6gAAAAASUVORK5CYII=", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 415 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.08717126488895177\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 415 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.5116519629214004\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 278, - "width": 415 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.9148086666390887\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 415 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1.2923678234515918\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAAIhCAYAAACPPG8iAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAABYlAAAWJQFJUiTwAAEAAElEQVR4nOzdd5xddZ34/9fpt9fp6ZMAAQQhQcBeSOxrI4B113Ul6KrrFoVl1/3pfncVg7prWwVsqysiCWAFlQQVu0BCUTqZ9Om333NPP+f3R8gICgJTcufOfJ4PL86dzP3kfXLn3vt5f8r7I0VRFCEIgiAIgiAIgrCAye0OQBAEQRAEQRAEYa6JxEcQBEEQBEEQhAVPJD6CIAiCIAiCICx4IvERBEEQBEEQBGHBE4mPIAiCIAiCIAgLnkh8BEEQBEEQBEFY8ETiIwiCIAiCIAjCgicSH0EQBEEQBEEQFjyR+AiCIAiCIAiCsOCJxEcQBEEQBEEQhAVPJD6CIAiCIAiCICx4arsDEJ6alStXUq/XWbVqVbtDEQRBEARhAdizZw+ZTIa9e/e2NY43velN3HfffXPS9tq1a7nyyivnpG2hc4jEp8PU63Vs2253GIIgCIIgLBDzpV9x3333ce+9t3PsWm1W233gPm9W2xM6l0h8OsyRmZ6dO3e2ORJBEARBEBaC9evXtzuEKceu1bj5N0tmtc3nn3loVtsTOpdIfARBEARBEIR5QoJQmf02BQFR3EAQBEEQBEEQhEVAzPgIgiAIgiAI80MEUjjLMzQRYtJHAMSMjyAIgiAIgiAIi4CY8REEQRAEQRDmj0hMzwhzQyQ+giAIgiAIwrwgMftL3UQaJRwhlroJgiAIgiAIgrDgiRkfQRAEQRAEYX6IQApnv01BADHjIwiCIAiCIAjCIiBmfARBEARBEIT5Y7ZnfAThYSLxEQRBEARBEOYNSSxNE+aIWOomCIIgCIIgCMKCJ2Z8BEEQBEEQhPlBFDcQ5pCY8REEQRAEQRAEYcETMz6CIAiCIAjC/BGKKRphbojERxAEQRAEQZg3Fntxg127dnH55ZezY8cOcrkcAKeddhpbtmyZuv/HNm7cyODgIBs3bmTDhg1TPzc0NMSuXbu4+uqrKRQKXH755UfnIuYpkfgIgiAIgjBvjd5dQ4tJFFdn2h3Kozzwi3G+/8G7WHZ8mrM//QxkeXZ2D5TGW7x3w/WMH2jw+r8+gbf915mz0q7QGS644AK2bt3Ktm3bHpWk7Nixg7POOoudO3c+5uPK5TI7duzgiiuueMw/37BhA9u2bZuTmDuJSHwEQRCEBamyz6R+yGT5M7uRJKnd4RwVd/zfbm583y5isZDztj6H3jOWtDukGfncGT9g9611IOLYlTZvu+v1aKlYu8Pi0L1V/v15O4iA234yzj3/dx/v/vnLKJ7cM+O233zyNobLJgCf+cwuhr+6l7+//zWkutp/3UdFxOyf49MhM0gbN27ktttuY8+ePX8ys7NlyxZ27drFNddcw6ZNm550m7lcji1btrB58+ZZjrYzicRHEIQFwfdCiCJUXWl3KG312y89xM2X3E3fMXHe+O0Xohpau0Nqix//+1388N/vASRyCZcLfvJcis9Y2e6w5lR9pMXWv7qViMNJ3lc33sRLLjA4+dJzOzLxa4zZDyc9ABJ79hv87KyPU3zjSznlvae1NbYbPvT7R/Wlx1sqP9l0NaOZVbzzty9DUab/PlQuWTz8FBJKMNnwuKT/W6jndvPvV26YWeDCvHXRRRexY8cOtm/f/pjL2Xbs2AEcntl5PJVKhaGhIW677TYGBwenbsIfiKpuwqIXBCGthtfuMGbNT778EB9+3o385H/ua3coR80PP/x73qFv5QJjKx9ddjW+5bY7pLa4/8ZhvvH22zi022bnDyt8ZuD/GPnxQ+0Oqy1+8pG7OdJ7rLZ0fvKWb/Hjc7cShgv3SPjdPzg0lfQAOK5C/df3cvUxn+Ohm4bbGNn0hLaP/IjNHpoSIUmw74qfs6VnK0HQvucyrYaP6kB1GQGyFMLuEu9MbiOKpj/FUIj+MFiRDVX6FBkduPuqEf7pr344/aA7hARIYTS7t3Zf1BPYtWsXl156KevWrWPDhsdObrdt2/akZm7WrVvH5s2b2bBhg0h6HoNIfIQpZsPlg395E+96wXcZuqs0a+1GUcQn3/NLXpr9X95+7DbMqj1rbc/UfbdM8Bfxr/Gq/Nc5V/8aB38z3u6QZuT7H7ubz5z/G3b+cpzPvOc2PrHk6zg1p91hzbnr/u33hECExIMHI64+/ovc/bX72x3WUffzj/6hsw9Qaxnc/o/XccXaq3GthZPcPxnqIw4CkYjQ1RD3oT18tvh1Jh6s/5lHdq6ulToJ/cjzHNFXaIIckTAcvv3qm6gcNNsa31MVz2sMZCySuk/a8Dlx+SSyHBKGMprlcN27H3uvw9Fw7KkJjol5rIz7nJxxOHlJFdfT8AIZ2Ym466bRabd9gmywLkzyzCjJS7UEigSNAAIifnD1g7N4FcJ8cckllwBw3nnnPe7PbNq0iQsvvPBohbRgicRHmPLaY7/Bdd+8j5/96gCvX7+Nb7zhF7PS7rc/fzffuOz3lFsOd+0p8zfFq/n1/8yPTul/vHwH7sNlM8thwCee9yOufPWPZzRa107Xf/TuP9yR4OAkfPWYK7nyHb9tX1BHgfSIRSfSw//d+a8384HiNQR+0K6wjrpiLkSZGiGP6MlYSBIYzTr/nruuY3+vp6M/3yQbd0loAccM1MhkWoShTEzz+fyZ29sd3pxI96oM9lc4YcUEZxx/iOMGR3AdDcfVkCW48Z/vbHeIT4miywwumeSUVcM8+2l76S40aDYTNJpxHE/m/usPti223BKNNb0mJ/VWWZJtUa0nGCsnmTRVTCmk8lBj2m0vSwasjkccGw8ZdSWGLImDBIxLzuIo83xkj89s3ub5P9s111wD8LizPcLsEYmPMGVs8g+jgZYUcMvW/bxTu4rbfz6zJRI3fO6BR91vEvKTf9zJX6e/SXmiNaO2Z8qpPnoUXEJi7KZDvF25ir33VNoU1fQl/XDqDV6KoNsI0ZSQB7+8m4vWXd/e4OZQrxagSxEaEatSLvGYRxRJ6A2XT2z8abvDO2pWrVNZXWwy2NVk3fIyqwZKuK6G58nIQci+W2dvJne+W7m8wtpl45z5tH2s6J/EsnQajSSWrWLVFubsl5bW6eut0tdTIV+oMD6eZ2KiQLmSom4ryK32vt8+VZIMXV11+gYqdPWOs/dQnt37ejgwkaTsyizpbd9SNz0lUcg3SSUd1qzZz6GGzO/rKvuiACWC/j5j2m2nkz5dCZ9s2uWEgQoPyk3ukWvUZJuTotzsXcQ8JkWze5vPjuzdgcPL1I5879JLL+Wiiy7immuuoVqtPqU2r7nmGi666CIuuOACrrjiiqf8+IVMJD7ClNQj1hUnQ5UEEglf4gPPv5Gf/WjvtNtdlo6jRofH4eUIlqNDBIkmnLvkm20dhV6mqSQjGTWS6I1UlscjwlAiGUn83frvtS2u6XraKolBNWKZAutSIQMZB8dTCEOJQ7dX2x3enDmmt8bTu+u8cFWJtf1VbEej2dKxA4mhX022O7yjJtOnsmKgwuqBSTIpm0o1w2QpQ7VpYAbgzqNlpnMtWzApFhr0LhulYeo8uKeP/aMZJkyNbHxhJj5qTCOTa5DJWnT3VzCSTfaOJRmpG8R0n5XHzvMe4B9TZHTDJ1Ook+6uc/yxB0kkTFTVZ1XeZOXq9j2Psq6gqgH57ho9y0qcsLzKyV0t1iZDTkoFGInp/1trOsihQjFf57jl45yuxXhOmOX0IM+gsjiLlcyGe++9l/Xr1z/mrZ22b3/0DPQFF1xAtVpl8+bNXHzxxZTLZVatWvW4ZaofaceOHWzcuJFcLsfFF1/Mli1bqFarrFq16lEJ1mImqroJU9aEMSqRioTEIAZyJGEDMhIfeMsOfjb+9mm1e9Jxafb/Ng4yFCSZvCLR8mVsIggi9t1fZeXa/OxezJO0ti8kOSyTUSNiKng+1BwZG3Cczlsi1b8kwB2xiOkeNTNBtW7QtFVqgYRLRBRFHVnd6Yl0d5vkgwhV8bl/by8NM47ly5RDyGsLdzP7HzMyCrlCHc9RKXSN8IvfnMChShwngKQWkC0unop3RszDUJsksy1WrhkhCGUOjhTozzn093TWzMeTFkbEEi52C3L9FVarPlKgYdsGihqSLna3O8KnRJIkwhAkBTzboGtJieORmBgvENM9Uqn2JQFyLI7nSvTl60RSQFehTjZpU60lcN0YSjD9pCyMJCTZZ+mycSTZZ1napdvWqNkayUVS0XrWy1nPY0dmY3K5HJdeeikXXHDB1MwPwObNmykUCpxzzjns3r2bLVu2PG5bl19++Z8kUkf2BW3cuJFt27Y9pVLYC5FIfIQpa3SZmq+TliNKnsQkEVUCGpKPV59+ElDsVVkTjwiJsIKIg46GTURJ8mgREDntG4Xs6vKJGj7xhMPBcpL9LR0XKEse2ryvA/OnUt1QzNmoqkNXd40bf7eMqh9h45OTWLCJTyxmo+kushJwghxw233LaHk6RTViTf/i+QSVVBldCzAMh8KSEmvXDFMcLdByDo/4a2qHjfjPQBhJxFMOnqOSztVZszYgHgtQ5BA9vkD/HTQN39XI9lZI9VawHZW+JZN4to7jauh6hw3mSBKSEmGWMhSXj5Drq9KsJcm7TVTVQ5XbN+MT+KBqAdVSHsfS6OmfpFlPIEkhVstnJptKmi2dntwkw4d6iSdaLOuvYloxYpUklq/P3kUsMscff/zjHv7ZTkfKU1erVXbv3v2YBQw2bdrEunXruPTSSznvvPMelRgdsWXLlsfdI3ThhRdy0UUXcf755y/6xEcsdROm5JMePUbIip4WyZjJ/XKTPYpJQ3I4Xk1Pu91ETqY7a5OLe6zta+DJDntkk7Jk0xNppOLty79j8ZCugkk+Y3HsQJXuhEVL8kkQcaLUeUsKNENF00K6+yssWznC03tM1mY8jo/DiWl/3m/wnK5IkjlyaHr/shInrhrjpN4ma/vrdOet9gZ3FEl6DM9RKAxMoKda5ApNVqwYZ+WyCYqFBsxgFLrTeK6BVU8RBgr5JWWSOZNcvkkma5KIL8wlf5Ki0GroKEpE+UARJZIo9pfIdZdJplpEQWclPpIk4VoxQjmksHyCUPaRiUilWihKRDvf0FxXwfN0xkfy5PuqJPM1WmYC31dRtYBgBgN6Ey2ZyVKG4dEsybhLKtXAtmVU1SeKFt7A1Z+IQApn99Ypn33nnHPO4/7ZkaTm/PPP/7N//njWrVtHtVrl0ksvnX6AC4CY8RGmxIyQKIC+3gpGXIM9vYyGEVIkMRiffhIgazKGFqLIEUsGSpziShTHs1ihRFIJUdqYfkuyhBH38D2Zrq46J0k+iYPdSEBK89sX2DSFkoosH57BklWPgb4KRVfFbCQIkYj8CBbgaqcohFYjSd+qA2SKddITeYiayFJEPLl4RkiDQCWSI8xqFs/WyBVrOKkWWi2JZcahwzq+M+HYGrab5PiTd6OlLFwzRjJp4doKUQcOajwZUQBBpDKxr4/8knG6lk7SKCXx/QSq5uPbHdL7e4RSKc2KY6qM3b8MI2GTzjVx7BiNSgq7jdW5m1bEyFiBweP2IEsh5bEiUiQhy2BZOlZ1+oMMZTfANOO8YN1uNN1j375eLCuG7aq0Fv7pBIfNswqUu3bt+rMHhz5Zj3WgaKFQmPr6tNMe/2De1atXT8VSrVYf85DTJ/q7d+3axfbt2xd1WWyR+AhTwlCiUGigqj7JOKwuWvQ6Gq2WRmYGGzXRdGxHZ9nyYbKFGvmxLGrBxrI1IikidNvXGXNCA89MkEo16e4t4XgKfRkXP5Qx9M4bHXccDSPuUB4rksnJ9A5MUimnUZUQx55+laH5zrYM4kmTZNYkCiMSMQetEGJbBkiL523OthTCQGHiYBeDpz6EEbcw9/URBiqqEhCGi2C0+GG1coLuvlEm9/aRzNSIJW00NSSKkrSaC3OjhB9EtMwElhyw+rQSQQDNiQKeo+N7CnZtfnUmn4xaLcH4oV6S6QbLjz2A7crYpkEYyLRK7ft9rlV8JmoafbUUex9YRjzmo8U8XFfDtnQa5RnM+EQh3TGLVjPFuKfguBqKHOH6ClVv8byG54tdu3bNWgGEwcFBdu/e/ajvPTKB+XPJzCMTpKGhocdc7vbnHHn8bbfd9pQet9CIpW7ClIapEUUqI6MFFFmir7dCNmVRzNqoM9hp6AUyQRjhWDEmJ3LkMg79PVV6ik3iekjotW8PRqul0DBVegYmkRSfyFcp5JukEy6K3HmdhIapU69mqDfjZLvrqDEb1zEACUXx590o2mwplZIoMhy4fzmNUp50vkki1cIwfDx78bzN1SZDJseL6BmTWNyhVUnjWgaBr+B5Gk7VbXeIR83kZAKzlmZ4Tx9EKqrm41g6vicfTogXJJmJyQxGqkV9PE95f8/hUpoR2K0Y1dHOe/3XTY2RkRyJdAvX1igN99Cop2nUk5TG2jeo8bRXLKEewshYHrMZIwolquUU1Uqahmkwtm/6yyn7zyhgRiF7xtOMTxYIQ5lGS6PhyJQX6Hv4H5v1pW4zsG7dOqIompXbHyc9AM94xjNmFN/Q0BCrV69+0snZYi9tvXh6BMITaoUwPJpF1W3yhQZeKON5h5eEBDNY9WXaEEkR+w92EwYy2Vzj8JliYfTwKHT73sgnJhX0mMv+PQNMDHeRSrdIp03icZsw7Lw1YSOHQobHUvQOjBL5MpXxIoocQnT4ufTthbnUqdKIMXyom0Yzjm54eI5Mo5bCcVRajYW5rOmx1GsRE5MJCBTG93bTqGRQ1IAoAtuKYZYXT6GHppdgfDyPpPpEvkx5pECjksZspKnX4+0Ob04kug1qpoFZTzJxoAunFce1NcxmHLOZYPShznv+l7xkFZYr4Toa5dE8rWYCyzSo11OMHmzfe3SuL866t66mFYDvqVTKKUbHCkxWUkzWY9x/T33abX/i5leQ7E/heRJVU2e0GuNAS2MsjBhhsax1WzweOXMzNDT0uD/3yKV2j1wut2PHDoaGhti1a9efLVl95PFPdYncQiMSH2FK1ZNp4FHMt3BsmWY9iapE+IGCbU9/ev3gWIvRapxAtUinLZqmTqOexHENXE/BrrdvL82Bsk+5lmT/SBpND5AIqddT2LaG5XTeEqmxqo8VhYwe6uPQ3j6IJJSHlzi1rBiBvzBHC6uOxvB4kmyujmXqTI51Y7cOd/aqlYU6uv+nTvnL1dQclcnxAtXJLKGvYJkJzEaSWj3B5P7FM+Pz8q+9gLqpEQYStVKaWjlHqxWjXk9QraXaHd6ckCSJ825+NY2mge8pmPUEpbEClXKOSjXF2MF2R/jUvfaqs3jxJ8+gWc1QGi9Sr6epVNJMVlLUvPa+ts+57Nn8zc7X4/gZDh4qMF5NMN4wGLdlBs4oPHEDj0OWZT4z9Hre8K2XcaipsduWOYjPIcllUl+YhTkeJeJwOevZvM3jj75H7vv5c4nPkZmawcHBRyUvR+5v2rTpzxY4ONL2ueeeO/OgO5hIfIQpY2GIaoQ8sLefsdFuNDVElsDzFSrW9N81TAIOehHxWMjEeI7JiQKSHOGHEk1bo9HGU9SdvMqhpk48Z+J7OqOjXTTNOI1mnHoHzhSs+8tB6r7MwbE0lqPjOiqVSpZ6I061YeAu0BmftecN0grAbsUpjRWwrRiWrVNvJilVO+95nK78siSnv+9ETEvF9TTqlSRjIwXK5QzVWop9dzbbHeJRs/oly3jjrzcRSXHK4wVq1TTVappyNUWptjD3+AB0n1jk9ff/I5nnncHoaBdjYwUmJtNMVJL0PX9Ju8OblsE3nMoLf/YvVKUVHBzJMjqZZqwS49n/dlK7QyO1NMt5970D+dnHctCWOeRBPa9wzr+dPOO2V2/oZ4vzRpprVfbLLUYMi0/f+IpZiHr+k6LZvc13F110EXB4P9HjufrqqwH+5ByfDRs2MDg4yLZt2x73sdVqdartI3/XYiUSH2GKmYiYtFUONlQcV6NhakxUY9QslYkZlOZ87T8+jRoe4/U4w5MZPE/DbOk0mgYVS2F0uH2HCb576/OoRQGep1IqZajWk1iWTr1lUHYUwrCzloa87MITiC3L4IQSVivO+ESOiVKKyUqSUlOjPLowRwvP/cqzedG/nUipnKM8maNaS1KppChVDEpW583czcQLPvgMzr3jfHytyMhokYlyholKkvGazooNfe0O76hKryrw4l9dhPGiFzAynmV0IsNYKUHspM46yHM6Tv6PV/HsrX/JSDPLaDVJuLSL133x9HaHNW2ypvD6297EhqteSvFlq3nttc/jRf90fLvDmvL2b72QTzqv55JDr+YLpXPRjJktw3OdgFbDQ1Fkrr7n9fzWv4Bd1jt51vOXz1LEwnyyefNm1q1bxyWXXPKYe3B27drFrl272LBhw2Oew3PBBRf82TLVR0pgX3755X9SVW6xEYmPMOVzd76GUhAShBLVRpyD5SQTlsqkLzEaTn+JTN+KNH/9qdOp2TJWS2OyEuNQJc64pTIWwf0PlmbxKp6atWf0cPEvXkqzlWR8MkW5aTBR0xlvKYxHEAQdMFT0CJIk8YH7zuacK19IqZpieDzDZD3GeFNjPJBJdS/cZV/PuvgZvPbOv6Ui9XFgLMXBUpIRUyd7RrHdoR11eibOy37xLnKvPZ3hapzRmoF6XJEz37o4P/Ce9eHn84Y7zqPvdcfzzEtO412/fnG7Q5pTVsnBdwJ6Tyry/vIb+Vf7jfzD3a9A1Ttv32L9oMl3zt7Od19zPeZok7Uv7ecvtz6bk1+9tK1xRVHE/776p7xP/SYfSl/FvhseQtVkigPJGR8S/eOvPsSrk//Ha3NXcn7q6zQONmYp6g4y20vdOsBNN91EoVBg/fr1j5r52bFjB2eddRabNm1i+/btj/nYzZs3UyqVOOeccx61XG5oaIhzzjmHa665hssvv5zNmzfP+XXMd1IULZISIQvEkaodc3X6cBRFfP11P+P27xykHoEHmIRMxF1ubv3NjNr2XZ9PnXQD+x5o0gJcIiqSx4d+8mLWP39gVuKfiavf+kt+/tV9+Ei0iGjGQ65rvbndYU1bGIR8aOW3mTho4wD9zy7w4V+8tN1hHRU//8JDbP/Efax6bhdv+dzpqNriHuMJwwhZXlxlcH0n4Kf/+Gsqv5/gjH85meUvWd3ukOZcFEVsfd53OXS7iSyHPP3FPi/Y9lcz7oi3SxRGfLL4DRzr8Os3m7J45ceWsOyvX9LmyGDX/+3hq395y9T93pTN81+j8Kyvvglphq+11xpfoxX8obd+Vgqe9ta1vPyTZ86o3T9nrvsWTyWOyL6bW7Ytm9V2Tz/nAFLsxLZf35Nx6aWXcvnll08VIzjttNO44IILHnOm54/t2LGDyy+/nKGhIYaGhhgcHGTDhg1cfPHFi76owREi8ekwR+vNafftk7zrGd/DDUNsOeD/XbeBDa+andHib3/2bq74h1twopAzz1vGh6+cP6Ove+8u819/80uSBZ33f+W5FHoT7Q5pxqymi2MF5LoXZiUrgMAP+e2n76NxoMnzP/h0YrmFO7P154R+yJfWf4+Re1rEYz6v+cxajnnrzEqldqorz/gWw7+zAFCUgBecXeHUL78bSV64SfDIrRNc9cI/jAjHYy6nn3kvK//zPRRPae8MyXTU9jX5/HHfm7qvKgHPe/bdTFZ7eOY330Z+MNu22L7x2h/z229PTN0vxj2ec/I+hvb1ctpnX8wpZ09/SdrrlK9iPrwxRYrgrDTEZYlbTJVPD7+OXHH238vnVeJj3c0tW2c58Tn3AFK8MxIfYW4trsXvwpO2+tQufuj/NZWSRTKloRsz+1WJoojahE2mK8Zr3n0ir3n3ibMU6czdes0+fvfdQ7zo3cey8vQuPv2bv2h3SNPmtnwuPeUHjO026emSeO/tLyczkCa+MItYTfn8qddz8O7De8VuvewB3nTFGla9Ze5GR+erX330LkbusQAJy9bY8f67mPz+r3nGlX+LOsPXcKeZvK/BkY+4IFCY+H2Tm5/3n3S9/Rye9tb5szdkNjX3ljlcvurwjIMihyiSz53v/F/KqZPZtP1VbY3vqdJTMjHDxXZ0ANJJB1kJSGp1rnvWNl77q/MoDKbbEtvyE3TuucGn4apocsRgbxUiSBge17z+lxxX7iOe1qfV9hJJ5iAhfgTLFZliwqHZ0km7Mm8/5Vtcc+CNs3sxgrCILNyhL+Ep+8139/Oq+Nd4hfq/bHn+D4miiHwxPuOkp9VweXP+m7x5YBub9K9zw/t+M0sRz9zWC2/nv8/9JTu+vpd/O/NGtp71rY4raPBIX3ndzzj4YAsvlDg0Dl942jXs+uiv2x3WnBu+x5z6uulo3P2xX3DdqV+gMdG+whntMHLzgUfdj5CISuN866TPc9vl97cpqvZIxP+wL1HXfNIZE0N3ufs/f8wv/vOuNkY2d7qOTdBdqKOpPvGYy+rVhyACWQ4x7x3l/m/vb3eIT4kWU1jWX2LZQIlVy8d5+tMfInr4fDlFifjuX/2ybbH1H6OxpqvOmatHOOvkffT31DBbcSxLh0ji9q3T/7c+Lu+zPh7w8nzAuoKLbauUTRWTiPKINYtXMT9JgBRJs3tr90UJ84ZIfIQp/+/sH9PyAhwibvrFCB/PXsnw7eUnfuAT+PLf3kqtebhktUvEdZ96iMtWfZPGZPvfwH/86fumvg6Ae37b5Av9/8td3+msDsIRB38z8aj7riez76u3cGnuG5QOmI/zqM4X0/5QpttQAzTNxwjqfHnNNRy8Y+a/w51ixdMlMkkbiYiY7rNq2ThRJGPoPr+48BZcs31nZh1tS5dOsHzJBMsGJjn15IfQDQ/X0ZCAWz6+MBMfPaOyZOkYJ5/0IKeffjf5fB3LjGM24wSBwt1fubfdIT4lsi7TP1Bi6ZJxBgcP4rTiVMtZKpU0ZsvAHZ/+IaEzlSgo9PXWKBYayLLHnv09HBguMFqLUwsiEjOoot9dsFmac+nqqnHQlLmrojHkR4xKDsmo8wpUTMsiLG4gHB0i8RGmhOEftntFgOdFfOXMH3Lh+u/PqN1DOx9dtU2OQGpaXNL3ba769ztm1PZMGY+4ZgnI6T6GGnDtpl/wtb+/tX2BTdNAwUd/eG14XA5Z3tUgiiQSssdHVs/seZzPlhZr9GZbdGcsTh4cQ1UPlyjXlIivvuyn7Q7vqOk5RmPVkklOf/oQzzrtATKZFlYrTqtlEIYS+3420u4Qj5re/goDAxMcu3YPQaBSLecOn2nVjBEFC7MnpMZUCsU63UtKxDMN9u3t5+DBXsYns9SbGj1LO+scL0mSSecapDIWPcvHcYKQB/f0cmA0h+VJrDymfYNnWsYgm2+QyZn0DJTJ5ioMN1UqHvTHPXL56W+fjsd9isU6mbTJ05ZWSMZtmpJPTpI4UZne8jlBEA4Tic8sGxoaYvXq1X/29N35qitSDh/0FUE/KkktQgIqu+pc8pafTLvdk45JUERCjSAbyRyXDAkCCU2S+N6H7sax2jcKfUzRZ6kW0q1EnJz26M44eL6CBNz06QfbFtd0HXOiz9pijTOWlHnOmnGSMZ+WpeO4Mr4XslBrmSxfUmFwySQnH3MQQw+o11LU6gmalopTnn4p9k4Tyyt0dVcodFVB9ti3r4/hkQKTlSSWK5Nsz3aItkhkHTJ5k0yxQa6nxN79RfaP5Kk3Nfp7au0Ob07IMR09YZPMN8l0V1hz/EOEUUAYwpL+Mj0r2ndY9LRIEkbCJZ5skV1aYuWJ+zjhuP0MLh/n2JVjdC9x2hiaRCzhIIWQ6aqz9sR9nLy8wskDddYsqaInp992GEloaojvafT2Vjh1aZVT43BSXGIg3VnJ67REzP6Mz8L86BOmYXHtdp0jQ0ND7Nq1i6uvvpprrrmm3eFM21oDBgKFrAJJNcILZEz/cEnrX167H/5veu0uP9bg2BslDC0gqQVEkUzD1mkGET4h+39X4ZjT23Og4PLlJqqnkknZNFsJ6o0Y9ZZG05cIOnB+PNcbsKy/QURIsxmjXM1hOTIVW8XncHlYSVl4q53TuSaqGqN7YJwH7l3BAwcKuJ6CFUisGFiYh7Y+FiUdI5k1MeIeWcXHczXuuX8FbgBLe6rEEovn01/VQwI1IDtQJj0wgVVPUSllCEOZfPdCXfYpoek+UaAg6RLdqyYYtJO0akmMuIMR76zKbpIiE/oa6b5JJC0gnrYYWDlCrlnDNmPEUrG2xRYqOq6jY6Ra5JdPEOwv0tNdwXF0ZCVADqc/oOcHKo1Wiq7eCXqXTFCuJuhN+URRhBET49WCMBMi8ZmBarXKqlWrKBQKrFu3jvPOO6+jE5/+nEtXGBGFEburCTxfoUlEWfJIhdNfV5wuQl/WIplq0TR17hrL4kcSNUJcKSIZb9+vYToX0tPVIpuro1cdfvFQP3YgYxJR6MD8wEhJ5PJ1ohC6u2tU7tKZcNIEUcSqlLtgN3gaMQ9F9cn1V1kVKqhyyNhkHlWJ6O+0Ue4ZkGWJeNLB91VSeYsVx+/H9ww8VyORsJDVzkvmpyuKZIyMiZp0icKA7iUTZAt1bDOGYizQzmMYIakhVjVBbnAUxbBJHepGUwJUzUPpwOffMnVidpzKXpVUoYk+UEYaCzEMF5netsUVKQb1apxVS8ewajEC26Crv4RtxjDrCUJr+u87lqUiByE9SyZBdVEila58E9M0CKUZbB7qJItnjEY4ykTiMwO5XI5KpdLuMGZNKmUjSQFEkE7a/ORAjlIUEQNOSEz/V0VPqWQzJqm0RS7XwCXkzvEMWgRrZRlDbV93XIuDrrl09VTIFcu0zDgHa0lCX6GY6LwOs6Sr6IaP58kUekscf5xC9sAAvi+RSllEEQsy+QlDhXShhudoJNIWywdHSGctQl8lll08Z/oE6PiehiQHZJdPYFaSFLpqeI6KanjI0SJYJvMwu2mQKVap7e8i2VUnt7REcyKNpru47gzWIc1jkaph1dKkl4xjZFvYlRiJpIWmBriO2pF7m4JAoXSgh4GThkj01ikN9T78Ox4S2O27Hs8GZInxvQOkCxVyPXVc08N3FWQ1wPen/047WdVZ3ltjz30rKRTL5At17FaMKJIp1xfHHh8pXIifVMJ8IBIfYYosg4yMHm/Rl21yciNBrRlDViL6stP/gJFVhUTSIQpVkimb41dNELgGnqeSNHxkuX1DO1GokExbBJGMpjssX1Yim7FxnM78cAlCHacVozAwRq6/Qq2Soq+nguOq6LoHYchC3NpntXQ0PYZjGhSXTqCpHq57OOGJZniKeicJIp1mJcGyk/cA4DbiZLuquJaBa+v4dvv2RBxtzWac0O0iXqzR3V3HKifxHYNoQab+R8hUyymSxRoTv19KPGORKDRwzDhBKYXX6rzEx6wniWWaJPN1nKaG24ijyBFOyyAw2/dcVicDWmacei3JsrV7kRSP8lgfrhUj8FXs6vQHzkaaMoaUQ9U8+gbGcRyJSjWFYytY9iKp6iYIc2Th9YCEGYhwXYX+pRPkuyp0ZVyWFmx6ki7J5PTfxD1UwkDBdlQKvRWSuTrdWZuurEM+2wKpfR/Glq0jKxGViSySJNHVP0Ey1SKTbRKPd96meMfScAMZTQuxWzqGHlDsLZEv1lFVn9BbmCP+nqtTGi2S7SuTLDZx7BgyEYf/t3jWTDiWjI9CeX8vEw/0E0u4JLJN9JiDJIdE3kLu9D+aWY1RKaUoLhvHdyWaowUkKSLwVFxnYY75BX6I4+iM7RnAdQz0+OES3nY9ju+rWKXOe/2XSmlUNWTk7uU0DnWj6z6SFBJ4Ks1y+5Z9RTGNickMRsrEtzQmD/QReBq+r2KaCWqj0/+3rqkSBxoxcl01fE/l4P4+Gs041WacsrmIlrrN5k0QHiYSH2GK2YqRyjTwXIOWmaCrUKenu0Ym7aDMIDnxQ41yOUPvwBi64eKYCbLZFtl0C0WJCFrtW1JWbxqUxvMouk+m2CDwJaJQgUhCljuvk1Arq8hyyPCeAZqTGdL5BpruoqqH9/cs1NHuei0BmgeRhFmOEfkKeswlCiVca5F0FIDq/gDHMhg90E0sYyGpHo1yGqsZw3MVXLPzRvynq1JJIqsh4w8upbG/G1kJkZWQMFSwm505o/tElJhGo56gPJkimWlh13Xqo0VajQRWM079UOf1AGvNBNXJHOWxHKGnYTZjNMopWs045eH2vZ8d/9IlVC0Nz1WZHM3TrKXxPBWrFaNeT3DwvukXVdn0idOo4+O7OpPjeZpmHNvRqJkGpc5bgS0I84pIfIQpExWDlplk31AvgaeRztTRNBdDd/Hc6X/ANGpg+xKVySKH9vahKhGZTJN4wiaKZDy7fR/GpXGZSkMnkzYxGzpmPUMs5iDLEZ7XeR3mQ0MRlVKOummQzFp4nky9ksFqxXFcjchfmB3fUjlJFCgcuH85ZqmApvtIRASBSqvRec/jdCmFJJVyllCJkCKJ2mgeu5nAsWNYZoLmWOfNYk5bVy/NZoKJg0XcVgzPVmhUUrQacRr1VLujmxN6UiNMFXEDGbuWoHygB8/RcCyDZj3J8P2d9/p/ydZXUW8YECm0aglKw91Uy3lq1RSTo+2r6qZoMm+77TWYdgKznqRZS1KazFEqp5koxxk9NP0MZeM7juMd33gu5Vqa8fEM5abBWF1n3JEYo/MG5J6yCAil2b11Xs4vzBGR+MxT69evf8zbvffO3cnbNV9i33AePW5hGB7NRpJ6PYXt6JjN6f+qHDho4QQSe/Z3gRSh6T6NZoxW6+FR6PadQcdYRSaSI/YOLaU02o2mBYeXwwQylt15m+IdI87wWIZMtkGrHqM82k0QKLiOTsuM41kL80Oz5saZnMhSqyUJAoV6NUm1lMdsxKiW29c5OtpOfMNqqvU4YSBTH89Qn8zjuyp2K0aznmb03ja+2I6yV//odZh2kiAEq5GiMlqkVspRr2aoVBZmcQOAs3/7VlZtXEZtIkt1Mku9kqJWTVMuZ2haiXaH95QNPHOAV9/xTySPGWBsuIvyRJ5qJUOpnMVL5NsaW2FNjjff/3fkX72BQ2N5Do3mGJ1MMd7Ueea7j51R2yedPci7Rv4G99gVDDVV9nsSB/GRVy3MZZp/YrbP8RGEh4nER5hS8mHcC4jHfOrVBLVaBt9XMC2Dcm36b7b5Y9NMmAaNyEeVI8oTaeq1DM1mnLoZoz7Wvg3XhdO6qLQMhidSRIFCq6UzOZmnUU9Sa8Q67sDPV3xyPXUXmvUk5dEcjmXg2IeTnnojQavevsNi59Km77+MejNGGEGjkmRytJtaLUWtmqVU7rzO3nTJqswb7nwTgZykXk7TrB0+u6ZaTlOqJKmMtTvCo0dPapzz+79j9fnPpTSWY2KsSKWcpVzOUK4v7JNcT/mvN7D2Sx9istzF+FiRifE8k6UM6/55fbtDmxZZUTj58+9h1b++hdGJLKMTaSZqKV73nRe1OzQAnn7h83jNL99EOZ5nPDJYd+GJnPKamZ+ZJEkS7/jZyzj/puejPCPByW9dyv/efc4sRCwIi9ciGTroPDt37nzM769fP3cfXL3P6mLiljEmJnJockgQati2Rt00KLWm3+6L33Uc1190G/0y1CoZqvXDo/K2rVM1NfY8UOek2buMp2Tzd57Pf/RfhRpZNOpJms0YlhPDsVVKdZ3AD1C1znmZLF1X5DVfei63/+v3UaUI19WxLIOWpVOpx2mUXNpzVOzcWnpGD28deju/ef0VTAxBo5HBD2TMlk7F6ryZu5lIdCV5xa//gX1bd/Kbf/kVYSBhOzrVpsGL/u74dod31C3/qxfT8+rncvW6q3DMCM9ROeOSM9od1pyLdWf5i9vfx6/+8w723TTCM88/jpPeONjusGZk5ctXc/7Yaqyyg5HVkJX5M3ZbXJni3w69Zk7aXveiJVxxy5I5aXve6qwxR6GDdE6PTphzH/rZy/j0hh9Sv/0QIBP4Mqat0vBkxqPpzxUrqsx/197AZadcx0QppNYyCH0J09OouDJLnPbNQugxlf+ovIVfX3wz933tPmpNnSBQMV2FsifRiafenPj61Rx/7nu44dXXcfBXNTxPw3Zlyo5M/9Oy7Q5vziiGyrO/9bfcv+1BfvA3v8IPFCxP5vkfW9fu0Npixbnr6XnJiVz1sh9jjjm88OOnMHBKe5cGtUssF+evht6G1/KRVQlFXzwlgZ/1gVN41gdOaXcYsypeWFyDGYIgzB6R+AiP8nc7XkplqMF/nfg9WraEjYRJiLxqZhvENUPlPfeey4M/OsQVr7iZIJCwgCoBL3/PcbMT/Aw885Lnc8LfncZHVn4XzwUbGHh+F6rWmR0kWZZ55fc2cfs1+7nmbbcQGHDu/51OPL0wq1k90nHnHMOa163moZvG6T0+TW7Zwt3P8UTi2Rhv+9XL2x3GvKHN4CBmQRCOkiPFDWa7TUFAJD7CY8gPpvkP6418/A03c8v3DlI8JsmWH790Vto+5iVL+Ih1Hp/6y19QGrH5+4+tp9A3Pzqm2f4kW5w3sO+uCpIssfxpuXaHNGOnblrOqZuWtzuMo05RZI57cV+7wxAEQRAEYR4RiY/wuN531fPnpF1NU+as7dmw4uTFuRxIEARBENpPgmi2l5l33rJ1YW6IxEcQBEEQBEGYN2ZwZrog/FnzpySKIAiCIAiCIAjCHBEzPoIgCIIgCML8IIobCHNIzPgIgiAIgiAIgrDgicRnFl1zzTWP+bUgCIIgCILwJEWzfBOEh4mlbjO0evVqyuUyANVqder7F110EZdccsnU/UqlcrRDEwRBEARB6DyzvdRNEB4mEp8Z2r17d7tDEARBEARBEAThCYjERxAEQRAEQZgfImb/HB+x3E14mNjjIwiCIAjCvFW5v0R9z/xbLn7o12N859U38Iv3/ZQgCGat3ca4zZaTr+fi3FZ+8A+/nLV2BUEQMz6CIAjCAmUeqtMabtB12gCStDj2DOz91j387pKfoes+p3/qpeTXr2l3SDOy43VbGbmtBkQMrKrw/OvfhZpKtTssyrtrfHPjDqJI4sEdVUa+/1leet2rSZ+wcsZtX3rKDYyPuAB895P7sW66nZft+GviPckZt90xxAGmwhwRMz6CICwIgRvg27M36tqpHrr6Xr7z7K9x85uvxreddofTNvd89rd859lXsf2c6/nuSZ+iecfv2h3SnLMmWvzmfTdjTkJlWOWXb/s2wx//JFHUmet8nIr9cNIDIDG+P8Ped/4je79yY1vjArjjE7cTPWI5VqWSYvdFn+GHL/sagT+z96HamD31dYhEraLwvWd9ha9sunlG7XaUSJrdmyA8TCQ+wqIXBiF2zW13GLPmd19/iG0vvoG7Llv4Hb0j7vjUnVzedyWX91/Jd067DN+yn/hBC9DILw/ys7//FaUhn903mWx/1iep/PL2dofVFvd8ZidwuMNjNhPc/4Gvct97/5swWLhDyaVb9j2qk+e5Gu69v2PnKy5i+Cd72hjZ9IS+jyz/IYlQ1ABJjmh+73q+d9r/zDjBmIlE2kWW//C7lM81keQItXyAy5dcOaNkM68HHNmUklJDipkWqhowdsNBPnv2z2YauiAsaiLxEaZYDZevvvlXfPq5N3JoV2lW2/7W39/GxZlt/Ndx36ZVsma17Zk4dNskH4pv5d/z3+Kj6a8zccv+doc0Izv/516+/ze38tDNNa5/7+/4/jM+iVtvtTusOfeb/zgy+ipxcHeCna/+EAe23dLusI66+6+4jSOdfQCzGWf001/kJxs/iddcOMn9kyHL3tTXkhSi6R7SxIPcdOYWKg/Ov/0isyE5oBOLH3l/jSh2V5DkkFjM4c5/3EZjf72t8T1Vekqjq7tMPG6TSFgMHrMfSY4IQwUjavKr97cvCRg42WDFkgmW9JU4bs0hjjl2P76rEvgqKgEPfv/gtNte3dvkxK4mp/bXeP5xI6haRKsVIwglbv/2oVm8inkqkojC2b2JWR/hCJH4CFP+37HX8/Mr93PXL8p85LQb+dnmG2al3d984SF2fGo39UbI7gccPr1qK/d9cX6MQl/16p/i+YffEGumxvfOvoGfv/Xajl0asusTdzzinsTkSJzfvPxSfvrehb1EQpKiR38dSRy67DtcfeKXCLzFs/wt2+WiTI2QRxS6qgDEgkmuPfVLHft7PR1dPZOkUiaxmM3SFSOksy1CX8YwPG563bXtDm9OxIsx+pcMs3LNXk54+v0sP2Y/vqPhujqSFHHnJZ21UV5SZQaWD7PmhAc4af3d5Io17EacViOB7WpM/GJf22JL9RksXT7G4Jr9dPeUadSTlCZzVKspTEvF3Feddtt9PXWW99RZ0VdiopLiwHCeQ5NJSq4E4eJ5DQvCXBCJjzClNPqH5UFOJLH7hgNc0fdl7t8xOqN2b73sgUfdb3kq9/3XzXy690qqw+2djfBqj14SpUhg3rWbz3d9leE7y22KavrimsWRJRKSFJHPNVHUiPIP7+TL67/b3uDmULFQR9N8VCVgycAk8bgDEehhk2+98kftDu+o6X2axpLlwyxdNsLaE4boXzaG76r4noJCwOivZ/Za7iR9K0osX72PE069h76lozgtDbOewrZ1vKb3xA10ICVpUOyvUugrkemqUB4rUBkvUC9naJlxVL/2xI3MI5Isk+lqku+rklsyxtjBLg7uXcLYaJF6LUFxSftWD6gJlUyxQSLlMHDsPsYnMjy0p59D42kUOaBrxfS7V8m0Qy5vkkq1WD24j311jSFbphlFHJNeJAM5Yo+PMEdEVTdhSlKJaASH3yASckRc91Eliate/mP+YutzWP+a5dNqt78/YrcU4UUSMhED2RYSEXEcLlnxXT7qnte2iksDPS2CkSS2J5NPuvR1VQkChZgecMWZN/Ih6/VtiWu6Vp3UAruF56sU8iY9PRUcWycMZaoP1IiiaEFWt1q2fJhiV4l02kbRAhxHo9WK47oqlTsm2x3eURPvjjGwbIIwjAgDlUYljWvHaNSTWLZGUG+2O8SjJllsoSg26b4yw/ctY+LgAJ6r0WjGSaYX5vJPWVNJ5JtEoUws26TZiLHn7jU4joFhePQe02GdZllGi3no2SZaxmTp8fvYd/dKXF+if6BB78pE20KTNBVVDYhnGuRWlFi99iDZTAuzmUTXPIzk9P+tZQ1kFzJdTdK5KieN9NNoxnBdlUJ+8RYsEYTZIBIfYcpgxqLiakgRLC+0kGWwHRUZia/95S2sr08v8Rl8usborxtIikQ24ZBJOVi2gespSEHEobuqLH16fpav5slZuaZBTG6RiHvEjADfl2macRxXIXA7bxN0YYlPMFZB0x3MRop6LYXVitMwY3i+TBRGSMrCS3yyXU1SgYmsehx8aCmtZgrH1anVE6SzC7OT+1iUlEaq0MBzVNLdVX7/yxMZH+3GdRXihk2ye+E9949Hi/somo2Rb9F/7CHCUGXiUDdd3S2KvZ211+VJC0K0pIPfNEgsK9OftJFCFc8ykJWQeL673RE+ZWEgISngtwzyS0sgRdRGu9A0j0RmSfsC0+J4jkx+ZR1J8ckUasTjNmY9jm/HUKLp76mLkIkij+7lo8iKT19PmULWoNlMEEv6s3gR81jnffwKHUIkPsKUJb0Nsk2NVMKhUs9QtgzqpkbDh8Ca/pttpk9mxUCVIATX1RibyOJ6CpWmRisC2rgHI9PlEjZdYnGbyfEcB0e78TyFektFljtvLXWsqJApNJEVl2x3ld/+4mQazRS2K5FJWbBA93joMQfFcJEVnxXH7eeB363BqsfIZJssHWy0O7yjRlIUFD1AMVzSy0ssrxwkmzWxW3E0w0PVF+bz/1iiQEZPOQS2TrxgsvTEvcTiLpIUoRkL898hUjUiR0Pvq6EtqaL5CoWBMr6j4zkqeqyzZnwkSQI5xJlMk1gxRnxphVYjQdpuIqseqtK+JYthJCGpEeZ4Ds/UyPWXsetxJDnEbflE0fR77lYzRjZfpXyoByPZoru/jGPp6IaL47ZvluuoEsvThDkiEh9hSjZjYug6uUINN4Rde3ppBTI+EWsL038T1zMK+UID11VJpifZeafBvnoWP5Toivkk2ngWnR4LyRbq6IZHLGFjOSr7R7qJ6T6rip23LEjRVFQlINtbI5avc+x4kUopi+dqJFLWke0/C06EjCwDkURx2SQrPY3cWBFVDUgWFs8HaKTGCWyN7HFjSBmLVK5BTPVxTAPPU5GixbNMxnN18BPIcYf0mnFCOSKZM5GIkJSFub1VUlRa9Rj5/grO3iJKIJNeVsKtx3AqKcKwsxIfgMA2CAyH5JoJwiBCDiRiqRa+qxK18Wn0HYXQVykPFxh83jCK7lEdLRD6KooWEPrTf7Mtl+PIUZY6IWtOqiFLderVflTFxxYzIYIwIyLxEaYYcQ+iiGJfGSNhEgQa5XoCKZTp75v+yJqsK+iGj6SEdA2UOb4VI58KcG0NI+6iKO3rjUeyjB5zCXyFTLHBmrUHiBkRRBBPdF4nMUIDKUBPW8iGR1dviWy+QasZP1wiNAhAU9od5qyLIhmnniS3ephkX5XkRA682uHR/YTR7vCOmihUCQlxyxkCSyNZbOAlbeRqErUZh6DzOr7T5VkanpOgf8NepIxF8EAv8ZSFb6tE0cL86ItCCEOZxlAviSUl0oOTOJMJIj+BrHkEducVdahNpOk5vkbz90tRkxbxQhO/ZdAqp/Cb7fvscGyFyliBvuP2ocoh5mgOAhlZinBsA682/X/ras3Aafbw9DPvQjU8xvctwbUO7/FxnIX5u/soERDO8oDVAh30E566RfAKEp6sMFRI5hqoqo+RhGVLJunKG9h2jERWm367soFj63QvHyFVrJGayLIECceJHd5s38ZD6PwgTtCKYyRb5PrL+IFMoVgnDGQ0vfMSH8/V0BMujdECibxMfmkJs5JGUT0cO7Zgl7p5loYat0gUGvhBgG54yIU6rhUDSW93eEeNb0tEkUJtX5He03ajp23s3T0QKMhKQLiIRovNUoJsf53WUA96vo4edwnlCKIkVn1hJsNRCI4Zx26FdJ/5IEEUYg/nCWydwFUIap2X+DbrKYz9PRgZk54TTAI3wjENwkDBqrYvLrMcUiqlyNdTjN2zDCPuohoegaviOTpmZQYzPqZOLtbCMeNURwJcR0dRQjxfo16PzeJVCMLiszDn+4VpMZsGsiRTGi2gIFHsK5HKmORydRR5+qNXga/i+TK+bVAbz5JMWuR7yuQKFWKGS+i3bxTSbmm0GjEKSydB9Qg9lWyuTiJpocid10tsNWO0amnMeoJUTwM1buFaOlGkPOJ8l4WnXk6hqiET9yzHGS8SzzeIpS00w8VzFs/bXLMiUR/LI2cttJSDVUoStOIEvorvqQT1zkvmp6s6mcSpJyk92AeehqT7uC0d35NxWwszGQ6RqU3mMNI2zkgW66EeJCCKJFwrhjXZecs+m80E5ZECRsbCb2nUD3RhVdNYtTiN8fbNXi957gCmGac0UqRVTxAGMmY5RaOSplmPUdk3/c+14hn9WIHMyMEuSuNdRJGMaRo0GzGqjfgsXsU8JspZC3Nk8fQIhCdkWQYTo11Iakg63yQIZEJfA4kZrVe2TAVJgrGDPQSBSjrfJJIkokhCVv3Dpyq3SW1CR435jA8toXqgi3jaIpE1MeI2Qdh5E6KlAxKToznySyYJA5naWNfhIg2RhO+phM7CrAhUr6UoH+qmWY+jGh6+p9CqpvAcDafZec/jdFl1ifJkGiWQqT/UhTeZQVZ9iMBtxbA7cMR/ulpujspYgVANIZQxD+WxSmmsWgqzvjA7j3pap1lPYleT1PZ14TcTeK6KY8awGnEqezrv+S887yRsWyO0NMzhLFY9iWMaNOspKsPtm7lLdMVY8+YTsSydwFOpl1KUx4pUS1nq9QwH77CfuJHH8bYfnEV8RRbflzHrSSbHs4yMdVGqpphsTn/1ReeQDi91m80bIvkRDhOJjzCl3ohRN3XyxSquK9OqJ5GVgMBTcezpdx4nh0PKpRxeIJNMm1imhl1P4jk6nqvizmAt9EyNHlRp1lKMDRdQjRBJCjCrKRxbx+3AtdTlcZWWrVM51EVpdy9SKKEoAVEo4VhxAm9hLnWr15NMjuVI5ky8pk59uOvwCHczQbO6MJc1PZblrzwW04xTHS3QGM8TeBp2I4ZVT9BqxKntXzwzPk//+NmYjTiRr9AaT9GczGGbccxakmY93e7w5oQkSZxx1fm0zASBJ2NVkzRGi9QnstSraaqjnfeRf9rHXs1JH3oprUqK6mgBs5aiUU5TK2dptLJtje30/3ghL7jhnbhRmolDPZRLWSqVLKVSmvwp/dNuV5ZlLrjtPJ7zv69nvJTlwGiOsXKcsarBRDsrOgjCAiBeQcKUyXoMVfXY9+ByyiPdKGqIJIHvazRnsCa+5cDoeIpYzKY6nqc20QVAEMhYVpxmuX1LytxYlvGJPJrhELgaleEuLDNBq5GgWU8SdtimiNXnHY/ZijE+UsSxDDxLpVHK0GwkMRsJPKuzrufJWvLaUzBtHacRoz6Sw7EMHEvHbCaoV5LtDu+oSfQkOeYdz8ZqGYSeRrOcoDJSpF7J0KimGPv94jnTqPeZKzjz2ncDMeqjeZrVNM1aikY1Rb3axlKScyw92MMzvv8x9PUvpjJSpDSaOzwLUc6QPOXYdoc3LV0bn8nqr1xGg7WMjxQpTeYpTWY45h1ntjs0jK4Cz/jOfxI+/VmMjucYm0xTJ8/zPnjyjNvufsZy3rL3nTQG+jlkK4zKCu/a/oKZBz3fRXN0EwREcQPhEVq6QaWewHVU4gmbwJdp1lNYtk6lPP0NlWe+Zy23f+YuyuUsUSBjxAI8R6ZlJg6P1O93WD2L1/FUvPJrz+dbG79Nl6dSn0xTr2WIQhmrFaNeTxIFUUcND5xywfEMfeN27GoLuxWnVU/SbKTxXZVaLUn9kE16eabdYc66My95AbuPUahcM4ysBLh2HN/VMBtxarXFk/gAHPfO5+C/dT0PvPPDNIYdbDOF76k0mjGOffaqdod3VMV6i6z92qfZ/bnrKf3fLkJfwrJiqCtXtju0OTdwwVtIbXwZPz/vSjwzQlvSw4s+fla7w5o2WVE4/Zv/wPDPD/LgVfez9lVrWPnSFe0Oa8qLPvcSXvDpkFbJJdljHD6DaBZIksTFv3vFrLQlCIJIfIRHePeuV/LFU7ZiaD7NRpp6LYbjGDiOxkR9+uuKcwMJXvbZZ3Hnh35ITDMwTRnbimPbOtVGDO2+JmfM4nU8Ff2nFDn3J3/BL970NSqlELOZIvAVzJZBuZokcEOUDiv//Lqb30j51/dz1/u+ScvUcd04jqNSq8eI9y7MvQ0Aq9/2XPw3n8nPX/15miMufqDSaukYa5a3O7SjTo3HOeF//5M7PnYzB754J76nYKzs4/i3rG13aG2x+m9fQf+mF3DXJ26j/5gCJ7ztae0O6ajIDHbxilvf2+4wZtXAc5cy8Nyl7Q7jMcmqTKpXVF2bDe3c+yssbFIULdD6tgvU+vXrAdi5c+ec/R2/fM8PeOjb+2i0DHxPwXZVxkOZ/3JfP6N2A8/nh6+4mpG7TGxHx/NVapbEOde/iBNfMv310LPlt//yE3735d2Hl+DZKo1I59+aM7vmdgqDkKtPv5r6fgvXU8mc3Mtf/ewl7Q7rqLj3qoe449O/o3t9Ly/87zNRtA6atpsDURTN2gi0IAgLz9HoWzzpOCr3ccslJ85qu6dffDfk17b9+oT2EzM+wp949mdexjHvLPOpU2/E9yIsJP7q2mfPuF1FU3nFjW/ilise4rvvuQ3Ph2PPXjYvkh6AMz7yQgbfup7r/vrXZLIGb/tyu+ahZoesyLxh5xtwTQ+vFZDsXjwjkce/YQ3Hv2FNu8OYN0TSIwiCIAgi8REeR88JBT7svB6z4mIkFVR99pZ7nb55Dadvnp+d0u5jM1zwy4U1K6InNfTkYiiBKgiCIHS8iIdLUM9ym4KASHyEJ5DML8yD/gRBEARBEITFRSQ+giAIgiAIwvwRieW5wtxY3Dt+BUEQBEEQBEFYFMSMjyAIgiAIgjBPSLO/xwcxgyQcJhIfQRAEQRAEYV6IgNk+aCVCpD7CYWKpmyAIgiAIgiAIC56Y8REEQRAEQRDmh4jZL24gylkLDxMzPoIgCIIgCIIgLHhixkcQBEEQBEGYP2a9uIEgHCYSH0EQBEEQBGHeiMQ5PsIcEUvdBEEQBEEQBEFY8MSMjyAIgiAIgjA/RMz+UjdR3EB4mJjxEQRBEARBEARhwRMzPoIgCIIgCMI8Ic1+OWtxfKnwMJH4CIIgCIIgCPOGKG4gzBWx1E0QBEEQBEEQhAVPzPgIgiAIgiAI80fY7gCEhUokPoIgCIIgCILQJldccQXbtm1jy5YtrFu3bkZtXXrppWzfvp1cLjf1vQsuuIANGzbMMMqFQSQ+giAIgiAIwvwQMfvFDeZ5Oevdu3ezY8cO1q9f/6QfU6lUHpXcDA0NsXHjRjZs2MD27dsf9f3169dz7rnncvnll89m2B1JJD6CIAiCIMxLoRcw8p2dEHr0b3omsjx/tiY/9PU7ue+zvyFZlHjW/56H0Z2dlXbHfl/mqhfdiGsGrF4v8dofn4esKrPStjA/7dq16yn9/ObNmx+V9ABs3LiRXC73J8nN4OAgN910E+vXr2f9+vVs3rx5puF2NJH4CIIgCAvSxI/vwbz/AP3nPgujmG53OEfF7k9dz6FrdqGoAavf/jT63rSp3SHNyK9f+ylaox4AB790Paf+zxvQ15zU5qigdOcot/7brwGJxljEza/4HOsuPIGuTa+ecdtXb7iRZhVA4d7fRGSfewknffQ8ep9/zIzb7hTRbB9gOs8NDQ1x+eWXMzg4+KR+7o+Tm0svvZShoSG2bdv2mI9bt24d69at44ILLuDcc8/9k6RpMRGJjyAIC0LtwUn8mkVh/VIkaXF9aD7SPR++nuHr7yaWCVn3+TeRWLWs3SG1xb0fvIZDN+wGYN/Xb+Hpfz9A7py/aXNUc6s1UmX/N+8AFAJfYehLd6I9dAPZf/oMairZ7vCeMrdmTSU9AM1qiurl/4GpPp3l//HPKG2cBdl71U4eeTaMbRmYP/w2D1xxB0/7wt+TWTH92R/X9ADt4XsSrqPywAe+zvdLJ/DW352DosyfWa85s8jKWedyuSc1E7N+/frHTG6uvvpqgD+7j2fDhg3s2rWLK664ggsvvHD6wXa4RfDqEYQ/rzlssuf7e/Et74l/eJ6Loohb/vnHfOvUL/LLt36TIAjaHdJRseufr2fHK6/mp2/6LjvO3II9tKfdIbXFyI33sHfbfbgthfqoxh3nX87E/36h3WG1xdiO+6a+9lydyet/y/53b8YamWxjVHOrtXuYR3bGo1BGcqsc/Pv38NCnb2hfYNMkKxGq+of3ZV13keUQtfoAt77kg7h1q22x5ZaBph2JLaKrpwxA0qjz45d9Bd/xp912IWMiSyEQUcy2KBZrSBIYzSqfX/eDmQcvzCtDQ0NPqvDABRdcwMUXX/wns0LVanVqqdyfm8lZvXo18IckabESiY8wpbKnwRdO/g6fGfgmt3/qqa03/XOiMOLqDTfw8dSVfL7va4z97KFZa3umhr6/h6897VpueMvP+cqK/2Po8h+2O6QZuf0/f8F9Xx+iMQG7dzT5+Qv+k/od97c7rDm37zu7p76uV1Ps/cClPPSBzxOGi6sm6vgNtz3qvu+qeLt+wl2vfR/V34+0Kar20HV36mtZDoglW+hqnQfe8RFGb7q3jZHNndTSJMlMA4iQ5YDupeMgRaiqT+2Gn1K+fX+7Q3xKZEOj0D9GJl8jW6iy8qTdIEHoKWi6yx3v+1bbYsuvTjCw7CArV+/jhFPuY8mqQ3i2jutqKHLE7m0PTLvtVavGOfHYAzzztAdZf+oDRKGC2Uzg+QqT99Zn8SrmK4komt3bIwcE5pvBwUEuvvjiP/sz11xzDeVymU2b/nTp6tatWwGesBrckYTpqe4nWmhE4iNM+fJp1zNyr0VlAm648D5++uJP4rXcJ37gE7j143ex95c1gkCmXtO4/g0/5vZ3fZUoan+ZlV/+w8+mToh2PY3f/8/v+fVfXIJdbrU5suk5+N17HnW/1Yxz8MOf5ccvv4zAW7izP6r6h2uT5RBFCQmH7uInz74Ea8JsY2RHV26VjPZwh1+WA4p9JQCMeIvbN3+J0F24vwN/rLhklFxXmVS2zvLj9hJLWwSejqKE3PvBb7c7vDmhJjW6lo6y4qQHWfvMu+haOYpn6bi2QRhJ7PviT9sd4lMiKQrdyycZOHYPK07ajar5tMopzHoSx45h7W1fMm8UYvQsKVHsnyCZaVAZLVAeL1KrZmi2DCR7+glKocekf0mZdKbO6GieA/t7GRkrMFmLoSiLazBnsfhzMzVDQ0Nccsklj7t/Z/fu3Y/5/T9WKBSmvq5Wq08lvAVFJD7CFLv5hzfUIJQwxzxufOan+ek/3zqjdvf/6NHLjoJAxrrnQa5d+xmGfnRwRm3PlOTZj7gXETNcVK/Kjc+9jHuverBtcU1XOmsiSYefR1kOKHYfXn6hmyN869SvtDO0OVXoniSRNInFLZatOogecwkDGUN3+el5j/1hsRBlV8foW3aAlccNsXbdPRT6J/EtA8/WkKWI8Z8/uQ/IhaCwrErX8mFWnXo/iVwTq5akVU1gtQwif2F2HiVdI9tTJdNfRklaTO7ppXqwSG0yS6uZIJ7uvAGdeFeDWLZF+vgD1EtJDu5ewuRIEbMZp2tl+65HTugkiw1iaYviqnFcX+Lg/l4mJ7LEYja5pdOfYdATDulCg2TWYs0Je6hbCsNVgyAKWTNQnb2LmK8iIJRm9xbBvffeO1XZ7I9v89k555zDli1bHvfPh4aGgEcnNo/lkclVuVyeldg6kShuIExJJxyqzfjDX3skEjauozP01TshbvCCD548rXaXrI0Y3uVi2TqaGrC0vwTIxHSfG96wg3eOvgVFb88m1YEVVaR9AY6jk8816eop47kaqhry8/f+guPf0FlVdJac5ELrEJIkk8k3SCQtHCuG7ysElkvgB23dEDxX+laMke8qo8c8ZBnsZpxWM4Fj69jNxbA05DC9EKc4UCOUQgglKsNFfE/DrCexWjoy9hM3skDoeQcij+TKSSoP9jJy/zJ8V8O2DNK5WrvDmxOSZqClW0ipEEV1iTjE3t+uxbFjJDMNCqt62h3iUyLJMmrcR820UJc06HraMIoRYk5m0TSf/PI2VuqTJNSYB0QkV5ZYau3BiHm4loFm+BiJmaxoUJClCMXwyPVVOO7YQ/RM5AlCmUyu85LXaVlkxQ0ezxVXXEGhUJj1w0cX84yPSHyEKSuXTtJoxFC0iO5CHZBwHI0wkvjtJ+6ZduLTd7zCymUjaGpEMmmjqiG2FcNxNIgkhm8rsexZ7flA7l3VRA2bGDEXSQbP0Wk1E9i2TtCBg8Lp3oi+5RMQhdhmkmopi2MbNBtJHFdBCqIF+apPFky0uEyyu8qBuwapjPXguRqmGSdbbLQ7vKNGSRjEuupEgYyetmjW4pQO9eK5CqlcnUSx3REePUo8REu7qEtqZBMekadSHe4mK0UkCwtz+aNEhJL2wZdRe1pk+qoMVNP4LR1V94hnlrc7xKcsdCS0PpvIjJPoqaPrDq3hPFGoYKRi7QtMTRBYBok1oyi9DYzhPN3LJ/CsGJ6jIknTXyYeouA24ixZt5t4vkH6oQaaEuE6Knp88SxXnW3HH388O3fubHcYT8lFF130uEvcjphOEiNmfAQB6O6pks5oaJrLxFg3YaDQbMVotHTkaPoVauJ5lZ6eGrIS4DoqI8N9eJ5CoxnDdhV0rX1v5IlCgFcxyfVUKI0U2D20Gt9TMVsGhtZ5Vd7UjEKq2MD3ZPJLJ/ndL06mNFEgCBUKhSpI7d9XNRe0uIuWctGLLfqPO0QUSVTHC/SkmhSWLZIRUgBZRk16BE0VY1mZPjlCV8GzNfS4i6K3O8CjKFDQemuErThq3Kdw7DBGxiZyFaQFOOsJECFDKB0++H5tndBUSfbUCW318J8anTeaE/gqyniKKGlhDFaJtAS6GUOWI5hBcjFToaThuAqxlkFrdxEjbqMv9XFrSaxKgsif/ueaY+rE0w1CR8Vt6mRyJomkS6uaxPMX/os4AmZ7C3DEfC5v8NguvfRSqtXqE872TOdMnidaFreQicRHmBJP2RhxF1V1UQ2PXbetpWEZSESsXjX9pSFqWieTb4B8uLpQy46xe/cAvq/Q21Unlmjfh7Eag1TWJJFvocYdPNdg5EAvsbhFLtd5MwWypqMoEWrMIruqzPKJA+QLdVxHJ5G0Zv/TZJ4IAwk94xHZOonuBsvUfaQO2MiKj55a+B2FIyJihKaOtqSKvKyBUkuQHajg2xoQIdF5yfx0eU0dXdXwmxqxtRP4mo/WiiP7EoHfxpmCuaTouKUExslj0NCRKjqJJWVCU8erxQmD6Q9gtUvoq1jjBulXDOOnXMIHulGUiCiEdhZtDB2QZKgP9ZI74QCxgTrmvjyBpyCrATMYK6RaSmJoNUbvW0LvmhFS3VWakxnUmIpdi8/eRQhP2q5du2ZllmRwcPAJDyk94vLLL3/CSm3w5JOYxby87ZFE4iNMUfUA34FMT4287mDWsrRaMcJAJt/vTLtdSZbRky6epZHqqrFK91ElCc9TiScsFL2dnXGZWNbGd3X0uM3SYw+i6T6hL6O1cSZqusJQI7Bl8seMIxeapIsNEgkXp2Ucnu0JO++anozA0/ArSZR0k9SqMkEkkag3keUQSXvixy8UITqOqaGrIcFoClUO0ZaW8Bsx3HqCyFs8e3zclkHQzBM77SBRv0V0dxEFCJE4PCeyAEURthlH3ZcjHI9hDJah4EGQRrI0IrvzXv9WKU1izRhSSYeyiqp5hEkJt5ogsNo3hm+bYE5m0DIt4r01PFPHncziOxqBq+LVpz8bVS0lwOulsHSMWNqiOpKlPpnD9xRcZ5F028L5Mz+za9euWSuAMDg4+KSqsO3atYuhoaEndajpkRmfp5KYPdnkayFaJK8g4cmIkFE0l0xfmcCHrt4yvqtiWzFimem/CYUYeJaBlmqRWVomOChT6K7gORqq7kMbRyFdJ4bqaHghpAcmUeMeyUoGfBmpA8uGeo4GMR93MkvoaSS764Sugl5PYDcSROHC7PD5toZnq/Q8Yw9R3CGydGIpG99VQeq853G6fEsGBayHeoitHMfobeKXEkSmgaT6hMHiKeRpVwy0jE0Kn3BCQ2qpqCkbv5bAdRbmUrcwOvxaqD3UQ/HF9yIlPLz9XQS1JKGr4Dc6b8anPpHGyDdp1HQyqyeQYj6+aRD6Mk4bt2r5jkplPMey/jLWviJew0BRQwILHDNOWJ5+kllrJvAcWPW03bSqcepjXYSBjG3FadYTs3gV81TE1DETs9nmdK1bt+6oH79x5JDRJ5NwHTmY9IlmdB6ZGE1nedxCsXg+BYUnZDcN4mmb2nAXbiNJvq9MtqtCOldDkaf/Jh5EGmbNIJlr4po6kaeQ662S7aqjaj6h077lN05Lpz6RJb1sEj3fwm3FiMVcVN1DljpwdLSuEbk6lf3dyGqAXmjguxpRKCHN4Dmc78xKCi3Twt7djbcvh5Gy0dM2ihrgLZYRUsAqBTiVNI1qHL23SeiDO5olaBgEjkrYnP7MbadpTCaQImjcsYzoQBYl7iEREQUSnrUwlz9KsoJZTePKEWoYEuxPEzTihO7hzfKtsc4b+DAbKRrDBXxfhVDCPpTFHsvh1mM0x9vXhek+YwnNRpzmeI7a/iKBq+O0NFqNBK16jMrQ9GdXB990Eo6rUhvPUh0uEHgKnqtjm3HqtUWQ+AhcccUVwJNbxnbaaacBfyhr/XiO/PmTWT63kInER5jSbCSojeepl9IYKRc1YeF5GooWEPrTH32xTRlZgdLePmrDRRKZFkaihaK7yHJI2MZByPq4RhCBW0ljHswhhRKxTAvN8An8zlsjVd0vUR4pouWbaHEXp5zCbxlTyy9Cr/NGfJ+MWimFPZmhsrsHKdSIVB/PUg93+JqLJ/EJQp3aeB4j1yKYTODs6YZIIgxUvGYcu7x4Eh9P7qU1mcUsJZAiGbcUpzVSwK4lsKoLs/OoGBqWlSdwVdwDOZzhAqGr4bUM7FqC6r7O2+O15Py/wDJjSIGMNZ6iOZLHrscxq2nqo+1LYNWYyskffR2tRpzAVWhVklSGu2iUsjRqaSYfmP577fM/cibHveEYzHqC2mSOejXF5HiOSiVJqZqcxauYr6TD5axn89ZBpQ2q1erU7M2TmZlZt27d1M/9uVmfI0vszjvvvBlG2NlE4iNMadbjjI8UKCwpERHSHM8RuBqubeBY018aUjoQYjaTlMbzpPJNIimgUcpiNxN4rorXal9nvDSsE3gaow/14zYTKLqP7yp4noLr6B23NKxZ16lOppF9BfNADmcyjSxFhIGK3YoT2Asz8WmaaapjBSQ1JHJUWgcLWOUMrXoCs7JAN7I/hp6zTsBsGLiVFObeAn7TwLN0nKZBq56gvmfxVLg7/tPvwqwliSIFt5SkeaAbu5bEqqZoVlPtDm/OnPSNf0fSC3jVBE4pTWsijTmZoVlJYZaNdof3lC05+zmsvez/AzlO82Aes5KmWU7RKGVoee2tTNV31gmc+q2PQfE4SocKVMbzVEpZyqUs3c9fM6O2z9jyYk7/7r9RbfUzPNzF2HiesXKGSiCKGyx0t91221N+zJG9QFu3bn3cn7nmmmse9bOLlUh8hCnVWooACbOUoTGcJfBViMBzNZq16XcepXiS0mQONWHjtQyqw90Ejob/8NR9a7x9JUnp6qVaztJqGUhItEpJ6hM5rHoKsx4/6ut6Z+qYC56JZRlUR4o0xrKEgYLVNLAaMaxGHLe5MJe7HfO+v6BlGoSegjmeolXO4DRjtOopmpXFMEJ6mBrXWPvx82k1kviWgV1J0RzN0ZzM0qikqO1t42vtKIv15njatv8mfWw/jUN5mpNZzIc7zM1Ktt3hzRk1prHmf/4L4zUfpDqSpzpcoDqeo17OkH3Bae0Ob1rUQg+9H/k67jGvozJWoDJeoFrKccxFr253aMiKwspLPkDPOzczOdnF5GQBlg5y8rtPnXHbWjrOS3/19xQ3PYsxK4uVKXLBrlfOQtTzXxRKs3rrJI+ctXmyFdu2bNnC4OAgl19++WP++Y4dOxgaGmLLli2Len8PiOIGwiOExSIts8X4wSK5ogZI2C2DVjNOvTr9Uaanve1Yfrfl52QtjepYDt/ViUIZyzRo1lNM7HZYMXuX8ZS88Csv54fP209Rtw93iippAk/FsQ0atSSBEyAnOmd8YOCFq5h41UnYt04Si8dwWjJWPY3rqJj1FM1hi8zMBiLnpWWvPoWup3dx6P/9J7URBcdMEXjK4d/dehtPd2+D3NNXk/3a5xn9zGco//x+fEc/fDZVI87qd53S7vCOKlmW6frHLTR+9wDDF36BMFRwbZ30s2enQtN8Fj/lGQx+6VTueMcXaE1WyJx5PMf9/cZ2hzUjq97zepa+9bWM/eQh8uuXklwyfxLYZa88nmWvPH5O2t645TQ2bunMpFU4erZv387GjRu54IILHpUADQ0Ncc4557B582YuvPDCNkY4P4jER5jy5t+8jq2nfQXPq9Gsp/BcBauVxLE1SpXpLw3RExqv2n4Ov3zTlzBrNp4bw3UVHMugVk8S7Gvf8qtEV4JX3/Ee7vyb/6IybtFqJAlDBduKUa0mCIPOmvEBePqHXolfez6/33wJdsnHsZN4nkq9liCzZuEeWhZfuZQ1X76M+//zG5R+dD9hoGDbOtnnnNLu0I46SZLo/7u/I/bc/dz5D1fhWyGFs05hyUuOa3dobZE+6VjWXb+FyV/swehKkj2hr90hHRWKprL+S+9sdxizSksbLH3Vie0OQ5hrs13VrYNs2LCBXC7H4ODgUypEcKRU9kUXXcTGjRsfte9n27ZtT3gQ6mIhRZ22lmeRO1LacOfOnXP2dwz/4Hfc9v4f4TgarqtjuxpVL8U/Tb5+xm3fc+mPuP8r9+B7Mq6nUzMNXvvDV9F/WtcsRD4zYz+5n1+84wdEoYztaPixHG994A3tDmtGfvvPP+LAt+7H9xSWnfN0nr3lOe0O6ahoHqhy3xW3U1w3wMrXHIskLd4PUUEQhCdyNPoWTzaOcPQhfv6e2f2seu5nfoHct6bt1ye0n5jxEf7EwMtO4uUvOp6vPP06GiWHQFN5009eMittn3DhS+h7zZlc+8obcdyAZ/zryfMi6QHofeFxvOb3a7j1Y3ehJjROeefcLFs4ms746Es446Oz89x1ktSyHKf9xwvbHYYgCIIgCPOISHyEx6QaKuffd+6ctF04Nsv5D5wzJ23PlKIpnPkvM9+UKgiCIAjCNHVYQQKhc3TOrm1BEARBEARBEIRpEjM+giAIgiAIwrwhdp8Lc0UkPoIgCIIgCMK8ECERzXJVtwixdE44TCx1EwRBEARBEARhwRMzPoIgCIIgCML8EDH7xQ3E0jnhYSLxEQRBEARBEARhVtXrdcrlMkNDQ1SrVcrlMgCFwuHD1AcHBxkcHCSTyRy1mETiIwiCIAiCIMwbs73HRzg66vU6W7duZfv27ezatYuhoaGpP4seo2LFIw8X37BhAxs3bmTDhg2ccsopcxajSHwEQRAEQRCE+UMkPh3luuuu4/LLL2fHjh1EUcS6des49dRT2bx5M4ODg+RyualZnlwuNzX7c+T/d+7cydDQEB/5yEe46KKLGBwc5B3veAfnn3/+rM8GicRHEARBEARBEISn5LrrruPtb387kiRx/vnnc+GFF3LWWWc95XbOP//8qa937drFTTfdxFVXXcWFF17IRRddxEc+8pFZi1kkPoIgCIIgCMK8IZa6zW979+5l06ZNSJLEF77wBc4+++xZa3vdunWsW7eO97///ezatYsrrriCYrHIF7/4RV772tfOuH1RzloQBEEQBEEQhCd07bXXsmHDBi6++GJuvfXWWU16/ti6deu47LLLuPXWW/n85z/PxRdfPOM2ReIjCIIgCIIgzA+RdLic9WzexAzSrPjCF77A1q1b2blz55wmPH9scHCQG2+8kcHBQc4777wZtSUSH0EQBEEQBGHeiKLZvQkzd+2117J7926uvvpqstlsW2I4//zz2bx584xmfsQeH0EQBEEQBEEQHte6deuO6izP4znrrLMYHByc9uNF4iMIgiAIgiDMG6K4wfyzatWqdocwZSaxiKVugiAIgiAIgiAseCLxEQRBEARBEOaPSJrdm3BUrVmzBkVReMYznsHFF1/Mj3/843aHNEUkPoIgCIIgCIIgzIpVq1YRRRE7d+7k0ksvZePGjfMmERJ7fARBEARBEIR5IYogCmd3lkZUdju6tm/fzk033cT27dvZsWMHu3btAmDnzp3s2rWLSy+9FDhcMGHDhg1s3LiR0047jUwmM+exicRHEARBEARBmDdEcYPOd9ZZZ3HWWWdN3X+yidDGjRvZvHkzK1eunJO4xFI3QRAEQRAEQRDmzFlnncVHP/pRbrvtNsIwZPv27Vx44YWceuqpRFE0tTRuy5YtrF69mtNPP51vfetbsx6HmPERBEEQBEEQ5om5KEggZpDmm0fOCFWrVc455xwqlQqFQoEdO3Zw2223sWnTJi644AI+97nPzdrfK2Z8BEEQBEEQBEFoi1wux/bt2xkcHOTSSy8lDENuvPFGXvSiF3HZZZfx0pe+dNb+LpH4CIIgCIIgCPNGFEmzehM6wxe+8AUuueQSADZs2MD27du58cYbueWWW/iXf/mXWfk7ROIjCIIgCIIgzA8RROHs3hBV3Y66er3Oddddx3XXXfekH5PNZv/kexs2bGDHjh1cdtll7Nu3b8ZxicRHEARBEARBEIRZcfvtt5PP5znnnHM455xzUBSF17/+9U8qCRoaGvqT761bt44rrriCj370ozOOTSQ+giAIgiDMW4HlEDheu8P4E9ZIjfsu/QGHtv1mVtv17YAfn7+Da5/1DR66ctestt0xIml2b8JRdf7553P22Wdz1llnkc1miaKIrVu3/kkSVK/XH/W4j3/844/b5qZNm7jttttmHJuo6iYIgiAsSKHrEdoeaibR7lCOGvOevRz47NUoesCKi/8avbe/3SHNyNDHrmLsB/eABL0nWKz8748gq3q7w8KutPjpK75AGBwePx7/xrU87QvvQ+vqnXHb333ptxi9qwXAjvfeRfP73+VpX/kX1Fj7r1sQnoxCocDWrVun7t90001cdtllXHvttQBs3bqVbdu2Tf15LpejWq0CPOr7fyyfz884NjHjIwiCsIDUf7eXe9//BfZ/7lrCMGx3OG1TuvlObnvlB9n5uo/w+3P/AX9s5mvD57vAcrn3Hy+n8VCd6j0mD77rEqwbZ68M7NEWON7hpOfh8sYT9xk0P/o6zFt+3e7QOPD1X00lPQDVsSylj7yXB/79KzNuu3J/berrMJSp7IfbX/1v3Pbh38647U4hiht0vkajMfX1WWedxbZt2wjDkG3btrFp06apmaAoiqhUKkRRxGWXXcbrXve6qcd98Ytf5J3vfCd79+4FROIjCMJjKN8xzO//3w+Y/NVD7Q7lqJm4+T5+8qxLuOmMj3D3+R8l8P12h9QWrX3j3PmurzL5mxH2XXU397/5PbgHHmx3WG2x/xPfJAoPf8SZ5SQTH/1nyl/77zZHNbfM+/dNXTOAa8cI7vgOh977V7T2DLcxsumJggBJ+sOudEk+vEvduu7j/P4vP0QUtW/HuiqbSNIfBhbiyRayHCI98Ft+/LyPzyi2ZMKa+lrXPXKFOpruc+gbv2b7u9uf9M21iNlPfERtg6Prox/9KJs2bXpU8nPE2WefzdatWymXy+zevZvt27eze/duwjDk/PPPf9TPbt68mSuuuIJ3vOMd3HHHHSLxEWZXGITc+dnf8fN/uBlzrDmrbT9w1X1c+8wr+cmbr8OfR2u1W6NNrn36F7hy5eV8/7RPY49MtDukGRm7eTc/f+M2dn/zQX55/vXc89cfIFwEScDvL74O35UJA4XhO2D4PW+jecdd7Q7rqBv++o5HrWc3KymaV7yfofd/mCAI2hhZG0SPfJ+JkOQQeegn3P/Gd2OPVdsV1ZzScxqa4UzdT+YayEqIkWiy98KPYE/U/syj5x/FUMl0V1A1D1Xz6Fs1jKQFRJGE5o3z0Me/07bYisen6R4YI1us0rtklOUn7CH0VMJQRglaDO+Y/sDT0pXjrFgxwooVI5yy7l50w8OxDADuu3LxDGgJnWvdunV8/vOf54UvfCEf//jH/2QvzxGrVq3irLPOYtWqVY/55+9///uJoogbb7yR888/n0svvXTGsYnER5hy3Vnf5WcfuJM7vnKAb5y8lT2XfW9W2j1080F++t5fU9rt8eCNdX7wjE9R/uXvZqXtmbr5LddhVSGKZKoTcW55/WfZ9z+Pv750vrvv0h8xdUJ1JDG5W2Xv29/Jwa2/amtccy0KHzGeF0EQSFQu+wS3vf5ji2q5VyxpP2oUOpk1kaQIrfEAO//i39s6Qn60Zbsr6HEHRfXJ95VIdtWJQhndsLnnHZ9ud3hzQssYFJYO07VymP7j9jFw0hCBqxK6GrIcsf8z3253iE+NJFFcMcLSkx7g2Of8jtzyCXzTwG3G8RyN6i9/37bQtK4EvSvHWPm0++ldNYzv6DRKacxaEtfRad57cNptF3ur9A2MM3jsXlw7TnmsSLmUp1ZLEASL4P1stgsbiAIHbTE4OMhtt93GqlWreNGLXsTFF1/8lNvYsmULu3fvZufOndx6661kMpkZxyWKGwhTxn9XAxQAbEdn/5U72fvNu1n/1XeSWfGntdWfrHs/fxtTnXHANOPs3/IVdjaO4QXXvx0toc0w8ulzRqtAfOp+GMi0br6ZG782xLOu+1tSS9Jti206VBr84XoiEqkWihYw8bXr2PfdfTz7629oZ3hzJp2rUSvniSKJXLFCLGXjWwaqOcquv72K0y57U7tDPCqyJ6Qo/naUwDOIJS0Ky8cJPYXQV1Aim/ItuymesabdYR4VhcEy8VyNeNZBVgMCR8OpH+4w+6bd7vDmhGTEyS6rEPgyasLFmswSOBpWLYndipFojrc7xKdEkhWSfQ2QA2TDY+z2QfxWDLdl0Kwnya5s3/MoGzLJYoMwCkn0jXDfD06jXs7juDphAIVV0x9XjmU8FMVFT1goiUPc8uP1NJoJ/EBioLc6exchCEfB2Wefzdlnnz3txz/ebNB0icRHmGLoHi3rcOKjqT667hJFPj886/8488tns/x506sOlCk6yHJIGMpARD5fRwJ0d4KrT/xf3jT0diSpPaMxhe4ajqXieSrJpEVXXwkiibjR4oYNV3Luve9oS1zT1X+CS2Q2cR2DdLZB99JxfEcjCiUa9+wn8AIUTWl3mLOud8UI6e4KybSFHvMIPAXHNPB9lfqd+9sd3lGjd6XoWjUOUkjkKTiNOF7LoFU/PArtj48DiyPx0btbKHqIkreoP9RDY7ibwFUx6wk0Y2EmPsgyepdJaKnoy6qY5TgTe5fgOzqSEpA/pvNmC+SYg5R3kTSXrpP3MHLLsbi+QqZYpWvQaFtckqqjaAGxnir6sjJLTjhAfL9Dq5HAMFz01PT/rRUdglZIur+MmrA5dribWiVF4Ktk861ZvIr5KwrFDI0wN0TiI0wZ6B+nVssQhjL9A5Nouo/VTKAoITe+5Se8fd8bp9Vu30kald+M4gUqqaRFvljD91QCX0XGZ2znOH2nzbwE6HQMHNdEVxrEkh5GzEWKJFqNOL6nETqd10nILI0IRkfRYjaeHccx49hmDMuK4bkqkefDAkx8kr0N4l4LCCjv78WzYji2gVlPosWdJ3z8QiHHNOLdDUJXQu+vsm/7ydTHu/BcFUUNSPYuvOf+8SiJEClmIic9sseN4VoGtUPdxNImud7O2uvyZElEyEkPmYBo0CQdjaEpEm4tiaSEJHr62h3iUyYhIUUSUqAQO6ZCt7Wf9GgO1fCI5drzuQEQaSlCD6SUT+jppJaU0VMmVjlL6KmoyvT3skaRjBJrEetqgOLTtbRErqtGq5ZA1kVCIAgzIRIfYUrvkhKZtImRsHHsOGYjSbORwLIMfNuddrvJXoP+ZROEIfieSqOWwnUMGo0Elq0R1MxZvIqnGFuXT9SqI8s+zUqaaqmA5+o060mg8xIfrWCQKjbR0i0iatx789NxrDiOraPpHtIC3dWnJTwk3SQKI3ozLYZ+dTxmI45mOHSvqLY7vKNHUZHVEKVgo66p0T08TCrXwm4mUQ0HJbF49vhEoYycCMCRUJfWKcj7iCVdZClESyzMgh+RooOtEqwyoRghlzwygxP4zRqBGUeOzZ/CMk9WpAATccJnlAj6HbT9DorfQFYDZL2Nz2MQIcUC/OEsdEFsZZnwUA4j1MCTiaTpv9acpk6q4FLf00csVye/bJxWOYmi+zjm4jiTSpSgFuaKSHyEKalcC1X1yfVWOPBAH3v3LcX3VBxXZWDp9EdItaRGuljHc1SShTq///UJTIwVcT2FRNwm2d2+3riaiEgWG0hSSLJgYjbilCezQMiyZZ1X4U3WVFTDI7GkihS3WD6WpTzSTeBpJNJNpAW6uT2SQEZCNgISK6oMVIdpTTaR5ZB4sfMS2GlTUkSOhNLbIlBl4j11YqkWbi1O6BjI0vQHMDpN6OjIdoywt0W4xkG24sSLdUBCVhfm6wBkvIaK5shwTxwp5SCtdFAm4siVACnsvMQnbBpERRu5zyb0ZIy4A90BvqnDDJKLGccVafgtA8dXKDxzH0EUEN7fhxwCagje9JOyRjVB5OaR4xa5NSO4dQO3VXz4zJPZu4Z5bbFcp3DUicRHmKIZPhI+mf4KyxQfWZYpTRRQlJDiEuuJG3gckSqjaj6q4ZJdWmbFcQfJZk0cO4Yec1HbV9sAZBXV8AldmVRfjWVP20ci5RGFErHU9K+5fVQkwwNJAkmisLJEPGvhtmJEvgzRwixpLCERNHSMZ4wT5i1iu5tockAYSiiJxXPaeRhIREZENJJCMiW0ZVXCqg5yRGj6LKbTLPyWhhzoyM8bJ4iB7kSo3Q3CZowoXLhL/kJUggfzRCeXkJa0UHYnwNaQdJ/I7byZLms0TbLbRP51Hq2vidzbhJqO4sm4dvt+n31HpjFcoHjaEFJdxZ/IousefkzGqcfwm9NPMpvlGHa1yPEvvg1JCagf6IJQJnB0PEd02wRhJsQrSJgSRTKJQh3fU9CTDn2rRkhlW4SejJacQXaixPEdhdzqceSMSSrfxNA9XNsg8BUI2rfR2A9iRM0Ysb4ysWVljHqMXHeFwFdR9c7bGxJ4OqoR4IxkMZZ5GEtL+CFISkgUKERtKiIx13wzhlKsIgNRSyWWaxEmXPxanFBeuJ3cPxa6MpGj4lRjGC8p4+se0YEcBDKyERD5CzPxfSzOZIz4ihLyzgLqQAW52EJqqRDJeOVUu8ObG5KMX0nipRwSy0wwJaTRw4MekaURyJ2X+FrNBMqDPSgDFRKDFcKSQVhOEjkqXvtWSePUA8xaguTBPEE1RqK7Qaj7RE2DwNEI69Ofaa5VUhS7xmns68GrxZCRUNSAwFexzfgTN9DpojlY6tZ5v/rCHFmgK/6F6bBMncDVMcczGEmXdE+VeKZFIt9E1aY/UhiEKqEs4dbStA4VSHU1SPVVSeQbxBJ2W5dfeaaC6yoYWQvfA02GdE+NRLaJonTeEim7aWBPZPAiMPrrhGoInoYsSYevJ1yYHV9zMg6OhnVnP1I5htrTQE7YyAmH0F2Yyd5jcU0J81ABltRR8JH2J5BDkGQILY3A7MRZzOlpjsXwRjO09uWQDIikiKCUJGypBK12TjPPoUiiOZ5BTTjId6VQH0wg64dn+gJLwyl33nuaVU9QG86hdzWhruDvKRLUEjjVJK3J9o3dpo/twzIT1A52E3oKhDLWSJbWRAa7Eae5f/rV1/Q1KzDNJJP7u7HLGQJPoVFJYTXj1OvJWbwKQVh8ROIjTPFsg+pIAaNoEis28WwDKTxcUWcmBx/6tkzkK5T3d6GlXLR8ncBRwZeRZJ8waF/iY5YOlyStPTCAc7CAUWiiJm1UwyUKlY478LE5HlIbT5PorhPUDILRLFrMRVFDAlchmkGRivmsVUtR39uNr0bIKQ+vbuCW0gQtHa+1eCa27VpAs5SAchzvzm6kpoGsBxBJBLaGW+28pU7TZTl5msMFpJyFbIO/u4BfSeDVktjVhTlqLusqrXoCdzSDszcPLZ3A1PEqSdx6HPNQ5+3x0Y45CcdVoRbD25MnMA28lo5TS9Aaa18Ca+TjpE47HsfWCF2V1nCG5niBVi2NWUsxee/0VzJs3PpqPDWL58tYzQTlkQLlsQLVSoZqpbPOlpuuKJJm9SYIR4jER5hi1hKE0eEzfJyqQejoaDGXKJTx7OkvF2pMQG08j5ZtoRoedjmFb+kEgUrga/j19i11Kx9QaU7kqFdSaBmHMACrlMFtPVz+ucMSn9oh8AKV+oP9mA/2IssRyCFhCK4dW6gTPpj1JLWJDLGMiV/ScUdyhI6K24xhVWLtDu+oyZ22FstMYB7swq0mwJNxJ5O4pQRWLY41ukDPr3kMfe/4KyxTR3IUvIMpgmoS39ZwanGs2sIdNV/2r+/DqScIfRm/mqC1r4g1kcaqpGiMdN5H/uAH303Pq56LO5rBGs5jl1NYpRTNcppmo71LFk/48F9x7Mf+Ds9MUT1QpFFK0yinqZWySD3TO/cOQFEVXvHL97Dm/a+jMppnYrSLaiVLuZSjVFugyzQfIUIiCmf5hkh+hMM6711QmDPlUoYwkhm9bznmWB5FDSCCwFewm9M/KK5Vl5mczICnUtvThVtNIyshUSjhWjHsavuWX9jkKY8XiGVMQtOgcaAL39ZwzRh2Iw5BZy0NyT/nZKxGgsqhAhEynqVijuaxKimsagzPXJgj/vHTTsNzVdzxDM7+IoGtH6641EjSqi2exMcopsi98Fm4LZ3I1rDHUpjDeVqlDFY1Te2+RrtDPGoKzzqZpf/69/jVNO5IHruUwppMY5YzNBfwqHnyhDUM/PfXUfpOob63gDmWpzmRozGZga7ZPQH9aCls+ktS/3Qtzf+fvfuOr+q+D///OufcvXU1ADEljFfs2EiQ4cQZtoidNM2yZXdnGbCTfpOmtSGkTZOmv9pAnDZpkgawkzZNmwaEnT3MsrOcAch24omRMGZp3j3P/P1BUEwMBqQrHUm8nzzu48GV7v3ofTTu/bw/789IzyVzNEmmr47sYIzwq1/ldmj4Fyyi+bP/Td6/lPRAHamBOjLZJFd8/Joxt92w7FUs/eGnGCzNpX8gQf9QlFf8y1U1iFqIyef+++9n6dKlLF26lJtvvpmbb76Z2267jV27dtX065w/c0DEGRXNGNmhEv5glXhjlmLRQzkbQa94yI9hakjLuy5m/388RLo/iVnVCMfL6BUf1UKAYjaIeqjC6MfGxubyT17PIx/4KkYhQP5ojGoxiGNpVIpBCvkItm6heqfOn0nLXy6lb+uDVI0+zFyAcjVCtRDGqHgo5YMUDhcIt7h36N94ueQTf8Khz+qUD/ahKhaW4cUoBagW/eQzMbfDm1Bz//pPMdNvJH33RygPQKUYxtQ1qsUAkVcucDu8CRW66GWEPnU/A//xr+SefBLL8mCUfOi+qXeQ57lQVZXoe9bDI09w8F/uwTIUTDXGy//53W6HNmpaIMj8f/8Sx771a/p/sIe661/Ggve8zu2wAFAUhSs2fJDKcJns04M0LJmN5q/Npioev4c/e/zd2JaNoigo6nlSuZDpaeeVnTt30tnZCUBbWxubN28GIJvNsmnTJtatW8fq1au55pqxDyhMnR6dGHfXfetGfvyuL5P06hTSYYqZCKbuo1r1kkmPvrweaQ5zwfJXkP7WDgKhEvmUSjkbwTC9FPMhSo+XubiG13EumpbO4cr17+ToZ+9BsUGvBtCrHqqlAPlsBKNk45lCs2IUReGq76wm88CPSP1fF5ViAEP3YVS9FAsh5kWm7+F3c//mrzAL76T3w2uoZhws3U+14sPwN7sd2oTz1M2k8V/+j55/+TLZh5/CMjUsbx2XvucNbofmiqYP/C2hjiM898Xv45tZz8V/88duhzQhootfxmVbP4vjOCjTZEfHWe94BbPe8Qq3wzilQH2QwGvmjUvbqiYTdMT01dvbO7K0oLe3d+Tj8XicO+64gzvuuINbb72V7u5ubr/99jF9LUl8xIi6C5O87bG/5YkPfZHUUw7FQgjH0iiXfaTzY5sacvlHrsZc3s7j71tPts+gUg5hmhqFQpBLrxqfN4qzNeONl9L4+s/wzOp7GHj4KI6toetesrkogfqpOU0qcd31RF73Rn75jn/FyBuYhgc7XE/yyuk90u2JRLnwy19g3+e30/edx/A2N/GKL9zkdliuWfj378c2bfR0EX9DZNp0fkcjcuFsLvvcCrfDcMX5/HMXU5BsZ33eWb58OXv27GHv3r2sWbPmlI/ZsGEDjzzyyJi/luJMtdXb57n29nYA9u7dO65f5+hDB3jovT/AtjQqupfL73gFr/y7y2vS9u5//gn7v/I4pqnib51B54PvmDTl+2M/fZ5frd4JHj9Xf/E66i+vdzukMcv3pqkOl6lfMks6QEIIIV5kovoWZxOHfvAg33vHO2ra7lu/9S188+e7fn3CfVLxEafU/IYW/rT3Axz71RDRuSGis2s332vpx1/H0o+/Dsd2Jk3Cc8Ksq+fxjoff63YYNRVtrSPaWud2GEIIIYQQrpLEp4bWr1/P9u3bSSQSIx9buXIlHR0d7gU1Boqi0PyqxvFrf5IlPUIIIYRwn8xFEuNFEp8a6O3tZdmyZXR0dLB9+/aTPt7e3s5NN93Exo0bXYxQCCGEEEKI85skPjWwbNkyEonEi5Kb1tZWdu7cSXt7O+3t7axYcX4urBVCCCGEOFs139xAiN+R/RHHaP369fT29p52F4q2tjba2tpYuXIlmUxmYoMTQgghhBBiDO6//36uu+466uvrqa+v5/rrr+fBBx980eMOHDjARz/60ZHDR++++24Xon1pkviM0YlDll5qHc+Jz23atGlCYhJCCCGEmJIcBewa36SCNGpr1qyhs7OT7du3k06nSafTbNu2jY6ODj7wgQ+c9NiWlhbWrl3L5s2b2b59O6tXr3Yp6tOTxGcMMpkM3d3dACdtaPCHFi5cCPw+SRJCCCGEEC/mcHyqW01vbl/UFLVz507WrVvHtddeO5L49PT00NXVxbve9S42bNjA9ddff8rnvlS/2E2yxmcMtmzZAhyfzvZSWltbAUaSJCGEEEIIISazdevWsWrVKtauXTvysXg8TktLCzfccAPd3d10dHRw/fXX86Mf/cjFSM+eVHzGoKen56wel0wmR/4v63yEEEIIIU6v1hUfMTq9vb0nJT1/qK2tjVQqRTQa5brrrpvAyEZPKj5j0NvbC5yc2JzKC8t9qVTqrMp/J05R/kNPPfUUl1xyyVnHKIQQQgghxLk6MWPpTLq6uli/fj0333zzpF/WIRWfCSYVHyGEEEKI05OKz+RwLut0Vq1aRWdnJzfffPP4BVQDUvEZg9EkMalU6qwet3fv3lN+/HSVICGEEEKI6UCSlclh5cqV3H333dx+++0A3HvvvbS2tnLNNdec8vE33ngjdXV13HTTTRMZ5jmRxGcMRrNjxZmmxQkhhBBCCOG2a6+9lu7ubm677Tba29tZsWIFdXV1DA8Pv+RzWlpaJu1AvSQ+Y3C2SYxMbxNCCCGEOAvOOJy7IxWkUbvjjjs4cOAAGzdupKOjg2XLlp3xOa2trRw4cGBSVn4k8RmDExWfs52+Bme/UEwIIYQQQgi3nTiY9FwkEgm2bds2ThGNniQ+Y3DiYNIzVXRemBhN1gOdhBBCCCEmA8d2OwIxXcmubmOwZMkS4PfbWp/Oic+f6aBTIYQQQojzmUPtd3Vz3L6o88zNN9/MZz7zGbfDOCVJfMagra1tpILzUlWfEwedTvYt/oQQQgghxMTatGkTy5Yto7u7e9RtLFu2jJUrV7J169aT+qS9vb1s3bqVzs5OVq5cWYNoz6yrq4s777xzQr7WuZLEZ4xWrFgBwJYtW077mK1bt570WCGEEEIIcWrn2zk+PT097Nixg/b2dhRFOavbHw64p1IpNm3aRGdnJ3V1dSOPW7hwIZ2dnWQyGTZu3OjOBU4ikviM0bp162htbT3tL9OOHTvo7e1l3bp1sr5HCCGEEEKc5FwrPStWrDjrPmUikWDjxo1s3759FJFNP7K5QQ1s3759pMT4wgSot7eXzs5OVqxYwapVq1yMUAghhBBiCnDG4QDTSb7Ip7e3l40bN55x598TjzvdYHs6naa3t5c9e/bQ2to6cnPbo48+OrLevbW1lSuvvNK1WCTxqYHW1lZ6enpYvXo1y5YtO2ndT1dXFx0dHe4GKIQQQgghJqVEInFWyyHa29vp6up6yce0tbVNis20MpkMd999N3fdddcp18EvW7aM1atX88Y3vnFC45LEp4bWrVvndghCCCGEEFPaVFiXUyu9vb1nNUC+cuVK1qxZMykqOGdr9erVOI5DIpGgtbWVTCYzUvnZtm3byIypLVu2EIvFJiQmWeMjhBBCCCEmCQWcGt+YvIlUa2sra9asecnHbN26lVQqxY033jhBUdVGPB5n7969pFIp9uzZw/79+7Ftm71797J8+XIcx2Hbtm20trZy8ODBCYlJEh8hhBBCCCFc8lIbFfT29nLXXXedcYrbC23dupXVq1ezcuVKNm3a9JJHroynrVu3snjx4hd9fPHixWzcuBHbttmwYQOWZdHe3k4+nx/3mCTxEUIIIYQQk8Z4bGf91FNP0d7efsrbZNbZ2XnWSyl27NgxstZ8zZo1rFu3jkwmQ0tLCzt27BjnSF/smmuuOeNjVqxYwYEDB5g/fz6dnZ3jHpOs8RFCCCGEEGKS2bRpE8lk8qw3yTrVttUndhVetmwZXV1dEzJdrrW1lQMHDpz14xOJBHv37uWCCy7gwQcfHNcND6TiI4QQQgghJgWH2ld8HOCSSy5h7969p7xNVqtXr2b16tVn9dh169ad9qyeE8nP8uXLaxbbSzkxve2xxx47p+dt2bKFDRs2jEdIIyTxEUIIIYQQk4MDjl3b22Q/x+dU1q9fTyaTOetqz5ke19bWRiaTYf369bUI7yWtWbMGx3G46667zul5J2IcTzLVTQghhBBCiNPo7u4mlUqNuZ1zOVB048aNNT2Pp7W1le7ubrZv3z5SARovbW1tXHvttXR1dbFs2TLe//73j+vXOxeTOvHJ5XKkUikWLFjgdihCCCGEEGICTKZzfLq7u2u2AcKJA+/P5mv29vae1aGmZyuZTAKwZ8+emrX5UrZu3cqCBQtYsWIFPT093HnnnWf1PMcZ3/Kca1Pd7r//fu6++2527dr1os89+uijLFq0iLq6OhYuXEh9fT2f+cxnXIhSCCGEEOLFrKpJ37YnyD/bV9N2Hcfh8U2/4aHlP2T4sWM1bVucu7a2NhzHqcntbJIegM2bNwOcVcLV29vLwoULzzo5m6itrU+c4bNgwQLWrVtHfX09H/vYx3j00UdP+5zbbrtt3HfZc6Xis3TpUrq7u0fut7e3s3PnTqLRKI888siLLjqdTrNq1Sp2797NN77xjYkOVwghhJgS9OEsfV/9DqrXYdaKm9H8frdDGpO++3/CoU0PADazr6mjeZyn6Jwtq2ry0LX/hl5UAId5lw9z8b2fQvP5xtz2zvdu49nv9QPw7Hd+yOveXeLCdR9EUSZPFWS8TaaKjxs2bdoE/L5K81J27NhBb2/vyP9Pt9bnxFS9lzozqNZOTK+75ZZbuO+++1i3bh3r1q2jtbWVtrY2li5dCkBPTw9btmwhmUzy7LPPjmtME5743HPPPezdu5eOjg5aW1vp7e1lx44dtLe3s2/fPpYvX05HRwcrV64cmdvY29vLli1buOeee7j55pt55zvfOdFhCyHElFAdyjH43YcJL5xJ3euudDsc1xT3H+aZv/sPrIpDfJ5B6+c/iScQcTusceVYFk+8dy1W9XinsfCLv6X1H27Ed+n4bQ07nhzL5uB/PIDjqIDKkZ1pItbbCLz7i/ia57oa2+H79/wu6QFQGOwN0fDRv0J5wwdoetvrxtT28zsOA14ATMvD0YeHyV7/MZpX38qca+aPqe2pQRmHxGfqJFKZTGakKnM2SUprayuJRIKOjo6X3ODgRHJ000031SLMsxaPx+nq6mLHjh2sXr2aRx55hJ6eHnp6eti6devI1LaOjg42btw47vFMeOKzceNGenp6aGlpGflYJpNhxYoV3HbbbSxZsuRFW9m1tLRw7bXX0tnZyac//WlJfIR4CdVUkaGHD1D/yvkEGqNuhzMhir0D/OZDX8UsVJn7R3NZcMe73Q7JFdV0ge6b7sa2VMBh5qJNLPjsWrRIzO3QJlzPmi9hlhRAIfOcn6F/eB/Rt7+b8NV/5HZo46bUc2Qk6QEo50IYP7iL4f/ZSuM/3I0nFHQxunPnWNZJm3E5joJj2eT+/SOk7Ddw4fq/di02OzPE8a3Cjn+/fT4D1WOR7fpfnt70W173vQ+Ouu2Av0K1cjzx0TSLWDyPx2PR/aH7OPKeZbzy9strcAVisjrXNTgnCgldXV2nfUwmkxmZaXW222PXWkdHB3v37iWbzbJlyxZ6enrIZDIsXLiQjo6OkS2wx9uEr/FZsmTJSUkPHM9ot2zZwvbt2/noRz962ud2dHSM+6Kn892xX/Sx/779WKZV03aHHh3koeU/4vF//2VN2x0ro6iz/a3/y32XfJEf//FGLF13O6QxyT07yLbXb2Lv6p3suOYeev7xX90OaUJ033IvpQELveShd+sRjvzNe9CHhtwOa8L1fX3H75IeAIXM0QjZ9X9J35f/z9W43GBXqifftzyYuzbwzLv/FrNccSmq8eUJKGheY+R+IFxGUR386lGefc8dmIWyi9GdO8WjEU3mQHFQFJtk8xAev4GqOHD4CZ6799RnlkyE5Mvi1M8YIhguEavLMveSA9iWdvyT2SH6f3L2hzf+odlzBpk1a5CmxhSXXbafUKSMUfWhqg6773qkRlcweTnOOJzjM4W6ji9cg3M2U90AVq5c+ZLbVJ84v2fjxo1nvavceInH4yxfvpy1a9eyYcMG7rjjjglLesCFxOel5qh2dHSccQe3urq6GkckTti5fCf3v2U7D9zyC/5nwVcY/ulvatJuel+ab13/PZ79Th+/+Jen+dEr1lE5Ojk6pQ+v+DZDTxTQKx6OPg6/evOnGH5oYnY8GQ+//fi3cezjf9a2rXH0x1l637+S3NOHXI5sfFkVe+T/jqNgFKH/43/H43d8xcWoJp5mZXjhgRX+UAVVszH2/IjuG//ZtbjcEE7mUDUTcIgkckSb0gD4PVkef9/0HBDwxoPUzekjPmOY5JwBZl/Rg2MpWIaG5rF47rP3ux3iOVFUlfp5x5h7+T4uvPoxZl56ELPspVryY5oehr7v3kCaLxmgcW4fLZfvo/XyHjTVoZQOU8yGMXUPww/vG3XbjXNSzGru59KXP4PPZ5BLJcimY+QLIazajkmKaWLFihUMDw/T2dk5MqUNjk9v6+zsZOvWrWzcuLGmu8RNVRM+1e2lKjZns5ODVHzGz/5vHgKOj1gVigGe+Nh9eGf9lFf+762oXm3U7f7m0788ab5uZjjCM7feSWnGK3n1PTePNewxyT5+FAiM3NcrPga/9F88+smf8boffBBvyOtecKORSwO/X1zr9+t4PVV67vgsypUdXPnPb3YvtnEUihbIp+OAQjhWIBgtY+o+rH2P89uPf4vL//kdboc4IRIvqyP/819TLQfxBXRmLDqEbXjAUaCSJdN9gERby5kbmgaSCwcJxDOEEhV8IR3H1Kjmg1iGhpHKuR3e+PD5qJs/jG0O4/EbmKUAejZMOR1Br/jx9B1xO8JzFp6RBQ84WKT2zcE2PFSLAUq5EIEG9ypYasBDtLGAFqrgCVXYt/NKKsUwlbKfSsVHYgxLccJxA9Uyic1IY6sW3Q9fQbUaoFTRaKzL1+4iJrHzeXODjo4OEonEyAYAZ2vdunUj62h6e3vp7e2ltbWVjo4O0un0hG5qMJlNeOKzbNkydu3aRVdXFzt37mTPnj3EYsfnn58oxb3Q/fffT1tbGwsWLODee+/l5pvd7ShPZx6Phfm7Ur2q2nh9JsrwUbZe+iU6vvcXJC9KjKrdgKeIojgjL2SRSAlVtTGffppvXPwV/uTp99XqEs5ZPFmkXPBh2yo+n0590/DxmEnx3av+i3c9+uLfycls5suqWPkilXKAUKTEzHl9WKaKAgz84DfYn7gO1ePaLvbjpmn+MaLJNL6ASSSZB1tFLx3/uaZ2PQXnSeLjawhRv6Af1WOA5cE2POjFIOVcELPqpbSv97xJfEIzK/jCRfCYFA8n0bMR9LKfYjaM6jHdDm9cKKqCr7GAXdLwLRxi4KGLSPc2YxpebEuh8QLjzI1MMp5IFSIWKBbJUC+HHrqMUjaEL1Sm4QL7zA2ME8UXxOOr4p2VxZMoMPvyA/Q9PQ/NG6Jh5gDh5MtH3bbqB69fJzI3hb8pwyWZGP19DSi2QqyuVMOrEJNRIpEgnU6P6rln2uBAuJD43HDDDXz0ox9l48aNKIpCKpUaSXz+0H333UdnZyfJZJJNmzaxbds2tmzZMsERnz9mzBginY5j2yozZwzjD+iUi0F8XpNvv/UHvPfZPxtVu7PbfQz+YgBd9xMKlWme049lerBsFfQKA48M0rS4scZXc3ZmXZTDo+bweRzCsQKa16FaDGAaGmaheuYGJplYq4Z+5DA+n46igmlqVApBKuUAhqli5Mv468Juh1lzkRlZgnUlFNUge6QJ29SolgKU8iFUbWqv2zonAY1QYwHHY6Alyjy//eWUc1H0qhfbhsicsW+1O1WoYQtvKA+2QyJR5OjPLqKQC6MqFk3zB90Ob5woaCEDJVzBXlglNtyP329QSkXRNIvQjCm4yYXXQbUUiOmo87M0DhzBTIVQvRaBZMK1sBRvAEdzUBwVuxwg3jKM4rEpD8fwYKF5x/C64ygE6go4torqM2la0E84UaJa8qEo02/g6lTO54qPGF+unOOzdu1aVq5cCfCSa3ra2tpoaWlBURR2794tSc84a543SCKRx+c3AJVKMUAxH6Jc9lMdQxIQnuln7vx+FMVE1/1UiiGqFR/FQhBd91J8PgUuJT7RGSZqOYvjQDEToZI6Hls+F8G2p94Lry/uIV6fJdCYp5IN0Lv3YkzdR6USQFVtVO/Uu6az4Y9WsZ0qYNIY62X/T6+klIugqDYzFgy4Hd6EUb0BNJ+JMjuLOqPIjKPPkz3YhF4I4A9W8YbcjnACOSqKBigO2rw8yeIhws+VAQV/bGot8j9bjscPZRVnUQnb1vDWF/FfXCWYymGXfXjC7lVIRkvRwCp5sF9TxvFaBOuL2H4dx1bwRNzbtdKxHNSAjXksjndRP97WIXzZAIp5fD3VWPKTajFAKKqQf76e2JxhEnMHsR0Vn69KtXKe/BFPwfdfMTW4kvgAL9rZ7XSPOdtTbsXYRZNFvF6DeNMwB55cwLHDMzEMD8WSl/qGwqjbVUMeovU5HMshGe/ntz+/gkwqga570TST+Cz3RrC8YYdwfR5LV4k2pti35xKGhhM4tsKMWVNvVFjz+fCGdPwNBXwzMswrBTnW20wgWCEUK6Iy9To+Z0UDzXLQkmW0hjyzBo5g5APYlkqw4Tyq+GghHNtG8Sk4uofwvDTeaAU9FQFLRdOmXhVztBzTi5L3Y708g9li4juk452VxjY8aIHpOdUNx8HUPXiG/NgFBXVWCaIaGgpaRUdh6v38rXQIFmbQqipOScU7MwslD1Y6hO2493pmOV6MdAgSFYIXZjFzXjRbBb8BNjjG6H/HivkAZq6eyPwBAs1Z8gfrsCoeHEdFQdY5CzEWNUt87r//fjZv3kwmkxnZUeLE4qzW1laWLl1KR0fHaae1Cfd5AyZeb4VwfYE5Fx5G02CwP0kiYdLQPIbEx+fF47Hw1ecJz8iwYPAwqb4ildLxUWjN52Jn3OPH47VQNZPYvBRzCoeIJ4qYhkYoWnQvrtFSNDzRCo7hRfVYJC/oQ/FYmGUfHq8F0zXxQcW2bHwXp3C8NuGmDE7Mi1n24omeH1NDABwLCNpwNAzNFmprFrUXfJaK4hzf4+B8YRY9OAHwhAxsHXyhMkqzjpUJ4hij36xlMlMUFdv2oB+Iw/XHoN7CszuMYnpAs8GYen//paEQkXgZJ+XFc9EwzChBfxClWsWpung9lkauL07j3BT2vhiUfPgTJUw1QCUdwiyNPvEppPzo3gCz6nOYRZXqcAJf0KScD2Dqro1XTxxnHA4wPZ9e/MRLGvNf0L333jsybe1UO66dODDphNbWVm699VZuuOGGM25dLSaWbSkEohWMip9wvMScRc8TDJdRFQdfeAwdBW8QywR/vIyiWcQb04RiBcr5MLbhRXXcG5G3LR9mMUDsZYfwNmUJHqrHi4Ne9eH1Tr2FwIbhR1EV9MEw4UszaLESgVQEO2Cg4kzb+eFGPoCveQjnWASCFULNGZyKFyMTxLIiboc3YSzTg5ULYmgO/guOYegqStmLpto4igPmNK10nEJ1MEBwvoWyN4n3wmGUmWXslAfFULCHp+kAnKKiD0bQ5mfwqQYcU/EYDo7XxMr7sUo2frdjPEdGKUDx2Sb8rziEJ2Zh74/iDIZxdBWj5F5ntpozqVZ8FJ6dia8xS3T+MJapYJoqluHBTI/+by0zFGHm7BwDT84n2jiE12fgmArYUC4FztyAEOK0xpT4fPrTn+auu+5i+fLltLe3k0wmSSQSI1Wf3bt3093dfdKe4j09PaxatYpVq1bR3t7OunXreOMb3zjmCxFjZ1Z96EoQ1WuQbBlA8ZmEC6Hjh8Vpo3+xtUwFzW9RHkxgVTxEm9NU0hEUBSxdAxdL93pJQ/EY2CUfRiZAKF7GCevo+QBG2Xd82pA6dZIFo+zD6o8TvKAPz8wi1UMJPD4L2z4+QcI29Yk/vGsClIZCaL4I5lCI8OIjOMkC9tEEitfEqU7HKz41q6pSPBIn9qqDaENenJQfJaxj42BmQ5il6pTr+I5WsT+AQj3UF4nETeyUF6cvCrqGWZ6mo+aKQqE/Sl1TDn5Zj3dmAQImTsWDU/VSrVhMta1NiukI1VCVWLgMxzw4/WEcXcPMBahk3Ps5BprrKOXDOJbKnPkDmEWN4sEmrJIXveTHPDaGaYUNzeQzefSKl0gyR7WikO2rQ6/4KebOjzU+srmBGC9jetXYsmULBw4cIB6Pv+Tjstksu3fv5k1vehOtra0jidCePXvo6Oigvb2de+65hyuuuGIs4Ygx0is+9KLK3Fc9gxopYR6qxx8wsEwNWxn9lALT8GKU/ZTzKvMuOgzY6EeTOLaC6nFQTPemKxSHfUTQyO6fQd3FJoHGPKXBKHisKfnCWx52sHI+wpaKcTAOeT/+WAlTCVLJBcGYnqffVQoB7IONJF61H9Vnoh9JYmZDOLqGUZqe05pOpZw2KBcDBA7UYw/78TfnwGNhm4HjawRyU6+KOVqlUgzniEPDJcdQ0yrmgThK1YNRCFDNBXFvWfz4URSFcj5M4EgdvsYcvoYS1nAAMxXGKAQpj2H6lVucxAKs4rPYRyI4pgq6hlXyU82FKA65d85aoCGC1jQPfbgHu+CnNByikg5h615KhRCFJyu0jrLtZffdwAOv/xweb5VyJkQuFaVSCFOt+Emnp2m18gUcoNZHNsrKqMnv/vvv56677gKOzw4DSCaTdHZ2cs0119Ts64xpKLSuru6MSQ9APB4f2Ve8u7ubdDpNV1cXN9xwA47jsGfPHtra2vjYxz42lnDEGOXTYTwhncpgnHJ/FM1jEQhXUDUHszr6HLmUhXRfksjMNLauUTpWh6bax9vVPVTzlRpexblJH/aQOVqPqYIvUkXP+ammIpilAGbVg2NPrTnxmYM2luMh+0wz1cEYWsDCshQMXcOserCM6fnyX8xEKZY8eA0wjoaxsyGwVYySn3Lu/JkaErloPtVCiPyhJChgVzSqh+rQh6JUc0HKR6fnbmankrzxXVQqGs5QAPNgDLvoxyz7MfJBKpmpVvc4ew3v+yuq+SDoKvqxIKVDDZSHY5TTYfJHpl71c9FnP0ZwUSvGcJjqQIzyUJRif5xiKkIh7e7P8covf5iWv34T5aEo+aP1lHMR8uko+eEYpi856nZ9UR9/3H0H895xOan+JEN99WTSMYaHY6TS58/UXXH+2LlzJ52dnSPLYzZv3szmzZtZu3Yte/fu5brrrmPXrl01+VpjehVMJBIcPHjwnJ8Xj8e54YYb6OrqIp1Os3btWmKxGGvXruXCCy8knz8/TiaebNJDEar5EMf2zcIqHT/kzzA0LEOlUhz9+R+FQZtcNkSxv47hZ5qxdR+Kx8G2VIyKj0rWveSirEdID8UJhktUBsKU++rAVrCqx08Hd6ZYhST0soUUUhEygzE0zUZP+ygdTVLNhKnkQ5jF6Tnir82/CLPqo3SoEf1oHbauYRb96IUg5cz5k/gEZiTQFixCr3hxSn6Mw3EqQzEq6RDlTITsM+fPa2vTH7+epj99B9XBGPpAjMpwmFJfjFIqQmEaj5rXX/MamtdvRPUnKR5qoDQYozQcpZiKY/qa3Q7vnCmKwuzV/0jwPf9FsS9J7nCSbH8duaEE6rxL3Q6PeMdbaVr3NdK5uQwfrSc9kCA1XMfL/mHZmNue96E/45J7P87AYAP9/XUMDseY03lZDaKe/JzfbXBQq5uY3Hp7e3EcB8dxTloeE4/HueOOO3jggQfYsmULd99995i/1pgSnxUrVtDR0TGq5OeEeDzOqlWrSKfTbNiwgf3799Pe3j6mNsXo5CsxhgeTmJYH29AoDMYpDMco5UMUssFRtzv72lZKpRCpvnqqZT+m7qE4FKWcDVHOBykeca8zvuhD11Aq+skP1FE4VodZ9aCXfFQKAUr5MPYU2wXpguVXUyrHMU0NPRsmd6SRaj5IOReikA2TPzQ9O74v++wKfLPmYJY1KkNRioNRcv1xCpkw+dR0nNR0eovu+ltm33Er1UyY/NF6SqkIpXTseGe/bqbb4U2ourf8MXUfv59S+WKyh5Pk+xPkBmMUi3VuhzautECE2Ie/AVeuJNefIDuYIDscp+WT73U7tFHzNM5m9hf+B33BMnLFmSgL23nZ3e9xOyzg+DECbVv+mYV3rqT+hjdz9XdvI9ZSm9+xcHOMP+u9jT9+6E/408f+lOu/8KqatCvEZLJ8+XKWL19OW1sbmzZtOuVjNmzYwLXXXjvmrzWmNT4dHR1cc801tLW1ce+99/LOd75zTMGcSKQ6Ozvp7Ozk17/+9ZjaE+fmNRvfwt4PbiUczVMYjpBPx7EsFb3sJzuGzmO8JU7dVYuo/PZRzIqPwoBKMRvDMDyUigFyvylyYQ2v41zMedMiKs++mvKufhTHxjI96KUAetVHLh2nmjfwxkaf9E00RVN5zfZPcuRfP0f+6TTlXAjL8mCU/RTzQRpxb078eFIUhYs+9zEqB3s58k93YpS8GLoPveKlaDS4Hd6EC1zyCvyfuo99f/0p9IEshqGhV4K0ffB6t0ObcKrmZeY/foGB7/+KI//9AGokzss+9263w5oQDTe8leQ73kzl0DCB2UlU79Tf1OHCj/+52yGcVtOr5tH0qnnj0nZy0fStUp6KVGnOPxs3bjzjYxYvXjzmr6M4p9qD+hx1dnZy//33n3GXNlVVyWQyZ3WWz0033cQrXvEKbr/99rGGN620t7cDsHfv3nFpX0/l+c0tn8EqFKiUolimRrkUIJ2J8hfPrxxT26Wewzzzkc9RKXnQy4Hjh6MWg8x59xtoX9VWoysYHbta5Ylb7qJ4rIJe8WPoXnK5MG977ENo/qm5OL58dIBH//JzWKaGUfVSMSNc98sPo3qm3jz/c+E4Do9+4CvknzgMgQjt97yP8PzpPcL/UspH0uSfPkb9axahBaZn4iuEGJvx7lucSxzFfUf5z6XLa9rue3ffQ/jCZtevT7ivJj2grq4ubr/99pFd2i688EK+/OUvj6nNLVu2sH379lqEJ86BLxllyf2fJPb2dzDQn2BoKMHQcJTGZRePue3Qwjlc+e31VBquZHCgjuGhBDmznis/7P5ufqrfz+Vf+yTRt7+DVLqBdLGeK+5665RNegCCzU28eue/MPdDNzPrPdfT8dAHpn3SA8erP4u/9H5e95NP8Lptf3deJz0Awdl1NF17qSQ9Qgghzns1qfic0N3dTWdnJwcOHEBRjpcpOzo6eNOb3sQNN9zAwoULyWQyRKNnN23quuuu44EHHqhVeNPCRI7KVLJVfnvPPhour6Plujk1bdsoGuSPlKhbFBv5XRFCCCHExJtcFZ9jfGVJbSs+79tzD+ELZ7l+fcJ9NZ3w29bWRk9PD+vXr2ft2rVkMhl27NjBjh07WLVqFQC33HILy5Yto6OjgwULFpy2rV27djE8PFzL8MQ5CsT9LL398nFp2xv2krzwzFuhCyGEEEKIyef+++9n8+bNZDKZkd3YEokEra2ttLa2snTpUjo6Os5qictEGZeVjqtWrWLVqlVs2rSJ9evXn7Q13datW9m6devI/RPfnEQiQTKZJJVK0d3dTW9vr0x1E0IIIYQ4jziAY9d2Jsj0PMHOPffeey8rVx5f932qiWMnzuM5obW1lVtvvZUbbrjhJYseE2Fct3hZsWIFK1as4MCBA2zcuJEdO3a86JvR09NDT0/PSR+78cYb2bNnz1kdjiqEEEIIIYQYf5/+9Ke56667WL58Oe3t7SSTSRKJxEjVZ/fu3SMFjBN6enpGiiJn2ghtvE3I3pYtLS2sXbt25P4jjzzCnj17yGQyDA8Pk8lkWLhwIW1tbSxZskQSHiGEEEKI85RsZz15bdmyhQMHDpyxr57NZtm9ezdvetObaG1tHUmETmyE1t7ezj333MMVV0zsBleubOq/ePHimuzFLYQQQgghphFnHBIfmetWM3V1dWdVoIjH43R0dADHp745jsOOHTv4xje+wX333ceePXtoa2tj9erV3HnnneMd9ojpv7etEEIIIYQQYswSiQQHDx485+fF43FuuOEGurq6SKfTrF27llgsxtq1a7nwwgvJ5/PjEO2LSeIjhBBCCCEmDcdRanoTtbNixQo6OjpGlfycEI/HWbVqFel0mg0bNrB//37a29vH1ObZksRHCCGEEEIIcUYdHR1cc801tLW18c1vfnPM7a1YsYL9+/cTjUbp7OysQYQvTRIfIYQQQggxSdS22nO84iNVn1rauHEj11xzDTfeeCOveMUrePDBB8fUXmtrK3v37mXBggXcfffdNYry1CTxEUIIIYQQk4JD7ae6yd4GtdfV1cXtt98+skvbhRdeyJe//OUxtblly5ZxP8NTEh8hhBBCCCHEOVm3bh179uxhwYIF7N+/nxUrVqBpGtdddx2f+cxneO6551AUBUWZPBU3SXyEEEIIIcSkIZsbTB1tbW309PSwdu1a4vH4yLbVq1atYuHChQDccsst3HvvvTz33HMv2dauXbsYHh4e13hdOcdHCCGEEEIIMT2sWrWKVatWsWnTJtavXz9yYCnA1q1b2bp168j91tZWWltbSSQSJJNJUqkU3d3d9Pb2jvtUN0l8hBBCCCHE5CAHmE5pK1asYMWKFRw4cICNGzeyY8cOuru7T3pMT08PPT09J33sxhtvZM+ePWd1OOpYSOIjhBBCCCEmDceW6WlTXUtLC2vXrh25/8gjj7Bnzx4ymQzDw8NkMhkWLlxIW1sbS5YsGfeE5wRJfIQQQgghhBDjZvHixSxevNjtMCTxEUIIIYQQk8V4bEggFSRxnOzqJoQQQgghhJj2JPERQgghhBCTwvEDTGt8c/uipoF77rnnjNtRT5Q1a9aM+rmS+AghhBBCCCFOa/ny5axatYpdu3a5FkMul+O6665j5cqVo25DEh8hhBBCCDE5OGA7Sk1vUvKpjS1btrBhwwZuu+22Cf/a9913H9deey0bNmxgwYIFo25HEh8hhBBCCDFpOI5S05uonS1bttDS0kJ9fT1f/vKXx/3r7dq1iyVLlrBp0yZ27NhBS0vLmNqTxEcIIYQQQghxVlatWsXu3bvZvHkz9fX1fOxjH+PgwYM1az+Xy3HvvfdywQUXsHLlStasWcMDDzxQk7N+ZDtrIYQQQggxaUiVZvJrbW1l27Zt7Nixg/Xr17N27Vrq6uro6Ohg2bJltLa2smTJEmKx2BnbevTRR+nt7WX37t1s3bqV3t5eWltbWb16NcuXL69p3JL4CCGEEEIIIc5ZR0cHHR0dZDIZNm3axJYtW+jq6kJRfp+8JhIJksnkSc9LpVJkMpmR+47j0NraSkdHB1u2bBm3w04l8RFCCCGEEJPC8e2sa1vxkb0Nxl8ikWDVqlWsWrUKgJ07d9Lb20tPTw+9vb1kMhlSqRQAyWSSlpYWWltbWbhwIW1tbSxZsqQmU9nORBIfIYQQQggxSYzHhgQydW6iXXvttVx77bVuh/EisrmBEEIIIYQQYtqTio8QQgghhJgcHHDsGldoZK6b+B2p+AghhBBCCCHGTS6XczsEQBIfIYQQQohz5jgOpaM5zLJR87aP/nKAR7/4WyqZSs3bngrkANPp4f7772fp0qVomkZdXR2aplFfX8/NN9/Mrl27XIlJproJIYQQ04Stmwz8aC9aQKPxTUvcDmfM0nt7ePoft4Cp0/Kexcz807e5HRIAju2wY9m9ZJ/XUVWbi6+3uOSzHz5pC9/R+vkn9/Lw+mcA+Mnfd/PWu+ppve2tY253KpFkZeq77rrr2LFjB45z8jzDdDrN1q1b2bp1KwsXLmTjxo288Y1vnLC4pOIjhBDTiG1aDP9iP+WjabdDcVV1OM/eP7mbhzs+ybOr/w3btt0Oadw5jsPeznU8++kHePqff8BvO/8Go/+A22GNmuM4/PZvvk4l5VDJeXn2S4+Q+uf3YpfLbofGkR8+TfZ5HQDbVnnuxwaHbns/+SfHfnr9I194YuT/Vd3LU5ue4Ccdayn1FcbcthAT4dOf/jS7d+9m7dq1bN++nb1799LV1cWqVavo6OjAcRwcx2H//v10dHTwgQ98YMJik4qPENOMbdmUjhYINUdQtfNjbKOaLvHI395P9ViKRSuW0Pyuq9wOyRVWxeBn1/8regFQHOYvLXDB5/8JVdPcDm3CPf6BL1E4rAMejv6sQOBD76bxIx8nsPBCt0MbN+WDg1RS1sj9/FCUwhf/hkrs9cz8u4/UpBoxkRzLxjJ//xpmWRpWvsCx21dQuehmFn7IvSpI+cCxk+5rmo2mGjz39/9KJnY1V3/1xlG37VMNyr/rnimKQyhUJqBU+ear/psrPv1HXNY5f0yxT3Zyjs/Ut2XLFg4cOHDSuTyLFy/mhhtuGLm/c+dONmzYwH333cfGjRtJpVJ84xvfGPfYzo9ekThr5XSV7PO1H1UqD1V45HO/4ejPj9S87bFwbIef/s2DbH75V/nF//ue2+GMWXmwxDcv38R3X/d/3H/Jf/D8l7/rdkgT4mc3fIWBXw+TPeTQ/YlfcvAjf4tV1d0Oa8Id+sYvjic9AI7CwBMa/bf/BZmHH3E1LjfoQ/kX3FPQi35yX/oHfrt83bSt/qiajar9PvHx+g1UzUE5vJtH/ngNVtV0Mbpzp3o0IvHf/xzjyQya30DzmhR37eJQ1x7XYqu/PEyyPo3XaxAMlZm/6CCOo6CqUHq8h/5fHx1127NnD9GYzBGPlLho4VHq6gqYhhev1+L77324hlchxPioq6s742Gk1157LV1dXaTTaW655Ra2bNnCxz72sXGPTRIfMeJXn/4Nn5t1H1+68Lvc0/wVigcHatJucajMPYu6eOgffsvm6x/k+6/8PGa5WpO2x+qnH36Qp75+kGyfw283D/Lg1Z+i2Dv6Nyy37bnjB+jl4yNlhuHl6Q2P8/R716DnSi5HNr4qw7//fbJtjdLRCr3v/xDPfukh94JygT10jBeObXp8BprHYnjDBn79lxvcC8wF4VgelOMJjj9YJtqUQVFtvIWDdP/Vl1yObnx440HqZg4QjueJJrPMe9kBHAccS8XjqbL/7qk3uNMwt485F/aycPFTzLtiP46poZd9x6eX3fuga3EF6oM0zT3GxYuf4vJX/ZZwvEQpF6ZUCGGaGge/+eSo2545L8u8uQNcceU+GpvSFPJhMpkoxWIQ0zgPahcO2I5S05uUfCZWIpE468fG43E2btzItm3bWLt2LY899tj4BYYkPuIFfvap33DidOPhVJCfvuvL7F019orBnv9vzwumKygcOxhk91s/xZNf2j3mtsfqyLaeF9xTyGdD7PvQv7HjHV+fkqPC1ef7T7qvaTYeI82et9/Fk/dM31H/YPj3iV0gUCEUK+PxmaTu286Tn/2pi5FNrLrL4iQa0vgDFSLxHHMWHQJLRVEczMNHSP1m6ib156px4QDNCw+y4PJnWbj0KTxeG70UxLY0ys8PuR3euFB8HhoXDDD70h7mXt6Dx2dSyYQp5sIYFR/Fp3vdDvGcxWdmiM8eItKUIns0SeZYktxQHaVcCK/HvbU+WshHvCFHYu4QnmiBg/tm0/f8TIYGEhSLAZJzRv/+EU5WiSXyzGztw3JMnnpmDgeeb6QvHSAecX99kxBnsmzZMu69995zek5HRwcbNmzgzjvvHKeojpPER4xQld+/UCuKg6Y65H76GF9u/gqFgdG/2Dr5LC8cbgkEdDTN5vl7HuRrV3aNJeQxi0RKnIhN0ywa6jPHvw9Hn2PLkvGfa1prMy+qEo3m8XhMorECs+YdxbJUNM3imX/9CbY59ZK5szFzXh+z5h1h9oLDLLriGVTNQi/7cIADX3VvOsxEC8wI0jj/KPOv2M/8y3rxeC3K+RClfBDT1Eg//JTbIU6Y0MwKdfOHicwcppSOkDmSJDcYo5gNgTM9/w4UHIJNeYLJAuFLDpMZjHGsp5n0sXrK5QD1C6be9E9vtEKwoYyvoUh80RHS/QnSg3EcLGZckHEtLiUQxBesEEgWiM5JMe+yHmzHBmxmNfcRn2GdsY3T8QVsQrEikYYccy99nkWLDhGLlpjTlGXh/OmZtJ+stltZH18vNLXWt011y5cvZ8uWLTz66KPn9LwVK1bQ09Nz5geOgWxuIEY01ecYSkexLJVZjVnCkTLlUoCAT+drV/2Q2/a/a1Ttzm33cfTBDKVSgGBAZ0HLUWzreM6t9+cY+E2Kppcna3kpZ23epVm8ThFHUUjW5QlFy1RKASxTo9I/9aaHJRd50J8/iDeg4/ebOLZCuRCiWvFjWwrloSLhmVG3w6y5xKw0oWgBn79KdrAeO6dSLgQp5UMoztRa1zAWasBDrLGIJ1rExua5n1+GUfVTKQfQq15is8+fsS5PxETzFnEsaGjs5cCDV5IbTgAOTfP6z/T0qUnzogVMtBlllPkFGl52GI/XpJSJkvQZROdMvUXxasAA3YNnZhHvwmGaB5IYJR/YCpHGkHuBKSpayMQxPTheg7oL+plbCVHJhvEFKnj8oz/bx3E0wvUF9FIQj99k/kWH8PkNbFtDO0/677Kd9dTX1dXFTTfdxK233so73/nOs35efX39OEYliY94gQXzB0nWZQkFDVTNplr1UiyGqFY9FAZHnwRE5/iYM7cPTbEAD46tkS/4KRYD6LrGUHe/a4lPYpaBUkihKBaFXITMUJxKxU8+H8I0p14nMVCvEmvIEkyUKKYDHN7XcnzNSyGEaSl4vNNzorM/WsXjM/AEy6hhg6d/djnlUhDHUZgxb9Dt8CaMGgih+it4mwqooTKz870ce2oeimpTP6NIsM7tCCeOonhQVFCiVbzz0jT1HyY+lMUyVYLx6TldyFE1nIqC2mxBLkhgVpYGf5XSsSQqDr5Is9shnjNHUcBn4lycw65oRGalcSpezLIXT8S9LoxjK6iajT4cJvaqAfBWCB5qxKuaePwG2hhCq5R9BDUfxaKfhguP4PHqhFMxHEvBNr21uwghxtE999zD7t272bFjB+3t7dx00010dHRw5ZVXnvY52Wz2Ref+1JokPmJErD6PL6gSDJc5uH8Ow0NJqrqHXNFPPDr606N9YQ/Jxjwer47m03nk4ZdTLIWoVL1YDiRmuzey441BtD6PbULdrGEe+cli0pkYlqnS0JByLa7R0oJeQvEC/roSgboclunl+X3z8fqqNM3MoU69XO6sqD4bDAg0ZwgEdOYNx6jkglimRrTp/Dn53FH9aD4LLA3b8BJrGcJBoZoJ4/WaqJ6pN9VptBzHAyUP6pI+zDqDYH2eQKCKWfKhBkc/DWkyUwBbUVD6wlBfxNOaw9JsAhU/qmoBU+/nb6YD+C5MoTwXRdVMgvOGsYs+jOEIjppwLzDVR3k4RvCCPjwNRapHowRCOpbqYOoatj7673WlGKBSTjKnbR/Bphz5/rl4PRaW4wFtev7uvpBD7WejTs8hv8nr05/+NKtXrx65v2fPHvbu3Ttyv6Ojg2XLlp2UCO3cuZOPfvSjbNmy5bTtPvfccyxYsGBMsUniI0b4gga+oI4noDP/gqOYpsbAQIKGZJ7m2blRt6sEfHi9BpHGDP5IkYUXPcfRwzOplvyEwxUCEfdeklS/D021CNSViM7KsOCi52lIR9CrfsLRomtxjZrqxRut4hgefNEiMy49BI6GVfXiC1RQtGn68u+oKKEKnubjSWyiOYXV4EHPB/FEzqMpEzbgszEHIvguzaPMKuBLRdEU0HwGinr+fC+soge1rooyGMQxHQIzcjhVD1YmjFmepqPmiopleLHKfnxX91H12aiPB9A8Fo7t4EzBDVsquTDqQQsrVCW4uA9bM3DyflS/gV5173psS6WQChEs+intnY03pBNszKFng1jDUczy6GPLDfmJhHPYJT+lY1Ec3UsoVqSUjVAt+2p4FUKMj40bN9LV1UVbWxu9vb10d3ezbds2du7cCcD27dvZsWPHi57X1dVFS0vLadtduHAhljW25F8SHzHCthX8QRPHVEg0pblAtYnFK6iqSTA6+g6z4guAaqFox7cabpozjD+oUy6EURUH1XFvFNK2vFiWQt38YbRIiXhjlki0RLUcQFFsHNtGmUJlEtPw4ZheTEMhekkGNe8jnMhjmx48Ph1lmi7w1HN+QrOz6L0NeOIlwvOGMHMhPAEDUw+7Hd6EsfBjpKKoM7Ko84pYw368moUa0nEswJh6I/6jVRoMEFZ96E/V419awZlZwDkUB6+OU5qmnUdFodwfJ3TZEbSjPlTbRg1VcRwbIxPCLk69gY9q0Y9RbKD+j57A8VmYTzfi5ILYVQ9G1b3XMz1vohte0vuaSVx4lGBTgXJfBD1/fI2onR1952yoP0xofpojT81n5sLD+EJVSpkwlqlQKQdqeBWTlDMOa3ym3q/+lNba2jpyWGlLSwvXXnstd9xxBwCPPPIIO3bsOGXy09nZCUBbW9tIVeiaa64BajcNbur06MS4s0wv1XwY1WcTbU4TiJaIJ3LE4kUCodGfu+OYCh6/RWk4huOoxOekCMfKhKNFQrECiourNY2SFy2oU+6rozIQJzYjQ2RGmmgyi8dvwjjPNa01U/dRHIoQbulHC1exCiFCsRKBcAVVtbGr03PaVykbonyknnIqhKeuBCEds+xFwZmuG3idklVRyA8cn9ZmP5VA6QvhrSvgC5fBVrEqo19wPdUUB/0UnmvEqquihg2cgTDWcBi7GMQua26HNy4URaEwFMY6Gqf0SCNaRcPxWtiWim14qWam1usZQDEVxVTAk9ewD4RRql5wFIySj0rKvQTWVxehmI2SHorgj5TR0wGKRxuo5CJUciEKx0af+JiRelJDCXLZIIqiUByOkjpWTyEbJZ9zcUOHCVTzc3zEhGpra+Puu+8+5ecWL17MHXfcwbZt27Btm71797Ju3To6OjpwHAfHcdi7dy/r169n2bJlaJrGokWL6OjoQFHG/rOUxEeM0Mt+KiUvdXMHUXxVsDUiiQLegIGqjr73aNheytkwpqMQnZXB9pg4torHY6FpNnbVvc5YMRvAKIbIHK7HFzTxJAqYVR8OCopqTblBonJKwbQ0qn31FJ5pQlNtAskivnAFx9awp+n08Eo+QOZIgsjCIRzFQT+cxDE0rIoXozRNpzWdQiVjohs+8vtmUe6PowZMbFvFqHiwqh70MYxCTzXFfITcUAi/X8c+5sceioACZtlLJR90O7xxUy6EyB+ux9EUMFSMwwmq/Qn0rJ/Ssak3CqBrMzGrXkq9DRjH6rCrGnrej54PUhx2b9JKcGaEqlqPZWsY6TC5AzMwyn6qRT/FbISBJ0Y/WPhH3/xjstkgtg2ldJiBw02UCiFy2SiZ7PTblVNMP2vXrsVxHJYuXcrdd9/9kttany4Ruvbaa0cSoZ6enpPWCI2FJD5iRDYVxhuuMtzTTOFYkmC0TCBcweszMSqjHyGtllRSAwlC0SKloSjlvgS+UAVvQMc2PRgF97YbTh1SSR1tIDQji+ozqQzEsKpezN/dHHNqdRRTByzMqpeh/TNQUNF8BpV8AL3kw9S9OPrU6/icjUI6guN1qD6fpNqTxLFVUME0vFTzfrfDmzCheY2Us2EyfXG8IR0r76V8KEk1FaOaD1Lqm54Vv1OJXfN6DN1L6WA9xqEkdlXDLPrQCwHKuYjb4Y2bxFuWUS16UXQvlWPHX28r2RClTIzMkalX6brsKx/FVpNYZS/VoQjFvjiF/gSFVJR8yt2f4+t/dDuNVy2k0J8gO5CgmA6TT0XJDkepjGGKbWxOhJue+iANl8YZOlpPJhUnk46TSscYTp0fU3drf46PmGh33HEHu3fvpqWlhTvvvPO0FaA/dLpEqLW1lUQiMea4ZI2PGDE8FMHvryPvMWlJ5rAcm0oxgFHVxrSgMtdnUqn4GT40k1IuRKIpAziYpoZe9VLNudcZz+eDVApBGgt+8s/VYVaDKKqDbWpUSgEc04Yp1G/2zJ5F7uk43lAZFSj1x6mkophVD5ViAD1vMB1niFuJuVTyZTIH64k1qyg46LkQeiFAKXt+TA0BCM2uw/LPQtcPY2WDVIsxjGIIq+KlXAhRerLEHLeDnCALbn0rB3OHsVL96Fb4+FTebAij4qMwPH0Tn7nvfxvmWy4nu+FvMTI+ytkIlnG8ylW13Tk2YCw8AS8X3XM3pcd+xeAXvkS17Meo+KmWfZgh93+bWz9+K/rgzez587sxyx6Mqo9CIcQr7rp6TO2qHg9XfvlvOfbgAX7w59uxTA+lskbkilk1ilyIiXHDDTeMrPcZjcWLF7N48WJuuOEGFi1aNOZ4pOIjRmRLYQb66/H5q9hVL9m+ekq5MOV8mEJ29FNDGttnkc8HGTiWRFNt9LKXbH8dpUyUUj5I9oh7C65b/2oJlVKA9LEG8sMJbMNz/KT7QpBSLozp4q5Bo3Hph19DLhfFtjXKQ1Hyx5LHpzAWghSyUXKHCm6HOC6WfnUFup3A0jX0bIhcX4L8YJxCOkIuPX07uaey+OtrmHPjqyn1xcj31VFKRyikIuRSUQw15nZ4E2r+qltJfnQT+UwTucP15AbryA0lyGYTboc2rjyzWqj/p2+Sj3aQ6asnM1BHdjhB6+qb3A5t1EJXvJI5X7yHnHUxqcEkZXUebfe+3+2wAPA11nHVtn+h7oa3wqLLWfKlTma9dnZN2p71xhbec+gW2te9geu+3sH7f7qsJu1OZg61rfY4joIzTTf2OZ+0trbWZHMDqfiIEa/6/15D9z8+iKl7SQ/EKGYjWJZGuRggnRl9eb3h0jo8s2ZQHjyKXvFTKfgp5yMYhpdSIUj2kTKX1fA6zsVFf3kZQz99muqBNHoxSCUP5VwUw/CQzUSopnUCyalTMfAEPLzxodt5csVa8oNxSrkwjqNSKfkp5sLU5d2OcHxofi9Lv/VPZB96iL5Nm6mWfBi6H6PqJVtIuB3ehEve/BeYb30XT7znE5hFMHUP5XKQJV94k9uhTThPop55n/tPnrlrK5mdv8FWAlx695+7HdaEaP2Hv6Y6VGDwJ/tIvqqVUHPC7ZDGRPN5WfJ/H3E7jNO6/G+Wjku7mqbS/t7WcWl7spLpaeJU7BpsyS+JjxjxsndfQuNFQR6//b+PT28rhTBML8VigMwYEh+Atz/4Zxz7zi85+LlhypUARtWLYfgoFIIkk/EaXcHovGbTjZSPvJ7Hb/kspbyKXg1iGF4ymTCBxqmT9JzgCfh4+X//I6mfP8HhVV1YtoZe8VAohnntWy5wO7xxFX/DGwi/6ioefvvn0VM6uumh7bOdboflCk84xBVdn+boj54k8+hhXvanS4nMr3M7LNdctOZGWHOj22FMOH9DhDnvanM7DCGEmBQk8REnaXrVAt7404/zs+Xfpm/7UWxbpVjy4l/UPOa2Z73tVTRev4TvXPVVSoMGhumhVPHytk+6/6YcnN3I0h/+Czv/6rsM/uQwhqlxwXuuxB+buud9JF/zMl774MX86o4HUXIGr/77V+MNT/8dzjwBH6974O/cDmPSaL7+Upqvv9TtMIQQ4uw41H4L6qm2RasYN5L4iBdRFIWr730Hxx4Z5sefeIyLrqjn9Z+4vCZte3we3rXn/fQ9OsyxvcNccuMCAvHJk1xc+99/7HYINaX5NK76XIfbYQghhBBCuE4SH3FasxbX8yffuWZc2p55ZT0zr6wfl7aFEEIIMXVNsbPDa2r16tV0d3eTSqUASCaTrFy5khtvPLupuuvXr2f79u0nbf28cuVKOjpkEBRkVzchhBBCCDFJOIBjK7W9uX1RZ6G7u5v29naWLl3K9u3b2bt3L3v37mXjxo1s3ryZ9vZ2MpnMaZ/f29vLwoUL6enpYfv27XR1ddHV1cW6devo7Oxk5cqVE3cxY7Br165xbV8SHyGEEEIIIVySyWRYvnw5O3fufFFlp7W1la6uLlpbW+nsPP1mPcuWLSORSLBx48YXPX/nzp1s2rSJTZs2jUv8tfRS11gLkvgIIYQQQohJo9bn+Ex2mzZtYsmSJSdNT/tD69atY8eOHfT29r7oc+vXr6e3t5c1a9ac8rltbW20tbWxcuXKl6waue3AgQPjHp+s8RFCCCGEEMIl27dvp7X1pc9qOvH57u7uFz128+bNAC+5jqejo4Pu7m42bdrEqlWrxhjxmeVyObZs2UJXV9cpk7VTOdvHjYUkPkIIIYQQYnJwlHHYznpyV31SqRR79uxh3bp1p636nKiEtLW1vejj3d3dAC9ZMVq4cCFwPEka78Qnm82yZMkSenp6zvm5ijK+PyuZ6iaEEEIIIYRLOjo6yGQytLS0jCQxf+iuu+6ira3tRdWeLVu2AC9OiP7QCytG42316tU4jkNXVxfpdBrbts/qtm3btnGPTRIfIYQQQggxaThObW+T3Zo1a0gkEmQyGdrb21+0A9uOHTvYunUrXV1dL3ru2VZVksnkyP/Hex3Njh076O7u5oYbbiAej5/18zo6Os7p8aMhU92EEEIIIcSk4EDNNyRwgKeeeor29vZTfn7v3r01/XrnKpFI0NXVxbJly4Djmx1s2bKFe+65h927d9Pd3c3evXtPOZXtxLqYFyY2p/saJ6RSqZecFjdWbW1txGKxUT133bp1NY7mZFLxEUIIIYQQwkUdHR309PSMbFCQyWTo7OwcqfTUMlEZ74rPifVEo7F8+fIaRvJiUvERQgghhBCTRs03NwAuueQS1ys7Z5JMJkkkEtx4443s2LGDTCZDb28vdXV1bNy4kRUrVrzoOaNJYlKpVA2iPT1nEs8vlIqPEEIIIYQQLtq6dSvt7e2sWbOGrq4uDhw4cNJhpitXrnzR2h946Z3cTudM0+LGas2aNdx2222jem59fX2NozmZVHyEEEIIIcSkMdkKBt3d3TWpkrS2tp7yvJ5NmzaxevVq9u7dO/L5E+t+duzYwcqVK+nt7WXTpk0sW7bspITobJOYiTy4NB6Ps2LFCm677TZWrlzJlVdeedbPHe9qkSQ+QgghhBBicnBqv7kBY+hLd3d3n3ZThHPV2tr6ol3YMpkMK1euZOPGjadMik6s/Vm2bBk7duxg+fLlJyU+Jyo+55KYnemw1LG69957R75OZ2cnwCm34v5D3d3dZLPZcY1NEh8hhBBCCCFOoa2tbVyrEJs2bQI45fqdF9q+fTvt7e10d3eTyWRGEp4TGwmcqaLzwsRoPHd0A1i1atVIAnPie3e2226P9wGmkvgIIYQQQohJwaH2mxtMsplzJ9m9e/dZV2DWrFlDZ2cnvb29IweWLlmyBPj9ttanc+LzZzrotBZOTL87cT7R2dqzZ89ItWi8SOIjhBBCCCGEC5LJ5FlPUzuRRLwwUWpraxs5/PSFlaA/dKLicvPNN48p3rPR2trKrbfeyu23335Oz1u+fDlbt24dp6iOk13dhBBCCCHEpOHYtb1NZsuWLSOTydDd3X3Gx27fvp2Ojo4XJTcnpslt2bLltM89kVCcaUpdLbS1tY26stTS0lLjaE4miY8QQgghhJgkFByntjcY33UjY3HjjTdy4403cu21177kOp0dO3aMHGb6h9atW0draysbN2487XN7e3tZt27duK/vAVi7di3XXHPNqJ67Z8+eGkdzMkl8hBBCCCGEcElXVxcdHR20tLSwadOmkxKg3t5eVq9ezerVq+nq6jpt4rJ9+/aRHeJeqLe3l87OTlasWMGqVavG8SqmBlnjI4QQQgghJgXHGYfNDSbz7ga/09XVNZLkbNy4cST5ObEl9Lp1617y+Se2yl69ejXLli0bSZAymcxIYjUVLFq0iGeffXbc2pfERwghhBBCCJe1traecirbuThTgjTZDQ8Pj2v7kvgIIYQQQohJYypUaM5Xd99997i1vXv3bjnAVAghhBBCCOG+O++8k2w2O26HusoBpkIIIYQQ4rxR6zU+onZaW1tHdog7cVBprWzbtk0OMBVCCCGEEOcPmeo2eSWTSW699VZuueWWmrd9ww03jHmN05nIdtZCCCGEEJOIbTsYFcvtMIR4kba2NlpbW8et/SVLloxb2yAVHyGEEGJaMcsGqkdF9WpuhzJmer7KE2t3YWXyvOwf3kRwVsLtkEb86pMP88S9z+ALWFz7hVcw6/qX16TdAz/rZ8MbH8QwoanO4IPdbya6oKEmbU8Vjkx1m7TWrl07ru1v27ZtXNuXio8QQohpx7Ednvniz/nle77GwENPuh3OhOn+2/v5fvt/8L0rP89vl38a27bdDmlMdr7py/Rs6eW5bYPsuv5ehjf/j9shATD0xBDdX9hPtaKRz/jY9YGfse8jn8Y2x16l+drbfoxhKoDCQNrHd675P369ZvvYgxZCSOJTa729vSxcuJDe3l63QxHivOE4Dge+tY/H1j9MNVNyOxzXOI7Dz957H5sv+A++eem/c+hrO9wOyTW7P/xNnvj8Ixz9ZZaHP7Cd3o98DNs03Q5rXFVSJQ796BCg4Dgqh36tcuT/vZfcY8+4HdqoOI5Dcej3iVulHCD3wIM8ftPt5PYPuhgZHN1x4KT7pqlhHTnIj1/3Lzz99X1jatsqGSd/QIH0A918Ov41hg8Vx9T2VHD8ANPa3mTNkDhBEp8a6O3tZevWrXR2dkrS8xL0ooltT75Xn8M/H2Dn3/2KY3sG3A5lzGzL5jtv+z5favwqX7/kvyg+P74HgU0WD77n+zx428/Y+29Ps/XKr3L0f7/rdkiuOLqjl8M/HsSxVaoVH4/d/Sj7//qjmOWq26FNuMGfPTfyf9vWSO0z6H3vB3nuG79yL6hxZmZO7hQrioOCRd/6f+Nnnfe4FNXoKYpCMFgZuR8IVvD4TIKBHN1/9SWGfuvea3b9BT4i4eODLKpi09x8PBHzB3T2fnQX2efzo257ZrxE0GuhKQ6zYmVmNWZwHIWIx2Tty35Yk/gnO8ep7U2IEyTxGYNMJkNdXR3Lli1j8+bN3HzzzW6HNCZHHk3x8UQXq73f4H+u/V7N9mi3TJt/veDb/GP0Pj7h/wY/u31nTdqthce/vp//euNOfvH5A/zna3aw6+1fntJTQ375iV/z3I/TGLrG0FEPP1j2v/R+/ntuhzXuDu86OvL/atXP8//5C379tn+iNFhwMaqJl/rlsyfddxwFrTjEo+/8BE9u2O1SVO4IBMoj/9c0i1hdDq/foP/L36L7H6dnJcxfH6CuPo3mMfF6dZpbjqBqDooKDBzmmXv2uB3iOWuafYwZzf3MmN3PxYufBhz0qg9Nc/j1B917bYvM8jNnzjFedumzLH3lb5kzr49qxUe14gdFYe9nfjPqthdekOXS2QNcc+VztF9yGMPwks2GqegeKvnpXbUUYrxJ4jMGiUSCdDpNT08PXV1d3HjjjW6HNCZfunoH+axN1VTYu6vAlou+yGB3/5jb/dXnn2ag9/ionWGp/GzDUR646nOUB92fkvSTNXuB44sobUfl4F6TB69ay/5v97gb2CgdfuDkaqOhe0j94Kd8+7LPkdqXcSeoCeDz/X5qiKZZBIIV/EqWBzs2cOjHh12MbGLVXxIgEikADh6PSfOcPmxHweM1OfAfP6Fw9PxJBGfO72dGcx+NMwZZdNk+QtEyetWHosCh+3/rdnjjQvNqzJx3jIWXPcPlr36MhuZBqsUAlUIA09A4/M3H3A7xnDXMGaZp7lEWXNqDZWrkh+PkU1FKxQBm3r3fZ2/MT0NTmroZKfzhMkefn8nA0SaGh+rIFXwEfeUzN3Ia8foys2ZliNdlSKWD7OudwfP9cY4VPXjVqTswdy5sR6npTYgTJPERI/TS7xdlOijouspDN3fxhZd/d0zVn/5f9p10X1FA1ctsbf8a3/uIuyOQXvuFb04O0XAFr8dg79/+iG/+5c9ci2u0GudV8XqPjwh6PBYzm4dwHIWgv8zWq+8ft5OW3TZz1iDJZIZ4PM+iCw/iD+mYhgePx+Kh958/i4IjswM0zz3GJZc/xRWv/C2Jxgx62Y9e9uEAPV8f/Sj0VFM3J8eMOcdoffkzeDwWhVSEQjpCMR/CsadnR0jxqEQac9TNHcaXyNN/cAYDzzeRGkiSz4WJN0699SHhRJFQrExiwRCWYvJ8z2z6jzVSLPlpXpB1LS4tFCCcKBBJlIk3ZYg1DNM3ECOVCRKPF2hqHf0mB4GgRaI+TzheYsHCowTDJTIG+DwWFzdMvZ+hEJOJbGctRtQFDAZKxztIdQGLxO9GSM3nMnzx9Tv56590jKrdliU+9v2gSq7kw+exWdicOj4Krdn89kv7uPqOS4k3h2p7MWep9aI8mDq67iUZLzKjKYWhewGF/fcdhK+91pW4RmvO5VA5cASP1yEaLeHxmlTLAaq6F8WB/OEisbkRt8Osuaa5Q0SieQKhCqbpp5QLU8yHKJX8mOXzZ2qIJ+on0ZRB8xlYBvQ9Nw/b1CgUQxSLfsIx3e0QJ4w/bqOYOv5EETVY5amfXkmlHETXPdTVp90Ob1w4qgdfqII3UUbxGsymh969l2AYKsnGFA2tdW6HeM48IR1FswnMH2aGZqM5KtmhOlTVom6ui9t12w6+sI5Z9hKekWVevICtB6lWfHi9BuHoBaNu2lEVfH4Tw9BIzsxwqXmQsH8uChAKTv+/YYfar8uZnkN+YjQk8REjFs1J0ZALEgqaxMIVbEulVPZh2gpHHh79IvnkfC8LZmTwaCahkIkClIoBSmUflq3wRNdBrvrwJbW7kHPQ2KJjpPOEQmUMPUilHKRYDFIs+TGn4IyCcIPCjOYU4KCXfQz216NXvOQKISq6B22aTpOI1JXQFJPE7EEOPz2HgwfmYRgeyhUfDQ3ujQpPNDUUJBgrooVMVM3AsI7R85tF6FUfDY0p4jPPn7d/1aegeXSC84YJeQ0WDCfIDcZxbI1wfHqOmiuKgqI6YKsoCsQXDTK7GKaciuHxVwlF3RlgGgvb1PDNymApCt5wlcaF/UQa8hhFP76oi4mcx4ttePBGK0RaBskdTVDXOIxRPT54qHpHX/ExDD/VbJhYU4rk3CFy2TAN9TlsS8PnN87cwDQwTScniElAEh8xor6pQDRSxrEdjvbXYxheihUv2YoHjzKGsn3CQ1NjGn9Qp1z2sO/ZuViWh0LFS8lUSDS4N+MylIT6xhzhWJ5yycfe3ZdSrvooVzyE/VNvZM0T8RBN5rEtheTMNNl8iMF0EtNUmdGYwuNzO8Lx4Q1YEC8SnpWlWbNRURkaaEBTLBIzpmcn91QUwBup4hge/PVlZsQPYlWCGFUvPn8Fb+j8OQnecVTUmA4BC7wWdXOHCdfnMAqh48nBdKQoKF4bIx0k8qp+lEiZwIFGNMXG47XQvFOv01zNB/DGylR6kgSbc3jnDOMo4A3o2KqL1WvNSzEVpunyYapDUZx8gLrZKfRigFI2jG2MvtJcLfuwdQ91zcM4mo7qKCQbMpSKIWxTVigIMRaS+ExS7e3tp/z4U089xSWXjE91JBSuEAjYODZEEwV+2b2I4YqKhsmFM0e/UNMbDRAKlwjFqkTrDGxb44l9c3EUiwUNRaJx9zpjml/D5y8Tn5EmoZlclAvRf2wGlqkQi5dwHAdFmULrAbxefAEDo6IRa07RYqmEgyaG7iUYLqFO/YPcT8mxVQL1OcyKn0BYp3nREULxMrap4AlM04s+BUfx41geHM0muHAQPR0g1pDBrHrRvBbadO3wn4JR9BGIGlSfayAwM0W4ZRD1aByPz8QsB90Ob3woCkYuhGd2Ci1ewSr5CMbK+H0WRsmHo0y9n79peMk/10T0yufwNOcpP9OIrXtQFLBdLMvbJpiOSubATILJDPE5KcyChVH1oHkN7Mrov9fpwQAzkjpHn15AvHGIWDJHteQHG7KZRO0uYrIajw0JZIMD8TuS+IgRigqa4+AJVonVZbk4E6eQi2DbkEhWztzA6VsmENGxbZVgxGD+okMYup9q1UcoWMEXdO/Ny3FUfMHjsXm8Ds3zhwhHdfSKF2wFbBu0qdNxdvBjlPxEZg8Sbk5TzIZJzkxhVL14PCaONT3Xu1SKPkKan3LRR7x1AMWnEyj7URyw7ak3vWe0bNVHaThE8opD2IaGlQsRnZHBKPnRS35s8/w5z6eUCeDk69CSOSKzC5hDQayKH8dRp23FR1EUCkMR6hvylHbPJTAzh68xj5kNYhkqVmnqTXUt50J4Y0Wa6gqYWQ07F0TzmBjFAJbt3muzUXGoloKU8mEuufwgeE1yx5LoJR+26aGaG/2AXt/RAF6zDlSDpnnHMHUP2eEEetVLtSrdNiHGQv6CJqm9e/ee8uOnqwTVguN4MCsw64IBfKEKiboc4aCOrmsEoqN/w7Tx4Ngqpq4x68IURtVDXTKHrnvxeg1Uxb03Y90IoHltCkMx6uYMEZs5jGFoeL1eHEvDcU5sdj01mLoHXddQPQ7lTACPZpGYmUIv+qkWgzjT9OR6vezDLNbRuLgXX0OB0jOz0FSwTQWcqdfZGy3HUtANL8WDjehDIcIzs9iajQOYVQ/W6Au3U05xyIeuRJjbdgC7oqAfTaBpFnbVi1mZvm99lZKf9P6ZRFuPEQ5XqPbHqKZDWLqXanrq/S1kh+LMrCuQfmQBocYMqs/ENjxYpodyzsWfo6KRHk5QN6sfK++lmI9hmx4cS6NcCOH0jz65LhLiWH+SRZf2Yule+g7OQC8HKZd85HLhGl7E5DU9hybEZCCTRcWISslHIFqhWgpQLfhJJHMkm1LE4wU0bfSjV7bqJ5+OkWgeQvOZVIsBook8sXgBj8fCKru3lqZUCJIbrAOvRbgxh+0AtoqqgKpaOFPsMNNSRkVRIdU7i2o6Rri+gCego3osFNXCmabl/lI2hK3aKKZGdSiIonvwhaooKpi61+3wJkw152BU/AwfaMLXUMLxmVQGY1SzISzDi3keHX6YT4VxNIX8k7Op7m9E0xwUj41jK8enDU1TxVyUzECMQKKEnvZTPlKPUQhTzQcpDE29t/xiKUZhKE5uIA6GFz3npzgQpZILkB9y7+cYnR8lmwtjVAKkD9dTTsUwqhqVUoBiLszA06P/W7t+42vJlhWMqkZ6IEYxF6Fa8VEshMnkpuk0TSEmyPQd9gK6u7tJpVJjbqe1tZXW1tYaRDS5pYbD+Dwl+g/MpHnhUULxPIVMDM2nUy2N/sXW1BWKZS+FoTqMYoBgrEw4UaScszCNCMZYZtGNUfqYgpOK0NRylEomSCUdxx+sUnUCVEo+HMMC39TpOA89B2oqhuYzaK4rYpZVCkNxbN2DqXswy1NvcfPZSA9FCUbyDD45h+T8fjS/iVnVsE2VSnGa7uhwCkrAT244TrAuh2oqVI4k0PNBTN1Ltein2m/Q5HaQE8TTsohSXxYOgT9SwsKhMhxDL/ko56bv9EencS5G6gBmKoxVjWNWvJhlL+VcmMzw1Jm2e8KSe9/HUx/+V5KBMpV0mPxAAqPsp1r2kRl2r/qhKArX73wvu//ss+jFAEYliF71Ui4EyWfDZPKjH2S6+I/mENjSwWN/txlb95DPRqhUveQKAQazgRpexeTkwPFByBq3KQRM48Snu7u7ZtPCWltb6enpqUlbk1k6E8Q2ZjC75TA+v052KE4xF8Y2Narl0Xf+s/0muu7jyMFZtFzag8drkhmIUy0FMAwPet69l6Shwx4SqBzrmU2iaYhQRMewvdiWgl4JMMUKPhiEyA8kabm0h2o6TGE4gmOqmFUv5WKQatZg+p3iA2UrSXawhDdUJmmrlNMBSqkouu6hmD1/RkgTF9WTL8TwRYuUjsXRSwGwVfTi8bONKs9UmP5DOMe1ff5P+NXb9+P3V6hmw+gFP5V8CLPqI5eKuh3euHnl/3yQ5z79FYrPH8OoejCrXsyqj2ImTD4/9f76YxfNZOn376Jv/V2kH3+eYjaKaXqOV1aq7p5LFGmO8caH/pHDX9/Bvs//nErZj6H7yeUDLPrg2DYhWtCxgPmPrmLHX36P5783hGFqFKoecr5p2207iTOlJpmLqWTq1b3PUltbG47j1OR2PiQ9AJlSgKF0gGCgSm44QiEdw7Y0KuUA+fzoO4+BWWHSmTCFiobXY5EbilLMRqmUgpTyIbLH3Jt+0/DaBeRyIQb6kuCoVIpe0v11FLIR8rkQtj61xokWr1pCPu+nmImQPpzAKAfQK97j5yblIxT6pt4W3Wfj6v+9mVwujGOpFNMR0kfqKebCFDMRsunp28n9Q4qi8Pptf4OtJigNRyilo+SGY+SGY2SHo+QHz49OE4Dm1bjqB5+g+d1vJdefIN1XTz4VJ5uKkc3E3Q5vXC244300/X9fIjPUSLqvnlR/ktRwnBlve6XboY2Kqmk0r/kHGj68mqGBeob6kwwPJWj7zDvcDg2AOX/WwSu//XekzLn0Z+qIv/5SXrn65WNuV1EUlv3PH/Pm77yF8oJ6Ym+YySeee1sNIhbi/HX+vAuKM5r3lgUc/sE+hvuTBAJlHNtHteqlWAiSGcOo+fyrmshUQtR7qxRSMYr5II6jUS77KBTCFB4t0VbD6zgXb1i3lK99+3E0NUulEKRUDFItB9GrHnLZCMWhKoH6qVMxiM6O8NovvYV9n/oaPq+BZXmplnxUKz6ymQih/RXmux3kOIgvqqfj4dU8+3frST9nUsxHsC2NcilAJhNzO7wJ5YsGWLL1nxje9Uv2/cu3sW0VveKjWAjxsr9b4nZ4E67uLX9E5HXX8PM//nf0vIVheJh1w9RMAM6FNx7jyvvv5snPP0zftv3M7ryUS24bv81xJkLyFQtZ9uuPUTxWJFDnRwtMni5MuCnCXzz+5+PS9qLXzeAfHv+jcWl7sqr1VDchTpg8rxrCdTf+z+v49s0lCk+nqFa8WKZGqRygXA4wnBn9nHhFUfjro3/Bd6/5b4YHc5QrIRxLoVLxkc0H8RbcKzxqHo337L+FfZ//EUf+r0CpEDo+jaLqI5MLoPqn3p/InDddwOxln+TRD3+Vvp8ewzJ9GLqHdC7E1W+ZjmnPcarHw0Wf+xj9Dz7Drz70PSxTo1r10fyusY+8TkX117yK9lct5sd/ch+lfInW5W20vG2R22G5whsJ8oYHV2Pkj1c8vdHzZ93Xpf/vKi79f1e5HUZNhWedHzubCSFqb+r16sS4evvm6ykeew33v/b/KOePb41b1j3k1LF1FDSPxjt+8l76fnGI773zRzi2SlXXyBS9/NU/ut8xvfD/Xc/cP30d/9f2DYwKVKsa6swEdQum3px4OJ5sLv7391C37Xl2rXgQQ1dYfEc7yQumf/Vjxhsv4q2PLuLgtsNE5oRpvLze7ZBc4wv5WfadP3M7jEnjfEp4hJiqHGq/GYEUkMQJkviIFwnPivKXPSvY/O6HeXzLITz1AT7042tr0vbMV8/lvYffxzf+9BcU9+V5+z9dxrxXTo6OabAhxPuefx9H9qTQ8wYL3jD1979a8KZ5vO+5d7sdxoRTNZWWN89zOwwhhBCjIFPdxHiRxKeGtm7detL/V61a5WI0Y3fzV6/i5q/Wvl3No/HnXa+tfcM1MntJ0u0QhBBCCCFEjUniM0YLFy4cOSsok8mMfHz16tXcddddI/fT6fREhyaEEEIIMeVIwUeMF0l8xuh82epaCCGEEEKIqUwSHyGEEEIIMSk41H6Nj1SQxAmS+AghhBBCiElDEhUxXtw7QEUIIYQQQgghJohUfIQQQgghxKRhux2AmLak4iOEEEIIIYSY9qTiI4QQQgghJg1Z4yPGi1R8hBBCCCGEENOeVHyEEEIIIcSk4FD7NT5SQRInSOIjhBBCCCEmDUcyFTFOZKqbEEIIIYQQYtqTio8QQgghhJg0ZDtrMV6k4iOEEEIIIYSY9qTiI4QQQgghJgWH2m9GIEuGxAmS+AghhBBCiElDprqJ8SJT3YQQQgghhBDTnlR8hBBCCCHEpCEVHzFepOIjhBBCCDEKtmXjjMOhM+ljJZ7YcQzLkhRAiFqSio8QQggxTTiOw8DufjxBjfrLG90OZ8wyPVl2vnsbRr7MVZ9qY97bL3M7JOD49/lry7az78EUXo/NNSviXP35P6pJ2z/+z/184ZZf4gARBT7634u5+M9eVpO2pwLZ3ECMJ6n4CCHENJM/UsQom26H4SqzbPLDzu/z9Uv+i90f/aHb4UyYb7+xi2+/9Ufcd+33+f7Sf0XP5twOaUzue9236HuiwvDzCg+s+DVPf3AttmW5HRYHfzbAvgfTgIJhajz8nyl+tuxOikfH/v3+2gd3j3TUCw5884O/5r+v3IJeOX/+pu0a34Q4QRIfIaYh+zybHmHpFts+9Eu+cc33OPzQYbfDcY1t2Xz1si3ce/G3+I+Z/8fP/vK/x2UazlTwg3d8h+ceHCY7qLLn3gF+cd3HqRxLuR3WuCr1lxh4sjRyv/9IjGff//fs+9wDLkY1NtWyMvJ/XfdQem6IXy37JI/f+1sXo4LBRwde9DHNKvHANV/h/vf+fExtK8bJiV1Is1FTKT4W3sIjO46MqW0hzneS+IiT2LaDadS+02waNo8/cJThg8Watz1Wu/7tae5u+wG7/r/H3A5lzPSSydo59/NRbxefDH6dZ7/hbudgovz3a77Przc8x/6fFfifN/+Y3e+/57zs8O/b0kPqoAGAbas8tV1n7x/9Peknj7kc2cRLPfnCJEchnw7w5C13suvPv+VWSOPOMS1U9fev3x6PhaI45H64iy2XbsQy3a+UnKto5PeJXDxWxBfQ8fp1nr17F09+fb9rcc26JERDrIyqOPg9FovmDeI4Cl6PzYGtPTz3i8FRt90StmnQIAJc5LeZlShjWhoBBe78owdrdxGTmFPjf0KcIImPGPGr+w7yJ77/5abA1/lI3Tcop8o1abdaMrkt0cWdb36ID7V8my9evnXSVCR++MnfsvlvH+XZR3Js/viTbJr/FcqDky85O1vf+8CvSR093vEtVTW+94G9PPj2/8Qypl6H51wMPJEf+b9paRzbnWH70nU8tdm9jpEb8vv6T7qvqQ6aorP33f/Jd971I5eickc0UuTEzH6f1yBZn0bz2OhP7uO+N33X3eDGiT/uoakxRShUJhIpsejC51FUB9tW8VHiJ3/3C7dDPGfNs/toaTnMRRcd5OWLn8GxVaoVHw4KD//Dr12LKzrDy4JZw7zysgO84ZXP0NSYoVQIUSwFsG2VX3z2mVG3fcHsMpdGqrxxVo5LG4uUyj6GswEKtoIxDgOTQpxPJPERIz7/Zz/H/N3AyMGsyRdbtvDw2t+Mud0frXuCYvl4x9sBHn9S538W3MtT3zk05rbH6ueff/oF9xQGhj1899X/yTf+9CeuxTQWfb86eWTfccA82sd/zvtPHv2/59wJagKEA/rI/31ek2ikhM+vs+f2nTz8mSdcjGxizboyTEMyi9djEg5VaW09jIOCqtmkfnWII7tHPwo91cxrHaRlwREWLjzElW1PEQgZVMt+bEdl+LEht8MbF4pHZfa8Y1x08X4uv/IZovECpXyYYj6Ernvp+8nzbod4zppmppgxa4jmeUfIZmKkBuvIDMfJ54OoZsW1uLSQh4amDI0zM3j8ZXoOzOT5ww30DUXIVFSaGkafoCQadBoTZebO7aNk2HT3hdlX1DjimIRqeA2TlUPt1/hIzUecIImPGOGYL36hfmT9I3wotJlyQT/FM85Ovqdw0n2f6uDRbH7w5w/xT+3ujkJHVJMTL4kqDk2RKh7NYeCHz/HPF3/P1dhGY+HFDlG/gYJD2GfS0pzCtlQCPpPvvPsXWKf4GU8H82YPM3dmitkz0lx56UH8fgOj6kNRFH76iak/hfFsRWZ4mTN7gJdfvp+2tqeJRiuUiiFKxSCWpfLsN86fClh8VoFZcwZpnnuUatlPaqCO1HCCbC6EbU/PbpCiKiSactQ1p0nOP0rfkXoOPddMf3+SbD7IjHnuJQqjFYyVidYViTQUSDQNcuhQA0f66qgaKgsWZlyLyxPyEwoXidblqWvKsnDRIfIVlZKh0FxXomnB6Kvs/oBFsi5HtK7MooX9XNiUw6OZzNTgsoBy5gaEEKcl21mLETM0OGaB6cAsTaEuaFKpeglWHW6//Pt88cA7R9XuJe0hHt1ik7FUggpcVl/CshVUYKg7TW/3EK1tDbW9mLN08SVVlEfARKEhUqUpUaJc8WNZCsPPFM7cwCQz+2VwwWMpAn6DUMhAQaFYClAq+7BtGO7J03RR3O0wa27GnGHCkRLhSIFcuo5sJk4hHyJX9OHY0zPZOxVvWKOuIUsgUsYyFZ76zYXYppdiyU+x7KVx/vnzvQjGLDx2GbCINmXY+1A76XQU21ZonjHsdnjjQvF48PkNfLEC/ro8LZce5OAzc3HSMeKJHLNaY26HeM68QQOjpBBtHiY8c4hyLkq5EMS2VZKz3ItLURR8IQPH0vCHy8y76HmKuQjlYpBgsEIoOH/UbTuKRiRWRi/7CYUrXLrwGJrTDLaK33N+JD7Tc2hCTAaS+IgRl9RXacqrxPzg99oYpka+olG1YWgMmxIk53pZFC+hajZeTQUUcoUA2YqGDjz5/WOuJT5Ns03M/iJej04uHyWTDVMo+chVPOg4OI6DokydN5pQvcqMxizeYJViPsBzh5oxTJVcyUvVgYB/6lzLuYjEKnhVk3A8h6LY7O2+hHLFh2EpNDflz9zANKGEgwRDJULJIqrP4EKzh6cfvwBF1ZjTnCPeuMDtECeM4lFRVYdAXYHwrBQLjz1PIRPCNLxEY6UzNzAVKQqmpRDwOhjFAInmYRTNJtOXxOs1CEZ9bkd4zhxHxRsrEpyVoVrw0Th7GKPipVIIEIi7N/HLcRQURUGvepg1fwDLUqhL5gkFq3h8Fpp39IMMFd2PWQoCFjPm96OlIjTEdGwbNG16vob/ofNniEZMNEl8xIimhiLRoILmteg5FidV9FOxIYVFiNG/2PqjKk0NZYLBIrYNDz89l4ruoehAFZuZs7w1vIpzE6l3SNblUVST+hnDPPTri0mXfFSApNeacomPN+whmijgC+rE6vJUTS9P98zCUWxaG4t4PNNzHM3jt7CqNonmNOGmNJVimFQ6Do5CXePUq9yNlqqqeIImjqWhODqNC/rQq0HKhSCBYAWv/zw6B8TxYFs20dYBtFCFRFOGSKxIpRTE45m+3wdFtSkPRQk3DxGZk6ZS9RKt+tC8Bpo6+inLbqnkAiTm58j1zsAbqpKYM0Q1H8TrD2ERcC0uR/OQH44x48KDqF6bYjpGPJlDr/iplvxgGKNuu1T0YgzFuOLVjxOO5zn63EzC4QrVig/bmTrvR0JMRpL4iBHBkEHAr6OoFpd4DB7pbSRV9RBToDU8+g6zN+InECgTT+bxBapcWQnw24MNqIbKfL9NIubeC7nq9+L1WcSSGSJ1WS7rbySVCaPrHiIhHWWK5Qmqx3N8mpOhEU0WWXjxQRTbg2l4CIeLqNM08cHRCMTzaAEDxXKYOW+AuoYslXIAzX/+LGW0bQ1Nc6hkA8xs6UPRdCJ9Dfh8Ol6/gapN05//KehFL4F4hdKhBrzxHLHmFFbJhzero5fc6zCPJ0VRMCt+8BjMuGDg+MCN7iEQqmAZKmMYv3JNuRhEPdSEvy5LbE6KaiaIMRBH9ZgYhnu/z46jUMgHiAzVUc2HiNXnCCdzqLkQpu6hOoZNUYcGvST9VYaPNaCXNQI+A08iTzYTJZsL1+4iJi0Hp9Zvvufh8Qbi1CTxESNsRcHntbAth1mzh9FtSPY1oKk2ifjoF2oqfg9en4njaDiWwty5g6A4FPIh/F4LTRv9yNhYOWg4jk34d1WSphnD1CXzlItBbBscy0bRpk7H2XD8mFU/itckMWcYdSBKfUMG09Dw+QyYpou6y3k/sfoc2cNJIg054rOGKQzF8fgNDON82Afpdzw+CqkY8QV9+BMliv1RgpEKXq+FZWg4YxiFnmoKqRBKMEI57TB7Vhrbn6eUnoGiWNO6E5QdjDHzksMU9s1C81UJxosYZZNyJoxRmHrXXS4EqJR9vKz9WSzFonAsiWV4MHQvuunea7NecajoXo4caGbhlfvwhauknm+klA1jmRrl1Ognax0dVggm/ezfN5vLXl7B69PJ5yOYpkalOvWmKwoxmUydHp0Yd5alUSyEidaVqJ+VIhatMrOhSH2iTDg0+t2AbOP49LlCLkwgrFM3c5hYtEJdokwiUUBzcbFmteojEKqSHainkIrR2JwilsgRi2cJBqfetBDD9JJLh0jOGsJxbIxKgER9lli8gKZZWJWpd01no1gMkjnWgOWohBryOKqDafyugzD1+nqjZpkK+WwQuxRg6Ilm7HKAULJAIFoGHPTi+TNzPjPgY/hwI9E5KTS/QamvDrviw6z4MfTpO+aXz0bIHGokdSiJ5gU8FmbZ+7vOuNvRnbtMOo7mMykcaqB4oBHFUVBVG6PqpZjxuxaXJ+glk4mQK/oI+HQKA1HyqRjVcoB8LkzqyOjbNuqD9KXCGKqJgsLQYB1Dg3HSmQiZ3PRPfGQ7azGeJPERI8olH5ZtE03ksG2LoM+iPpklEqqiqqN/2bBUL7lMHF+oTKwhi2mo+LwWoWAVTXWwy+6NQudyQQq5CJlUmGgyjzdU+t3heBqqauJMsZHhYlrFUWHo0EyGDswkGKoSihXwhaooCljT9BzTfCZAJh0i0ZzCqGqUh2KoqoVlejCq07eT+4fKGZuq7qP/wCwM3Y83YGAUPVTyAUzDg549fxKfXDZEvuTDzAUpHEpgFgOoqoNpeKkUp+dUN4BcPszQsXp8IQOr4iF7qJFCOko5FyTbp7kd3jkrk6RcCDB0sJFKNoKha5RyQSqFALkh936OkaYARcJYtkMhFWPwcOPx363fJT6HHh/9INMHf3gtKVPBxiY9HKG/P0mpFCCbDzJUOj9ez2qd+AhxgiQ+YsRQKoDXZ3Fw/zwyQ0miiTyhSBG/X8c0Rv+GWdUVhoYDeFSHgecbKeciRKJFgsEKtq1SKbqXXAwchr6+eupnD+GgkB1IoirgWCqG7sWqTK1Moa/HolIKcvT5RgKRKopmkE9HqRQCGIYHszI93wLSqSiK12Zg3xyyhxtQNQdVdXAslVLBvVHhiRZoDJHPRUkNRwmEqpQzQXJDdZQLISrFENmjU+v3eSya3nQFlVKA4cONFPoT2JZGOR+gXPBTzEfcDm/cNL3pcsolH2bZS+5oglI2QqUYpJCNMXRk6v0tvPWhv6BUjWJZUM5GSPclSQ8myWeipFPurne5pecvibUkSA/GyGbipFMRUsMxhlJRMoXRJyjNF8X5x0M3E4pG6R9IMpSJMJQNMFDw0m9Jt02IsTg/hg7EWRnIePGSJBAq0jzXRC8fr9QYukqlPPpflfSQTsXUOPT8TBpnDNHUlKFc9KBXPRiGh2LKvcRncFjBW/KQ7q/HLHvRVAVVdY4nZJUAtjm1Kj6epih9w3ES9WkcUyM9VE+lGDo+LaQQoDw0Pae6WXUN5LMFbENjbrCCYzsUs1EqJT/582Ix8HGxuRHKShzMYcrp8PGEV/ejl30UiyEKv9FZ7HaQE+RVd72eXT29GMUBKvkwpqFRzEUxql7Sqajb4Y2bV919PUM/nUHf545RMFQq5SBG1UchH6JQnXrn+PjjAd78y1Uc3byN5zb8hFIxQLXqp1rxUVSTrsamaRpv+dH7ST12hB++49voVZVK1Ue24OUN/3zZmNoOJoP8xePv41f/8RR7/l83uq1QwEGd594uqBPJkclpYpzI0IEYkUHlcCpIPFGgXPDTf6yBStlPoRginQuOut0Zl8ZJV3wcGQgT8BmUCj6GBurJ5qLkC0GGDlVreBXn5sr3XUChqnL0SAPlQohq1UMuE6GQD5HNh9DLU6tCcvWay0nl/ZimSmYwTnY4fryDUAyQz0cYOODe93o83bjzHeTLYQxToZwLM9zXQHY4QS4TI50+fxIfgJseXc7s1zaTHUqQGqojl4mSzcRIDccoVqbvFK9TuWbLe7nk3z9CNl3HYF896eEEqVScVGbqJQDnouHqxVy65XPkPBczcKyeocEkQ8NxXr7qKrdDG7Xmm99E2/1/z1BhFoNDCYaLCf74O3/kdlgAJK+YzZ/23Irv1ZeQjyV59V1LedUtF9Sk7Vd+4BI+lb6RS/+6hWX/cikbn31XTdoV4nwlFR8xouOfLmfnP3RTLgVJmRqlUgDL8pAvBEgXRz/VrfmiOFYyTCWVo5gPU6l4qFSC6LqXfNFP+jdFrqvhdZyLqz98CU/+7zNUjh6hVAriFMLkchF0w0sqEyDTVyE2Z+p0nP0RL+97/CZ+cN1/kR0uUyqFsUyVctlPOhumvn96nl8SiPv4830fZP8XfsRzX9tNqXj8oMpyxcdw7jza1e132r7wV5SOvJUdb/4Khu5B170U8gGu27TU7dAmXHjhXJb+8E5+9I77GXpkEN3y8so7X+d2WONOVVWuvu82+vYM8szXn2XJO1qY87pZboc1JoG6IH/y5PvdDuOUVFXlz+97/bi0HYn5+cDnXz0ubU9GJzY3qHWbQoAkPuIF3rLqcurjGns/8XOKqklF92GYHnJlDwP62IqDnzh4Iz9Z/TMOfaNCqeLBsryUqxqZspe6qLul+5W/fgcDv36eB//0OxRKXqq6n4qukS5pRGeNvtLllsisCDf95q95+t69/Pzj3ViWQlXXSBX9/Ml7Frgd3ri64K+vZ1bna/l6WxfVEuiGh1ffdf519gFCs5O87Te38/A/P8LRXw7R8ZHLmHf1TLfDcoWiKLz52ze4HYYrZi5pZOaSRrfDEOKcyFQ3MV4k8REneeXKS1l6y8VsbP8uh39bxHQUig5Ys8aenLxu3WsprV7C3S33Uy1A1VHIOXDrZ91fddD0inl0PvsB/v3y7zLwdBHDVpl33UzqZk/dasHFt7Qz5x2X8l/XP0S1YHHzv7cRnzV1r+dshWdEWH7kvVRyBppPxRuYejtZ1dJVH3f/70sIIYSYDCTxES+iaiq3Pfp2Ht7yHJv//lGaL47x4f99bU3aDiUD/GP2z/jp13p59pfDvPnDFzJr4eSYb6+qKn/zxNsxdQtTtwlEpv4i0khDkL/e82a3w3BFIDb1f35CCHE+mlqra2tr9erVdHd3k0odP3grmUyycuVKbrzxxpd83rJly2htbWXZsmV0dHSQSCQA6O3tpbu7m82bN5NMJtm4ceN4X8KkJomPOK2rblrAVTctGJe2r/7LVq7+y9ZxaXusPD4Nj+/8rhIIIYQQYuJ0d3ezfPly1qxZw7p160Y+3tvby+rVq7nrrrvYuXPnSELzh1KpFDt27GDTpk2n/HxHRwddXV3jEfqUIru6CSGEEEKIScEBHKXGN7cv6gwymQzLly9n586dL6rstLa20tXVRWtrK52dnefcdiKRYOPGjWzfvr1W4U5pUvERQgghhBDCJZs2bWLJkiWnreYArFu3joULF9Lb20tr66lnzKTTaXp7e9mzZw+tra0jN/F7kvgIIYQQQohJw570NZra2r59+xkTlBOf7+7ufsnHtrW10dbWVtP4phOZ6iaEEEIIISYNu8a3yS6VSrFlyxYymcxpH3Pic5LUjI0kPkIIIYQQQriko6ODTCZDS0sL3d3dp3zMXXfdRVtbm0xdGyNJfIQQQgghxKTgcPwA09r+m9zWrFlDIpEgk8nQ3t7OypUrT/r8jh072Lp161nvyrZ161ZWr17NypUr2bRp00tWks43ssbn/2/vzuPjOutD/3/OMvuimdHuLfY4TuwsJEhJgMJlSWS2hgDFdigFWnp/saC39LLG5NLb3kvZ7EJpKeVip5CSpi2JTFgKDWCFtayJFUhCnJB4HO9aZjmj2edsvz9UKXGwHVvbaEbfd156vWTNzJPvSOeceb7n+T7PI4QQQgghWtqBAwfo7+8/7WP79+9f5GhOFYvFGBoaYvPmzcDUYgd33XUXt956K/fddx8jIyPs37//rIsfwFSCtHv3bnbs2MEtt9wy09a6desYGhpiYGBgod/KkieJjxBCCCGEWDKaYV7OfBsYGODgwYMMDg4yPDyMYRhs3bqVZDJ5TkkPcNplq2+++WZgaoPToaGhZ90ItdVJqZsQQgghliTXdTlw92F++fnHsO2l1R1+6JvH+cu1X2XXpV8jd3By3trNnCyxddW/8TLv5/mzi7+Mbdrz1nZzcHHm+QtcNm3axP79+0/7tVQkEglisRhbtmyZSXRSqRTxePyMG5NO27lz5xn36plOfm666aZ5jbcZSeIjhBCiJR396QQ/2fkgxbFyo0NZNCOfe5Rd0X/lr6N38Iu/+F6jw5mzf3rhPfzbtp9x9+Av+fuO28n85ECjQwLAGC3z6et/yPHDVX7zSIVdl32NB3f9cF7a/rMXfoNjY0WqrsN9qSwfbPsXfv3lw/PStli69u7dS39/P7fccgtDQ0McOnTolNGZwcHB35r783TPVsbW19eHYRjs2rVr3mJuRlLqJoRoCcaJMpPHK6y+KoGiKI0Op2H+8xOP8IOPPEQwCG/6+ovp7u9tdEgN8eOPPch3/vcjgML3/vJhbrg5wOUfen2jw1pQZsXim3/2AK6rAirf/+Rx3Ac+wpW3vwdfPNDo8GblyfsmganzOVvw8+B792K1r+Har7wZzaM1LK6H7j6Ky1PXmVJd58gdv+AHnzzElu+/lt5NsVm3nTlaOuXfZRu+9dYfsvPtOv94fBteb+Pe92JwAXeeL+FzXdxgZGSEbDY75zjOtKHonj172LFjB/v37595fHrez/DwMIODg6RSKfbs2cPmzZtnVa6WTCYZGRlh3759MyNAy5EkPmLZK0/WeeIXGS5+YQe+gKfR4czZNz/6MD/4zG9YszHM2799Lbqn9U/z4Y8+zFc++DCgEPdb/M8fvpjOq1c3OqxFN/pgjm/c/CCgUMjD7S/7DgNvj3Dlztcvu2TwJzsfBqY6iHVL4+F/PcbovX/N1V+8idiFsYbGtlBKYxXcp/XwbEfBLlX4/nWfxnnBi3jVP7ywccHNkk+3qZr6f33voOk2zvhxPtfzz7z5V1tpWxVqSFwdKz34VYeqowIu3UETVXWJ6HU+cek9/N/MGwjHvbNquwsPRdfGVqDN0VkXcHEdBV/a5bXJf+GeY2+d3zcjzmpkZOSMiyKcr2QyycGDB0/5mWEYDA4Osnv37tMmRdNzfzZv3szw8DA33XTTrBKfRCIBwP333z+74FuElLqJGQWjxjtf9HXe0H0HQ//nl/Pa9sf/4Pu8wnsbvxe8nV9++dC8tj0XqZE0b47fyf9+xTBvDn+Jb7/nJ40OaU7+87aDfOnPH+LkaI2ffz/DR9v/laP7nmx0WAvunr+cSnoAclWd/9jy79zze1/FcZbWnICF9sidh+Bpd6Frpo7xo19zx9rdpH4w2rjAGsCjmDPfK7hEQlX8aomvvexOfvbZxxoY2cIJxHQS0QrgoiguK7vyeDw2mm5z4ssH+NUdS+fae65WduRpj5ZJRCo856LjeDwWlqXh99jcNvDdhsXVvsrPhmiZTfESV/VOcsW6MWo1D3VTR1dg7y0PzLrtK2IKV6seNnt8vDqioikK+apGHZfsaGUe38XSNf9zfGavr68P13Xn5euZSQ8wM3dn+/btZ41j3759M+VqT1+eOpVKsX79+nNOzpb70taS+IgZ//2Ku7nv56Mcz5b51Id/wYe7hqgU6nNu92ffOMy37jpIzXXImiYfufGH3P6Se3Ccxq+s//db/5PpaaN14JufSfHZVf9Gvkk/XL7/iUdP+Xe+qvHjwXvYdcHd1KvmGV7V/LSnrQGk4OLRHaqPHGZX5F8ZP1hoYGSLq/dCLwGPBUz9HnrbiygKBP117nrlvRQz1QZHuHjWrjboThSIhatsXDtBe3sey9LRNYd737N0JjPPJ92nsW7VBFdsPMoLr/oNGy86Sq3qpVrxYdsqP/qrXzU6xPO2Zs0EF609Tt9lh4hGKhTyYSYLYUoVneIzSsIWky/mYXVvgTWdk/QmJhlPxxidiDEx6WPSAWt89udaT6fD+qhFV6jKWM3l8YLOIdvlpFJvgh1p5sdy2sXnvvvuO+dNSaeXqE6lUjM/Gx4eJpVKMTIywvDw8BlfO12qdy6rw7UySXzEjLHjT32IOApMZGv8VfzLfHrwx3Nq9+d3Hjnl36brkn0gzXs8X+L7d6bO8KrFURs79cPJr4Ber/KxVV/lK594qEFRzV57xJ05qRWgN2Sh4OLNFXl37O5GhragVkUqtHktgprDhvYysUgF21EJ6C6fuuo7jQ5v0STW6SR7slx6wQTXbDrO+jVTd6FrdQ+qAj/auTQmhi+G3gsM1q5I0/+cJ+jpzlIuBTHyEUplH606EKjoKp1dOXp6c0Qikxw71sXoiQ7SmShGyUfY33yJb1u8QCxWZuWFR8lN+njsUA+HT0bIlHVWdDfu/eg+jUS8QDRSYcXqcUylxqOGh8M10HG5cO3sS4yDIYv2tgptIZMrVxsYWo3DWomKYnKJE5zHdyGWgkQicc7zh6aTlqcnSslkcmYluLMtcDCdLG3btm32wbaA1i/+F+cs5mqMKVM9gqCr0a4oOK7CfXue5COWyQc//9JZtXvx+ggRV6WgOGiuQlLVwXUJoPD3v/9jnrt5BW0J/zy+k/OIrVuldlih5EBchQujdSxbxYPCXe//Fa9/3+UNiWu2LrlSI/frGjYq7QGTjkiVas2DaWm4NYeJQ0U614UbHea8S64xSOS8hIImmuZSrXgpFAKUaxrleuuOdD2TP+5j1YoclqOiKBYnRzuxTJ18wU+hpqDXm6/jO1vhhIVTqtG5Ks3o0QQHHltFre6hWNOJBGuNDm9hqAq+YAXdb6NpJqs9R9j/i00Uyz4CgRrJi5tvUrwvWMcXLhHumCR58TE01WV8PE5X3GJVsnEZrOKCP1ADxaFzZZpLTZWgplIo+9BUiHXOPjbFo6Jr4NFMVqyaoD/vZ0UmSl1xaW/+aajPymX+9/FZymM+mzdvZs+ePYyMjNDX13fW5+7bt4+BgYFTRm0GBgZIJpMMDQ2d8XWGYTAyMgLAjh075iXuZiWJj5hxqcdDwtRRFZfVioauKBj21AVj3z8/MevEZ+W6AJfgBcUhpkNAd6nUNSr/dSW65x9/wxtvfs68vY/zsf5CqI3a+H0WXlXFtFUmy16KDphM7SHRTJPCE70qya4CLi7VmpeJXIhKTSdTU6ngYpWsRoe4IOIdJbx6lbZEntQTKzk81k7dVDFMhTZ/a77n09GDXiKxAo6jEwgXKZT8PHpwBVVLJxwwWZFcyh//88sbcAiES4Q68qwKlanVfJw43k07kIgXGx3eglBQ8PpNXFcjGCsRWzlBMRunWvGj6RbReKzRIZ4321KJdFSolfxEEwXWbzxMJFpFVRz8bY27iaP6vNTrXjpXjROMFwhlo6xZM0Gl4qNS8eP1zP6647galbKfiy55gnhHnsShHrxWjVJVJ+hfbnv6tL4tW7awZcsWrrvuOg4dOnTGUrTh4WH27t172n2HBgcH2bVr1xlXa5vev+dMCygsJ1LqJmasbrPYEHS4LOAw6SiMmQoTroOhmLhzuP0SbtdZE62xOlol4Dc5VNY4aiqMY1HAImw3LrFo63bpjlVZtyqNz1/igOHlcE1hzLXQFfeUFZKagS+m0t5eIBqusmHDUYy6w8GKyoTjEFddQuHmu+N7Lrw+k3j7JOF4ibXrT9LbkUXTTFaEa2xcsXzm+Liugz9YR1UtEr05NlxyhMvWj3H52gk2rk0TijXZAT0HrqsSSpQwqz50r80FF54gueEY69adJB6fv80mlxJFU1HUqe0fE+vH8MaLxDuzdPakicUnCYSbr9Ns1r1UjAi1YoBoT45Qokg4WiLSVsSjNXAEU1WolD1YNS/jh7sJ+Ew6eyZItBtEI0Vca/a/61JJx+OrYNZ9lAsBOtoqrOwx6EmU0dUWrdN8hqW0uMFiGBoaYmBggHXr1rFnz57fWrxgx44d7Nixg6GhodMmRtu3byeTybB169ZT5v+kUim2bt3K3r172b1797MuoLAcyIiPmBEN1/CoGl7NJNJW4p4TIXKKhQtsZPZ7QPhiHuJtVVTVxuOxKbs2I5Neqrj0uBq97b75exPnyRNQaGsr0hYrEY6UqDkaB8bDJFzo1lWwXVCbZ8RH9Wl4PBY+f5WulRkuTbfRk4lRKnsIBUxUbel/AMyG66r4gzWsmk40UWDjpiNEgitRVZtAsDXf8+koXj9mzUu00yDcm6VS1ehZkaZe92JbKpq2fMr+qtUAflunkPHRfeEJdK9JuRjEtlRcuzVvAACU8kE6kqNUjRBWXSXRY1CveqnkA7huMyY+HmplDxe/9Em8kRK1J7vwek0cS23opHXHUXBRGD3Sw8oLj9DWZZA51o5pevB4Tczq7GObMDS6NY2DT6xgw4ZjtHfmSE+04fXqlCqzWyJbLH1DQ0MzSc7u3btnkp9kMsnWrVvZuXPnWV+/c+dOhoeH2bFjB6lUilQqRTKZZGBggFwut+wXNZgmiY+YoXvBU3Pp6DQIBCpclduAUdWxXIXu0Owv4ooLwWCNWk2nvcPg8kAJHl1DzVIJei2CjZxyouqEIjUsy4vfX+GiC06isgLb1PF7HdwlsPLc+VB0P1ZdY8X6k/jCRRKJIuGASaXin+rwma3Z8a3XPbj1EN5gmfbeDK6bIBYvoACap3kS1znTNMpFL209DpMn4uiKQvuKDLWin+JkCNdcPmV/5aKXymQ7vZueJNhRIHOoC01zwFFxmjABOFfFQgjfaIJyLkx3chQ9PomTbsMb0DHLjY7u/E3mwnSsHKOSjmIVPXi8Dkq4SjkfpF5pXAJr25A3wvhDVeLdOepVnYIRxTJ16nWdyuTsR2aOGjZVq42e7gyhcJn0RJRMpg3T9FCpt27S/nTN9ck7f55trs6zGRgYOOsCB0ISH/E0rquiqhYdXTlcHFZ1lOiq6xTLHgLBOQyvezyYpodAsEJnTwZ3LMaq9jJ104Oq2qcsRbzYTMeHbWnUKh66Vozhr2m0ZxPYtoam2VNZWxOp11VQXUr5KLapEW/PY9Z1SoUglWII7NYsk6jWvFRrcMllB/GEKlg1L5FImXrVg6ssn8ucYym4isrE4R7ivRPEV2QpZUPYbgCPx8Ru0Tn9p5Mf9+LXVBRHpZwJ4JR9BEJVKkU/9VpjFlNZDNWqj5OHu9n4oofR/Sbp491UC0FsU6UZ//zpdJhQW5GjB/ysuvAYHm+NesmDbauUio2b6W/ZLmOZMBe35xg/1IPjqOi6jVmHasWPOTb7mQR5DapFuLStTMEIMj7eieuqVGoe8uXWT3xcwJnnz97m+iQXC0nm+IgZxZKXcKTM2Ggn5WKYnu4sXR15uhIlPPrcEh8j7yMaLVMqBnEsDz09OTo78vh8NlYD95cpVzxkMjE6V44TjpapVgKEQjV8PhNNc3DqzZUolIoatq0zerwLj9ciFCtg1nUcR0PVLRy3NUc/8pkgvlCVicO95I53EAzWCIbLeHwWptn6HYVptSoUJ0PkciFi3TkcG4qZGGbFR930UjOa63iei/RYAFyFgfn1OAAAKKJJREFUY4+tpjDaju6f2gPFthVqldZNfHK5CHVbRXNg8mSUWjmAY2lUSkHy6ea7CWCUg6RH2zFtFdfVMMZjGOk4pUKQfKZxf8e2FUEyVZVsLsroiQ7qVS/ViodCPkih4OfYE7NPM2/4P5dT0uqMpaOcONmBZWrU6hqTZZ2MLd02IeZCziAxI1PQyWRiZDJhgqEK/kCZak1HURzcOXSY6+bU5MLjx7uYGIsRiVQIBMvouoVXt7AaOD81PeZSsxyKRhtjxxLgqESiZQKBGo6t45jNdZ9o4oTL2FgCf6iMP1ijmA9Tr/qx6h7Muk5tsjVL3cbSAQpGlOOHesBVUXSLWsWHWdeoLqOaeNtWmEjHCEbKFNJRske6cF0Fx1GplgJMjjc6wkXU3YmRjZLLRVAUKBtBcmNxSvkIhcnZz1lc6qp6G7W6RvZEO/mxBHZdo1rxUyqGmDjafGshX/fZl1IoeXEdhUImTHa0g3IxxGQ+SibduD1tVFXhLf8+QL48NX+uWAxx4mQX6Wwb2XyIY0dmf6193f+8jFf+6SUUKn5yRoS0EeBILshYXWUUC7fZVt05b/O7sMHU4gat/jsT50oSHzEjU4PD6QArVk2gKJDJxLEtnVrdS7U6+0OlUDQpVL0cHQuRSBRwXZtMOkaxGKBW91AyGldvf/h4HdPWOHSoi1rVj9drUq9q1GseqjW96TY6zBUcRjM+cGD8WAfFXARNc3BdqJQDVPKtObeh4PgZG4+B18QxNTJjCSaNCOVimMn88tnwr3NTFKM4ddd54lgHtUqAWtVDuRigMBng5G/qjQ5x0bz+q6/EmAzh2C7lfJiJE52UChEm8xEMo63R4S2YNz/4JvR4G9WCn0KuDSMTJZduI5eLkDOaL+G7+A3r2br/D/EG/EycjGMYEXLZCOl0lGypsef2hQMr2X7k7QQ2rePw0Q5Gx6OMZoOM5r10v6RjTm2/6VPP551PvoWsL8LBos4Ry+UYFif1alNtsSDEUiOJj5gxYbuYvhqZdJzxk3Gsuo6igGnq5EuzL5FQAhqjFQ/+WJFqOcDEWAem5cG0PBTKPtJjjZtwHX9OnImCD6OuoKoKRjZMJhNnshAiXwhg1porUXjxuy5m0lYYHY+THo9jmTrFYoBicer9ZE60Zsf3hn9+KUZFx7EUjHSUfCZOuRTAyAfJGqFGh7doVE1l674byJf9mDUPk0aY7HiCbKaNnBHhxKEmy+TnINju5y2HBln5/E4yozGy6RhGNkI210bWCLbsXXPdq3PDjwZZ96G3Mz4WZ/RkJ+PpBBPZKNH+VY0Ob1Z8iQgvuOd/E3j5qzgxFufkRBujuRB972/M/m9Pp6oq133pRl7wuVdztOTjeEWn1BvgptteMOe2vREv/+v4Nq744AaO+WvkOiz+7vu/Ow9RL33uPH8JMa35Cn7Fgum4Kk5hZJzDE2FWtmmoKhTLPgplD7na7OdJbHx+J2nXob2uc3I0huvo2I5KqewjV/RSfaJxe2r80Z5ruOUrh+hRXCaNCFkjhGXqVKoeskUvxkSV6IrmGTFYdXmc579rI8duHyFc82HWveQnw5imh9ykl8MH8px9X+jmtOlVK+n5xev4/htuJz2uUSiEMS2NYsnHRGH5lLoB9PR18qZH38PILV/jib2HqVY9mKaXfNHDJW9Z2+jwFpWqqjz3/91E+oGTfPVV38S2Vco1nfDGrpa/a95+zYX87gPv4V9ecg/pRyaJX9nJjXe/pNFhzcnz/uKFXPGuqxn54pOs/p0OVvcnGh0StuWgagqX3rCaT1hvnLd2x08WeeLBLNdct5LtH76G7R++Zt7aXupcmPe9dyT5EdMk8REzPv6jV/GuNXdRM6pMFgPU6gqFmo+KDaNz2MFU01R2PnoDn+r7GvmChuVMTdQs1TSyloKebtwaq4Gwl08W3sQ/v+CrjB5Tpuq1bZVyXSdrKtTt5rtcXr/zGqq3XM5XXngnxphNqeKlbqnk6iqveFl3o8NbMPELE7z+V+/ie+/7EY/uSU3V3ddVQpe3Nzq0huj72Gvp2Zrmjuv2Uau4dF7Txcv/6vJGh9UQHc/t5Y9P/DEHvnIcPaBx0at6Gx3SgnFdlyd/PIHHp7Lq6g7e+uPrGx3SnEw8XuCLr/s+NaPGaz9+KZe9ZRO/886LGh0WAB+9dh8jPxjDA7xuazc3fmnzvLT7jTse5X1//B1cIOzqfPpT1/LCP904L20LsdwpbquO97eo/v5+APbv379g/48DXznM7Vt/TMWGKgoVXMa1OvdYfzTntu/9ixG+9dED1O2ppVVz2Lzti9fwyrc2/oMs9d0TfPbl38OyFSoolHzwxdKNaFrzVoTe9Sc/56efO0TdhdXXdrBj+LqWv9MNkD1c4hsffJDuy9rY/P6NqE38NzxfruuSPVIi3OnDF2y+yezzpV6xuP2G73PigSzPfU0nr7ntZY0OaVF8+spvcvjBIgBre8rc9OAb8HdEGxzV7H0gdBel8lQ3xac63HB9gRft/e+onsau1vj4zye45Xe+PfPvqAIvT1Z4xbffSHxdZE5tvzCyh3TtqVV/nudEWbciyo4D1xMMLcwI9mL0Lc41jsdG0lyh//m8tvsr68Nc3NfR8PcnGm/59AbEOdv0+gv4q8o2jDU6R5UaJ/QaH/jq/JRIXPehPt5/8LXkejRGAzbPf8faJZH0ACSvXcHHq2/kuTsu5ur3rOdzo7/XtEmPbU2N0G377PP4lPNG/sF9Ix+4d6Blkx6rbvPP7/g5H7/mHh75j6MkLgjx1jtewCs+cMmySnocx+X/rvs6H1z7Td4d+jJfGri7ZeeyPJt/vHaYh4czZDMu9/7TGHdt+jSFJ3ONDmtBlTK1maQH4Ni4n/989af56Qd/2MCo5qZSfqraoOYoGKlJvnzJZ/nBX/+6gVHBiQeecSy5oNh1brviK/zdjT+YW+PVp52zLgQVDfVklRsj/8p3v31wbm0LscxJqZs4heO4WJaD16vzT4e3zVu7pmlz/73HWXNxjJXrotx+cv7anqu7//bX3Hvb47zw+tW86SP9/OHH+xsd0qzVKhZ/uv4rjI5VCCkK7/lMP9e8/ZJGh7XgPnL1t3j8oTwAj17/I15/ncYN396GorZmoncmvxo6wujhqTvFDgojP6gSfM7fcdU//j4rnte6ZY6nc+KBLDA9KqBg5H388LWfJ9N+GW/97isbGdqCceo2muJgu1PJvldzUVWY+Nr9fPyzJ3jf+Fb0Bo+UnK+Y3yJbnRq5TPgtgv46OBr7PzSC2ublv23f0JC4Lrg4TLcKaQc8wCVREwUXj+ryyNAJfvWOk1zx0tmVVF6sBNEcKCs2axw/a3WVoq3gR2Pwtd/k8eqfze+bWYKWzzIsYrEtn1uh4lnd+9UUlwY/w6Xhf+AV0S8wOTY/c29qVYtr22/j7Td8g9+96A7edcEQltm4ldye7t8++iv+7v0/4+FHMuze+UveF/4X8seLz/7CJeq2/3Efo2MVAEquyxfeOcLt/Xdj1ZbG73uhHHk4P/O9BTz5QInPr/gCP/n8E40LqgGyvz71LrSmgqpYfOt1X+czLxluUFSNEfObTE9p9mkOPYkCmuZQeegkn7zinsYGt0ACbTqrYhWiPpM2v8nla8dRVRfb1vA7db70hz9rdIjnbV37JJd0G1y5KssLLjmG46pUql5cV+Eb7/9Vw+KKdHi4MFDnxe0VXrW6wKpYhWIpwGTVgwX8xycfmXXbG+MenkOQVyoRrlD9FGyFCcdlUrEwneZaaXQ2plZim+//hJgiiY+Y8f4/+DaW64ICqVqR9/bezVf+fO4fLHf97UNMVqeWUXYVGDlu8FfBIX565+E5tz1XX/+bp5VLKDBWcfjchq+x6zX3Ni6oOXjyR6fuUOm6YB4z+IvwEPfe9niDolp4YfWpjzUfEAvU8XltvvOOX3D3hxrXOVpsF/QF6QnU8aouEd3hkp4coKCqMPrjCX7zg7FGh7hoLkrm2dSd57KVOV50yTGCQZNK2YftKIw9ZDQ6vAWh6irrVmZ4TvIEz7/kCIm2CoVCiEIhQKWm8WQT/v1X9uZY2Zln3cpxcrkIY+MxJrIhclUNrd64GzqeoEpvZ5kVnXn8/hKPnIzweDrA8bpCFpOe8Ozn13XGXXo1uKgnT1Wr8HMq/FotckgtEnaX77w9IeaDJD5ihmOeWlfsuAo/+MgBXhH8ApP56plf+CyyT5ROWUvSj4ruwhff+BPefOXQHCKeu4ijzMSmuNCtKmiKy7FvjPOWC+9qaGyzsTHpJ4aC6kLYVdgYsrEd8KvwhT/+BWa9Ne8WXhipsT5gsi5g8YKeIgGvRbWmgavwjQ/N/s5rs2nr9pDsmOR5a8d50UUnaYvUp/ZxKnuxHYX7bks1OsRF095TYs3KHGtXjFOueBkbizGeiZItelu3jEZV6OjM09Vt0LPmOMdGozxxuJ2jEyFydZU1vc038huOlIknSrS1F+joHedQOsjhSS811+WilbWGxaUHvYSDZWLxEp1deS5bN0bBsSljsUZRuGDl7BMUn9+ho61KrK3CpSsLXO5R8biwxgnwXLt5F6o4Hw7uvH4JMU3m+IgZq+wAh7UyFg4r7ABdikbFBX9N57XP+Te+d/hts2r3ysvbWe34ySkmfjSudP04CijA6MMFHvjpCZ77ghXz+2bONbZVfpxHTEwXuhWVXj+Uaho2ChOpMq7rNtWCAMlNHo7/yCXgtZm64ehSrHopWlMfJMcO5Fl3ReP3vphvq1dOEs75iIbKZIwYmXyYfNmDYc3/fhBLmTes0dUxSSBYxbLhgV+vxTS9FOoKBRd6VzTX/I65CLVZaGYFcIh3GfzwPy9joujFRmF1W6XR4S0IRVPx+Wv4I2WC0QIbNx7jscdWghGio83igvXNsyfZNI/fwq1AvCdDvHeMYi5KsRTAtTW6VzQukVNUBV/AxLU1vIEK65MnyOdDlEp+Aj6LcGAON5kUlbZohUrVS9hv0tdbQB+P4NZ1fM7yOYeFWAiS+IgZl+s+uk2NqKvjQ6UO5HGoYjNxojTrdrt6fGxSvKiKB48zdchlbQVDsahj89OvH2lY4tPb63Lxky5ezSFX1khXpiaR5rCoYeM4LprWPIlPtANWxir4AjWKZS+PTUSxHAXDdakqDgFP87yX8xGO1tCxiLQVUHWTHz22ipKjUMfhAv/ySXzUkI9AsEokUcSj17nc0njg0dVotk4yXKejZxn9LrwqquoSbCsR68qwabSTlfkg9bqHtmjj9g5baLaloOk2tYqf9u4MG1WbibF2vLpFKNyMC1wo+MJVot05qmUfK1ZmqNc8lEt+wtHGbU7s2qCoUC17WHfJOI4DHbEKYZ+D12vh8c1+XLFi6ijlAC42q1eP48kH6UhHcb02qtOa1/BTuTjKfF+rls+1T5ydJD5iRm/UIVICj17jsaLKOFOd5bRSI+TO/lDxR1RWhhwC/hq26/C9tI+yAkXVooxNsmtuex7MRVunQle0CopFb2eObz7RTlpxqeHQMYf33Ci+iJdYvITfXyceL1IDfjkWwlZgg6ri87RmdavPb2FXbTp6M8S6XEqlMOnJAI6l09Xemnf3T0fVNLw+E2wVxQur1o5Sr/spFYMEfDWC/uYrdZot19WnOqNrRvGGqnR05mhrK1Ep+dH01iz5VBQFVIVSNkq0K0N8ZZZazYtZ86HrFh4t3ugQz1upEKBzVYHMkR58gQqdK8cpFwJ4fWEcpXGj14pXI5+Lsip5BFW3KWQidLRPUq34KVd8OHMoKy7UVSqZAM+75jEisQKHj3TR5nUo1zRcVTrwQsxF8/XsxIIJBmz8eg1dsblS9/GTIkw4JhFX42IlPOt2vREvfq9Je6xIwF/l+dVeRsrgcTXWO34SwcbdtdMDOh7dJR4vEG836EvHGC95qVoKbR4H13afWhG3Cai6QihUxbI02mIlNvlqOLULsCyNSNBEa9F5sa6rEYyU8ARMdNth1coMHR1eKiU/um/5dBQc20XVXIqTIS5YPY7uqRIZ7cTnsfD6TDR9+fwuqiUvgXCFydF2AtFJEj1ZzIqHkj9EtRJodHgLxqx5sTSbjvVjOK6Fa6kEAlVsS6UZt3QqF/xkjncSiBaJr0hTmfRTT7eh6Sam2bg35LhgTHpoy8WolvzE2wtE4pNoukXd1KnNYVBxPG8TD1VIj7dj13R8ukO8rYxaCJKZbP1um8v8L2fdhIe+WCCteftXzJpXdwGVVT15+mMmVxOiTw2y2jv74XXVp+LzWICK7WgkVxj0xywu92ms94FXbdxUYxcdF5doooAvUGNFe4FLe/Nc3F6lM2Lims01DdrES73uxVWgqzdNpK1IT6JMV6xMLFoCp7nez7kqFX14vRaZE+3YpofOFRNEokVi8QJeT2ve3T8dRfNSyEeIdOYIxYvUaz7C4SrRaBlVdbBrZqNDXDRGNkilGGLiRAcev00gNknd1FEUl6bMAM5RJh0lFC2RPthL4XgXoWiZUKSEqrjUZ1+x3DCFcoCx0Tjda0dRFAdjtAPb9FCvBaiVGndXql53qFoaTx7qRvNa+INVivkgRi6CZWoUJmZ/rT1cNKlYHh45kqBaDRLw16nVdep1lbK1PLptsriBWCjL4wwS56RuaxSLAaJtJbp7MsR8Niu8Ll0eiPpm33m0HQXd45CfDBEI1OnsTtPms+j02XRGaugNHFGpVHUCwSrZiQT5XJTeFVli8UnisSLhQPN1Euu2B8MI0t07DqqDWQnQ3mEQj5fQNQer3Hzv6VwUCn4mRjupWzrhRBFFdbDqHqC1O7nPZNmQy4axqj6OP7oSsxwkHCsQCJenOr6tO7Xlt0yc0Dh5vJtYTw7dazE5Hses+qnXvJj1Fh36BAwjTPpkJ6NHOlEVQLWp17w4tk4p00TD1/8lY4RQfTWMk+1kj3SguKCqDvWql4Lha1hcnoBOpuIlU4VQoIaRiZDLtlGt+CkUg4wdn0NZ6SqN41WVqq+GqsBoOsKJTJh0yUt2+dzHEWJBSOIjZlTqKpZjk4gXsV0Lvwo9sSoRn4U6hyPF1TRy+RC6r0x7p4Hjgk+HsN9G1VysWuOu5JMlnWIhSCYbpi1exB8qUav5cV0VVW2+T5hi3sVxYfRYD8ef7MEfrBGOlAgEKiiA3aJTPIy8h3Q2SHfvBFZdZTLThqa6WKZOrda6ndxnqhQdaqbGsSdXUqv68fjq1Gs65ZIfy9IpZ1pzxO90jGIAI69hlj0Yo23USgFUxcE2dcplf6PDWzBGycvJk+34QnUsUydzoovJbJRCIUB6tPnKpKrBCMWyjxNHOinmo9TrU9fsUslPJtu4xCec8FEK+LA9DvlclNHjnZiml3LVRzbv5+Djs59buPOeV5F2TVwgnYlwLBOhVFfJWgoTtOhF/Blk+1KxUCTxETPGiwpev8XjB1eQnWgn1lYmEi4T9FuY5uxL3Wquy2hRw+dxOX60k0mjjWikRChYw3EUypONSzCOjdc4Mh6me8U44JIZn5r869gadUvHrDTXh8zRIzXKNQ9PHk0QCNTRNJNJI0ypGMA0dcxya3Z8Jwp+VI/J0dQqMic60DQXRXNwHI1SsXGdo8UW7PSTLfoZT/sJhiqUJgPkJhKUiiFKxSCZ46359z+dC990EZW6zuixLnJjsakRj6KfYjHA5OTs5ywudRvedDGlqoJV1ciNxSjmQ5TLAfL5KOMnmi/xecdDr6NKCNuGYiFMejxBeiJBLhcmbTQ2gf3o6FZ6L4qRnmgjm4uSyQVJZ4OMFT3k5jBLZVWyjTsyb6YtFOV4OsRYXWXMVhjF4qRSw11Go9hCzDdJfMSM46bFCSPIRFnF57OxHMhOhqlUNSr12Sc+OaNGWbVJnUgwYYTxem0cR6Fa16mbOpP5xiU+owUTw7XIjCc4drgb2/Kiay6uq1Cu+LCbrDIsuDrA2KQffDVwFNJjCUqlEOVKgEIpQH6i3ugQF4S2JopR8nH8ZIxaJUCl4sHIRigUghiTzbd3yWy19QYwQ2FqrkspH2LieCe1io9KKYCRD5N6qDX//qfzyr++mkR/F6apUilGyIxHmRhvxzCiTOSCOC063+2Vf/8iXvMv11Iuhhk/GccwouRyUTLZCIbZfCNd/oiX7Qf/Py5+9ysYH4tz4mSC8XSE8WyYoqexi1RomsbbfrKNF9/1Zo7lQhzOhjha9HDSgVd+4JI5tR2I+vhfx2/keZ++mpRTI6VUOKKWMVc3195yszG1uMH8zvGRVFFMk8RHzMh6bZ60HOKxCpWKlxOjccplD4WKl0xt9ofKyouiZF2HI1UI+C2KBS8nxuPk8gEmSzonTzRuueGX/skGCgoczoQplALUajpZI4wx6cMo6lQqzVXu9ur3X0raBst1yaTjZNJxajUPpbKP3KSfYweLjQ5xQbz7F6+i4PowbYViIcz4aDvpTIxsLszE5PIpdQN47+EbueT6VWTTcdITbeRyETK5MBPZACVneV3y3/it1/OSvW8jZ8QZHU0wkWljLBNhYtLb0p3H3msv4mU//iCltos4Phrj5ESEkzk//+3DVzY6tFlb/5aruf6+tzNuJzgx6WPc9vKOH1/X6LAA6Lqikw8W30zHG1ZRXuvlNX/zHF79jo3z0vZ12zcyVPwDfufda9n24efww8f/eF7aXepkcQOxUJpv3FssmD/a2cft776fUjHAaNXHZMWLZWlMmgoZZp8ArFgbRVvhp3KyTLEQJF1VKde8VE2VvKWQ/k1mHt/F+Xn14EZ+9vnHKT+coVQKUCiAUQhQtzQmLIWJkyW6ks1TFuML6Hzk6BvY0/dl0hmFYsWPZamUqh5yVZV0rtboEBeEL+ThgxN/yC//+if88m8fpFj2UTN1yjWdCbt1O7hnMnDb9ZROvJQvXLGXekWlbmnkayp/+InnNjq0RRfd0M1rH3oXt133HU78KE3dVXj1/7u6pRMfAFVVecN3b+TI/gz3f/4Ql29ZzYZrm3ED06cE2nx8YGxbo8M4LUVReNeXXrwgbYdCPj70yWsXpG0hlhtJfMSMbe98Dh1BP998+88puQoVV6XqqEziMKbMrUTmtsNv5KvvvY+HP/MoJVvFclRKrksOm+5YYzsgH/rFazj201HuGBimUFOo2BoVIINJYmXzlUlFuoK899hbuP9zB7j7nSM4tkrFhSwO7x3c0OjwFtSV7/8dNvzRc/nw2q9RLTvUgOs/eXmjw2qI0Iow75z4I/7jQw/z+A/Gec2OTWwa6Gl0WA3ztntf3ugQGmJNfztr+tsbHYYQ58xdgFEaKXYT0xRXZsk1lf7+fgD279+/YP8P23b4y77/4LGHspgulFQTu0flu8ffNue2y/k6f9K7l2LVpo5LXqnzxQNvYO1Fjd9R3HEc3nfFv3Pk4UnqisOGgU4++Z1XNzqsOSnkqnz0ld+lkK/xtr+7mv5XrGp0SIumWjRRdRWvv/mW8BVCiMW0GH2Lc43j1yPjrPPcPK/tHjJ3cWlfV8Pfn2g8GfERv0XTVD78q+v53tcP8slbfsKFG7rYdfv83C0Ntnn5p/Kb+M5djzPy45P8/v+4nAuWQNIDU6Uhf/PQa7FMB7NuEwg1/9yQSNzPx37e3MnbbPnDzf/3E0KI5Ujm5YiFIomPOKOX3bCel92wfkHafvm2Dbx829Isu9I9KrpneU0CF0IIIZYEBZz5roBv7Sl94jxI704IIYQQQgjR8mTERwghhBBCLAnT+/jMd5tCgIz4CCGEEEIIIZYBGfERQgghhBBLhixuIBaKJD5CCCGEEGJJcAFbSt3EApFSNyGEEEIIIUTLkxEfIYQQQgixZEipm1goMuIjhBBCCCGEaHky4iOEEEIIIZYEF3cBlrOWESQxRUZ8hBBCCCGEEC1PRnyEEEIIIcSSYStOo0MQLUoSHyGEEEIIsSTIctZiIUmpmxBCCCGEEKLlyYiPEEIIIYRYMuZ7xEeIaTLiI4QQQgghhGh5MuLTZA4dOkS1WqW/v7/RoQghhBCiBRw4cAC/39/oMACw3XEm65+e1zYddwLontc2RXOSxKfJRKPRRocg5uDAgQMAbNq0qcGRiKVIjg/xbOQYEc9mNseI3+9fEv2LjRs3LlDLPQvYtmgmiuu6UkgpxCKZHqnbv39/gyMRS5EcH+LZyDEino0cI0KcmczxEUIIIYQQQrQ8SXyEEEIIIYQQLU8SHyGEEEIIIUTLk8RHCCGEEEII0fIk8RFCCCGEEEK0PFnVTQghhBBCCNHyZMRHCCGEEEII0fIk8RFCCCGEEEK0PEl8hBBCCCGEEC1PEh8hhBBCCCFEy5PERwghhBBCCNHyJPERQgghhBBCtDxJfIQQQgghhBAtTxIfIYQQQgghRMvTGx2AEMtVKpVi8+bN7Nu3j2Qy+azP37x5M8lkks2bNzMwMEAsFptpZ2RkhDvvvJNEIsHu3bsXOHKxGM73+Ji2a9cu9u3bN3N8AAwODjIwMLAAUYqlRK4Ry5ec90KcG0l8hFhET++A7N2797xem81mGR4eZs+ePad9fGBggKGhofkIUzTIXI6P6URpYGCAffv2nfLz/v5+tm3bJh3eFifXiOVHznshzo+UugmxCAzDIB6Ps3nzZu68805uvPHGeWs7Fouxe/fuUz70RHOZj+Nj8+bNM8fC0yWTSe6991727Nlzxg6xaG1yjWhdct4LcX5kxEeIRRCLxcjlcnNuJ5fLkUqluP/++0kmkzNfornN9fjYtWsXqVTqjHfz+/r66OvrY3BwkG3btp1SDiNai1wjlg8574U4fzLiI0ST6evrY/v27QwMDEiHRgBw5513Apy1nn/6Mbn72/rkGrE8yHkvxPmTxEcIIZqYYRiMjIwAnPWO7vr164GnOktCiOYl570QsyOJjxBCNLG77roLmLrLfzbTd/6nO0tCiOYl570QsyNzfIRoQnv37uW+++7DMIyZlXukfnt5Onjw4Dk9L5FIzHxvGIYcLy1OrhGtTc57IWZHRnyEaCLDw8Mzq/jccsst7Ny5E8MwWLduHcPDw40OTzRAKpUCTu3gnM7TOzzZbHYhQxINJNeI5UHOeyFmR0Z8hGgip1uS9uabbwamljUdGhpiy5YtjQhNNBHDMBodglggco0QZyLnvRAy4iNE09i5c+cZ9+GY7tjcdNNNixmSWAJm05mRO7+tSa4Ry4ec90LMjiQ+QjSJsy1ZClOTXA3DYNeuXYsUkVgKZlOz/2zlMaI5yTVi+ZDzXojZkVI3IZha8WY+7oY1crPAZDLJyMgI+/btm7m7K+bHUj4+zrUzI2UujbUUjiG5RrQOOe+FmB1JfMSyNzIyQn9//7y0lUwmz3m1nfk2/UF4//33N+T/36qW+vExfef3fDrVsqnl4loqx5BcI1qHnPdCzI4kPmLZ6+vrw3XdRodxRqlUamaVpv379z/r8+UO3/xa6sfH9AaFz/Z3f3oHSZa0XVwLfQzJNWL5kfNeiNmROT5CLHHDw8OkUilGRkbOuhzt9AecfLgtL1dddRXw1PK2ZzL9+LNteCiaj1wjlh8574WYHUl8hFjikskksViMLVu2nHXy8vQH3LZt2xYrNLEE9PX1zXRkz3b3d7o86sYbb1yEqMRikmvE8iPnvRCzI4mPEEvcwMAAyWSSoaGhMz7HMAxGRkYA2LFjx2KFJpaI7du3A3DXXXed8Tl79+495bmidcg1YnmS816I8yeJjxBNYHBw8KxL0E7vzbF7926ZwLoM7dy5k2Qyye7du0/7+HQp1M6dO6XMqUXJNWL5kfNeiPMniY8QDTB9F+6Z35/J9u3byWQybN269ZSa7lQqxdatW9m7dy+7d++Wu3ot4nyPD4B9+/ZhGAaDg4On/Hz6GNm+fbssYdzC5BqxPMl5L8T5UdylvFyREC1k/fr1M5OLn1mT/fS7cblc7oxtDA8Ps3v3blKpFKlUimQyycDAALfccovc0Wty83F8wFQZ08jIyCn1/zt27HjWzS1Fa5BrxPIk570Q50YSHyGEEEIIIUTLk1I3IYQQQgghRMuTxEcIIYQQQgjR8iTxEUIIIYQQQrQ8SXyEEEIIIYQQLU8SHyGEEEIIIUTLk8RHCCGEEEII0fIk8RFCCCGEEEK0PEl8hBBCCCGEEC1PEh8hhBBCCCFEy5PERwghhBBCCNHyJPERQgghhBBCtDxJfIQQQgghhBAtTxIfIYQQQgghRMuTxEcIIYQQQgjR8iTxEUKIJjc8PMzWrVvZvHkz/f397Nq1q9EhCSGEEEuO3ugAhBBCzN7g4CDDw8Ps27ePZDKJYRisW7eOWCzG9u3bGx2eEEIIsWQoruu6jQ5CCCHE+du6dSvDw8Ps37+fZDI58/PBwUH27NmDXN6FEEKIp0ipmxBCNKEdO3awd+9ebr311lOSHoD+/n4A9u7d24jQhBBCiCVJEh8hhGgyIyMj7Nq1i76+PrZs2fJbjycSCQDuvPPOxQ5NCCGEWLIk8RFCiCazdetWAHbu3Hnax2OxGACGYSxSREIIIcTSJ4mPEEI0kV27dpFKpUgmkwwMDJz2OdMJTyqVWsTIhBBCiKVNEh8hhGgiH/vYx4CpOT5nIgmPEEII8dsk8RFCiCaxZ8+emdGcsy1Vfd999wFPlbwJIYQQQhIfIYRoGtNzes5U4jZtZGQE4LdWexNCCCGWM0l8hBCiCaRSqZkSts2bN5/xeYZhzDxPEh8hhBDiKZL4CCFEE9i9e/fM96dbwnra/fffP/P91VdfvaAxCSGEEM1EcWVrbyGEWPL6+/tnStjOVS6Xk3k+QgghxH+RxEcIIZqAoijA1GjPrbfeesbn9ff3zyx3ffDgwVMeS6VS7Ny5cyYZSqVSDA4OPuucISGEEKIV6I0OQAghxNk9faRn8+bNZxzFefr8nsHBwd9q47rrrmP//v2nzP3p7+9ncHDwrKvECSGEEK1A5vgIIcQS9/R5O2cbnRkeHp75/pnzgLZu3cr27dt/a8GDnTt3Mjg4KHv/CCGEaHmS+AghxBI3vXcPnH2ltjvvvBOAvr6+U543MjJCKpXixhtv/K3XTCdSe/funadohRBCiKVJEh8hhFjiMpkMcPakxzCMmeRler+fadMJ0Zlen0wm2bdv33yEKoQQQixZkvgIIcQSNz3ic7bEZ8+ePcDUaM8zy+GmS+DONDcomUyeUiYnhBBCtCJJfIQQYolbv349cObEBeBjH/sYwGlXfDvX+TtPL6kTQgghWo0kPkIIscT19fUBkEgkTvv4nj17MAyDm2++eea5T2cYxjnt55PNZucUpxBCCLGUSeIjhBBL3FVXXQWcPjGZ3osnmUz+1tye8yUjPkIIIVqZJD5CCLHExWIxtmzZcsp+PtO2bt1KMplk//79Z329EEIIsdxJ4iOEEE3g1ltvJZVKnbIIwdatWwHYt2/fWZObRCJxTqM5kiAJIYRoZXqjAxBCCPHsYrEY+/btY8eOHTNzfTZv3szQ0NA5vfZspkvozrZqnBBCCNHsJPERQogmMTAwcNaStrO9bmRk5IyLHKRSKUl6hBBCtDwpdRNCiBZ34403AnD//fef9nHDMNiyZctihiSEEEIsOkl8hBCixfX19ZFMJk9bFrd3714ABgcHFzssIYQQYlFJ4iOEEMvA0NAQd9111ykrwxmGwY4dO9i3b5+UugkhhGh5iuu6bqODEEIIsfBSqRQ7duyYSXKm9wAaGBhocGRCCCHEwpPERwghhBBCCNHypNRNCCGEEEII0fIk8RFCCCGEEEK0PEl8hBBCCCGEEC1PEh8hhBBCCCFEy5PERwghhBBCCNHyJPERQgghhBBCtDxJfIQQQgghhBAtTxIfIYQQQgghRMuTxEcIIYQQQgjR8iTxEUIIIYQQQrQ8SXyEEEIIIYQQLU8SHyGEEEIIIUTLk8RHCCGEEEII0fIk8RFCCCGEEEK0vP8f57zKYRDP0gMAAAAASUVORK5CYII=", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 415 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1.6403272265699211\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 415 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1.9549984444717177\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 415 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2.233045930722457\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAAIhCAYAAACPPG8iAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAABYlAAAWJQFJUiTwAAB+TUlEQVR4nO3de3xcdZ3/8fdkck+TTJLegdJMoFAUoTMtIuoq7URw3Zs2aWXdVVGagKvuqpBY1lVXd2kTQFdZpUmB9fITbCYU70qTFq+ANJkCAuXSTAu9X5JM7vc5vz/STBuapGnnTM7J5PX0MQ9nMnM++UyZycznfL4Xh2EYhgAAAAAgjiVYnQAAAAAAxBqFDwAAAIC4R+EDAAAAIO5R+AAAAACIexQ+AAAAAOIehQ8AAACAuEfhAwAAACDuUfgAAAAAiHsUPgAAAADiHoUPAAAAgLhH4QMAAAAg7iVanQDOzeLFi9Xe3q78/HyrUwEAAHFg7969ysrK0r59+yzN4yMf+YhefvnlmMS+/PLL9aMf/SgmsTF9UPhMM+3t7ert7bU6DQAAECfs8r3i5Zdf1u7du7Tk8iRT47768oCp8TB9UfhMMyOdnsbGRoszAQAA8cDr9VqdQsSSy5P0u6cvMDXme649aGo8TF8UPgAAALAJhxR2mh8TEIsbAAAAAJgB6PgAAADAHgzJETa5Q2OIpg8k0fEBAAAAMAPQ8QEAAIB9GLRnEBsUPgAAALAFh8wf6kYZhREMdQMAAAAQ9+j4AAAAwB4MyRE2PyYg0fEBAAAAMAPQ8QEAAIB9mN3xAU6i8AEAAIBtOBiahhih8AEAAAAsUl1dLb/fr4qKCnk8nqhiVVZWqq6uTi6XK/Kz0tJS+Xy+KLOMDxQ+AAAAsIcZuLhBU1OT6uvr5fV6J31Ma2vrqOImGAyqsLBQPp9PdXV1o37u9Xq1Zs0aVVVVmZn2tMTiBgAAAIBFAoHAOT2+pKRkVNEjSYWFhXK5XGcUN263W9u3b1d1dbWqq6ujTXXao+MDAAAA+wjbvEVjsmAwqKqqKrnd7kk97s3FTWVlpYLBoPx+/5jHeTweeTwelZaWas2aNWcUTTMJhQ8AAABsY6YtbuByuVRSUnLWx3m93jGLmy1btkjShPN4fD6fAoGAqqurVVZWdv7JTnMUPkCcGhoKy+mcWaNZ2452KfC9l/Wuz79NSUlJVqdjqV3fe05/+FKjrr9nua788NusTsdSP/3QI9r7+y7lXuDQR5/7pNXpTJmHPZt09PVkpaf0q/TQrVanE7X9TzZp6989oYFBpxYs6NJHdn/a6pQiXv7FX/TTjzSqf9Cpea5OlRy8zbTY5dn/p6ZuhxIlXbUkWetf/EfTYsN6wWBwUgsPlJaWav369Wd0hUKhUGSo3ESdnIKCAknDRRKFDyDpEznf067OLhmSLgmnqnbIvC8IH0x8SPsdfUo3ErTKM1tfeWa1abGj9ZGk72m/MagUOfSW9AT9T/vNVqcUlbsu/r6eOSj1GYbmOx26r2W1Zs2aZXVaMfe/lz2kZ15L0YCkH/37y1p9+wK9f+NKq9OyRPWlVQrsydKQ0rX7H1/UleV/0qdeN++L2HTy/aX36dmX5yisTO1rNtQ1/37ddiT+/y38196nZ5+dI0MOSRm6f361bjty9jPKdvbI+/+oEx2ZkqSWzlQ9XvKwbqi2RxGw9aaATnSmSZJCPTn6/lvv08de+EzUcYOBN7Sry9DgyRbIM6/2Rx3T9gyZv4+PjTtIbrdb69evn/AxtbW1amlpUVFR0Rn31dTUSNJZV4MbKZjOdT5RvJlZp4Mxoae7OhRKGFBbwoCed3ap7pFdpsQtTX9QryZ0q8cxpOaEAf0+0GJKXDOU5z2koAY04DDU6QjrtW4b/3WcpN2HpD4ZkkM6Ejb0tbm1Vqc0JZpeT9LAyetdYenp77xhaT5WOnQkVUNySJIGDYdaQ6kWZ2SdE0czFD75b2HIobaeNIszmhrH9yWfLHqGhbpSLMzGHJ29p7q4g+EEHf5Ns4XZjNbdf+o8smE41N/qNCXuL4oe0+Cp/4zqMQyFw+zuGW8m6tQEg0Ft2LBh3Pk7TU1Nk/odubm5keuhUOhc0osrdHwQMXDaKZZBhbXpI0+r8KZlUcft6HNIp30G9NtoS+aOdseo2/bJ7Pw5znI7XiUlGBPenknSEodG306Kh1f2+UlLHtDw6d7hd0JW2gw4Yy4pPaVbCY5shY3h552b2WNxRtGbk92t/SeGOz7pyYMKG20WZ3TK/OxuBY9nSRrOzQh3mhJ3wRUpmr0/QSdOfjpd7EzQ4OCgkpOTTYlvRw5JDpMXN3BI2r1797jLRTc2Npr6+8xUXFysioqKce8PBoOSRhc2Yzm9uGppaZmxCxxQ+CDCHU7XqwldkkNaHE7XQqPDlLhvTTykN4bmqDVhQE7DocWGfc48Xpa2T0d6FuuwMahEObTYMf3fEguShtTV71SvYWih06G0xBNWpzQl5me0qGcwTx1DCZqbMqTkhONWp2SZgoV/0cDQVWrtTdLs9H6lpxy2OiXLXHb5U5LeoZauNOWk9yone7/VKU2JnAuPaslQsrr6UpSR2q/sOHjeS/J3KiP1Kg2FHZL6dUHhUqtTilh6xR+V8trbZShBgwP9mv/OC0yJW/yLW/VK1j1q6Z+tBEm5qcfjuujBaNXV1crNzTV981E6PoAkX3KrsnpnyyGHchwd+kb/Z02Je8v+EjUv/JGOD7rUpyFdk3nMlLhm+Nf2/5Rjzl16KTRffeEheWZP/+FRczJblTNo6FCHS1fMPipP9RqrU5oSl976Vl3y821qOniBFs87pPlfnt5ztaJxw9Nf07y//6IG+jKUmNij3C9/weqULLPqt9+T3vVZ5eQOqKc7Ufnf/bLVKU2Jv//TRvmv+Kquzj+mjo5UveVH0/95r/zj/2rHdf+hjMwB7e25TDc8ZJ+5oqt++30dW3KXXLN61XHx1fq72g+ZFvuTr3xCD15ao6Fwgta9us60uLYVozk+S5cutXVnZyzl5eXjDnEbcT5FTEuLfaYcTDWHYRgzdzzINDTSpo3Vm/ef0r8n9YR1z+EPaf58l2lx29u79Jk5fmVflqZvP7/WtLhm+fJ7f6GLvDlad+87rU7FFN3dfXpu22G9/e8WKSGBqXwAgPHF+rvFueRh9L+op365yNS47/jAG3Ikv8Xy53cuKisrVV5errN9TS8uLlZtba18Pp/q6urGfVwwGIys7NbY2HjWxRDiFR0fjPL/uj8ek7hZWRn6fl9sYpvha7/9G6tTMFV6eore8Q+LrU4DAIBpLxAImNIlcbvdZ92kdERVVdWkipOzze0ZMZOHt52OwgcAAAD2YaP1WAKBwLiLIpwrt9s9qVXYAoGAgsHgpDY1HVmk4FwKs8kWX/GIwgcAAAAYg8fjOetwM7Nt2bJFkiZVcI0MXztbR+f0wmimrugmUfgAAADALgzJMYM2MB1LdXW1pMkNY1u+fLmkU8taj2fk/pk6t2cEs54BAABgH4Zh7mUaCYVCke7NZDozHo8n8riJuj4jQ+zWrrXfAlNTicIHAAAAsIGGhoZzPmZkLlBNTc24j6mtrR312JmKwgcAAAC24Qibe5lOTu/aTHbFtoqKCrndblVVVY15f319vYLBoCoqKmb0/B6JwgcAAACY1urq6hQKhVRaWjrq58FgUMXFxSopKVFZWZlF2dkHixsAAADAHgyZv5z1NJrm4/P55HK55Ha7z2khgpGlssvLy1VYWDhq3o/f75fP54tRxtMLhQ8AAABswzGNChWzuVwutba2nvfxFRUVJmYTfxjqBgAAACDuUfgAAOKaYRhq29+mcHiazXKOUm93n/7wyYd16Mmz7xQ/Xewo2qSfeu9VV6jT6lTO8Jj3f/TIJd/S3vq/mBr39Z0H9ZXM/9PXsh9Sb2+vqbFtK2zyBTiJoW6IeOPFY/qPq38lSfr4fVfp+luXmRa74sof6+VX+pTmkL7Z/mGlpKSYFjtaFRd9X/uOJijVaejzO1fpordeYHVKUTn4/GF959o6dQ8maF5av9a3fcLqlKbEGw0H9P337lBHX6LmzOrVHa0z43mPpWn7y3r0g8+ooztJ2Rl9+oefXqtL3nu51WlZ4tWfNuqX//yiunqTlZo8oLe8q13v/82/WJ1WzO194nn97B92qacvWU898rQuWfyoPvTS9J7Y/ONLvqX9h+ZIytKhS2u0+sW/0dy5c61OS5L0w8X/qwOH50mSjnxwl977UJeWFV8bddxwOKz/fscT6ggnS5K+lFOje3o+GnVcYKai44OIT1/1C+3RgPZoQJWf3mVa3Edu/oV2vNSj/eGwXh0K69OZPzYtdrR+VfYbPXMoQUeGpH39DlV4t1udUtT+99o6HexNUuugUy93pOqe3LGXt4w3jxTW6VhXinoGnXojlKHvzJsZz3ss2z7yB7V1pShsJKi1M01PfOR3Vqdkmac+87S6eoe/NPb2J+nwC06LM5oaz5RsV0/f8PMOhxPU3JJjcUbRO9bsilzv7ErVn1Y+ZF0yb9Lcmhm53tufpD3/8aQpcR95zyZ1hB2R28f7ZsDrd2RxAzMvM3jOEEaj8EFEq4Yi19sdQ/psqjlfHJ9+uFlDp/5uq8VGbeenvnNoVBe87fREp6nuwdM/GB0aDCdZlstUGhgc/edsyJi5f96MN73HptnG5aZKSDDedNtGf4BiKNE5NOp2cvKgRZmYJzVlIHI9ISGsoSH7vLDT0/oi1xMcYQ2ZNKwypWu/kk/7WMpMDKu/v9+U2MBMNHO/GcRIMBhUQUGBgsGg1amcs2yd+sKcaTjlcrSbEjcnuVOJp30+zbHRq+5C1+s6fdDd/OTp/6VoXnq/Rk5vpToMGcbM+JDMy+iR8+RSQGmJQ0pwzJCx8GPIyQop7eQX3YzUASU6eyzOyDpzL3hFudldciaElT2rR0mJ3VanNCXmXfonLVp4Qmkp/cpzdSot1Zy/51aaM/eoZud2KDuzW5csPqzc2fusTilizvw3tGBuSLmuTl2Sf0Rz5r9iStzCJ76oy2b16IKUIV2cOqi5yb1KTk42JbZdOSQ5DIe5F6ufFGyDOT4mCAaDCgQC2rJli2pra61O57xdkjig1nCKDEnpGtL7Hv4bU+Iu9uWo/Vd96jQSlJ4gZTibTYlrhuXf+7AO/sMf1GekKCUhrFkpLVanFDXPkp1KfHWZjASnBgcHlbdgZnzRW7TwVRlGvhKcSRoY6FdWbsjqlCyT9ZYUXZbysjo65ijJ2a6U7Olf0J+vJd/5vFxf+bJe+8vbNGfBIXU57DEnJNbe9fPHtPuja9RyZJ4ystr1RvMSq1OKWtaSdF3hqld4IFU97Q55HvuB1SlFXFh6gy5/6n45HU6FjiXrml8/aErc7OxsZWV26h35B2UMJOi5Y4tNiWt7M/dPFmLMYRgzeRBEdEKhkPLz85WbmyuPx6O1a9equLhYktTU1CS322367/R6vZKkxsZG02P/v89vl/MnO+VwJmjX8RxVhNaZFvs/XVW6cn6zOrudWvbwP+rKd11kWuxofeevajT/2Gvq7kvSex7/hBYtmW11SlH7ztxvaXZ2r1pci3TbzpusTmfK/HTdr9X8q1c0d80y/c0332N1OpZqb+7Sr27aoXdWvl0XXT0zvuxPpPNYt9JnpyohwUYtZ8AmYvnd4pzz6HlRzzyyyNS419z0hpT2FsufH6xH4WMyh2O4oTodCx8AADDz2OW7hdfrlbpf1DMPm1z4/OMbUjqFD5jjAwAAAGAGYI4PAAAA7IOxSIgRCh8AAADYhiPMOmyIDYa6AQAAAIh7dHxsamSi4Zvt3r1bS5cuneJsAAAApghD3RAjdHwAAAAAxD06PjY13pKL43WCAAAApj1DktlzfOgg4SQKHwAAANhH2OoEEK8Y6gYAAAAg7tHxAQAAgH0wNA0xQscHAAAAQNyj4wMAAAB7YHEDxBAdHwAAAABxj44PAAAAbMIhGSZ3fGR2PExXFD4AAACwDQfLWSNGGOpmotra2jGvAwAAALAWHZ8oFRQUqKWlRZIUCoUiPy8vL9eGDRsit1tbW6c6NQAAgOmFxQ0QQxQ+UWpqarI6BQAAAABnQeEDAAAA+6BDgxih8AEAAIB9mD3UDTiJxQ0AAAAAxD06PgAAALAHQ+bv48PQOZxExwcAAABA3KPjAwAAAPtgA1PECIUPIKmnrU9JGYlKTHRanYopjv3lqPb//CUt++J7lJAwcxq7L327Tq9+7y/yfucDuugdl1mdjqX+UPQNtb46JNeSBP1V7ResTsdST7z3K+pszVR6RpdWPfkVq9OZMr97z3+ordWltLRevf03n1ZWTrbVKUXlpbu/r70/OqbBgUTlzj2hdz/x31anFPH8l+7Xnkf7NTCQqNlzm7XqyS+bFvvBC7+j/cddciYYWrSgWR8L/qtpsW3L7KFuwEkUPoi4K+cBNbWnyTCk/Fn9+o/2m02JaxiGvjzrhzranaQUp6El8zr1mYMlpsQ2w12Z39exzhQlJhi6ZF6bbj10q9UpReXhS76pV1+fr7CRoB0b/p9Wb3+H3NdcanVaMffTqyq0p+kCGcZ8vX7jn3XFX/1KhT//nNVpWWLbtf+ppj2LJTl06HBYPdd8TTc8Y94Xsenkt+/5kva9li/JIR3P1Y7r/lMrZ0Dx8+Rf36H9+y6V5FB7W5aeef998j39JavTisqeHzSrs2O4eOvel6an//E/dO3DX7c4q2FNW/vU2TFLknTwjQX63fXr9Z4nNpzlqLN79Ve71HQ4T+GThcDrh2dHHROYyWbOqWCc1Z62NPUZDvXLoT2dKXrsjl+bEve+eZt0uDtZYTnUM5Sg/c3ppsQ1w0OLv6VjnamSHBoMJ+hQyyyrU4ra4eO5ChvDb+2OnhT9aa05/x3trqXZJePk8x4YTFTo1Zl7xrA9lC1p+PkbRoJ6ujOsTchC3R2ZGvm3kKSurpnxb9HXlqHTn3dPd5p1yZikvz8pct0wEjR0dMDCbEYbHDj9PLJDjiFzRg/sq6hR+LSJ+UNDDg0ODpoS27YMh4ywuRc6SBhB4YOI8GkfkmFJL23aY0rcwaE3NRZttLpKeHD0WyAhwUbJnaekxKFRtxMSZsZg6ZSU/lG3k5Pt86VoqqWn94y6nZbea1Em1ktL79KpPzqGMjM7rUxnyqRktMrpHPmCbCgnN2RlOqaYPbdFI/8tZ83qlCP1qLUJnWb2vONyOIZzy8zqlJKPmRI3571LtCC3S5LkkKFFc0MyjOn/OQVYhaFuiHDP6tOezhQZkgoy+jV3dpspcS+c3aiWnnfqSE+iUhKkBbPs8yVs8aK/qL3n7TrUmqGkxLAWuqb/l6I5uSc0MOhUb3+iFuS1K2/2a1anNCXmL3pJ4fBb1dmVprzcNmXNkOc9loVX/F7Se9TRkaFsV4dy5r1kdUqWWXBpQA451NOdpvSMHrkueM7qlKZE2pJMLex/XQqnKNE5KNfi6f+8L3j7DiUmXaeEBKl/qFuzP2qfIdOLlv1B0juUmCgNGh2a85GPmBJ3xX/erI7ffUJZe69WOOxQ/uIXlZSUdPYDpzs6NIgRCh9EvP3yRjl3v1VhOXX5ha+peHelKXHXvLJJs5b/q55/bamcCf26dNF+U+KawfdktTLef7Oe2/U2paT0aeGcI1anFLWsy1O0+NLf6djhC7Rw0X5d9tB9Vqc0JQq+80UtvPvzGuqfJaejR/O/sdnqlCxz9f/7tdI+vlqpLkN97U4t/Mb/WZ2SZS7/v1+o6+9vltvbqu7mdBX8n9/qlKbEsv/9Lz31zxs1N+V5tTenaumDP7M6pahdes/vdOKvP6OM1D4lfvATWrL2WqtTiii4b4eO3PQ/Mo4dVMHX/k2L3uk2LfbK3z6kH7ztQTmdibr+9/ebFheYiRwGPdNpxev1SpIaGxtjEv9Xdz2rgw0ntG6rz/TYj298VheumKO3rLrA9NjRatnfqeTsRM3KSrU6FQAAplSsv1ucUx5tu7Xzm0tMjbvic69K2Ustf36wHh0fjPLXd14ds9g3fDF2saOVe9H0X9QAAIC4wFA3xAiLGwAAAACIe3R8AAAAYA+GpLDJHR8mdeAkOj4AAAAA4h4dHwAAANgHc3wQIxQ+AAAAsAmH+UPdRCGFYQx1AwAAABD36PgAAADAHgyZvxgBixvgJDo+AAAAAOIeHR8AAADYhmH6HB9gGIUPAAAA7INV3RAjDHUDAAAAEPfo+AAAAMAeDJm/nDWLG+AkOj4AAAAA4h4dHwAAANgHc3wQI3R8AAAAAMQ9Oj4AAACwCYf5c3xEBwnDKHwAAABgC4Ykw+TFCAxR+mAYQ90AAAAAxD06PgAAALAHQ+YvbsBy1jiJjg8AAACAuEfHBwAAAPZh+uIGwDAKHwAAANiGwT4+iBGGugEAAACIe3R8AAAAYA+GzB/qxuIGOImODwAAAIC4R8cHAAAANuEwfzlrti/FSXR8AAAAYBuG4TD1YnfV1dUqLCxUIBA47xiFhYUqLS1VbW2tQqFQ5OfBYFC1tbUqLi5WaWmpCdlOb3R8AAAAAIs0NTWpvr5eXq930se0trbK5XJFbre0tKi+vl7V1dVjPt7n88nv90eb6rRHxwcAAAD2ETb5YnPn2ukpKSkZVfRMxOVyqaqqSnV1deeRWfyh4wMAAABYJBgMqqqqSm63e1KPq6qqGvP+1tZWBYNBNTQ0yO12Ry44hcIHAAAA9mDI/MUNbL6ctcvlUklJyVkf5/V6zzpczePxyOPxmJVa3GGoGwAAAGCBYDAon8931seVlpZq/fr1dHCiRMcHAAAAtmGYvYGpjbndbq1fv37Cx9TW1qqlpUVFRUVTlFX8ovABAACAfUyDJajNNNFCBcFgUBs2bFBjY+Ok49XW1mrnzp0KhULyer1as2bNpBdDiHcMdQMAxLVwOKxQw4sa6B+wOpUp1d0a0muf+5KO7vit1amY5tV/+YJevOlf1Hb4iNWpnOGFD39Wu/7+c9r/i1+YGnf/jhf0k7feo5+9rUKdbR2mxp5Jdu/eLa/XO+bFzoqLi1VRUTGpx9bX16uwsFAul0vr169XRUWFQqGQ8vPzVV9fH+NMpwc6Pog42PC6fv43j8swHPLe4dY1t68yLfbPrvu2DjelKSVlQGt2f1zpGemmxY7WL95+t04czFJy8oDe+chKXfz2K6xOKSqHG17Rk//0a/X2JSsvL6QbG+60OqUpcfDPL2hXyW/U050qV067Vj5VLqfTaXValnjj8d9p95eeUk9XmjJmdWvJ167TxTe+x+q0LHHg5z/Tq3f9RX29KUpK/qkWXtWsK6rvtTqtmDv823q98u9PaaAvU44/PqUT7i16y5b7rU4rKs998HM6cXCeJCl00/269JFbNXfBAouzGtbwN7frxKGLJEkt//WcwgNhXfzBv4s67sDAgOo+8rR6eoef9y+839eH93w66rj2FotNR6dnB6m6ulq5ubmTmgMkacxlq8vKyiQNb3Dq9/tn/HA5Oj6I+NH1v9P+49k6cCJL9V8+rMHBQVPi/vZfHtLzDbN1tCVTbxzO1SNLfmBKXDP8+as/0p6XFqgllKkjx3L1u+LfWZ1S1J7851+pucWlrq50vfHGAtVd+1WrU5oSL33mZ2pvy9LAQLKOH5utJ1d9xeqULPPGxnp1d2bIMBLU2TFLh+593OqULHNk0x/U15siSRroT1bH60kWZzQ1jt/3cw30JUuSDCNBHS25FmcUvbYTOZHrvd1pav7CV61L5k06WrIj1wf6k9X+iDnvuV03f1U9J1+/ktTWliHDsPkSZTa1dOlSNTY2jnmxq/LycpWXl0/qsRUVFePu1TNS/Kxbt8603KYrCh9EdPQkR6539SXpR5d9w5S4B3/dobBx6qXW3plmSlwzHKk9MCq37p5UC7MxR19f8mm3HDLCM6OxOzg4+nmGwzOz2zNsep7djIUE59Co287EabCboQkSnKOH9SWl9FuUiXmSU/si1xMShjQ0NDTBo6dWWkZP5HpCwpDCg+a8zpzOfUpOOvXfMiOjV/390/+/5YQMSWGHuZdpWCtWVlYqFApNuttztsd5PB6FQiFVVlaakd60NTO+EWFSMtP71dY1fGZpVuqAZmUcNSVuVtYxJTrnaHBouMDIc3WaEtcMuRe8rP2H5qu/f/gscF5um8UZRS83N6TOznRJDqWk9GtoqO+sx8SDLFeL2ttmaWgoUSmpfZKj1+qULJPhOqqOtlnq7UlVekaPnIldVqdkmVmLX1RvV7o622cpLaNHCUntVqc0JbKu/JOGBpLVdiJHqek9SkwNWZ1S1LIWHFBi0jwNDiTKNbdFzpwDVqcUkXlhkxKTF2mgP1mZOSGlzNlrStyl92/W8b+6Vx0dWXI6h5SU3KWUlJSzHzjd2Wxxg0AgoJaWlqjjnMuGolVVVabux+N2uxUIBFRXVxfpAM1EFD6IuGj+frk6Z0uSEhN69dZv/YspcXN9l8rdeUS9/alKTR5QWuZBU+Ka4cL/vlOtn3xEgwOzlJg4qHSXfT5Iz1f+st/LmXCdlODQYP+Q0i6M87ODJ2Ve1KQF6ldiQrL6+geUOts+BfZUS7lisS7MalDXkQuVlNkqw0Zz6qZa1hceVNoPi3Xi2bcq68ID6uq/3OqUpsSi/3hOGd/0am5nrhLSenRi/7VWpxS1pMuu0CXv9EuDKeo/6tTcr/3e6pQiZt30r1rwwuflSHaqa98sXXiPOUPd0tPTlZzbrRXXPisNOfTKG283JS4mLxAImLYAgtvtVlNT06R+ZzAYnNSmppOVmzs83LWhocG0mNMRhQ8iCj53vRw//4GciQ69cmiJLrvenE2y3nnPx/WTP92lyxe8pL6uFF10r33mXuQvv1RvvOtyZR/cru7uJC393n9bnVLULtv8uA5ev15Zs9rVM+8devcD/2R1SlPibd/368VNO9RS+xvN+2SxrvjY9P+id76u+O/16u3u1avf2K78T7xLmQuzz35QnJp/8YXSl57SBQNDSkiaWcMf8z53au7CPAvzMMul/14uaXLzHabaxe+7Tnrf05KknLM89lyt3LYhcn2xybHtyJBk9jQmQ+c/ANjj8Uz5vKotW7ZI0qQKrmAwGFnJbTLzlUKhULTpTWsUPoi45rbrpNuukySZ11wd9g9P2Xdlsfd8Z42kNVanYaqVT2w4+4Pi0FtuXSndutLqNGwhNT1Vb/vSB6xOwzZmWtEDYPqqrq6WdKpLM5H6+noFg8HI9fHm+owM1Zvp+/lQ+AAAAMA+wvaa4zOVQqFQpCszmSLF7XbL5XLJ5/NNuMDBSHG0Zk18neg9VxQ+AAAAsAdD5u/jM41WdTvXOTg+n09ut1t+v3/cx4RCIQUCAUma9PLY8YrlrAEAAAAbOH0OzmSGuklSaWnphMtUj+zfU1VVNelV5eIVhQ8AAABswjG8nLWZlzjf26ykpETNzc0qLi6ODGmThoe3FRcXq7a2VlVVVaauEjddMdQNAAAAsAGfzyeXyyW3231O+/hUVFSovr5e5eXlCgaDCgaDcrvd8vl8am1tnfGLGoyg8AEAAIBtGDN4cQOXy6XW1tbzOvZsCxyAoW4AAAAAZgA6PgAAALAPs1d1A06i8AEAAIA9zPDlrBFbDHUDAAAAEPfo+AAAAMA+ZvDiBogtOj4AAAAA4h4dHwAAANiGwZwcxAiFDwAAAGzBkMP0xQ0MMXQOwxjqBgAAACDu0fEBAACAPRgyf3EDhs7hJAofAAAAAKZqb29XS0uLgsGgQqGQWlpaJEm5ubmSJLfbLbfbraysrCnLicIHAAAAtmH6BqaYEu3t7aqpqVFdXZ0CgYCCwWDkPmOMFSscjlP/nX0+nwoLC+Xz+XT11VfHLEcKHwAAANgHhc+0snXrVlVVVam+vl6GYcjj8WjZsmUqKSmR2+2Wy+WKdHlcLlek+zPy/42NjQoGg7rrrrtUXl4ut9utW2+9VevWrTO9G0ThAwAAAOCcbN26VbfccoscDofWrVunsrIyrVq16pzjrFu3LnI9EAho+/bteuSRR1RWVqby8nLdddddpuVM4QMAAADbYKibve3bt09FRUVyOBzavHmzVq9ebVpsj8cjj8ejO+64Q4FAQNXV1crLy9MDDzygD37wg1HHZzlrAAAAAGf16KOPyufzaf369dq5c6epRc+beTwebdq0STt37tT999+v9evXRx2TwgcAAAD2YDiGl7M280IHyRSbN29WTU2NGhsbY1rwvJnb7da2bdvkdru1du3aqGJR+AAAAMA2DMPcC6L36KOPqqmpSVu2bFF2drYlOaxbt04lJSVRdX6Y4wMAAABgXB6PZ0q7PONZtWqV3G73eR9P4QMAAADbYHED+8nPz7c6hYhocmGoGwAAAIC4R+EDAAAA+zAc5l4wpS655BI5nU6tWLFC69ev144dO6xOKYLCBwAAAIAp8vPzZRiGGhsbVVlZqcLCQtsUQszxAQAAgC0YhmSEze3SsLLb1Kqrq9P27dtVV1en+vp6BQIBSVJjY6MCgYAqKyslDS+Y4PP5VFhYqOXLlysrKyvmuVH4AAAAwDZY3GD6W7VqlVatWhW5PdlCqLCwUCUlJVq8eHFM8mKoGwAAAICYWbVqlTZu3KiGhgaFw2HV1dWprKxMy5Ytk2EYkaFxFRUVKigo0DXXXKPHHnvM9Dzo+AAAAMAmYrEgAR0kuzm9IxQKhVRcXKzW1lbl5uaqvr5eDQ0NKioqUmlpqb773e+a9nvp+AAAAACwhMvlUl1dndxutyorKxUOh7Vt2zatXLlSmzZt0o033mja76LwAQAAgG0YhsPUC6aHzZs3a8OGDZIkn8+nuro6bdu2Tc8884zuvPNOU34HhQ8AAADswZCMsLkXsarblGtvb9fWrVu1devWSR+TnZ19xs98Pp/q6+u1adMmvf7661HnReEDAAAAwBS7du1STk6OiouLVVxcLKfTqQ9/+MOTKoKCweAZP/N4PKqurtbGjRujzo3CBwAAAPZhOMy9YEqtW7dOq1ev1qpVq5SdnS3DMFRTU3NGEdTe3j7quHvuuWfcmEVFRWpoaIg6N1Z1AwAAAGCK3Nxc1dTURG5v375dmzZt0qOPPipJqqmpkd/vj9zvcrkUCoUkadTP3ywnJyfq3Oj4AAAAwDZY3GD66+joiFxftWqV/H6/wuGw/H6/ioqKIp0gwzDU2toqwzC0adMmfehDH4oc98ADD+i2227Tvn37JJlT+NDxAQAAgC0YkunFCmsbTK2NGzeqqKhItbW1yszMHHXf6tWrtXr1aknS3r17FQwG5Xa7lZ+ff0ackpISORwO7d27Vxs3bqTwAQAAAGAfHo9H999/v66//np9+MMfVklJibKyss54XH5+/pgFz4g77rhDd999t7Zt26bm5mZt37496twY6gYAQJwa6OhUOBy2Og3ThF54Ts0/H38OgJWO1fxQ+//j8+rv6zc17kD/gP78wa+r8eZKU+PaltkLG7DAgSXcbrcaGhqUn5+vlStXav369ecco6KiQk1NTWpsbNTOnTvHLJ7OFR0fRAwMDOhX13xb4QHpfX8sVYZrlmmxX33493rxrmeUmjag9+889xd/LP1lw8PaX7NfSckDWvnkejmdTqtTikpfb5+evuEu9fcmK2t2h97+y+iXf5wO+np6tevv/1O93WmaldOu5T8ff3WYeNfVGtLL/3SXujvTlZHdqUt/9JUzhhvMFO3HjqrplrvV056ulIxezb/5rbqg6KNWpxVznS3NavrEf6unI0OJSQPKW3JI+d/+gdVpRSV4y8068cYCyXDoyA9/p7fU/K/VKUW89vFbdPz1hZIydXz1v2vxA19Q7vz5psT+tfc+tbcPx2q99r/ke/pLpsQFpsLpQ9vOx0QdofNBxwcRD7sfVNNrC7R33wL9+IpHTIv76s+e1I7PBnXgwHztee0i/eSt9vlCuu93Ddr13U4dOTJH+99YqN8sv9fqlKL25KoKHTkwXy0ncvX6Kxfpmb8tszqlKfHch76q5qNz1NUxS0ffWKhn//7frE7JMk2f/IramnM00Jei0LE8vfFJc3a8no4O/ttX1RXKVDjsVE9HhkL+Z6xOaUocueN29XRkSJIGB5LUddhlbUImaDuSFzlz39Warb23/aPFGZ3SdixP0nBuvV3pav3SF02J+9KdX1V7+6mTFieO55oS1+6MsMPUCzCCwgcRraFTHZ629nT97O1fMyXuK1/+vQYGTzUXW1ujb1WaJXjnzzV4Wm7tbeZ1uazS1ZkeuW4YCRrsmRmN3b6elFG3B4eSLMrEeoODSW+6Pb27mNF505eeGTLk5c3PMiFh+g93S0gcOu2WIWPQPv8tk5IHTrtlyNDQuI89J63Py+k8FSslZUC9vb3mxAZmIAofRKSmnPrDnZw0qIRwyJS4KWmdcjhOfehmZPSYEtcMaa5Dciac+lCZldllYTbmyM45tSGY0zkowxiY4NHxY5arTSNr9zidg3Ik2ud1NtVSskJyOgclSYlJA0pMmf6v6/OVOPuwUtKHXwtJKX1Kyug4yxHxIfGtzyhrdqsSEoaUkt6jlKw2q1OKWtaCY0rJ6FZSSr/mug8qadELVqcUkTHviGa52pWS3qP5BQeUfNFfTIk7+/Zv6sKLDygzs1PZrnbNnntUKSkpZz9wmmM5a8TKzDgVjElZsOCIQm05MgyHcrJDWvDB95kSN3NRm9y9B9XalqW0lH4lpzabEtcMWb736KLW19TVmank1D4lJNont/M1522/U1LSdervT1JScp+y5wWtTmlKzL/yz3IoLMNIVNgYUO7CJqtTskzavAOabYSVqCT19YeVOX+v1SlZJm3F3ygpZYsGjl2oAUeXUuYctzqlKTH/UwGFMlfI+dSVSslpV2LS9C/4EvMOa/5b9qj/cJ4yLtmvnI8/b3VKEc752brwuiek1iw50zqUXfqsKXHnFlysExfvVv61XTKGEnSiKU8Oxwz4Is/604gRh2EYvLymEa/XK0lqbGw0Pfa2931N7sV/kYxEHW7K0bt3fNe02M/83c2au6hNQ/0OHc64Se/6ZpFpsaP19Ac+pUVLD6i/N0mhghJd/bkbrE4paq/dUqRZeb069PIceX/6f1anM2Wev+kTyp3bqmNHF8rz4+9YnY6lgv/3Ew39bqvCF12ry77+KavTsVRvd69e/+p3lVN8o+auuMLqdKZU98FmJc/OUmLKzB36ibOL5XeLc81jYP8+/ab4A6bGvdH/SyVdtNjy5wfrUfhMM3b54wQAAOKDXb5beL1eDbyxT78u/htT477f/wslLaLwAXN8AAAAAMwAzPEBAACAbbAgAWKFwgcAAAC2YMj8vXeMMxZ4x0xF4QMAAADAMlu3btWGDRskSW63W5KUm5ur4uJirVy50rTfwxwfAAAA2IfhMPcCW9u+fbuKi4sVCAQkSVu2bNGWLVu0ceNGNTY26oYbbtCOHTtM+V0UPgAAAAAsEQwGZRiGDMNQMHhq78Hs7Gzdcccdevzxx1VTU6N77rkn6t/FUDcAAADYgxGDxQ3YuMXW1q1bp4aGBjU2Nmr9+vVjPmbTpk3atWtX1L+LwgcAAAC2wapuM09VVdVZH7Ns2bKofw9D3QAAAADEPTo+AAAAsA2DoWmIETo+AAAAAOIeHR8TVVZWqq6uTi6XK/Kz0tJS+Xw+65ICAACYRpjjg1ih8DFBMBhUYWGhfD6f6urqRv3c6/VqzZo1k5q0BQAAANjJ1q1bVVVVpYaGBknSihUrVF5eruuvv37U4/bu3auqqirt3btXubm5Kigo0O23325FyuNyGAYjKaNVUFAgl8ulxsbGM+4LBALyer2qqqpSSUlJ1L/L6/VK0pi/CwAA4FzZ5buF1+tV/7439LO//aCpcf/u548pefEiy5/fdLR+/XpVVlbqzeWCw+FQaWmpvvvd74553CWXXKK9e/dqaGhoKtKcNOb4RKmyslLBYHDcdcc9Ho88Ho9KS0sVCoWmNjkAAIBpxNDwUDdTL1Y/qWlq+/btqqio0KpVq1RXV6fW1lY1NTXJ7/frQx/6kDZt2qQbb7xxzGNPn/ZhJxQ+UdqyZYskTTiPZ+S+6urqKckJAAAAiEZFRYXKysq0bds2rVq1StnZ2crPz9fq1avl9/vV0NCgZ555Ztzix44ofKIQCoUUCAQkTVzZFhQUSDpVJAEAAGBsZnd8cH6CwaA2btw47v0ej0ctLS3KzMzUDTfcMIWZnT8KnyjU1NRIGv4PPxG32y1JkSIJAAAAsLOR769n4/f7tWrVKq1duzbGGUWPwicKTU1Nk3pcbm5u5DrzfAAAAMZHx8cezmWeTllZmYqLi21f/LCcdRSCwaCk0YXNWE5/4bS0tEzqhTSywsqb7d69W0uXLp10jgAAANMJxYo9lJaW6p577oksSf3AAw/I7XZr5cqVYz6+qKhIOTk5WrNmzVSmeU4ofKYYHR8AAADY3apVqxQIBHTbbbfJ6/WqpKREOTk5am5unvCY/Pz8cU/gW43CJwrnU8S0tLRM6nHjrTVv1xcSAABA1AzH8MXsmDgvd9xxR2RjUp/Pp8LCwrMe43a7tXfvXlt2fih8onA+a5SfbVgcAAAAYBf5+fkTru42FpfLpW3btsUoo/NH4ROFyRYxDG8DAACYHCNsdQbWKS8vVyAQiIwQys3NVWlpqYqKiiZ1fGVlperq6kadnC8tLZ1wv8mZhFXdojDyoprs8DVp8ksDAgAAzDSGzF/VzbD6SU1CIBCQ1+vVihUrVFdXp8bGRjU2NqqqqkpbtmyR1+ud8ER6MBhUQUGBmpqaVFdXJ7/fL7/fr4qKChUXF6u0tHTKnsvatWt17733TtnvOxcUPlEY2Zj0bB2d0wuj8xkeBwAAgPgUCoW0bt06bd++/YzOjtvtlt/vl9vtVnFx8bgxCgsL5XK5VFVVdcbx27dvV3V1taqrq2OS/5v5/X7dddddU/K7zhWFTxSWL18u6dSy1uMZuf9sG50CAADMdDNtH5/q6motX758wpPjFRUVqq+vH/M7Z2VlpYLBoNavXz/msR6PRx6PR6WlpTN++gWFTxQ8Hk/kRTrRC2lko1O7b+oEAACAqVVXV3fWx4xMlQgEAmfct2XLFkmacB7PyH1T1fWxKwqfKJWUlEiSampqxn1MbW3tqMcCAABgDEYMOj42n+TT0tKimpqaCU+ij9z35tFDoVAoUgxN1DEamZ4xUiRNpWeffVZbt27V1q1b9eyzz0757z8dhU+UKioq5Ha7zxhTOWKkLVlRUcH8HgAAAIzi8/kUCoWUn58/ZkdHkjZs2CCPx3PGIlkjJ97PNp1ioo5RLIRCId1zzz3Ky8uT1+tVcXGxiouL5fV65XQ6deONN+qJJ56YklxOR+Fjgrq6OoVCoTNWzAgGgyouLlZJSYnKysosyg4AAGD6mGlzfNavXy+Xy6VQKCSv13vG98n6+nrV1tbK7/efcezIdIqzOX0Llqma51NeXq7W1lZlZ2dr2bJlys/Pl2EYMgxD27Ztk8/n04033qj29vYpyUdiHx9TuN1uNTU1qby8PLKqhjT8wvL7/aydDgAAMCkOyfRixaHdu3fL6/WOeW9jY6PJv+/cuFwu+f1+FRYWShqeh1NTU6PNmzdr586dCgQCamxsHHPk0MhiB2fbW/L0Y1taWqZkFFJ2dra2b9+uZcuWjfr5rl27tGnTJm3evFnbtm2T2+1WY2OjLr744pjnROFjooqKCqtTAAAAwDTj8/nU1NSk0tJS1dfXKxQKqbi4OFIUmFmoTFXHp7a29oyiR5KWLVumqqoqVVVVqbq6WuXl5fJ6vdq7d68yMzNjmhND3QAAAGAbsRjqtnTp0simoG++2EVubq5cLpeKiooihU4wGFROTs64q7GdTxFz+v6SsbRy5cqzPqakpER79+7VxRdfPOE+RWah8AEAAAAsVFtbK6/Xq/Xr18vv92vv3r2jNjMtLS09Y+6PNPFKbuM527C4aL15AYazcblcamxs1J49e2K+4AFD3QAAAGALhmT6ggTRrmYdCARM6ZK43e4xi4KR4V6NjY2R+0fm/dTX16u0tFTBYFDV1dUqLCwcVRBNtoiZyo1Lly1bpr179+q5557TVVddNenjampqVFFRoeuvvz5muVH4AAAAwB4MyQibH/N8BQKBcRdFOFcji2GdbmRV4KqqqjGLopG5P4WFhaqvr9e6detGFT4jHZ9zKczOtSNzrtavX69HH31UGzZs0I9//ONJH+fxeGJeoDHUDQAAABiDx+OJLMEc7WWspadH5u6cbZP7urq6SGFwenEwsjHp2QqG0wujWK/o5vF4tGrVKvn9fj344IMx/V3nytaFT3t7u/bt22d1GgAAAJgiM2kfn507d066A7N+/XpJp5awlqTly5ef8bOxjNx/to1OzVJbW6usrCyVlJTozjvvnPRxhhHtwMSJWVb4bN26Vffcc4927Nhxxn3PPvusLr30UuXk5KigoEB5eXm69957LcgSAAAAiI3c3NxJD1Mb6dScXih5PJ5R+0eOZ6TbtHbt2vPK81xlZ2ersbFRixcvVkVFhfLy8nTnnXfq2WefHfeY2267zbRhheOxZI7PihUrFAgEIre9Xq+2b9+uzMxM7dq164wn3draqrKyMu3cufOcxgoCAABgerF7l8ZMhYWFqq6uViAQOGs3pq6uTj6f74yhaiUlJaqsrFRNTc24Q+Zqa2sjj50qbrdbgUBAt9xyix599FFVVFSooqJCbrdbHo9HK1askDRclNXU1Cg3N1evvfZaTHOa8o7P5s2b1djYqFWrVmndunVatWqVGhoaIsXOunXr5PP55Pf71dTUpKamJtXV1emWW25RTU2NHnvssalOGQAAAFPC3GFuw0WUfQupoqIiFRUVadWqVRN2bOrr61VbWyu/33/GfSPFRFVV1bjHBoNBVVRUxHx+z5tlZ2fL7/dr27ZtuvrqqyNznfx+v8rLy1VWVqaqqip5vV5t27Yt5vk4jFgPpnuT5cuXy+/3Kz8/P/KzUCikkpIS5eXlyTAMbdq0acxj6+vrdffdd+vxxx+fqnRtZ6RAtNOGWwAAYPqyy3cLr9ernqaDevjd/2xq3H/8ww+VVnCB5c9vIsXFxaqvr1dFRYXWrFkzagPTqqoq1dfXa/PmzeN2hYLBoAoLC+Xz+UYVQMFgUF6vV2vWrBm3MJpKbW1tqqmpUVNTk0KhkAoKCuTz+bRs2bIp+f1TPtRt+fLlo4oeaXjMYk1NjS655BLV19ePe6zP51NlZWWsUwQAAIAFDCMG+/hM6Sn+8+P3+xUMBlVeXq6qqqpI98ftdqu4uFgVFRUTHj+yVHZ5ebkKCwtHzfvx+/3y+XwxfgaTk52drXXr1ln2+6e88HE4xn8x+3w+LV68eMLjc3JyTM4IAAAAsJbb7R5zKNu5OFuBNNNNeeEz0ci6yazkMMUj8wAAADCFZtLiBphaU764QWFhoXbs2KHbbrtNS5YsUXt7e+S+sVpfW7dujezl88ADD0zZMnwAAACTFQ6HNdjTG5PYnW+cUPfxtpjEBmaSKe/4rF69Wl/84hdVVVUlh8OhlpYWZWVljfnYRx99VMXFxcrNzVV1dbW2bdummpqaKc54ZmnyN2iwvVeXffJdpsbt7+tXw60/0Pz3XyH3mutMjR2truMhNd50n9ILsrS86l+tTscUDcV3qvdEgub98zJd+onVVqczZZ794L+ptytNGbO7deXD37I6HUu9sObT6u3MUFpmh96y5btWp2MZwzD08kf+Rd1ts5Q2q1sX3P81ZefmWp1WzBmGoVf/+VPqaM5SSlqfcj9wkS745BesTisqb3zuI2p+9QINDSUoZ2GzCh7abHVKEXtv+6iON12o8FCCsmaHdMWW/zUtdv21/63jR/PkcBi6YNEhvfu3Xzcttl3R8UGsWLKB6caNG9XU1KQ9e/ZMOKfH4/EoPz9fLpdLO3fupOiJsZpLv6WffeJl/erfXtcjBeb90Q4dOqGHC76nZ3+arMdve02/8mwwLXa0Opvb9Itrf6S9uxfqxV9kqO7a6f+B8qeV/659z16gIwcW6MW7D+gvn9todUpTIvB3n9ehvRep5dhsHdh9oZ4v/herU7LMix/+lE4cWKDOUJaO779Auz9yq9UpWWbPzevUeniO+rrTFDqWp6P/ut7qlKbEvts+ptCRPA0NJKm7fZbatzdZnVLUWvfO1+BAkoywUy0H5mjfZ26yOqWI0IG5Cg85JTnUfiJHe0v+yZS4r1U9oONH8zS8xHOCjh6aa0pc2ws7zL0AJ1mygamkM1Z2G+8xIzvNIvaOHMvVyFr3R4659Ou/r9T7f1oWddyn/rZK3d0XSRo+i3PihH0WqGj8UKV6e0d2QHao9cT0PxPc3poduT44mKiuF0LWJTOFujsyItcNI0EDvWkWZmOt/p7Rz32gN9WiTKw3NJA86vZAX/I4j4wvxtDoj/fwoNOiTEz0pim+xpAl527H5Eh4c3LmfNkefG6bHI7rIx2QhARD3d3dSk9PNyU+MNOYVvhs3bpVW7ZsUSgUUjAYlDS8TLXb7Zbb7daKFSvk8/nGHdYG6zkThzTUP/xB4nSG1bevxZS4Cc4BDX9iDf/hTk4eNCWuGRJTu+RwGJEPlZTUPoszil5aRo+6OoeLAIcjLCUMWZzR1EjP6lJ7q0vS8PNOSp7+/y3PV1pmh9pO5EiGQw5HWClpXVanZJmkjFY5nTkaGkpUQsKQ0jI7rE5pSiRetEcpR3PU152mBOegMvJCVqcUNdcFx3Ri70KFw0655p9Q8oUvWp1SRNbcExoamK+hAadc85uVfNErpsTNLvq0LnipTkcPzVNCQljzLzyslJQUU2LbVmTTUXNjApIJhc8DDzyg0tJSSWOvuBYIBEbddrvduvXWW7V69eqzLl2NqXXRBUd1+MgcGYZ0wcLjyrrSnM7MvPxn1d+XrhPHc5SS2q9Zma2mxDVD6qIhXdR1QC3Hc5WUPKCMWSGrU4pazqLdSki4TH29KcrObVX2ol1WpzQlsq/+nZwJ71Zvd6rSZ3Vpljtw9oPilOuygGQYCg+lKMHZr6zLn7U6Jcskzu9WbnifnErR0NCQMi//i9UpTYnUG++Rq+dOKTRfg/2GMi+zT5FwvrKufE796pSjP10Zb3lFmR/7rdUpRaQtek3O2cfUc3iuspc/r4ybfmtK3IUr/0qDv/6KknYvlRGW5ufvk9MZB907wCIOI4r1oe+++25t2LBBa9askdfrVW5urlwuV6Trs3PnTgUCgUgHKPJLT+7l4/V6VVFRoeuvvz66ZzGDxHJ35T//zceUkJSg7s5Zypt9TG99ZItpsV/+5N9rsCtHzpRuHX7jAq184pumxY7Wa5/4oFJzBmXI0L6XL9df/fIeq1OKysHdryvh4ZuVmJqg7kMpuvg7v7Q6pSlzsOwGpc3rU/v+WVr8P7+wOh1LvXbras1e1KaWN2apYNNPrE7HUq//T7WSDv1CHZ3zddl3q61OZ8p0t7Tr4J2fV8oly7Xo9viY59XyQpM6n2zUhbcUKSHBPkPdJGmwb0A9+48r85KF5sfuHx4pkZgcmxkKsfxuca55dL92SD+49hOmxv3o0w8p/dKFlj8/WC+qwmfFihWqr69Xdnb2hI9ra2vTzp079b73vU9ut3tUIeRwOOT1erV582ZdddVV55vKjGGXP04AACA+2OW7hdfrVddrh/SDt5tc+Pz5IWVQ+Nja1q1btWHD8OJXbvfw3Ovc3FwVFxdr5cqVpv2eqE6X5OTknLXokaTs7Gz5fD5Jw0PfWltb5ff7tXr1ahmGoYaGBnk8Ht15553RpAMAAABgGtm+fbuKi4sj02O2bNmiLVu2aOPGjWpsbNQNN9ygHTt2mPK7oip8XC6XXn/99XM+Ljs7W6tXr5bf71dra6s2btyorKwsbdy4UUuWLFFHx8yYfAoAAIDRjJMLHJh1gb0Fg0EZhiHDMEaNCsvOztYdd9yhxx9/XDU1NbrnnuinIkRV+JSUlMjn851X8TMiOztbZWVlam1t1aZNm7Rnzx55vd6oYgIAAACwv3Xr1mndunXyeDyqrh57HuamTZu0atWqqH9XVIWPz+fTypUr5fF49Nhjj0WdTElJifbs2aPMzEwVFxdHHQ8AAADTCx2fmaeqqkoNDQ1avXr1uI9ZtmxZ1L8n6iVRqqqqtHLlShUVFemaa67RE088EVU8t9utxsZGLV682JSWFgAAAKYJIwaFz3kv44V4Y8pakH6/X7fffrsaGhrk8/m0ZMkSPfjgg1HFrKmpUV1dnRnpAQAAAJjhTFsEv6KiQg0NDVq8eLH27NmjkpISOZ1O3XDDDbr33nu1b98+ORyOyB4+AAAAwGjmdnuGh7rx3RPDTN0Jy+PxqKmpSZWVldq4caNCoZDq6+tVX1+vsrIySdItt9yiwsJC+Xw+LV68eNxYO3bsUHNzs5npAQAAADDB1q1btWXLFoVCochqbC6XS263W263WytWrJDP51NWVpbFmZ4Sky2Ay8rKVFZWpurqalVWVo5amq62tla1tbWR2yP/OC6XS7m5uWppaVEgEFAwGGSoGwAAwAxiSDLC5nZomOJjrgceeEClpaWSJMM48193ZD+eEW63W7feeqtWr149YdNjKsSk8BlRUlKikpIS7d27V1VVVaqvrz/jH6OpqUlNTU2jflZUVKSGhoZJbY4KAAAAIPbuvvtubdiwQevWrZPX61Vubq5cLlek67Nz585IA2NEU1NTpCni9XpVUVGh66+/3pL8Y1r4jMjPz9fGjRsjt3ft2qWGhgaFQiE1NzcrFAqpoKBAHo9Hy5cvp+ABAACYoViC2r5qamq0d+/es35Xb2tr086dO/W+971Pbrc7UgiNLITm9Xq1efNmXXXVVVORdsSUFD5vtmzZMlPW4gYAAEAcMWJQ+DDWzTQ5OTmTalBkZ2fL5/NJGh76ZhiG6uvr9eMf/1iPPvqoGhoa5PF4VF5errvuuivWaUeYtqobAAAAgPjlcrn0+uuvn/Nx2dnZWr16tfx+v1pbW7Vx40ZlZWVp48aNWrJkiTo6OmKQ7ZkofAAAAGAb5i9nDbOUlJTI5/OdV/EzIjs7W2VlZWptbdWmTZu0Z88eeb3eqGJOFoUPAAAAgLPy+XxauXKlPB6PHnvssajjlZSUaM+ePcrMzFRxcbEJGU6MwgcAAAA2wQamdldVVaWVK1eqqKhI11xzjZ544omo4rndbjU2Nmrx4sW65557TMpybBQ+AAAAsAVD5g91Y20D8/n9ft1+++2RVdqWLFmiBx98MKqYNTU1Md/Dk8IHAAAAwDmpqKhQQ0ODFi9erD179qikpEROp1M33HCD7r33Xu3bt08Oh0MOh306bhQ+AAAAsA0WN5g+PB6PmpqatHHjRmVnZ0eWrS4rK1NBQYEk6ZZbbtEDDzygffv2TRhrx44dam5ujmm+luzjAwAAACA+lJWVqaysTNXV1aqsrIxsWCpJtbW1qq2tjdx2u91yu91yuVzKzc1VS0uLAoGAgsFgzIe6UfgAAADAHtjAdForKSlRSUmJ9u7dq6qqKtXX1ysQCIx6TFNTk5qamkb9rKioSA0NDZPaHDUaFD4AAACwDSPM8LTpLj8/Xxs3bozc3rVrlxoaGhQKhdTc3KxQKKSCggJ5PB4tX7485gXPCAofAAAAADGzbNkyLVu2zOo0KHwAAABgF7FYkIAOEoaxqhsAAACAuEfhAwAAAFsY3sDU5IvVTyoObN68+azLUU+V9evXn/exFD4AAAAAxrVu3TqVlZVpx44dluXQ3t6uG264QaWlpecdg8IHAAAA9mBIYcNh6oWWjzlqamq0adMm3XbbbVP+ux999FGtWrVKmzZt0uLFi887DoUPAAAAbMMwHKZeYJ6amhrl5+crLy9PDz74YMx/344dO7R8+XJVV1ervr5e+fn5UcWj8AEAAAAwKWVlZdq5c6e2bNmivLw83XnnnXr99ddNi9/e3q4HHnhAl1xyiUpLS7V+/Xo9/vjjpuz1w3LWAAAAsA26NPbndru1bds21dfXq7KyUhs3blROTo58Pp8KCwvldru1fPlyZWVlnTXWs88+q2AwqJ07d6q2tlbBYFBut1vl5eVat26dqXlT+AAAAAA4Zz6fTz6fT6FQSNXV1aqpqZHf75fDcap4dblcys3NHXVcS0uLQqFQ5LZhGHK73fL5fKqpqYnZZqcUPgAAALCF4eWsze34sLZB7LlcLpWVlamsrEyStH37dgWDQTU1NSkYDCoUCqmlpUWSlJubq/z8fLndbhUUFMjj8Wj58uWmDGU7GwofAAAA2EQsFiRg6NxUW7VqlVatWmV1GmdgcQMAAAAAcY+ODwAAAOzBkIywyR0axrrhJDo+AAAAAGKmvb3d6hQkUfgAAADARtjAND5s3bpVK1askNPpVE5OjpxOp/Ly8rR27Vrt2LHDkpwofAAAAGAbFD7T3w033KDi4mI1NjbKMIzIpbW1VbW1tSosLNSSJUv0xBNPTGlezPEBAAAAYIq7775bO3fu1MaNG+XxeJSbmxvZoDQQCKi+vl6StGfPHvl8PpWWluq73/3ulORG4QMAAABbYB+f6a+mpkZ79+4dtS/PsmXLtHr16sjt7du3a9OmTXr00UdVVVWllpYW/fjHP455bgx1AwAAAGCKnJycs25GumrVKvn9frW2tuqWW25RTU2N7rzzzpjnRuEDAAAAezCksOEw9ULLZ2q5XK5JPzY7O1tVVVXatm2bNm7cqOeeey52iYnCBwAAAIBJCgsL9cADD5zTMT6fT5s2bdJdd90Vo6yGUfgAAADAJsxd0W14vhAru02ldevWqaamRs8+++w5HVdSUqKmpqbYJHUShQ8AAABsg+Wspz+/36/y8nI99thj53RcXl5ejDIaRuEDAAAAwDSbN2/Wzp07VVRUpGuuuUb33HPPWTtAbW1tMozYTshiOWtMmfBQWAlOe9baJ549oPRFOUrPzbA6FVMc2vGcjmx9Sm+99xNKTkm2Op0p8/LXq9Ty+9e14Nb3KH/1DVanY6kXPvYFdR9NUtqcAV35w3utTsdSL374U+puy1JaRpfeWnuf1elMmZduuk2dLS6lpPfqgm//m2ZfdLHVKUXl9W98TcfruzQ06FTOvGYt+WGV1SlFBL+6Xkf+kKihgUS55p3QlX7zXme/WXGXjhyeo4SEsBZeeFi+J79qWmw7MiQZYfNjYurcfffdKi8vj9xuaGhQY2Nj5LbP51NhYaF8Pp+uvvpqScPLW3/xi19UTU3NuHH37dunxYsXR5UbhQ8ifuT+tl4/lCfDcOiiBS366L5PmxJ3cHBQ31/0kE60zlJy0pDyFx/WPzxfZkrsaIXDYf244H61hrKUkBDWokUH9YFdsV9OMZaeePeXtX/vRTKMJO35zWYt+45Xl95wrdVpxdyfb7xD+4MXS8YFOvrvL6vZv0PLf1xhdVqWeO5Dn9GBpsWSHNJhQ+EPfVpXbf1fq9OyxO5/LNWR4GJJDrU3u6Q1n9Zba+L/3+K1T96sY68XSHKou2OWHP/2Dc1+9FtWpxWVY3Xd6umYJUk6um+h9JlbtOS+c5tAHSvH/pSg3q50SdLx/Qv00j99Ulf8vwejjrv313/Ugf3zZRjDJw0PH1gQdUwg1qqqquT3++XxeBQMBhUIBLRt2zZt375dklRXVxfZxPR0fr9f+fn548YtKCjQ0NBQVLnZ8/Q7LPHG4TwNDjk1FE7QG4fytP3f/p8pcX921b060ZopyaH+gUQdOZJrSlwz1F33n2oNZUmSwuEEHT8+2+KMotdyfHbkQ7KnJ1UHvv4bizOaGu0tOdLJsdxDQ4nqO5ZkcUbW6WrP0qnJvA71dc+yMh1L9XXN0ukTm/tOfjmNdwNdaTr9eff3pFqXjEkG+0+dqzWMBDk6TG4LRCE85DztlkMJhnPcx56L0MPfGzVHJRxOUE9PjymxbcuIwRwfWj5Tyu12a/Xq1crPz9eqVat0xx13qK6uTuFwWI2NjaqoqNCqVatkGMaoS3FxsZxOp1asWKH169drx44dkZhmDYOj8EHE6a8nQ9LRn+0zJ2549MvMYaN5ho6wodP/IiYk2OeD9HwlJQ2cdsuQwxHd2ZHpIjW997RbhpKS+y3LxWppGd2n3TKUmh7nX5QmkJzWKYdj5H1tKD2r09J8pkpydrOciSN/Cwxl5bVamo8Zcuef0Mjf64zsTjmyj1qb0Glcc49HXmezXO1Sujm5Zb/jnZo3r1nDf8vDWnjBUSUmxv9gHdP38cGU8ng8uueee8a8b9myZbrjjju0bdu2UYWQz+eLFECNjY2qrKxUYWGhnE6nLr30Uvl8PjlM+AIZ/+8eTNrFC1u07+DwULeLL2hW5oI2U+LOW/yUOjoLdbw5S8lJQ5qda58P4Nn5L6m7O1vHjuYqKWlQs/OarU4paq68wwqHnerrTVbe3GZlLXjJ6pSmRE7BLhlhj7o70+XKCylj4W6rU7JMjuf3kv5K3Z0ZmpXdoYyLXrA6JcvMWvKc5jsSNNCXopSUXqVdGtvN8ewi8ZJLNLtnnxzhVDmdg0q77FmrU4pa7rv/KCVeI6dT6gt3aFbRV61OKWKu9xlJA8PzWNNblLW6/KzHTIb7Uzert+EDSnlxuTTk0PzLn1VS0sztZmN62Lhxo+6++26tWLFCa9euHTWX582WLVsWKYYkadeuXaqvrx81HG5kiWszCh+HEevlE2Aqr9crSaMmiZmlcfVN2r3rKg0OJmvplc/p7b/8vmmxn72pWC83eJWa0qv5C/fr2m3Rj302y6ulf6t9z75VyWk9ysxqk/dn/2d1SlEJfOG7ygv/VO3H5ykr95jmbnhMaRlpVqcVc83HmtX/nQ/J4UhTuG9AWV/8qWZlz9whXoe/WKiM+X3qOZos11d+qZTUFKtTssyrJas1Z8lxdR7O0AV3/1IJCTNjsMOeDd9UZuc2dZ5IU0HVVqvTMcXLt5UqxWhV2sf+Q/PfcaXV6Yzy2obN6n8xoAs3fE3ZF80xNfbvPvqwlJCg93zvw6bGHRHL7xbnmkfrC8d11wXmzrW98+BdynnrHMuf30z06KOPasuWLbrmmmt0++23n/PxI4VQVVWVWltb1dwc3QlqCp9pJtZ/nF6re13NL7bq2n+72vTY+35/SNnuTOVcmGl67GgNDQzJ4XTMmC9EAACMoPCB3QWDQV166aVRL27AUDeMcmnhxbq0MDZLni7+q4UxiWsGZ5I5E1EBAMD5M2T+pqOGmOcz3bndblMWN6DwAQAAgG2YXfggPoTD0S9AxbgeAAAAAHGPjg8AAADswZD5S1Azmx0nUfgAAAAANlBeXq5AIKCWlhZJUm5urkpLS1VUVDThcYWFhXK73SosLJTP55PL5ZI0vChAIBDQli1blJubq6qqqlg/BVtjqBsAAABswzDMvUwHgUBAXq9XK1asUF1dnRobG9XY2Kiqqipt2bJFXq9XoVBo3ONbWlpUXV2t4uJi5eTkyOFwyOFwqKCgQMXFxQqFQjO+6JEofAAAAGAThiQj7DD3YvWTOotQKKR169Zp+/btZ3R23G63/H6/3G63iouLzzm2y+VSVVWV6urqzEo3pnbs2BHT+Ax1AwAAACxSXV2t5cuXR4anjaWiokIFBQUKBoNyu91jPqa1tVXBYFANDQ1yu92Ry3RSXFwc9SalE6HwAQAAgG3MtOWs6+rqzlqgjNwfCAQmfKzH45HH4zE1v6myd+/eCYfzmYHCBwAAALBIS0uLGhoaVFFRMW7XZ6QgmC5FTXt7u2pqauT3+xUMBid1zGQfFw0KHwAAANiD4YjBctb27iD5fD5VVlYqPz9f27dvH7O42bBhgzwez7QYutbW1qbly5erqanpnI91OGL734rFDQAAAACLrF+/Xi6XS6FQSF6vV6WlpaPur6+vV21trfx+/6Ti1dbWqry8XKWlpaquro758LE3Ky8vl2EY8vv9am1tVTgcntRl27ZtMc+Njg8AAABsIxZLUO/evVter3fM+xobG83/hefA5XLJ7/ersLBQ0vBiBzU1Ndq8ebN27typQCCgxsbGCRc/kIYLpKqqKpWXl2v9+vWRWPn5+fL7/fL5fLF+KpE8AoGAsrKyzuk4n8+n7OzsGGU1jMIHAAAAtmDI/MUN7L6ctTT8pb+pqUmlpaWqr69XKBRScXGx3G73pIoeSWMuW11WViZpeINTv99/1o1QzeDxeM656BlRUVFhcjajMdQNAAAAcW3p0qWRTUHffLGL3NxcuVwuFRUVRQqdYDConJwcVVdXT3hsRUXFuHv1jBQ/69atMzXf8RQUFJz3sbHOkcIHAAAAthE+ucCBWZfpoLa2Vl6vV+vXr5ff79fevXtHdWdKS0vPmPtzurMNY/N4PAqFQqqsrDQt5/EYsRiraBKGugEAAADjCAQCamlpiTrOeBuKVldXq7y8XI2NjZH7R+b91NfXq7S0VMFgUNXV1SosLDyv4Wput1uBQEB1dXWRDlCsrF+/Xrfddpvuv//+cz42Ly+PDUwBAAAwM9ipYRAIBMZdFOFcud3uM5Z4DoVCKi0tVVVV1ZhF0cjcn8LCQtXX12vdunXnVfjk5uZKkhoaGs4v+XOQnZ2tkpIS3XbbbSotLdXVV1896WNj3S2i8AEAAIA9GOYvbhDN6gYejyemX8ZH5u6UlJRM+Li6ujp5vV4FAgGFQqFRc4AKCwvlcrkmNV9pKpa2fuCBByQNF3rFxcWSNKk9iAKBgNra2mKaG4UPAAAAYIGdO3dOelPS9evXq7i4WMFgMLLJaX19vYLBYOT6eHN9RobqTWZ1uGiVlZVFCpiRonGym5nGegNTCh8AAADYgiGZviCBjUbOnSE3N3fS84dGipbTCyW32y2XyyWfzzfhAgcjxdGaNWvOP9lJGhlWN7Ix62Q1NDREukWxQuEDAAAAWKCwsFDV1dUKBAKRLs546urq5PP5RhUTPp9Pbrdbfr9/3ONCoZACgYAkqby83JS8J+J2u3Xrrbfq9ttvP6fj1q1bp9ra2hhlNYzlrAEAAGAbRtjci50VFRWpqKhIq1atmnD+TX19vWpra8cscEpLSydcpnpkb5zxFlAwm8fjOWsRN578/HyTsxmNwgcAAAA24ZBhmHuR7L2Xj9/vl8/nU35+vqqrq0cVQMFgUOXl5SovL5ff7x9z6FhJSYmam5sj839OP7a4uFi1tbWqqqo66wIKZtm4caNWrlx5XsfGetU5hroBAAAAFvL7/ZEip6qqKlL8jKyMVlFRMeHxFRUVqq+vV3l5uYLBoILBoNxut3w+n1pbW6dkUYPpgMIHAAAAtmAYMVjcwM6rG5zmbHN1zuZsCxxMB5deeqlee+21mMVnqBsAAAAAyzU3N8c0Ph0fAAAA2MZ06dDMRPfcc0/MYu/cuZMNTAEAAABY76677lJbW1tkY1KzsYEpAAAAZgyz5/jAPG63W8FgUBUVFZGNSs2ybds2NjAFAADAzMFQN/vKzc3VrbfeqltuucX02KtXr45qcYfJYHEDAAAAAGfl8Xhiugnq8uXLYxZbouMDAAAAGzEY6mZbGzdujGn8bdu2xTQ+HR8AAAAAcY+ODwAAAGxheANT82MCEoUPAAAAbIRCBbHCUDcAAAAAcY+ODwAAAGyDfXwQK3R8AAAAAMQ9Oj4AAACwBUPmz/FhyhBGUPgAAADANljcALHCUDeTBYNBFRQUKBgMWp0KAAAAgJPo+JggGAwqEAhoy5Ytqq2ttTodAACA6clwmL+4AYsl4CQKnyiEQiHl5+crNzdXHo9Ha9eupfCBLRiGofBAWM5kp9WpTKnOQy3av2WnCv7leiUnJ1udjqWCW57Q/qrfadGnr1f+h95jdTqW+su/3q2WXR1KnxvWitr/sjqdKbPrI19U2xtpSk3r0bXbNlqdTtQONTyvpi88qqHBRGUtbJXH/w2rU4rYX/dHvfrl32qgP0k5s5v19scrTYv96JX36tCBPDmdYV18Zac+8MRnTYsNzDQUPlFwuVxqbW21Og3TbC6o0p79s2TIoQtzOvTZo6Wmxf6f2Q/oaFu6UpPCWvrOfq2p+4RpsaO1aX61jjRnKjlpSPkXn9BNu//N6pSi8uu/qtSrz81X/4BTua5OFe3+sLKzs61OK+Z+d+PX9cquCzU05NTT935fb7t1lrxfusnqtCzx5N99ScFnFykcvlAHPveyDm56XO/adpfVaVmiYfXtCj6XL8OYJR00NOgr1zvqK6xOK+b+csvt2hdYJMMYHtH+lO9OvaN+er8GXv7sz9QRypMkdbTNUuqXv6krvvY5i7Ma9vK//15trTmSpK6OdDmLv6Dl/nujjnv4xX167bUFGgoP/3cc2DUzTmYxxQexwhwfROx+PUsdA4nqHHBqz/Fs/fEHz5gS93uXfFtvNGeqb9Cptp4kvfa0fertRz1368DxbA2GE9Tdl6QDB3OsTilqB17NUf9AoiSHWkKZ2n7dZqtTmhJHg9kaGhr+UtDbm6Ijj75ucUbWCR3IVPjkF6WhIae6QrMszsg6nUczI1/+JYe6OrMszWeqdL2RdNrzlro6pv9roLc7NXI9HHaqJ7DfwmxG6+tNiVw3jASFO835evXK7fdHih5J6utPVF9fnymxgZmIwgcRA+FTY2AHDWnnF54yJW5fV9Ko24ND9nnZ9baNPnsWDtsnt/PleNNQZscMOXeWmDg06rbzTbdnkpTU/tG3U2buF6WUtF6dfv44fVaXdclMoaSUTjkc4cjtTFe7hdmYIzs3FLmektqrcEJo3MdOtZw5LRp5naWm9WrIMOff2/W2bOVknXrNzp8bkhHnS54ZksKGuZf4/hfDubDPqXdY7sLsHr0eSpPk0AWZfZqTZc7ZtAsX7dSRtpVq60lSgsPQwpwOU+Ka4aKLG9QcculYKF2JCYYunDv9hy7m5Tarty9Jff2JmpPXoeS0w1anNCVcc/arry9Z3T2pyslpU1LqzHjeY5lT8LSGBt+pjrZZys5pV9KsA1anZJl5V/5BhvFudbZnalZWp1Lz3rA6pSmRftFRXTiUor6edKWm9ygld6/VKUVtzlufVFr6Mg0NOWWoXxmea6xOKWL+Nb9VUtJ1khI0MNCv9KuvMCXu1RV36vDv/1WzWy5WQoKhjOz9Sk1NPfuB05whFiNAbFD4IGLZW55W+ivLlJDgUFbmYa3dvcGUuO/49T3qfvfdag1dpIFBQ5dc8rwpcc3wVzselrHqE9q7520aGgyr4LIXrE4patmzD2tWzlE1H1mgRUt2K+/zd1qd0pSY8+G/1oKd9+n4vnzNvugNOdd83eqULHNJlV85X/17aTBdDkevjA9vsjoly7i/8Uc5P/M3Spvbq4Eup1LW/T+rU5oSS79bo+c//E+6eMUx9bcla9btP7A6pagVfLNOwdvWalbWoA61enTFV2+1OqWIgg1/UnvRLcrM7FZnXqGu2nizabGv+/nX9dQNd2swnKB3/nLmLM4BxILDiPee6RRznBxn1NTUJLfbfd5xvF7vmD/fvXu3li5dqsbGxvOOPZFN+ZtldPfrw89/TDnzzBsT3t3dq4eXfk8p+XP0z79dbVpcs/xkzW+UfWWurv8P+5xBjMZA34AOPnVcF79nQeQ1CQDAWEa+c8Tqu8W55HE40Kp1TnNOvI7YPLReCzw5lj8/WI+OD0a5de+6mMRNT0/VLa/b5+zcm/1DzY1Wp2CqpJQkLX7vQqvTAAAAsA0KH5sa76zEeJ0gAACA6c6Q+YsRMLQJIyh8AAAAYBthKhXESFwXPoFAQC0tLVHHcbvdUc3XAQAAAGCtuC18AoGAacPC3G63mpqaTIkFAACA8dHwQazEbeHj8XjifpMvAAAAAJMTt4UPAAAAphdD5s/x4TQ4RlD4AAAAwDYoVBArCVYnAAAAAACxRscHAAAAthG2OgHELTo+JqqtrR3zOgAAAABr0fGJUkFBQWSvoFAoFPl5eXm5NmzYELnd2to61akBAABMO8zxQaxQ+ESJ/X0AAAAA+6PwAQAAgC0YMn+ODx0kjKDwAQAAgG2w/zxihcUNAAAAAMQ9Oj4AAACwDZazRqzQ8QEAAAAQ9+j4AAAAwBYMmb8YAVOGMILCBwAAALbBUDfECkPdAAAAAMQ9Oj4AAACwDTo+iBU6PgAAAADiHh0fAAAA2AKLGyCWKHwAAABgGwx1Q6ww1A0AAABA3KPjAwAAANswGJyGGKHjAwAAACDu0fEBAACALRgyf44P/SOMoOMDAAAAIO7R8QEAAIBt0KFBrFD4AAAAwDZYzhqxwlA3AAAAAHGPjg8AAABswpDhMHmwm8HgOQyj4wMAAAAg7lH4AAAQp4437FNfV4/VaZim6Ye/VeBz31M4bL9ZIM989iHVvbtCXS3tpsbtau/V/17wgKovedDUuHY1spy1mRf6PRjBUDdE9PT06auzf6xwWPr8c3+tBUvmmBb7l5/fod9v2q/UxLD+s/1m0+Kawf/3fj2/vVspzrA+f/jDSk9PszqlqHS1davK/Yh6+hM1O6tbpQdvszqlKdHZ0qkfLn1End0pysvu1CcOfMrqlCzT/MZxPXbtY+roTFN2Vpf+dudqzVlg3vt5Ojn68n79uvBX6uhIV0Z6r97y0TS9feM/WZ1WzDXvPapfvvcxdXWlKzFxUIvd+1X45FesTisqv/Zu0P798yU59OrPv6s1r35KCQn2OH/7s7dVnsxtoQ5cuUXv/eUq5V/tNiX21+c+qlBfpiTpruzv6c62j5sS187sV9YiXtjjLwZs4TNZW/RSr0Mv9ztU/pbfmBb3qf99Uj/61mHt7UvU7q5krc/4vmmxo/X8jwPa9vMBHehOVlNHqjbMrbE6pajdv/jHeqNllo53purlQzl64OL7rE5pSjz8lh/pcHOWOnpStO9Inn6YPzOe91h+894fq7k1U/0DiTrenK0d73nY6pQs86cP1ai9PUOG4VBnV5reeOyE1SlNiT+vfkhdXemSpMHBRLUcz7U4o+gdO5YnySFJam+fpe3v+Jq1CZ3mxIkcjeTW3Z2qlz/5iClxf1F8v0J9p85RH+5M1eDgoCmxgZmIwgcRx087xdIaNvTlnCpT4v7mi6/o9D/Tx/udpsQ1w7Z/adTgyQ8rSWrtm/5N0I7e5Mh1Qw4N9CdP8Oj40dufNOr24KB9XmdTbehNz31ocCb/qXeMumW86Xa8crxpcnhCwvQ/h56UeOqTxOEwNGSjp5SSMhC57nAYChtD5gQ+3KTE0/5bpicOqbu725zYNmaY/D9gxEz+NMSbzDrt+0CapBSj05y4Sd2jXmiuRPt8WuVmHVbiaX8U81Kn/5m0OZmnPhSTEsIywgMTPDp+5GR1Rr7sJTmH5HT2W5yRdTKz2yJfElOSB5ScHD9zPM6Va+5+zcrolmQoPa1PqakdVqc0JfIKfq+5c1qUmDioWbO6lD6rzeqUojZn3hFlZnYpLa1XFy8+qOx5L1idUkTe3EPKy2tT5qxuuQv2a/aC502Je93Wf9eS2W2anTag+Rl9WpDdoaysLFNiAzPR9D+9DdPkp/SpeTBFhqRcZ1hvLX+nKXHnLu3X0r/0q2UgURnOsFIc9vniccnnrlfzV3erayBZqYlhJTpCVqcUtcsvf0pJiW/XwKBTTsegZs8+ZHVKUyL/kl1yOK6WQwkaGBzSnLn7rE7JMpnzm7U43Cc50jXQN6ScufutTskycz/xt0rb8kMd2XepUtJCSp3VZXVKU+Kamt8o57a/1t5dV2tW3gkN9E7/j/vU2R3yvu0v6mpzKdPVrEuqfmZ1ShHZV1+gS52/UbgvXQP9g7rih7WmxM2dm6P5eW9ohadN4UGnXtszz5S4djayuIHZMQFJchgGi5tPJ16vV5LU2Nhoeuz7vD/QJXpFCXLqpaBLn2v9vGmxNy3YqCX57RroN9TzN3+nf/jqO0yLHa373f+jKxYeVG+fU+m3fkTv/uSVVqcUta1XfFlzZvfqlQNzdEvwDqvTmTI1K/5Huc4TOpFwoT785K1Wp2OpFx57Sa9+5eeas+Y6vftL77Y6HUsNDQ3p6a//WVd89ArluF1WpzOlhvqHlJCUIIdjZgzxw/mJ5XeLc81jb6BFNzj+y9S4jxtfUr4n1/LnB+tR+EwzdvnjBAAA4oNdvltQ+CDWpn/vGwAAAHHDPjOBp15lZaW2bNkiSQqFQnK73SovL5fP55v08XV1dXK5XJGflZaWTvr4eEfhAwAAAFgoEAiouLhYHo9H27dvjxQu9fX1KiwsVFlZmSoqKsY9PhgMqrCwUD6fT3V1daN+7vV6tWbNGlVVmbNa73TGqm4AAACwBUOS4TD5YvWTOouR4sTlcsnv94/q1vh8Pvn9flVWVqq6unrcGIWFhXK5XGcUN263W9u3b1d1dfWEx88UFD4AAACARYqLiyVp3I5OUVGRpOEha2OprKxUMBjU+vXrx7zf4/HI4/GotLRUoVAo+oSnMQofAAAA2EZYhqkXO6uvr1cgEJCkCefhjNw3VtdmZE7Q+R4/k1D4AAAAwDbCJl/s7PT5OBPxeDySJL/fP+rnoVAoUjidPkTuzQoKCiSdKpJmKgofAAAAwALBYFDSxEWLJOXl5UmSGhoaRv28pqZG0qnCaDxut1uSIkXSTEXhAwAAAFswJBmm/2/6GymMQqHQqHk6TU1Nkzo+Nzc3cn0mz/NhOWsAAADEtd27d0c2an0zKzc2HenEnK0YOb3AaWlpiRRCIx2j0wubsZzeUTr9+JmGjg8AAABsYybN8Vm7dm3k+kTFz+lD1KLt2NDxAQAAACwXi5XYDC1dutTSzs54PB6PioqKVFtbq/r6+sjS1acLhUJnzO05/b5z1dLScs7HxAs6PgAAAIBFNm/eLJfLpQ0bNox5f3l5+ag9ek4fpnY+Q9bONiwuntHxAQAAgC0YkgyH+TGjEQgETOmSuN3uyJye07lcLu3du1fFxcXyer3avHmzPB6PAoGAqqqqVFxcHJnLI40uXCZbxMzk4W2no/ABAAAAxhAIBMZdFOFcud3ucVdhc7lcqqurUyAQUH19vaqqqlRQUKCKigq5XC5VVlZGHjdWx+dcCrOxiq+ZgsIHAAAAtmH+HJ/z5/F4ZBhTl4/H4xlzT56Rgsnn8436+cjGpGfr6JxeGM3UFd0kCh8AAADYSHzsvGOu+vp6SVJpaemony9fvlySRg2FG8vI/Wfb6DTesbgBAAAAYJFAIKDy8vJxuzbBYFDBYFBut/uMjo/H4xm1uel4RjpGpy+fPRNR+AAAAMAWDJm/j4/d+0fFxcWqrKxUeXn5mPdXVFRIkvx+/5j3l5SUSJJqamrG/R21tbWjHjtTUfgAAAAAFhnp2BQWFp5xX319vaqrq1VRUTHuMLWKigq53W5VVVWNeX99fb2CwWBkoYSZjMIHAAAAthE+uYmpWRe7q6ioUFFR0ajCJhQKqbKyUoWFhaqqqlJZWdmEMerq6hQKhc6YAxQMBlVcXKySkpKzxpgJWNwAAAAAsIjP51Nubq5KS0tHLVLg8/nU1NQ0qeWnR5bKLi8vV2Fh4ah5P36//4y5QTMVhQ8AAABsw/49GvN5PB7V1dVFHWdkPhDGRuEDAAAAWzAkhR3mlj4zsZDC2JjjAwAAACDu0fEB4tDg4JA6jvcoZ8Esq1OZUoefP6Knvr5TNzzoU0ZWmtXpWOpP/7ldf6neo7eVFui6L8/ssd2PrazWsd2Gslx9umn3Z61OZ8rUXvU/OnFkltLS+vRPTbfK6XRanVJUmn71nLZ/8s8aHHRq7pw2Fb30eatTivjLQ3/SE2WvqL/fqXl5bfrnvea9zr7iekh7O5PkdEiXLRjSF9/4uGmx7SkWCxLQ88EwCh9EfCrje3qxf0BhSQVK0vcGPm5a7H9O+p4OGINKU4KuWZyir+75iGmxo3Vr8g90YCisZIdDl6eFdVfHzVanFJV7L3xIuw6laEDS7MSw/vPgX2v2nDyr04q56kuqFAhmachw6LePPaaVNyXrH35YZHValvjBZffp+dfmKGy41PTVE3rloft0877PWJ2WJba89Rv6y+6FMuSQjhn6weL79NEZ8G/xs3ferZd2XyTDcEjK1A/zq/TxNz5ldVpR+c1HG9XaniVJautI07a1VXrfltKzHDU1dtz+qprbMyRJHT0p2vLWu7X2hTuijtv05736S0eShiTJkF44NL2LV8BqDHVDxLP9/epwDKnLMaSX1KfH7vmjKXE/n/GAghpQv8NQm2NIz73eb0pcM3xtzma9Hg5ryCH1yNC+nun/lmg6mqyBk9dPDCbou+6fWZrPVHnjUJqGDIckqWcoQa/+st3ijKxz7NgshU/+WwwZDrV1pluckXVaT8waLnokSQ61dc2Mf4vQwbSTRc+wjq7p3wHt7k2KXB8KJyi0q9PCbEbr6T91HtkwHBrqTTYl7u8+sXW46Dmpz5B6e3tNiW1nhskXYMT0/5YH0wye9udhSIZ+UvaiKXG7+0efoRo07PNnqLdz9FvAPpmdv4Q3TQpNcIzzwDiTkhgedTvZOTTOI+NfevLA6NspA+M8Mv6lpfTp9Hd2VkaPdclModS0LiUknHpP5LrsUyScrzm5HZHr6an9MhJaLMxmtAWz2zXyOstI7Vc4HDIl7qIVuZo38hFqSItTwgqHwxMeM90ZMn8fn3j4bIc5GOqGCLeS9arRJ0labKToQpM+VK5ID+pwV75OOIaUaDi0yGGfVv2lea/q2LErdHDIUJIcWpQ8/f88LkjrVU9XunrD0sKUIbnSj1qd0pSY7zqi3sEL1NHv1LyMfqWnzoznPZaLFz+jofDb1dqVqrysHmVlHbA6JctccvmTSnBcp9bOdLlm9co1e6/VKU2J7IuO65KBJPX1pykttU/ZeU1WpxS1S6/4o9JTVyhsJCg81K+Ff3ut1SlFXLHs90pyvkMOh9Q30K8FhW8xJa7vezfr1d98TUe6LpLDkOZlH1B6+szoWgKxQMcHEe+bs19XhZO1zEjR5Ukhfb3/c6bELTn673pHxjFdpSQtkUPLZu83Ja4Zbj5QoesvfE2XJwwqP6FfV8573eqUopaT16F3XBBUfnqHVlz8snxb/9HqlKbEW7/q0w3X/knXXRLUO67cpXf98KNWp2SZG/60SW/3Pq2/XvWUVizbqeu2fNrqlCzzzscf0cWLX5Ov8E+6bOkLeufPv2x1SlPihm33KHVWu65esUuLFjXpnb/cYHVKUbvu1z+SK/egFi/ep8yrFurdd/+t1SlFrHhsixKTu5Sbe0ILi5ZpVZV58ws/uud2patPycaAPv5a9POGpgOzOz7ACIdh2GjcEc7K6/VKkhobG2MS/7OLf6Tuo4P61om1yshINS3uwMCA7siv1UXXzdEXauy3wtQPyp7WRW/L0fX/dJnVqZgiHA6r+VCn5lyYZXUqAACbi/V3i3PJ45XACV2V+CVT4z43+F+6zDPb8ucH6zHUDaN8e19sVltLSkrS/xy4KSaxzfDRSvsMmTBDQkICRQ8AYFqK71lMsBKFDwAAAGxheCU2cwcjMbQJI5jjAwAAACDu0fEBAACAbbAgAWKFjg8AAACAuEfHBwAAADZhKOwwu+NDBwnD6PgAAAAAiHt0fAAAAGALhsxfzpp+D0ZQ+AAAAMA2WNwAscJQNwAAAABxj44PAAAAbMPsDUyBEXR8AABxbXBwUK88tkd9vf1WpzKl2o926JG3P6RnH3jG6lRM8/Cyam2+6H4de/Wo1amcYdNFm/StOZvV8K3fmxq38Sev6JaU7+nWlO8r1NJuamxgpqHjg4jntr+uz9/wuAxJ/1R6qT7xnetNi/0v836o15p7lSanfti8RlnZs0yLHa3PZn5f+3qGlOZwqPwn18nzgcusTikqu7fvU8WNv1e3YWhBovSt3o9ZndKUeLluj779gafVMeTQ3OQhbWy/SUlJSVanZYnnHt6l7338JbUPJMiVPKS137lM19yywuq0LNFw/x+05bP71T3oVIpzp666IqSPPX+b1WnF3As/fkYP//Me9Q5mqHFnUDu/3KB1hz5ldVpRuW/uA3rjRLYk6f6r6nTzS+/RovyLLM5q2DdyH9TrrTmSpINfOKDe8BN61+ei/wwdGBjQl4ueVJdjeLr/bfO26pGBj0cd186GFzcwt+ND/wgj6Pgg4uM3/kKvObu0x9mlb1S/oL6+PlPi3vd3P9FvW9q0P6FXryZ06aa8H5sS1ww/uuVXaujp0zHHoF7XgP7rH560OqWo3f3+3+uwEVabDL08YOiOtIesTmlKPPB3T+rEkEN9kvb3O/XfeT+yOiXL/KT0ObUNOGXIodb+RNV/4QWrU7LMb7/0mroHnZKkvqEEHX4jzeKMpsbv/22Xek8+77Dh0PGODIszit6xtvTI9c6+JNW956cWZjPa8c7UyPW+IadeqHzZlLibrv1BpOiRpBNGWAMDA6bEtrOwDFMvwAgKH0SEHKf+mLYnDOojJn1h/tMvW0ZtRtbiGDQlrhn+8P2jCjtO3e4wzF5Ec+p1h0/7I++QwnJal8wUGjAco24PhR3jPHIGmsH/FImO0e/pxITp/x6fjKSEoVG3U5OGxnnk9JGefOozyukwNDhkn8+SrNTRuQ2Fzckts++EUk/72+ZyJKi3t9eU2MBMROGDiDwjOXLdFU7SHJnT8Znr7FKSceqltvC032O1/LSDSjsttwsc03/058JEaaTOTJdDGpoZ8xpmp/RpZGBbhkNKCJvz+p2OZme0KTNxSJKh7KQhJTpm7helRQtf0vxZvUpOCGt2er9SnJ1WpzQl3Euelntuu2alDGpeVrfSk6f/816Qd0LzXd3KndWryxY2a87sQ1anFLFw9n5dnNupeVk9WrqgRfNmHzQl7tqdn9USp3SxI1EFCYmao0FlZmaaEtuuDJO7PWEZLJaAiOn/LQ+muWIorDnhTBkylGyEdfP2G02Je9XNF6l5c7O6ExxKNxLkMtpMiWuGf3jyI9q3rF79SlGyHJqT3Gx1SlFbfuFLch5YKofDoYHBAc2+aPqf6Z2MC3IPSeE5cjiS1TfYq9y59jkbPNUWXr9AWc+8pIPHFygro00JeSlWp2SZt/+qTHM+/iW9tPsKXbDgoJqTLrU6pSmx6rc/0Kz3f0J9vTlKSu5RsOttVqcUtXk+t65q+alkpCl0PEnX//HbVqcUsey+IvX97/8oMdmpI/sz9f5AhSlx09LSlDtnSO/NOqhwOEHPD11oSlxgpnIYhkEZPI14vV5JUmNjo+mxf1LdqKayp5Qkh55LytCDxz9uWux/nf+Qlgz2qKtfKm4sVv6lc02LHa37P/YbDfyySd29Dt3c9BHNm5dtdUpR+1Lu/yk33KeklRfpM1s/YHU6U2bHt57TH78U0DvvuUarSt9idTqW6uvr16++vEvv/cKVypmbfvYD4lw4bCghYQaP+QMmEMvvFueax4uBY7o46Q5T474+cLfe4plr+fOD9Sh8phm7/HECAADxwS7fLbxer17cdUwXmVz47B+4W29ZRuED5vgAAAAAmAGY4wMAAABbYB8fxBIdHwAAAABxj44PAAAAbINNRxErFD4AAACwBUPSEEPdECMMdQMAAAAQ9+j4AAAAwDYY6oZYoeMDAAAAIO7R8QEAAIAtGDJisJw1HSQMo+MDAAAAIO7R8QEAAIBtDDnCVqeAOEXhAwAAAFtgOWvEEkPdAAAAAMQ9Oj4AAACwDbM7PsAIOj4AAAAA4h4dn2lm79696u3tldfrtToVAAAQB3bv3q3U1FSr05AkDRnH1N7/bVNjho3jkuaZGhPTE4XPNJOVlWV1CjjN7t27JUlLly61OBNg+uJ9BEQvmvdRamqqLb5fXH755TGKPD+GsTGdOAzDYCAlcJ5GOm+NjY0WZwJMX7yPgOjxPgLOjjk+AAAAAOIehQ8AAACAuEfhAwAAACDuUfgAAAAAiHsUPgAAAADiHqu6AQAAAIh7dHwAAAAAxD0KHwAAAABxj8IHAAAAQNyj8AEAAAAQ9yh8AAAAAMQ9Ch8AAAAAcY/CBwAAAEDco/ABAAAAEPcSrU4AiEelpaUqKChQWVnZWR9bWVmpuro6uVyuUcf7fL4YZgjYRyAQUFVVlRoaGhQIBOR2u+XxeLR27VoVFRVNKgbvI8xEvO6Bc0PhA5isvr5e1dXVqqiomPBxwWBQhYWF8vl8qqurG/Vzr9erNWvWqKqqKtbpApYqLy9XMBjU+vXrI6/3QCCg8vJyFRcXy+PxyO/3y+12j3k87yPMRLzugfPjMAzDsDoJIJ7k5OQoFAqpoqJiwo5PQUGBXC6XGhsbz7gvEAjI6/WqqqpKJSUlsUwXsEx1dbWamprGPUlQXFys2tpaud1uNTU1jfkY3keYiXjdA+eHOT6AiUpLS8c9M326ysrKyFnusXg8Hnk8HpWWlioUCpmcJWC9kZMDE3VGN2/eLGn4LHZ5efkZ9/M+wkzE6x44fxQ+gEnq6+vlcrm0fPnysz52y5YtkjThOOyR+6qrq81JELCRhoaGyLCcYDA45mNcLpc8Ho8kqba29oz7eR9hJuJ1D5w/Ch/AJGc7ez0iFAopEAhI0qgJqW9WUFAg6dSHHBBPRoqdQCAwZlEzYqSD+ubiiPcRZiJe90B0KHwAE5SXl0+q6JGkmpoaSYqcyR7PyBe+kQ85IJ6sWbNGbrdbbrd7wnkII0N13jyElPcRZiJe90B0WNUNiNLIB8vZPohGjDdJ+81yc3Mj10Oh0IRn94DpxuVyTeq90NDQIOnMwof3EWYiXvdAdCh8gCiVl5ePWk70bEaG7Jz+wTSW0z+oWlpa+ODCjBMIBCIdnzcvbsD7CDMRr3sgOgx1A6JQXl4+5mpTZmNlHsxEGzZskDQ8UduMDRl5H2Em4nUPnELhA5ynkbPR5/qF7Hw+hFpaWs75GGA6q6+vj+zh4/f7z7if9xFmIl73QHQY6gacp3Md4jbifIYcnG1YAxBvSktL5XK5VFdXN+Z7hvcRZiJe90B0KHwQlwKBgClnuUZWnXqzysrK8x7iNtkPIYYnwGqxfh+Np7CwUC0tLWpsbBz3ON5HmIl43QPRofBB3AkEAvJ6vabEcrvdZ6yiEwwG1dTUpLKysvOKOXLG7ly+UJ7Ll0bADLF+H42nvLxcDQ0NExY9Eu8jzEy87oHoUPgg7ng8HhmGEbP4paWlY845mKyRjeXOdkbu9A82VuTBVIv1+2gs1dXVqq6uPmvRI/E+wszE6x6IDosbAOcgGAyqoaFB+fn5ysnJGfNSXV0tafjM9cjPiouLIzGWL18eiXW23yVNfn8gYDqrr69XRUXFuEVPfX39qNu8jzAT8boHokPhA5wDt9ut1tbWCS8jHzQVFRWRn53eIfJ4PJEzcBOdtRsZGrR27dqYPR/ADgKBgEpLS1VXVzdup6eiomLUbd5HmIl43QPRofABLFBSUiJJqqmpGfcxtbW1ox4LxKNgMKh169ZNWPSMh/cRZiJe98D5o/ABYqS5uXnc+yoqKuR2u1VVVTXm/fX19QoGg6qoqGB8NuJWKBRSYWGhSktLFQqFFAgEIpf6+vrIpbS0dMyiiPcRZiJe98D5cxhTPXsViGOhUEj5+fmRjU0n2ucnGAyqsLBQPp9v1AdYMBiU1+vVmjVrxv1gA+KB1+tVIBCY1GOrqqrGPHvN+wgzEa974PxQ+AAmKCwsVENDwxljrkfOtq1fv37c5a/Ly8sVCARGjdsuLy+Xz+eLYcaAtaqrq1VaWjrpx9fV1U34nuB9hJmI1z1wbih8AAAAAMQ95vgAAAAAiHsUPgAAAADiHoUPAAAAgLhH4QMAAAAg7lH4AAAAAIh7FD4AAAAA4h6FDwAAAIC4R+EDAAAAIO5R+AAAAACIexQ+AAAAAOIehQ8AAACAuEfhAwAAACDuUfgAAAAAiHsUPgAAAADiHoUPAExz9fX1Ki4uVmFhobxeryorK61OCQAA20m0OgEAwPkrLS1VfX296urq5Ha7FQqFlJ+fL5fLpZKSEqvTAwDANhyGYRhWJwEAOHfFxcWqr69XY2Oj3G535OelpaWqrq4Wf94BADiFoW4AMA2Vl5ertrZWmzdvHlX0SJLX65Uk1dbWWpEaAAC2ROEDANNMIBBQZWWlPB6PioqKzrg/NzdXkrRly5apTg0AANui8AGAaaa4uFiSVFFRMeb9LpdLkhQKhaYoIwAA7I/CBwCmkcrKSgWDQbndbvl8vjEfM1LwBIPBKcwMAAB7o/ABgGlkw4YNkobn+IyHggcAgDNR+ADANFFdXR3p5ky0VPXOnTslnRryBgAAKHwAYNoYmdMz3hC3EYFAQJLOWO0NAICZjMIHAKaBYDAYGcJWWFg47uNCoVDkcRQ+AACcQuEDANNAVVVV5PpYS1iPaGhoiFxfsWJFTHMCAGA6cRhs7Q0Atuf1eiND2CartbWVeT4AAJxE4QMA04DD4ZA03O3ZvHnzuI/zer2R5a6bmppG3RcMBlVRUREphoLBoEpLS886ZwgAgHiQaHUCAICJnd7pKSwsHLeLc/r8ntLS0jNirFq1So2NjaPm/ni9XpWWlk64ShwAAPGAOT4AYHOnz9uZqDtTX18fuf7meUDFxcUqKSk5Y8GDiooKlZaWsvcPACDuUfgAgM2N7N0jTbxS25YtWyRJHo9n1OMCgYCCwaDWrl17xjEjhVRtba1J2QIAYE8UPgBgc83NzZImLnpCoVCkeBnZ72fESEE03vFut1t1dXVmpAoAgG1R+ACAzY10fCYqfKqrqyUNd3vePBxuZAjceHOD3G73qGFyAADEIwofALC5goICSeMXLpK0YcMGSRpzxbfJzt85fUgdAADxhsIHAGzO4/FIknJzc8e8v7q6WqFQSGVlZZHHni4UCk1qP5+Wlpao8gQAwM4ofADA5pYvXy5p7MJkZC8et9t9xtyec0XHBwAQzyh8AMDmXC6XioqKRu3nM6K4uFhut1uNjY0THg8AwExH4QMA08DmzZsVDAZHLUJQXFwsSaqrq5uwuMnNzZ1UN4cCCQAQzxKtTgAAcHYul0t1dXUqLy+PzPUpLCyU3++f1LETGRlCN9GqcQAATHcUPgAwTfh8vgmHtE10XCAQGHeRg2AwSNEDAIh7DHUDgDi3du1aSVJDQ8OY94dCIRUVFU1lSgAATDkKHwCIcx6PR263e8xhcbW1tZKk0tLSqU4LAIApReEDADOA3+9XTU3NqJXhQqGQysvLVVdXx1A3AEDccxiGYVidBAAg9oLBoMrLyyNFzsgeQD6fz+LMAACIPQofAAAAAHGPoW4AAAAA4h6FDwAAAIC4R+EDAAAAIO5R+AAAAACIexQ+AAAAAOIehQ8AAACAuEfhAwAAACDuUfgAAAAAiHsUPgAAAADiHoUPAAAAgLhH4QMAAAAg7lH4AAAAAIh7FD4AAAAA4h6FDwAAAIC49/8B07kAijTFqxsAAAAASUVORK5CYII=", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 272, - "width": 415 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "for si in range(5, 25, 1):\n", - " print(np.log10(fi4.sigma2_rule.pts[si]))\n", - " plt.scatter(grids[:,:,:,:,si,0].ravel(), grids[:,:,:,:,si,3].ravel(), c=logjt[:,:,:,:,si], s=1)\n", - " cbar = plt.colorbar()\n", - " plt.xlabel(r'$\\theta_0$')\n", - " plt.ylabel(r'$\\theta_3$')\n", - " cbar.set_label(r'$\\ln p(\\theta, \\sigma^2, y)$')\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Old" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "n_theta = 11\n", - "w_theta = 10\n", - "integrate_sigma2 = False\n", - "fixed_arm_dim = None\n", - "fixed_arm_values = None" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "N, R = y.shape\n", - "S = fi.sigma2_n\n", - "integrate_thetas = list(range(fi.n_arms))\n", - "if fixed_arm_dim is not None:\n", - " integrate_thetas.remove(fixed_arm_dim)\n", - "\n", - "etapts, etawts = np.polynomial.legendre.leggauss(n_theta)\n", - "grid_eta = np.stack(\n", - " np.meshgrid(*[etapts for k in integrate_thetas], indexing=\"ij\"), axis=-1\n", - ")\n", - "grid_eta_wts = np.prod(\n", - " np.stack(\n", - " np.meshgrid(*[etawts for k in integrate_thetas], indexing=\"ij\"), axis=-1\n", - " ),\n", - " axis=-1,\n", - ")\n", - "\n", - "# Compute mode and the inverse hessian at the mode via INLA!\n", - "if fixed_arm_dim is None:\n", - " mode, hess_inv = fi.optimize_mode(y, n)\n", - "else:\n", - " M = fixed_arm_values.shape[0]\n", - " y_tiled = np.tile(y[:, None, :], (1, M, 1)).reshape((-1, R))\n", - " n_tiled = np.tile(n[:, None, :], (1, M, 1)).reshape((-1, R))\n", - " arm_values_tiled = np.tile(fixed_arm_values[None, :, None], (N, 1, S)).reshape(\n", - " (-1, S)\n", - " )\n", - " mode, hess_inv = fi.optimize_mode(\n", - " y_tiled,\n", - " n_tiled,\n", - " fixed_arm_dim=fixed_arm_dim,\n", - " fixed_arm_values=arm_values_tiled,\n", - " )\n", - "\n", - "# Step 2: decorrelate our coordinate system.\n", - "# the negative of hess_inv is the covariance matrix. We take the subset\n", - "# corresponding to the dimensions we will be integrating over.\n", - "w, v = np.linalg.eigh(-hess_inv)\n", - "axis_half_len = np.sqrt(np.abs(w))\n", - "\n", - "# Step 3: explore the coordinate system axis to determine the necessary domain scale.\n", - "mode_logjoint = fi.log_joint(y, n, mode)\n", - "log_tol = np.log(1e-10)\n", - "lr = 0.25\n", - "for eigen_idx in range(len(integrate_thetas)):\n", - " dir_steps = np.empty((2, *mode.shape[:2]))\n", - " for i, direction in enumerate([-1, 1]):\n", - " step = np.full(mode.shape[:2], direction)\n", - " for j in range(10):\n", - " probe = (\n", - " mode\n", - " + axis_half_len[..., eigen_idx, None]\n", - " * v[..., :, eigen_idx]\n", - " * step[..., None]\n", - " )\n", - " logjoint = fi.log_joint(y, n, probe)\n", - " delta = logjoint - mode_logjoint\n", - " step = (1 - lr) * step + lr * step * (log_tol / delta)\n", - " step[step * direction < 0] = direction\n", - " dir_steps[i] = step\n", - " # TODO: convergence test\n", - " axis_half_len[..., eigen_idx] *= np.max(np.abs(dir_steps), axis=0)\n", - "\n", - "# Map the coordinates from eta to theta space.\n", - "mode_subset = mode[..., integrate_thetas]\n", - "broadcast_shape = list(mode_subset.shape)\n", - "for i in range(len(integrate_thetas)):\n", - " broadcast_shape.insert(1, 1)\n", - "grid_theta = np.einsum(\n", - " \"klij,...i,kli->k...lj\", v, grid_eta, axis_half_len\n", - ") + mode_subset.reshape(broadcast_shape)\n", - "\n", - "# Map the quadrature weights from eta to theta space.\n", - "# We need to multiply by the absolute value of the determinant of the\n", - "# transformation. Because we have already computed a eigendecomposition, the\n", - "# determinant of matrix is just product of eigenvalues.\n", - "det_jacobian = axis_half_len.prod(axis=-1)\n", - "grid_theta_wts = np.einsum(\"kl,...->k...l\", det_jacobian, grid_eta_wts)\n", - "\n", - "# Reshape the final results to:\n", - "# (N, n_theta1, ..., n_thetaM, n_sigma2, n_arms + 1)\n", - "# The entries corresponding to theta_i will be full_grid[..., i]\n", - "# while the entries corresponding to sigma2 will be full_grid[..., -1]\n", - "full_grid = np.empty((*grid_theta.shape[:-1], R + 1))\n", - "full_grid[..., integrate_thetas] = grid_theta\n", - "full_grid[..., fi.n_arms] = util.broadcast(\n", - " fi.sigma2_rule.pts, full_grid.shape[:-1], [-1]\n", - ")\n", - "full_wts = grid_theta_wts\n", - "if fixed_arm_dim is not None:\n", - " final_shape = [N, M] + list(full_grid.shape[1:])\n", - " full_grid = full_grid.reshape(final_shape)\n", - " full_grid[..., fixed_arm_dim] = util.broadcast(\n", - " fixed_arm_values, full_grid.shape[:-1], [1]\n", - " )\n", - " full_wts = grid_theta_wts.reshape(final_shape[:-1])\n", - "\n", - "if integrate_sigma2:\n", - " full_wts *= util.broadcast(fi.sigma2_rule.wts, full_wts.shape, [-1])" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ4AAAEaCAYAAAAhXTHBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAmPElEQVR4nO3de7xVdZ3/8ddbEJrMRg2vKGFFpo6izJFk0JIkBFIJpxzUUcdmIkycLlpR/ia1pvmR119eUsmcSfOSTaKUKKjj5GU0L4gggQqII6IikohpGvD5/bHW0e1273PWOWfvtdfe5/18PPZjr8t3f9dnL9j7c77f9d3fpYjAzMwsL5s1OgAzM+tdnHjMzCxXTjxmZpYrJx4zM8uVE4+ZmeXKicfMzHLlxGN1J+k7ki5vdBxmVgxOPFZ3EfFvEfFPjY6juyQdL+lhSa9IWinpLEl9Oyi/T1r+tfR5nx4cu7+kK9JjPy/p62X7+0j6V0mrJK2X9Iikrbp7PLM8OPGYde69wFeBAcDHgYOBUysVlNQPuAn4ObA18DPgpnR7d5wBDAE+CIwCvilpbMn+M4G/AUYA7weOBf7UzWOZ5cKJx2pG0rckPZv+5f24pIPT7WdI+nlJueMkPS3pJUn/ImmFpNElZX8p6edpPQslfVTStyWtlvSMpDEldZ0gaXFadrmkL9X6fUXEJRFxd0S8GRHPAlcDI6sUPwjoC/y/iHgjIi4ABHwqjXczSdMkLUvf//WStung8McB34+IP0TEYuAnwD+kdW1NkhC/GBFPR+KxiHDisUJz4rGakLQbMBXYLyK2BA4BVlQotwfwY+AYYEfgL4GBZcUOA64iaTE8Aswh+b86EPgecFlJ2dXAoSR/7Z8AnC9pWJUYD5D0cgePAzK+3U8Ai6rs2xNYEO+ci2pBuh3gn4HPAp8EdgL+AFxcJd6t0zKPlmx+tKSuvYANwOfSbrgnJJ2U8T2YNUzVfmqzLtoI9Af2kPRiRKyoUu5zwK8j4h4ASd8l+TIudXdEzEn3/xI4ApgeERslXQfMkLRVRLwcETeXvO63kuYCBwLzyg+cHnOrbr/DJJ4TgDag2jWr9wHryratA7ZMl78ETI2IlWl9ZwD/K+nYiNhQoa7211eqa2eSxP1RYFeSLrk7JD0REbd15X2Z5cktHquJiFhK0u1zBrBa0nWSdqpQdCfgmZLXvQa8VFbmhZLl14E1EbGxZB3SL2VJ4yTdL2mtpJeB8STXYmpO0meB6cC4iFhTpdirJK2vUu8H1qfLHwRmtreygMUkSXt7SZdKejV9fCeti7L6SutqPxffi4jXI2IBcB3JOTArLCceq5mIuCYiDiD5cg3ghxWKPUfylzoAkv4C+EB3jiepP/Ar4Bxg+4jYCphNck2lUvkDS77YKz0O7OBYY0murxwWEQs7CGsRsLek0hj25u2uuWdIEtdWJY/3RMSzETElIt6XPv4tIv5Acr6GltQ1tKSuBemzp5i3puLEYzUhaTdJn0qTwZ9I/hrfWKHofwKHSfqbdKTXmVRJFBn0I+neexHYIGkcMKZa4XSAwPs6eNxd5b19imRAwd9GxAOdxPTfJO/7n9Oh0FPT7f+VPl8K/EDSB9O6t5U0oYP6rgT+j6StJX0M+CLwH+n7WQbcDZyWHmt34O+A33QSo1lDOfFYrfQn6YZaAzwPbAd8p7xQRCwCTibpEnqOpNtoNfBGVw8YEetJrg9dT3KR/mhgVvfC79C/kFxLmV3SOrqlfaekW9KuMSLiTZLBA8cBLwNfAD6bbgf4URrjXEnrgftJhmhXczqwDHga+C1wdkTcWrL/KJIW5kvAzcC/RMQdPXu7ZvUl3wjOGknS+0i+oIdExFMNDsfMcuAWj+VO0mGS3itpC5LrMwupMPTazFpTYRKPkmlBVkt6rGTbNpJuk/Rk+rx1ldeOTX+wuFTStPyitm6aAKxKH0OASeGmt1mXdPa9p8QF6f4F1X7f1giF6WqT9AmS4aNXRsRfpdvOAtZGxPT0xG4dEd8qe10f4Ang08BK4EHgqIj4fa5vwMwsJ1m+9ySNJ7meOp7kOuKPIqKj64m5KUyLJyLuAtaWbZ5AMtcV6fNnK7x0OLA0IpanF3CvS19nZtaqsnzvTSD5Qz4i4n5gK0k75h1oJYVJPFVsHxHPAaTP21UoM5CSHySSZP/yKVjMzFpJlu+9wn43tsKUOZV+A1K1/1DSZGAywBZbbPHXH/vYx+oVl5m1kIcffnhNRGzb3dePHvWeeGntpkxl5y/48yLeOcv4jIiYUbKe5XuvS9+NeSp64nlB0o4R8VzaRFxdocxKYJeS9Z1JLlpXlP7jzQBoa2uLhx56qJbxmlmLkvR0T17/0tpN3HnL9pnKbj1w5Z8ioq2DIlm+97r03Zinone1zQKOT5ePJ7nPSbkHgSGSdk1/CT+J+vyI0MysKLJ8780CjktHt+0PrGu/dNFohUk8kq4F7gN2U3KXx38k+SX8pyU9STJ6Y3padidJswHSGX2nkkydvxi4Pv11vJlZS6r2vSdpiqQpabHZwHJgKck8g19uSLAVFKarLSKOqrLr4AplV1EyA29EzCY5yWZmvUKl772IuLRkOYBC3p+pMC0eMzPrHZx4zMwsV048ZmaWKyceMzPLlROPmZnlqjCj2szMWtkbAcs3dPdmu63FLR4zM8uVE4+ZmeXKicfMzHLlxGNmZrly4jEzs1w58ZiZWa6ceMzMLFdOPGZmlisnHjMzy5UTj5mZ5cpT5piZ5eDN6MuKP38gY+ln6hpLo7nFY2ZmuWqKxCNpN0nzSx6vSPpqWZmDJK0rKfPdBoVrZmYdaIqutoh4HNgHQFIf4FlgZoWid0fEoTmGZmZmXdQUiafMwcCyiHi60YGYWQ5UciuBiMbFYTXTFF1tZSYB11bZN0LSo5JukbRnnkGZmVk2TZV4JPUDDgd+WWH3POCDETEUuBC4sUodkyU9JOmhF198sW6xmplZZU2VeIBxwLyIeKF8R0S8EhGvpsuzgc0lDahQbkZEtEVE27bbblv/iM2sZyLeflhLaLbEcxRVutkk7SAlncGShpO8t5dyjM3MrOEkfV7SIkmbJLV1UG6FpIXpKOCH8oyxaQYXSHov8GngSyXbpgBExKXA54ATJW0AXgcmRfhPJDPrdR4DjgAuy1B2VESsqXM879I0iSciXgM+ULbt0pLli4CL8o7LzKxIImIxgEpHAxZM0yQeM7Nm9kZszvI3t8tafEBZ99eMiJhR45ACmCspgMvqUH9VTjxmZsWzJiI6uj5zO7BDhV2nRcRNGY8xMiJWSdoOuE3Skoi4qzvBdpUTj5lZk4mI0TWoY1X6vFrSTGA4kEviabZRbWZm1kOStpC0ZfsyMIZkUEIunHjMzFqIpImSVgIjgJslzUm37yRpdlpse+AeSY8CDwA3R8StecXorjYzsxYSETOpMIly2rU2Pl1eDgzNObS3uMVjZma5cuIxM7NcOfGYmVmunHjMzCxXTjxmZpYrj2ozM8vBG5v68vTr77pTS6/kFo+ZmeXKicfMzHLlxGNmZrly4jEzs1w58ZiZWa6ceMzMLFdOPGZmlqumSTySVkhaKGl+2S1h2/dL0gWSlkpaIGlYI+I0M7OONdsPSEdFxJoq+8YBQ9LHx4FL0mczMyuQpmnxZDABuDIS9wNbSdqx0UGZmdk7NVOLJ4C5kgK4LCJmlO0fCDxTsr4y3fZcaSFJk4HJAIMGDapftGZmJf68qQ8rX9+q0WEUQjO1eEZGxDCSLrWTJH2ibL8qvCbetSFiRkS0RUTbtttuW484zcysA02TeNLbthIRq0lu6zq8rMhKYJeS9Z2BVflEZ2ZmWTVF4pG0haQt25eBMcBjZcVmAcelo9v2B9ZFxHOYmVmhNMs1nu2BmZIgifmaiLhV0hSAiLgUmA2MB5YCrwEnNChWMzPrQFMknohYDgytsP3SkuUATsozLjMz67qm6GozM7PW4cRjZtZCJH0/nb1lvqS5knaqUm6spMfT2V6m5RmjE4+ZWWs5OyL2joh9gN8A3y0vIKkPcDHJz1P2AI6StEdeATrxmJm1kIh4pWR1Cyr8npHk5yhLI2J5RLwJXEcy+0summJwgZmZZSfpB8BxwDpgVIUilWZ6yW1uSyceM7Mc/HlTH57/45ZZiw8om4V/Ruk0YZJuB3ao8LrTIuKmiDgNOE3St4GpwOll5TLN9FIvTjxmZsWzJiLaqu2MiNEZ67kGuJl3J56GzvTiazxmZi1E0pCS1cOBJRWKPQgMkbSrpH7AJJLZX3LhFo+ZWWuZLmk3YBPwNDAFIB1WfXlEjI+IDZKmAnOAPsAVEbEorwCdeMzMWkhE/G2V7atIphVrX59NMtVY7tzVZmZmuXLiMTOzXDnxmJlZrpx4zMwsV048ZmaWKyceMzPLlYdTm5nlYOMm8fIf/6LRYRSCWzxmZparwiceSbtIulPSYkmLJH2lQpmDJK1Lb3w0X9K77j9hZmbF0AxdbRuAUyJinqQtgYcl3RYRvy8rd3dEHNqA+MzMrAsK3+KJiOciYl66vB5YTHIvCTMza0KFTzylJA0G9gV+V2H3CEmPSrpF0p4d1DFZ0kOSHnrxxRfrFaqZmVXRNIlH0vuAXwFfLbu1K8A84IMRMRS4ELixWj0RMSMi2iKibdttt61bvGZdJr39MGthTZF4JG1OknSujogbyvdHxCsR8Wq6PBvYXNKAnMM0M7MMCp94JAn4KbA4Is6rUmaHtByShpO8r5fyi9LMzLJqhlFtI4FjgYWS5qfbvgMMAoiIS4HPASdK2gC8DkyKiNzuH25WE/4va71E4RNPRNwDdNjpHREXARflE5GZWe8l6YcR8a3OtnWk8InHzKwVbNq4Ga+/2r/RYdTCp4HyJDOuwraqnHjMzKxTkk4Evgx8SNKCkl1bAv/TlbqceMzMLItrgFuA/wtMK9m+PiLWdqUiJx4zM+tURKwD1kk6ATgCGEyaQyQREd/LWpcTj5mZdcWNwDrgYeCN7lTgxGNmZl2xc0SM7UkFhf8BqZmZFcr/SNqrJxU48ZiZtSBJp0qKatOHSVohaWF6D7OHulD1ASS3p3lc0oK0jgWdvqqEu9rMzFqMpF1Ifm/zv50UHRURa7pY/bjuRfU2Jx4zs9ZzPvBN4KZaVxwRT/e0DiceM7M8bBK8mvkrd0BZ99eMiJiR5YWSDgeejYhH1fEtNgKYKymAyzqrX9I9EXGApPXpa1X6HBHvzxIfOPGYmRXRmohoq7ZT0u3ADhV2nUYyifKYDMcYGRGrJG0H3CZpSUTcVa1wRByQPm+Zoe4OOfGYmTWZiBhdaXs62mxXoL21szMwT9LwiHi+rI5V6fNqSTOB4UDVxFN2nKHAgenqXRHRpcEFHtVmZtYiImJhRGwXEYMjYjCwEhhWnnQkbSFpy/ZlkhbSY1mOIekrwNXAdunjakkndyVOt3jMzHoBSTsBl0fEeGB7YGbaKuoLXBMRt2as6h+Bj0fEH9N6fwjcB1yYNRYnHjOzFpW2etqXVwHj0+XlwNBuVitgY8n6Rjq5Z1o5Jx4zM+uKfwd+l14XAvgs8NOuVODEY2ZmmUXEeZJ+C4wkaemcEBGPdKWOHg8ukJT5rnM9OMbYdHqGpZKmVdgvSRek+xdIGlbvmMzMequIeDgiLoiIH3U16UA3WjySri9dBfYBftjVerpwvD7AxSTTP6wEHpQ0KyJ+X1JsHDAkfXwcuCR9NjOzGqjwA9JyLwFnR8SPO6urO11tr0TEP5UEc0k36uiK4cDS9GIYkq4DJgCliWcCcGVEBHC/pK0k7RgRz9U5NjOzXqGzH5BK+gDJLbDrknh+ULZ+Wjfq6IqBwDMl6yt5d2umUpmBwLsSj6TJwGSAQYMG1TRQM7NqtBH6vtq6P52MiJckHZSlbKeJR9Jg4CTgw8BaYL6kX7dPFNfVe213Q6VheuXNvCxlko3JfEQzANra2iqWMTOzrsvay5Ql/d4ELOHt6yxDgbskXSypf/dDzGwlsEvJ+s7Aqm6UMTOzAsiSePpExE8j4g5gbUR8kaT1s4K05VBnDwJDJO0qqR8wCZhVVmYWcFw6um1/YJ2v75iZFVOWazy3S5oaEReRdl9FxAbgbElP1DW69FiSpgJzgD7AFRGxSNKUdP+lwGySX+QuBV4DTqh3XGZmvZmko4HDeXvmgl9HxLVZXpsl8Xwd+HZ6b4id0ovzrwEjSIbP1V1EzCZJLqXbLi1ZDpLrUGZmlo9PRsSk9hVJFwO1STwRsQn4gaTzgdEkv9vZmmQm03qPaDMzs2LqL+kzJCOKdwb+IusLMw+njojXSK6llF9fMTOz3ufLwBHAXiQDvDL3OrXuoHKzEodscVyjQzBrKRHxWkT8PCKmR8TPgX/O+lpPEmotb9wuX2HOH69sdBhmLaUn06e5xWMta9wuXwHglmd+1OBIzFrSKxFxZPr4PHB71he6xWMt6ZOfOYvfOuFYkWyCvq926X5pRdft6dOceKzljDj6XO67+ZuNDsOspUXEU2XrmadPc1ebtYy9TjkfgPuuOaXBkZi1LklPSrpB0umSJqTzeXaJE4+1jIXnfq3RIZj1BpcBz5NMIDAOeEzSQknfk7R5lgqceKwltLd2zKzu/j4ivhwRF0XEFOAA4L+AV4DzslTgxGNNb/BV093aMcvPOkl7t69ExHxg/4g4BxiZpQInHmtagy85B4AVx05rcCRmvcoU4N8l/VTSyZIuAjal+/plqcCJx5rS4EvOYcWJpzY6DLNeJyIWA8OBW4HtSO4KcKikLYDrstThxGNNZ/eZZzrpmHUgbYk8LmmRpLOqlBmbllkqKXO3gaRtgDNIJo1eA/wsIl6KiD9GxL9mqcOJx5rGiLnJZ2PxxNMbHIlZcUkaBUwA9o6IPYFzKpTpQ3JX6XHAHsBRkvbIeIjrgPXAr4H3AvdIGt6VGP0DUmsKE+89ifvGXNzoMMyawYnA9Ih4AyAiVlcoMxxYGhHLASRdR5Ksfp+h/h0jor0V9RtJvwCuAfbPGqBbPFZ4I+ZOY+ZIJx1rbtoEm7+a7QEMkPRQyWNyFw71UeBASb+T9FtJ+1UoM5DkPjrtVqbbslhbNqptOUnLJzO3eKywTp53DBcOu5r7xkxvdChmeVsTEW3Vdkq6Hdihwq7TSL7XtyZpgewHXC/pQ+mdmt+qosJro8K2SiYDv5J0N7AQ2BNYlvG1QMETj6SzgcOAN0ne2AkR8XKFcitI+hw3Ahs6+gez5jDx3pOYOfLqRodhVkgRMbraPkknAjekieYBSZuAAcCLJcVWAruUrO8MrOromJKuBOanj08BBwG7A48AXZqnquhdbbcBfxURewNPAN/uoOyoiNjHSaf5nTzvGHetmXXfjSSJAUkfJfltzZqyMg8CQyTtKqkfMInO7y79s/T5eGAuMJ2kRTWYpIGQWaFbPBExt2T1fuBzjYrF8nPhMLd0zHrgCuAKSY+R9BYdHxEhaSfg8ogYHxEbJE0F5gB9gCsiYlFHlUbEHcAd7euS+pKMiBsKfBz4ZdYAC514ynwB+EWVfQHMlRTAZRExo1ol6UW6yQCDBg2qeZDWfe3XdMys+yLiTeDvK2xfBYwvWZ8NzO7BcTYAC9LHVV15bcMTT0cXySLiprTMacAGoNq30siIWCVpO+A2SUsi4q5KBdOkNAOgra0t68U0q7Mblu3LhcMeaXQYZpaDhieeji6SAUg6HjgUOLhsVEZpHavS59WSZpKMUa+YeKxYBl9yDueNuZojPuykY9ZbNDzxdETSWOBbwCcj4rUqZbYANouI9enyGOB7OYZp3XTyvGNYceLVgKe/MetNCp14gIuA/iTdZwD3R8SU0otkwPbAzHR/X+CaiLi1UQFbNu5aM+u9Cp14IuIjVba/dZEs/dXs0Dzjsu47Z/EhnLr7HHetmfVihU481lpuWLYvp+7uhGO9kza+NR1Or1f0H5BaEzrrrLO4884737Ftyn/sx9JfHdWgiMysSJx4rOb2228/jjzySO68807mPDiQoUOH8stTlrPffpXmKjSz3sZdbVZzo0aN4pGRIxn4qU/xZeAxVnHo4YczatSoRodmZgXgxGN1MeSmm/hTyfqsWbOQxHve8x5ef/31hsVlZo3nrjari3sOOYSjePsmHf379+eYY47hqaeeamRYZlYATjxWUzcs25c777yTsQ8/zKuHHcafNtuMfv368cYbb7B+/Xp22KHS7Ehm1ps48VjN3LBsX4748CM8+OCDXH/99fTt25cpU6bwwAMPMGHCBJYt69K9osysRfkaj9VEe9IB+OY3vwnwjsEEN954YyPCMrMCcovHeuTkeccAeCYCM8vMLR7rNs+3Zmbd4cRj3ZLMueakY5bVZpug//pNjQ6jENzVZl1yzuJDADh19zkNjsTMmpUTj2XWPrO0mVlPuKvNMvHM0mZWK27xWIduWLYv4FFrZlY7TjxW1cR7T3LCMbOac+Kxqp6/+EONDsHMWlChE4+kMyQ9K2l++hhfpdxYSY9LWippWt5xtqJzFh/Cfdec0ugwzKyLJP2i5DtzhaT5VcqtkLQwLfdQnjEWOvGkzo+IfdLH7PKdkvoAFwPjgD2AoyTtkXeQraJ9JgKPXjNrThHxd+3fmcCvgBs6KD4qLduWT3SJZkg8nRkOLI2I5RHxJnAdMKHBMTWlk+cdw4XDrm50GGZWA5IEHAlc2+hYyjVD4pkqaYGkKyRtXWH/QOCZkvWV6Tbrgon3nuSkY9ZaDgReiIgnq+wPYK6khyVNzjGuxv+OR9LtQKWbtJwGXAJ8n+QEfR84F/hCeRUVXhsdHG8yMBlg0KBB3Yi4tbTPKj1z5MWNDsWspWlD0G/dxqzFB5Rdd5kRETPeqquD782IuCldPoqOWzsjI2KVpO2A2yQtiYi7sgbYEw1PPBExOks5ST8BflNh10pgl5L1nYFVHRxvBjADoK2trWqC6g2SrjUPlzYroDUdXXfp7HtTUl/gCOCvO6hjVfq8WtJMkssWuSSeQne1SdqxZHUi8FiFYg8CQyTtKqkfMAmYlUd8zcxda2YtbTSwJCJWVtopaQtJW7YvA2Oo/P1aF4VOPMBZ6XC/BcAo4GsAknaSNBsgIjYAU4E5wGLg+ohY1KiAi6591Jq71sxa2iTKutlKvzeB7YF7JD0KPADcHBG35hVcw7vaOhIRx1bZvgoYX7I+G3jXUGt7p4n3nsTMkW7lmLW6iPiHCtve+t6MiOXA0JzDekvRWzxWAxPvPQlwK8fMisGJpxdwwjGzInHiaXG7zzyz0SGYmb1Doa/xWM+cPO8YFk/0NR0zKxa3eFrQiLnJPKkeLm1mReTE02JGzJ3GfWOmNzoMM7Oq3NXWQpx0zIpLG4N+6/7c6DAKwS2eFtDeteakY2bNwC2eJjfx3pO4b4yHS5tZ83DiaWKDr5rOimOddMysubirrQm1d62tONZ3+Taz5uMWT5NJWjm+lmNmzcstniay+8wz3coxs6bnxNNEFk88vdEhmJn1mBNPExh8lbvWzKx1OPEU3Ii509y9ZmYtxYMLCmz3mWeyeKJbO2atQJs20eeV1xsdRiG4xVNAgy85B/A1HTNrTYVu8Uj6BbBburoV8HJE7FOh3ApgPbAR2BARbTmFWHODr5rOihPdtWZmravQiSci/q59WdK5wLoOio+KiDX1j6p+Bl9yjpOOmbW8puhqkyTgSODaRsdSD+2j1laceGqDIzEzq7+mSDzAgcALEfFklf0BzJX0sKTJOcbVYx85+zyPWjOzXqXhXW2Sbgd2qLDrtIi4KV0+io5bOyMjYpWk7YDbJC2JiLuqHG8yMBlg0KBBPYi85wZfNZ0V33DSMbPepeEtnogYHRF/VeFxE4CkvsARwC86qGNV+rwamAkM76DsjIhoi4i2bbfdtrZvJqP2UWtu6ZhZb9TwxJPBaGBJRKystFPSFpK2bF8GxgCP5Rhfl3zk7PN8LcfM6kbSUEn3SVoo6deS3l+l3FhJj0taKinXv4KbIfFMoqybTdJOkmanq9sD90h6FHgAuDkibs05xsyWfuPrjQ7BzFrb5cC0iNiLpAfoG+UFJPUBLgbGAXsAR0naI68AC594IuIfIuLSsm2rImJ8urw8Ioamjz0j4geNibRzHzn7vEaHYGatbzeg/Rr3bcDfVigzHFiafn++CVwHTMgpvuInnlbQnnDc2jHrxTZsQn9Yn+kBDJD0UMmjK6N1HwMOT5c/D+xSocxA4JmS9ZXptlw0fFRbqxt8yTms+Iav6ZhZl6zpaAaWjkYDA18ALpD0XWAW8GalKipsi+4E2h1OPHWy1ynns/Dcr3kggZnVXESM7qTIGABJHwU+U2H/St7ZEtoZWFWb6DrnrrY6+MjZ57Hw3K81Ogwz64XS3zMiaTPg/wCXVij2IDBE0q6S+pEM4pqVV4xOPDX2sdPP97UcM2ukoyQ9ASwhacX8O7xzNHBEbACmAnOAxcD1EbEorwCdeGrkY6efD8CSM93SMbPGiYgfRcRH08e0iIh0+1ujgdP12WmZD+c9GtjXeGpgr1POZ4m71szMMnHi6aGPnH0eS89115qZWVbuausm/zbHzKx73OLphmFfOp+llznhmJl1h1s83TDvMl/PMTPrLrd4slLyQ98AtM028NJLjY3HzJrLxg1sWvuHRkdRCG7xZNQ+l4QA1q5tYCRmZs3NiSeDvU45/50TG22zTaNCMTNrek48nRhx9LnJ9DcRbz/czWZm1m1OPFXsdUoyE8F915zS4EjMzFqLE08F7TNLm5lZ7XlUW5kRR5/LQrdyzMzqxi2e1IijzwXctWZmVm+FSDySPi9pkaRNktrK9n1b0lJJj0s6pMrrt5F0m6Qn0+etu3L8EUef64RjZpaTQiQeknuEHwHcVbpR0h4kNyjaExgL/FhSnwqvnwbcERFDgDvS9UyGfel8Jx0zsxwVIvFExOKIeLzCrgnAdRHxRkQ8BSwFhlcp97N0+WfAZ7Me29PfmJnlq+iDCwYC95esr0y3lds+Ip4DiIjn2m/9WomkycDkdPUNSY/VKthuGgCsaXAMUIw4ihADFCOOIsQAxYijCDEA7NaTF7+yae2cua9dNSBj8SK837rJLfFIuh3YocKu0yLipmovq7AtKmzLLCJmADPSmB6KiLZOXlJXRYihKHEUIYaixFGEGIoSRxFiaI+jJ6+PiLG1iqXZ5ZZ4ImJ0N162EtilZH1nknuIl3tB0o5pa2dHYHV3YjQzs/orxDWeDswCJknqL2lXYAjwQJVyx6fLxwPVWlBmZtZghUg8kiZKWgmMAG6WNAcgIhYB1wO/B24FToqIjelrLi8Zej0d+LSkJ4FPp+tZzKjh2+iuIsQAxYijCDFAMeIoQgxQjDiKEAMUJ46mp4geXTIxMzPrkkK0eMzMrPdw4jEzs1y1dOJp9FQ8Ver8haT56WOFpPlVyq2QtDAt16NhnFXqP0PSsyWxjK9Sbmx6jpZKyjwjRMYYzpa0RNICSTMlbVWlXM3PRWfvS4kL0v0LJA2rxXHLjrGLpDslLU7/n36lQpmDJK0r+Xf6bh3i6PD85nQudit5j/MlvSLpq2Vl6nIuJF0haXXpb/qyfvbr+floaRHRsg9gd5Ifff030FayfQ/gUaA/sCuwDOhT4fVnAdPS5WnAD2sc37nAd6vsWwEMqOO5OQM4tZMyfdJz8yGgX3rO9qhhDGOAvunyD6ud31qfiyzvCxgP3ELyW7L9gd/V4d9gR2BYurwl8ESFOA4CflOv/wdZzm8e56LCv8/zwAfzOBfAJ4BhwGMl2zr97Nf789HKj5Zu8UQDp+LpjCQBRwLX1qrOOhgOLI2I5RHxJnAdyTmpiYiYGxEb0tX7SX6nlYcs72sCcGUk7ge2Sn8jVjMR8VxEzEuX1wOLqTwzR6PV/VyUORhYFhFP1/EYb4mIu4C1ZZuzfPbr+vloZS2deDowEHimZD3TVDxA1al4uuFA4IWIeLLK/gDmSno4neanHqamXSdXVOlKyHqeauELJH9VV1Lrc5HlfeX53pE0GNgX+F2F3SMkPSrpFkl71uHwnZ3fXM8FycTA1f4gq/e5aJfls5/3eWkZRZ+rrVMqyFQ83YjpKDpu7YyMiFVK5p27TdKS9C+zmsQBXAJ8n+R9f5+k2+8L5VVUeG2XzlOWcyHpNGADcHWVanp8LsrDqrCt/H3V9f/IOw4kvQ/4FfDViHilbPc8ki6nV9PrcDeS/JC6ljo7v3mei37A4cC3K+zO41x0RW7npdU0feKJAk7F01lMkvqS3AbirzuoY1X6vFrSTJJmfZe+bLOeG0k/AX5TYVfW89TtGCQdDxwKHBxpx3mFOnp8LspkeV89fu9ZSNqcJOlcHRE3lO8vTUQRMVvSjyUNiIiaTSKZ4fzmci5S44B5EfFChTjrfi5KZPns53leWkpv7Wpr9FQ8o4ElEbGy0k5JW0jasn2Z5CJ8TWfRLuujn1il/geBIZJ2Tf8SnURyTmoVw1jgW8DhEfFalTL1OBdZ3tcs4Lh0RNf+wLr2rpdaSa/z/RRYHBHnVSmzQ1oOScNJPrMv1TCGLOe37ueiRNWegHqfizJZPvt1/Xy0tEaPbqjng+QLdSXwBvACMKdk32kkI1IeB8aVbL+cdAQc8AGSG8s9mT5vU6O4/gOYUrZtJ2B2uvwhkhEyjwKLSLqlan1urgIWAgtIPiw7lseRro8nGW21rNZxkAzqeAaYnz4uzetcVHpfwJT2fxeSbpSL0/0LKRkVWcP3fwBJ18yCknMwviyOqen7fpRkAMbf1DiGiuc373ORHue9JInkL0u21f1ckCS654A/p98X/1jts5/n56OVH54yx8zMctVbu9rMzKxBnHjMzCxXTjxmZpYrJx4zM8uVE4+ZmeXKicfMzHLlxGO9nqQ+kn6k5NYECyV9qNExmbUyJx6zZF6w5RGxJ3AB8OUGx2PW0pp+rjaznkiniZkYEe3z5j0FfKaBIZm1PCce6+1GA7vo7TvBbgPc3rhwzFqfu9qst9uH5C6w+0TEPsBcYH46eebPJP1E0jENjdCsxTjxWG+3NfAavHW7ijHAr0luW/GfEfFFkvvDmFmNOPFYb/cEsH+6/DXg5khuh74zb99dcmMjAjNrVU481ttdCwyTtBTYG/h6un0lSfIBf07Masq3RTCrIB3tdhHwJ+CeiKh2W24z6yInHjMzy5W7EMzMLFdOPGZmlisnHjMzy5UTj5mZ5cqJx8zMcuXEY2ZmuXLiMTOzXDnxmJlZrpx4zMwsV/8fwwARGzegdN8AAAAASUVORK5CYII=", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ts = np.linspace(-10, 10, 200)\n", - "theta2d = np.meshgrid(ts, ts, indexing = 'ij')\n", - "theta = np.stack([ti.ravel() for ti in theta2d], axis=-1)\n", - "for sig_idx in [10]:#range(0, sigma2_n, 1):\n", - " print(sig_idx)\n", - " logjoint = calc_log_joint(theta, sig_idx)\n", - "\n", - " levels = np.linspace(-10, 0, 21)\n", - " plt.contourf(theta2d[0], theta2d[1], logjoint.reshape(theta2d[0].shape), levels=levels)\n", - " plt.plot(*mode[0,sig_idx], 'kx')\n", - "\n", - " # plt.plot(new_pts[0, :, :, sig_idx,0].ravel(), new_pts[0, :,:,sig_idx,1].ravel(), 'ko', markersize=8)\n", - " plt.plot(grid_theta[0, :,:, sig_idx, 0].ravel(), grid_theta[0, :,:, sig_idx, 1].ravel(), 'ro', markersize=2)\n", - "\n", - " plt.plot(*(mode[0,sig_idx] + axis_half_len[0,sig_idx,0] * w_theta * v[0,sig_idx,0]), 'k*')\n", - " plt.plot(*(mode[0,sig_idx] + axis_half_len[0,sig_idx,1] * w_theta * v[0,sig_idx,1]), 'k*')\n", - " plt.xlabel(r'$\\theta_0$')\n", - " plt.ylabel(r'$\\theta_1$')\n", - "\n", - " plt.title(f'sigma = {sigma2_rule.pts[sig_idx]:.1e}')\n", - " cbar = plt.colorbar()\n", - " cbar.set_label('$log_{10}$ joint')\n", - " plt.xlim([ts.min(), ts.max()])\n", - " plt.ylim([ts.min(), ts.max()])\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sig_idx = 10\n", - "eta = np.stack([ti.ravel() for ti in theta2d], axis=-1)\n", - "theta = (eta * axis_half_len[0,sig_idx]).dot(v[0,sig_idx])\n", - "logjoint = calc_log_joint(theta, sig_idx)\n", - "\n", - "levels = np.linspace(-10, 0, 21)\n", - "plt.contourf(theta2d[0], theta2d[1], logjoint.reshape(theta2d[0].shape), levels=levels)\n", - "\n", - "plt.plot(grid_eta[:,:,0].ravel(), grid_eta[:,:,1].ravel(), 'ro', markersize=2)\n", - "plt.xlabel(r'$\\eta_0$')\n", - "plt.ylabel(r'$\\eta_1$')\n", - "\n", - "plt.title(f'sigma = {sigma2_rule.pts[sig_idx]:.1e}')\n", - "cbar = plt.colorbar()\n", - "cbar.set_label('$log_{10}$ joint')\n", - "plt.xlim([ts.min(), ts.max()])\n", - "plt.ylim([ts.min(), ts.max()])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "sigma2_post_fi, _, _, _ = fi.inference(np.stack((y, n), axis=-1))" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10,8))\n", - "for nq in [6, 9, 12, 15, 18]:\n", - " full_grid, full_wts = quadrature.build_grid(\n", - " fi, y, n, integrate_sigma2=False, n_theta=nq, w_theta=w_theta\n", - " )\n", - " pr = full_grid[...,:2].reshape((-1, fi.sigma2_n, fi.n_arms))\n", - " log_joint = fi.log_joint(y, n, pr).reshape(full_grid.shape[:-1])\n", - " integral = (np.exp(log_joint) * full_wts).sum(axis=(1,2))\n", - " denom = (integral * fi.sigma2_rule.wts).sum()\n", - " integral[0] /= denom\n", - " plt.plot(np.log10(fi.sigma2_rule.pts), integral[0] * fi.sigma2_rule.wts, label = f'quad-{nq}')\n", - "plt.plot(np.log10(fi.sigma2_rule.pts), sigma2_post_fi[0] * fi.sigma2_rule.wts, 'b-o', markersize=2, label='inla 90')\n", - "plt.plot(np.log10(fi.sigma2_rule.pts), mcmc_pdf, 'ko', markersize=2, label='mcmc')\n", - "plt.legend()\n", - "plt.xlabel('$\\sigma^2$')\n", - "plt.ylabel('p($\\sigma^2$ | y)')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/mt/cmys2v_143q1kpcrdt5wcdyr0000gn/T/ipykernel_89163/335717603.py:13: RuntimeWarning: divide by zero encountered in log10\n", - " plt.plot(np.log10(fi.sigma2_rule.pts), np.log10(mcmc_pdf / fi.sigma2_rule.wts), 'mo', markersize=2, label='mcmc')\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10,8))\n", - "for nq in [18]:\n", - " full_grid, full_wts = quadrature.build_grid(\n", - " fi, y, n, integrate_sigma2=False, n_theta=nq, w_theta=w_theta\n", - " )\n", - " pr = full_grid[...,:2].reshape((-1, fi.sigma2_n, fi.n_arms))\n", - " log_joint = fi.log_joint(y, n, pr).reshape(full_grid.shape[:-1])\n", - " integral = (np.exp(log_joint) * full_wts).sum(axis=(1,2))\n", - " denom = (integral * fi.sigma2_rule.wts).sum()\n", - " integral[0] /= denom\n", - " plt.plot(np.log10(fi.sigma2_rule.pts), np.log10(integral[0]), 'k-', label = f'quad-{nq}')\n", - "plt.plot(np.log10(fi.sigma2_rule.pts), np.log10(sigma2_post_fi[0]), 'r-o', markersize=2, label='inla 90')\n", - "plt.plot(np.log10(fi.sigma2_rule.pts), np.log10(mcmc_pdf / fi.sigma2_rule.wts), 'mo', markersize=2, label='mcmc')\n", - "plt.legend()\n", - "plt.xlabel('$\\sigma^2$')\n", - "plt.ylabel('p($\\sigma^2$ | y)')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "ti_N = 101\n", - "ti_rule = util.simpson_rule(ti_N, -6.0, 2.0)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "grids, wts = quadrature.build_grid(\n", - " fi, y, n, fixed_arm_dim=0, fixed_arm_values=ti_rule.pts, n_theta=21\n", - ")\n", - "grids_ravel = grids[..., : fi.n_arms].reshape((-1, fi.sigma2_n, fi.n_arms))\n", - "logjoint = fi.log_joint(y[None, :], n[None, :], grids_ravel).reshape(\n", - " grids.shape[:-1]\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAD8CAYAAACB3pQWAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAaTklEQVR4nO3df7DddX3n8efr3iTIJmiiSUhIMgZXZETA2L2N7rTbLkI0Zi2IXWalHcgO60a7zY7tyCqQrTJDnWFFS7vVkV6RlnWotlPNhgIqCeuWtlMsFxpIaEDYTJCQSAggEIkkN/e9f5zvxZOb7znf7znf7znf87339Zi5c8/35+d97z339f2cz/l+z1cRgZmZ1dNQ1QWYmVn3HOJmZjXmEDczqzGHuJlZjTnEzcxqzCFuZlZjDnEzs5JIeqOkrZIeT74vaLHeWkmPSXpC0lVF2nSIm5mV5yrgnog4A7gnmT6OpGHgy8AHgLOASyWd1W2DDnEzs/JcBNyaPL4V+FDKOquBJyJid0QcAb6ZbNeVWd1uWMTChQtj5cqVVTRtZjXzwAMPHIyIRUX2ccF5r4vnnp/IXG/7w0cfAX7WNGs0IkY7aOrUiNgPEBH7JS1OWWcZ8FTT9F7g3R20cZxKQnzlypWMjY1V0bSZ1YykJ4vu47nnJ/j+d07NXG/Bsr0/i4iRjHq2AUtSFm3KWY5S5nX9+SeVhLiZWV1FxAWtlkl6RtLSpBe+FDiQstpeYEXT9HJgX7f1eEzczKw8twPrk8frgS0p69wPnCHpdElzgI8k23XFIW5mVp7rgTWSHgfWJNNIOk3SXQARMQ5sBL4H7AL+MiIe6bZBD6eYmZUkIp4Dzk+Zvw9Y1zR9F3BXGW26J25mVmMOcTOzGnOIm5nVmEPczKzGHOJmZjXms1PMbNp7NWD3eNqFkvXnnriZWY05xM3MaswhbmZWYw5xM7Mac4ibmdWYQ9zMrMYc4mZmNeYQNzOrMYe4mVmNFQ5xSSskfV/SLkmPSPpEGYWZmVm2Mi67Hwc+GREPSjoFeEDS1oj45xL2bWZW2JGYxZ6jb8qx5lPZqwyYwj3xiNgfEQ8mj1+mcbuhZUX3a2Zm2UodE5e0EngX8IOUZRskjUkae/bZZ8ts1sxsxiotxCXNA74F/E5EvDR1eUSMRsRIRIwsWrSorGbNzGa0UkJc0mwaAX5bRHy7jH2amVm2Ms5OEfA1YFdE/EHxkszMLK8yeuK/BFwGvFfS9uRrXQn7NTOzDIVPMYyIvwOm5y0zzMwGnK/YNDMrmaQrJYWkhS2W75G0Ixm5GCvSlu+xaWZWIkkrgDXAjzJWPS8iDhZtzz1xM7Ny3Qh8Coh+NOaeuJlNe6/GbHYfWZxn1YVThjdGI2I0bzuSLgSejoiHGifutRTA3ZIC+JNO2pjKIW5m9nMHI2Kk3QqStgFLUhZtAq4B3pejnV+KiH2SFgNbJT0aEfd2Xq5D3MysIxFxQdp8SecApwOTvfDlwIOSVkfEj6fsY1/y/YCkzcBqoKsQ95i4mVkJImJHRCyOiJURsRLYC/zC1ACXNDf5xFckzaXRc9/ZbbsOcTOzHpN0mqS7kslTgb+T9BDwj8CdEfHdbvft4RQzsx5IeuOTj/cB65LHu4F3ltWOe+JmZjXmEDczqzGHuJlZjTnEzcxqzCFuZlZjPjvFzKa9Vydm8eTh1A8UrL2ybs92i6QDkro+Yd3MzDpX1nDKnwFrS9qXmZnlVEqIJx/c8nwZ+zIzs/z8xqaZWY31LcQlbZA0Jmns2Wef7VezZmbTWt9CPCJGI2IkIkYWLVrUr2bNzKY1D6eYmdVYWacYfgP4B+BMSXsl/acy9mtmZu2VcrFPRFxaxn7MzKwzHk4xM6sxX3ZvZtPe0Ylh9h6eX3UZPeGeuJlZjTnEzcxqzCFuZlZjDnEzsxpziJuZ1ZhD3MysxhziZmYlkfROSf8gaYekv5b0+hbrrZX0mKQnJF1VpM2BPE/8/XMvT53/vZ/+rz5X0jutfsZemE6/N7MBdzNwZUT8jaQrgP8G/F7zCpKGgS8Da4C9wP2Sbo+If+6mwUpC/PGHn+IDKz7RcvnQGxekzp/cZuL5F3JvM1Xatp3WUYZe7ntSLDgF4LjfdSc/fx35gGUVOxO4N3m8FfgeU0IcWA08ERG7ASR9E7gIqE+IM2votYBp5djrT06dP/zSYTRl22OvP5mJnE0PZ7TbLHKveXwtA6eppk5+/kGnF14+YV67zkEnuj3Y+SAy4+0ELgS2AJcAK1LWWQY81TS9F3h3tw1WEuIxNMThFalDRdneMDvXakfeMHzCvDkvHoM3zGbOi0dbbJNv3/2S9jMUNefF2cn3o0kbg/Ezt/qbtNWDA+bwS4cBTugo5KEXXs59EMlzkPABoTxHJ4b58U9z/U0XShprmh6NiNHmFSRtA5akbLsJuAL4n5I+A9wOHElZTynzuukzAlWF+HDaz9DQi+Cauu9etpHHq6dU/35y1b+DqcqqZ86Lx4rtIOOg1vZg0+agMnlwmNTqINH86iLtgNAu/B36pTgYESPtVoiICzL28T4ASW8D/l3K8r0c30NfDuzrpMhm1YT4LHX0TzsIoZfX0XlVV5ClPr/LbnT6XDnp5bwDcQ1Zz9uWB5EWB4cTDgpthhGhffhPDf20wHfQ95akxRFxQNIQ8N+Bm1JWux84Q9LpwNPAR4Df6LbNSkJ8YqicYK4qMAc/qNPNPtR57VX8rLMP9a+to/PyPw/z1NXueZ12wGh3UDjugJB1EEgJ/8n3P9r17lv17B32XbtU0m8nj78N/CmApNOAmyNiXUSMS9pI403PYeCWiHik2wZLCXFJa4E/Sgq6OSKuz7ttr0KiivAZn9f1sFafpA9jDVrd4xl/u1mHWg/H9dLRecUOMJMHjLz7mDwgtHu10HwQOOFVwOT7P1MCvnloZ2rPfjLwHfbdiYg/opGFU+fvA9Y1Td8F3FVGm4VDvJtzHmM4O2T7EcKDEF7j8zp7OV9M+15nf2spon9DQlMPGEWfl928Gsr78756ytAJgX/kDcOp4d7suCGdFoHvsB9cZfTEOz7nMYaK/zP0O4AHPuDmjbdffmhWZz9D1v4qNN6jUcBZh04MyzKfZ7MOqavnfSevAI7OGzph3eYhnjxDOu2GcdoO36Sc/gutz9rxmH05yvhvyHXOo6QNwAaAWfMX9CWEKw3eQQvBPtRz8rxXC21/+NBJ+Vbs9mc51P7p3svny6xDQwWf8/mHkNqF/tT3ANLWmzqu3xz8vQ78ss7zn0nKCPFc5zwm51qOArxu+Yq2z2aH74mKBmQd9PpnPJy9SnmmHDCKPKe7OwDkC/08vfy03v2kduP2WeP1jfmtz855bex+b/v6ZroyQrzjcx5juMSgHqDQne5BO39uX2Mwt5/8NN9FP738+5zwKqKs52Wnw2Cvyf++wfi87DeLJ4eBsnr4nYZ9nqBnR9vSZrwyQrzzcx6HovLwrUvgDmpwDpJ+/o5aHTDKfj69dlDo8v+k0/cNGkGeHfxZgZ837NPWaTeMU9SxCeU+2NdN4RAv+5zHSXUJ2UkzLWyXzD3xc0sGRc7Lq7tS9t+5zIPCca8GOgn/ZOgnf4+/eNhD9lBOu2Ec+7lS3ubv9JzHoeGJykJ6uoTtIIdo1fr5uyl6wOjk+ZjVk8zzP5X65nGewG8a488K+8kefdY4frdn69jxKrlic3gopk2YtuKQnRmK/p07OQiUEfh5O09djfF30KPP/2ZtNRd21clA3hSibDM9UJef/JOqS5g29h6eX+r+un1uZoV/0cDvKuwrC/qZrZIQnz10bMYH6yQHbL2U8fcq40CQ9/8nT08/K/DbDeNkhX3HPfoOhm2sYUb0xDvhULVe6+Y51m3w5wn7Mnr13Q7f9OzUzBmksp64w7J/3nzywapLmLaePLywL+108v/SaeBXGfR1OwttELkn3icO0umpjL9r2QeCXgR+GcM3RXr01lrtQ9zhaHXX6XO4zNDPCvyye/VlviFrDZWE+ElD4w7faeotcw5UXUIuu48srrqEruX93ykj7PP06jsJ+qIhbyeqfU98JqlLQNZBv36XVR4sOukoFQn8MoO+V2etTRwbyv8pmTUzI0Lc4WdVKfLc6+cBIE/gD0rQ2/GqGU7RUQerWYZO/kf6EfhZQV90+MZnrHVnRvTEzaa7vIHfy7DvdW/e0jnErWMrZz9XdQk9sefom6ouoeeq7t076MvnEO+T6Rp800mv/kZ1PThkBX6vevU+c60zlYT4HI071GzG6Pa5PujhX1XI2/EKhbikS4BrgbcDqyNirIyizKzz8B+00M8zdOOgL65oT3wn8GHgT0qoxcwK6CT0ByXwp9tZaq06tpJWk9wonsaHpF8bEZtTtr8W+M/As8msa5Kb7rRUKMQjYlfScJHdmFmfZQX+oIR8DbXq2O4ERpLbWS4FHpL01xGR9rGNN0bEF/I22LcxcUkbgA0AS5YNZ6xtZlXK06t30J+oVcc2Il5pmnwdUNrdLjJDXNI2YEnKok0RsSVvQxExSvJy4qxz5/h2HWY1V6ugn9BxN5xoY6Gk5vf2RpPsKkzSu4FbgDcDl7XohQNslHQ5MAZ8MiJeaLffzJ8qIi7otFibHt4ya3oca3ePe7ivKjUctjkYESPtVui2YxsRPwDeIentwK2SvhMRP5uy2leA62j01K8Dvghc0a6eii67nz4BYYOvn881HzA6U8OQL9yxjYhdkn4KnE2jt9287JnJx5K+CtyRtb+ipxheDPwxsAi4U9L2iHh/kX2a1VnRA4YPAsebLteTSDodeCp5Y/PNwJnAnpT1lkbE/mTyYhpviLZV9OyUzcAJp8mYWXe6OQg4+AdHm47tLwNXSToKTAD/JSIOJtvcDNyUnI74eUmraAyn7AE+ltWmL7s3q7m8we+w771WHduI+Drw9RbbfLTp8WWdtukQN5sh8oS9g75+HOJm9pqsoHfIDx6HuJnl5qGbweMQN7PSuUffPw5xM+u7diHvgO+MQ9zMBkovLs7SMZh1aKj0/Q6C6flTmZnNEA5xM7Mac4ibmdWYQ9zMrMYc4mZmNeYQNzOrMYe4mVmNOcTNzGqsUIhLukHSo5IelrRZ0vyS6jIzsxyK9sS3AmdHxLnAD4Gri5dkZmZ5Fb2zz91Nk/cB/75YOWZmPTABsw5Nz89kKXNM/ArgO60WStogaUzS2MHnJkps1sxs5srsiUvaBixJWbQpIrYk62wCxoHbWu0nIkaBUYB3vXOOb3VvZlaCzBCPiAvaLZe0HvggcH5EOJzNzPqo0Ji4pLXAp4FfjYhXyinJzMzyKjom/iXgFGCrpO2SbiqhJjMzy6no2SlvLasQMzPrnK/YNDOrMYe4mVlJJF0i6RFJE5JGmubPlnSrpB2SdklKvTBS0hslbZX0ePJ9QVabDnEzs/LsBD4M3Dtl/iXASRFxDvCvgI9JWpmy/VXAPRFxBnBPMt2WQ9zMrCQRsSsiHktbBMyVNAs4GTgCvJSy3kXArcnjW4EPZbXpu92b2bSnCZh9KNeqCyWNNU2PJhcqFvVXNAJ6P/AvgN+NiOdT1js1IvYDRMR+SYuzduwQNzP7uYMRMdJuhTxXsadYDRwDTgMWAH8raVtE7C5ULQ5xM7OOZF3F3sJvAN+NiKPAAUl/D4wAU0P8GUlLk174UuBA1o49Jm5m1ns/At6rhrnAe4BHU9a7HVifPF4PtOrZv8YhbmZWEkkXS9oL/GvgTknfSxZ9GZhH4+yV+4E/jYiHk21ubjod8XpgjaTHgTXJdFseTjEzK0lEbAY2p8w/ROM0w7RtPtr0+Dng/E7adE/czKzGHOJmZjXmEDczqzGHuJlZjTnEzcxqrOidfa6jcSnpBI2T0v9jROwrozAzs7LoWO7L7munaE/8hog4NyJWAXcAnylekpmZ5VUoxCOi+VO45tL4pC4zM+uTwhf7SPoccDnwInBem/U2ABsAli8bLtqsmZmRoycuaZuknSlfFwFExKaIWAHcBmxstZ+IGI2IkYgYWfgmv59qZlaGzJ54B5/Y9efAncBnC1VkZma5FeoSSzqjafJC0j+Vy8zMeqTomPj1ks6kcYrhk8DHi5dkZmZ5FQrxiPj1sgoxM7PO+R1GM7Mac4ibmdWYbwphZtPe0ASc9PJE1WX0hHviZmY15hA3M6sxh7iZWY05xM3MaswhbmZWYw5xM7Mac4ibmZVE0g2SHpX0sKTNkuYn89dIekDSjuT7e1tsf62kpyVtT77WZbXpEDczK89W4OyIOBf4IXB1Mv8g8GsRcQ6wHvh6m33cGBGrkq+7shp0iJuZlSQi7o6I8WTyPmB5Mv+fmu4//AjwOkknldGmr9g0s2lP48GcF4/lWXWhpLGm6dGIGO2y2SuAv0iZ/+vAP0XEqy222yjpcmAM+GREvNCuEYe4mdnPHYyIkXYrSNoGLElZtCkitiTrbALGadzxrHnbdwD/A3hfi91/BbiOxv2KrwO+SONg0JJD3MysA1l3O5O0HvggcH5ERNP85cBm4PKI+H8t9v1M0/pfBe7IqqeUMXFJV0oKSQvL2J+ZWR1JWgt8GrgwIl5pmj+fxu0rr46Iv2+z/dKmyYuBnVltFg5xSSuANcCPiu7LzKzmvgScAmxNThG8KZm/EXgr8HtNpw8uBpB0s6TJIZzPJ6chPgycB/xuVoNlDKfcCHwK2FLCvszMaisi3tpi/u8Dv99i2UebHl/WaZtFb5R8IfB0RDxUZD9mZtadzJ54u3digWto/S7r1P1sADYALF823EGJZmbWSmaIt3onVtI5wOnAQ5KgcVL7g5JWR8SPU/YzCowCvOudc2LqcjMz61zXY+IRsQNYPDktaQ8wEhEHS6jLzMxy8GX3ZmY1VtrFPhGxsqx9mZmVSceCOS8erbqMnnBP3MysxhziZmY15hA3M6sxh7iZWY05xM3MaswhbmZWYw5xM7Mac4ibmdWYQ9zMrMYc4mZmNeZ7bJrZtKeJCYZfOlx1GT3hnriZWY05xM3MaswhbmZWYw5xM7Mac4ibmdVY0bvdXyvpaUnbk691ZRVmZmbZyjjF8MaI+EIJ+zEzsw55OMXMrCSSbpD0qKSHJW2WND+Z/5tNIxbbJU1IWpWy/RslbZX0ePJ9QVabZYT4xqTgW9o1KGmDpDFJYwefmyihWTOzgbMVODsizgV+CFwNEBG3RcSqiFgFXAbsiYjtKdtfBdwTEWcA9yTTbWWGuKRtknamfF0EfAX4l8AqYD/wxVb7iYjRiBiJiJGFb/ILADObfiLi7ogYTybvA5anrHYp8I0Wu7gIuDV5fCvwoaw2M8fEI+KCrHUAJH0VuCPPumZmfTU+gV54Oc+aCyWNNU2PRsRol61eAfxFyvz/QCOs05waEfsBImK/pMVZjRR6Y1PS0skGgYuBnUX2Z2ZWsYMRMdJuBUnbgCUpizZFxJZknU3AOHDblG3fDbwSEaVlZdGzUz6fDM4HsAf4WNGCzMwGWdbohKT1wAeB8yMipiz+CK2HUgCemewcS1oKHMiqp1CIR8RlRbY3M5tOJK0FPg38akS8MmXZEHAJ8CttdnE7sB64Pvm+JatNv8NoZlaeLwGnAFuTUwlvalr2K8DeiNjdvIGkmyVNDuFcD6yR9DiwJpluy58nbmZWkoh4a5tl/xd4T8r8jzY9fg44v5M23RM3M6sxh7iZWY05xM3MaswhbmZWYw5xM7Ma89kpZjb9HRtn4vkXqq6iJ9wTNzOrMYe4mVmNOcTNzGrMIW5mVmMOcTOzGnOIm5nVmEPczKzGHOJmZjXmEDczqzGHuJlZjenEW8D1oVHpZeCxvjd8vIXAwYprgMGoYxBqgMGoYxBqgMGoYxBqADgzIk4psgNJ36Xx82Q5GBFri7TVb1WF+FjWHaVnQg2DUscg1DAodQxCDYNSxyDUMEh1DCoPp5iZ1ZhD3MysxqoK8dGK2m02CDXAYNQxCDXAYNQxCDXAYNQxCDXA4NQxkCoZEzczs3J4OMXMrMYc4mZmNVZpiEv6r5Iek/SIpM9X0P61kp6WtD35WtfvGqbUc6WkkJTnfNay275O0sPJ7+FuSaf1u4akjhskPZrUslnS/ApquCR5Tk5I6uupbZLWJv8TT0i6qp9tN9Vwi6QDknZW0X5SwwpJ35e0K/lbfKKqWgZdZSEu6TzgIuDciHgH8IWKSrkxIlYlX3dVVAOSVgBrgB9VVMINEXFuRKwC7gA+U1EdW4GzI+Jc4IfA1RXUsBP4MHBvPxuVNAx8GfgAcBZwqaSz+llD4s+Aqi94GQc+GRFvB94D/HZFv4uBV2VP/LeA6yPiVYCIOFBhLYPgRuBTQCXvNEfES02Tcyus4+6IGE8m7wOWV1DDroio4ori1cATEbE7Io4A36TR0emriLgXeL7f7U6pYX9EPJg8fhnYBSyrsqZBVWWIvw34N5J+IOlvJP1iRXVsTF663yJpQRUFSLoQeDoiHqqi/aY6PifpKeA3qa4n3uwK4DtVF9FHy4Cnmqb34uBC0krgXcAPKi5lIM3q5c4lbQOWpCzalLS9gMZLpV8E/lLSW6Lkcx4zavgKcB2NXud1wBdpBEfpMuq4BnhfL9rNW0NEbImITcAmSVcDG4HPVlFHss4mGi+pb6uqhgooZd6MPgdY0jzgW8DvTHm1aImehnhEXNBqmaTfAr6dhPY/Spqg8QE1z/arhin1fJXGWHBPtKpD0jnA6cBDkqAxfPCgpNUR8eN+1JDiz4E76VGIZ9UhaT3wQeD8sg/qeWuoyF5gRdP0cmBfRbVUTtJsGgF+W0R8u+p6BlWVwyn/G3gvgKS3AXPo8yemSVraNHkxjTe0+ioidkTE4ohYGRErafwj/0LZAZ5F0hlNkxcCj/az/aY61gKfBi6MiFeqqKFC9wNnSDpd0hzgI8DtFddUCTV6NF8DdkXEH1RdzyCr7IrN5El6C7AKOAJcGRH/p881fD1pP4A9wMciYn8/a0ipaQ8wEhH9PqB9CzgTmACeBD4eEU/3s4akjieAk4Dnkln3RcTH+1zDxcAfA4uAnwDbI+L9fWp7HfCHwDBwS0R8rh/tTqnhG8C/pfHK+BngsxHxtT7X8MvA3wI7aDwnAa6p8gyyQeXL7s3MasxXbJqZ1ZhD3MysxhziZmY15hA3M6sxh7iZWY05xM3MaswhbmZWY/8ffMj4Og8MgrwAAAAASUVORK5CYII=", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAD8CAYAAACB3pQWAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAaF0lEQVR4nO3df5Ac5X3n8fdHqx/mJC4SloSEpLNwjCnb/BC5jeyr5JLDIFvWOWCco2LiAl1xPtm56MpJmbMBXWyqiKs4Y4fkYpfJGpMQF7GTOlsnDrCNRJyQpILDggWICBtOJ4yQjJDAgEBGWu33/pheGC090z3TPdPTu59X1Zame3r6+e5q9vM8+8zTM4oIzMysnmZUXYCZmXXPIW5mVmMOcTOzGnOIm5nVmEPczKzGHOJmZjXmEDczK4mkkyRtlfRY8u+CFsetlfRDSY9LurJImw5xM7PyXAncHRGnAXcn28eRNAR8CXgf8HbgEklv77ZBh7iZWXkuBG5Jbt8CfCDlmNXA4xGxKyKOAN9IHteVmd0+sIiFCxfGypUrq2jazGrm/vvvPxARi4qc4/xz3xAHnx3PPG77Q0cfAX7WtGskIkY6aOrkiNgHEBH7JC1OOWYZ8GTT9h7gnR20cZxKQnzlypWMjo5W0bSZ1YykJ4qe4+Cz43zv2ydnHrdg2Z6fRcRwRj3bgCUpd23KWY5S9nX9/ieVhLiZWV1FxPmt7pP0tKSlySh8KbA/5bA9wIqm7eXA3m7r8Zy4mVl5bgPWJ7fXA1tSjrkPOE3SqZJmAx9KHtcVh7iZWXmuA9ZIegxYk2wj6RRJdwJExBiwEfgusBP4q4h4pNsGPZ1iZlaSiDgInJeyfy+wrmn7TuDOMtr0SNzMrMYc4mZmNeYQNzOrMYe4mVmNOcTNzGrMq1PMbMp7JWDXWNqFkvXnkbiZWY05xM3MaswhbmZWYw5xM7Mac4ibmdWYQ9zMrMYc4mZmNeYQNzOrMYe4mVmNFQ5xSSskfU/STkmPSPp4GYWZmVm2Mi67HwM+EREPSDoRuF/S1oj45xLObWZW2JGYye6jb8xx5JPZhwyYwiPxiNgXEQ8kt1+k8XFDy4qe18zMspU6Jy5pJXAO8P2U+zZIGpU0+swzz5TZrJnZtFVaiEuaB3wT+J2IeGHy/RExEhHDETG8aNGispo1M5vWSglxSbNoBPitEfGtMs5pZmbZylidIuCrwM6I+IPiJZmZWV5ljMR/CbgUeLek7cnXuhLOa2ZmGQovMYyIvwem5kdmmJkNOF+xaWZWMklXSApJC1vcv1vSw8nMxWiRtvwZm2ZmJZK0AlgD/Djj0HMj4kDR9jwSNzMr1w3AJ4HoR2MeiZvZlPdKzGLXkcV5Dl04aXpjJCJG8rYj6QLgqYh4sLFwr6UA7pIUwJ900sZkDnEzs9cciIjhdgdI2gYsSblrE3A18J4c7fxSROyVtBjYKunRiLin83Id4mZmHYmI89P2SzoTOBWYGIUvBx6QtDoifjLpHHuTf/dL2gysBroKcc+Jm5mVICIejojFEbEyIlYCe4BfmBzgkuYm7/iKpLk0Ru47um3XIW5m1mOSTpF0Z7J5MvD3kh4E/gm4IyK+0+25PZ1iZtYDyWh84vZeYF1yexdwdlnteCRuZlZjDnEzsxpziJuZ1ZhD3MysxhziZmY15tUpZjblvTI+kycOp76hYO2V9fFsN0vaL6nrBetmZta5sqZT/gxYW9K5zMwsp1JCPHnjlmfLOJeZmeXnFzbNzGqsbyEuaYOkUUmjzzzzTL+aNTOb0voW4hExEhHDETG8aNGifjVrZjaleTrFzKzGylpi+HXgH4HTJe2R9J/KOK+ZmbVXysU+EXFJGecxM7POeDrFzKzGfNm9mU15R8eH2HN4ftVl9IRH4mZmNeYQNzOrMYe4mVmNOcTNzGrMIW5mVmMOcTOzGqtkieFjP/h/vHfuZV099rsv/XnJ1bym25rqoJc/NzNrkHQ2cCMwD9gNfDgiXkg5bi3wR8AQcFNEXNdtm9WsEx+aiX7+X3X10Pet+HjJxbxmxkkLCp8jFpxYQiXl6+XPLcv4s89V1ja4A7O+ugm4IiL+VtLlwH8Dfq/5AElDwJeANcAe4D5Jt0XEP3fTYCUhHrNncuxfntDdg7t9XJOhFw4DdF9DHSXf68T33k/qU8em515M3d9pB9ZNp+OOwhKnA/ckt7cC32VSiAOrgccjYheApG8AFwI1CvEhceTnZrU95sjPDaXun/38sdzHtnx8Rttl6KSmfpr9fO+/9zLNfv5o/oMLdMrNnVsnnc5Ex5Gno8jqHNwRTAk7gAuALcDFwIqUY5YBTzZt7wHe2W2D1YT4TL0acq+c2Nlrq50en/b4OS+O97SNQZbn+x8kZXaGaQOAV3XQsR/XseTsOIZeOJzZOWR1BK06AYd/tqPjQ/zkpVyd80JJo03bIxEx0nyApG3AkpTHbgIuB/6npE8DtwFHUo5Tyr7IU1yaSkJ8fEa+oDw6r1cVvL7t3rU1eI7Om8GsQxO3e9vWRDuDoN1zrpOOLa1jadtBwOs6idS/MCZ1CJOnviZ3Au3+Cpgc+A763A5ExHC7AyLi/IxzvAdA0luBf59y/x6OH6EvB/Z2UmSziqZTygmPIueYKqE9Ni+7A5956PUdf7++/7La6XVncHReesDnbbdVB9Gqc8jVEaT8dZD1V8BE8E8Efqug96i+NyQtjoj9kmYA/53GSpXJ7gNOk3Qq8BTwIeA3u22zmhCf0Z8QaRVwYzUJ8LF5ZU171H96qJP/s7ROq1utnqd5wz2tc2j12LSOYHInkBn+TcE/+/mjxwV9u3n/TsLeQd/WJZJ+O7n9LeBPASSdQmMp4bqIGJO0kcaLnkPAzRHxSLcNlhLiZa55zDOy7JXyQnOwTNXvq7V+dFrddxRH53XeCbQ7fiL80wK/bcA3yxH2DvpsEfFHNLJw8v69wLqm7TuBO8tos3CId7XmcUY5YT2Q4TRvrOoKpp9Dxz+Ne/G8mHno+I6hyPN35iH15C/R5tc6JrR6Ibt5RN9uGqfd9M3kqZsJeu5FT9/0URkj8Y7XPMZQhQFcw5A9Yd4rpZzn8KE5pZ2rnw4fmtP+gDL/Tw+l/0qU8Xyd6Ag67QCKhn7zlE7aiL55Gidr+ibXyD4l7NNW5nQS9tZaGSGea82jpA3ABoChk+bnO/MABm4dQ3BCXWsvsxPLVPZzrqlT6L4jyD89NDav/WsCzZ1BWqBPnsNPG9lPaA78vGHfuC8J/Jxhz8Ov32WvKSPEc615TNZajgDMOXV59Cug6xpc8+f2/8rKqeynL53Q8+dCaifR7fO8y/CfeWhGByP9Yi8Ap03fTGg1Tw+vBX6raZyOLvCyUkK80JrHuoWsw7Weyvh/++lL7S/sKfpcPq4T6Cb8D83scLSfPcLPO7JvFebtXpht94LshMz191ZKiHe85nHG0HjPwnsqhuySuenvCWLF5LyC71VlP7cmdwrd/k68Gv4dBv9Yzl//RpC3D/wiYd9uzr6sq6ePjSuzE66rwiHezZrHoRkxJcLW4Vpvvfr/y9s5dPM7kBZEnYR/x6P9ZFon3wg/T+C2n8LpZPmlNZSyTrzMNY9lccAeb/kJP626hMrtOTy/L+1089wrO/hbjTqzAv918/pZQZ9z7j7vypxeLb+cyiq5YnPWjGPTMmQdpNXq1c+/jM6hk9+HPIGfJ+y7HdV3NJrvYCTf2YuyNqGaD4WokIPUylb0OdVpJ1BW4Hc7qu8o6PPO03f8oqxNqGwk7jDtrTedcKDqEmrnicMLK2k37+9CNyP+rMAvOqrvZtqm1KWYNv1G4v3mMK2PMv+vetEh9CLs84zqi4zmu5myyXVRlr2qliHuYLRB1+1ztIzwLzvsi4zmu5mbr9u1I1WrJMTnzBhzEE8Bb569v+oSXmfXkcVVl1BIJ78XRQM/T9jnCfpej+atvVqOxKebQQzLQdWvn9UgdBZ5Ar/XQd+P0by1N+1C3IFoZSjyPOpnB9DroO9XyFtr1Uyn6KjD1Katbp77vQz+XgZ9WSFf1PixGVP2BdNpNxI3q6O8wd+rsO9V0HupcXEOcSts5ayDVZfwqt1H31h1CZXKE/ZVBH1Va/CnA4d4HwxSyE11/f5Z17HTqCLos0byDvnuVRLiszXmYLMpoYzn8SB2BP0Oei857p5H4mYVy9sRDFrYtwv6QViCOV04xM1qok5hnzWSd8iXp1CIS7oYuAZ4G7A6IkbLKMrMupcn7KsOeod8eYqOxHcAHwT+pIRazKxPBn1UX9frSFoNbCWtJvmgeBofb3RNRGxOefw1wH8Gnkl2XZ186E5LhUI8InYmDRc5jZkNqHZhX/VofkC1GtjuAIaTj7NcCjwo6f9ERNp78N4QEZ/P22Df5sQlbQA2ACxZNpRxtA2qN8+s9pNXdo15wDAoskbz0zHkWw1sI+Llps03AKX9ImWGuKRtwJKUuzZFxJa8DUXECMmfE+ecPTuqDgOrp0F63rhDaW+gQn5cx30eaBsLJTW/tjeSZFdhkt4J3Ay8Cbi0xSgcYKOky4BR4BMR8Vy782Z+VxFxfqfFmk0HRTuU6d4JDFTIv+ZARAy3O6DbgW1EfB94h6S3AbdI+nZE/GzSYV8GrqUxUr8W+AJwebt6vMTQrCJ5O4HpGvaDekFg0YFtROyU9BJwBo3RdvN9T0/clvQV4Pas8xVdYngR8MfAIuAOSdsj4r1Fzmlmx3PY15+kU4Enkxc23wScDuxOOW5pROxLNi+i8YJoW0VXp2wGXrdMxsz6z2FfvTYD218GrpR0FBgH/ktEHEgecxNwY7Ic8XOSVtGYTtkNfDSrTU+nmE0zWWHvkO9eq4FtRHwN+FqLx3yk6falnbbpEDez4zjk68UhbmYdccgPFoe4mZUqz9y8g748DnEz67t2Qe+A74xD3MwGyiBdlVsHDnEzm/J0DGYemlF1GT0xNb8rM7NpwiFuZlZjDnEzsxpziJuZ1ZhD3MysxhziZmY15hA3M6sxh7iZWY0VCnFJ10t6VNJDkjZLml9SXWZmlkPRkfhW4IyIOAv4EXBV8ZLMzCyvop/sc1fT5r3AfyhWjplZD4zDzENT8421ypwTvxz4dqs7JW2QNCpp9MDB8RKbNTObvjJH4pK2AUtS7toUEVuSYzYBY8Ctrc4TESPACMA5Z8/225SZmZUgM8Qj4vx290taD7wfOC8iHM5mZn1UaE5c0lrgU8CvRsTL5ZRkZmZ5FZ0T/yJwIrBV0nZJN5ZQk5mZ5VR0dcpbyirEzMw65ys2zcxqzCFuZlYSSRdLekTSuKThpv2zJN0i6WFJOyWlXhgp6SRJWyU9lvy7IKtNh7iZWXl2AB8E7pm0/2JgTkScCfxr4KOSVqY8/krg7og4Dbg72W7LIW5mVpKI2BkRP0y7C5graSZwAnAEeCHluAuBW5LbtwAfyGrTn3ZvZlOexmHWoVyHLpQ02rQ9klyoWNT/ohHQ+4B/AfxuRDybctzJEbEPICL2SVqcdWKHuJnZaw5ExHC7A/JcxZ5iNXAMOAVYAPydpG0RsatQtTjEzcw6knUVewu/CXwnIo4C+yX9AzAMTA7xpyUtTUbhS4H9WSf2nLiZWe/9GHi3GuYC7wIeTTnuNmB9cns90Gpk/yqHuJlZSSRdJGkP8G+AOyR9N7nrS8A8GqtX7gP+NCIeSh5zU9NyxOuANZIeA9Yk2215OsXMrCQRsRnYnLL/EI1lhmmP+UjT7YPAeZ206ZG4mVmNOcTNzGrMIW5mVmMOcTOzGnOIm5nVWNFP9rmWxqWk4zQWpf/HiNhbRmFmZmXRsdyX3ddO0ZH49RFxVkSsAm4HPl28JDMzy6tQiEdE87twzaXxTl1mZtYnhS/2kfRZ4DLgeeDcNsdtADYALF82VLRZMzMjx0hc0jZJO1K+LgSIiE0RsQK4FdjY6jwRMRIRwxExvPCNfj3VzKwMmSPxDt6x6y+AO4DPFKrIzMxyKzQklnRa0+YFpL8rl5mZ9UjROfHrJJ1OY4nhE8DHipdkZmZ5FQrxiPj1sgoxM7PO+RVGM7Mac4ibmdWYPxTCzKa8GeMw58XxqsvoCY/EzcxqzCFuZlZjDnEzsxpziJuZ1ZhD3MysxhziZmY15hA3MyuJpOslPSrpIUmbJc1P9q+RdL+kh5N/393i8ddIekrS9uRrXVabDnEzs/JsBc6IiLOAHwFXJfsPAL8WEWcC64GvtTnHDRGxKvm6M6tBh7iZWUki4q6IGEs27wWWJ/t/0PT5w48Ab5A0p4w2fcWmmU15GgtmP38sz6ELJY02bY9ExEiXzV4O/GXK/l8HfhARr7R43EZJlwGjwCci4rl2jTjEzcxecyAihtsdIGkbsCTlrk0RsSU5ZhMwRuMTz5of+w7gfwDvaXH6LwPX0vi84muBL9DoDFpyiJuZdSDr084krQfeD5wXEdG0fzmwGbgsIv5vi3M/3XT8V4Dbs+opZU5c0hWSQtLCMs5nZlZHktYCnwIuiIiXm/bPp/HxlVdFxD+0efzSps2LgB1ZbRYOcUkrgDXAj4uey8ys5r4InAhsTZYI3pjs3wi8Bfi9puWDiwEk3SRpYgrnc8kyxIeAc4HfzWqwjOmUG4BPAltKOJeZWW1FxFta7P994Pdb3PeRptuXdtpm0Q9KvgB4KiIeLHIeMzPrTuZIvN0rscDVtH6VdfJ5NgAbAJYvG+qgRDMzayUzxFu9EivpTOBU4EFJ0FjU/oCk1RHxk5TzjAAjAOecPTsm329mZp3rek48Ih4GFk9sS9oNDEfEgRLqMjOzHHzZvZlZjZV2sU9ErCzrXGZmZdKxYPbzR6suoyc8EjczqzGHuJlZjTnEzcxqzCFuZlZjDnEzsxpziJuZ1ZhD3MysxhziZmY15hA3M6sxh7iZWY35MzbNbMrT+DhDLxyuuoye8EjczKzGHOJmZjXmEDczqzGHuJlZjTnEzcxqrOin3V8j6SlJ25OvdWUVZmZm2cpYYnhDRHy+hPOYmVmHPJ1iZlYSSddLelTSQ5I2S5qf7P9w04zFdknjklalPP4kSVslPZb8uyCrzTJCfGNS8M3tGpS0QdKopNEDB8dLaNbMbOBsBc6IiLOAHwFXAUTErRGxKiJWAZcCuyNie8rjrwTujojTgLuT7bYyQ1zSNkk7Ur4uBL4M/DywCtgHfKHVeSJiJCKGI2J44Rv9B4CZTT0RcVdEjCWb9wLLUw67BPh6i1NcCNyS3L4F+EBWm5lz4hFxftYxAJK+Atye51gzs74aG0fPvZjnyIWSRpu2RyJipMtWLwf+MmX/b9AI6zQnR8Q+gIjYJ2lxViOFXtiUtHSiQeAiYEeR85mZVexARAy3O0DSNmBJyl2bImJLcswmYAy4ddJj3wm8HBGlZWXR1SmfSybnA9gNfLRoQWZmgyxrdkLSeuD9wHkREZPu/hCtp1IAnp4YHEtaCuzPqqdQiEfEpUUeb2Y2lUhaC3wK+NWIeHnSfTOAi4FfaXOK24D1wHXJv1uy2vQrjGZm5fkicCKwNVlKeGPTfb8C7ImIXc0PkHSTpIkpnOuANZIeA9Yk2235/cTNzEoSEW9pc9/fAO9K2f+RptsHgfM6adMjcTOzGnOIm5nVmEPczKzGHOJmZjXmEDczqzGvTjGzqe/YGOPPPld1FT3hkbiZWY05xM3MaswhbmZWYw5xM7Mac4ibmdWYQ9zMrMYc4mZmNeYQNzOrMYe4mVmNOcTNzGpMr/8IuD40Kr0I/LDvDR9vIXCg4hpgMOoYhBpgMOoYhBpgMOoYhBoATo+IE4ucQNJ3aHw/WQ5ExNoibfVbVSE+mvWJ0tOhhkGpYxBqGJQ6BqGGQaljEGoYpDoGladTzMxqzCFuZlZjVYX4SEXtNhuEGmAw6hiEGmAw6hiEGmAw6hiEGmBw6hhIlcyJm5lZOTydYmZWYw5xM7MaqzTEJf1XST+U9Iikz1XQ/jWSnpK0Pfla1+8aJtVzhaSQlGc9a9ltXyvpoeTncJekU/pdQ1LH9ZIeTWrZLGl+BTVcnDwnxyX1dWmbpLXJ78Tjkq7sZ9tNNdwsab+kHVW0n9SwQtL3JO1M/i8+XlUtg66yEJd0LnAhcFZEvAP4fEWl3BARq5KvOyuqAUkrgDXAjysq4fqIOCsiVgG3A5+uqI6twBkRcRbwI+CqCmrYAXwQuKefjUoaAr4EvA94O3CJpLf3s4bEnwFVX/AyBnwiIt4GvAv47Yp+FgOvypH4bwHXRcQrABGxv8JaBsENwCeBSl5pjogXmjbnVljHXRExlmzeCyyvoIadEVHFFcWrgccjYldEHAG+QWOg01cRcQ/wbL/bnVTDvoh4ILn9IrATWFZlTYOqyhB/K/BvJX1f0t9K+sWK6tiY/Ol+s6QFVRQg6QLgqYh4sIr2m+r4rKQngQ9T3Ui82eXAt6suoo+WAU82be/BwYWklcA5wPcrLmUgzezlySVtA5ak3LUpaXsBjT+VfhH4K0lvjpLXPGbU8GXgWhqjzmuBL9AIjtJl1HE18J5etJu3hojYEhGbgE2SrgI2Ap+poo7kmE00/qS+taoaKqCUfdN6DbCkecA3gd+Z9NeiJXoa4hFxfqv7JP0W8K0ktP9J0jiNN6h5pl81TKrnKzTmgnuiVR2SzgROBR6UBI3pgwckrY6In/SjhhR/AdxBj0I8qw5J64H3A+eV3annraEie4AVTdvLgb0V1VI5SbNoBPitEfGtqusZVFVOp/xv4N0Akt4KzKbP75gmaWnT5kU0XtDqq4h4OCIWR8TKiFhJ4xf5F8oO8CySTmvavAB4tJ/tN9WxFvgUcEFEvFxFDRW6DzhN0qmSZgMfAm6ruKZKqDGi+SqwMyL+oOp6BlllV2wmT9KbgVXAEeCKiPjrPtfwtaT9AHYDH42Iff2sIaWm3cBwRPS7Q/smcDowDjwBfCwinupnDUkdjwNzgIPJrnsj4mN9ruEi4I+BRcBPge0R8d4+tb0O+ENgCLg5Ij7bj3Yn1fB14N/R+Mv4aeAzEfHVPtfwy8DfAQ/TeE4CXF3lCrJB5cvuzcxqzFdsmpnVmEPczKzGHOJmZjXmEDczqzGHuJlZjTnEzcxqzCFuZlZj/x9G6Atscj5aDwAAAABJRU5ErkJggg==", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "for i in range(0, 11, 1):\n", - " field = logjoint[0, :, i, :] * fi.sigma2_rule.wts\n", - " levels = np.linspace(np.max(field) - 30, np.max(field), 21)\n", - " plt.contourf(grids[0, :, i, :, 0], np.log10(grids[0, :, i, :, 2]), field, levels=levels)\n", - " plt.colorbar()\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[-6.02007212, -6.01953625, -6.01858416, ..., -5.98140779,\n", - " -5.9804557 , -5.97991983],\n", - " [-5.94007214, -5.93953626, -5.93858418, ..., -5.9014078 ,\n", - " -5.90045572, -5.89991984],\n", - " [-5.86007215, -5.85953628, -5.85858419, ..., -5.82140782,\n", - " -5.82045573, -5.81991986],\n", - " ...,\n", - " [ 1.81982393, 1.8203598 , 1.82131187, ..., 1.85848772,\n", - " 1.85943979, 1.85997566],\n", - " [ 1.8998217 , 1.90035757, 1.90130965, ..., 1.93848552,\n", - " 1.93943759, 1.93997346],\n", - " [ 1.97981956, 1.98035543, 1.98130751, ..., 2.0184834 ,\n", - " 2.01943547, 2.01997134]])" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "grids[0, :, :, i, 1]" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "for i in range(0, 90, 10):\n", - " field = logjoint[0, :, :, i]\n", - " vmax = np.max(field)\n", - " vmin = vmax - 30\n", - " levels = np.linspace(vmin, vmax, 21)\n", - " plt.scatter(grids[0, :, :, i, 0], grids[0, :, :, i, 1], c=field, vmin=vmin, vmax=vmax)\n", - " # plt.contourf(grids[0, :, :, i, 0], grids[0, :, :, i, 1], field, levels=levels)\n", - " plt.colorbar()\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "for arm_idx in range(2):\n", - " mcmc_arm = results_mcmc[\"x\"][0]['theta'][0,:,arm_idx].to_py() \n", - " mcmc_arm_cdf = (mcmc_arm[None, :] < ti_rule.pts[:, None]).sum(axis=1)\n", - " mcmc_arm_pdf = np.zeros(ti_rule.pts.shape[0])\n", - " mcmc_arm_pdf[1:] = (mcmc_arm_cdf[1:] - mcmc_arm_cdf[:-1]) / mcmc_arm.shape[0]\n", - " mcmc_arm_pdf /= np.sum(mcmc_arm_pdf * ti_rule.wts)\n", - "\n", - " quad_p_ti_g_y = quadrature.integrate(\n", - " fi, y, n, fixed_arm_dim=arm_idx, fixed_arm_values=ti_rule.pts,\n", - " n_theta=21\n", - " )\n", - " quad_p_ti_g_y /= np.sum(quad_p_ti_g_y * ti_rule.wts, axis=1)[:, None]\n", - " plt.plot(ti_rule.pts, quad_p_ti_g_y[0])\n", - " plt.plot(ti_rule.pts, mcmc_arm_pdf, 'k.')\n", - " plt.ylim([0, 1.0])\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## A different quadrature 4d approach" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "n_theta = 11\n", - "integrate_thetas = list(range(fi.n_arms))\n", - "etapts, etawts = np.polynomial.legendre.leggauss(n_theta)\n", - "grid_eta = np.stack(\n", - " np.meshgrid(*[etapts for k in integrate_thetas], indexing=\"ij\"), axis=-1\n", - ")\n", - "grid_eta_wts = np.prod(\n", - " np.stack(\n", - " np.meshgrid(*[etawts for k in integrate_thetas], indexing=\"ij\"), axis=-1\n", - " ),\n", - " axis=-1,\n", - ")\n", - "mode, hess_inv = fi.optimize_mode(y, n)\n", - "log_tol = np.log(1e-3)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[20, 20, 35, 35]])" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "20\n", - "0 -1 3.7169221888447623\n", - "0 1 3.7169221888305515\n", - "1 -1 3.7169221495091165\n", - "1 1 3.7169222282742\n", - "2 -1 3.716922188688443\n", - "2 1 3.716922188688443\n", - "3 -1 4.12051200038519\n", - "3 1 3.4499840809090188\n", - "\n", - "21\n", - "0 -1 3.716922188708338\n", - "0 1 3.7169221886799164\n", - "1 -1 3.716922132356615\n", - "1 1 3.7169222455801787\n", - "2 -1 3.716922188608862\n", - "2 1 3.716922188603178\n", - "3 -1 4.120511095526069\n", - "3 1 3.4499844682315484\n", - "\n", - "22\n", - "0 -1 3.71692218860602\n", - "0 1 3.716922188554861\n", - "1 -1 3.7169221064445424\n", - "1 1 3.7169222714354078\n", - "2 -1 3.716922188688443\n", - "2 1 3.71692218867139\n", - "3 -1 4.120509894012514\n", - "3 1 3.4499849825053275\n", - "\n", - "23\n", - "0 -1 3.7169221887623394\n", - "0 1 3.7169221886685477\n", - "1 -1 3.716922066932682\n", - "1 1 3.7169223105522065\n", - "2 -1 3.7169221887765502\n", - "2 1 3.716922188739602\n", - "3 -1 4.120508288220037\n", - "3 1 3.449985669764999\n", - "\n", - "24\n", - "0 -1 3.716922188603178\n", - "0 1 3.7169221884155945\n", - "1 -1 3.7169220065592867\n", - "1 1 3.716922370882969\n", - "2 -1 3.7169221887282333\n", - "2 1 3.7169221886685477\n", - "3 -1 4.120506128482759\n", - "3 1 3.449986593996357\n", - "\n", - "25\n", - "0 -1 3.7169221884809645\n", - "0 1 3.71692218810864\n", - "1 -1 3.7169219128841746\n", - "1 1 3.716922464441552\n", - "2 -1 3.7169221885292814\n", - "2 1 3.7169221884127523\n", - "3 -1 4.120503205744797\n", - "3 1 3.449987844554414\n", - "\n", - "26\n", - "0 -1 3.716922188273486\n", - "0 1 3.7169221875146263\n", - "1 -1 3.7169217660064646\n", - "1 1 3.7169226108929365\n", - "2 -1 3.7169221884155945\n", - "2 1 3.7169221881796943\n", - "3 -1 4.120499226768004\n", - "3 1 3.449989546696486\n", - "\n", - "27\n", - "0 -1 3.7169221878357916\n", - "0 1 3.716922186264071\n", - "1 -1 3.716922842640713\n", - "1 1 3.716921533772677\n", - "2 -1 3.7169221875487324\n", - "2 1 3.716922188040428\n", - "3 -1 4.1204937785963125\n", - "3 1 3.4499918766798032\n", - "\n", - "28\n", - "0 -1 3.7169221873554648\n", - "0 1 3.7169221840414934\n", - "1 -1 3.716923212347467\n", - "1 1 3.716921162789788\n", - "2 -1 3.7169221865227087\n", - "2 1 3.7169221875544167\n", - "3 -1 4.120486277481916\n", - "3 1 3.4499950833875914\n", - "\n", - "29\n", - "0 -1 3.7169221865681834\n", - "0 1 3.7169221794542295\n", - "1 -1 3.7169238077282785\n", - "1 1 3.7169205653256654\n", - "2 -1 3.7169221843711853\n", - "2 1 3.7169221865909208\n", - "3 -1 4.120475895327047\n", - "3 1 3.44999951935705\n", - "\n", - "30\n", - "0 -1 3.7169221857041634\n", - "0 1 3.716922170202963\n", - "1 -1 3.7169247743193523\n", - "1 1 3.7169195947782896\n", - "2 -1 3.71692218009656\n", - "2 1 3.716922184931093\n", - "3 -1 4.120461453454993\n", - "3 1 3.450005685333224\n", - "\n", - "31\n", - "0 -1 3.7169221854767898\n", - "0 1 3.7169221511888395\n", - "1 -1 3.7169263559249544\n", - "1 1 3.7169180055244055\n", - "2 -1 3.7169221715245726\n", - "2 1 3.716922182222504\n", - "3 -1 4.120441268945285\n", - "3 1 3.4500142942036405\n", - "\n", - "32\n", - "0 -1 3.716922188273486\n", - "0 1 3.716922111392762\n", - "1 -1 3.716928963272892\n", - "1 1 3.716915383428443\n", - "2 -1 3.7169221539031128\n", - "2 1 3.7169221778739825\n", - "3 -1 4.120412931739281\n", - "3 1 3.4500263627208483\n", - "\n", - "33\n", - "0 -1 3.7169222012650494\n", - "0 1 3.7169220267216474\n", - "1 -1 3.716911026042169\n", - "1 1 3.716933291978819\n", - "2 -1 3.716922171462045\n", - "2 1 3.7169221170913147\n", - "3 -1 4.1203729806156275\n", - "3 1 3.4500433427055555\n", - "\n", - "34\n", - "0 -1 3.716922244602472\n", - "0 1 3.716921843890475\n", - "1 -1 3.716903735157473\n", - "1 1 3.7169405265913724\n", - "2 -1 3.716922163680181\n", - "2 1 3.71692203900551\n", - "3 -1 4.120316430875448\n", - "3 1 3.450067308007476\n", - "\n", - "35\n", - "0 -1 3.7169223725655343\n", - "0 1 3.7169214436218567\n", - "1 -1 3.7168914553760146\n", - "1 1 3.7169526953348964\n", - "2 -1 3.7169221593032375\n", - "2 1 3.716921870757517\n", - "3 -1 4.120236083623752\n", - "3 1 3.4501012189750213\n", - "\n", - "36\n", - "0 -1 3.716922727930694\n", - "0 1 3.7169205568304164\n", - "1 -1 3.716870640020886\n", - "1 1 3.716973290660519\n", - "2 -1 3.716922175804882\n", - "2 1 3.716921503034598\n", - "3 -1 4.120121512168851\n", - "3 1 3.450149292284266\n", - "\n", - "37\n", - "0 -1 3.716923679162676\n", - "0 1 3.71691857302352\n", - "1 -1 3.7168351299825986\n", - "1 1 3.717008363712182\n", - "2 -1 3.716920689122105\n", - "2 1 3.7169222659301226\n", - "3 -1 3.4502175077946617\n", - "3 1 4.119957568765642\n", - "\n", - "38\n", - "0 -1 3.7169261621997407\n", - "0 1 3.7169141044827825\n", - "1 -1 3.7167741516853425\n", - "1 1 3.717068474706764\n", - "2 -1 3.7169188687855126\n", - "2 1 3.71692257367755\n", - "3 -1 3.450314278821054\n", - "3 1 4.119722177729557\n", - "\n", - "39\n", - "0 -1 3.7169325169813305\n", - "0 1 3.716904005135291\n", - "1 -1 3.716668697568082\n", - "1 1 3.717172215827702\n", - "2 -1 3.7169147678113745\n", - "2 1 3.7169234644736093\n", - "3 -1 3.4504512775001217\n", - "3 1 4.119383072149674\n", - "\n", - "40\n", - "0 -1 3.7169484898853966\n", - "0 1 3.7168812035716314\n", - "1 -1 3.7164848814214224\n", - "1 1 3.7173526872706475\n", - "2 -1 3.716905500984069\n", - "2 1 3.716925803438187\n", - "3 -1 3.4506442909403745\n", - "3 1 4.118893002431889\n", - "\n", - "41\n", - "0 -1 3.71698788431587\n", - "0 1 3.716830061428311\n", - "1 -1 3.7161615182000673\n", - "1 1 3.7176696666918474\n", - "2 -1 3.716884619758787\n", - "2 1 3.7169314732707903\n", - "3 -1 3.450913650688392\n", - "3 1 4.118182877182619\n", - "\n", - "42\n", - "0 -1 3.717082923681403\n", - "0 1 3.7167168816083063\n", - "1 -1 3.7155864621766455\n", - "1 1 3.7182330674298214\n", - "2 -1 3.7168380687504055\n", - "2 1 3.716944080635187\n", - "3 -1 3.4512828807109486\n", - "3 1 4.11715261268597\n", - "\n", - "43\n", - "0 -1 3.717306067376569\n", - "0 1 3.716471769256202\n", - "1 -1 3.7145508276765327\n", - "1 1 3.7192493229767365\n", - "2 -1 3.716736496473061\n", - "2 1 3.7169689685939034\n", - "3 -1 3.4517718772164585\n", - "3 1 4.115661217990407\n", - "\n", - "44\n", - "0 -1 3.7178125121911876\n", - "0 1 3.7159571415443793\n", - "1 -1 3.7126602284516252\n", - "1 1 3.7211147621135865\n", - "2 -1 3.716522776134923\n", - "2 1 3.7170085973727396\n", - "3 -1 3.452375064038904\n", - "3 1 4.113523927627227\n", - "\n", - "45\n", - "0 -1 3.7189147841061754\n", - "0 1 3.714919794965965\n", - "1 -1 3.709167749026676\n", - "1 1 3.724603044555863\n", - "2 -1 3.7160982350187055\n", - "2 1 3.717040486175449\n", - "3 -1 3.4530008197165785\n", - "3 1 4.110543354029517\n", - "\n", - "46\n", - "0 -1 3.7211966780333228\n", - "0 1 3.712929277590149\n", - "1 -1 3.7026904715034448\n", - "1 1 3.731224055103155\n", - "2 -1 3.7153280163337854\n", - "2 1 3.716943910295356\n", - "3 -1 3.4533170224861465\n", - "3 1 4.106653384984327\n", - "\n", - "47\n", - "0 -1 3.7256579598405892\n", - "0 1 3.709312226671102\n", - "1 -1 3.6908595374754327\n", - "1 1 3.743816647066467\n", - "2 -1 3.714129060706739\n", - "2 1 3.7163018378791435\n", - "3 -1 3.4523910135945357\n", - "3 1 4.1023720573846845\n", - "\n", - "48\n", - "0 -1 3.733856189533924\n", - "0 1 3.703093903878596\n", - "1 -1 3.670360106194437\n", - "1 1 3.7671415755696103\n", - "2 -1 3.7127866985045443\n", - "2 1 3.7139486073712646\n", - "3 -1 3.4479822306096253\n", - "3 1 4.099922564783753\n", - "\n", - "49\n", - "0 -1 3.747992741192263\n", - "0 1 3.6929708628193225\n", - "1 -1 3.6386685285364706\n", - "1 1 3.807130637845546\n", - "2 -1 3.712763451521539\n", - "2 1 3.707090917195899\n", - "3 -1 3.4356955006600742\n", - "3 1 4.105126770660661\n" - ] - } - ], - "source": [ - "w, v = np.linalg.eigh(-hess_inv[0,sig_idx])\n", - "axis_half_len = np.sqrt(np.abs(w))\n", - "mode_logjoint = fi.log_joint(y, n, mode)[0,sig_idx]\n", - "print('')\n", - "print(sig_idx)\n", - "\n", - "for eigen_idx in range(len(integrate_thetas)):\n", - " for direction in [-1, 1]:\n", - " def f(x):\n", - " probe = mode[0,sig_idx].copy()\n", - " probe[..., integrate_thetas] += (\n", - " axis_half_len[..., eigen_idx, None]\n", - " * v[..., :, eigen_idx]\n", - " * x\n", - " * direction\n", - " )\n", - " return fi.log_joint(y, n, probe)[0,sig_idx] - mode_logjoint - log_tol\n", - " print(eigen_idx, direction, scipy.optimize.bisect(f, 0, 100))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-420.5001285515614\n", - "-392.0001117629716\n", - "-364.50009663089565\n", - "-338.0000830519539\n", - "-312.5000709243816\n", - "-288.0000601482702\n", - "-264.50005062581295\n", - "-242.00004226152964\n", - "-220.5000349624923\n", - "-200.0000286385342\n", - "-180.50002320245937\n", - "-162.0000185702316\n", - "-144.50001466116746\n", - "-128.00001139810718\n", - "-112.5000087075887\n", - "-98.00000652000296\n", - "-84.5000047697443\n", - "-72.00000339535154\n", - "-60.50000233963792\n", - "-50.00000154981371\n", - "-40.50000097759803\n", - "-32.000000579317536\n", - "-24.500000316005675\n", - "-18.00000015347898\n", - "-12.500000062414799\n", - "-8.000000018410944\n", - "-4.500000002043691\n", - "-1.9999999989074837\n", - "-0.499999999650683\n", - "-420.5001557009919\n", - "-392.0001362129172\n", - "-364.5001185651987\n", - "-338.00010264820463\n", - "-312.50008835388576\n", - "-288.00007557601555\n", - "-264.5000642104372\n", - "-242.0000541552913\n", - "-220.50004531124011\n", - "-200.00003758168037\n", - "-180.50003087295187\n", - "-162.00002509452924\n", - "-144.5000201592142\n", - "-128.0000159833121\n", - "-112.50001248680249\n", - "-98.00000959349683\n", - "-84.50000723119095\n", - "-72.00000533180952\n", - "-60.500003831532105\n", - "-50.00000267092103\n", - "-40.50000179503376\n", - "-32.00000115352294\n", - "-24.50000070073417\n", - "-18.00000039578738\n", - "-12.500000202654334\n", - "-8.000000090220382\n", - "-4.500000032340267\n", - "-2.000000007884992\n", - "-0.5000000007730421\n", - "-420.49549527345624\n", - "-391.99594311908845\n", - "-364.49636041436077\n", - "-337.9967482144088\n", - "-312.4971075771731\n", - "-287.9974395633941\n", - "-264.49774523660477\n", - "-241.99802566312576\n", - "-220.49828191205165\n", - "-199.99851505524026\n", - "-180.49872616729868\n", - "-161.99891632556978\n", - "-144.4990866101102\n", - "-127.99923810367392\n", - "-112.49937189168966\n", - "-97.99948906223975\n", - "-84.4995907060304\n", - "-71.99967791636846\n", - "-60.49975178913103\n", - "-49.99981342273421\n", - "-40.49986391809927\n", - "-31.99990437861971\n", - "-24.499935910122225\n", - "-17.99995962083078\n", - "-12.49997662132101\n", - "-7.999988024483898\n", - "-4.499994945474583\n", - "-1.999998501671712\n", - "-0.4999998126229599\n", - "-420.5046202893509\n", - "-392.0041574974942\n", - "-364.5037267370104\n", - "-338.0033268553076\n", - "-312.50295669962475\n", - "-288.0026151171292\n", - "-264.50230095502735\n", - "-242.0020130606594\n", - "-220.50175028160436\n", - "-200.001511465773\n", - "-180.50129546150785\n", - "-162.00110111767356\n", - "-144.50092728375387\n", - "-128.00077280993614\n", - "-112.50063654720668\n", - "-98.00051734743153\n", - "-84.50041406344664\n", - "-72.00032554913514\n", - "-60.50025065951517\n", - "-50.000188250815576\n", - "-40.50013718055198\n", - "-32.00009630760642\n", - "-24.50006449229698\n", - "-18.000040596453104\n", - "-12.500023483482408\n", - "-8.000012018441964\n", - "-4.500005068100066\n", - "-2.0000015010047605\n", - "-0.500000187542085\n", - "-420.50008680715723\n", - "-392.0000758438636\n", - "-364.50006592632616\n", - "-338.0000569914607\n", - "-312.50004897713177\n", - "-288.0000418222963\n", - "-264.50003546714026\n", - "-242.00002985321265\n", - "-220.50002492354986\n", - "-200.0000206228005\n", - "-180.50001689734296\n", - "-162.00001369539564\n", - "-144.50001096712657\n", - "-128.0000086647542\n", - "-112.50000674264359\n", - "-98.00000515739913\n", - "-84.50000386795037\n", - "-72.00000283563398\n", - "-60.500002024265676\n", - "-50.00000140021488\n", - "-40.50000093246515\n", - "-32.000000592675526\n", - "-24.50000035523474\n", - "-18.000000197305695\n", - "-12.500000098872306\n", - "-8.00000004277112\n", - "-4.500000014728528\n", - "-2.0000000033816434\n", - "-0.5000000003006164\n", - "-420.50007831065875\n", - "-392.00006819388517\n", - "-364.50005906493004\n", - "-338.0000508627181\n", - "-312.50004352713086\n", - "-288.0000369991502\n", - "-264.5000312209905\n", - "-242.00002613623354\n", - "-220.50002168995837\n", - "-200.0000178288579\n", - "-180.5000145013607\n", - "-162.0000116577408\n", - "-144.50000925022616\n", - "-128.00000723309807\n", - "-112.5000055627903\n", - "-98.00000419797965\n", - "-84.50000309967055\n", - "-72.00000223127736\n", - "-60.500001558698834\n", - "-50.00000105038763\n", - "-40.50000067741511\n", - "-32.00000041353022\n", - "-24.500000235212703\n", - "-18.000000121718983\n", - "-12.500000055128126\n", - "-8.000000020374387\n", - "-4.500000005281095\n", - "-2.000000000583583\n", - "-0.4999999999514273\n", - "-127.75407407193703\n", - "-122.50208037203541\n", - "-117.25270706904556\n", - "-112.00648722076389\n", - "-106.76409707559961\n", - "-101.5263944463012\n", - "-96.29446731248325\n", - "-91.06969534460123\n", - "-85.8538277309836\n", - "-80.64908154080288\n", - "-75.4582659022125\n", - "-70.28493854627405\n", - "-65.1336027923567\n", - "-60.00995484475228\n", - "-54.92119332510138\n", - "-49.87640522248355\n", - "-44.887044763205246\n", - "-39.96752380361051\n", - "-35.13593372987115\n", - "-30.414918667753945\n", - "-25.83271673272865\n", - "-21.424378090317283\n", - "-17.23315292781659\n", - "-13.312015380051847\n", - "-9.725246749051507\n", - "-6.54993914258597\n", - "-3.8771975621108226\n", - "-1.8127193632249146\n", - "-0.47633133653657467\n", - "-431.8812458260188\n", - "-411.0063166399741\n", - "-390.16346902123996\n", - "-369.36105555078274\n", - "-348.60961063777916\n", - "-327.92239823709633\n", - "-307.3160837483057\n", - "-286.8115502159203\n", - "-266.4348771187698\n", - "-246.21849412654535\n", - "-226.20250970855142\n", - "-206.43619202206972\n", - "-186.97954297221665\n", - "-167.904851543959\n", - "-149.29803684302433\n", - "-131.25949681485923\n", - "-113.90407689954762\n", - "-97.35969077454777\n", - "-81.76410880161282\n", - "-67.25953990739401\n", - "-53.984926042762176\n", - "-42.06635875391499\n", - "-31.606638979633267\n", - "-22.6755472435864\n", - "-15.302619576993735\n", - "-9.473939495885901\n", - "-5.133660643430815\n", - "-2.18991767868539\n", - "-0.5238526141421573\n" - ] - } - ], - "source": [ - "for eigen_idx in range(len(integrate_thetas)):\n", - " for i, direction in enumerate([-1, 1]):\n", - " for j in range(1, 30)[::-1]:\n", - " probe = mode[0,sig_idx].copy()\n", - " probe[..., integrate_thetas] += (\n", - " axis_half_len[..., eigen_idx, None]\n", - " * v[..., :, eigen_idx]\n", - " * j\n", - " * direction\n", - " )\n", - " logjoint = fi.log_joint(y, n, probe)[0,sig_idx]\n", - " delta = logjoint - mode_logjoint\n", - " print(delta)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Explore 4D quadrature bug 2" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def explore_slice(select_dim, sig_idxs, slice='max_idx', exp=False):\n", - " plt.figure(figsize = (12, 8), constrained_layout=True)\n", - " for i, sig_i in enumerate(sig_idxs):\n", - " plt.subplot(2, 3, i + 1)\n", - " sig_slice = logjt[0, :, :, :, :, sig_i]\n", - "\n", - " if slice == 'max_idx':\n", - " max_ravel_idx = np.argmax(sig_slice.ravel())\n", - " max_idx = np.unravel_index(max_ravel_idx, sig_slice.shape)\n", - " idx = [0, np.s_[:], np.s_[:], np.s_[:], np.s_[:], sig_i]\n", - " for j in range(4):\n", - " if j not in select_dim:\n", - " idx[1 + j] = max_idx[j]\n", - " elif isinstance(slice, tuple):\n", - " idx = [0, np.s_[:], np.s_[:], np.s_[:], np.s_[:], sig_i]\n", - " set_dim = list(range(4))\n", - " for d in select_dim:\n", - " set_dim.remove(d)\n", - " for j, d in enumerate(set_dim):\n", - " idx[1 + d] = slice[j]\n", - "\n", - " idx = tuple(idx)\n", - " f = logjt[idx]\n", - " pts = grids[idx] \n", - "\n", - " # Identify the two dimensions with the most remaining spatial variation.\n", - " # These will be the two dimensions that we plot.\n", - " dim_width = np.max(pts, axis=(0,1)) - np.min(pts, axis=(0,1))\n", - " plot_dims = dim_width.argsort()[-2:]\n", - " plot_dims.sort()\n", - "\n", - " x = pts[..., plot_dims[0]]\n", - " y = pts[..., plot_dims[1]]\n", - "\n", - " if exp:\n", - " f = np.exp(f)\n", - " vmax = np.max(f)\n", - " vmin = 0\n", - " else:\n", - " vmax = np.max(f)\n", - " vmin = vmax - 30\n", - " plt.scatter(x, y, c=f, vmin=vmin, vmax=vmax)\n", - " plt.xlabel(r'$\\theta_' + str(plot_dims[0]) + '$')\n", - " plt.ylabel(r'$\\theta_' + str(plot_dims[1]) + '$')\n", - " plt.colorbar()\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ti_rule = util.simpson_rule(51, -6, 2)\n", - "grids, wts, logjt = quadrature.build_grid(\n", - " fi4, y4, n4, fixed_arm_dim=0, fixed_arm_values=ti_rule.pts, n_theta=13, tol=1e-6\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "slice = logjt[0,:,:,:,:,:]\n", - "integrate_dims = list(range(1, 4))\n", - "maxv = slice.max(axis=tuple(integrate_dims)) \n", - "plt.scatter(grids[0,:,0,0,0,:,0], np.log10(grids[0,:,0,0,0,:,4]), c=maxv)\n", - "plt.colorbar()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "maxv = np.expand_dims(maxv, (1, 2))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(51, 13, 13, 90)\n", - "0\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(51, 13, 13, 90)\n", - "0\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(51, 13, 13, 90)\n", - "0\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(51, 13, 13, 90)\n", - "0\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(51, 13, 13, 90)\n", - "0\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(51, 13, 13, 90)\n", - "0\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "log_tol = -4.5\n", - "for dim in range(3): \n", - " for dir in [-1, 1]:\n", - " idx = [np.s_[:]] * 5\n", - " idx[1 + dim] = dir\n", - " idx = tuple(idx)\n", - " print(slice[idx].shape)\n", - " fail = np.any(slice[idx] - maxv > log_tol, axis=(1,2))\n", - " print(np.sum(fail))\n", - " plt.scatter(grids[0,:,0,0,0,:,0], np.log10(grids[0,:,0,0,0,:,4]), c=fail)\n", - " plt.colorbar()\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "for i in range(1):\n", - " explore_slice([1,3], [3], slice=(33, i), exp=True)\n", - "# explore_slice([0,1], [38], slice=(12, 12))\n", - "# explore_slice([0,1], [38], slice='max_idx')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "for i in range(1):\n", - " explore_slice([1,3], [3], slice=(33, i), exp=True)\n", - "# explore_slice([0,1], [38], slice=(12, 12))\n", - "# explore_slice([0,1], [38], slice='max_idx')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Explore 4D quadrature bug 1" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.003113384915269016" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fi4.sigma2_rule.pts[38]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABs8AAAJ6CAYAAABnrNzzAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAABYlAAAWJQFJUiTwAAEAAElEQVR4nOzddXxcx7nw8d+cBTGjJdkyMzNjHIfbpJQ2baApY3rbW7hlbm5ze9/epk2bpA23obZhO2ZmZpBs2QKLmZbOvH+svJasXdmWpV3B8/18nLV3zjnzrDTZnZ3nzIzSWiOEEEIIIYQQQgghhBBCCCGEACPUAQghhBBCCCGEEEIIIYQQQgjRU0jyTAghhBBCCCGEEEIIIYQQQogWkjwTQgghhBBCCCGEEEIIIYQQooUkz4QQQgghhBBCCCGEEEIIIYRoIckzIYQQQgghhBBCCCGEEEIIIVpI8kwIIYQQQgghhBBCCCGEEEKIFpI8E0IIIYQQQgghhBBCCCGEEKKFJM+EEEIIIYQQQgghhBBCCCGEaCHJMyGEEEIIIYQQQgghhBBCCCFaSPJMCCGEEEIIIYQQQgghhBBCiBaSPBNCCCGEEEIIIYQQQgghhBCihSTPhBBCCCGEEEIIIYQQQgghhGghyTMhhBBCCCGEEEIIIYQQQgghWkjyTAghhBBCCCGEEEIIIYQQQogWkjwTQgghRMgppQYrpXQHf17u4NwHlFK7lVL1SqkapdRGpdQdwYxfCCGEEEIIIYQQQvQd1lAHIIQQQgjRyiHgDT/PH/V3sFLqMeCbQAHwFGAH7gXeVkp9VWv9eDfFKYQQQgghhBBCCCH6KKW1DnUMQgghhOjnlFKDgXPAc1rrB6/xnLnANiAXmKG1rmp1rX1AFDBaa53X9RELIYQQQoieTCn1KeD5ln9+Vmv9dCjjEUIIIUTvIss2CiGEEKK3+kLL4y8vJc4AWpJlfwTCgIdCEJcQQgghhAghpdRA4A9AfahjEUIIIUTvJMkzIYQQQvQkGUqpzyul/qvlcWIHxy5teVzlp2zlFccIIYQQQoh+QCmlgGeACuDPIQ5HCCGEEL2U7HkmhBBCiJ5kecsfH6XURuABrfWFVs9FAZlAvdb6op/rnGl5HNlNcQohhBBCiJ7pa3hvoFqM3EglhBBCiE6S5Fk3UkqdA2KBvBCHIoQQIngGA7Va6yE3eiGl1EvA6BuO6NoNJsBnltZ6WjfX3Qj8HHgDONvy3ETgJ8ASYJ1SarLWuqGlLK7lsSbA9S49H9/VgYq2pL8jhBD9zmC6qK8DQe/vnNRa3xekukQIKKXGAL8Bfq+13qyU6pLkmfR3hBCi3xlM7x3bkf5OF5HkWfeKjYiISBwzZkxiqAMRQggRHCdOnKCpqamrLjc6IlxNHTPC3lXXC+jEGSdNzbrxRq6hlMoDsq/jlJe01p8E0FqXAj+6onyzUupmYCswC/gM8PvrDEtf5/Hi+kl/Rwgh+pEu7utAkPo7LX2dbq1DhJZSygq8AFwA/quLLy/9HSGE6Ed6+dhOt9fTX0jyrHvljRkzJnHfvn2hjkMIIUSQTJs2jf379+d11fXGjLCzZ/WgrrpcQDNuvsD+I46TNzjDLBdovo7ji652gNbarZR6Gm/ybCGXk2eXZpbF+T3x6jPTRNeR/o4QQvQjXd3XgeD0d1r6Ot1ahwi5HwFTgPla606NeCqlAnVowseMGYP0d4QQon/o5WM73V5PfyHJMyGEEKIH02hMzKDUc8PX0HpZF4TiT1nLY1SruhqUUoVAplJqgJ99z0a0PJ7upph6FaXUo8B0vHvAJQNNwHm8y2Q+rrWuCF10Qggh+rtg9He6oq8jei6l1Ey8s83+R2u9I9TxCCGEEK31prEdcZkR6gCEEEIIIa5idsvj2SueX9/yeIufc2694pj+7ht4k49r8M7eewlw491T7rBSamDoQhNCCCGE6LxWyzWeBn54I9fSWk/z9wc42RWxCiGEEKL3kJlnQgghRA/n0d1/d1KoKaVmAQe01s4rnl+KN/ED8OIVp/0Z+BTwfaXUG1rrqpZzBgNfBhzAM90Zdy8Sq7Vut6SmUuqXeO/S/h7wpaBHJYQQQrToD/0d0W2i8c6uB2hWSvk75iml1FPA77XWjwQrMCGEEOIS6ev0PpI8E0IIIURP8CgwTim1EShoeW4isLTl7z/UWm9vfYLWertS6nfAf+CdPfU6YAc+BiQCX9Va5wUh9h7PX+Ksxat4k2cjApQLIYQQQvR0DuCvAcqm4t0HbStwCpAlHYUQQghxTSR5JoQQQvRgGjCDsGZ1D1gV+wXgbmAG3iUXbUAJ3uTO41rrLf5O0lp/Uyl1GPgK8DnABPYDv9VavxOMwHu5O1seD4c0CiGEEP1aMPo7PaCvI7qJ1roJ+Iy/MqXUT/Amz57TWj8dzLiEEEKIS/rR2E6fIskzIYQQQoSc1vqvBL5j+GrnPgc817UR9U1KqW/hXdooDpgOzMebOPvNNZy7L0DR6C4LUAghhBBCCCGEEKIHkOSZEEII0aNpTIKxLrbcn9RPfAtIa/XvVcCDWuuyEMUjhBBCEJz+jvR1hBBCCBEqMrbTG0nyTAghhBCin9BapwMopdKAuXhnnB1QSt2htd5/lXOn+Xu+ZUba1K6OVQghhBDiRmmtfwL8JMRhCCGEEKIXkuSZEEII0YNpwKNlXWzRtbTWJcC/lVL7gdPA88D40EYlhBCivwpGf0f6OkIIIYQIFRnb6Z2MUAcghBBCCCFCQ2t9HjgOjFNKJYc6HiGEEEIIIYQQQoieQGaeCSGEED2cKfcOie6V0fLoCWkUQggh+jXp7wghhBCiL5O+Tu8jM8+EEEIIIfowpdRopVS6n+cNpdQvgVRgu9a6KvjRCSGEEEIIIYQQQvQ8MvNMCCGE6ME04AnC3Uly/1OfdgvwW6XUZiAXqADSgEXAUKAY+GzowhNCCNHfBaO/I30dIYQQQoSKjO30TpI8E0IIIYTo29YCTwLzgElAPNAAnAZeAP5Pa10ZsuiEEEIIIYQQQgghehhJngkhhOj33C43pRfKcTa7iEuJJSE1LtQhtSHrYosbobU+Cnw51HEIIYQIrab6JsoLK9EakjISiIqNDHVIbUh/R/RlTQ3NVBRW4vGYJA1IIDo+6nJZB/9vNtZ5y5SCpIxEImMifGUNNQ1UXKxGKUjOTCQi+nJZfXUDFRersFgMkrOSCI8M85XVVtZRVVKDxWohJSuRsIhWZRV1VJVUY7VbSRmYjD3M5iurLquhurQWW5iV1EHJ2OyXy6pKqqkpr8MebiN1UDJW2+XhxsriKmor6gmLsJM6KBmL1QKA1pqKi1XUVzUQFtlSZmlVVlRJfXUjEdHhpAxMwjAMX1lZQQUNNY1ExkS0KTNNk/KCChrrmomMjSAlKwmllK+sLL+CpvpmouIiSc5M9JV5PB7K8itobnAQnRBF0oCEy2VuD6UXynE0OYlJjCZpQILvtbldbsryK3A0OYlLjiEhLd5X5nK6KMuvwOXwfseMT7n8HdPpcFGWX47b6SY+NY645NjLZc1OSvMr8Lg9JKTFEZsY4ytrbnRQXlCBx2OSmB5PTEJ0uzZmmpqkAfFExV1bG2uobaSiqMpvO7rUxgxDkZSZSERUuK+srqqeyuLqq7ax1IFJ2MPtvrKa8lqqS2sCtrGaslpsYTZSBiZdcxuruFhFXWXHbSw8KoyUgUlt2lh5YSUNNR23sajYCJKz2raxsvwKGuuaiIqLDNjGouMjScpo28ZKL5TjaHR22MZik6JJTG/bxnxjFX7aWOmFclwON/GpgdtYQlo8sUmX25GjyUFZQeVV21i796qGZsoLKrzt6Io21ljXREWRt40lZ17xXtVBG2v9XhWwjXXwXmWxWa+rjYWa9HV6H0meCSGE6LeKcot54hvPsmflATwe0/d89tgs7v3e3Sz52Dxfx1sIIYQQoqdrrGuirKAC02OSlJFAbGIMJ3ef4c0/rmLTqztwOVwAWKwWFnxoFnd96RYmLBgT4qiF6LtyDp7jzcdXseEfW3E0OQEwLAZzPzCDKcsmcHLXGTa+sr3d/5sTFo7l2LaTbH5tB26XBwCr3cqij8xh7NxRHNp4jG3/3o3H7S2zh9tY9LG5jJ4xnP1rD7Pjrb2YpneQNiwyjKUfn8fwKUPYvfIAu987gNbesojocJZ9ciHZY7PY+c4+9q0+5Is9Ki6S5Z9aRObIAWz79y4ObjjmK4tJjObm+xeRNjiFza/v5OjWk76yuJRYbn5wCUkD4tn4ynZO7jrjK0tMj2fFQ0uISYphw9+3cGb/OV9ZSlYSNz+4hIiYcNa/tIWzh8/7ytKyU7j5wcXYwmysfWETF04U+soyhqWx/IElKAVrnt9E4ZmLvrKBozO56ZML8LhNVj+3keJzpb6yweMHsuy+hTgaHbz/7AbK8it8ZcOnDGHJx+dRX93A+89spPLi5a2BR88czsKPzqG6tJbVz26kurTGVzZ27igWfmg25YUVrH5uE7UVdb6yiYvGMv+DM7l4roQ1z2+mvrrBVzb1pgnMvnM6+aeKWPfCZhrrmgBQSjH9lsnMvHUKeUcvsO6lLTQ3OLztyFDMumMaU5dPJGf/OTa+vK1NG5v3wRlMXjKeEzvPsOm1y+//VpuF+ffMYvz8MRzddpKt/9zpa2O2MBsLPjyLsXNGcWjDUba9sQez5XtyWISdRR+dy8jpQ9m35jC73tnna2PhUWEs/fh8hk7MZtfKA+xdddDXxiJjIlj2yQUMHJ3Jzrf3sn/tEd/rjo6P4qZPLWTA0DS2vbGbw5uO+8pik2K4+f5FJA9KYsvrOzm27ZSvLD41jpsfWERCejybXtnOyd05l9vYgARWPLiEmMQo1v99KzkHWrWxgS1tLCqMtS9uJu9ovq8sfUgqy+9fjM1uYc0Lm8k/2aqNDU/n5vsXAbD6uY0U5Zb4ygaNyeSmTy7C5XSx+tmNlJwv85UNmTCIZfctoLG+mTXPbqSs4HIbGzF1CEs+Pp/ainpWP7uByuLqy21s1ggWfWQOlcXVrH5uIzVltb6y8fNHs+CeWZTmV7D6uY3UVdb7yiYvGcecu2Zy8Wwxa57fRENNo69s2s2TmH3HNC6cKGDtC5tpqm/2tbEZt05mxi2TOXv4Auv/vhVH4+U2NvvO6Uy9aSKn9+ay8ZVtOJsvv1fN/eAMJi8ex/Edp9n02g7cTrevjS348GzGzR3NkS3H2fqvy+9VtjAbiz46hzGzRnBg/VG2v9m2jS2+dx4jpg5l7+qD7Hpnv68dhUeFsey+BQweP4jd7+1nz6qDvtcWGRvBTfctJGt0Bjve2suBda3aWEIUKx5YzJ1fWkHm8AEIcb3UpUYoup5Sat/UqVOn7tu3L9ShCCGEuMJfvvU8r//u7Q6PGTZ5ML9d9+M2d/RdzbRp09i/f/9+rfW0G41RKbVvwgTr1NUrU270Uld1861lHDni7pK4Rf8i/R0hhAiuxromSs6XYXpMEgckkJAax6m9ubz5x5VsfPnyILxSkDkyg4JTRR1e756v387n/+d+3131V9OVfR1vnMHp70hfR9yIzvR3XnvsLZ789gvdGJUQQohrYbVb+fazX2HJvfOu+RwZ2xEgM8+EEEL0Qz//2O/Y/NqOqx6XezCPby35MX/Y9ZseNdVfCCGEEH1bU30TxedKcbs8JA5IIGlAAjkHzvHGH1ay4eWtvju/ATJHpFN4prjdNbTmqokzgH/9/l2sdiufffSTXfoahOjP3vzjKkmcCSFED+F2uvn1J39PeFQYc+6cHupwRC8iyTMhhBD9ygs/e+2aEmeXnD18gfeeXMsHv3prN0bVMfPqhwghhBCil2mqb+Li2VJcTjcJaXGkDkwm91Aebz6+ivV/3+Jbfgu8y5IVnS3B31YZ/hJn1+vV377JioeWMGh05g1fq7OkvyP6itqKOp78z+dDHYYQQohWtKn5w5efZuatU0K2PYf0dXofSZ4JIYToNzb/cwfP/+TV6z7v1cfe5ANfucW3oa8QQgghxLVoamjmYm4JzmYn8alxpA9OJe9YPm/8YSXrXtrs27sGIH1oKiXnyvC3tULr/VW6yzt/Xs2X/t9D3V6PEH3d+89saDM7VAghRM9QVlDBznf2Me+DM0MdiuglJHkmhBCiXzi8+Rg//8jvOnVuWX4FF04UkD12YBdHdXUa8Pi7zbwb6hFCCCHE9XM0OSjKKcbR5CQuOZb0IakUnC7ijT+sZO0Lm2msa/IdmzY4hdIL5Wiz/Sdv8dnSYIbdzrqXNocseRaM/o70dUSwbHh5a6hDEEIIEcD6f2wNSfKsv4ztKKWeBR64ymHrtdbLWp3zIPBMB8d/UWv95xuP7vr16+SZUioJuBu4HZgAZAJO4AjeX9gzWmuZUSmEEL3c2cN5fHvZz27oGhUXq0OSPBNCCCFE6DkdLopyimluaCY2KYYBQ9Moyi3mzcdXsfq5jTTUNPqOTR2UTHlhJaan/VfJkryyYIZ9XWor6vG4PSFbykiIvqKssDLUIQghhAigokjeo7vZG0BegLJPAUOBlQHK3wQO+nl+740G1Vn9OnkGfAR4ArgIbAAuAGnAPcDTwK1KqY9of+tmCCGE6BXKCyv42pzv4/EzgHU9bPb+/pEphBBC9G1ul5vCnGKaGxzEJEQxYGgapRfKeeuPq1j5t/XUVdb7jk3JSqKyuBqP29PuOqUXyoMZdpcyLEaoQxCi13M73aEOQQghRACNtU1XP0h0mtb6DbwJtDaUUvHAt/FOXHo2wOlvaK0DlYVEfx8JPA3cBbzbeoaZUuq/gN3Ah/Am0v4ZmvCEEELciJqKWh4e9w0cTc4bvlbWqIwuiKhzPHILhxBCCNElPB4PF8+W0lzfTFRcJOlDUqm4WMU7T6zmvafXUlVS4zs2OSuJmtIaXH4GwssKKoIZdtBorUO2x6v0d0Rf4W9ZViGEED2DswvGhzqrn/d1PgVEAC9rrXvNnWb9OnmmtV4f4PlipdSfgV8Ci5HkmRBC9DoNtY18ccq3u+SuooxhaSSkxnVBVEIIIYTobqZpUpZfQWNdE1GxEaQMTKamvJZ3n1zLu0+uoSz/cuIrJSuJmoo6vwMp5X00QSaE6F4yg1MIIXquyLjIUIfQX3225fHJDo6ZrJR6BAgHCoENWuuC7g6sI/06eXYVrpZHmW8vhBC9jNPh4kvTv91ld4V/7rGr7XXafTQQjM03+/cNUEIIIXobrTVVJdU01DQSERNB0oAEGmoaWfW39bz959UU5RT7jk0dlERdZQNN9c3trtNXZ5B1RmRsBIYRmkH/YPR3pK8jgiUiJrzNMq9CCCF6jqgQJc+CPLYzWim1z2+51tOCEEYbSqk5wATgtNZ6QweHfv2Kf3uUUk8Dj2it23fkg0CSZ34opazA/S3/XBXKWIQQQlwft8vNd276GUU5JV1yveFThzLvAzO65FpCCCGEuD4NNQ3UVzcSER1OTGI0zY0O1r24hbefeJ+zh8/7jksfnEJ9dSP11Q3trlF6QRJk1yY0yzUK0dcMGpNF6flesyKVEEL0K9ljskIdQn/0uZbHpwKUnwO+CqwGCoA4YD7wa+DzQCzwiW6O0S9Jnvn3G2A88J7W+v2rHRwokwuM7tKohBBCdMg0Tb5z8885uu1kl1wvLiWWP+35TZdc60Z4ZDBLCCFEH+ZyumisbSIsMozwyDBcThdbXt/JW0+8z7Ftp3zHZQxPp7G2kerS2nbXKM4rC2bIfVJjbSMejweLxRKS+qW/I/qK0TOHs3fVwVCHIYQQwo/pKyaFrO4g9nVO3sgMM6VUHpB9Hae8pLX+ZIBrxQEfBZzAs/6O0VpvAja1eqoReE0ptRM4BHxcKfWo1vrQdcTUJSR5dgWl1NeAbwIn8W5kJ4QQohfQWvPbBx/n8KbjXXK9xIwEXs7/C0rJQI4QQghxo7TWuBwurHYrhmHg8XjYu+ogbz3xPntXHcQ0vYvMDBqbRXN9M6UX2s/aaL0Uo+h6Sinp9wjRBc4eOn/1g4QQQoTE4U3HmX3H9FCH0dPlAtezTGJRB2WfBCKBl7XW1zUtW2udr5R6D7gPWIg3kRZUkjxrRSn1ZeD3wHFgmda68lrOC5TJbZmRNrXrIhRCCBHI7z77Z9a+uKVLrpU+JJXnzvyhRwwgaQ1mEDbp0LIRiBBCiC6mteb4jtO8/cT7bPv3bpobHRiGYtiUITgaHVw4UdjunAvHQ7oneL+WPjQ1dHueBaG/I30dESxnD+WFOgQhhBAB5IboPbo3je1orZfd+FV8Ptvy+JdOnn9peYmoLojluknyrIVS6hHgf4GjeBNnpaGNSAghxLV67sevsOpv67vkWobF4JlTvw/Z4JEQQgjR2+SfKuTtJ1az5Z87qSmrxRZuY/iUIbidbo7vON3mWNPUnNl3NkSRio5MWTI+1CEI0Sc4He5QhyCEECIAZ7Mr1CH0G0qpWcAk4LTWemMnLzOr5TEkXyAkeQYopb6Dd5+zg8Dy651CKIQQInRefexNXvz56112vUmLx2K19qSPRxWkdbFDP8tOCCFEz1VVUs3Kv65n02vbqS6txWa3MnSSdyuEHW/tbXOsy+nusmWURfBUldaEsPZg9HekryOCIz41lsqLVaEOQwghhB/xqXEhqrlfju18ruXxyY4OUkot0FpvueI5BXwXmAOUA6u6JcKr6EmjgyGhlPoh8DNgH3DztS7VKIQQIvRWP7+Rp779Ypde89O/uq9LryeEEEL0Fo4mBxtf2c7GV7ZRebEaq91K9rgsIqLCee+ptbhdnjbHl5wvC3Al0RsdWHck1CEI0Scs/PAc2fdMCCF6qEUfmRPqEPoFpVQs8DHACTx3lcM3K6VOA3uAQiAOmAeMBxqB+7TWtd0YbkD9OnmmlHoAb+LMA2wBvuZnf5s8rfWzQQ5NCCHEVWx8ZRu/ffCPXXrNuJQYRs8Y3qXXvFEagnJ3kmwDIoQQ/YPWmgPrj7L+pS1UXKzEYrUwaHQmiQMS+Puv/kVdZX2b40/vzQ1RpCLYmhsceNweLFZL0OsORn9H+joiWG77zDKe/8mrmB4z1KEIIYRoJSYxmnl3zwxJ3f1wbOc+vPuUvXwNq/w9BswElgKJgAlcAP4I/E5rHbI13/t18gwY0vJoAR4JcMwm4NlgBCOEEOLaHN58jF9/8v+6/Lr/s+mnXX5NIYQQIhSKcotZ9+IWSvPLsVgMskZlkDE8nae/8yL5p4raHLvr3f0hilL0JLYwG4ZF9nwV4kZFxERgs1txNDlDHYoQQohWwqPCsNr6ezokOLTWTwBPXOOx/9nN4XRav24tWuufAD8JcRhCCCGuw/61h/n+7b/u8js5f/bmt8kePbBLr9lVTN2j1qwWQgjRQzTVN7HtjT2UnC9DKUXm8HQGjc3iqe+8yJ6VB0IdnuhlJiwYjZ+VWIJG+juir9j48jZJnAkhRA9Ull/BkS0nmLhwbEjql75O79Ovk2dCCCF6l/yThfzgrt/gdrm79Lq/fPd7zLx1apdeUwghhOgKWmtO7ztL8blSANKHpDJgaCov/PQ1Vj+3kcbapjbHKwW6B63XInqPO7+4ItQhCNEnrH5uY6hDEEIIEcCqZ9aHLHkmeh9JngkhhOgVzh/P52tzv4+r2dWl1/3Vqh8w4+ZJXXrNrtQP18UWQoh+qaGmgdL8CtCapMxEomIjee/pdbz1p1XkHc1vc6wtzIrL4f9GEkmcic4aNDozZHXLnmeiL7l0s4MQQoiepySvLCT1ythO7yTJMyGEED1eYc5FvrHwR+3urr9R9zxye49OnAkhhOh7tNZorTEM795Sx3ec4s0/rmLzaztwuzwAKEMRnxpHVXG132sESpwJcSNW/nU9n3/s/lCHIYQQQgghRI8gyTMhhBA9WkNNA99Z/nPqKuu7/Nr3PHJ7l1+z6yk8GEGpRwghRPeoq6pn9bMbWfnXdRScvog2TRIzEkjPTuXotpPtjtemDpg4E6K7rHtpcwiTZ8Ho70hfRwRH+tBUygoqQh2GEEIIPwYMSQtRzTK20xtJ8kwIIUSPVV5UyTcX/5iS810/rT51UBJpg1K6/LpCCCH6J601J3adYeVTa7lwshCP20NSRiIDR2Xw1hPv01TX3Ob48oJKygsqQxStEO1VldTg8XiwWCyhDkWIXm3Fg0s4svlEqMMQQgjhxy2fXhLqEEQvIskzIYQQPZKz2cl3V/ycopzibrn+F//3oW65blfTgKllXWwhhOgpmhsdbHl9J+eOnMft8pA4IIExs0fw9Hde5OTunCuOzg1JjEJ0hmExfMuJBlsw+jvS1xHBsvhjc3nq2y9QU14X6lCEEEK0MnRSNuPmjQ5J3TK20ztJ8kwIIUSP42hy8L1bf8n5YwXdcv2JS8Yy/+5Z3XJtIYQQfUN5YQXnjlzA5XQTnxrHkImD+PvP/8k7T66hvqoh1OEJ0eUGjc5EKVnqR4gbFRYRxndf/Drfv+1XmKYZ6nCEEEIAYZFhfPf5r0pfR1wXSZ4JIYToUZzNTv7rtl9121InGcPT+Z91P+2Wa3cXj6xZLYQQ3UZrjcftwWrzfjU6tOkY//p/77Lz7b2Y5uV7N+3hNpzNrlCFKUS3u+2zN4W0funviL7E43Kjtdz/L4QQPYXWGrfLE9IYpK/T+0jyTAghRI/y6AOPc3jT8W659tBJ2fzlwGPdcm0hhBC9R3Ojg40vb+Odv6zmzP5zmB6TqLhIMkcM4PRe/0stSuJM9GWRsREsv39RqMMQok9obnTw6AOPS/JMCCF6EGeTk/9+4HGePPw/MvtMXDNJngkhhOgRPG4P/+8LT7L5tR3dcv3hU4fwpz2Pdsu1hRBC9Ew15bWsfnYjJ/fk4Gh0EJscw7CJg3ntd29TUVjZ5tiGmsaAiTMh+rpRM4YTHR8V6jCE6BM2vryNusr6UIchhBDiCnnH8jm8+TiTFo0LdSiil5DkmRBCiB7hD195mlV/W99t1//Tnkd75d1FGvBoIyj1CCFEb1VeVMnpPbk0NzqISYxm1IxhPPvDV1j1t/W4HG1njK1hU4iiFKLnOrDuCKf25jJq+rCQ1B+M/o70dUSwvP/shlCHIIQQIoD3n90QkuSZjO30TpI8E0IIEXIv/uJ13n1ybbddf8iEQb0ycSaEEKJjJ3ad4bXH3mTbG3swPabveYvVwOM2OzhTCHGld554n1F//VKowxCi1yvJKwt1CEIIIQKQ92hxPSR5JoQQIqRe+sU/ee5Hr3RrHQ//6r5uvX73Uph0/91JyMa1QogeSmvNwQ1HefuJ9zmy5STN9c1EJ0QxYFgax7aexDTb318piTMhrt+Wf+3imyFLngWjvyN9HSGEEKK/C92N1TK20xtJ8kwIIUTIvPvUWp790cvdWkdMYhQzb5vSrXUIIYS4cVprTuw6w6ENx2isayIqLpKR04fy3I9e4fiO022ObW50UH7FnmVCiBvTUNOIx+3BYrWEOhQherX0oamUFVSEOgwhhBB+pA9ODXUIoheR5JkQQoiQ2PT6Dn7/hSe7vZ6/HPyfXr1kowY8QbhzSNbFFkIEk2maOJqchEXYMQyDrf/exUu/+Cc5B86FOjQh+i2rzYJhCcYd0e0Fo78jfR0RLLc8tJQjm0+EOgwhhBB+3PLw0pDUK2M7vZMkz4QQQgTdptd28IuP/a7b6/nT3kdJyUrq9nqEEEJcncfjYde7+3n7ifc5sO4oHrcHw2IwYGgahWcuhjo8Ifq9kTOG9+objoToKRZ/bC5PfvsFaspqQx2KEEKIVoZNHsy4uaNCHYboRSR5JoQQIqiObjvJrz7x/7q1DqUUf9z7G0ZMGdqt9QSDBjy6++8Cl7uThBBd6dyR8+x9/xANNY2ER4czZMIgXvjpq5zak9vmONNjSuJMiB7ijs8vD1ndwejvSF9HBIs93M73Xvwa37/913jcnlCHI4QQAoiMjeA7z381ZDcKydhO7yTJMyGEEEFzaOMxvnfrLzA9ZrfW86d9jzJ88pBurUMIIUR7B9Yf4fmfvMrRrSdDHYoQ4jqkZaew6CNzQh1Gv6C8o3b3Aw8BE4EIoBjYA/xAa33azzkPAF8GxgIe4ADwmNb6nWDFLa7PtOWT+Pnb3+WX9/4vDTWNoQ5HCCH6teSsRH7+5ncZMn5QqEMRvYwkz4QQQgRF7uHz/Ndtv8TlcHdrPVOWje9jiTOFGYR1sQlKHUKIvuL88XzefmI1u97bT31VA+FRYSRnJXF6Tw6mKfc7CtGbhEeF8fO3voM93B7CKILR3wl9X0cpFQ68BtwBnAL+DtQBGcACYCRw+opzHgO+CRQATwF24F7gbaXUV7XWjwftBYjrkpAaR2xSTMDkmTIUOsBnZo8qUwqtr78MReApEB2V9QadfG2d/Vl2WNZL2kN3lPXpNtaRYLe/PtDGElLjiUmM9lsWPDK20xtJ8kwIIUS3O3+igG8s+AHOZle313XfDz7c7XUIIUR/4Xa5Ob03l7rKesIiwxg0JpOnv/cSa57b1Oa4+uoGygsrQxSlEOJGNDc4yDmQx5AJ2aEOpT/4H7yJs1/jnWXWZjkGpZTtin/PxZs4ywVmaK2rWp7/LbAPeEwp9Y7WOi8IsYvrcGb/Wb65+Mc01TcHPCbQwHGPKwuUuLhKWYeJi96e1Ojka+vsz7LDsl7SHrqjrE+3sY4Eu/31gTZ2Zv9Zvj7v+/zf9l+SOigl4HFCXEmSZ0IIIbpVcV4p35j/A5rqAn9x7CqRsRFMWjSu2+sJJg14kHWxhRDBVVNeyxt/WMl7T6+j8mKV7/mO7hIVQvRev/vcn5l280QS0xNCUn8w+juhfudSSg0DvoB3ecbvaz+jfFrrK+80+0LL4y8vJc5ajstTSv0R+CHe5R9/3D1Ri87wuD387MOPdZg4E0IIEVwVRVX85v4/8LuNPwtJ/TK20ztJ8kwIIUS3qSqt4SuzvkddVUNQ6vvqnz4TlHqEEKIvObP/LNv+vZvqslrCI+0kZSbxxh/eo/RCebtjJXEmRN/kdrpZ+df13Pf9D4U6lL7s44ABPAfEKqXuBAYCFcB6rXWOn3OWtjyu8lO2Em/ybCmSPOtRtr+1l+K8slCHIYQQ4gpHNp8g5+C5PrbVh+hOkjwTQgjRLarLavjy9O9QU1YblPoWfWQ2N31iYVDqCioNHt39dyfJ7UlC9D9HtpzgyW+/wMldZ0IdihCiB1j1txAmz4LR3/H2dUYrpfb5LdZ6WvcGwIyWxzi8yzAmta5eKfUE8DWttQdAKRUFZAL1WuuLfq536c17ZDfF2+sopR4FpuP9mSQDTcB54A3gca11RTDieO+pNcGoRgghRCe899Q6vvbHENx4LWM7vZIkz4QQQnS5poZmvjT9O5QVBOX7KdNWTOIHr3wzKHUJIURv01jXxLqXtrDlnzupKqkmLMJOdEI0B9cfxeP2hDo8IUQPUZJXhmmaGEYQBnb6p9SWx58Ba4FvAXnATOAvwJeAMuAnLcfFtTzWBLjepefjuzbMXu0bwH5gDVAKRAGz8f5MP6eUmq21zu/uIC6cKOzuKoQQQnRS/il5jxbXTpJnQgghulRTQzNfm/N9yvKDkzhb/LG5fP8f3whKXaGgUZhBWRdbdXsdQojge/vPq3n6Oy/SWNcU6lCEECKgYPR3Wvo6J29khplSKg/Ivo5TXtJaf7Ll75aWx4vA3VrrS2/M65VSH8ab9PkPpdSvtNbO66hD7jG/LFZr3W6jMaXUL4H/Ar6HN0nZreTGFCGE6Lk8rtC8R8vYTu8kyTMhhBBdxu1y85WZ3w3a3Zbj54/u04kzIYS4VkW5xbz9xGo2vbqdqpJqbGE2YhKj/e5bJoQQ/qQOSpZZZ1eXC7RLznSgqNXfq1oeV7VKnAGgtT6klDoHDAPGAIe4PLMsDv+uNjOt3/GXOGvxKt7k2YhgxJGcmUhFUdXVDxRCCBF0SZmJoQ5B9CKSPBNCCNElPG4P31r846AuU/Ktv3X7jaM9gkfLnUNCiMu01jTVN2O1WbDarTzz/X/wyn+/idaXJx+4XR6a6q9nfFcI0d+teHBJSOvvDf0drfWyGzj9FHAzUB2g/FK2JaKlrgalVCGQqZQa4Gffs0uJoNM3EFN/cWfL4+FgVLb0Ews4tSc3GFUJIYS4TjfdtyBkdfeGvo5oS5JnQgghbpjH4+Ebi37EiR3B++4enRBJ5vABQatPCCFCLefgOd7+0/tseHmbLzEWFRdJQ01jiCMTQvR2VpuFWz97I3khcQ3WAV8Fxl9ZoJQK43IyLK9V0XrgU8AtwDNXnHZrq2NEK0qpbwHReGfnTQfm402c/SYY9d/8wGL+9v1/4Gh0BKM6IYQQ1yh9cArTb5kc6jBELyLJMyGEEDdEa813b/lFUBNnAPd+5+6g1hcqGvAEZV1sIURPorXG0eTEsBhYrAZ//o/neOMPK9sdJ4kzIURX+OrjnyE5I3TLGAWjv9MD+jorgbPACqXUcq31mlZlP8Sb6NmktS5u9fyf8SbPvq+UekNrXQWglBoMfBlw0D6pJuBbQFqrf68CHtRal13tRKXUvgBFo6+18uj4KL7yh4f5n4f/dK2nCCGE6GYWq4VvPPkFLBbL1Q/uBjK20ztJ8kwIIcQN+f4dv+LguqNBrTM6PoqPfOuuoNYphBDBcP54Pm8/sZp1L22hvroBgMiYCBrrmq5yphBCXD/DYvC1xz/DbZ+9KdSh9Hlaa6dS6gFgNbBSKfVv4DwwA1gIlAGfu+Kc7Uqp3wH/ARxWSr0O2IGPAYnAV7XWecF7Fb2D1jodQCmVBszFO+PsgFLqDq31/mDEcMtDS3A5XDz+lacxTRnKFEKIUAqLDOP7/3iEqTdNDHUoopeR5JkQQohO+8Gdv2bPyoNBrVMZihfO/bEfbWivMHUwXqusvS1EKGmteeYH/+Afv/53uzJJnAkhuovpMTm46Rg3P7QYm90WwkiC0d8JfV9Ha71VKTUd+DGwBIgHSoAngZ9rrQv8nPNNpdRh4Ct4k2smsB/4rdb6nWDF3htprUuAfyul9uPdG+55/CybecU50/w93zIjber11H/nF25mytLxvP3Eat5/doNvtrgtzMbij81lxq2TObb1FGue3+T7rA+LsLPk4/OZdvMkDq4/yrqXNtPc4F3+MTwqjJs+uZBJi8exb/Uh1v9jK85mFwCRsRHcfP9ixswdyZ6VB9j4ynbcTjcA0QlR3PzAYkbNGM6Ot/ey9Z87cbs8AMQlx7DioSUMnTSYbf/exbY39mB6TAAS0uK49eFlDBydyebXd7DrnX2+RGBSRgK3feYmBgxLY8PL29i76qBv79WUgUnc9tmbSBmYzPqXNrN/7RHfzyR9SCq3f/Ym4lPjWPPCJg5vOu4ryxo5gNs+cxNR8ZGsfm4jx7ad8pVlj83i1s8sIyzCzqq/rW+zp9zQidnc+pllKKVY+dd15B7M85WNmDaUWx5aisft5r2n15F3NN9XNmb2CFY8uISm+mbee2ot+aeKfGUTFo5h+acWUVdZz7tPrqEot8RXNmXZBJZ+YgFVxVW8++RaSs5fntA4fcUklnx8PiXny1j51DrKCioAUEox6/apLPzIXArPFLHy6XVUFlcD3psY5tw1nQX3zCLvWD4r/7qemrJawDtTZv49M5lz1wxyDpzj/Wc2UFdZD4DVbmXRR+Yw8/apnNx5htXPbfS1MXu4jcX3zmPGiskc3nyCtS9s8i35HRYZxrJPzGfysgkcXHeEdX/f6ltiNCI6nJs+tYiJi8ayZ9UBNr68zdfGouIiufmBxYyZPYJd7+1n06s7fG0sJjGaFQ8uZsS0Yex4aw9b/rkLj/tyG7vl00sZMiGbrf/exfY3L7exxPR4bnl4KVkjM1ra2H5fO0rOTOS2z9xE+pAUNry8jT2rDvp+zmnZKdz2mWUkZSaw7qWtHFh3uY1lDEvjts8uJzYpmjUvbOLI5hO+soGjMrjtszcRER3O+89u4MTOM76yweMGcttnlmGxW1n1t/Wc2XfWVzZs8mBufdi7tPF7T6/l7KHzvrJRM4Zxy0NLcTpcrHx6HXnHLrexsXNHseKBxTTUNfLek2spOH1568qJi8Zy0ycXUlNex3tPreXi2cttbOpNE1j6ifmUF1Wx8ql1vjamlGLGrZNZ/NF5FOeV8t5TaykvrPS2I0Mx+87pLPjQbApOt29j8+6eybwPzuTckQus+us6asrrvO3IZmH+h2Yz587pnNmXy6pnNlBf5b2BzxZmY9FH5zDz1qkc33GK1c9tpLG21XvVvfOYdvMkDm86ztoXN/vaWHhUGMvuW8jkpePZv+Yw6/9xuY1FxkSw/P5FjJ8/mj3vH2zTxqLjo1jx4GJGzRzOrnf3s+m1y20sNimGFQ8uZviUIWx/aw9b/7Xb18biU+O45dNLGDxuIFv+tYsdb+5p91512+duCukMey8Z2+mNJHkmhBCiU35w56/Z9W5Qbtz0MSyK10r/SnRcVFDrFaI3U0olAXcDtwMTgEzACRzBu9TTM1prM3QR9j+1FXW8/+xG1r6widIL5RgWA1u4jYqWL79CCBFMG1/eRli4nW/97UuhDqVf0Fofxztz7HrOeQ54rnsi6vu01ueVUseByUqpZK11ebDqzhqZwT2P3E5kbDjnjubjcZtkDEvjloeWMGRCNqNnjCAyLpLzx/LRWpM5YgC3fHop2WOyGD55MFFxEeSfKkIpxcBRGdzy8DKyRgxg8PhBRCVEU5RzEaUUg8cP5JZPL2XAkDSyx2QRmxRDUW4JFqvB0AnZ3PLwUlIHJpM1cgBxyTGUnC/DarMyfPJgVnx6KUkDEhgwNI341DhK8yuwh9kYOX0oKx5aSnxKLGnZKSQOSKC8oAJ7uN2XeIpJjCY5M5GUzEQqLlYRFhHGuHmjWH7/IqLiIklMjyd1UAqVxdVERIcxYaE3YRAeFUZ8ahzpQ1KpLq0lMiacyUvGs/QT87GH24lNiiFjeDo1ZXVEx0UyZdkEFt87D4vVICYhmh3v7KWuop7ohChm3DKFhR+eDUoRHR/FnlUHqKtqICYxitm3T2Pe3TMxPSaRsZHsX3OY+ppGYpOimfuBmcy9azpOh4vImAgObjhKQ20T8amxzL97FjNvm4Kj0UlEdDiHNh2jqd5BQlocCz88h+krJtFY20RETARHtpygucFB0oB4Fn9sHlOWTaCusp6IqHBO7DyDo8lBUmYiSz8+n4kLx1JdVkt4dDin9+TibHaSMjCZmz65kLFzRlJZXE14dDg5+8/hcrpJz05h+f2LGDVjOBMXjiUyJoLcQ3m4XR4yhqZy84NLGD55CGNnjyQyNoJzR/MxPSaZw9NZ8dAShowfxMjpw4iKi+D8iULQmqyRGdzy6aUMGp3JsEmDiYqPouB0ESjFoNGZ3PrwUjKHDyB7bBYxCdEU5hRjGIohEwZxy6eXkj44lYGjM31tzGqzeBOYDy8jJSuJzOHpxCXHUny+DJvdyvCpQ7jloaUkpseTPiSV+NQ4yvLLsYfbGTljGCseXEJ8Siypg5JJHJBARWElYRFhjJk9gpsfWExMYjRJGYkkt7Sx8Khwxs8fzfJPLSIyNoLE9ARSByVTVVxNREwEkxaNZdknFxIWaSc+NY4BQ9OoLqkhMjaSKUvHs+QT87GH2YhNjmXHW7upKasjKj6SaTdNYvG9czEsBrGJ0ex6dz+1FXXEJEYz45YpLPjwbNCayNgI9r5/kPqqBmKTYph1+1Tm3T0Tj9skMiaC/esO01DdSFxKLHPumuFtY81OIqIiOLTxKI21TcSnxfnaWHODg4iYcI5sPk5TXTMJ6fEs+sgcpt08iYaaRiKiwzm29RTNjc0kZSR629jS8dRW1BEWaefk7hycTU6SM5NY+on5TFgwhurSGsIi7ZzZfw5nk5PUQd42Nmb2SCoWVxEeFUbuwbzLbeyBxYyaPozx80YRHhXOuSMX8Lg9DGjVxkbPGk5ETIQ3OWhqMoanc8unlzJ43ECGTx1KREw4+acvgqnJGpXBrQ8vZeCoTIZMGER0QiQFpy6Cocgek8mtDy8jY1g6g8ZkER0fRVFOMYbVwpDxA7n14WWkZaeQNTKDmMRois+VYmnVxpIzExkwLJ3YpBhKL5R729i0odz66aUkpMWTlp1CQmocZQUV2MJtjJ4xnBUPLSE+JS5Yb/uij1GXMvqi6yml9k2dOnXqvn2BlswWQoje6ZGFP+DY1lNXP7AL2cKs/P3Cn3t8p2fatGns379/f6C7Vq+HUmrfkHGRU3/9xtiuCK1D3/vgcc4da+ySuEXPopT6AvAEcBHYAFzAuw/IPXj3V/kn8BHdyU6h9Heuz6pnNvD4V57G0eQMdShCCNHGn/Y+yoipQ696XFf2dSB4/R3p6/RvSqkSIBVIvLR33HWef939naqSan7/pafazIJoLSYxmvqqBvx1wWISo30zjK6rLCGKupZZI23j987q8FdmWAwiYyN8s03alcVE+JaSbs1isxAeGeZ3/1Wr3UpYhN1vmS3Mii3M5pvB0po93IbFZqXJz6z7sEg7hmH4Zre0Fh4VBuCbpddaRHQYpqlxNLbve0VEh2N6TL/9ssjYCNxOt29WTGtRsZE4HU5cDnf7srhIHE1O34yZNmXxkTTXO3wzZlqLToiisbbJNyurXVlNo/92lBBFfXVj17ajzrQxQxEVFxm4HQVqY1aDyOhw6qv9tCObhbBOtTEbtjCr/zYWYcdiNWiqa9+OwiLsGJbOtLHwljbmpywmHI/bxBmgjbkcblwOP20sLgJHk8t/O4qLxNHo8M0gbS06PpKm+mY87utrR9EJUTTUNKIDlQWpjXX0XtXZNma1W1n+qUV88f89SERUuN94/JGxHQEy80wIIcR1+uEHfhP0xBnAs6f+r8cnzrqDbCorusBp4C7g3dYzzJRS/wXsBj6EN5H2z9CE1zdprTm2/RRrnttI8fkylFK4ml0c3nz86icLIUQIvP3Eav7jqS+EpO5g9Hekr9O3KaVGA9Va6+IrnjeAn+NNnG3vTOKsM8qLKvmPhT9qsxTblQINKt9QmZ+BYwCtA5eZHtPvgLOvzE/iDMDj8vhNXAC4nW6/g/5AS7LAf5mz2QV+klWA3+TXJf4SGpc01XdU1j5Jcom/xMslDbX+XzcQ8GcC0OAnQXRJoN/B1coC/V4hyG3M1B23o0BlbtNv4gzA7fLg7lQbc/lNSAF+k1iXdHRzW8dtLHA78peku6TDNlbTUVkH7agb2liH7a+L21hH71WdbWNup5uVf13HuSPn+e+1PyIiOiJgXN1JxnZ6J0meCSGEuGarn9/IzreDP7skPj2O1EEpQa9XiL5Aa70+wPPFSqk/A78EFiPJsy6Tc/Acj336T2323BBCiJ5uyz93hix5JkQXuAX4rVJqM5ALVOCdab8IGAoUA58NRiBaa376occ6TJwJIYQIrpO7c/jfz/+F/3rpkVCHInoRSZ4JIYS4Zk888mxI6v3of9wZknp7Co+WDV9Ft7l0S6b/2zbFVXncHvavO0Lx2RK0BrfLzbM/ernDu0yFEKInqq9uwOP2YLFaQlK/9HfEDVoLPAnMAyYB8UAD3hn4LwD/p7UOyuaiR7ac4OSuM8GoSgghxHXY9Mp2Hv7VfaRlh+bmbOnr9D6SPBNCCHFNjmw9EXDJju6kDMXdX7896PUK0dcppazA/S3/XHUNxweadjq6y4LqRZwOF//83Tu8/ef3KcuvCHU4QnSx1l/sZfGX/sJitWBYun85ISG6g9b6KPDlUMcB8PafV4c6BCGEEH6Ypua9p9by0C8+HupQRC8hyTMhhBDX5J//+05I6v3Pv30Zq63/flxpFGZQ1sWWO6D6od8A44H3tNbvhzqY3uDSJtnNDc384M7fcHiT7F8mejGlvH8AzEvbIbZ67hLt+4/o40ZMG4q68vcfJMHo70hfRwTLqd05oQ5BCCFEACf3hOY9WsZ2eqf+OxophBDimhWcuci2f+8Oer33fP02lt+/KOj1CtHXKaW+BnwTOAl86lrO0VpPC3CtfcDUrouuZ6mtrGP1sxtZ9bf1FJ65iMdjYg+3dbhpvRA9i6J18ktZLGAYbZIk2tRoj+fSv/DNPNMaSZz1H3d+4eZQhyBEn+BodIQ6BCGEEAE4m+R7nLh2kjwTQgjRoYLThTw05pGg1/vR/7yLzz56TWP6fZ5HyxJKousopb4M/B44DiwL1v4fvdHWf+/i0fv/QHND20EwSZyJHk8plMXaJkmmtQlat5tZpHXrxBnIko39U3JWEos+OiekMUh/R/QVsckxVBZXhzoMIYQQfsQmxYSsbunr9D6SPBNCCBFQwekib+IsyGNnn/zBh3ngZx8LbqVC9ANKqUeA/wWO4k2clYY2op7DNE0Orj9K/qkiTI9JRVEVrz72JtqU5IHowQzDO5NMqcvLK+qW2WVcXmoU3bKAi78l+QK1cS1tv7+Ijo/iF29/l7CIsFCHIkSfMO8DM8k7mh/qMIQQQvgx74MzQx2C6EUkeSaEEMKv6rJqPj32kaAnztIGp0jirBUNmEFYs1qGSPs+pdR38O5zdhBYrrUuD21EPYPH7eGNP6zkzT+u4uLZklCHI4R/rWeQmaZ3ZpnV1nYWWau/6pYZZlfbv0pr7b2e6LfGzRvFN578AtljskIaRzD6O9LXEcFy++eX84/f/BvTI++vQgjRk8QkRodspr2M7fROMldQCCGEX5+f9J8hmXFxz9duD3qdQvR1Sqkf4k2c7cM740wSZ4DL6eInH/otf/7mc5I4Ez2DUm1mhymLBWWzYVit3r9bLBg2W/vEWbvLXFnWS79GK4Wy2VB2O8pmA0O+vnZGdHwUA4amtXs+e2wWtz68jKyRA0IQlRB9V0pWEh/55p2hDkMIIcQVPvObT8pMe3FdZOaZEEKIdg5uOBqSdfoNi8FdX14R9Hp7NK2Csy627v47oERoKKUeAH4GeIAtwNf8DLrnaa2fDXJoQXf+eD7vPbWO8ycK8Lg9lJ4voyhXkmYixJQCZaCuTAypliRYu+UTrz6jrI3esPyizYpShneZSbcblMIICwOLpc1rNR0OtFP2HPTHsBoMGpXJhZOFbWa7xCXHUFNeR311Q7tzzh8v4LFP/4ntb+7h+/94BHu4PZghtxWM/o70dUQQffpXn6C+upF3n1wT6lCEEEIAD//6Pm77zLLQBSBjO72SJM+EEEK08/T3XgpJvUvvnYfVJh9NQnSxIS2PFuCRAMdsAp4NRjChUF5UyWOf/hP7Vh8KdShCtGVYfEmzS0stApcTZ9B+n7LrSZzdCL+Juy68plKoqCiMqEiU9fJnv3Y6odnR7lTtckniDMgaOYCygkocjd6fkcVmIXVQMhdzS8g71n6PpZryuqtec/ube/ifzzzB9178epfHK0R/ZRgGX3/is0xfMYk3H1/JwQ3H2pQPmTiI0TNHcOFEAce2nWpTNmLaUIZPGcK5w+c5uTunTdmY2SMYPH4QZ/blknMgr03Z+PmjGTg6k5O7znDuyIU2ZZMWjyNzxACObj3BhROFbcqmLp9IWnYKhzYeoyin2Pe8Uorpt0wiOSOJA+sOU5xX1ur1KWbcOoXE9Hj2rj5EWX6Fr8xitTDr9inEJsWye+UBKi9W+cqsdiuz75hGVFwkO9/ZR01Zra/MHm5j9p3TCY8MY8fbe6mrrPeVhUWGMffOaVjsVna8tZeGmkZfWUR0OHPumoFSsOOtvTTWNfnKouIimX3HNEzTZMdbe2luuPz5EpMYzew7puFyuNj+5h6czS5fWVxKLLNvn0pjfTM73tqL2+n2lSWmxzPj1inUVzWw6919uF0eX1lyZiLTV0ymuqyW3e/tb3MzQ1p2ClNvmkhFUSV73z+I2WqVl4xhaUxaPJ7S/DL2rzlyec9SYOCoDMbPH0NxXgkH1h1t87vLHpfFuDmjKDh9kcObj7cpGzopm1EzhnP+eAHHt7dtYyOnD2XY5CGcPZTHqT25bcrGzBnJ4HEDOb03l9yDeW3Kxi8Yw8BRGZzYebrdvn6Tl4wjY1g6R7acIP9Uke95pRRTbppA2qAUDm082ubGNcNQTFsxmaQBCRxYd4SS863amMVg5m1TSEiNY8+qg5QXVvrKrDYLM++YRmxCNLvf29/mxl+r3cqcu6YTGRPht43NvWs69ogAbeyu6VhslnZtLDImgtl3TUOh2P7mHprqm31lUXGRzLlrOh6Xh+1v7fV9PoO3jc25cxqORic73t7rt4011Dax8519bdvYgARm3DKZusp6dr27H4/7chtLGZjE9OWTqCqtYffKA23aWPrgFKYsm0h5USV7Vx1s044yhqczadE4Si6UsX/N4Ta/u6xRGUxYMIai3GIOXfFeNXj8QMbMHkn+yUKObj3ZpmzY5MGMnDaUvGP5nNh5pk3ZqJnDGToxm9yD5zi992ybsnFzRzFobBan9uRw9tD5NmUTF40hc3gGx3ec4vzxgjZlU5ZNIH1wKke2HKfg9EXf80oppi6fQOrAFA5uONpmRRHDUMy+czr3fP12Ji0ehxDXS0YohRBCtHN6b+7VD+pisUnR/OdzXwl6vT2dBjxBWGU51PMSlFKDgXMdHPKK1vreK855EHimg3O+qLX+841H17tprX8C/CTEYYRMeWEFj8z/YZsv40L0CIZ3tpm//ckCzyzrhsSZooMPgQ4Lr014GEZcHCoq0vd6aXaAababbac9Hr+JMwCzHyXOEjMSaKhu9A3AKUMxaHQWpRfK2gwWAXhcHi52wQza9X/fyj1fv51RM4bf8LU6Ixj9nVD3dUT/o5Ri/t2zmH/3LApzLlKUU4zHbZI6KJkhEwb53usLThdRmFMMWpM2OJXB4wb6rnH+RAHFZ0tAKdKHpPr2J9Rak3csn9LzZaAUmcPTyRqZ4Ss7e/g8ZfkVWKwGmSMGkDEs3VeWc+Ac5YWVWO1WBo7KIH1wKgCmaXJm/zmqiqux2q0MGpNJ6sBkADweD6f3nqW6tAZbmI3B4weSnJHoLXN7OLUnh5ryOuzhNoZOzCYhLR4At8vNyd051FbUER4ZxrDJg4lLjgXA6XBxek8OtZX1hEeFM3zKYGITY7xlzU5O7s6hvrqBiOhwRk4bSlRcFADNjQ5O7cmhoaaRyJgIRk4fRmRMBABN9U2c3nuWhtpGomIjGTljGBFR4QA01DRwet9ZmuqbiY6PYtSMYb7l2+qq6jmz/xzNDc3EJEQzauZw7GE2AGor6sg5cI7mRgexSTGMnjncd8NnVWkNZw/l4WhyEpccy+iZw7FYLQBUXKwi7+gFnM0u4lJiGTVjGBaLt6ysoILzxwtwOVwkpsczYtpQjJbPxJLzZVw4WYjH5SFxQDwjpg71tZWL50ooOFWEx22SnJXIsEmDfWWX2pjp8baxweMvt7H8U4VcPFuK1pq07JS2bex4PsV5ZSilGDA0lYGjMi+3saMXKL1QjjIMMoankzVigK8s91Ae5QWVWKwGWSMzfMsDa605s/8slRersdgsDBqdSVp2yuU2tu8slcXV2MJsZI/NIiUrqV0bs4fbGDx+EEkDEnxt7OTuHGrKawmLsDN00mASUuOuqY2d2p1DXZW3jY2YOoSYhGgAHE0OTu3J9dvGmhqaOb0nl4ba9m2ssa6J03tzaaxrIiouklEzhhMeGea3jY2eOdw3q7u2so6cA3l+21hNeS25B/P8t7GSas4ePo+jyUl8SiyjZlxuY+VFleQdzcflcBGfGsfI6UP9t7EBCYyYOsRvG0vKSGD4lCGX29jZEgpOF2F6TJKzkhg6Mfvye9UZbxvTZvs2duFkoS9plT44heyxl9tY3rF8Ss77b2PnjlygLL8cw+JtY5nDW7Wxg3mUF1ZisVnIGjmAAUP8t7HsMZmkDrrcxk7vzaWqpOW9alwWyZlJ9AT9ZWynr1G6Nyzj0UsppfZNnTp16r59+0IdihBCXLMfffBRdry1N6h12iPsvFnzHFZr77+nY9q0aezfv3+/1nrajV5LKbVv4Njoqd/91/SuCK1Dv7lnL/nH67sk7s5olTw7BLzh55CjWuvXrzjnQbzJszeBg37OeUdrHdzG3A/1pP6Ox+Nh17v7effJNZw7cgGXw0VTvaPNHaBC9BgW72deu0SZ6iB5pgzvzK3rXrYx8Hc+bZroVnctX8+5PoZCxcWi4mLBagGt0Y3NKKUwIiPbX9Ph9DurTTc2eZdtvPJ5jwezsbHd871ZRHQ4LoerzYyFrFEDcDnclOSFJtl/84OL+c+/ffmqx3VlXweC198JdV9H9G49qb8jhBCi+8nYjgCZeSaEEKKVH9z5G3a9G9wvhJFxEbxe8tc+kTjrLmb/WrP6YMtMqevxRn/Yr0t0LO9YPj+557cUnrl49YOFCDXDuL59y1q73vOUasl/BUiCdXS9K88Ns0NCHOrKBFl6Klha3UmrNcpiRZl+6nS7/SfOTNNv4gxaZqT1Qsqi0J62rzUuOYbkrCTOHy9okzgDKDgV2vevbf/efU3Js+7Sz/o7oh+pq25gw+u7KcwpwTRNUrMSWfyhmaRkJlJTUceG13dTdK7UO/NsYDKLPzyTpPR4qkpr2fD6LopbZpelD0pm6UdmEZ8SS8XFata/touywgrvzLOhqSz58CxiE6MpLahg4z93U1ZYhWEYZI1IY8mHZxEdF8nFvDI2/Ws3FcU1WCwGg0ZlsOieGUTFRlCQU8ymf++lqrQGm83K4LGZLLp7BuFRYZw/WcSWN/dSXVaHzW5l2MSBLPjAdMIi7Jw9VsC2t/ZRU1GPLczKyCmDmXfnVOxhNs4czGP7uwepq6zHHmFj9PRhzLltMlabhZN7z7Jr1SHqqxsJi7QzdtZwZt8yCcNicGxnDnvWHKGhppHwqDAmzB3J9OUTMAzF4a2n2LfuKA21TUREhzN54RimLh0LwIGNJzi46QRN9c1ExoQzZck4Ji8cjWlq9q49ypFtp2hucBAZG8GMmyYwfu4ITI/JrlWHOLYzB0ejg+j4SGbeMokxM4bhcXvY8e5BTuzJwdnkIjohirm3T2Hk1CE4HS62v72f0/vP4WxyEpsUw7y7pjFs4iAcTU62vLGX3MPncTncxCXHsOCD0xk8NovmBgeb/rWLc0fzcTs9xKfGsuhDsxg4cgCNdU1sfH0X508U4nF7SEyPZ/GHZ5ExNI2GmkY2vLaT/JNFeEyT5AEJLPnYHNIGJVNbWc+GV3Z4Z56ZmpSsRJZ8bC4pWYlUl9Wy4ZXtXDxbgtaQlp3M0nvnkZgeT2VxNev/sc27QoNSZAxNZcm984hPiaWsoIINL2+jLL8CZXhnNy75+HxiE6MpOV/Ghn9spaygAsNiMGhMFks/Po+ouCiKcovZ8PI2Ki9WYbFaGDxuIIvvnUdkTAT5pwrZ9OoO78wzu5UhE7NZ9NE5RESFk3csn82v7aC6rBZ7mJVhU4aw8MOzCYsII+fgObb+axe1LbMbR84Yzvx7ZmEPs3Fqby7b39jd0sbsjJ0zkrkfmIHFauHEztPsfGcf9VUNhEeFMW7eaGbfMQ3DYnBkywn2rDxAQ00jEdHhTFw0lum3TMYwDA6sP8r+NYe8sxtjI5mybAJTb5oAwL7Vhzi4/qhv5tm0mycxecl4TNNkz8qDHNl8nKb6ZqLio5h56xTGzx+N6THZ8fZejm075W1jCVHMvnM6Y2aNwO1ys/2NPZzYdcbXjuZ+cAYjpw3D6XCx9Z87Ob031zeDcf49sxg2aTCOJgebX9tJzoFzuBwuEtLiWfiR2WSPHUhTQzObXtnuvZnQ6fa2o4/NJWtkBg21jWx8eRvnj3v3gE7KSGTJvfMYMDSN+uoG1v99K/mnvPunpmQlsfQT80kdlEJtRR3r/76VwjMX0VqTOiiZpZ+YT3JmElWlNax/aQvF57yzG9OHpLLsvgUkpMVTcbGK9X/fSkleqXfm2bA0lt23gLhkbxtb//etlF4ow7B4ZzAu/cR8YhKiKc4rZcM/tlFeWIHFamHg6ExfGyvMucjGl7dTcbEKq83C4PGDWHLvXCKiI7hwspBNr273zjyzWxk6KZtFH53rmx0YatLX6X1k5lk3kjuThBC9ybeW/aTd+tbdLTwqjNdL/+pbLqMv6I67k779zxldEVqH/vtDe3rKzLPntNYPXuM5D+KdefaQJM9Cpyf0d86fKOAbC37YZt8CIXo0i7WD2WVXWbaxM0m3q80+0xrdaj8NoiLAZvWe1+TwzizLTEfFRbc90WOi/M1ac3tQLg+aKxaavLRko78YXC5oavZbZjqdaEcvmkGqYNikwdRV1lN6oTzU0VyXVc6XfctBBdJdM8+6u78T6r6O6N06099pqG3i6R+/zrpXd+BscrUpU4YiJSOBytLaNnsdARgWRXJGAhUXa9rsdQTefQ6T0uMoL6pus9cRgNVuITE1jrKiKvQVNy/YwmwkpMRQVljFleOAYRE2YhNjKGu1p9Ql4VFhxMRHUlZY1a4sIjqMqNhIyoval0XGhhMRFU6Fn7Lo+EjCIuxUXKxuVxaTGIXNbqWyuKZdWWxSNBaLQVVpbbuyuJQYFFBd1n6fx4TUWExTt98DUmsS0+Jwu9zUVrTvQyalx+N0uKiramh3XlJGAo5GB/XV7WdFJ2cm0FjbRGNd8xWnaVIyE6mvqqepof1nWkpWIrUV9TiarlimWGtSBiZRU1bbZs8s8HYJUjISqSqtweVo2458bay4qt3NGobFIGlAAhVFlXjcbduRr40VVrZrYza7xZdYa9fGwm3eslb7310SFmEnNjnGb1l4VBgxCdGUFbQvi4iJICougvKC9m0zKi6SiOjwNnuhXRKdEE1YhM1v+4tNisFqt1Dpp/3FJcdgWCxUlbQvi0/xLgVZXda+/SWkxWOaZpv91S5JHBCP2xmgjWUk4GhyUn9lGwOSMhNorne02XvtkuSsRBprmtrs73e5LIn6qvo2+/tdkjIwidqKOhyN7ZfCThmYTHVZDS4/bSx5YDJVxdXt3quUoUjJSqLiYhWeK9qYxWqQlJFARVFVuzZmtVtJTI/3247sYTbiU+O8ZVe8V9kjbN6km792FBlGTFK037Lo+Cju+Pxy7v/pR7HZbe3KA5GxHQEy80wIIQTw208/HvTEGcD3X36kTyXOuoNGBWld7B5zB1SGUurzQBJQAezQWh++yjmTlVKPAOFAIbBBa13Q8Smit/J4POxddZB3/rKGnAPncDY7aW5wtBtMEEK0EmD2mVbKO0tMKbTNCskJkJoILftzAGCaGB4/iTdTozym/wRZyyBJu08WM8DykJfO6yj+Hig1O4XUrCSO7zzdZoDRHmYj92Be6ALrJKvNgmHp/j6HP8Ho7/Sgvo7oB+qqGvj2XY9x7pj/Lqk2NaV+EgIApkdTmu+/zOPyBCxzOz0Br+lyuAKWOZpcfhNnAM0NDr+D8ABN9Q6a6v2Uae0d2K9pP7APUF/d6DfpBFBX2T6JcIm/5MMlNX6SZpf4S7ahNWhNZXF1wPMq/JW1fFb5S8pcUu4n0ahb6vOXILqkzN/vp6U+fwkBtEabUBqozGNSmt/+Bg6ttbcd+bu5Q2s8TpffMq01ziZnwJtCXM0u/3ECjiZnwLIO21hdE01+EkQADTWNfhNLAPVV9dQH+BXVVgRuK+0SrK34S5pd4i/Zdom/JN0lHbWjCj/t6BJ/ycTLZR20sQC/A2+Z/9+r1lAW4HeuTR2wPXjcJqUX/NfndroDnud0uPy2WwBnU+A21tzooDnAUv311Q28/OgbnN5/lp+/9V3fXnPB1g/HdvoESZ4JIUQ/d3zHKVY/uyn4FSuYfvPk4NcrOjJaKeX3dtog3rW0vOWPj1JqI/CA1vpCgHO+fsW/PUqpp4FHtNb+pzGIXqngdBE/vvu/uXCiMNShCBEi+nL+q5PLN+pwGzo1AZ0cB5eWTG52YGCgr1xCWWuUv8QZ+BJh7aLQGqV1+6RaS/gdxheoyGIJ2ebn9gg74+eN4uzh81S3GoBNGZhE2YVySs+335+stybzR80c3vnlRIUQPlprfvXpvwRMnPVpsrqVf139c9E68GdqB7PN9Y2c19ENMEL0AvvXHOZPX/sbj/zl86EORfQikjwTQoh+7v998cmQ1Dv79mlYbfIxdC1MHZq7wIOsEfg58AZwtuW5icBPgCXAOqXUZK1169tRzwFfBVYDBUAcMB/4NfB5IBb4RBBiF0FQlFvMIwt+6Hc5FCF6Ha0DJ4task66ZUaY3wOU0eE1NEBMJDo5Dm23eZ9pcnqPT41vH4vV7ne4TJkB7l3VGsyOE2R+z+soL2MJvFSgMgyU1YoOsCdaVxg1cxhNdc1cPFuCx21is1vJGpVBSV4Z+9ceaXd8R3dv91Z3fmFFSOvvJ/0d0Q+c3p/HgU0nQh2GCKRlFlinzutUdZ1MnPWkRGRPikWIG7DqmQ186icfJWlAQkjql75O7yOjlkII0Y/VVdVz7nCgyTzd6xtPyt0+PdDJG5lhppTKA7Kv45SXtNafBNBalwI/uqJ8s1LqZmArMAv4DPD7S4Va601A62mTjcBrSqmdwCHg40qpR7XWh673tYjQu3iuhPeeXMupvbk4m51cOFEoe5qJvkOb0MGyLZcSZwETaC2JM61Ax0XDpeVnmp3gMdFDBsCVyyLHBhj40gFyWi0Jsus652o6ml1mtMx8C5AgU2FhN5w8S8pIICYtgYt5FXg8JlabhSGjM3DUN3Jqd26bYx1Nzl659GJnpQ9JZcGHZ4c6DCH6hLf/tiHUIYSGJFj8646fS4eX7KCw0+fJ71b0DR63h1V/Xc99P/hQqEMRvYQkz4QQoh9b99KWkNT73Re/RmJ6aO706W004AnCmtVd9HUoF7ieZRKLrnaA1trdsgTjLGAhrZJnHZyTr5R6D7iv5RxJnvUiDTUN/O5zf2HL6zs7f6euED2d1h3MLKNldcbL5VpxeWaW2wOGwsxIQg1Iwmw9Y6ujRFggHazCFPjT5+r7k/mdlWYY3j+Bln4KswdOnhkGRkQEZpP/vU8usdqtxGcmU1HZ6E3ImSYZWfFkjczkyM5cqs9VeiMzLDhdJid2nOz3S1HFpcTyi7dDtwcIBKe/I58oIliO7cwJdQiiI9K/bK+Dn4n0x0Vfc2RraGYG97KxHdFCkmdCCNFPXThVyB+/9reg1/ul3z/Esk8sCHq9ovtprZd106UvbSgT1c3niBBrqG3kW0t/Ss6Bc6EORYju53GjLdbAM8w0mOF2GJDk3Z+sJUmmPR4MQ6ENo+2X4858U9beZRk7uz+Z/wSZQhsKFWjWmtUCTv/JKmWxoCPCocn/fRjKasWIikI7nVgsCrfF4v25eEzsmExeMZXqZs3ZU8VYkiNaXqKmuKyB4sL2AyW6ubnfJ86mLp/I1//0WTKGpYc6FCH6jOZGZ6hDEKIdSYIJ4dXcINuii2snyTMhhOiHCnOLeHjMI91XgcUCHg9csfzSN578PLd95qbuq1f0VZfWkTrb4VFtzerEOSIEcg/lcWLnGZxNTja9vkMSZ6J/8bjRhgViotAp8d6ZVwq0wwVoSE9qc7gGsFgwA9y0et2zzjo67yo3xmoFKtClLQaYHv/JNYsFrDrwDDObDa0UOJzg8V4DQ0HL/mvZE7PJmDacY8cvUltzeRaagWb/oYvtL9jsAKerffymiXb2jwHulKwkHvrFveQeOs/5EwVo02TgyAzu+vItDByVGerwhOhzYuIiqSqpCXUYQrRx6WYdIfq7mIToUIcgehFJngkhRD9TmFPEgyO/3m3XV1ard6Duir1JvvqnhyVx1ikqSJvKdv/yAR3WrtQs4IDW2nnF80uBb7T888UryhZorbdc8ZwCvgvMAcqBVd0WtLgh29/cw8uP/psTO8+EOhQhgicqwrsXmVLgcHmTOiOzITqy7XEKb8LIH39TxbppLMxv8gu88RuGd381f8dYDLSpUYHKbVbvky7/CTR7VDhTPzKbWuDIsULMlsG+rNRYyorrOL/jivsiXG5cDY529WitA85i0672CbXezLAY3P655dRX11Nw+iKmxyR1UDLL719MVGwEbz3xPjve2ovp8c6027/mCMV5Zdz1pRVMXzE58BKiQROM/k6oX6PoL2bcPIELp/0k80XPoFRwl24Mdn2d0UGMSilZBk70KbNu7/Q27zeof4zt9DWSPBNCiH6kvqaBT4/5xtUP7KywMG+nOzwcnN47xgEsVoO7vnBL99Ur+oJHgXFKqY1AQctzE4GlLX//odZ6+xXnbFZKnQb2AIVAHDAPGA80AvdprWu7O3Bx/V78+es89+NXQh2GEMGTkohlYBoeu73t834SZBqu/p3XT3lnvyZ3lCDrcPlFQ6FN7+yzdtdQCmwW72vxBFgW0Wole3wWAyZncehkEQ6XG6vFYHBGIi6XZsvRgrbHm5qLueV+Y1XNLv+vweUKPGDZ0kfpbUbPGo7HbVJwqgiP20NyZiI3fXIRcz84nT0rD7Jv9UGKcksAqCyupqKoitN7c9tdR2vNznf2sfOdfdz2mWV87YnPYmm9f54QotNuf2gR/3x8dajDCL7ekCTqKy7dSHO9hZ09r6P9SoXoRSJjIlh23/xQhyF6EUmeCSFEP/Ltm37mu+O4q6mICBSgYqPRzU7MVrPOZt42tVvq7A/60aayLwB3AzOAWwEbUAK8Cjx+5QyzFo8BM/Em2BIBE7gA/BH4ndZalmzsgVY9s0ESZ6JvMgxIjIeUBO9NJC0zqyw2A4/dTrtUTaC3doVvT7HWuuV9WqnL2S9/DOWdQRboXKsF7TZR/gZLlQK7FbvNwtgZgzmZX0aj04XNMBiSmcigMRms3Z3D8YN5l89xe6g9XoThp6tiOAJ8Gno8gWe4uXtngiw+NQ63y019VQMAhqGY84EZ3PnFFRiGYuVf12F6TEyPSXJmIrWVdXxt7g9wNrVdhrKquJqq4uqr1vfe0+uwh9v58v99ujtezjUJRn+nB/R1RD+RMSSV2x9axLvPbAp1KMKfS5+x15vo62Ry0Ddzqyvr62yZEP3cfT/4EBHRESGpux+N7fQpkjwTQoh+oqailjP7uimXEB6OstshPAzsdqipa3On+Rd/92D31Cv6DK31X4G/Xuc5/9lN4Yhu4nF7eF4SZ6K3UwriYlEtyy9qlxtcboyhWWij7VIsOiIMj9EyiHVlQizQMnkdfafuoEwHOuRqg2gGaE8Hs8+sBrjNDhJo3iUak5KjKaupx7QaKFMTHx7OrOVjONvUyOZTRRBpQGQYADWVNRze3H4/IMOl/SbOMDXKHSBB5jL9v264yusOxrI5gVltVjweD7rVzL6MYWnc8fmbWfSxuWx+bQen9+bicrpJG5zCxIVj+cs3n+PckQttrnPuyAX2rDp4w/G88fhKbvvcTQwZP+iGryWEgC/+5l5qK+vZ8ua+UIcSXL0lcRPkBFq36MQsMm8iL8BNM0q1PB/gPJl9Jnq5D//HnXzkW3eFOgzRy0jyTAgh+okXf/Z6t1xXhYdjhIdjJsZiKANd34T2mKC9HespyyYwYGhat9TdXwRnXWwhut+Ot/dSVlAR6jCEuHYWwzuY5DEBjUpLwZqegqf1uJLyHqevSIb5ll/0mzjrZDyB1lhsGSPr1GWVAkN7l2D0V8WlBJqpsQDmFcs4jhifyYCpmRzML6G2+PKyf81K8ebh3HbHK4/G8PipR2sMl/9BOeUJkLzznhj4tXWQIFN2O7rZ/35o3clqs7Dgw7N54KcfI/9kIfvXHcHZ5CJ9cAo33b+IF3/6Gg+N+hrO5rZ7sv3zd+90e2xvP7Gar/3xM91eTyDS3xF9idVm5Xt//RxTFm3lrafWk3eisE15ckYCwyYOpDCnhIKckjZlaYOSGDwmkwunL3LxXFmbsowhKQwcNYBzxwooza9sU5Y1PI3MYWnkHsmnvKiqTVn26AzSspM5cyCPqtK2q5oPGZdFalYiJ/edo6a8rk3Z8EnZJKXHcXx3LnUts2EvGTVtCPHJMRzdcYaG2qbLBUoxduYwouMjObL1FE0NjjbnjZ87gojocA5vPYWj0dnqNMWEeSMJC7dzaOvJNu+DhqGYuGAUFquFQ1tO4XZeXuXEYjWYOH80SsGhLSfxuC9/llhtFiYtGI3HY3J466k2q7DYwm1Mmj8aV7OTw1tPeffJbGGPsDFpwRia6ps5uv10m/gjosOZMG8U9TUNHN+Z06YsMiaC8fNGUltRx8k9l29cVUoRnRDF2FnDqSqp4fT+c23Oi02MZsys4ZQXVpJ7uNVNEkoRnxLLqGlDKDlfTt7xgjZlSRnxjJg8mKLcEi6cLGpTlpKVxLCJg8g/VURhTnGbWNKHpJA9Jou84wUUnyttc17msAEMHD2As4fyKM2vaHPewHEDyRiaRs7+s5QXtm1/g8cPJH1wKqf25FBV0vYGmWGTB5OSlcSJnafbtbGR04eSkJbAse0nfTOuLxk9azhxKXEc2XycxtZtDBg3dxTRCVEc3nScpvq2n+cTFo4hIiqcQxuP4Whq28YmLhpLWISdgxuOtm1jFoNJi8dhsVo4uOHoFW3MwuQl4wA4uOEYnlYz2612K5OXjMPjNjm04Wibfo893MbkJeNxNDk5vOl4mzYWFhnG5MXjaKxr4siWE23ij4yJYPyCMTRUN3Bs+6k2ZVFxkYyfP5rairp2e0dHJ0Qxft5oKour2y3ZHJscw5jZIynPryD3UF6bsoS0OEbNGE7xuVLyjuW3KUvOTGT4lCEU5hSTf7Lt+1hadjKDJ2STf7KQolZtDGDAsDRvGzt6geK8tu9jmSMHMHBUpreNXShvU5Y9NosBQ9M4s/8sFVe8jw2ZMIi07BS/bWzE1KEkZSRwfMdpaivatrFx80bxoUfuYMGHZhNq0tfpfSR5JoQQ/cSa57t+2RAVFoaKiEDHRkFUBKrRiXY40C37iMSnxvLo6h92eb1CiN5p7/uHQh2CEFdnsWAkxqPi48Dq/bqktcYaZsWNapM403A5wXYlQwWeXdYJHd5g3orf/NpVZ595l28MNAPNarcyc/FIIobGsW7faeqaHFgMg0HJ8VxocLJnz8m2J5gaj8v/co+GW/teT5sQPRoVKMQOX3gHP2O7DRqb/BYpwwCbzbsvWjcYOCqDzz12P4ZhcGD9EZobHKRlp3Dzg4vZt/oQP//o78htvWQl8MwP/tEu2RhMm17dHtLkmRB9jWEY3PbgQm59YAEn956l8GwppsckJTORifNGYrFa0FpzfFcuF/NK0RpSByYxYe4IDMPANE2O7cyh+Lx3cHnA4GTGzhqOYRh4PCZHt5+mJL8Cw1BkDEllzMxhKKXwuD0c2nqK8qIqDIvBwOHpjJw6GKUUbpebg5tPUllcg8VmYdDIAQyfNAilFE6Hi0ObT1JVWovVbmHwmEyGjh8IgKPJycHNJ6guq8MWZmXo+IEMHpMJQHODgwObT1BbUY893MbwSdkMHJEOQGNdMwc3n6C2sp6wCDujpg4mo+XGyvqaRg5tOUldVQPhkWGMnjGU9EHJANRV1XNoyynqaxqJiApj7MzhpGQlAlBdXseRbadoqG0iMjqccbNHkDQgHoCK4mqO7cyhsa6JyJgIJswdQUJqHABlhZUc35VDU4OD6LhIJswbSVxSDAAlF8o5sTuX5kYH0fFRTF44huj4SAAunivl5L6zOBqdxCZGM2nhGKJivcu+FZwp5syBcziaXcQlRTN50VgiosMBOH+ykLOHL+B0uIhLjmXyojGEt8zAPnv0AnnHCnA53CSkxTF50Rjs4d59Uc8czOPCyULcLg+J6fFMXjQWm92K1prT+8+Rf+qib8/LyYvG+NrRiV05FJ0twfSY3na0YAwWi4HWmmPbT3PxXCloTVp2CuPnj/K1saNbT1GcV4ZSMGBoKuPmjvK2I4/J4c3HKbtQjjIMMoenM2b2CF8bO7jhKOWFlVisFgaOymDkdG/7czldHNxwjIqiKmx2K4PGZDJi6lAAnA4XB9Ydoaq4Gnu4jcHjBzF0YnZLG3NwYN1RqktrsIfbGDZ5MNljve2vqb6JA+uPUltehz3CzshpQ8kamQFAQ20jB9cfpbaijvCocEbPHO67ebe+uoGDG45SV1lPRHQ4Y2aPJC07BYDaijoObTxGfXUDkTERjJs3iuTMJACqSms4svk4DTWNRMZGMmHBaBLTE7xt7GIVR7eepLG2kej4KCYsHEN8SksbK6jg+PZTNNY1EZ0QzaTFY4lNbGlj58s4vuM0zQ3NxCRGM2XpeKLiogAoyi3m5O4cHI0Ob1tZOp7ImJY2drqI03tzcTa7iEvxlkVEtbSx4/nkHszD2ezytqOl4wmLaGljh8+Td/QCToebpAHxTFoyHnuYDYCcA+c4f7wAl9PtbUdLxmG1tbSxvbnkt+yrmpKV5Esoaq05sfM0hWeK0VqTOiiZCQvHYLFYME2T49tPcfFsKVpr0oekMn7+aF8bO7LlBKXny0FBxrB0xs4Z2dLGPBzedJyy/AoMi0HmiAGMnjnc9151aOMxygsrsdqsDBydwYipQ9u0scqLVVhtVrLHZTF88hBvG2t2cmD9UapKarCHWRkyMVtm1YsbonRPmW7cByml9k2dOnXqvn39bJq+EKLH+fbyn3Fg3ZGuvajNhiUmBk9iDCouBhxOjAYnZn4B2u0mNjmG14qfxgjxskjBNm3aNPbv379faz3tRq+llNo3YEzc1C+8urArQuvQnz+6mYsnarokbtG/XE9/50cffJQdb+0NQlRCXAOlUNFRqDA7KAM8HkzTxDogrV2uRlsMb5LsillkWgFWC/5oSwfJswD7mgFoo4OyS+cGLAwwe8x3TMff/RKSIll+z1S2HMujurEZq2GQnRpPUlosb+041vZ0DYYbvwkv1cHyi1an9hufcplYHQFmnjk9WBwB9i/zmBh1TQFfs66tA5fbTwlo08Ssq+v0ElxWu5V7vn47qdnJ3oGtJicxiTEs+NAskjMTefPxVax5fhONdZcTePEpsVSX1XZw1dBa5XwZS4A2fUlX9nUgeP0d6euIGyHjO0II0b/I2I4AmXkmhBB93ldmf49Tu3OufuD1sFoxoqIw46IwU+JRpsZoBrOmFu12kzIwiRfP/anfJc6EEB2ruGJ5FyGCRrUksrTpTfokJmBNjGuzdYdWCovN2j5xBt6ZWf6WX+yOz7mAma+rlLdkzTo8vWUG2uQp2eTX1lJV34TRkiCbOW8Ea87k8eet+1vVpblwtg6V6+dSpv/EGVqjAmyJolol+K6HtnjP8PvaLAbaYqA8ASqNjPDuxeovHsPAiI7GbGjocB+XMbNHkD12IGf2n8XR6CAmMZq5H5jJTZ9awLFtp3nnz+9zak8ujiYncckxFJ4p4tCm43hc7RN+PTlxZlgMDIv03YQQQgghhABJngkhRJ/2lVnf5dQePyNeN8IwMKKi0PFRuAcmo1wetAVUQzNmZSVWu5Xncx6XxFkX6minFyF6E3uEPdQhiP5EKYyoSKyxMZffR7XGGhWO22ybK9EANqv/GV+BlmWEzu9d1hGN/0QdrZZuvIYEWmSEnaYmpy8ZaLUYzF4wgvChsWzNuUCRywER3s/qEnc1ezfuaT8BS3sTXu33JwMVYCJYp/deMzo4y1BoQ6ECLGmow+3Q0Oz/R2K1omOjoa7e7/KPymLBiIkhOspGSloMZw/meZfptFmYdftU7vziCgaNG8jqf+ykutGkudFBbGIU2Gx8c/FP2u3xUVVSQ1VJF8/2D5Jhk7JRXbjU6PWS/o4QQggh+jLp6/Q+kjwTQog+6g9ffbrrE2dKoaKiMOMicQ9JQ1sUhtJYqpp8d3Uv+sgcrDb5eBFCtJecmRjqEERfZbWiWvYnQ3uXBbSnJGKa0GY+kc2K26R9curSzDR/OptM6GgKmC8D1v76Cu8EOYzOJdAio+zMvWk0YdkxrNx7israBpRSZCTGsMtdScmuC+1jMf1vKxZwplhHCbJO7gqgDe8ymH5nsymFaTewNHv8v2ybBR1hhyan32Urlc2GjotDOR2EKU1zg8NXljQgntseWMhtDy2iML+KI/vP0VjbTHxyNJNnDOWtJ9ex9sGnMFvNbNMeD5ufW9fp5R57qjs+f3OoQxCiz9Fac/J0Me+8f4iCwio8piY1OYYVy8Yxfcpgjp8s4r01RygsqkJrSEuN5dblE5gycSCHjhawcs0RLhbXePejSo/ntuUTGD82k/2HLvD+uqOUlNaiFGRlJHDbiomMHpHO3gN5rF5/nNLyOiyGYmBWInesmMiIYWns3JPLmg3HKa9swGJRDB6YzB23TGRIdjLbduawbtMJKqsasFotDB2cwp23TiIrI4HN20+zYctJqqoasdksjBiWyp23TiItNY5NW06xadspqqsbCbNbGTUinTtunURSYjTrN51g644z1NQ2ERZmY+yoAdxx6yRiYyNYu+E423flUFfXTHi4jfFjM7l9xSQiI+2sXneM3XvPUlffTES4nYkTsrh9xUTsNiur1h5hz/48GhocREbYmTIpm9tungAKVq05wr6DF2hsdBAZGcaMqYO5Zfl43G6T994/zMHDF2hqchIdHc6s6UO5+abxNDc7eWflIY4cK6C52UVMdDhzZg9n+ZKx1NU7eGflQY6dKMLhcBEbG8H8OSNYtngslVUNvLvyECdPXcThcBEXF8mC+SNZsnA0pWV1vPPeQc7kluJ0ukmIj2TRgtEsnD+SoovVvPPeQc6eLcPp8pCYGMXSxWOYP3cEeecreHflIfLOl+N2e0hKjGbZkrHMnTOc3NxS3n3vIBfyK/B4NCkpMdy0bBwzpg/h9Oli3nvP28a0qUlNi+Xm5eOZOnUwx44VsmrlIYqKqgFIT49jxYoJTJo8iEMHL/D+qiMUl9QAkJERzy23TmLcuEz278tjzftHKC2pwTAUmVmJ3Hr7ZEaOSmfv7rOsXX2UsrJa7x6o2UncducUhg1LY+f2M6xbfZTKijosFoPsISncftdUsocks33TKTauPUZlRT02m4Uhw9O47QNTyMhKZOv6E2xee4yaqkZsdgvDRqZz+z3TSUmLZfPqY2xdd5ya6kbsYVZGjsvg9g9NJyExmg0rD7NjwwnqahoJC7MxetJAbvvwDKJjI1j/1gF2bzxJfW0T4RF2xk7N5paPzCA8ws66f+9j76aTNNQ1Ex5pZ8KsYdzy0ZlYLQarX93FgS2naKhrJjI6nMnzR3Lzx2ahTc3ql7ZxcOspmuqbiYqJYOqSsSz/+BxcDhernt3EkW2nfPvqzVg+kZs+MY/Guibee2otx7afwtHoIDohitl3TOemTy6gtqKed59cw4ldZ3A2OYlNimHuB2aw5OPzqbxYxbt/WcPpfZf3PFtwz2wWfXQOJefLePcva8g5mIfL4d3zbOFH5rLgQ7MoOH2R955cy7mjF3A53SSmx7Pk3nnM/cAM8o7l896Tazl/ogCP20NSRiJLPz6f2XdMI+fAOd57ai35p4u8+zNmJXHTJxcybcUkTu3OZdVf11GYc3nPs+X3L2bKsvEc3XqS95/ZQPG5y3uerXhwCRMXjeXghmOsfm4DJXllKKUYMCyNWz+9lDFzRrJ/zWHWvLCJ0gvlGBaDrBEZ3PqZZYyYNpQ9Kw+w7qXNrfbVy+T2z93E0InZbH9rLxv+sYWKi9VYbRYGjxvIHZ9fTtaoDLb9ezcbX91OVUkNNruVoROzuf3zy8kekxXCTwLRm8meZ91I1sQWQoRKTUUtH055uMuvq+x2SIrDMS4LMPBEKOxVbmwXytAlZWiHk+dzHvdt0NsfdfW62Olj4qZ+5pUlXRFah57+2AaKZV1s0QnX09956jsv8Opv3wpCVKK/UHY79tho3O5WKTKlIDzM/wyaMPvlY1rRVgtYAuxdZrUEnBWlLUbgMgBr+33SLseJbxlFf+Xe5SLbx3pJUlI09z48jw0n8yiuqvMOnibFkTUwiRc37Mds/T2vo698HS2/6Lkc6pXnWPxvIwamxuIKUKY1FocOmHgznCYWpxkw72g0uzFcgZdXxOVBOZwod/tjpswbwce/tIzBo9LZtv44dbWNJCTFMH/ZWHZuPMXLT28iL6e0TaxU1aL87JfmqapGuwK9yN4pPjWO53MfJyIq/KrHdseeZ8Ho70hfR9yIzozvFBRV8Yv/focTpy/6LbfZLLj8LO8KYLNacLl7RpnVarT9nL1Egy1QGd4Zz24/S+oqvMvEevyVKTCMwGVKKUw/s5ANpUDRvkxrDEOBpu3nYguLoTC19nsvhMViYJqm31nZVquBJ9Dr7uDnFbAMsFotuP39DrTGFrCs5Xfnrx1pjT1QG9MdtD+tsXdwzY7Os1ksuAOVWQOUmRqbYfh/fabGaii/PzOlTSyGav970BqlwaLwX4a33LyyjWmN0hplmn7LDG2C29OujWmtMbQH0+VGBypzuPA3/m6xWvB4PH77aRabxe/yzwBWW4CfJWC1WXEH2OvVarfidnZtmc1uxdXFZd0R54xbJvOfz36FhNQ4v+X+yNiOAJl5JoQQfdIz33+5y6/pvWs7Cuf4gZg2AzPMwFrvxtLohMZmtMNJ2uCUfp04E0J0bMCw9FCHIHorpbCF2dsM1oQnRONy035AxW73nzizWDo5u6yDKWSmCYb/pJt3BpkOvBzhpeljAeq+NANt0pSBOG1QWOHdKyszKZYFi0ezLu88P125uc05pyqrUGfyOngtfmLoILHWqTl3qoOfmFKYVrC4/Vdq2hTKozA82u81zDAL2lAYDo/f60clRPLhT93E/IWjOLwrl4a6ZqJiwpk8ZzjWSDv/+tdefvjLN6mra758zv+swlnZ2P5i9Y0ol7tdHNrt7nOJs/CoMH76xrevKXEmhLg2Fwoq+Mq3/k5NbVPAYwIlzoCAiaxQlAVKBKlAZZfOC7AXpQa/yTHw3rfQUVmgCQCm1u0/z1qO9Zdsu8TTUZm/OFoO97gD3+gR6OcVsMx3nv+kU+Ay759AiSwIVEYHZbqT19RggtsMfM1AiTNlav/nmRpMjdvf78g0QWv/v7+W89pdUWswTbSp23d9tAa3B22a/stcbkw/e6NqrdFOJ55AZQ6H37JLPB38fxcocQYBfpa+skB3NxEwsXQjZYESYDdS1h1x7ll1kG8s+CH/b+vPiU+59gSaEJI8E0KIPmjd37d0+TV1uB3HlMFouwVHrIGtUWNp9GDUNmBWVgHw65Xf7/J6hcLUwVgXW9beFt3v3OHzoQ5B9ELWMDsej8btNi8nxWxWXG7vwIS6YvlFZTHaPw8d76nVEVN7Z4D508H+ZL5zL80w6+B8W5gVj8f0DfApBdNnDSVreib7iovZl1MIMd5TzjrL2bF2O+4rB2P05YfreaU3kiDze75SaIsOuCeatoD2BF6e0RNugMPE8JdgUwpttzB2+mCWLRjFicMFNNQ1ExEZxuQZg1l40ziOnrnIn17fzr4jF2hqdhERbmPkoXOcO3oRR3PbpJdqduNscLb/mZkmNDX7fX1mczN9yZAJg/jPZ77MiKlDQxxJMPo70tcRwWGamh/8/I0OE2e9Wmf3tuwj1BWP3aYlWeW3no5ufrnaeR3VF+h329GqZS2Js4DndXTNQMnLq5Qp7f8mm0vJOL9lHV3TvGIz3NY8noBl2u0OXOZyBb6mCInCMxf57wf/yK/e/a8QRSBjO72RJM+EEKKPObjxKM31XTywExGGc/owTLsVR6IFa5N3UMzS5ELnF4Np8oNX/4OBozK7tl4hRJ9SW1kf6hBED2axGt5xjVZ3eiurDY+n/UCHstm8j1cmpawW/89fTUeDQqa+XO5vfzKPCRYj8P5knpbkm58kmmEoZs0bwYSbR7DmcA4XSqvRWjMgMYZCi+K9rf6XB2uXOGtVX/vXFvilXU3gBJl3jzIjwJiQL0Hmr1ApPHawOHUHCTQL4eE2ZowdxNkzJdTXe/fDmThxIB/4wDQGD0vh/Z2nKE+2UB9pJTLcQrFy8sjPX+f4mbbLozXXOzmx94LfQTRLk8v/62t2+o8NIMCMiJ7MFmblo9/6AJXF1Vw8VwJak5qdwooHlzBhwZjr//9FCNGh3fvOcj6/ItRh9G/dsUVNJ29SuZHP4c6+Owf1vKvsgxqwzAy8jHPAJBf4ElJ+zw1UpnXgz2/vdMfAZQFmh2mtwe1/plNHZSK09qw8wIWThQwaLWNX4tpI8kwIIfqQY9tP8p9Lf9ql19RWC865ozGjwmhMURgeUC6w1btQ54vRTic/fO0/WPihOV1ar/DSgCfglIeurUeI7hYeGRbqEEQPdClp1m5figDLIWKxoIwA74udTQJ4TO+yjn5mkfmWX7T4379M6asn0AzgYw/Oo1K7ySkqxzQ1AxJjmTNnOP/79lbe/ufGNueU1DVc3wjWDb6J+x0IVApUgAQX3uSZDnSnuVKYNo3havn5XXn9lgSa8kBKbCSVlQ2+ouTEaO5cMZG7bpmEC82OE+epbWwmMszG5GEZbN9/jq/88Q0ampytgtFs33rGbzLP2uR/iUflMlGBBuc6HPDquZ+Y4+ePxu3yUJRTjOkxSRmYxPL7F7PiwcXEJsXgcrqoLq1Fa018ahz2MFuoQ/YJRn+n5/7mRF/z1spDoQ6h+3Q2gdRH9JjX3B1vaFeZyRaw7AbOCzhDrINr+u1XXCoLeM3AoXRYX0czxwIl3K5WJkLuvSfX8IXfPRj0emVsp3eS5JkQQvQRR7ce5xsLf9yl19QKXDNGoiPsNKQZKFOhDVAeE1tRDdQ38NN/fYu5H5jZpfUKIfqmMbNHsupv60Mdhgghi9XSbn+HdkmzS5Tyu/yisgRIql3NpQSZv6q0RpsmBErKXbpb2dJSfkUSTWnQbpP4pCjik2MoKqzC7TZJSY1h0YrxOFLtvLb/FMWVdb5zdHkpb+bktKtKQ4CMU8e6fH8yvP2AgANRhneGGYFmmBneBJrygEW3H0MbPyqD++6awcIZwzmdX0pxRR1xUeGMGZLOueJKfvHaejYdOevdxwa8M8WcYPGz3ZjFof3PgvNoDLf/5ZtUB/uFdDjq0Nn210XiU2JxOlw0tiwHZ7FamHf3TO764gomLhrrdxbZuSPneeYH/2DdS1toalmdICzCzpJ753Hnl1YwctqwoL4GIfq63HNloQ6hW/WYBJK4PldJIHXHbLVOlV3DyH9HS0v6v+5VVhgIGEvgskD77wHePqXosc4euRDqEEQvIskzIYToA07vz+2GxJnCPWsUZmI09RlWTCtYnGBtNAkrb0LVNHDvt+6UxFkQBGddbCG635KPz+P/vvxUhxtgi74hLNKOs8nlHVhQ3lmHzQ2ODjdGb0MZgZeS6+gt8WrL/HS0P5nLDXZbB8svtpxvGO32T4uJi2DR7ROJHZvMe3tOURrvxDRNdGw4bxbmUXi4ts3xvgSZP0HbTKVVPYF+bKrjBJq2eMsNt/9wLTYLty4ew2c/OIeDJwqoqWsiLMzG2OHpDM5KZOWBU9z3fy9zJL/Yd05iRAT1NQ48Vww8GW5v4qxdHNo7w80fi6uDpZ06GpzrYH88IzwcT2P37mNkWIw2y5cCpGWncMfnl/OBr96K1Wahqrgaj9skPjWWiOgIXE4XG1/Zzsq/rqPwzEXfzLPE9AS2vbG7XR2OJierntnAqmc28In/uocHf35vyJdvlP6O6CtcLlmuTYgepbNTca42Y60zZSLkXI4AHccgkL5O7yPJMyGE6OWaGx18bc73u/SaGvBMHIaZEEPtIAvaCqbhTZ6Fl7uw1jRjVlbxgS/f3KX1CiH6tuYGh3f5O9FnKUOhTY2jsfWSet7f/fVdqIOyjpqQx43W3q84fhMBbjfYbIGXZ3S6wGb1OwNNAWF2Kw88spy6SIOjpwtxuU3SkmKYMHEQj726ibrTp9qcU1bb6F2z0e/Upw5eRycEnEHWUXKspVwH2pNEKbShwSTwHmAGJCRH8sAtM8jJK6Oqrgm7zcKYIWncuXA8hs3gXweOsfZkDtWNzYTbrIysKuTka6WcLalsey0Tqqua/C7FdClBdmVZoMTdpesF1NHPPzwMGpv9/9qsVpTNhnZ1/cCLUoqZt03hs//9KQxDcf54AR6Xh8QBCYydOxKLxUJ5YQXvP7ORCycLMD0mSRmJDBk/iGd++A8qiqraXK+8sDJATW39/Vf/wmK1cP9PPtrlr0mI/igxIYqKVsvRCtEjXKU/0NmlOAPuj3oN1/W/bHQngvCdGOAFdnp6XOBCpVTgH6fsJdqjJaTHhzqEPk8pFQZ8BngAGAqEA/nAGuB/tNbnA5z3APBlYCzgAQ4Aj2mt3wlG3P5I8kwIIXq5J77xTJfO4tCAHjMYMzWe+kwLpt1AW8HSrLHVm1gbPejzhaRnxpGYntBl9Qr/NAozKOtiSwdfdL81z21sN5tC9F6RMRE01l2egWOxGoGXYOxC2uNGEWCvJg14PChrgK85HhNwexNk0H75RUC73CSmxTFi0iCKCipxOT0kJkUzb8U4SiI0f9l6hMraxstVnoPX959sN/iiIWiJs6smyK527lX2L9MW7/JEE7LTKS6vpbKuEZvFwshBKXxo0SSWzxxJWUMjzjhFVEMjYTYr2enJvHLgCH/ZtBtn670/NJzJK/ObjFMBEmHKxP+yjNDpBJm2W6A5wOwQmxVttaACzJQ0YmPwVFZ1+s7y+NQ4PvvofdjD7Zw9fB6Xw01iejwLPjyb9MGpaK05vuM0NWW1uF0eDKuFiqIqnvr2C2x+fWe3vI+++PPXWfbJBWQOH9Dl174WwejvSF9HBMvShWM4k1sa6jC6TX/d76xHuZHPfb/XU4E/065WFujd9dLy2wGqvJFkXaCbhQKXdVCTYeAdo/fDYkCgiaQWS8A9UpXViu5w/1QRSos/Ojck9faXsR2llBVYB8wDTgL/ABzADOCrwP1Kqbla6+NXnPcY8E2gAHgKsAP3Am8rpb6qtX48eK/iMkmeCSFEL2aaJmue39yl19RDMjHTk6gdbMEVa+CxgmFq7HUQVuvByC+DhkY+99svdWm9Qoi+L+94fqhDEF3AFmbF5XC3SZxBB3uXdUaHs8tMtGmiAu1P5nShDQNlGH73TMPj8WaKLJZ2+1fFJUax9MPTiRqdxspdJ8mpN9FaERXh4vTB45RU1bcLUxsEyPhc8RgENzL7DMM7Nma3WHC1ShopBfPHD+ETy6Ywa0w2pfX1lDc0YrdYyIqL43xlNV//17tsOnOuTRXK7U16tavKHWAWm/Ye7zfX2Ml7hLQl8A9fWw20oVCBZsPGRKGrav3/ai0WLAnxeGpqve0pgIUfmUPqwCTOHj6Ps9lFXEosiz4yl/n3zMRmt+F0uBg+dShup5v41FjikmNZ+dd1/Ov375J3tO375aVZnd1Fa807f17D5x+7v9vqEKK/uO3mCfztha1t3kv7jK5O2nSXjhI+NyDYicPumg3mV8vv9rrrNIAAn98Br6lUy3l+9iVtVdY+RhX4d6uUd9nlQOd1WGZ4l/e+jjJlGOhOlInQShyQwNwPzAh1GH3d3XgTZ+uAm7XWvv8RlFI/BX4EfAv4dKvn5+JNnOUCM7TWVS3P/xbYBzymlHpHa50XrBdxiSTPhBCiFzu1N6dr12vOSIOsVOoGWnHGWvBEege5LI1gcWrs56tQF8sYNmUwC+6Z1XX1ig55ZF1s0UfIXme9jz3chrO57eeMyxGEO2m1idbe5Ji/5Re104kKDw98frMDHWZHXZEcu8RqMfjYV28iddJA9hzIo9nhIjkxmglTBvPo8+uoPnK6zfF1Did1Lmf70R9F4LuZg/3WfS0Jsg7K7TYLt88awzfuXkh+aRXltY3YrBaGpCeSHB/FypOn+fiLr7C3oMh3ToTFisdp4r5ycMgMkAjT3mUW/YYXaObb1XRwA69pU74929pXqPBE2rDWO/0P+NltEB+DrqnzP0vOasWSmEByUiRJiRGcO3weR5OT2KQYFtwzizu/eDNDJmT7jasw5yJv/fF9Vj+3kfrqy0u7JQ6Ip/Jitd9zgrHk7bqXNoc0eSb9HdFXxMdF8tkHF/KnpzeEOpRu0y9nn3U2udTZhGOHM75aHgN8vtEy46t9YqqDWFrNFLve13jpeL/7owYqUx2XBdTRjLaWG038lxlgBvguYrWAM0Ciy2oFp9NvkbLZ0A7/S5Mrux3d3Oz/miIklFJ89fGHsdpClw7pJ32doS2P77ZOnLV4E2/yLOWK57/Q8vjLS4kzAK11nlLqj8APgYeAH3dDvB2S5JkQQvRSpmny03se67oLJidCZiq1g6w0pRq4wzTaqrA1gK0JwkqbsBRXERMXwZ/2/nfX1SuE6Ddkqdfe49LssisTZ0GldeDZZW4PpsOBERbWcqifGWYOJ2ExEUxaNJbSwioczS5iE6KYs2ICnqw43tx4jPydJy5Xp+Dv2476X34xwIhQt3z/vZERyVbjbIFmoMVFhvPI3QsorKilrLoeq8VgSHoit88cQ1iYlbdPnuTtE6coa2jAZjEYkpBAfkUNR4uvWIJMQ3Oz2//MLI//GDpMkF0t8ReAae14mSZPuIG1yfQ/oBdmxWNqLI0uXwhtjgmzQ1I8hsNJmOmhqdXefQNHpHP7Awu4+eNziIhqn8g1TZO9a4/w7t82knPIO/MsPiWWzCFJ7PjXTtx+biYIlDgLlqqSGjweD5YASWchxLX76N3TcThc/PWFraEOpet1NokUbN0x+ywECbSOlj7sSKd+PyrAPqhXW7rR0P6Xf25Z1jHgNS2gPX5eX0sZnsAzxbRp+j/PaqDdgcos4G9GqFLeJb1dfu7wMZT3hhpn+z6xMgyw29F+kmvKMCAsLGByTQSXxWrhm09/kfl3y03gQXCs5fFWpdTvr0ig3dHyuPaKc5a2PK7yc72VeJNnS5HkmRBCiGuhtebhcY+02xi+s1RMNAwaQO1AG40ZNlzRGm0Bw6GxeCCs3E14QS0JcWH848yf/c4CEN1DazCDcHdSN6xqIkQ7Sz8xn9d/93aowxCtKTAMo90eSkGZXXY1pgetVODPHJcb09Qomw1lbTvYbwuzsvDu6Yy/YypbD5+nxKZxON00Rofzbt5FcrYcaXO8xpuE8TfKFHBZRjp4/mquNqJ1gwk0NIzKSsHhclNSVY/FYpCdGs898yZw6/TReJRmbW4utv/P3nmHyXWV9/9zbpk+s7O9a1e9d7l3y7ZsYxsMNr0FCB0CaSQhIRACSUgjyS8EQgnVgAFjmm3cu2XZktW7tNL2XqfP3Ht+f8xsmZ17R22llez7eR49q533tHvn7My553ve943qqIpCQ1kpjx87yhefeJLRqZs8EvZ19SEsvodshTCZ9fSyvIQzEciS9gKZqUtUG53XcCsIQ6KmrDs3vTpSVVDiaZRpoUcVRXDp9St4x4euo7G5go6jPSTiaYJhH/XzqhBCEIsm+d29Wzi4u51kPE1JmZ8ly2r56T/+imN72/PaG+4e4uiW/UVuwuyiqAqKnWB9ljkX6x1nreNwLhFC8O63Xc6Gtc3c95ttPPnMgYkwjkLAJRvmsWZFIweO9PD0cwcxct/DiiK4/OL5LF9az74DnTy7+TBmzvNUUQRXXraQpYtr2bWnnRe2HJmY15qmcPXli1g4v4pXdraxZWvLxFh0XeW6qxYzt7mSl7cdY+v24xM2t0tj4zVLaKgvY8vWFrbvmgwZ6/Ho3HDNUmprwryw5Qi793VM2Hw+Fzdct4yayiDPPH+I/Qe7J2wBv5ubNi6nNOznyWcPcOTo5OGLUMjLpuuXEQx6efzp/Rw73j9hKw37uHHjcnweF489uZe2jsln3YryADdevxxdV3j08X10dg9P2Koqg9x0/XIAHnliLz29oxO22towN1y3DCNj8PBje+gfmAy/3FBfyg3XLiORzPD7x3YzNDTpCdw8p5zrrllKJJrk4Ud3MzI6Gap6/rxKrrlqCSMjMR55dA9jkUnvooULqrn6qsUM9I/x8GN7iMUmRZVly+q4/JIF9PSO8Ojje4nHJ7+4Vq1o4JKL59HeOczjT+wlOWUdtnZtMxetb6b1eD+PP7mPdHryhMpFF81lzeomjh7t5amnDpAZn2OK4JJL5rNqZSMHD3bx7DNT5pgquPTSBSxfUc++PZ08//yhiTmmaipXXLGQJUtq2bWjjRc3H56cYy6Nq65ezIIFVbyy7Tgvbzk6MUbdpXHt9ctoaqpg65ajbN96bMLm9uhce8NyGhrK2PLCYXZvb52weX1urtu0nOqqEl585iD7dk1+b/oCHjbespLyiiDPPraXw/u6JmyBEi83vG414VIfT/9+Ny1T5l+ozM8Nt68h4Pfw1O920Dol/2BpZZCNd6zF49F54lfb6Dg2Of/Ka0vZeOdaVCF44r6X6W4dmLBVzalg453rkRmDx+7dTN+UuVk3v4br7rqIdDzJoz96loEpB2EalzRw3d2XEBuO8OgPnmKoZ2TC1ry8kWvecjmRoSiPfP8pRgfGJmzzVjdxzd2XMdQzwqM/eDrPS33xRfO54g0X09c+yGM/eprYlLm57PLFXHrberpbenn8nmdITDn0s+qaZVx8y1raDnTy5E+eIxmfnJtrN65kw02radndylP3vpAX3eiim9ew5vqVHN52lGd+MXn4RwjBJbetY8WVSzmw5TDP3b9l4nlCURUuu2MDyy5bzN7n9/PCr1/Om2NXvvFiFq2fz86n97LlgVeQuUmmuTSuvvtS5q1q5pXHdrH14R0T43B5dK598xXMWVbPy7/fzvYn9kzY3D4317/tCuoX1rL5t1vZ/ezkWssX9HLDu67mjo/dTNPSBmaTc7y3s0QIsdXaLtef5SH8DrgPeCOwSwjxKJAC1gNXAv8FTOQvE0L4gXogIqXsKmyOQ7mfi87moO0Q0llBnjWEEFvXrVu3butWy7nq4ODgcNq8tfGDDHTMjHCG14PSUEd0UQlDiz1kgpDxg5oUqFHwd5uUHIhRb2b4v2c/55xGPgHr169n27Zt22ZiQSKE2Fq5pHTd2+7ZNBNDK8qP3/57+vYPzci4HV5bnOp65xOX/RX7Xzx04oIOZxVFVVBUhUzqPBDJToSqFT20ccmta3nDn97Ols2HiUWTlJUFuHTjcv75W49x6Gi+t5SpZHNdZY9AT7YpBZgu6z5MFVthJ2uzNkqBbUjBCW82m3bz7EWENEURE5sR46yeV8tbr17DzesXI4GxZBJFCAIuF4PxOP+x+QV+uXcv0fQUtcm0CW1ogmIKJBIxdRAyG9bZclhmkdCMBqjWkY+yIR1zezxW7aoJiWo3XaVEi0kUu5wrUqImTNSExUl0spu573r3FaxZ3sCe7a0kYikCJV42XL6QypoSALp7Rti/v4tkIk0w6GHFinp+9s2n+e1PXiQ+ZXOUTAZ6BwrynEgpMaPR81rBaV7eyDd3/dsJy83kWgfO3XrHWes4nAlnur8TiSbp6R3FNE0qygOUhv0TtrGxBL39o0iZFYnCJb4J28honL7+7KZ6VWWQUNA7YRseidHXP4aiCKoqQwQDk16wQ8NR+gciKIpCdVWIgN89YRsYjDAwFEVTFWqqQvh8k7b+gTEGh7Nhe2uqQ3g9rglbb/8Yw8NRdF2jtroEj0efsPX0jjIyGsOla9TWhnG7smf1pZR0944yOhrH49aprSnBNdXWM8LoWAKPR6e+NoyWOwwjpaSza5hINInXq1NXW4qmZr9UTVPS2T1MNJrE53VRVxtGzdkMw6Sre5hoLIXf56KuthRFyX7yZwyTzs4h4ok0Ab+b2prwpC1j0NE1TCKRJhjwUFtTMrH2SKcNOruGSCQzhIJeaqpDE7ZUKkNn1zDJVIaSkJfqqklbMpmmq3uEVCpDuMRHVVVo4n7F4ym6e0ZIpw1KS/1UVgTzbd0jZAyTslI/5eWBCVs0mqSndwTDMCkvD1JWOjmPIpEEvb2jmKakoiJIODw5j8bG4vT2jgFZW8nUOTYSo79vDISgqipIcOocG47S3xfJzrGqEIHglDk2GKG/P3tAp7qmBP/UOdY/xtBgFFVTqK4uwTfV1jfG4GAEXVeprg3j9U7Osb6eUYaHorhcGjV1Ydy5OSalpLdrhNHhGC63Rm1DKS73pK2nc5ixkRhuj05tYxm6PmWOtQ8RGY3j8erUNpaj6WpuHpl0tw0SHUvg9bmonVOOqk3auo73ExtL4g24qW2qyJ9jx/qIRxL4g15qmismDp4YGYPOo70kogn8JT5q51ZNzIdMOkPnkR4S0QTB0gA1U2ypZJquoz0kY0lC5UGqmyonbYlU1hZPEa4MUTVnMtpdIpaku6WXdDJNuKqEyobyyXkUTdBzrI90Mk1pTZiKurIJW2wsTs/xPoy0QVltOC86SHQkSm9rf3aO1ZVRWlUyOceGszbTNKmoLyNcOWkbHRyjry0rOFY2lBMqn5zTI/2j9HcMIoSgsrGcYOnknB7uG6G/YxBVVaiaU4G/ZHJOD/UMM9A5hKqrWVtoct4OdA0x1D2MqqvUNFfiDUzO2/6OAYZ6RtDdOjVzq/BM+Yw7FS7wvZ0YYHli61ysg0R2An+OrMfY1E3Ex4C/llJunlK2DugAOqSUBQqnEEInK76lpJSn92aeAY7nmYODg8MFxgdWfHrmhDMhUGuqiTX4GF7sIR2UZEoEIgWY4BqV+LozqINjfHvnlx3hzMHB4Yy59Lb1jng2C4hcDohxTMMs8DY7bzEySCGoX1TPQOcQyXgKX8jLJbeuZfUdG3j5cB+f+affksl5DUng/x7bWeDkJAGp5qSTaYKXPN2vt2IeYtK+jCCnodjUnbBjX2b9ggY+9/YbiKfSdA2OoQhorAwzr6ac/f19/M0Tj/Hr/fuJpLPCTpnHS8Yw8z3LxsdnF4nJHB9CYSzL0wohJSa7LAynBCiTfU7HcIFi2Ocvy/hAi0sUq3QmQmB4VdZsmMuVK5vZv6+TeDxFIOBmw0XzuPbapRObubVNFcSTafxeF26Xxo6drfz0py/y4ouTHh5IiXs0iYxbuLsNjRQIZ0BWVDuPhTOAW//whtkegoPDq5aA301g7vQUL1mCQQ/BoHUez5KQl5KQ19IWLvHlCW1TKQ378wS6qZSXBSgvC1jaKsqDVEzZ9J5KVUWQqgprW3VViOop4tA4Qghqq0uorS6xttWEqa0pbE8IQX2ddbhvRRE02NhUVaGhvszSpqkKcxrLrW2aSpONTddVmuZUWNpcLo3mJmub263b2rxeF3ObreeD1+tirs1c8fvdzJtbZWkLBDwEAtbzKBj05oliUykp8eWJaVMJh/2EbeZRaVmAUpt5VF4RpNxmrpRXBimvtLZVVoeorLaeR9V1Yarrwpa2mvpSauoL54QQgtpG6/mgKAp1Nu+PoijU29xnVVVomF9tbdNUGhfVWto0XWPOknpLm8ut23pFuTwumpY1Wto8PjfNy61tXr/H1uYLepm7Yo6lzV/iZ+5K6/c8EPYTsJkPobIgoTLr97WkIkRJReH7ChCuLMkT4aZSWh2mtDpsaSuvLaW81vpzoKK+nIp667/n1xD7z0QkE0IcA6yT91rzIynlO3N1PcD3gVuAj5HNcxYDrgD+E3haCHG3lPJXpzisWVlIO+KZg4ODwwXEd//2JxyfFgLotBECES4hWelhaFWQjB/SpWQ3dqRAjUncgxJ1ME6zx5w4veVw7jHl7IRQcnCYaQzD4MFvPTbbw3jNoKoKQhFk0kaecHahUd1Uydv++i7MyjC7drYRj6cIBr14gm7+9bvPToQhGse0+brKhl8s4iVmRzGRS9o/xeUJZHYCmomtB5rI9X33Vatw6RodA9lQPw0VJbz+0uUsqKvg0MAAvzq+n46xUQSCpkgJw/uS/HDnjvzGJAzG4gV9jNtswy9i4XV2JijZ98FOIDM1UFI241EEGY9ESxQR0LwQcLtY1VDD4ZZeYvEUPq+Li1Y388ab17BicZ2lF2M8keZXj+3kvoe3c+hY33hzzC0L03mgr6C8OpYVzgre1nQaktaudWbm/Pby9Jf4uPHd18zqGJz1joODg4ODg8OrmQtorXMESJyw1CSdU/7/F8DdwB9JKb8x5fUHhRB3AduB/yArqgGMxzO1VlEnXx+xsZ9VnJ1QBwcHhwsE0zS59yu/nrkG3W4ydSUMri8lHYBExXisI4EeA88AuIZTqK8c4t0/+eTM9evg4PCa5aUHt9NzvHAj2mFmUNT83GWGYYKVF855ijfo4a5P385w3yixsRiBEj/rblzN/t4IX//Fy3l5Q6QiMF1KoQcZZEMlTgvLCNgKZyeimECW9dqy6GscMzeeE3iYBTwuUCCSyz/hc+u87uKl3H31ahbWV9AbjdAxms3hUh8KEUmleMd99/JCe1t+gxPxHk+SIl5nk2M8xfsmijvkmVo2dKNlGQWkDqStNUepCtI+iZKGkOoiNiVfR1nIxx1Xr+CujaupKrU++dw3HOG+Z3ex9VAH8USKgNfNkrpKnnhyP71Tco0AiIRpKZxhSpRYevxS84naCJRwXnudabrKZ3/yadvT5A4ODg4ODg4ODq8dpJQbz6D6bbmfT1i0u0MIMQg0CSHKpZQDUsqoEKIDqBdC1FrkPVuY+3nwDMZ02jjimYODg8MFwpP3Pp+XuPWMUBRkqY+Bq2pIhwSJGhNUCYZAiYMeAdeogW9HOy63whVvuHhm+nU4ZSQCY6ZO/J+gHweHs82WB7bN9hBelWgujUwqc8GEYRRCMDXv8ngi74XXrea5Zw+zfVcfyUQary/Kc53P0zsQyasvAVMvFM4gF37xNLzLTiyQjRecVg/AAKlaC2gF3mXTirh1lZsvWsLH33AF4YCX0VgSKSUhnwdVETxxrIUv/+ppnj7ekjc+TVHITA8NOCGcWchSRXSb0/r0LyaQiez7IAzrMlLJ5oqzDK9Itq4UoKStPcwW1lfygU0Xs3HNQlo6B4jEkvg9LubWl6PncpUc7u5n8+E2oskUfreLDXPrue+pXfzy2V0YU7wwhSHZvvlYYT9SokWtB6jE0/b37Dz3LrOivK6Uz3z/E6y9fuWsjuNcrHectY6Dg4ODg4PDbPEa2tsZz0tWEH9WCOEGxmN4Tg3X8DjwLuBm4P+mVbtlSplzjiOeOTg4OFwg/OyfZ87rzAz7Gbl+HoZPIdaQE85cBkQ0XCMCV0xSsm8YRqN85eG/tgxx5ODg4HCqjA1HZ3sIFzzjQtlUpv9+PjNvdRN//r1PsPvlFkYGI5SU+ll91RL+9R9+x2/+6cG8stFUhshApNCzSwGUIq5cNhQNsWjkhDcLL7KJ8IsKtuEXTySgqULhI2+4jJryIK29w5impKo0wA3rFhHyuXmps4OfbX6GY8PDANQGAoylkzx1/JjleAuEs8IRTXIGDk+2IRtz+cmwG4aSFQ3H73leCwJMPSeQZexCNMKNFy/ivVev4+VDHYzFknjdOusX1LNmXt2EABss8YBb4He7UFWFzYda+fqjm3m5pWPqRaDFs31NR4tLS4FOSUsUm2sT6SLunMVESkVBGrPnCnrtW64gGUvS1dIDEqqaKtj03uu4/PUXoTmhuR0czipSSl453snx/mEM06QmHOSS+Y3oqoppSrYd66B1YBgJ1IWDXDy/EVVRMEyTl4620zE0igDqy0q4aG4DiiLIGCZbjrbRNTyGAJoqwqxtqkdRBGnD4MUjbXQPj6EqCs2VpayZU4sQglQmw+bDbfSORlAVhfnV5axsqEYIQTKd4flDx+mPxNBVhUU1FSyrz+Z2iqfSvHColf5IFJemsrSuisW12X3RaDLFC4daGYzGcGsayxuqWVCdzTc0Fk/ywuFWhmNxPLrGysYa5lZmc1ANxxK8eLiVkXgCr66zuqmWOeVhAIaicV483MpoIonP5WJdcx11pdn91v6xKFuOtBNJJPHlDkjUhLMexz0jEV5uaSeaTBFwu7loXj2VoWxerq6hUba2dBBLpQl63Fy8oJHyQDbXV9vAMNuPdxFPpQl53Vy6YA5hfzZH2PG+IXa0dpFIZwj7PFy6cA4hbza32JGeAfa095BIZSgNeLls4RwCnuy+8cGufvZ19JLKZCgL+LhsURM+lw7Avo5eDnb2kTIMKoJ+LlvUhEfXkFKyp62Hwz0DZAyTqpCfSxfNwaVlbTtbuznaM4hhmlSXBLh04Rx0Tc3OsZZOjvcNYUpJbWmIixc0oqlKdo4d7aC1fxiAurIQFy1omJxjh9vpHMx6tzdWlLB+3pQ5dqiN7qFRhBA0VYZZO68eIQTpjMGLB1vpGc7Oo7nVpaxqrp2YRy/ub6VvNIqmKsyrKWdFU3aOJVIZNu8/zsBoFF1TWVhXwdI5uTmWTLN533EGR2O4dY1FjZUsasjOsUg8yYt7jzMcSeDWVJbNrWFeXW6OxRK8uKeV0UgCt0tjxfxammqyubBGxuK8tLeV0WgSr1tj5YI6GnI5tAZHYmzd00oklsTncbFqcT21lbk5NhThld1tRGNJfD43a5Y1UJXLBdjbN8qOPe3E4in8PjdrVzVSXpqdY93dw+ze05HLq+ph7ZomwuHsHOvsGGLPrnaSiTTBoIe1F80llMtn2Hasn/2720kl04RKfKy9ZB6BXI6644d6OLi7nXQyQ0mZn7WXL8QXyM6xo3vaObK7nXQqQ7gyyLqrl+DxuZFScnj7MVp2t5NJZyitLmHd9Stwe11IKdm/5TDH97ZjZgzK60pZe8MqXG49O/+eP0D7gU5Mw6SioZx1N6xE0zVM02T3s/vpONSFlFA1p4K1169A1VQMw2DnU3vpbulFSqiZW8Xqa5ehqlnbjif20H2sDyGgbn4NK69eiqIoZNIZXnl8N32t/SiqQsOiWpZfsSQ7x1Jptj26i4GOQRRNZc6SOpZeuij7OZZIsfWRnQx2DaHqGnNXNLJow/zsHIsl2fbIToZ6htFcGvPXNLNgzdxT+MR2mAGeAVYAfyWEeE5KOTXh8ufJ6lEvSSmnhn34Olnx7LNCiPullEMAQohmsnnTkhSKaucEZ5Xs4ODgcAHw6I+e5vArLTPSlnTrjN68mFSZTnSuCboJbhMSCmpCQYtC6HASZTTGJ776LpZdtnhG+nU4fcyiyXgcHC4cvH7rJOYOJ2ZcNLtQhLJQeZB4JEE6mUbVVFZfu4xr3nEN7b1R/uKjP2BsJBveTgLiG88UaDASkHouJ8D00IzKaeYKkLa+Ujl3NmkryglzSkhIKzuAAeGgh6qKIO39IxiGSVU4wC2XLuXOq1ZQGQ5wfHgYb6UHQ0rqgkG64mO8/f6fsa9/enhAu0Rkdtd2CmVtqhZ0N+4pZ9O2zIlntt5nGpCxy0+WDc/oD7h5/YolHO4aYCSWwOvSWdNcx5svW8WcijAAK5pq86pGUynu37GXe17eweH+wYnXK3Qvo4PxguEqqaxwVvDum9nwj1azQknZ31DL6xlHU7OP9lb1dB2ZnqEIAjZUzakglUgz3JtNCeELebnhnVdzx0c30bSs8az2PRM46x2HVxuGaXLvi7u45/ntHO0bzLNVBn0srq3ieP8QbYP5aVxqSgIsqC7naO8QncOjebb60hBzK8s41N1Pz2i+Z/ac8jBzyks40NVP31j+gaXmijANZSXs7ehlcFqI2QXV5dSUBNnd3s1wLD/FzeLaCioDfna0djOWyP+AW1ZXRWnAy/bjXUSn5Xtc0VBNic/D1pYOEun8tcvqOTX43S62tnSQzOQfKljbVIdH13i5pZ30FI96AaybW4+mKrx8tANjyiESVRGsb64HYOuxjjwPY1VR2NBch5ETl8wpnu+6qrB+bgOpTIZXjnXmfX+4NZV1c+uJp9JsP54fQcyja6xrrmcskWRXa3eezefSWdtcx1Aszt723jxbwK2zuqmOwbEY+zvzv/eDHhermuroHRnjUPdAni3s87C8sYauwVGO9ubPo/KAlyX1VbT3j3A8J46NUxnys7iukuN9Q7QP5M+x2nCQedVlHOkepHs4P2xxXVmIuZWlHO7sp3ckfx7NqQjTUFHCwY4++kdjebbm6lLqwyH2tvYyPH2O1ZZTXRJg97FuRmP582hRXQUVIT87j3QRTeTPo6WNVZT6Pew83ElsWhSe5c3VBL0eth/sIDltfbxyfi1+XWf7/g5S0+bY6oV1uFWV7fvayUydYwLWLKpHQ7Bjb0deTl1FEaxZ0oAwJDt3t+fNI1VVWLOsATOZYdeutrwozZqmsnp5A+lYij0783PXu1waK1fUkxiLs2+aze3RWbGigehghIPTbF6fi6Wr6hntGeHwrvzw3b6ghyUr6xls6+PoNFsg7GPx2iZ6j/dyfE9+m6GKIIvWz6fnWC9tBzrzbKXVJcxfM5fOw110HunJs1XUl9G8cg5t+zvoOZY/p6vnVNC4tIHje9vpa+vPs9XMq6JxYR1Hdx1noHMoz1a/sJa6+dUc2tYysZ4Zp3FJHdVNVRx8+Qij08Jtz10xh/L6Uva/eJjItAObSy5ewJs+fRvXvPnyWT8Y/hpZ63wJuB3YCOwXQjwExIErgItz//+jqRWklM8LIf4N+GNgpxDi54ALeAtQBnxCSnnsnF3BFIQ8j2OvX+gIIbauW7du3datW2d7KA4ODhcwv//+k/zLe/97RtqSmkL0ppUkG7wMLZNIj4kSTGGkNMSghntEoWyPQeBYhD//s5u58c2XzUi/ryXWr1/Ptm3btkkp159pW0KIrRVLyta96Ye3zsTQivKLdz5A//7BGRm3w2uLU1nvPPL9p/jKe//fORjVhY3Lo5NKnN1N9rOFogg2vvNq3vDp29n14lFGh6P4g15CFUG+/R8PT4hm45i6lhUcpiFVgekufD1bR0Fq1iqWqYLUbMI2AqYuioZ1NHXs7ZAVfSxymPk8Ll53+VLef8ellJfk542SUvLwkcN8f/t2XmjL38hQVJG3ATPRk030RVuK5To7UV4zo0g3MuuVZ5v3TIKw8x6b0ndDIEjnlM25htIQb714NW9ct5xSn9eyal80yr27dvNkSwujiQQ+l87iskpePNRK58i0/GQZUOMW45DZUNRWgpeakOhx6xujj2VQk9Y2dSSBGrf5+0ymoG/A2gYYsRicofeZpqtkpnm/NS1r4PaPbOKWD2xEd2nEIwlMw8QX8qJMEZvHhiL0tQ0gpaSyoZxQuXVuuBMxk2sdOHfrHWet43AmnOr+Tipj8Gc/foBH9xw+yyM7i7watgtz1zCj29Wnc19OdxzF+jqJcVj2d6I27c7vnEm9Yja7gzhSImxtxeqNr10sMIu0aUpbj3hhSNs2RcZEZKwD5YmMiUjbBNFLGygZmzVBKoOSsrBJCak0WBzGkVIi4wlIpaxt6fQZr0EudO785K185N/fe9ICmrO3c/oIISqBzwCvA+aSPYLYRTb04j9JKffb1HsP8HFgGdkYF9uAf5ZS/vZcjNsKx/PMwcHB4TzmgW89yr9/8Bsz0pYUgsR1K0hXehhZKJFuE70kRTqlQFqgpgSB9myus7/6whu57tbVM9Kvw5ljytP0snBwOM+45s2X8T9//F3GBiMnLvwa5kIRzhasnUug1E90OIrH72HFlUuYd9EifnfPZv7o9V+dKCcVAT5PoQcZgGr9+SbtwjKegAkPMZvwi8KQWXHNyi6zebZM3T78ooLgfbdfwrrljRztHCCdMako8XPl6rl43TqvdHXxT88/y5HBATKmpMrvI2kaPNvWajFYLISzaR2eC3IeZJZaXU4sFHbhGcc9zAxQLMJiLqut4n2Xruf2lUuIJlO5sF06ZX7vxMZF2+gwjx8/ykgyiVfTWFNVy+OHjvKdbdvyw1NK2NPSg7A4saukrG+XYuf5BgjT/t5LYe9yZ7o1e/HMpYOuQdraQ1TxeDBjMTiNA6yKIrjs9Rfxh//0ThRFoe1AJ0bGoKK+jAVr5+ZtBPmC+YLkrmf28av/fpBn79uCkduoUxTBZXds4I6P3szajStn/SQ2OOsdh1cXX/r1445wNtucL8JZjlM9F3OmWPb3WhbOirVZRDjDtBfOMKStcIYhUdI2Ny6TFc4s50PaQEnZ2TKWwhkAyaSlcAYgM5nXvHAG8Mv/fICymjBv/Ys7Z20Mr5W1jpSyD/jT3L9Tqfc94HtnZVCniSOeOTg4OJyn7Hx278wJZ0Dm4sUYYS+DK0H6TFxlCSQCmRKIhIK3V+AaM7lufpUjnDk4OJwVXB4Xd//JHXzns/fM9lDOC7xBD8lY9iFX09ULRjQLlQd5w8dvoWlNMy89uofIcBSPz81wzOSf/+QeTGPaRoFLt/bmUhVbL6+iFBE9xEmEX8SQSNXGLrNCjMer0dxcTlffKKmMQVmJjxsuWcyd162iujxIXyRKxgsp06Q64Kc3HuXTP3+And354WzkeG4wy85OfKmnhs2WnJhitqspbPKTAShgMr7hZN3+VYua+euN17Czo4ehWByXprKitpqVddUToowhJKYmMRQTCezp6+HftjzHE8ePTg5NgkgLFMNCIEtjKZxhgGJYj12c5j6RaeO9CCDdKlIViOnzHLLzuTSc9T6zEMiEoqD4fJiJhO0mVqg8yAf/+V1ousaxPW0Y6QxltaVc8+bLqWwonyhXO686r14ynuSpe1/gwW8/RsehLkzDpLKxnGBpgFce3114jabkuftf4rn7X+L2D9/Ex/7rfaiqtbeng8P5jhCiHLiT7An3lUA9kAJ2kc2R8n9SymLJImeU4/3D/HxL4d+dw7nnvBDOptQ7pfGcgdfZ6Qp1Z1LvlG1FIlSLYtGri9WzE8dOYFOKeOEXtWVMW6FOSdt85EiJyB1kKfSYl4hkxtZmK46ZEpmwjhstpYTMhRH2/Vxwz5fv446P3Vxw0MjBwQ5HPHNwcHA4DzFNk7/c9KUZa0+uXECmOsjgcjDdEl9FjMz4FphU8HapuEcl3n29vPFrr5uxfh3OnOzBurN/PvHVcLjU4cLgLZ95PTue3sPW3++Y7aHMOvGxybwiKeOc7emdEpfdvoGaeVVEhqK4vS6WXbaYtIQffuW3DP7XI5MFFQW8ngLvFSlENiyjhaeXLCacFfHMEYbMbgTY1Fcyxb3HMCTInIA2rYymKlx36SI+8ObLaawtLaj/Uls7f/fUkzx26AhGbowSiaKLid8nLmG8Q0tVx/byTg97R6mTq5urbpvPSwFVFbx91Wq6RyP0RaO4VY2l1ZW8Zc1KFlZkRZ255WV51TKmySPHD/KD/a/wfNek9125y8fIWCrfs4ys2KUYAonMF+py4SEth2bkXcZJk/VutPMuE8iozf0QgkzQjT6csDCSFYsrymBg0FLoFYqC6vOxYeNyyiv9HNvTTjqZpqwmzLVvuYKr77oUl8dlO+6BriEe+d6TtO7vwDRMyuvKaFxcy7f+8h5G+vJzI430j9m0ks9vvv4wulvnI//+3pMqfzY4F+sdZ63zquZu4H/IhoR6AmgFqoE3At8CbhFC3C3PUd6Se1/ceS66OXu8Gv5YTiMC8tlkNsZwuiEiZyy0ZLGw0UVtFq7sM9Sm5Xw4gc32cJFZzFZkTZWrZ4mdGAfFBTAbUe2E9V6DxCMJHvvh09z+kU3nvG9nb+fCxBHPHBwcHM5DHvvhM6TiRRZAp8LcBsyqEP1rFVKl4KuKgSbBUDASKuqwhhaD4L5RQoNRVl6xZGb6dXBwcLDg0Naj7Hp632wP45yhuzVMMxvOxe1zEZ2W8+t8pW5BDXd8dBNCCF747TbGBiO4fS6OH+1n79ZjhRVcunXYN009Le8yYcji4RczJlK3FuVOJvyiMOHqixfw+lvWcKStn1TKIBzyctWG+ZSF/XSNjPEfTz3P/p4+UoZJuc8LquCXu/fmtSWRSJUC4Wyyo1O+9DPkNL3PxgU0AeUeL8PxxERIyVKPhzevWsnbV6+ioaTEsnrKMHiobT8Pth5gMBnDrWosDFWytbuT7X1d+YVNGBiJF45TgsiI3HCmvacnyLtmR7Gc7IYLNKs8aZAVyLwKesy0vKPSo5MJSdTRpPXmrNsFNVUEXYKgKuk8kvVIdHl0rnz9Bm57/3UsvXh+0VCJx/a0cWx3K5m0QVltKXNXNvL1P/4eT937wkToxZnkvv/4Hbd8YCPNyxtnvG0Hh3PAQeAO4HdTPcyEEH8FbAHeRFZI+8W5GMzTB1rORTcOJ8H5IJxdEJyul9sJRMrT8kg7XdtZ8laz63M8/HMxm2WbRQ7MFbNR5LtfFhHIpHl+HtCbTV58YNusiGcOFyaOeObg4OBwHvLDv//5jLQjyksxasroX6GRCgt8NWOoHgNVmGQMFdnvwjWqEGhL4umKcNdHbzgvcl44TEVgFNv9m8F+HBzOBf/18W/N3OGAC4B0cvJhNnOeCmcb33kVC9fNY2wggsvrYtGGeRza1sL//c29JGNTQsBoGmrQj5Qy/7tCCFDVwteh6EeLkNJey5FkPcTswitmJAgTqVnHRBwPvygVSVVtCT39WY8cl0vj6ksWcucta1i5tB4poXleBamMQdjnRUrJp+97gAf3HczLRyYFYBXRrphAdq4/Vk/kfXYCAa3S7+cdq1fxkYsuJmkYDMXi6KpChd+PpmTvc9LIsKXvOAPJGLqisixczY7+Lv5+22MMJGITbUkJT7cet1avMjY3TWbDMhZ4nRUZc951WWDqIJM2xRSB4ZJoNh9HhldBMSRq0sY7zedCaipqLIWaMpBTNspKywPcfNcG3vCuyykp9ZNKpkknM3gDbhRlcs5KKUnG06RTGXxBD4oiePrnm7nvP37H3ucP5PWnagpG5uxugP326w/z8f96/1ntw55zsd5x1jqvVqSUj9u83i2E+DrwJeBazpF4Nhq38Ux1cJhNTiLU4+nyqv10PQNRccb7K3pa6DRtr1Eiw9FZ6tnZ27kQccQzBwcHh/OMWCRO5+HuM2/I50NUVzCwxk2sXsFTFUP1GLg0g2RaIxPVUOIqgfYMgdYEFX6dd/7VnWfer4ODg4MNB146zIGXjsz2MM46iqpgnqdhGKfSvLyRWz6wMRu+5EfPMNo/hsvr4rF7nqV1X0dBecXjBigUyFTV/uBFsed1w7T0HJvoL21gKtaeawIgna0vNevcaQ11YT78vmu56opFGIZJKp3B4856yPWNRfmfp1/kpy/vomcsMjFUn1cnOi0RuwTbvGXn5Pn3VBBM2SSx9kCrDQb4xxtuon1klJ5oBF1RmV9WxvXz5uHK5bzSVZWAazJ04HAyzrcOvMC9LdsZTE6KZKYhkKbFzTFF7uZMO4suAYPC15l6uvvUbqqpZnVNu3xtUsuG8rQi4xMohrTOmSYE6YCKqZpocdMyxNL8ZbV88A+vY25TOUf3d5FMZAiFfSxd3YjumnzUdrl1XG594vfRwQgP/3QzD/7gWTpb+oCsl2pliYvWXccsx3q2hTOAJ3/63CyKZw4OZ43xD/VzFrvM53IBsROWc3A4p5xEiOfzJczlecNsHIQ6HaPzpp0SHr9ntofgcAHhiGcODg4O5xGpZIp3zf3omTckBGpZKYMrAkTrNVx1EVyhFB41jRSCyIgHxlx4eyX+TgNfMs33Xpm5HGsOM4eUYEqbXdsZ7sfB4WzzxE+em+0hnBUURWBO8To5H4Wzq950KRfdvIbRgQguj86Ctc1se2wX3/zzH5BJTwsDI5RCUUtRELp2yt5lFAkVIwBpGKBZP5IIE5Skiem2Fsey4RslZSUeXnfnBvoGxkgk0gSDHq68dCHr1jQhBGw+0squ9m4SqQxhv5eQz83fPfA40dQ0kUyhQDib7KjIRZwNzmT3Krc5tramBgn0RCIoQmFuaSlvXbGSG+fNR1et3OigKzbCvS3beKB9D32JMXRFpdFfRntkjP5E/ildaYI0CwcpJWCMvz7Nblq8djIU+xpUswKaYhPNKOMGPWMfnjEVAD0qUa221YVA+jVed8dK1syrY//+LpLJNMGglyuvWMjSpXUTfw/llaGC6h1tgzxw/1YOH+gmlcoQLvUzpybEb//nEWJj+Z4pyYERWltn6yR0lpH+MYyMgapZz4+zyblY7zhrndceQggNeHfu14dOss5WG9NJx7Zf11xH68DwyRZ3cJh9RG7pZ2Mr6vSE/Tf72bJhZRfFbXbtytO1KSIbJcFqjGoRmyIQNmsWqSoIu8MyqgKGTUVVsw/rqBSp9xpl5VVLZ6VfZ2/nwsQRzxwcHBzOE9LpNHdVvZ/42JmH+RBeL6NryhhZ5kWrieEKpSlxxzGkymjchZnW8PQJfO2SMlPh59v+DtVmI83BwcFhphjqGZ7tIZwVzCJ5DWabuvnV3Py+60EIfvuNRxjuHcHlyXrAtB/ssqiR2xqYnkcst5lu6WF2Iu8yw8w+8Fv1ljaQipJ9sLfKX2ZKlISB1BSES80LpVha6ufW163mDW/cQFlZIH9IUnLf1j18++mXOdY/NPm6yHoiWUYFtEvacboi1sns/Fi2nxuIxH5MORQh8u4JwEV19bx71VpuXbjI1iOwPxHh951ZgUwVCnMDFRyPDPG1/U/n5W+TmTQD8S7LAWSFM7v5MLP5yaQCUkiETSHTBcIuf5kKGT9oMSy9x1AE6aCgPBhgXUMNh4/1kUimCfo9XLFuHq+/YTW1OWHsho3LC8cmJfsOdbP/cBfJVIaSoI+Vi+v4zn89ynNP7c8vnEjxQs9Q4QacaWJGZ1c4g6zXrGLzt+rgcIHyj8AK4AEp5e/PVadvvXQ192/de+KC5ysn4aF0IXA+eVEV8Qk/fzid971YSOgT2ez6EyL7hV2knuX3eVGbyK0jLGxKEVvOkd663gls2K1LFGTasLZpCjJpU0/XIWVxyAsQbhcymbS2aVr2sJoDAJqucsv7r5/tYThcQDjimYODg8N5gGEY3Fn2BySj1gueU0JRiS+tZHh5EKUmjlaRoMSdwKNl6It6iMdcaMMKvi5BjdvFzx74qCOcneeY511cMAeH00PVL9zPGlVT0d3ZpbOiKsRGz7/8ZcsuX8TGd1zN2GAEl8fF3JWNHNrWwvc/fy+Z1ElGqxLCUsQqimEgc4LLdLFGADKVBq/bWhwDSKaRLt1eYJNw6SXz+aO/vI3OziHi8RSBoIdFi2rRdZWDXf187Rdb2HGsk0Q6Q9DrBl2wvT1fHJSAVLHckZCK9euTg7ThZAUyO7ti18Y0Ac2CVdU1fGXjJqSAjtFRhICmkjDzSssmyhjSZDQVRxUKAd1Nd3yUf9v7KI907iUjJ082m6ZAWnzXSBshTEpy5U9xa7JYUQXrfGe5eqYGatq6jNTAcIOatNYbpQppf7Z+me5hJDJ5UGluTRl3X7Oa2y9bht/jwg4pJYNjMRLJDCG/m6DPw2PP7uee+7Zw8GjPZEFT4hlKIdLm9AZQBkYtb4E8T/IjzVvVNKu5b531jsNMIoT4JPAnwH7gXSdbT0q53qa9rcC6k2ljZWMNly9s4vlDx0+2W4eZZoowM2Mi2umKirl6p/yteQYi5ule89moZ2sr4u0mp9yzU6qnAMapt2mqoGasQzhLRSJswjtLVSAy0tqmC0TaxqapiIxhaUNXIW1n0yBduKYXipJdS1uIa0JRkKrqeJ/luOX9GymrKZ21/p21zoWHI545ODg4nAe8d9EnZ0Y4A1ILKxm8pg6zOomrNkG5N0rAnWYsqZNI65hDLjydCu7hDD/9/ifQZiE0j4ODw2uTucvnzPYQThsjY2DYhUOZZfwlPm56zzXMWdrAs7/cwlDPMLpL47EfGhzZcezUG7TYPJcnSkRuGAib8ItkjOzDvEu3NAvI2hVB7dxKorE0sVgSf8DDhkvmc/vdG1iyvD7bjQaxZJqQz00sneKz3/89T+1tyWvPVHPeZdN3HQTFw/+dBnYHoyc40S5UUXvWsGneAsp8XtpHRwBoLAlz97IVrK6umSi5uLwir+b+kS5+emwLD3TsJG5kN1JCmpeEYU78PjEEGyFMyqyoZjvu0w6/aHP+PucVKGx0XqllvTwVQ1gLaC4wFFBS1iEcNyxo4CM3XMKGeQ10DYwSS6YJeN3UlgWLCkbDkTi/enY3v3h6Fx19I7nOJI1uPwMdowXl9dF0oXAGkEghbD5DTJvT4uea2z5042wPwcFhRhBCfAz4D2AvsFFKOXiux/Avb7uV933z5+zv6jvXXc8MrwbvsyIiy2wwo55wJ/H+FDubY9smNvfsTOoVsynZMNCFtqxohaWtWL2cgGZlU7LrBzubqUrL9YNUBSY2Nk3BlCaKRYhGqQpME0sbmpINhW4R6l26VJDSOnyjywWmtBTChNeLNCVkLMQ1Xc+u5YuEU38tcNEta/nIV98728NwuMBwxDMHBweHWebBbz9Gd0vvjLSVqQoxcu1czKoMYk6CEneccm+MWMZFLK2TiWqovTquEZO5xyJ43NYbmQ7nDxIwz8Ej34X+bOxwYXDje67hO3/945P3gnIooLQmzE3vvoZkPIWmazSvaCSTNvjWX/yQyNBZDPuWzljnOxsnlUaqqqVdADKZzj7su3VLcS4Y8vKWD1zDXe+9sqCNkWiC7z22lZ89u4OOgaxYIQGXTyMxbYNgwrtsvOOptmLC2Zl4l9nYBdmNHca92iwTZmT/aaoCAjK5TQ1FCG6YN593rVrD5Y2Ntve9PTbE79q30xkfRkHQ4CulJzHGT45tye9GwlAqYTnQSY8zqz5O4/tnoorFBQtAZUpOtGlj0STSwDo8o8iGZyQtbQU2RRfcdfEK3rJmJdtaOogmUvg9Li5bMIcFNZMCY0NluKBu19Ao9764i1daOoil0oR8HhaVl/PQ0/sYieZ7hmkJyUD/aKE+a5ioCYvT4oCIFPEuOw+SU5RUhrj+7VfOWv/nYr0z+3fZ4VwghPgU8O/AbrLC2cw8aJ0iJT4P3//wm/m3B5/lV9v2Ep/mEaIIQW04SN9YlNQ0YV1VBLUlQXpGI6Snba7rqkJ1KED3SGTiO2Mct6ZSEfTTNTxWENLXo2tUBHx0Wth8uk5pwEvn0Gj+34kAv1unxJu1TSfocRP0ui1tIa+bgNtF5/BYgS3s8+B16XRZ2Er9XlyaSs9IpMBWHvChKgq9o4W2iqAfAfSNTVsLCagM+jFNyUAkVlCvOhQgbRgMRgsjCtSUBElmMgxNteW+z2tLg8SSaUZihZ/tdaVBIokUo/FkQb260hCj8QSRRMqiXojhWJxYMp1fD6gvDTEwFiMx1etIgCKgNhyifyxGcppHkiIEdaVB+kanzTEBmiKoLgnSOzJtjglwaQpVoQDdQ2MYU0OTC3DpKpVBP11DY/lhywV4XBrlAR9dg6P5X2sCfB6NUp+PzoFpc0VAwOci5PXQVWATBAIuQm63hQ1CQQ9+l073wLR5pEBJ0INX0+kpsAlKQ150RaFvMH8eSVUQDvvQpKDfwlZa6kcYksFp622pK5RV+pEpg6HBKTYhkDqUV4cw4mmGh2LTbCpVtSUkI0lGh6fZ3BpV9UHiwzEiI/E8Gx431VUBIgNjRKdEwhBCgN9HdaWf0d7hvCgZQgiE2011fZjhnqGCVCFCQHVzFUM9IyRj+Qd6hCKobq5ksGuYVDx/3qqaQmVjBQMdg6SnPd9pLo3KhjL62gcLnv1cHp3y2lJ62/oxpomELq+LspowPcf7smLgFDx+N+GqEnqO9RUc7PMGvZRUBC331kLlQW7/yE2882/uQtNnTwpx9nYuTBzxzMHBwWGW+e7nfjoj7RglPkZuXUq60sCYl6TKF6UxNEw0rZMyFcYiPoxuD94xKN82whs/cM2M9Ovg4HB+I4S4C7gGWAOsBoLAj6SU7zzXYwlXlnDDO67iof974lx3fVK4PNlTmaZhghAY6fPL02zN9St4w8dvYdujOxnsHkbTVdoPdrL5t1vPSf8ymUJ43NZG04REEulxI4QoENoEZMPMZDJsfPOlmIpCLJLAF/Cw5pL5XHPzStwenc7+EbYebCeWSBPwugiHvHzuRw8zMJa/4SVVCoQzOEvhF8cFMEstSIApJwU7iy4nBDQbLqqv54vXb6QmGKQ7kt3UrAkECHu8E2WSRpqBZHZDptztpz8Z4R93/45neg/kPSDbhlnE5nU5Xmfmwi8KAVJIbJOYaRIMm0YEmG6JkiwuoFWW+Lh13iIO9Q4wlkjid7u4pKmBt6xbRXUom/9ueX21ZfdH+gd5qbWdaCpN0O1iQ2M9337sJX6zbV/ehrLIwLax1sJRSokeNS1vgxqzyWECiGLhkmbZLcLldfH5+/4Mb8B74sIODucxQojPkM1zth24UUrZP5vj8btd/M0brudTN1/BgzsOcLx/mIxpUhsOcuvqxVSFAgzHEjy44wCtA8NIKakvDXHrmiWUB3wMRmI8uOMAbYMjCCFoKCvhdasXE/Z76RuL8uCOA3QOjSKEoKkizC2rFlPi89AzEuHBHQfoGhlDUxSaK0u5ZdUiAh43ncOjPLjjAL2jUXRVYV5lGZtWLcLvdtE2MMxDuw7SPxZDVxUWVlewadUiPLrGsb4hfr/rIIORGLqmsqS2ihtXLMCtaxzu7ueR3YcZjsVxaRrL66u4fvkCXJrK/s4+Ht9zmOFYAo9LY1VjLdcsnYuuquxu7+apfS2MxBJ4XTprmmq5eslcFCHY2drN0wdaGIsn8bl11s9t4IqFTQgB24518NzBViK5z/+L5zdw6YJsdIMXj7Tx4pG2icMTly9sYsPcrPf6C4eO89LR9uwBCY+bKxY3s6apFlNKnj1wjG3HOomn0oS8bq5ZOo+VjTVkDJOn97ew43gn8XSGsM/D9cvns6SuirRh8MSeI+xu6yGRzlDq93LDygUsrKkglcnw6O4j7O/oJZnJUOb3ceOqhcyrKiORzvDIzoMc6uonlTGoCPq5afUi5lSEiSXT/H7HQY72DJAxTSqCfm5es4j6shKiiRQPbT9AS+8QhmlSXRLg5rWLqQkHGY0neOiVA7T2j2CYJrWlIW5du5iKkJ+RaIIHX9lP+8AIkqxId8u6xZSNz7FtB+gczIZ/bigv4ea12TnWPxrlwa0H6M7NsTmVYW5et5iQz0PP0BgPbTtAz3AEVVWYW1XKpnWL8XtcdAyM8PC2g/SNRNFUhXk15WxatwivW6e1d5hHth1kYDSKS1NZUF/BDWsX4XFptHQP8ti2QwyNxXBpGosbK7l+7QJcusbhjn6e3HaYobEYbpfGsuYarl0zH01TOdDay9PbjjASjeN26aycX8uVq+ehqQp7j3bz7CtHGYsm8Lh1Vi+u57JVzShCsOtQJ5t3HCMSTeL16Kxd2sjFK7NzbPvedl7acZxYPInX42LDqibWrWgEYNvOVrbtaCUWTxHwu9mwpolVyxuQEl7e2sLOnW3EE1nbJRfPZ+nSOkxT8tLmI+zZ1U4ikQ0/ftkVi1i0pBYjY7D56YPs391OMpEmFPZy2bVLmb+ohnQqw+bH9nJwdwepZJqSUj9XbFpB04JqUsk0zz2wg6N72kmnMpSUB7nqtrU0zK8iGU/xzC9f4tieNtLJDGU1JVz9pkuonVtFPJrgqXtfoHVvG5m0QXldGde99XKq5lQSHY3x1E+fp+1AJ6ZhUtFQznVvvZyK+nIiw1Ge+PGzdBzuRpqSqjkVXP/2KymtDjM6MMbjP36W7lwY6+rmKq5/+5WUVIQY6h3hiR8/S+/xPhCCuvk1XPe2KwiWBhjoGuKJHz9LX9sAiqpQv7CW6956Of4SP71t/Tz5k+fo7xhE01Ual9Rz7Vsuxxvw0n2slyd/+jyDXUNoukrzijlcffdleHxuOg538dS9LzDUM4zLrTNvdTNXvekSXEVCczs4FEMUDcHicEYIIbauW7du3dat52ZDw8HB4cKjt7WPdzR/9IzbMd0asVvXEJmnEV8XpzQUZXFFHxIYTnoZivroPF6Bp0uh+oUE/rYRfrXjy+gu5wzFTLN+/Xq2bdu2zS5fwqkghNhaurhi3abv3jkTQyvK79/7S4YO9M/IuB3OL4QQ28mKZhGgHVjCDIpnp7reiY3F+dPrP8+hrUdnovtXJwJWX7scIQSqpjJnST2LL1rAvf/yK47uOH72O7fzLhMCJRRAKEWUIEUBl45Q1YJ2Vl4yn7d+/EbWXbW4oNqOw51854EtPLe7ZeK0shz3NJruQQaYeuHrkM2LZSdkmRq2IpYU9vUgJ8oVuWwpZHHhDrhhwXyWVFXSOjKMISW1gQB3LlvGkopK2zr7Rjr5ybEXebBjJ0kzKxbqQkURYuL3iTFMCGcW4RelsBxcNoKP9YVlo3Ha28yM/QVLE8ioBWOZwABS42OyKCNBGFDrCdIzxYuguTTMO1ev4U3LlxHyeCz7HieWThNNpfC7XPh0nedbWvn6c1vYfLwtrx89mu1rOvoYKBYebmrCxD1mHfbINZRETVrblO5BRLIwFwmAMTaGjM1OHsXGJfV85nsfZ/FFC066zkyudeDcrXectc6rGyHE3wB/B2wFbprpUI3O/o6Dg4PDawtnb8cBHM8zBwcHh1nlm395z5k3oiokr1tFskplbGmKUn+cRWV9gERBEknp9PaHUOKC0r0m+nCaP/nSmx3hzMHhtcOnyYpmh8l6oM2q25cv6OWfH/0cX3zLv7P14R2zOZTzEm/Aw6e/+SGkIelrH0TVFFKJNP/6ga+RTp6LcJdFPJCkxByLogT99gKaaeLC5CN//xakohAZjeP1u1l16XyaFtWSMUyeeOkQL+1pnTgVrrgU7n1qR35oIHJil8VQiolUJ8w/Vsx2Iu+zIlqPkAIMiVAFuqaQzHkZCeD6+fN4x5rVXN3cbBt+sTcxym/attMaG0RKSa23hNF0nHuObS4om5bGCS50hsIvAnY3RQgQikTa5EQTCkjFBBthDhVwS0gDFm0sr6ziI+su5rYFSxiMxRlNJvDpOpV+f9H8ZMlMht8eOsAPd+1ge0/XxOtNnhI6ewvDg6mJrHBWGH4xK5xZXb2aKpb/r4hJ12zFM8XrxTjL4tmtf3gDmVSGrpYekFDVVMGm917HmutWFL2nDg4XAkKI95AVzgzgGeCTFvP6mJTyu+d4aA4ODg4ODg4XMM7OKSCEaCC70LoZKAe6gPuBL0gph2ZxaA4ODq9ifviln/Pkj58943bkmsWkwxqDGzIEQgmWV/XgUjKYCIaTHnpGS8hEdcIHBa6xDG+56yI2vnHDDFyBw7nCLJqox8GhOFLKCbHsfNkg3fXMfnY9s29W+lYUkZ+jYRbxBDykYkmEotCwqJbr3nolPcd7+eoH/5fY2Ox4oQC5rO42c8U0MUcjCLcLxePOK+fxudn45kt5w4eup3FhbUHV+5/Yybd+uZm+ock8EqYy7kWW35/MJYO3Th5lP/RxbcvSZuS8y2xScWHae58JQBpM5i+zYGFFOV+4aSOraqvpjmRz0VT6/ZRM8ZAypcloOoEhTUp0LyPpOP+4+wEe7dqDkRcRRNq+BVacWTCR8cr5HYqcE6Jd20KR2XwTduEZVQnCzOU3syijwNXzmvnM2qvZ1tPJcCKBV9dZX1PPmqqaic+rMp+XMl9+OMFYOsWvW/bxdEcLY+kkft3FkpJKfrPnIEeH8x/fRBo6RkezITanXbaSsrpy+9fH69khFfs3TQa8EIlbT2lNQ7jdyGTSqupJUzWnAmlK+toHACipCHLDu67h9o/cRP2Cwr/J8w1nveNwBszN/VSBT9mUeQr47rkYjIODg4ODgxXOWufC4zUvngkh5gPPA1XAr4D9wMXAHwE3CyGukFIOzOIQHRwcXoV848+/z8//5Tdn3tCiuSRrfPRdJHB70yyv7cKlZCjR4/Sn/HSMhskkNPxHNDzDJu+56xLe94HrzrxfBwcHh9Nk1zP7+MJd/1KQOPpccb4IZ1e96RI+8d8fYLh3FFVTkVLyuTv+kc4jPbM9NEDmBCZ7DzS/V+Nz9/4RnpCPyHAUj8/NvJWN+INehoaj/OAXL/LiKy1EYtlcEYZLsONIZ0FTWe8yi3CCJwiBaItJduvUghPlHxMSMKb0PU3lGBfYltVUcfn8ObQNj5A2DCoDfm5ftoSLGusnBJ/m0tK8tjtiQ/y05WXua32FoVQ2f5tH0dBVQcyYLphk52gxDdP+CotRKNtMCmTWdRVFYtjkJxMCFNXENBRLAU0IQJVomsJtjctoGx1hMBnHq2qsrqzlnUvWsqysCoDlldb5yaKZFNv62xhJJfBpLlaV1fLzQ3v4750vMJaect9MeCh2xDJPmpIUhcIZoKSLpMezjryYM9qbDK+KlrDJbebSkC4NYfPZp4SCGMNGNjdgERRVyeZlnELj4jpu/8gmXvehG3G5ddKpNKZh4vba5Ch0cHiVIaX8PPD5WR6Gg4ODg4ODw6uM17x4BnyNrHD2SSnlf42/KIT4N7Jhjr4EfHiWxubg4PAq5P/++sczI5xVlGNWBOi8WkUpTbFyTic+PUWlK8Jw2kNPPMhYwo12xI0egY+96QredddlZ96vg4PDaxIhhF2SjyUn24aUkv/+o+/MmnB2PjBvdRPrNq6k62gPb6374ISYJ4Tg/MpFLEFKhKoipwiOlQ3lvO6DG7n1AxsprQ7n1TAMk699/ynu/c1WMlM2900VDI9SoAZlvcuEtUp0mk6Swsx5StmlbcuAHM+XZhl+kQkBTVEF5pT3ZHFVBW9bv4o3rV6OW7N+jEoaGR7p3M+R0T4y0qTaG8TE4F/2PIIhpwoekpRMkbbRWWbSSVQIit4UIWROPLMW1xRFYppgddPGBTQpBT7FTTQ9GZbQr7l407yVvHvxeuaHyk9pzB3RYb59cDP3HdtJNJN1A5MSZFrFSFuonynFUjgTBiimQCILBDSrPGcng+ESaEnrv1XTpWCqAsWwsAuBWVGSzX1mIeILRUEtLcUciyDj1p6nazeu5CP/9h50j4u2/R0YGYOK+jIWX7Qgz7NYd+kFdUf6R3n8nmfpPNINEqqbK7n+7VdSVlNaUNbBwcHBwcHBwcHB4TUungkh5gE3AceA/55m/lvgg8C7hBB/IqWM4uDg4HCGbH10B/d8+b4zb0jXEJUldF7tQwZNVs5tx+dK0ugeJIVOW6yESMJDusOPZ1Th6nCVI5xdoEjAtAuJNcP9ODicbfZtPsiR7cfOfkfFYvedQ3SPzsf/8/34Q14QgprmSn73zUf5+b/9tqDs+SWcZSmpDPF3v/oMtXOrGB2M4PG5qWgoR1UVWo718b3/foTNW44wFkngcWsofp2ugfy8UhIw9Nxn2PTQjOMayCkqRScKvzghkNmFZ0yD1LD1QPPpGp/eeAV3rF5Gy8AgqYxBecDH/PIy29CnKSPDf+9/mp+2bGU4NSl8CCFRFOv3duajqJ6MQGY9jmICmqJk7XYeaEHdzdvmr+NTy6+hJz7GQDKGW9WYGyzDqxWKOFM5OtbLvcdf4qme/Yym43hUnTneKrb39RHJiWYTV5cROeFs2hglkLa5tpxOb+V5Vgy78J0AhlsgIzmhtaBDQTqk4xpKWfeoa5g1ZSi9w4hMoXonhMBdEebtn3orPrfC8T3tGOkMZbWlXPe2K5mzpH6ibINFaFSAvvYBOg93Y5omlY0VhMoCfOPPvs8TP36O9LSca9/+yx9x1V2X8qF/eQ/ltbMrop2L9c759ynr4ODg4ODg8FrB2du5MHlNi2fA9bmfD0uZdxQUKeWYEOI5suLapcBj53pwDg4Orz6+/Pb/mJF2lHCYzo1lpKsl8+Z143enmO/tJW1qDKe9JA0Xg20lqCMqwSMJ3v7xdTPSr4ODw2sXKeV6q9dzHmkn9SHz1L0vzOiYbDkPnhjqF9bw+o/dzPYndtFzrA+EYLR/lPaDXbM9tAJELk/TuIdZw6Jabv/wJm58zzUESwMAhCpCqKpCKpXhK//+IL9/dHdeG2PJFGbCwrtMAVRr77Kiz45F3sPx8Im24RdNIJMTyMbbmhZ+UWTA69a4aEEjPWMRkhmDMp+Xm5Yt5M41ywh6suHu1jbU5bWdMg0ebt/HT1u2cWCkl4xpUu7xY5KhIzZScBHCUmEBxeb106VYbjIY15OLi2tgH75RCKjwefizFTfSOjZMXyKCW9VYGq7mtjnL8WkuAOYES5kTLBRhWqN9PNO3l9F0DLeisShYzyNdB7i/bVteudFUktbhVME4pQQjM65oTRtjxjosY7ZikRxkxcIvukCNW/aWFch8Cq6oaXlHTbdKukRHH0nbC2h15TTVlFATcNF2qJt0KkNpZYhr3rCeG99yKeGKoP3gbNjy4Cvc/18P8NJD2/Ned3l0Uom0ZZ1M2uCJHz/H3ucP8q9PfoHqpspT7tfBweHEdERG+dnhnbSMDmFIk3p/iDvnr2BJaSWtY8P8/PAujo0NISU0BEp404IVLCgp5+jIIL84spvWsWGEgMZAmLsWrGBuqIxDw/38/MhuOiOjCAHNoVLunr+SxmCYvYO93H90D53RUVShMK+kjLsXrKTOH2LXQDf3H91DTyyCpigsLKng7gUrqfT6eaWvk1+37KMvHsWlqCwureSuBSso9/h4qbed37Xspz8RxaVoLC+v4k3zVxJ2e3ihu5UHjx9gMJE9PLGyvIY3zl9B0OXmmc4WHm49xHAyjlvVWVtZxxvmLcOn6TzZcZRH2w4zmkrgUXU2VNfz+rnLcKkaj7Ud5smOo4zmwvZeXN3I7XOXoCoKD7ceyua8TGVzXl5e28QtTYsRAh46dpDnuo4TTacI6C6urGtmU9MiTGny25YDvNjTRiydIuhyc239PG6Ys4CUkeHXLft4uaeDeCZNyOVhY+N8rmuYR9xIc/+RvWzr7SRpZChxe7hxzkKuqZ/LWCrJL4/sZWd/F4lMhlKPl1uaFnFFXRPDyQS/OLybPQO9pMwMZR4fr2tezCU1jQwkYvz80G72D/aRNg0qvH5un7eU9VV19Maj/PzQbg4O9WOYJlU+P6+fv4zVlbV0Rcf42cHdHB4ewJSSal+ANy5cxvLyatrGRvj5wd0cGxnCRFLnD/LGhctZXFbJ8dEhfn5gD8dHh5FIGoIlvGnRchaEyzk8NMAvDu6hfSw7j+YEw9y1eDnNJaUcGOjjvoN76YyMoQhBc0mYuxavoDFUwp7+Xu4/sJeu6BiqUJhfWsbdS1ZQGwiyo6ebXx/cR28siioUFpWVc9fS5VT6/Gzr7uS3hw7QF42iqypLKip505LllHu9bOlo54FDBxmMxXFpKssqq3jj0mWEPR6eb23l94cOMxTP2lZV13DnsqUE3G6eaTnOo4cOM5xI4NE01tbVcseypXh1jaeOtPDEoRZGEwm8Lp11DXXctmwJLk3l8QNHePrIMcYSSXwuFxc11XPrssUoQvDovsM8f6SVSDKJ3+3i0rmNbFq+ECnh4d2HePFwG9FUiqDbzeWL5nD9sgUYpsnD2w+y9WgHsWSKoNfNlUvmcs3yeaTSGR7aeoDtRzpJpNKEfB6uXjmPK5Y3E0+mefCFfexu6SaZylAS8HDt2gVcsqyJSCzJQ8/uZd/RHlLpDOGQl+suXsT6ZY2MjiV46IndHDraSzptUBr2cd0VS1i1rJ7h4Ri/f2gXLS29pFMGZeUBrt+4jKVL6xjsH+Ph32yn9WgfmYxBeWWQ629ZxaJl9fR1DvPwz7fQfrQP0zCpqA2z8c71zFtaR/exPh750bN0HOlBmpKqOeVsfNsVNC+tp/1QFw9/9wm6WnoBqGmuYtN7r6VhUR3H97Xz6PefovtYL0IR1M2rYdMfXEftvGpadh3n0R88TW9bP0IRNC6qZ9MfXEvVnEoObTvKYz96hv6OAVRNZc6SBjb9wbWU15Wxf8thnvjxswx2D6HpGs3LG7npvddSWh1mz3P7efKnzzPUO4Lu1pi/qpkb33MN4cqSWf0ecLhwEefjKddzhRDin4E/Bf5USvmvFvb/B3wM+KiU8n9Oo/2t69atW7d1q12UIwcHh9cSB14+zMcv/sszb0hTGXjHKiILPcxZ105JMMbqknZ0YdCWKGcg6WNPZx3R1iAVOwyq98T49ZbPoShOYtJzwfr169m2bds2O6HhVBBCbA0vrlh3/XfunomhFeXx9/2M4QP9MzJuh/MXIcS1wBPAj6SU75yhNk96vfPld3yVJ3783Ex0e15RXldG1ZxypISauVUsu3Qhv/rv39Nx6PwTyqYTKPXz+V/8GUsvW0RkKILb68IX8gGwf28nv75vK5ufO0QkkkB3aeilHkaiibw2JLmwjEqhVGBoYLqtv39MFUzdWsGQgOnGNvyiBEzd3g5gKjkPomndq4rCTcsX8LGNlzGvqsy2fkd0hP3DvaRMg3K3D7eq8snNP6crPppXTgiZC42YP55iXmeKMIt4nsnT8kqbfKyzuady/LRrEUFJQqOvnLFUksFUDFUIFoaqeMvc9dzeuJKAXjyHVspMM5aOoSsaQc3HgbEOvn7oIV4aPJTXRyKjYZiF8yKZ0jCMQrcv0xAYCQ1L77qkQKSsXcWUJKhJm/WPAa6Ivb+eFgU1ZWHIXYQeMdET9s/SImPiTko8aUlyini1eFkdt79xA9dtWomuF3FxsyAZT/LUvS/wwLcepXVfB6ZhUl5XSqA0wN7nD5xSW9NpXt7I/2z7Cpp+4vO1M7nWgXO33jlf1joi68L6buAPgFWAF+gGXgL+Wkp5cErZ9wL/V6S5j0gpv372Ruswzuns7/THo/z15od5uO1QXhjgccIuDyOphOV5kbDbw3AyYWHJ1htOnZpNACU2NhVBQHczYmUTgoDuYiQ1PT8naELBp+uMWth0RcGj6vn5KXO4FRWXqlnbVBVdUYmkCz+APaqGKpSJcL4TSPBp2UVBLFN4WMCn6UgpiRuFYcP9mo4hJQkLW0B3kTYNkka+p7CUEHS5SWYypMxCL+KQ7iZupEmb0xJoSgi53MTSaTKyMLlmictNJJ3CmD5XJJS4PYylUoXzSGbnymjSYh7JIvMo1+ZIsvA9QGbnykjReoU2BUFId1u2qSLwu1yM2tgCmtvSpgsFr6ozZmFzCRWPqjGWLJwrbqHiVlQiFjaPqqKhEE1NmysSvKqGKgUxC5tP0xCGIG5h82s6ZCSJ6XlLJQQ0HTMtSRbYJEHNRSZpkJrujS4lId1FJp4hnZk+jyQlmotUNJ0XJn2qLTmaxLCy6Srx4XhhDmhTEtIUooPRgmgY0jAJaiaR/pGCg1rSNPH7NMb689fG4wTLAowNRk7JJgQEwn7GhgoDwAlF4C/xEbGwKaqCL+S1tGkujRvfdQ0f+ep78fo9luOxwtnbcQDH82xcdp5+TJRpr4eLNTITOUAcHBxe/fzgCz874zYkMHrjfGKNHkoWDeLzp1gVbMerpEkYGmlT5XBvBdEhL/5OSehYmo2bVjjCmYODw3mB7i4ewu2UOE9CM665fgUf/Mo7GeweASkZHYzw1Q//L6m43a777KEoYuJhuXZeNbd96EZuft/1hMqzXi6h8hCqlvMu+/vf8PQT+/LqJ6RBLJoo9CJTsBTOgKLilijcN8qrJoyc95hN+EUlA6Zm34diwurGGj686TKODQyRzGQI+7xcvXgulUG/bd/PdLXwnQNbeLrryJQpJtF102LKyQmvr4K0bTPsXXYiTuh9JkBBZnOHWdy0Jn8Z75h3CW+bexGKUMiYJqoQtqEqx5FSsnVoP7/pfI4tA3sYv0tBrYS+eKpggzBjKjnhLP+NlRIMw3q9Is3xcjMXfhE1O38UmxSMGV8uZ5phMQWFIB1QkJpEi5ko0+ayEHDppQv44DuuoqG2lK6OIdKpDCVhH9W14ROOOzIS44n7XuLY/k6MjElZVYi6xlL+90++y1BP/qNrdCR2wvZOhmN72njhN1u56o2XzEh7DtYIITzAz4DbgAPAPcAYUAdcBSwCDlpU/RWw3eL1l8/KQB3OmJ7YGHc/eA+tkWHbMnYCGGArnJ2wno1N2tkkGEhL4QzAkNJSOAPISNNSOANImyZp09qWNA2SFqITQNIoFKvGsRK4xr+YYxn7fLpWgto40SI2KwFv/Ht2zOa6AUYtRMHxcdrdL8D6Pufq2YlcWZv1+wo28+hEbcribdrZTClt2zSQluIYEgxTMmpY2ExIS5NMxt6Wni6kjttMgzQW88jMzTELmzAhaTWPZHY9UCCM5dks5pHMRjooENsApERJQ8xC3ENK1BTEEza2hCRmJgvXJlKiRQ1iZrzQZkrUWIqoRc5VTBMxliBiYZOGASOjjE0XgskKZ2Y8zljMfvFpJ5wVs0mJpXCW7VNaimMApmHa2jKpDA9++zFadh3nK49+Dm/AazsuB4fpvNbFsxMx/llzHmzNODg4XMgMdA+x5cFXzqgNCcQvbiK+tBzfimFCZVFWhjoI6kkyUmXM8NIeKWEwEsDToVBy2MRnSD7xhTtn5iIcZgUpxbmJi30O+nBwmL+6eeYam+XVWcPiOpZcvJD2gx18dMNfzO5gToDu1vnM9z/B5a/fQGQoisujT3iXHdzdwf9+9RGef3wvsUgSRVNwlwWITBP/sp5eOWGjIHdZkc+PYu9TNvC/rfAmMrmwjxZpriCbc0pJZ8v4/a6808UXzW/gLVes5voV89FVlStpLmh/MBHjF0d2sWugh6SZocztI02a+47tKhioqlkJZ5O3Yubzl50eWQFtfKSFgxIC6n0lfGntm+hPRuiLj6EqCvODlWwob0IRk+KVNu3gjZSSA2NHeW5gKyPpCLpQqffWsHWwhZeH9ueVNaWgKxYvGIOUkJ4QyPJtWUHtNG5kkfNBUgWpSIRp3a7hARGx6VVAOgBaDFSrvVUhEEGVd999EWvm1HLgcDbcUijo5apLFlBXHZ4oOnd+lWX/Q4NR2o71k84YlJb5qa0t4Tt//yse/skLeaEWZSqNMTRkf6EzxG/+5/ezJp6di/XOebLW+Veywtk/kPUyy9uRFELYnTK5X0r53bM8NocZQkrJh5+8v6hwdl7wqtnpss7ZecFTzKNc2lpOvPYq1qZd3RO1KW3yi55wHViknixyfXbtmhQcaJlaT0ibmWJmxbNTtYlcf5Y2o4gtY9+mkravp6bkxPUV2OLmxMG0gjbjaYSVcCYlIpq0tEkpYXQMrIQzKTHj8eKnts5D9m85zL9/6Bv81Y8+NSv9O3s7FyavdfFs/NieXeDT0LRylsxEDhAHB4dXL8N9w7yz+SMTuWROl+SyOmJr65CLorjDSTaUHqPKPQpSkpIa+4Zr6BgNo/VpBI4peCIpfvDrT6FppxYSyMHBweFsccO7rubbf/kj2/w75zOv//gtrLp6KVJCeV0pv/p/D/LoD56a7WEVJVQe5Ob3Xc9tH76R2rnVAJTmNvRTqQz//re/5IkHdubVyQhBOp4qcKWSxbzLiqAYTIYYmqYwTXiPubB03RKAkgKp5/q3wKUqvOeGDXzklssYiSdIpDKEfG4CnsLwglJKhBAkMmm++PLj/OzwzvxwS4pEUQu/q4WYeXHsRFt8Vp5sJ8u4B9qyklpcik5vIpvzpilQzpvmrOea6sVoSvG1wXBqhOH0CJrQqHCXcyTSyndafsaxWHveGBOGhmHx5qQM1fIKTSkwpbUaWjxnWxGjJpFCIqw2CgQYbokWF0hkwQadVCHjzwpklo6CCmQCUBcuYUNtPUfa+0mkMpT43Vy7dgG3X76c0mD29PIla+faj3Eae3a2cf+9W3j2yf2TYZVME8/QGOmxeP4YpcQYKfo4OmPsfmbfxN+Jw8wjhJgPfJhseMbPSoscGlLKC+8L0qGALT3tvNLXOdvDePWT9xd0LjakT7fimfRqLwye/hXP/L2yzT1aDDvBbcJmg53ghs13+ZR6YNFuznvs3NlkUZulxzuAKbMHy2xsSsYmu61hohjWeVoxTETGxpZOg40XKIZxwQln4zz10+d5/5ff4eR5dThpXuvi2Xhg+EU29oW5n1ZhExwcHBxOyPDAKG+p+xDm9HjTp4hRFSa1tonEsiTe+gRrwu3UeMbwK0mihoeuZIieRIhkvxvPERVvDH7x808SDtuHpXK4cDgXp5McXr0IId4AvCH3a03u52VCiO/m/t8vpfzTczGWUFmQTX9wPb/5n9+fdB0hREHs/XOJogje8Mlbkabk9999Aimhu6WXtv0dszYmO979t2/m9Z+4mZG+UXS3TnldKbpLp/1IL9/44v08++BOhgfG0N06esjHyFh+GBwJyPEcTNM3z4t6l9m/P0KOh1+0rq+YQFra5j4TgEhn/3PJyjlE0mniyTQhn5urls/j9ZcupzQXeqUs4MurmzIMfn/8ID/ct51X+rpIGhlKXG5cLoX+5PSwLhJhk5/M7vUzQUoBQtqIZNmNstMV0JaEannb3Eu5o2FNnifZiTClyUuD23ik50n2jU3mz1JwETdATtv9y0glJ5wVhl/MWOQzy/ZhH36x2KUKTULKRnIUgG5CSrUWyHQwTHMi99n0MlLLeZilIax4GI1NhqNaVFvB2y5bzW3rluJ1nVrYWcMw2bL9GPc/vIODR3tIpjKUhX3Uub1sf+ZwQXmlf4R0rDA0lUwmLU99nw3SqQymYaLO0sGr18B6521kfSW/B4SEELcDjcAA8LiUsnBiTLJGCPEpwAN0AE9IKduLlHeYRX544MwijpwTLsx9bwte9Z8bnLNrPAOvsxmvZ+chJsd/FH7fF/Usk0VkyJOw2Y3TzibMIjbD3qZkTtOWyq4TrOxKyrC1iWTa1kbCPjysaRWm8gLBNCUPfPNR/uDv3zY7/b/61zqvOl7r4tkTuZ83CSGUqSEThBBB4AogDmyejcE5ODhc2MSjcd5a98EzFs5Mv4f0xQuJzU8j61OsrzjO/GAfASWJhkF7MszRSAXJUR2lxUvQULn/f9/vCGcODg7jrAHeM+21ebl/AMeBcyKeAXzoX97F0Z3H2PPcgRMXhnMrnAlQFAVpSsrrSrn09g0cfqWF+776u3M3hlNEUQSX3LaeOz95K2uvXwlkRUrIbt5/44v3c/93ns6rk5YCRLLQvUkRoJ56jkxhUNRVSk1JMiq2diVX39SwFOkWz6niw3dcxtWr5xXYxhlNJtk30Es8kyHs9uDVNf7w0V9yfGw4r9yIEbe8dIp4lxX1eiqCaQpUC0+28VZNKVGE3a07sYBW5w3z5TV3oSoKXfFhFASN/nIWh2qKeg5JKTkUOcjmgecZTg+jCIVKVxWHIx3sHcv/uzQlJEwTq22VtGkTflEKy/InQpkQKQu3r4TICmgyY9OuSyINE2EolhtqphukYqImhWUIx/VNdXzy6su4eE4DnUOjxFMZQl431SWBE3phpQ2Dp3ceZc/xHpLpDOGAl+V1lXztO09xrH0gr2y0N0LvsMWGUzqDiFnkLwFk3H7zaqbx+N2zJpy9Rrgo97MEOAKUT7FJIcT/AJ+UUlod9f+jab8bQohvAZ+SUp67SeJwUuzo75rtITg4FHJS4RxPndPyOjtBvaIHaop4q9nWPUOb5TiKbfOc5r0u5jlnGXZx3GYUsxUZaKaYzT6PoK1H2gXC/peKnVVxcMjnNS2eSSmPCCEeBm4CPgb81xTzFwA/8A0ppXXGQQcHB4civH/ZpzHSZ7ioUBTkmsUMLxTEl6RYUdrN4lAf5coYbtWkOxmiM1lK30iIaEsIXwR+8cX3UhYOzMxFOJwXOKeTHM4EKeXngc/P8jAmcHvd/OPv/4b/+vi3ePQHT5/xAYOZQiiCz97zKa6482IyGYP+9kH++Oq/Yajn3IRLO1nWblzBH3zxbYwNRdFcGnOW1FFRX050JMav/vcxnrrvJYb7RlF1FUPV6Oq0GL8r9whwSt5l9iYBiIxE2nmPSVATEsNj0ed41yb4hMb777ycWDpFLJEm4HVx2fJmVsyzF4MODvbznZ1buf/gPhJGJjdUieKCwixl2SPCVoLU2fAug+LhF6UUmMgitz0roC0K1lDtDdEdz76X9b5S7mxcx1XVi1FznmWrShstWxhJDzOcGkIRCuWuCjoTnfzg+PfoiOeHX0yZKqZF8rCsZ5lV+EVswy8W2/JSiuwKKYpEUUxMG681VTfIZGyEOQF4TWQCRMa6vtThtuVLeOuSlbzS3kUslSbkcXPlvCaWVE+G7mksD1vWT2UMOoZGiKczlPg81AQD/Ojxbfzg8W30j0w+LgpD4hk0C3OuSIlrxPqkthiLTVxGwbjP4QbVpbdZZiM4Z5yj9c6SXHqFAuzSMcwg48nv/g54lOzBlWPAxcA3gI8CfeR/Z7cAnwAeBtrJCm9Xks2Z9iGyqSbefpbH7XCKxI0L1yvD4dWO81x5KhQNA1mM0xUqz4atGGdJUD3fSU3L7XwucfZ2Ljxe0+JZjo8CzwP/KYTYCOwDLgGuIxuu8bOzODYHB4cLlK2P7KCvbeDEBU/EwrlE5uuMrTBYWtHDmvJ2SpQoYTVGvxGiNVXGSNxDd2sp7ggsP2xSW2GXxtHBwcHh/MDjc/Nn3/kYb/7TO/jGn/6AIzuPkUlliI/FSSeLnHI8S4SrSrjolrV857P38Pdv/XcAFFU5b4Q9gNLqEm7/8Cbe+pdvQJ8WPu63336Cb37uZyRjUx4ENQ0R8BXkL5KKAFU95aRawpBZxcRG6VHSEkMtYjdBxCWmTkGIRo9LY9PlS3nHretpqi2zrC+lZEtHOy91dhBNpSnxuNE0ha9seYbUdHFBk1i+c8rphUEslp9sqmOklfeYaWZFIet+BTJ3W4UoLDMvUMlbmy/mTU0b0E+Qoyx/TJKdI6/wVN+j7B3dNaU3lYwUBeEXTUROOCsMv2iVzwyKh18sttuiCIkQ0jaRua5lSKZcljahgObJkElqYJPfDK9JQNW5unIeRwaHGEslCbrcXNnYxDtWrmZuuBSAS5qsxUYrukfG+MmWnfx8624GorGJSyw33ERHCsMsukcshDNAjRu2m3DjYZNmm9s/smm2h3DeI4Q4BjSdQpUfSSnfmfv/+B9yF3CnlHI8wd3jQoi7gG3AHwshviylTAFIKZ8CnprSXgz4mRBiM7ADeJsQ4p+klDtO74oczgZlbi99cecMtsN5hiC3cJn5zXvLMIoXCsXOjoki5uLucefYNh548hTrKQLsvNbGk+iequ0CIFQenO0hOFxAvObFs5z32Qayp79uBm4lu5j9T+ALUsrB2Ryfg4PDhcn//tkPzryR8jLizX56LxHUlQ6ytrKDGtcwdfowA5kAPekQndESDrRWo8YUql9M8ro7Lz3zfh3OKyTn5nTShbv0dbgQyaQzfOsvfsRvv/EISYscP2cTRVVYsKYZRVUoryulbkENv/7a73nke0/mlZtN4cxf4uNNn74NJCiawpylDVx62zo0XWPf5oM8fs+zDHYPoeoa0ViabU9ZhMB0ZwWIAo8tJSeGWKk54+FgLIQ1AShpE9NtLbwJQE2aGG7FVkATEqoDfr7wJ7cTT6eJxJP4vS5WzK8l6PfY3o9f7d/H117awqHByUMpUkikVphsQiKx0IEmB3AaSFPBUg3JNgrIiT2E0xHQArqHL6y+naZAGW3RQSSSWm+YFeH6E4YMbI8d58XBZxlM9QOCclclXYlOdo1sz78GCRmbT/qMTfhFafHa5KjtUcV4IpPCUkKArhikDM2yjKpKdD1DOm39mCpU0LwZzLSCW7qJTwkpVOb28pZFq3n3krXU+kNFRmhN28gIP9m5k5c6Ooin04Q8HuYHS3ngpf1EU/nilhqHaLwwzKJIS9S09dWriSIeZMVCManKOfE+u/jWtay8aulZ78eOc7Heyd3l/WfoYXYEOJUwiZ1T/j+U+/nQFOEsOzYpdwghWoD5wFKywpgtUso2IcQDwDuAq09U3uHcctOchRwY7p/tYRSnyF77hcX4RVygws35QrH5cAKblKcnnBUT3IoeXLKrJ4rUG1+n2dkm/5uPAuOBdAvCKgv7sUoFMIrbrDDVXDhzK5smUGyELlMvYtNUVMP6cKLUVfuwjm4X2ISOFpqGvIDznl3xhotnpV9nb+fC5DUvnkF24Qn8wWyPw8HB4dWBlJKju46fURtC10k3ldF1rZfSshE2zDlOhT5Gk2uANBr9mQCDKT87uuvJRFxUvWLiGclw9x9cNUNX4eDg4HB2yKQz/O2dX2HLA6+c875VTeXPvvsxGhfXkUkbtO5r59/+8OvIIhvX55p5q5v4q3s+RdPShrzX975wgP/82Lc4sv3Y5IuqihqwCNMrBELXCrzOgOJPU6YEw7TNe6aks4KVVK2Vomx4RhOpCRS3SmbKidSG2jBv2LSGW69fQShgLZSNJhL8cvc+Nre2EU2lCLrdJIXB48ePTrsEiVRtdkDGc4yd6nNpkfsi5YnCL+a6LHI02TShyhtkQaicrvgIpjSp9oZ4feMabq1fgVfLip1LSmotW0ibKUbT2bCNIb2E/mQf97R+myPRg/njzPVXeHnW4Q6lxNLrbHzctlc0IZAVlhsXyNKm9aOmrpoYppnzaivsV9cMBJJ0RrP0UKvw+PnD1ZfxrgUbODQ8wGgqSUB3sai0Ard64sfbtrERXupuJ5pJEXS5WVdRx388/wK/2rcvbxqIDGwdayvcoJOgJayuHPSEveQoiulfRUKmCo8XmTq7G1SrrlnGZ3/86ROKtQ4gpdx4BtUPkE0ZMWxjHxfXvCfZXl/up5Po+DzjbYvW8N+7NmNewJ4ZFwQTos6r+bPLXhw8M9nQ4nv/dAXVXL0CUetEgpydfZZslmesitmUnGeaTT1bW5F6sphNtRcHpS6yoautbC4VmcxYzxO3hkykx4ecj8fzqhTPgmUBrnnzZbM9DIcLCEc8c3BwcJhhvvzBb53xUQ+zIkjH7ZX4KqKsam6jzjXECk8bSTSihpuhjI/NPc0YCY3wTgVvf4Y3v/US3B79xI07XHCYr+oHQofXGv/32R/PinBWNaeC+oW1/Mv7vkYmde5DQ1rRtKwBj9+NoirUL6zl1g/cwIorl5BOpnn+1y8x0DGIoirEIwm+89kfk54W2k24rMPbjXuXWW6Ey9zpUhvvMZE2kKpi710WNzA8ClKzFtgE0FRbypc//yY8XheRWBKvR6eyLIhiIxAYpsm/P/M833v5lTxPIqlIpIvCnQKBvXfZaSJNAbm8Z1beY4ahoKpmkfCLcuKWTS8T0j28sWkNH15yFWHXye6JZ2mNtfBU36O8PPgC6WwUNzQ0pABDWs3j8Z2hyUFkBTL7k92T9eyt01FE1sPMLqyjrhqkTdWyXSHAo2dIZDQMm/xmmmYyNxTgvXOvZd9wL6PpBD7NxYaKRjY1LMWVC2O5vLzadoxAnoD8ck8HX9uxmcfbjkxemQQtpkKmcJxqDMuT7WrS3olRZIosAIvMVenz2IZuFB43jIkzDo8kRHaeTqVmbhV3fGQTr//ELbjcs7+GfA2sdx4jm79sxXSDEMINLMz9euwk27sk9/No0VIO55w6f4gPLr+Yr+9+cbaH8hrh7IQinM5pR6o7Q1HK6rt9/CULy0l4kUlsap4248LZKYVvLOa1diJPMZt6415dp+p9JlUgc+o2UwXFyibA1EBJW9kEpiZtbYYu0axScgmB4QItZfHmCoHpUbKH2Jg+HwSmW0NNZgptigIeHZFIFy63VRXp8UCiUEATqpoV0DLnxzPVqfCBf3gHbq971vp/Dax1XnU44pmDg4PDDPJP7/saT373iTNqQ3pddN+9ALUszcqlx6lxj7LBfxyQxAwP/ZkALw81MRzz4drvwjMEK+dW8YFPO3kqHBwczm+iozF+8/WHz3o/QgjWblyBy+OitDqMoin87huP0Nt6/oRQevtfvZH3fvGteQJXZDjKt//yRzz0nccZ6R87YRtC1629y4rVMSUyY4BmnUNrQjzTi4RnTJhIVeIKuMgokE4bKIpg5fIGXn/bWq66fBG6nm2/oizfM+5w3wA/fnknz7e0Ekkm8ek6hg7HhofzykkkUpvS6VSbcpreZVMEMosrBykR1rohSIFpKChFBDSAP1hwKdfWLqAlMkDaNKj2hri6egFerbgwEc1EeWnwBfqTvZiYlOnljGSGeKz3gYKyGTKWm2LFhbBTf1DPHraWOa+1QnTFwDCsVUxFgFdLE8/oWG3QCQEeLYMpBY3eOlqjwySMNKpQWFXayFuaLmZjzTJcJ+FJNhVTSp7rOco9R7byQu8xopkUfs3FHHcFu7oHCrxAlIQCmcLNPpEBxbDeBFRO86C16VJQU9ahkWTAixwesxTlhBAoJSHM4ZHT6xhYtGE+n/7fDxEfS9B1tAcpJdVNlay8eimqevL59BzOmAfJCl2bhBA3SikfmWL7G6AEeEpK2T3+ohDiKinlM1MbEdkP/b8ALgP6gYfO+sgdTpk/X3cNo6kk9xzcPttDsed0RZ3ziYlreJUKaECxazv9q7bxPBs3TedEghw2gtaJ6ikgTZt6SvbMl5UwVayeVLEW0E7Qpm09heya1EokU3Ii2ana1FwOWgsBTapZAc1KXJO6wABUCwHNdCkgs2HUpyNdKqaUKKlCN3jp0bNrYKu8035fdsInC8PsC3dWgLqQBLT3f/nt3PqHN8z2MBwuMBzxzMHBwWGG+OvX/yMv/mbrGbUhgYE3r0RWQsOybsrdES4PHkIRJkhImyovDM1lNOHFPODH26+yqrac//rqe2bmIhzOOyTiHMXFdk5AOZx9Hv/RM8Qjp5Iq5vT44D+/i3mrmkinMux5bj8//odfnvU+TwbNpXHN3Zdxx0c3seyyxRiGQXQkhqoqxKNJ/uKmL3J8b/vJNaYo9qKZmX1othXWUumseGaX2yx3+lTqNgIbML+5ki/+05uprA6RSmXQdc3Ss8wwTVRFIZ5O89lfP8Lv9uTnZzPV3IbE9D0cJfdvJjlR+EUju8MjbPqVUmBkFHRVUBsI0BUbQQJhl5fb56zgbfPWsyBUCcClVXNPakixTJT7On7CiwPPT3iWjQ+2SCQ/i7GdfNmpiFxfdh5iqjDJSOt5oCkSXY57mBWiKhKfniZlqGQsyqwIz+HtTddwbXXWCSdlZNAV9aTEYCkl2waP8UL/ISKZBD7NzeJAHd85sJVtA/l/Q2OJNDsG+wqvUYJIZV8rEMhyb8Wp5nCRqv0uYcanokUyuXanoSrIkgBiOGL5bihuN4RLMEdGbd9sIQR3fGwTbq+LjsPdmIZJZUM5N73nWhZftGCi3GzmNSvGuVjvzPZaR0qZEkK8B3gYeFAI8UvgOHAR2bxlfcAHp1V7WghxEHgJ6CArsF1B1nstBrxDSjl6ji7B4RRQhOBLl97E1XXNfHf/NjZ3t+bZF4crWFtZx+GRAV7u7cizrSirZnlZNQeG+9je35VnW1NRy5LSSnYNdLNnsDfPtqGynvnhcrb3dRbkXLu0eg5NoTAv97ZzZGRw0iDgipomGgMlbO5u49jY0FQTV9fNpcYf5Lmu47RHJkV8RQiurZ9HhdfPMx0tdMUmD/1oQuG6hvmE3R6e7DhKXzw6YdMVlY0N8wm63DzefoSBRGzC5lJUbpyzAK+q82j7YYaTk2tGr6px45yFaIrCI62HGUtPbub7dZ0bGhciEDzSdphoevL7NKC7uKFxIaY0eaTtUJ6He4nLww2N80kYBo+2HSI5Jb9kmdvL9Y3ziaZTPNp2hLQ5aav0+bm+fi5DySSPtx0hIyfFihpfgGsa5tIfj/Fk+1GMqSGsgyGuqG2mJzbGU+0ted8WTcEwl9XOoSMywjOdx/Pen/klZVxU3UDr6AjPd7Xm2RaGy9lQVcfRkSG2dLfn2ZaUVrCmqo6Dg/1s6+3Ms62qqGZZRTX7+vvY0dedZ1tXXcui0gp29nazd6Avz3ZRbT3zS8p4paeLA4P9ebbLG7JzbEtHO0eHp8wjAVc2NlEXCLG5o43jI8MTNkURXN3cTLU3wHOtrXSMTX6cqYrg2nlzKff4eObYMbojkQmbpipcv2AeYY+HJ4+00BednEe6prBx8XyCuosnDh1lMDaZYtKtq2xcOB+PovH4oaOMTAlL6HVrbFw0Hw2FJ/YdYSw5OY/8HhfXL56HMOHxPUeITQmnHPS5uG7JfMy0yRO7j5BIT5ljQQ/XLptLMm7w9K4jJNOT8yhc4uPq5fOIRRI8s+Mo6czkPCorD3DF8mYiw3Ge296CMSUvWWVNiEuWNzHSH2Xz1qOYU8LPVzWWctHyRga7RnnppaOTSwYhqJ1fxZrlDfS1D7Jt85Ep752gfmkdK1c00HW4h51TbEIImtYvYMmyGtr2tLHnhYN5tvkXL2ThikZadrawb/MhprL44gXMW9XEke0tHHw530F6+eWLmbOsgQMvHebojuN5tlXXLKV+QR17XzhQ8Fy0duNKapqr2PXMXtoPTn42CiFYd+NKqhor2f7EbrqO9kzYFEVw6e0beOMfvY7V1y5nNnH2di5MHPHMwcHBYQb4l/d/bUaEs7E7VpOq0am+qINq3wjXhffjV1K4yNBnBNkda2AgFWDkSBh1SOWauU189TNvmpmLcHBwcDjLHHz5yIkLnQGh8gA1c6v55p//IO9BcrYIV5Xwd7/6DB6/GyEElY3l+EM+WnYd5z8/+k0e+9EzxMayD/SqpmBkbBJ2nypSItMZhG6z1M8YWQHNpduHb0ykkakM7pAXT4mXaCSJ26OzbEU9t9+5ng0Xz0PN5UZzTwn3JqXkxaNt/GTzDp47eJxYKo1bV9H9et4mGGS/9yZ0mQLvstO8dkNk855Z6kEim6Bdsz8CLQ2y90SxFtlWlNXyt+tuYn1lA6aUZKQ5EUKwGHEjzuaB53mm/2l6Et0Y0qBUD5ORccYy0/e95URUpVNLQVWssH1+MlWYGDYCWdam2D6Eu5RsfrKUTYhGRUjWljXwyQVv5uBYN8PpKB5VZ1mokUWh+vy2bLzMRtIRIuk4HtVFmSvEEz17+fqhRzkSmdw0lhKicTemRRhII2kTPjIt7MWxIh8fxfY8Mh6BHpeW009qCoZHQUvYeJ+V+DENE2UsZmlX3G5ERTllJW50DLqOZD3IwlUl3PDOq7ntwzdSv8A6Z57D+YOU8lkhxAbgb4HrgDDQA/wv8EUp5fQTFP8CXAxcD5QBJtAK/Dfwb1JKJ2TjeYwQgpubFnNz02KOjQ7RMjqIKSW1/hBLSysnDgscGRmgdWwYCdT7QywurZxo49BwP2050aoxUMLCcAWQ/b49MNxPR2QERQiagqXMKymbsO0d6qU7OoYiBPNCZTSFSidsuwd76IlF0BSF+SXlNAZKgKz37q6BbvriUXRFYWG4gjp/CMgehtnR38VAIoZLVVkcrqTGHwQgY5rs6O9kMBHHrWosKa2kypf1PE+bBtv7uhhKxvFqGsvKqin3+ABIGhl29HcxnEzg03RWlFcTdmfDGycyabb3dzGaSuLXdFaU11DizuZMjaVT7OjvZiydzXm5sryGoCvrBRNJJ9nZ300klSLgcrG6oha/ng1zPZpKsqu/m2g6RcjtZk1FLZ6cZ/hwMs7ugR5i6TQlbg9rKmsn8mgOJmLsGeglnklT6vGyuqIWV85rty8eZd9gL4lMhlKPl7WVdWi58Nk9sQgHhvpIGhnKPD7WVNSi5mxd0TEODfWTNDJU+gKsqqhByc2H9rERjowMZj3YfQFWlFdPzJXW0WGOjgxhSJNqX4Dl5VUTtpaRIY6NDmGakrpAkCVlk3Ps8PAAbaMjSCQNgRIWlVVMzrGhftpGRxBC0BgsYUFp+eQcG+ynY2wURQiaS0qZG56cR3sH+uiOjKEqCvNKSplTEp6cY3299EQj6IrK/NIyGkKhyTnW20NvNIJb01hYVk5tIDgxx3b19NAfi+HWVBZXVFDlD0zOsa5uhuJxPJrGkqpKKnzZeZQ2DHZ2dTMYT+DTNZZWVVHmy86jVCbDjs5uRhLZaAfLa6oo8WbnUSKdYVdnN6OJJD6XzoraaoKe7DyKpdLs7ugmkkzhd7lYUV+N352dR9Fkit3tPUSTKYIeNysaqvG6svNoLJ5kb3sPsWSaoNfNyjk1uHPr8ZFogv1tvcRTaUI+NyuaanDlbMNjcQ609ZJIZSjxe1gxtwYtFyVicCTK4dY+kqkM4aCPpfNr0HJr8P6BCEdb+0inDUpLfCxeUDOxPu/rG+X4sX5SaYPy8gALF9ZMHHTr6RqmraWfTMagvDLIgiW1E3Olq3WAjpY+TMOkojbM3Cm2jsPddB7txTQlVY1lNC9rmJyb+zsmRKua5kqaljVOzLFje9roOd6HEILaeVU0Lq6fmCstu1rpa+tHURXqFtRMrGWklBzZfoz+jkFUXaVhUS21c6snbIe2HWWwaxhVV2laWk/VnOznpmmaHHz5CEM9I+huneblDVTUl+PgcLqI6XHPHWYOIcTWdevWrdu69cw21B0cHM5vtjy4jc++7h/OqA0JJC9aQHR9BZnrRmiuHuCt1S9S5opRToS40HloeBWdyTAvHZxHpiXAxVolP/ird87MRTjMGOvXr2fbtm3bpJTrz7QtIcTW4MKqdZf879tnYmhFefGD9zB2qHdGxu3w2uJU1jtfevtXefInz81Y3/PXNOMv8RGuKkFVFZ6YwbbPlPU3reaP/ucPJx7yIPug973P/ZQffekXZ96BEKihkL13ma4h/D5buwRwu6BInqOm+VV84T/fSU1DqW2ZdMYgkkjhdemkjAyf/tFv2XykLa+MqYGpUyBoSSX3ugWmJm2P+UlFIm0FMJCaWdxrTZGgyInQS1a3b16ojDfMX0pnbDS7seUN8Lo5S1ldXlek4SztsQ464l2Y0qDUVUraTPDNlq8TM6aKIhIV6xCQAnmKoln2OoqdMi0mgJkSkqaGbUgoCSlTK9q+lLCyZBVDqRgj6SguRWNhoJHX1V3BslDzKYUWBUiZaZ7s3cZvOp/j4NjkKXsXYTpjhXETE0mdVLpwwpiGIBO1mHyAEldQUtYTRY2CmrIes5IEV8TSBFLiGTRR7SIYmRJPfxIlYy2wISXEkqhjMUjkJzypqAtz6zuv5PV/eB2+gAfDMJCmRLMTyaeRSWfY+vAOOnOiW01zFRfdsgbddeq5zmZyrQPnbr3jrHUczgRnf8fBwcHhtYWzt+MAjueZg4ODwxnz7x/63zNuw1zQQGp+GclLI1SGo2yq3ENIj1OnjhE1VY6lKhgzvOxvryU+4CPUmebv/+zGGRi9g4ODw7kjXBGasbZufPc1vP5jN5NOZXjlsZ18//M/m7G2T5W5K+fQvCJ7urK6qYpN772WhkV1tB/s5P/++sf0HO8DAb3H+9n1zL6Z6VRKZDqN0G02vtMZZDKFcLssBTQBkEwh02n0gJdQVYhYJInLrbNoRT233X0xG65cOHF6dSqGafLM3hbufXYnzx84lhNuwB3UiE3LeyDJimeTnU6xnW5EEZPiST4yAnS7LPNkc5/JrAinKPlORo2BEt6xaC3vWLR24hT7ySCl5MXBl3i4+zEORaaEu8HEpVp7Gp2qQHYSo8DuogUmEtWyjCJAFwZpaeOhJcClZHICnJYXgkog2FC6ktvqrmdFyaJTHrEhDbYN7WDb0A6iRgyX4qLWXcfDPbs5Fs0PVZYyVPqThcKZlJBKW3vOycz49Zxq+EV7m+nKzl2r/GQIQSqk4Bkyre2KIFHhxjWSRo0X5h1BCBqW1vOJP72F8hIvxw92YqRNyqpDLL94PuqUXIWqqoLFOE3TJDIcxTRMgqUBDMPk3q/8it9+42EGOofyyoarSrj1Axt561/eidfvsb9oBwcHBwcHBwcHh9cgjnjm4ODgcAZ0HOqiv33g9BsQAhprMeZVMXC5ga8kw131W6nWR5mjjSKQHElX05kqY/9gFV2DpQTbTep3p2icW3ni9h1eFZyLuNgODueCK+68mPv/34Nn3E7zikae+tkLPPL9p2ZgVGfGtW+5nD//3sfzvDe6jvbwmU1fZNsjO89q32Yqharr9t5n8URWKsmFmbGiqrqEz3/r/cxbVm9bJpnOEIkn8bh00obBp7/9G7Ydzc/PYmoUCGeQC794Gh9hwsjlQrOyIZCmxEYLytrTFBfQpOBtC1bzqXVXcHR0kKSRodztY3lZ9URIJTv6k4M83vscrbEODGkQ1kJEjGG2D++Y3gm6Yi2cKcXiAp4GEs1iUgABAABJREFUIpdqyz4gZdajLRcQkuk3RlMkQhq24ReFgNUli/nQvPfSnxpmODWKrug0+eood9t7Jo4jpaQv2UPUGEMXLqo8tWwZ3MZP2+5jMDUp6JgSRlJeDIu4nbG0tVCcyViPOdtvEW85S3UrNw4XyLi0DusoIOMDPWotV5q6IBFW8AzbC2ipUhfXbVrAovJSjrf0kUplKC0PcN2NK1i9rmni73nOohrbMU6nq6WH3379EX7/f48z0p/NPeT2ufCHfAx2D1vWGe4d4Z4v38fLD+/gHx76LKGy4En3dzZw1jsODg4ODg4Or2actc6FhyOeOTg4OJwBP/9/D51RfSUcxqgK03WNglqVZFPDPsr0GAu0AVwYtGeCRE0PW/qaODZQgWsAKnZkuPGmFSgn2NxzcHBwON9Yfe1yGpfU07a/48SFc7h9blRVoaQyRMOiWrY+spNju9tOXPEss+a65dz+kU1c+cZLyKQy9BzvQ0pJZCjCX9z8JUb6puexOgtkMhPeZ0UFtGQK4XHhL896l+kulQUrGnjdOy7nyltX47II3WiYJs/tPsbPntjBC3snvcv0oErCyPeYkdgLXUXDJxZDkvUws6kvDJEVP+zs4wKagHnlpfQnoiSNDGG3l01NC3nX0rUsKs3m+6jx2QsGpjQxpImuaETSUb7Z8iNeHHgFOUWmUoWBaqGSKMI+/KKYYfFsEmvvMyFAkSYm9uEbVSHxKBnWlV5C2pQMp0fRhEqjr57rqq5mjq8BgHJ32UmPJmUm2TzwNM/2PUpXYjKVU0b6GLUIbRjP6JbCWcYUZExrtbTYJoQoIpBJXUKSnKQ4rQ0FTDeoSeu6hgcwQY/n2po2KtMliFUolKBTo3lp7xoGwOPWuO6yxbxh0xqWLaw55XCWAG2Hunjoe0/TfrALI2NSUV+Kz+/ivn/7DUYm/28zGUuRjKVsWprk4MtH+Lu7/pWvPPo5Z33p4ODg4ODg4ODgkMMRzxwcHBxOk462AX73wzPMrxPw0nupl1SN5I1zdzHP388iVz8+kWJQehg0AxyIVLF/pAZ6NSpeAVfC4A//+OaZuQiH8x7JuTmd5GRAdTgXCCH4/+ydd5wdV3m/nzPltt27e7dqd7XqsnqXq9zkbrnbVIMJxUAg1CRAfiQQEgiBJECAhEBISCBgTDeucm9yk61erd5X2l5vm3LO74+7Rbt35kq7Wq1sa5588hGe95wzZ2bOzj1zvud93499+/186eZv5DyHTkDt1HF8/+WvEyuJsfrhdXz17d8ag156c/c/vof5l81BSUn1xEqqJ1axe8M+vvunP+bpX64im+5doO5z7BkjZCqFiEbRQr3eZR5JvCIRky/+5CNccP1C/xxoSpHO2oRMg3TW4vM/eojXXh8sUiqDPOEMTtG7rC/snIf3GI5C+TjN5eyg9F4BzeP8dUUl/NWFl3LbjDnD6lfKyfBc82s8duxF9iePoFDE9AgRXQ7JWwag0FCeudN04e11droY8D4rLKApBEIYuGqgfxoaixKLuWrcNcyMzxr2uV3lsqPrVbZ1vUTS6cDUwpSF6lnXvpVjmYZBZW2p0e0RsVApyLje3mW26zNQToDQC/wx6iANieZ4i0VuFISj0FzhKbC5sdzfhJEGbYgQGA2Z3HD+LO6+/nxqy0twXIltO0TC5kkLZof2t3BgTxOOI6moLKampoTvfeqnrHly86By0rZRWR+VbxhsfHYrG57ewpKrF5xyWyNhLOY7wVwnICAgICAg4EwRrO28OQnEs4CAgIARcGRvI3ef/2VUe+fIGwmFaLq8ku6ZOhdO3klNUTcLw4co09J0uCY9KsS67omsa5+A7DKIbzIwux2+9o13UlQc5KUICAh4c3L+isV84aef5Fsf+o88L4njKa0sIVIU5l21H0FKfw+e000oYvKJ79/NDR++qv+YUopffO13/Owrv86vcAa+VlQ6jWtZaOEwWiiX4wygojbBDR+4nOv/5FIqahIAgxbulVJs3HGE3z+5gefW7MayXRQQKg0Vzl02lELPpsD9EJDzLvPJLyWkAFvlvNo8og0KBMIVhIXO2+bOocvKknYcEpEI10yezpWTpmKcwIumNdvJ3p4GstImESpGQ/KN1/+bLrtnUDlbJZGuh3cZhbzLRkahdG4n4mQEtGlF0/nglI/hKpcOqwNd6FRHqik1Eyfum1J02kdJOu3oIkRZqI7dPRt49Oh/0+20HVcOOp0tuB7JwzLSRyCTuq9XXKE/K62Ad5nQFWgql+fOAxmRiB7hH54xDnpKofk4b0XjIT5920UsmziRbYcayVoOieIoF86eRDw6kDPP0DUM3T986vG89Mx27rvnFTat3T9w0HHQjzUjh+R8U0qNinDWxwP/8egZE88CAgICAgICAgIC3mgE4llAQEDAMDm88ygfmvtZlHtqO8qT59fTNa+IuefsZXpFMwvCR6g2UkggTYj92Sq29tTT0VGEsTGKkVL89adWcMElM0bnQgICAgLOEFffdRmT503gD999mGd//RL2cQvCiaoSrIxNZ0sXnS0DoQ/VGIhSQhPEy4pRUlJZX8E177uc6z54BaFoiCd/8TxHdh1FKcWBbYd54Q+rT3+HhoPr8t7P3cg7v3Ar3e1JQhGTeFmRbwi2jGXz1R8+ytOv7hx0vD932RBXKqUxohCMwqWgGqS5IAt4rglXgFI5D7UhOowuBNdMm86nzr+Q2VXDywO6pXMvvz/0HC+1bEGS+z0XKKJGfixBgUIX3t5l2gi9y3J+TAVCCnqc62TpE9DmlswnqhfTYbehCZ1x4RourlzOpKIp/WVrIrUn1aarbLZ1PsX6tgdpyu4+7niYtIcwlZGmp3DmKoGtNIYbflErcC8Mw4Wsv1ioh13ctOF5TnRwi1z0lI7wOr8Atwgm1ZVxec0kdje2kbZtSqMRrp49jRsXzKKoN6fg9PGV/p0cgm27PP/KLh54dCN79jdh2y5lpTEqlc6utQcHF1YKjrXkCWcAys4/diqsffz05mkMCAgICAgICAgIeDMRiGcBAQEBw6CjuZMPzfnMSYUbK0R2Yhntl9dQP6WRiRXtLIvtYUqoBQXYaBy0E7zWPYVUKkR6W4JYWvCNT97IVcuGH0op4M2PCpLKBrwFmb5oCl/46Sf52Lffz95NB8imsiS70nz/E/9Fqjs95v3RDZ2/+8PnufCmpf3H0skM//eV3/Do/zxNT0dyzPt0Mmia4Pwbl3D7p29kyVXzAYjEwoPKNDR28MCjG3nupZ20d6YwTR0nKmhPZgaVU4A0e983Q5WbU/AuE65/TjShQLNBmv7nEFJQEyvmK9ddQUs6Rcq2KQmHuWzSJGqK/fOVATjSZVXzNrZ3HSLr2pSaMVyy/PbQU0O6rQjrHkm4GAi/6CVmnei2+NklwjfcY06uyyWZG4mANjM+h8urrmFh6bnDzqmllKIhtZ7d3U+SctrQhEHcrGNvchvHMrsGlXWVIO2hHRYKv+iOMManqfWpsOTVFwJCpoNle59TNyXKdZGWj4ujAW6xi2YJykSMzsyAJ9fc6mruWriQW2bNImJ6t18I23F5buMeth9swrJdykuiTK8o59/+8ymONQ3Oi2g3NdPeaeWPm6yFyHocB5TjPWZHSiaVxXVcdMPnXp1mgvlOwFuVHV0HeOzYyzSkm5BKUhUu48px57MoMYMd3Qd4/NgrHM00oxSMi5Rz9bgLmF86na1de3iicTXH0q0IAeMiFVw77kJml0xhU+dunmxcTXOmHSGgLlrFtTUXMaN4Ius7dvB042u0ZNvRhMb4aDXX1y5janE9r7Vt5dmmNbRlO9GExsRYDdfXXszEWA2rWzfzXPNa2q1uDKEzuaiO62uXURet4qWWjaxqXk+H3Y0pDKYV17Oi9mKqImW80LyeF1s20mn3ENJMphdPYEXtxZSFSni+eS0vt2ym20kS0kxmxSdzfe0y4mYRzzSuYXXbFnqcNGHNZE7JVK6vvYioHuHpptd4rW0bSSdNRA8zr3Qa19dciCEMnmx8lXXtr5N000T1CAsT53DtuAsRAp44tpoNHTtJu1lieoTFZTO5Ztz5OMrlsWOvsLlzD5le27nlc7h63HlkXIuVR19ma9c+Mq5FsRHlgoq5XFm9lB4nzcqjL7Otaz+WtIkbMZZVzmd59RLarS5WHn2ZHd2HsKRNiVnEJZULuKxqEc3ZDh5ueJndPUewpUMiVMxlVQu5pGohR9MtPNzwMvuSDdjSpSwUZ3n1Yi6unM+BVCMPN7zM/uQxXCWpCJVw5bglXFQxh909DTxydDUHkrlxVBku5ZqapZxXPpMd3Yd5pOFVDqeaUSiqwwmuqz2XJWXT2dJ5gJVH13Ak3YpCURsp4/ra81icmMqGjr083LCGY5l2BFAXreDGuvOYVzqRNe17WNmwlqZMJ5oQ1McquKnuPGaV1LO6dRePNqynKdOFJgSTi6q4tf58psdreKF5B481bKAl240uNKYWj+P2CecxubiaZxu38/jRzbRmuzE0nXPiNbxtwnnUx8p58thWHm/YSruVJKQZzCqt5W0Tz6U2WsqjR7byxNHttFspwprBvEQd75i8lMpwnIcOb+GphtfpsNJEdJNF5fW8c8oSSswIDxzcwjNHd9FlZYgaJksrJvDOqYuJ6ib37dvMsw176bGzxAyT86sn8s5pCzE1nd/t2cyqhv1021mKzTDLaibxzunzUQp+s3MzLzUcpMe2iIfCXDZ+Mu+YMY+s6/KbbZtZffQwKduiJBRm+aQp3D5jLknL4tdbNrP2aAMZ26EkEuaqKdO4ddYsOtIZfr1hMxsbjpKxHRLRKFfPmMZNc2bS3J3kN2s2s6WhkazjUF4U49o507l+zgwa2rv43erNbD/SjOU4VMSLuG7hDK6ZN52DTe38/sXN7G5oxXIcKkuKuP7cWVy+YCr7Drfyx+c2s+9IK44rqUwUc/2yWVyyaCq79jbx4OMbOXikHVdKqivjXHf5XM5bNIkdO46y8uGNHDnShpSKceNKufb6BSxePIlt6w/w2H1rOXa4HYCa+jKuuW0J85dOZuOLO3nq169w7FArQghqJ1dx3XuWMWvpZNY9sYknf/E8TQdbEJpgwow6Vnz4KqYvmcprK9fz9C9X0Xy4Fd3QmThrPDd85GqmLpjESw+s4ZlfvUDb0XYM02Dy3Anc+NGrqZ9Zx4v3vcqzv3mJ9sZOQmGDqQsmc8NHr2bS7Poz+0PQSzDXefMh1Fhs4z1LEUKsXbJkyZK1a9ee6a4EBASMEu+q+whtxzpOqQ23KETLh5ZiLupizuxDXFy6iyuKdxMGbAH7rVKe6pnD9rYaXl83Gb3R4PvvvJGrlwYeZ28Gli5dyrp169YppZaeuHRhhBBri8+pXrL0h+8bja4VZO3Hf07PrqZR6XfA2cWpzHeSnUme+PnzvL56F9m0xdYXXqe96RTC4Y6Q2qnj+Ox//mm/+NTXt7+69mvseG3PmPenEHOWzeCj//w+ejpSmCGDCbPGU1Vf4VlWSsWPf/4899736iDPPdcAN6LluTdJDdyot3uZ1EGGPU0owA3j65l2IntfGaWDMATyOFmrJl7MuxfO587FC6iIxfwbGNpfJfnVgVX86sAqWq3u/uO6cAkb+eFCNSGJ6N5hREOa4+v5ZAh/myYkpubvmaYh0Xw82nLkghj66V/loUo+OPnPKDaKabVaEUBVeByV4Wrfcx5P1u0i47YhMIgZVTRltrGq8Tt0WAOeT0pBWoVwPR5eRpo4Ht5lttTocryfVVbqJF3vgWRLjU4rip/s2JUNY7neKqxSkEyHkdLbqw3AtTRcS/cM4Ti3opq/XHIpy+uncKynh5RtUxoOU1VUdFICpCslzd3J3KJXLEo8EuJnj63hV0+vp6VrIE+eZiuirS55kSalInIk6S0rNrYgeobm2us9bzI5qm65oYjJw6lfnrDcaM51YOzmO8FcJ+BUGMl8pyHdzLde/z92dB/wtJvCwFbeIvjpsBlCx1Hev3VjZcu9sQSa0Abl3uxDINCE8LUJRL/HeL6NQXOIPrReX281dNuMAk1oSJVvA9CFhlReLfpft1KgCx3Ho/8nqmcIA3sENtPPxmloU4EuTGzpZzMK2EzPNqUCAx3b455JKdAwPO+nlHjalAKhBBr5z6HPhtRwVf54EEpDKG+bLjWUFMihv7t9NtdjHCkwpY50PUaYAtPRUI63LeRquI7XLiUIOxqu7W2L+Nmkytksb1vMErhZj79lVxGzwMl6vFccl2jWxcl4eMLbDmY2i5POj32tLAstm8FOe4eeNkIGjuXzHhuh7bwVi/nCTz9BoqrU0+5FsLYTAIHnWUBAQMBJs/7pzacsnMlYmK53LEGbkqZySjtLi/ezNHqAkAATaJUhNmXq6cxG2bRnAkZK43pRGQhnZzUCOeLsN8M7T0DAWOHYDj/54i958EePk02NXr6ek0E3dOYum4lmaFTUlXHVey5lyTUL2P7KLv75g//O4R0NuI5L06FWOhrHXsjzo6g0xg0fvor3f/VdhKP54oNtu6x6/nWeeWY77e1JTEOn07HYfbh1ULmRepcVSCuF4Ljwix66hQD0bGEBTQAzKyr593feTNK2SFoW8XCY6ZUVJ8xbdiTVzu8PrmFj+0Eyrk2JGcFSSV7vHhL+DoXpI5AZpxB+0c/1TipRMPyiJBeS0j8kYc4DbVyojqpIFR12bjdvRaiKZRWXMa90MZrI3ZtxkbqT669SHEm9wo7OP3A4+dJxfQ+TlSpv0cdB7xXOBj9YpcDxCb/ol7es74r8MIREF65nuEeAmGljuXre+SB3j4uiWVKZEK7rXV8PSS6tn8h7Jp/PpuZGUk5uV/jl9VNZXFXbL5KNLynx7eNQmrt6+M1rm/nta5tp6u71TlUwTkbpbB/iQasU4Q4P4QzQk7b/XfMI13i6WHjFvDE7Vz5jMd8J5joBY8eRVBOf3/hdOofk0DweP5HrdNn8RK6xtPW9Ar3EsZxd5QkXx9u8RK4Bmzde8pdSvZt7lMJ304VPH8Hn2nrbzAk23m0WqpcTlvJ/bwds+fXws1G43ojaVLm5jfS14WnLiZPe9aTKeeLYHoKolAKpNE+xVEp8bUoJlMoXWZUiJ37J/Llbny3nFZRvwxHkUt9KBj1XBTggVW4EiiE24QhcH5uW9a+nWbnxlzeKFOgZf5vhZ5MKI+1jcxWhpMRV+aNWuAqjx8HxsOG4GJ0ZPN84tgMd3Z42aVnIjk783xz4CmCnYntt5Xo+e8mX+e4LXxuWgDa6BGs7b0YC8SwgICDgJPnJF+85tQbGlZO5cDpWnUN8Tgdzi49wXvE+EppDXAiOugY7s1Ucy5ayavd0SOpUrstyw11zRucCAgICAt4AOLbDV27/Z159ZP2Yn9sIGfz9fV/g/BWL+48d3tnApy74IrvW7Rvz/vhhRkxu/MjVGKaBbmhMnF3PpW+/kGhRxLP8s89s59/+7XE62ge8U6QhcGO6Z+4ypYvhJ9WSvf/vJ345vTadggKa0iESNUi5Ax+3SyfU8d7zFnHN7OmE9JMPF5d2LL62+X5WNmwatMxhai4hw827RF34C1WFwy8WEsg0dJF/rr5WHalhaNLnVgskGkopNFRemTKzgsuqruSqcdcT0kIFeuhNj93A/u7HSDmNCKFRbIznWHorB5PPDr4+BVnlkieCKbD6hawh+clyPnHD7pMpZK8k6C2ARXWHHsd7EBmapCScpSsb7rUNLiMExCIWSJ0ZRVPY29VOj5MlboZZVj2Fu6afy5KKeoQQXDdpeJuSWlMpfrd1K+sbGsg4DqWRCJNjCX65agPJ7OAd1UYKOtPpvCvQbNAd7+VUPV1gCamQZ5mmgVto+Wl43PLx60atrYCAsxmpJF/b9l8FhbOzkT6vs8KBjd+8fRlo8/h/R16vT+Tyamvgp8HDltfm4HojalP15Sb1sxU6n389v5+4XJs+0RD6bR4beBSgvJ9rn0Dm+cyVyE2SvWzSv03cnCdbngBGLm+vr82mP9eqt633fw+5ds3yt+lZH5tS6Bl/m5mSvjYj6fjburLeo1wq6OzxtCkpkZ1dHpax4ciuo/zLB3/A1x/66zPWh4A3H4F4FhAQEHCS7Fw/woVVTUObMB5nfBmpeoW7NMnMeCPXlm8lrknKdUEG2G5V0GzHefrIDHpSUSo3KBJHHK6+ZdFoXkbAmwxF34fK6T9PQMBY8L9f+tUZEc6mzJ/Ip3/wYeZdMrv/2KEdR/jsJV+mq7W7QM2xpaq+gi/95i+Yc6H34n5zYyerntxKW0sPuqHR3pPl4Uc35ZU7oXeZh5rT73zloQQJenOThfEXxyyQoZxA5oUAzp0wnu/ddTNFYZMey6Y4ZBIyCn+SSKV4sWkP9+5dw9qWg6Qci3goQsh06LCH5qIb8C4beol6gRCKhc8v0H1c73I7qQWaj12i4UgKCmgCnbfVv5PJRZNozjahUJSHKpgZn4MuTk5MlMrNhawSGt32YdY2/ysNqRfpe7srBS4C5aF+Oj55yFSvuDdc77Jcjri++zFkHAkIaw4Z6Z0/LKw72Eoj65qe5w3pLolImrQdwnKNQb9duhAsHzeH90+9jLmJkeW16LaybGtrIuXYlIYizCit4F9eeIFfb96MLQfGj7DB7Mpf8EKCnva6cjBT0vM4gCiUS1fX8N7WDcIwUKMknp2zdCrnrVg0Km2NhLGY7wRznYCxYm37dg6lGs90N95wDPwNnmHhbNDLYJSEs/42hyfGqX7Rya9eobbGzuYnuMHx1+BVz3+zTaF6uTDM3qj+8Msecxcfm1Kg3AK2AvXwqZf74eqzDM8mekM8etqkz2iQuUgPvjafeqKQzcnZvBC2wi8wg7BchJ/ymbV8bSqTKbwpaAx49ZH1HHz9CBNnjR/zcwdrO29OAvEsICAg4CT44pd+g/KKN30y6DqYBqlak55lFjNLWrimcjtVepZ63cUCjjgGKRnmwcPz6E5GiW/TiB90WH7l7DOWtD0gICBgtEl2pXjwh4+d9vMITXDe9YsIR0OUjUtwxbsvZtriKTz3m5f58Rd+zoFth3FtF9eVBcN7nG7KahIYpo6ua4yfUccNH76KZbeeh2HmT9EbDrXx3997nJeffx3p9goimsAtCuWpREqAMobvXSZULjyL0r3rCDf3ka0MCgpoSkC8JIwR0unJWsRCJudNrefOCxdx7pTx/eHxyn1Es04rnUvCbobJuDafeOXXbG5vGFSmy+3G8AjV4y9SQaGQgYU+Ml0lMArcSkdpGLi+Xm0SDUsKIrpBZbiUdqsNqSRloTKWVVzCpVWXUx4qB2BGfLZ3Ix6k7GPs6bqP/d0Pk3IaAUHUqCbjduOoTN71KZ/wi175zPrq5PAQWgvcMV0oTOFiK+/nG9FsslL3FPKEgGLDQkORdr0FNkNT3DxhLh+YdBObO4/Q42Qo0sMsLp9EdWRkYXh2d7Tyk61ruH/vNlJOb5hEBeG0iZMdcq0KjKTHYhi9u759zqG5BUZZoT/T4hhk8/OFQK94ZlmnvBA1YWYdX3vg/6EPw/MzICDAn5VHXzzTXXjD8UbyOssxun0oJC6duJ533ZG+2QvVG0mbOQ8xfwHMr82Ts/l4iBW0+XuW+Y6xk7J5dbSATXrPBU5kE+6JbN5ovZ8sXvaCNtvfpnvlPzsJm+aV46yPjHdIfqUUMp3xtI01j/z4CT72nQ+c6W4EvEkIxLOAgICAE/DlT/+cdX94bcT1hWFgVcc4dpWgrqSTt9evp0pPMc1wcFEccXWa3WKebZvJsUwp5u4Q8UOCuNL43D/cMYpXEvCmpMDHymifJyDgdPP0L18g3XN6P5qEEHzuJ3/Gte9f3n9sy4uv8yfTPklHU+dpPfdwuPI9l/CFn37Sd4NE4+E2Wo51oukalu3yD1/8LV0dqUFlZEj3VHRyjkQ+H+UFvMsANFvh+oR1FOTCxUjVK6D5sGzGJP75/TdQEvMOM+lFyrG4f/9WfrFrLds7mvo6SXFEYOXlb1G+XmR+HmC5Wv7kwisWCL+oNEwhC9h19FwQRs9bP7dkDu+bdCfjY3WoXqFDnKSwKZVLU3oNSTsnIBaZdXRZ+9jQ8l3UcRkjFIoepwmv5RHZL1QN9SDLP3YyaL1+aV4CGEBUt7Adb5VVE1BiZOl2wsf1awAhoMi0KTYVC0svpCHdQY+TJqKHmF86jRvrljE+WgVAbax8WP0+2NPGr/at5bWWA6Qci2IzTF2ogkd27yE7xINLpDWcbH4uEuGA5nqHYdJGmJ5MhnQ0v0WqeBGqrdNzF7cQAi0SQabTHhVPTKQozNV3XcYHv34nJeXxEbUxaozFfCeY6wSMEft7Gk5c6KzlzAtnZ+uroNA+i0JeYDneIF5uheoqf1thr8cCfRyhEikK/Z4V2JNdMAXvCOuN2FZg049wfSoqBU4Bj/hRDDV9KuzdPDQv8hgRrO28KQnEs4CAgIAC/Pmt32bb05tzGWmFGNHOXlVZysFbiihJ9HD9hG2U6WnmhbsQQJcEW2k80LKQw6ly5O4Y4f0G0aTLrx/8bLADOOCsQ+RWk/8E+CCwAIgCx4DXgC8ppXZ61Hk/8AlgDuAC64FvKaUeGqt+B5wcO1/bfVrbr6qv4M++90Euuf2C3O5GKdnx2h7+6tqvYaW9PTfGmjkXzeCWP7ueK+68GE0bLBy4rmTVwxt58Ocvsm3tfqDXi6wkxlC3JgUoc/i/EUKBcFTOM83L7ubCtCjTX0DTbVAOlCQiJEqj9GQtoiGTJVPH886LFzB3Yk3BPjhSsr+rjW7botgMgYCPPP8bDvZ0DCqnGxLL43dXL+RdVkA8y+XH8P5olwjcAuEZXaWBBLNXtMu/NQJX6UwtnsL5FfNpzbbiKrfXu+wCaqMD9+RkRTNXWezsuJfdnb8j5Rw7YXm/xaZCO7gLofVnTfHwPBNgChfLJx+JqUliepaUG/a060JRYmTISgNHRbDVwCJMSAtxccUFXF9zNfWxupPu7/G0Wz1sbN9P0s1QpEeYVVLPd7Y8wwOHNg8qJx3B6mRL/jUqENncsaECmd77KvHcNV5gmih1ge5TwCk2MXps77ut61BeCq0d3iGXdB0tGkUWCIVUXFbEJ79/N67jcnRvI0opxk2q4rK3X0hRaZF/pwMCAkaEnbfpIyDgjcKZFy/PCCN243tr368C0+bCjMSZ/gyHazweOzvC3U4BZyWBeBYQEBDgw1ff9+9se3LjwAHDAHuYP7KGzqH3TkSvsLl11gbqw52cF2kljCKDpFsZvJqcSqOVoPVQKdrBMPGs4KHffYpoNDS6FxTwpmUs4mK/ERBCRIDfAjcBO4BfAt1AHXApMAPYOaTOt4C/BA4D/wWEgHcDDwohPqWU+vcxu4CAE5IZZQHrnCVTKUrESFSXcvk7LmLh8rk8++uX+NiSz7N/yyFcx0XTBLJQPqHTiG7qfPoHHyFRXYIQgrpp45g0Z4Jn2Uza4huf+jmvPr19sCFk5AlnQO7YCL3LdFvh+IR1zIVeVLlk7N5R8wA4f+YEvvGRGymLR/0LDaEtk+KXOzbwy50baEj25ZlTGGGFzPsKV2ia8rwE4Z8Go3c3p49AITVMzTsfGggsVyeiO77CnKs0pCswhMTQcp5efUyMjefamstZXnURplbgxnn2WdGS2cDergfosQ8DioheSbd9gE7r5AXnQnnI/JYyjgvgmFdGCDCVi+3zyWgKF0fpnt5jAFHdRqBIuWHPvhlC48Kqi7hj/Ps4mm2kx0kS1sJMitUTM2IFrsWf3d1H+cX+Z3mmcTOOyj1rpaAnHcFy88VmO2PiKQ5aomAoJl8KPAInKjDTPjlATA03qqOnfXZkl8ZRUiLau7xPq+tosRjT5tUTLwlzbG8j0pVUTajkmj+5nCvuvIRIzFvIfCNxtsx3At76JMw4bZb332tAwJkitxe40EaaE9nwsReynUy7+XNRPwr+SvhPAXPXXqiub5sF+n4afrKUKNDsCG9MoTaVlts459um303TRC4URV4dgRLCO+fZMELJn27KahJn7NzBXOfNRyCeBQQEBHiw6o+v8eIfXh10TOg6ynGGtWOm+c65qEq4YNZuSkIZLo8dJKxJHKWwFTzdM4Nd6WqaGkpJ7S+hSpg8/KOPBMJZwNnKt8kJZ98g52U2aIlSCGEO+e9l5ISzPcB5Sqn23uP/AqwFviWEeEgptX8M+h5wEpRWjF5YsBs/cjWf+dFH+714trywnQ/O/DSdLd2Dyp0p4ax6YiX/7+efZv6l+TmsrIzN839cw9O/eZmmw20ITZB0BO1tg8MyKkCFhyfEQJ93mUQZ3qKGcHPhGWVB7zKF5kAsHqKyOk4yYxMJGSyYVss7li9k7uTC3mWW67K9tYmubJYiM4TQ4E+f+QNN6eTgcxlewhlomnf4wxz+z9SVGqbup26InICme4dfVAgyrkFYd3zzl4HG2+pvYEXtJRzNNOEolzKzhPHR2pPyKJPKIeO2o5QkoifosQ/zSuPf0mHlOdUOi5HmkhEChPIPv5jLXaZ7tikERDSLjAz5CmgR3SGqKeYlVtBuJ0k63ZhaiEmxaSyrvIKyUAUA082pJ91ngCPpYzx+7Hk2dmwn5aSJ6GFKjRpWNR3CVoNXgdKW2SucDb430hUoNz8PHADOyBY2ZGjAM20obkggjYG8JEOxyiOEm9Jotsf4FQLKE6hoBL0nCT2pQe+22edP46YPX8nyd1yIrhdQlwMCAsaES6uWsDd55Ex34w3IGyPf2YAmMHr9KaQzjLTeSNscCYWC7OTmCt6bdER/J/1spyLWjaJNFLL5e9qjAf3hC0WeTbl9M7AhESI0hZDeIZ6VAbh42/yDJKB0f5vUQfOrZxSoZwrfnKxuSMPIeM+pZchA98t7Fg555j0TQiAiYZRPTrSxZPk7l53pLgS8iQjEs4CAgAAPfvCXP887JoSAcBiVOXG+HgV03TCL7JQYcxfvYUJxO5cX7aJYcwlhkMJmc7aSZqeEXY3jaDpYTqxL8vA/3E3xm2BncMDYoRibuNhnOoiCEGIa8DFy4Rn/Rqn8zzel1NAZ+sd6//16n3DWW26/EOIHwJfJhX/8yunpdcBwufj287n/B4+eUhtCCN725zfx4X96b79YsX31Lv7qun84Y6EZ42VFVIyvQAgYN7mK6z94JRfetNQzn9nqRzfy7U/+L12tPQMHDQMRL0YpNViAEQL8FsL7/kT8cpdZCtfwtgtAz+Zi+RXyLps5qZp//vNbqaks8S80hKZUkv/bvJ5fbd9ES7pXDBQKEZYekW8U+HmXFYojU8C7zFUCqbyd9QBsqaMJha75eAD1CmiGgOnxajrtLmzpkDDjXFK1lGtrLqYqXAZAIlTq38chdFkH2dH5B/Z2PYwlcwKvJgxMXBSjGd5r+AtNhpDYyltE0oUigk1GeXtoaQKimtXrgRYdFKrM1CIsKL2cCypuojoycURX0213sbN7K2k3SViLUB+bwu8OP8HzzasHlbMyGi2ZdF4flYKM1TfIB9tcW/c8fiJUgWipbhiMpE8YJCHIlOpE21xvuybIVkcxO7LoScezV/MvnsnHv7CCivIiGvY24jqSitoy6qZWD+sa3oiMxXznTM91As4erqu5kHsOPNLvARswtkLQiTixB9ZIGWmbo+sNlrvXhWzDP6cQ6jjv/sG2ASckLy8y1Su6DbaJXm8o5VFPiFwOWy8PnRPZ/KaIQuQiFyif/SlKKM8QjUL0ClrSR5ATeOc303JtetpEAZvW6ynmcQ1KP4EN7ycqDdCy3jbXFOgZ79gFMqShesWzoXYZMdB6xbO8utEwZLKe/dGiUdwzLJ6V15ax7Nbzzsi5z5a1nbcagXgWEBAQMIT92w7TfqzD0yaEgEgEZVm5PGgeqKIIyctmkpkepXxpEyVFae5IbKRSzxATuWWyHVaCPVYl+9or2HmolnA3nLtHo7To5MNfBQS8xbiT3N6+nwElQoibgQlAK/C0UsordtmVvf96qTEryYlnVxKIZ28YFl0xjwmzxnPo9ZPfjR0pCqNpGqVVJVz6tgu54cNXcWDbYb588zfZs2E/VsYik8zi2GdmgWrqwkn80+NfJlGVL6RIKdm8ajuN+5sRQtDS2Mn/ffNB1FBvuHBu00Se51KBbyuhAEeCn3eZoxCWRIU0XwHNsBTKBi2mUV4VJ5WxCIcM5kyr5Y6rF3LunIlo/i5Y2K7LtqYmOrNZYqYJQvHxJx6kOTXYuwxDeaeMKOhd5o8rNQy8vcdAYLs6YcP1tWddA1O5GD650ybHavnY9NtYWj5z2H1TSnI0vZEOaz9KucSMSrJOE2tavosaFO9PoavsKKfS8FkoE6AphfQZUBoKQZ/3Wf5ShykkYJNVps+uc8Gckgu5tuaz9LhdpJwuDM2kMjSesD6y8IvHMg08fuyPrGtfjdsryCkFHXaMrMz/hO22I3n9BrAc3T+cZaGVhQLPxQ2DnvbeaY4AJwZm0nsRS4YE6XKdSLuL5jWN1AR2eYQV71rAlLI4h/a14Dgu5ZVxrrh+PlPOGddfNFF18qJ2sjPJE//3PCv/5ymO7snlPKuZXM2171/OdR+8gpJR9AoOCAiA0lCc90+5mZ/s/eOZ7sobigFR543ifTaKnme9os1w2xyoN3yb6vf4GiI+4e+RPlg4PHlbrjVvISyHT5scf0+GYRPK12utkEdbTuTD26apXvHMx+b6PDtd9YZs9rKBcvI9yACUrsDxnitIM7fRzdNmgGZ7nK2/nrfNDYHhtY9QCNywwvDSrDSBExGYGY+RqwncSM77LM+ma8ioiZ72yNdq6KhoGJHOF9CEaSIikZPakH46EELwqX+/G8MM5JCAkycYLQEBAQFDuO9/nyloF0IgwmGUUgNhHJXKeQ5MqMOZWIZdHcK8sIOqRBc3JTZRqmeoECF0Idht6Rx1i9jUMZ7XDk1C79EY/3SSGz94xRhdYcCbCzFGcbEFwCwhxFovq1Jq6WnuQN/2r1JyYRgrjj+9EOKHwKeVym3hFUIUAeOBHqXUUY/2dvX+O+M09TdgBAgh+Ni338+Xbv5GvoDkQc2Uan7w6jf7F3YPvn6EL938DQ7v9HrkY0tJRZwVd1/Je/7mbcSG5P2ysjZ//P4jPPijxzm2ryl3UAi0eNw7tJ9p5HudwcBqia93mYM0Qv7eZRmJCzkBzYfKRBHf+Js7mHVO4TCMx9OaSvHzDRv49ebNNCVzQpkSChX2EslUbtHBYz2ikHA2sDjjYVMCKQWaj/eYI3WEAyFjIOfV4HMJbGlQpMe4tX4JnU4PlrRJmMVcWrWQ+aVTTyoE4+A+SbZ13Me2jt/TaR/qP64hMT2SSQgKX/9wER7/63g0+sJjei9ChXCxFAXCN0oMskwruYGskqScDnRhUh2ZyvzEDSRCufETNUpgGA70nVYT69ofZVf3ajJuD6YWJmaMZ1Pnfiw5eAUo5YZ6hbPB1+HInCDqNchcObIQhiokIat5hlRC7wvP6H2v3QgICUa6t60hvZIhQapKp0yEqDWjHDnSjisVpSVRrrp0FreuWMSUiZUj6neyK8Vzv36JI7uO4rqS6omVFCeK+PdP/w/p7vSgsvu3HuLHX/g5P/vKr/nzH3+Mq9576YjOOXqMxXznzC/YB5w93D7+CrKuxS8OPHKmu/KGoe8v8I0goI1U7DodbfaJQQOCl5fNrz2f33b8+3Fi4dDL86z3uCKvL0LkdkBKD0FrYAMP3rYC9XRN9v6Oe9kUroegJQS5qAY+Ns1QSMenni57wznn25SRE8Ly7pkGGD4CmjZQz28u4Smg6TmtzktAU0avzUNAU0aui7qXzRS4SnnWk2ENR0mMbP68WoY1XAV6Nn/Hj4yaoBR6xiOCQlE0922TyVfztHgxEjXm4Rt1Q+cv/utjXHL7BWN63sGM6dpOwCgRiGcBAQEBx7HvcAsPPbD2pF6OQgiEeVy8K8OAkIFdpJNcYlFWZvHO6jVMjbRQpYUJC41G16HBLWJPspLnj07D6TGpW+UQSrrcclcQdzngrKYv5tRXgSeBzwH7gfOB/wT+DGgG/q63XJ+bT6dPe33HE6PbzYBT5fwVi/nCTz/Jtz70H7iOv7dY7dRxfOPRv+kXzg7vOspfXPblvJxmY8XSqxdw/o1LUFJRPbGSC25cQiiSn58y1Z3my7d8k03PbRt0XIRC3oKMEP5CjVLguOAR/hFAOBLhuChD9/cuy0iUJZEhDbM4RNZy0DTBOVOquXXFIq66dBZRj+voQyrFvtZ2OtMZIqaBRPGnD9zPsZ6eQeWUn3eZrkb0/SZd0R8ez+v22I5OyHR8BShb6khbYOpuXojGqB7iutolvG/ycmqiZcPuW6fVwLbOR2jN7EXiEtUTZJwjNGY2DimpMHySTOj45WUbOTmBzGe3uABdqd7e+AtoLhKpQsjj+ifQmRK/jPllb6cmOm9EfXNkhqOp9WRkJ4YIUx6eyautD/Na2wPHhZYCR2q02j15C3NKQdLpG6eDbRnX8DwOhZ3LNF36pQDJ7STXFcL1HmBOEQhXobke+UxEzi6NnIA2NMdZUSTEDRfM5u4V51NdlgvX6kqFMYxcZVbWob2pE9dVJCqLQSl+8sV7ePxnz5JJDm8xKpu2+Ob7vo+Ukmved/mw6gYEBPgjhODOSdezuGwmDzas4oXm9f1hHAWCpWWzmVc6jT09h3mpdSOukv2288rnMKdkKju6D7C6dXN/blANjQsr5jGjZBLbOvfyWtu2/neoIXQuqljA1OJ6NnfuYl376/19MYTOpZWLmVRUx/qO19nYMZBnM6QZXFa5lPpYNWvat7Glc0+/LaKFuLx6KTWRCla3beH1rv39tqgeZnn1eVSFE7zUspHdPQMbR4qMKFdWn0vCLOGFlvXsSzb020qNIq6oPo+4WcSzzes4mDrWb0uYxVxVfT4RI8SzTes4km7qt5WHSriq+jxMzeDppjUcy7T226rCCa6oPg+B4Jmm12jKtvfbxoXLuXLcubjS5ammNbRaA58O46OVXFG9lLRr81TjGtrtgTnmxNg4Lq9aQtJN81Tja3TaA171U4pquaxqER1WD081raHHGdiccE68nksqF9Kc7eSpxrWk3AEPm1nxSSyrnMexTBtPN64lc9wmkfmJKZxfPpcjqWaeblpPVg5Eq19cNp2l5TM5kGzkmcaN/SGShYBzy2ewJHEOu3uO8lzTpv4xpiG4oGIWCxNT2d59mFXNW/rHmC4EyypnM7d0Mls6D/Ji87b+MWZoGpdWzmV26QQ2tO/j5ZbX+39LTU1nefU8zomPZ03rHl5p3dXfx7BucNW4+UwpHsfLLbtY07q33xbRTa6tXcCEokpeaNrJ+vYDx42VECvqFjAuUsZzjTvY1DEwjuJmmBvHL6QyXMoTDdvZ1jmwea40FOGW+oUkQkWsPLKdHZ2NA2MlHOO2iQuIG1EeOrSV3V0tA2MlUsRtk+YT0cLcv38r+7vb+m01sWJunzwfQ+jct3cbh3oGxkp9vITbpswFCX/YtY2G5HFjpbSU26bNwbElf9i5jcbkwBx5ankZt0yfTTpr84ft22lNDeQ3nlFdwY3nzKSrJ8sft2yjI33cWKmtYsXM6bR1pXlg43a6jhOa5k0ax9Uzp9PU2s1D614nmR0YRwun1bJ81lSONnWx8rXXSVvHjaO5E7hk1iQOHW7n8dU7yFoDE5QlSyZz0eyJ7N/bzNMv7sDui+ghBOdePJ2ls+rZ8/oxVj3/Oo7T+67SBBdcM4/5M2vZtfEgLz29DdmbP00zNC687Txmz65h+8u7WP345v5crYaps+yu5UybWcOmZzbx2soN9GVsMEIGl73jQqbOn8y6pzax7olN/X0MRUwuf+cyJs4ez5rHNrLx2a39tnAszBXvXsb46bWsfmQdW14YeP/F4lGuuusybv3k9UyaXU9AwHARHilFAkYJIcTaJUuWLFm71nMTf0BAwBuMfQea+NP3/BCxtxG6ek5cYSghE/ecCTTcFkGfk+LOya9ycWIP80yHhGZwxM3S6Ape7pnGbw4tpamtlNLHw8T3Wbzv9nP54GevG/2LChhzli5dyrp169aNhqeWEGJtbHrNkjnf/+BodK0g2z79v6R2Hzulfgsh9gOThlHlHqXUXb11XyXnfXYYmKGU6v8KFUIsBNYBSaBSKWUJIeqAI8ARpVTeLFgIYQIWkFVKRUZ4SQEnwUjnO7s37OMP332YZ3/9EnZ24MOuoq6MGz96DZe9/UJeuO9Vdq7Zg5Wx2LVuH53NXaPd/ZPimvdfzl/8+GN5IT5c1+W1lRt47KfP0LDnGEopOho7aW/M13S1eByheSyOC4FI5Id87EOFDFSRvyuPAmTMzAlo4Cmi6brG579wA9dcOx/bdtF1rWA4RoCerMXvNmzh3rWb2NeWW4RSQqEi+SkhFAoZ8RHJDAmmz/eGJtH8bIBuuOi6v10ISch0C3pwzSip4f/NXUFTpoOstCkxY5xXPp1ic/hhktNuJ88c/TZ7e17keFnGEC6GyBfDNNzekIf5mBTu90hQ0Cue+TcsFbjk76ruoyI8m8tq/h5XOaScNjRhkAhNIGoMX2QESDotbG77JTu7VmLJ3NxKKehyo2RUvmjbYUfJyPzjWVen3S7yPEe3FeoN25hP2jJIZb3/fpSCbHfYM8cJADZoPbpnKCYAJJg9oNne9ohp8JlrLuaCCeN5/VAzlu1SHo9y0dzJFBUQrAtxaHcjD/3fCzz5u1dJdecW2YSAcLqHntZTez+aYZNf7PsB5TUnftajOdeBsZvvjMZcJ+Ds5VTXd3qcFM2ZdiSSilCCRGggXGq3naQ524FCURlOUGoW99u67CTNvWJQVbiMEnPgXdhpddNidSDQqAqXETcHQuW2W120WZ1oaFRHyikyBn732rKdtFldGJpOdbicmDHwDm3JdtBhdWNoOuMiFUT1gXdoc6adDrsbUzOoiVQS0QfeZU2ZNjrtHkKaSU2kgnCvTSlFY6aNbidJWDOpjVZiama/7VimlW4nRUQPURupxNSMftvRTAs9TpqoHqY2Uomh5eY6UkmOZlpIOhliepjaaCW6yNlcJTmabiHlZojpkV6b1mtzaUi3kHazFBtRaiIVaL02R7o0pJvJSItiI0ZtpKJ/c5MlHY6mW8hKixKjiHGR8uNsNg3pFixpU2IWMS48YMu4FscyrVjSIWEWUx0ZeL+m3SzH0m3YyqHMjFMVSfTbUk6GY5k2HCWpCJVQER4I09vjpGnMtOMqSWWohPLjbN12mqZMOxJFVbiUROj4cZSiKZMbY1XhBInQ8eMoSVM2N3cdF0lQMmgc9dCc6UQTGuMiCeLHzZ9as920ZLvRhUZtNEHR8eMo00VLNjeOaqNlFBkD46ip1xbWDOqiZUSNgXHUmO6kNdtDSDeoj5UT0QfGytF0J+1WirBmMKGojPBxtiOpnC2mm0woLifUO1aUUhxKdtBppYkZISYWl2H2jyPFwZ52uqwsxWbOZvTO1aVSHOhup8e2KDJDTCpOoPfaXCk50N1B0raIm2EmliTQep+5IyUHOjtI2RYl4QgTS0r7x4Ptuhzs7CRl25RGwkw4zpZ1HA51dJKxHRLRCONLSwZstsOh9k4yjkN5LEpdYuCZpy2bI22dWI5LeXGMmsTAeyWdtWlozdkqSoqoTgyMh2Ta4lhrF44rqSgtojIxMB56klkam7uQUlJZXkzZ8bbuDI1NXSipqKwqJnGcrbszRfOx3DiqHFdKSWJgHHW29tB6rAMhoLKunPhxto7mTlqOtKHrGtUTKykqHWizvbGD1oZ2dFPP2UoG6rUebaf9WAe6qVMzuYpo8cDYbDnSSntjJ2bYpGZKNZHYMMIiHMfZvLYTMEDgeRYQEBAA7N/VyJ/d8C20rAWIkSXYjERoOTdKZrLL7eO3MT/ewATdJaEZZJRNi1Tsz1byROscOlNRomvDhDsV86ZUBcJZwFuFPcBwApg3HPe/+7aIPnq8cAaglNoohNgHTANmAxsZ8CzzUx1O5JkWcIaZvmgKX/jpJ/nYt9/Pno37yaYsSiqKmTh7PD/6i//jTxd9vqBn2ulG0wQX3nwuN3/8OpZesyDPO2zbKzv55l3f5+jeRp8WBuMpnEEuFI+U/nbLgYgJPl4pAtBSNspwkSFjUA60WCzEtdfN59bbljJxYi4Sqml6e7H1ZLJ0pjOETYO07fDRX/+RPS1tg8oow1tnUDojiw4iRW+4Sm+z62homr/IpJRG1hIYuiRiiv7d1gCzSmp556TzuWH8wv6Fl5PFkRavd73A+vaVNGX34iqbmBYnJJJYcqhAodB98q/pY5yuW9Dnfdb3X/loAoSSVEYWYWhx0m4bQugkQpOZUXIrlZG5/WO9LDz5pM9tyx4Odj9CQ/Ipsm47uggRNiawN7mZjDv4NZxRZq9wNthDTipBRpp5xwEc5T1uoXD4y7DhkuoPQ5TvjWeEHJys9zkxQRZJtKTmLaBpYJdAfSzOhZXj2d/UTsZxSMSiXDN3OrcunkM8klusmTVxXH79AjQcaWflwxvZv685l/Osopi4lDz442eQ7mBB1mluxc6eeugjO2uz8idP896/edsptxUQEJBPsRGjuNg7D2TcLCJuem8QKDGLBglmx1MailMa8s5ZWBYqoSzknRuxPFxKedh7Cl0ZTlAZTnjaqiJlVB0nAB1PdaSc6kh53nEhBDXRCmoGRWQfsNVGK6n1aE8IQV20yvNcmtAYH632tOlCoz7mZ9OZEPN+HxuazsQi7xDWIc1gkq/NZHKR1xVARA/52qJ6mCnF3raYEWFqcZ2nrdiIUlzsvQEobkYHiVvHU2LGBolix1MaKqI05D3GykLFlB0nwh1PRThORdh7/FVGSqiMeI+/6kgJ1T62cdFSxkXzx6YQgrpYgrpYwtNWX5SgvsjbNrG4DMgft5oQTI7nj9k+25QSb5uuaUwt9bYZmsa0Mm+bqetMK/e2hQ2D6ZX5fyMAYdNgerW3LRoymV7jHeo5GjaZVudtK4qGmFbvbSsuClNc5P23VxyPUBz33rAUL40RL/UZYxXFlFZ4j6NEValn7miAsnEJysYlPG0VtWVU1Hq/jyrHV1A53vueBQQMl0A8CwgIOOtpamjnz675Jri5/doYBkrTQA4jpJIQdC2ponORYFndHuaUHGOWmaRWBwuXdmXT7sR5uG0hPdkwckMJ4TbBnOoE3//Pu0/XpQW8BRjwJDj95znlNpS66hSq7wCuBTp87H3iWrT3XEkhxBFgvBCi1iPv2Tm9/+4k4A1NSUWcxVfOByCdzPD/rv0a214+M4/tnZ+7hRUfvgrXcSmvLSNeNvCRl+5J03y4DSUlTQdb+bu3/QtW2isr9wjIZiHqvdghAHoyqOJIQQFNOJJrr5vN+z95NV1daUxTZ9y4UiIRf+HIlZJntu/l3tUbeXnPQaBXQojlch8cj0KhRvLlIPvCCPr03BVgKJ+0bgLb0jFMFz9tEQSXVs3mm+feRpedIu1alJpRqiMleYKnF7bM0mYdw5Y2RUYJWbeb3x36e7qdlkHlHNmYS2Q1BENIX/FmhFtxTok+AS33f/k3rSw8k5ml72RK/MZh53WD3A7upL0b221FCJMicxoHex5ja+v3cdRAKCKpBJ1yn2cfUtI7/GIun9nw+xTS+kTTfAFM0xQhw8VyvAevHnaRUkPaPuJcSCF1F5HViDgmljsg0E4sLeXOBQu4c8EC4uGR7Whu60yy73ArtiMpL41RVVrEv35rJS+/uJPjA8SI7jSGh+etsizUKAhnfTz2v8+cMfFsLOY7QcydgICAgICAgDPFm2ltJ2CAQDwLCAg4q5FS8mfX/zNqyC5eohFIprwreWDXldB4ZZxz6g9z3rgDTA91UG9KUNCjLBrsKE93z6I1W0TLliq0Lo1Lpk7gu19+xyhfUUDAm5angE8BeQl1hBBhBsSw/ceZngbeB1wP/O+QaiuOKxPwBqbpYDM7XttDJpXlqXtWnRHhTAjB+/72Hdz1t2/PExR2rNnD/T9YybO/GhxecrjkPKx8PpayFioS8bULqaA7jYqEIGTk3IeOY9K0am579wWsuH0pQgiqq7138x5PdybLp+95kNV7Dw06Lg1QymPzyIi9y3r/38/xzhWgKYTmGXESEDi2jtAU42JR0tIi7dqUmBEurzmHO6eey+LyeoQQlIZOPkJra/Yor7Q+wrq2Z8jI3O+9hiRmOL0dHkBDYghv7zJthJ+nEnHaPNMEENKKuaD6qxh6ESmnEYFOiTmRsvDMEYlmrsxwtOf3HOm+l6Q9kOMkI8NkPLzCMsr0FM5speEoAy+ha2ies+PRfcJfApiai6G5ONJbAIuFLWxXR3m4TQoBZtTG0RRu1nuQj4sX87nLL+WGSTPZ3dpK2nFIRCLMqKzsD9M0XDbuOMKvV67juTW7+nOA4Cri7S4yO8TjVkp0n1yPMpn0PD5Sju1rQkqJ5q9WBwQEBAQEBAQEBJw1BOJZQEDAWc1zD6wn2Z7KW8LRwmGklJA+cQQ6uzpOw3umUDehmUV1h5hhtjDP7AQMLFxSUufBrjm0WHH27ajFaQtz9eSJ/Otn7jhdlxXwVkLhueB3Os5zhlkJ7AWuE0Jco5R64jjbl8mFYXxOKXXsuOM/Iiee/Y0Q4o9KqXYAIcRk4BNAlnxRLeANwqbnt/Hbbz3A6ofXMdY5eDVdQ0lFWU2Cq95zCTd97Frqpg0Ox6OU4pdf/wM//dtfjco5lWUh/LxTlIKeJKq4yF9AUyDSFpWJKHf+xfU4rsQwdCZNq2bOggkFBZEDze389sVNPLlxF63dKUKmjhsRdFmDPVYU+HqXFXpCQvbaPSLfgQBHQEj52pWtgaEQPvnNNDTePXURX1l6LaamFxYiPWjKHOVgag+WzFJklODKJH888kNcdbwYqgjrtueVmiInZnif0v/OFBLIXARa77g/ldxnYS1BSE+QcZsBjWKznqkltzIpfj2m5h2CqRBKKXqy62hNPYDlNqERwjQm0Jh6gR57+6CyjtJ6hbPBD1YpyCpvj0e3X2jzELIK3Muw5iBQngKbEBA3s7RnY3l9AdA1RUk0TXc6glT5opAQYEYcZlaWcWPNIna1t5J0LEpDEa6aMI2rJ07vz4+ysNY7xJYf2w418puXNrH9SBOW7VBeHKNChVn10q68spF2G5nNvwdaTwbh845U2VHyfj2+zTOVE30s5jtnfq4TEBAQEBAQcLZy9qztvKUIxLOAgICzmp9/ZyXgvZlei0aRmpYT0DxCOCpdIzOzmo6LawnXpJg/9SCzIo0sjjQRFiFQ0C3h5XQNGRli3a7JZNojlB7I8G9fvWNEO78DAt6qKKUsIcT7gceBlUKI+4ADwHnAZUAz8NEhdV4SQnwH+AtgkxDid0AIeBdQDnxKKbV/7K4i4GS5/weP8oNP/88ZWaS984u388F/uBOl1CDvCiklm1dt5/COBlxHsmPNbh7/6bOjdl5lWRAO+ws/jgPdPaiiGEL39qBZcukM/uKf30XFOL9Uf4NxpeRfH1jFz59dN+h4GhepkaczKI0ReZcJJUAqX+8yXAEOYPiHb1SOQLmKc8rKCYf0XBL2UJjLaqZy5/TFjC8auOaT/f3c3rWRpxsfYmfPlv5jOpKIZnt6kOnCO3ykzjDCOB+HREPHL2+fwEVg+JzzRGgixKTi61lY+SnCemJE/VNKIlU3YKCJGD3Zdexv+zKp40QypSCDgfR4uLkwi7lrOR4HzdeLrNBfvKk5x5XIz08W1S1SrrcAHTUcHJmh2/b2PjR0RWlRmqxtEBUJWjMDqTXnJep4z7RzubF+HmF9ZJ/HB9s72HK0kYzjUBaNMr28nK/86gnW7Dk8qNyBfa2EuzwEMkuiZ5Wnvix6CmzkGuV3aPXESnSf909AQEBAQEBAQEDA2UYgngUEBJy1uK7k6L7mgmW0cBgVCoHjoCy7P6aUKi8hO62SdE0IajNMmNPA5EgrVxTtJSR0DE2QkYoXMjUcsROsPjyF5rZSSg+6zNyRDYSzgGEhx2J30hsApdQLQohzga8AVwAJoBH4MfA1pdRhjzp/KYTYBHySnLgmgXXAvyilHhqrvgecPM//7mX+/VM/GfPzaprgT/7uXbznb3KbF/rew67r8uAPH+eP/7aSI7uGps4bRaREZrO53xU/Ac11oasbZRjMvWwO4aIIuq4xcXo1173rAiZO905yD+C4khc27eXx13bQ1pXC0ARNVpodxwbn7lKA7HMKylul9+9+Ye8yEI5AFfAuo8+py1Ce9SO6wYfmnMtfLr4UfZgh46SSbOncyu6ePWRllmKjGMtt4/mWR4aUVIQ9hDPIhf6D4YtYEg3NR1yTiILCmETgKtCF6u2d9yOYXHwjZZHZpJzc+Cwy6pgYv46wfnIi6lDS1hZae35GZ+p+ZF+eMlFJyu2BIWKfg+YpnEkFNvleZ7nrKBB+sYAQaQhFWHPISm+vtWIjiyUNHI8wkQDxkIUuFN12GNfDw2xirIIPTbuGa2sW0ZZNkXSyxM0IZWHv5PYnw4v7DvCTV9bywt4DAwclRLoYeitBKULd3mKXkeodfx424RQQbzUxNMroKXHdB64YvcZGwNky3wkICAgICAg4OwnmOm8+AvEsICDgrOWvvnvfSZUTQoBpIsyBxRy3OIYyNLLVirKlLcwoamJ5fAdFAkpEGFu5bLPDZKTB44dmc7i1nGiTovrFbu742PLTdEUBAW9+lFLbyHmODafOz4CfnZ4eBYwmUkr++//dMybnihZH+kMzXvHui7nxT6+hekLloDK2ZfP1O7/Li/e9OiZ9UplMLv2XX/hGciEl/+yb7+Kmu09+Efu5DXv4518+TWPbQF4kqYMbFfmJxDT8PcQKOLEIJcgpPT79dgXSVvhE66M/fKOjWFA7joriKEnbotgMs6x2Eu+YPp/S8MnnLINceLlnm5/n4aMrac4ObIYxhUORkR/OTkcNTRd3XO/8Lz4nBvmEX1Sabz40ENgYmMrxEdBy3mdSKTQUhtBQ/YqLxviiy5he+nbGRc8f0aYbKdMkM09juw0INExjCl2Z52jtGSxeSwUZ2UGeCKZy4pln2/i7KRbqqSlcdCSuT7tFerbXoy2/FU1AWShFuxXzFdBips30eDkram5kd08TKSdDzIhwXvl0zqs4B03kzlsRKaKCkwtrqZRiXWMD92zbyLpjDaQcm7JIlGqKWL0rb08HZr4GCYCRyYVf9UKzCv3xFTCFIyhndPKeGabOig9fOSptBQQEBAQEBAQEBLwVCMSzgICAs5IvffN+1j20Ff/ly8IoQyNdpeFe1E1NpJO3V6yhXHMp12O4SrLHgSY3yqqW6ezprMI8olPzgk3Icrj1Q5eP6rUEBAQEvFlY89hGju5tPO3nufp9l/GFn34yT3DIpLI8/9uXObDtMK7jsvWlHby+Oj/30OlEZTK4to0IhdDDof6oa8WlMa55zzJu/NBy6qfX+NZPprK8sHYvrR096LpOSzLJTx9/LS9624B32RBBpNBCfF8bPi5Qmp0T5Qp5n6FAmd7eZcVmiLsXLuUz5y5DG6YYlHUtVrWsYXvXHtJuliI9Slq2srlz45CSiqhue7ZhCL8QioVxegUyLxQCVwnfkI+qV0AzlOMr3IW0Mi4a99eMiy4m5TTmrsGoGnE4Rld20tr1PTp77kWqzoHrQCA9HozjE69T0SeSeXmX+ZMLVVkg/KKWpUdGPdsNaS4lRpouJ9prG1xGF4qKUJKsNAhrtTRmB65vRnwq19dczoUVizE1XxW3IAd62lnXcpi0Y1ESijKrpJq/fu5JXj06WCRraU+xr6e9NwvbQP+EC7rt/SeiZwrctUKmkIGwvceuVlSEmxwd8eyT/3Y3leMrRqWtgICAgICAgICAgLcCgXgWEBBw1vG5T/6Mzc/uIGTL3CrOMPNFKF0jWx6i/UqLyfFObqveSFRTjNdNBLDHsemWBo+2zGFjez1au0bFqwI9afPX33k3Zih49QYMjzOQFiog4LTwykNrT/s5Vtx9FZ/+jw8PEs6sjMXP/vbXPPLfT9HTMToLzaeE6zJ+QoJvPv5ldMNA0zVKK4rRDf9cQ60dSf7ndy/z6PPbSGdz4pDSwI7hKZApw8Pr7AQIlVv893HqQUiBsBQq5GNH5Oq7sKBuHJMqEnTbFjHT5MK6Cdw+Yw5Fpk9lH6SS/O7wYzxw5CmS7kCeKlNziOpOXnlDuGg+7j2FbkWhUIM2OmFf7zGwlY7A/7x9AlpEFDMucg5ptxWlXGJGNdNKbmBS8ZXoWm47T0iP+3dyaLvKJZV5hq7Ub7Gdwwgh0LVxpK3NOO5gsUdCr3A2WNYp5F02cE88vMDwV1o1ASHhYPm4IcY0i6wysZXhWT+m27nwi07E08OsKlzNtTW3clHlcmzpkHYzRPQwoREKZgCvNB3gR9tfYtWxvf3HlATVHULJPEUUPZU7Job0Xe9NT+YZfrFQeEWdXF5AD2Q8ipbMetqEaSBiUVQq7Wk/GQxT55P/djc3fvSaEbcxWgTznYC3Io7MsqvrGbZ1PkKHdRipJHGzmlml1zAtvpyDyVfZ1rGSTvsIoIibNcwuvY4pxRezv+dltnc+Spd9FBCUmDXMKV3BpOKL2Nu9itc7H6XbaQIEidB45pTewISi89jd9Qw7up6g225GExqJ0ATmJm5kfHQRO7ufZEfXUyTtVjShUx6exNzEjdRG5/F65+Ps7HqalNOGLgwqwlOZm7iJqsgMXu98lF3dz5J22tGFSWXkHOYlbqYiPIWtHQ+zp3sVGbcDXYSojsxgXtktlJrj2dL5CHu6XyTjdmFoYWois5lfdjNxo5LNHQ+xt+dlsm4PhhamLjqXBYlbiOglbO54iP3JV8m6PZhalPGx+SxI3IIhwmzueJADyTVkZZKQFmNCbBELym4BJdjU+SCHkuuwZZqQFmNi0VLmJ27GVTYb2x/kcGoTtswQ1ouYXHQeCxI3kZU9bGx/kIb01l5bMVOLL2B+4gaSbjub2h/iaHobjrSI6HGmxS9ifukNdDiNbGx/iGOZnTjSIqqXcE7JxcwvvYE26wAb2x+mKbMHV1lEjQQz45cyN3EtTZm9bGx/hObMflxlEzPKmF16OXNLr+Zoejsb2x+lJXsAiUuxUc7skuXMKb2Cg6ktbOx4jNbsISSSuFHBvNIrmV1yGfuSG9jY/gRtVgMKRYlZyYLEVcwsuZjd3WvY0P4k7dYxFIqEOY6FZVcyI34BO7pfZUP7U3TYTQgEZaFxLC67munFS9nW9Qrr25+hy25BIKgI17Gk7CqmFi9iU8eLrO94ni67FYFGVWQ855dfzeTYHNZ3vMC6jhfotjvQhM64SD0Xll/FxNgMXm17jvUdr9Btd6ALg7roRJZVXsX46GReanmede2v0u10YwiDCbFJXFZ1FTWR8TzX/Bxr29fS4/RgaiZTiqZwRdUVVIareLppFWvbN9DjJAlpJucUT+PqcZdTYiR4ovEF1rRvJumkCOthZsWncn3NZUT1GCuPvsiatu0k3TRRLcy80mncWHcpujB54MhLrG3bRY+bpkiPsLhsOreMX4aUgj8cfoU1bXtJOVmKjQjnV5zDHRMuIOU6/Hb/q6xt20/KtYgbES6pnsE7Jp5LWzbLvXvXsLb1MGnXotSMcmXtDN41ZQlHU93cs3M9G1obSDs25eEo10yYwbunLWR/Zyf3vL6BTS3HyLoOFZEYKybP4J0zFrCrpYVfbtnE1pYmLNelMhrjxnNm8o7Z89hytJFfbdjMjpYWLMelqriIm2fP5La5s9l48Ci/WbOZPU1tONKlKl7MzQtmcfOCWby2+zC/f3kz+5vbcaWkJhHnpnNnc93CGazecoD7V23hUFMHSinGlce56eK5XLVkOi+9tpdHnt5CQ2NuU1NtdQkrrpzHpedO48VVO3js0c0cO9aJJqCurozrb1jI+edN4YVHt/DU/etpPtaB0AT1kyu57m3nsej8KTz7u9U8/ZtXaDnajm7oTDinhhXvv4y5F0znqV88z9P3rqLtaAeGqTN53gRu/Og1zDx/Oo//9Fme+81LtDd2YoQMpi6cxE1/ei3Lbjm34LfWWBHMdd58iDORqP1sQQixdsmSJUvWrj39C0UBAQEnx99+6ue8+vjWgUUN2wbbZ7XCBzceZfefllMyqYtPznqG6eFWFoezFAmdNpnhkKPzTNc5PNy8kMZDCaKrYhQftvno7efz3j8NwuG81Vm6dCnr1q1bp5RaeqptCSHWRqfVLDnnux8eja4VZNdn/5v0nmOj0u+As4vhzHe+/p7v8uyvXhz1PkSLI1z+jou46ePXMfPcaYNsmVSWv17xdTav2j7q5x0JZthk+buX8bFvvZ+SCn+hxHFcurozaJqgK5nhs//4e441dw0uEwYZyl+mlxq4MW+lRwlwor3/4VFEaiDD+CfgAqTeK6B52GOmyfsXL+bPly0bdu6ybjvFo0dfY0PHHtJOlpgeJqPa2JPcN/QqKDaynp5cUT1LWPP20olotq8HmYYk5hHqsQ8Th4hWaL6gMIRER+aJbBoGU+LLOa/yYxSb/nnrCiFVFtdtBUDXK8haGzjW9hkc9+BAD5S/A5Of15lUkPERuVwlyOBtUwp6ZMQ3/KKjNLpkn/eY1/VAp1uEpfw3FMX1Ci6t/jANmUbSbpKQFmZa8SxmlyzoD784XF7vPMLvDq1mfdu+/pxncVHB80cO5907mTRQVv4ii8iC2eO9+GJ25TzPvIi0SXSfIWYkXcIdPuNLKYzDrb7eZ0opZFsbKuMtsPVRMb4cM2TQdLAFlKJ6YiXXfuAKVnz4KirrygvWHcpoznVg7OY7wVwn4FQYyfrOkdRGHj3y96TdjtPXsTcgitwGjEIbU8asL6pvM8jo9SXnmc2w28z1Zfi/X7nz+czrCrSpFJ55S/va9Hs+skCbUgnf336phOf5cv0A6ZGPVKlcCGyvNk/G5nc+R+me+U+VAltqvn2xpH89yzX867n+bWZtA+VjcyzdMyyEkqBszTtkhASR1XIh1T1sWlZ42oSb2+TjtddLuLnw0l4TSeEozLS3TbMUoZT3BFTLupgp19uWtjF6sp42lUxDd3eeTSmFsixUJpNf6SSomzaOv//jXzF57oSTrhOs7QRA4HkWEBBwFvHQva8MFs4ADGNY4pnSBAdvLyNUbnHzlM2UGlkWmRkiQqNNZuhWkvXpybzSNZV0Vwh9fRFmUvLZj1zJ7W87f9SvKeCtjwLUGCSVDbbSBIwFkdhIg+XmM3XBJL793N9jhgxCkVC/p1k6meG537zM/s0HsC2Hzau2s2/zwRO0dvpYes1CJsysAwF102q48j2XUFpZ4lt++46j/PGh9Tzz/OtYlpNbMCkxcIf8lSqOC804DPq9y3y+AjQJ2IXb1lyBSivOGVfBzPFV9FgWUdPkvPHjuW32bOIFcrp54SrJT/Y8wh8Ov0BWDigPYd0hajh5DnSGkAVyl/kjlfAXBI8Lv+iFjQGSfgEt36lP4Cid6uhi5pReTdI5hlQOMaOKKfEriBnDEyf6yFpb6Ej+jO7UH1Cqz7soRM5NqZAr0wADi3wFFFEPtN6lNa86QkBI2KSVt9JqCEmRyJJUYbzCL2oCEnoyJ55pdXTa3ajeXlZHprC07EbmlV5OSI+y+KR7PEC71cXWzt2k3VzOs8mxer61fSUvNu8YVO5YMk23h9eWkqAs75CVmj2y32TXxFc8c6IaoU6fnGhC4IxLYDS0IWR+ASEEWnk5KplEJpPgDBbZymvLuPEjV/OOz99CtCiSW3xSCm2Y4vbpZizmO8FcJ2AsOZLayP2HPo9Uw9uo+WZnsHA2vN+dUe/LIOFsdPpyasLZ8M8/cL7htZkTrHxs+L8PCwlnro84lqt3Ipv3MxgQxzw84/vFsXybW8BmS72ArU/kyrdlXf96WbdPAPOwObrneM8JZ6bnb5tS4GT1vPvRZ8vNQXyEs4yW5/neZ9MywtMmXNDTPp7xvTYvhKMwUt42zVKYSe+RpGVdzKRPyOm0jdHtveFHJVPQ1eNty2ZR2cIbhQrRsKeRP7/sy3zvxa8zcdb4EbdzKgRrO29OAvEsICDgrEApxX/908P5kwUhIBKGE+zWBVBCcHTFOOzxgmtnvM7ESCuLw61EdEFWOWRxWZ8az9rkZFo6S+heV0koDX/zgau5+bpFp+OyAgICAt5UzF02k0f/5+lTbmfqgkl8/ZG/pri0qP+YlbX52Zd/xcP/9STJTp+vvDHmzi/ezgf/4c683GteuK7kBz9+mj88sG7QcWmKPOEMIJemyrvdgdxl3mEbNQdc74h5/XZUr4DmYTc0jTsWzuHL111B2Bje50SHleLBw2t5tXU3SSdDTA+Tkh3sSx0ZUlIR7g3LOPQS9ALx7wp9LNpKx1SuZ5sgyLomUd3yD8+IgSs1QsLBFIOXnqrC5zC/7FZmll6DLoavairlksquwrL3AwpDH49lb6Kt+zsepb0VmMIfyj5jZVDt/PxkhpI4eHtZhYSLrdxee379sOagKUVKhnA92ogapZybeAcLy+9CKUlWpjC1CKY2cpF9b89hfnf4cV5p3YCrcuNEKmhLF2HLwX1QClIZ7zCiOY8zv78v/79nj43l/ThR0b/IlNeCJrBKDcIdjvefZcjAqSvHaOpEWPkL8UIIyibX8KlvvIvimMHhnUeRrqR6YiVLrp6PYRqDyp7MOykg4M2GEOLtwOXAImAhEAfuUUrdNdZ9caXFY0e+dtYJZ3C8R9OZFc7o74d/COKRcGrC2TDrFThfoTYHhDMPG33zhUJtevSlkBjX7+GW/8xlfz0vm/AUziBXx7fNAjY/US1nE57CGfgLdQCO1I/zHBtss6XmG+badnRfocS1fcQxej3O/OYglo9wpno9znxsesanxYI2heEjuCFzwpmfzfARznAlup9w5jj+wpnrnpJw1kdPe5Jvvu/7/ODVbwZzoYCTJhDPAgICzgpefGIrVtonjo6m5QQ0ywaZvyCnALfIpOWyatKTdM6du5NxsS6WRw9TqbtIdCwkh+xSXk1Noj0Z48i2GsIpwaevOi8QzgJOETEmu5PO9MdtwNnB8ndfzH9+7v9GnHdswsw6bv74dVx/95VEiyL9x7PpLF+66RtseGbraHV1xIQiJsvffTG3fPw6Zp433bfcvj1NPPnoZpqOdaLpgkMtXWzb0ziojMI7LOOJECq3U1QZ3nU1F5QFskD6Mc3N7UStShQxZ+I4UpZNxDRYXF/L2xfNo6q4yL+yB66S/MfOx/nV/pew5MBioqk7hA03T+cztQLeZQVuiSv1XOc9UAgcpWFq3uKbRCPthojolu+5JRoLyt7Nssq30WE39HqXlZMw60f0Ea6URVv3j+no+RmOO1hA9OuDdzvDPjWQu5eakr67xU3c3pxo3t5nRVqWpAz7CmymcCnTYWbFJ+ixO8i4nRhahKrIbKYUL0fXegeh0IlppSfd77ZsMy+2PMP27k1k3BRhLUpYG8eqlj04avDz77HCecIZgONquNJH7XILCGQFFoRlGPBZ21GGwI2oXFgkD5wiHSEVoS639zxDzhIycMaXM2NiOePjEY4daMF1JBU1pVx1x3ksW7GQUDj3eb/gsjm+/X/jMhbznWCu8xbnS+REsx7gMDDrTHVkd/fzpNy2M3X6M0qhfJlj2o/T4HoxIDqNRBg8lXrDs/mJYyeu5y/w+YlxAzbvdqXyt7kjtEkfIavPI83XJv1tdgGb4zNXyLXpLyjmzpf/zJWiN5+qh00CPjZcEFKgUPkimfTf3CNcH892QDj+Ns32t+mW/wjTs34yK+hp239kJv3zt46GcNbHrrV72b56F3MunDFqbZ48wdrOm5FAPAsICDgruO/nJ8ix0yegSQmO0zvbFkhTJzshQXJiFKscxs89Sk28k8tju0kYNgY6Ukl2WcWsSdfRmilm/aapiKRGYnUzb/+bJWNyfQEBAQFvBiKxMHd85kb+7+9/c1LldUPjL/7741RPqKS0qoTJcycghEBKybonN7F7/T7srMNrj65n60s7TtzgacAIGfzd7z/HxDn1AJSNSxQMT3lgXzPf++dH2LzxUP8xqQvcYjPfU0yA0kfoXWb3eZf528Hfuwxg2bSJfOtdN1BWFPUu4EO3neH+gxtZ1biHHjtDVDdJqk529zQMKakwdW9PsILeZQUWxCylE/W+ZACyykBTNrpQnrdGopFywxhCUh0uJ+V24CqbIiPB7JLLWFx2AxXh3LOOGmX+HfE6t72XtuS9WM5elHIxtGocewtZe0NeWYHvoxsh/gt2hpBYPjuxNQFh5ZLF2xOrT0Cz0XEpJSsHlKGwXsGUkjuYUvJ2okb1iHrtSIuj6Z1kZA+mFqEqPIWHGn7Piy1P94pYObKuTmO2I6+PUkHK9laJbWdkSeOViZ/zH9LI5Q300WfJlgiEo9Ad7ydixw3ckEYoJTGzEukOXOOMmbXcctsSrr52HsYIE94f2nGEhj2NoBTjJlcPK+9HQMCbgD8nJ5rtJueB9syZ6si2zkfO1KnPKKcmLp0ORrcPA2/k4XqQjUxQLBScuVAIyMK2Qm36HD+B11khbzXV33K+gOTnkTaQx83bk83Ps7FQnj2p/G05oc7P5u8FVqie4/rXk65/PeX6jxXRa/MMy+j4P3PNZw859EabGEE93fIfSXrWx+tMKbSM9wmVUpD23l2klELZBTozAh79ydNnSDwLeDMSiGcBAQFveQ63dLBp+6GTe+FpGoQGFllUxERGDJwwxOa3U1nRxZXx7UwJdxFGRwhBs6OxNlNHY6aEl/ZMw86GqH25k4ltLvGy4e3MDwjIQx2/Y+/0nicgYCx4z5fu4OCOIzz7q8KbGjRd4ws/+xRX3nlJ/zGlFA/8x2P8/rsP0bD72Onu6gmpmVLN5//3EwW9PDIpi7aWboQQtLUn+dLnfk1Pz+CPQxnq3dE6VCkp8Kefy12m/MU1F4StUKbwVGEEoNu5D2MzqjN5fDlZxyVsGMyrH8e7zl/AnLrhCR5KKX6443n+a+eLZNyBj1xTdwmb+bnL9BF6lzlKI4zPhzmCjDSJ6raP+CRIS5OI5mD4CHQxvZQb6j7A4rLl/dd1KqFdbOcoh9s/T0/m2UHHdaSnv5ZgNEWzXHsa/otwOgoNf+8zQ0hQCgvDc+FJCJ0JRSuYWfH3SOWSdTvQRYiIUYUmRva52W23sqbtfjZ2PE7a7QJyw7jDjpOW+W122lG8/mAyjllwIc0Xzf9HUYYVKumx65tcF+xiCHX5/Plqgkw5hLr8PdAmTq3kcx+4iunjKzlyuA3bcamojFNfP7K8eUopnv31S9z/g5VsfXHwJoMZ507j1k9cz1V3XYquj0yQGzXGYr4TzHXe0iil+sWyMx2Oq9MaulnkbOPMC2cjyS924jbf3BQUzhSMxFttpLZC3nGFxUZ/W6HNVYVFwwJiY6E2C4VxLmTz8VbLGQvYCtTz8xA7oa2AQlvQ5jcNV8q/nsIzdyuQ28Tud7M9okOdKg17ztB3ZLC286YkEM8CAgLe0jS1dfHej/834QI7YwoiwI5qWItTVNT2cFViO5PCbZQJDRONdlewxSom4xo8sHMBmZ4IFVss4ntSvOvz143uxQQEBAS8BdB1nS/+4tNMnjuB+773MJ0t3Xllpi2azEf+6S6WXrOw/5iUkm/d/R888bPnxrK7/USLI0ycU48AqiZWct37l3Pu9Yt8F5y3rz/Ag/e+wqpHN+PYuaxlbiKWp4ooQJmat5vRCX66NAvcKP7iWBYkCmn6f6TVJIr5/odvZVb98ISyrOvw2KEdPH1kN51Whphh0OZ2sqH90JCSCtMnd5lW4Gu+0IelqzSkEr71s9JAF5KQT/jGPoHNEBqLShdiqxSOtIgZJcwrvYh5pcswtIG8ZSe7CCtlhvbUg7T0/JKMvQuFi6GVI1QbUg0e5wLlkylsZAhReIFHR/nmTRECwrhk+3OW5GMIha5syovuwBEhbLcFIULEQ7OpLX47EaOmv2xIP/nwi67Msr/naQ4lX8Byu9G1CGF9PGs7XiHldg4qm3TDvcLZ4LtmS42MNPOOg3+oJcg9A19bSKIyeLaJABlV6Gnv0EnKBDsOZre/gGYlBIun1HN+XR0Hj7RjOS4VpUVcvWwmi2cNhAAtTcR8+zgU13V59ZH1rPzJUxzZlct5VlVfQTZjs83HM3fnmj38ywd/wEv3v8pf3/vnhMLDz9cXEBCQjyroMxQQEPDm4cwLwW9G3ii+p37I0yDIBbx1CcSzgICAtyzNLd28947vE+m2wBmeeNZX2o0ZdC2QmOMzXFK+m8XFBynTBBHNoEtKttlhGu0SVh6ZQ48VpXSzomxbliiSm+6+cvQvKuCs5HTE7A8IOJNomsZ7/+ZtvOMvb2bV71fz+updZFJZSiriXHz7+cy+4ByEECQ7k+zfephs2uL53750xoSziroyvvX031E/o+6EZaWU/M+3H+X3/7Nq0HEVMrzdiQq5GSnAVeDjXaY5IPtymxUQ0DRbIU2IFodJZi1MXWd2fTXvvHgB1yyaQSQ0vE+Ce3ev5zsbn6M1mxroiy4xQ27e17KuKTQf/aLQR3Wf6OHnPZZxDWKGv3dZyg3hKoewZnt6t00pmsHNdXcyrXhkKXFcmSHrNqCUg6lXYNl72NvyMRzZclwphet2e55fO4mMJMOlL4iRn01H4fqcsU9Ac1A4yhgUEhE0EtErqYl/kNLoshH3z3I7sGUHmggT0avZ2fUg61t+TFZ29JdxlKDFieeJeErlxLOBqxkg45qex0+EaUgyPuEXha7AkOB4D143qhCuQrN8vNpCkC2DUBYShOlKDeTquHjWZN65bAGXz5mKNpzEdr0opdi56RAHdzciHUllbYJYWOObd30vF5LxOA7vPHpSbb74x9f49t3/wRd/8Zlh92c0CeY7AW8EhBBrfUwn/YMRN8eRdFpOXPAty5lfOu/b3jC6bb65HTpO3P9Cz+1ENnzs3jYxyD60njoJWz6iwAUW9o0r1GYB20jriQJXIQrc5wI2JQo8nRPZfDpT0Kb5eKYJUcBWoE2/j4UT2UbIuElVo97myRLMdd58BOJZQEDAW5KW5m7ed/230O3eXee6oC9//MlMoQWgNEHbgjD2LIvLKveyOH6Qck1SqQmySrLX1shKg18eOo9jPaXE9ugkdkq07jT/8eQX0fXR/5EPCAgIeCsRioS46r2XctV7Lx10fO+mA9z3vYd55lcvkk37rG6PAYapc8nbLuQj/3QX1RMqPcv0dKZ4/v61HD3QAkqxd18r617Zm1dOhoc/7c6FVlS4fqEZASMNTrRXQAPPdQYdwZffdTW3XTYfKdVJL9grpVjX1MCTB3fTkc0QNQwarS5WHt4+tCS64f0jqxXKXVbg3K7ScKTA8Amf5yidjKuI9Hq15Ytogqw00UScW2qvwZZJbGlRZMSZX3ou9bHJBc7uT8raQ0P3z2nquQ9XJQHQkEQ1ydDAiAJ8w1KeiRlCzkdS9gpo3h5oMb2eiRX/iUJgy2YEJhFzGmGjdkTnlMqmMfkEh7rupT07sB6dVhV0uvmegT0y4un9ZkkDV3l7efqnpc+FBvXDNFw0IZHK+2loMQfZbXqHUBLgFEu0tEDPCIRHmQX1NfzVVZeypL6O1u4UluOQKIpSHPHPiVgIpRSP/+ZV7v/ZC+x7fUAUU9ksbmPTKYc1evqXL3DHZ25k5nnTT6mdgIAAmFV6HcfSW890N84QZ144G6CQqDN8BrSZ4V3jSIW8wpti/NscyflEr6jhdT4hQFPK8/c2V0/15ijza9OvnvSsp/W36VEP/+sTvVnPvGy5aAXez00vaJPYfjZNYUvvMabrEsf1tmm6RLreOd2ErnrXrTxyuhnKN1yiMhS43s9cmuAXjEGaoGV9bCHQfEJMu2GBlvYenW5Iw8h4zEmEQEZM9HR+/jIhBCoa8cx7JoRAmOao5j279v3LR62tgLc+gXgWEBDwlsOxHe6+5V+hN0yWgN4Zn/CPsexBujZC2/mCRVUNLK/aRa2RolbPObEdkzbdMs6DLQvotGOo3RFKtmvoqSw/vO/T1E7yXmQNCBguisIx00fzPAEBbwSe+L/n+PaHf4jr+IXcO31U1Vew/N3LQEFlfQXL37WM8poyz7LdHUn+9x/+yFO/XY2V6f2Y0zRIlOQpOQrA8MknpMhlP/dRWTRL4Yb87X0CmjQUMsSgHGhh02DFhbN415WLOWdCVW8XT+59surIfv7x1WfZ1tZ0XGckejj/Y1j0epd5e4H547g6IT33nL3qpR2TYtPybTMnqAjCmosxRCQxhMH55edxS91N1EZrvBs4AUlrH93W60hlE9IrsN1D7Gn9CmpQvjVFWHgnP9fG+M3at+O60Fl1cv3S9AloWlmvQGYQNs+hvOi9lESvRowwT1nG3k97+lEctw0hwoSNqezt+h0d2fWDymWlQad0GbowJBWkZQgvbB/hDArv/I4aDl1Zn13vAqJhm2QmnNcXyC1gacU2ssdfQJMxxUXTJ3LLxFnsbmol4ziURaNcM3Ma8+sGxl11abFvH4fiOC4vvbSLhx/awL59zbiupCxRRKg9yb6Ng8OiKqVwm5pHLR/IAz98jM+fIfFsLOY7wVwn4GRQSi31Ot7rkbbkZNqYUXIVLzX9J5ZMjmrf3ugMFjbOrIg2EM549PqQa2mk1zX8erm7OHxvsEL1Ctv6/M49xKf+YKT5dbX+mZGHTShc5T0edKF6AwR52SSOyg9wLURu05LrYytUT+/vy5DrFrn8ro7HXEOI3EYcV/rYhML12ISjCdA0hfQIHy00EJpE+diUUN7zjl6b14adQjal+3t8KQNU1nuESRNUxtvmhnLfH562sI6e8d7a5EZNtF7xLM9eFPUUzwBEKDRq4tmEWeNZdMW8UWlruARrO29OAvEsICDgLcd/futRskkrfwpmaCjb7d9RVegnK1se4tDNxUysaOTicftIaBmmGxkUggZpk5QmD7QtYm+qGudglMjuMJGMy//e83EmBsJZQEBAwIh4+cE1/MsHf4A6A/EsJs4ezz89/mUqx1ecsGx7Uxd/9bZ/5dDOIcmm+zxKhqo9BX5wBKDZEhn2FgcEYKQkTkzLfYn7hWd04NIFU/nkn1xOVypDyNCpr05QHD2xl0t7Os1zB/fTnk4TNgza7CTfWf8C7pDnoBnez6UvNI2XyFUwCTsCV2oYuvfCv6s0ko5JkWH7Cmiu0glpCT427Z1kZZKsa1FkFDGvdC4lZtz33IVoSj3D/s6f0Z55tf+YjkvYY7uvjvL1Lhvpp/GpLDeeSEDTtASJovdSUfIXaFp0hGcZTMrayqGOf6Ir83z/MaWgS4ZxyR/XSeUdfjGrzBHtzA9rfeKl96Jd1LBJO96iXDjk4EqNjOWd60sYCq3UAkunRi+joTuXu04XgismTeWuOYu4bMJktOGoxn29VYotu4+y61AztuNSXlJETXER3/zHBzh2rHNQ2e69zehdmbwrVKkUeHjwjZQX73uVz//PJ0atvYCAs5WQFuWq2i+w8sjfcbYtYw4WZ86wgFZADBopGrl8ssPyPBOAGn5fRIHzDbRZyBvMWzwDfw8z33oCNCV7vcPzhakBL7IhNvqEt/zxoKHQ8G7zRDaJ9/l0IXGV8LQZmkS6wlPcNTWJ62qe125qLlL62HSJdIS3zXDIWiZez1w3JI4lPG3ClChLy7cJUGEJGY2h+VYRIEMKLYunzQ2D7iWECXAjfjaBG1UY6bwugiZwYmCmPEaSLnBiOmbKY35iaLhFIQyP9TphmqiiGCRTedWEYeQENOvUIpKEoiG+8NNPnHQ+44AACMSzgICAtxhKKR67LxcWyOvHH1NHOdLXA00BqYlRGi8uoaSqg0sn72aS2cqsUCsGOj3SwVWCxzvn0GSX0HK4FLmjiGgGfv7Du5lQV35ary/g7GQsdicFBIw1Sim2vvg6D/7ocba/kst51t3aPebCWUlFnBV3X8m7/uo24mX53iGu47L64XWs/MlTHNl1FCkl3ZYglfLY/RjyXoDv3Wbo65alZV1kSPO3SzCTEjcikEZ+mcqyIu64dhF33Xo+xjBCBh/s7OD7r77Cg7tex+pdgFeayn2YDz2NULlQMh6XUegN5bgaqveLw+vysq6OrklfccyROt22IKy7hDV30MniRhFXj1vGTbXLKQ8nCl2qJ0q5HEu9RHt2O66yCGkJHHc/h7t/ObQkIbwFCsMvfs4JkOAhKx3ft+F58R2PELnblCj+BIY+AUceRaATMqZSHF0xYtHMcRvpTN5DT+pBXNmCECGUVkdbdgeKwYsZWWV4CmeO0rCUideCqizwW6cXCP8Z0lxM4WAr70/beCiL5RqeO8OFgFjEQtcl6YzpGcJxUUUdfzH/ci6pmUrGsUk7DsVmCFMv9AT9UUrx8AvbuPfRtew+NJATSbMk0RY7P0+I46J5CGcAqrtnRH3wI9mZwnVcdD9P2dNMMN8JeCsxLX4p19d9mSeOfhNXnbkQ1GPNgFjS919nsC8jFK0KtskbTUCTvcLN0M0jIH1suf8qJK75hFPMhUvwDK88WNAa3Eetd1fPUF8kIcBA4ijy2jxZm9f5QpqLLb3rhXQXW2p5v/dCQER3yLq6Z72wYZN1DO/zGS6Wo+fdT01A2LSxHDPv901oYIRcHEsn7/loQMhHQNN6BbSsh4Cmgwx7C2jK8BfJCtmkKXBQ6B5eZm44d8RI5Y8kGdFxAD2Vn21XxsycLenxXowX5U7U4yGgRSK5/o5QQCupiPN3f/g8s84/Z0T1R4uzZa4jhAgDHwbeD0wFIsAh4Ang20qpA0PKfwD43wJNflwp9aPT09vCBOJZQEDAW4ptGw4OhM/yok9AUwpc2ZueJLdCZSfC9EwtJlWtYValWTjtIOVGDxdGDxMRGmlc0gpWp6ey36qkubGE5N4EsbTk6+9eHghnAQEBASdJ27F2/v7t32bbSzvG/Nw1k6t4x+dvRQhBRV0Z5167kFDE2ytl++pd/OOd/8qx/c39x4RpoidKvRv3SWgtAGG7qJD31Fso0NMubsx/ai4UGGlFJGZw+9vPRdM1DF1j6oRKLl4yFeMEi91KKQ53dtGaShHWDbrsLB975H46soPDoyhDea7pCG1k3mUgcKSG6eNdppRG2jaJmv7eZVJpFOtlfGXuXThYZNwsRUaMGfHJhDQfwbIASil2d/6KnZ33kHIGckeFcIho+XMIHX9xb6S5yyQCvUAwpr4oRicW0PoWVnrDXxKiOHYbieIPEAktGlHflFI4zg5ctxEhQuj6NLpS99La9W1gIESlq6BbteRdgVKQ8RGyBkIiee1q9xfOw5qN8FnMEwJKzQwtVjGeoZ80RXk0SVs65pk3TQiIhByWVtZwR/1l7OhoJu3YlIYiLK+bzoLyuv6yEcMkYpzcmHOlZNX2ffzm5c1sP9JI1nEpL4pSmjXZvadpcGGliLQ5+cIZoHdn/QN2jWL+D8jledSCnL0BAaPG9JLl1MUWsK1jJVs7H6bbznmsR/UEM0uvYWrxpRxOrWVbx0p6nNx7IaaXM6v0OiYXX8TB5Gq2dz5K0mkFoMioZE7pCiYUncv+npd5vfMxUm47AHGjmjmJGxkfW8ze7lW83vU4GbcTgBKzlrmJG6mNzmd397Ps6HySrMx50paa9cxL3ER1dBa7up5iZ9fT/eEmy0KTmJe4mcrwNHZ0PcGu7mewZc4NpSI8lbmlN1EensT2zsfY0/08jsrNKarD05mbuJmSUB1bOx9lT/eLvQKiYFxkJvNLb6LYrGBL50r29byMq2xAUBudw/zSm4noxWztXMm+ntVIHAQaddF5zE/chKFF2NLxEAeTa3uzeGrUxxYyL3ETGhqbOx7iUGo9ComGzoTiJcxL3IQrbTZ3PMzh1OZem8Hk4nOZn7iBrEyyqf1hjqa3oZDowmRK8QXMS1xP2ulkU8dDHE2/Dih0EWJ6fBlzSq+jy25mY8fDNGZ2AmCIMDPilzA3cS3t2cNs7HiY5mwuD64pIswsvYw5pVfTkj3AhvZHaMnm1o5DWozZJZczu/QKGjO72dj+CG3WYQAiWjGzS69gdsnlHE5vY337o3TYR3vHUQnzSq9kZvxiDqS2sKH9cTrtxtxY0RPMT1zJjPiF7E1uZH37E3TZuQ0bxUY5i8quYnrxuezqWcuG9qfodtpy4yFUyeLE1UwrXsz2rlfZ0PEMPU5H73ioZmn51UyOzWNL12rWtz9P0u0CoDJcw/nlVzMhNpONHS+zruMF0m5uHFVH6rio4mrGR6aypv1F1ne8TNrNiSO10XourryacZEJrG59kbXtr5KVuXE0ITaRSyuvpDpSywstL7K2fS1ZmUUgmFw0ieVVyykPVfFcy4usbd+AJS0EgunxKVxVdTlxM8FTTS+ypm0ztnLQEMwsmcq14y4losd49NhLrG3bjqNcNDTmJaaxonYZugjzYMPLrG3bhaNcdKGxuHw6N9VdhJSC+w6/ytq2vbhKYgid8yunc3v9+SRdl98eeI31bQdwlcTUdC4ZN4M7Ji6lPZvl3r3r2NB6GIkipOlcNX4Gb5+8iMZkint2rWdjawMKiOgG102ewdumLOBwVxf37NjAlpZGFBAzTG44ZyZvmzaXvW3t3LN5E6+35r5Tis0QN86Zye0zZ7OjsYV7N2xmV0vu3VESDnPT4pncMnsWWw4e4zdrNrOvJffuKI1GuHnhLFbMncGGPQ38/pXNHGrJvTvKiqPcfO5srp4/nTVbD3H/qi0cbc0984qSGDddPJfLF0zltXX7efipLTS15t4rleXF3HjlPC5aNJlXXtzN449uorU1t+GnuqaUFTcsZOmiSbzyxFaevH8dHa25sVI7oZzr334d8xZN4IU/vsZTv36FrrZcvfrpNVz/J5cya8kknv3Vizxz7wt0t+fqTZw9nhs/cg3Tl0zh6XtW8cyvXyTVlXtXTZk/kRs/eg1Xv+8yikpifq/rgFFE5GLAPwVcDLwO3AtkgfOATwF/IoRYppTa5lH9fmCDx/E1p6e3J0acibA4ZwtCiLVLlixZsnbt2hMXDggIGBX+8sv3svX+4SdnVrpGpqaI5DiD9FTJ9Cv2syB+hJsSm6gz04TI7Yhe2TOVvXYlrx6ZzL4NEwi1QtUvtvOH9f/imxcn4Oxi6dKlrFu3bp1fvoThIIRYG55au2TSv3xsNLpWkAOf/xHZvUdHpd8BZxfDne90NHfymYu/RMPuYycuPMrUz6jlnx7/MtUTqzztSinSPRmkKzmw7RB/de0/kE0NzqKtlcTRwj6hEMtKfdUOaWjIeLSgS5E0Ndyo7msfX5fgq1+6jWlTqn2uMJ+s4/DA1te5Z91GtjbmFuaUUMioykunoFCoaO/q/VDvMl2ihfy8fxShiOMr9AgU0bDlG96wr4ypu4R0yfFJGarDCW4efxE3111Iaejk80b1YcsUe7qepCmzrde7LI7j7qEp/XLeNcRFxvMawti9yeTziQr/69JQvvVAkb9/OR+Bv4Bm6HXUlP+AkDkb120EBIZei6YVnaBVnx6pLKnkvSSTP8NxBoRtSwlsjwBPaamT9fEu65IRz3OkpUmn9O6frTSanRL8wnx12lGSrne7OXuETtvfq04pyDgGRXoNR1K5hR+B4PyKabx94oVcXDUTQxuZx9WO5hY2HT1G2naoiEWZFC/lr3/5GPua2gaVM5KKUDL/CvVMzuvMC6OhA83y9nB0Dh0e1bCNcy+eyXdX/cMJy43mXAfGbr4TzHXOHoQQy4FngHuUUneNUpunvL7jKgeURNfyN+24ygal/G2ALvLFe1daIISnzZEWQmjoHrksHWmhCR1NeLzHfWxKKVxloQlj2DZHZdGF6WszRAghtFG2hfPCsyklcZQ1qjapXFxlF7A5vf30tpla/rxSKhepXAzP8eCglCxgUxgem4tc2TuOPGxOr82rniNthBCe48iWFprPGLN7x5HuMcYsaWEIA03kz4T8bEopbGWPyGZJG1Pzt4U00+OZKyzpENIMT1tWOoSHaZO9bfraXIewPjybKyWOlISN/GdQyOa4EqkkoeHaHBcFmB4b9xzHRSkwzXybbbs5r0GPepbloGvC0/PdytrouuZty1johu5vM3X0EUYKgGBtZ6QIId4B/IacgHatUkoeZ/t74G+B/1VKfei44x8g53n2QaXUT8e0wycg8DwLCAh4y/C9e59jzct7GGkGD6mDXSYpXtJCWSjFdYnNlOlZwmgoFDvtBEecBAfaKti5v46QBTUPHaGmKBoIZwEBAW94hBD1wFeB64EK4CjwR+DvlVLtY9WPf//UT8ZcOCutjHP9h67knV+4lZLy/DxYLUdaefjHT7LyJ0/R2tB7KwSeCSGEWcDrxJXg4wEmHImwnJz3mY+AptkSYUuUqVFen8AMGei6YOLECm6+fiHnLZ2CPgyvkPZ0mo/+9n42NBwddFwa+cIZkIsj6CPUFN5vJ5Cuhm74eJchyFgmkZDtKzQpBAmjnG8tuYuQoZFyshQbESbGqtFHIGhI5bC25b/Z1nkfthwI/RIWFhHNyStv4hYQ/wqcB9EbxsjLBr0Oex5tCxw4oYCmAF2rImzOxHVzO4tNYwIlRXdSFLkG0btYpWslBVrJx3X2YqX+iJKNgI7QxtOTeQTbXj+4nMJTOFMKsj49904Rn8PvXgGYQhISdm9Yx3ziRoaMND29xyDnfWYISacdOc7DbYD62DjePXEFl1Wdiy0d0q5NTA+NWDADeGLXHv5r9WusOzLwNyZcCHeQ70UmFWayt8wQk5H0F8D8Qo0DoOujKp7d/LHrRq2tgICxRghxG3Bb73/W9P57kRDip73/u0Up9bkx7tYgdGH4/qjowixs82vTQ0Dpw0tcORWbEAJDeG8gOpHNFN6bH8bepo26zU+EPF22wuOogK2At76XaHYyNrPAOCpkC43AJoQgJEZmC+sjtfnkRBWCyAhs2olsPt7thWy6pqH7RL8oZMuFeh+BrUC0i0I2L0Gtj5BPdA6AUNh//PlFDzmRLeC0M7X334ePF856uZ+ceOa9m/UNSCCeBQQEvCX4zg8f5+F7VhNO5i+InQxKE2QTGvLiHsbFe7ipfANh4VIqFALBdivBbruchlQpL+4+Bz2pUftkJ0Zzkrv/7X2jfDUBAYM5W+JiB5w+hBDTgJeAanIT1teB84HPANcLIS5WSrWe7n40H25l1e9Xn+7TUFIR5/1ffRehsElZTYLFV833/fB6+t4X+NaH/gM7O8Trw2+9ulAcvWwWDO9wIALQklmkAGX2TsE9RDQB3HTjIj79uRVohVy1htDY1cNv12xm5eadtPQkMXWNlOnSbQ/OC6BQ+GgT+F80IEXBPFyOraFpEo8NxLnqSiOVDWHqLmFjsHdZXbSMOyacz20TzqM0NPxwKkmngy0dj9GQ3oYtM4S1Ihz3AO3WziElFWHhPU8olLuskG7oKK1AXZHLbSa8c8X1CWh6r4A21CwIU1J0O5Wlf4OhVxToxcnj2rtId30FJ7uq/5hSiiwSL+nTLyig65FDZQD/OxYSjm/4RYBiLUub650TTROKylA3rVbcUxwDKDIsJkZLWV79Dg6kW0g7GaJGhEWJWSwondG/W9vUDEzt5D6FlVKsa2rgF9s3sL7pKCnHpiwcocyNsWZfQ155s9tDOAMMj1wi/dfm+N8zJfKymgzUKypCjjD3x1BqJldx6dsvHJW2Rkow3wk4RRaRy61yPFMZWMQ7AJxR8SwgICAg4OzmLJnr9IUDWyGE+N4QAe2m3n+f9Km7SAjxWXI50o4AzyilDp+ebp4cgXgWEBDwpuebX/0jz9y3DlPRn4T3ZH+O+pYq7LhJ26UO5TGLG6o3UW10U6nZGJrGATvCETfO7u4qnjt0DtLWGL8qS6QpS011EVfeecnpubCAgICA0eM/yAlnn1ZK/VvfQSHEd4A/B74OnPYYEo//7Fmk6xf6b3QorYzzjUe/xDlLpnraM6ksTQdbcB2XHa/t5jsf/hHDCmNeSEGyLIhGCuY+03qyqJCLDBt5XmoLl0zi1refxyWXz8wLyeLfHcWPnnuVHzz9Mu5x1yENPMUQT5WmvzEfd7ve3itXIAx/u20ZmCHHV0ADQVwv4QcX3ElFJErSyVBkRKiLlaH7V/LFkRbPNv2YzR0rc6Gweon0epcNnQ+ERKHQkv4oPzdEwEVDKtfXo64vtarea88fPgIXQTR8BYno1ThuAyAxjHpKoreg6yPzbFeyEyf9e5z0H5BuQy7DmlaN7ewClR5yDcpzrCjVl0nNw1bg3Hq/NX9GJgTEhEVSee/ej2gOcZWmW3rHEdCFoirURVqGkKqKLmfAq7AuOpHLqq7h3LJlhHX/8I6FaM70sLHtCGnHoiQUZXKsgi88/xivHDs0qFxTWxIj2YEit8mq//oc0G3vwJP6CDUuFTHA9n4SorgIOjpO5Bp6Qkor43ztwS8W3N0dEPBGRyn1d8DfneFuBAQEBAQEnO08DPwBuAPYLIR4ErCApcAlwL8B/+5T9zND/tsVQvw38FmlVMarwukmEM8CAgLe1Pz6py/wzB/W9S9r9S82nqSIJgCpaxy63iRUnuGO+nVUmkkmGGmKNEWLa9LgRmixirj/4EKsVIiqVwWxRpeIleUnO791Wq8vIABF4VXK0TxPwFsSIcRU4FpgP/CDIeavAB8F3ieE+EulVPJ09uXIrqMnLjRCjJDBZW+/kA989d3UTh2XZ9+35SD3//ujPHXP82SSWY8WTg5lWYiIz8K8AnpSEC/yFdgEICyHqK7xqb+7jaLSGJomqKsvp35C+QnPf6C5nUfX76D5/7P33uGSHNX9/lvVYdLNae/mpA0KqxxRllACCZMRRiQbsAEHMDhif40DNsn4ZxNsHAAHTAYhBBISSRLKcaWVNmmDNu/NYVKHqvr9MXN379zpnhu0u1qJfvXsc6FPVXV1T810dX3qnDNWwLYkO0ZHuHvbzrpu6Jg18IabHTVx6aYqdQOJseLDGxoj8D0by9bYtqnNXZZu5o3Lz+JNy86iKz373GWjwSAPDf6EncWN+KpMWmbRZjejwa6pvTjkXVYnXkTLidMSILHRsd5jnrFJEyfMCTQCYwwSUyeyZd2z6Gh6G23ZVyNiwjNNh1EDGH0AEAhrIWH5p/hjH6kRybQxhCo6XGrYIOxkHI2GkSUMDoogIh8aQE56lJWDirE3Wx6W0IypDDrCQy1t5bik5zVc2HUjJVWirIqkrAw5e/bjaoKnhvfxH1vu5869mwirm2ONhjCfQqu65IBYxUq/pvqE2dVX+sj70+A5aywBQczn0JzGGvciv5rCspAdHejBuTsOn/nydfzeF97NwhPmz7mNI8KxmO8kc52EhISEhISEF4pju7azVggRmaTzaOdCM8YYIcTrqYRn/AvgpEnmnwL/Z4yZujNsB/C7wB3AHqCVitD298BvAS3Arx/NfseRiGcJCQkvWkaHC3z5n+44tJAw+a+Z8jcOI2D/RVlUj+HiJVvpTY+y3B4hIw2DoU2fcdjjtfPDA6eglKTpMZvsfk2z1nxzy6exIxKoJiQkJBxnXFH9e8fUmOPGmHEhxL1UxLXzqUxmjxoqPHK5eYQUvPp3rqO1u4X2nlYu+LVzaO9pjSz7g3/5MZ/73f9EN8odNEN0qYxMpzHGRHuHhSGM5yGXg5j8ZAuXdvLH//BmVp28cMbn3XZgkE99/y7u2/zc4b5IUBnqH3aCiodZ1EOwwS0QCEwoqLhyR5fQnoV0VUPvMpc0nz3vNaxobWc8KJO1XJY2dWLHeOQ1ItA+t+z7Tx4d+nlNYMGsLJO1gjpBq6F3mYi/+Er4xbicbRJlBFZMfY3EMzapWAGt0kZP6wfozL2JINyFQeFY80k50R6S02GMQXt3ERb/B+39nIkP1iAwEf5icUKYMdFeZ9NhVc9kYmZZKRkQaIu48IvtVoFhlYsV0LIyoFlarGh7KyPBGGWVx5UZFmdP4aTWS3BkRcDO2jmydm7G/e4vj/GDvQ/y2PB2SsqnyU6ToZXvP7cVNSUlQ1hy6oUzQPgCEaNCN4j+2XBCGuQkdjlm/Lk2OuMgS9FBNGVzExiDHhpqcHK47jevoK2nlQM7+zAG5i3p4up3XM6StTP/HUpISEhISEhISHjpI4TYCSydRZWvGmNuqtZNA/8NXAe8n0raiCJwIfDPwN1CiDcYY74/UdkYcxdw16T2isC3hBAPAOuBNwshPmGMWT/3q5obyapvQkLCi5b//Oc7oxcBq7khjIlb0qmgLcGB85oonGBx8apnWJobYrkzRLddpmRgwLgMBE18v+8MBktNpJ5Ikz4g6UlZ/N8vP5QIZwnHCHGM4mL/SsTe/lVlTfXv1ARQE2ylIp6tpoF4FrdzDVg70470LO6aadFp+cC//haveNeVkTavVAnNGPoh6+96hs//3peO2HkJQ7TnIVOpBgKagtExcGzaFnXRuaADIWD+kk6ued3ZnPGyE5DTCEkj+RIDowUsKRjIF/n9L99Cvlwb9+2Qd1l9sqzo41RzMTXYWSJCgbFNw9CO2rMQtkHYukYsanJSvG75Ot6+5myWNU/vRTeV0WCEX/b/nM3jGynrMmmZItAHGQ6m5pUypGVFSJh6++0GUpAxIva6AmxS1dCPUR+pj03KBEgRHblTISkaB9tock43oeoDNLbspiP3Wrqb3kLKWQaAay+I7WN0vz10+WdoVfGyE3Ih2v8FqvSd2nKYyACMFYEsWvhrJCc3eioIAa7ReDHilys0aRFQjkmwZwtNpzVOyaQomyaCSZtPXdnECS2vZG3b62l25ibsKKPYVzpISZXJWmm6Up388+Yf8oN9D6MniWR+aDFaTDP1ao0G7Ucr0DJocGca3FDlxIduVGmJtkDGiG9hdxP2gTGkH11AtjQjMmmcoIwslyiOVbwO3bTDZTdeyKveew1rzjkhvnPHBcdivpPMdRISEhISEhJeKI7p2s6m5+lhtg2YTZjEyS9sfwK8Afh9Y8wXJx2/reqR9gTwT1REtYYYY3YLIX4EvAW4hIqQdkxJVn4TEhJelBhj+MVtT8UXmJRcfSKXzYQnmrEEpXlpxlekKc8TLFh2gHnN45ya3k2PnUcZGDWScZXitqF1+Nqi+EwL6QM2XUby1W/8Do6T/HwmJCS8aJhwxxqNsU8cbzvaHbnypkv4+idufl5t9Czp4rf/4e1c/Lrz62y7Nu3lls/fzp3/fRfF8VJE7SODHhtHtEqE2zg/0MlnLuWvvvp+cs3R+ZumYozh3g07+ebP13Pfhh0YU/GQVrn6cIuV5xnTu1hPQSAQoSFG06h41JQlJq0btCsQSvLRc67izN4FjPplspbD2vYesrY7885UCXXIt/b8L/f0/wI9yWsqLQPSVlgnVqVEEJtjrOF5sHBjsngZBAEWrlCR4phB4OHgmjDWA82R3ZzQ+Vd05a6pzj30nEMxAhhdJMx/jrD4DTCNvYoqfTyycWCkAKtB3rOUUPhGxnqfZUSAwFAyDlGDSQpYlr2AU7o+RkEN4+sxbJGh1V2KLeeWs2w0GOPOA/fw0757GPJHgIrYOea3Mj7FccsYKJTdyL4p34o8XqkYf35jAdEOYoQZcKqBceujfwq8dof0QBB9VikJe1uxhovIfJmpQ1BKwXmvOJ13f+RV9CxoY3RgDK00LV0tSR6zhISEhISEhISEWWGMid6lOjOur/79eUS764UQQ8BSIUSnMWYmscf7q39nHm7iCJKs/iYkJLwoOdg3hl+OWZ2YoLryNTkPGlIQtGcIOlxUStB9ch/L5g1yQvoAy90hBJBHMKoy/GTsZAaCJoY3tiMPpnCGy/zle1+Jm0p+OhMSEl5SHNpr0KhQ3M61qkfamTM50bKTF3PaZSez/hdPz7hzK09bRseCdtq6W7j4dedz7ivOwLLqBYk7/usXfObd/3pEQ0M2Qo2OIjIZZCaNmNKfrgXtvOJtF/O6974cNz2zhesgVPzll3/Mjx/aXHNcOzF5yiTx4taEdxnRZWQgUA28yw4JaLaBKeUEcOWSlbznlHM5b/7ihtcURT4scFffA6wf2URJlUjLNJ7ZS5+3Z0pJgyujPcHiwitWasWraoGx0JWpQCRl4yAxDcI3VgQ0C5vezPkoPYo2Aa7VTXfuBrpyVyOFW+2zgBivrCh0sIWg9A1M+BxgQHZB8BgmfHZG9ecqnE2nQdrEi2dSQBMheWNH3nchICNCUiYklboU30CgRrBkmtbUOhY330iTW/GGcu32WfVbG82m8cfZPLaesi6SkhlyVi/f2fsLRoPxmrLjQaoqnNUqzaGShDGhJU1EuMaZoNKVvGeRmrYUhBmDU4q2q7Sk3GmTHgrrxLGJ+qozxyvffhEnzGth744BlNJ0zmvhshvOoGfh4XvY0Tu7+5mQkJCQkJCQkJBwhEhV/3ZPNQghUlTylwHExGSo47zq3+3Ps19zIlkBTkhIeNHhBSFv/Yv/nsWSVBUhDq1WhC6EJ5Rp7S5yem4Xa1MHEKIS7Mg3NrePnsJYmGHH9nl4+5vI9nk03fIEa/79d478BSUkNMBQ0X2PxXkSXrJMeJZFJwQ7PHmN80w7ovzeF97N71/4EfLDhWnLnn7FKfzdj/4MJ8bDyyt5BF7Io3eu51Pv/PyR7uq0mFIJVSpxxdsu49TL1wEwb3EnZ1yyFstu/JTauO0At931DH2D4whg++gIzx6s9S4yTArNOAsEIEIaepdJD3TKxCYIFUYgAsFrV57ENatPYNQrk7EdTu+ez6LmuKEUjzaar+/6AT/c/1N8fXjzS8byydp+nbeXI1SsyBWXVwwqAlmKMMYq8IxDRtTnSpuwF41LihA3Jn9ZW+pM1nb+Ca2pU+I7MQt0uAtv9I/Q/v1TelL572gjhMA2gjDmKWBReWGMu6OWMDQTUDYWfsTMLOeeTm/Lu+nIvvJ59VOZEImFEIJHh+7m9oPfZNjvP2QPteRguRlNbThUYyDvT3hD1t5PP7Qjj8cfq6Adg4x51dd25Z+MuWFBUyUvmh0XvjFjUeiVNIWCbuHS31cRArNZlyuuPJlXveoMVq6cF9u3Rhx8rp87/usX7N9+EGMM85Z2c9XbLmXhCfPn1N6R5ljMd5K5TsILhTGGov8EXrgdjMKxF9KUOh8hrKrtUbxgJ2Bw7UXkUuchhMQYTcF7GD/cBQhcezG51DlVm6LgPYgf7gUEKWc5WfdMhBAYE5L3HiAI94GwSNsryLinV20B+fJ9BOogQtiknFVknFMQQqCNR758H6HqQwiXtLOWjHsiAFqXyHv3Eah+pEiRcU8m7awGQOki+fK9hHqwajuVtLOyastXbcNIkSbrnn4ojLHSo5Xz6VGkyJBLnYlrVzbmhGqEce9+lB7DEllyqbNx7crvVaAGyXsPoPQ4lsjRlD4Xx5pXtfWR9x5C6QKWbKIpdR6OVQkb7ocHKHgPo0wRSzbTnLoA26psNvDCPeS9x9GmhC1baE5fgC0r851yuIuC9zjaeNiylZb0y7Bkc8UW7KDgP1m1tVdtFeeIUvAsBf9pjPGxZQet6QuRVc/qor+Jor8JQ4BjddGSfhlSVNab8/7TlPytGEIcq4fW9PlI4WKMIe9voBg8C0bj2vNoS5+PEDbGGMa99ZTCnRg0KWs+belzD42xUe8xSuFuwJC2F9KWOvvQGBsuP0I5rERcyzpLaE2dUR0riqHyw5TD/YAk5yyjNXVqdayEDJYeoaQOILBodlfQ6p5UtQX0lx6mFPYjhU2Lu5K21NrqZ+5xsPQIZTWIFA5t7iraUpWNNKEuc6D4CGU1jCVcOtKraXWXVz5XXWJf8VHKagRLpOhOr6HVXVL57FSBPcUnKKkxHJliXnotbW4lRHZZjbOr8CRllceRKRZkTqTVrYyVYjjGjsLTlFUBV6ZZkltLq1MZK+PBKNsKGymrImkry/LcGlqdylgZ8YfZkt9CWZXJWhlWN6+lxam8Tg14Q2wZ305ZeeTsDCe1rKbZaQLgYHmQjWM78ZRPk5PltLZVNNlZAHYXB3hmdA+eCmh1s5zdsZKcXRkrO/IDPD2yD18FtKdynNe14lCkhy2j/TwzfABfK7rSOV7Ws4y0XXkBeGaoj83D/QRK0Z3J8bIFS0lZlbGyob+PrUODKK3pyTVxwaLFuFZlrDy57wDbh4bR2tDb0sR5SxdjS4kxhid27ee5gWEMML+tmXOWL8KSEq0Nj2/by97BUTCwoLOVM09YiJQCpTXrN+1lf/8oCMGieW2cunoBQgiU0jzx5C76+saQUrJ4UTsnrq3YwkCx/uEdDPaNIW3J4mXdrD65YvO9gPW/3MzQwTFsx2Lp2gWcsK7y2+GXfR7/6VMMHxzFdm1WnraU5etmk7rr6PErtLZzD3AK8GdCiHuNMd4k20epvF48bIw5tONNCHGxMeaeyY2Iym7EPwEuAAaA2492x6NIxLOEhIQXFZ4X8Op3fgG9c+TQ8sislpZEZWdvaXVA8/JxTsgd5LSmPTRJDwmUtMUj5aWM6wxbnusl39dMZlTR8b2nWX7SQlo6mo/8RSUkJCQcXSZcmVbH2FdV/8blRDuiLFm7kE/95C/5yPV/z9D+4dhy51x3Bn/xjQ/WCWfjw3nu+MovuPWLd7Bny/6j3d1pufFPXsNvfOzN0bnPInj2uX4+/sU7eObZA4eOaQuCJlmfTEsAcanRpvMuC0HZ0TYAqQSiXBECTMQbwaKWFt51+tm87dTTZ3xtEwQ65J7+p3h4aBOFsERauoyF+9lWmLpZ0JC2onOXxYVGBNANcgWESJQRsfV9YyO1IVVVN+pFtIrAhuxiTetr0GbCu6yT3ty1NLtxX6PGGOMRlH6EX/waKtwGaKTsQOr9YOqFZIHAYI6IgCaEQJh43zSbePGsktus8r/jBDQpoEk2M6/jc3g6T6iHkCJF1l1Hzp2byGiMYU9xPU+O3MLO/EOEpozERosl7C7X6/yjQaZOOAMohU7kcWg8joSMH38mZTBFU/HQrKsIfjOkRoj2HhMCv9Wgi+CUqjkIJyGF4KJzVvI7b7qYpfM78P0QpTTptDPj76Ff9hncP4xWmo7eNgpjJT77/v/ggR88gta1nfrq336Hc649nd/9/LuYv3xuolxCQkI8xmiGCl9nYPxLlINaz3JbLiDjnowfbquIapNw5GIy7lrK4Rb88Llam7WUtLuasr+RQNV6bbvWStLOckrB0wSqdo6Uslfj2kso+esJdX+NLe2chGMvoOg9jtK1EbQyzjpsq4ei/yhKj9Ta3NOwZRcF72G0GauxZd2zsGQbBe8B9JTnXNY9B0s2kfcewJjJYbYFWfc8hMww7t1P7XqrrAqODvnyfZiaGLk2TenzEQjGy/cz+YklcGhKXQAoxr0HmOxPLXBpSl+AMmHVdvg3Uog0zanz0aZI3nuopv9S5GhOnYvSY+T92pTAlmgilzqXUI2Q9x+vtclWmt2zCHQ/Bf+pKfXaaUqfiRceoBA8U2OzRSdNqdMphfsoThlHjuyhKbWOUriLYrCtxubK+eRSJ1IIdlAKd9bYUtYics5q8sGzlMLacZSxl5B1VjLub6Y8ZRzl7BWknKWMeJspq74aW5NzAml7EUPeM3iqdhy1uGtIWfMZKG/AnzKO2lIn4lrd9JWexNe13uOdqVOwrQ72l54k0LXjqDu9DiHa2FN8ksDUpmaan1mHFE3sKjxJaCbvWBEszKxDk2Vb4WmUCSZZJEtyp6CMy9b8M6hJ+VglFiuaTsZTNpvGN6En5Zi1hc0JuZMoacHTo1tqogE4wmFN8xryoeap0e01tpR0ObF5NSOe4omRnTX9z1gu61pWMlQOeGJ4d+19tlOc1rqMvqLH+qHavMAtTooz25dwcLzEhsGDNbaOVIYz2heyfyTPxoHa34CuTJbTO+azb3CMrf21n11PU451nT3sPjjCjv7ad7f5rc2c2NnFc3uG2d0/UmNb1NnCqo4Odu4cYH9/7e/D4nltrGhvY/vmg/T3137mSxd3sLi1iW1P7mFooNa2bEU3PS0uWx56ltHBfI1t+UkL6Wh1eeaXGxkfqrWddMFqXvfB67nk9ReQcEz4GHADcCWwSQhxO1ACLgTOrf7v359S524hxBbgYWAvlY2/F1IR4YrAW4yZ8qA5RghzLCTPX1GEEI+eeeaZZz766KPTF05ISJgW3w94zdWfJBwuVxaB5Ox3ZStH0nd+Du+yImf1Psd13U+xyBllnpVHIbm7uJKBsIW7dq9i+9aFpA8YFn19N+w+yKd/8hecdunJR+nqEl4qnHXWWTz22GOPPc/krEDlOeIuX3Dmor9/35HoWkP2/OkX8HfsOyL9Tji+EEKsBJ4FdgIrjTF6kq0ZqGwnhW5jIlbxp29/TvOd4niJn371Hn7wLz9mx1O7AJCW5IIbzuKG917DGVeuQ8raRe/1dz3NX73u03UvRMeaVMbl8jdfxK+9/1pOOGN5w7K+HzI0XEAIwf6BMT788e9RLNe6nQRZgXbqn2dGQtggsnuYIlL4mkDboFPx9gmWd7Vz/bo1lMKAtG1z6rxeLlmyDEvGKXfx/GDvfXxlx+2MBIc/o5QMyTn13l6uDGl2ovNQZ6RPyooOGGihaHeKMd5j4BCSsxpFATE4QpESQZ3IJoXLkqZrOKn93eSchQ3aaNC60Rg9AoQI2YbyH6cw/F7MlMVKGxEpiMzF68xU/4tDG4NqYFfG4BEfDrNSBpRoJcQ/tNjp2qtpbXorzdnXY8nZeyQC+GqMvtJD+HoMS6Rpdldxd99/8lzhkZpyJeUwELYw1VVSGcG+0sS5a+/bqJdiPIjOn5Yvu5T86Bx9WgmCsVTduSaQRYFVsmIFThFAajRGQKtyw5lruWzFcnbsHSQIFZ2tOa44ZzXzOue2UWvHU8/x/c//mJ9+9W7KhcqCs7QkTsrGKzaOitPW08pn7vorFq+Z2Zg/knMdOHbznWSuk/B8mO18x5iA5wZ/j9HirUe5Zy8dKtlCYZbbY+dMZR+SOGLnM2ZCfpvtM3ziX8Rc0FSOR9qI73+je2kM6Ab14q7BmEr+2Lh+hjExxSfqxdmCmHraQED0TjBlBOWYnKraCAITfb7QSEo6ul5oJGUdfb5AS8ox9QItKatom6/i2yyHFuUweh7ih9YkD/nDGANBaBGG9d7+xoAJJCbChgE8gQgj5vYGrLJAhhHj1oBVjvGoN2AX42wGN2+QUVN5bXDHVHQ9bXBGysgwYk6qFAyNIiJC9BulUCOjoBvPZV//Bzfwnk+9dcYbkpK1nbkjhOgG/hh4JbCcynrDfuBnwCeMMZumlP8UFWFtFdBB5SdsF/AT4DPGmBckZCMknmcJCQkvEpRSvPGKT6DGyociTE0kLole1qhlYu2iNN9l7CzFypYhzu/YSbedp80qYoCNfg9Fk+ax/YvYdrAHu2BY8ONh5FiJ864/IxHOEhISXpQYY7YJIe4ArgbeD3x2kvmvqCTe/eJchLPnQ7Y5ww2/fTU3/PbVeCUPr+iTa83Ghjvc+OBW/uwVf4dfmmlo9CPLB//ttzn/+jPR2tDa1RwbSnKCzVv2c/Mtj/Gzuzbh+xW/nqDFrstfZqiIXJFKkJn0t5F3WQM7BrRLpAebAK5Zs4qPXfdyWtLRAkMjNo7u5Z6+TYwFZbK2y4B/kLv6H5tSypC2o3OXWSI+P51u8GRXWARa4sjoF+QAm6KGjPArEZsjvMsCY5OSCzm357cJ9BDa+KSsdnqzF5Ky2uIvugEq3Eu5+D+Uil/D6IHqmRzsSUtYh3vArD36GjHhqRZvPxyhMwpLCFJG4qNjAzg2Za+nte3jCNGCMUWEcBAietFnJuSDPWwa/hK78rejqt4FxsCgasaPUIXHVGbS1RymFEYvWEHjHHiOpSjF2KRlELaKXoACdMYgtEZ60QKzcaDcCSlfsNhpqYQxAjKuwzWnreZNF5zKKUt6Y/vWiOH+MX7y7YfZvfUAWhs6e1sJR8f41ie/z9SNsVrpaYUzgJG+Uf78+r/n3zf8I25qDrFiExIS6tg7/JeJcDYLjrVw1kh4en7ExMOeUV8icnAeEs6ibXHnOyyA1dpqhbMptmnqHUvhzDQQzrQhVjgzhljhTBkRK5wpI2JFrtCIWOEsbCCcHRbc6vFVvHAWhLIqnNV/rqGSVeEs4jMPJ4SziPHnV4SzqE0/0qsIZ1G2CeEsakRbpRibMTiFinAWZYsVzkwD4cyYeOFMa9To2LTCGcC3P/MD2ue18sY//LVpyyY8P4wx/cCHq/9mUv4Pj26P5k4iniUkJLwo+NBv/CflsfKhh+/EA9gYU4nHTfz0dMIW5Cz2XuXQ0TLKpb3P0myV6LXHsTBsC7oZUk1sGe3miQOLkWOSRb/wscd8li3v4K+/98fH4CoTEmJoEFoqIWGGvA+4D/hnIcSVwEYqiXcvpxKu8SMvYN9IZVKkMrUuUtvW7+TWf72DLY9uxyt6HNjZ/4IIZ5mmNL//L+/hyrdcPKPyxhj+48t383/feKDmuHZF9Fe5oqJEtiVMJT+SiUmfJlTFw8U4xAtoCkQJbFdyxsqFKKNJ2TYnz+vhTaevY3Hb7L2FHhx4ls9vuYOnR/ceOuZIRc6t/3xsoRuGYIwj0BYZK4z1LivoNK2iGJv/zDc2yghSIsSdsu01bbWztvUGTm57PRm7fdZ9A1BqkCDchjEhttWDCp5ifOSDUBNGCixCIj2XjsLiYCMBTQiBZYgNzwgVAS1tJFb65WjZg9b9IFwcew3Z3I1Y1oJJ7TVwiZyCNj79hdsZKN5JoIaxZBoh5/Ns/m4CXetFmtfpqnBWO6B9beHHDHQVG9sUrKlxESfh2gopNNpE17ezIcG4jH4GC1A5jbEMsiwRur7MBcsW84eXXsSp83tRWhMoTcq2ZiyaKqUZHSkSKk1rawa/FPDFj36Xu255jDA4PKZ1voAerQ9lOVv2bTvIL7/7IFe8+aLn3dacSeY7CS8RvGAng/n/faG78aJiLh5bz+dccZ5Xc27zkNcZs2r3sGAVIYaYBrZD54m2xQluh/s3O1uc99uELe6aG93nRjYVI6pBvDgGEDawVeYXMTbdoF6MqAbgxdiMAU9FT+CNgXKEV9mELS4nqzEQBFaszQQxiU00EMSEA9cgA6JtKl44EyFYQbRNhmDF1JOBiW1TeipaOAMolSOFMwBT9ipeaTPkq3/7HW5479VkmjLTFz4aJHOdFx2JeJaQkHDcc2DfMJse3xX90K7m8IhaiJgstPlNFruuy5FpK3LOku102AVWOP0IYLvfwbhJ88TIIh7oW47wJT33gjMScOrJ8/nUzX9wtC8xISEh4ahS9T47G/hr4FrgFVTCJvwz8FfGmKEXsn+TGekf5e9v+mceu/PJY35uIQSdCypiSteiTq5666VcedPF5FqysXW8csD992xh/95hMIaNO/q458Fn68opd/YhEAGkDyrm3U4All95J47Z2ApAeybNZ3/9Bs5etmjW5x8PyjzYv5Nhv0TWchgMRvjs5tvr/JNSdhBZ347xDoPGXkEa2dC7LDQWYypDi1WKFdAUFilnKa+c/2ECM0qoPdJWCz2ZU7DE3Lxryt6jjOf/g0Lph0wIZRaQkvVyWGUOEiOMzunsjZnW+0wIbFMdLxHlLOdMUk2/gZN+1Zy94owJUHoMIVJIkeNA/jvsGP4UgR4+VEYZwZDO1X3+xkDxUJzRWtthT7T6fokG15yxA0b99KGSNfUEZNyAghcdnlFaBqfJJ8i7sQKazhhetnIhb1p+Gtv6hyiHIW2ZNFevPoGVnR2HilpSzjgM6sEDo9x6y+Pc9sMnGBkpVuoDuaFxStX/P4FR+ogIZxPc+q93vLDiWULCS4SKcDb7jSO/qjQSkI4es/cQm1mbs6ORaNhIlDr8DI1eB4m3za2eajhni+mjITbvqDHxbVZs8fUqnmxx54sR6kwlLGPUZ64PnS9ig44RKBPtzaW0qG7Aia4Xd+2hlrEbd0ItY+fHSsULiiaMtxHGhwOXQSNb5W+UVfrxNsuPH9VWqZEt+l0CY6AQHebdGIMuR9viqKQO+CXX/9ZVs6qX8KtLIp4lJCQc9/znP94BxE9FhTGVMDVTFq4EoBxBYVGakTVpZEvA2SfspNstsDp1kKz0GdEZSqR4ttjNg4Mr8PIuXffZpEYV55yxhL/713ce7ctLSGiMqcwXj8V5El7aGGN2A8f1j9rY4Dh/cMn/Y/fmfdMXPsIIKfjI1z7IpW+YWSLpUtHnq/95N7d9/3HGxyrB34wUhK1u3Tu0AYwV8xQzHApDHNmvkEpu+zjvMyoCmgwr4R/ttIVf3X25qqeTN517Kr922ok0pWeQ/GwSewoj/NuWe7ll15OUVOVlVkpNxg0iwi9qbGlivcTi8JRNtpqbLKpeSTnYwottMzA2w2GOjPRJWwoxKTRimzOf09qv59S260hZM/eSqulfsJWy/zQGH0t2oYKnGRn7u7pyKRG97HA0vMumY6InDT3QSJFp/SRYPRh1EISNZZ+A5Zw4p3MaYyh69zKU/y/GS3cAlVg8HvMYU/X5CYvGjVwY8o0du1imG+zSdSITalSwpSFthdWQSvVk3AClJeUg2i5tg9vqoX2LLtHGgUIluq0UgisWr+CmE0/n0kXLkULALG9f2Qv46YNb2LqrnzBUdLRmadYWX/qXnxMEU65p/zClCM9bUyzWHXs+bHxgy6GoDsecYzHfSeY6CceIsdLPXuguvKg4ll5nlfPFC0hzb/PI1zuWbTasY8DEiEsTOdkae7LFne8YerKZeHFpelt0X8MZ2eoJdMykngmBbPY2oxqM5ahcZlUiwyc+X1uMBoYxyMBEjxRtkIGOsWlEGMbaZuN1NsGDP3z0hRHPkrWdFyWJeJaQkHDc88j9W6ctI+BQjOOJ50SYcyktzFDqstDNigVrD9Diljgrs4OUDCiYFHmdYle5g18OnoAOBKlHM9hjsG5+eyKcJSQkJBwDNj+yjY0PbMEv+dz1zfteEOGsc0E7H/zib3HeK2eWU3l8rMSf/M7/snXT/prjOlV9qZ3FWsyE+KViUo4JwC5BmCFWQAMQGt589ql85HVX4IcK25q5pwvAQKnAiF8iZdkMeHnee//XGfZrF+ZdW0UKWVbVOyzKZhqIHgaJry1SVvRLr0aSVy45y4/TFtFIss4K3rr0DzGmTGDKpK1mOt0lCDE3b7/x0o8ZHP8iRe/BQ8csDKmI8JM20d7vMPcluYnQOZEhdKZhcnmDC8IFM16xWQuxMzdiZ29EWj1z6pvWRTzvbpQeQOBiOSfQP/YFxku31ZTzjWRM55m6mHY4T0k9YYPwi7JB6M+0DLGEqu4Mr6c1VcYrWtWFv1qEgKa0hyU1Rd/BRCx2rWju5EOnXMHVC9dSCgNKYUCzm8KRDb6QU1BaE4SalGMRKs2/f/s+vvfT9YwXvUNlrJIiPRjWf+JegCz5kYtGuhSXtW1uhIFCKx2bezIhIWFmKH3kPEITEo4UlUX7RvOK6eYcz6fuzGks/s3RM75BvYa2hvPYOdZrcIFHQ0ydc6NzUmEb3BXTYJSYBnKqbmSbPs9ZFOPD9Zu7EhLiSMSzhISE45qfPb6VYr48qynSobJCYKQgyEH7aX10Zwusa9pLq+0RGEmIzXPlTu4dWcW4l0I92oI7KnF3D/Bbn3rFUbiahIQ5kuwcSngJcte37ucbn7yZrY9uP6bnFUJwwhnLsWxJ58IOrvz1i7ngVWdjO/HT4s1P7ubH33yQfTsH0Nqwa6DA0Ei9x4d2Gyw4N3DLsnyDShFrFwbsImi3Gp5xyvr+uiW9vOWSM7jujDUIIUg1uJbJBFrxo+c28T+bH+eR/j2HTpbOhJgpYoUQBkvqWXuX+doia4JqG/X2YpjCkcVYcUwZi/EwjStDMpah4oZXoSe1iAs6r+HM9stIWbPPW2CMIe89SsF/Cm08bNmBCjcwnP/PqSVxY36I7Tl66GgaaqFzEs4mI53TcNs+g7BWAGVAIsTsvA8no9QAY+OfpVD8BsZUFoWNgZIRkWGXSofiiNbaAqw5LXxlpM/woc+gPvxis+0xEmSJ2vnuSE13psBAORcZJkkIyKYCVrW1cH3vJewYH6akAlqcNJfPX8X53csOCaQZ2yFjzyzkZ9Hz+dFjm/jmfU+xeV8fxkDWdegsOQwOTFm0MYbUcIRwBlhVz9bIuzaH3daNyLZkXljhLJnvJLxEkDIDc1vTTUg4aghBVaRo9Bw+lqEzozkaZ2/cZoOHjzCx5oZSYqN6DSoelTs/4Rh4JG0NiB1BooG90U2Je0mYrl4D0rmYXYvHgmSu86IjEc8SEhKOWx54bDsf/fPvkJnjw8XYFeHMP7NAOhNwUftWeuxxEAZtJINBjntGVuEFNiMbOnFHbVLPDuA+8iyrz155ZC8mISEhIeEQX/mLr/PVj33nBTn3h7/0Pq5++2UzKrtnRz+f/vDX2bx+16FjxrbQLdk6McxA5eUuQl0SVBJka7eROGYIs8QLaFQ81LpSGX73TReDBFtanNDbyZqF3TO6nsmMeCXe/Yvv8HDfnprjlqPqhDOoeJfFvZ823kErpvUuGwsytDjlWO8ig6DFWcj7V34IWwp8XSZt5Wh3uucUXs4Yw0Dhu+wf+3dKweZDxx0U6YgQgBbx7+ZzXX7SGGT1cqPztk7ssp3m+uRSpLsOdH+ltLUMO/tGhHP6pHZnLiwaY1D+g/il76N1HwIXrB5GS7eiVK1XaCWiaH2oJmUEPtH5QRrtxLYbrDRbwpCRPiUdLQA22R6+tiiqaLtraeZl8xQCB6VbKISHYwoty/Xw2sUXcN38s8jasxcYjTE8vnc/T+07QDkMac9kmJ9p4v997Q4Gx2tF9mDAY7Dk1d0Zu6SJSw8oyvXhGg8bZ93dhlz46nOPbIMJCb+i5FLn4IfPvdDdeNFweI3+2Ag3E77dR7bNua2JHwXtYk5UzhV9/4WopsqIvWeNPreYNhvaTKzNQnP4rtTa5aTseVNtltBVU3271iGhK8rWaG7SeN4yl3pSaogJ62hJjdbRXvpCGkxcs5YBHRMi06pEr4i1xYRnNHaMTQi0bbBibTEhHwVoSyBVxH2TEmNJhIroqGVVBugsYyGuu2huocoTfjVJxLOEhITjkrvv3sTffPBrZEsBRgKzCD0FYAT4zTaj5/s0t5Q5u30X3W6BtPAwCAaDHA/lV1BULnuf7kGMOqSfGyN79xbOuHIdqczcd2cnJBxpGi02JiS82PjRv//kBRHO2npa+b3Pv4uLX3f+jMrvevYgf3jjFxib4mFmUlWvk+gYhQ28yzTalbFlrBBE0RBkiN1hecryXj727utY1N02o2uYYLBU5Jubn+K27VsYLBVxpMWoKDAcTA35ZrDs2W+VD7WFMfW50CYohTaOVA29y0b8LCkrIGsphDgsYPWmF3Bp95Vc0Hkx6Tl5l2kGyw8w6j2J1h62bEWFGxgsTB2DhpSIFvjsOS5daUzDvGcasISIzTE1OW9ZnYgmmrGyb8Rp+gBCNs2pf1MJvQcpjn4EHR4WFI0xFFCRd8A/9Gyq7Vslb1mMCNxgJdAVIRYKFeOT12qVKGsnNvxih1vECjT5MB25wJe1HN646OW8ZtEr6CuPUlI+TXaaeem2Oef4umXDRv79/kfY3DdwuC8huGMVUbymj8pgl6KXA+1ig+9dow3xtoNRXnyBWXLDe685Ym3NhWS+k/BSoavpbQwXvv1Cd+NFQyMh5ehxNM4XLdw0opFweFjkm51NEu/4KDHV3GCN+hJVT0c+n4UAaaLbfH42jY45n2Wm60v9PEEKEzvHsIRBoiPrVYI+x9iERlRne1OxhY4VaV1LUQ6jbY6l8cPosWnbmiCM8cK3NSaMycHmGAiioxooxyCD6FDh2onPbabcRjaBFUaPJJWWyHzE6BQClXGQ+YgNQ0JANgPjhQiTQGTSmOLMw1hbtsV177pixuWPNMlc58VHIp4lJCQcd/zi9if5+Ae/hl2NbYwG3NmJZ9qxOfgyCW0BZ/c8x9LsMGnh4wrFuEpxb34N+SDFth3z8UcyNO0q0npHJbfa7//Le47wFSUkJCQkAIRByH//1TePybmWn7qEVNqlvbeNy2+8iIteey6OGx1uzS8H3P3dh7jtv+5iz9YDKKXx0lnCiN2Pxole2BdQiclvxSxIKJCBRjvxApoMwR03aNuwaFknuaYUthQsm9/Jay9Zx8nL5s1qkd8YwxfXP8xnHrkXf3J4N1uDW//iKiwzd+8yZZGy473LxoMUzY4XK6AZBBnZzR+vfS8tToayKpOxsnS4nXP2Ltsz/i12jn6JYnjYczBFQCbibd8h3rOu0dk1dVE0D/eBxuEXNZWdzlb1xFEimsEgU9fipK/CqEqOPWEvxkpfgxCzFxMBjOojLH4dVfoeRvcBFlp2EYTbmRwWEyCokfAm9d1QXfCK8C5rcG4bRdziohCQkx5jOi78oqLLGWcgaI4V0NrcMh2uZm3LlfR7BUphmYyd5tTWE7m0+wKyduWeLcx2NuhlLcYYHu/bz/8+/QRPHNxPMQxoTaVp8VOsf+7AlMLg5OuFMwCrFD+WRNRO64kmLRG781vkshjvyIhnl77xAtaee8IRaSsh4VedjHs6TemLyZfveaG78qKhIvgcK8+zxuLTnNo85PwyuzYb9WX6MIvHziYx1a000ba4z64iPIlIm9WgnnVIsIoQmIRCmWibJTTaRJ/PlYqSjq7nSkVZS6I+A1eGlLUbbbMUnoqrp/C0HWlL2SHl0Im0OZYiUNH1bEsTqnrvfiEr83gT0RckGMsgVMRnboG2DDLCZqyKE1xEUAaMHW/TDmhJpEe9SgmsYrRNp21MMUDoiDlRNo0pFCNtMp1Glcoz9j679jeuoKO3fUZlExIgEc8SEhKOM7Zv3s8nPvC1aliA6iPf0HA3/1QM0HdWirDXcFbvHhblRum2R8iKMmVj83RpIcYI1m9dQmE4Q8v+kK479mL8gN/42JtZeELv0bvAhIS5kMTFTniJcP8tjzC4b/ion+fNf/oafuNjvz6jshvu28LH3vZ5hvvGDh90XYQz+0QF0tPobEw4FSreJWGWioAGsSEeb7zqDD7wjstnLRrtGxvjtq1bGSgUcCyLLeMD3P7c1imlTEU8i+xj/I+N0vLQO2lUtzxl41iNvMsko36alBWStlRNiMZOt52rei/mqnkX0+LM3ovKGM2B0sMMlJ8i1GVc2UwQbuBg4YdTS5KKUSEahdBp9BMcGtMw75nCVMI+NhDQjKl4qMkp7Uj3PJzs27DSr0CI2W0imsCoftAHAYmRC1GlbxGOf4JK0MVqGWMIdP330hiDH7N3/fDR6EW0OCxR+Qw8Ey1k56SHZ5yqvX5BLS1D5rmjjIcZSjpd0ztbOJze9jIu67mB3vTi2D40Ytwv8/TIQUqhT4ubYX66hT/42W08sG93Tbm+gQJ2UdaJoyKsLCRFLQVawdwe5iabAi963Ip0uhKy6HnmPjvvlWfyh19+/5w98I4YyXwn4SWCEIKlnZ9nW98bKQebXujuvCiYkDuOZZjCiS0uR7LNuNCHc61XEaaosx3uf7QtTow87J0V12Z0X4QA2yjC6qxmqq3iDVYvTFVsEx5fUW1qwoh6ssH5LGFIEeIZO6KewUYRmvp6ttCxcxBbaFwR4pv6ZXJHarSJsQmFloJA19tcqdAIgogwjCkrROmYerZCG4GKqOc4FVtU+EbhKoxHRbmaSlpjShIREb5RZQyiSL1NgEqDKFEf2lFAmAWnEGWrpE9x86Z+M5EQBC0W7qiqt0lB0JbGGS5F2CS0t2KGRhFTRDJhWVgtLaix0Wl/QM66+jTe90/vbFzoaJPMdV50JOJZQkLCccVH3vWlQztGJh7dAjC+ArcSzzhqWjlxzABDp2QZP9FhybyDLG0Zpt0q0GaV8bXFJm8BI2GWJ/YvZGisiexBw7y7RxDFEq/8rZfz5j997bG61ISEhIRfOR6988mj2r7tWLzto2/ixj95dcNyxhi01mx6eDt/+mufIpi6MJ1pkES6wWYO6St02ooNuzghoGnHoFyJsWvLnX/6Ml537RlceOaKhv2fyrahIT55zz38bPt2dPUZaqRBRyUNnVhRie1hvC1UEidGeNNGUvBT5NzG3mWCHH+y9h0syLRRVGWyVpreTA/WHMQhYwzbx3/A08P/RT44nLstLXxyst4bxyVe3JvOuyza37Dip6WNqRO+DvWR6QU0AzjNf4CTeQOoPYBGWAuR9pIGvYrHGIPxfoop/i/G/+XhvhrQ1IssqoFANpf3exsdG+IIICv8yAUvqHy1Oqw8IypHybiR9R2hObllGS/v/WMOegcpqyIpK8PS7CpydvMcegxbR/v50paH+MFzT1NSlXxoRoPIp+p1KQNWqdL3qZ+pVR12kZ90g5upHRErrunmDHK4ENmuEAKrswPVPzDrfB8AK05byq+9/zquecdlWHbcKE9ISJgLttXOCfO+w77hjzFc/C7GlKeUEDjWAkLVhyGYYrNwrF4CdZDJmx2qLeNY8wjUAaZ6C4ODY3VXbVN/210cq4tA7WfqD5Igg221E0zJbVmxZbGttkibFDks2VJtc6qtGUs2xdhakTJNqA7WHgekbANcAt1XV8+WHYBFqPsjbJ2AINQDEbZuQBPqwUnXBWBwZDcaRRixicSR89B4KD1Sb7N60bqIMoc3X02EJnasXpTOo0y+rp5rzSfUo2hzOCz4xNTMseYT6BG0KdW0Kc2EbRg9aRxNPIlcaz6+GsTgT2lT4lq9eGqgZoxVBC2JY/fihX2YSeOoImLauFYPZXWQyeNICnCxsK0eimFfnc3CwbY6qzZTY7NxsawOiuGUz1xAWqSxZCuFsPYzt4TBESmkbKUQ1n7mttCkZAojWhgPB+rqpa0skCEfDtXYXKnIimZC0oyHI3W2JtlMaFzGwtEaW8oKaZEt+NpiLByvuZcpGdLutFBWkrEwX2NLy5Aut4VCaBgLizW2rBPQZLUwHhjGgtrPPO2EtNktjPmK8aBcez43pMtpZ7gckA/8GptMKXqdZkaLfk1+VwSQ0SxwWhnOlymFYY1NZQ2L3RaGxop44aTfFQk6BwvdZoZGi/hTbc2CBW4Tg0MFwkk5yYwlUG2SBW6Owf5x1CSPMWMLdJdLr5Nh8MAYusYmEb1NdNkOg3uGa6c2roO7sIs2G/p31o4H4TrkFvSQcwV9O2rHGEBTe47rf+tq3vbRN8RGIklIiCMRzxISEo4bnn16LyN945Hi2CEBzYlelBSAtiXDJ+UYXe3QvXiAxV3D9LqjzHeGCY1kq9eLb2zu3XMC+4facIdh3r0eIl/i1z/8St7+/15/DK4yIWH2JHGxE14qFMaK0xeaBc0dTTiuTVtPK5e84QKu+834MByF0QJ3/vfd/PDf72TXxr1opbGbm6LXmxssIotAYVIx3mUGrEKAanJiBTZBxQMlKwR/9MFX0NyaRUrBwt42ertaprtkAPKez3CxiC0t9uXHeNfNNzM2JXSbjvWci19g10o09C7zQwvbig9vqIxk3EuTskNcK6x5XGetFFf3nsPrFl/CgkxXo8uLxBjD/tIG9pWeItAlXJGjHG7huXy9d1lGRIexsxt4lzUiROBgYnXTsjFkINZrxwAhBonBEh1gRgAQohU3+3rc3Fux7JXVTi6cVd+M8cG7F9TeygYjuRBTvhlTvnVKOYOOEMmMMTEZzRojD10ZRO0kz4iQQgPxq0WUGTNpDm99qg1L1G4XaDJlLGsteRXgqXEcmWFBdh2ntb2KhdnTEELQkVowq36Xlc+P9z/JY0M7KCmPJjtNVrTwpY2P4enaRWhTstERDl3SF4iY53LDIdbgUR7kLJy4vGe2hW7LYY0UoufIjoPV3YUaGoYw2kOtc0E7f/jl99Mxv5392w5ijGHesm5Wnrbshfc2m0Qy30l4qWHJFhZ3foL57X/KSOFmvGAHBoVrL6At+2pcewGhGmK48D388DkMBtdeSHv21Th2L4HqZ6TwPbyw4v2aspfQlntNRQQL9zNc/D5+uAeBxHWW0Z59DbbVjh/uZbhwM4Haj8Ai5aygPfdqLNmKFz7HSOH7BOogQjik7RNoy/0almzGC7YzUryFQPVXbM5a2rKvwpJZysEWRgq3EuoBhHDJOCfTlr0eKTOU/GcYLf6IUA8hRIqseyqt2euQIk3Rf5LR4o9ReggpMmTdM2jJXoPAoeg/zljpTpQeQYos2dTZtGauAiwK3sOMln+O0qNIkaMpdS6tmSsASd67n7Hy3Sg9hiWaaEq/jJb0JQCMl3/JePmXKJPHks00py+mOXUhoBkr38V4+X60KWDJFlrSl9OUOhdQjJR+Rt57BGUK2LKNtsyV5NwzMISMlH5C3nsMbYrYsoP2zFXkUqeijcdw8ccU/CfRpowjO2jPXkPWPRmtywwVb6PgP402Ho7VSUf2FWTd1ShdZKj4Q4r+ZrTxcK1uOnKvJOOsROk8A4VbKQZbMYS4Vg9d2etJO0sJ9Tj9+R9QDLZjCElZvXQ33UDaXkigRugr/IBSsAuDIm0voCd3PSm7F18NcbDwA0pBZRyl7YXMy11Pyu7GC/s5UPghpXAvIMjai+htuh7X6qAcHmR//lbKaj8gyTpLmZ97Ja7VRjHYx97CbZTDgwgsmtzlLGy6Dkc2kw92syf/Y8rhAFLYNLsrWNR0DY7MMebvZHf+J5TVIBKX1tRKljRdhS0zjHjbeS7/M8pqGEu4dKRWs6TpcmyZZtB7lp3jd1FWI1gyRXdqLcuaLsGSLgdLm9mev4+SGsORaXrTJ7Ki+WVILPaXNvFs/kHKKo8j0yzKnszKpnMRSJ4rPsPW8ccpqwKuTLMsdzKrms9AINma38Dm8afwVImUlWZV0ymsbl4HwDNjT7NpfGM1xHiGk1pOZm3ziRgMj49sYOPYVsrKI2dnOaPtFNY0r0SjeWBwAxvHdlJWHk12lvM7T2FN81JCo7i77xmeHt2NpwJa3CyX9pzE2pZF+CrkJ/s38vTIXjwd0u5mefn8k1jT2ks5DPjR7o1sHDmIrxWdqSyvWHISJ7R0UQx8bt25mc3D/fhK0ZPJcf3ytSxv7SDv+/xgyyaeHR4kUJp5uSZuWL2GJa1tjJXL3Pr0ZnYMDaO0obelietPWsOC1hZGCiV+uH4TuwZH0AbmtzVz/elr6WlpYmi8yG0Pb2LPQEV0XNDZwivOWUtnS47BkQI/vncjBwbGEMDCeW1c/bK1tLVk6e8f4yc/30h//1jlfWhhBy+//CSam9Mc2DvML25/isG+MWzbYtHyLi67dh25pjT7dvRx182PMtw3imVbLFu7gEtefRaZXJpdm/Zy1zfvY/jgKG7KZsVpy7jkDReQzqaO5c9/LMlc58WHMHPYoZYwM4QQj5555plnPvrooy90VxISXhR89L3/xYM/2zhtOQNgS8zEy74tKXemKS3MUJwnMKtLrFq7l5VNfZzZtIsmWaIvbGVI5XiwbxnrDyxBHrCZf6chdbDIb9x0Pm/+wHVH9doSfnU466yzeOyxxx4zxpz1fNsSQjzqLltw5vy//t0j0bWG7P9/n8Xfue+I9DvhV4vZzHf+8T3/yo/+46dH5LynXnoSH//xn89o9+BjP3mSv3njZ8iPHE40LWwbmY7xMOvqQMhogczYFrol29ADTdsClXNiPdDm97byF3/6Kk5cO/OFf2MM9+/YxVcfWc/PtlQ8zAwGnYWp72CV4xMq2JSGpIZ0/Aq/nQqxYrzLACypSbvBodweUbdAIvjwia/klPZe8mGJjJViVdMiMvbcXlq3jv2cRwa/yqC3/dCxlAjIWfVJxV0R0Cyn7u6vkBMeToy64aJIRSVumDgfOi6dHVC5zWlRH3rxkF0009T6d6Szr614HxgNIjNn4cLoIqbw71D6BlR32Zvqf1Eoo6vhm6a0Ywx+hDdapY6hGGMDKGqBigtHaWBEZ6ohnKLxjUVep6ohmWrJ2PNY0/Y2Tmh505zvkTIaX/m4losAvrL9Lr664x7Gw8PjIwglY4UJEe8wRoMenRD/pniX5QWWF31dzhhYUx1IqthFgzse8+5tDJm+ID60ozHIwXGsscrO9MgoDMawZHkHC+c1cXBnH0ppepZ0cfXbLuOCV52N7Ry5fbNHcq4Dx26+k8x1Ep4PyfpOQkJCwq8WydpOAiSeZwkJCccRjz2xc0blBECoDy0aKMdCp2yUC7rXo23JKF2pcU7M7kMKzYGwFc+4PDG8iK2j8xB5QdsjAllW3HD1yYlwlnB8Yzg2cbGTvTQJx4DTr1h3RMSz0684hY9+58MzEs7W/+JpPnL93xP6tR4Zwm4wDda6Els/ilBBEEKDhWgZGsSoj3Ekue4cnfNaEEKwYH4br7jmVM49ZwWWNfMwhX4Y8qc/uJNbN9TmTTFOvXBW6QDxXi5GxDkMAaACiWzkXaYlRc/BtRW2VS9EvaxrFW9fcQlnd84u9OQE/eXd7CxswNMl0laWQrCdp4a/PfUiyMhohcKpC281uVa8CBMgcU1FKIrM6YYgbQwyRjQ0QMkYLCPJpU4HM4YxIZbVSyrzWtKZ1yBkrtp+elbpUIzaB6WbMaoamlJ2gfdzCDfPrL4xkcLZRL/jmBhGcWVcYSiZes8xqOjGrbLMqE5V85xE1Vd02ZqFrb9PUZfx1Ri2zNCZPpX52YuQYvavqqFWPDz0JLcduJunR7eiMRUvMT2PPcVSXfli2a3rO4Dx63OlTBDndQZgLKiLvjbRtzQ4+RjnTyEod9hk+4No7zUh0J3NmIyLHC0iy7UnWbi8m1e+7SJeedOFuOkXaTiiYzHfSeY6CQkJCQkJCS8UydrOi5JEPEtISDgu+IO/+zblcS82p8h06JSg3KtxVxfoyYyxuukgKRFSUC4Km/XDC9k23oM/6tDyiItb1FjP7uGGf3rLEb2OhISEhIR4LnrtubT1tDLSNzp94QjOuHIdN/z21bzs186JzM9TLnr84uv38sN/u5MdT+3C9wKEEGgVsRodJ44BlD1oip4mC0DmS+jmbOPwjsAJy3v4xOduoqUtO82V1fL0noP88LFNHBzLI4HNY4NsHhysKWMwROQYnx4jQAuwYsQULQk9CzulYr3LjJF4geSa3lO4YsEKxsMyGcvl9PalLM51zqFTsD2/nrv7v8XOwlOHjqVEQLNV70XmCIWMCT/ZyEkpNBJXRHtSGURFQBM6xqNOUAZcY2LnKra9ks62j5NJXxTfiVlg1AHM2F+D9zPqc9dElJ/Dm3LDLHdC4BiBH9OuLcAxhiAi9CJUco60yzJlY1MmQ2j0JFszvc2vY2HzW8g4S2fdb4CxYIQt488cynnW6S7g889+g+2F3TXlxgOHUa9U18dQSUJlRfYd1UAgE1F+X9VqKbDL0Z5hSEGQAzdvoj3HHEmx2yE9FEZ7oAlBtqeV3/27N7J2ZTe7n+1DKUVnbxtrTl+CbPSbVqVUKDO4bxiMoWN+O9nmzLR1EhISEhISEhISEn5VScSzhISEF5w//KOv8dQdz2AFitlsxZ5YeNCOpDRPUjrRozNd5LzOneSkR4BNiM3OYidb8vMIChbOkxnsIrhP7iLVP8zSkxYdrctKSDhCCGblovC8zpOQcHRxXIc3/+lr+JcPfmVG5VNZl4/98M/oXNBBa1czze1NsWU3PriVj77mkwwdGKk5PhdBgbKHyVUEr6iQccKAHCtiMi4m5dQJcc0tGa591em85TcvIZubeajCjXv7+Jvv/pQndx04dExboHLUr8ZPZJePwkz6G/XVDqriWYxdK4ugLLBdhYwQ2XrSzfzGqvN5xwnnzymkXiHMsz2/hbIukZZpxsO93HngS1M+K0NWRucuc2IEMKjmEYjpko9FxgSxAptnLCQGOzYvnMBHIEWKjsx1GFMA42NZ88hlX0M6dfGc7ocxBvwHMaVvg3oO0CA6IHgSzPDM2pjjFlMhBMLEb1B1kLFhHQFSwiAw+HE5wAS0uyezqPPfCAkJ1DCWTJOxl2PJmLCp07C3uIs7Dn6fJ4YfRlf7po2gz2siNLXSpjGQ9ye+g7V99AMr8vh0GAeIHpoYG7QNMsYBMsxW8qI51fSPU7+CxpGUehzm5XKc0tXJwf2jKKXo6GjiipefzBUvP5lMphJOctHKeTPu8+ZHtvH9z9/GL75+H4FX8VqzHYuLX38+r3rftZxy4doZt3X0OBbznWSuk5CQkJCQkPBCkaztvBhJxLOEhIQXlPe/8XNse3g7ttIYKSEVnVw+CgEYISj1phk+W9GaK3NKx34cqZBolJE8W+hmc2EepZJL8HgrdkmQfmI39vYDXPWeq2a0SzchISEh4cjxmt97BQd29PG9f/5Rw3JuxuWj3/0jTrv05Gnb3PLoNv7o5X9FuRCzoh1Fo7y/WkOhiGjKYYyJFtAAUfIxJZ/TL1vL6RevAWDe/DZedskaUjMInVb2Q4bGi1hSsGtwhPd9+fuU/NpwbDo67VLDdyJhBChDrIuUlhAYcOLvgdGSoCxZ3trKtctOoKQCMrbN6R2LuWL+ahw5e1/x/aU9/OTgrTw2fD+hqagLjghptst1gpYjFFacd1mDcwTGIh0XNw9B2dhkRBjrXVYyNi4Kl+jQldnUBcxr+0sy7roGvZg5JtiEGf0QhFuPSHtzwUISxni2SSHIGItSjIAmBKQAB4OxVqJFllAPIUWKtHsq7bm3kU2dhxACF8BZNuN+BbrMM6N3sS3/MGWVx5EZpOjk3oFHCEztZzwapOuEM4CyslEmeq6nGyVsl/HfDe0ajDCx4RuDJnBH48MzBs0C7RjsoqnLj9balOaGy9bx1uvPoXUOXmHDB0f4yf/czZ4t+9Da0L2ok/GRPDf/8211ZcNA8fOv3cvPv3Yvr/vg9bznU29N5sUJCQkJCQkJCQkJk0jEs4SEhBeMP7rpX9n2wLOHFsGE1rGLlFOZ2Kmrsjb7LrWws2XOmL+LTqeAK0IsYTjgtbK12EuhmGJscxtu2SL7+D5SG/YgpOA9n7zpaF5eQsKRI4lZnfASQgjBe//xHaw4dSnf+OTN7Nmyv85+9rWn886/uZFVZ9bnzTLG8Mz9W7j1i3fw7OM78MsBA3uH8Ev+rPphggBhNRCAiiWMEIiqB1rc8+mq157FB/7uDZFhJONYv30f37prPXc+toUgrGSjCnP1+csMFU+W6Bhvjc8hAoFp4F1GICsCoqNj1aiXLzqBf3jZ9bSmZu8hpI3mQLmPoiqRlilG/IN8eec/4+vazylj+ZEiVUPvsgbn9bHRRsSGdfSwkcaQim1f4BsbJXIsbLoJQRFjPCyrm5bsDaSdNQ3OHo8xJXTpVlTxm5hwO6AQsgNL9yGY3didLRXvMhHrnSYRDXOb2UKQNRYeGhVRSsp2WnLvpKX5Awgxt3xbxmgCXcKWKQQWDw/dzC/7/w9PFw6VCbRFv9/M1AGrDRRV9OarQDUOrRprczWmDJFfIAEqY7CLlXsqptiNBX4rOGMgY6Jtmozkrdefw3Unr2LbnkH8IKSzNcfZJy8h5U7/im6MwSv6qFCRbckwPpTnCx/8Mnd94z7CIP67E8d3/vFWHNfmN//+BQ5nnsx3EhISEhISEl7KJHOdFx2JeJaQkPCCcPOX7+apuzfVL1z4ASblNlzQOBSu0Zbsuq4Z2aRZu+AAaTuk08njCM1QmGNrqYcglOzb0IMo2DQ/OUju4UoejL+//SPkWmaXgyYhISEh4cgghODa37iCa955OU/8fAObHnwWr+jR0tnMBa86m/krosOR9e0e4G/e+Bk2Pfj8vXRMGE6/YaNQxPg+ZDI1ntFCCM66ZA3Xv+UCzr38xBmH6tPa8A/fvouv/fzx2uNOvXAGVMIyxjVtqKTBinEUEQpMSGW2HymgCQgr/2xHcNK8bkKjSNsOp3b2ctPqMzihtWtG1zWZfFjgZ3338NODd9PnDQBgCUVbhHeZJRSOjM4xJhq8WVa8y2Li4iEoGpcm4TXwLnNQRpKqbrapRdKeuYpFbR8i666a7nJjMaYMRoHIYvwHCIZ/py4Eo6UKcwrzOBcsBGHMPa3kNrMIIqWxan0hyGJhZ9+FtlpRagAhXBznZLKZVyLE7AVWYzT7i4+wafS77Cnci6l6t/ksZCAo1JUfD9NEfSFKysHEfFFMA+8y21JAtNgnLAO2hjDGay1tUEpjedF2Y4HfBlljcVJLNweGxvBCRUdThqtPW83rL1jH/PYWAFYt7Ynt41QGD4xw+3/fze3/dTf9e4YASGddhF8mP1x/z2bD1z9xM1e/4zIWr1n4vNpJSEhISEhISEhIeKmQiGcJCQnHHGMMX/nErZE2oTXG8zGuU7egNLH2JwDlSvZf0YFqh4VLD9KeKdHtjONKzUiQYVu5h7yfYvuOeSjfpW1zgZZH+9BK8edf/wBnvfy0o36dCQlHjGR3UsJLFCEEZ1yxjjOumD4EXv+eQT5w0Z/Tv3vwiJ1fl8vIdLqxgBGEEIzzhg++gkvfcAHaGLp6W+nobpm2/XzR4+cPbWH/wBgCWL/nIPdtfq6mjAFUnLNOg+++QCADg45JqSYQSA805vCMP0JEa3HTfPGaX+OCBUumvZ44Qq2whGRf+QAf3/jPDPi1n1HWis4zNuFdFmWLE0OgIp4pI2LDOnrGRWpDVlY8uupFNFHxUBNtrGl7L4ISxnjYsoP27FWk7AUNrzcOrQYIil/HL34No3ZXry2LQ4iYEhZRII6ocDbh/RTnXSaEQBpRGQ8xdsdYaAwKM6UdCyd9NancO7FTF8ypf0qXGS4/SqBHkCJF1lnBg/2fY2/xgZpyJe0wrApMHazKCMraqTtescWHGpQixvULcB2FKJtYgU1mQ/R4jLItQOUMxtZYJYHQtWWkEFy+egUfvPRlrO6ZvQitQsXD9z3Lc9v6CENFR1czVrHM5/7gv/HLh2M9GmMoDIyAmr23WRS3/uudvPcf33FE2poTL/H5jhDiK8Dbpyn2M2PMlRF13w68HzgJUMDjwKeNMdEvVQkJCQkJCQnHHy/xuc5LkUQ8S0hIOOY8+JOn8YrxIYqE1lD2MI4NllWzuKRtSbk3w9jKLEGLoG3VALmMx6L0MK1OiaJy2OV1EiiLp7YsIcy7tG/z6HxkFFMu87Fb/4RzX3HWsbjMhISEhITngVfyuPvbD7Dl4W34ZZ9Hf/LkERXOAFBqWgFNCMFNf/Zqfv2Pbpix2DGaL/Gv37yX23/5DCWvstCtJYRNMtoLLG7t3xAfdhEQIRXHmTjvs6qARgDaMQj78PvakpZW3nLiabxx7Tra07PLrWSM4cmRbdyy75c8NLiRsvZxhKA95aGn5BuTaFyhIr3A4kIrAvjaIhuriQhK2qXJivMug5JJobQkI3xsMVW4sunNXcPK9veTm0UOrskYE6BVHxAgZBfKu5fSyO+BKdWUc4wXOW7kC5DIe+KcjQQ0S7SSbvsswuquXJ9wsewVSCvaG3Q6vLCfnWNfYe/4dwn0KFARM4dUE0HEq2j+kBpce3/Kyqk7NhPSTsiYD1FfJCEg7QaUPDfabhlkU4DOxwtoOm24YMVifuPEs9jWP0Q5DGnLpHn56pUsaJ1eYJ+KChXf+er9fP8bDzJwcOywIV9CHBiIqKCOmHAG8LOv/fKFFc9e+twM7IyxvRVYAdQlqBNCfBr4ELAH+HfABW4EfiCE+F1jzOeORmcTEhISEhISEn7VScSzhISEY84Pv3b/jMqJIKzs+IdqRnqHsKMZv8NFZYDVBbI5nyXZQZodD2UkfX4rnrJZv3shQejQtNvQ9UgRCiX+7pYPc9aVpx69C0tISEhIeN6oUPHVv/0ON3/uNsaH8sfghApdKCAcp/JPVhSb1s4mrrjxZVz/m5ez8ITeGTc3MJzn/R/7Js/trw3Rp93q4vvUNfgGeoAApE9D7zKrbFBpGgpoaLhpzWn8+WWXMu77pCybZtedk+dTISzzsWf+m4eHNtYcd60yOiKUoitVpLgFjUPqhViERtYJXxP4xqaoNFkrqLZVL6L5xsGINs7ufB8WAdqUcWQbXdlLSFmdDa4yHhXuolT4b8rFr2HMCAASiV2X+aqaSyxOlD0K4tlMvM8sBNIYtEijRQb0IGAh7BOwszdiZV6LkBXRx3JOnPG5jTEU/CcYLt5OoAeQIo2UvWwf+w6e6qspWzSpqnBWK1gFRhLEJPlr5IloxyUWAxypSVkBXox7ZyYVoLTED6Jfi4VtkK0+xpd0iVb6C0Wg6lm2ZDk3nXQ6ly5ZjhSCK1etjO3HVJTSPPDYDm758Xqe3VnxLmtryWL3FdmztfZ+oQ30DUW2Y4Ig8vhcGekbRYVqVjkcE2aOMeZmKgJaDUKINuCPAB/4yhTby6gIZ9uAc4ypxH8VQnwKeBT4tBDiVmPMzqPX84QjgQqewYQ7AIWw5iOdsxBCYoxBhxsw4XOAQVgLkc4ZCCEqtmB91ZtZIKzFSOfUSbbHMGpfxWYvQ9onV20aHTyKUfsBC2mvQFZ/041RaP8RjD5Yta1COqurthDtP4TR/YCDdNYg7ZVVm1+1DQAu0jkZaS+t2spo/2GMHgRSSOcUpL24aiuh/IdAD4NII51TkVbFw9voAqH/EOgREFks9zSk1Vu1jRP6D4MeBZHDcs9AWt1V22jVNg4yh+WcjbQ6ANB6GOU/AjoPsgnbPQch2yo2NYDyHwNTANlStbVUbQcJ/cfBlBCyFds9DyFzVdt+Qv8JMGWEbMN2z0fIysYjFe5GBRuqtg7s1LkIMWHbSRg8A8ZDWF047rkIkaratldtAdLqrpyvmjc0DLagws0Yo5BWT7Ve5TkVBBsJg62AwrLm47jnIISFMYYw2EAY7gA00lqA6559aIwFwXrC6hiz7MW4zpmHxpHnP0aodiMQ2PZSXOe0Q+PI8x8hVPsAiWMvx3VOqdoUJf8RwnAfCIuUvYqUOzHGQgreQ4SqDyFsUs5q0ofGWEDee4hA9SOEQ8ZZS9qpjDFtPMbLDxHoISQuWfck0s7S6ufqMeI9RKCGkSJFs3syaWdR5V7qEoPlRwj0KJZI0ZpaR8aujKNAFxgoPY6vx7Blho7UKWTsyjjyVZ6DpfUEOo8tM3SnTyFjV8ZRWY2xv7gBXxdwZZbezClk7FYAiuEou4sb8XWJlJVlcfZkMlYTAOPBCLuKW/F0mYyVZVluLRmrMo5G/GG2F7bja4+slWN18xrSViXsdb83xLb8c/g6oNnOcVLLKlJWJWT8/tIgW8b34uuANqeJ09pW4FqVsbKrMMiWsf34OqQz1cSZHctwZGWsbB8fYMtoH4FWdKWbOLtrCY6sPN+3DPezdXSQUGvmZZs4p2cRVvUd6Jn+PraPDKONpjfXzFnzF2DJyjh65mAfO4dGMAYWtDZz+sL5yOo4emrPQfYOjWIMLOpoYd3i3kNj7KkdB9g/OAYCFne3cuKSeQgh0NqwYcs+Dg6MIaVk8fx2Vi3rRgiBUpqnN+xhYGAcy5IsXtLJihU91e+PYsOjOxnqH8e2LZaumseSlRVb4IdsuG8LwwdHcVI2y09ezKJVM3+XS0iYSiKeJSQkHFNGxoo8/Mi22S8ZGQPGYCSEWUl5tU+61WdBdpT5mTGUEQyGrZSVwxP7FzJayJHZZ+har5B+wB986k2JcJbw4qXBAnNCwksJFSr+5o3/wL03P3zMz22CgHd+9A284cM3oJXBTcfFUjyMUpoHHtnObXc+xf4Do2it2eMVGC/XelcbKnnNok886W/EV10GoN1oG4AwFQFNO2Ds+nJru7p451ln8bqTTkIIQdqe/romKIQet+97grv7NjLml0hJixF9gEG/VhgUGNJWdA6y6XKXQbTwBYKidmmxyrH1y8ZFKUlaBjhTRDaJzeKmKzml4520usvjL7IB2pQIw10YE2BZXYT+g4wP/z5M8a6LuO1AJc/YsWY6AQ1AuGfhtn4aYS/BGAXI5xVCcrz8ILuG/4ZisOHQMW1gVKcxU1RdY6CoJ/IH1p5zYjxE3c1G4ygjAyQaHaMgt6TK9BejPyUhoCnjUZKashedO21+tpkPnXcZr11+KsXApxSGNLspXGtmAlP/aJ6tewbwgpCOlizNtsNffOIWdu2tFcTGtw/hFML6n4J8sRKVIQJzBL3OAKQlkVZ8GMyjzq/ufOetQAb4ujFmqovhb1f/fmxCOAMwxuwUQnwe+AvgncBfHpOeJswKYwxh6buExa+ggydrjXIJlrMOrbZhwk1TbCuw3BPR4WZM+GytzVqNZa9Ch89g1I4ak7BORDor0MFTGLWr1mavQ1pL0METGL13iu0MpL2wKqodqLU5ZyOteZNEtcm285CyE+U/AGbyb5pAuucjZBvKuw/M6OSLQ7oXYkSO0PslmPHJF4flXoSQGULvnorIdQgHK3UxApvQuxuYPD9wsVOXAFRtk+dhaezUxRgUyruHmme4yGK5F2PwKuebvAlINGG7F4MpEPq/hMnhl0ULTupCjB4j9O9jchw2Idqw3AtRZoDQrw1NLGQXjns+Wh+siH81xh6c1DkotY8weGxKvfnY7lmocBdBsL7GJuVibPc0QrWDMHh6im0ZTuoUgmArwZQxZlkrcZyT8IKNhFPGmG2vwbFX4wVPEaqdNTbHPhnLXkHZf5JgyhhLOadh2Uso+I8TqH01toxzJpa1gHHvEUJdu0kk656NZfUyVn6IUNdGmWhKnYeQ3QyXHyTUI5PvCi2p80B20F9+kFBPHkeSjvT5GNHCgeKDhKY4qZZFd+Y8NFn2Fh9GmfKkWjY9mXMJSbGr8CjKHB5HlnBYkD0Hzzhszz+OMofHii1cluTOoqQEW8afRHP42ezKFMtyZ5APDc+MPYOeNI7SMs3q5nUM+yFPjW6pmbvlrAxrm09iwPN4fHhbzT1pcbKc3LKavlKZx4Zqw8F3uDnWtaxgf6HIY4N7amzdqSbOaF/KntE8Twzsr7EtyDZzRtsidg2OsqG/9vNZ1NzCae297OofYVNf7SNqaXsrJ7f3sH3vINumbPRZ3t3O2vYutu0a4LmDte8OJ8zv5IS2dp7depC9B0drbKuWdrO0rYWtG/ZycLIXPrBm1TwWtGTY9MhOBqfY1p66iM6czdP3bGR4SpunXbKW177/Gs677nRecH515zovWhLxLCEh4ZiRz5d5yxs/D8XoBbbpMAjCrMXIWoPoDlncPMK8dB4LzXiYRhvBw/sXMVrO4Oy36HzcYBV81K69nHdNkuMsISEh4XikXPTYs3kfXsnnx1/+2QsinFm2xbs+/hZe98HrKyLCDPSlDRv38refupX9Bw6/nCkHwqaYBfVYD6RK+EUTMysXGqwyFY/rGIQRWD60Oxnee+m5GAGubbO2q4sz5s+ftTBijOFrO+/li1t/SlF5h46n7ICME9aJXU4j77IGAlJoJKGWsZ5DvnHIK0OT5VX7VX8bA2NjdI6ze95NSkpCUyYlW+jNnkfGnpt3mR88y1j+y4wXv4kxFe9HG0jL+mCLspK9LLKdo+FdNhMOnVcuAeckjB6o7Fi3liOzb0Q4pxwuK2buYaT0MGOFbzBe/AFKDyCEgxZdDHpPAbUiTtk4dcIZQICFIvqcjcaKK8NDpaLCL+Zsn/EwHWl3LU1npshQKRt5DiEgmw6Y3+xy3bwL2JsfpxgGtLppLl9wAlcuWI1d3Y2ddVyyjlvXRhSPP7uXr/70Me5avw2lKwtiIjRkhzWoWjFQhBo7SjgDGC9MPXLUWHby4iOaiy9hxry7+vffImxXVP/eHmG7jYp4dgWJeHbcYUyIN/phVOl70QX0LpS3K8a2HVXeHm1TW1BqS/Q51UaU2hhtC59ChU/F2B5HhY9H24JHUDFOriZ4kGgJ36D96GgzxigC7+7oBlEo/64YW4DyfhZj8wm9n8TYyoTenTF9KRB4UV8twOQJvbooqlXbGEE52qbMMKEXnYrQ6AH8cr3NYDDmIF6UzRi02kdY2hdRD0K9m7C8O7LNQO8gKO2otxnww2344baIeuCHm/HDzZH1SsHTmOCZyHr54ElMUD/GjIEx/3HgiUjbqPcYURtctIGB8qOxtv0xNmUMu4uPRNpCo9lZiLb5RrM1H91mWWs2jD0eaSsqxeMj0bbxUPHA0JORtpEg5K7+DZG2AS/gzkL9fQboK/rsHo/+fPbny+waqf99MAb2j5XYO7S1vkED+wYL7D8QbdvfN87BfRHRQAzs2TPKvp2j0badw+x7drjepg27NvWzN+yPtD23fh+7w731NqXZdv82doT17w0mVGy883EIo3+R1t+9ifV3b+LGD1/P2//itclcJ2FWJOJZQkLCMaFU8Ljxwr9GHRypPLlTMTGoGqCzLkMnWYTzFL3NeZa3DJG2fAo6jTKSZ4Z7GSlnsfstmjcJpK8Rz2ynvcWltWv2eScSEo4HDJWvzLE4T0LCsWTvs/u5+bO3ced/30VhtDh9hSNItjmD1pquhR1c8esXc927rqRrQUfDOsYYyuUADGzZfpAP//k38f3aFzSVmpvHhhVAGB2tDqh4n2GqAlrMu97JvT38f697JUs62mZ9/v3FUX62fwvDfpGM5bCzuJfb909dRDO4VuV6Z5O7LDSVexLrXaZcWmQ5NnfZhHdZVvo4Qk2pLVnedAHndL2N7vSqGVxpPVqX8MKdGFPGsjrxvYfpH/4gU73LUiJaCpurd5lGY8WISM8bkUNkXoto+iBCNs2pCWM8tB5G4IBoY7TwZQZHP4bhsJiqDIybSiix2rrgxajBysR/R2SDJ5EjNa4I8E20st1il/G0ja+jv0hpO6Qnlyfvu5TDNGrSg7XNyfKqRWfzpqUvozs9+/nicKHE9x5/mqf2HsQLQtpzGdyy4Ja7N9Q+v40hNaqm6owA2IUgfiTFLAQBlS/NEZwkvPI9Vx2xtmbLsZjvHI9zHSHEBcA6YIsx5udTbDlgIZA3xuyPqD6x0rn66PYyYS74Y38bL5z9imKMIT7Q7rHFNPTRnhv6KLQ5kf42ztaoXuRxQ+xn0PBcpvL4itqEYoAQEW0zFVvUBLZik7E2P8a3XxsoN7KZ6Dyp2gi8GJsygpKOtoVGVr3mI2xaxtbztUVBRdfztUVJRW/G8ZRFKXSIms94oVUNRV1vC0KLIOaFQgUWOrQibXgSEUgMpm7jl/QEMhSRNqsEMoxo0YBdjLMZ3LzBirONhcgwYhQagz1cREYJZ1rD4HDj+VKVr3/6Vtq6mnn1+66etuzRIFnbeXGSiGcJCQlHnfxYiTed+GFU8fCCi5llrhUjJSPrchSWCdpa8yxuGUEKgzaVR/gTgwsZLDdhRmyannRxihrnsa2IsQJv/pt3HoWrSkhISEiYK/f/4BH+9sZ/xC/50xc+wrzxw6/i3Z9864zL9/eN8aObH+O2HzzO0EAeAwRtqbqIG4Z47zGg8jYvYzyU1CTvszgBLQQxDsaBhb2tpFwbW0pW9XTypjNP5azFC2a9i3LrWB//9Mwv+Om+zejqa5YtFdlU/RZzW2osOftXsem8ywJjUwhdcnZlLMR5l40ph5f33EiLkyHQJVJWM0ty59Ds9My6TwDlYBsD419huPBtdNW7zEKTkbru9ttUclzNlpiPEqgssMnq2/Pz2v3qXgKpS0EfpJIPZxmkr5mTaGaMIfAfoFj4CuXS7UwIiD45PFPv/eQZi8iFJGRDL7I4UiJgYnkmiia7zFAQH36xy80z5Ocox8RItaXm2oVreffyG9lZGKAYejQ7Gda2LCBlzSycqReGeGFIznUJlebjt9/Fdx99Gn9S+ESrDO54fV0ZVITyqHEhy3MLvyhsG+Mfmd/R5o4mrrzp4iPS1nHOWiHEo1EGY8xZx7ozwHuqf/89wtZa/Ruxrb/meNuR7FDC80eHuwmLX3mhu3Hccbws6B4N4WyubTaqZ0wD21HoSyMqwpog6immD9nqqcz+4mzRohrEi2oVmxV7viAqhvkhW/S8Bahuvom2eTHiGEA5pp4xVMWxGFsYPe8wBorBhC1ic1IYb/OD6PDXxoAOJJEzEA340eIYGqwgxqYq85qoOY1QRItjTDMX8g0yNNG2UhApnAFQLEE48+hW//N3N3Pt2y8lnZv9hv6EX00S8SwhIeGoEgQhN637oxrhrGoAd2ZhbwDKC7IMn5Ii1V5gcc8wLU4ZR4ZIAdvGOxn2cwRDLs7mNNKH9P1bkQOjZJrTvOp91xzhq0pIOIY02gJ4pM+TkHAMePLuZ/jr13+aMDiyuXqmQwjBr//Za3n7X79pxnXu+OF6/r+P30o46WVNuzI+VH2D0IyWb1DpeLtdhjADpoEzkgDeccGZfPj6S+YkuIx6ZQa9ImnLZldhkPc98A0KYe3Cu2tHfy4Nvcv0dN5lDi3Si/cu0y4qkGQtP1JkW5I9ict6bmRF09xCMGvjUwp2oY2HY7VR8h5l9+AHMDXeZYa0qBfOAJw5ilsKjWzgXabRWMLCGDP7z9Neg8i+BTJvmFXoxQmMMajgSYw+CNgIawn58c9SLn2r9hoMeNQLZ5Ud4dFeZI2EM/tQbrr6pREpICt9Cjp6MSNthbSaEqNhNrINKaArVcDXFh3uGoZ9j6Iqk7UznNa6hmvnX8Ly3CIAOlLNsX2cSjEIuGXTRv7vySfZ0NdXvQ5Bp59mZHxKTj4DTkyURbsUv4TY4OsFjg1BTE5Bxzki4pmTcvh/3/oQuZbs9IWPFsdivnME2hdC7ASWzqLKV40xN8W01Qq8kUqCpq88j24ls7jjjLD4fyQfSy2NhKCXAkfj2ubiWXa0bIdnZxEeXTHP/YqX29xsKm6OYSBoYAsb2CptRoh/h+pFeGwZQUi0x5YyohqKut4WGhl7DaGRsXlaAx2/ASnQDUTDMF5srAhnMXMzX8aGGZd+5XiUvRpRPToqgx9vs8smvl51I1GUTcZsuDTGQKEUaYujMFbi599+gOvefums6h0RkrWdFyWJeJaQkHBU+cR7/oPyWMTDzPMxUiLs6X+GvO4MBy/rRLT49MwbxZaKFqeMEPBcoZ2D5RbCogVPN2GXIHfXZuy9wwD854Z/xJphQveEhISEhKOLMYbP//6Xjolw5qQctNJ09LZx+Y0Xcv1vX838FfMa1inky/TtHUYpzcZn9vHZf6jPg6FSDZ4pceoQlZ2WKhVvF4BdAm2DdupFtJetXspbLjqdS09c0fAa6vqrNXfu2cr/bn6cXx7YWT2ZIZUJ6t5OhdDYlo68jEbvYNPnLrMphJqcHZM0hcpO4dHQ4qKui1mY6cHTJdIyy8rmM+lNL5v2OqMoB3vYO/5/HMh/+1CSeRtFTvoR3mUmzjGwoQ9V44Um01AY0xgwCqsqfsWWzbwFMq9B6Gq+E2sR2CfPSUA1poxf+Cpe8X/Q1VwnxhgCzCHvw8nEyTKqwW5x0eCu2ChsQsKY19AmWaakndhFpZztIUUl120Y4erZk5rPtfNfwzkdF8b2oRE7x4Z5pG8PpTCgxU0zz23iQ7f/mP3jU1zJ8oYRr1y3G1v6lTyFUUSGIarSMHd8axMUy5EmIWVFQAviv1vT0bu8hz/+r9/hlItOnHMbLzI2PU8Ps21A9AcSTX2iosPcBGSBrxtjBiLsE55lrRG2ycfjPNMSXiDicmwlHB8cT+vKcxWzjnSbDeuYeK+zRh5pFaazRfUlfo7RyFtNNfBWa2QLG3ikhSbamwsmPNmms9UT6HibrxrUa2BTDWxaNQgrH8ZPQGQDZy7RwCbjpiTGxHqroQ1WEO11htLIQMfY1Ky8ziZ44EdPvDDiWcKLkkQ8S0hIOGoEfsh9P3gsvkCpjEm54DiRC0BGCEpLWxg5tRXVFtK0ZJwm16fdLSIl7Cm00O81U8ynKD3biqug5b49uM8NgYAvb/onuhd3HcUrTEg4RjRcVUtIePHwzP1b2L7+uaN+nvNvOIuPfvcPZ7x5YstTe7jlf+7l7h89SeCHGAG6PRcpdBkrXvySAegYp2phwC4ZwgyNPdRCaLJsPvKWq8hmXGwpWdbTzqKOuLXTePKBx/vuvpm79+2oOW45KnKNwBITYQTrbbrh75CgFNo0u36sfljSLjoUZK3g0Hkm0+F2cd3813J+59xeZI3RlFU/ypRxZAt57wme6f99tJm8xm3IiOjcUnZD1594pstdFqKxjWwooBkTIpEI4XA4IZYN6asQ2bcg3HOrx06dVd+MHiMs/xij9oGwEGIe5eL/ooLauZmu9qOuvoG45YhGd8uqBnCqUHvdoupdNhaTm8wShi47z2CYq+7mridjBbTaLud3vYWRoEhJFUlbaVY1ncTq5rmJivftf45/eeoB7tm/8/BBBXLMrn8Ga5CHdlxP6f+UQAszRaVtrDgPsmwaY1uImFweIpUCYzDTLB4tW7eYRasW0L97AGNg3tIurnnH5Zx97enHz0azF8F8xxhz5RFs7t3Vv1+MOVdBCLEXWCiEmB+R92wi2eOWI9inhCNBdcNGwmGOJ8HqaPBiuL7nn2up8VxwNrbjyauusS3+ukyDZ1YjW5zH3bTni7VMJ342+GyO9E0zDUbCNDaIsU+EOY+y6bkN6vHhmDABx4IXwVwnoZZEPEtISDhq3Pbfd6PVNCmBPb/ihebY4FRjSUuBac7iLWql2Ovgt4K1okDaCejJjJOxAob8DEN+E17ZZnRzO3ZR0v5AH5mtg0jH4itb/onepY09DBISEhISji13ffO+o36OC199Dn/yv78/48Xgb/7bL/jyp2+rOWZSTqzA1QjL02jXivVAk2FVQEsTm/9saU87H3/XK1izeHa5vEKt+elz27h122YGigUsKdlRHmBvaapDgsGyY57NDS5ZaYnSIjbvmadt7FCTseMX8D3t4Gmbk5uXsbZlMZ4uk5YZ1rSczEktpyNFg52xcW2qYZ4b/x47x75FKaysK1somqXP1Dd7Gx0p3EFjbykFsfJYRSaKyAVxyG6mFdAMApo/hMi8FWH6Kq3KeQg589CCNe2pQfz8ZwhL3wVTrBwzBhWTA0URPR4azeAafTukAFco/JgkgBnh4wubsnGJEtBsoem28xS0S9lkCSat9mWsFk5ru4azOq6nxelu0Itohr0i39v1BA/176SofJrtNLZKccu2LXX3RhStyAUOy48OYQTxXmdQFd6D6HGmmmzMWEU8q498KqC3C7O3DxGx8imEgHQawrASwlHXdmLhqvnc8NtXc8P7rsFNzSy3W8LRRwhxHnAasMUY84sGRX8GvBW4FvjyFNt1k8okHE+IFzAE6nHKhP9RwguHOI4+hLnKcEejzcbni79hjeaOjQZ84740Ot/cEMLEC2iNxsQcx0ucn+HEwUh7w5vSwDjH0Orp7MxTyCQkJOJZQkLCUeOu256YeeEgPJzPwXXBtdGuIGiG0iqPtlTIgtwIttTkwxQjfoayb3NgRxcYQcf6IrmtowgV8pWtn2PeksTjLOGlgWCaXChH8DwJCUebkf6jE1lKSsF515/FDb99NWdfc3pDz5PRwXH2be9DBYrHH9rB/32hfs3RpBpMkTWxSooIQQQG4zQOgeLkDdo2tHXlaGvNIqVgSU8br75wHRecuBQZFz8whjt3Pstf/vKn7MtPCi1na0jpujdUIU3se2bDnakIvNAm6waxuc0KoYs2gqwdRJ7DETZXzbuMX1/6ukOhCmeLNiGhLmPLDCPeBh448HsEevK4MmRFvXBWOX+jcKHxKwSBMbhCxIZVDNA4xOeM0Bh8FJYR2LILTCW0NLILK/NarOybEfZECqWmBn2MaDvchip+F6P2Vj4U0UFYvg2j99aUi0uxYIxpKJLFUcm6YWJ3SKdFgB8TBkkIaJVFhDaUTHR+MykMK3NruKT3bymqPGVdwBFpulKLseXMFjxCrSgpj4yVAgSfefonfHX7Q/j68DhQgcQvRbSnQAQyUhhtFKqo0cM0zIhDuT6mYixJ2OTg5IPoRaW0Cwt7MAcGIj3QhBCkW3O8/9O/xcpTFrF363600nQv7uLE81ch5eyF6WPNsZjvHGdznfdU//7bNOX+lYp49hEhxM3GVH5AhBDLgPcDHvWiWsILjHTPRJWOvqd9wtw4GhrSi6XNuZ8rVhI54jZxaNYSsYGlZkZTa5cNPN/loeNRXu/V+XLMhh4v5sYcrlePLRQe0RtWbKHwY5bjbanxYyZmltSEMSEfLanROvpZL6TBxE32LAM6ZnOXFT/nMXaMTVTrRU25hUBbBhlpA20RbZMCIwUiysvMtiq7tmbpgXbSeSfMqvyRIlnbeXGSiGcJCQlHhXvv38JTD++MyVgxPdqW+C0WoycrnHTIvOZxmt2AcmhTUGkKnsveXd2YskXnBo/mbQWM5/Pvj38yEc4SEhISjlOcI+j10LOki7+/7SOkcylaulpIZ6MX4Sd45sFnuflf7uTeHzyKCnVlBb+7M1poa7DQbPkKlYmeQgvAKWiCJomx419bBHD2CYv4hz98Ddn07HY+GmPYPDBAX76AbUm2jg7w0Xt/Vv/uPuFdNqUbjTZoKi3QJtYpDl9ZOErhxORFA0FJuZSVQ286w9rWefjaJ2OlObFlNZd1X0iLM3tvqlB77Mz/gk0j36OvvKFyeUCrXeJwmMMKVtW7LKp/ssGyUCMBSQPKGKxYz7HpBTRI47R+FDf36xijAIUQc9/1qsOdBKN/jvbvndQPE+NbFh2WcaLvcUy3CTiFohzjXWYLQ074FIzL4SU5UVO/1SqRMx7CWo1nHDw9ji3SdKdPYW3ba+lJn4YQgpwz83ldqBV392/g5j338cTI9upFCoTqoK9YG1PRGAi8mO+yV/kNiPw8G9w07VQ806JQrohfGAKCNhehNHYppkDahaXzabZhcUeG/t2DqFDROb+dK2+8gJffeCFNbRVvl5WnLYvto6qKb5Z9nIRq/BVECNECvIlKWsH/alTWGHOfEOIzwB8ATwohvg241fodwO8aY3Ye3R4nzBYnexOq9L0XuhvHFUKIIxE38LhlrkLXXB1/Gtkk8fOaRra4NoUAaaLrCSqClorZLBNbT4A0JjKEoRBgmfg2LaMjQzvLhjaDNDoyp6olDJIYGzrWZguNQGMibK5QFGM2GblSUVTR4qBrKYphnC3ECyfmLbV2x1YEYXQONstR6NAiUpB0NcRsFtKOQcbkRNNufE405YIsRdvCtMAtRIwyIVBpC1mImAMJgcq62Pn62NhCCEw2C/mZh2GUluTaJN9ZwixIxLOEhIQjzkP3buWv3/ZFRD7miTkdUhK0uvSfKjBZzeLOYZocH20EJeUQKMmO3d2owKLtWUP7Fh/GCpjCOItWLziyF5OQcDzw0n3PTPgVo9GC7mzoXtzJ39/+5yxZu3BG5b/xmR/y5b/6Tu3BTLqBh1r8LlnLU6h09eU0or4w4IxrVFqgUqJOiepub+I1V57KTdefg+vMfCruhSHffGoDX31iPVsHByu9FAadjUggIEzFOy7iMhqvWwn80CbtxLnWCAq+S9YJcO14L64TW5bz0VN+g3Z3bmEHJzPm7+GOvR9mLNhTczwr64UzqCxWQLRI2OjSfSNxhYrP2WYMWUDGeKAZwK8urbj2GtB5QCGseTiZ1+JmX4+QbdW+WcQHgpzSZ2PQ/n2o4rcwqnoPRAs6eATMeOPKk9qYy2OksggVdZcruGh8ohe+AFJSIY1HUbuoiIUlR7aysuUtrGx7b/WezI58WGDT2LMUVYmMlabD7eJjT3+TZ/O1aaGKvk3B85j6hdBKYGJ2acftwgZotDMsTINdXb+JCr/otVqkh6KWAyt2vzONzgfY4wFS1X5qqZTN5dedytt++3I6u1viOxHB4P5hbvuPn3L7l37Gwef6Aeha2MHVb7+MV/7WVfQcLzmCf3XmO28BcsDXjTED0xU2xnxICPEk8DtUPNY08BjwKWPMrUe1pwlzQjpnId3z0f4DL3RXjisaCTfHElGViY7kT45AVD2yZ18vrtbxJDhWPrvo+bEEVKxtwsM9zhbnYaaq4lm9zUFX5xURNqFQJs4W4pnojUuuDCnr+nDSQkBKBFVP+Qhbg3ppGVCKtYWUtVNnkwLSVkhZRdtcS+Gr+ryxUoJtaUJV/wIgJAhLY1TEBMYCY2lEhM1YoKVBRsyJjA1GEhmuWjugPZARNpUCXYqzSeyiivTM0hkHU/CivbZyWSgUZ/xdefmvX0jXgvYZlT0qHB9f6YRZkIhnCQkJR5R7bn2cv3njZzCeB0JgNc9+4Uy35ThwbgrdbGjvKNCc8ZFoSsrBVxbbD3YR+g7N2wytOzXCC9B7D7D27BVzShKfkJCQkHBsuOptl/KlP/s/vFKMa8Y0NLXnuPadV/CGD99AR2/8S0+56HFwZx+BF/LwTzfwX38Tsfs73cBTTZnYBXJhwCpXvc9ilBYB2GWDVTZc/vITOfHEBQghWNjTyvmnLsOepcfHaLnMu793M4/u3Vdz3DgRwtlEByb/nVxHi1iBCMAPLRxLxeY2A0ExcCmHmqyj6Uqn8bRPWrqc0raCVy24kNPaTpj189gYw/7SZp4Y/iG7ik/iqyIpmSIlDqJN7WYcC40jo4WuhrnL4t7yqeQdC43AjomlYoCiMWQg1gNNiFZyrR8jnX1NbB9mgw6ewh/5A0z47IzKz2UZcLpPySFePJMCcgQUjBMroDlC0yLLdDS9A0UWX49giTStqVPpzV2LJdOz7vO+0gFu2XsH9w4+jK8DoBKtZ7CcIzS1X1xjoORPeLxO2VEdzs3zSjlg1W9+riBBpcEuR0vw2hWU2yXpER29ACQEYbPLNa8+i8tOX86enQOoUNPR1cwFl62hqTnTuG9K8dhPnjoUtrFnSRfjQ3n++f3/QejXiuIDe4f4v7/7Lt/45Pd57z++g197/7UzvQUJzxNjzL8A/zLLOv/FNF5qCccPQgjSbV+gNPgGjNr2QnfnuEEIgZjjho4XA0fD+yxOcJx4vkQ+ShCTRKsptmm8yGLbFGAbCCOebgKwMYQ1rRyuV/Eii7NFC2FSgGMUAfUhoC1hSBmFF2NzCfFNfbQLSxgcQoIIr3lHaLQIIuu5UqF1gBdlEwotwsg8r2kZoIyIbDNtBSgEga6vl7FDlJEEESEa03alTRVhS7kh2hOR4RvtVEhYtqM3DWU0pigQU0UyASpjEEUQU0O7CwhzYOcjwhAKCLLgFqJsAr8ZUmOm3iYFfquNOxrW2yxJ2J7FHi7W2YRtYTraYHC4/tqmsO6iNbz/0zdNWy4hYTKJeJaQkHDE+OX3H+KvX/vpwzs+jMEohbBmsThh2/Rd2knYLmjqHqclWwIM2ki0FmzeP4/Ac0gfkLRu1VhjHnrLDtCa93z6bUfluhISXnAa5iFKSHjx0NzexDXvvJxbvvDjGde56S9ez/wV82jtbuH0y08mlYkXvZ57Zjc3f/Y2fvK/d1MuVFa3ZVPTrEMzCi/AOPHPLqtcWQKIC984wdvedAG/+baLZiUkaW345bad3PLkJg6O5ZECthaHOFisDUdiMES8i88AgQolthMftKfouWRT/mEBLUIFyFgZPnn6TZzTuXIunaihrPL8YM/H2VF4tOa4Qz86IiaMKyuCyWz3y/jYpE0YW7dsJFkUUkTrohMCmjSG5tTZSHyMCZCyh3T2NaTSr0LIxuJGFMb4qPJtBMVvYNRzgEGIVgi3U4nqNoM25rgUKYTAMqK6Y7weu/ovzhfREtBEgGcsfOSU8ESC1vTl9La8i5b0y2bdN200m8fX88zYE5RUAVemsWnj+/vuoaxr1avxIFUnnEFFDNYRx6HxBmVjxWVzA+PE78QGCJpAKLCC6Po6JSl2C9wyzLPTDA1Vvtsp1+aKi9by6mtP56TV8yuFL14T38lJhEHId/+/H3LLF358yLNspqhQ8bnf/U+EELzqfdfMqu4RJ5nvJLyEEFYnma7v4o/9NWHpFqD+R0HIHowepH6bggDZDXqAeplDguwC3U+9zGGB7ATdF9EjGyE7MJE2B2Rbtc2ppEC2xNgyIHPVfkbZsqAHa3svBIYsRqSr1z4F0YTAwZiIhXDRAkgwIxG21spfMxphawM0mLHDh6qSlRAdGAJMhDe3kB0Y44GJCAknOoESmGJNmxIDsgttCmDqI/EI2YXReaBc3xfZg9YjTH72CyGQpmJTepjJ4+jQXinZg9ZDTH5aV/pCtd4Ak8dYRUATVVs/k8dYpU0LKbtQuo/JY6wioNlgdRKq2nEkAQcbZCfBlDEmBQgchGgnmDKOpABZHWOBqh1HljBYuGjZgq9qx4otNJbIomjC00M1NkdoHOGiRJayGpliU7gyhyJNWdWOlZRUpGgiJEVJjdXY0jIgI5rwjENJ5WvuSVoG5GQTZW1RUoUaW87yaZFNFJSkpEp1NtdpYjw0lJRXY2tyfFKig9FAUVJ+bT3HJys7GPVDSiqosWVSAS2yjaFygKfCGpudDumQrQwX/Zr8r0ggp+gRLQznywRa19jCrGG+nWNkvEw4xaaaoNfOMTRSRE+eWFmgWmCelWN4uNZmbEHQLum10gwPFGrmY8aW6E6XLpliuK/2O2lcGzGvhXYhGN5f+9mJdApn4TyaCBjaWzseADJNKa59+6W88y9fj5s+cmkE5kQy13nRkYhnCQkJR4S9W/fzV5OFsyq6VELmcjNeOBw5dz7lHhs5r0SmxSfneJVABgJ2DHUQKpvUXovcDpChQj6+BTyfhat6WXfRiUfj0hISEhISjiDv+dRb2fHULp66Z+O0Zd/18Zt40x/92ozavf1LP+Mff+uLaDVpAcBx4p8/DVbOhRdisjpWYKt4lilkoFEpC+3KQ0qL69pceemJvPqVp7N2YgF8hjywYzd/ccud7B4+/EKobYNKUy9gRUekqVYiLl86ACqwsGwdKz4ZBAXPxbEUrl3rhdbh5nj14nN43ZLz6Em3zvjaJiiGeR4Zvout4xso6yKucPHVFgrh1EUYjSvCWecuq3iXRftKGQQB1qHQjlH2orFIo2M90CzZRWfb39KUndm4nA7lPYg38jsRi5n7GuRPO7JYxItnQkDaVJb44gQ0KSAnsyzv+BxGZAnUIFKkyLonkbIXz6lPjw3fxw/3f50h//B9CbRkwGuuyx+iDZTC6IWQSviiaBpOTVMaU4rJeyZAZUHk6/ODTNj9VnDyYJWjv6YrF3Xx4Tdexnlrl+D5IUGgyGZcZFzCwSrGGB7/6VP86D9+wq6Ne9FK097bxmj/GDue2tWw7nR84QNf5oJXnU33os7n1U5CQsJhhGwj1fYZ3OY/Iyx9F612ggkR1kLszKuR9lK0OkhY+h4m3AkYhLUIO/MapL0IrfZVbbsAgbCXYGdey//P3nnHy3VV9/679ynTbldvlmRLLrJlyxLuHVfcbdyNKYGEkhAIEB6hhyTwQg8hEF4gQILBuPfee5Ns2ZaLLNnqXbdPO2Wv98fMlXTvnDO6V1fVOl9/zMVn7TpzZmaf/dtrLW2NxQTLK7ZwZdU2pWobjQmWEBRvRcJVoGy0tS925iKUNQITLCIo3oaEa0E5aHtaxaZbMP5bBKXbkXB91XYAduZClG4i9F8jLN6FmA2gXLRzMHb6fJRuIPTmE5buRkw7qBTamYmdPg9UBuPPJSzdh5gOUBm0czh25mwgReg9R1B6EDGdoLPYzhzszFmAQ+g9RVB6BDHdKJ3Fco/CTp8BWATlxwjLjyOmB6VzWO6x2OlTAUVQfoiw/DRielG6ASt1AnbqZMAQlB4g9J5FTAGlm7BTJ2OljgcC/NK9BN4LYAoo3ZSKYAkAAQAASURBVIydPh3bPRoo4xfvIfDmghRRuhUnfQaWewRICa90B6E3H6SE0m04mbOxnFkgBcrF2wj8BUAJpUeQSp+L7R6KMT14xVsI/DeBMlqPxs2ch+3MwJhOyoWbCYKFQIDWo0llLsR29seEGykWbybwF1Vs1jgy2Yux7X0Jw/UUCzcSBEuAEMuaQCb7QWx7H8JwDfnCjQRB5YCObU8im7kE255AEKykt3AjQbgcUDjWZHK5S7CtsfjBsqptJaBx7H1pzF6KZY3E89+hu3AzQbgasHGdaTRnP4hltVHy36arcCt+uBaFQ8qZTmvuYizdQtF7k/bC7QThepRyyTgH0pa7EEs3ki+/xsbC3QThRpRyybkzGJE7H62y9HivsCF/P75pR6sUje6hjMp9AK3SdJRfYm3hYfywE0tlaEkfytjsGWjlsr40l9X5x/FMD7bKMDIziwm5U1BYrCq8wKrCs3imF1tlGJs5nEkNJwCKZfkXWJ5/Ec8UcHSWSdnDmdxwNABv97zA0vx8yqZIWueY2nA4+zXMxmBY0PUC7+bfoByWyNg5Dmw8nGkNMwklZF7niyzqfZty6JGzcxzWMov9Gw7Al4CnN8zj7d4leMaj0c5xZNthHNC4L2Xj8+i6l3mzezmeCWhxcpw4+lAObNqHQlDm3lWv8Fb3Gjzj05Zq4IxxMzmgaRy9fpk7lr3GW93r8MKA0ekGzpl0MNObR9NVLnHrOwt4u2sjvgkZk23g/KkzmNY8gvZigVvfeoN3OjoIjGFcQwMXHjiDyc0tbOjNc9trb7CkvRNBGN/UxPmHHMjElmbWdvVyx0tvsGJj5RlmQlsT5x1+EGNbGlnd3s3dz73J6vZuFDBxVAvnHHUQI5tzrFrbxX1PvM66DT1orZk0roUzT5xBa3OWFSvaeejBBWzY0INtaSbtM4LTTj+EpqYMSxet5bG7X6FjfQ+WrZkyfQynnHc4ucY077y2nMdvfp6OdV04rsO+Mydx8iVHkd2K935CQhxKdpP4ue9FlFJzZ8+ePXvu3LlbL5yQsIfzl4d+kSWvxTy02zY6m60voCnomT2R7pnNFPfzyEzK05QpMSpbObmzvLOZnmIaWevSON8l1RmQfXABuquAm3a4pfN3uG50/OqEhJ3JnDlzmDdv3jwRmTPctpRSc91JE2aP++rnt8PI6rP6uz/FW75yu4w7Ye9iW9Y75WKZn//Nb3jgfx8nDGqFjOaRjXz8e1fzgY+fWredMAjxvYBn73iRf7nypzV2ncmg7JizYs1NqDqhG8W2ME3pQbk3fekb5zNzzhQA2lqypFKDO9HYXSyxoTuPVpq31m/gizfd3f9EJxBkBInY/xddzXcWRyqsxNeJQWmDkw7oS6cRN82P7ncUH5l+BD1+iZTlMDHbhq2HHu7OiOG+Ndfz+Pq78GXzCdoGXSJr1XpXpZVHQ0xsvJwukY7JUq4QmlTlZG/0nIQGVcZWUnfeGqE1fVTVC62MpUfRkL2AXOZslBr6ekNMHq94C17hT4TBO0CI1q1YZh1RwZN0vcRakbOSut5nofTlFYkmEFMNxRTTfjX3ma9cAgnpO8FuWxNpzl1DU+5KbGvoebO6vLXM77iHRb3PUgp7sXWKQFp5O7+ipmy7l6UU1r72hcCmy4veEOktuRS96Pcr9DVeMf69VL0Wyot/H3S5kt+snsg5ta2F86YfwJoNPZSDgNaGLKfPmc7h0yZs9WBZb1eB1Us3EgQhbaObKHXn+efLf8KSBcvr1hsOH/rGJXzkHy/farntudaBnbfeSdY6CcMh2d9JSEhI2LtI9nYSIPE8S0hI2A60r+2MF84AggDT24tKpSK9AKQpS/GAMZQmZiiP95FRPhnXJ+dWNs2WdjRTClxkvUvqXRcVCJmHNwtnN23870Q4S0hISNiDSGVSfPE3n+Ej/3QF9/z6Id58/m3KBY+mEQ0cd+FRnHDJ0bgxAlShp8iD//s4d/7q/q17WtTbnC4W6+Y9U0GI7i5hGlOxHmiZrMsX/uFcTjrt4Prj2AIR4bm3l/Pnp+bzyILFhKbiXR00UOOiIlSFs6jkSbLF36hp+hrsMNYuRuMXHSw3QFu1osn+TaP5+PRjuHDyYYOe25a827uEV7pepVDNXba+/AZv975cM4m0jg5LaMXkJoOqd1kMgsLDIhXjXQaKXkmRxceJyeZl65GMb/0mrbltz11WOaBoUMrCLz1GoeOvkQGhpHRYirxHt8XjTFX89GPtcTlT+rCVhjoCmlKQtg9i7Ij/wrImEppOlEqhVdOgowuUwx7KYTe2TpHSzTy67jfMbb+dLUNClY1Ne1AbHisURSl0iLqh690POsaDEEDbBqUEiQmfI9kQgogcIFVMCnwLrJLg+LpfSKIJLU1cceShXHHEoTTUy68YwcL5y7j9d0/w+B0v4VfzlInvQ3s7oR/n/7d9uP/3jw5KPEtISEhISEhISEjYG0jEs4SEhGFzy7/dtfVCxiDFIlIsgmWBUijbRo8eSTi2laDRpTDW4I8JyTg+DakyjjasL+TwjIN0OrhLU9gFQ+N9r2N1FGhszfGnlf+PVDoRzhLe4yRO4gnvUUaOb+Oab1466PILnn6Lb130fbrWd2+98NbwfMQPUE78clgFIbqjUImxn3VpHtWIUopRY5o445zDOPXMmWRzg98YD0LDv9z0MDc++2q/68YhWgBTA/5uaRIFoUCcE5hR4Glw4yUTEUVQdpjU0MRHDz4c3wSkLYdDWsczZ8SkIeVq6+OVzle5eeWtvJtfsulaWns0OlHeZT5biVIXSVkcsuLFaqNFcbEoYysT412mKIiLxjAqNRtH24iUsfUImrNn05w9G70N3mXGdFEq3EipcC1hsAgI0aoFS3oZKF0p2KbXtx71BLRKbjNiwzNCRUCzRDB6FFgTKvlTlIPjHEgm+yHc1Ob8fbY1elBjMhKwtPcJ3uy8hdXFeUDFi60kLeRNrXjZG+FZBlAO4z4k8dFLAVJOQL7sRpZUCuxUgF+KFuXQIE0B9FqoIEags+FDJxzO3xxxFO+sb6cchLRk0hw4bhRWnbyKAMWix2OPvME7i9biByGtrTnCjb3c8O8PsGV0GBEh3NgOwY4VzgDWL99IGIZYQ8lXvD1J1jsJCQkJCQkJ72WStc4eRyKeJSQkDJtH75k/tAphdbNEKVAKk7EojNEUJxjsVMCIxgJKCe3FDEXfJey1kKUZCIW2R5djremmZXQTf3j3F4lwlpCQkLCXsHDuYr5y5j9RykeH8otCwhBVbxO4qwtpbUVZGhGJFDMUYBvDt35wOUecdOCQxpwveTw8721Wb+gGpXhh2QqeXdw/5JoAZht/ypSvEEvqe58JFQEtRmE4duxk/u348xmVyQ25f98ELO5dTm9QIG2lWFVcyh+X/WmAgCNkbT+y/nC8y8pik1ZxYkKfd5lXx7usmaktX2B805Wx/WwNqYYvVMrFKz1Gd8cnEemf3FxLF1Evvt5J+cz69akUqiqgRT+327jZ88g0fwetW4bcfige7aV5eGE7WqXJWBN5ev3PWFN8uV+5sthV4az/jRuIxpNoIcvUSa5e7z6ytODaIV4Q/dhrOSFiFIEX81isQRpDVGiY3TSJ9d0FioFPSzrN6ftN48qZM5nYXMn915bLxo5jSzwv4Pe/eZw7b59HfovvM9VTxN7YW1NeyuWdIpxtGsd2FnUTEhISEhISEhIS9lQS8SwhIWFY/OgbN7Lm7TXbVlkpJO1SGOPQPU3Q2YDGhiK2FZL3HLzQxe9xCJc1YJdh5ONrcdb0YIDfL/o5qczQwuAkJOyxJKeTEvZCVi1ew13/70EWvriIctFjyYIVQxLOoBrqzHVjhTFCAx0dSFMTyo0OEzl2Yhuf/+4lHHb0foPutztf4pe3Pc2dT79OoVwRjoyGIEetLqAgNr1VJfJfrF0FICEV77M4AS3QECiwhf1HtaG1ImXZzGgbw9X7z+KQtrGDnlcfHV43d656nPvXPE2nXxGLbBXS6JRrvLwcFWLVCZ0XR1kcclLbXh95k8JWZiveZSk0htHuAaStDEbK2LqFUdkzGJU7G0sPPXG4Md30Fm6gp/d/8YOFgGDrRlIUifQu2wZvqW2lr6964RuVUtgosGeh3MMRswGwsexpuNlL0daYIfdbDjt4p+t/WdZ9M55pr4xBoDPMEUS4RpZMtCeYZ6zI65Vxx88pbQVoDCbmg5JLlfEDC4lst+J9prQQlC0kQrQ9fPR4vnT4CRw3bkrsGKIIQsNT8xZz60Ov8Na76/D8gJbGDM76MutXdPYvbASrvTZcJYDko6/vCMbtOxq9FY+5HUqy3klISEhISEh4L5OsdfY4EvEsISFhm/nhZ3/Hfb+6b5tPwyrbpjQ2R/tBGpM2tIzM49oGL7AJjE1Qsigva0AHMOKlAtlVRYJ8gaZRjWQbhr7hlZCQkJCw+9PbmedHn/glT9783PAbMwYJApRdZ8kbGujoRGwbqzHH/kfuh9YWI8c2ceqFc5hzwv5Y1uA3kzd05fnUj27k3dXt/YcSrRfURaHQgcR6pikUuggms0X4xggRzVKafznudK446NDBdx7DkvwqvvXaL2j3+ufvyth+pNBl6233LiuJQ0ZFe62BojvMkNMlUjrau0yrFPu3fJz9W/5ym71ptsxdViw9xfqNH8cMyF3mSG9k7rJd4V22NQFN6THY2WtwGj6J2obQlKVgJevz9+GHG1HKxdYjeavrDxSDlf3KFcWtCme13mVR1ytjjn+9XB1sKhUVfjFr+/QGqUi7bQnN2SJdhUy8gOaGTGzK8clpJ7Oyt4e879OSSvP+iftxyIitC8xd+RKLVm+g5Ae05jJktMVXfnw7y1Z39Cvnr8rjFMJaDT1fQkn0eyY7OM/Zlpz1F6futL4SEhISEhISEhISdnf2WvFMKTUduBg4E5gOjAE6gGeBn4rII7tweAkJuz1fPe//8sJdc4fVhhnbxvojs5gsuG0lLFswBnxl45VsetY0YIUwcl6R7OoiplSCIOD4C4/aTrNISNhDqBOuKiHhvUS+K88XT/kW78xfut3aNKUSOptF6fjQjAC2hm/918c44vTBC0wiwvw3VnLXI6+xam0XRgwLuzrpLJb6lwNM3Kpb2HwCMWJo2q+TE43NAprYIE7/HGhpy+aC6QfxkUMOZ8bIweWo2pK3uldy8/JneWL9G3T7BdKWRYPTS0j/zXytDI6O9gCr9+1VFgeRUqx3WcGkcFQY610mKHpNhoIxjEqNpsHOEZoyrtXM2OxJ7NN4Pq7VMuR5G1Ogq3ArHb1/oOQvAAJs1YhLDwO9yywq4RCj2NZv7i2FrzjPtXqo6j86fR46dRJi1qHQKHtfrNTJKBXtZVmPvLeIdzt+yMbiI/TdsCLQKy4ywONLBEqmr4/+498smEaIjXXCLzra4OgAP+aD1OB4eMbCMzZRAppjG1obCpQ8hyBI45nNfU3ItnD51DlcOmUOLe7QDme9uWIdf3h0HvfNW4gXVERcFQrZLpCwvximQsGOEM4AdF2v2p1zRNlNO5z18ffvlL5iSdY7CcNEKTUR+A5wFjACWA3cCvyjiHTUqZqQkJCQkLDjSdY6exx7rXgG/BNwOfA6cDfQDhwAnA+cr5T6nIj8bBeOLyFht+WfL//xsIUzlU6x9oyJhFmFjCvipENEAKXxPU33qiaUp2hZbGhYHaK6ejEdnQB87J+vGP4kEhISEhJ2C1a8vZo3n3sbr+jx4B8e367CGQAimEIBnU7HeqBNmDaGz//so8w87oBBN/v2knX888/vZdHS9ZuuhTb4DXExFuMvqwAkRs9QorBKQpiuFo7YeVcoVADTm0fyw3POpGwMKcticnMLje7QQxx7JuC7C27kvtUvD+ioWCOcAdhV0SNKQ6qXq2pr3mWCoivM0qiLuDHeZQD7NZ3HsWO+hLUNotBACuV5LN/wF4Rm/RZXBVu6It9Dexs92gyCtRVhTKEQZMgCmnbmYOU+jJU+b8gedyJCb/lp2vO34YfrKt5pqoXV+QcIpX/4QA+rRjgDCNCEEeEat0ZKBcTHH4VGu0S71xBZRiloTRXp8tKUwuj7wNLCufscyJcOvITVhW7ygUeTk2ZK4wgsVd+71AtDHnpzES+vWEPJ92nOpEkHml/f8wKh6S/6uT1SCac6ADsfxr6TKowXDtEWxOTu25588TefoXV08w7vJyFhR6GU2g94GhgN3Aa8CRwJfA44Syl1nIhs3IVDTEhISEhISNjD2OHimVLqEOAY4GkRWaCUmgH8HZAC/iAi9+/oMcRwL/CvIvLSlheVUicBDwA/UErdICKrd8noEhJ2Ux689nEeu+GZ4TViWXSdczBhVuGP99CuwbErm3FhqOlc3wgoWt805FaGUCpjlq8GEY676ChaRiUP9gkJCbsPu/FaZ7dm7gPzuf4HtzHvwVd3fGcimGIRlMJKpzj05ENwUg4jxrVwyqVHM+ukg4YkMry5eC2f/cfrKRS9ftfD1LYJKdqD0CFWN9ChgqIQpiBKk7CU4gMH7M93TjuV5nR6SH2LCC+1L+fB1W/QWS7gapvFxSUs6l05sCQpKzp8XL18VGVj0yDlarlae2+YwlEBdkwbgqLbZLCNocVJkbNcQinj6gYm5Y7lwJYLaXb3GdRc+7UrAR3FB1nb8wfy3muIlHFUDpcNQH8xTwM65q2tJ7nEy0DVVHZ1PCH7vM+2DMMYJaJZ2U9gZS4Cs7JS2pqCdqbVGVU8PaVnWNb+NcrBos3jFMhLqmYmIuBJ9KOkqROOU9e5V7SCjPYpxsQpTVsBjXaRniDaO0wraE2V8I3HaHdfuv2QQlgia6V5X9t0Lpx4LPs2VEIwNjYPzsPMiPDbp+fy22fmsiFf2NyXB3ZP7furAsHyo997y4sXyETFS6Q6m8V4Xox1+KRzKb74609z8uXH7bA+Et4b7AHrnV9QEc7+VkT+ve+iUurHVMb5L8CndtHYEhISEhISEvZAdqh4ppQ6m4qLfA+QU0pdBPwP8DKVZ827lVJniciDO3IcUYjI72KuP6aUehQ4HTgWuGknDishYbfnPz7738NrIJ2idNJB+K0uhQkhZAyWFaK1woTQ3d6A+JrcMsitBauriLzxDogwcuIIvn3Tl7bPRBIS9iDq7DUm7GJ257XO7syNP76DX33pf3Z6vwr44n9+gtOvOWnQdQqFMg8+9Dp33zOflSs7MBh6U4pgQH6iuqEZoaqWxIwrBOVXvc/iBDSjUEVBNMzZbwItDRlsrdl/5EguPeRgxjY2DnpOfTy9bjE/eO1+3upeu+maYwVkU0FNmERXh7ECkmzFu6xsbNIxwpug6QxyNNsFnNiwfYoxmZlcNOmbZO3hH6Ap+otZuO4TlIIl/UZi0RP5hWtvY9g8g9TNexYi2HXsUv2nEoTRYnPISBsrfRZW7hos98jqtRmDH5cp0lW4ja7CTQThWhQ2opro9uYz0MPJF5uoG9Kg6uYoi8MmRGMwMR+GBqtEydiRHm0AjU4ZSxl6gjSh1CrJI9xWLp54NqeNOWHIY3tl7Rr+8OrLvLhqFUXfp8l1sYsWi1cPcFQRsPLRwqhd6hM9I4jJaQYgrg1ejDidzUBXV936g6FpRAMjJrSxYUU7iDB68ijO/OgpnPGRk8g154bV9vYiWe/svuzu6x2l1L7AGcAS4D8GmL8F/BVwjVLqiyID3Gh3EiIGpBcIQTWhlDXA1gMIqMYIWzegqja9hS2s1ouzdQNW1aa2sAXVejaohghbN+CCyg2w+dV6Q7V51bmnULr/981mWxqls9E2lUGpzABbGUwv6BxKpQfYSiD56txSA2xFkEK0zRSAYowtD1IC3dgvZ6iIVPqScrwNr/oeOANsvYBfvR/sAbYeKvdKY4StGzBDvo9EugFBqeYB94pBpAtQKNVUcx9V6mlUxD1mTCdK2dV6/e8jY7pQyqnW63+vhKYbpVx0zf3XZ0uhB9xHRjxC041W6UhbYHqwVBprwD1mxMM3PVgqgz3gHgtNGd/ksXUGW/e/x4KqzdFZbN3/HvNNCc8USekstu5/r3imhGdKpHQWR/c/EFQOS3imTMbKYuv+90PJlPGMR9bK4AywFcMSngnI2Rkc3f9+yAdlPBPQ5GSwtdXP1huU8U1Io5PGGWDr8csExtDkprH15vfViNDjlQmNoSlVa+sulRGEplQKawtbaAw9JQ8QGtMRtkIZpRSNmRR6i4eK0Bh68iW01jQMtIWG3t4SlqXJZvvbAj+kt6eEbWtyjel+90PgB/R2FXFci2xjZptzH+8IkrXOnseO9jz7OvB9Efm6UuoK4FrglyLyNQCl1PeALwO724ZS33HTnZedOSFhD+DVJ96gt3MbnzVsCzVuDMHk0QSNKbqnCqZBcFIBjm0wBro2NiBGk12qaFghqJKPnvsWBCFt41r549Jfbt8JJSQkJAyfPXWts8t4+E9P7hLhrG1sC5/9j09w/EWDz5v53POL+Zfv3U5v7+Z8RKGjCNyYJXSd3FeWT8VzLM5erMgWm8I3xoRn/Pv3H88njj9i0HPoQ0RYke9iYylPyrJZ2LOar790G2G/DXkh5YSRU6nnXeYbvWlfP+olyAcurg5ixTeDpiPIkVIBDZbBVh6CoLGY0jCbw1vPZWrDHLQaWihAEaGr/ArLe66jq/wqoZRwVQbLvINIoV9ZC8GKmWO9x+06mmg1nV182EUBQjFoVN2HervhC9jZj4BZUxmPNQ6lm+qMKp6uwm2sbv8HjHRtHodAGU2Ud5kfE36xnnBmq3BTqajwimntUTDpSLuthDa7QHuQjRXQsrZPoy0cN/JiegJDISySsVIc3HQAs1tnorcSgtGIsLK3i3zg0+ikyFo2n7v3bp5c3j9k7PqNYBd1zXuofNAxOm+d6KKI6ou7GjGmxjRWbylSO1dao1tbMO3blq7JTTuccsXxfPx7V9E6pmWb2khIYPdf7/Ql7LtfRPp9QkWkRyn1FBVx7WjgoZ05MAlXIYU/QfFGMFUxXmWR9PmQOhX856BwI0hn1daAZC6E1IlQfhqKN1fFEkA1I5mLwD0WvMegeFtVgAFUK5K9BJwjoPwQlO6oiEQAeiSSuRScWVC+H4p3AdX8rHoMZC9D7IOhdDeU7gWq3q56PJK5DOwDoHwHlB5g03aZNQnJXAH2lMo4yg+zaQvNmopkLgdrHJRug/Kj9B0AEXsapC8Ha2Rlbt6T9H03in0gZC4H1Qilm8F7ZgvbIZC5DHQKCjeB//zm19iZBZnLKr+7xevBn7f5DXCOQGUuAfyq7ZVNJuUeDZlLwOSR4nUQvNFnQbnHQeaDiOnAFP6IBAurNo1OnYRKXwxmLabwJyRcXLVZ6NSp6MwFSLicsPAnCPt+Wxx0+nR0+jxMsIiw+CckXLnJZqXPRmfOwfgLCArXIaYvCFYKO3MeVuoDmGB+1bauOswMdvoCdPoMQu8F/MKfkU33WANO5iLs9PsJyk/jFa5HNt1jTbjZD2K7J+F7j1Eu3FgVyECpFlLZy7BTx1EqPUipcBNSvce0HkEmewW2exTl0r0Ui7dUxEhA69Fkc1dh24eRL91NoXA7Ur3HLGs8DdmrsJ1D6CneTm/hLqR6j9nWRJpzH8JxptNVuI3u4n1I9R5z7cm0Zj+EbU9hY+FWOosP0nfIJ23vy8jc1dj2WNb13kp78bFN91jWmc7YhivQ1ghW9t7GxuLTm+6jRvcAJjZcjuhG3u2+nfWlFzfdD62pGUxtvBhDioXdd7K2uPleGZ0+hOnN5xGI5rXOu1lTemOTbXxmJgc3f4CiMbzYfj+rS4s32abmDmVWy2l0B2We3vAQq0rL+u4wDmicyRFtJ7HRK/DIusdZWVy1yXZYy0yOG3Esq0rd3LP6KVYV1/fdfRw14hBOGnUES3o7uWXFc6wqVtYHtrI4acwMThtzGG92buSGJfNYXays9xxtcdaEGZw57mBe3bCO6xa9zNpi5X1NWTbnTj6IsyYewEur1/DnN19lQ7Hy3ZGxbS6YdhBnTJ7OC0tXcOOrC+io5nbOuS4XzDiQ90+ZyrOLlnHrvNfpLlWemRrTLhccPoPjp07mqdeWcNfzb9Bbqrznzdk0Fxx9MO/bdwLPzH2H+55+g0Kp8p63NmU476SZHLbvOJ56YiEPP/oG5XLle6WtLcc5Zx3KgVNG89QDr/H4/QvwqwePRo5p4qyL5jB1yggev/l5nrpzHoFfuVfG7DOCD3z4RM66+jhaRm3b+jlh70bJME+w1W1cqS5gjogsUpXjCWXgKBGZV7UfAjwoImN32CCGiFJqMvAWlW/kiYNJKquUikv+dODs2bOzc+cOLzdUQsLuwv+95mc8dO0T21RXNzagxo+huE8zGw5PUZgUops83AYfxw7o7clgyjapFZrGpRaptWXSjyxAF8pMPngS//XKj3ar0yIJCXHMmTOHefPmzROROcNtSyk11504Yfb4L//d9hhaXVZ9/yd4K1Zul3EPB1X5oH8Y+BhwKJAB1gAvAF8XkYVblP0o8Ns6zX1aRP5zx412z1zrbG+UUnNnz549ezDrnTAM+ci0z7J26fqtlh0u+x02hVTWpXVsC6dccTzHXXgEtlP/3JiIUC75GCO8umAFX/vGjRjTf63sNViIXbs5L0C5WcUKaKLAz1FXiRFAbDBu5W8frmXxgYP35+ojZ3HoxKHdSuUw4NYlr3Htwnm81lEVX5QhlQ5qxqKVoTHj1XidAaSsgEa3TBwNdhnXilcOLBXS7JRiBSqARruFT+z7D4xP74MvHo5y+51wHgrlYD3z132BjnL/+7JBlTflaNuStApiPd9SGKyY980C0jp+jAqwqr5j9dAoLJ2F6iYUqhE7czFO9kNoZ/+6daMIwnX05K+lt3ATQbgSsBDVRikcGI4TfFGEEUJVKIqCRCu+QR0bQGeYrXqt1SICXWGGAJs4V8tQFL1hipJxMVvYLWVzeMsxnDz6XCZkJsf2H0VHqch1i+Zz7cKXWdFbFQ8F0gUXzx/w3gs4XQoV4VVp94IV81FIdRqs6BR+2L0Bqa74s5nWmk50KaYyYPL5Tfl/4zjrY6dwyAkHsfqdtZjQMGrSSE669BiaRgzdM7Ue23OtAztvvbO7rHX2RHb39Y5S6gfAl4AviciPIuw/B/4a+IyI1D2RuT33d6R4M9L1dZJz2TuWPk/t7dqmCGZ7t1lnlNs6ByNbazP+eqStOu+oFVFcnb56IUTXk8onwET83gsQoqJtAj460ltdBHyJt5WxI21GoCCpWFvRxNkURXEibZU1SzrW1hOkonPEGh1r842m109FHlbyQ02Pl461FcoOkWurQOGXoyMKiK+gbEXalKfQpei1rC5X1kQ1FqnY7FJNFRDBLkmszckb7GLEnSaC3VPGKkZ8n4pARzcUoxqtkGlI87X//iTve//BsWUGkuztJMBOyHlG9btTRIxSqgR0bmHrAXab5EWq4pd9LZWY3V8ejHCWkLC3EPgBT907f9sbUIowm6JzX4dyK0jaYGd9lJKKcBZqnI0WmVUKXQxIP/wauuix3+FT+MUL/5oIZwkJewGqEnPlBuBcKgdZ/khlrTAeOAHYH1gYUfU2KmGDBvJixLUdwR6z1tnVvHDPyztFOLv0i+fxVz/48KDLb1zfwz23zOWeW+eyYW135UG+NV31FOmPxKgoCtABGCfSjBKwixBkiBXQFKACaHFS/Piac8mmXWytmdjaTGM6XqiIo6Nc4BOP3sBLG/sLJpZjokND6mrIuQibbyoP9lHCGkAxdHB0GKcdEopFh5clY/mkLb+fiNbijODoEadxzIjTyNmVE6HugBBM9SgGG3in+1Y2lF4hNCUcncb3X8Y3G/rPD4OtTOQcVJ0Nq3pbWSGVjSsdm7usEp6xsh0Rt5axcJu+ipv9OIpeosIt1UNEqEQhUyiVpTv/ezZ2fpMtc7cZAY8CUd5l4TaEX7Q2baFF180oryqeRXufNVlFekwmVmCzlDAx3cj5E79Ob1iiGBZwdYp9svvRYG/91PDyfAfPrX+XfODRYKdotRv4P8/cx/pi/wgKqqhrhTMqOc2ihDOg7g1hLGLFsyBr4XYHseF6wpGNqDWdqMBEvrI6l0OlUkg+j2sCSvnqiX7b4oQPHsX5nzmLQ44/MHbNHIYhrzz2OqsXr0VEGDNlNIe//xAse2genQl7Nbvzeqev764Ye9/1lh0/lApSvAPp+srO6m6vJRHOtqW/+J+yOOGsr17k9UELZ/1/3QQINoWBHmDrJ5zV2jyxYuttFs5qbXHCmdQVzqAgTqTIZUTRE6YjbRXhLFrkqmcLjKLHr803CxVxrNtLR9qCYQln0esx5SmsUvQhMe2BHXOYqE84i1rP9AlnUbY+4azGtoVwFmWjowuK8Yf8AIq9Jb79oZ/z3Rs+z6HHHVC3bELCluxo8WwJMB14p/rfxwDLtrBPonKafJtQSi0BhnLk8FoR+VBMWxbwv8BxwJ+BHw620Tglt3piafYQxpeQsFsSBCEfP/IblNp7tr2RXJau/TMUx1mYXIBKBygFpYKDiMZZa5FarbCLhoZ7KsKZm3b4xQv/iq5zojshIeE9xY+oCGffo+Jl1u8ZTG2ZKKA/t8blMt0JLGEHrnXeazx/97ytFxoG2tJ86OuX8KFvXjLoOo/e/xo/+tYteFvkG5KUFSmcbQ2rLBhHxSpMOqwKaGliY/3tP24kP/jw2ew7ZsSQ+g6M4cGli7jjnTfZUCxgK1hUWsf6cu+AkoJlxW2LxGNE44UaN6ZuKJreIEWDXUbFvASCohSmuWLSX3JQ034UwwJpK8PI1DisIYZkBAhMiZc2/JB3u+9EtsjVlVUl3Ij4ea6qvMdDfWuDSlawWHtZhDTEihaVzSFBI1h6FJhOwKD0WNzsJaSyV6PtCdXSg9979v3F9OR/T2/+BsymUEw5TEQ6n4pAFn3iu35gymiUAkdC/JjHyZQOyEiZYox3mlbQpIv4YhHQTNEEm7b5Rqf35fDWczmo+RRcPXgRFeCljcv5z7ee4Im1b296x4xRlPMuNfM0gBcjhgfbdmgrTCucUsSmD4BW+I02bnfExg+AbRGMbcXa2I0uRitw46aO4W++dymHHTONjrVdhEFIy+hm0tl4cT3wA275t7u5/Zf3sebddf1soyaO4JxPns4lXziXVGboAn3CXsUS9uz1Tt9HbqsKxfbY3xHTi3R/c/CjS9hmtrdwBuwRwplss3BWxyZDF876bHH1DNHCWZ8tSgCDPm+0WgGszxZXL+jnqdbfVpZob7SKLdqrDMCT+FysBePG20I3UhwDyAfRXmUilXDnkWs2gXyMqCYCBS9aOBMhXjgTqh5nEQjoUsx6yIAV5+QVVmyRoajDeOFM+RItnAHKD6OFM4BSeavCWR+BF/KTz/8Pv3nun5J9xoRBs6PFs18Bm7IjishrA+znAI8Oo/3FbArUPChWRV2sCmd/AC4Frgc+JDsynmVCwh5EGIZ8aNrfsHHZhq0XjsPSFA4aRX5iijBjoNXHdgy+ZyOiUT0ad42NXRJanlyO6qyELJo2Z2ryg5aQsJeglNoP+BSV8Ixfi/odFpH4eFa7jh291nlP0bOteTNjyDZlsCxNy+hmTrz0GM75q9MZNbG+6CQiFPNlwsDw8ovv8n+/egMD7zbj1hFy4p1t0AGoQBA7fuNdh+DkK2EZW0dkGT2iEUsp9hnVwgePnsmcfScM2dv6viVv862nH2RNfguhzA7RqQiPGi2x4pEx9fstBg6uVY71PvONRbefJmP5OAPEK4ViZvMhnDv+bA5oHHoYQiMh7/Y+zarCq/jVBO095afo8t4a0I/BUWHkGK06Wz+bN3aibJVTx/E526C0FQENbDJNXyPb8FdUvt5kSCEpRcqEYWUtpvUIunv/i87u7/Ubs0DVA21gXYgPqBmPRlCY2E0hV4X4Eh3iByCny2gR8iZ6o0cpmJqbw0njvoWjc5TDPI5O4+itizi+CXh07Ws8t3Eh+aBE1k6BSfPnd14h7H/uInbDCH/r4TSjEJtN6YAGYmwIbbBiIrT5DRbKCE5v5R2p+TqxNeGYFka25njfgWPZuKqTwA9pHd3EKRfMZs7JB2FZlfdj4HediPD6Mwu559cPsXLRakxoGDG+lVXvrGXxS0six7N+xUZ+943reP6el/juXf9Arjk36NchYa9jd1/v9HmWxZ1AaBpQbsdSvBUivo8Tti87QjjbU7YCt3WU9erVEw3r1xuMrfb3dnOoxiiv+GgBTKRyYCvOFsTlahViD/xUQkDWqxdtM6Kq9SIEPlEEEi3+BUYRxNbThDG2wOgt5t6fINRIjMe8CWvz2m6uGH24CipeZ3HrJO3HH72yvDq2cvyxLbtoYm1WwY+1kS/G9BbN6nfXM++R13nfqYcMqV7C3ssOFc9E5Bdbsf/DMNs/dTj1AZRSNpWwUJdW/35YRLbl+TIh4T2HMYYPjvwL8l2FYbUTTBtPzwGNBDlD2BqilRAElR9w1WNhr3HQIYx4bDXWht5NC6xzPnH6sOeQkPBeoE6KoPcSV1Lxxfk90KSUOo/KKeaNwMMisqhO3VlKqc8DaWAl8IiIrNjB4wV2/FrnvUYmNzQvknoceOQ0fvjItwftLdG+rpt7//gM9/7padav6qwIDaOaI1UgseJFDcszhOnoh2gFuHnBy1FXQFPArCnj+ffPXUQu7caWi2N5Vxfr8nlsrXm1fQ3feOqBAZsagnK2xbtMERqFpaO/dHxjk/cNOSdex+7zQDuqbQYnjz6UYlgiZaU4oHF/xqRHD3lMIsKrnbcxb+Of6A02h/zM6RJZ7ddsLbgqGLJnGVTyZrgxIR1BUQbSUkd4BAoi2CKk7QkgBQQfS48llb2YTPZqtFWZf0VgG9wgy96r9OR/R75wC9KXDw2bqPw59X8q4sONbq5dG17RIcSL2aixlJDBpyh9J537t6EUZJVHWnnY9gGIGknZdGOrFKPSMziw5ULaUtM2lc/aW/e6ExFuWfEs//3Og3R4m8ViP9T0FGtFOjFggujNKxXWeQ/qmMIUWIWYIkrhNUK6U6J/u5XCa3YIXY3TG2B5/Qu1tGQ565xZXHbl0TQ1ZWLH4Hs+HWs6CUNDy+hmNqzYyPeu/jfenvdu/MDr8PrTb/FPl/+E793ztV0aKn0vWe/skewB652+kxRxpzOmV/9Ghf/e7kjptp3RTcIOYIcIcjugv615gg3Vts1eZ/XqSZ94VvsbXD1GNAxbLWaTR1otQfVIUKStzkEgn3ibV6eeZ+rZ+rbia+3l0Kpji9/C98L4g39hUOewlh9v0378eiAuRDVUwjlGIhKbM7Zii/HcN4Iuh9G2MIRyXIfxPHT9s7tMPEvWOnse20U8U0qNppKLZCyVc3jLgddFZFndirsYpZRLxdPsAuB/gI8NDBGVkLC3IiJcOfGTwxbOTEOG/JGT8BqgPEbACSsnYhSovMZe72CXoO3lbpxOjzBf6c92LU675sTtMZWEhITBc2BckvSdkGz2iOrfZiqe5VseqRel1C+Bv4054PK5Af8dKqV+DXxeRIbioR7LnrrW2d045PgDuec3Dw27nYOOns4/3f6VQQtnT9/7Cv/62f/BK23xpJd2hx6/j6p4lqo+aEbUVwJurxCkIXSpcVca0ZTl4hNn8rGzjyTlDH4pHhjDHW++yR9emc9Lq1cDIEqQbET+MgVKx4VOrIei7FtkU0F8brPAxYgi6/TPW9ZHxkpx/viTuXLy2VhD8Kzqo8tbz7LC63imiKsyrCu9wBtddw8YpZBW0SdQrTrnn6OS0W9pC0VFzgmqISeBlEisBxrYNDZ/haaGz2yTAGFMniBcDQiWHkNP/td0dv8gouRQhbN4lAIlEruh5FIJzRhnd5RB4VGKCXdkqwamNF/GAW1/jY6NvBvN6uI67lvzJHM7FpAPCqStFF6Y442u2mgIxZhQRWEQv3lVD+MIVjnOxRRMOj4kkdiKcjOkumIENCDMWJx99mFcdsphLFu6Ec8LaGvLMWv2FFw3/nthxcJV3P6L+7j/949uWqNrS6MtTeDFuLsNkrn3z+eVx17nsJMPHlY7CXs2e/B655Hq3zOUUnrLfR2lVCOV9BxF4NmdMppw9U7pJiFhKOwIYbB+fxD3G7x5JBGH2GI80vrbotrcNlu99WGcNxdUQppvS5tx4SG3Vi/O6wzqj7PuLnedetvkbiiVZ6G4QB2xvUWnY67UMXXevXDbtvA3rOrYpnoJeyfDEs+qXlv/DnyCiMwNSqkVwJ3Ab0XkxeH0tb1RSqWAm4Gzgd8Af5UIZwkJm/nRJ35B+5rOYbVhMim89x+Cn4XiWAGr+i+gyhq9wUEZGDW3QHpdGSkWKydHgA9/+/IkZGNCAgCq/qJ2e/aza+lzSfkO8CDwJSr5NY6kEiroM8B64Ntb1HkX+CxwP7CCivB2PJWcaZ+kEqLnquEMak9e6+yOnHTZMfznF39PT/vAPFyD48Ajp3Hup87glCuPx01tfSNeRHjhkdf5l0/9FjPg4UrqeHwpI0iMQqIMWOWq91mMwqQAp5oM+9ij9+WwmZNQwMTRLRx3yBQce2j5vXo9j8/ccQdPLlvafw6OxDyZVn9rI2xiVKwwBuCHFn5gcOw4Lywohw7l0GZkyuW40fsSSkBau8xo3o+TRx9Bxhp67qQVhbd4av1NLOx5btPmTkr55CKOqKaUX0fAiscTm1RMSEdQlMQmix/72vQJaJZAxhoHlBDxsazRNGQvpiF3FbY1dsjjKnsv09X7W/KFW5FN8QA1um4gpKHStwNSOzkbwY854a0UZPAoSnzeDlsJOTzash/Asifjhx1o5dKcmsGEhg9g6+xWR1cOyxTDAq5OYSuHX797Aw+sfapfmVLRptsr1owzNIogjA5xVHczScdvxohdtceEMg2yoIJKqNaoDSLjKIojwC7DpHQD6zb0IAK5jMupRx/AxacfxgFTxwAwbXrtPROGhnkPvMKS15cT+iFtY1vp7erlV1/8n5rvMhOammvbyu2/vG8Ximc7Y72zy9c6uy17+npHRBYrpe4HzgD+mspc+vhHIAf8SqJi2+4QdnSGlISEhO1F3V+GPiUoknh1qf6vzbaJmGpbxc++Jd5Ook6E+3i2UcPb1p91XSfKyI5lr9nbeU8x3F/0f6SyObUMuIVKaKU0cBqVza6xwKeBTyml7gb+ejc6sfSfVISzDVRCPH0z4oTooyLy6E4eV0LCLsf3fB74n8eH10hrMzJzKuVGi96JIK4BO6ycxC4BHQ46VLQt8Eh1h9DRjensAuCwk2dw5VcuGv5EEhIShsqbw/EwU0otASYPocq1IvKh6v/vUxNWAxfJ5vhkDyulLgHmAV9QSn1XRDwAEXkMeGyL9grADUqpZ4H5wJVKqX8VkfnbNiNgz17r7HakMiku+cJ5/PbrfxpUedu1+fp1n2f0PqNoHtXE6Ekj65Yv5ks8+udnuOu/HuLd15YT+gF61IjoTX+rTljFcoDY8eKaVapsVG8K3xijMl1y1iw+/7H3o4eo9Ly5dj23v/oGa3vyWArmtq/m3a7OfmUEAWdbnoQVYaCxY8M6KgqeQwYf147fkJ+aG8MPD/8o47NtQx6BiNDld1AKi6SsNCsKr3Hbip9i+mXmEtIxcV9stW3eZSGaQBR2jDuQQVEQmwxBHXFO09r0WUY1fXkbvcsK+OFKwGDp0fTkf0tHhHeZqmYe2R6PvkqBlvjXphLIqM/7rLZXSwlZynhiR4YvyjkHMrH5Y4zJXTik18SIYX7nPB5d9zBv9CwAKh8lz7TQHfT3ohKBgt8nmPfvww/iQxzVxRWk1HcufkBdBUFGcPIxbSrwm8DOg44JQTR+RDNfuugkTj1sGsYIQRjibsXbNAwNt/77Pdz67/ewZsnmMKVU8+TtaJ6/e94O7yNht+W9sN75DPA08DOl1KnAG8BRwClUwjV+baeNxJ4C3qqd1l3C9mQnKw07EVVnbkopapIAD7s/iDu8U8+mN12PONSzjTZd5z3VysS+5fXqWXWEta3Wq2OLi4hYz6aV2SJPXH+UquNzqAXiwlhrYpPmiq4cKKztrFovZqkuKiZsoapjs1Qd29AOJPYxcdrQD7sl7L0MVzy7BlgAHL3lCR6llE8l/FIbcBbwMSpC1Tyl1Dki8tww+90eTK3+HQl8s065R3f8UBISdi9u/8V9wzrBqltbYeJoSg02nfsqTApISeUbx1fQYaNDRctbhsz6EHoLmDXrAJhxzHR++PA/bp+JJCS8V9hznt8WU5HHB8uWuwp9sRPu3UI4A0BE5iul3gX2Aw6iIozFIiLLqxs7VwMnbq38VtiT1zq7JVd85UJWvL2KB37/WN1ytmPx1T9+nuMuPGpQ7b7+7EK+fcmP6VzXvemaSqfqhmmJQ5dDTDbePUsBdsmgAyF0NcbZXE5rxQlHTOODZ85izsx9htTvm2vX8517Hmbu8s0fDWMJYYbafYA6ub+pepdB9BQC38KyDPFRFRVFz6XsG1JOSHPKphR6pC2HQ5r34eJJR3P8qIOw9dAeWIthgec2Ps6T6x9ibbkyR0cFtDi1ib4dFdbdXIjDF5s08WEnC+LSQDlWHDNo8uJgiyFrt6HEQ/Cw9SiasufT2nA1rj209xWg5L1KZ+9v6S7cSl80WU30Bopi+58XtRG8Ot5lrhi8OvlAtIK0CpjS/DlsexpeuBGtXBrcg2h0D92qaGYkZFXxXYphD7ZyabRH8tslv+Ht3rf6lSsZm94gqBlnYHQ1J0l0/pM4lK6zntWAI6iYfB/iVsKlWkWF2iQvbtG3gqABWkekuejAg9jQmafsBTTnMpw2axrHHTQFqxpFQWuFq/s/er/zxiru/vNzvPvmanwvpLktS8cbS3jr2QEpmXaScAZQypcJgxBriN6x2409Z73zXmSPX+9Uvc/eRyWKwVlUxrka+BnwjyLSvrPGojKXId7TO6u7hO3IjpDO6rXZ9/uyfdvcNpvedHRnCO0phY7Je1bv8E7fWidq3VGpZyLDG2oVH266sooxSEQ9C4Mmuk2rmi0tqk0bQ5wvlasCCrjRNh1QNNGHflI6oBjG2KyAUuhE9pmy/Viba4f4oR1psxyDicuJ5hgIo9dBxhGsGGHNuKBjnvpDF+wom1KEKYm1BWmFU4y405TCpG2sYkR4aq0hk4bi0DI1nHXN8UMqv11J1jp7HMMVz0ZROTUe6fpevX4TcJNS6mjgOuAupdRMEdmlQaBF5ORd2X9Cwu7M4zcOMxS86xA0uHRMszEphckGlRhHBuix0aJpXhiS7hR0Rx5ZuASA4y46gm/f9OVhjz8hIWHXICKnDqP6W1RC7XTG2PvEtcwg2+s7sp8bxphgD17rACilHConsWcBhwMzAAf4SxH59a4Yk9aaL/3mM0w9ZDI3/eQONkbEnJ9xzP58/HtXc+iJMwbV5lsvLub/nPVdyoX+nkoqnY6vFJjY04oKsHo9wob6edF0IOgg5OMfP4kjj94PgNEjGmluHOxtCsYISsH8lWv4i2tvIu/1P1Ma89y9FRQEChXrmabwyg5uyq8joIGI5gsHnsPV+x6FiGyTp1Ufa0ur+OWi77PRW9/vetaK8y6LOepK/bwVIRaB6FjvNIOmV1J1BTRQtDZczZS27ww5TxeAkRJ+uBYkxLZG0tn7v2zo+peaWWhinRaHzNY2+xRgIYRbEdBCFCFqwGts05I9i9GNH6MhdQRDoRjmeX7jvTy/8T46/UquMhHoCnL4A3J3iEAx7PP4HOBdZnTk9a1h2QZfSWyIHEmbymclxm7SIFYlwb32B3jcuS4XHHoQnzj+fYxvboodg4jQ01PC8wKamjL0dhb4/peuY/6zi/uVC9dvRLp7hjS/7Y2TcnadcJawq9mj1zt9iMhyKgLfriV9GvSMBbNmV4/kPc22Ck9121SqKs7s3myryFdfPItPZVWvnlWn3mZbhKiDEMR5vSOx9Wxl8CMO1CgFTvUwUJTNJaAkbnQ9FeBJrTBVWR+FeNQKU0pBSgWUpXatqBW4KsST2m13rQRXh3im1mYpwdEhvqn9Lba1YOuQIMJmacHShtBECI5aKt5nUWsdqy9JWa1NHEHKErlGMg5IKXpVZtx4W5BSWKXolXyY0djFMMbmoItB9CqwITsk8WzGkfsx/bChBMtJ2NsZrni2BJgymIIi8qxS6iTgZSqeXp8eZt8JCQk7gNVL1vPGc29vewOWBY0Z2g/OEDRowoxB0gJGoQoWBIrsasi0g+4qohYshtBw4iVH843rv7j9JpKQ8F5id3962z48RCV/2SEDDdU8pdOr/7lkkO31uSu9M8xxLWHPXuvkgJ9W//9aYA0waZeNporWmku/eB4X/e0HeOb2F3nzubcpFco0jWjkuAuPZNrhU+vWf3veO9z5n/ez6OUleCWPNUvbKRcjRJg68exVyUPq5E3TvoGtCGhaKz7zqVO5+KL31R3vQFZ3dHPDc69yx7w3WNvVi1Lg5yAc8GEXBIk+RLr5eyEmtp8EFthBfP4uUZRLDrYTYtmmXzmN4uSx+/PRacfyvpGVh8uhCGdrS+t5cO1jzO9aQDEo4moLkTX40v/B1lIhro7OQVavt5KxyWov3rvMpGjUxdi5GzTdksaRkJyVQUkRwcfWLbRlP8Doxg+Rcwcn3PYbl7+IDT2/pyN/I0Yqef0sBCdCyNNsH9FsS+qfDAe76o4YvS1RLYPNpNYfkE4dRhCuR+GQcvbFseqHTAUohT282/sChbALW7mkrZHctep/2Oj131cvGrdGOAMIRBNGXN88u2gcK6TiuxgtCtpOQOBFn9TGAmkIIW/F5jcTB2ZPnsA3TziZpRs6KfoBLZk0R06ZREMqPrxrZ2eBe+6ezx13vMTatV0AaBFynSXK+f6xHiUI6ghnO28RMPPEg3ZaX5HsHeud3ZUl7Nnrnd0KpVxo+Xek/RqGFpQhYajsEAFtO7fZFy4xOlpd5bdnqP3V9fjaSn+aOE8xhSW169FKParjjKsnkRH+tKJqi/IUozqWWgHNUoKRvlCE/W0awSLaZmGwCAmpFdccQgJCggibqwJC0ZH1Nttq+8tojyCMrpe1PMIgul7WKhMYXfWE62/L2WW6vXSkl1yDU6arnK7xrlMKMq5PvlSbo1YpcNIBXtEmap0k6RCKtWG5URBmDFZBExneOgt2IWKFpiHIVUJb19oUfg6cfK2AJpbCb9C4vbV3pzgWYaOL3RPxvOc60NQA3VvPqd0yspG//8VfbLXcDiVZ6+xxDFc8+xPwVaXU0SKyVVcVEVmqlLoeOGeY/SYkJOwA1q/YyF/M+BwynKTjmQydh4/Cb7LwG6vCmQAFDaJoXAqpdkH1lLGffxNCw9ipoxPhLCEh4R4qQteZSqnTReSBLWzfAJqBx0Rk0xFepdQJIvLElo2oyg7/V4BjqOQ1vXeY49rT1zoFKmGLXhaR1UqpbwPf2rVD2ozt2JzwwaM54YNHD6r8xtUdfPeqn/LKY69vvqgUyopZ0tZ7OCn7EJq6Apv2DaqzhEnZSMoCWyMCo0Y1cuYZMzn37FmMHh3vcRLF/z4xjx/e9Tih2Ty40I45sasG/N3SJAoJ2ZwtcCBGIZ5Gper9pisC32a/7Ci+MOt4fAlIWQ4zmscxLts8qPlsSWAC/nvJH3l03VP9tmwarDJpqzbUiqsq16JEpHpvXYiFLzpSlIKqd5lJk9Olut5lTZmTmTX6J1gqCxiUGrzHjYghMJ2I+NhWCx35G1nR/jUYkLfNjjmLvSPSlNfb2ILNAlrlpLfGYNE3Xku30pK7ktaGazaHpXT2H1S/Xf5anll/LW92P0JQSUmJEegJMjUbPxXvsmjROogVzkDVCeFpW4KlQ8KIk9gAthtiQl0NWRQjoDWGiKdoUzk6C5WNbgWcOHkKH5o5i5OnTMXSmhljxkT2sWx1O2+8s5ayH9DSkMEJ4Hv/cjv5ASKZ3pCnXK79LMggNnx2Bud/+sxdPYSEXceevt7Z7VDuYdD2P0jn58DEOefVPfawh9h2LdsqPtVtU6lquMEdIaDVvpab50CNbctSNfU2CWhxbcb311+02oxWCqRvdTCwHtWrtfWsas60MMJmq0qoxWCTULRFPSp5V6PydfWtoQbaKod9THWctTZXQnyoimT9bRk8SuLgD9gOV6oihJXEIZAIW7VeVJuNVom8SeFH1GuwS+TDVDX09Ga0gianSG+Qjra5ZXr9VM3ayNJCc6pEr5eOtOXSHkXPJRxwIEhrwc0EBGUbM8CmLEEyIapk16a9syHMGuySVfOwInZFQHOK1Ny24lQENKdITT3jKnzALUhNvTCj8RS4eVNTL8xWhEGn16NmoI25ygve3VtrqzJlxgS++btPM27KqEh7QkIcwxXPvg9cBtyvlPoy8F8iEh9jpUKeSp6xhISE3YgNq9q5euqnkXB4C8TC0VPwWh38BggbqAS5LlVOqqTWQ6pL4XSVSD39OsqrbB6cfPmx22EGCQnvXbYh7c8eh4h4SqmPAPcD9yilbgGWUsmzcSKVMIx/NaDa40qphcALwEoqAttxVLzXCsDVItLN8Nij1zoi4lERJvd42td08Pnjv86ad9f1N9SLOxiG4EQvdxVAVx5pbajrAqQErFLA3/392Zxx/mxEBKuO4DaQd9e0s2pjNwp4fukKfv3oC/3sQiW8ybagfIVYEut9RmBhRKHcMPJlUsBZkw7ke0edTZNbJ8RlDG/3LOe5jW/QGxRIaYfF+ddYnO8fik4hpHREjgKoI2yBZ2wy2o/1LusN07RYhdi3LsSix2RxVEBGg6LvpKpmVOZEJjVdwcjM8ahNL8zghDMvWMO63utY1/sn/HBdtabCUbUp3C1ku3uXDYateaBp1cC4tl+QSR1PaNpRysHSbSi19UfDLm857/Y8QjHsRCsbSzXzXPutFMP+X7Vl40SemPbFiry+NVJWQM+mWdW+qBnXp7cUE4ZVgZvx8ctC6EeXSdk2nzj0CL446wS8MKDg+zS4KdytJKJ/Zv67XHvXi7y4YNmma9ozpNuDmt9u5YfochD5cTXF2rx/O5t9D53M0efO2aVj2BvWO7sxe/R6Z3dFubNg1INQfggpXA/hEhAD1lhU5kIk9QGU9wRSvAHC5ZVNX2s8KnMxkj4NVX4EKd4EwYpKg/YkVOaDSOpkVOkBpHgzhKsqayFrH1TmUsQ9DlW+FyneCuGaqm0qKnsZ4hyJKt2JlG6HcB0oG+z9UJkrEGcWqnQbUroTwg2gHLCno7JXIvbBqOLNSOluMBtBuWAfVLFZ01Clm5DSvWA6QKXAOQSVvQrRk6B4PZQfANMJKgPOoajs1YgeDcU/Q/mRqi0L7mxU9kpQLUjxz1B+FEx31XYEKnsVqAxS+BN4T4LpAdWAco9CZ68CpTCFa5HyMyC9oBtR7nEVm3iYwh8R7/mqrQnlnli19VTqeXNB8qBb0KlTsNKXg2wkLFyLePMQKaJ0Kzp9GjpzOZiVhPlrEf8VRMpV21nozGUQLiYs/BHxX0PEQ+kRWJmz0ekPIuEbBPk/IsFbIGWwRmGnz8PKXITxXyYo/BETvA3io6wx2JkLsNIXYPwXCAp/wgSLgRClx2JnLsZKn0PoPYVXuA4TLAEM2hqPk7kEO30WQfkRvML1mHAZIChrAqnsZdjp0/BKD1IuXI8JVwAKy9qHVPZynNTJlEr3UCzcQBiuRKGx7Klkc1fhuMdTKt1BoXAjJlwN2Nj2NLK5q3Ddo8gXb6G3cDNhuBaFg+PsT2PuGlx3Ft2Fm+gp3EYQrkOpFCnnQFoarsG1D6azcD1dhbsIzAaUSpFxDqat4Rpcezob8n+mo3AvvmlHqzQ591BGN3wIx5rI2t7r2Vh4EN90YKkMjalZjGu6GluPYmXPDawrPEpgurF0hpbUbCY1XYGlm1jcdRNrik/jh73YOsOozBz2a7oEpdK80XkLqwov4JsCjs4yLjuHA5svxKB4peMOVhRewjNFUjrHpNxsDm09n1Lo8WL7vSwtLMALi6StBqY3zmFO25n0BnmeXP8g7+YX4pkSGSvHzOY5HD3i/XR43Ty47lEW976DZzwa7AbmtB7OyaNOYFWpnbtXPcnbvcvwQp9mt4HjRs7i9DFH8U7vBm5e/iwLe1bjm4BWt4HTxh7K2eNn83rnGv787lwWdq/DNwGj0o2cPfEQzps4k5c2rOJPb7/Moq4N+GIYk2nggqkHc/7kg3lu9Qque/0V3ulqJzTCuIZGLtp/Bufsuz9PLVnG9a+8xrKOTozA+KZGLj5kBmdMn8bjb73LzfMWsKK94mk/obWJi2cfzEn778tjry7mtmdfZ3VH5Xlo4sgWLjrmEI49aDKPPL+Qu594nbUbe7C0YtLYVs4/ZSbvO3ASjzz2Jg889BobNvRi2Zp9Jo3g3LMP45CDxvPIXa/w6D2v0L6hB9uxmLzfaM6+5AimHziWh/78LI/d+iId67pwUw5TD57I2R89kVknHIjWO+L42tBI1jp7HkpiFNlBN6DUWOBOKnk0VlE5sTQRuFykv3yulDoEeBhYKyIzh9XxHoBSau7s2bNnz507d1cPJSGhLmuWrOOa/f562IfJ/EOnUpg5ht7xitIoMJnKaSAlCncDpNdDqiOk4daXsLY4dfu7t37GhOnjhjmLhITdgzlz5jBv3rx5IjLsHSil1Fx34sTZE//u77bH0Oqy4ic/wVuxYruMezgopWZQ8Yw6BWihEmrwbuCfRGTFgLI/AI6kEtKxjcr5tGXAg8CPRWS4IRv7+nnPrHW28DzbbjnPdtR6JwxCnrt7HgtfWIxX8njmjrmsWLiqtqBlbSGADMB1sFpb6vYjtoU052I90NIZh7/5yrmcfu6swY/dGO55/k2uf3Q+ry2pOEuKAr+Bml1zAYLGmLEhBLnaOlvaJW2ISMNQUxJLmD1+LCnbImXZzGgdw5XTDmdSQ8ug59XHvI6F/Padu3mzZ+mma2nLp8GpDaWS0j6NdnRes6wuk4uxgdBkFWNzl0ElP0WTLtYV4ZqcqZww7t9I2Q0YU8LWTVg6FV9h4ChEKn5ayqG9cB+LN3we0y/8pJAijBTJXMLYsdlbEdaG+2gvgKCxdBuhaQcsHHtfmnJX05C7DEsPzbNwY3kRz6//BSsLm8VfI9BjMjXhgSo5zTI1IYUASqFNTxidE9AzFl1+fL7ArnKKcozXGkDJsyl4fUp09AdCDBzbdiB5L6QQ+DQ5KU6aMJVL9zuU1nR834Wyxz1z32L+ktWUPJ/mbBrTE3DXw68N6EDIbAjQQe2i2uosYPVG3+/B8pXg1Qqwmwa9gxk7dTQ/evQfGT1pcDrI9lzrwM5b7+wua53dlffSemdHkOzvJCQkJOxdJHs7CTB8zzNEZI1S6hjg74EvVf8VAKXUfCqLrjIwFphD5VhnEp8tIWE3oaczz0emf3bYwpmMaSOcPJJSC/gtYJxqnjMFbjukOzVOPqDpiXdQWwhnoyaNSISzhIR6CDsnSspucgJKRF4HLh9k2b/fwcPp6ydZ61BZ8MeYDtye/RhjuPmnd3HzT+9i/YqNw2vM85EgQNnxS14VhLCxG1IOkknROq4ZhWLkmCZOPfswTj93FrnGwXtleX7AV//7Hh5+aVG/66FLtLhVR0BRKLQvsZ5pCgUljWTMZsepqKh0SvPdY8/g8gMPHeQsNiMirCt10+0XSFsub3Qv5kdv/RnTL5aKkLGiN/51nS8XX+p59SgKxqVRl2JFJl9sOsIcGe2TVj56i6OcTc5U9mv+IFObzsPR2epgYlTKAQQmz9r8nazsuY5e703A4Ko0Dj1EhhuKGV89p7O6Wucg7FvD0iMZ1fafZNLHIWIANai8dSLChtKrLO19gGKwHq0ctMrxVvdDBANy1pXFqRHOAELRkcLZ1nBUiMbEeqblHA8vtCP7BEi7AVoLRc8hNLVtHNwyjr8+8GROGTe4cJQAQWj4z3uf4U+Pv0xvabPwZZUEt7f23taeRApnAMqvI4LVPQm948KlOSmHk684lr/812toHT30UK3blZ2x3tlN1jq7K8l6JyEhISEhYQeyl+3tvFcYtngGICI+8F2l1I+Bi6nk1jgemFn9t483gH8WkT9tj34TEhKGz+eP/zpmODnOAFqbMfvvQ6lZUxqpMBagK4/6di84nQpdNrQ9sQo6Cv2+x7/4688Mr++EhISEnUCy1tk5GGP4/kd/zkN/eGLrhfvYispgurrRrS2oOpvTCqDs89dfv4DzPnrC4PsGiiWfR194m1XrOjFGeGrxcl5Z0j+3iQAmzmFGtvgbMQ/tV+vGCjQKihpsQRzpF30wY9tcOG0GHzl4Nge2DS2+fzn0uWfVy9y47Dne6q54/FnK0Jgq14zF0QZLD/0pzReLwGhsHb0OCcQmb1LkdJlqKo0aocqg8RnB6eO/TYPdRCglXN1EgzNpUGLRQLpKL/PKus/gmy2FW8GS7uj3p87Tab1b01Dfuyw+QOFALBx7P4zpBqWwrSk05q4imz0XrSqib6xn5gDWF1/hhfXfp9N7e/M4BUpSewOKgCfRj5Kmzqg3exLWvjpKVTwYC2G0Z6CthZZUkc5yrbdbH64d0uza/OV+Z9JR9uj1yzQ4KY4dtR+Htk2IHZeI8MrKNfzxhfnMW7aKoufTmE5h9QjL13YOLIxTiH7f7WKdNXWdiC8qk0ZK5Vj79uD9Vx7PwccdwNol6xERRk8exSlXHEfzyKHlbUx4b5OsdxISEhISEhISNrNdxLM+RKQE/LH6L0qpLDABcIE1IjLM48MJCQnbkzVL1rHs9RVbL1gH3dSEjB9LcZRDfqzGOGDsypaG3QNOl8Lyoe35DeiiT7hFTocLPnsWc04f+in4hIS9juTk0G7DrljrKKWWAJOHUOVaEfnQ9h5HXNiHqkfa7G1tNwxDNqxop1z0uPe/HxqacAbVkGZ1xIEgxHR0opubUXZMvqOMy6e/czFnXnHMoLvNF8r8101Pc+ejr5EvVjxSjAa/QUerJjFDVIAKKkm3I+2isEpCmI5oc1MbCgLFlFwzPz3nbIwSXMticmMrDe7QE6ptKHXz+bn/s0k06yPl+JFjsOqEVhyYzHzgyAvGpUmXYnObeeIQhpqM9nBU//Q7tkqxf9OpzB5xJS1uvDASRcXD6nmWdN9AZ/kNQinj6jQqXILQ34vOQmLDL6qtiGf1bHFzHlg/rohlTWBU23+QTh1Vp6eIdiVkXfFplvfcRSlcX811lmV5/nkM/fPTVZLYR3iXoWMFrHqCn60Ntgqr7daStXw8Y1fttR8kxzK0pQsUA4dS6GJky7opPjB+DpftczwTsyNixyAibCwWKfgejW4KBL5ww1088+7yfuU6NhSwS7Wj0B7E3fLK1HnXLQ1Ep5DSTY2EHV0xjarqzTC4xYDlWIR+pR+tFUedO4fzPn0m7zvjsG0SlHcqyXpntyHZ20lISEhISNgBJGudPY7tKp4NREQKwNtbLZiQkLBL+O3Xh3lQUGtUQxZvRJqeyTYmBeIAFugCuN0a7RlGvFrA6Swjhfymqqd/+CT+5t8+Prz+ExISEnYxO2mtsxgobbXUZiISg+1+tK/p4K7/9yB3/b8H2LiqY9sbEkFE6m8KByFmYzukXHQmTdvEkWhLM2JMM6dcNIfTLjmShubsoLvs6iny2e/ewNtL1/e7HrrVMQxxf1r7ENbJW6ZDBSUhTBErwp08dSrfP+NMRmYHPw+Achhwz8rXeXDVm3SUCzhasbK8kk6/t185heBos1XBZyC+WISisGKyY5eNQz405Ky43GcQYtFrMrx/9JWMTY/DNyVSVgMTsrNIWQ2DH0yVgr+K59d+gS7vzS2uCpYpR47TjhE8tkaIxiJOWFQECPYgBDTBJu0chkjlPbHtfWjIXUk2fXpV+Bo864vP8fL671AIVm66ZgSKUhtXVASCmBuu3nO/pULqSX8Z7VXznkV7nzU7Rbr8TKzAZmlhelMzf3/AJ+j2ffJBiaydYv/GCWTt+Hx2PeUyN7/xOte+Mp9F7e2bJtJQtPG8Ae+xgFWOnoHlbduuR5hx0MXo8KbKtlFNjUh3T3TlQQhozaOa+LtffZJZ7z+E9cs3YkLDyAltNI2ohCv1Sh7P3jmXVYvXgghjpozmmPPfRzo7+ByACXsvyd5OQkJCQkJCwt7IDhXPEhISdm9efnTBsOorxyEYkaNrWhZjQZAF0YL2we5VYIQRLxVwun2kuxfTU9n0uezvz+cv//Wa7TGFhIS9gpg954S9BBE5dVePYXsz/9EFfOui75PvKmyfBsMAseyte1WUPS75mzP5xPeuHFLza9d1c+8Dr7JiZQfGGOYtX82ajt6acrGhGaFunD4VbOF9VkdAUwVBLNh/wkjaGrLYWnPAiJFcPnMmU1tbhzQngBuXvMQPXnuQTm+zV7hrB6SdoKasbYWxIo+Req+7ohQ65GwvVngrhClC0WStMnbEF97o1GROGXM1BzQdvbUp1ZD31/F29+1sKFW8yxztUPTmEZj+Xj4WJlbgq5+bLD4flaEiTMV5rQ1GQLOtfRjd9rMhe5cZ8VlbeISVvXdQCtag0CiVZUNpPjJA0IvzLqvMbejeZVpV8pf5Me6UKR3gi0fJuETd8FpBi1PEMxZCI71BiFRf4+kNkzlr3IkcN2I2KSveq7KzXGTu2lXkfY8G16XZSvO3d9/N6t7+4pRVpFY4o+pdFvPbW+83WWwF5egCknEQrWK90/TINkwQIIVipL1PQGsa2cgBR+zHxlXtmMAwYkIbp33oRE689BjcVOVLKHfwZhG9VChz7T/fxD2/fpCuDf3n39CS48yPncI137qUXNPQhPcdQbLeSUhISEhISHgvk6x19jwS8SwhYS/lmdtfpH04J/0BWhrpPGwkQUYRZgVxQPsKq1g5Rd/8ToCbN9DZjWmv9HXVVy/mY/88tE3LhISEhIT3Dm+9uJivnfs9yoXtnN8nDBHLihXQlFJc/bWLuOYbHxx0kxvbe/npzx/gqWffxlQ3vI2t8Jusmph7Uukkum+quctiHDwUlU38MBMfvrFSTvHh2bP42pknDzn8mhFhQftaNpTypCybue1L+Pmbjw0oJbhWrXDWN8Y4PGPVFYmKxsY2ISkdxgpoZeNQNjYHNOzHgU3T8E2JtJVj34bD2Sc7Y8jz9U2R59b9kHd67usnFuV0CSci5t7AkJCDJURhxXoDKXw0rpjYnG19ApoSm1zqCJASYLDtiTRmryCTPgWloj2w4lhfeIpXNnyDcrhu07WKF1mtSCYCPtHt1/Uuw6CQ2NCNae3jh9GinFLQYJVRQDFGcVYKZrfO4BP7foqUzlAMS6QtF0fXU6jh7c6N/OqV57n9ndcph9X31IBVsGsnZCoiWRQ6+mMAQD2t2M9aOHkTrYErRdCaxd6Yj3zVlFLosaORzm5MVzeE/e9JJ+Vw8uXH8rF/upxRE2vDUooILz/yGvf85iFWLFyNGEPbuBZWLFzDyrdX15QH6O3Mc9NP7uSlh17lXx/4Bi2jmuMnl5CQkJCQkJCQkLCXkYhnCQl7Ic/fPY9vXvivw2vEdSjOnoxxNV4zGBdUWNn8UwbaFga4XSH05jHLKhHETv3QCYlwlpCQkLCX8/PP/mb7C2cASMUDTSnQmlQ2jRihbWwzJ192LOf85amMnTJq0K2tW9/N337pj6xZ299DKUz3hWaM2P6uE9PQ8iq/lfF5yyq/ocaperAN0DOOmjKJDx8xi1MP2G9IQlKvX+bahS9z7cKXWNbbWelLG9xMrTpgaUHHeMfJILzLsnZ0SDpQ9AQpjOWRjlElNBbHjzqViydejTXEUIRGQpbmX2B18XV8U8LVGdYVHqHTWzSgD4OjokNP1stdZuoIZAZVVzgUFB4aR0xsGduayNi2n5BLHx87hsi+xWNt/iFW9d5KMViFQqFVlg7vdRjgXWbQRHuXEXm9cjX+NVEKXBVQlmgxy9aGrHgUYhRjpaDBLpMRj6w9CUUjhbBASqfYt2EaJ416P5NzUzaVb9S5mjZea1/N42sW0+uXyTkuaVL84IUnKQb97zFV1pFKoPar+QKHiKnnXWYrAldhx4R2lIxD2JbFai/ECmiqtZkjznsfp599CKsXryHwQ9rGtnD8RUduCsEYBiEd67owoaF5ZCOrFq/lu1f9lCWvLY9odeu888pSvnXRD/jJ499Bx30JJCQkJCQkJCQkJOxlJOJZQsJexhM3PcN3Lv3xsNvxjzkQv9Gm3AJSybVeEc4EGpcbnCJYG3uQt5dWNhOB8z515rD7TUjYK6m7aZ2QUB+l1FeAA6v/Oav692NKqb6d+idF5Nc7YywL5y7mzed2cMoUEY44fSb/dPtXsOzBe+wsW7KBe2+bx/KlGwlDw4KVG+jqrU01Z+x47zIVxnuOKQGrVPEui0MBlg9OqPjyBScxtrURS2v2HdnG5LaWQc+ljzWFHj7y0PW81dk/N5vlRHtZqTpxRAKj+37OI/XBYuDg6gBbx3th5cMUhdCh1XWYmh1FID5pK8P+jQdz3Ij30+wOLfSkiPBq553Mbf8z3f6aTdczyiMVIdK5Kogdfz0CNA5x+d4UPhauhLHeZX0CmhJFc+pIwAdCbGs8zblLyaVPHbJ32Ybi07y2/h8oh5vfW6Ei5kV5l5lYkSj+xai0FO9dllIBZbFj20hZAUoJxdCtinf9sZXDMSNO56xxH8HeikfZljy2ejE/W/AY89s3p3eUUBEUIsZiQAV9sxiQX62Os2G9n90wDVKID7vjtdjoDT46Jt2dyboY18Lq9Uj7IX55870665hpnHPV0Rxz2sFYVu1rtmrxGu745f3c97tH6GmvhI61bA1KEfrb5j3Zx+tPv8XcB17hiDNnDaudYZGsdxISEhISEhLeyyRrnT2ORDxLSNiLuPd3D/Ojv/jl8Bs6eBphLk1phCbMKEQE26/sGOVWC6kuQXUX4NW3N5301ZZm//ftO/y+ExISEhKGylnASQOuHVv9t4+dIp498qendngfR3zgcL7x578btHC2YV03P/7nO3jx2cWbrhlbETTF5FOq87xj+UIQI65V7JW/YTq+ncZ0ih9efTbHHTCl/sAH4IchDyxZxJ2L32JDsYBW8FZxLR3egPxJStCWRAtB9XI5ofBDC9eO3qAXFF1emia3jBOnGgBj0mP5Pwf+LWPTowc5s83kg25WFt/GMyXSOsfS/KO81nlnvzIKwVVB5PzicppBPXGpYgtFxdaviGMWjoTx3mV6NBPbvkdzdmgHiYwErC88wsqeWygEFa8iS2Xp9hYw0LusnhdZ/HXZ4u8AcUmBTXzuMq2EnC6TN6lq3do2XB3iqCLjMrPJ2OMpBD04OsWk7P4c3noyWbsxZlzghQEPrXmdJ9cvpNsvkrVcwsDmtiVv1NyqYTkmRGSgts27zAHiHGSVIkgLTjE6RaFYitJIh1RHgOVH3zNuNsXH/vp0LrjgcDas6cb3AlpGNtDS1lBpQ4TXn3mLJa8tr3iejWuhc10XP//sfxMG/T+DYRD/eRsqt//i3l0rniUkJCQkJCQkJCTsRiTiWULCXsKCp9/aPsLZ2FGYlhyFMRo/qxAbVKhACdmVBrcXrI15rBff6nci98izD8dxB3+qOCEhYQuSpLIJw0BETt7VY+ijfc0wc23W4X1nHsZ5nzqTo8+bM+iwY+vWdPF3f/lb1q/t7nc9TNcR3iKTGVXQPpCqE8OPioCmg8rmvJWxsByNpRX7jGjhkqNmcs6sA8mlY4S7GO59ZyHfevJh1hZ6N1+0DaRqN9WVkljPK1M9CRkXfbIU2DhWGFtf0HR5aVwdkrH9fiLa1NxkzhhzMseOPAJXD21+a4pLeHLDbbzW9RShVBTItPZosGrVDVcFdTzL4r9MfbFxVVxONkUZm4z4deZeEdCUQLM7E6UEkQDHGktr7iKasx9Aq6HNu6P0Iq+s+zKlcM1Wy0p1DENFK9BiIj3DAGwMQR3vM0cZGnWJonEJItpotEcxp+1i5rRdiFKDDwd449IX+MXCh2j38puuBaGiVHKo8awzFc+zyA9nndO9Umc4YoPRxHqPBVmFCgU7JmeaWIrSCBvXKGZPGEtXex7fC2luznDSyQdx5pkzaW7OAjBhysjN9US4978f5paf3c27ry6LH+AO4qUHX93pffYjWe8kvAcREYz3HGHhOkz4LohBWeOwMxejUu9H/OfwC9cj4RJAUNYE7MylaPdEjPckQfFGJFwGKJQ1CTtzGdo9FuM9SlC4ETGrqrYpONnLUc6RmPIDBMVbkHAVKBtl74uTuRLlzMKU7yMo3oqEa0A5aHs6dvZKlD2DsHQPYek2JFwHykXbB2Jnr0Y70wmKtxOW7kLC9aBSaOdg7OxVaGsKQfFWgtI9YDZWbYfiZK9GWeMIijcTlO4H0wEqjXYPr9j0SILC9QTlh8B0gcpguXOwsx9C6Ub8wvWE5UfAdIPKYrlHYmevQqk0fuE6Qu9xMD2gclipY7GzVwEKL/9HQu8pxORRugE7dQJO9gqQAK9wLaH3LGIKKN2InTq5auvFy/+B0HsRkSJKN2OnT8XNXoYx7Xj5/yXw5iFSQusWnPSZONkPIuEayoVrCb35VVsbTuYs3MwHMeEyyvn/JfQXgHgoqw0nfS5u5kLC4G1KhT8Q+m8g4qOtkbiZC3DT5xIGb1DM/4EwWAgEaD2aVOYi3PTZBP58SoVrCYNFQIjWY0llP4ibOgvff55i/o8EwbuAwbLGk8lehps6Fc97ikLhOsJgKSBY1iSy2ctwUydTLj9KvvBngnA5oLDtyeSyV5Byj6dYfpCe/PUE4SoUGtvel6bclaTcI8mX7qOncBNBuBqwcJ1pNOeuxnVm0Vu8m67CLQThOlA2KXt/WhuuJmUfTGfxTjoKd+CH61HKIeMcyMiGq0k709mYv42NhbsJwnaUcsm5BzO68SpS9j6s7b2NDYX78cMOtErRmJrJ+MYrca0xrOq9jXWFh/FNJ1qlaUnNYlLjZdhWK8t6bmd1/gl8042lM4xIz2Jq0wexVI5F3XeysvAsXpjH0RnGZGaxf/MFKOXyeufdLM+/SNnkcXWOidnDObjlHAyKlzvuYWl+Pp4pkrKyTM3N5rDWM/FMwHMbH+Td3tcpmxIZK8cBTYdzRNspFIISj69/hEW9b+MZj6yd5bDmwzl25PF0er3cv/Zx3u5Zgmd8Gp0cR7YdxomjjmZtqYM7Vz3Dwp7llEOfFreRE0cdyqljZrMs385Ny17gre7VeCagLdXAGeMO4czxh/J21waue2cuC7vW4ZmQUekGzt3nYD4wYQYL2tfyx4XzWdS5EV9CxmQauHDfgzlzn+m8vHYN1y14lXc72wmMYVxDIxcdOIPTpuzHi8tXcsPLr7GsoxMjMK65kYtmzuDk/aby7KJl3DJ3ASvaK+HuJ7Q2ceGcgzl2+j48s2Aptz/zOqs3dqMUTBzVwgXHHsz7pk/kqXnvcM/jr7N2QzeW1kwa18p5p87k0P3H8+STC3nwgdfYuKEXy1JM2mcE55x7OAfsP4Yn71/Ao3fOp319D5ajmTJtDB+4/EimTBvN4zc/z2M3PU/n+m5sx2bfmZM45y9OYfrhU3bBL0AEyVpnj0OJJO/ajkIpNXf27Nmz586du6uHkrCXIyKc13jN8HPMNDWhJ46hZ/9meqY4BClVyXWmINUhZNYLVkeRzIOvosL+uw1/XPZLRk0cGdNwQsJ7hzlz5jBv3rx5IjJnuG0ppea6EybOnvTZL2yPodVl+b//GG/liu0y7oS9i6Gsd77/sZ/zwO8f2y79to5p5p/v+ArZ5hzNIxtpbG3Yap21K9q57/rnWfb2Wnw/4PUlG+nqrg3N6LW4sQKYn9OYVPyuu9HgZ1Wlfp0caKOac/zmS5cxcVTLVsc9kI2FAhvyeWxt8fza5Xz18QcGPIcJZEKi9BBtGZx0dN4xgKzrYVvxniy2Dsm5XmyIQqjkkfrs9A9yxtj3UQxLpK0UaSs96PmFElAOy6SsNG90P8eNy39CKFuOWWiz8+gIT7CsKuPqaO+4uHCOfW1mVbmud5pCSBNE9gugVY7Jrd9gdOPlsW1E9iyGDcVnWN57MwV/GSBYKk1PeT7C4ELxVUI2Rt+XIhBsSqJX+4YFoqu5y6KVYSNQFmer4tx+TeeSs/elaLqwlcuY9HT2bTgSXSckZYfXw92rnuep9a/TExRIWy5e4DK/o1YwLBYdQlM7x9DTmHL0mVBV1mgv5vNqwKnq5lHeacoHp7eOs6kIdhHsokSGcJw5fTx/c+WJHHbAhMjqG1d1cO/vHuWdV5YSeCHNoxpZt3Qdc++fH9fjTuFe77qteu5uz7UO7Lz1TrLWSRgO27K/Y/yFeJ1/iwRv1dgEQbCAuN8lC2J/A/YUm2agl/TwbX2HJTYjUjnkUbka9Rvd900eZ6u9Xnl/tu/4BcHEvF6b74ehvc4igsEm6j6qHKyJ7y9uLEbAYEWuQSrrDTu2XhhjC0UR4ES2aUQR4kTWC0QT4iADve0FQlSszcciEDfS5omDj4PU3EcVmyc2tfdYZS3kE20rhmnKUvvbKQJFk8IztTZTredFrG2MQDFIUzbR67Kin8ELI2wGfD9FVCRnMSCeSxB1i4Vglx3CMOIzEkKqZGEibCoEt6wwQYQtgHQp2qZ9IV1UmAjveV02ZAom0qZKPqm8F2mTfAHd24uJCWM987gD+Mp/f5IR4wYfJj7Z20mAxPMsIWGv4LEbnh6+cAboXIb8lBylkQ5Gg1igRHDbwekVVMEn/cSbNcLZ53/1V4lwlpCwjSiJz6uyvftJSNjRTJkxabu00zK6me/e8zWmzZo6qPJd7Xl+9tUbeOaBBfQdHBPbwrTkhty3VTYV8SxGOdIGnIIQpEFiQjgee/AUvn71aYxtiw9ZNxAjwoOLFnPty/N5cunSyhyUYLJSu7uviBTOYFMa0li8wMK24vJ7QWAsesop0naAY9U+nM5pPYDL9zmVw1unA5CyUluZWQXf+MzvfIEn1j/IO/nKJqOtDA12rbjpqngBqx6eWKSIDukIipK4ZCnX9S4rYqNFaHb2QaMQfBxrNCNz5zMidyG2Hvx7CtBVfoOX13+ZvP9uv570NvmRRaNUZb0mMTeFhUET732mFaTx8cWqepf1H9mo9Axmtl7Ovo3vH/SYjBh++879/GnpIwSy+T7yQ03eTzFQyDNGVYWzKO+yOh3F5uADNIgD2o9+pcWBIAt2ISYopVIEWRgxrpGPHHM4G9t7KXsBLY0ZTj5iOtMnR4cmzXcX+Pnf/o5H/vw0Zos1s4RhZWdrF5LKuEPKFbk92RnrnWStk7AzMf5blDdeBtJdY5PqP/HCGcSLKHuSrd532rbaaoUzE3G9Xp2t2WSTrLL9xi+bZJw44Szatpk44QzihbP4/uLGUhHA4uqxTfUCUdX1Q7SoZmJsgejq4Z/a1zNAE0aIlBUBzI6sJwIlcQiwqzbV32acLer1txXFIYyx9YZpArEYuFKo2FKEcbYgTSi1axsj0O2nqhEham095XS0zUCx7FbX+gP6M+AX+yJBDVjRhEDBIoz6nIRg5xUmwqYCsApE23xw8tE27QlOr0Tbyga3O4j8dOmij91dirRJbx46u+t+Kl996i3+7vR/4ScPfG1IAtr2JNnb2TNJxLOEhL2AP/7LzcNuQ6XTBGObKY1JE6Yq4WjQlRO7bgHs3oDGeSuQYv/4NR/9p8s55y9PH3b/CQkJCQl7Pqd/5GR++43rCLx6m0XxpDIu77/qBK7++gcZM3nUoOp0bujhS5f/gpXvru93XTJ1QuhJfGxGFYDyDOLGe59pA25BMFoYNa6JGdPHoZRi4qhmLjjmYPYZM7QHtpLv87m77ubBRYv7XRc3QjiDuk9MYhRiIC6CXmAsyr4h5cRv4BjRFHyXGdnxXDn1CMrGJ61dDm6eysTs4N6XLWkvr+eXi3/AmtLKftfTOjomnqPix1ZPcgrRBKKwY14fg6YgKTJ4dcQ5i32aP83Uls+i4uNDRtJZfp1l3TfR6y9BCLFVho7y8xjpf8BJUTe1Xh3i71u96ax3dG6zND4lcWIFNKXAVSGzWj9MS2oGxaADSzmMSE1nRHp63VEtK6zm3tVP8OzGV+j2e3G1A9LAqmJPTdlS0Pd42n+M4abT1ZGujrGILdWgk9GFggw4gaBiwjuaFPgWWGWw/f7ic2tDhg8eM5OrTjqcEY3ZmrphEPLsQ29w13XPsnjBSjwvoKkpQ3HpSjpX9w9hKyK7XDgDOPzUmbt6CAkJ7wlEQryOT21FOEvYHuyIV3JHtBn3Db+td8Nm4Syqzfg5bBbOotqMl+82C2e1v5eb60V7SQUxv8EVD7fodUfFU61WdOqzVYSzCBs6tp6PVRXOImxixdbzsKrCWa2tZJxI4QygaJyqcEaNrRC6VeEswhY4mBhb3kvF2kqeg0jtekkEgrK9xbUt6glQsqLXSQJ2ISZ3rIBVjFmCCTiFGJupCGeRjy+h4HbH3C2BwYqIFgIgng+dtd+1UaxbtpEffPLX/N/b/35Q5RMSIBHPEhL2Cpa/uXLrhbZCOGkkpaktGK0I0oBVOYnrFCqbiE3PLEfli2wZCvazv/gE53/qzGH3nZCw15M8Xye8R2gd3cypV53Afb97ZNB1LvibDzBx+jiaRzVxxFmzaNiKt1ihp8ijNz7LkgUr8L2Al+auYO3qrppyYtURvzyDycSICICTN/haxXqW9XHwlDH89CuX0NQw+JCFAOt78tyzYCHrenpRwOOrlvLa+nX9x48gsSv5euNShL6FnYoXoMqBjaBI2dH5wxRwxrhD+dohF5Oxh5bHqzfI8/j6Z3it6w2KYQlHazq9hRTD3n7lLAy2jvaAU3XEwT7vsmgURZOiQZfi876hyUsKWww5uxGLECMerjWS0bmzGd94GRk7OgxfHHl/OS+t+yod5S3D8VW9yyJf36F/6fcJbnE1FULl3HD0ZlOfgBZg4Yse4KWmmZA7jgOar2Bs9n11x2HEUAyLONpBY/GrxX/m/rVP9yuT9wzFoG9rb/M4QqMiT2dDfVFU1fMuUxWRWXkqWkTT4DeAkxdURGgkALFh9rSJ/NM5p7FiQxclL6A5l+bQKWNx7cqH0PMC1qzpolTyaWnJUuou8o+f/j2rlm7sP/clq6BQjOhk1wtnAOd/Zhev25P1TsJ7BFN+uJrDLGFHUgnXuJ3b3AFfRLuTWFpvJFv394sRwerYwjpHgsxWDjwR024YJQJV8WPEKpFKfts4m7eN9crGibV5JnqhboRqGMdoYTDWZhRBHZuJ8dCvHJyLee4JVez6RwXEHi5SfvxZPe3F26xy/FOKVQrjbQUv/m7pzcdZInn50ddZ8voKpsyYOKR6243d5+sgYZAk4llCwnuc333jTwQxMX8HTUsT3kHj8TOV8DRYCl0UnLJClw3NCzqwAkNY3LwZ8KXffJozPzb48D0JCQkJCXsHn/7pR1k8fwmLXnp3q2Wv+MpFfPy7Vw2qXa/k8bt/vIm7f/sIxZ7qyUTbRo9oQ0RqvYTqeA1Z5RCTtmLLKQGnOyTMaMKUqsmP1tKU4YJTDuUjFxxFJu3U1I9jVWc3P3zwSe5//W0CU9mKMJYQZqh9Fq6NnrcZE1F+C8JAo22DtuKlFi+w8QKLtG04dMQYlBLS2mFm6z5cPOlIJmTbBj0vqIgqN6y4nbtXP4Bn/E3XG6wyaatW7HKqucmi3iaJeZCHymZLKCo2d1mIptekyOlyXFo7QDE6dxazR/0zlh5c2Mk+CsFalnTfRre/BJEAS6XYWHyEwPQ/EauoewtuE33yUJw4ZokhhNjwjUqBQ8hhbX/LiMxRFMONWMqhyZ1M1h4T26+I8FbPQh5e9whzO14ikEpoTKGJbt+vKe+FMd5lMSep++YWh7Kk4u4ZszEkrkFCUKGOFtAs8BsrYYTadIbufOX7QyvFCdOmcNURh3H8tMlYWjN5VH+v0TVrOrnt1nncc/d8evq+d4KQdHuhJueG+EG0cAaVnbRdzIxj9mfOGYft6mEkJLwnCArXxdp2JyElYeewrQEl6zH4wJaDt22TJ5vUqSdbCl21trg1S6XNaNtmb7Uom4q3oeO93Bh4aGgzQZ1A2p7Y8TazpafX4G3l0Kpji14/AfhBfG5b48cfGCQmdDWA9urYapd3m7DiMsaIYJVj7iQR7GLMnSSCLkV3KMZAMWZtVYe7f/sYn/nB1UOulzB4lFINwP8BLgGmAiVgLvAjEbm7Tr2PAH8NzKDi1PoS8EMRuXOHDzqGRDxLSHgP85uv/ZHrvnfL8BrJpJAZkzEayk0K4yi0B7qs0J6hdUE3VncJUyxV3KVJhLOEhO1NErM64b1ErinLDx/+Fj/42H/w1K0vRJZJZVN85NuXcckXzxtUm+Wix9cv+iGvPPFmv+sqk6n8jVIpjFRyr0egDOhyiEnbxCX/UoBdNFhFOHDmBE46+UAUMG5UM8cePhXXGdoy+5317Xzk9zeyfsDpyZgDrVtBQaDAiRfH/LKNkwo2CWhR00xbDj963wc5bfwBQ+kcgA6vh5c7F5IPSqS1yytdc3mhY96AUQgpHe0lVm+6nthkiHtqVxSNS07H5y4LsegxGRwVkNUaKFdr2ozPncqUpssYkZ49pLCM5bCTeeu/x4r8w2zeRhJcgkiRblu8y7aGYnACWiVkk+q3UaRxmdBwBlObrqA1fUjdfophgd6gB1vZZKwcv3n3dzzf3v+z7BuLQujXjKPiXRZzMrrOS2JZfYpw30wHzMs1hKWYnGgKTMagSqCC6PfUtjTXHD2LfzjhRIwRir5PznWxt/BQXbJyIwveXk2pHNDUkEaXQ370/bspl/vfw3ZHrXAGID29Nde2sNax7XimHDKJb9/yZbSus8G2E0jWOwnvFSR4a1cPYa9gTwnZuLt8tdUTbreWE3drUQ2i+9s2m6njrbZZrIoQierY4n2aqOYPi7HV846re5irXr3439q6tjjvMSq5YeOod+iMMN6m6ii0sRHUpX49XUehjV0DhBJvC8Jt+oAt2w7RubaVvWGto5RqAZ4ADgEWAL8CcsD5wF1Kqc+JyM8i6v0Q+CKwAvgvwAWuAO5QSn1WRH6+c2bQn0Q8S0h4j/Jvn/kv7vzP+4fXiFJw0H74OYfiCI3YGhVW3bBDofmtXizPIB1dmJ7NeStO/8jJw+s3ISEhIeE9Ta45x7dv/jLL3lzJnf95P28+/zblgkfTiAaOu/AoTv/wieSa64dn7PNe88sBj93yPK88EbFRVUfAUp6PODHqGWAVQlAKk6qWiRHRjnrfVL7z9YtID8HDzAsCHnhlEXe8+DqrOyu/n8u8bopB/014QYiJYrf5QTHOw8zXYIfxex2i8Es22jZYA7zQmpw0F08+jKv3PYJ9GobmYfZu7yr+tOwBntrwCoFUnqxT2ifn1IpdKR0dFrJvWnH4YtX1LguwKBiXrPbqtK/IOTM4bcIPSelGQvFwdA6l4u+JTe2bEst6H6HTW4yRAEdnWdl7F/lgRb9yGqnj3bZj6BPl4k5CK1W5JQ5u+3vG5s6gFKxHK5usPR7Haopt14jh9e6XeWL9g7zR/Url3hTwJUMpwmuqbKJPR5uIXBybxxb/rmtdEdDCMPr90Y5BTIjx4hRxkIxBDLyvdSKhLxR8n6ZUihMmT+GKQ2YypqGh2hi49uZ2nn35Xf5w2wvMe3355v48g9tZm5dDeQHaC6M/sl50Dr9NA9wF26u55ixnfewUrvnWpVv9zk1ISBg8InXcMhISEnYI2/orWrdePeGpnqBYp95O/7XfyR3GznybXTC3/wSGHZ0rYWt8m4pwdjNwuYgEAEqpUcDzwA+VUveIyNt9FZRSx1IRzhYDR4hIR/X6D6h4rP1QKXWniCzZmROBRDxLSHhP8t2r/o1Hrnty2O2o8WMRR1Mc5WBSqnISP6wIZ01Ly9gFg+nqRjq6NtUZMaFtl59aTUh4z7EXnE5K2DvZ58AJfOanHxtSncdvfIYbf3wHbzxbXWsrhUqlor2E6ngOqZKPZFOx5RRg5QOUbzApC3H6/7btt+9oLjz3cD5w5qH9vFO2Ov433uUb191Pe29h07XQAROVFi3+4G0lB0EY7z2HKChrSJk6T7EKE1gc3rIP//fYMymGPinLZnJDG2lr8GJgYEIspXmx/Q2+8/pv+4VlBCFtR3uX6TpiSb2Tt6DIhyma7OjE4QA+Nj1Gk1IBrgr7CTMt7lQOaL6YaU3nYOvKC2+x9bx0ofi8svHXLOy6BW+LMIyOCiKFPKtuUKV46kTc3Cqq2oKqepexKXwRWCrLhIZz2afpCprc/QHIxIRj7PE76Qk6sZRNzm7ij0v/i1e7+nsOBqKrwtkA7zKp411WZ+yOrh9v1HVCimF8vFIrVXmfQ8+K3LSakGvic7OP5fL9D42s7wchj8xfxLxFqyh5Po3ZFEGXz233ze9fUASnJ/pMuS5UBLLIEdY71q/UYI79D4sPfPz9HH7qTNYuWY8IjJk8kmMuOIJMbmg5GXcoyXon4T2CssYgZt3WCyYk7ETUsA5qRHt/17Opfvah2OqEat4BNl2vnpLYl2xH1Ktrq7NurncAqe7bvr1tqrIEixyOqrPK03XuMK3jbUN4BtuStrHN21Rvu7B3rHUurv79Zp9wBiAi65VSPwL+HfgUFbGsj09V//5Ln3BWrbNEKfUfwDeAjwHf2qEjjyARzxIS3mNc+92btotwRkMOGrP0TMoQpqo/VgYQoXlRCbss0N6NrFjTr9rl/+fC4fedkJCQkJAwABHhv778v9zwozv6XVeWFR9ez8SLF0oEVSgjuXTd0IyWZ7A8w+HH7sf5lx8JwOjRTUzbd/SgwvoZI/QWKyEEn1u0nC/+z12YLTbJhS1CMw4R5SvEkvgn0VBXIhK6hqhUDo62uGS/mXzzfaeSsQc/CBHh5Y4l3LT8WZ5a/ybF0MPVkHVLNSGBbGViPcTq4YuFERW7UeCJQ28oNFQTK0S9hQaNUW2cOuGb5OwGAlMmZTXT5Ewa1Hu3obSQDeVFGAlI6RyLu29mbXFuvzIKwVIS2f+2hmaUavDFShtDR1X/d0bb3zOh8RK8cCMKTcoahaXjhRIjIa91Pc8zG+9jce+CylgEAnEJIqbibYN3Wf2NH3CtcIucaP2xLCGdCiiV+3KF1N742jXYrnDVlCMwoabXK9Pgpjhh/GTeP2k/rIgDXiLCHx6ex+8feJGN3ZtFbassuL2149W+oMPoeaigXqyiOhs8WkO4bWLrQBzXxvcq+xSWbXHcRUdy/qfPZOaJB/Hak29SLvogQuvYFtwheMwmJCQMHit9HoH/aqRNbfEdnzA8doTP7o5oUxOfF2xb+9ve9VRV8IjRPKr1orzG++pF27RIZOjDSj2JrgdbhKEevM3atIKqtdl1EgLbylQPsETVCykTvd5xdEAxJr66qwPKxonss67NCrfw3meALYhdI9n1vPNtQ+jFrEEcA+XoesYRrHJMaE0HrBiH+tABO8qmFKEr8baUxi5HfFK0QlwL7dV6iynLQlwX6nr313LKpUcPqXzCkBlb/ftOhK3v2qkDrvfl/rk3os49VMSz95OIZwkJCcOha2MPv/tGfHLioaBzWUoTmghzNsYCZSrLpezaANsH2ruQpf3DEzkpm/M+efp26T8hIWELkufrhL0UEaF7Yw9eyeehax+vEc6AuhvSUiqjXDfWrooeKLXZAy1GRDvmxP356j9/kNQQNprfXb2RGx59hbueeZ3eooco8BuIVkPqhWas44akApCAyoq+noBWVKCF46fsQ851SVk2B7eN4ZL9ZjIinR30nADyQZlvvvInnlrfP0ymbZUjNwPt2OQGW/cuKxubjOXHvS2UjEsomoz2cHX/B2pLOezfeApHjLyKVndi3TltiYiwuOdhXum4nvWlzTn0XOVXNlcGYFWTPkQ6Ptbrp7p9Gk3Foquv6NYENIWFEFbHk2N8wwXs03QFDe40ABzdEFmv299IT9COxiJnt3Dj8l/xZk9/77JQdFU46z8SI4qQaO+yelgqfmMLIG37+KEVa7dtQ0b5eL5FGNbePyeM3ZdPH3QcR46aHFl/bVcvN7zwKi+8u4KC55FzXfyugNff6X8YDBHsQvT7Y0Vt7AwClcsixWhvSaUUMkzvs8a2Bv7uV5/kiA8cTvvqDkxoaB3bQirjcvt/3MeP/+o/WbWo/zzHTB7FuZ86g4s/dzZuOv67cqeRrHcS3iPY2UsJen5EX07NhB2DUqoqwGzHNvcQcXNHOBNZQHSsgC3rRRxc4f+z995xdlzl/f/7nDMzt23f1a56sSy5N7n33sDYGJtiwEBCT0LCjxRISOEbCIQSEhICBAglNNPccO+9S7ZsyZZl9d62721Tzvn9ce/WOzO7kleSJc/79eIlc5/T5s7ZO2fO5zzPQ3UVUmtTaHTEQldiqrnBRtsGc7T6IfVG28aMUYBlAryQrW4hwDY+HrVreSHAFgGeqa0nBVgR/SlhIuspYbBEgG9q61nSoERAEGYTGiV06BrZkhopNDrMpjRuxPqqIp5FrNdsgymbqlfiaLQNMsrmVNK5ENKqTgFu+AoxSAssN3x9G6Qr4lmoLesg3WL4qrMuC10TF8+mzGzhlEuPm3D5SeeN//MyGewCpgHzgJfH2A6p/nv44AdCiBwwAxgwxmwNaW8wvOPCSR7nhEjEs4SEg4gf/e0vJueHOJXCXdiB32hXmpOVU0HZHQH2gIa+PLy6rqba1+//J6yY/DIJCQkJCQkToXdXH3f+7wPc/j/3sG3dzvjCcR5EpRKmvi7Sy0hAxfvM89FpB5zRz7CjjpvF2645iXMvPgo1wbAgxhh+fOezfOfmx0ftg2ubcI0h2kkHgUB6Bh2xpy0QyBLotBle1Ye8VVpC8eVzLuZdhx8zoWsYyfLuLTyw7VV63CKOVDzf+wrr8tvHjMNgSR0pckVR1oqcITIvWFlbSKFJyei8BJ6x8AKL81rezrTMNDxdJK0amJ1bREaNH5LF1SV63M34ukxGNfJyz40s6/ldzfUpwq8vLrxOnKxkiNRqh+waEds+wKFNf86chg/hmS4EEke1IEW0CKKN5pW+J3m26w7W5ZdV+jIVT76wxPfDmze74V02NOaQUEyicnK6HIQL0VJAnVNmwE1FCmhKGVocwd8e9TZcH/rcMjnb4dQpc5hbH56jz/V9vnzbQ/z+2WUEI/4wVQmsUu1IpRed1F6E5HgbxFgycq9cZLMY2RPtESsV6GBcAS1bn+HwUw+la1sPga9pm9HCRe8/h3PfdTqdW7r55b/8ns2rtqEDTeu0Zl57fi0vPxGSExLYvn4n//u3v+CZO5fwpT/8Ldn6TGzfCQkJE0PIJuyGz+P1/WOtrfprcyAINAcCB4L3mag+z8N+/QdDKe5uf3HC4eDzLNwWLQ9WPMXivOQGxZkxglaMTUL12sPqmch6Ck2AwIQc1KkcGQoXimwR4BtZrTcaR/j4Ro1jq20zJTwCI0NtGeXi++H1Msql308TtlbKKo9+vzYUtRCQtTz6PSfcZrsMuKlQW8rxKblWqE2lAoJyyF6doBLiPcz7TIJOVbzPDGNENFkRyVS5dg1lFPgpsMJslsBPmVCbtgV+KlxAM44iSFmosl+7usykIZ2C0viHFYQUfOrfP4Cyxs9xfBBwuBBicZjBGHPiXu77NuCjwBeEENcZU0mELYRoBT5TLZMSQmSMMUVg8KWtN6K9wc+b9tJ4Y0l2uRMSDhKMMTzwq0kI1wgwZypBUxYvLSspIwSkdwVYJYPsGoBlq2o2Dv7h15/hqDMOD28vISFhzzGExwzfC/0kJLwRWPrwcr5w9dcZ6MlPrELcRrMxmIEBRH09xphoEc0LUF6Ro089hOv/+q2Aoa29gekzwzfix7Kjs5+tO3sxBh57eS0/vuu50cMAgig9I1pnACqb+JHCG8MCmrHA2GZUDrSsZXP1wiP54NEnsLClbULXMsjTO9fyzeX382L35qHPHMsn4/g1Y7VkEC0CjZNovaRtssqLtBcDpxo20QsV2ZrtDi6a+j6ObTp7vEsaRWd5A89338ry3vvwdBEAB5+UrD1zbYno64sjQCJjt6Cqm02hIlrFHjAo3lmY6nlwKdJMr3sbs+qvoyFVWXtZTA/tZcDrpt+vhG3MWU3ctuW7vNr/zJhxiqpwNta7rBL6MnRyxjyYlDSRp6YBUirA0yr05PRg/fpUibJv4WlrhFAHOSvFlTNP4Lq5pzE711pT1xjD85u38ovnl/Lkug0MuC4528YpSXaO/U0xlU0faq8O5cWJotHbqjrroPJu6J+zkALR3Ijp7A6tK4TASFUR10ztvJFScPpVJ/PRr76fGYdOG2XbtaWLL77rmzx9+5KaehPhpUde4Uvv+Xf+5ba/nVBI073CvljvJGudhH2IlbseY8r4/V8mbPIdKB5Ob3SEENXQgJPY5h4KWuO1GSla7WF/Ugh0jOdd1NMqTlwbfDKP/T6Hnwy1olXFG4xQQavi8aXxkDXhGwe9yAJqhSkhwDEBLtSIXcO2WtFKCEjjUTZ2dQ0z4toEZHEpGifcJl0K2q7pTwrIVOuN7U8JQ51VYsBP1dRTohJePB/UHgiypKbOKjPg1wphttTU2S4DIQKarTQ5xyXv1tosS5PCpxwioClLg/EreWHHrlAcU4lgUJY1XmY6BaBR5do1m3aorKVCnL6CapRwK0TP8rOVmVljEwKvXlXr6Rpb0JiG3hKq7I8xCUxLE3T1xApodsrir7//sf3udXag7O0IIdYB4aEcwvmFMeb91f/+R+AS4J3AEUKI+4EscBXQDxSq/z/6hGQ4++WhmYhnCQkHCcWBEqX8JISFmDudYFozgaps1hkLUr0Gq2QQAyXE4ldrNgO+ctfnOemS419/3wkJCQkJb2pefXYVf/eWL+MWJx56wwQBQsWcHiwU0UIg6yqh66JEtONOn88/fO+PyNVH54Qa1a8xPL54Db+7+3meWbq+8pkAt16EuxNFOK4JQASVU5qhdiNQZUNQ+249og2B8GFqup7/uuoKlBI4ymJ2QyM5e2Kh2MqBT59bJm1ZPLrtNf5m8U0EozbwDSkrGB70yP5j9tpdrcia6HKFwMYWAXak55qgrG3K2mJudgbz6+biGZeMzHFYw0nMrzseKSbuFSiEYEXvQ9yx9etoM/Ll2+CI8GBF0QJYZXxR73EBEsvoeO+ymLxug+3PbfgQC5s/had7AMb1LjPG8Fr/Myzuuo01+eern4FGhV6JrwcnX43cE/H5oHeZibQ70qcYVHdVQja2crZLwXMiBTYpYFo2zZeO/RBg0eeVyCqHhQ0dZK3UULmC5zFQ9TwLtOYvbrmDx9auH9VWecAPPRktvZgNjJhbbiwR6V1mbIW2FdIL3wuQ9XVobTDdPaF2IQQoxYJF87nsg+eyY8MufC+gZVoz577rdBpa63nohsf56gf+iw2vbEYHmqb2Rvo6+8n3FkLbnCjP3vk8Lz36Cseec+TraichIWEYu+4jqNSZ+IWfERRvBlM5rCGwkOlLkM6ZBN7zBMVbGf5hsVHpy1HOaQTeswTF24DBQyYOVuZtSPtEAvdJgtKdDAfaS6PSVyKdY9HuYwSlexnalxRZVPpqlH0kQflBgvL9DP2GizpU+hqUfShB+X6C8sMjbA2ozDUo6xD80t1od8RhXdGMlXknQs0gKN+Jdp8atsm2qq2DoPgHtDfs/CBkByrzLoRsJijdgvaWjrBNR2XfhRQ5/OJNaH842pdQsyr1RAq/+DuMv3K4O+sQnOw7MQa8wm/RwZoRtgXYmWsAH7fwG0ywYYTtCOzMOzCmiFf8DSYYTkuh7GOxM+9A627cwq8xetsI24nYmSsxemfVNhwlQTmnYGfehvE34xZ/g9FdQzbHOQsrfTlBsI5y4TcYM+xk4aTOw05fiu+9Rrn4W4zpH7xynNSF2KkLCfwVlIu/w5jBwyCSdOZS7NS5eO6LFIs3jppj6czl2M7ZuN5zFAs3A27VliKbuQLbOY2y+ySF4m3DNpGiPvt2HPtECuXHyBfvgKHDOxlymatJOceTLz1EvnQ3gw9MKXM0Zq7BcY6iv3gfA6XhOaZkPS3Zd2LZC+gt3ktf6eGh67ZUI+3Zd+JYc+gq3ktf6fEhm61amZ57J5Y1gx35O+ktPztkS1lTmJO7BqXa2Zq/k57y80O2rDWVQ+vegZDNbBy4k+7y8iFbnT2VI+uvBlHHqr676HZfG7I1OtNZVP9WNGle6b2HLnfdkK01NZPDGy7HR7K051663OHDZdPSsziq4WKK2vBM14N0ucMRGmbn5nB807n0+x6P73qELrdzyLagfi4nN59Bl1vk/h1P0O0Oz4djGudxWutJbCvmuWvbM3S7/UO2k1vnclbb8Wwc6OeWTUvo8Yaf/2dPnce5U45iTV8PN65bSq9Xqt5zuGDWIZzfsZCVXd38bvVLDHhu9b4KLpg/n/OnzeeV7bu4+dWXyXuV3xwlBBcfeSjnzJjLso3b+cPyFZR8v3rvJJcuWsBpM2aydO1W7nzxVVy/8ptjW5LLzziMk2bNYMkrm7jv+ZV41bywKcfi0jMO47hZU1n8wgYefnYVQTXvaybtcMlFh3PEzCksfnoNTzz+Grp6cD+bS3Hx1SdyyPRmnn1wBc8+vGLoDGVdU5aLPngWs6bW88Stz7H4/mVD30lDSx2XfuBs3vrH5zN17hTeRKx4nR5mq4HweOPhbBn8D2PMNiHEycDfA28D/gTopuKR9kUqec96jTGDL/2Dkz8qbMh4nml7FWFeR1z1hHiEEIsXLVq0aPHiUC/JhIRJ5a8v+gIvPLB8/IJxNNQjDp9LsS1FuUmhHYlV0Fhlg+op4SxeDQOjT+3+20P/L3nJTkgYwYknnsiSJUuWTIYrvBBicWrazEVzPvmZ8Qu/TtZ/95uUt26alHEnvLl4Peudnp293PWjB1nxzGuUC2VWPLOKge4JepyNHEM6Pb63hG0jshlIpUaVnX/UDK54/xlcePWJ2M7EzpUFWvP1H9zHrfe/NOpzPy0IUrXjMIDXEN2etiAYJ1qaVlUBLUInOmXmDL751rcwrb4+vqGRbRrDo1vX8LOVS3hwy2q0MQihSWVqRSQlA+rS4R5itvLJ2lHeY5CzyqRU9MFCgaHOKseGZzy55Uyum/0RbDnxvEy+9ni57yme7bqLTYVV+MYlq2xsUfveZeOTDvE6A0gLN1LgUlSEvygUAbYYL6RlJWyRFIrBjU6BzbTcJcxpeA/N6RPiLpNSMMCAX9mcy6om7tn2PyzvfXhUGW0gCMkdYgwUdbjIpY2oJrQPpxDYobk8Btst+A6eiUroVynjaYnWKcojIhrMyLRx1czTuXzaydTbtTn53CDgrtUr+dlLS3lua3XzykCd71AacxoZA9ZAuEimiuEnogHsAR1pIzCkOyvzPeyWCi/A2tkfe7LYlMqYvv5KaNkR1z778Blc8fGLuPyPz8f3fLat3YHvBbROa2Lrmh38v2u/Qe/OvuiGXyfnvfsMPv+r/2/ccpO51oF9t95J1joJr4fXu79jTAkTbAcChJyCkMPPa6MLGL0DMFVb3QhbvmoDIdsRMjfCNlC1SYTqQIjMCFsfRu8CVNWWHmHrrdpshGqPsXUgRGqErRujOwEHoaYiRhzkMLqrKhSlEGoaQgyvqUywC6O7QWSqNjXCthOje0BmEXLqkM0YU7k23QcyV7XJEFtd1SZG2LZjdD9C1iNkxwibxuhtGJ1HyIbK9znSFmzFmAJCNiJV+4h7F1RtRYRsQqopI2w+OtgKpoSQLUjVOsLmoYNtYMoI1YqUzSNsbtXmhtjK6GAbBg8ppyBl4whbER1sx+AjZTtSDi8wjS4Q6B1gAqRqR46YY1oX0Ho7YJCyAzliHmmdJ9DbAYGSHUiZHWHrxw92IISssQW6jyDYiRAWSnUgR8yjQPfiBzsRwsFSHcgR88jXPfjBLoRIYauOUQeC/KAHT3cih2zD6xAv6MILupEyTUp1jJpjbtCFG3SjZIa06hg1x0p+J67uxZJZMqp91DwqBp24egBbZMlabaNseb8TTxewZYac1TZqjg34nbi6SErmyFnNQzZtNH1eN64ukVFZ6qymUbYer5tyUCZn5Wiwh+9rYDRdbg9u4FJn52i0h+9doAN2ub2UA49GO0ejM/z74OmAnaU+XO3T7ORodIbvj6sDdhT7cbVPaypHozP8+1AOfHYUBvC0pi2To8EZvj9l32d7foDAGNqyWepH2Iqex86BPNoY2nI56lLD967geuzsq7zHTWnIkXWG712h5LKrr4AQ0NaYIzPCli+6dPXkkVLQ1pwjNcI2MFCiuzuPZSlaW+twRryrDfQV6enKY1mSlvaGUbb+7jw9u/qwHZvWaU0TfscbS7K3M/kIIc4HHgDuM8ZcPOLzTVTynk0fm/dMCHE68ATwmDFm98KNTAKJ51lCwkHAX13wBZY+9DqFs0wG2dGG70j8OoWxBFZRY7kgB8qkl66vvOiPqPL1B/4pEc4SEhISEnYbt+Ty3f/vJ9z14wfx3ajU5BPH+D7CtmNDM+J5mF6PWYfP4JP//kGkUrR2NDBrfnt0ncH2jWHV6h1s2tyFMfDQklXc99TKmnIRaZyqjRDtOeZT0UxiHOhkIBAFg1EwfUojLXUZbKVY2NbKe449lqM62qMrh5D3XD712M08uGX1qM8tO1wIivOOCvTgRkO4QFT0bWwZROY2Mwj6/TQFEdBgCaakcnjaI6OyHNFwDGe1XcTUzIyJXViVnaVN/Hz9v9DlbhvxqUESLjxYIloAiztqOJ53WYAEA3a1/Sjvuul1b+WY1s/j6R4MhpRqw5K1wtHQmIxhQ+FFFnfdxsr+JzHVnGyVTCC1Ix4OTzS6cxPjXSbG8y4TQVU8C/cuy1ouhcDG0+GvnELA7FwL/3DkJ2hyGun3CqSVQ5NdN2KjybC+v5vecomc7ZBRNp+441aW79wxqi3pCkpe7W+J8KO9y+LELW0LKEcUUKKS1L4UPmeMrfDb6rA685H50UQ6xVs+eDbv/cT5bFm9Hbfs0dLRxLxjZrF66Tr+609/yIM3PIZbGhalhRDs7YOvT92WHPpMSNhbCJFGWOERsITMIuTcCFsOIedF2OpGCW2jbQ0IGX5yR8hGxAhBZuK2ZsQIkWe0rQUhw8NdC9WGUOHho4WaglC13iBCCITqANWxB7apoKaG2CRCTQ9dbwkhEVb4WkMIhbBmRtgslDUrwmbH2ByUNTvClkJFzRWRQVlzw20yixUxj6TMIiPmkZQ5pDwkwlaPI8MPZinZgIqYY0o2oiLmkSWbsGRTuE01Yalwm61asFX4HHNUC06ELW21kqY21LMQgqzVRpbauSmEoM6OmLNCUB9hk0LS5NT2NWhribApIZmSCh+/koqOdLjNlorp2fC/SUcqZuaaQm0pZTGrPsJmWcxuDLdlbJvZzeG2rGMzpy3ClnaYnQ4/AJfLOOQy4ba6ujR1deFRQeoaMtQ1hJ8+rG/OUd+cC7Ul7Hc+Wv33F2M+fwC4HrgM+PEY2+UjyuxzEvEsIeEA509P+Swrn1szfsFxsFqa8eozFNtTGFkJEaVcEG5A+qVN4PkYf3hTonlqE8efd/Tr7jchIWECJE7iCQcRbtnj81d8hRceWDZ+4Yni+xghEFZlaRslos06bBpfufWvmTJjYrnMtDbcc98ybrx5Ma+tqoRg0RK8htoltIFKrLkQdURQzV0W4TQlAKsIfoZYAU0guOywBXzjmsux40JVhrCmp4u71r1GZzGPpSSP7FjNit4dY0oZpIoOnxiFNhI/kFgqXEzQSPq9NPV2KVJAA6i3mvmbw/+CubnwjaYo+rwenup8iLX5lXi6jC0VO0rLcKu5zAaxhEZFKiYx4qCRKBHlFSfwjYzxLhMEKLQRWGiUGN3XlMyZzG14Nx3ZcxFCYKvwDarAeBT8ivCXVjke2P6/LOm+PeQqBgWv0d5lZugaxw4w+rqFoJq7LHyuWVLjGB/XWKFtCwE5y8PXPoIc2jjkgyKOtFlQN4fLp53Naa3HYcvK31OdNbwB0u+W+fVrL/KLV59nbV/30FCtkk0QjBmzARHh+Bh526iEWY0icCr2qOni1Smkb5C+Cf9WHQuvowFZdOnIpuje3ocONHWNGc6+7Bjeet3pHHLENJY/voK1L63Hd336dvby3N3P88PP/SJUJNsXEWNK+TKBH6Cs3ft9mTSS9U5CQkJCQkLCwcybYK0jKi6cWWPMwJjPPwJcB7xArXj2PSri2eeFEDcbY7qrdeYCf0oltvFYUW2fkIhnCQkHMH90+F+waeWW8QuOg0il0CkLrzWLsQTCM0gDohyQXdWFKHlob/SuxBGnLnjd/SYkJCQkvPn44Wd/PrnCWRXjeZX8Z5ZVkwOtub2Ryz50Ltf+xeXUNU3sFKLvB3z5q7fx4MMrRn2unZj8WjGx+aQ7nFg7TIcSBqxCJTG3tmvLzG1t5vpTj+e6k45DxilQY1jeuZ1/ffphHt08Ig+U0oiUrhmLlCbSg0rHKQ1AKbDISTfaA8tIet0MKeWTUv4oEavVaeaC9nO4qOMcGuyJh530tMuNm/6Pp7seIjDDKklWulghoRTtiJxmFaJzl/ko7Gr7YdcXICv3L8a7zCBpSp/MKe1fwNP9GAIyqoOUFX4CeZAdpbU8330bL/c8gGcG0w5YBCH5teO8yKLEz2oAoki7JXQ1L1m4PSV90OBGJe0DDqmbyV8s+DPaUm1oo2ty1LlBwItdW+h1i6QtmwaV5lMP/4F1/d2jG3JlrXBG1bssRtyNQttASC60SqMCPwN2IVwcQwrKTRZOv4+M8FCrb8zwkb+6nCvedgLGGAJfY9kKYwx3/egB/vXd32Dd8o27Pe69ie1YSDWxHIIJCQkJCQkJCQkJIWSB7UKIe4FV1c/OBk6hkkvtamPMqE1mY8wTQohvAp8BXhRC/A5wgHcDLcCnjDHr9tH4R5GIZwkJByifu+xLkyKcAYj6HO6cVnRKIgIQGkSgya3YhSi56HIZ47qj6nz4y++dlL4TEhLGJy60VELCgcRAT547fnj/3utAa4zrkq7P8OGvXk+2Lk1zRyPHnXvkuLHujTGsfHkLm9bvQgeGh55+jSeeqfXsDpxoEUJoiNIQpAZZrohjkQIaoMqVcu8651gOmdqKJQWHTGnl5Dkzxs/rNoYnt2zgw3ffSMEf+W5iYDA049jmYkMzCgItUDK8TKAVJd8mU819Fi4gCUqBzTUz3sqFU0+g6BfJWBmmpttRYnxPl02FzawceI1SUCKt0rzY8xBr86+OKiPRWDLcC0yM410WHbpRVAQ0EUR6l/mm4l2mQrzbGp1Dmd/wTuY1XDUqd0cY2gQYDBLFU7tu4NGd/zfKbgBNQJh32Z4gREUgi8pdJoXBFgGeiQ69mFY+jvGxZANZ1Uo+KGALm7m5OVzQfh5HNhwxNHdHCme7Snl++tqz/Hr1C3SW80PXYcpW7fUYwIuM+xlzgdEmo0AriEq156crnmuRuc+kwG20sQycc+RcSn1lyq5PQ0OGs885jPPPPwK3UObG/7yDVUvW4pY8GqfUs23tDp65Y0nMoPcfR599xG7/zkwmyXonISEhISEh4WDmTbLWKQM3AGcBg3nNVgP/BHxzrEfaIMaYvxRCvAj8GfAxQANLgK8bY27b66OOIBHPEhIOQJbc/yKL71k6OY0phZ49FeNYaFUNb2M0mXV9SG0I+vsx5dG7BlPnTmH2EeExvxMSEhISEqK47+ePUC5E7URPDulcii/e+lmOO/eoCZXXWnPvbUu55YanWP1qJT+WkQKvOTyGftxmvHQNQSa6gKpeuh7Mux0iokkh+Nzbz+O6s46f0PgH2djbyy9eXMrtK1eyq5BHKUHRdgnGKgsChIxwkov1LhO4viLj+JEOdm5goY0gbXmhItvMzBTeO+dSLuw4abeu7aWeZfxh6+282j+cZy4tXdKq1pPMltEeYnE3z0PhGD+yrmcUAhPrXaaR5KzZnNnxD2hTRJuAjNVOo3NorCAx4HextPtulvbcQ69XCQ+akhl8XagpO/ytTty7bLhmlHdZgB/jXWZJDdrHMyqyzKF1C/mjeZ+iyQkPiVrwXZ7dtY4et0Ba2dRZaf7m6dvZVuwfPUpPhguBgdhj7zJZ/bsLi0Tqp8HOR1yVEHg50BZYRUOIMyPHHT6DT1x3FscdPnpd7JZc/uevfsZdP3pgVN4yTHRuvTcCb/vkpft7CAkJCQkJCQkJCQcwVa+yD+9h3Z8CP53cEb0+EvEsIeEA5Dt/MXlhXsXCeQQ5By0qiU8JNJkteVTJR+fzmP7RmxpCwree+PKk9Z+QkJCQ8OZh1ZK1e7X9RRcdw0e/dj2HHh+eEH0sgR/wjS/czAN3vjj68/SeLZGVB0E6OnSjoOLFov3Kpr4e4YRUl3a46uQjedfpx3FIx8RysgFoY/jmE4/z3WefGSWTaaUJdcmpHncMG6LWIi7yJK6vsJTGjsyLBr5WDLiS6ZkGLp9xNL7xyagUxzYdyglNCyfk1TLgFyj6JbJWhid2PcHPN/xyTAlTCRcYghzHu8wOCXdYaVFUBLQY7zLXWARGY4sAOebYqCMbOLThCo5q+QDpiET3YSzrfZA7tvwHgRntHehVhbOJZyiLRgiQxqAjxCcpwBFBNfRitICmjCYlG2hNzaYYFLCExYzsHM5qu5A5ufmh9bYX+/jRqse5ZcML9PsVFcsYKJetmr6MARNExQ2Nu8AYmwRjQcR0wdjgZyshUwcDd45qTgiCNORa0nzsglMY6CtRcn0acmnOPmk+h86ZwqtLN/Dvn/0NK1/ciFvyqGtM071iHVtf2zqmszf2UeO5R8/ijCt3T9hOSEhISEhISEhIOJhJxLOEhAOMvs5+1r+8aXIamzEVsmn8tAUS0Ib0pjzKCzA9feidu2qqfOe5r9IytWly+k9ISJgYb+z9toSECVMuueMX2g3OfefpNE9toqm9kXOuPY1Zh80Yt86WdTvZsHI7QRDw0IOv8Mj9r9SU0U50CEHhG4wdIY4ZsAoGP0u0AkUlTFwKyb99/CoOmdGClJKWXAbbGj90YaA1SzdvY+dAHktJ7l23it+8vHxUGYMBa49kFgJfYtnR4QsLZZuM4+FY0WrGUY2z+doJ19Oamnj+slJQ5uGdz3Ln1kdZm98MgC0CcnbtnHFEEPf1RuIaRaoqUoXVLxsLOcK7rBZBgEKKOk6d8gmUkGjjkbHamJ49FUumI/sOtMcrfU+wpPteOsubMWgcadPv14bgFoTrQWbIGkW0d5nEoOO8z6QGY3B1rag1yIL6o3n37E/RaIeLuwN+iad3vUa3myclbTIqzZeW3snO8ujILL4f4eWmo648HmOBKZtIz7QgDSIfHSZHO+DJimeoGp3il1za4YpTj+ADF53I9NZGtDb4XoDtKHp2DfDZ936XF59aPbq/zi7MQH63r2N/0jFnCl/6w9+iJvAbtFdJ1jsJCQkJCQkJBzPJWueAIxHPEhIOMFa9MDmn9kVLM6K+Dj+lwBJoCamuMirQ6L4BzI6dYyrAj175FrMWTp+U/hMSEhIS3nw0TWmYtLbe87mrdyv/5lP3LOPmHz3M0ideAyqhGU1LfbiKEqPMKNfgx6StUj5QMPgZKi49IbQ2ZPnyx97CSYfNmvD4C67HL557gV8teZFNPX0AaGXQYdEloyPwDYVmjPQc8xXK0jFfgaDoOpQ9jWMFtGVSeMYjoxyOa5rLNbNP46SW+buVN2lzcTv/vPy7bCuNPLRjSI9VMqqoSHGLSO+qSosSzyicqCRXCIrGxjEBtvBDb9/M7Cmc1v4JWlPhnlZhbCy8wu82fJV+v2vUaKwIEXD8b65WBBMCMAYTUVsIUEYTxEwOSxiU9EjJBjoyh1EMCihhMS09m1NbL2ZaZk5ove2lXn6y+iHu3PI8haAidmoDJdeuGY8xEAQyrJl4x6zwKtWLq3iQifDpAnKEd1lEH8aCGR1NfOWaS+nuKVB0PeqzaRYdOgNbSB5+8GW+evMSVizfjNYGx5KkegsU+0qj2wmCGOHsjbdbYtmKc991Bh/7+vW0TG3e38NJSEhISEhISEhIeEORiGcJCQcQnufxr+//z9ffUMpBZtLouhRBVmGMIdXlotwA+guYjaNPQUtL8sNl/54IZwkJ+4s33n5bQsIecc61p3Pzf935utqwUzYf+MK7ePffXDWh8sYYfvDFm7nphw+P/jztRItkJsaDxzMQGFAxApsPst+gbYPKWjS35JBCMLO9kavOPJoLFh2KY098Gd6VL/DhX93E8m07Rg8zRsSLxAhMIBAqSkUQuGULJ+XHencZI/nMEW/h+vmn7lb3A36Ru7cuYXHXa+SDErYQbC6tohAUR5VTQofmTQNiM227WpGSUaEXoagdlCihhIkOz4iFaxTHN15EvdWIb1yyqplD6s+j0YnP+bqtuI7nuu9lZ2kTmgCFYlPhJTSj4wZKzG57z1VlT/bY+0wA4who8+qO4eqZn6bRbgu15/0ST3euoMcdwBKKlEzxHyvuotMd410WqFAhT++hdxnKYIRBROTl045BBCB0RNsK/BxID1KBxPeHBdj57S1cd+pxXLXoSFKWxVanl1LJpb4uza5tvfzDX/+arVt6Rl/fzn50qVateyN7nJ14yXEcesI8Nq7YjDGGWYfN4NrPXEFzR9P+HtowyXonISEhISEh4WAmWesccCTiWULCAYLv+3xg/p/Rvb33dbcl02l0XYYgbWOUwO73UL6BngH0uo2jjv4KKfj+C99IhLOEhISEhNfN0WcdztyjZ7Fu2cYJ12ma0kCmPkPjlAbOueY0Lv2j82lojQ8HWMyX2L5uF57r8eidL9YIZwCkopUn6Wu0Cnd1EYCdD/DqVEWNiFBpBNBop/jvz7+LBXPbY8c7llXbO7n9hRVs7x0AYXh8yya2jslBajAYxfhaShieqIgREQKT0RK3ZKPsAKVqvdDOap/PHy84g9PbD5lwl9pofrL2Pm7Y8DClYDgUY9ZySalaTzBbRnuXmQgBBareZVrG1BcMBGky0sUW4R5oWdXM+R0f54jG8yP7GUuvu4vfb/oWa/PLRo3GItyLT8Z4z8UxmJcr1DbkfTZYMqxfEEbjyBwzs0dT1iWkkExJzeLElkvoSM8Nrber3Mv/rb2Pe7YtHrp/xkDRt2v6Mga8CO+y2GuTg2MPmdQCsDW4iop/Xa09SBtUKUZAk3DC/Ol8++q3USp7FFyP+nSKqY11dPXk+fWNz3LrPUvp7K4IYCIwZPp8tD/mXgUaUfJC//RMeXJD004GC048hMNOns+aFzfw66/ePPT5kzzHiw8v58o/uYwL3ncWSu3nkI0JCQcpxhhK7mL68r/E9dcCAZaaTkP2WjKp8yh7i+nN/wrPXwdobDWL+tw7yThnU3KfpK/wazx/PSCwrdk0ZN9D2jmNovsofflf4webq7Z5NOauI2WfSKH8IH353+EFWxAoHHs+jbn3kbKPIV+6j77CjfjBNoSwcKyFNNW9j5R9OP3Fu+gv3Iwf7EQIm5R9OE2567HtQxgo3E5/4VZ8vQshHNL20TTWXY+tZtJfvJX+wu0EugshUqSdY2nKXY+lptJXuImB4l0Euhsh0mScE2isux5LttCb/x350r0EuhcpMmRSJ9OYey9S1tOX/y0DpQfQug8psmRSp9JU9z4EDr3535AvPYQ2/UiRI5s+i8bcdYCgJ38D+dJjaDOAFPXk0ufQlHs3Bo+egV9SKD+FNnmkbKAufT5NuXeidYHu/C8olJ/FmAJSNlGfvojG3DUEuofugZ9TdBdjTAklm6nPXEpj9mq8YAdd+V9QdJeiTQlLttCQuZym7FW4wWa6Bn5OyVuGNi6WbKUx+1Yas1dQ9tbSOfBLSt4rGONhqTaaslfSmL2ckreSroFfUPJWYkyArdppyr2dxszFFNyX2TXwS0r+KjAaW3XQknsHDekLyHtL2TVwAyV/HRiNY02jNXcNDalzGHCfZefAbyn5GwBDSs1kSt211KdOo6/8FDsGfkc5qITMTltzaK97J/XOSXSXHmP7wE2Ug22AIGvPZWrdO6l3jqWz9DDbB26lFGxDoMjahzCj/l3UOUewo/AgWwdupxzsQGJR5xzKzPp3UucsYGv+PjYP3EU52IUUDg3OQuY0XEPOmsOm/H1sHLiPctCFEimaUodxSMM7yFrTWNd/LxsGHqIUdGPJFK2pI1nQ+HYyViur+u5l/cBjlHUvlkjTnj6Sw5uuxJENrOi7j7UDT1EKBrBlmumZozi66a1YMsNLPfexZmAxpWAAR2aYnTuG45suQwiLxV33s2pgKaWgQFplmV93DCe2XIg2gic7H2Jl/3JKQZGMynJ4wzGc3nourg54cMcjvNq/klJQJmdlObbxaM6eciYFv8Td2x/nlb41lAOXOivLyS1Hc377KfR4Bf6w+Sle7l2Pqz0a7BxnTTmaCztOYGepn99vfJaXezfjBj5NTo4Lpx7JpdOPZVO+hxvWLOHl3m24gU9bOsflM4/kshlHsqavi1+ufIFXu3fi6oApmTqunHsEl85eyKudO/nlyy+yqrsTX2s6cnW8fcERXDh3Psu27+DXS19ibVc3gTFMra/j7UcewXmHzOWFjVu5cfFy1nd2YwxMa6rnqhOO5Mz5c3hu9SZufmo5Wzp7MQZmtDZy1WlHctL8WTz38gZuf2w5W3f2IYRgRnsjV557NMcumM4zi9dyzwPL2b6zHyUFM2e0cMWlx3L4gqk8/dhKHrjzRTp39iOVZNbcNt5y9YkcsqCDJ+9+kYduXkLXjl4sWzHnsGlc/r4zmL1gKo/9/ike+s0TdG/vxXYsDjl2Dm/9+MXMO3r2/nkIJBzwCPMGT1x8ICOEWLxo0aJFixcv3t9DSTjACYKAd077CP27BsYvPB5CIGdMI5jbjrYkItDIcgADBXhlTU3MnPOvO5O/+8WnX3+/CQlvEk488USWLFmyxBhz4uttSwixODV15qJ5H/3MZAwtlrU/+CblbZsmZdwJby52d73z/AMv8beX/QuBHxU6b5hZh03nP5/8MnVNuQm1vW75Jm797t3c94vHKOXLlWdee1toCEHdUg8RApm2JH5jdP4qAC3BzyqMFb5Rf9SCaXz+k5cyd2brhMYOsGr7Lr50y4M8u2Y4t6m2KjmbxmKkIciGt2MwmIyOCXVnwNYIO1pAG2RWroE/P/4MtNFkLJvjmmcyuy4859VICn6ZF3s2MeCVyCibB3Ys5t7tS0aVERganUrYu7FjyKhwUQ1Aoam3S5FjFxhyqhwVNXNEOc3MzHRanBYC45JRjSxsOJsF9WegRLS46gYlXux9kq2lDWgTYAubl3ofZMDvrmnfivCSs0S0Z5+MDL5YkZV0tfUojKHaQniZmZkjuHLmX9LsTA21l4Iyi7tX0FnuxZIWaZniO6/dwa7y6ANcbqDwda3gEmhByQv//oJA4HnR5zeDkhoKLVp7YUBJIgIZLqBVy4gAmlUGtxxQ8n3SlsUZc2fz/kXHcea8OQwUyry8dhuFskddJoX0DP/09VvpGxgdgtHu9VBurcgp+kuoMWWHxr99B6ZUjhi/YW8eNxZC8N7Pv4N0LsWq59eiA8P0BR1sXbWDR373ZGzdM68+hb/75adxYg4VjGQy1zrVse+T9U6y1kl4PezJ/o7rrWZb159R9pZGlLCBqJizu2+rvMrbmElsc3ybBWO8qydmU0DYc15QWcBE2QSDT8JBKr+ug0/PsMMpcqhU+Dh0jK12HJWWLEzoGCHquofvT9R3EnFfARNRr2Jzwm0GwAmdD8P1am3agCFd4zU/3li0AU0qwibQpELbDIwgIIUO+T59I9Cm1mYMBEgMTqjNQxEYBz12rhjwjYWPhQmxedrGMxZmzHwwBsrGwdMRNu1QjrC52sHVsmaGGQPlIEU5qF3PGANukKYcMsWMAd9PUQ6ZRkaD8FK4fsh81mC5Fn6ELR1lCyDjSgIv5G+ravNDbMI3ZEvh9YRnyJYgcGsvUJYDMkU/1EbJxS6UCNyQOVYsIvN5fDf8t2rRxcfyuf/71G553Cd7OwmQeJ4lJLzh8X2fq5s/VNkEnAREfQ5aGjACZMmrhL/JF2HlutBkE4suOnZS+k1ISEhISAA44YJj+PyvPs1X3v+feOWojRiYdfgMvnLn5ycsnN354wf51p/8LzoYfkETmXR07q2YA2TC1wgvwNjRnhhSgzMQoBVkmjIcefQMhBRMm9LAFRccw+GHdExo3IO8tHEbH/nh7xkY47mi9yA0o0CALzBOpI8SeLKyaWBFfw8nTZnJd86+mimZugn3vbnQzc/WPM4fNr9A3q+sXWzlk7FrX3IdGZ7zCwbFn3ACJL6WWBHeZQZBPnDIKg8VE+LxxJbLuGL6R1FiYq9Evva4Z9uvearzXkq6MNSbLYJQoa52m2RixDkTDm4p6phSgx5olnSYnT0WT5eRQtLizOD45kuZljk0tF6PO8ANG+/hvm1Pkw8q4pAxUPat8Nxlevdzl0k5cvMyxGPT0hgvwqVSAGmNKYPwI5RhAZcfvpCvX3gZWdvG1xpLVsqu2dzJv/z4Hu5++lXKXmU+Ct+Q6tc1e6YiMEg3/FsWccK/3PveW0IIWqc307W1G60NLVObOPddZzDQnefG/7idYoSwF8fjNz3DNz/yXT73sz/fCyNOSHhz4nqvsXHn29G6O6ZU9Dpod22VgxOT2+bEbFFC0Hi2qN9SM47N1HyiR/1X2LMxzts77jBXuHCmh2xRz+JwIcsM2aLqhYtcOqpNBnO9xvUX12aYcCaq4Z2j+gsfS6Ve+Fgq4pgKtflG4keIlL6R+CbcFiCrbdbaXKPwsagRWQ14RuFXV1JjbWVtV/sbPY+MqYT9jrLlg2hbIXAIzKB4O6ae5xAYEWnThlBboWxX11pjbBq8kj3isM6IOaaBosSPsKmCxK8cvxt1OEkEYOUhCPkbEgGoPPhhNs/gDITXk67G7g+TSkGWfexeN/yvslhG9OZDbTpfQPf2xv6lL7n3RT591t/zH4996Y0VsjrhDU8iniUkvIExxvC+OZ+cNOEM20LMnIZ2LKSnKyd7CyV4eXXoTodUkovef87k9J2QkLDnJE7iCQcZZ19zGrOPnMnN/3kH9/38kVHPuenzO7ji45fwlo9dRK4hwrVqDA/95kn+/eM/qPlcpFPRlbwArPCNbgFY/WW8xnTFOy3GPau1Icd/fPU6Zs+euIdZsexx53MruP2ZV9jWXQnHuNkfwNNjXuQF0aEZRx6SDt1/ERVhLNL7TICnwDMYyzCtsZKXLW1ZHNsyjfcvXMSithnR4mMIL3Rt4M+f+xl93sjNe4MT4UEmYoQtX8vKge8IitqmTpRjxDdJPnCwhCanFI6UBMYjo+o5suFUTmm9nPb0rNjr2V7ayubiBnzjk5EZHtt1C2vzL4++BqKjd+5ZZrLhrcHXI6C1p+dw5Yy/oT09L9TuaZ+XelfSVe5FCklWZfifNTezrdQ5qpyvw/3gtBGRAmfclBGiIqDpCOFNKANaY6LCPg4KaFozK91MjhT9Xpk62+G0GbN4/zHHs6CllU2dvdy9aiP5kktdOgWe5hs/e3BINBvEKtQKZwCqFOxJZjZENoMpFCKMIl5ZnABTZrVyzf/3NtYv38iGVzYR+AHNHY08ddtitq7Z/rravv8Xj3L1n7+Fw04OF1f3Ccl6J+EgwZiALZ0fHkc4m8z+3rx/PsOhiuOenHujv5H/7p16cd7mw8JZuNfS6P4m2GbVm2vP6kWPJYhYjGpDVcgKs4mqIFV7X/WQGFdrq4hxVqgtYFCoq7V5RkX25xor0lbS0baytkKFM4CiP2gjxGajI2wl18JE2PyyNcJ7f4TNACUZaVMlOSSYiTE2qxAxWw2oSJvByUfYtMHu1+G2QGP3uuE2P0D05kNtxvPQvb0hllq2rN7O1z70bb5y599PqPxe4c36Y30Ak4hnCQlvYH74uZ/TtbVnchoTAjmtA6QEJaorlQBWbYh8kT/z6lOx7ORnIiEhISFh8plzxEz+4rsf46Nfu551yzdSLpRpbGtg7tGzkDI6X5Jb9nj0d09x2//cw6rn1+KWfRARKktMO6JUxmScSGFMGLB7SwQ5B+3Uti8EnHbKfD71JxcxbVrTuNc7yP0vvMb/+/m99BeHBcPADg/NONxZ2EcCERhMxGNaIKAkMem48I2Vkp846lQ+e/I5uyWUbSv08eu1S3hw22v0uSVsBZ1+J74ZLZQpqVFy998SfSMJjIj0HAuMIh+kyKloAQ0ELc4sPjH/c7Smpky475d6n+eBHXfyav+wUJYSXmgeNVXNXbYbXx0A2siYvGcCjYnYvhosUbmtEsn07FH4xkUgaXamcVzTpczKHh16Pwt+kZs238+9256g2+sDBk9i1/YW510WhxTx3mVKabQO32QTgkpuM2Ewfvg3YEnJdYcfxz+cfCHOmDxdL6zdwp/+7mYeW7F2aHkrfIMdsokjAoPyI7Zbgzj3ueibLbKZiuAeRN/bieyaZBsynHL5CfTs7MP3fNqmt3Dc+Udz948e4Huf+cm49feUP3z3nv0rniUkHCQUSg/i+av29zAOekb7oe0b4cwM/dduCGcG9lzgiyu/+7YoUQ2ixbjXUy9KjAOqQlaELUIgqtSLtnlGhdqG1zoRNh1dz9XWHtrC29RD/YUJg9UDZGE2LQii6gUCE1EPDejw+ScCInPFCr/yPhRq86Jtqhxni44tYRX96HVvoRxp0/mIQ0sRPHf3Uta/sok5R8zcrXoJb16SXfGEhDcoxhhu/vZdk9aeam2BlIOWAmHAeD5y3VZ0RDxgJ2Xztz//1KT1n5CQsGcIohefk91PQsL+IFuf4cjTFk6o7KoX1vKPV32VnRtHeMcIgYjIXTZeaEbjeuBEx0UUBqwBFyMg21bH6RceiVSS9vYGLrnwqAmJZsYY8iUXgeDRZWv4u5/eOWpYBgiccZsJH59HRTyL2IsRpiqg2abihTamzPHt0/jYMSfzlkMOm3CfvtZ87aX7+NnqZwhGXIhj+1gqTFyKvgdBVG6ryugpBRY5y4t0/PONot9P40iflBydQ6w9NY0z2y7itNbzSatMZC/GGAb8ATzjkZVZ7t3xB+7cdsuYkRgsoSO8y6KvL967TIyTb258Aa3BauOKGX/DrNwx4X0Yw+qB9XS63Ughyakc31v9G9YXtowqF3lyvTrO3UUIsKQOzYcGoJTBGI3vR3h+Cir5+KyAI+un0Z5qoM8tkbUcTp06i3ctOJYpmRwvb93B46+to7/sknMctKv5/l1PE4zx4LRK4d+hdGO2AmMuW2ccZMEND+koBLKpCd3ZFV5ZiBE7veFRH055yyIWLJrHE7c8y/rlGwl8TUNbPU/+YTHlwiRFo4jgsZue5q9+9Cd7tY8o9sV6J1nrJOwrevM/22d9vZm9zirsu7/sOAFp/Hq7Xzfuvkb47oxbL77NiHDMMfWMiR7LxGy1T9PxbIYIccmI6jWE2BCR9QIjq7ZafBOdidYzKtqmo4VBL9hTW7RoqP1oG16Ix9ngJ170ISnlRpqQMZFcI+sZgypFHC4yBlWKCKFqDBTD1z9Ga0yxGD2YCO74/n188t8/tNv1Xi/J3s6BSSKeJSS8QXn6jiW4xZin1e6Qy4FlVTYIlay4PK/eDEFQ+d9YBPxs3XewYzYUExISEhIS9iXrlm/kr87/AvneMacLRfRLn3E9hB0jjvUVMI11EJPbDKCpKcvX/vuDzJ3fPuHxbtjaze/vX8odjy2nL1/GCPDqI15loi5hMEZOVAS7AIQLxiFWQBOuIG0s/vyM08ilbFLK4sjWdo5uGz8vW95zeXr7BnrcEmmpuH3rMu7dsqJmoEqGi0txeFqhjRfpyONpi6JvyFjROVM0Elen+eDcP2JOdgauLpO1crSnpsd60vV5fTy661Ee3PEgnW5FjLWExpa16yJbROdmi8PEehkJAiNR6HEFNICpqXkEpvI9NDkdHNN0KYfWnxaar83THvdtf4y7tz3C5uK2ylhM+AaQMZXNpvALiL7oYe+y8DK20tWT0+F2y9IIYfC88E2inOXwgQUn8emjzx3KWTbI46vW86kH/sDSTVuHPhM+qGK4d5kMwkca6fgHmBjvMhwLYyuEF77JI+tyoDW6uye8fvWGzzp8Bld+8hI2vLKZctFl6twpzDlyJt/65A946g/PjarSu7MvejyTSL63QOAHqIiQtgkJCROj7I19TibsDQ520XCyry9WVBvyjotisj3gor3V4jzZhsW4EAEpxmYmVC+sv+j3jLhDYHHBn4fDNe6eLSrkNYCJ8B6rVIzxmI9ZC8XaItMSmmgblZzR4fVA6IgZGmhE1IHIINijkNhrl23Y7ToJb14S8Swh4Q3K07cvnrS2lGNjculq+CqD2NaFMAbt1opzypLcsOX7NLU1Tlr/CQkJr5OD/c0wISGEvq5+7vu/R3j1uVWUiy7LHn2lVjiD2Pd1UyxCLosxJlRIEQboHag8I9NOjfIjBJx69mF84i8vY9rMlgmN2xjDz29/jv/+zaOj3uV0lIYXM35B5WSnjkjdJhBI11TSn8V4r03JZvmft13F8dOmjTP6Ybbk+/if5U/x+9XLGPAr6wWpNFaq9o1YyWgBKP7nS1AOLDKWHym8lbWN9gVp6YeGfzy8/jCunnEVhzdM3Hvulb5X+Paqb1MIRs4ngxXxtq/idg9i0AikMbF52QJDrIBmiwyXT/9zjmo8L7KfXeUuOt1uBIJ6K8f3Vv+Cl/teqxlL1OnoSO+ymKOx43mXSWlIWQFlf1Acq5WvlDJI6XNC8xxmZ9vpc0tkLJtFrTO5as7RZC2b5zZt5qE16+grlcjaDn454IanlqLHbJRIN8K7rKq77q72GaQVViGIrBs0ZlCdA5FfkWyoRzgOur+/8js0otyUWa2c+faTKQ2U+NHf/ZLiwHCOQCEE5nXmRXs9WLZCRnny7guS9U7CQYIxk3QINuENxcHxE7WvPfX2HXvqcRfbZmzFuJeQPezwICDyWxlfvd199rCeV45xndvbvInnxoFKIp4lJLwB6drWzZ3/+8DkNGZZkE4j0imMMcjtPVDy0J6H8UY/MFLZFL9Y9x0a2xomp++EhISEhITdxC25fP+vf8ad/3s/bul1vtj4AaZURqQj1Ccq+oAYKGHyJVLNdZx3zclYlqKto4HzLzuGqdObx+2mf6DEjl39YAwPPb+a79/05Ch7bGhGM+LfkLdN6YN2wm1QEdCUC8YzaBvstMLTAbZSHN7WxnuPPY63LTyMTIwH3liWdW3jg/f/hs7SaHFJ2uHiUpxXlh8oTNVzLKxcKbCwpMaO8VzztIWnFcc2HsKJLQvxtEvWynJc47HMzM6IvZaNhS3cs+1RVg2so6xdUlKwo7wOzZjcbCJa5IojGCd3WYDEIlp8M0h8IxDG0OQ04xsXjKHRaeeYxos4puki0qqutp4xPNv1Andvf5hlvSuqn0ULYVHeZXHv72KoRIT3mAzivctUxbvM9dWIxPfDtDhZ3n/IaXx04VnIMR6kD6xaw7898jiv7tw1PJ4AVFgIxoBI77KYr74S8jQqCqIS6JRElSMasC2CljpUVz7yNLRIpzj54mO46rpTePHh5ZQLZdpnt5Gpy/DtT/0vgV/797Q/hTOAhScfulu5DxMSEsKx1BQCvX1/DyNhkonzJz8QGO+5Pr6NCHu4TYyyj60XvQCOC4kd7+MWV2/PbFJEx0WNbTNmsoi4w0mxbcbMvtfjGBjRrBEx56ii6gmBESa8noiZYVJEzzAZM3PVnnnKN09t2qN6CW9OEvEsIeENRs+uPq4/9M8IIkLB7C6yvh7SaUAgunoRgSYoFjGl0qhyqWyK/1v97UQ4S0h4I3Igv6UlJOwGbsnl82/9Mi88uHzilUxtLq+R6N4+pGpC2HakBxpAJpviSz/4Y446+ZAJd710+SZuum0Jjzz5GkGg0RLcehmuAEWEgRNUQs6ZiFW5MJVwdEGGKAeeajnBsS3t/N/7ryWXcirtTmATvN8tc9PKl7l73Wt0FosoCatLOynp0aEShTRISajAFX/SV+BriR2SD63aMgOeQ87ycFSEOIfg0qln8dFD3oklJ/aS3O/l+faqn7Cke9mo0WQsNzQPW5x32Xg5R+LCVRoEvhEo4sQ5wdlTruPc9usi75mvffq8fgCyKssP1v6Cx3Y9EzPiEVtWQ6Ja2AZVNON6lwlIKZ9yYBHpXSYNGcfnpOZDObR+Fr1ukbSyOaZ5BpdMOxJbKp7ctJH71q6mp1Qia9u45YCblr5c871HepcFMdcSc4GBI7AKERs8gFdnITw3OsSQYxG01yMKLlljKA9UlDghBCeecxgLFrTy4n1L+fxb/iV6EG8w3vaJS/bvAJL1TsJBQl32Ksq9y8YvOAkIsedOGwc6lSdPnKizN/p7Y9QTmD3LSxrRphAgTHibg0EUQ21VgSXaFtfmYHbXMFtUveiw0WoPbZbQlCNtAVHioC0DStqKtLk6PDGxLQPcIMKmNF7EusNSGj+IWJNZmiCI8By3DAQRh6ssg3IjbDbIiENG2o7ObRY4YIXVEwKdEqhyyAwUAp1SqHLIu4CUGMdGuLWHKoVSlfQ0IbY4zn/PWbtVflJ5k/5eH8gk4llCwhuI3s5+3jP9Y6EnUfcIx0E01IMtoT+PCDS6VApNqPnPt/wNLR1Nk9NvQkJCQkLCBBnoybP2pQ2Uiy53/vC+3RPOALQGqaKFMWPQXT2I+jpEJh3axFEnH8KffPEaDjky3otpuEnD9378MDfc9OyozwNHxLthRaA88MPfoYFKfgBRhCAFJuSd2VGKK485gr+7+FzqUjHxG8dcw49eWsK/PfsYBX/EC6cdgF37Vjd4WWGXp6u5FKJEpJJvoaQbmdsMBHnfoRho6m3BnGwTvgnIWmlOaDqCy6aexZR0dNhMYwzL+9bwSt86yoFLSlk8tvNxtpRGn/qXwoQKZ+MRGBkZ0hEEvpHYseKbxMcgjSEl7Yp3GZCSOY5rOp8TWy5jSnp2aN31+U3cs/1hHt35DGVd2YmQSHSIS9XwlUV90bt/0rwinkV7lylpSAsfNwj3LmtL1fPuOWdw/byza7zL7lmziq8+/ghrerqHPwxAlgVibH+68ncQOtKYWxr29zKEEAQpgVUy4e1Kgdvk4PR5SD8qPqPk8utO49SjpvLykysp9BeZMqOFrm3d/OzvfxnT+RuPqXOncM61p+3vYSQkHBQ0Zt9DV+/XMeyb8I0HukfUnhIn6uw94ryzJrfesDgYLj6Nb6PGPjxXQg68oPGRoba4ehJNgNotmxCgTHh/QlTHEvIQH6xXabPWZpsAL2SrWwiwjMaPqGeJAD/kJJuMsSlhsET4OJUwKKFDc5jF2zRS6NA1VSVMusGERBOQShNEzTHLQDncZmyDcU3tuouKQGaqIthYq3Yqh5rCbEGqIp6F9einJKocPtIgY0XaTDaFcL1Qm8zm0G5PzfijaJ3ezBlXnjTh8gkJiXiWkPAGoXtHN++e/nFMVJLM3UUpZEN95cmSLyG0RpfL6N7whOPzjpkzOf0mJCRMLiYmXMIk95OQsC9Z+9J6bvyP23nwhscpF1/f5pLRGiFj8vQYg+nrxwwMoHJZznzHaaSyKVo6Gjj/7SdOSDTbtbOfbVu6MQYeeGolN97+fE2ZwInZFIlxTxJ+vPcZgNBgFcFIOOaQacxqa8RRikOntPL2Y4+kJZuJHb8xho29vXQWC6Qtm1vXvMJ3XxjruWQqL9i7iTGSQIvQnGSD9oLrkHXiBDRotBv42nEf5rCGmRPu+8Edz/GbjfexLr916LOU9LFD3IXsuAzmMXhG4ZggUhfVSHxdEZog6lYLDms4jWtnfhohBNoEODIT6WlmjOGmzXfy6423hvQXIpwNffW7tzlX2aAykUnvhQBHBbhBdO4yKQxpy2dR82Ec3TCfXq9ISlkc3jCDc9qPQAnJk1s2cPe61+gul0grC9cNuHXFilrvMi9EOGPPvcu0FR92yM8IhG9QflQ4IIHbZCM9w+ymetwBl3LZo74hwxlnLSTb389937+DO9btjB7EAUBjWz1f/MPf4qQnJr7vFfbFeidZ6yTsI5RqpbXx8+zq/af9PZSDnjgRaW/0JQG9B89azO6Pc1gcjLINemfVik9EeJ2PV08ajY4U0CLqxdgkBj3kYTbapjAEkTZNgIi0aWSoaGqLAN/IUI82WwQEJryeI32CQIXa0tInH2HLKI9+P/yQUVp55P3a2OtCQNryyHtRNp+CZ4faUrZPybVCbVbKxy+HhGkXQMpAOWTuCdApgwqzyRghTFYENOXW2owS+CkTWs/YAj8lsMq1fw3algRV77Oa/lI2JmUjyrUCmsikEUUHUx7/fVIIwZ//90dR1p6Fe3zdJHs7BySJeJaQ8AagVCjz3ll/MnnCmRDITAbhpBBlt+ICXSqhe3pDi7fPbqO5vXFy+k5ISEhISBiHB294nK996Nv4rj9+4YmgA4wQCCFiQzMKA3/5nx/kovdNPFTHc0+v5pbfP8fTT7xWCX8nwWt0atQRA5XjqSHKiQCkV81dFjYuKsKYnx3HUwZ4zynH8vdXXoCMU6FGUPZ9bn7lFX7+4lKW79hRGas0mHTImkNGh8AcLySU7yuU40dqhNpI8uUUtgpwLH+UiNaWauCK6afy9hmn05Kqj+zDGEOn208xKFNvZbl584P8euO9o8oIKqeAw8YRlytCGxHjlSYqApoIIq8vQKK1QAld08683NGc0no5RzacVuN9BVDwizy88yke3PE420o7AUNKOvT5A5HjjRpnNNEbdhITfVqZindZSvh4gQrNndbqNPCOWWfynjnno8bmLtuwmi899RBreruGP9SAG+5dhqa6/TbxzUWtiDjvDojKBo5dirZ79RKTNyg3/P6nMw7XvfNEOoxgxeK1lIsedY0ZNtyzmOfuXDLhcb5ROf6Co/mL736MmQum7e+hJCQcVDTVfQRjinT2/ete72tYLHnzsaeC1r7ub08FtMG+okIfEhH6sEK0ZxoRbcrqlY1tc7hkbb1hb7BaYWrY4yukTQGOCfCgKtiNsRHgmvB6tvHxsEL7S+NRMnZovRQeZWPX1JMCMsqlGDghNkNWlSkEqRqbEoY6VSYfYcsql0JQK5JZ0pC1vVCRzJKajOVR9ENsSpOyfcperYAmLYMyPoGramyVqBK6KqCNeYexDYHRKLd2HmkHfMLDMOpqSumw8I1+9UxfWD0/V5nV1tjwjULgNTjQ59aGbxQC01QHPQOIsjfGJJDNzeju7lgBzbIVf/WjP+WMq06OLJOQEEYiniUkvAH4y/P+Cd+bpA1EQKRSCEuBrjxwjOehu3siy3/on989aX0nJCTsBd6Mb8IJBy3P3bOUf73+P9FBdJi7PSLwMVJFeqC1TGviU//5R5w5wRcmYwzf+897ufE3o72zgpSK9CCL8y6TblU8iygjAKtQCZESODB2H+SkeTN47xnHc8nRCyaUywygu1jkI7fczPNbt4763ISEZRwaRARGC4yGEO0HgEBLXE/h2NHeXQaBG1hcOeM03jP3ZIpBmayVZk62PTaXWb9X5PYtz3LzpifZVOwEKvki0lbt2skSek8iZ+IbiWUqczKsvmsUQpshj7bw3G+CZmcW18/5TOWctQmot1tosKNDTj7b9QLffu0nlPToXLRlPXmhvibiXWah8c3gyekw7zJIWQFHNcxnUdMx9Pt5bGFxaP0Mzmg7EiUki3du5o71K+gqFUkphecZblpZm7sMP9y7TGgiRbPYx6ACLYnMTaYdCHR0bg6EwK8T+Npw2ryZSB+KJY/6uhSnnTCP7hc2ctsXb6E4MLwDpAcG0P27K27uX5y0jVsaveE0Y8E0zrn2dKbNa99PoxpDst5J2AOEEDbwJ8DxwAnAkYANfNQY88P9OC5aGv6cbPocegZ+zEDhlhFhHAW59IVknDMoeS8yULwdGPz7lOTSl5JxTqboLiZfugsYfLZa5NKXkUktolh+mnzpXmDw2eVQn3krKfsYCuUnyJfuZ/CPSpCiLnMlaedI8uWHKJQeHjHODPWZt+PYCyiU7qdQfnyELUdD9h3Y1lzyxbspusNrIikaaMheg2VNZ6B4JyV3+DCBlE00ZK/FUu30F26l7A3nf1OylYbsO1Gymb7izbjeKyNs7TTm3omUOfryN+H6rw3ZLDWNhuy7EMKhr/A7PH/tkM1WM2nIXotB0lv4HV6wcdhmzaUp8w6M8OnJ/xY/GF4TOdZ8GrLvwJgivfnf4uvhcM8p6zAacm9HB330FH5DoDuHbBn7KOozV+LpTnoKvyPQw+GHM87xNGbeghdsozv/O7QZjvyTS51MfeYSXH8T3fkb0WZghO10GtIXUvbX0FO4GW0KQ7aG9NnUp8+l4L1Gd+EWTDWWnkDQmD6fuvSZFNyX6SrchqnOIyEkzZkLqXNOZcB9ke7CnRj8aj1FS/Zi6lIn0V9eQmfhHgbnmBQWbZlLyaWOp6f0HJ3FBxmcYxKbKdnLyaWOorv0JJ3FRxicY0qmmJZ9K1n7MHYVH6Oz9MTwvZMZZuauIGPPY3vhUTpLw2HPbZljbt0VpKyZbC48TGdp6fD9UfUcWvdW0tY01g88yK7ScGj3tGrkyIa3YKtW1vQ/QGd5eK5krWaOa7gcJRpZ0f8AneV1Q7Z6u5WTGy5BihzLeh+k0x2eK012G2e2XYghzfPdD9PpDs+VtlQ7xzWei2csnu56jC532ON8WqaDE5vPohjAo7ueoMsdng9zctM4reVU+n2f+3c8Tbc7PB8W1E3jrCkn0llyuWvrs/R4+SHbUU3TOHfKCWwrFrht8/P0esOpVxa1zeC8jqPY1D/AzRtepN8bXp+cOm0mF3QcxrqePm5au5y8N7z4OWPWbC6YNp9Vu7q45bVXKPrD6+iz58/h3BlzWbmtk9teeZVyUJkPQsC5R87jzBmzeGXjDu5athKv+g4npeCCRfM5aeZ0lq3exn1LVxHoik0pxflnzGfRrOm8+MpmHl68Cl11FrBtxQUXH85RMztY+sIGnnxm9bDNsbjgHUezcEYrLzyxiueeXDV0gC+VtjnvQ+cwd3oTz92/jOcfeXX4ntdnOP8DZzNtah1P3fosSx8aniu5xiwXf+BcrvrTy5i5cDr7nWStc8AhzJs1s+g+QAixeNGiRYsWL168v4eS8Aame0cP75r60UltU+ZyiJSDsG2076O7uiOPjLfOaOZXG/5nwhtxCQkJ8Zx44oksWbJkiTHmxNfblhBicbpj5qJDPvSZyRhaLGt+8k1K2zdNyrgT3lzsznrHGMNHj/kM61/etHcHJSXzj5tHui5NS0cj5737DM648kQsO/7cWE/XAFs3dKG15sEHV3DLjc/VlHEbHVDhz8xyvcRE2AD8FOhUuHfaSAzw0beeyqGz2rCkZN6UFg5pjxZgBlnX2c1dr7zGrnweIQT3bVzN+r7RXudGjPA6GzsEpSEVLWoqO0DZ8aKnUgG2FYSGZ2xxcvzR/HN4/7zTJ7zuWNm3mb9+4Ud0uv0jr4KcHR4CMipkI4AjPRwVLe7ZwseSJub2VLzabBHUeJflVD0nt1zAee1XkbVqveeMMbzav4b7dzzB5uJ2tNEoIVg9sGZEXpLXR2XfIUJ8MuCZ8LBCI8tUQh3VttNg5bhi+llcN/vSGqHzia3r+Ofn7mdF94jQhRrwQvozDIUNGiuUCQ+kF6HOVsOW1o6s+pk/bI+6OOWCKoeHy+loqed95x2Pv3mAZS9UcjDm6tJ0r9rK2pc2jmnKEGzfMb475hsE27HwxvHyPfnyE/in3/0lqUxqQm1O5loH9t16Z3+vdYQQPwE+OE6xB4wxF46o8yHgxzHlP2mM+d7rH92BixCiCRjcrd4OuMAsJlk8e737O4Huxw+2gAmwVAdKtY6w9VZFHYOlpqJk8whbz5DgY6lpKNk0bAu68INtICSWmo6SDUM2P+jED7YjhMJWM5CyboRtV9VmV225EbYd+MFOhHCqtuwI2zb8YBdCpLDVTKQcDhnt+VsIdFfFZs1GisrviTEGP9hMoLuRIoNtzUYIJ8SWrdrsIZsXbETrXqTIVW1W1aartj6kqKvaVNUW4AUbCfQAStZhq9mI6skfYwJcfz3aFFCyAVvNGlqPGOPj+huqtiZsNWOEzavailiyGUtNH7Jp4+L5G9GmhCWbsa3hzXltSrj+JowpY6lWbDV12KaLuMHmqm0Ktho+xBDoAl6wGWM8LNWOrdpG2PLVegGO6sBSLSNs/bjBthG24Xnk6z5cfxtgcNRULDUcecgPeikH2xAIHGsq1oh55AXdlIMdCCQpaxrWiHnkBl24wQ4EVtU2PI/KQSdusAuBRdqahjViHpX8XZSDTqRwyFrTUHI4J3HR30k56EYN2YafS3lvB2XdgxIp6qxpKDk8j/L+DspBH5ZMUW9PRw7NFUO/v4Ny0I8l0zTa05BDc8XQ6+2grAewZYYmu2PIpo2mx91BSRdJyQzNTvtQ9ABtNJ3uTspBkbTK0uK0jbLtLO+kFJTJWlnanNahuRKYgO2lTkqBS52VZUqqecjmaZ9tpW5KgUujnWNKqnHI5gY+W4rdlLVPs5OjPT18f8qBz6Z8D672aU3laM8Mr0GLvsfmfB9uEDAlk2NKZvj+FDyXLf39eFozJZulLTtsGyi7bO3vRxvDlFxuVGj4gVKZrb39GAPtDXU0ZYfvXV+hxPaeiiDc0VRHw0hbvsTOrgGEgPaWeuqyw/e1t6/Irs4BlBK0t9WTHWnrydO1awClJFM6GsiMsPXs6qd7Rx+WYzFlRjPpzHCIj65t3XRv78VJ23TMmbLHYamTvZ0ESDzPEhL2Oz/9x19PboOWVTl1L1XF46yrO7qoo/jpqm8nwllCwhudA2N/LiFhXF585OW9L5wBb/3IhfzFdz864efbS8+u5ZafP8GT9y9HBwYjBUFjJlxBiUmtplyDn4nuU5UBTEVAiyojJX9/3YW8/YyjJzR2gFe37+Jr9z3CY2vWD30WWAadDilcG61lmEAM/96EhSb0JEJp4tLLBYEiCCSNKYeLZxyKwZC1HE5qmcdF047EltGvH31ekVs2Ps/irrXk/TKWELyWX01pjBdWJZl69Bii8LTCUdGhFz2jEKZWGBtG4BuFIMPVM64joxx849NgN7Gg7lgsGZJnAthc3M5/rPwRa/IjRRiDwuyRl1wUgz5jobYJeJcJAbbQzMvN5PTWExnwC1jCYk5uGme0HYsjLVb07OD2DS/TWSrgKIXvG3618kUCM0awDCImWox3WWwUK1kJaSojtE9jVfJyqOrh65qrE4IgBYFjePvxR5JCUSy71GXTnHzYTJbe9Qr/98+3o4Phb1D0FxD50R6BAKZYfMMKZ8qSBP7oezGecAbw7J3P89UPfpt/+PVn9u97wRvza51MbgbWRdiuBw4B7oyw3wK8EPJ57SmPNx8F4C3AC8aYrUKILwBvuGRjStaj5GERtkaUDE+joGTTKMFslE21oFT44RpLtWKNEOhG29qwRggyo23tWCrcG9VSU7FGCEAjsa3p2NR6dQghsK2Z2NTmMx3P5lizQ/sSQuJYcyJsCseaG2lL2YdE2KwYm03Knh9qk8KJsaVJ24eG22SGtAy3KZlFyQURthwZuTDCVk9Ghoe/tmQDltMQblONo8S0kdiqGXuECDcSR7XgRMy/lGolFTH/0lYbaSt8/mWsKWSsKaG2nN1Ojtq5KYSgzu6gzu4ItTXYHRBha3I6gFqbFJKWVPhcl0IyJVVbZ9DWkQ63KaGYngn/27Klxaxs+HU7ymJuXbgtpSzmN0R9lzaHNobfg6ztcGhLuK0u5bAgFWFLp1iQDj9o05BNjxLMRtlyaRpy4bbGhgyNDeG5mxubcjQ25UJtTW31NLWFz/eWqc20TA2ft/udg3+tc9CRiGcJCfuZFx5cNn6h3UA61TwsOiCICdWYyjj8vvPHpFL7MTF4QkJCQsKbisd+//Re7+OaT7+Vj379+gltABtj+Nl/3cevvvvAqM91yor1DItCuQY/He1VJqjE/teeQTugbTG0w99cl+Gq04/i2rOOZUbbxPOQLt64mY/+8iby7nA4NoNBh+s44yAqoocVIx6VLKxUgFRmsLMa0WNappEfnHkdCxsnFgouMJpvv3ofv1z7JGU9vNGftjwsVetFZsnot86491GDxNcSKyq+HwJXKyyhI8M/zs8t5JqZ72NuLnyjrOCXeGzXYjYWtlXyRwjJQzufoBCMdosS7NEUmwAxuc0E2FUBLex7yqgUF3WczvVzriSlRq8PX+zcwpeev4/Fu4bFb2NAeyEimQF0uEAXO3LFkBdemMCmbRBBdIvaASMq4RlFyC0+YmY71x5/JFtf7WTpixsoFl2yGYflv3uJHZvGHDbTBgohiToA405eSM09ZTC/4yCprEO54NYIZ7vDo797ileeWsmRp4dv7ie8fowxN1MR0EZR9Zz6GyoeUz+JqH6zMSbK9qbGGOMSLTomJCQkJCQkJOwxiXiWkLAfeW3JGja/tm3yGhQCoVRl06y7J/JUbENrHb/a+D977LqckJCwb4l0gkhIOMDo2dU3fqHdwLIVOtA0dTRx7jtP54pPXMLsw2fE1nHLHp1bewh8zcN3v1QjnAEYJ3qJLHyDsSPEMQN2QeNlZawyIjU4nuTf/vztHDavAyUFdekUchx3qoFSmVuXvMLtL6xgV38ehGCT14+vx2yYCyAqhdh4vye+BBWjUCDwywqhDMrSwyIasLBhCu895CSunH0MdXZ0+LeC77KsewsDfpmMcvjdxqe4f9vLY3oxKKlDvcREzEX4WuJE1AMoBzZSuEgRFZ6x4l3mG8mipmOYkmrFNx71ViMnNp/KzGz4Sfdy4PJ/627lvu1PUtKDootBiXDvsnD56vUhqnqVGRKtor3LpjitnNF2KoWgiBKKWdmpnNV2IlkrzdZCL3duWsLO0gC2lBgj+N8Vz1IORnswmSjvspjwkfEXMOhdFhF6Ug17l0VJc8auiGwfO/MUMsJioFSmLp3ihDnTuP23S/jO1+4ZVV7lXVTRr22r5CKivMv0/n8oj029UC5MjqD3h+/ds1/Fszfxeud6IAPcYIzZtb8Hk5CQkJCQkLB3eBOvdQ5YEvEsIWE/seal9fzpKZ+d1DaFUhit0fl8ZJnmqY38bM1/J8JZQkJCQsI+JzWJz55Zh8/gv578F7IN2Ql5mW18bSt/+NHD3HfDExT6S5UDJ63N4QpLnPBVDgjs6LiFygPyVQEtQgxrbsjypT95CycdFR6OKIwbn13GV259iMIID7PAARPylZq4r8NQyUcVdQlagCvB0dEKBQITCK6ccyz/75SLyftlssqhwQkPxzLIxnw3P131NDetX8qAXxGYLBVgWyHeZSqIvA0mRpjRSAIjIkMvGgRF3yGtXFSEB5stbK6ecTWXTb0scm5tKe5ifX4rvgnIqTS/2ngbK/vXjSqz97zLoqkV0EajhOS01kV8eN67qbfrRtnW9XfytWW38sCWleiquGcMaL82d5kxMDZS47AxZoCyMrao0I3GNpggOrSjsSrOkdKreKGN5Yz5s7l83qGsWLaVh5ZtoFByyaRs7ux5lp6uMetjY5CliiA4tjfhxYQ6jItbOok4aRu37IGphGMUUuJPIATj6+GJm5/dq+0nRDKYAPv7MWWOF0J8GkgDm4EHjTF7Pw5yQkJCQkJCQsKbmEQ8S0jYD7z63Gr+7JTPTX7DloUuFGKL/PS1b5OKiFGckJDwBiU5nZRwkLDwpPnc/ZMHX3c7sw6bzlfu/Dy5xvAY+GO56+eP8Z9/+XN0MGK3P52KUTZiQt+5mkCbSGEMQPkg+zSBIxBZRVNTFiEFMzuauPLco7ng5IWkYrzbAEquT0++iBSCu5e9xr/+4aGaEZo9WMkLBPhgHBN9mYGEMhUBLUQnaEtn+fARp/Dxo05FCkF9jJfZIM/tWs8nnriBfn9kKDyDCgnLSMSwBvG1wInyrAPKgSKj/FjxrRg4SG1odTI0Ozl841Nv1XNSy0mc1XYWdVZdaN1nOpdz0+aHeKFn5dBnlghCp4PYT0dLRTUaaE5lOLX1RFztIZFMz7RzXvvpNDuN5L0yt298iR2lfpSQKKH4j+UP0euNzvFl9B54l8XdvEGvyIjcZUjQKYMsxwhoCrAlf3POWdRbDgMll1zK5qiODn78yyf45h33jSpf2FXAKtfKibIcRJ/+jclpJlJOJe/ZXkJKgdYGtzRCKPc1FdV771LoLxL4AcqK+QPbm7wJ1ztCiNOBY4CVxpi4B+RfjPn/gRDih8CnjTG1yfkS9hghxOII0+H7dCAJCQkJCQcfb8K1zoFOIp4lJOxjXnzkZf7yvL2Qv1gITCn+vSnXnCUTkaQzISEhISFhb3Ph+87iB5/9GaV8eC6h8Wif3cYVH7+EK//kknGFs8GwZg/9/hn+49P/V1sgFS34CF9jnHDvEgFY/R5+gx3rViSAOmnxzc+/i6MOnx471pE8v2ozv3l0Kfc9/xp+oNES/AwhrjFEeo8JzfCLWdgQfSoChiJaQNMSSgLbkrx14ULSlkXasjihbQaXzV5ISkW/RuwsDvDr1Ut5eMsa+t0ySsH60nY8M1oxkdLEaZCRBEYSp19qJCVtkZbRAhoIFtYdyt8c/knq7ei55GofX/ukpcNP1t/GbzfeP6ZE5RrCw0vuPw6vP5RPHvpBpqZHJ5jvKuf54tI7uGXDUvJ+JdSfMaBNrUhW8S7bs/CLsfnOrHjvMhTotEF4gznOhstJIbjw0EM4f9pclr60mSeXr2Og6JJNWaQK0N83Zi1sDModzKM2Zphx+cFiJqZIp0H2w9hwqbuJVBLLsXCLwyEXB4Wz/YVlK6TaN551+5HDo8QRY8yJ+3owwMeq//4gwr4W+BRwD7AJaATOAr4CfBxoAN67l8e41xFCrAPC4+KG8wtjzPv30nASEhISEhISEoBEPEtI2KdsfHXz3hHOIPaE7CCnvWV/vA8mJCQkJCRUyDXmeOvHLub3/37bhOt88t8/xPT5U2mc0sDCkw5BqWiPiGK+xIO/fIzbvn8v617agO8FyOZGQjfx4zbHy35s3jMZGKw+jyBnYazwjeY5s1r5/GfewmGHTo1sZyR+oPnX3zzA7x97adTn2g4ffpwyIxDV3GzRdspgUmY4N1qI1lFnp/jeJVdx1syJ7WcGWvOvLzzIT1Y8hz8ipp/l+KNyow0iYzyzdGzsSUE5sMhYfmRus8BICoGNJTSO1KO8wI5oWMClU8/h1JYTsGTtfOr3Cty19Tn+sPkpNhR2AJBSIKVXU3YwPOTuhmfUCNQkHD1VSI5tOpLAaKQQdKSncEH7mczNzUIbzdKujWwr9aEQZJTD/1t6Bxvz3aPaCJeWBtlD8UyZSnzFKLtjMG6MgCZBpQX/ePb5tKdz9JZK5ByHw1rb+NavHuGrd40WMQvdJdwQTV56Zo9yS5i0gyiEi/xCCGRdHbpvz3M4SinQgR4lnAH7VTgDOOL0hRMKg/tmZjJFHiFEI/AuwAV+ElbGGPMw8PCIjwrAb4UQTwFLgeuEEF81xizdjTG9EVkN7I4H3Za9NZAoEbUqui7aW/0mJCQkJCQkvPFIxLOEhH2EMYY/O/Vv9+sYPvKv79uv/SckJOwBZh8llU3CByTsIz78lfeybvlGFt8z/j7fn/3Xh7nqTy+bULvLn3iVf7r6a/TuHN7QFo5D5OZ/zJwXXgC+hghhDCoCmujzMJbAqk9xyOFTUVIytaOBt1x0DCccOzt2E9oYw8r1O9nW2YeSktuXrOCuJa/WDFFHrdbH+ZtVHvgWMZH1KgIaCow1QkQD2rM5rjviWN57xHF05MLDFwKUA5+lO7fSWy6Rtmx+tfp57ty4omagQppIkSsKX8vYOr5WlH1Dyqp4s4WVNQiUyPC5I/6IeblpuNqjzsrW5PoaydLu1fz9iz+h3y+ObkmE55oSe/jjaSLGvDu0Os382YI/5siGBaM+dwOfn61+kl+ve5b1+c5KfwaCkBCMxoCJEirjLm087zJlIIixSyBlMP5g7rLhcpaUXDJvPud1zGPxS5v43itr6S+WSdsWGVcxMNZz1RjUaA1qeJhB9EWYOLdH28JYCuGHx5cU2QwiCDAxeYYBLMfCGEPgjW5nf4tkUbztE5fuv873xXqn0v6K1+lhNpkiz/uBLHCDMWbX7gzCGLNRCHEH8D7gHCpC2gGLMebC/T2GhISEhISEvUqyt3NAkohnCQn7iId/+wSFvr2XH2E8Fl10DG0zWvdb/wkJCQkJCQC2Y/PPt3yWH/zNz7jjB/eNyuszyJRZrXzsa9dz3rvPnFCbrz67is9e8kXKYzxFRMqJruT7EJHXRwBqoETQkAYpI1UOAWRtm69+9TqOOGrGhMbq+wG3PLyM3933Ams2V4QNLcHPhSXNItrxx1BJgRQZulEgywYdE61ZICCAI1va+c7b3oZvNGll0ZGrw5LRwuGOwgA/Xr6YG1a+SFepurZRGmmHeJcpHZN7LA6BFygcK4gUmVxtoT2BowKUHN2aRHBa6zG8f85lzKsLvzfbij3csvkZXu3bjBt4SCF4uW8V/pjwkkpGX0Oc9qWNGPJMC6upAWnMhAS0WZnp6GrOq/ZUG+e3n8GJzcdhSUV3Oc+OUj9CQJ2V4m+X3MSSrvWj6pu4HGV7kLtMCBDKYOK8y2wNnoxtXzrwhdMvZF59Mz3FIlnHYUFjK1+78SG+eN/o3GVu3idw/drcZf6ebURoR0HBC5cAhcDUZ6B7INzxUwhUQz3attH5PHijf8ekkhht8N1w0fWNyIwF0zjrHafs72G84Zlkkeej1X//Zw/r76z+O7EEoAn7lXLQRcHbjEGTsaaSsTqGbCW/k4K/BTBVW/sI204K/lZAkLWmkbbahmxFfztFfzsgyNkzSKmWEbZtFP3tCCRZeyYp1TxkK3hbKAY7EVjU2TNxVOOQLe9tohTsQmKTs2fjqHqgcugn72+k7HchhU2dMwdb1g3ZBrwNuEE3UjrU23OxZHaEbR1u0IuUqaotU7Vp+r21eEE/Sqapt+eiZLpqC+j31lVtGeqdeShRWddp49PvrsXTA1gyS4NzCFLYVZtHn7sOX+exZY56Zx5SWCNsa/F1AVvW0eDMQ4jKWjDQZfq9dfi6iKMaqLfnIkRlLeTrIv3eOgJdxlGNVZsYsvW56wlMmZRqpN6eM2TzdJ5+dwPauKRUM3X2rCGbGwzQ721EG5e01Uq9PXPoHrhBH/3eJrTxyVht1NnD4b/LQW/VFpCz2snZwxEOSn43/f4WjNHkrA5y9vA8KvidDHhbAaizp5IdMY/y/i7y3vYRtuF9owFvJwP+DgSCensaWWt4HvV528h7uxBC0WhPJ2MNz6Nedyt5vwspFE3OdNKqYcjW7W4h73ejhEWzM4O0Gp5HXe4W8n4vlrRpdWaQUsPzaFd5M/mgH0vYTEnNIKUy1fuq2VHeQtEfwJYO7ekZODI1ZNtW2kIhyJOSKaamp2NLZ8i2ubiZYlAkrdJMS0/Dlnb1vgZsLm6lEBTJqAwzM9OGohV42mdDYRvFoExOpZmdm4qqziNX+6zPb6cYuNRZGebk2lHVeVQKPNYO7KAUeDTYGebVTUFWbQXfZW3/LkqBT5OT4ZD6tqG5kvdcVvd1UtY+raks8+pbhmz9bpk1vV24QUBbJsvchuYhW1+5xNqeHrwgYEoux5zGpqF70FMssb67h0Br2utyzGwavnfd+SIbunrQ2tDRWMf0puF719mXZ3NnHwbD1KZ6Oprrh2y7egbYuqsPDExta2BK8/BhtZ27+tm+sw8hBNM6GmlpHn5s7djey87tfUgpmDajmaYRtu2buujc3otSkmlz2mgYYdu6ZjtdW3tQtmLGgqnUNw/Poy2rt9G9rQc7ZTNz4bQJ58lOSAgjEc8SEvYR//eF3+63vhva6vjKXX+/3/pPSEh4nSQnhxIOMpyUzZ9+64+5/p/eyb0/fZgVz7xGqVCmobWeM99+Cqe+ZREqQtgC2PTaVu74/r2semEdbsllzdL1NcIZACImd0+pBOmYvGfaoPpK6FwKY4ePZcFhU/nM567g0IUTC81YKLl89lu38szyDaM+1zEaX+T4AOmBjr4ElC8QJUPgECqyCeCyBQv4ykUX05CeWE7Ulzt38MG7f8uO4kiPG4MICcs41EkEOpAYVRGEQsWxQKGkRsV4rvlG4fuKs6ccxqmt8ylrj3ory8ktRzIl3VxbAcj7Jb768k3cv+1F9NAPrMGWQWg0z2gBLNb3alzvMjMBAU0JxR/NezcXd5wzuq4xPLlzNTese4ZHtr+KpvodRfjCxYfBjCP6CoUEM553maMr4RuD0UqwJSSXzlvA+VPmsWTFFr77ylP0lUqkLItMoOiv8S6rzHdCehPhzmGValIQ+RC1JNqWSC8id1nKwTTmoDfPYCs1VyoFqWyKcp83qhsdvL58aPualqlNfOkPn8N2ImK97iveROsdIcSpwHHASmPMQ3vYzKnVf9dMyqAS9gq7iotZ0/crtuUfxDD8g9WWPoWW9An0ua+yrfAIMPy7MSV9Oi3pY+kuL2dH8XFGJjJtz5xJc+ooukpL2Vl6akRPko7MOTSmDqOrtJhdpeeGLALF1Oz51NmHsLP0LJ2lF0bYLGbkLqTOns324pN0l5cNtygcZuQuImtPZ1v+MXrdYe9yJVJMz11C1mpna+Fh+txVQzZLZJlRdwkp1cLW/IP0e2tH2HLMqr8MW9SzOX8/eX/jkM2WDcysuxRLZNmcv6cqGlZwZBOz6i5DCJvNA/dQDLYP2VKqlZl1l2KQbBy4m1LQOWTLqHZm1l2MMQEbB+6mrIdDF2etqczMXYw2ZTYM3I2re4dsOWsGM3MX4ekBNubvxtMDQ7Z6ew7TsxdQ1r1s6L8H3xSGbA3OPGZkz6UYdLJx4F4CM+yo2uQsYFr2bAb87WzM309ght2mW1JHMC17GgPeZjYOPIhm+FBGW/oYOjIn0+tuYMPAQ6PmUXvmBDrSJ9DtrmVj/lHMiHk0NX0iUzLH0Vleycb8k4z8kZ2eOZkpmSPZUVrB5sIzDCOYmT2N1vRhbCksZ3Px+REWyZzcGbSm5rG5sJQtxeFQ4xLFvLqzaHTmsKHwPFuLrwzbhMWCurNocGawZmAx20qvDdmUsDms/mxy9lRW9j/H9tLwXLFFiiMazyJrtfJK77PsKA/PFUemObrxTDKqmZf6nmFneXiupGWW45rOxJY5lnQ/yy53x5Atq3Kc2HwGSqR5putZOt3huVJn1XFK82kYHJ7Y9Rzd3vB8aLIbOL3lZFwjeXjHEnq8/iFbq9PIWW2LKAZw3/YX6PWG58PUdDPnTjmOPs/n7i0v0u8Pz4eZ2RbObz+arpLLHZuWDeWiBZhX18oFU49gZ6HE7RtepuAPz4eFjW1cMG0h2/sL3LZ2BaVg+KDOkS3tXDD9EDb3DHDnqpW4wfBcObZ9KufOnMOGnb3c/eoq/BG5WxfNmMbpM2exdlsXD7y8mmBEWpiT5s7g5JkzWL1xF48sW4seYTtlwUxOmD2dlat38OSLa0dlkzntmDkcNaODV1/ezHPPDx/qkkJw6knzOGxmG8uXrOfFJSNsUnD6WQuZO72JFx97lZefG54PypKcfvHRTJ9az5K7n+fVZ1cP2SzH4qy3n8K0eVN49q7neW3JcD0nbXPee87k6k+9hUNPmMd+50201jlYEGYCeZIS9gwhxOJFixYtWrw4NB9xwpuMS+1375cX6brmOm7c9aMkf0FCwj7ixBNPZMmSJUsmI+m8EGJxun3mokPf/5nJGFosq37+TUo7Nk3KuBPeXOzL9U5fZz/f+PB3ePLW58YvDMiGeoQVc1asqRFhj3+WzCiBqktz9GnzUUrS3tHIJW85liOOmhH7fHU9n6eeW8O2HZUTmnc9t5KX128fVcYA3uDBzDFtGcAbPCgZ0o0BgiyR3mfD5QzGgkOntdGUS5NSiiPb27numGOZ1dgYWa8c+Nzx2kruW7ua3lIJpGFJz2by/hhvQWGQqfA1jrQCLDt6/eNYPipKeKuOPmX52Cq8DUso3j37bD5+6GVDp3fHsn5gF8t6NlHSPhlpccPGh3mtf+uoMgKNE9FHyvIiU+RJNJaMHr/AxIp/FQwCqLPSuLqMMdCWauHcKadzQceZtDhNAAQj8sh96cU/8PsNo//mhr3LRss8lZCNsubzQZs20RNIBwKjo+3GgPbiXCQr/N2i8zm2dTrdpQJpy+bQhhb+/c7HueullaPKCQ+UXztS4YMVEShPlQxWOeIeaIPTV9k4CvUg8zVWTyl+9J6PyJdgII8pe5WLloJ02qKwvSuu5gFBU3sD//T7v+boMw+fcJ3JXOvAvlvvvJHWOkKI/wX+GPgrY8y/xZQ72xjz6JjPBPA54MvALmC+MWbPk/AdBAghPgcMTuLjqQiTTwCDu/SPGWN++Dr72K31jjGGFd3/zcqe19XtpGDMoDR3cO4JVJzxx38WTVp/ZvDJvXv9aXa/XqWvwXpjbDHtDY4xuh6R9QIkOmRxOTiWuHomol7FFl7PNSqynmdUZD0PK9SmDZR1vC3sGrQRlILwZMOBFhSD8Hq+FhQj6vlaUI6Io+4HAtcLtwWBwPdU+Dh9gYny7PcEwhWhOWWFC8oNWdMZkG4l5HuYTZUJD49tDFYp2mbnNSpsfWYM1oCHckPW3cYge/KIcu1gjNborm4o13ZojAEdv98qpeBT//1Rrvj4xbHlRpLs7SRA4nmWkLBPePK25/aLcDZ1Xjs/fe2/EuEsIeFAJznnkpBAX1c/nzn3H1n/8qYJ1zFBEC+e9fVjmhoQSmGMiXxepizFP3/rfRx36vwJ9Vsouvzst09x270v0lsN2awVeHUhHmyCSFVFUPGqMRGXIABVhCBDrIAmEHxw0Qn83SXnTnhNcMPyF/n6E48Nh2UEtK0hJDQjMeKR0fH9eYFCSj9GWBKUfRvXNzSkJPPqmvGNpt5Kc0bbEVwx4xSanfAcZk/sfI2frH6MZzqHnTJs5YeKXbHeZUZExgXUCAYPI4Zdg0EQaGrCSo69xvOmnMYn5r9vKLTP4H3aUerjeysf4JaNz7Ol2ANAVqVGnU4Oa2/3Po/zLjMYHWMXIG2DCaCi7Q2Xk0Jw4cxDuXzaYby8biefvf8uugtF0paF7Uu6B8aEMzcgg/CRiphldIz2B1KgbYHywr9/Y0n8xhRWXzky9KPJF7F6enC7+0d9XugNL3+g0bOjj3++9hv820P/j1mHTSz87F7jTbLeEUI0AO8GXOCn4xR/RAixEngW2Aw0AmcCRwMF4H1vduGsymXAuWM+O6P6v0H2qYr1Wu+P34DCWZy/9IHJgSWcjXPaKaw/BvuLunfhtmHhLMwWXm+0cFZrG6+eiag3LJzV2iZbODMxwtmgLVw4I1I404ZI4Sww0cJZECOcBXsonJlAYLyI6ByeQIaJY1QPJ7kSg6kR1qRXEc7CZtigcBZqK0XbrKpwVmMbIZyF2QaFs7E2Y8zrEs6gkm/2W5/8PrnGLOe/Z2KpAfYKb5K1zsFEIp4lJOxlHr3xaf752m/s835nLpzGD5f/OzImZ0lCQkJCQsIbFWMMK59bzavPrsYtuTzwq8d2SzgDMGUXUjFxDbWGnj5MfQ7hhMdOnD2/nU9/6RqOOH72hPrs7Svyl1/4LStXj/YwC1J79jxWHvgWkXsmwoAqVEI/mpB39+NmTOVDpy7i8iMXxgpnA2WXnlKRjGVzw8sv8Y2nHhtlNxiwdv9tz2iB1pXUcaF2Iyh7ipQdxOb+ak838t+nfIBD6zuiC1HxzlJC8uPVj/KtFfeM7Q0lwr3A4vrWRqAi33QFGhHZbqVXga9BCoMSovJdUhE1T2o5hsumnsNxjUfU3J8bNyzmX166FX+Ex5kxVIWz2g2owd52Z0NPiIp3nIkI6ygESEuj/ejcZUKAsAyfOOJ0zuo4hO5ykZSyWNjQxg8efY6//e29o8q7pQAZ5l2mIzXKWLQNphh91X5GIv0gWhyzFV5zBlVwsfqLmIFyRQmUkjpl6Fu7iTip8mCge3svf/+2f+WHy765/0M3vjl4H5U8ZTcYY3aNU/YbwCnABUALlT34DcB/A980xiQhGwFjzHn7ewwjKfmdrOj6zv4exggOTuEM9kzI2uO+9lA4i/Icm1h/g9QKYJHi2FC9iQtng7Yw4WyYOKEuwsM9RsSL8lSr2MK95obrhds8E2+LundehKgGUI4QzsazuUGEAGbA9aNtfoxNR4hjGBBuxBwzIMsVW41HWtXrjLAedcUWNhtEYLCibH4lIkCULVQ4A3D9UOEMqITbDxHOKtewe4vH7/5/P+asd5ySrHcSJkwiniUk7EUevOExvvzeb+3zftO5FD9c9u8oFZ0vJiEh4cDh4HvNTUiI58EbHue337hlVLz6PcL3Mb4f732mNfT2Y5RC5tIcc9YRWI5FW0cjF151AsecPC9WdMrnyzzy0Cts3dKNMYYHFq9m47aeUWUMoKOGYKgcaY2ICyiCam4zm2gBjcrJT+HBxy45lY6muop40d7GkdPaaytUCbTmgVVr+PnzS3l8XSUPm5EGnQ55CQ1/j69ew+CmSOgVoH2FdIJocclISq7AUhpL6VFlpqYbuWb2SVw752Sandpk354OuH/rCm5Y8xzPd23E1QFZWxKI2hdsS+pYkSyKQEtspSPHH1SFp0HvtfBygtmZmXzuiI8QmABtNM1OI/V2Dm00T+5czc0bl7Ah34U2BiEMK/q2jm1kVHsT+2yQGO8xquJonHeZpTFaVD0JR5c7vX0OV886hk07BvjikofoKhRxlAIPtvcMjG7MMJSjrKa3mL2PWO8yIdCOCQ8bBCAFXp3CzgeRHmyyq59MZz9eb2FoXNp16SsWwyschGxZtY3Hbnxmv57GfrOsd4wx3wW+O8Gyf72Xh5OwF1jffyMGf/yC+4Dhn72D7y9sOPzgvhQG90AE22v1wm1xAl+UGAeMCNUYItzE1hO7bTMGgoiH+7i2CMHNGPD3tE0TLv5pM7jOC7OJyHqBFtWw2OH1TITNaFFdV4cQsgYbwg8P1Qgg/BDRrIr0omeYcqNtkYIboErRQWJVyY+0yWr+6jCbzhdCPq2ym+JZ9/ZeHr/pGc579/5Z7xx8v8QHP4l4lpCwl7j5O3fy33/2o/3S9ymXn4CyEuEsISEh4c2OEGIB8A7gUmAB0AF0A08B/2GMeXA/Dq8GYww//OzP+c03bp20NvVAvpL7TMrY0IxCa/76a+/h/GtPnVC7A/0lfvSDh7j37pcoFitvkNoS+PV2uHoSE5pReqAjHOQElZApUBXQIHSPKGVbfPU9l3Hx0QsmNP7+cpk/vekPPLF+46jPdVhYxqFOI9BRglHVHAgCT6Jicp+BwA8U75l7Gu+aezyFwKXeTjM314Ylw9c0Gwa6+MSTv2TtQOeITw0+bvhLeWxoRiLfZiuhF0VM6EVBYKimwjI1Omiz3cDFU8/g6hkXkrUyo2yv9G7ls4t/y7r8SOeT6nbZJL1dC1EZl47zLsOgTeVaosoIZbj6kGN464xj6CoXcKTi8MYp3PrSSv7ulvtHJZeviL6iNjyQ2TPvMqMqe0lRdf20QPgGGTHFjBK49QpZ1mQHAkx/eUi0bhaavjXbGZldwxiDKUUkWTuI+cN3796/oYwSEg4StuTvHb/QPmBPvZIPFPZUlNrz/vasrz2vt2dt7klUuEp4zwjBLWYeVbzcovOqxoWOHD+sZMhYYoTBuPCdFQEsyhbtkebrOG+1aLExiLMFE6lXiwmi77mIsUkvpl6Mxi9jbKH50QZtbpSrv0GG5Tmr2ojwOjOBjvQ6M7spnA3y8G+f3G/iWcKBRyKeJSTsBR76zeP7TTgDOOddZ4xfKCEh4cAhiYudsOd8kUpelZeBO4Au4DDgSuBKIcRfGGP+cz+OD4AgCPDKPnf88L5JFc4A0Brd14+sy0V6oDVNqefP/+39nPGWEybUZHd3nr/+9C9Yt3bnqM+DVFXkiVI9IhQm5YF2otUnAVhl0FUPNGMP/yy0N+S49pRjuPaUY+hoDM/9BdCVL/DgyrV0DRSwpODGV1/hlZ2jo4UZYSoeZru9xyYgEDFhHQWBLzEGlB3u/dXiZPnE4WfzgfmnhAqcgdY8uHUVz+7cSMF3saTg7q0v0e2OPokqhdkz7zIjUUR7x7mBIkWAjBHQNAJLWHz8kLeTVg6BCWhNNXFM40JsadHnFfnNumdZO7ALbSrbRjdvXEIxqN2BCPfQq/QT2rsY3ECItscphIMC2uicJsMc1tDOdfNOQhRtvv/kEjoLBWyl8Mo+r+3srG3PH/xWRrcTK5yNc7heWzGbNULg5cAumKG8aWOxu8vUd5YJ8sMbMKZYoq9/oLaw7+/2SeaDgVeeWhl7yGCv8+b7yhMOUspB9/4ewggOPtEsYc/YU0+28W17UjfaWy2urVhBMfYZEtfmntpixhJn28OKe1ovjth12Z7YjIlu08TcBR3zTU8gn9nu0rOjd9LbnDDJWueAIxHPEhImmZ6dvfslVOMgTtrmnGtO22/9JyQkJCS8obgL+Kox5vmRHwohzgXuBb4uhPitMSYuPtxeoVws89Cvn+C2793Dq8+u3uOTgxOiKqBhKUQqxZyj5+CkbVqnNnH+tady5hUn4KSi497nB0o8ctdLbFnfidaGR55dzdZto1+6DGDsaPFLBAajIuymknQ7yISah5AaGmWK7//ZNbQ11WEpRUM6hYwI+QiwsauH/3rwSe5cvhIvqLx8aquSI622gxEDHouung6O0F+ML0AaROSBWYEOFDqQNKRszps1D4Ohzkpxevs8Lp1+BI6qfTUxxvCr1Uv47itPsKXQN/S5ZYULWdHi1vgnuGOiZwKCcqCwjUZFhH88omEun5x/LQvqZ436PO+X+eqyu7hl4wuUhoSy1+NdtvseBEKAkobKFAg/6S0ECGE4tW0u1845kR6viC0VCxvaWbm1my/f+zD97oiTv5rQ3GVoECbE62y8q5Lx3mXaqXq06YhvQFYENOkZ6gug+zwIDEIJpkhF/4Z+RupqxhiICANk/DdGuLV9je8F6EAnESwSEl4nSiS5dBLeqBycXojjs2fvGSKm3h5/iwf51x85w/aWbrsHOOnkNzph4iTiWULCJPOdT/8Eo/ffUYL3fO7q/XdaNCEhYdIR7FmIqz3pJ+Hgwxjzk4jPHxZCPARcDJwB/H4fDou1yzbwD2/7V7av3zl+4cnED3jXZy7mI//6/gkVzw+U+Om37uXem5dQLAyGZpToxnR4hZjnr3INfibG7oMoGvx0dDvzprbw9Y9cwfxprRMa/7It2/noz26iuzCct8kQnX8t1inICExAxTMtvATGk2DrGAENpmUb+NF57+Lw5vBcbMYYustF8p5Lne3wnVce50crn6kZqRAm3Ess5scs0BIryi0J8LTCkUHMbRR4WuFpyWlthzI104SvA5qdBs5rX8T8upkAbMp3s2ZgF4HW5CyHry+/ixV922pb280f3vG8yyrEe5cpWQnPGKZVt6VyvHvuiRxVN5c7V61kRz6PrSS3uWt4fP2G2vbGyV0WJpxFpfEYbEiryt9C6FWIqsBcItK7zOnxaezWBAV/aKqKskf/QLm2sOtFn2Z+E3qdAWQbMvtNONsX651krZOwr2hwDqPgb9nfw6hy8Iolg0dB9l1/Zo9CMO7pOCf7+uLaEwKEibu+uHm0+zYxlLEuzkaNXcbZxKD7fG278bZoz6a4kN+vxxa1GhXSjExUOMYGJmqo0lQPutViJJE5X42KDt04ri3sIoSItWkpkGH7pUJgpECE2ZSqnG6bxH3W+cfNnbS2dodkb+fAJBHPEhImkcAPePT3T+23/ucePYvr//Gd+63/hISEhIQDikEXmH3qYrF51Vb++oIv0Lurf192ixCC6//xnbz/H6+dUPn+ngKf+/CPWL1itFOeSccsn2MSf0nXQCrWtQnpgz0A2jJkG1K0tuSwlGReRwvvOOsYTlk4O9LLzAsCHly2mrteWEnnQAGD4cWuHZTGetAIiMizztC+QgTCkxgV5fYDGIFxJUYZhBrthTavvoXrFy7imkOOocGpFR/znsuNa5bx81ef59WeiqgqpEaG5GCTMiY0Y8wFaDO+d5mnFZYMIssoIfnjQy7jvXPOrzms9PC2lfxs9VM8sXPN8Fj3MIzknlAR12D4BoV7lylhmJ1t4R1zTqLguyghObR+Cmmd5QuPPMA3epYMV/j/2TvvMDuOKm+/1d03To7KGuVkWbIl54htjLGNDTbRYDIsGJa8sMAHhoVlgSXnHHYJi4nGOecgS5YsK+esGU1ON3d31fdH3wl3bnePZjSasaR+n8fP2H26qk7fbt9bXb865yhnAaRICMuvXY0mw6dfdJkyHD3LM7pMgB0FaSvKMjp6wsY0bQxDp04P03M4WbggpRRayr1OBqZPwY5TdCPaBa8+e6JdCAg4KZhd/nqOpB6daDfygsjJniVsvMVBd+HGjwHRbWS++opdPkKev827Tw2J7bJLSgxKPuBm05RyrZc2nE1XCtu3XfGE1c+mCecavGwCma/PNsTm5B9wtelCeX6ehpDeNk2Ss93vt6FLTMvdpusS23JPBSF06WR6cLGpkEJYuEb9y5BCs9wzAkjDu7aZHfKxhUFLe9iiGlrSXa2TUR0t5dKpEKh4BJEorjcrhEDE46hE0tWmBibAR82177tyROcHnNoE4llAwBiyZ8N+rNzEpHmpn1nLLzZ8e0LGDggIOI4M3lx3vMcJOGUQQjQAVwAp4ImjbLPWw7RoJGN//wO/GBfhLBwLo6SienIll73pQq5935VMnuUe7QSQy5o8d/9GDu1uxrZsHn9sBwf3FddyUiH3qAwBCEv5pm4MJSVmiea8wXsIbQJoqK7gZ597I7WV3jXMBvPQhp189R+P0tIz8FJph91TM/pG/kh813WEFJATqPAwhatswXUNi/j8eZeTMLOUGGHqY6WekfG7utt558N/5mCie7CnCI8aasJny6ZUAt1nqcm0dcK6d3SZygtoGoqKcIQSI4wpLarCZVw26QyunXoONZFy51yl+j+ub2x+gN/uera4N+9bfQz4R5cVCmiFGELjldOW8rZZF/HYgX20J7MYmuSplkb+sGkD9pDFByHdI8h861aIvlNc0jaKgZ3MXuKYDAM5R0BzI9QrqegS2CknmiwEaLksPaniFIzCst13MYPvQoswDFTOQ3Q7ibnulqsmbvDxmO8Ec52AcaIudh7l4fn05HZOtCt5seTkjD4TjF6YGtV4/b+xIxvHOXu0/o0mqmu4e+5u01DYo2on8wKZe5/So50ubGzl3k4XEull6xfIivs1NElOetiExFTFNiEgpNmu7QZsxihsElMWFxMWwhHQLNvdpukKabsIhxoIXaFcbGg4m9dsl3ung9KUM48fgtK9I9OU4W2TIVAZ981QdkRgpLxsOnracrWpWASVzLjaRIm7eOYYRyaeXfDqs5k2b8pRnz+mBGs7JySBeBYQMIbc9+tHJmTceStm85Pn/3tCxg4ICAgIOLEQQkSAPwAR4FNKqc7xGvvAtsOse2jjcR/n9EsW8/UHPk8oPHw++1zW5Lbv3c89//skXXl8cceRAAEAAElEQVRRTxk6VJS7qx4+6x561sYKeecs1KQjoFkxDWW4LDBogpetnMcn334F1eVxX7+ldISZO57fwuf/9EDBO5JfakY/BCIvAPqcYzk5Y1RIuUawlYUjvPu0lXzkzAvRhKA+VigA2lLy6ME9PHV4P725LJqAB5t20JUbstNUG53gJKXwFauk0jBtCPkIaCBYWD6Db575Dqojhf4nzCz/t+d5/rx3HTt7WrCUpMQIkZbFaQH7+h9L4Ww4cWzweHE9xNXTlmNJG10IGkprOKN8Nj9at5prn/89sm+hQYETruUVXTay2mVooIRCeCi1SnfSDgmf6DIZcaLLSnMGoTRYORvd0KgPRels7C6OLst6KG2mT5F5vxtjGCNejDnRueT157P43PkT7UZAwEmBEBrnTPo2Tza+k6zdNsG+5DO6ncQCWt8v1fiMp/JzrpEJdo6INLJ2fvdu4LoptvVHZ7nY8n/dxDUhwFA2TuLjYlvfnMDNpiuJjeZh60tTWGjTBBjYWKp4PMcm8zaG2BS6sl2j5AyhkMJ2bacLhcTGdrVJDI92IU0ilbstrNlIJdzb6Y7NdhHsQoaNlALpYjMMG1OCchP6QhIlRX43XKFNRSSkNde6s3ZUoacptgmwomCk6Y9S7W8lwIxByE0IEwKzRBFKuM3jBLlynXC3S1yhJjDLwoR6csU2XUNWlqJ1JopswjDQqquQHcWvrSOJPmtYMp1P/OqWYc8LCBhMIJ4FBIwRt339H9zx4/vHfdwl5y/gu0/957iPGxAQMI6cOmt3AS4IIfYBDSNo8gellGtRLyGEDvwOuBC4Dfjm0XaqlFrp0edaYMXR9PHQ7x4/2uFGzemXLOY//vGpoxLOMqkcX7j5R2x4ZsjO8GjE+eu2uO4XmWUqhCVRhr+AFk5KpAb10yo47bTp6Jpg5uQqrr34NCZVl3m2PdDcyV+e2MB9a7bR3pNC0wXZqMsXhIZvaka/6xCmQOnuwlj/ObYGtkI3BJfOmUXY0IkbIc6ePJ1Xz1lMPOQS8gb8eftGvrfuGQ4negYOGhL04mvwiy5T/QsGrt5h2xqGIT1FNFtpSEtgaBJdkwXnzCudzI0zzueaqSuI6IXP0PNt+/nXVX+hMzc4wkmRsrN5n4d6Mnr8BMCjEdAWlU/hS8tfQ1NvmqZEL7oQaLbgXff8g87sEKFSenvrKZr1R5e5txyILnOPPpMhEKZ3dJmRVFT26FhJE4VTak9YNp1pF5HSVmi2+x574beQEg5Byj3nkBACEYmgMsXpg05GKuvL+ehP3zvxdZOD+U7ASURJaAaXTP0f1rXeSnvGPXhfExGkcqnJOMa2PhFGiAj2qPoMI5V7NK63TaARQuJlM5AUp88VaICOcrU5IosalHG8T0Ry4s61AtvAOU5kkFulKccm+6WtQlso32bA5ohICiHCSGXh9sXlfCZmgU3Qlx4wgu36mYDucn/87l3ftWsi6tFOoYkI1pD70/dNr4sI1pB2Wl5AQ8SL2+WnX7oIF9mcmmISIWIeNuVqM4STMhGimKrwnuv9tkiRzRDS2aQjwliq8J6HNYmuBLYqtAkBISS60JDKwFJ2oU2z8u1CRbaIbhNSOjmpYavC5yGqW9getohhoVSEnC0KovuFgEjYAhkha4q8QDrIl7CNLg2ypiqyaRGbsAyTzcnCp0+AikmiVphczi60aWDHFCW2QTY75P8DDawYlNoG2eyQ/390MEug1DLIZQptSheYpcrdZghyFTplpkYuVXjvVEjDLA9TakFuaGrtSAhZXUosa5JLDnmmY1G0mmpCmRTZZOH8TGgaSinCEYNcuvj/LyEEF95wDh//xfspqzq6zB7HjWCuc8IRiGcBAWPAH7/6d37z//5v3Meds6yB7z71nxP/ohsQEBAQcDzZDYxkBde1Qn1eOPs98Hrgz8DNSo1vWEXLgeO3+3rRufO57v2v4PI3X4QRcp/iKqXYsXYPB7YcwrZsHr59HZtW7yk+0fAW3oRpoyLu/QvASFiYZSHQ/X+bF82exHe+9AbKSovrf7n5/aN/PsOv71tdcNx0EZ3APzWjUCBsR9xwtSPQsiAj/gJa3Ajxw1dex+Wz53iek7UsEmaOklCIH7/4HN9fV5zWEG3oNtd+Rzzpiy4DD3FMCoQt0D0+H2dkASrMF5feyOyyGrLSoipUwvR4DUII2jNJfrfzebZ0NWNKG4XisZbtmLJwwUF4+HBsOKtTRyOgCRRnVs/qF6kaSmp45dTTefZAE2+96x+0ppN9F5x/WXePLhuNi761y3RQ0kkR5Jm+MQy2hKipEc0KcjmndtnkcJz2pm6sIQugWs5daROW2777vB9+NycUcorQ225V7UGEwyDlKZG+saulh+9/4Jd89o8fDd4rAgLGkHhoGhdN/RXd2e3s7/0HSfMACpuYPpkZZddRE11Jd25r3nYIUMSNKcwsezWV4WV05TZzoPd2UtZhAEqM6Y4tspSO7HoO9N5B2moENEpCM2gou4GK8CLaMs9zsPdOMnYzAp3SUAMN5TdSFppLS/o5DvbeTdpuRcOgLDyb2eWvpTQ0kyOpZziUuI+M3YYmQpSH5zG7/EbixlSOpJ7kUOJ+snYnmghREV7I7PLXEjPqaEw+RmPyIbJ2F5oIUxVZwqzyG4jo1TQmHqYx+Sg5uwtdi1IVWcqs8hsIa2UcSj5IU/JxTLsHXYtRE11OQ9lrMLQYhxL3cST1FKbdi6HFqY2tYGbZ9WgixMHee2hJr8rbSqiLnc3MsusQwL7E3bSkVmPKJCG9lEmxc2kouxalLPb13klreh2mTBLWy5gcv4CZpVdjqwx7e+6gLbMeW6UJaeVMjV/EjNJXYMoEe3vvoD2zAVtlCGsVTC25lOmlLydrd7Gn5590ZLZgqwwRvZLpJZczrfRlZKw29vTcTmd2B1JliehVzCh9OVNLLiZpHWF39z/pyu3CViYxvYaGsiuZEj+fhHmIXT23053bi1I2UaOGWaWvZEr8HLpz+9jZcwc9uX1IZVNi1DO7/Gomx1bSmdvFzu476TUPIbEpNSYzt/xq6qPLac9uZ0f3XfSazitCaWgy88uvoTayhNbsFnb23Euv2YRAUBaayoKKa6iNLKIpvZHtPffTa7YgEFSGp7O44hpqInM5nHqBbT0PkjTbEEKnKjyDJZXXUB1uYH9yHdt6HiFptaNhUBNpYGnl1VSGp7I3sZatPY+RtDrRRYi6yCyWVb2SitAkdvSuYUv3UyStbgwtxKToHFZUvYKyUDVbulezuftZknYPIRFmWnweZ1W/nBK9nA3dz7Gpew0pO0FIC9MQn8851ZcT1eOs61zFxu4XSNlJwlqEuSULuaD2UkIizKqOVWzs3kjKShHRIywqW8SFtReiC4MnWlexsWsraTtDVI+ytGIRl9adhwIebl7Ni107SNtZ4nqUFVWLuGzS2ZjS5p7GNbzYtYe0naPUiHJe7WJePukM0pbJPw+t5cWu/aTtHOVGjEsmLebKyUvpMbP8dd86NnQeJmObVIbjvHzKQq6cupj2bIrbdq9nY8cRsrZFdSTOK2cs5MrpC2hOJfi/7RvY0tFM1rKpjcW5bs4iLps+l8O9Pdy2eSPb29vI2hb18VKuX7CISxpmsa+jkz+/uIldbR2Yts2kslKuP20RF8yaye6Wdv72/Cb2tnViS8mk8jJefeZizp49ne2HW7n92c0caO1EKZhcVcb15y3hjNlT2bq3mbue2Mzh1i4AptRWcN0lp7F49iS2bG/ivoc20dzSAwKmTankmitPZ/7cSWxcf4CH7tlAa0s3mqYxbUY1V19/JrPm1rP+mZ08+o+1tDV3YRg6M+ZO4qo3ncf0OXWsfXADj/7pGTqOdGKEDGadNp2r33U5k+fUs+be9Tx229N0NncRioSYs6yBq99zBVNmT5qIn4GAkwAxzmsmpxRCiLUrVqxYsXatV4mQgJOBH37k1/zzB/dOyNjffPSLLL/0tAkZOyAgwJ2VK1eybt26dV5ROiNBCLE2Vjd9xYI3fnwsXPNlx23fJt16aEz8DnjpIYQwgD/iCGd/BN6mlHJfMR5530c93/n623/AQ787qhJrwxIvj/G5P32M8tpyqurLqZ9Z53muUoqHfvcEf//e3ex6Ya9zUNcxaqpxU25UVQVo7sqRMjTsiqhvaJASYEd1ZKQ492BJPMK1L1/Ku958EfGYe4QWQHtXktbOBLomuH3VZv7v0fWFYwBWvMh1x6blbR5IDWQU3yg6hXJqHRiFIlpZOMLrFp/G25efSUNFZVE707Z5cO9ufr9xPc8eOpj3R4FbnTRNQsj9XUToEs2j5hmArtu+4hgodE2h69L1Ni2vmslHF72CM6sLgzpTVo6vrH+Qv+/bMEgoU2i6cu1HE+79Ozb3Nn19wnDCm/85JUaYLy2/kTMqZ9GU7EUgKAmF+NeH72Rze0txV26qqgLc6mPkbZrtIX4B2KDZPo+R6osuc+9fyygqEgZWYtCucFs5qYOKxlKEUu5Jx7SMjZHx+DqzbIzutHeEXCYLPd41GKWUTvSZWRwBcTLyg1X/xaJzhk/dOJZzHRi/+U4w1wk4FoL1nYCAgIBTi2BtJwCCyLOAgGPil5/9w4QJZwBzl8+asLEDAgICAk4MhBBhnEizVwP/C7xTKeVTCOj4MXXu5DHpJ1Ya5Uu3/zvLXzb8BhIpJd9570+57zePFhzXYn0RX26Cgo8oY0lEzkaFdU8BTSgw0jYqbTNz4SQuvmwRQhNMm1zJxefNJxZ1F82kVDyxdhd/e2g9azYdcI5pYJW4CHnC3XWnUf4fj8gxTYIy8a9thkBYMKesmv961ZVIpYiFQsyrqiYWcm/YmkzynrtuZ0PLkf5jCgVeIpiPcKSkf/SVbWtomn/dMls6/yyvnso59TPJ2RYV4TiXTVrMogqnUHhbJsn2rlaytkVMD/GtTY+wvuNwkZ+jCcbxr2gykHrSW4cd+AxqIiX9Yt60eBWvnn4mlVoVv9+wifccupu+LI6udcaOJbrMr96Zlq9d5hE8OBBdpghZgmhWJ5ez0XTBtHgZnS09WLIwukzPuX9mmu0dXeabH9PQUYaGsDyi1qIRlJSQSKKUAstC2TaofB0ZpU4Z4Qzgjp/cf1TiWUBAQEBAQEBAQMCpQCCeBQSMkvWPbeK2r90+YePPXd5AaWXJhI0fEBAwjgRB4gGjRAgRAf4OXAP8CviXiRLOAF7x9pfx+y/9BSlH91ALITjnmjN553/e5LuBJJ1I07SnBTNn8cBvHy0SziCfks0L03TSubn5AGi9WezyCIQ8ch/mWXLaNL76jTdRehSpGbM5iy/++B4eXVNYf02G/WtOefpogfS5RM10dAEZ8u7rgoYZfOf6a6iJu4ex7evo5LE9e+nOZNGE4K+7NnGgp9vFGYZTkopReWHGM3WkwDR1DMP2ChIE4DUzz+A/zngVYb3wteeFtsP8etsa7juwHSv/v4TQJZo2svprvpegBr6+vcQ3v9SM+ZbcPPt8/u20q9DyH4YlJZ95+n7+vOPJEXgz3IfvfoOUBkJ61y5TBmA757iOakJZr45IKmxpEwKQktYj3cWjSeWkFD0KbwuaGRpge7aT8TBaT8a7z1gUmU6jurpBTtjX40uCp/+xGn4zgQ4E852AgICAgICAk5lgrnPCEYhnAQGj5L/f9sMJHf9ff/CeCR0/ICAgIOCE4Kc4wlkbcBi41aWezWNKqcfGw5lJDXWc/+qznQXao+Ti157HtHmTqagr58IbzvHNV793435u/8G9PPzHp8im3Ive9+OnWGSyEPVOzSgAvSeLihnIqFGU4rGmppRrrz+TN775fCIR9ygtKRVbtjfS0tqDEIJ/Pr2JVRv3F5yjAGng7oca9NctnaDpL4wJQFjOP8qASdWlxMIhIobBsimTuOmMZSyd7P5Zv3C4ie8+9QxP7zswcD0h6R7J1vfRuObMc/etr4G0NLSQd1pEEFiWjhCKsAFl4TBZ26IiHOPyKQu5afZZLKgovobf71jHF9Y8QGGZdYUQ7pFufo/KcNFlCoUmvB4l50BfGn1NOOcDGELjyqmncc2U5Wxt6+TKf/yGg72OMBnRdXqyLs/3KKPLfK9CgBIKoXxql+mOyKbZEMoKpK1QAqbES0m3ZsiZhSkVNcsrusz7s/Sr44cukIZAszxqAIYMZGkELZF1IsrSGchknHpmQoBponoTPgOcOqR60tiWjW74bwwICAgICAgICAgIOBUIxLOAgFFwcPthWg+1T9j4F914LksvWjRh4wcEBIwvowx6OKEQQvwWePswpz2ilLrCpe3bgQ8CSwAbeAH4plLqrrH28wRkdv5vLXCrz3mPHX9XHD78o/ewa91emve3Dnvuy996CZ/67b/iIvgVcc8vHuJ7t/z86KPafFIzCluislmIRHwFNJG2EGmLhiVTuPqN5yCEYPKUSs46Zw6Gx+JzzrT4593ruf3uFzjU2Ak4AplZ6nK+wFO5EQonSsdjjVso0NNgxxjIEOjSlQBuXLqEr7z6FWja8J/zAzt28ZE77sa0ByJ0+uqjjRjZpyp52JVAWQIMp3aYlwBVokf5xUVv4Jz6mYXNleL5lkP8fvsLvNjWRMay0DRozHQP7QSh+dUn80YpAR6im2PPf/TDRJedVjmV7579JkxpI5WiLlrKA/t38y8P3EXGHpTaUEHWsoq7UH1/fNIseiqtOGk+3ezCEcaQyj0lJE7bWEJQlg2TzOTyjaCrOVk8mhpddJnSB4RFt3Z2VEckLO8rj4Swu3oQTa1gDnx+Skr/NK2nGEZIR9N9QjmPM6fCfCcgICAgICDg1CWY65x4BOJZQMAouOtnD07Y2PNXzuELf/23CRs/ICAg4DhxO7DPw/ZWYA5QVGRSCPFN4BPAIeAXQBh4E3CnEOJDSqmJDROeYJRSL5toH4ZSPbmKbz/xJb54w3+zc91ez/Ne/cFXcst33nFUwtmjf3qa77zvZyPyQ+VyCMNnKpxIOTkDwz6FwYAFp03jv37+Dsoq3VMbDiaZyvKZ//gbL246VHDcDo9usVozwdbx1kQkiBTYEXeRbUZVBe84fwVvPme56+fc3JvgL2s38siOPXSnMwgNDqR7kUPFBt19/OERYDvimNc1KKmhTIWmy6IabhHN4PqG03jf4vOZXVZTYGtJJfjA47fzfMvg+mUKdHeRzC81o39qRYFSfsKbQCrliJ0utdPqo+W8vmEl51bN56frn2dfTycKMKXN0037XXv0HsknzFD5R5cN3ABvAU0phZCgWcJJ5SigIhwm3ClIpnIkyQ008YgiE3KUj4omUIYTteaGMjSsEgMjaSGUgqyJlsn13zzZ1YNo7Shso1QgnA1h0bnzj+o7NyAgICAgICAgIOBUIBDPAgJGwaq71k7IuCuuXMbX7//8hIwdEBAQcDxRSt2OI6AVIISoBD4F5IDfDrFdgCOc7QbOVkp15o9/A1gLfFMIcZdSat/x8zxgNNTPqOWHq7/GCw9v5M6fPsC253aSTeUorynlwtecw7Xvu5Jp86a4trVMi2fveJ67fvYAu17YRy6TI5fOuZ7rh0xn0OLxvPDhHlmmehMQjTj/DKmBVl1XxtWvP5vXv/NionH34mKmafP8c7tpPtKNQnHP41vYsael4BxFPr2iV2pGH+VG2IOiz7wiyxQYGcf2mguXUldRQsQwWDK1ngvnNLhGm0ml+M7DT/HrZ9ZiDxIX7JC7COebUs9m4I3DNWRIgKb866IpgbR0XjZtDjfMXUJWWpSHopxX30BlJAbAto5W1jYfJm1Z6Jrg19vWcDBRXH9t1NFlPjkRpRJo+EfHKSAiDP799KuI6iEkkknRciaFq/jM0/fz1SMuqUxH46tX5JnfJQgcAdT2jwcz0jBdldHalewbDNMyMYf2m4+K9HDQE2mAyg64NBQ7rCEs6R1dFtJQ0kRv7kEblCpSptOInl7vgQP6ue79r5hoFwICAgICAgICAgJeMgTiWUDACPnu+39G464j4z7uRTeeG0ScBQSciijGp6jsS3fz/VuBGPAnpVTbENv783+/0iecASil9gkhfgR8Hngn8IVx8TRgRGiaxsorl7PyyuVH3Wbf5oN84TVfp3F387E7YNuOgBaL+gpoZLKoTJYp8yZzwweuRNM06qZUsPKC+Rgh95yJ6XSO2/7wLPfc8QKdHY7QIA2BVeIy9fZLzYgTaSM9gt8EoGfAjg4StVz0D10TfOH1V3LDOae59qOUorGzh85kmoih89vVL/C39ZsLzyGfvm+E+fYEAiWVI854XYWpOdFnuvsXkSYENy84k8+ffQUhrbCjh/fv5icvPsfzzYMizIziKDVnqFF+0anho8+kciQyr1OWV03n/y27hu60yZ6uDmwFvYke/vWF+2jPpNy6dPXDE5GPDPO9OcNEn+k4FypxFNH8eAYa9cko3d0ZWkkOtJEePvlk4vR1TwikodA9osvQBXZMQ087AprI2egZq//miESaUFth7TKlFCrp8vk6Rh9nTj3qG+q46LXnTZwD4zHfCW55QEBAQEBAwEQRrO2ckATiWUDACPj2e3/Cvb96ZNzHvfwtF/OZ33143McNCAgIeAnw3vzfn7vYLs//vc/Fdi+OeHY5gXh2UnBw+2E+fumt9HYkhj/5KJG9vaBpaBH3yLE+ps+t56t//hB1U6uG7bO3J81nPvF/bN/aVHB81KkZcwoZ8gxp6hfQlO6IbIMjw2LhENetXMxNFy1n3uTaorZZ0+LOdVv507Mvsq3RqUEndZDRYj+UhrfuIod5R7Py0WV+ioolwFLoIcHsykokirJQhEumzuamBWcwtaS8qNVP1j/H19c8MdRT3xpvXigpEJp3aJa0QfNI+dh3jlJOXa5zaxuYEivHUjb10XKumXYazx0+wi0P3MWB3r5oONV/6WPGcNFlMGz6RmHCHK2KtvYkOdspThZBo9vKFJ47yugypfnfGjvsCMae0WWGQCmbSGsGPTfIgZyJSKSLG5gm2F6OBgymvLrUc0NAQEDAsaGU4mBqO225RpSSVIRqmV16OrrQkUpyILWNjmwTCkVVuJ5ZJaeh5W37k1voyB1BIKgKT6KhZAma0JDKZm9yE125VgSCmsgUZsYXI4TAVhZ7EhvpMdsRQqM2PJUZ8YUIIbCkyZ7kBnrNTjShUReZwbTYPIQQmDLHnsSL9Fpd6MJgUrSBqbE5AORklt2JF0laXegixJTYHCZHGwDI2ml2JzaQsrsxRJipsbnUR2cAkLGT7E5sIG33Yogw0+PzqY1MAyBtJ9id2EDGThASEWaULKQ6PBmApNXDnsQmMnaSsBaloWQRleE6ABJmF3uSm8jYKSJajFmlS6gIOembe8wO9iW3kLXTRPQYs0tOoyzkzN+6cm3sT24lJzNE9ThzSpdSYlQA0JFr5mByOzmZJaaXMKf0dOJGGQBt2SYOpnZiyiwxo4z5pacT1UsAaMkc5nB6NzmZpcQoZ37pMiK6ExV/JH2Aw+m9WMqk1KhgfunphHVnktWY3ktT+gCWMikzKplfdjohLYJSikPpPRzJHEIqi/JQNfNLl2JoIZRSHEjtojlzGImkIlTNgrKl6MJAKcXe5HZas0dQSKrCtcwrPa3/GduT2EZbztl8Vh2uY15p33Mk2dG7hfZcGwJBbaSeeaUL0YSGrWy2926hM9eOQKM+Oom5JQvyz5HFtt4tdOSc52hKdApzSubmnyOTzT1b6Mp1owuNabFpzC6ZhRCCnMyxqXsrXWY3hjCYGZ/OrJKZ+Wcly8burfSYvRhaiNnxGcwsyT8rVob13dvoNROEtBDzShuYEXeelYSV4oXOHfRaKSJaiEXlDUyL1eefhyQvdO6k10oT1cIsqZjF1JjzrHTmEqzt2E3SyhDTwyyrnMXkmPOstGZ6WNexj4SVocSIsKJ6FvXRivx97eb59v2krBylRoSza2dRF3WelcPJLta1HyRpmZSHIpxXP4vqiPOs7O/tZF3bYdKWSUU4yoWTZ/VnUNjT3cH6liYytkllJMZF02ZRHo4AsLOjnQ0tR8haNjWxGBfOaKA07Ly7bGtpZUtLCznbpiYe56JZDcRCzq67zU3N7Ghuw7QltaVxLpzbQMRwnpVNB5vZ3dyOJSX15aWcN38G4bxtw54m9jV3IqWkvqqMcxbNIKTrSKnYsOMwB490ohRMri1jxZKZGLqGlIoXNx6g6Ug3SimmTK5k+ekz0HUN25ZsWLuPI41daJpgyrQqlp7pZL+wLZv1z+yk9XAnQhNMn1PPkrNmO89RzuKFRzbSdqgD3dCZuWgai851vqtymRzrHtpIR1Mnekhn1tKZLFg5ByEEmVSWdQ9uoLO5i1AkxJzlDcw7o68MeEDAyAnEs4CAo+Rzr/ovnrvnhfEfWBAIZwEBpzjjWFR2kRDCNS+tUmrluHmRRwhxPnA6sEMp9egQWwkwDUgopZpcmu/M/11wfL0MOF5kUlkeu+0ZdqzZRS5jsub+9WMqnPUhu7tR8RhaLIYYkpoxXhblyjeex5s/fg3l1aWu7XM5izWPb6PpQAdKKR54bBv79hUGSSqcRX/P1IxSgUv6RHDqlmlZhYz4C2jChrhu8LX3XEN1eQkhQ2dGTQVxD2GwPZHiA7++nc2HCqP4vKLcfEUemf/HQx8USqBMIOQnoEHcCPOTK17NpTMKX3CVUjx1cD+/37ieNY2HSZom4ZBGj8oUd+Ij8vmh1FHULhtGQNMQfGjJy/iX+RfSnctiK0nMMPjwo3fzyME9bl2ODP/skYBP2sbB4/VHXA06T0FdJk6iI0sjPQXHTVsWC17HEF2mdOUtvGkCK6Yw0vnn2pLoWdlfY03LWERa08VDpLOu3amc6eNMwGB2vbCXtQ9u4OyrzpgwH8ZxvhMQMC5IZfN8x4Osar+H1uzBAluZXs2U+Gzaso105AqnshVGLfWxBlozB+kyC9M9V4UmURedTnNmP91m4XyjJjyF6vAUmjJ7SVidBbba8DSqwpNoTO8maRemNa6PzKQiVMvh9E5SdmGa28nRWZQZ1RxMbScjkwW2KdE5lBqVHEhtJSsLNzBMj80jqpexP7UFUxZ+R8+ILSSix9iX3IKlClNvz4wtxtAi7E1uwVYD3+ECQUN8MbpmsDe5GansQTaN2SVLANib3IJC9ts0dGaXLEEi2Zfcghr0Q6oLg1klS7CVxb7kVgb/yBoiREPJaWRllv2p7QU+hkSE2SWLScskB1M7C2wRLcbM+EKSVoJD6d2FNhFjVulCes0uGjP7CmwxrYQZJQvoNjtpyhwosMW1MqbH59KRa6M5e7jAVqZXMi0+i/ZcM63Zwueo3KhiaqyB5kwT7bmhz1EN9dGZNKYP02G2F9hqw3XUR6ZyKH2QLrPwOaqPTKYmPJn9qQP0WIXP0eToVKpDdexJ7qfXKnyOpsemURGqYVdiL0m78DlqiM2kLFTBjt69pOzC52hOSQNxvYwtPXvIDHmO5pfMIqKXsrF7D1lZ+BwtLptFSIuxoWsPOTkQ0i4QLCmfjUaE9Z17MQc9RxqCpRWzAYO1Hfuw1cBzpAvB8oo5WFKwtv1AQVpzXWisrG4gZ8HzbQcKpmohTWdldQPpnOT51sKaxxHd4OyamSQyJutaGgtsMcPg7NoZ9CRzbGgpzHxVEgqzsn4KXb0ZNjcX3teycJgVk6bQ3pVmW3Nrga0iGmH5pMm0tCfYdaTwnlfFo5w+eRJHjvSwr7nwnteUx1k8qZamQ10cau4qsNVVlbCgvobDe9tpOlL4PEyqK2dOfQUHtzfT2txTYJs8tZIZNSXs3XiAjiG2abNqmFQTY9eanXQ2F/Y5c9E06mfUsOP5XXS3FT5js5fOpGZaFdue20Wiq/AZW3TOPF77sVdx6RsumPDarsFc58RDqCBdxXFDCLF2xYoVK9aunZj6WAFjx2ev+Qpr7ls/IWNXTqrgL02/nJCxAwICRs7KlStZt27durEQm4QQa2O101cset3Hx8I1X7b99duk2w6lgG1u9gkSz34DvAP4pFLqm0NsU4HDwGGl1HSXtiGcOmk5pVRkHNw9ZRnr+Y5lWvzvF//MHT++n2S3R7q140TZ5Gpe/8lXY4QMaqdWcd5VpxMrcQnDAjLpHH/62WPc99c1dPenZtSQ5bEikUsBZoWXKgVWVGBHvSPTFCDDYIe9i3bVVpTwrfdfx+mz3WvFtXYneHzjHjp6UyAE/3xxC/vbuwrHEWDHcQ0NkprjgxfSUKiw8g0rUiKfmlEvPCei61w/dzHvW3YO86pqCv1OJnnfPf/kheaBBSGFgrCHeqNL7xSRQiE8UkMCCCHRDDVMikZHPIuHDAxNw5Q2ddFSXjVjKZfWLeChfXu4bdsG2jPO4o/QBHLEuQ3xCb3yadNnV/l0mV5CmoRpWjklZpiuVAYN0JXmPBtDXbQ9XvKlEyHm5YOW87k8qdCz/pevp2xibRZGelCNM8tGS+WK21k2oifp+ujJ3gQq5f49opQCKV1tpyrnXbeSL//z08OeN5ZzHRi/+U5+rjNmfgecWox0vmMriz8f+DZbep49zp6dPCjV9zM3sYvb0JeZeGRZA0brv/PTLVzb9fXpnRh65L4oBbZTrXVU7bxslkeaAqed9/XZHu2kT59SQU7q3u2keztbCkyPdo7No50tMG2P8aTAtt2vz7YF0vL4XCyBsjyeMVOgudkUCAs0y+V5UKCZPrasx9xNOVksXNNmK4WR9kiprRShXolmuUwUpSLUm/OwSURnAmEV76RSto3s6ASreMCxmLfd8OFruOU77zhqAe0EX9sJ5jtjRBB5FhAwDH/86t8nTDgDuOY9V0zY2AEBAS8Rxm+fy7ZjmWAJIfYBDSNo8gel1M0efVUAb8ARwH47Wp8IMn6fUFimxX+89pusumv8Nx6VVZfy33d/mnlnDp/WI9GT5nPv/Q3bNxbuIFXRvEDm9ULmocroWYUd8VZsBKDnQDMVdgiMmI5maBi6zrypNdx48elcuXIBkVDx1H5/Syc/uusZHl6/Czv/wikNdyFM9b2ju7ghBte3crNb+ZSROp4CmlBOesZl1ZO45ZxzyNq2s0O2fiqVUSdtzd7OTlYfPETSzKELwa83reNAT/eQjtz7HxY1EHTl9lErpSFtiZYX2Nxvl2BRxSR+ffFN1MUGohFv37mFN97xZ0w5sBDgLHb5C4pjTn4crw2SsayB1q3RZqdoIy8qSSfC0c1NMRr3hfMsCa/1DU0gw6pfYFNSYWSVI9IJEDlJSbNZJNppWcvdD9PqG9Z1rICj54WHNk6sA8EvdsBJxN2NvwiEsxFwogtnA4w8d/SAcFbcbkA4G2mf7r4UCmfFtpeKcDZcn17CmfIRzqTCUzhzbB7tpJ9whqdwJm2BtNx3dCm7Tzhzua+WI5y5bYLqE85GatNyjnDm9hTpWUc4c7MZGeVtSzjCWXF2AkUoYXraRFfSXThTCtl5/IQzgH98/x6qp1Txpn9/zTH3NWqCuc4JRyCeBQT4YOZM/ufW2ybUh5s+c+OEjh8QEBAwAnYDLnnUPGn0sd0MxIE/KaXaXOx9q+kVHu0rhpwX8BIllzVp3HWEbDrH3T97YNyFMyEE5167gvd9821MXzDV9Rzbsln72FYa97QgpeShezezd2dz0XnKo16Qk1ZRoXQPcUyBkZRYJZpfyBNCweR4nJ9/8Sam1nk9+gNs2n+ED/zo7/SkBtLcKBzxbKQIHDFEeUR1CQRaFlRYoXz6v3L2XL79imv6azX08dzBg/zkudU8uX9//zFpKPcoMs/aZMMhnJd2zVPHREkNWyk0TRbZZ5RUctPcFVxQM5efvbCG7e1tmFJiKZvnWw4XdyaG/B0L+ta6hjtHQClhFoTqSGSyaEIQQmdnRzuSwsWHPpGqyE2v4/mDfst4Sgcl/ewCpUkinZJQSg0IZbbCSLmIZLZEuKWPHAYRDqNIutuEQGlaEH02iGw6h23Z6EZQ+ywg4FhozzaxpuOBiXbjhOKlIpyNJsoLBgtPMHKRq+/fhghn/X2OUDhTfT6MRozzbuflg1fU3LG0s5W3zUtUG7adh3Dm2Lz7tGxvm/RopxTYtrsAqxQo02OSqEDkbUXZA/JRZ142zfSwSRCmxx2XTjvXDVS2QveyWQrddBHHAGFJNNNjzpYzEablalOZTP+GqCLGMGveH7/yN67/wFXEy2Jj1mfAyU0gngUE+HD79+9F2hP3Qv3Or9xENB5kGwsIOOU5QXYnKaXGMlT2vfm/P/MYKymEOAxME0JMcal7Nj//d8cY+hQwhhzZ18IdP7qP+37z6HGpZeaFpgte/tZLiZVEqZlazcvedAFTZk9yPdfMWfz9Jw9x12+foK2x0zlo6FBRXqS+OOsU3gsbWtbGjntPvXULRFJixjTwENnOWDiNL9xyDVPqyotstpQ8u2EfD67eTkdPCqkUaxubyAx9CdXwqU3m6Z7T1AKf9QMEApETKFOhDMXkyjIUingoxHnTZ3Dz6WewuLauqN1fN23iMw88iFSDl5CUp5++60dSOKkhvdaEpEAJv9pm4OSvNLj17Jczu7yKnLSpjZQwOVrBpx+7n/969JnBJ4+6zpovfutkwwhowoTyVIxMymIzLQP9KQ+BzOvj8rsmgXPdntFlTv08zcy7q5ydy321y4StKDliow1pr+ds96W8/HzcS8jzdDMUgpDhuRgjhDhRfmLHhUgsPLHCWXAzAk4S1nTcP9EunFAM/PyPZ6i2H6P1YWzbjVZQ9BPxBpIhuwg+Pu38IvGk8vBfDR7PxTbKdrZfu2Ftxc+YHNbmHiEmJSiPdkoJZ8LjhqTo/H5sUSx+5RG2izDWZ7OGs7mjmz62nPcTqGe852V6xva0ifyGPjebSvqk2R5D8SydyPDw75/guluuGrM+R0Qw1znhCMSzgAAf7vnlQxM29gWvOZs3B1FnAQEBpyBCiHOB5cAOpdRjPqc+ArwVeCXwmyG2qwedE/ASY/W9L/DlN3yLTDI7/MljiNAE//4/H+LyN1887LmZVI7/eNuPWf9kYZF4ovkaaO55/zwFNM1U2FL5ppHTLAj3SqQB5XUlzJhRg65rzJpWzasvO52Fs9xFvqdf3MN//+4RmtoGCm5bYZBhv4URF2T+Hx9xTTMdUcRv07JQgn+/8GL+5dyzi2x72jv407oNPLP3AIlsDnQ4lO4p9stPkPK7CCWclQ7PNR4BNijNUZLcbtfssmpuXflyGkqq2drWimnbZJIJPrT6nrFLIXms9H3+ChbGa7FMiRCCqkiUHfs6ikVTN+FsUFdeDBddhk90GRpIXRHtUYSSCq0vQ49U6BmXff1SIdxS/ID/oknIALKevmqlpcjOroFUlkGkmSdnXnH6RLsQEHBSsKM3qHs/cl4Kotnoos6cdmM/3vFYY/caz+9n1omA8xKJjiaSzYuRi4ZylFFu0icizdcmvXOaq35xzMUmfe6rj80z5TWOeDYam2eNWgYi2UbaTjO9Hxgt53ERSkHOI+pMSjBN7wHHmOfuWTdx4lnACUcgngUEeKCUomlvy4SMfdlNF/LZP3x0QsYOCAh46TFcNMhJyL/k//58mPN+iiOe/T8hxO1KqU4AIcQs4INAlmJRLWCC2fT0Nr5ww39j5XzeyI4DtdOq+dCP3sMF1xcLOuD87u9ev4+D2xuxLZsH/rKGjat2FZ/oUlcM8hqKZaN87EbSwioxHAHNQ2gTwOzJ1Xz/6zdRVVky7HU9sGobt/7s3iFRW6NPzaiZICN4roFoEkTO6V+5CFRnTJ3C+887m5fPn1twPGtZ/L+7H+SOTdsKjtthd6HLa7PugNHni9EWzhenZx/CiVBDMauiimW1k8lJm5ponKtnLiKTtvnF6nU8c+jAwJCahyB3LGt9fZcwnEjoGkEHkbRBmRlhX0t3//kHVU/xuceQ5dI3ukzgpOi0BmmpclAKRqkoaS4uMq9Z7kt3wvZZQvQLFdR1lKG71s8AEOEwlJZCd7erPWCAiV5IOgXnOwEnKWnbPV1sQMBEMpDO0YvhJjXH0vb4o3wmj6MWRUf5u+TbbrhNYKPAt5VftoJR++l13OeTHsY2niS6Ju47OpjrnHgE4llAgAefvfa/sE2f7RvHiRs/ei23fPsd4z5uQEBAwEsBIUQ58EYgB/yP37lKqWeEEN8GPg5sEEL8FQjn21cDH1JK7Tu+HgeMBKUUP/7Ir8dFOJuzvIF4WYyqyZVc9qaLuOD6s1zTkSmleOh3T/CPH9zDzrV7nIO6jlFd5d6xX02yjOUpnoEjPIWSFlZUR4WKlRjD0Ljs4kV8+H1XUO6Sh7+zO8Xdj2zkwSe30d6ZAF3QamWK3l+VhmeEm8hHKzn/4WK3cN4QdHwiy5w0L/FomLdfcCZhwyAeCnHWjGmcNqkegJxlsaWpld5Mloiu8cNnVrNq/8FCP0VekBppliY5TBslwAIMPwENLps2lx9e+mpKQk79NaUU337uGX64ZlVhd4zST1/ycpPfZu0BByg1wuTy89IppWWodmjuTdJL7qhH8+ne+6PMi2d+0WVKV+gpCKXA6HNHKfSsKl4gUMpzl7PwWThRhuavNcYiqN6Us/himshkCpXNjvtizIlO7TSP772AgIAREdaiE+1CQEARQpD/XRz1rGCYthOLEMpH8BndfMA3zfcw7TxH9NUgR/cZ+7by23N2HGyevuQ/TPdU4eP7XEVLgu/ogKMnEM8CAlz4t8u/yIuPbR73cV/3iet43zfeNu7jBgQEvIQZvNB9vMd5afAWoAT4k1KqbbiTlVKfEEJsAP4VJ2JNAuuAbyil7jqungaMmK3P7WTnur3HfZyr3nEZn/jVLYhhXsRs2+Zb7/4JD/7v4wXHtZjPC5VPakZh2mDZTl00D4SEUMpGaTZ1M6s446zZaJpg+rQqrrp8KdVV7tFmf7l7HT/+38cxB0XXWBGBcknN6FsDSjmpXZTHW4AA9AzIaD4tH7i+5daWxvnZm1/DaVMKU0m29Cb4/ar1/G3dJjqSaQCk7j6e8s6EM8z7ukBZQMirWBeOgGYCGghd9W/k1YTg8ulzuXn+mdim4iN338OmlmayloVuaLRnXeot+PjpS59vR7sO5XKeMAWz9CrajqQQtvOJNLck3T+b0XyP92Uq8lkcUTpge1yCVMQ6wMgMaWa576wVPkKc8vv/VdPA0BCWRxhcyEDFIshDTZAd33SwJxN3//whPvTD90zM4OMx33npzHUCTnIaShbTkRtajjfAn+HCsceL0YkXw8TEj4rx7FMI8umNXbIiDCu6ja3NR2JBK/ixKLQPtCu2af2TkuJ+j85WjBitTQPlsU9fad4pGJXmk9bRJ1OA0r3bSR10P5vHhidpCHS31I1CoLzma0J4ZwoQAgwDrPHJTHL6xYvHZZwiTr21nZOCQDwLCBjC+874N/Zs2D/u49bPrA2Es4CAgFMepdRPgJ+MsM3/MEyUWsBLg8dve+a4j3Hd+1/BB7//Lk/hLNGVpHH3EWxLcu8vHyoSziCf5s0L04KIu10Aem8WuzwKundhdYC5c+r5xvfeQnlF3NWulCKVyqFpgr/d9wI//f2ThXbytcdcG/sOjWaBbeAdWQZoGedlWxmFwtfc2mpuOns5r162mLJopKDd5sZm3ve722kfVPBbMUiEcxvICxsn+s3rPEk+usynDwQhNH74suu5aFoDGduiLBShqbeX993xT3a0tw/yUzn9ueYT9BvDb/ThNnjnl7Dc1nkUNIgqjnQkaKS3oNVohDO/JUm/hRrAiS4DRE4RSoGezS/CKOdZ0oaujyiFZvlsR/byURf+mSojITQr69hMCxJJSGdBOuKoTCTHtV7Gychjtz0zceJZQMBJxDnVr+SFzqDs7tHiCDcw8cJZ3y/zaCOsRt5OoDxrhg0IXSPr109005DYuE/M/NupfL2xIW1E3uaSblAI0JR3O6H6rn1k7TShkC65w4XouwYX0U2AJqRrO00Mvg9D+1QIoVxTQjqvGh4CoKY8bfjZdIUyFcKtjpoBKj+/GmqXBggvW8hJy+42ogw52STcbHZYoHvUorUjHuIZYEd1tIS7IqfiEURP8UY1IQQiHkf1FKcfF0I4G6zGKJuAEdK5+t2Xj0lfAacGgXgWEDCIdyz8MId3TswOsWWXLpmQcQMCAl7aCPBNZTWW4wQEHG86W7rGtD+hCZRUlFWVcMnrL+C6W17B3OWzXM/dvmYX//jBPTz+52eHTxvpFwGTyTrimVfNMqXQe9LIWBgVMYrOicfDvOKaZbzjvS+jpCRS1H73nhbuuPMFHn5kM6lUDqmBVVo8ZVeat59CAlJ5p26UoOVA+miEAkdQWTp1Ej9+52uwlCQWClEaCSOEQErFU9v28cS2vXSnMkgUj+7ZQzI3RLzQ8N9w7Dm+c2891nccu53vQ1eu9cgumDqTj6+8EF3q/HXDZjKWhVKKX61fS3s67XLB3v54IvH0ETiKjfROXp9aLc7CSC1HehJOEwWHu13ql42G/GqYnwtScxHB+lCKcC+Eegv7ELbTpmhRxS/Nox+aQBnCW3jTNUdAO9yKSBYuvKhsNhDOxoCe9l5sy3ZNcXu8GY/5TjDXCRgvpsfnM7d0ObsTL060KycMxyZaja0ffoKWZ7uCtf0RtGPwdRe2O7o0i16MPKrLv5234OMIa6OIIhMK2+P6dKHy9XyLbYaQ5JT7xE3XJJZ0n3zqQuZFPpc+NYkpi3OWCwGGZmO67DoTAnRdYdvu907TJdJ27xNDoSyXZyxvw+p7CgttSgfNdrFp/jZpOBuehn6iSncizDSXTVS+tpDwtMmwhtQFmu3ymx4No5IZhF086RSxKCqRAOketTZW4tnV776C6slVY9LXSAnWdk5MAvEsICDP56776oQJZwA3fvRVEzZ2QEBAQEDAeBCKeIVKjZzJs+r44ZqvUVIex/CpMwbwl2/dyc8/+b9H37nfS41lOYv0Ie9rEQr0VA6VzjF53iQuvmYZmhBMmVbFJZctIh4vFs2kVPzyV4/xpz8/V3g87B/B5jo+zguynzimWYDKn+MRfXbV8gX8x2uvpCRa2NF9L27ne/c+zcH27gE/Qx6pGX3e3kReePGMgLP6REKP9giQoCQsrKvlqnnzMG1JZSTKFTPnsrWplf+47zG2trQO+OkhtPm+ZQ63buVj71/38hgnZOmUJsP0ZnM8T6PPIMfIoCA3V1c1RwcUthNZpmfyIqxwdisbQ0urKfpTAA3tz/ej0v31RBnWEJbt2KREJLOITA6Rjy6jO4HIZAuzXSqFyh1d7bcAfzRdQxsmajYgIODoeMOMT/CbvbdyJLNvol05IRD9v1MvDQENj0ik4dqNxn+Rb+UuTOEpTHn25/NZCgGGklguu5uGa6crie3RzkBiuUzanHYK2+X6nKi1vmiwo+9TExDSJKaLSKYJR3izXSIZdU2hcBfXHJuNJYs3j+h63mYX2zRNoZRESpeINl2Bh428DbvYpgzHJtxsIWfeI2Tx8yDDQFahudkizrzNLX2jFQMj5bKJSgjMGIRSyt1WphPqsT1sYcI92eLxhEBVlkJnL0IWvm8JTUOrrkJ2dDibAAuaCZSmuQtrI+DsV57BLd99xzH1EXDqEYhnAQHAznV7eO7udRM2fmV9OfPPnD1h4wcEBLzECXJWB5wkzF02a0z6mdRQx1fv+xwVNeWe5yilkFJy368eGZlwBijTROg+kRe9SSgvdXLz+zB7/mS+9pt3U+FRxyyVzNLRlkBogtvvXMff/vF8oR+ADHlEj/WXZ3CPgNNNkIZ39Bk4u0VF2hE0Zk2roqI0RiRksHT6JF5/7ulMq64oavO7J9fx9TseL/LTMzWjHwpHsfFYqxcIyClUyPscgMsa5vCDq15FaT7dplKKbzzxFD9/bujnmRfO3NaghhPHPBH5KD/vPkS+D6XgotoGpOXspo7pBmv3NpKyxiBiqm/zso9dKbd97QPoOQh3DdlFLBW67fGR+Ylxnn4IlK5cdyoDKF3DjihCrQm03lRh3bRM1vlnyJhqnOpjnArMWTZz2FqRx5VgvhNwEhE3ynj3nK/wwJH/ZX3nY5hqaD1GQWWojl6rE1uZQywaFaFaeq0ObFX4HadhUB6qpsdsQw4pcqRjUBaqottsRw2xGSJMqVFBl9nG0P/ZQiJCiVFOl9nKUMIiStwoc7VFtDhRvYRuF1tULyGixeg2i0sYx7QywnqkyCYElOjlaITpsdqL2pUYFWho9FqdRbZSvRIEJKyuIluZUYVEkrS6i2zlRjW2sknaA7Y+8awiVENOmqTs3qJ2FaFacjJD2k4U+I+CynAtaStFRhanp6sM1ZK2k2TlQAR833hVoToSdi85OfCsOOKToCJcR8LsIVf0HEF1uI5esxtT5QraaUqjMlxLl9lZ8BwJAREEZaFaOs1O7EEFuBzRSqc8VE1nrqPgGXPaObZ2F1tcMygxKmnLdvTLgQO2MCVGOa3ZwvuqCYjrEWJ6Ka3ZjiJbuR4lqpfQMsSmC0VZOIohYrRkuwptmqJCj2OIaJHN0CRV4RKECtOS7RliU9SE40il05otvOeGLqmLlGJJndZMosCm64pJsRJMC9qyyYLr1gzJ5EgZ2ZwqqKvbF302tbSUVMamMzsoI4IAFVJMLSsllbbozmYKbDIMM2Jl9KZy9A6u8yockWx6vIyeRJZENldoi8H0eDnd3WlSgzNFCJAlMC1eTmdniszgDB2aQJYJpsbL6GhLkDPtApuqCjEpVkJHcy/mYJsuUNUxJpXEaD/chT24BpqhY0yqojZm0La/DXtQFJoIhYhNn0JFBJp3NzlZKPo/M0GkLEZlbRnN+1rzNfoGiJVGKc/bhlJWXcr1t1zFzbe+bthNl8edYK5zwhGIZwEBwI8/+psJHf9T//OvEzp+QEBAQEDAePDyt17Crz77B3KZ0YkFFbVlvPJdl/O6T1xHZV2xsJPqTfPwH57k7p8/yL5NB7Ete1Sbl2U6gxaNOjs73RaSlYLuXojHnBSOWqGyU1IW5cobVnLzv15BSWl0SFPFhnX7ufMva3jmsW3YtkTqArvMJUxM4CqMgSNcCFuhdG+7kQErpgZSnbilmQRed97pfO5NVxRd666mNv7y5AYe37iHrmQaPaTRLYsjfJSO9+c8TGpGzVLOTlmv6DMEmHlxSgfD0DClpCQU4rJZc3jzkuVkMyaf+Mc9vHCoibRpEgrr9Fgufmr9nbr76XcNvirRMAKaglg2RDRnsKbtcFHTMWMEAho2GFkn0gwBWBBKFrujeUSX9Y3jernaMNFlhkDY+f38SqFlLbS0la99Aloyg54oXBxUSkG2eMHQ6fDYdiEHDLDonPkT7UJAwElFVI9z/bT3c+Xkt7Kx60nas41IJBWhWpZVXkx5qIaU1cuGrifpyB0BFJXhOpZVXEJpqJKk1c2GrifozLUAUBWexLLKSygxyuk1O9nQ9QRdZisCjZrIZJZVXkJML6XbbGNj15N0m+1oaNRGpnF65UVE9RI6cy1s7HqSXqsTTejURaZzesVFRPQYHdkmNnY/TcLqQhcG9dGZLK24kLAWoTVziM09z5KwujBEiMnRWZxWcQEhLUxzZj9buleRtHswRIhpsXksLj8XQwvRlN7L1p7nSFk9hLQI0+MLWFR+NrowOJTayfbeNaStBCEtysySRSwsW4lA42BqB9t715K2k0S0GLNKljC/7AwEgn3JLexKvEjaThLVYswpXcqc0mUIBHsSG9md3EjWThHR48wrXc7sktNQKHYnXmRPYjM5mSaql7Cg7ExmxhehkOzofYH9ya3kZIaYXsqi8rOYHp+PrWy29azlQGo7OZkjrpeypOJspsXmYEmTLT1rOJTejSlzlBhlLC0/l8mxBixpsrH7ORrTe7GUSYlRzukV5zEpOh1TZtnQtYqmzH5sZVFmVLKs8nxqI1PI2hle7HqW5uwhbGVTblRyRtUFVIfrydhpXuh6hpZMI7ayqQzXcGbl+VSFa0lbSdZ1PU1bthmpJFXhWs6suoCKUBVJq5e1nc/Qnm1BoagO17Gy6gLKQhX0mt2s6XyWjpwjZNaG6zmr+nxKjTK6zS7WdDxLR64dgaA+Oomzq84nbpTQketgdccqOnOdaEJjSnQK51SfS1SP0Zpt47n21XSZXehCZ1psGudWn01Ej3Ak08Jz7WvoMnsIaQYzYtM4t+YswlqYw+kjrGpfR4/ZS0gzmBWfwbk1ZxLSQuxPNrKqfT09VoKwFmJeaQPnVC8jpBnsShxiVdtGeqwkES3MovIGzqtZii50tvUc4Nm2zSSsNFE9zNKK2ZxTsxgNwcbu/axq207CyhDTw5xZNYdzauYjEKzt2Mtz7btIWlnieoRzauZyds0cAFa17mF12z4SVpbSUIQL6+aysqYBBTx5ZDfPtx0gaeWoCEe5ZPI8zqiehlSKRxt3s7b1ECnLdLIkTJvPspopmNLm4QO7eaGlkbRtUR2J8YqG+SypqSdn2zy4dxcbmo+QtW2qYzFeOWc+C2pqyVoW9+/YydaWVrK2RW28hKsXLmB2dRUZ0+L+LTvY0dJGzrKpKyvh6tMWMKOqklQ2x/0bdrK7uR3LltSXl/DKMxYytaqcRDrLA8/vYH9zJ7aUTKoq46qzFlJfVUpPIsNDz27jUHMXUikm1ZTzigsWUVNZQndPmocf20JTUxcAkydVcMXLllBZGaerI8mj92+k5YgjUE+dXs2lr1hKeUWMjuZuHrtjHa2NXWi6xrRZtVx6/QpKymO0HGzjsT8/S/vhDvSQzoyFU7n09ecTL4vRtLeZx//8LB1NnRghnVlLZ3LJ688nGo9waGcTT/zlWTqbuwhHQsxZPouLX3su4ahPSo6AAB/EUKU2YOwQQqxdsWLFirVr1060KwE+5DI5XlV6c8GOhvHkDZ96De/92lsmZOyAgICxZ+XKlaxbt26dUmrlsfYlhFgbr5m+Ysn1HxsL13zZcsd3SLUfGhO/A04tRjrf+d4tP+eunz141P2/9dbXMX3BVCrqyjn94sWeLz6bntrKF2/8Bt1txbuDR4NWUY4WPrqXrLrZk7jqrRej6YJJU6u44OWnEY0Xt7VtyY++cQ93/63ws7JiBipSHLqlNDBd6p3192eAHdM8hTFw0ibaYafWwdBzZk2q4q2Xr+TGC5YWCGemZfOV2x7m9mc3F44Xdo8wkzooj49K4Z0acqB9Prqsr4HLuZoQfOXKl/OG00/HlhJd02js7uGWP9/B1uaBHaYKJ6WNWx+eKRsBJbzrqx2NfWB0qInHKDMiWFJSX1pKb0uO/W1dxaePdYBPn8jng7Ah3JNPyzi4nZvOrJST3hMXmwTdJ+BLy0rvGmqAsBShrhxGT6awJoZpIdLZosdAmSYkinfwA8hsNkjbOEYsv+w0vvnwF4c9byznOjB+851grhNwLATrOwEBAQGnFsHaTgAEkWcBAbQcbJsw4ey1H3tVIJwFBAQEBJxSvO9bb2fPhv1seXbHsOe+48tv4i3/77XDnrf1uZ38+1X/SS49dgvosqcXUVGO8KltBjBlVh1f//tHqJta5Wrv7kjS2tSFEHDH39Zy3x0vFNgVoLzqmkkGCma5iGOaBdJSKMMnskw5EUYqB9ddfhpT6iqIhAwWz6jnrPnTnRoCSrGvqYPuRJqQofOLB1fz6IbdhX6KvHA2wjx9Aqe+gl9aR812fJAGruLWGVMm85ELLmB6aTl/XbuJVC6HEIJfPPc8R3oTQzobmX/9DBae3CLglEDZ/ukZsQUNRgWpFpOmfEqfVi01ftlZ+ouADTpkDapvoSDS5VLTQnpckvL5KMVRRJflBqrFCEuiZ2R/7TItaxHudIkky5rufboUlu9H88npGTAitjy93TviNiAgICAgICAgIOAUIxDPAk5ppJR8/vqvTcjY7/naW3jjp14zIWMHBAScYARB4gEnEdF4hK898Hm+d8vPefSPTyFdNrCUVpXwrq+8meve/wrXPo7sa+GeXzzErvX7yGVy7Hh+95gKZwAohd3VjVZSgohGEEMW6MPREJe/9hze/tlXU1lbNqSpYt1TO7jr98+w+tGtSKlQuoYqjxeP45eaEZy0hiF3cUAARlphxRlI3+giomlC8G9vvZzXXb684Hgma3LHU5v56yMvsrfRqUEhDbAjxf74pTwUMv815ZV60XLEN7+6ZUIKtJyivryUG5YvRgJlkQgXz2ogkczys8dX8+yeg/3nS929PzXK2mUCR8DzrInGEAFtyNhzIlU0NfZyRA2IeWrwv4yXFpFP3ahn8sXf+6LDlHOfXNMvjuY3Rjj/CK+2ukCGwEjZhHtMtKwcGNuWCLfUrbaNkHLEH5cwjOBncowwcxbSlujGaIoYjgHBjQwICAgICAg4mQnmOiccgXg2CCHEr4B35f9zvlJq10T6E3B8kVLyriUf5fCOpnEf+73/fTNv+LdXj/u4AQEBAQEBLwViJVE+/b8f5l3/eRP3/OJhtq7eSTaVpbymjAtfcw4ve+MFRGKRonaJriTfed/PePKvq4qKRB8vZDIJySTlU2q49v1XYYR06qZVc/H1KyitKBbDbFvy4y/+g3v+b1XBcRXxj2DzQstJRzzzqVlmpBQypJAhUVADLWzoXHnuQt545ZksmjWpoF1bV4IPf/sf7DxYmPLQHsXbgVA4UXIe4pgANBNkyPscgAV1tfz8ja9hWkV5/7H/W/0iX7r7kYL3TNXXqZvK4qO6COUv8vXXvfcT+RBElM4r6ufSkUiTy9fVe/HwEbeTh/VpzFEQ7gZ9aFCXTxTZqKPLdCd1Y//HqRRaTiGkM5iwFNG27MDn3teXabuPmY8uc7X5RJcJIRChkJPaMeCYCEWMiRPOAgICAgICAgICAl5iBOJZHiHEdTjCWQIonWB3Ao4zUkreMvsDtB1sH/exr7vlqkA4CwgIOHqUz87+MR4nIGC8qZ9Zxzu+/KajOjfRleQTL/sCezbsP85eFVNRW8Y37vsMs09vcLX3diVpPdQBCu760yruvW11gV0BhD2m3QqQCjR3CUOz8wJa2F9A000IS8GnPngVUyZXEDZ0Zk6uorwkCkBXT4qn1+6hqycFAv761EYOtXYPGQzQPVJADvMdoZkgI3hHbeXPUVo+heMgLeSMaVN4y8rlLKmr4w9PvsDq3YdIZnMoTbGvt7u4M7/UiX5+DivyiYFU3sJlDAl1doze3iwPtO8aGM7t3PFAgpHO1y+z6b/2ot+M0f6OCCe0zLOtBlJzoiNDCRsjZQ+khJQKLWsX64dSgT3y6DJCxoBgihPdqUwTZeVD66RPWseAoyZWGp24wcdjvhPMdQICAgICAgImimBt54QkEM8AIUQd8AvgNmAycOnEehRwPJFS8tq6d5HoTE7I+Fe+LXi8AgICAgICjoYD2w47KRkzJvf/5tFxF86EEJx99Rl84LvvZNq8KUX2jU/v4I5fPsIzd63DtiToGqKywqUj/FMz5mxk1HtarmecvIgy4h19E4+F+dInruO8M2cXHG9s7uZXf36Gh5/djmnaANghj9SM/UqHi0An8U0/KCQIE5RPgF1f/bPXLFvC5669jJRpUhIOI4Av/O0hPrv+vgFfABlmxKkZh0Y5FY4vwHZqbnleBwIkKBSLa+qYUVZOzrKpjMV4cXcTjb097hc2zuhpCPV6pGF0YTgXPYPxNNDtIXapnOdBALYi1mqi2UPGs6T7mNLjOHj+P+KYBCocRmWyqFwOlRvjNK0BACQ6k0HNs4CAgICAgICAgIA8gXjm8PP83w8Cf5tIRwKOP29f8KEJE840Q2P+itnDnxgQEBAQEHAK89zda/nLt+7kxcc2j+u4ekjn8psuIhwJUTu9hivecjFT5kwqOk8pxS9v/Qt/++EDhYZocapJp4H/uFpOIiPuUWWQT82YlUjTiUBTYa2/y+lTqrj+ymVce/lSKspiBe127G3mo1/+G9296QJX7FFkkBQ40U3K5+1BWM4AKoSrElMWCfOOC1fy7gvPYl9LJ8lMlpCh8817n+T5vYeLB/SpP+bJcCJfn4Cm+5xjwqxwBQd2d7JXOlkKlEuds34/R8tRXpuw8tFl/VFdYLhpR6OsXab8apcJkAI0qdCyilDa+duXplHPSZdIN4WwR+GMoRd8JEopRyzLZCFfC41cDoL0jMcNKdXE1jwLCAgICAgICAgIeAlxyotnQoh3AK8BblBKtQe77E5ufv+ff+XInpYJG/+8a8/CCJ3y/9sFBASMlCDsPuAU4vdf/iv/84Xbxn1c3dD5wl//jfOvO8vVnsuadDV3oRTc9ZvHi4UzgHDYewDbiUxzQ0iFlraQcX9VS5MQR+fbX7mJhlm1GLpOKOQsciul2Lq9iUef2EpHRxJbwVOb95LKFAoNjgjkMd8dTuSzwPYTncgLbDYIQ3DewplEwjrxcJizZ03ngtkzuWP1Zq758q9o60kBTn9ugpzSB3U6dBzf6DKgT+TzSiGpBFj5ulyGIC/LEDMMFpXUsnVvM030DvgCoxPyjhFhg9HrpOQsdMaFo/id8HQ/nw7R1S4ESkjC3RIjowqGErZHSkepfD4mv7BB4aQ3zVnIVBrZ3QPWoJA2pQh+EI8/EyqcBbc34CTFlCarOzZyON2CVIq6SBXn1SynxIiRtXM817GBI+k2FIr6aA3n1SwnpkfI2FlWtW+gOdOGQFAfreH8muVE9DApK8Oq9vW0ZjsRCKbE6ji3ZhlhLUTCSrGq/UXasl1oQjAtNolzqk8npBn0mAlWtW+gI9eNLjRmxCdzVtVSDE2nK9fLqvYX6TJ7MIROQ8lUVlQtQRc6HblunmvfQFeuh5BmMKd0BssrF6ELjbZsJ8+1b6DHTBDSQswrm8myigVoQqM5087q9k30WknCWoiFZbNYWjEPIQSN6Vae79hMwkoR0cIsLp/D4vLZCCE4mDrCus6tJK00UT3CaeVzWVDWgBCC/clGXujcRtJOE9OjLKtcwLzSGQDsSRzixa7tpO0scT3K8qqFzC6ZBsCO3v1s6t5Fxs4SN6KsrFrCjPhkZw7Vs5etPXvJ2FlKQ3HOql7CtFg9Sik2d+9ma+9ecrZJWaiEc6qXMjlWg1SSjV272JHYT842KQ+Vcm7NUuqj1UgleaFzO7sThzCVRUWolPNrllETqcBWkuc7trI32YgpLarC5VxYu4yqcBmWtFndsYX9ySPYyqY6UsGFtadTESrFlBar2rdwINWMVDa1kUouql1GWShOzjZ5pn0zh1KtSCWpj1Zxcd0ySowoGTvHU62baEw7G4ImR6u4uO50YkaElJXlqdZNHMl0ADA1VsNFdUuJ6mESVponWjbRkulCCMH0eC0X1Z5GRA/RY6Z4vGUTrZluNKHRUFLPRXWLCWkGXbkkjzVvpi3bgy505pTWc2HdIgxNpz3by2PNW2jP9hLSDOaVTeb82vkYmk5LpodHjmylM5ckrOksKp/KeXVz0YVGU6qLR5u30ZlLEdEMllZO45za2WhC42Cyk0ebttNtpolqIZbXTOfsGudZ2dvbzuNHdtGdSxM3wqyomcGKmukIIdjZ3coTTXvoNbPEjTDn1s9kWfUUhBBs7Wzhqaa99OaylIYiXDClgaXVkwHY2HaEp5v2kzRzlIUiXDJtNouq61BKsb7lCKubDpI0TcrDEV42czbzqmpQSvF8YyNrmw6TNi0qolEumzWb2VVVKKV47uAh1jc2kTEtqmIxLp83hxmVFUileHbPATY1NpO1LKpL4lyxcC5TKsqwpeSZHfvZ2thKzrKoKSvh5afNpa68FMuWPL1lLzsb2zFtm9ryOFcsn091WRzLsnnyxT3sPdyBLSV1lSW87Kz5VJbGyJkWT63ZzYHDHUipqK8p45Lz5lNeGiWbNXn66Z0cPtyBUlBfX87FFy+kpCRCJpXj6Ue2cORwJyiYNK2KC69YTCweIZXI8My9L9J8sB0hNKbMquWCVy4jEguT7E7y5N9X03qgDaEJZiycyvnXn0U4Gqano5en/r6atkPt6IbOzMXTOO+6lYTCIbpau3nq76vpaOpED+nMXjqTc69dgW7otDd18vQ/VtPZ3EUoEmLu8gbOeuUZ6PpLZGNQMNc54RDjVWz9pYgQogHYANyhlHpr/thjOGkb5yuldh1lP2s9TItWrFgRX7vWyxwwniileHXF20gnMhPmw/8d+hm1U6snbPyAgIDjz8qVK1m3bt06pdTKY+1LCLE2Xj19xWmv+thYuObL5ru+Q6rj0Jj4HXBqIYRYu2LFihVjMd+55xcP8Z33/WwMvBoZk2fX87Gfv58VV5xeZNu3+SB3/Og+Hvr9E84cQgj0sjL31IY1VZ5jqEgIFfeITMsjwxp2zPCMQKuvL+c/br2BhQsLU0hu2nKY7//0IXbsbO4/ZoeFUydt6Bg6WDH3/hVgxfAW13CilOwIvhpISNf46k2v5JXLF/Yf23qwmQ/+/Hbae1MF49lh976k4R3lphhkc2mryItvw7wjR4XBZVMb6OhJkTEtLCXZ0VZcD9cz6gx8U0COSHQTToSZGKQVhXo96pd5DebzWidsHxfyteCEAiWd6DIjI/OpOhWa5dTeK7gMpdCzHikYbYme86hBphQilStsZ9mQzTr10ADZk0B19RS1C1Ybxof7cn8aVkAby7kOjN98J5jrBBwLo5nv5KTJXw7ez/1HnqLbTBTYIiLE1Hg9LZkOkna6wBbVwkyJ1dGcaSdlF65fxLUok2I1NKVbycjCMOQSPU59tIrGdAtZWbh5pswooTZSyaFUM6ayCmzloVKqwxUcSh3BUoV5eKvC5VQYZRxMN2Grwu/26lAFZaESDqaOICm01YariOtx9qeaUEO+v+sjNcT0MPtTTUWf2eRIDWE9xIHUkSLblGgdhtA4mG4usk2P1aOAw+nizdLTY5OQStKYaS2yzYhNJidtmjJtRbaG+GQyMkdzXlgqtE0hbWdoyXYOsQga4lPotdK05boKLUrQUDKFLjNJR67wd05HY2bJZDpzvXSZvQU2A50ZJZNpy3bTbRZmUQoLg2mxelqy3fRaqQJbRISYFq+jKd1JcshzFNPCTInV0pjuIG1nC2xxPcrkWDWHUu1Fz1iZEaMuXMWBVBtZOfQ5ilMbrmRfshVTDnmOQqVUhcvYm2jBGvochcuoCJWxO9GCPWSNui5STrkRZ3dvS/9mpz4mRSuIazF29rQWzRCmxiqJahF29hTf8+nxKkKE2dVTfM9nllSjKY3d3cX3fHZpNUjBnu6h9xzmldVgWYr93V1FtvnlNeRykoPdQ+r4KlhQWUM6Y3G4u/B5EAoWVNWQTGU50lP43aEB86tq6OnN0NJT+DzoQjCvupru7jTtPYXPg6EJ5lXX0NmepHOILaxrzK6uor2ll57ewmclEtKZVVVBW2M3iSHrqdGIwYyqUlr2tZNKFj5HsViIyVUxmnc3kx5ii5dEqK0IcXjrAbKpIc9YdQm102s4vKOJ3JBNgBW1ZdRMrebAtsNYucLnr2pSBZX1FRzYehjbKnz+6mfWcsOHr+HGj16LpnmnwR9KsLYTAKdw5JkQQgP+B0gAH55gdwLGgQ1PbJlQ4ezjv3h/IJwFBASMinEpKhsQMM7Yls1zd6/jzp/ez9ZVO8mmsti2x4L7GLPonHlESyLUTK3m8jdfzFlXLXd9kfrrt+/k55/8HYM3m4lIxFPc8q0VlDMhFvat66TlJMLMIUM6RmmY0soYhq4zc2YN116znAsvmI8xZFH7uTV7+NyX/9FfzwzyWogx8hApAWgmyAiOWOEmECrQs3lxa0gUWkjXuGr5At5+8QpSKZMf3P4UiXQOS9rcu2EHyWzhy7HSGF5U8vBTKTwFrb7oM1Sxj+CkP5xEjM7uNI907HZ8wf3cgQ6Pwc98ZJdrPwq0HBhpJ7LveDFcakY0MHol4d4hgpjtIpyBt4g3HEKAoTuCmWlCTxIGPRfKtFCJiUmvHgChsDGhkWfBfCfgZCJjZ/nS5p+wucd9T3ZWmexNHna1ZWTO05aSGU9b0k6xN5lytfVaSXot9+/XHjNBzxBxr4/OXA+dOZd6n0CH2U2H2V10XCnyolKXa7uWbPFGlT6O+NiaXMSvPg65iGYDtmKxDRw/96fcbQD7XQS8AVux8Ods81DsdbMpkCj2JIttADaSvclG13Y5bHYn3G0ZZbHbpU+lIK1MdiXcbSk7x243G5CwM57tunIZunLFn4tS0JlN05ktXnNTCtqyCdqyxc+fVNCcSdKcKX5ulYLmdA/N9Ba3k3Ao0YuzpFvc7mCiG7eZipSC/T1eNtjb1elqUzbs6ewqOg6ADbvbiwU1AGEJdre62JSzaWpXc7FI12fbfcTl/wUFKge7DrvbyCr2HHSzKUgo9nS7/D+kFLLHYm+nh60jy75Wl/9PpMJq7mVfo8v3g5SkG9vZd7D43U7ZNj17D9Fj28XtgN6OJL0d7t9V3W29dLcVPw8Anc3ddDYXfx8BtBxo42f/9r9sW72Tz/z+I8FcZxwQQpQC/w68DpgNZIC1wLeUUve4nP8O4Dc+Xd6ilPrpcXB1WE5o8UwIsQ9oGEGTPyilbs7/+8dwIsyuVUq5f8sdJV5Kbj4ibcWx9B0wdjx397oJG/tdX7mJq999xYSNHxAQEBAQ8FKiaU8zn7/+a+zfcmjcx77pMzfwrq+82dMupUQpxV0/fZCf/dv/FtlFyCe1om2D4T69FgpIZFClUV8BTSgoDxt860dvZ/a8wnprlmXz+MNbeOTBTXS0J7BRbG/swJZD3sJ8UjP2RRM5/1F8jmaB0hXKEP4Cmgk10Rgfe92lhAydWDjE0hmTWL+zkc//6j72NA0sBsjQoDSMg1B+Gfykf5yRsP2jvgQ49c8kLJlUx9JJ9WRNi/JohGe3HuBAe1dxg9GoQcNFlfXnOHS3hRKOGHm0Y406a2Tf7ez7T0thpFV/HTVhKUKZ4k+83z70uN/N0YSL2KbAtEDm4w8yWURH8QKHzBzthxFwPFh+2dKJdiEg4KThuzt+5ymcncyo/tTKL+2SKI6ffrtbRtEn4LVjxs821n363YOB/WAuNvzbSY+J1/A27z5tj51USvX56tFOereT0tsX5WWToGxvG9Jjx5YNwtZQKKeubpFNjNgmvDYuAcL0tmk+Nj3rY0srT5uRtNHc6tgqhd6bda9xqxT0JBEumyKVUtgdnc470wTw+J+fpX5GLf/yjbdNyPinCkKISuBJYCmwGfgZUAJcD9wthPiIUur7Hs3/Cax3Of782Ht6dJzQ4hmwG0e5PFoaAYQQ84GvAL9xUzsDTj7SqSx3/uT+CRn7oz/7F65975UTMnZAQMBJwimyOyng1KD1UDsfv/RW2g677LQ8jmia4G1ffCNv/n83Ftl6Onq5/zePce8vH+LwzibkUDFqMH71cTNZKPWeXgvLdgS0kgh4pAyZNbeez3zltcyaW19w/Jknt/O9b9xLR/vADls7oiMjxaqUryil8sKTR2SawHnBtlGe5wDMrKvkB7e8hob6gVSVf3r0Bf77tscKfSEfYTbStam88OUbXWbl0zd6CWgWzIyWcWh3B3u2O7tppe7ep99ndlQCmY+Ip/JpEfVcfvHCGhhzzHaf9o3vE12mNBBZRaRXDqmj5iyaFKFUf325oZfn+3kJgdKFs6AiJSKZRaQyiPz/V0pKSKWLminbBus4ht8FDMv1H7hqYh0I5jsBJwn7kod5tn39RLsxIZw4wlkfYymcufc5IFiNUDjrF49chDMf24APfjYvPLIrHAebl+AG3sIZgO0hgDntvG3SQ3BzbD67qKTHcQXYjq1IHFNO1Jm3DU+b1m8rHk/42DTL445LhWZ62GyF7tFOWBLdUp42zZLufZqW887jgspkJnyud/sP7+NNn76B8pqyiXHg1JjrfBFHOPs78EalnFzBQog6YDXwTSHEvUqpnS5tb1dK/Xa8HD0aTmjxTCk12lCe04AI8E4hxDs9ztmZT7tzg1Lq9lGOE/ASIJvJ8bY5HySTHP+drP/+v//Ky2++dNzHDQgICAgIeKny/Q/8YlyEs2iJU1+senIll73pIq75l5dTP6O26Lxn73yer77le2OT2jmbQ8VjCJ9c+sKyoTsFIZ1wRZzp8yah6xrTZtRw9Q0rWLaioSj14yMPbOJrX7p90OKL894lQ+7jDCfI6DmwdPeoMhgQ0JSpkCHQwzqWlBi6xvLZU3jDxctZNLWOOx/bxNMv7qE3mUXp0JQsTrHimQox76eP1uOIfD7CW5+A5jgMIUMnZ9uURyMsLK9h064mmhMDqV1815mOJnrMw8/+++LRh2ZCeEj9sn4XRrKONiR6bFiUs1jSFz2GUkS7igUx4ZUttS9A0csXN1t+i7nSBSproXf0Fu88zplDWzlNPRZaAsaH+Stmc841Z060GwEBJwX3Nj050S5MCOqEWhQ+HgLfyEUpP/wEvtHajm48F5vHrhknQszP5tUfeFRO9X2Ojm48D7HR1+YhUkpvm5MRwEtwG53Nr0atsLxtmo9NN/1s3vJmX/1aN5uWsTxtpL3XXmXKPa3seGJmTe779SO84ZOvnmhXTmb6dqve2iecASilWoUQ3wJ+ALwf+MREODdSTmjx7BjYB/zKw3YtMBn4C9CTPzfgBCWbyfHGKe8l2T3+X9Cfu+2jXPr6C8d93ICAgJOPUyUvdsDJT9Oe5nFJo7zk/AV845EvEo74pFgEnrtnHV+88RvIkdRa80nNCEBvAlVe5l37DOdFsyQW4hu/fQ+zF00tsKWSWR65cz2P3LmetpYelIDmVLZ4IUETnqkZ6UvN6OGDlo+CsiPelyFwRJXl06fw40++DsPQ0TWBbUu+/cfHuPUHdxf4ZIcBfWSLNE4KyUEDDvXTdjb7Kp+PWwC6hKvnLiCXsUjnTHK2zQs7GosWgXxrrPmJWMrfXiCg4dQw61/gUI4Q6fnJjOXaXV9fUmGkIZQaFFHmrFINCGYMOj6a35jB0WVKIXI2espEZK38dStUJosY8uAqpXx2HPussJ0i23Qnimnzp/ClOz6Nrk9cDRAI5jsBJw8bundMtAsTyEs76gyOzy+Kr/B0HMYba1TBv40mys2LsbX5RaT5t/OJVut/DXCxKx+bV0QaIHxC9D03LR2LzWf/kfAJ9PKzaab3kytMjwH70nS7mpTnBqrxZv2jmyZMPDtF5jqT83/3uNj6jnkFRJ0hhPgoEAUOA48qpca/1sMgTknxTCm1HniPm00I8RjOTf6sUurUS1B9EpHNZLmh6h2Y2fEPCdZDeiCcBQQEBAQEDOGB/3nMeXE6jiw5fwFfvuPTRcKZUor1j27inl88xP4th7ByFo17mkcmnAEql0P4iWeWDd29qNIShEcx6rlLpvHJb76JhgWTC44/fOd6fvjlO0gPipaXUQMVLRYB/T5FgfPCK8PeL+66CSjliF4uIpymCa4+bzH//rYrSGdMehK9hEM6P/jLkzy0unBRUAlQel9Y1NEvmvUJdG710Pr9sJwC7sqgON2igkl6nN6uNA8+v6PvkHcqx1Gu5wnyCys+fgoFWgqMzJCXYp8sQKPFM+Irb4x2qsK0jPnjnjuZvQYSvtomUhcISxLqyqDl59v9l25aRcIZ4FvjQghtoH1/21NjhWGiiMQjvPwtF/Ou/3rzxKUvCgg4CUlbYxDNHhAwxoxWeDp6+wh8GbOeBvV5XKYMo7zm46GmjrKd7x0/Dr54jvcSCk1N9RanDw8YU9qAKcBsYMsQ25z830UebT8y5L9tIcQvgY8qpSbkx/WUFM8CTn5s2+Z1de+eEOEMYPr8KRMybkBAwEmIX76LsR4nIOA407S3+bj1PfeMWVx/y1W8/G2XFglnh3Y08uU3fJs9G/Yf8zjKNFFS+qZmxLahuwdlGIQrS5i/Yg66rjFlZg1XveEcFp9ZnJrxvr89z3dv/UfhWIAKu0/XXYWJQWimQob8xSzdyotThqJhVg3VVSVEwwZLZk3mmgsXs2lrIx/5jz+zeUcTANIAO1J83arvkMtYfqkZwRnf9osIw4mUUzmoryjhsiVzMC1JZUmU9dsOs3HfkSED+vflhZAM1PFySxGpQNkMCGhDtJ1QwknPWNxw5L740rfxGxC2wkgr9MxAFJ9QFNcpO4boMjQ1sNNZKvSMhZ6xQDq/TVrORjMHal70RZ1he8zB/fzoE6WDSLPjwqzTZnD1e66gp60XpRSTGuq45PXnU1pZMtGuOYzHfCeY6wSMEzEjSqfZM9FuBAQUIEQ++mdUYfhHYx+BL2PSy5A+xfH4mh/lNY9tBs9jaud7x8UoBbRB89GjHm8EG+yON/Hy+MQMPL5rO4uEEGvdzWrlcfbgLuC9wBeFEDcppWwAIUQN8PH8OREhREwp1adk7gU+BDwAHAIqgIuArwLvA8qBNx9nv10JxLOAk5JPXvEfE1LjrI+bP/+6CRs7ICAgICDgVCAcC/Pp332YqkkVVNZXMG3eZNdUiQe3H+ZjF3+e7rZel15Gh0wm0UpLfVMzAkTDOl/7vw+y6Kw5Bcd7u1I89OdVPPTXNbQ1diKFoFe6iHF+qRkVYEvQveue6WmJHdMGVhPcxC3gVReexmc/cBVafqzO7iSf+uo/2LJrQJhSgB0axUuvzP/joTUKnCg4O4TvWs6USJxoUuef9210utXd0zn6ZMnxpT/1oo8mKpQj4hk50DOOqAfgWX/+eK0RCNCTinBCFZduGyqcHYUrftFlSnOEOT1lYvTmCs+xZIFw1o+U3trX0HIhto3KZFGmOX4LCqcYFbVlvPJdl3PTZ2+kZKIWiwICTjHOqFxEY7plot2YIMZOYDle+Kz7H5c+j8d4Y42v//2TpNHmvh47mxDetoF2FNmFUCgvm9aXutGlXw1nHutqU56pG5WmELaXzTvNouofb4TtdJ92BpAbuU2GBHrO/alQIR2Rc3FGCAgbkCveRCWEQITDqJzHgOPIWVcun2gXXvIIIfYBDSNo8gel1M35f78VeAXwemCxEOJhIA68GugFUvn/7n+IlFKPA48P6i8F/EUIsQp4EbhJCPF1pdSLo7ui0ROIZ0NQSr1son0IODY6W7rY+MTWCRs/HAtzyevPn7DxAwICTi4E45MX+6X9ihtwsjC5oX5M+glFQtz6l09w7jUrimzJnhSP/PEp9m48gJk1WXXX2jEVzgCQEplIoMXjCI8aQTMXTeWTP3kX88+YVXD8ob88xw8/82ey6YEXRxWNQNSnAJkLAtByEhnzVns0CSIlsSOaa2rEqfUVvPFVK7nmZUtYtWY33T1phIDf3/U8ew+1F5yrNLyFvGH8FHa+vcdah1BODTalOaLYYAFrQW0N7Y29dPYM1K9V+KR69HFRyEFRcl72vvAptzWSnBNhNvjwsGVAxgBhKYyM6l8wEdIR8IrIL5qMyA3hbDke/DsjLImekQiZP2jahFIuiyCWRyF5v9+s/P8vSilUKoXKTvwCysnEvDNn8aZP30BXSw/SltTNqOGcq88kHA1PtGvDMh7znWCuc3IihJgP3AhcBcwHJgGdwCrgu0qpR8fbp6snX8w9TU+M97ATzvGJ/DleHI8f7mOJ6ipmQNAqbjtam58//gKaytcNG3ocBH4292fCCW5XSA+BzOs5EgI0oZBe4wk8fXGc8bIpT5vysJG3udY3E6BQCNeivt42pYOy3O+aMkCZ7jZpDGRAGGq3Q84c1t3mCGRuT4od1tFzlqtNRg20nO3+hEUj4NFOxOMTLp5FYmGufPulEzL2OK/tbDvGCLPdwEjSJDb2/YtS6ogQ4mzgc8B1wAdwfpfvAr6MU/esWyk17MOglDoohLgHeAtwCY6QNq4E4lnAScdvP/enCR3/m498Ac0vlVNAQEBAQMApypVvv5Q/fOVvx9TH6Rcv5j1fv5kl5y0oOJ5NZ/nlp//Afb9+ZHyiz/MCGrpOKB5jwTnz0A2DSTNruOrmi1h20cKiyLT7//Qs3/3EHwuOKYBwcU0zx6gG/rpEjWmmRIa9o8/AeUEzMhIl4NLLFjFjRg3hsMHC2fXMmV7LbX9bzevf+lOS+c/MDoEMu0XBeQ7hiDp9vrpFt9k4iwg+bx6OyKa4bP4cFk+qoyeVQWiCu1ZvJZEpfK9Sw6R59KQvG6BHWwHQJ/QBehaENfCSq7ksWPilejxWhK0I9yr0wZfv9cKtBv6MdNmuP2WPJQn3Wui5QVuXpUJYLosjUiGU+2JLUXSZUpDJorJZkBKl65BOo14iReNPBuqm13Dtv1zJjR+7llhJdKLdCQgYb74MvBGnrso9QAewELgeuF4I8RGl1PfH06GZJVO4uHYlT7a5Zsw6qXEEmJd29JnIq0TDC0wj6DP/163PQjHo6McrTLPo1qe7bfhxRhHxhfd9Ha3NEcG8I8y8UkxqmkLaXu2UZ203TZNIj1zhTp/u7dBUPj5miE0AugLLQzwzFMISxUJZfk4sLBcRTThCmG653AkBKgTCdLd5ttMEMuTUwy2y6QLbw6YM4YhrZvEdVIaGDGlopku4W8hAGTrCKo5ME9GIk6bbmpgSOwCv/dirKKsqnbDxTxSUUlccY/tWnPplHxl8XAhxGc7jtGYE3bXm/05IrvFAPAs46Vj74IYJG/vTv/sQi89dMPyJAQEBASPhhNnBGRDgz7R5Uzj76jNZc+8LR93mrKvOYOrcSVTWVXDRa89l9tKZReekkxk+e/VX2PTUtrF096jQBXzhj//KudcWbuxLdqd46I9P8eDvnqB5fysKQRIXkUwI8Nh0IxRg2hByD7MSgJGysOKGr4AG8O63XsTbbrqg/7/37GvlAx/7HW3tif5jCpDGyBeQHOHLecn2smM5AygD13WJKDpVWoRnV+/hWfYAYBs4H/BQhkut6OMndj5qzUtAU2Ak8sLZIEEKrzbHst42ZCVC2GpQOh5FuCdf723IMF5Deroi+hZuBo+tBsYTICxFpCtXnPZRekWXKe8xBz3PKp1B9Sb6+3H6zKImcNHkRGfeitm89+s309XcjW1JaqZVs/zSJeiGVzjmCUQw3wkYHfcBX1dKFUwuhBCXAg8C3xBC/EUp1TSeTn1o/lvoNhNs6N4+nsNOOAPC1IkgoBX9Oo4BIxeR/BiNMOV3DwaEPPfIM3z61FBIF2FqeBuuIpkQYCCxXHZF9e3FchPQhABdk9guebOdabXKTzvcbBLp1k7DiaBzEclEPlLMVUDTQOkSYbtMTnWQSqK52Qzn2txSOyrdKS2ruWRFVIYzpXKzyZAzd3Wz2ZG8zWX6ZUcFQirXdlZcRyRsNHvID7QQ2KUR6M2iWbLIRnkJqjuBsOUQk0CvrsLu6AAXce14c+XbL+XtX3rjuI9bQDDXeW/+7x9G0Obc/N89Y+zLURGIZwEnFV1t3TQfaB3+xOPAl+74d85/1VkTMnZAQEBAQMCJwkd+/F4+fP5n6TjSNey5F77mbD7/l0+gu6RGbD3Uzp4N+zGzJnf//MEJEc6qp1Txqd9+kJVD8uY/8bfn+Pb7f066dyDThYjFEHGPCDMftKyFDOme0WdCgZG0kGENGdYLUisKAeeeNYfXveYsJteW8affPUNXVxJLKR54chs9icJMHL6pGT3qKPT7aYGtu/sIgwQ2G4QhWD5/CqGQTkk0gp5RPL5mF+0MvNErcFZbPK7bk776aj7iWJGApgYUNyMp0IcGRAnv/nwZJspNAUiFZkIopYrHHXTuMZOvoaGUwshIjLQcWAhRCmEOJE7qH08pkEe/1KdsG7K5ge31qbQjnA0+RynnvIARM3l2Pa963yu4/oNXBdFlAQGDUEr91uP440KIx4ArgQuAYwt9HyERPcytp93CPw49xL1HnqQj111gj2lRZsQn0Zxtp9ss/K4s0WNMjdXTlGklYaUKbOVGCZOitTSmW0ja6QJbhVFGfbSaQ+lm0nbhb3xVqJzaSBUHUk1kZWFEd024kupwBftTjeRk4Y9RbbiKqnA5+5KHMVXhyvukSA3loRL2JA9jq4HvdiFgSrSOEj3O7sQh5JBJxLRoPTEjyu7EwUF1qBxmxicT1kLsThwqsjXEp2IIjd3JQwxldsk0APYmDxfZ5pRMRyrJvlRjwXFNCGaXTMeUNvtThdqqQDC3dDoZO8ehdHORbV7pdJJ2hsZ066DjYKAxp3QGPVaSpsxACmxHKNKYUzqdrlyS5mxHQZ8hoTOndBoduR5as10F7aIiREPJFFqzPbQPeo6EgLgWZmbJFI6kO+k0ewtspXqU6fFJNKXb6TKTBbYyPca0eB2HU+30DHrGBFBplDAlXsOBVCsJK1PQrjZcSn2kin3JVlJ2tsA2KVpKbbiK3YkWMnauwDYlWkFNuJydvUfISqvANjNWTkW4nO09R8jJwudoRryailCcrd1NWGrgOdI0mFVaRVyPs6WrCXtQnkchYF5FDTEtwubOI8hBz5HQYFFFDYYIs7njSMETpmmwsLIOTels6hhyzzVYUl2PkoIt7UPqGeqwtLYey5Jsa28rbGfA0kl15LKSHe2FKdFFWLC0ZhKpdI497Z2DDKCFBafV1pNMZdnX3lVg02OC0+om0d2T5mB7d6EtrrG4vp6uzhSNHT2DbAK9XGdRbS3tbUlaOnoLbKGqEPPra2g70ktbR6LQVhdjXn0VLQe76OwceI7QBLGpFTTUlnFkTxs9XYO+qzSNsln1TKst5fD2RhKDbELXqVk4i/rqCAc27CPZXfgdVz25kvqGOvZvOVjwLgVQO62a2mnV7Nt8sCjTyKSGWqomVbFnwz5ymcLvsRkLp3LDR67lVe+7ctia1QHHjhBCA+JKqcSQ4+8BbgLWM0Q8E0JcrJR6csgxAXwaOB9ow9ksM+4E4lnASUNPZy9vnf3BCVHxv/7Qray4/PTxHzggIOCUQAyzaB0QcCIxqaGObz3+JT5/3Vc5tMN7E/gVN1/Mx39xS5Fw9uJjm/nbd+/iubvWIuX4/uhPXzAVI6RTN7OWq97+Mi684RyMUOF0+rG/PMvX3vaj/E7ZQXjVNFPKXyCyJORsCPsIaICek2g5yc3vvYQ58ycTCunMbqgl0ZPmFz9+hHVr9vafb4c1ZMQlSsXnXVJI8ttgPcQx5dRTkGE1sK3ZxdcQgkvmzKK9OUFXOkmbkBzs7Ck6zxG3PBzyue0CnKLvOp7ilRPR54hWRmZgh67UcI9qG8PoskI/FEZCEcoMe2r/Cd7RZcO3V1IR6bHQzSEfoPTYd+83niYGboNlQTLlCGf9Y0lIpYvb9T3vAb7MWd7AR378Xrpae7BNm+opVSw6d57rRoKTiWC+E3Ac6FtBnZBw15Bm8IaZr+TG6VeytnMzTelWJJLaSBXnVJ9OVI9gSovnOzZzJNOKAuoj1ZxdvZSIHiYnTdZ0bKI5L8JMjtZwdvVSQlqIrJ1jdcdGWrMdCARTYnWsrDqNkGaQtrOsbt9Ae64LDY1p8XpWVC1BFzopK81zHRvpyHVjCI3pscmcUbUYXWgkrBSr2zfQafZiCJ2G+BSWVS5EExo9ZoLV7RvpMnsJaQazS6ZzesV8hBB05XpY3bGJHjNBWAsxr3Qmi8vnIISgPdvN8x2b6LGSRLQwC8oaWFg2CyEELZkO1nZuIWGliGhhFpfPYX6Zk2HgSKaNFzq3kbBSxPQIp5XPZXbpdAAa0y2s79xO0k4T16OcXjGfmSVTADiYOsKGrh2k7AxxPcoZlYuYFndq7u5LNrKpeydpO0uJHmNF1WImx2oB2J04yObuPWTsHGVGnJXVi6mPVqOUYmfiANt69pGxc5SHSjiregm1kUqUUmzt2cvOxAGytklFqISza5ZSHS5HKcWm7t3sTh4iJy0qQqWcW72UynApUkle7NrF3mQjprSoDpdzbs1plIdKsJXkhc7tHEg1Y0mb6kg559cspcSIYUub5zu3czDVgq1s6iKVnF+zlJgRwZI2qzu2cjjVhkRSH6ni/NrTiOphTGmxqn0rTel2FIrJ0WrOr1lCWA+RtU2ebdvCkUwnApgaq+Hc2sWENYOMnePpti20ZLoQCKbHazmvZhGGppOysjzVuoXWbDe60JgZr+ecmvkYmk7CzPBk6xbass5zNKe0nrNr5uWfozRPNG+lPes8R/PKJnFWzRw0odGZS/J483Y6c85ztLB8MiurZ+Wfo4RjyyaJ6CGWVk5jedUMhBA0p3t4/MhOunNpokaI5VXTOb1qKkIIGlPdPHFkF925DDEjxFk1M1hS5TwrBxKdPHVkLz25DHEjzLn1M1lY6Twre3o6eLppH71mltJQmAsmNzCvwnlWdnS28WzTAZJmjrJwhIumNjC7ohqAre2trGk6RMLMURGJcsn0BmaUVwKwqaWZtY2NpEyTymiUS2fNZmpZGUopNjQ1s76xibRlUhWLcdnc2dSXlqKU4oVDTWw6fISsZVNdEuNlC+ZQUxJHKcXzew+zrbGFrGVTUxrnssVzqCyJIaXi+Z0H2dnURs6yqSsv4ZKlcyiPR7GlZM2WA+w93IFl29RVlnLRmXMojUWwbMma9fs40NiBbSvqa8u48Kw5xKJhLMtm9XN7ONzYiZKK+knlnH/+PCKRELmcxZond3DkkCMCTppWyTmXLCQcNshlTJ57aBMthzoQQjBlVi1nXbaEUNggk8qy6s7naT3YjqZrTJs/hbNfeQa6oZPqTbPqzudpO9yBETKYsWgqK65chq7rJLuTPHvnWjqaOjFCBrOWzuCMy5eiaRo9Hb2sunMtnc3dhCIGc5fPYtmlS14yotkpMteJA81CiAeBXfljFwPn4NRSu0EpNXTb4BNCiB046RwPAxXAhcBSIAW8RSlV/NI4DoiiF/uAMUMIsXbFihUr1q499fJcjzddrV28ueEWzMz4z4m/dv/ninacBwQEnLqsXLmSdevWrTvG4qyA8ztSUjVtxbIrPzYWrvmy4cHvkOw8PCZ+B5xajHa+Y5kWT9++hjt/cj/bnttJNp2jrLqUC19zDtd/4Crmr5hT1ObP3/gnv/j334+V6yPig99/F6/516sLjuWyJk/+dRX3//ZRmnYfQdqS9pZEsXAGaDXVnn2reBTCYW87IEvCA+kbXYQpTRN85JNXc831K/qPvbhuP5/71G1kBu2+VIBVYriKYFIHO+qdE9GzHtpgX/M1F4aKX7qAadFSWo709IsuCrDDePrilQZSCZBhPNUiRX58D1eFpQglKCjY3d8Gij5bvzSPUniPMzCgM4KWAyOjClLmCJe0jJ74iVkActA1SYWRluhZu6AmXVEayCFRZ4X9qeJ6FUqBLR2bVJAzoaunSBBT6Qy4RJgp2w4iz3zojy77wCuIlcYm2h1PxnKuA+M33wnmOqcWQogGYDtOsrXpSqnOYZoM11+wvhMQEBBwChGs7YwOIUQI+ClwETA9f3g38Ffg20Mj0vJtvoEjrs0HqnHyiRwAHsq3mZCUjRBEngWcBLQ3d/Dm6bcg7fGX75dcsCAQzgICAo4vivGJqA320gSMM0bI4NLXn8+lrz8fyOf999kReN+vH5kQ4cwIG3zgu+/kuve/ouD4uoc38rWbv0dn86B0KZqGZrhMr4dTRrI5RzzziSzTkjkIaciwUVADLRYL8/KrT+f6G1bS1Zrge1/6J10dCSwpWbvxMKZZKFQoXXhHj/VNpTz80ExQunL68EkjqZtQEYnylqtXIqWitCTCE8/uZO3mgy4X5t2XF0IxkJ7RzQ5OakblnKxZ+RoP+e9TzXS5JYKRpYcc5Eu/buQVYWYqIr2FtSQGf+Ue9bB9H9UwdiNtE0rYRed5CXV+/fX5KpSCTA6RzvULakoA6UyxcCalq3AWUMiMRdP45K9vIdGVwsxaVE2uZOHZc9E8aiCe9IzHfCeY65wyCCEiOCmhIsCnRiKcCSG81LFFY+FbQEBAQMApyimytpOPKnv3CNt88ji5c8wE4lnACU1Xe8+ECWcAyy49bULGDQgICAgIONkYLJzZls2qu9Zy188eYPua3eTSOXJZj4JQY0ysLIpAUDu9mivfeilXvetyquorCs55/oEX+fx1X8UaIkwJr5RqyhEUhMeiuLAlKpuFSMRXQMOUGFaOj375tSxYNh3d0KifVMHWFw/wlY//Hwf3DtRZkBEDFR7ZVF8oEHZeHHOzA3pGYUcZOGeoGqMUVZEotSLCr375hOOLATJUfO2q75CbejTMS59mOYXR/VIi6ul8WkY50KX0iEhTvvkOfcYhrx1pfT47Yp2w+myKcLowyq2g8TEibIWekU4UGAJhS4yMy2DSY0i/z1kIlBAI20Z0JxH5573/48iZ7ikYZeG8XCkFUjqiWpD1hLoZNVz73it5zYdeSUlFyUS7ExDwkkAIsQ9oGEGTPyilbvboSwd+h5Pu6Tbgm8fsYEBAQEBAQMApSSCeBZywKKV4z+KPTphwBvD6T1w3YWMHBAScOrguugYEnKQc2tHIra/+Oge3Nw5/8hhz1Tsu4xO/uqVAyFNKsfHJrdz764c5vPMIlmmxZ/2+IuEM8M+ln81BLOptT2cdVcKrNhoQCut84iuv42XXLOs/9vTDW/ivT96GPWg+pAAVGl1tJM1U2H6RZTgCmtIV0hAFqRXnTqkm1ZKiozXJAVL9vkif9IteCJkXXTw+U6HyAppBsSKkFEYajOzQRgyIXEcdfsWwQp5QTj0xIwtGSqFbg5ppw/Q9ChSg2YpQwkbLDapXpmS/SFbYwDnHVQMcqoHaEpE1EVnLEbx0DZHNIUy7/5w+URDLP116v2h2CkehTWqo41P/80GyqRy5jElFXTmLz52PbpzctctGSzDfOaXZDWRGcL7rJCEvnP0eeD3wZ+BmNcJaJV5prvIRaSvcbAEBAQEBAUdDMNc58QjEs4ATlod+/wTdbb0TNv68M2dTXl02YeMHBAQEBAScbDTtbeZjl9xKV0v38CePMVe94zI++rN/KRDA9m0+yFdv/h57Xtx/1P14pZ9UmUy/MOZmFwCZLMo0nRSO4VC/cFRdV8YrX3sWV96wgl0vHuBL//JrOlp6sJVi94FOpBzyFqYJb9HJVr5pEjUblKmQIW/FRwDChoXTa3jdy8+kN5EhZGj86Z51dHQkC69bw1cA83p/7BtDGXgLeRK0rHJSRWYVuokT5afjmpqyX6xzc8ev8JjytwulCPeqfrGu4NSxEs6kcmqX5UeIdNv9aRgH++k3nOflCRBSOSkZU7nC8zImwrKLL99lLVpZFipngnRqqCnbLopCO1WoqC3j6ndfwY0fe1VR5GpAQEAxSqkrjrUPIYQB/BFHOPsj8Dal1Kmr3gcEBAQEBAQcM4F4FnDC8j9fuG3iBhfwlbs+PXHjBwQEnFoEaa4CTlKklKx94EW2PbeLTCrLU39/blyFM93QufCGc7j+A1ex7JIlBaLW3o37+filt5LoSh11f75126REpdNo8bjvecKWiEyWT3/7JpZfvBBd1ygpi/LcQ5v5txu/R0dLz8B40TBEwi6dDCN8mQoV9j5HyzkCmwx5iHC2Ymp5KY3b2vjWxvucQyGBchPcfMo3DVdjTdigNOVdF00qwsmBSC/I61webzi+kW7DCHnKBnRnBC0HRtpJz1hwDgORWYDvtR8VSqGZyhmrL8Is/3tQpAOq/8/eeYfJdZX3/3Punb6zvfdV78WSu2VbtjE2tjHYBoMpAULvJYQEUggQfgklJBAINUAIHQLuvfcmyZKs3lZbtb1Pvfee3x93tszOnVlptbuzK53P8/hZe75zyswcz5x7vvd93wwvwAnDQovGEZZEagIRN9FCsUlmnEQkosZS0z2OP1PGDaxQKKnOmdT1s8Y4yyvO5a9/9hEsSxILx8grzmXtpavweN3ZntrCQ+13FNNECOHBjjR7A/AL4D1SyrPjS0ihUCgUCwe111lwKPNMsSAJDYXpaOzK2vj//uRXKKosytr4CoVCoVAsZKSU3P3Dh/jDN++k/WjHnI69aF0d//Tnv0bXdfJL8/AF7Giw3hN9PPg/T9ByoI143ODFe7afknEG2GZBurpnAOEIlgQR8Kd9isfr4jP//g4uu3E8M9Tjd2zn65/6JRMzT0mwo9OcmOKiTI+bGOmMMRKpGeN2CkfLJSmryicnx4vX66Y8P8i2Z4/Q3T7BxCO9YZUJIQFLOkaJjc5Di4N0STuCTSYMq0RtMVd4vJ7Z2FwyRLplRJIxIs+u8SXxDks0M7nZqLM0nWHTz0fiHh6vXzbxE003zEmVbTNM9OEY2oS0o9KyTbLU6DJS1pKdrtEEK1H/LBbDGk6ONgSSjLQzFW/Ay1Vv28JbP38TlYvKsz0dheKsRQjhBf4EXAf8N/CB+WacvdrXyv81badxuAdLSir8edxYu4ELSxaxu7+NPzXtoGmkF6SkMlDAG2s3cl5xPdt7m7i9+RVaRvpACGoCBdxUdw7nFNbyYk8jdzS9Qnt4AISgPqeIW+o2saagime7jnBXyy5OhAfQhcaiYAlvqt/EivwKnuo4xN0tu+mMDOISOktyS3lT/SaW5Jby+ImD3Nu6m67IMG5NZ3leOW9u2ExtTiGPtu/n/tY99ERH8Gg6qwoqeXP9Zir8eTzYtpeH2vbRGxvBp7tZnV/Jmxs2U+rL5d6WV3mkfT8DsRA+3c36whre1LCJAk+Au1t28Xj7QQbjYXy6m3OK63hz/SYCLg93Ne/iyY5DDMUjBFweNhfXc0v9Jjyazh3NO3m68zDD8Sg5Lg8XlC7i5rpzEELwp+M7eL7rGCEjSo7by8WlS3hj3UYMafJ/x3fwcncjISNG0O3j0vKl3Fi7gbAZ5w+N29nR00zYiJHn8bO1Yhk31K5nMBbmD43beaW3hagZJ9/j56rKlVxXs5ae6DC/P7adV/vbiJgGhZ4AV1et5HU1a2gPD/D7Y9vZ13+CmGVQ5M3hmurVvLZqJc0jffyucTsHBjqIWyYl3iDX1a7hqsoVHB3q5vfHtnNoqAvTsij1Bbmhdh1bK5ZxYKCDPzTu4MhQN6aUlPtyeUPdOraUL2ZP3wn+0LiD48O9WFJSGcjjpvoNXFjawI7eFv7v2E6aRvqQEmpy8rm5YQPnl9TxQncTfzq2k5bQAAKoyynkTYs2cE5xDc91NvKnxt20hwYRQtAQLOTWxRtZW1DBUx3HuL3xVU6EhtCFYHFeMW9dcg4rC8p4tPUwdzbupTM8jEvTWJZfwm1LN7Ikv5iHmg9xd+M+uiIjuDWdlQWlvG35RmqDBdx//CD3Hj9AbySER9dZU1TObcs3UBnI457G/dx//CC9kTA+3cX6kgretmIDJf4c7jqynwcbD9EXDeN3udlUVsVbV64n3+vj9oP7ePT4EfqjEQIuN+dWVvPWVevxu9z8ef9enjh+jMFYlIDbzQVVtdy6Zi1uTeOPe/byTNNxhqMxgl4PF9XW8qY1a5FS8sdde3i+qZmRWIxcr5dLGuq5Zd1q4obJH3a8ystNrYzEYuT5fFy2tIE3rl/FSDTOH17azY6mNiLxOHl+H1tXLOaGDSsZDEX4w/O72dXUTjRuUBDwc+XaJVy7cQU9gyP88end7G3qIGoYFAYDvGbjUq4+Zzkneob40+O7ONjUScwwKcoLcPV5y7li8zKa2/u44+FdHGnqxjBMigpyuPqSlVx67hIam3q4+95XaGzqwTQtSoqDXHXFai46fwlHDp7g3jt20NLUg2VZlJTl8Zpr17H5giUc3NXMA398idbjPSAlpZUFvOamzWy4cDF7XzjCA796mo7jPUgpqagv4eq3XcK6i5fxymN7eOgXj9tnuAKqFldw7XuvZNWFy9j+0C4e/uWTdDZ1o+kaNcsqed37rmLppsW8dN8OHv31U3S39qK7dGpXVHHd+1/D4vX1PHvnyzz226fpbe/D5XbRsKaW6z/wGmpWVPHs7S/x+O+fpa+jH7fHxeL1DVz/waupW1md7Z8CxQJFnGL6Z8UpIITYtmnTpk3btm3L9lTOOHY9vZe/uuyLWRn7P1/4f6w8b1lWxlYoFPOfzZs3s3379u3p6iWcCkKIbTkF1Zs2XPWpGZhZZnY+8h+M9LfOyLwVZxenut+RUvKfH/tv7vr+A7M8s1TqV9fwrw/8PSXVxWOPDfYO8V+f/BmP/+5ZTOP0D/yF25259hmApiF8XoTPC8IOTyqvLeKa2y7mipvP5dWnD/Do756lp70fC2jtHEnxw6SmQW7AsXsJWDnetKYU2HXITJ9uOz7pTCMp2bS2luV1pQwPRYiZJk++eIRoLLnWlaWD5XUOs7J0sDzpQ7AsDSw3maPlTIkek+ix8ToBlg5ST21juZwfHx1LZvA2pUi0TbwfwhiNLrMHdYdT6xSM1TVz6i9DvbOJpttohJkekWimHH0I3XTIFimlc5dSjkfyTcS07FSdIvE+DoTHouzG+jFMZ8PVsiAWT3QvIRJBRqO24QlItws5mL0U6nOJx+fmo9/+S7wBL9FQlNyiIJtes46c/JxsTy0rzOReB+Zuv6P2OmcmQoifAe8GuoH/wjkO93Ep5eOnOc4pn+80jfTyt9v+xM6+Fkfdo+nELOe9x3zS3JpOPJ0mdOJO2TEl6ELDcPAxBdPXNCEwHX6zNAQIsBw0HWHvjZh8Qwi4hIYlUzWwNVOmKlKOvifOHq0rzfwlGd4v0r/PUoJHczl/PnJ67WzN+TOfsp2YnuYWLud1JBPvi9P7mUmzwIWOMVmTIKRAR3PUtCk0TTqsMQm6FAhTpK4xCW4pwHRYfxLclkCaMnWrJcFjaVhxh9WX0My403si8ZkaZszpPZH4TB0z6vA+WxK/ITAjDjVrLYk/Lp0108IbMzDC8dSpGAbuSIR4eHKhYVvTzRjxcCy1T8DtdRGPOtfPdXlcGLGZ1c573Tl87ucfpaD05NNpq7MdBajIM8UCpPlgK5+76stzPq7QBN/f/nWWrG+Y87EVCsXZjSoqqziT+L9/v3vOjbOiykKue99VvOkzNyQddvd1DvBXW79I8/7WGRtLmibCNcUW27KQoTB//d13c+ktF6BpGi63zjN3beMTl/0Tgz3D48/1+xB+X2ofmVIQAiJuIDOkjdMMCWETy6sh9VT3J+h24bMEu589yu5njwJgenWk28EpyjQXk8w11izAAMslHY08LS5xjyQbRhLGItFOJdxLWAnzLF39skQknB4Hd8i0a6iNjqfjPNbpRJtJ29DyDJpJ0WwTpzNVnTHH50uJiBpoEQPNsBKaRJhy7PckOd2jc78yYdRJy0IODYGZfEgjw5GM8zkTEEJwwQ2beOc/vpnlm5dkezpnPGq/o5gmixJ/S4B/zPC8x2d/KuM0Dnfzjqd+Sl8sfRR7OrNqvmnpjDPA0Qga/VlxMpDA/r2aruZknEHC/ErzHWI6CONzlKTbGDgaYIl2tplzCu0Sf9MZZ3af6d/LdMbZdNqdliYhlu4zn0JLZ7IiBXGnzzyTZgGWwMBZk5JUTZ6clrJeJAjD1iwsxMTPXIJm2KaZUwS/Fs+gxRgzZ09ek7giaTTLzspgSodsApbEPWJiTr6BCsCUuEfizpphoQ2FMRz+35JxAwYGiDtphoE1POz06YyRzjgD0hpgp6O9dN8OPrXlH/iPp79ySgbaTKP2OgsPZZ4pFhTtRzt435rPYJmZvoJnHqELvvvCvyrjTKFQKBSK0yAWjfPbr90+6+O4vW4+8I13kFuYS2FFAesvW4XL7cKyLHY+vofje1sw4gb3/uThGTXOALAsLMNA6HraCDSXx8WnvvdernrblrHHHvvD83z9fT8iJSuEU00zGIv+SVsvLG4i3a6M0WeaKdFCJpZmcc5Fi6msKcTrcREfjnHfn7YRnTAVCUjXqTtFgkTtsgxXHZppDyA1C80ELWaNRUdplkg5lppuakYB9mFLmkgxISXuYYk74QklHSBMNxXkpGbCsE0ssM0pz4hMexHtNGLaWQhhX41bEn0wOpaWcXQKwjq5i3VpmhCJQjQGUmL5feBknEkJ8dQ7kBc6b/mbN1JcWUhkJEqwMIfzrt1IRUNZtqelUCgyIKXcmu05TMaSFp948XcZjbMzlYWV3GpixdJTbTfx7+ww/l46ZQeYXrtMn8+U7eTMaoxpTpOBtMVqE8aZ42dnjbZz0BIRaRJJyu4yk2al14RJakT/yWgGqTc0jWrx9NrELAwpWjSNJiWusJleCxlpNW044rh/lFLC4KDj5yelxBpxSOk9D2g91M433vM9vnr3F7I9FcUCQplnigVD0/4W3rvm0xk3CbPF5376UZZvWjz3AysUCgVk5XtPoZgNnvrj8wx0DU79xNPA5db5+999motvPG/sMcuyuPO/HuDP37mHloPtszp+YkBkov6Z0LQx46W0pphr3305r3n7pex97gBfuO6rdDZ1Y1mS9tbBVONM0+z2Tkhp15VKU2NNSNDCMSy/J6OBhpRcsKEObTBK47NHMS3J4Zbe1DSReoYaaVPc06TFJaZGxnm4InZ9r4l9mW4BTi8v01mVhXOb0bmYifMWYRtZ7rC0o/CkfdaiSTFuOCXayPRZJzMzdigk0aMSV9iyx2LC1/opmnJJBzBSokVNtIiBMKV9ViRAi5vJr0HKcbM1Xb9SQihsG2cTCYcdjTN5htU0W7Sujnd/5a1J3xuKLKD2O4ozhGc6j3BkKHs12hWZSd7jnPzv8Hi7UzPcTu+rbboG3Wy0O5lc1DOppSGTqWil0eS45mScZdKEmUEba5c6x/F2zprjKkr06ahZdt1dR81MrwmT9Joh0dLtEeMmIp0WjaXdW8pYbF676C/eu4Om/a3Zq4E2f98aRRqUeaZYEDTuaeb96z6TtfHXXLIya2MrFAqFQnGmsOuJPbPa/+L19Xzk2+9hw+Vrxh4zDZN/fed3ePx3z87q2E5I0+QDX3s7N370WoQQuD0uXrh3Ox+/6Av0dw6MPU94PGieNBFmaRCAjMYhkN4pEpZEC0WRHhfSracYNRVFOQycGGD7EwfGHrO8bvu5TgOmw8K+gE5jjglAj0lMD47P0cMWrmjylaS0i56kjaxLh7ASRlA6ow/QYhJ32MI1oQSDhERqRoeXOs3zJzvlocQdMnFFxk2zaUezjaa1BETUxDUUTbobWCRSMDoejkzuyzDsemaWBI8bRsIQTTbOJkaXyYRZK03TroW2gLnwhk3Ur64lPBwhWGBHl625ZOXUtQoVCoXiJPl948vZnkJWmMfn5Q7MtSm1cBmPHkujZWqXVjwZzTl6LFNkWaZoQkGGqLMMJl46TVjpV0NGzZyepiUyEjrpGbVE3TQnTY+lvxlKy5BWkQypu2XMucbZfOLeHz3Eh7717mxPQ7FAUOaZYt4TGgrzoXP+Omvj5xQEqFxcnrXxFQrFWY48uVRbMzGOQjHbhIZntkbS+stXU1RZSGFZPpe9+SLWXLwCIQTRcJTOpm7iUYM7vnd/VowzIQTv/Ze3c8unbxg7lH/m9hf58pv/LSX9dNoaaXI8vZ/jwX7cAMMEVwYDTYKIGsiowQ1vv5D6peV4PC4O727h7t88nzycAOnSTt2wwq6hZnnSm11Cgh61b+3VYhZ6LGH0aBq4UkO7xqK9nOaR4fsqKU3k6FykTNResyfiGZFok+/qFWnGmorRThIRZlpcokdGI8xsceIxzrSO3KRExEw7ukyzj35cgzGHu5Xl2EtJi2FAKGJHLY42s6wU42ysPyntSLNYbMGbZsGCHN7yN2/kLZ97gzLK5iNzsd9Rex3FHHFgsCPbU1AoUpja6JpG1Nlca5mizk5CS2uSpWO6BmCmLVMGLVM2h4xahoQAo+nCnfvM8CKMDAOmyUAwerPVfOfo7qbsDKzOdhYkyjxTzHv+5e3fxjSy9+V78yevz9rYCoVCoVCcDkKIWuDzwGagHigEeoAjwE+BX0op56xwUU5eYMb62vqWi/n8rz6JNiGtYdP+Vu783v089IsnCA2FZ2ysUyEnP8Br37WV697/GjqOd/HPb/13Oho7MQ2To7uaUuu2CpExNaOMxREet6MsABkKQ8Cf0UDDsti8uZ7dD+7mqd88By6NwajDBfGEFJMpY5ly/NTFyRwzQGjSrovmZKBJiStkok+oKi4hfR21DObGaDqbtEadmehdgCtk4gpbYxeqlkuMRb9NbJmurMbYRNNNc3QapsQzaKCZya8PLWFoTcuYk+ihOFp4vBaFlNLZhHM6EZPSNrwsCUJDxg3EsEMNignG2Wi0mRytZ6brC9I4q1lexeIN9URGIgTyAmy6ah1X3LYFX8Cb7akpFIqzgJiZIWJDoVAsGObE6MgmGV/fdMMK5z/x6JlXt1cxeyjzTDGviUXjvHjfjqyN7wl4eNsXbs7a+AqFQgEs+M2pIqssAd4OvADcDvQCxcDrsM2zvxBCXC2lnJNTnnOv2cA9P3rotPu55t1X8MkfvD/JOHvwfx7nW+//QVZuuLnxI9fwri+/BbDNs/0vHOaLb/wabUdm4M7zaBQ87rTRZ0KCHAnbqfc8btDH3xNNE9RU5NFyoJ0dT+wfe1z6POBOvQzIZCCJhEEkHaLEYDwdoiUTUV8AlkRYdi2uifW+xidI5nps6eaS6DtTmkgtYuEesZINslHRyXSb4rVP/hYWpkQk7siVEjwhM/WAZTrRbKPf9xJcA1G0SXf9nlT0mpR2SsZoHDFq1nq9iFCqcWbfIZx4HbEYcmIEmhD23cMLzDjb+tZL+KuffFgZZQsRtd9RnCEU+4J0RYezPQ2FIokJ2Z/TkOFuobGdkJOeSTuZfk9hrzTHgePSKZ33KLMQcDc7442lSEgdTxPpI9MyLRhNc9wfCiFOZqFlncLy/OwNPs/fG0UqyjxTzGue+N0zqXdozyE/fuWbuBwOlxQKhUKhWCA8CxRKKZN+TIUQbuBBYCtwM/D7uZjMRa8/l9KaYrpaek66jdAE0pLkFuZw6S0X8voPX8PScxYlPefJPz7HN97zvZme7klx/ftfw0e+/R503Y782vnEHr7wuq8Si5zkHY2JtHiQJjopbiBjMYTHk95AA4jFkbE47/nb19Owuhqvz82Tt2/jvt88lzycEHaUmoOB5GQSTUSLWZi6SB+dBugxCzFiocXMMbPMcgmkJzUyTmYyzqzMhymaAZZ7PC2jFrPQ4nLsNWgONSNkhrlPea6TeL+0qIUrbNhpJxmNLsO535M94LEkWsRAjxhg2jXLcGkpxtlJISUMhxEJE3nsZUUjSR+utCwwDKRlr6mJxpmUckFc2PtzfZTXlxINxfDn+ti4dS03fOhqaldkqQC8QqFQJLi2ag37B05kexqKKTlF4+YMJpPfMa457EGn1KZrnE1DE5k1x3pnU2kaSHM0LXayLjWQ5oShJ2mYzrORegYt0c4JS7f3t46aK4PmFkmZEZI1DS1dCkavCxFOcz3j9aSteybc7nlf92zrWy7J9hQUCwjlCijmNS8/uDNrY//3nn+namll1sZXKBQKSEQZzMEZprpsPDORUjpeuUgp40KI27HNs2VzNR/dpfMXX3oL//be/zqp5+cWBfneS/9KWV3JmDklpWTnE3u4+4cPcWTHMWKRGN2tfbM57RQ0TXDRG87jxg9fQ15xLj/4zP9w4lgn8ZjBrif2nnIqEGkYaG7n1IwADIeQQTGWvtHRRJMW6zbW8n/fuJPB3mH7uQG/w+QzGEimlbHembAkWtTE8urjpyUTn2tJXMPxpPoJdmrGNGkpM3zzCCtx4JLBqNPiEmGYuEZMNGvCeG7NOSrtFKPLkpqZEj1i4A5ZY+OMdXca9bO0iIE+lFy/TAAYVuqhSiJl49jjoxFmMcO++9fvhUgUYZjJNdYm1J+QlmWbZPHRyvICqevIaNR+vxdIlFntiiq+es8XVF3iM4i52O+ovY5irrilfhPfO/A4cWv+1/6ZSRZAwAlwMqZOJubacDudeXIabR0i9OUMaqP/OqU2CYF905LTdmV045Ou3XQ1DYSVZl8p0vx2aYkosjR9ptUytJN6Bs0FMur8aVtugYyk0zRkxHSOJ/S6kAnzLEX3+9KbZ17vvDbPiioLufgN52VlbHW2szBR5pli3rLn2QM8+uun53xc3aXz0wP/QdWiijkfW6FQKBSKuUAIoQPXJf5z11yOfe17rqC7pYf/+eLvMj4vWJDDP9/1t1QuGj8c7zjexZfe9E0ObTs629NMYf3lq/nod/4SIQTFVYUMdg/xb+/7Pq8+vX/qxlMg43Fwp0/NCMDwCNLtBp8HMcFo8wU8lJcGadx1nN1PTkjN6Had8oWTAETcRHrSXyJohgRpYnns+mgiaiCkBKRtZk0+zNBFhtSM6a8eBSAMiXQ7mHQAUuIKm+iTa7cJ7PEyGG9ppzKhppswLPSIiYhLROJ+ZE2SbErBqV2dStt8FKaFFGDpeopxNvmlpH08HodQJOkCXEZj9uc3oe2oISYAaVrIUGjsdY6ZZaY5b40zIQRCE2OZKNZcsoIbP3ItW26+AI83g+GsUCgUWaTIm8MnV13JN/ecfqpqxWxyasbUuDl4iu3IHNk/9XgOY2boNDkaLLnd1BFm0rFd8hzmWps80QyaBpjpNWlmjjBz0qSOnYrcQbN0OxuCozHlAi3uoAmw3KDF0mhp2wlMt0R3bCcwvRJXdLKQ0HwarohTvWOB6dNxRczUd1TTkH43WjieogldRwb8EEqtMS103c6YMQ8NNCEEH/vP96oMY4pTQq0Wxbxk/4uH+NSlfz/n47o8Ln62/9tUNJTN+dgKhUKRlgVwB6difiOEKAE+hn3dUwpcDSwFfg3cfZJ9bEsjrTzV+bzjH97EonV1/P4bd7D3uYNJmsvj4vJbL+Idf/8mapZXjT3e2dzNp7b8Pd2tvac63Gmz7tJVfPn2z5GTnwNA455m/mrrFxnsGZqZASwLKx5Hm8pAi8chHufD33wnSzbU4fa5ufsnj/HgLyfdbCQEuFxpItQyf6GIuIF06RlrkWlxC304ioiP1/myPPqp11EzJdJNWqNLmCA1CbpAxC1cIQMtZoFMHGRoWsrF/FgqSKf3MMNLF4y/Ne6BGHps/IBBAkK3+3Q65EjL2HmQRB+Jo0WMsfdLAppwvtM3tR8JRiKlo8eFiBu2cTb5eTFj/LUYJsRidjshkD4vMhSy0zVaFtI0E6kxEw3moXHm8Xv4u998igtv2ExkJIo34BmLQFWcoaj9juIM4t1LLiZsxvne/sezPZU5ZWFFn8HCMNDmOkoutZ0Qo0FiM6dNuNPn1DUdZ5PsJDRHk2wKTboAw0HTEmaXk4GmJUwyJyMsk6bbgXVOmnQJTJwNNOkWGEh0hwg0y6NhSNCjVqrm1TEkuKKpkbLS57bLDDulow/47c/HIQJN+O3sF/PJQNNdOp/58Ye49OYLsjuRBfD9qEhGmWeKecfup/fxmcv+MStj//zgdyivK83K2AqFQqFQzCIlwBcn/LcEvgl8QcrsHHFc8sbzueSN53NkZyP7XzhENBQjtzjIeddupKA0H8uy2P7Ibg6+dJhYJM6jv3l6zo2zmuWVvP7D13D5rRfz0P8+SeuhdizD4rHfPcNQ7/CMjiWjUftC2Z0+NaNAsuKcOn70mZ8SDUXB5ULPyUntTNPSG3BWIsJIc06lKCRokRiWz+NsoJkW2kg0OeIJ7Dpqp4iQ2IcbuvNcBXadNVfIQI8nm1mjqSBPxcwSlrTrnk1ESvtuYmk3dY8YaIm6Y0nRZaeamlGO54F0DUQd65dN2aOUiEgMYvFEdB9IaUHEIVptNKWjlBCJ2kbrxLnE43bKxriRapTNs1POQK6fq95xGTd94nVj9csCuQ4pSBUKhWIeI4TgIyu2cnHpEn597EUeaN2DMaEE7ZaypZxbXM++gXYebt+PmdAEcFn5Ms4pqmNXXyuPnziAlfhB0YVga/kK1hVWs6O3iSc7Do2dw+pC4+rKlazIr+Cl7uM823VkbCy3pnNN5WqW5pXxbNcRXuxuHNO8motrq9fQECzm6c7DbOtpGtN8upvrqtdSHSjgyY5D7OxrGdMCuofra9ZR4c/jkfb97B1oH9Py3F6ur1lPiTfIA217ODjYOablu/28vnY9+W4/97W9ytGh7jGtyBPg9bXrCbi83Nuym+Mj4/u+Em+QG2vX49Fd3N28i5ZQ/5hW4c/j9TXrEELjzuadnAgPjmnVgQJuqFmHIS3uat5FZ2T8xqf6YBHX16wlbBjc2byLnujImLY4WMJ1NWsYike5o3kn/bHxCJsV+WVcU72a3kiYO5t3MRgfNw9W51dwdfUqOsND3NW8m2FjPBRoY2E1V1QupzU0wF3Nuwmb47/Vm4truaxiKU3DfdzT8ioR0xjTLixr4OLSxRwZ6ua+lr3ErPFCW5eULebC0gb2D3TwQMu+sTWmCbisYinnltSxp+8ED7UeGNN0IbiicinnlNTySncLj7QdGltjbk3jqqrlrCuq4uWuZh5vPzy2xtyaxrU1K1lVUM5zHcd56sSxsTl6dZ3ra1exNL+Ep9obea7j+Jjmd7m4oX41DcFCHm87ykudE9aR282Ni1ZTE8jn4ebDvNI9vo6CHg9vXLSGikAu9x8/yKs9HWNavtfHTUtWU+wJcM+xA+zvnbCO/H5uWrqaPLePuw7v53DfhHUUCHDz8tX4dTd3HthP40D/mFYeDHLT8lW4hc7t+/fRMji+jqryc3nDylUIC+54dT/tQ+PrqLYwjzesXkU8bnLHrn10DY+vo4aSQm5Ys4JwOMZdr+ynZyQ0pi2pLOK6NSsYHI5w97Z99IfG19HymhKuWb+M3v4w97y4j6Hw+Dpataicq9Yvo6trkPue308oMm5QrV1ZxWXrFnOifYCHnt5PeEIq+fUb67h4QwMtjT08+vg+YrHxNbbxwsWcv6Ge4wc7eOKRvRjx0TUm2HzlKjaur+XormaeeXAPRqKurqYJzn/9uaxeV8WBFw/z3L2vjGUK0F06F775ElaeU8uep/bx/F0vYyVu2tJdOltuPp9lmxaz68m9vHTfK2P1n10eF5e96UIWr29g+yO72P7QeIIUj8/N5bdeTN2qal5+YCc7H98zpnkDXq5468VUL63khXu3J2UGGd1XvuFj11K/qgaF4lQRWTovOSsQQmzbtGnTpm3b0t2orZjMS/fv4AvX/b+sjJ1bmMOfen6elbEVCsWZw+bNm9m+fft2KeXm0+1LCLEtmF+9adOln5yJqWVk+1PfZnigdUbmrZhZhBCNQP0pNPmVlPIdafrSgWrgJuDLwF7geinltF2pmd7vSCm550cP88dv3UXrofapG8wgRZUFfPCb78LtcVFSU0z1sgp+/Llf8uivnyLmdMflbKBpCLcbzeUaM2xy8vyUludyZEdyukotEEhK4TiGriNyHUy1BNLtAp8n4zSksJ8nBYioXcdMIsZMpqTn6hrS55xCz9IF0pveWJNaImpt1JwaNbMsiRTgCpspZpbUwHI792m5BOjOxqDEvisXIcC00MMmetgYSzUp06SYlJrz46NzGZu7JdGiBlo0ESUG4NbRHOqX2dmUMthnUiKGQwgz2eiSMGakAXYEmWHY75nHg4xEIBYfT8No2XXspKYhY/E0xll2rwff8NFrueY9VzDUN4Ivx8uitbX4g8osm8/M5F4H5m6/Mx/2OkIIL/A+4F3AYsAHNAMPAf8mpTyept27gI8CqwET2AF8U0p5UtHjitPndPc7g/EwbaEBTGlR7sujxBcc0/pjIdrDAyCh3J9HkXf8N7wvOjJmBlX48yicoPVEh+kIDyKEoNKfT4EnMKZ1RYboigyhCY2qQD557vHv1c7wIF3RYVxCozpQQNDtG9NOhAfoiY7g1nSqAwXkuLxjWluon97oCB7dRU2gkIDL3ktIKWkL99MXDeHVXdTmFOHTx28Gagn10R8L49Pd1OUU4p2gNYf6GIiF8etu6oJFeDT7Hn9LWjSN9DEUjxBweajLKcKt6RO0XobiUXISmiuhmdKiabiXYSNK0OWlLliELux9QdwyaRrpJWTEyHX7qMspREtoMcukabiXsBkjz+2nLqdw7EakmGlwfKSXiBmnwBOgJlAwpkVNg+PDvUTNOIXeANUTtLARp3mkj6hlUJTQRhkxYrSM9BGzTEq9QSoCeWPacDxKS6gfwzIp9eVS7s8d04biEVpDA5iWRZk/l9IJ62ggZq8xS0oq/HkU+8bXSn9CkxIqA3kUecfXSm80RHtoEAFUBfIp8I6vle7ICCdCg+hCozonnzzP+FrpCg/TER5OaHlJWmd4mM6wvcZqgvkE3ePr6ERoiK7wCB5NpzaYT8A9vidtGxmkJxLCq+nU5hbgd01YR8OD9EVD9jrKLcDnco1rQwP0RSP4XS7q8grw6uNa0+AAA9EIAbeb+rwC3ProOpI0DfQzGI2S43ZTX1CIK3FzmWlZHB8YYDgaJejxUF9QgJ7QDMuiqa+fkViMXK+XusICtMRnHjdNmvoGCMVi5Pl81Bbmj2kxw6S5t59wPG5rRfnja8wwaO4eIBKPkx/wU12UN77G4gbN3f1EYwaFuQGqisbXSiQap6VrgLhhUpgXoKJofK2EIjHaOweJGybFBQFKJ2qhKCc6BjEMk+KiIMXF4+toZDhCx4kBLNOiuDSXwqJxbWggRFd7P5YlKanIp2CCNtg7TFfiRsfS6iLyJmgD3YN0tfQghKCsroTcwnGtr3OAntZeNF2jrK6EYMGE77+Ofnra+tBdGmX1peTkja/bnvY+etv7cHlcVDSUJu0du1t76D3Rj8fnoWJRGb7A+Po7FdTZjgJU5JliHtF8sDVrxhnAqotWZG1shUKhUCgycARwrsjsTFs6QUppAk3At4UQHcBvsE20j53WDGcIKSXf/tCPuOfHD8/52EUVBXz9oX+kfnUtAP1dA3zmsn/k+N6WKVrOMJaFjEb54NffzvrLVqO7Nf70H/dw308eSX5extSMtkGSNgVk3AC3DhlS4AnDRIxEEMZ4ChfpcYOTWTdVasYM9ceEBSJuIXWBHjbQQ3E00zZzLLc2FtGWZDxlMJ2ETG8FCbBT7pgmrsF4avRculppJ5GaUcRMO5XlhD7t8VKNsxQsaUeXJcwt6fci4kaKcWa/vkQEmmlBNJpkhknTtI0zy0qOPAMwrXmXmrF2ZTW3fvZGrnnPFekjJRWKMwghhAt4BLgE2I/9GxwFzgM+DvyFEOJiKeXeSe2+CfwV0AL8GPAAbwXuEkJ8XEr53bl7FYrpkuf2k5fvfGNAgSeQZHxNpNCbk2SYTaTYG6TYG3TUSn25lPpyHbUyfx5l/jxHrcKfT4U/31GrChRQNcEAGkUIQXWgkOpAoaNWm1NErcNLEEJQl1METkH0QqMhWOw4D1srcdR0obEo11lzazpLcp0zDXk0naV5aTTdxbI859IeXt3F8nxnze9yp9VyXB5W5Jc7akG3l5VptFy3j5X5Pkct3+Mn35NujfkpSKMVeQNJZtpESnw5lPic11+pP0ip33n9lfmDlKXRKgK5VASc12ZVTh5VOalrUwhBbW4+tbmpa1MIQW1eAbUO/QkhqM8vcBxLE4KGgtQ1C6BrGosLnTWXprG4uMhRc+s6S0qcNY9LZ0mZ85r2uFwsqXDWvG4XSyud17TP62ZpjbMW8HlYUpdGC3hZvMh5vecEfSxe6rzGcvMD5OY7r5W8omCSYTaR/JI88kucv3MKy/IpLHP+ziksL6CwvMBRK64spLjS+TMqqS6mpNr5/VQoThVlninmDdlK1TjK+7/ueJO+QqFQZBfJeF2a2R5HMS+RUl41S13fl/i7dZb6P2mi4SjRcIy7f/DQnBtnukvn0jddyHv/39vobu3l/p8+ihE3uON798+9cYbt26y6aDk//cKviIw4Vf0ef2Km1IzSMBAu562+AGQ4Cn7vuIE20TQyDAhFUyOl0vSXCQEIQ9oRX2nQYiau4ViqmZUmgiyjE2VK0EdredlmmIiZaKNpH6U9n9TaExlqpU1GSkTcsg0pAI+GPuSQSvEkpkssjphcvywWR5iTTLdEBBmaZtczi0QSU7Ej9ZASIaPjkWiTp2ym1rGYS2pXVnPNu7cmapd5WXn+UjZsXaNMM8U4c7Hfyf5e5yZs4+wR4LVSjufwE0J8CfhH4LPAX054/GJs4+wIcJ6Usi/x+DeAbcA3hRB3Sykb5+pFKBQKhUKhmAbqbGdBoswzxbxg73MH6O8cnPqJs0T1sgoaVjvdp6JQKBQKxRlLdeJv6kn7HBAeDvPwL5/i7h88yNFdjlmqZgWhCW744NXk5AUoripiyy3n89yd2/i76/8fTfta52wek/Hn+qheUsnhV46x99mDp99hNJY+Mo1EhFYoahtUAogmUvoJgXCKSNP19MbSFBeBo5FlYwaVadmpDe0K8miGTDLO7PFE+vEyDCcAaUnQBFoojisURyQi2ey0jWlex0lEl9k1yAy0yHifADKqTV2/DLs9hmmbbl43GEaqcQZjppyQEkzTjhRMPCYDPohGbdPMMG19NBrN0p2Ns9EUjlnikpvO57P//ZGkNDwKxVnK4sTfeyYaZwnuwDbPJocCfCjx96ujxhmAlLJRCPE94B+A95Bc11ShUCgUCoVCMQMo80wxL/j5P/4ua2PrLo3/2vb1rI2vUCgUU6LuHFJMEyHEBcBuKWVo0uNB4NuJ/7xnrud1eMcx/v71/0JPW9/UT55hPvvfH+G179oKgBE3+Jd3fIcn//DcnM8D4F1fupXL33IJLpfOn//zXv787XtPvrGUY8W106VmlLE4wuPOnL5xKDn1Hz6vczrHTO6QlTBnNOdIMQFoUROpgT4SQ0SN8fplbn0sNWPSy8uUmtGSGb8WRdxCj5rokUlGkshgyGXCsgu9aUNRtNikCC4xRWQZ2OZWNAbR+Hi9MtMEw3RsKya2MSaNFzfstIyxWKppmeXoMt2ls+rCZVimhcfnZtmmxVz/waupXlqZ1XkpFhBn/n5nT+Lv64QQ355koN2Q+Ds5/PrKxN/7Hfq7D9s8uxJlnikUCoVCMf858/c6ZxzKPFPMCw7vOJaVcTVN8KvmHxJQRckVCoVCcWbyeWCrEOIJ7FpnIaAWeB1QADwL/MtcTqhpfyt//ZovMdw3MpfDUlCWzye+9z7Oe905NB9oxTQs/vitu7JmnK2+cDm3f/d+/ueLv59eB1Ii43E0jyf9c0JhJBLh8BwZi0PYoZSeO83lwRTRXsRNpFdzrhkGiJiBHrJTG452NZaacTp1xhLRZWDXZ9PCBiJuIqRECoHQtJRaY1I7SeNMSjAsO8LMsNMlWl43WtxMrV82lRknJYyEk2rHARA3xg3N0ciwuGG/Lr8XYnEwTNsgNU077aJlgeWxtcnG2XSjy4QYiwA8HXLyA/zjHz/LpqvWnVY/CsUZzj3An4Cbgd1CiIeBGLAZ2AL8JzBWv0wIkYMdJT4spWx36O9Q4u/y2Zy04vSRUrK9s41jg32Y0qIqJ4+LKutwaRpSSl7uaKVxsA8JVAfzuLCiFl3TsKTkxRPNNA0NIIDa3HzOr6hFEwLTsnjuRDNtw4MIoCG/kHPLqhFCYFgWz7U30TYyiC40FucXcU5pJUIIYqbJs+3H6QgN4xIaywqKWVdSgRCCiGHwTNtxusIjeDSdFUUlrCm2a2+FjfiY5tVcrCkuY0WRHSg5Eo/xTNtxesIhvC4X60oqWFZg1xsaikV5pu04fZEwPpeLjaWVLMq3a0INRCM803acgWgEv9vNptIq6vIKAOiNhHiurZnBWISA28O55dVUB+2aSV2hEZ5vb2YoHiXH7eGCihoqcuwaWh0jw7xwopmReIyg28sFlTWUBew6TG3Dg7zU0UooHiPX4+WiyjqK/Xb9pubBfrZ3thEy4uR7fFxcVUeBzz4nahzoY0dnGxHToMDr45LqBvI8XgAO9/ewu+sEEdOg0OtnS3UDwcS+60BvF3u6O4lZJkU+P1uq6wm4bW1Pdwf7e7uIWxYl/gBbquvxuewbnnZ3d3CwtxtTSsoCOVxcXYdXt7MJvNJ5gsN9PVhSUp4T5JLqOty6jpSSbSfaODbQh5SSymAuF1Xba8ySkpfaWzg+0A9ATW4+F1TVoGsapmXxQlsLLYMDkKgPdl5lNdroOmppon14aKw+2OaKKoQQxE2TZ1uaOTE8hK4JlhQWsbHcXmNRw+DZ5iY6R0ZwaRrLiotZV1aeWGNxnmlqpntkBLeus7KkhNVldl24UDzOM8eP0xsK43HprC4rY0WJXbNrOBrj2eNN9IbDeF066ysqWJKoOzYUifJsYxN94TB+t5uNVZXUF9nrqD8c4fljTQxE7DV2Tk0VtYV2fa3ekRAvHGtmMBIl4PGwua6KqoLEGhsa4eVjLQxFogS9Xs5dVE1Znr2OTvQPsf1YKyPRGLk+L+curqEkz46ub+sd5JWjbYRiMXL9Xs5bVktR0F5jLV397DzaTiQWJy/g4/yVdeTn2LXFjp/oY8+RdqIxg/ygj/PX1BMM2GvsWHMP+4+eIBYzKcjzc+76enL89jo6cqyTQ0c6icUNigpyOPecBnw+uz7xoQPtHDvaRdwwKSrKYfO5i/F47XV08NVWjh/txDQtikvz2HjBYjweW9u3rZGWIx1YlqSkooCNW5bjcttr7NVnDtJ25ARSSkpri9l4+Wp0l45lWex6Yi8njnUipaRiURnrL1+NruuYpsnOx/fS0diJEILKJeWsu3QVmqZhGiY7Hn2VzqZuNF2jZnklay5eYa+xWJwdj7xKd2svukujdmU1qy5YZn+PRWJsf3g3ve196G6dhrV1LN+82F5joSjbH95Ff8cALo+LxRvqWbpx0Sl8YysUySjzTJF1nr/7ZYZ6h+d8XLfXza+bf0BBmqKVCoVCMV9ISWemUJw8PwZGgPOwa5sFgD7sOim/B34qpZzTtI3/+dEfz4lxVruympw8P4UVBVzx1i3UrKjk3h89zNff/d3MtcRmEZfHRcOaWo68coy9z59+akYZi4HHkz6yDCAUwYrEAMs2zEzLTmmYOPRJnqCeoY7aaM0wZ3MMwwLdtKPILAtiBiKaiI4SAiHGUxuOtda1tOaTkOntHAEI044+cw1GkqLBJCDcWvI4ExumY9SMMy30oYhtmk3oU4sZtimXqU8pbQMsmnif/V4wTYSRarol1TKLRJPNsISRJk3T/ownYlpZTcEIoOkaViKNZNWScm744Gu55j1XkFecm9V5KRY+c7TfWSmE2OYkSCk3z+bAUkophHgTdnrGfwBWT5AfAX4tpZzotOcn/g6k6XL08YKZnKdi5rCk5Nf7X+Hne7dzqL8nSasIBFlVVMaxwT4aB5Mj8atzclleWMrh/h6ah5M//tpgPksLijnQ10XbyFCStiivkIa8Qvb2dtIRSj5jWVpQRG2wgN09J+gOJyUkYEVhCVXBPHZ2ttMbDSdpa4rLKPMH2d7ZxkAs+aabdcUVlPgDvNTRwnA8+ffqnNJK8r0+XjzRQsiIJ2mby6oIery80N5MxBzfhgrg3PIa/Lqb59ubiVnj/ztoQnB+eQ0uXeOF9mbiE34LdSE4v6IGTQieb2/GlONfJi6hcWFlLaa0eOFEC9YEza3pXFhZQ8wweelES9K+w6vrXFBRS8iI83JHclpvv8vF+RU1DMai7OhM9rVz3B7OK6+mNxJmV9eJJC3o9nBuRTVdoRH29HQmafkeL5vKqmgfGWZ/b3eSVuT1sb60kpahAQ739yZppf4Aa0rKOT7Qz7GB5HVUEQiyqriUI/29NA0mr6OqYC7LC0s41NdL61ByCZXa3HyWFBZxoLuLEyPJ62hRQSF1efns6+qiM5S8n19aWERNMJ/dnR30hpPX0YriEipyguw8cYL+SPI6Wl1aSmkghx2tbQxN2vesKyunyO9nW0s7I5O0jRUV5Hu8vNzcSjiefDmzqbqSHLeHl463EJ1wA5MANtdW49N0XmxsIW6OryNNCM6trcIlNF462oo5aY2d11ANJmw/2oo5Yd/m0jXObajBNEy2H2llwhLD49LZvKiaWMTglcNtSXP0unU2L64mPBxj9+HkdeT3ujlncRUjgxH2HkpeRwG/h/VLKhnsGeHg4Y4kLSfgYd2ySvo7hjgyScvN87F6STk9rf00HkrW8gsDLF9SSsfRTpontSsszWXxkhJa97XQdiRZK6kuon5lJc37mjlxLHlNl9eVULuqhuN7W+hqTl7TFYvLqF1WxdHdx1MykVQvq6RqSTmHdxyjryN53datrqGsroRDLx9hoHvS99/aOoqri9j/4qGUa82V5y/llk/fwOW3Xpz1ervqbGfhIaRUn9psIYTYtmnTpk3btjnuzRXAs3e+xBffOPcpE305Xn7V+H11ka9QKGaczZs3s3379u0zcQAjhNgWzKvetPniT8zE1DKy7dnvMDzYOiPzVpxdnMp+p3FPM+9f95lZn9MlN53PP/7hr9ASaQTv+sGDfPdjP8GaiwLNk7j2PVfw5r9+A0LAo79+ml9+5Y8z2r/w+dC83rQGmozHscJhJl7Ji0DAOWLN5UIEfGnHkl6vY4rFMR3AshChMGLCYQRp2kmXDm7n/iQgfYn7/JIitGTCwAMtHB8z0cbSQGoi7Rwtl5aaWlJKMC07wsujow9GEJPWiRTCNvqcGK3NZpgwHB5Py5iYy2ik3dj8LAnSAl23x0lE/0mZeF1SgtsN8XiqcTb6XjiZZ1NEnlmmmbk2nZScTPTZde+7io99972EhyK4vS58Ob6sH0Io5p6Z3OvA3O13EnudELDfST+Z1yOEaATqT2HYX0kp35Fo6wN+gR39/VnsOmch4BLgO4l+3yylvCPx/CqgFWiVUtY4zMWNHbkWlVKm//JWzAiner4Tt0w+/thd3Nc4A3VMzxbGfobm6HdFzvBo091mZnrdmfo8bS39eI7vyVR9SnC4zWhMy9wujWal71OYU7VzwMqspetTmBnGm6qdkUaLS/Q0tzBqcYkedxCkRIvb/zhqMQs97rxP1MIGWtwhxfdoloSYc91cOTRsZz1w0uJxe1+7QLjpE9fx4X9/90nvXdXZjgJU5Jkiizz+u2f46m3/Mefjutw6vzjyPWWcKRSKhYO60UVxhvDIL5+c9TEufdOF/O0vPj5mnD30iyf4zkd+POvjOrFs82L2vXCIj573N0gpiYYczJDTREYiWFIivKmRZFYshpx05y9CINzp6qBN8V0Tj2c0z0Q0iohMeo0iYWali1hL1xcJo0nXbEMuHEOEouOmnNsFLtfYc5PGS8fEl2eYiEgMEYlPqL/mcj4UcerTNO0oMK/L7ncolNJWJF6zAKRh2u/faF2ynABEomNpGSfWK5NC2DXNUuYvp/17IDQNaTkcmIw9IXP6xiUbG7jlUzfwmndehhACd7F7WvNQKDIyN/ud/ad5mHQEcMh5m5aJoQZ/C7wZ+KSU8ocTHr8vEZH2CnY90jsSj4/ecp+PM1NFpimyyBefe1gZZ6fCQjfOTpvJt9vMEknv86TxznTjbAptOuZYRs0ELY05JgzbOHP6xIVhG2fpNC0uHTUtbhtnjlrEcE4/DhCKIGKGoyaHRxyNMwBpLCzjDODP37mXospC3vo3b8zeJNTZzoJDmWeKrHDHf93Pdz/231kZ+4rbtlBYlu76Q6FQKBQKxWzR1dIz9ZOmgaZrXPyG87j+A1djxAy+8pZv0bi7iWgkzkDX4NQdzDD1q2toPXyCQ9uOzsl4MhpFRqPgcqGN1gFDIh3uIEXPkJoxUWMrnS4sCxmNgddjRzmFwhCJ2RfOmoZwuVIvvPWE2ebUp2UBGcy4uF3rS+sfSY0G0/U0Rlfa7hCmZUeDReOI4UjqgQRpjq0mPhCLQzSGSJhdMu5g4E2cp5R2m/ikgwfDQFqW/fjki2gzg8mVDpGIgEtzQS4S0XPSzHDIIQQgKKos4F1ffDOmaeH2uFi0ro7l5y5REWYKBSClvOo0mt+Q+PuYQ787hRC9QL0QolhK2SOlHBFCtALVQohKh7pnyxJ/lUMzzzg+2Mev9u/M9jQWIAvYODvtqDOHHchsRJ0BmYy66Vp4jibXSbVLQzozDhDpDLCxdmnI0C6tAQZoGbS0c5F2O+c5yjFTLaWtlOix9JoWkxk0y1mzJCKWxjgzLYjGnY0zw4So841/0sp+GvHp8uuv/h83fuQaArn+bE9FsUBQ5pliznn69heyZpwBnHvNxqyNrVAoFKeMnKO82OoGKMUcoKVLfTcN8oqD/NtjXyK3OJfcwhzaj3XypZu/QfOBtqkbzzBrt6zg3V9+K0LTOPjyEX742V/M+RwAMAxO+zI2boAnQ1RRPG6bZuFJgRc+O/LtlOuMTY5IM02IGSClXdssbqR2kckAnPxdNmpeGSZCSqTXiwhHU/vU0tRJm9hPJGrXcWPCwVLcQOjjBqBM1CtDWuDzgWEbZ3I0raJpgbTs+RuGs9k1HfMMMppnYEefARkNtHWXruRvf/FxyupKpjcHhWK6zMV+J/t7ndEQ4dLJghDCC4wW4554Wvko8E7gWuBnk5q9bsJzFPOI/933SransLDIZCDNEvPrdpBszCb9mKc8mykiy+aT5rjCptBEOs3KoGX4TRNWBi2TUWfI9AZf3ErfLmam/0yjsfQ3gEXSB1nL6e5V5wHh4QiP/PJJXv/ha+Z+cHW2syBR5pliTgkNhfnKm7+VtfF1t87lt16UtfEVCoVCoTibqV5aOSP9BAtz+Oe7v0DD2joAmg+08ulL/4Gh3uEpWs48NSuq8Af9fPfjPyUeM2g7fGLqRtlkqlQhsZidvtCpflrCQEpJ3yIEQtedo9YyDDeWztDtsvscCSdfxHvc45FrE9EyHOtY0g5mG51rOJoUtaaZaSLrJj9kWnbqRNMEnwcQiGhs7IBk9OljhtToeBMPEywLYnHbUJv8npkZ7thN9xlNYY5NFX02Nt/Ec5ZsqMfjc+Nyu6hbWc3177+KpecsSt+/QqE4XZ4C1gJfEEI8I6WMTtD+Cft85iUp5dCEx3+AbZ79nRDidillH4AQogH4KBAl1VRTZJnHWuYm8vzMYn7ZWWcdpxHlJux8B6ccfZbp2Wn7yhRZlqnP6UakWRn6zRDBKDIF+mfwndJGqwHCzLC/y6BpRoZO42nySkLadI0AZEoFvgB44d7t2THPFAsSZZ4p5pSf/cNvsDKli5llXvOOy9CdDmEUCoVCoVDMOq9991Z+8aXfT3sv4HLrXPqmC7nt8zdzdOdxnvrjc8QicZ7+0wtzbpwVlhcQi8ZoOdBGyxxHuwlNoOkaAoGR6aLXCdNEWtaY6ZOCJSEUQQZ8diTb0Ih956llIdxuNJ/PITVjImrLMTVj4uI6Xc0zw4JYGIZGxlIFJToDTcuYRtKR0QivkTAi6mDype0r8bglIRxKPkwImaDpE59lm2Vjr1FCODxmWknLsiPnYjFn4wxmL9XN6OvLZKAJwfu/9nbe9KnrZ2cOCoUiHV8FXg9cBewXQtwPhIFLgPMT//7JiQ2klM8KIb4FfAbYJYT4I+AB3gIUAR+XUjbO2StQnBQD0VMpi6dQzBESZjTiLKntPDA/ZyPaZoqbwKbTbrrjzY6WQTyDa3MN949kewqKBYQyzxRzhpSS+3+akt59zgjk+/n0jz6YtfEVCoVi2py5+1bFWUZpTTFbbr6AJ//w3Em3ufovtlK3sor80jzOu3Yj9/74ET57xT8x2DM0deMZpKiykHd+8c24PS6G+ob56Rd+TTx6isbVDCEtiXkad3zKWAzh86XXDQPZ2W3XUZuAcKWr7zVFJJhpjkWQSSnt+gmxmK2J5B7GetLtCKmTKlpvGBCO2ikUpUT6PHZ9s8kzczAMx0wwaSEsDYaHU4ytielVxtIyjtYqyw3ar0VKO4WNYY61l5pIf0fvbJtnQqSM4fV7uOKtF3Pjh65myYaG2RlfoTgdzvD9jpSyVQixCfgb4HrgPYAGtAM/B74mpdzv0O6vhBC7gI8BHwAsYDvwDSnl3XM0fcUpkON20xXO9iwUikkIEoZI+n3b3CXOnAWS7sKawT7nS7vZ0DK9aVNlPFjA+HLSXwfNOmfmW3pGo8wzxZzR09ZLZDg7d2Dpbp3ftPxQRZ0pFAqFQpFlPv7d93J4x7GTSm943fuu4lM//CBC2BFWX7rlmzx/97Y5mGUy+SW5XPT6c9nxyG6MWJyXH9yVNeNsJpDRKNLjSYk+k1LaZlI4jIxPipbSNITLlSYSbIqrwHgcdB0ZCsFwKDm1odeTVDNsjEzRZmYi1aNpwlDI7n9iU8N0Nt4m9GlHhMVsI8+y7BSRbpezqZVoJ+MGTK7/YBh26sm4kVqrbLoXx5kOK07mICMx35qV1fzT7z6FlBJN1yipKszuYYFCoUBK2QV8NvHPqbT7H+B/ZmVSihnnvPIaGgf7sz2NBciCtm4WNontheO7P4UpNZ2UjZD5007bpxifilPbtJoY11Pr3gKWsyYzvCwpMsw/UzsNSHMPXGZNQJr0jBk1XUOkq1Hm1iGa5oYut8veJzuhabN3I9gcsO7SVdmegmIBocwzxZzx8C+fzMq43hwP/9f1U7w+79RPVigUinmHRMzJHV/qFijF3FBQms+3nvgyX37TN9n73EHH52ia4JZP38BffPktNO1vJR6Jc/t375tz40xogoKyfPpO9HPPjx6a27GFwOW2TaV4bIaNOimxhocROTl2pFY0mmqWTZ5PwuByTHtomEiPTK+bFrJ/AMKTjKdTrJUmpbRPdqSEuI4YGkk1rEZremVAxg0YGUk2oSalVpQyETFnWuCzU1iOGmfSSkSZSWkbkKaVOg9wfmxC/6eUjnIiUxhoLo+Ly2+5gA997W3kFedObwyFYs6Zi/2O2uso5oZ3rjqHPxx6NdvTWDicRETUTDP/bLr5N6OTYiyf9TS0dF/JIoOe0ESG8dIZgDJDu2lr6cbT0mtSBxl31iwXaGk06RbIuBwdOrmdW0OLW86aR0eLmc7z8XogGnfUhM+LTGOeCV23b0RbgLjcOq9775VZGl2d7SxElHmmmBPu+uGD/Pfnfz3n4+YVB/lV0w+UcaZQKBQKxTyiuLKQ/3j6n9nzzH7u/P4D7H/hMNFQlLziXC554/mce+0GnvnzS9xW80GG++YuJ73u0rnmPVfgC3jxBrw88PPH6G3vm7PxJyKlnHnTbCKWhRwamrlLK9McS+soLQsZCiGjsbH6aprbndomkyE34cJSWhZEoshwZMyQEj7vWB2yJLTUvux0ioadJtKl26kZU+aiJYaVEDeQo2klAeF2QyxmR+bFjeQ7bS3L7tuJaV4cCyHszyVT+wm1zS66fhNFlQVomqBqcTlXvuViCsrypjW2QqFQKE6fDaWVXFrVwFNtjdmeygJjjgykCcbMjI043ZSBScbhpNnMRhpCSB3npJSpepxG9NkU0W5SOvc5Gp2V1rSyMvWZxpjSQJgOr19MoenT0QSWS6Ibp65Jl0AzpENq8gyaro2ZaymaS0e6XQinNOMul/2P0z5XaAs2rePr3nsVRRWF2Z6GYgGhzDPFrHP7d+/je5/46ZyPm1eaxy+Pfg+fXxlnCoVigbMwb+pSKDIihGDtllWs3ZKcNuOZ21/kb67+CrFI5kiomZ8Q3PLp6ykozceIGdz9o4eyZpzNR+RUF8exOJamIYdHkJPMKeH3O7fJdMZimiBdSNNE9g+mpoYRWprorQmpGWNx23AbvejXIrbp5jgXYZtjkehYnbKx1xyP22ZjLJ56SGBlzGOUIZ+PzBghdzIGmqZrfOhf38YbPnx1+jkoFAsJtd9RnEF898rXc9u9v2Nvb2e2p7IwGDOK5i4Ca37Fep3ibKaK3JpScxgvoTnOZKo+SWN2nURkmqOhJUgYYc59ykSqRcd26UyyRLZyR3NNs7d0msPvkNTtnyfNKaGAlhgrXbt0fboSmkOfltuOdHPUPPaLc9JMrw7SRHNI32j53QgrhnBK7ZjjRw6NIMxJNX+FgLwgcmAoJZuCEALcHmQ8tqAMtPOu3ciH/+Pd2Z2E2ussOFKrZisUM8j/fPG3WTHOAL7+0D/gV3UdFAqFQqFYMOx4dDdfufVbc26c+XN95BXl8vtv3MmPPve//PTvf0NnU/ecjO3yuHB5XFNlGsw+hpExPYu0LGRvX4pxhqaNpWZMbeTcjxWNYkUiWOEIsm8g1ThzuRBCpEl7aHcqw2Hk0HDy3bJSJvUlTRMrEsEcGbFTS0ZjdtSZlEjDjj6TsSjE43bEmdNryJiyJvNhwlSGpBBizGDT9PHLtvziXN786ev46StfU8aZQqFQzFMKvH5+f/1tvGPlRvyu1PvWNaAmmIfHIYraJQQ1wTzcWuqRnUto1ATz0B1+Az2arWkOmk93URPMc7Rn/C4X1UHniOUcl5vqHGct6PZQleOcHjjf402rFXh9VASCqYKAIp+fcicNKPYFKAvkOGol/gClfmet1J9DiS+QMhZAeU6QIp/zTT4VOUEKvc5aZU4u+d5J502JPquDeeR5nG/WqQ7mEXR7nNvl5hFwuR21mty81HWU2CbU5ObhnVw/VoAuBDW5ebgnrzEBLm1U01I0t65Rk+uwxgR4XDo1eQ5rTIDf7aI6z2GNCfB7bC0FAUGvm6o8h7UiINfvddY0yMvxUplGK8jxUZHnsI40KMr1U+6k6VCUF6A0L3UdSR2KCgIU5wYctZLCHIoma8I2yUqKgxQEJ60jIbDcUFqWS35w8joSmB4orcgl10GzvBplVfkEc7yp7Xw6pTUFBAKT15jACnooqy/GN1nTBKIgSPniMry+5PUnNA29KJ+KZVV4JmtC4PL7qVhcgduT+h2nu3UqFpWhu1O/49xel625Ur/jPH4PFQ1lCIdsEr4cL+UNpY7XAP6gj/KG0pTHAXKLgrz9727hy3f8DW6PQzYMhSIDKvJMMWv89mt/5pdf+b+sjV+1uDxrYysUCsVMISRzkhfbMY+7QjHLdLX0cO+PH2b/i4eIjEQ58kojppG+TtRMUb+6Bn/QR0F5Pp1N3RzdeZwwkakbzgLGbKZmnGFkLIbw2Rfx0jRtc8kwxuuQOZCxVtpEI8swsEIhO/JrtK0nOtY+qc9JfUnLsucSj4PHjebxIkMOn2eiL2lJrEgYJqw1aZoQiyMtM6X+m5xkuk3W0vqeU0SXIROpdaaIQCtvKOVrd3+OvCL7oMcf9E2/XppCMU+Zi/2O2uso5ppcj5evXvJaPnfuZdx5dB/HBvowpUVVMI83LF5FRU4u/dEwtx/Zx/HBPqS0jZAbF6+iLBCkJxzijiN7aRoaQAioyy3gxsWrKPYH6AgNc+eRfbQOD6IJqM8r5A1LVlHg9dM+MsQdR/ZyYmQYTQiWFBTx+sWryPN4aR4a4K6j++gIDePSNJYWFHPj4lXkuD00DvZx99H9dIVHcGs6KwpLuGHxSvwuN4f7e7jn2AF6IiE8ms7q4jKua1iBz+XiQG8X9zUepDcaxqvrrCuu4JqGZXh1F692d/Bg0yH6ImH8LjcbSyu5un4pbk1nZ1c7Dzcdpj8aIeBys7m8mitrl6ALwfbONh5tPspgLEqOy835lbVcXt2AJgQvnGjhyZZGhuJRgm4PF1XWsqW6AQE803acZ9uaGIrHyHV72FLdwEWVtUjgyZZGnm9vYsSIk+fxsrVmEeeWV2NJyWPNR3npRCthI06+18dVdUvYUFqBKSUPHz/Mjs42woZBgc/Ha+uXsbaknJhp8mDjIXZ1nyBiGBT6/FzbsIxVxWVETYP7jx1kT3cnUdOgyBfg+sUrWFpYTMSIc8/RA+zv7SJmmpT6c7h+yUoW5RcyEo9xz5EDHOzrxrAsSgNBblyygtq8AoZiUe46vJ8j/b2YlkVFTi43LltJVTCPgWiEOw/tp3GgD1NKqoO53LhsFeU5QfoiYe44uI+mwQEkkprcfN6wbCUlgRy6QyHuPLSf5kF7jdXnFXDj8pUU+vx0jgxz58H9tA4NoguNhgJby/P6aBsa5K5DBzgxPIQuNJYUFnHD8hXkery0DA5w14EDdI4M49Z1lhYVc8PyFQTcbhr7+7jn4EG6R0bw6DorSkq5bvkyfC43h3t6uP/QIXpCIby6i9VlpVyzbBlel4sDXd08ePAwveEwPpfOuooKXrNsCR5dZ++JTh4+eIT+cAS/28WG6kquXLYYl6axq+0Ejx08ymAkit/tYlNtFZcvXYQmBDua23jq0HEGI1ECHjfnN9RwyZJ6hICXjrXw7OEmhiMxcrxuLlxSx4VLapESXjjcxIuHmxmJxgn6PFy0vJ5zF1cjJTy7v5FtR1oJRePk+r1curqB9Q2VWFLy9O5j7DzaRjhqkBfwctn6xaxpqMAwTJ565SivHmknEjPID/rYumkpy+vLiMdNnnzpMPuPnCAaMyjIC7D1wmUsri0hGjN48pkDHD7aSSxuUpgfYOulK6irKSYSifPk4/s4drSLeNygqDjI1itWU1VdSDgU5ckHXqXpaBeGYVJcmsvl166nvKqAkaEIT9y5ndYjHZiWpKSigMvfsInSygKG+kZ4/PfP0XakA8uSlNUWc8VbLqKoooCB7kEe+80ztB/tAKC8oZQr37aFgtJ8+jr6eew3z9BxvAshoHJJBVfcdgl5Rbl0t/Xy+G+fobOpG03XqF5WyZW3XUJOfg6dzd08/ttn6G7tRXfp1K6sZutbLiaQ66f9WAdP/P45etp6cXtcNKyt47I3X4Qv4KXlUDtP/uE5+k704/G5WbyhgUtvuQCPz5Px+3ouUGc7CxMxZQoWxbQRQmzbtGnTpm3b5ra4/Xxg34sH+cSFf5e18evX1vKTXd/K2vgKheLsZfPmzWzfvn27lHLz6fYlhNiWG6zadN55H5uJqWXkpZe+y9Bw24zMW3F2MZ39Tngkwn9+9Cc88qunsMy5zV1x5W1buPnTN2CZFr/7+u088+cX53T8BY0QiEDArv8VP7noQOF2o3kzpND2eZHxONbAYOpYiXaTjSLh8SBcLqSUCcMt2SjTfP7kmmmJfxceN2ga1kho3Awb1bwesKSdfmbya/B40qdn1LTMRpYmMhto9gtM/El+nsvj4vKbz+d9/3wrhWX5mftQKOaQmdzrwNztd9ReR3E6nM3nOwqFQnE2os52FKAizxSzxNfe8Z9ZHf+DX39nVsdXKBSKGUXd56I4g4iEonz+2n9mzzMH5nzs6qUVPPl/z/Pob56e87EhUcdqId+4JiVyZOSU2yT/px3FJU3T1gwjxfwCQNfTm1JS2sbZ0FCqiadpY2NKKcE0kZY9lnDpWNGYbZxJycQvV2mYYKWJesxY12zq6LIpzbPEfDe/Zi0Na2pBSspqS7j8TedTUOKcKkuhOCNZwF+PCoVCoVAoFFOi9joLDmWeKWaczpZuWg+fyNr4tSurOO/ac7I2vkKhUCgUivT86LO/mFPjzONzU7+2lkMvH83q/gSmrnF1JiJNc/x1myZWLJacAjFNBNtE4yzJcLMsiEYRXq9j9JtI1O6QlpUSRWaZpl0DTaaJdkzz+UgpMxp5GZHYcxaZI9Bu/cz1vOef3oTmUN9GoVAoFAqFQqFQKBRzjzLPFDPOfT95JGtj+4JefrTr37I2vkKhUMwKZ+GBu+LMZLB3iAd+/tisj1PeUMq3n/5nPH4Pj/32Gf7zoz+Z9TEVaRiL/rLrkp1SO2zjSk423KREhsNpGgpH4wyAWDz992m6qLPRuWQwvjKaa2AbaFKCAKGLsSn4crxceetF3PD+K1myvj59e4XibEHtdxRnKIORCHftO8Cx3j4sKanKzeWG1SupyA3SFw5z194DNPX1I5FU5+dz4+oVlOTk0DMS4q59+2nuH0AgqCnI4/WrV1IcCNA5PMydew/QPjiIQFBfVMDrV62kwO+jfXCIu/cdoH1oCE0IFhcV8vrVK8n1emkZGODufQfoHB5BFxpLS4q4fuUKgl4PjX393LvvAF0jIdy6xorSEq5buRy/282Rnl7u23+Q7lAIj66zuryMa5cvw+e261E9cOAQveEwXt3Fuopyrl6+BK/LxZ6OTh46eJj+SASfy8WGSrtWlUvT2NXewaOHjzIQjeB3udhUU80VSxahC8GO1nYeP3qMwWiUgNvNebXVXLbIrnn2YnMrTx9rZCgaI8fj5sL6Oi5pqAPgueNNPNfYzEgsRtDr4ZKGei6oq0ECTx1t5MXmFkKxOLleL5ctbmBzTRWWlDx+5BjbWtoIx+Pk+XxcsXQRGyorMCyLRw8fZUdrO9G4Qb7fx9XLl7Cmwq559vDBw+xq7yASNygK+HntiqWsLCslahg8sP8Qezu6iBoGxYEA165cxtLSYsLxOPftO8iBzm675llODq9btZxFxYWMxGLcu/cgh7p67JpnwRyuX72cusIChiJR7tlzgKM9vRiWpCIvyA1rVlCVn8dAOMJde/ZzvLcfS0oq83K5Yc1KKvKC9IbC3P3qfpr6+kFCdUEer1+7kpJgDt3DI9y1ez+tifTZdYUF3LBuJUUBPx2Dw9y9ez/tg/Y6qi+ytXy/j7b+Qe7ZfYATg8PommBxSRHXr1tBrs9Lc28/9+4+SNfwCLomWFpWzHVrV5Dj9dDY3cf9uw/SPTSC26WzvKKEa9cux+9xc7ijhwd3H6R3JIzHpbOqqozXrl2G1+1if1sXD796iP6RCF6XzpraCl6zdgkel4s9zR08+uoRBkIRfG4XGxoq2brGrnm2+/gJntxzlMFwFL/HxcZF1Vy6ehG6JthxpJVn9jQyHIkR8LrZtLSai1fba+ylA828sLeJ4XCUHL+H81bUccEqe429sOc4L+9rYiQSJ+j3cOHaejavrMWSkud3NvLK/hZCkRi5AR8XbWhg/YpqTEvy7MtH2L2/lUjUIDfo45Jzl7B6WQWGYfHM84fYu7+dWMwgL9fHlouXsXxpBbGYwdNPHuBgQssvCHDp5StYvKScaCTOUw/v5cj+duJxg4KiIJddvYa6xaVEQjGevHcnjQfaiccMisryuOz6DVQ3lBIaivDEn1+i6UCbXfOsooCtN59PRX0Jw/0jPPabp2k+0IZpmJTWlnDlbZdQVlfKYM8Qj/76aVoPtyMtSVldCVe+bQsl1cX0dQ7w2K+fHqt5VrGojCvftoXC8gJ62vt49NdP09HYiRCCyiXlXPX2S8kvyaOrpYdHf/00nU1daLpGzfIqrnzbFnILg5xo7OSx3zxDd2vPWM2z0XporYfbefy3z9LT3ofLrdOwto4r3nox/qCfpv2tPPH7Z+nrGMDtcbF4Qz2X33oxvkCGNPJzidrrLDhUzbNZ5GzNif2R8/6GQ9uOzvm4OQU5/LHzJ7hcyhNWKBTZY1byYm/+6ExMLSMvbfueyoutmBanst/503/cw/c/8/NZnU9eSS61K6ppP9pBLBJjZCCEzJR2b6YRqHQckxHi1C8UdR3hdiOj0VNqK1yu8ZSQM4UQCH2K/WWi9lkmI80f9PKVP/81DWtqsEyLYEEA3aXP3DwVijli1mqezfJ+R+11FKfDdM53hqJRvvH40/z51b2EDSNJ04DK/Dy6hkeImck3cOhCUJmXS8fQMHErOVrapQkqcnNpHxrCnLS/8egapTlBTgwNYU76HfS5XBQHArQNDqZsU/wuF4UBP22DQymvIcftts0SBy3o8ZDn8zpquV4PQY+H9qHhFK3A58PncnFi2EHz+/DqOh3DqWmii/1+dE2jy0EryQkA0D0SctBykNKiJ5R6401ZMAfDsuidrEkozw0SNQz6w6nppStyg4TicQYj0ZR2lXlBRqIxhqKpN/JU5uUyGIkwEountKvKz6UvFCYcNxy13pEwkUnrSACV+bn0jISIGsnrSEuM1zU8QnxSjWFdCMpzg3QOjWBMWmNuTaMsN8iJgSEsOXmN6ZTkBDgxMJyieV0uSnL8tPcPOa8xv61NJsfjJt/nc9SCXg+5Hg8n+lPXSq7PS47bTYeDlu/34tfddA6kaoV+P26h0T2Quo4KA35cUtAzmLqOioN+hAm9kzUpKc3NQcYt+gcnryNJaV4ORsRkcCiSopXlB4mH4gw5aOX5OUSGIowMT15jkrKCHMJ9YUIjDlphgOGeISKh2CRJUlbkZ+BEH9Fw6tosKfTR19ZDbJImBJTWltDXMUA8mrxuhSYorS2mt60PIz7pe8ylUVxVRE9bL6Yx6XvM46KosoDult6U+tcer5uC8ny6mntSsnZ4/G4KSvPpbOpOmb8v4CW3OEhXc0+KFizI4YYPXs1ffOlW3B53ip4OdbajABV5pphhfvGl32fFOCutLeZ/j34PXVcHEAqF4sxDqIN4xRnCkV2Ns9a3P+hDaILB7iH2dO+ftXGmRP3/msp0jCzTtN/KU2wrTWvm7+hM1FjLGF1mWcgMqRlXX7iMj/3Hu1iyQUWYKRTpUPsdxZlEfzjCO3/7R/Z1djnqFoxF+0zGlJKWNJphpddipkXroLMWMYy0WtgwCDsYYAAj8TgjaVIsD8diDKeJKh9KYx4B9DvVOh3VHIwqACSpBtcEnEyzcS19vdZOByNudC/X4WD8jXLCSUu0OzGYvl270/ucaNc2cIpaQk7XzsqgmVKm1eKmRVu/w1qREIubtDmYXEiIxo20WjhqEIk6ayOROKGIwxqTMByKMRJyWEcShkaiDBNN1SwYHI4y5KSZMDDZ4JqoDThrwpT09TmsMSnRTOjrcVpHEmFAb5ezpsUlvR1O74lEi5r0tA84a2GDnuF+5/HCUbqHU1+DlBKGR+h0+O6QloU1NExHb19qn3a3jmaV3VbSedxZMw0rbTsjZqRtF4vG07aLhdNrkVCUSMjhMweG+0f47ddu5+D2o3zlzr/F4z15A22mUXudhYcyzxQzxi++9Hv+90t/mPNxK5dW8NO9/66MM4VCoVAo5jmT71Y8Xd72d7dQXldCLBLn5//4W0YG0h+cKBYgZoZUiulIV8/sdLFMmCr6TEqQkorF5ay5eAWmaVFSVciVb71YmWYKhUJxlvHJO+9Ja5wpThE5Htif4TaWecG8mKccn0s6bVrt0rWdqp2Vuc9ptcugiXR9WiDSbRMt0Kw0n50lEWk0YYFmptHMDJqRXtPiFpopndtFTUQ6LRJDmJbzawiF0+6rrZGR6e25FyDbH9rFf33yZ3zqBx/I9lQUCwhlnilmhP/48I+454cPzfm4mq7x369+S6VqVCgUZzYqxbLiDKGwrGDG+tr6lkuIDEc4tP0oz9z+ojLOFLOLlEjTRCRu1koXibbu0pV86f/+imBBzlzPUKFY+Kj9juIMYVf7CZ5pbMr2NM445sSQmu7XkBz/c0rzPAkzazpM972a8XbpjKxZ0kQ6U+0kNHDQpUSY6TXNyNAug6YZMn27uOWsWbbmbPBZYJiOmjRNSBM9Kg0DJqcJPcO5/6eP8s4vvpniysLsTEDtdRYcWrYnoFj4fP0938uKcQZQuaTslPLVKhQKhWJ+IoT4uRBCTvHPI5PavHuK538oW69H4czlt1502n14fG58OV4e/90z/Onb93D3Dx+ir8MhrYlCMdNIC2kYSCv1tuUlG+r51Pffx7/e9wVlnCkUCsVZzq+278z2FM4cJkSdzXcE8z8ybtpMEXWWVpuNdjKNLJP+pGgiQ7uMWpqppI1wg/SRcdgRaWk1w0qvxa20a0zEjfTrL01qVcCuLXyWYRom9//3o9mehmIBocJ1FKfF3T96kIf+5/GsjX/Zzad/CKdQKBTzGpkhvcQMj5Nlbgca02jvBBYD96XR7wBecXj85dOdlGJmWXXhcpZsbODIK40n3aZiURmF5fnkFgfpbu7l6K7jszdBhWJKJFgmt372DVz8xvOIxwyKKgqoXVGVuSaaQqHIzFzsd7K/11GcJbzc2pbtKZxxqF/YWSZTaswpvjszfTbzRsuUWjJd1NmEdo5jZfjNyqyl71SYmbQMnWbSjPQpGeVZFnU2yu6n92Vn4LPnbOeMQplnimljGibf/dhPszqHt37hpqyOr1AoFIqZQUp5O7aBloQQogD4HBADfp6m+e1SynSaYh4hhOBj3/lL/vo1X8aITX2xVre6hr/+6UfQXTq3/+d9vHjPjjmYpUKRHpfHxV9+9W286TM3KLNMoVAoFI6EMkR6KBRZ4yQO1Bf0zmYWUmAumPcj42ufpdygC5jISCTbU1AsIJR5ppg2d/3wIcwMdzDMNle+7VICQX/WxlcoFIo54+zOi/1OwA/8VkrZne3JKE6ftVtW8cU/fpZ/fuu/Ew2lTxWSX5JLT2svH7/wC3M3OQGaEFgZ7ghVnD1oLo2SyiIsy6KwPJ/Lb72Ea96zlYLS/GxPTaE4Mzm79zuKM4g8n4+uEVWLVTHPmCL/5SnXa5uhtjNGptc3zcllel1z/os17XC8DKLQgOyd62aL3MJg9gZXe50FhzLPFNPmju+my541+5TWFvP5X34ia+MrFAqFYs54f+LvjzI8Z6MQ4lOAD2gFHpNStsz2xBTT58IbNvPjXf/GHd+7nwd+/hjDfSNjWmldMb1t/Qx0D839xCRY6oJGAXj8Hr58++fYfPWGbE9FoVAoFAuMrYsXcaSnN9vTOGMY3Zll3Zw5k5nKeMqgyQy1v6Yyn+ZMExnWkQYyXepGDbCc+5UJ38lR00nrSUldQJr0jNKlgencULo0RJoABunS06d1dLvS9incbmQa7Uzmgus3Z3sKigWEMs8U06bjWGdWxi0sL+BXjd/PytgKhUKRFc7Ss3whxEXAOuCglPKxDE/95KT/NoUQPwE+JaVUORnmKZWLy/nQv72Lv/zqbbQeaicSitFysI1/e+/3sxrZrlBsvHIt7/vXd7Di3CXZnopCcXZxlu53FGcet52znv9+aVu2p3FmkDBuFoJxNi+iryYw3fk4tpsias0RkaHd6ADptEztTkMTp6wJpJDOmpZBEyDT9Cm1DJou0msuDYnp/Jm6Xcho3FnzeCDinO1DeD3IyNl1uRzI9XPV27dkbwJqr7PgUOaZYlp856M/Jn4StUpmmvrVNfx497dUjQmFQqGYHVYKIRyv9KWU2bg96wOJvz9Oox8DPg48CLQA+cAW4F+ADwJ5wNtmeY6K06CrpYf7fvII+144SCQU5ciOxjkxznLyAwhNEBoIqRSNZzmFFQVc/uaLACgozWfLLRdQv6omy7NSKBQKxUKmobCA2zau4zev7M72VM4Y5syYmo5JNKndKc11uhFfU/Q5Gg12qu/bjBpuk+YyY+0yaDKD2Sp1wJiGlogwc9IsF2hxJ7NRYLkketxp/gLLBXrc4cMVAsuto8fM1PdGCKRXR0TTaB43IhZP0YSmIb1eiKYaaELXEV4v0kE7U3n739+CX5UAUpwCyjxTnDLffO9/8cDPMgUAzA5Lzmngv176mjLOFAqFYp4ihGgE6k+hya+klO9I01c+cCsQA37u9Bwp5RPAExMeCgF/EEI8D+wEbhNCfE1KufMU5qSYAyKhKN/56I955JdPYaVLMTKLjAyoOiQKqFleyb/c//dUNJRleyoKhUKhOMP4x9dcQW8ozAMHD2d7KgufhCEy7w005lf02SlHkGV6n6eKFMvULpEWMV2fjkbYVO0yaDKRatFRS6RTPCVNE0ikoyY12yTTnIw3XWBJiXDQpEtg4mygSbeGKSV6PPUaSbo1LCnRYg7XTx4XUkpE3CHQwee137BYqpsnAn6QFtJBO9N402dez5s/e2O2p6FYYCjzTHFK/NObvsEzf3pxzsctrirkv176GpqmzfnYCoVCkV0kYk5qMEmA/acZYXYEOJW8D20ZtHcAAeC3UsruU5mElLJZCHEv8HbgMmwjTTFPiIaj/O01X2HPMweyPRXFWUp5fSk3fPBqbvjQawkW5GR7OgqFApib/Y6KNFbMHW5d5ztvuJ7f7dzNL7a9wuFJNdDKcnJYXV7Ksb5+jvf1J2lVubksLy3mSE8vzQODSVpNfh5Li4s50NVN+1ByfdiGwgLqCwvY19lF5/BIkrakqJDagnxe7eikeyT5JqLlJcVU5eWys72DvnA4SVtdVkpZMIcdbe0MTEr9tq6inKKAn20tbQzHYknaxqoK8r0+XmppJRRPPpTfVF1J0OPlxeYWIsb4Qb8Azq2pxud28UJTC7EJtZg0TXB+bTUuofFicwvxCTdf6UJwfl0NAnixuRXDGtdcmsb5dTVYluTF5pak2rYeXef82hpipslLzS1J3xA+t4vzaqsJx+K83JJ8yeJ3uzmvtpqhaJQdre3jgoAcj4fzaqroC0fY1XYiqV2u18Ommiq6R0LsOdGZ1C7f52VjdSUnBoc50NmdpBUF/KyrrKBtYJBDXT1JfZYGA6ypKKOpb4CjPX1J7Spyg6wsK+VYTy9NfQNJWnV+LktLSzjc1UNr/2CSVleYz+LiIg52dNM+OJSkLS4ppK6wgL3tnXQOjSRpS0uLqCnI59XWDnomrjEBK6tKqMjNZWdzO/2hSJK2prqMkpwAO463MzRxjQlYV19BUcDP9qOtDEdjSdrGxZXkeb28fKSV8ETjR8A5S6vIcXt4+XAL0QlmktBh87JqfJqLlw+2EJuQ8ULTBeeuqMGFxssHmjEmrjGXzrmraxCmZNv+FsyJa8yrc+66WqyYyY69yWvM7XexeUUtsbDBzr3NTPyZ8+a4OWdVLZHBKLv3JJfr9uX72LiqmpG+MHtfnaAJQaAoh3WrqhnsGuLAq61JWk5ZHmtWV9Hf3s+hCe2EEORVl7BidSVdjZ0c25OsFS6qZNmqStoPtXF8T3PSXIqrCll6ziLaDp+g+UDy/wtldSUsWldH8/5W2o50JGmVi8uoW1XD8T3NnGjsStKql1VQs7yKo7uO09WcvKbrVlZTuaSCwzuO0tPWl6Q1rK2loqGM/S8epr9zIElbes4iSqqL2PvcQQZ7kr8b11yygls+dQOX3nIh2WVOz3YUM4QyzxQnzV9d+UV2Pb43K2Pf9KnrlXGmUCgU8xwp5VUz2N37E39/OM32ozt0dTI+z/jhZ/93To0zIQRyTi5SFPOV9Zev5u1/fwumYZFXnMvScxrQdT3b01IoFArFGY6uabztnA3ctnE9O1rbaezrw5SSytxcLqyvxaVpSCl5uaWVpv4BpLRNjfNra9A1O8LkxeYWWhLmRm1BPufVVqMJgWlZvNDUQuvgIJoQ1BcWsLm6CiEEcdPk+aYWTgwNoQvBoqIiNlZVIIQgZpo819hEx/AIbl1jSXER6yrKEUIQNQyePd5E13AIt66xvLSENeV2dHY4HueZxiZ6QiE8us7q8jJWlJYAMBKL8ezxZnpDIbwuF2vLy1haUgzAUDTKc8eb6Q2F8btdbKisoKGoEIDBSIRnjzfTH44Q8Lg5p6qS2oJ8APrCYZ4/3sxAJErQ42FTTSVVeXkA9IyEeLG5hcFIlKDXw+aaaipygwB0Dg/zUrNttOR6PZxfV0NJjn050D44xLaWNkLxGLleLxfU1VIUsNO3tfQPsKOtnXA8Tp7Xx0UNteT7fAAc7+tnZ9sJIvE4BX4/FzXUkuv1AnC0p5fd7R1EDYPCgJ+LG+rI8XgAONTVzb6OLqKGSVHAz8WL6vC73QDs6+jiYFc3McOkJBjg4oY6vC47cmjPiU4Od/dgmBalwRwuWlSHR9eRUrKrrYOjPb2YlkVFbi4XNNTgTmg7Wto53tePZUkq83M5v74GV2IdbW9upblvAAlU5+dxXn0NmrAjo1463kJr/yBC2GtsU934GnuxsYW2gSE0AfXFhZxTUzm2xl441kLH4BC6prG4pIh11fY6ihkmzx9tomt4BJemsbSsmDVV5QBE4wbPH2mieziE26WzvLyElZWl9hqLxXn+SBO9w2G8Lp2VVaUsLbfXWCga4/nDzfQOh/C5XaypKWdRWREAw5EoLxxqpn8kjM/jZn1dBbUlBfYaC0V48VAzg6EIfq+H9fUVVBcn1thwmJcPNjMUjpLj87BhcRUVhbn2GhscYfvBVobDUXL8Hs5ZWk1pgb3GuvqGeeVQKyPhGLkBL+esqKEoLwBAR88guw+2EYrEyM3xsWlVLfm59hpr7xxgz8F2IpE4uUEvm9bVkZtjr7GWtj4OHGwnEjXIy/WzeWMdgYC9xpqbejh4oJ1Y1CC/IMA5mxvw++011nikk6MHThCPGeQX5XDO+Yvx+uw1dnRfG40Hba2oLI8NFy7F47XX2OFdTTQdaMc0TIoqCtiwZQXuROTagZcO03ygDcu0KK0pZsPWNegue43tfe4gbYdPYFkWZXUlrL98NbquY1kWe545QPtR20Arbyhl3aWr0DQN0zR59an9dBzvQghB5ZJy1ly8AiEEpmGy84m9dDV3o+ka1csqWXXBMoQQGHGDVx7bQ3drLy63Tu3KapZvXmyvv1icVx59lZ72flxunYa1tSzduAiAWCTGjkd209cxgNvrZvH6OhatO5XkOApFMkIdJsweQohtmzZt2rRt28IvFPutD3yf+37yaNbG//Huf6NhTV3WxlcoFIqTZfPmzWzfvn37TNQIE0Jsyw1Ubrpw3YdmYmoZeX73DxgKtc/IvE8XIcQFwPPAQSnlimn28SxwEfAWKeXvZ3J+imROZb8z2DvEbTUfJBY589OCKOYHF914Lp//1SfxJw4nFArF6TOTex2Yu/3OfNrrKBYeZ9L5jkKhUCimRp3tKEBFnilOgqO7jmfVOCssz1fGmUKhUJxdfCDx90eZniSEuFRK+dSkxwTwt9jGWTdw/6zMUDEtHv7fJ5Vxppg1hCaQlsQX8HLhjedy44evYe2WlaperkKhUCiySswweGzvUY5399sRQwW5vGbNUnL9XiJxg8f2HqGppx8poaowl6vWLCXH6yEUi/PonsO09NpRQdWF+Vy1Zgl+j5uRaIyHXz1Me/8QQkB9cQFXrF6C1+1iKBy1tYEhXJpGQ2khW1ctxuPS6Q9FeOTVw3QMDtuRZ2XFXLqyAbeu0zsc4uE9h+keHLGjgipK2LKiAV3T6Boc5tG9R+gZsiOGVlaVcfGyOnRN40T/EI/uPULfSBiv28Wa6jIuWFKHpglaewd4fN9R+kMRvG4XG+oqOXdRNUIImrr7eWL/UQZDUfweFxsbqjin3o6eO9bZy9MHGhkMRwl43Zy7qIa1tXZk06ET3Tx78DhDkSg5Xg8XLKlldY0d2bS/rZPnDzUzEo0R9Hm4aFk9yyvt6KXdzSd4+WgLoWicXJ+XS1bUs6S8GCklrxxvZ0djG+FYnDy/l8tWLqK+tBApJduOtbLzeDuRuEF+wMfW1YupKcrHsiQvHW3m1eYOInGDwhw/V6xeTGVhHpYlee7Qcfa1dhI3TApzAly5dgll+UFMy+KZ/Y0cbO8mbpoUBwNcuW4pJbk5xE2Tp/Y1cuRED4ZlUZqXw1Vrl1IY9BM3TJ7Ye5SjHb2YlqQ8P8hV65eSH/ARjRs8vucIx7v6kVJSUZDLVeuXEvR5CcfiPPbqEVq6B5BIqgrzuGr9UgJeD6FojEd2HaatdxAhBLXF+WxdZ6+x4UiUR3Ye5kT/EJoQ1JUWsHWtvcYGQxEe3XmYjv5hNE2wuLyIy9Yuxu3S6RsO89jOw3T1D+PSdRZXFrNlrb3GegZHeOyVw3QPhvC4dJZVl3DxmsQa6x/msVeO0DsUwuvWWVFbxoWr6tE0wYmeQZ7YeYT+IXuNrWoo57yViTXW2c/TO48yMBzB63Gxbkkl56yosddYex/P7jzG0EgEn9fN+uVVrF+WWGMtPTz/yjFGQlH8Pg/nrK5h1RI7QvNwYxcv7WxkJBQl4Pdy7vo6li+219iBQyfYvus4oVCMYI6XczctYklDKVJK9u9vZ+fuZiLhGDlBL+efu5j6+hI7onBXM6/ubiEaiZOb6+P8i5dRU1tkRxRua2T/rhai0Th5+QEuvHwFFdWFWJbFK88d5tDuVmLROPlFQS56zWpKKwswTYvtj+/jyKvNxGMGhaV5XPy6DRSV52MaJi89sJNje1owYgaF5flsecO5FJTlY8QNnr97G8f3tmAZFsVVhWy5+QLyinOJReM8d+fLtCQiz0pqithy8wXkFgaJhqM8e8fLtB5qR0pJWV0JW26+gJy8AOGRCM/8+UVOHOu019+iMrbcdD7+oJ/QUNjWGjsRQlC1pJxLbjofr9/LyMAIT/3pRbqa7MizmuWVXHTjuXh8HgZ7h3j6Ty/S09qL5tKoW1nNha/fjNvjpr9rgKf/9CK97X3obp1Fa+u44PpN6C6d3hN9PPPnF+k90Y/b62bJhnrOvXajyjqhmDYq8mwWOVPuTPrM5f/I7qf2ZW38z/7so1zzrq1ZG1+hUChOhVm5O2nNHNydtGd+3J0khMjDroXmBqoz1TsTQkjgIPAS0ArkA5cAa4EQcJOU8sFZn/RZzqnsd77xl9/jwZ8/PvuTUpx1XPe+q/jkDz6AETfxeN3Zno5CcUYza5Fns7zfmS97HcXMIoSoBT4PbAbqgUKgB7sW70+BX0opT/vOnemc70TjBj989EX+8MIuekeSa4n53C4aSgpp6x9kMJxcSyzgcVNXXEBL70BynScg6PVQU5RPU08/oVjyy8rze6kqyKOxu4/IhDpPAIUBH+X5uRzr6iU6oc4TQHHQT2lukCOdPUm1xABKgjkU5/o53NGbVOcJoDw/h3y/nyMdPZiTzhYrC3LJ9Xk5dKI7pfpOdWEeOR43h070MJna4ny8LheHO1K1+pICXLrGkY7eFG1RaSEgONaVqi0uK8S0JMe7+1O0JWXFxA2Dpp6BFG1pRTGRmEFLb6q2rKKY4WiM9r7k2koCWFZRwmAoQsfAcJKmCVhSUUL/SJiuweSadLomWFJeTM9giJ7h5Jp0bl1jcVkRnQMj9E1aR16XTkNZER39QwyEkktP+9wu6ksKaOsbYmjSGsvxuqkpyqe1Z5CRyWvM56GqKJ/mrj7CseR1lOf3UlmQy/HO/qRaYgCFOT5K84Ic7+hLqiUGUBT0U5KXw7H23qRaYgAl+TkU5vg52taDaSWvlvKCIPl+L0dbe5JqiQFUFAbJ9dra5KPtquI8Am43R1tS11F1aR5ezUWjg1ZbXoALwfGW1HVUX1GIMC2aW/pStIbqIqyYSWurs2aE4rRP1qRkUX0JkcEIHW39SZJAUl9fQqhvmO725PUnBNTXFzHUPUhPe3I7TRfU1hXR395L34nkdrpLo3ZZOb1tvSn1wlweF7Urq+hp7WWwJ3ndenxuqpdV0tXcw3B/8rr15XipWlLBicZOQoPJa9Of66OioYwTxzoJDyevzZz8AOX1JbQePkE0lLz+cotyKKkppvVge8pNl/kluRRXFdG0vxVj0tosLM+noCyfpn2tmJPWX1ldCTd94jpuPsWSQOpsRwEq8kwxBZFQlFef2Z+18ddcslIZZwqFQnF28XbsOmW/zWScJfgmcD5wJVAEWEAT8D3gW1LKo7M5UcWpE4+qqDPFzOL2urn1szfyF1+6FU3T8HhVjVyFQqE4y1iCvX98Abgd6AWKgddhm2d/IYS4WkpppO1hFgjF4nz4p3/m5WOtjnokbrC/vctRC8XiabXhaCytNhiOMhh21vpCEfommSuj9AyH6RkOO2rdwyN0D484ah0DI3QMOGvt/UO0M5QqSGjtHSRdTHizg4k1ipP5NcqxrlTTYpSjnWk0CUccTLpRDjuYe6M4GX9IkMChdudLGEum0SSYpuRgm7MWNywOOGlA1DA52ObwmUuIxAzndhJGIvG04w2HYxxsde5zcCTK0EjUUesbitA/5LDGJPQOhukbdFhjErr7Rujuc1hHUtLZM0SX0zqyoKNrmE6GHbX2jjRrzJK0tQ2k1Vpa+hw1YUpajjuvB2FKmo85fz4iZtJ8qDNVkBIRtzi+/4SjRsygaa/Dd4eUyHCUxt1NDpLEGAxxbEfq/0NSSuKhCEdfOeY4TyNmcGxXap8AsUicYw7jAURGohzdddxRCw9F0rYbGQhxNM14Q70jDPU6f68MdA8x0O2wHoC+jgH6Opy/PzqbuvnhZ3/B/hcP8flffhLdpaLQFCePMs8UGWk52Ia0shOdWLWsnP946itZGVuhUCjmE+IsihKXUn4f+P5JPvevZ3k6ihmmsKwg21NQLHBqV1bj9roIFuRwwXWbuOY9V5BfkpftaSkUihngbNrvKGaUZ4FCKWVSOIsQwg08CGwFbgbmtAbuF353f1rj7Kwl8b/4vEimPEtfNyLR9Vy9RsfxMr22TJ/BVO1khnanoTmPJxFW+nbT0iyJMKehmRLNcJ6oMCWaKR0/c2FYaIazhmEhDMtZi5sIw3TWYjEwnO8DkOEoxNNohgHJX5FnJU/8/jnKakv4wDf+ImtzUHudhYcyzxQZ+f6nfpaVcVdeuIz/fPb/ZWVshUKhUCgUs8Plt17En759T7anoVigvOefb+NtX7g529NQKBQKxTxCShlL83hcCHE7tnm2bC7ndLC9m4dePTyXQy4YzljjbEKfp/QaT8LoSsd0jbrpfgaZ2k1Ly/D6RDrDjQzm2CxpmplmolIiElpK20Rk2fQ0I61GzDmLh7Qs21hznKYFlumonY3c/t37eevf3kRecW62p6JYIKi8Joq0fP51X2XXk3Nf62zjFWuVcaZQKBQTkXL2/1Eo5oBVFy5nycaGU2rjC/rILcpBd6v0Gmcr5fWlfO7nH1PGmUJxpqP2OooZRAihA9cl/nPXXI792+d3zuVwCwOZ9OeMJBvG4JyNmTZC7DS0tGPJ0xrPUU70mU4T6TQrg5bB4Btt54gp07czzPRaPEP6+zSmGoA0lXE2kXg0zgM/eyx7E1BnOwsOFXmmcOSzV36JnY+/Oufjbn7tBv71/r+f83EVCoVCoVDMPkIIPvrtv+RzV385pchzOiLDEZwrdCjOSARceP1mcgoC5OQFOPeajZx/3TnoujJPFQqFQpEeIUQJ8DHs8+xS4GpgKfBr4O65nMsLh5vncrgFw7yIOlM4M0UEXKYot+lGpGUiU7TajGtW+jFFRi39mybSRasBwkyfPjGTRgYTTKZJ5QiApdI1TmbHo7t582dvzPY0FAsEZZ4pUnjfuk9zfE9LVsb+4v99NivjKhQKxbxFMjd3D6kblBRzxLpLV/HFP36Wf37rvxMNORQcV5y1CCH41A8+wHXvf022p6JQKOaaudjvqL3OmU4J8MUJ/y2BbwJfkPLkF5cQYlsaaeXJ9jEcVfsbxTwkk4F0Eixo83Pa3//TbDgbvzdTRespTprQUDg7A6uznQWJStuoSOJTl/591owzl9eFL+DNytgKhUKhUCjmjgtv2MyPd/0bt3z6BnLyA9mejmIesOaSFfy/+/5OGWcKhUJxFiKEaBRCyFP455eT+5BS7pdSCuybxOuBTwMfAJ4UQhTN5esJetW5hmIeIk7vTH1Bn8dP2/mbZsOM4XjzqM+zlECeuv5UnDwq8kwxxh///W72PHMga+NveeMFCPWFr1AoFKmoTAuKMxFhRxoJTf32n21ousYNH7iagrJ8Anl+Nl65liUbGrI9LYVCkW3Ufuds5gicUpbmtnSClNIEmoBvCyE6gN8AX8ZO6TglUsrNTo8nItI2nUwfFy2ro7G772SeelaRLu2fYh4wmpcxjSYzRK1l+lyn+5mnbSem1nDSM2kaYDn3KzXATKcJSJO6UeoCjDSaJtK/X7qWPnWjroPhnLpRuFzINBqaljHl49nIuVdvyN7gaq+z4FDmmQIAKSX/88XfZXUOH/zmO7M6vkKhUCgUirnhhXu385Vbv6XSNp6F6C6dz/3Px7jyti3ZnopCoVAo5glSyqtmqev7En+3zlL/jrz1wvX85rmdcznk/CeTOXOGkA1zcMbNqXSk+/xGO5mOltasEyBk+naZ5pJomq7PdJpMp2kZNAEy3XiaSK/pGTSXjowZzp+N2w3RmJMCHjdEnK+rhO5CKvNsDK/fw9Xvujzb01AsIJR5pgDgpQdeITJ8Kjd6zSzXf+BqSqqLsza+QqFQzFcEEjEHebHFmX41q5g3vPr0Pv7p5m9gxDIUtlaccWia4KI3nMdbPvdGVl2wLNvTUSgU84y52O+ovc5ZSXXi75xuOpZWlPC69cu5b9fBuRx2QTAvos9mw8ib0OcpvcYpIr4yzVNOeMqpvKezYbhNS8vw+mRCc2o3Gg02V5rlEmhx6RDNJrB00J0izIRAujVEzEp9/UIgXRoinkbzuBAxw1HD44FYqoEmNA3p9Tiaa0IIpKaDpQw0gFs+fQO5hcGsjK3OdhYmyjxTAPDYr5/K2tirLlrOp37wgayNr1AoFAqFYm6QUvK9T/5MGWdnAZqu8fa/u4WS6iJ8QR9rt6ykrLYk29NSKBQKxRmGEOICYLeUMjTp8SDw7cR/3jPX8/rKm19L70iYF440z/XQ85eEIXLGGmjM/WtzHO8kDLlptSNN+sbT1JyjyARSk2ClScGYSLV4SpomkEhnk2wqzQUYDgaaZhtompn6IqRLw5KgxR3y9Ll1+z0xHDSXjrQkwikNo8cN0oJ46rWU8HmRVhrN5UIaEqyzO2fg1e+6nHd9+S3ZnoZigaFlewKK7GNZFs/fsz0rY2+6ej3feearWRlboVAoFgxSzv4/CsUcsO+FQxzecSzb01DMMi6Piy/86pP8xT/dynXvfw1X3rZFGWcKhWJq1F5HMT0+D7QJIe4QQvynEOJrQohfA83Aa4BngX+Z60n5PW5+8Jc38fHXXkxZXk6KnuNxs66mnMIcf4qW6/OwrracfL8vRSsI+FhXW06uz5uiFeb4WVdTTo7XnaKVBAOsq63A70m9h748P8jamnK87lStsiCXtTXleFx6ilZdmMfamnJceurRYm1xPmtqytEn17YV0FBayOqaMjSHmveLy4pYXV3maEAtqyhmVVWpgwLLK0tYUemsrawqZXlF6j5ECFhdXcaS8tQsSJoQrKkpY1FZoYMGa2rKqC8pSHltmiZYW1dObXF+SjuXJlhbW05VYV5KO49LY21dORUFuSmaz+NibV2F4zoKeNysraugODeQ0i7o97CuviJ1jQnIC3hZW19BfsCXohUE/aytryDX703RivMCrK2vIDB5jQkoLcxhbUN56hoTUFEUZE1DBR63nqJVluSypqEc9+R1JATV5QWsWVSRusY0qK0sYPXicrTJa0yD+ppCVi4uT11jmmBRQwkrFpeTsvw0wZLFpSxfXMZkpC5Yurycpem0FRUsXuyw/jwaS9dV0eCgCZ+LZRtqqW2YtDaFQPg9LNvUQJWDpucEWH7+UirrSyZJAk9BLisvXkm5g+bLzWHlRSsorU1d774cLysvWEZxdVGK5s/1sfKCpRSWp67pnIIAKy9YRl5JboqWVxRk5QXLyC1MXbcFZXmsvGAZOfmBFK2oooCVFyzDn5v6/VdSXcTK85fiy0n9/iuvL2Hl+cvw+FK//2pXVPGJ/3o/f/3Tj6JpWbZC1NnOgkNFnp3lSCn55CV/x3DfyJyPfeXbtvD5X35yzsdVKBQKhUKRHZ743bPZnoJiFnF5XGx9y8Xc8ukbWLpxUbano1AoFIqzgx8DI8B52LXNAkAfsA34PfBTKWVWQt49Lp0PXXUB7916Ln96/lX2NnVgmBaLKoq47dKN5Hg9xAyTPz67i/0tnUgJSyqLeMuWjfg9bqJxg989vZNDbd0gYHlVKW/Zsh6Py0UoGuO3T+/k6IkeNCFYVVfOLReuw+PSGY5E+c1Tr3C8ow9d11jbUMFN56/FpWsMhiL8+skdNHcP4NZ1Ni6u5PXnrUbXNPqGw/z6ye209Q7hcelsXlrDdZtWommC7qERfv3EDk70DeF1u7hgRR3XbFyOEIKO/iF+8+QrdA4M43O7uWRNPVeuXYoQgpaeAX739Cv0DIbwe9xsXbeELasaEEJwvLOXPzyzm96hEDk+D1dtWMqFK+oBONLRw/89s5v+4TBBv4drNq1g85IaAPa3oV1JdAAAT/BJREFUdnLH83sYGImQ6/dy/XkrWd9QBcDu4+3c89I+BkNR8gM+Xn/BalbXlgOw/Wgr92/bz3A4RkHQz00XrWVZpW0yvHioiYd2HGIkEqMw6OfNW9bTUFaElJJn9x/n0Z2HCcfiFOcGeMtlG6kpzkdKyeOvHuGZPY2EojFKC4LcdtlGKgrzkFLy8M7DPL+vkUjMoLwwl9su30hpfhDLkjyw4wAvH2gmEjeoLM7jbVvPoSgYwLQs7nlxH68caSNmmNSU5HHb1k3k5/gwTIs7n9/D7mPtGKZFXVkhb7tiIzk+L3HT5E/P7Gbf8U5My15jb926kYDXQ9ww+cNTuzjY3IklYWlVMbdevgGfx00kFucPT+zkSGsPaLC8tow3XbpubI397rFXaGzvQ9MEq+vLeOOl63DrOiORKL955BWaO/pwaRprl1Ty+ovX4NI1BkYi/Pbh7bR3DeBy6WxYVs11F61C1zR6h0L8/qEdnOgexO12sXlVLa89f4W9xvqH+d2Dr9DVO4TX4+L8dfVcee4ye431DPKHB1+hu3cYn8/NJecsZss5ixFC0NrZz58eeIXe/hB+v5tLz1vKhevtNdbU1ssdD+ykbyBEIMfL1guXce46e40dberi7gd3MzAYIhjw8pqtq1i30l5jB492cP8DuxgcipCb6+O1V61l1fJKAPbub+XhB19leChCXr6fa69dz9KlFfb629XE4w/tYWQ4Qn5BDq+78RwaFtnG2fYXj/LMw3sIjUQpKMrh+jefT01dMVJKXn76IM89vIfISIzCslxufPtFlFfb6+/5h17lpUdeJTISo6SqgBv/cislFfb6e+qOl9n+yKtEIzHKakt444evprA0D8uyePz3z7HriX1Ew1EqFpVx08evJa8oF9M0efh/n2TvsweIRQ0qF5dx0yevI7cgiGmY3P+zRznw4mGMuEn18kpu+sR1BIJ+jLjBPT96mIPbjoKU1K2s5g3/v737DJPjKtM+/n+qe4KygyxLTgq2nG1syTln4wSYnMFgDJg1eV9YwAssC2xg2TUs2YCXDF6C1zkbJ3CQsJyz5SxblmQrzUx3Vz3vh6qe6emp6tGEDjNz/65LV0tz96k6XV0zc1RPn1PnvJrOyZ0Ueopc8v0reWzZU+DO/L124LSzT6Sjs52erh4u+s6VPHnf02DGwkXzOeWs42hrb6NrQzd/+vblPPPgswT5HDvvtyMnn3ksuXyODWs38sfzLuO5x1aQb8uz+8ELOf49R5HL5Vi3Zh1/OO9yVjzxAm3tbex9xG4c847DCYKANStf4U/nXcaLT71Ee2cb+x67F0e++RAspVgvsinMVZGsGzNbsmjRokVLlixpdldSuTtn7/eZpnwC/Ph3H8n/u+DvGr5fEZF6W7x4MUuXLl3q7otHui0zWzK9c/aigxe+fzS6VtNfHvkxa7tXjEq/ZWIZynjna+/4L67/9S0N6JU0ggXG+776duYs2JpJUzvZZf8dmTFz+uANRWRMG82xDjRuvKOxjozEcK7vuDvX/e1Rfn3d31j6yLP9sh232ZI958/miedXc/fjz/fLdtl+K3bdYRaPPPMS9z/5Qr9sj7lbs9N2M3ngyRd5+JmV/bK9F8xh/uwtuHf5Ch57blW/bNFO27LDrM2469HnePKFNf2y/XbZjm1nzmDJw8/wzMpXKl4zHLDrXLbefCq3P/gUK1av680CMw7afQe2nDGF2+5/ihdfXt+b5QLjkD3nMWPKJP5y33JWre1bUTOfCzhsr/lMmdTOLfcs5+X1Xb1Zez7HYXvNp7Mjz813P8HajT29WUdbniP2nk8uF3DT3U+wobvv3k6TOto4Yu/5gHHTssfZ2FPszSZ3tnPE3vMpRRE3LXuCnool7aZN7uCwveZTKIXctOxxChXL5M2Y0slhe81jY0+Rm+5+glLYt9zdFtMmc8iec1m3oZtb7llOWLEU3swZUzhoj7msWdfFX+5dTlRxzXXrLaZxwK47sPLl9dx2/5P9JohsO3MGi3bZjudXreXOB/sv9bn9rBnss3A7nlv5CksfeqZfNm/25uy10zY8+fwa7n70uX7ZjttuyR7zZ/P4s6u47/EV/bJddtiKhTvM4pGnVvLQky/2y/ZYsDULtpnJA4+/wGPPvNQv22unbZg3Z3PuffR5lj+3ul+2767bsu1Wm3H3Q8/w9IqX+2WLd9+eOVtO52/3P8NzL/Y/x/bbcy6zNpvCnfc8xYur+p9jB+wzjy2mTeaOu5azquJD/0FgHLTvfKZP7eT2JU+w5pX+59jB+y1gckc7t93xOGvX9p1jbW05Dt5/AR1teW677VHWr684xzryHHTAjuTNuO3WR9m4se8c6+xs46CDd8LCiL/e9DA93RXn2JQODjp4J0rdRW6/MS5IlU2d1sn+hy2ksL6H269/gFKx7xybvtlk9jt8ZzauWc8d191HWLGE42Yzp7HosJ1Z9+Ia7rzmXqKK82/LOZuxz+G7sObZVSy56i6iqO9EmrXDTF519B6sem4Nf7vmHiqv+c9ZsDV7HbEbLyxfybIb7uv3/myz02z2PHRXnntsBffe/GC/bPtdt2G3A3fm6Yee5YG/PtIvm7/XDixcvIAn7nmKR5Y83i/badF85u81l8fvWs5jy5b3y3Y9YCd22G07HrrzUZ68r/85vfshO7Pdzttw/18e5pmH+p/Tex+xG7Pnb809Nz3A84/3/9m4zzF7Mmv7mdx1/b28+FTfeWtmHHDyvrz+46ey6Ni9GApd2xFQ8ayuWrl45u68Y/7ZrHzqpcGfPMpUOBOR8UwDLJlohjLe+ff3fYerLrih/p2Susu35fj7C/6OY952WLO7IiINpuKZTERDvb4TRc7Xf30tv7/xnjr3bBMkl/3G7byLRl/WTK6jDvl4Dqeftd67WtsbSbu0+5MNuk2v3S7tHmTldpkZ2LDaOVaqkYUp9y4DiBxLu68ZQBRhxSg9CyOsEKZnpRCKWVkJCsW0BC8UoKeQmkU9PXEuQ/ber7yVd3z+DZv8fF3bEdA9zyasd8z7cFMKZ6d9+AQVzkREhkrrYss4sePe85rdBRmhto42jn/3kfz37f+iwpmIjC6NdWQc+fYfb265wtm4/C5oQuHMaFDhLDHc927I7SoKZwPa1TqPxkPhzGsVznx4hbMwqlE4C7MLZ8ViduGsWFThbAQuOPc3XPz9q5rbiQlwbcfM2szsY2b2UzO7y8wKZuZmduYmtH2Pmd1uZuvN7BUzu8HMTq3x/Elm9mUze8jMus3sRTP7nZntNlqvR/c8m4C+ePq/sfLpVYM/cZQd+aaD+eh3PtDw/YqIiEhrOO7dR/Djz/2SQnf6fxalNZ3xz29l3p470Dm5g532nc/0LQfeFFxERERiK1av4+dXt84KROWCx7idedYow70oPdxr2d73MOC9G2T2WOZ7Pkhfap0rw8qyimp1yjILboBFGcUxyC6qARZmFM4AK2Vk7tmFM3coZhTO3DMLZ+6Od3dn9EQ21U8+/ytOeM+RdEzqaHZXxrMpwH8lf38BWAFsP1gjM/sG8CngGeL7mbYDbwUuNrNz3P2/q57fAVwNHArcCZyX7OdNwClmdoy73zbSF6OZZxPMqudXc+tFdzR8vyefeSyf/80nGr5fERERaR3Tt5jGie89utndkE1kgfGJH3yQt3/uDRzymv1ZdNzeKpyJiIgM4g833dPvXletYFwWzppwiBt9HIc1y62i7ZDUWpax1jaz2jnZ71EyWy2rHzasdvGMtOG2S43dIfL0LHIsK3PHPKtdlF2ILYWZmZdKqV+XoVm/ZgM3/PbWZndjvNsInAxs4+6zgZ8M1sDMDiEunD0G7O3un3D3jwCLgdXAN8xsXlWzTxIXzv4XONDdP+PubwfeCEwGfmJmI659qXg2wfz4H37V8H0eevoBfOKHH8JsXA7XRETqL2rAH5EGOesb72b3Q3Zpdjekhlw+x1FvOYTzbvkqJ3/guGZ3R0QmCo11ZJy44a5Hm92FWNYSfCLVBpnJlvmUZBnLrOaDZVmGlQ13JltUo0gZ1limM4yy+1MzC7N6Et8HLYOKZ6Pnlj/d3rydT4BrO+5ecPfL3f35ITT7UPL4VXdfU7Gt5cB3gA7gjPLXLS4ylNv8P3ePKtpcBNwE7A4cOawXUUHLNk4wf7n4zobu75i3H85nfqZ7nImIiLQKM/sx8L7knwvdvaFXeDond/AvV36Br7/jPP7yf40dl0i2N//9a9njkF1on9TOjq+ay+Zbb9bsLomIiIxJL6/vanYX+tHHmAXYpCUbh5ONtG0rsxoHLXN2HGxSMTI9qxG22GzWsWztqnXN7oIMdEzyeEVKdjlwbvKcLyZf2xHYAXjY3Z/IaHN40ub6kXRMxbMJpFQssX7Nhobt74CT9uWzPz9HM85EREbINFCWUWJmpxEXztYDU5vVj9svXcodV9zVrN1LlTP++W28/XOvb3Y3RGSC03hHxovO9rZmd0FkWHRvvP4cyy6g1eNA6fppQ3RMbt79zjTWGcjMpgDbAuszZqs9kjzuXPG18lI2D2dsNq3NsKh4NkGEYchZr/pUw/Z36Ov259zffUqFMxERkRZhZlsR33j3t8BsRmEJg+FYes3dfO0d5xGFLbCmxAS3+IRX8YZPnMr+J+7T7K6IiIiMG3vMn80zL73S7G4AKoZIhUHWUPQaSxvWOo+akZGWW422w80CIGOVRQ8s+3srsMx25ILspRtzAWSszmi5HF5ryUfZZLsdsLDZXWiEXc1sSVrg7osb3ZlBzEges35xlr++2QjbDIuKZxNAGIa8Z+E5vLB8ZUP2t++xe/GP//tpgkC31BMRGTH3xizRoE9ATQQ/TB4/Avy+GR1wd773iQtUOGuSY99xOPu/el/aO9vYcZ95bLPj7GZ3SUQk1ojxjsY60iBvPGJvrrzjoWZ3Qzc8q4NmFCMbts+s86Vm0S0Js9plbtPidQ+H0w5PPx5muHn6copmeGY7cMtYhtEsOwtqZLkAL4bp+8vlgGJaAm1t0FNIjaytDS+kZ7LpgsA4+awm3dN5DF3bMbPlwNwhNPmlu79zxDuubSgvrPztN+KDoeLZOBdFEW/Z5gO8srIx67kuPn5vvnLxZ1U4ExERaSFm9l7gdcDp7r6qWTPD77npAZbf93RT9j3RnXzmsXzs+2dpjCYiIlJnixZuy17z53DPE2mrTzXeuJ191ujioFnvRekhHdPh9nOQ2WC1DPc9H/WZYrVeQ43Mk2OW2i4AjzLaBWC1ZopFPrCvZkm7jCwXYKUoPcsHWDE9I5+DUpiR5aE0cIqZmeFtbVAcWFyzIMDyeTylnWy6o99+GLO2n9nsbjTCgyOcYfYY0D2E5z83gn2VZ4nNyMjTZpkN1mZ6SpthUfFsHAvDkNdveQYb1zbmZrV7Hb4bX7n4s7RpfW8RkdEV6SOjMnxmNhc4D/iFu/9pBNtJXfYB2HVTt3HT7/863N3LMM3bY3ve8IlTOfGMo7Wctoi0No13ZJwwM77x4VN5/7//jmdWJtft3LFk4r0H9L+3UQOy+N5Nicj7Jv1Ut2tWVp5tVM48brDJGcNst4lZ77Esz1KqOM4khRw34uX6srKs9yelXf/9Wb/99Wu3qe959blCjf3VaJd2HvW1I/0cM3DPOP+qC2gVmScHrn+WzB9Laxc5bkYUQFBe5KL3fY0LY5FB4P0zonhDHtD7WuP3rtxJ7y289c+SQmrOsDAlM/q1c3eIojgLAggCLIoGZvl8/PdkiUYvz1Zyh/b2+FHLNw7L7gfvzMe+d1ZzOzFGxjrufmwD97XBzJ4FtjWzOSn3PSuvs1l5f7Py9O6se5qltRkWFc/Gsfft9vGGFc52P3hn/uWqc1U4ExERaSFmFgD/A6wHPtrk7vDyyrXN7sK4t+dhu3LY6QfS1tHGglfNZY9DdlHRTEREpMG2mjGVC/7fW/nCDy9jybKnCAp9S8Y5ELY77VPaKG4oEhQYkHVMaaewvkBQrMo6kmxdSlbe5vpiertJbRTWFQlK6VlxfZxRkUWdTntnSmYQdUJ7ez7OwqpsErS15SmlZD4Z8rkcpQ2lgdkUI2cB4YZSXwGEpOAzxQgYmIUBBFMDghCijVFqZiFEXQOz3LQcXnToivotvxfmkqyQleXx7hC6vSpz8tPbiLpLA7O8k5/WRrSxhHX3X0KwlHfaprVR2lgi6Kk6V/JO+7Q2iutLA8+jvNMxrT1+D1LOsb5zpTozOqck58OADDomt1NMPcfiLG2bUafR0dlOYW3PgHMs6jQ6OvIU1xUJSn0HxYFoUkB7W47S2qrMwCcFtOdzFNcWCML+GZPztAUBpbRsSp48RmldVRaATWknFznhup6+ohdxoSuY3E4QRoTruvuKZUAUGPmpHVhPaUDmOSM/pQO6CpTWd1VlAW1TJxFt6KK0visuipXlcrRNnURp3QbC9Rv6F1XyeTqmdVJc30XU3dNbqAMgCGif2klpYw9RSiGmfXIbxe4SnpJ1TG6n0FVIXdWvY3I7PV0F0mZJdk7poHtDz8AA6JjcQc/G9KxWu5rbnNJBT2bWTs+G9OUrOya307NxYBbkAo5808F88vwP0zm5I7WtNN11wLuAVwM/rcpOqnhO2WPAU8DOZjbf3Z/YhDbDouLZOHXFT67juUdXNGRfO++/I1+7/PO0d6hwJiJSF7pHx4Q2wvXGPwEcCZzi7mtG0o+sZR+SGWmLNmUbHZ3tI+mCDGKfo/fgny/5Bzom6T+FIjIGabwj48wVf76fZXc+Sa7q1DYgX4CoUCRHehYWCulZD4Q9GVnWNh3y3RB2Z+yvB8KeItULOxuQS9oNyBxyXU7YlZFtdCLSM9vgRJTSs/URTjQwi4B16VkuBF6Jq3ADsghYWyN7pZS6/F8uBF7OyEoOa4qZ7TwrK4KvHnhMAPKluF3q+1OEaHWtLOV8cE/e157086HH08+j5FyJujO22Q1hd/o2cxudcGNa5klWSHnPndz6kMjDlPfcsXUlwrRzJXLslSIRA99Xixxe7knPQofVXUQMXPbRwghfvSE1C0oR0Yvrem/H1q9dMSR84eX471UZhSKF5zdUfxUA7ynQ/Ur6Bwu9UKB7ZcZkiCiisD57Nb3Cxoz7qUFqYWlTsqwiV9wuO6vVruY2a2ZDfw1RGHHTH27j4Nfsz9FvPTSzfUNorJPl+8TFs8+b2Z/K1y7MbB7xPdt7qCiqubub2feBrwH/ZmZvcfcoafNa4HDgfuDPI+2Yimfj1E/P/U1D9jN/77l869avkstV/3oUERGRUTKs9cbNbCHwVeCn7n5ZPTo2VAsXL+DKC65vdjfGnambT+GUDxzHu7/8Fn2YSUREpAX8/sq7+O9fjPia3ciN9+u0yetr2Bz74V74Hm4/a+3O+26nNtTtZrbL2mZ5icOsPg7SLjOL6F2mcWDmme0szHjN7hBG2VmpRlYM07PIoZBeSCWKoCe9YOO1sjDEu9P/e+ceQaRlGUdbqVDi6+88j84pHRx82n7N7s64Z2afpe/2Dvskj2eY2WHJ32929/PLz3f3W83sm8AngbvN7H+BduAtwBbAOe6+vGo33wROBd4I3GZm1wI7AG8CNgLvKxfURkLFs3FoxfIXWf38iD5cvknm7rEd37j2iyqciYjUmz6dNKGNYL3xPYAO4kHqGRnPeSRZ0u/0kdwPbVMd987D+dFnflHzE4oyuFlzt+Kw0w8g35Zn3p7bc8QbD9JsMxEZ+zTekXHilXVdfPvnNzS7GxPGRC2clQ0sgNVoWKvgVo9iXK3MMwpnm9jPVJEPL8squAGUMopqAMVSVgKF7BlgnlVU0/3M6soj59sfOZ8DTtqXXL5J17Inzljn1cQr4FQ6JPlTdn5l6O6fMrO7gb8DzgIiYCnw7+5+SfUO3L3HzI4DPgu8nXjVnbXAn4Avuvv9o/FCVDwbhx5btrzu+5i/1w78543/xJQZU+q+LxERERmW5cCPM7JTgNnAhcQDzOWN6NCUGfEMqT+cd2kjdjcuzZ63Ff9501eYue2Wze6KiIiIpLj0hvsoFHUBvO6876HV7+5aj/6NZJvps68Gz1JtQrv0WVsZmXtvgSEts6x5JBXtUrOUe4BtapZ6jkVR/3uYVTarlYVhZjaBCitNs/KZVfz1kiUc+roDmt2Vcc3djxpmu/8hvmf7pj6/C/hi8qcuVDwbZ7o29vAf7/9uXfcxZ8HWfOO6L6lwJiLSCE5jBtEap4877n4XcGZaZmY3EBfPPufujzawW7z/X97BA7c9zAN/faSRux0XDjh5Xz51/ofZYvbmze6KiMjoasR4R2MdaZBrbn2w2V2ITYBzvtWLZmNGzeJY7Zls5YfUQtdwsoyvDZrVmpE23NlqtWakhTVWgytlF8+9VGO2mopnDXHdr29uTvFM13bGJBXPxpGe7h7eNe9s1q1OvxnlaJi1w0y+cd0Xmb7ltLrtQ0RERMavl55ZxbOPrGh2N1pex+R29j5id/LteXbYdVte/f5j2W7hnGZ3S0RERAbx0pr1ze6CyEC1CkgMvxA5WLtR3WfNokCtIt/Iltwc8jaHm6nq0RCNuNWRjB8qno0ThZ4Cb559JhvXpt9wcjTM3HYLzr/vm0yaMqlu+xARkWo1lpEY7f2INMB5Z/+ItavWNbsbLa29s41/ufJc9jx018GfLCIyLjRivKOxjjRGvln30hEZxFhY4rIu6lEZHHZVcEK+Ay0l396scoiu7YxFQbM7ICPX3d3Da2e8p66Fs81mTecb139JhTMREZFxwN2Pcndr9JKNTz/0LEuvvruRuxxzttxmc/7tmi+qcCYiIjJGLdh+ZrO7IDLQIMWe4V5uH+48Kq+RZ2ZWY7tmNfZZ48XXPC612tW4pF4js6DWpXgV1hph/p47NLsLMoZo5tkYF4Yhb976TEqFGmvmjtAWczbnv27+CnPmb123fYiISA1eYz11kTHk6p/9udldaC0GW8zejHxbnm0XzuHkM4/l0NMPoK29rdk9ExFpPI13ZJx47bF7cevSx/t/0R0i4mvjgTU2qy4AlLNgiFnkmIOPVubeVyUZRmYObmCjuM3ejIq8MjP61zcqs1zKsezdpvWf9TVYu/KPw6z3ddCMGlmNdlnnAwys69RqF3lfFau6XeS9SxdaddgvS2/nA1tBFIGnzKzzZHuRDy/zaEDm7vH+GNjP3iylBlbOvPr4lzOIj6MmDdXdKWcd17yda6wz5qh4NsZ96fX/Tte6+s04m7rZZL79168xS5+cEhERkRF68amXmt2FlnL2f57B6R89udndEBERkVF0yKIFbDd7M55Z8TIWOkHBCYqOEV8XL04NILDaWSnJShXZtAAsJbOkHWAh5AoRVqIvm1KVhUkWQHFykpUgV4wIwvg1RAGUsrIclCbnIIq/FhQ9Oys4QXKtOMpDaVKSlSAoRL1Z2GaEm5jlChFWztqNqKN/O/NyFhB1WJwVIShWZB0BUbtBWLHNJCt1BkTtAUROrhDF709vZkRtSVb0fllxUoDnLWnXPytNCiDJqt/zcHKA5wzCiv2V3/PJOciVz5WIoNCXlabm+s6jnrDqPMpVnEf9t9nbrhTFx6uyL1PzybkSt7OKc6w0OZecD56cYxXZlHxvFhRCglL8wj2AcHI5i+J+huXMCDsrskJfFgVGNCkPUdS7TSu3yxne2ZZkEVYoYWGUZEFfVoywnmJfu3xfRiGMs6ic5aAjj0fx9ugpYlFykuVz0NaGRxEUCtBTSIpnQD4P+TxRFGE9BbzQ07csXy6H5eNteqGA9/T03e8syGFB0FdsU0GlYRYdvzdzd9++2d2QMWTCF88s/ojKu4EzgL2BScAK4A7gC+7+cBO7V1P3xh5uu2Rp3bY/efokvn7FF1Q4ExFptuHe4FikxVjKJy0nIjPjA//6ThXOREQqabwj40QuCPj6p17LWZ/+OeGGYr/MgNyGCG8z8oXkwn1ltjGCPOQKDMw2RJCDXLEqc8hvjPAgPct1xTNhcqWqLIJcdxRPXKvIDAjKmdNbGOvNQsh1h1iUngXdYfwY9c+sRG+RpzoLio4HIbmi9xbGBmSFvmJUWVBwnKTdgCzCzdPb9cQzlSqLZr1Zd9yB8rHpn8WzkXI9PiDLdUeE7Ua+e2AWdEdE7TagnQFBV4S3kZrlu0KifHq73IYS3haQ7+lfeImzEPJGLvUcK+G59CzYWILAyBWrModcV/xmp2clcPqKZsn2LIKguxQ/lqKqzAl6SnGhLuzfLogcekpxAawqs9DxnhJBsaJolmSEEfSUCCqLZuWsFMVFse6+olmvUgjmWFdPaubusLFr4O+pUokoimBjV9/ssbIwJIoivCulXRTieF8RThpixlbT+cz//F1zO6GxzpgzoYtnZtYJXAicCjwE/ApYB2wDHA7sDLRs8ezCb/zfwB/Oo2TKjMl8985/ZZsdZ9dl+yIiIjLxbLNgYo8rJk3t5Lh3Hclrzj6ReXvoE48iIiLj1d3LniJcV0zNcg4U+paKqyyK5CKgkL5CYC4CovQsCIEwo11VgatfVhpmVqydVRd6AMydXE9GRnrxKCurfE6uUCPLaueQ6xlYHINkRceUwllvlrHNIAJLKZwBBF6rnWM9KUGyzaAn/bpfEIH1DFxWEMrnUfo5Fp8r2ZmlZe4EpWSpzLQs63xw7zdbbkhZd5S9ze5C5jlmG7MzqjIqMt/QnZp5FEF3+opfHkXQlZ15T8YbCyqcNcHaVet46I7HOPi0/ZrdFRlDJnTxDPgP4sLZ14lnmfX7yWVmLX3DiSVXLavLdvPteb52+edVOBMRaQVO39IP9d6PSJ2d8N6j+Pk/XVi3D/+0ooNfsx9/9+33EwTGjK2m635mIiJpGjHemTi/eqTJXlnbxffOv37Q59Wajz+Ws1boQ8Mzr5HVbFfjB5OT/XOrot2A7Va0GZjVbldZyKpWWTjLknU+pLartb9BXkNmH8IaWZReEI3bhdlZqZSVQDE782J68VyaxyPnW2f/iANO2pdcPteEDqBrO2NQ9S0kJwwz2xH4EPHyjJ+vLpwBuHvL/qRbu3odD9w2+pPi2jry/MsVX2D3g3Ye9W2LiIjIxLb13K04+DWLm92Nhll03F78wy8/xqztZzJz2y1VOBMREZkALr/qHgqFsNndaC2t9MGpiqJNKxjuoub1Wgx9yMXBWgcyed+HtE337AJD+R5hmVmtdkPfptfKomhYmTTXS8+u5i8X39nsbsgYMpFnnr2NuHj4P8B0MzsN2B5YBVzn7o82s3O1rHt5Pe+c/xGicHR/1efyOc675assXLRgVLcrIiIiUrbNTnOa3YW623bhHF5z9om85uwTybdN5OG2iIjIxHPdnx9odhdkE9Sr+DRqGlndG6wAljXrrObMOa8xs6xGNojM53utrEY/axW5whpF8DC7nddqJ013/W9u4bDTD2x2N2SMmMj/m98/eZwBPAZsWZG5mX0P+Ki7D/oTz8yWZES7jqyLA61dvZa3bf8hCl2jOykuCALO/d0nVTgTEWk53qBParbKZy9lPOva0M3l51/b7G6Mus1mTed9X3s7be1tzJ63FbsfsgtBMGEXeBARGYZGjHc01pHGWL1mQ7O7IDLQID9jh7uM5WCGuwRmqkGKddlZjW3WMuz96fdNK1uz4uUm7VnXdsaiiVw8m5U8/hNwDfBpYDlwAPAD4GxgJfClJvQt1eoX1/C2bT9YlxlnX730H1h8/KtGdbsiIiIilf7821vZ8MrGZndjVE3bYir/etU/smDvuc3uioiIiLSAXK7qAzTuWBQvG+f5AMw2PQs9XjquLRdfdC3n1Vn1/uqV4VB9r6BNzdKOS+jxZd58RmYMbBfFGUZ8zFIyDwxyltEuO/OcQVCVhfF75EFKX3qzqnbJMoEWMXCbvZnHX8/IPMg+V8jZgKy3XW5gO8Lkon1KOwuTbaa854QRFqW87iQjIvW9I4wwZ+BxdodSFF/bT9tmKYofqz+E5g6lMG5X/fm0yqy6HBd5MnssZY5bFMVZSjHDoyjeZsqstN4sZXZZ73KNKp61tHz7RC6HyFCN6bPFzJYDQ7lS8Ut3f2fy9/JvheeB0929K/n3dWb2RmAp8Ekz+5q7F2pt1N1Tb96RzEhbNIT+ZdqwdgNv3+5Do144A/j8bz6hwpmISCvT4FvGiftufajZXRhV+xyzJx/77gfYbudtmt0VEZGxT+MdGSfmz5vJCy+ujQsTpYigmBQSgDCwuJjijhUjglJfVioXfNKyXBAXWdzj7SWZA2F1Vox6l8QLywU5d4JC0m4oWVSxPyr2R/yPoBhipWQJPoMwn+td5m9ANimoyCIsTLIg2V9KFgVGVL56Fzq5QkWWM8LkqqaFyWsoZ3kjzOX6ZUFyPS3KG1FvFmEFJ4gqso4kK0XxNstZW9Dbl+osbAvw9lzynnv82pO6S9ienUXtQVx4K2eFsO9caTc8b33nUcX5EFrQd66U+s6HOOt/HvXLOnPJDd+Sc6xYsb+K88gKIVYMe99z72zrPVeqsyhXlZUq2+V7zyMrlKDi3GRSW+95ZIUSVLbrKGfePzOgoy05VxwqMsygrTIr9hW4yhnEXysU4gJYOUvuS+xhCD09/bNkCXYvhXhPod82LSkWexjipZLuczZGzNtj++btXGOdMWdMF8+Il1vsHsLzn6v4+5rk8YqKwhkA7r7MzJ4AdgR2A5aNqJcj5O6cuccnCUuj/0P4U+d/mMNfr3VeRUREpP66N/Y0uwvDZgYHnrqYSVM7mbX9TI5/z1HM3W27ZndLREREWsxrTtqHv972GEFP2FuwKbNihAdG0B32FmzKglJEFBi57rC3KNObFSOi9mBAZuV2bQG5rlJvIaScWTHC8wG57pSsFOG5rMzxHOlZ6LhZnFW+Nk+2acT9pG/xMHPi2U9Arqd/RkRcXHEn6In6t4v6ZlTluquyZMaUhU6uul3JewtSlVn5tdGeZIX4OtuArBCRK1ZnEbQHBIWQoOj9sqAUEbYF8Xte2vTMShGeT86H6nOlFOE5i/cXVp8rThQ4Qc/Ac8XCvnNsQFaK8PK5Up0VQ7w9R9BVHHCOUQrxXI6ge2BWPo+C7sKAc8XDCALDNhbTMzMsrV2yD+vqGXCOeRjFR7Cr0P88cu+b9dVd9X+OchZF0NU9MHOPi19ZWbGEp2zTPZ7Z5sXRvbWO1NcpZx3X7C7IGDKmi2fufuwImj8EnAC8nJGXi2uTRrCPUbHk6mW89OzqUd/up87/MK9+3zGjvl0RERll+nSSjBPTNp/a7C4M24f+4728/uOnNLsbIiLjl8Y7Mk4cuP8CpuXzdG0sDVgszkLvLZwNyEpOEMUFj4FZRC6KemcsVbJiRC6M+hUgyoJiBKWMrBCBZbULoUhGu3iJvLT7VVkxJIj6ssrnlGdcVWeWbLNWFpQysp6QIMzKIoJk5lt1ZoWIXKmqQFS5zVLfe9Cb+TCzKDujnIUp73nkvYWzAYsORo71ZJwroWNZ51F5Jlo08I21YhjPxEvJKIbxjMDUdiUs41yxYhgvbZn2470YYlH6+WfFihll1UohFEup51icZRSySiXoSV9YzAvFeMZZRuZZ7UqleLsyZszZcWvm7q6ZZ7LpJvKdzMt3q9+zOjCzDmBh8s/ljepQlvM/+8tR3+YHv/FuFc5ERESkoQ4+LXWl65aWb8vxkfPep8KZiIiIbJLnnl1D19p4Bkv1xX+D1MLZpmQWVcyyScnSGOlFjUEzHyRLj/oVzoaSWa12pRpZWKud18xSJbPVIKM4mJV5jaxGO0v2l/mepxXOknaZ54rXaEffOTagj9BbcBuQOelFNQY5V6JaWUZRjXj2XOa5klVUg9qFrFqzwwrZd+vxQno7d1fhbAxa/dwaNryyodndkDFkTM88G6HLgceBE83seHe/uiI7F5gB/NndVzSldwl354m7nxzVbX7g39/FGz952qhuU0RE6sRpzNrp+gCUNMDiE15Fe2cbhe7WXdqkvTO+58HM7bbk+HcdyUlnHsuWczZvcq9ERMa5Rox3NNaRBrn4oqXpQXnGgVlK8WXkWa39tXoW388q5fVF5WUOq7Jke2Y2sEi0iVlWH1MLM5vUrkZWh/2ltk3uG5fam/K9wLLaDbrN7H6miqJ4Sc6srFa7rO0OM/MoimfrVX+9fExS2rl73C4j0wyisamnq8DVP7uR151zUuN3rms7Y9KELZ65e8HM3gNcBVxuZn8EngT2B44AVgJnNbGLAKx44kWijE93DMe7v/Rm3vyp14za9kREREQ21ZP3Pd3ShbO9Dt+Nf7/2i+TyucGfLCIiIpLiztse6/uHe7xsXRgXILwjGFpWvkdWZRZ5PDMnyaJJ+fj5ZoNnpSjen0HUme+/zZFmgRF15Pr672RnUTK7KHQ8Z3h7Li5suEPk8cywKG7nbZXb9N57nZEzPN+/nYVRkgV4W3rm+QDylX2pynLBwMxJMuufleLiiudzA7MwydpyfUVDdwijpB3QnoMgPfOOfF8lyz1efrPcl+p2SWYOUXtVuzDCwjC+X1hKXwiTi/mVWbn/pSRrrziPqtu19z/HKIUV26w8V5I2UTKrrDorhRCG8XbytbL+7x1hKd6uGeRySeQD2lkQ9Mu8VOotZPTLwoioVOzdZr/MHbxGAU/GhDuu/FtzimcyJk3Y4hmAu99sZvsBXwSOBjYDXgB+CHzF3Z9pYvd44cmVvH+Pj4/a9t7896/lnee+cdS2JyIijdCoT7XpPwBSf9f84qZmdyHT7gfvzJf++PcqnImINEUjxjvNH+skt4g4E3gPsADoBJ4Grgb+w92frHr+e4Gf1tjkh939+/XprQzX+vXxko2EHt9jqiLrPQvDCCv2zYTpd3aW4uJXvywpalgp6rfNyjkMvfezKmdWmYX9lirsbedxAagy84rCixUjgrAys+yM7HZRxTaDQv97Z1W2G5D160vYb5m/3lfqjhVCzNP3Z4VSv3a9f408vl9XZhamv3dRss3KrPegR9ntwiju52hklp31CsN+fak8jwjD+DxLy0phv3Os/7kZF8ZSs2IpLvxVZ+5xX8KKs7WyuFcsxf2p5h4vtVjZrjIrFFNn8bh7fG+zjMwL2VnU3ZO9zTCEFvg9IiO34ZWNTdqzru2MRRO6eAbg7vcDb2l2P6qtfPol3rPwHMJSyi+QYTjlg8fzgX9956hsS0RERGQ4Xnp2VbO7MMB2O8/htA+fyKkfPJ72zvZmd0dERMYpM8sT33v9UOBB4NdAD/HqN+cA7zazQ5JrFNUuAu5K+fqd9emtjMSkSe0Qrh9QOOu9aBpGBMX+FzfNk3tNVRWyetslM66CYpTarlwAq2xZvn9VZWbV7ZIiV2VG5P0KYP0yHzwrF8AG7C8j62sX9t7XrS+jX+EsbZvVxbF+7QbLqM68b3/VWXJs0tuRWnDry1KKXO5xGPrQs5rbBMKQoNj/emL5ePXOmEt53fH5l5JBMoMt6n9ZvpyVQqwUpb6vlEIsysjSimPlLK04ViPrnRmWUjgrZ97TM6B44cl2o+7u3mVCK/cXF850b7PxZNLUzmZ3QcaQCV88a0XPP/EC79np70atGP3qM47mY9/9wOhsTEREGk/LQsg40Qqzuto72/nod89k2uZT2XKbzVm4eAFBEAzeUERE6mv8j3dOJy6cXQuc4O69V3fN7MvAPwKfBt6X0vZP7n5BIzopI7f7ntvy3GMv9VsysPeifNGw8jtfnZUMCwdmBnjJepdi7CueJLPTSmFfcazcrvztVIyys1JFAWxA5gOzpJ+Wt+wsZ33FsWTpyXhJP7AgydzjglZSpAsMoiA+LtWZmcVtywWvyixZtrCcUfEYuON4/yyKK3NBuQ8MzMyD+DE18777zpULNckxM4j7mZYlx7R/lpwExTjvl5V/FhbjYmLqeZQLsdBrZFH6ORaEfX/vXfYwOcdyUV9RrdzH8vmXC3oLZ1aRxfsL+gpnvVmyncD6Cmfl5R7LmVlf4ax6m2Z9zyvP+qr8HZFkXt5XuV0+3o5XHucoXn7Rc7m+Yljl/szimXxRxbHv/Uao6IeMG3sfuUfzdj7+xzrjjopnLeb5J1bw7p3OGbUZlgedtphPnv/h9JuMioiIiDTQnAVbN3X/+fY8/3jhJznwlMVN7YeIiExIC5LHSysLZ4mLiItnWzW2S1IPW8+cHhc1Iu+3xB0Qz+oJgvSsWM6i3oJGZTvD+hdCett5/8JSwsr7y8qKSVZZNKtuF3m/ZRQNiMr7q8oAKHnvLLnKZRTxyizqv1SiExcGU7OKAlx1lhxD3AccLw+TqlVauzCK76Xm3m+Zy7j/SaElK8sHGVkI+Vx6FoYQ5HqLQNXbtCDoX1ArH+tyVn6dlVkxiouHWeeYkXoekdy3Lr5nWVVWnilZWeDqbVdxrlRkBngxTLJoYFZul7bNYmlg0aw6qy6aAZRKfcsoDjj/kqxU6t8u+ZonM+Eqs94CXHm2Xz8+cP8y5m2/yzbN7oKMISqetZDurh7ev/snR61wdvBp+/HFP3xahTMRkbGs6j+6dd2PSJ1N22Jq0/Y9b4/tOec7Z7L3Ebs3rQ8iIpKhEeOd5o917kseTzKz86oKaKcmj9dktN3HzD5OfI+0Z4Hrm32Pdsm27M7lqUUNIJlRUyuLsDDlZC3PoEr7PqmYiZaaVRXHKjOPfOCyhtA326pqicW+GUTet/Rj5UuoKFb1y6yemaccyySrLmRBPBuqRkZaAWywzGpkWHrhDOLrdSmFs94spXBW3l3meUT8nqeeR+WlIFPPseRcSZtpNUjmURQXz9KyMDvrLX6mZimFM0gtgPXPSkNr1zvbr/m/JKQxbr3oDg47/cDG71jXdsYkFc9ayLc+/COKPcVR2dZuB8U3vdcyRCIiItIqHl/2ZMP2tfshu7D5rOlsvvVmHP22w9jr8N30gSIREdnVzJakBe5e72nJlwJ/AF4P3GNm1wAFYDFwGPBt4L8z2n6s6t+hmZ0PfNzdu+vUXxmmFc+uyShqkDpLCui97xKpBQ/6ZrINJ8u4kFo7s4H3qSo3clILZ3HmA4tc5TAaRmZ9GQPa0bd05YAXYOlFtbKsLJmVld1uuFnGPdQql2lMyzLOh6zzqFa7TTvH0pcorJllFP8GywZ97VlZVCvLKMYNlqnaMKGsWP5is7sgY4iKZy0iDEOu/80to7Ktnffbkf+44UsqnImIjBMDV/YRGZtWrVjTkP0c/oYD+cJvP6mxkIjIGDLexzvu7mb2RuLlGc8FKqdCXwv8yt3DqmZPAOcAVwHPADOIC21fBz4ITAfeXueuyxAVuovZRRRPKQBtSlZrtkJdsvj7MbU/WVnFrIqBWd/st+FmA9SqdwxamEkr4g2epRf/kr7Xymp0NVPN1zfc86hWVuNn8HCzlFlzfe0GP/+quTtE1T8mK7KwVlajiCcTysa1XU3b93gf64xHKp61iKXX3EOpUBrxdrbbeQ7/dfNXaGtvG4VeiYiIiIyeNc/Xv3h21FsP5e9/crYKZyIikubBkcwwM7PlwNwhNPmlu78zadsJ/Aw4CfgI8X3ONgKHAt8CbjSzN7n7ReXG7v5n4M8V29sIXGhmfwWWAW8zs39192XDfU0y+rw09IKBkdzDK3OjtXY4yllSTEgvIPVOPhvVAtKwCkE129WYdTbc/XlGYRCyi4ZQu7hUq3BTKxtGUbTmObYJxcbhtRvlDAY9b4eclU9omTC61mvCtmw6Fc9axFMPjHy58pnbbcF3l/ybCmciIuOKN2ZdbP2PQRpg0rRJddluvi3HoacfwGkfOpG9j9xdyzOKiIw5jRjvjMr2HwOGctXtuYq/fxZ4E/Axd/9BxdcvT2ak3QWcR1xUq8ndnzazy4B3AEcQF9KkRQTB2B+HZL0Cq5HXyhqukcXGehnt/Y2VGVbDLYINOxu8SzK+TJ7W2aQ969rOWKTiWYvIt4/srZi2xVTOv/c/mTSlWT8ARERERGqbue0Wo7atydMn8V83/zObzZrBtM2nkG/TsFZEROrL3Y8dQfNTk8frU7a7zMxWA3PNbEt3X7UJ21uZPE4ZQZ+kDjo62lhH85YFa0XDmgU2TjJpcZp5NuFMmaFfm7LpdJWhRczdbbtht22f1MZPHjyPKdMnj2KPRESkZYyVTwmKDGKbHWePynYmTe3kny76DPP33GFUticiIi1g/I93OpLHraoDM+sgvn8ZQGETt3dg8vj4CPslo2zOdpvz0otrU7OxUoApfzdm9SlracbBsomo0ccic39m2Fj4OVtrBYl6ZDpbJ5zZ82Y1b+dj4XtQ+tHNIFrEXkfsxvQtpw25nQXGBQ99i81mTh/8ySIiIiJNdMJ7jhrRkopBYBx02mLOu+WfedWRe4xiz0REROrupuTxc0mxrNKXiD/cfIe7ryt/0cwOr96Ixf4BOBh4CbiiPt2V4Trhtfs2uwsjk4zVxvssrJZf2bEeBzJzPc4RFKWycrPR3x/U5zXIhPLq9x/T7C7IGKKZZy0il8vxhk+cyk+/8OshtTv/nm+y1XYz69QrERFpOqf2TaZHcz8idTZnwdYceMoi/nrJkk1uc9jpB7LDbtsyY6vpHPq6A9h67oAP7IuIyFjXiPFO88c6XwVOA44FHjSzK4Au4FDggOTvH6tqc6OZPQzcATwLzEievyewEXiHu6dPcZKmOfKEPfnRf17F2pc3NrsrIzZmZ5GZDTrDY8gFwGSbrVI4HPX3ZhOO2ZDb1cqCIPvnfkZmZngQQJiR5XIQhhlZjXYWgDfg/9zSdDvuM489DtmlOTvXtZ0xScWzFvKmT5/GX/7vDh68/dFNev6/XnUuO4xguUcRERGRRjvnO2fyyNLHWfXcmkGfe8SbDubzv/44QaDFEkREZGxz92fNbBHwGeAU4Azi1YCeBy4A/tXdH6xq9g3iwtoxwBZABDwFfAf4prtrycYW1NHZxme/9gbOPeeXhCkX68eKcnFmzBbQWsWwi1LJY1rTZJup781gxSw8e5uQ3nawbWblZmAZ+6u13UG3mZGVi26ZmWdnoaOqw/g2efokPvOzc0a0EopMPLoS0ULa2tv4t2u/yL7H7VXzeZOmdvKDu/6dRcft3aCeiYhIU7nX/49Ig8zafibf/PM/scNu29Z83onvPZrP/vwcFc5ERCaKCTDWcfeV7v5pd9/N3Tvdvd3d57r7GSmFM9z97939SHffJnn+ZHff1d3/ToWz1rb44J348n+9nSlTq1foHCOSi8tjunBWjwvkw93msNtRp6UWa2U1lmGsuc0hLt9YbpPWziwuaKVkZga5Glk+H7dNzXI1tpmeyfiw1fZb8h83fLn598zWtZ0xRzPPWsykKZ3821X/yEN3PMqvvv4Hlly1jEJ3kVwuYM6Os3nHF97A0W89VBeSREREZMzaZsfZ/HDZf/DXS5Zw8fev4sHbHqFnYw/Tt5zGoa87gNM+fALz95rb7G6KiIiIDNv+hy3k55d/kusuu5vL/7CEZ59aTRRFbLX1DI479VUcfvzu3Hnro1z5p7/x3NOrAZg1ZwbHn7YPhxy1G3+96SGuuuhvvPDcywDM3nZzTnztvhxw+EJuufYBrr5kGS8+/zJmxjbbb8FJpy9i0UE7cePV93LNJct46cW1BEHAdvO25KTTF7P3fvO4/vJ7uO6yu1m1ch35fMD287filDcsZrdXbc+1lyzjhivuZfWq9bS15Zi74yxOeeN+LNxtDlf/39/485X38srqDbS151mwy2xOedP+zN1xFlf+cSk3X3Mfa1/eSFtHnp1334ZT3nQAc7bbnCv+sIRbrn+AdS930dHZxi57bctpbz6ALbeaxmW/X8JtNz7Eule66JzUxu777MCpbz6AaTMmcdn/3skdNz/M+rXdTJrSzp77zuXUN+9Px6Q2Lr3wTpb+5TE2rOtm8tQO9t5vPqe+eX/MjEsvvIO7bn+cjet7mDKtg30P3JGT37Q/pUKJSy+8g7vvfIKuDQWmTOtk/8MWcvIb92fD+m4u+d3t3Pe3p+jpKjB1+iQOPHIXTnrjfqxZuZ5LL7ydB5Y9TU93kWmbTebgo3bl1a9fzAvPvcylv7udh+97lkJ3kembT+bQ4/bg1acv5uknXuLSC2/nsQefp9BTYsbmkznixL044bX78tiDK7j0wttZ/sgKioWQzWdO5ahX782xp+3DQ/c8w2X/ewdPPfYipVLIFjOncfQpr+KYU1/FPXcs5/L/vZNnnlhJGEbM3HoGx562D0ectBd3/eVRrvjfO3n+qVVEkbPVnBkc99pFHHL87tx548Nc9YclrHhmNe7O1ttszvGnL+agY3fjr9c+wNV/uJMXnl2DmTF7uy048Y37sf+Ru3DzFfdwzR+XsPK5l7HA2GbuTE56ywHsc/BC/nzpXVz3p6W8tOJlcvkc2y3YipPechB77T+f6y5awvUXLWX1C6+Qa8uxw05bc/LbD2HXfXbg2t/fwQ3/t5Q1K9fR1p5n3i5zOOWdh7Jgt224+sLbuOniv/HyqnW0d7SxYI9tOeVdh7H9Tltz1a9u5eZL/8Yrq9bT0dnGzvvM5ZT3HsHs7bfk8p/dxK2X/Y11qzfQMbmdXRcv4NT3H8XmW03jsp/ewO2X38W6NRvonNrBHgct5NQPHMvUGZO45AfXcseVd7Hh5Y1MmtbJ3ofvxqkfPI72zjYu/t6VLL36bja8spHJ0yex77F7ceqHTgCHi79/JXdddy8b13YxZbMpLD5+b0790PH0bCxw8fev4p4bH6BrfTdTN5vMASct4pQPHse61Ru4+HtXct+tD9G9oYdpm0/h4NP24+SzjuOlZ1dzSfL/oe6NBaZvOZVDX3cAJ515HM8/toJLfnAVD9/5OD1dBTbbajqHv+EgXv2+o3ny/me4+PtX8dhdyyn2FNls1gyOevMhHP/eo3h06RNc+sOreeKepyj2FNlizuYc/dZDOe5dR3L/Xx7msh9dzZP3P0NYDNlym8055u2Hc+w7DmPZDfdz2fnX8sxDzxGFETO324Lj3nkkR77lYJZcdTeX//hannt0BR45W+0wkxPecxSHv+FAbrtkKVf89Dqef/yF+GfVvFmceMbRHPya/bj1T3dw5QXX88KTKzEz5uy4NSe971j2P2kfbrzwr1z9sxtY+fQqglzAtgtnc9KZx7HvsXty/a9v4Zpf3MiqZ1fH59Gu23LyB45jz8N349qf38h1v76Z1c+vIdeWY96eO3DqWcezywE7ctUFN3DDb29lzQsv09bRxoJXzeXUD57AYa8/kPaOtmb9OpAxzFwVyboxsyWLFi1atGTJpt/XQ0RExrbFixezdOnSpe6+eKTbMrMl04MtFx085bTR6FpNf9lwMWujVaPSb5lYNN4REZlYRnOsA40b72isM3GY2Y+B9yX/XOjum3ZvjNrb1HhHRGQC0bUdAc08ExERaWmO4w24qaxrfXcRERFpkkaMdzTWmRjM7DTiwtl6YGqTuyMiIgLo2s5YpbX/RERERERERERkTDOzrYAfAb8FNEVMRERERkQzz0RERFqZ05ibvurDSSIiItIsjRjvaKwzEfwwefwI8PtmdkRERKQfXdsZk1Q8ExERERERERGRMcvM3gu8Djjd3VeZWXM7JCIiImOeimciIiKtLtJHh0RERGSc03hHhsnM5gLnAb9w9z+NcFtZyz3uOpLtioiIaKwz9uieZyIiIiIiIiIiMuaYWQD8D7Ae+GiTuyMiIiLjiGaeiYiItDQHjxqzHxEREZGmaMR4R2OdVmVmy4G5Q2jyS3d/Z/L3TwBHAqe4+5qR9sXdF6d9PZmRtmik2xcRkYlK13bGIhXPRERERERERESkWR4Duofw/OcAzGwh8FXgp+5+WT06JiIiIhOXimciIiKtzMEbsS62PpwkIiIizdKI8Y7GOi3L3Y8dZtM9gA7gDDM7I+M5j5gZwOkjvR+aiIjIsOnazpik4pmIiIiIiIiIiIw1y4EfZ2SnALOBC4G1yXNFRERENpmKZyIiIq2uIetii4iIiDSRxjsyRO5+F3BmWmZmNxAXzz7n7o82sFsiIiLpNNYZc4Jmd0BERERERERERERERESkVWjmmYiISItryLrYIiIiIk2k8Y6IiIiMZxrrjD0qnomIiIiIiIiIyLjh7kc1uw8iIiIytql4JiIi0tK8Qeti6xNQIiIi0iyNGO9orCMiIiLNoms7Y5GKZ/U174EHHmDx4sXN7oeIiDTIAw88ADBvtLa3gXXc5teM1uZq7kdkmDTeERGZQEZ7rAONGe9orCMjpPGOiMgEoms7Aiqe1dvarq4uli5durzZHUnsmjw+2NRejF06fsOnYzcyOn4j0+jjNw9YO0rbejAiZB0vj9LmBt9fo3Yk48pojHf0c65+dGzrR8e2fnRs62c0ju08Rm+sA40d7+ickuHSeKe16djWj45t/ejY1k+rjXd0bWeMMndN5ZsozGwJgLvro1LDoOM3fDp2I6PjNzI6fiKtT9+n9aNjWz86tvWjY1s/OrYizaPvv/rRsa0fHdv60bGtHx1bGS1BszsgIiIiIiIiIiIiIiIi0ipUPBMRERERERERERERERFJqHgmIiIiIiIiIiIiIiIiklDxTERERERERERERERERCSh4pmIiIiIiIiIiIiIiIhIwty92X0QERERERERERERERERaQmaeSYiIiIiIiIiIiIiIiKSUPFMREREREREREREREREJKHimYiIiIiIiIiIiIiIiEhCxTMRERERERERERERERGRhIpnIiIiIiIiIiIiIiIiIgkVz0REREREREREREREREQSKp6JiIiIiIiIiIiIiIiIJFQ8m+As9h4zu8HMVptZl5k9YWa/M7Odm92/scTMfmxmnvzZqdn9aWVmttDMPmNm15nZ02ZWMLMXzOwiMzu62f1rFWa2nZn9xMyeM7MeM1tuZv9lZps3u2+tzMy2NLMzzeyPZvZo8nPtFTO72czeb2b63ScyRmic0hgaw4wOjW9GTmOf0adxkUhr01inMTTWGR0a64wOjXdGn8Y7Ui/m7s3ugzSJmXUCFwKnAg8B1wDrgG2Aw4GPuvslzevh2GFmpwH/B6wHpgIL3f3R5vaqdZnZb4C3APcDNwOrgV2A1wA54GPu/q3m9bD5zGxH4FZgFnAR8CBwAHA08ffroe6+qnk9bF1m9iHge8DzwPXAU8DWwOuBGcDvgTe5fgGKtDSNUxpDY5jRo/HNyGjsUx8aF4m0Lo11GkNjndGjsc7IabxTHxrvSL2oeDaBmdl3gLOBrwNfcPeoKm9z92JTOjeGmNlWwD3ADcBs4Eg0GKvJzN4LLHP3v1V9/UjgasCBee7+fBO61xLM7ErgBOL/MH274uvfBD4B/MDdP9Ss/rUyMzsGmAJcWvlzzcxmA7cD2wNvdPffN6mLIrIJNE6pP41hRpfGNyOjsU99aFwk0ro01qk/jXVGl8Y6I6fxTn1ovCP1ouLZBJV80uFhYAlwoCrvw2dmfwQOBvYg/iSDBmMjYGZXAcczgX+pmdkC4DFgObBj1S/+acSfpDFglrtvaEonxygz+xzwVeC/3f2cZvdHRNJpnNIYGsM0jsY3tWns0xwaF4k0j8Y6jaGxTuNorDM4jXeaQ+MdGYl8szsgTfM24nve/Q8wPZnGvj2wCrhOA4lNk3zq5nXA6e6+ysya26HxofzJulJTe9FcxySPV1V/+tDd15nZLcSfVDoIuLbRnRvjdH6JjA0ap9SZxjANp98/tWns0xw6L0WaR2OdOtNYp+H0O2VwGu80h85NGTYVzyau/ZPHGcSfetiyInMz+x7xFOKw4T0bI8xsLnAe8At3/1OTuzMuJMf0WGAjcGOTu9NMuySPD2fkjxAPqHZGA6pNZmZ54N3JP69oZl9EZFAap9SRxjCNpfHNJtHYp8E0LhJpOo116khjncbSWGeTabzTYBrvyEgFze6ANM2s5PGfgDuBvYBpxL/sHiNed/vc5nSt9ZlZ+RNi64GPNrk744KZdQC/BDqAL7n7miZ3qZlmJI+vZOTlr29W/66MK/8C7Alc5u5XNrszIlKTxil1ojFMY2l8s8k09mk8jYtEmktjnTrRWKexNNYZEo13Gk/jHRkRFc/GMDNbbmY+hD+/qGieSx6fJ57Cfq+7r3f364A3AhHwSTNrb/TrapQRHr9PEK+V/YGJOjAY4fGr3lYO+DlwKPBb4BuNeh1jVHm9Ca2Lv4nM7KPAp4AHgXc1uTsiE4LGKfWjMUz9aHzTsjT2GUUaF4mMDo116kdjnfrRWKelabwzijTekdGgZRvHtseA7iE8/7mKv5cHEFe4e1flk9x9mZk9AewI7AYsG1EvW9ewjp+ZLSS+0eRP3f2yenRsjBjJ+dcrGWz9AngT8DvgnbpZcu+njWZk5NOrnic1mNlHiJfsuB841t1XN7lLIhOFxin1ozFM/Wh80xwa+zSIxkUio0pjnfrRWKd+NNZpHo13GkTjHRktKp6NYe5+7AiaP0S8ju7LGXl5IDdpBPtoaSM4fnsQT0c/w8zOyHjOIxbfjPb08bq+9gjPP6B37eFfEQ+2fgW8W2u6A/H3J8TrXKdZmDxmrZMtCTP7OPCfwL3EA6YXm9sjkYlD45T60RimfjS+aRqNfRpA4yKR0aWxTv1orFM/Gus0lcY7DaDxjowmFc8mrmuBc4jXfe3H4vWKyz+wlzewT2PFcuDHGdkpwGzgQmAtOn6ZkuUnfge8FvgZcIa7R83tVcu4Pnk8wcyCyuNiZtOIl0ToAv7ajM6NFWb2GeL1re8Cjnf3l5rbIxEZAo1T6mM5GsPUlcY3w6axT51pXCTScjTWqY/laKxTVxrrjIjGO3Wm8Y6MNhXPJq7LgceBE83seHe/uiI7l3gK8Z/dfUVTetfC3P0u4My0zMxuIB6Mfc7dH21gt8aU5D8DfwBOJh7YnqXBVh93f8zMriL+JOJHgG9XxF8GpgA/cPcNzejfWGBm5xLffHsJcIKm6IuMORqn1IHGMPWl8c3waexTXxoXibQkjXXqQGOd+tJYZ2Q03qkvjXekHkzL0U5cZnYYcBXQDvwReBLYHzgCWAkc5u6aKjwEyWDsSGChBmPZzOynwHuBl4Dvkn4z1Bvc/YYGdqulmNmOwK3ALOAi4AHgQOBo4in8h7j7qub1sHWZ2XuAC4CQeDCatl74cne/oIHdEpEh0jilsTSGGTmNb0ZGY5/60LhIpHVprNNYGuuMnMY6I6fxTn1ovCP1oplnE5i732xm+wFfJP4hvRnwAvBD4Cvu/kwTuyfj2/zkcSbwjzWed0P9u9Kakk8k7Uf8qZlXE3+y63ngW8CX9QmamsrnVw74eMZz/kw8sBKRFqVxioxBGt+MgMY+daNxkUiL0lhHxiCNdUZI45260XhH6kIzz0REREREREREREREREQSQbM7ICIiIiIiIiIiIiIiItIqVDwTERERERERERERERERSah4JiIiIiIiIiIiIiIiIpJQ8UxEREREREREREREREQkoeKZiIiIiIiIiIiIiIiISELFMxEREREREREREREREZGEimciIiIiIiIiIiIiIiIiCRXPRERERERERERERERERBIqnomIiIiIiIiIiIiIiIgkVDwTERERERERERERERERSah4JiIiIiIiIiIiIiIiIpJQ8UxEREREREREREREREQkoeKZiIiIiIiIiIiIiIiISELFMxEZMTObZGb/aGYPmlm3mT1tZl8zs7Zm901ERERkpDTWERERkfFO4x0Rkf7M3ZvdBxEZw8xsDnA1sDPwR2A5cCqwO/BDd/9g83onIiIiMjIa64iIiMh4p/GOiMhAKp6JyLCZWTtwK7ArcKK735J8fSpwH7AdsK27r2heL0VERESGR2MdERERGe803hERSadlG0VkJD4NLAY+Ux5cAbj7euJPKgXA4U3qm4iIiMhIaawjIiIi453GOyIiKVQ8E5FhMbNJwN8DzwM/THnKquRxdsM6JSIiIjJKNNYRERGR8U7jHRGRbCqeichwnQ5sBvzK3YspeWfyWGhYj0RERERGj8Y6IiIiMt5pvCMikiHf7A6IyJh1SvK4rZl9KSU/Lnl8ujHdERERERlVGuuIiIjIeKfxjohIBnP3ZvdBRMYgM3sS2GETnjrf3ZfXuTsiIiIio0pjHRERERnvNN4REcmmZRtFZMjMbArx4Oped7fqP8A0oAg8Ux5cmdk/mNkdZrbWzFaa2cVmtmfzXoWIiIhIuuGMdZJ2Z5vZE2bWbWZLzOzw5rwCERERkdo03hERqU3FMxEZjm2Tx+cy8hOBNuDSiq8dBXwXOAQ4BigB15jZFnXqo4iIiMhwDXmsY2ZvAc4DvgbsC9wKXG5mm/JpbhEREZFG03hHRKQGFc9EZDjak8eejPyM5PEn5S+4+4nu/lN3v9fd7wHeBWwFHFq/boqIiIgMy5DHOsAngQvc/Ufu/oC7nwM8D3y4Tn0UERERGQmNd0REalDxTESGY0XyOLs6MLODgJOBy9399hrbmEb8M2jN6HdPREREZESGNNYxs3ZgMXBV1dOvIp51LyIiItJqNN4REalBxTMRGTJ3fwl4AFhsZnuXv25mc4HfAK8AZw+ymfOAu4C/1KmbIiIiIsMyjLHOTCAHvFC1qRdIuSAlIiIi0mwa74iI1JZvdgdEZMz6Z+CXwLVm9gtgCvBmwIFTKm8mW83MvgkcBhzm7mED+ioiIiIyVMMZ63jVvy3layIiIiKtQuMdEZEMmnkmIsPi7r8C3gu8SLy29cnA74A93f3WrHZm9p/A24Bj3P3xBnRVREREZMiGONZ5CQgZ+KnrWQz8dLaIiIhIS9B4R0Qkm7nrgwEi0hhmdh7wVuAod3+g2f0RERERGS1mdhuwzN3Pqvjaw8Dv3f0fmtczERERkdGh8Y6ITCRatlFEGsLMvgO8C3gdsMbMyp9UWu/u65vWMREREZHR8U3g52Z2O3AL8CFgG+D7Te2ViIiIyOjReEdEJgzNPBORhjCzrB82X3b3LzWyLyIiIiL1YGZnA/8PmAPcC3zC3W9sbq9ERERERo/GOyIyUah4JiIiIiIiIiIiIiIiIpIImt0BERERERERERERERERkVah4pmIiIiIiIiIiIiIiIhIQsUzERERERERERERERERkYSKZyIiIiIiIiIiIiIiIiIJFc9EREREREREREREREREEiqeiYiIiIiIiIiIiIiIiCRUPBMRERERERERERERERFJqHgmIiIiIiIiIiIiIiIiklDxTERERERERERERERERCSh4pmIiIiIiIiIiIiIiIhIQsUzERERERERERERERERkYSKZyIiIiIiIiIiIiIiIiIJFc9EREREREREREREREREEiqeiYiIiIiIiIiIiIiIiCRUPBMRERERERERERERERFJqHgmIiIiIiIiIiIiIiIikvj/H29nQ6gw2rIAAAAASUVORK5CYII=", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "explore_slice([0,1], [40,50, 89], slice=(12, 12))\n", - "explore_slice([0,1], [40,50, 89], slice='max_idx')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "done\n", - "done\n", - "done\n", - "done\n", - "done\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "done\n", - "done\n", - "done\n", - "done\n", - "done\n" - ] - }, - { - "data": { - "text/plain": [ - "[None, None, None, None, None]" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 33 -0.7199999999999998\n", - "explore_max_slice([1,2], [30, 40,50, 89], slice=(33, 12))\n", - "explore_max_slice([1,2], [30, 40,50, 89], slice=(33, 12))\n", - "[print('done') for i in range(5)]\n", - "explore_max_slice([1,3], [30, 40,50, 89], slice=(33, 12))\n", - "explore_max_slice([1,3], [30, 40,50, 89], slice=(33, 12))\n", - "[print('done') for i in range(5)]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "explore_max_slice([2,3], [0,40,45,50,55,89])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "explore_max_slice([0,1], [0,40,45,50,55,89])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "interpreter": { - "hash": "a9637099bd81b2ef0895c64d539356b45819bc945d59d426757b1f51ae370d50" - }, - "kernelspec": { - "display_name": "Python 3.10.4 ('imprint')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.4" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/berry/quadrature_dev.md b/research/berry/quadrature_dev.md deleted file mode 100644 index 564d1440..00000000 --- a/research/berry/quadrature_dev.md +++ /dev/null @@ -1,720 +0,0 @@ ---- -jupyter: - jupytext: - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: Python 3.10.4 ('imprint') - language: python - name: python3 ---- - -```python -import sys -sys.path.append('../../python/example/berry') -import nb_config -nb_config.setup() -``` - -```python -import numpy as np -import scipy.stats -from scipy.special import logit, expit -import matplotlib.pyplot as plt - -import util -import quadrature -import fast_inla - -import mcmc - - -sigma2_n = 20 -n_arms = 2 -mu_sig_sq = 100.0 -mu_0 = -1.34 -logit_p1 = logit(0.3) -n = np.full((1, 2), 35) -# y = np.array([[2, 2]]) -y = np.array([[0, 1]]) -n.shape, y.shape -``` - -```python -sigma2_n = sigma2_n -sigma2_rule = util.log_gauss_rule(sigma2_n, 1e-6, 1e3) -arms = np.arange(n_arms) -cov = np.full((sigma2_n, n_arms, n_arms), mu_sig_sq) -cov[:, arms, arms] += sigma2_rule.pts[:, None] -neg_precQ = -np.linalg.inv(cov) -logprecQdet = 0.5 * np.log(np.linalg.det(-neg_precQ)) -log_prior = scipy.stats.invgamma.logpdf( - sigma2_rule.pts, 0.0005, scale=0.000005 -) -``` - -```python -def calc_log_joint(theta, sig_idx): - theta_m0 = theta - mu_0 - theta_adj = theta + logit_p1 - exp_theta_adj = np.exp(theta_adj) - out = ( - 0.5 * np.einsum("...i,...ij,...j", theta_m0, neg_precQ[sig_idx], theta_m0) - + np.sum( - theta_adj * y - n * np.log(exp_theta_adj + 1), - axis=-1, - ) - ) - out -= np.max(out) - return out -``` - -```python -ts = np.linspace(-10, 10, 200) -theta2d = np.meshgrid(ts, ts, indexing = 'ij') -theta = np.stack([ti.ravel() for ti in theta2d], axis=-1) -theta1d = np.stack((theta2d[0][:,0], theta2d[0][:,0]),axis=-1) -theta1d[:,1] = theta1d[:,0] -theta = theta1d -sig_idx = 0 -logjoint = calc_log_joint(theta, sig_idx) -logjoint -= logjoint.max() -levels = np.linspace(-10, 0, 21) -plt.plot(theta1d[:,0], logjoint, '.') -plt.ylim([-10, 0]) -plt.show() -``` - -```python -fi = fast_inla.FastINLA(n_arms, sigma2_n=sigma2_n) -``` - -```python -results_mcmc = mcmc.mcmc_berry( - np.stack((y,n), axis=-1), - fi.logit_p1, - fi.thresh_theta, - dtype=np.float64, - n_samples=100000 -) -``` - -```python - -sigma2_mcmc = results_mcmc["x"][0]["sigma2"][0] -plt.title("numpyro mcmc results") -plt.hist(np.log10(sigma2_mcmc.to_py()), bins=40) -plt.xlabel("$\log_{10} (\sigma^2)$") -plt.ylabel("sample count") -plt.xlim([-7, 4]) -plt.show() - -mcmc_pdf = mcmc.calc_pdf(sigma2_mcmc, fi.sigma2_rule.pts, fi.sigma2_rule.wts) -plt.plot(np.log10(fi.sigma2_rule.pts), mcmc_pdf * fi.sigma2_rule.wts) -plt.show() -``` - -```python -for n_theta in [5, 11, 16, 21]: - integral = quadrature.integrate(fi, y[0], n[0], integrate_sigma2=False, n_theta=n_theta, tol=1e-7) - integral_scaled = integral / np.sum(integral * fi.sigma2_rule.wts) - plt.plot(np.log10(fi.sigma2_rule.pts), integral_scaled * fi.sigma2_rule.wts, label='quad-'+str(n_theta)) -plt.plot(np.log10(fi.sigma2_rule.pts), mcmc_pdf * fi.sigma2_rule.wts, 'k-.', label='mcmc') -plt.legend() -plt.show() -``` - -```python -ti_rule = util.simpson_rule(51, -6, 2) - -for arm_idx in range(2): - mcmc_arm = results_mcmc["x"][0]['theta'][0,:,arm_idx].to_py() - mcmc_arm_pdf = mcmc.calc_pdf(mcmc_arm, ti_rule.pts, ti_rule.wts) - - quad_p_ti_g_y = quadrature.integrate( - fi, y[0], n[0], fixed_arm_dim=arm_idx, fixed_arm_values=ti_rule.pts, - n_theta=11 - ) - quad_scaled = quad_p_ti_g_y / np.sum(quad_p_ti_g_y * ti_rule.wts, axis=0) - plt.plot(ti_rule.pts, quad_scaled, 'b-') - plt.plot(ti_rule.pts, mcmc_arm_pdf, 'k.') - plt.ylim([0, 1.0]) - plt.show() -``` - -```python -ti_rule = util.simpson_rule(51, -6, 2) -grids, wts, logjt = quadrature.build_grid( - fi, y[0], n[0], n_theta=100, tol=1e-6 -) -for sig_idx in [12, 18]:#range(0, 20, 5): - plt.figure(figsize=(10,10)) - f = logjt[:, :, sig_idx] - vmax = np.max(f) - vmin = vmax - 20 - plt.scatter( - grids[:, :, sig_idx, 0], - grids[:, :, sig_idx, 1], - c=f, vmin=vmin, vmax=vmax - ) - plt.xlabel(r"$\theta_0$") - plt.ylabel(r"$\theta_1$") - plt.colorbar() - plt.show() -``` - -# 4D - -```python -fi4 = fast_inla.FastINLA(n_arms=4, sigma2_n=30) -n4 = np.array([20, 20, 35, 35]) -y4 = np.array([0, 1, 9, 10], dtype=np.float64) -``` - -```python - -mcmc4 = mcmc.mcmc_berry( - np.stack((y4[None],n4[None]), axis=-1), - fi4.logit_p1, - fi4.thresh_theta, - dtype=np.float64, - n_samples=500000 -) -``` - -```python -sigma2_mcmc4 = mcmc4["x"][0]["sigma2"][0] -mcmc4_pdf = mcmc.calc_pdf(sigma2_mcmc4, fi4.sigma2_rule.pts, fi4.sigma2_rule.wts) -plt.plot(np.log10(fi4.sigma2_rule.pts), mcmc4_pdf * fi4.sigma2_rule.wts) -plt.show() -``` - -```python -integral = quadrature.integrate(fi4, y4, n4, integrate_sigma2=False, n_theta=15, tol=1e-7) -integral_scaled = integral / np.sum(integral * fi4.sigma2_rule.wts) -plt.plot(np.log10(fi4.sigma2_rule.pts), integral_scaled * fi4.sigma2_rule.wts, label='quad-$\mathrm{15^4}$') -plt.plot(np.log10(fi4.sigma2_rule.pts), mcmc4_pdf * fi4.sigma2_rule.wts, 'k-.', label='mcmc') -plt.xlabel(r'$\log_{10} \sigma^2$') -plt.ylabel(r'$p(\sigma^2 | y)$') -plt.legend() -plt.show() -``` - -```python -ti_rule = util.simpson_rule(31, -6, 2) - -plt.figure(figsize=(10,10), constrained_layout=True) -for arm_idx in range(4): - mcmc_arm = mcmc4["x"][0]['theta'][0,:,arm_idx].to_py() - mcmc_arm_pdf = mcmc.calc_pdf(mcmc_arm, ti_rule.pts, ti_rule.wts) - - quad_p_ti_g_y = quadrature.integrate( - fi4, y4, n4, fixed_arm_dim=arm_idx, fixed_arm_values=ti_rule.pts, - n_theta=15 - ) - quad_scaled = quad_p_ti_g_y / np.sum(quad_p_ti_g_y * ti_rule.wts, axis=0) - plt.subplot(2,2,arm_idx + 1) - plt.plot(ti_rule.pts, quad_scaled, 'b-', label='quad-$\mathrm{15^4}$') - plt.plot(ti_rule.pts, mcmc_arm_pdf, 'k.', label='mcmc') - plt.xlabel(r'$\theta_' + str(arm_idx) + '$') - plt.ylabel(r'$p(\theta_' + str(arm_idx) + ' | y)$') - plt.legend(loc='upper left') -plt.show() -``` - -```python -grids, wts, logjt = quadrature.build_grid( - fi4, y4, n4, integrate_sigma2=False, n_theta=11, tol=1e-3 -) -for si in [15]:#range(20, 50, 5): - for ti_slice1 in range(0, 11, 3): - for ti_slice2 in range(0, 11, 3): - print(ti_slice1, ti_slice2, np.log10(fi4.sigma2_rule.pts[si])) - max_idxer = np.s_[:,:,:,:,si] - idxer = np.s_[ti_slice1,ti_slice2,:,:,si] - f = logjt[idxer].ravel() - vmax = np.max(logjt[max_idxer]) - vmin = vmax - 20 - if not (np.any(f) > vmax - 10): - print('skip') - continue - selection = f > vmin - plt.scatter(grids[idxer][..., 0].ravel(), grids[idxer][...,3].ravel(), c=f, vmin=vmin, vmax=vmax) - plt.colorbar() - plt.show() -``` - -```python -for si in range(5, 25, 1): - print(np.log10(fi4.sigma2_rule.pts[si])) - plt.scatter(grids[:,:,:,:,si,0].ravel(), grids[:,:,:,:,si,3].ravel(), c=logjt[:,:,:,:,si], s=1) - cbar = plt.colorbar() - plt.xlabel(r'$\theta_0$') - plt.ylabel(r'$\theta_3$') - cbar.set_label(r'$\ln p(\theta, \sigma^2, y)$') - plt.show() -``` - -# Old - -```python -n_theta = 11 -w_theta = 10 -integrate_sigma2 = False -fixed_arm_dim = None -fixed_arm_values = None -``` - -```python -N, R = y.shape -S = fi.sigma2_n -integrate_thetas = list(range(fi.n_arms)) -if fixed_arm_dim is not None: - integrate_thetas.remove(fixed_arm_dim) - -etapts, etawts = np.polynomial.legendre.leggauss(n_theta) -grid_eta = np.stack( - np.meshgrid(*[etapts for k in integrate_thetas], indexing="ij"), axis=-1 -) -grid_eta_wts = np.prod( - np.stack( - np.meshgrid(*[etawts for k in integrate_thetas], indexing="ij"), axis=-1 - ), - axis=-1, -) - -# Compute mode and the inverse hessian at the mode via INLA! -if fixed_arm_dim is None: - mode, hess_inv = fi.optimize_mode(y, n) -else: - M = fixed_arm_values.shape[0] - y_tiled = np.tile(y[:, None, :], (1, M, 1)).reshape((-1, R)) - n_tiled = np.tile(n[:, None, :], (1, M, 1)).reshape((-1, R)) - arm_values_tiled = np.tile(fixed_arm_values[None, :, None], (N, 1, S)).reshape( - (-1, S) - ) - mode, hess_inv = fi.optimize_mode( - y_tiled, - n_tiled, - fixed_arm_dim=fixed_arm_dim, - fixed_arm_values=arm_values_tiled, - ) - -# Step 2: decorrelate our coordinate system. -# the negative of hess_inv is the covariance matrix. We take the subset -# corresponding to the dimensions we will be integrating over. -w, v = np.linalg.eigh(-hess_inv) -axis_half_len = np.sqrt(np.abs(w)) - -# Step 3: explore the coordinate system axis to determine the necessary domain scale. -mode_logjoint = fi.log_joint(y, n, mode) -log_tol = np.log(1e-10) -lr = 0.25 -for eigen_idx in range(len(integrate_thetas)): - dir_steps = np.empty((2, *mode.shape[:2])) - for i, direction in enumerate([-1, 1]): - step = np.full(mode.shape[:2], direction) - for j in range(10): - probe = ( - mode - + axis_half_len[..., eigen_idx, None] - * v[..., :, eigen_idx] - * step[..., None] - ) - logjoint = fi.log_joint(y, n, probe) - delta = logjoint - mode_logjoint - step = (1 - lr) * step + lr * step * (log_tol / delta) - step[step * direction < 0] = direction - dir_steps[i] = step - # TODO: convergence test - axis_half_len[..., eigen_idx] *= np.max(np.abs(dir_steps), axis=0) - -# Map the coordinates from eta to theta space. -mode_subset = mode[..., integrate_thetas] -broadcast_shape = list(mode_subset.shape) -for i in range(len(integrate_thetas)): - broadcast_shape.insert(1, 1) -grid_theta = np.einsum( - "klij,...i,kli->k...lj", v, grid_eta, axis_half_len -) + mode_subset.reshape(broadcast_shape) - -# Map the quadrature weights from eta to theta space. -# We need to multiply by the absolute value of the determinant of the -# transformation. Because we have already computed a eigendecomposition, the -# determinant of matrix is just product of eigenvalues. -det_jacobian = axis_half_len.prod(axis=-1) -grid_theta_wts = np.einsum("kl,...->k...l", det_jacobian, grid_eta_wts) - -# Reshape the final results to: -# (N, n_theta1, ..., n_thetaM, n_sigma2, n_arms + 1) -# The entries corresponding to theta_i will be full_grid[..., i] -# while the entries corresponding to sigma2 will be full_grid[..., -1] -full_grid = np.empty((*grid_theta.shape[:-1], R + 1)) -full_grid[..., integrate_thetas] = grid_theta -full_grid[..., fi.n_arms] = util.broadcast( - fi.sigma2_rule.pts, full_grid.shape[:-1], [-1] -) -full_wts = grid_theta_wts -if fixed_arm_dim is not None: - final_shape = [N, M] + list(full_grid.shape[1:]) - full_grid = full_grid.reshape(final_shape) - full_grid[..., fixed_arm_dim] = util.broadcast( - fixed_arm_values, full_grid.shape[:-1], [1] - ) - full_wts = grid_theta_wts.reshape(final_shape[:-1]) - -if integrate_sigma2: - full_wts *= util.broadcast(fi.sigma2_rule.wts, full_wts.shape, [-1]) -``` - -```python -ts = np.linspace(-10, 10, 200) -theta2d = np.meshgrid(ts, ts, indexing = 'ij') -theta = np.stack([ti.ravel() for ti in theta2d], axis=-1) -for sig_idx in [10]:#range(0, sigma2_n, 1): - print(sig_idx) - logjoint = calc_log_joint(theta, sig_idx) - - levels = np.linspace(-10, 0, 21) - plt.contourf(theta2d[0], theta2d[1], logjoint.reshape(theta2d[0].shape), levels=levels) - plt.plot(*mode[0,sig_idx], 'kx') - - # plt.plot(new_pts[0, :, :, sig_idx,0].ravel(), new_pts[0, :,:,sig_idx,1].ravel(), 'ko', markersize=8) - plt.plot(grid_theta[0, :,:, sig_idx, 0].ravel(), grid_theta[0, :,:, sig_idx, 1].ravel(), 'ro', markersize=2) - - plt.plot(*(mode[0,sig_idx] + axis_half_len[0,sig_idx,0] * w_theta * v[0,sig_idx,0]), 'k*') - plt.plot(*(mode[0,sig_idx] + axis_half_len[0,sig_idx,1] * w_theta * v[0,sig_idx,1]), 'k*') - plt.xlabel(r'$\theta_0$') - plt.ylabel(r'$\theta_1$') - - plt.title(f'sigma = {sigma2_rule.pts[sig_idx]:.1e}') - cbar = plt.colorbar() - cbar.set_label('$log_{10}$ joint') - plt.xlim([ts.min(), ts.max()]) - plt.ylim([ts.min(), ts.max()]) - plt.show() -``` - -```python -sig_idx = 10 -eta = np.stack([ti.ravel() for ti in theta2d], axis=-1) -theta = (eta * axis_half_len[0,sig_idx]).dot(v[0,sig_idx]) -logjoint = calc_log_joint(theta, sig_idx) - -levels = np.linspace(-10, 0, 21) -plt.contourf(theta2d[0], theta2d[1], logjoint.reshape(theta2d[0].shape), levels=levels) - -plt.plot(grid_eta[:,:,0].ravel(), grid_eta[:,:,1].ravel(), 'ro', markersize=2) -plt.xlabel(r'$\eta_0$') -plt.ylabel(r'$\eta_1$') - -plt.title(f'sigma = {sigma2_rule.pts[sig_idx]:.1e}') -cbar = plt.colorbar() -cbar.set_label('$log_{10}$ joint') -plt.xlim([ts.min(), ts.max()]) -plt.ylim([ts.min(), ts.max()]) -plt.show() -``` - -```python -sigma2_post_fi, _, _, _ = fi.inference(np.stack((y, n), axis=-1)) -``` - -```python -plt.figure(figsize=(10,8)) -for nq in [6, 9, 12, 15, 18]: - full_grid, full_wts = quadrature.build_grid( - fi, y, n, integrate_sigma2=False, n_theta=nq, w_theta=w_theta - ) - pr = full_grid[...,:2].reshape((-1, fi.sigma2_n, fi.n_arms)) - log_joint = fi.log_joint(y, n, pr).reshape(full_grid.shape[:-1]) - integral = (np.exp(log_joint) * full_wts).sum(axis=(1,2)) - denom = (integral * fi.sigma2_rule.wts).sum() - integral[0] /= denom - plt.plot(np.log10(fi.sigma2_rule.pts), integral[0] * fi.sigma2_rule.wts, label = f'quad-{nq}') -plt.plot(np.log10(fi.sigma2_rule.pts), sigma2_post_fi[0] * fi.sigma2_rule.wts, 'b-o', markersize=2, label='inla 90') -plt.plot(np.log10(fi.sigma2_rule.pts), mcmc_pdf, 'ko', markersize=2, label='mcmc') -plt.legend() -plt.xlabel('$\sigma^2$') -plt.ylabel('p($\sigma^2$ | y)') -plt.show() -``` - -```python -plt.figure(figsize=(10,8)) -for nq in [18]: - full_grid, full_wts = quadrature.build_grid( - fi, y, n, integrate_sigma2=False, n_theta=nq, w_theta=w_theta - ) - pr = full_grid[...,:2].reshape((-1, fi.sigma2_n, fi.n_arms)) - log_joint = fi.log_joint(y, n, pr).reshape(full_grid.shape[:-1]) - integral = (np.exp(log_joint) * full_wts).sum(axis=(1,2)) - denom = (integral * fi.sigma2_rule.wts).sum() - integral[0] /= denom - plt.plot(np.log10(fi.sigma2_rule.pts), np.log10(integral[0]), 'k-', label = f'quad-{nq}') -plt.plot(np.log10(fi.sigma2_rule.pts), np.log10(sigma2_post_fi[0]), 'r-o', markersize=2, label='inla 90') -plt.plot(np.log10(fi.sigma2_rule.pts), np.log10(mcmc_pdf / fi.sigma2_rule.wts), 'mo', markersize=2, label='mcmc') -plt.legend() -plt.xlabel('$\sigma^2$') -plt.ylabel('p($\sigma^2$ | y)') -plt.show() -``` - -```python -ti_N = 101 -ti_rule = util.simpson_rule(ti_N, -6.0, 2.0) -``` - -```python -grids, wts = quadrature.build_grid( - fi, y, n, fixed_arm_dim=0, fixed_arm_values=ti_rule.pts, n_theta=21 -) -grids_ravel = grids[..., : fi.n_arms].reshape((-1, fi.sigma2_n, fi.n_arms)) -logjoint = fi.log_joint(y[None, :], n[None, :], grids_ravel).reshape( - grids.shape[:-1] -) -``` - -```python -for i in range(0, 11, 1): - field = logjoint[0, :, i, :] * fi.sigma2_rule.wts - levels = np.linspace(np.max(field) - 30, np.max(field), 21) - plt.contourf(grids[0, :, i, :, 0], np.log10(grids[0, :, i, :, 2]), field, levels=levels) - plt.colorbar() - plt.show() -``` - -```python -grids[0, :, :, i, 1] -``` - -```python -for i in range(0, 90, 10): - field = logjoint[0, :, :, i] - vmax = np.max(field) - vmin = vmax - 30 - levels = np.linspace(vmin, vmax, 21) - plt.scatter(grids[0, :, :, i, 0], grids[0, :, :, i, 1], c=field, vmin=vmin, vmax=vmax) - # plt.contourf(grids[0, :, :, i, 0], grids[0, :, :, i, 1], field, levels=levels) - plt.colorbar() - plt.show() -``` - -```python -for arm_idx in range(2): - mcmc_arm = results_mcmc["x"][0]['theta'][0,:,arm_idx].to_py() - mcmc_arm_cdf = (mcmc_arm[None, :] < ti_rule.pts[:, None]).sum(axis=1) - mcmc_arm_pdf = np.zeros(ti_rule.pts.shape[0]) - mcmc_arm_pdf[1:] = (mcmc_arm_cdf[1:] - mcmc_arm_cdf[:-1]) / mcmc_arm.shape[0] - mcmc_arm_pdf /= np.sum(mcmc_arm_pdf * ti_rule.wts) - - quad_p_ti_g_y = quadrature.integrate( - fi, y, n, fixed_arm_dim=arm_idx, fixed_arm_values=ti_rule.pts, - n_theta=21 - ) - quad_p_ti_g_y /= np.sum(quad_p_ti_g_y * ti_rule.wts, axis=1)[:, None] - plt.plot(ti_rule.pts, quad_p_ti_g_y[0]) - plt.plot(ti_rule.pts, mcmc_arm_pdf, 'k.') - plt.ylim([0, 1.0]) - plt.show() -``` - -## A different quadrature 4d approach - -```python -n_theta = 11 -integrate_thetas = list(range(fi.n_arms)) -etapts, etawts = np.polynomial.legendre.leggauss(n_theta) -grid_eta = np.stack( - np.meshgrid(*[etapts for k in integrate_thetas], indexing="ij"), axis=-1 -) -grid_eta_wts = np.prod( - np.stack( - np.meshgrid(*[etawts for k in integrate_thetas], indexing="ij"), axis=-1 - ), - axis=-1, -) -mode, hess_inv = fi.optimize_mode(y, n) -log_tol = np.log(1e-3) -``` - -```python -n -``` - -```python -w, v = np.linalg.eigh(-hess_inv[0,sig_idx]) -axis_half_len = np.sqrt(np.abs(w)) -mode_logjoint = fi.log_joint(y, n, mode)[0,sig_idx] -print('') -print(sig_idx) - -for eigen_idx in range(len(integrate_thetas)): - for direction in [-1, 1]: - def f(x): - probe = mode[0,sig_idx].copy() - probe[..., integrate_thetas] += ( - axis_half_len[..., eigen_idx, None] - * v[..., :, eigen_idx] - * x - * direction - ) - return fi.log_joint(y, n, probe)[0,sig_idx] - mode_logjoint - log_tol - print(eigen_idx, direction, scipy.optimize.bisect(f, 0, 100)) -``` - -```python -for eigen_idx in range(len(integrate_thetas)): - for i, direction in enumerate([-1, 1]): - for j in range(1, 30)[::-1]: - probe = mode[0,sig_idx].copy() - probe[..., integrate_thetas] += ( - axis_half_len[..., eigen_idx, None] - * v[..., :, eigen_idx] - * j - * direction - ) - logjoint = fi.log_joint(y, n, probe)[0,sig_idx] - delta = logjoint - mode_logjoint - print(delta) -``` - -## Explore 4D quadrature bug 2 - -```python -def explore_slice(select_dim, sig_idxs, slice='max_idx', exp=False): - plt.figure(figsize = (12, 8), constrained_layout=True) - for i, sig_i in enumerate(sig_idxs): - plt.subplot(2, 3, i + 1) - sig_slice = logjt[0, :, :, :, :, sig_i] - - if slice == 'max_idx': - max_ravel_idx = np.argmax(sig_slice.ravel()) - max_idx = np.unravel_index(max_ravel_idx, sig_slice.shape) - idx = [0, np.s_[:], np.s_[:], np.s_[:], np.s_[:], sig_i] - for j in range(4): - if j not in select_dim: - idx[1 + j] = max_idx[j] - elif isinstance(slice, tuple): - idx = [0, np.s_[:], np.s_[:], np.s_[:], np.s_[:], sig_i] - set_dim = list(range(4)) - for d in select_dim: - set_dim.remove(d) - for j, d in enumerate(set_dim): - idx[1 + d] = slice[j] - - idx = tuple(idx) - f = logjt[idx] - pts = grids[idx] - - # Identify the two dimensions with the most remaining spatial variation. - # These will be the two dimensions that we plot. - dim_width = np.max(pts, axis=(0,1)) - np.min(pts, axis=(0,1)) - plot_dims = dim_width.argsort()[-2:] - plot_dims.sort() - - x = pts[..., plot_dims[0]] - y = pts[..., plot_dims[1]] - - if exp: - f = np.exp(f) - vmax = np.max(f) - vmin = 0 - else: - vmax = np.max(f) - vmin = vmax - 30 - plt.scatter(x, y, c=f, vmin=vmin, vmax=vmax) - plt.xlabel(r'$\theta_' + str(plot_dims[0]) + '$') - plt.ylabel(r'$\theta_' + str(plot_dims[1]) + '$') - plt.colorbar() - plt.show() -``` - -```python -ti_rule = util.simpson_rule(51, -6, 2) -grids, wts, logjt = quadrature.build_grid( - fi4, y4, n4, fixed_arm_dim=0, fixed_arm_values=ti_rule.pts, n_theta=13, tol=1e-6 -) -``` - -```python -slice = logjt[0,:,:,:,:,:] -integrate_dims = list(range(1, 4)) -maxv = slice.max(axis=tuple(integrate_dims)) -plt.scatter(grids[0,:,0,0,0,:,0], np.log10(grids[0,:,0,0,0,:,4]), c=maxv) -plt.colorbar() -plt.show() -``` - -```python -maxv = np.expand_dims(maxv, (1, 2)) -``` - -```python -log_tol = -4.5 -for dim in range(3): - for dir in [-1, 1]: - idx = [np.s_[:]] * 5 - idx[1 + dim] = dir - idx = tuple(idx) - print(slice[idx].shape) - fail = np.any(slice[idx] - maxv > log_tol, axis=(1,2)) - print(np.sum(fail)) - plt.scatter(grids[0,:,0,0,0,:,0], np.log10(grids[0,:,0,0,0,:,4]), c=fail) - plt.colorbar() - plt.show() -``` - -```python -for i in range(1): - explore_slice([1,3], [3], slice=(33, i), exp=True) -# explore_slice([0,1], [38], slice=(12, 12)) -# explore_slice([0,1], [38], slice='max_idx') -``` - -```python -for i in range(1): - explore_slice([1,3], [3], slice=(33, i), exp=True) -# explore_slice([0,1], [38], slice=(12, 12)) -# explore_slice([0,1], [38], slice='max_idx') -``` - -## Explore 4D quadrature bug 1 - -```python -fi4.sigma2_rule.pts[38] -``` - -```python -explore_slice([0,1], [40,50, 89], slice=(12, 12)) -explore_slice([0,1], [40,50, 89], slice='max_idx') -``` - -```python -# 33 -0.7199999999999998 -explore_max_slice([1,2], [30, 40,50, 89], slice=(33, 12)) -explore_max_slice([1,2], [30, 40,50, 89], slice=(33, 12)) -[print('done') for i in range(5)] -explore_max_slice([1,3], [30, 40,50, 89], slice=(33, 12)) -explore_max_slice([1,3], [30, 40,50, 89], slice=(33, 12)) -[print('done') for i in range(5)] -``` - -```python -explore_max_slice([2,3], [0,40,45,50,55,89]) -``` - -```python -explore_max_slice([0,1], [0,40,45,50,55,89]) -``` - -```python - -``` - -```python - -``` diff --git a/research/berry/sage_analytical.ipynb b/research/berry/sage_analytical.ipynb deleted file mode 100644 index d9e4e20b..00000000 --- a/research/berry/sage_analytical.ipynb +++ /dev/null @@ -1,246 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from sage.all import *\n", - "from scipy.special import logit" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "n_arms = 2\n", - "ts = [var(f't_{i}') for i in range(n_arms)]\n", - "mu_0 = -1.34\n", - "mu_0 = var('mu_0')\n", - "logit_p1 = logit(0.3)\n", - "logit_p1 = var('L')\n", - "\n", - "Q = [[var(f'Q_{i}{j}') for j in range(n_arms)] for i in range(n_arms)]\n", - "\n", - "y = [var(f'y_{i}') for i in range(4)]\n", - "n = [var(f'n_{i}') for i in range(4)]" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "sig2 = var('S')\n", - "cov = [[100 for i in range(4)] for j in range(4)]\n", - "for i in range(4):\n", - " cov[i][i] += sig2" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[[(S + 300)/(S^2 + 400*S),\n", - " -100/(S^2 + 400*S),\n", - " -100/(S^2 + 400*S),\n", - " -100/(S^2 + 400*S)],\n", - " [-100/(S^2 + 400*S),\n", - " (S + 300)/(S^2 + 400*S),\n", - " -100/(S^2 + 400*S),\n", - " -100/(S^2 + 400*S)],\n", - " [-100/(S^2 + 400*S),\n", - " -100/(S^2 + 400*S),\n", - " (S + 300)/(S^2 + 400*S),\n", - " -100/(S^2 + 400*S)],\n", - " [-100/(S^2 + 400*S),\n", - " -100/(S^2 + 400*S),\n", - " -100/(S^2 + 400*S),\n", - " (S + 300)/(S^2 + 400*S)]]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Qrough = matrix(cov).inverse()\n", - "Q = [[Qrough[i][j].full_simplify() for i in range(4)] for j in range(4)]\n", - "Q" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "theta_m0 = [t - mu_0 for t in ts]\n", - "theta_adj = [t + logit_p1 for t in ts]\n", - "exp_theta_adj = [exp(t) for t in theta_adj]\n", - "quad_term = sum([sum([theta_m0[i] * Q[i][j] * theta_m0[j] / 2 for j in range(n_arms)]) for i in range(n_arms)]).full_simplify()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1/2*(2*(S + 200)*mu_0^2 - 2*(S + 200)*mu_0*t_0 + (S + 300)*t_0^2 + (S + 300)*t_1^2 - 2*((S + 200)*mu_0 + 100*t_0)*t_1)/(S^2 + 400*S)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "quad_term" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "bin_term = sum([theta_adj[i] * y[i] - n[i] * log(exp_theta_adj[i] + 1) for i in range(n_arms)]).full_simplify()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(L + t_0)*y_0 + (L + t_1)*y_1 - n_0*log(e^(L + t_0) + 1) - n_1*log(e^(L + t_1) + 1)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "bin_term" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "jll = (quad_term + bin_term)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "M = var('M')\n", - "nt = 2\n", - "full_taylor = jll\n", - "for i in range(n_arms):\n", - " full_taylor = full_taylor.taylor(ts[i], M, nt).full_simplify()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1/2*(2*(S*(e^(2*L + 2*M) + 2*e^(L + M) + 1) + 200*e^(2*L + 2*M) + 400*e^(L + M) + 200)*mu_0^2 - ((S^2*e^(L + M) + 400*S*e^(L + M))*n_0 - S*(e^(2*L + 2*M) + 2*e^(L + M) + 1) - 300*e^(2*L + 2*M) - 600*e^(L + M) - 300)*t_0^2 - ((S^2*e^(L + M) + 400*S*e^(L + M))*n_1 - S*(e^(2*L + 2*M) + 2*e^(L + M) + 1) - 300*e^(2*L + 2*M) - 600*e^(L + M) - 300)*t_1^2 + ((2*M*e^(2*L + 2*M) - (M^2*e^L - 2*M*e^L)*e^M - 2*(e^(2*L + 2*M) + 2*e^(L + M) + 1)*log(e^(L + M) + 1))*S^2 + 400*(2*M*e^(2*L + 2*M) - (M^2*e^L - 2*M*e^L)*e^M - 2*(e^(2*L + 2*M) + 2*e^(L + M) + 1)*log(e^(L + M) + 1))*S)*n_0 + ((2*M*e^(2*L + 2*M) - (M^2*e^L - 2*M*e^L)*e^M - 2*(e^(2*L + 2*M) + 2*e^(L + M) + 1)*log(e^(L + M) + 1))*S^2 + 400*(2*M*e^(2*L + 2*M) - (M^2*e^L - 2*M*e^L)*e^M - 2*(e^(2*L + 2*M) + 2*e^(L + M) + 1)*log(e^(L + M) + 1))*S)*n_1 - 2*((S*(e^(2*L + 2*M) + 2*e^(L + M) + 1) + 200*e^(2*L + 2*M) + 400*e^(L + M) + 200)*mu_0 - (((M*e^L - e^L)*e^M - e^(2*L + 2*M))*S^2 + 400*((M*e^L - e^L)*e^M - e^(2*L + 2*M))*S)*n_0)*t_0 - 2*((S*(e^(2*L + 2*M) + 2*e^(L + M) + 1) + 200*e^(2*L + 2*M) + 400*e^(L + M) + 200)*mu_0 - (((M*e^L - e^L)*e^M - e^(2*L + 2*M))*S^2 + 400*((M*e^L - e^L)*e^M - e^(2*L + 2*M))*S)*n_1 + 100*t_0*(e^(2*L + 2*M) + 2*e^(L + M) + 1))*t_1 + 2*((L*e^(2*L + 2*M) + 2*L*e^(L + M) + L)*S^2 + 400*(L*e^(2*L + 2*M) + 2*L*e^(L + M) + L)*S + (S^2*(e^(2*L + 2*M) + 2*e^(L + M) + 1) + 400*S*(e^(2*L + 2*M) + 2*e^(L + M) + 1))*t_0)*y_0 + 2*((L*e^(2*L + 2*M) + 2*L*e^(L + M) + L)*S^2 + 400*(L*e^(2*L + 2*M) + 2*L*e^(L + M) + L)*S + (S^2*(e^(2*L + 2*M) + 2*e^(L + M) + 1) + 400*S*(e^(2*L + 2*M) + 2*e^(L + M) + 1))*t_1)*y_1)/(S^2*(e^(2*L + 2*M) + 2*e^(L + M) + 1) + 400*S*(e^(2*L + 2*M) + 2*e^(L + M) + 1))" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "full_taylor" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1/2*((sqrt(2)*sqrt(pi)*e^(L + M) + sqrt(2)*sqrt(pi))*erf(((A*e^(2*L + 2*M) + 2*A*e^(L + M) + A)*S - (S*(e^(2*L + 2*M) + 2*e^(L + M) + 1) + 200*e^(2*L + 2*M) + 400*e^(L + M) + 200)*mu_0 - ((((A + 1)*e^L - M*e^L)*e^M + e^(2*L + 2*M))*S^2 + 400*(((A + 1)*e^L - M*e^L)*e^M + e^(2*L + 2*M))*S)*n_0 + (S^2*(e^(2*L + 2*M) + 2*e^(L + M) + 1) + 400*S*(e^(2*L + 2*M) + 2*e^(L + M) + 1))*y_0 - 100*t_1*(e^(2*L + 2*M) + 2*e^(L + M) + 1) + 300*A*e^(2*L + 2*M) + 600*A*e^(L + M) + 300*A)/(((sqrt(2)*e^(L + M) + sqrt(2))*S^2 + 400*(sqrt(2)*e^(L + M) + sqrt(2))*S)*sqrt(((S^2*e^(L + M) + 400*S*e^(L + M))*n_0 - S*(e^(2*L + 2*M) + 2*e^(L + M) + 1) - 300*e^(2*L + 2*M) - 600*e^(L + M) - 300)/(S^2 + 400*S))))*e^(1/2*M^2*S^3*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + M*S^3*n_0*y_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*M^2*S^2*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 2*M*S^3*n_0*y_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + M*S^3*n_0*y_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1/2*S^3*n_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1/2*S^3*y_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + S^3*n_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 800*M*S^2*n_0*y_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 2*S^3*y_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 80000*M^2*S*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1/2*S^3*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1600*M*S^2*n_0*y_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 3*S^3*y_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 800*M*S^2*n_0*y_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 2*S^3*y_0^2*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1/2*S^3*y_0^2/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + S^2*mu_0*n_0*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*S^2*n_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*S^2*y_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 3*S^2*mu_0*n_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 800*S^2*n_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 160000*M*S*n_0*y_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1600*S^2*y_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 3*S^2*mu_0*n_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*S^2*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 320000*M*S*n_0*y_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 2400*S^2*y_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + S^2*mu_0*n_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + M*S*n_1*t_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 160000*M*S*n_0*y_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1600*S^2*y_0^2*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*S^2*y_0^2/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1/2*S*mu_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 600*S*mu_0*n_0*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 80000*S*n_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 100*S*n_0*t_1*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 80000*S*y_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 2*S*mu_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1800*S*mu_0*n_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 160000*S*n_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 300*S*n_0*t_1*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 320000*S*y_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 3*S*mu_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + M*S*n_0*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 1800*S*mu_0*n_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 80000*S*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + M*S*n_1*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 300*S*n_0*t_1*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + L*S*y_0*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 480000*S*y_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 2*S*mu_0^2*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + M*S*n_0*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 600*S*mu_0*n_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + M*S*n_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 100*S*n_0*t_1*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*M*n_1*t_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 2*L*S*y_0*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 320000*S*y_0^2*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1/2*S*mu_0^2/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + L*S*y_0/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 80000*S*y_0^2/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 20000*mu_0^2*e^(4*L + 4*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 200*mu_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 80000*mu_0*n_0*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 20000*mu_0*t_1*e^(4*L + 4*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 100*mu_0*t_1*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 40000*n_0*t_1*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 5000*t_1^2*e^(4*L + 4*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 80000*mu_0^2*e^(3*L + 3*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 800*mu_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 240000*mu_0*n_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 80000*mu_0*t_1*e^(3*L + 3*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 400*mu_0*t_1*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 120000*n_0*t_1*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 20000*t_1^2*e^(3*L + 3*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 120000*mu_0^2*e^(2*L + 2*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 1200*mu_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 200*mu_0^2*e^(2*L + 2*M)/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) + mu_0^2*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 400*M*n_0*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 240000*mu_0*n_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*M*n_1*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 120000*mu_0*t_1*e^(2*L + 2*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 600*mu_0*t_1*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 120000*n_0*t_1*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 30000*t_1^2*e^(2*L + 2*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 150*t_1^2*e^(2*L + 2*M)/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) + 1/2*t_1^2*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 400*L*y_0*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 80000*mu_0^2*e^(L + M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 800*mu_0^2*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*mu_0^2*e^(L + M)/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) + 2*mu_0^2*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 400*M*n_0*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 80000*mu_0*n_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*M*n_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 80000*mu_0*t_1*e^(L + M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 400*mu_0*t_1*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 40000*n_0*t_1*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 20000*t_1^2*e^(L + M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 300*t_1^2*e^(L + M)/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) + t_1^2*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 800*L*y_0*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 20000*mu_0^2/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 200*mu_0^2/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 200*mu_0^2/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) + mu_0^2/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 20000*mu_0*t_1/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 100*mu_0*t_1/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 5000*t_1^2/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 150*t_1^2/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) + 1/2*t_1^2/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 400*L*y_0/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400)) - (sqrt(2)*sqrt(pi)*e^(L + M) + sqrt(2)*sqrt(pi))*erf(((B*e^(2*L + 2*M) + 2*B*e^(L + M) + B)*S - (S*(e^(2*L + 2*M) + 2*e^(L + M) + 1) + 200*e^(2*L + 2*M) + 400*e^(L + M) + 200)*mu_0 - ((((B + 1)*e^L - M*e^L)*e^M + e^(2*L + 2*M))*S^2 + 400*(((B + 1)*e^L - M*e^L)*e^M + e^(2*L + 2*M))*S)*n_0 + (S^2*(e^(2*L + 2*M) + 2*e^(L + M) + 1) + 400*S*(e^(2*L + 2*M) + 2*e^(L + M) + 1))*y_0 - 100*t_1*(e^(2*L + 2*M) + 2*e^(L + M) + 1) + 300*B*e^(2*L + 2*M) + 600*B*e^(L + M) + 300*B)/(((sqrt(2)*e^(L + M) + sqrt(2))*S^2 + 400*(sqrt(2)*e^(L + M) + sqrt(2))*S)*sqrt(((S^2*e^(L + M) + 400*S*e^(L + M))*n_0 - S*(e^(2*L + 2*M) + 2*e^(L + M) + 1) - 300*e^(2*L + 2*M) - 600*e^(L + M) - 300)/(S^2 + 400*S))))*e^(1/2*M^2*S^3*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + M*S^3*n_0*y_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*M^2*S^2*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 2*M*S^3*n_0*y_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + M*S^3*n_0*y_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1/2*S^3*n_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1/2*S^3*y_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + S^3*n_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 800*M*S^2*n_0*y_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 2*S^3*y_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 80000*M^2*S*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1/2*S^3*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1600*M*S^2*n_0*y_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 3*S^3*y_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 800*M*S^2*n_0*y_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 2*S^3*y_0^2*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1/2*S^3*y_0^2/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + S^2*mu_0*n_0*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*S^2*n_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*S^2*y_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 3*S^2*mu_0*n_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 800*S^2*n_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 160000*M*S*n_0*y_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1600*S^2*y_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 3*S^2*mu_0*n_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*S^2*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 320000*M*S*n_0*y_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 2400*S^2*y_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + S^2*mu_0*n_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + M*S*n_1*t_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 160000*M*S*n_0*y_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1600*S^2*y_0^2*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*S^2*y_0^2/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1/2*S*mu_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 600*S*mu_0*n_0*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 80000*S*n_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 100*S*n_0*t_1*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 80000*S*y_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 2*S*mu_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1800*S*mu_0*n_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 160000*S*n_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 300*S*n_0*t_1*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 320000*S*y_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 3*S*mu_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + M*S*n_0*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 1800*S*mu_0*n_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 80000*S*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + M*S*n_1*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 300*S*n_0*t_1*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + L*S*y_0*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 480000*S*y_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 2*S*mu_0^2*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + M*S*n_0*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 600*S*mu_0*n_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + M*S*n_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 100*S*n_0*t_1*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*M*n_1*t_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 2*L*S*y_0*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 320000*S*y_0^2*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 1/2*S*mu_0^2/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + L*S*y_0/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 80000*S*y_0^2/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 20000*mu_0^2*e^(4*L + 4*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 200*mu_0^2*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 80000*mu_0*n_0*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 20000*mu_0*t_1*e^(4*L + 4*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 100*mu_0*t_1*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 40000*n_0*t_1*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 5000*t_1^2*e^(4*L + 4*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 80000*mu_0^2*e^(3*L + 3*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 800*mu_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 240000*mu_0*n_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 80000*mu_0*t_1*e^(3*L + 3*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 400*mu_0*t_1*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 120000*n_0*t_1*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 20000*t_1^2*e^(3*L + 3*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 120000*mu_0^2*e^(2*L + 2*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 1200*mu_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 200*mu_0^2*e^(2*L + 2*M)/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) + mu_0^2*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 400*M*n_0*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 240000*mu_0*n_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*M*n_1*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 120000*mu_0*t_1*e^(2*L + 2*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 600*mu_0*t_1*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 120000*n_0*t_1*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 30000*t_1^2*e^(2*L + 2*M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 150*t_1^2*e^(2*L + 2*M)/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) + 1/2*t_1^2*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 400*L*y_0*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 80000*mu_0^2*e^(L + M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 800*mu_0^2*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*mu_0^2*e^(L + M)/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) + 2*mu_0^2*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 400*M*n_0*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 80000*mu_0*n_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*M*n_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 80000*mu_0*t_1*e^(L + M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 400*mu_0*t_1*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 40000*n_0*t_1*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 20000*t_1^2*e^(L + M)/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 300*t_1^2*e^(L + M)/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) + t_1^2*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 800*L*y_0*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 20000*mu_0^2/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 200*mu_0^2/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 200*mu_0^2/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) + mu_0^2/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 20000*mu_0*t_1/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 100*mu_0*t_1/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 5000*t_1^2/(S^4*n_0*e^(3*L + 3*M) + 2*S^4*n_0*e^(2*L + 2*M) + S^4*n_0*e^(L + M) + 800*S^3*n_0*e^(3*L + 3*M) + 1600*S^3*n_0*e^(2*L + 2*M) + 800*S^3*n_0*e^(L + M) - S^3*e^(4*L + 4*M) - 4*S^3*e^(3*L + 3*M) + 160000*S^2*n_0*e^(3*L + 3*M) - 6*S^3*e^(2*L + 2*M) + 320000*S^2*n_0*e^(2*L + 2*M) - 4*S^3*e^(L + M) + 160000*S^2*n_0*e^(L + M) - S^3 - 700*S^2*e^(4*L + 4*M) - 2800*S^2*e^(3*L + 3*M) - 4200*S^2*e^(2*L + 2*M) - 2800*S^2*e^(L + M) - 700*S^2 - 120000*S*e^(4*L + 4*M) - 480000*S*e^(3*L + 3*M) - 720000*S*e^(2*L + 2*M) - 480000*S*e^(L + M) - 120000*S) + 150*t_1^2/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) + 1/2*t_1^2/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 400*L*y_0/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400)))*(e^(L + M) + 1)^(-S*n_0*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - S*n_1*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 2*S*n_0*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 2*S*n_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - S*n_0/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - S*n_1/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 400*n_0*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 400*n_1*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 800*n_0*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 800*n_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 400*n_0/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 400*n_1/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400))*e^(-M*S^3*n_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - M*S^3*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - S^3*n_0*y_0*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - M*S^2*mu_0*n_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 800*M*S^2*n_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 3*S^3*n_0*y_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 2*M*S^2*mu_0*n_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 800*M*S^2*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 3*S^3*n_0*y_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - M*S^2*mu_0*n_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - S^3*n_0*y_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - S^2*mu_0*y_0*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 800*S^2*n_0*y_0*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 600*M*S*mu_0*n_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 160000*M*S*n_0^2*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 100*M*S*n_0*t_1*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 4*S^2*mu_0*y_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 2400*S^2*n_0*y_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 1200*M*S*mu_0*n_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 160000*M*S*n_0^2*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 200*M*S*n_0*t_1*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 6*S^2*mu_0*y_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 2400*S^2*n_0*y_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 1/2*M^2*S*n_0*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 600*M*S*mu_0*n_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 1/2*M^2*S*n_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 100*M*S*n_0*t_1*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 1/2*S*n_1*t_1^2*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 4*S^2*mu_0*y_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 800*S^2*n_0*y_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - S^2*mu_0*y_0/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 600*S*mu_0*y_0*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 160000*S*n_0*y_0*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 100*S*t_1*y_0*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 80000*M*mu_0*n_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 40000*M*n_0*t_1*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 2400*S*mu_0*y_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 480000*S*n_0*y_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 400*S*t_1*y_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 160000*M*mu_0*n_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 80000*M*n_0*t_1*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - S*n_1*t_1*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 3600*S*mu_0*y_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 480000*S*n_0*y_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 600*S*t_1*y_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + L*S*y_1*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + S*t_1*y_1*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 200*M^2*n_0*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 80000*M*mu_0*n_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 200*M^2*n_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 40000*M*n_0*t_1*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - S*n_1*t_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 200*n_1*t_1^2*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 2400*S*mu_0*y_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 160000*S*n_0*y_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 400*S*t_1*y_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 2*L*S*y_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 2*S*t_1*y_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 600*S*mu_0*y_0/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 100*S*t_1*y_0/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + L*S*y_1/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + S*t_1*y_1/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 80000*mu_0*y_0*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 40000*t_1*y_0*e^(4*L + 4*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 320000*mu_0*y_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 160000*t_1*y_0*e^(3*L + 3*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 200*mu_0*t_1*e^(2*L + 2*M)/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) - mu_0*t_1*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 400*n_1*t_1*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 480000*mu_0*y_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 240000*t_1*y_0*e^(2*L + 2*M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*L*y_1*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 400*t_1*y_1*e^(2*L + 2*M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 400*mu_0*t_1*e^(L + M)/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) - 2*mu_0*t_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 400*n_1*t_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 320000*mu_0*y_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 160000*t_1*y_0*e^(L + M)/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 800*L*y_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 800*t_1*y_1*e^(L + M)/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 200*mu_0*t_1/(S^2*e^(2*L + 2*M) + 2*S^2*e^(L + M) + S^2 + 400*S*e^(2*L + 2*M) + 800*S*e^(L + M) + 400*S) - mu_0*t_1/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) - 80000*mu_0*y_0/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) - 40000*t_1*y_0/(S^3*n_0*e^(3*L + 3*M) + 2*S^3*n_0*e^(2*L + 2*M) + S^3*n_0*e^(L + M) + 800*S^2*n_0*e^(3*L + 3*M) + 1600*S^2*n_0*e^(2*L + 2*M) + 800*S^2*n_0*e^(L + M) - S^2*e^(4*L + 4*M) - 4*S^2*e^(3*L + 3*M) + 160000*S*n_0*e^(3*L + 3*M) - 6*S^2*e^(2*L + 2*M) + 320000*S*n_0*e^(2*L + 2*M) - 4*S^2*e^(L + M) + 160000*S*n_0*e^(L + M) - S^2 - 700*S*e^(4*L + 4*M) - 2800*S*e^(3*L + 3*M) - 4200*S*e^(2*L + 2*M) - 2800*S*e^(L + M) - 700*S - 120000*e^(4*L + 4*M) - 480000*e^(3*L + 3*M) - 720000*e^(2*L + 2*M) - 480000*e^(L + M) - 120000) + 400*L*y_1/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400) + 400*t_1*y_1/(S*e^(2*L + 2*M) + 2*S*e^(L + M) + S + 400*e^(2*L + 2*M) + 800*e^(L + M) + 400))/sqrt(((S^2*e^(L + M) + 400*S*e^(L + M))*n_0 - S*(e^(2*L + 2*M) + 2*e^(L + M) + 1) - 300*e^(2*L + 2*M) - 600*e^(L + M) - 300)/(S^2 + 400*S))" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A, B = var('A', 'B')\n", - "integral = exp(full_taylor)\n", - "for i in range(1):\n", - " integral = integrate(integral, ts[i], A, B).full_simplify()\n", - "integral" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "integrate(integral, ts[1], A, B).full_simplify()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "SageMath 9.4", - "language": "sage", - "name": "sagemath-9.4" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.5" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/research/berry/sage_analytical.md b/research/berry/sage_analytical.md deleted file mode 100644 index 4a20174b..00000000 --- a/research/berry/sage_analytical.md +++ /dev/null @@ -1,96 +0,0 @@ ---- -jupyter: - jupytext: - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: SageMath 9.4 - language: sage - name: sagemath-9.4 ---- - -```sage -from sage.all import * -from scipy.special import logit -``` - -```sage -n_arms = 2 -ts = [var(f't_{i}') for i in range(n_arms)] -mu_0 = -1.34 -mu_0 = var('mu_0') -logit_p1 = logit(0.3) -logit_p1 = var('L') - -Q = [[var(f'Q_{i}{j}') for j in range(n_arms)] for i in range(n_arms)] - -y = [var(f'y_{i}') for i in range(4)] -n = [var(f'n_{i}') for i in range(4)] -``` - -```sage -sig2 = var('S') -cov = [[100 for i in range(4)] for j in range(4)] -for i in range(4): - cov[i][i] += sig2 -``` - -```sage -Qrough = matrix(cov).inverse() -Q = [[Qrough[i][j].full_simplify() for i in range(4)] for j in range(4)] -Q -``` - -```sage -theta_m0 = [t - mu_0 for t in ts] -theta_adj = [t + logit_p1 for t in ts] -exp_theta_adj = [exp(t) for t in theta_adj] -quad_term = sum([sum([theta_m0[i] * Q[i][j] * theta_m0[j] / 2 for j in range(n_arms)]) for i in range(n_arms)]).full_simplify() -``` - -```sage -quad_term -``` - -```sage -bin_term = sum([theta_adj[i] * y[i] - n[i] * log(exp_theta_adj[i] + 1) for i in range(n_arms)]).full_simplify() -``` - -```sage -bin_term -``` - -```sage -jll = (quad_term + bin_term) -``` - -```sage -M = var('M') -nt = 2 -full_taylor = jll -for i in range(n_arms): - full_taylor = full_taylor.taylor(ts[i], M, nt).full_simplify() -``` - -```sage -full_taylor -``` - -```sage -A, B = var('A', 'B') -integral = exp(full_taylor) -for i in range(1): - integral = integrate(integral, ts[i], A, B).full_simplify() -integral -``` - -```sage -integrate(integral, ts[1], A, B).full_simplify() -``` - -```sage - -``` diff --git a/research/berry/tutorial.ipynb b/research/berry/tutorial.ipynb index b756d2e1..528ef251 100644 --- a/research/berry/tutorial.ipynb +++ b/research/berry/tutorial.ipynb @@ -1,17 +1,5 @@ { "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "# This cell just sets up some nice configuration stuff for making pretty\n", - "# figures in Jupyter.\n", - "import berrylib.util as util\n", - "util.setup_nb()" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -159,9 +147,8 @@ { "data": { "text/plain": [ - "array([-3.359375, -3.078125, -2.796875, -2.515625, -2.234375, -1.953125,\n", - " -1.671875, -1.390625, -1.109375, -0.828125, -0.546875, -0.265625,\n", - " 0.015625, 0.296875, 0.578125, 0.859375])" + "array([-3.359375, -3.078125, -2.796875, -2.515625, -2.234375, -1.953125, -1.671875, -1.390625,\n", + " -1.109375, -0.828125, -0.546875, -0.265625, 0.015625, 0.296875, 0.578125, 0.859375])" ] }, "execution_count": 7, @@ -295,7 +282,7 @@ { "data": { "text/plain": [ - "array([1, 1, 1, ..., 1, 1, 1])" + "array([1, 1, 1, 1, 2, 1, 1, 1, 1, 1, ..., 1, 1, 1, 1, 1, 1, 1, 1, 1, 1])" ] }, "execution_count": 11, @@ -323,23 +310,18 @@ { "data": { "text/plain": [ - "array([2, 2, 2, 2, 2, 2, 2, 2, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", - " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 2, 2, 2, 2,\n", - " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", - " 2, 2, 2, 2, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", - " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 2, 2, 2, 2, 2, 2, 2, 2,\n", - " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 2, 2, 2,\n", - " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", - " 2, 2, 2, 2, 2, 2, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", - " 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 4, 4, 4, 7, 3, 3, 3, 3, 3,\n", - " 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 2,\n", - " 2, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2,\n", - " 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2,\n", - " 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3,\n", - " 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 2, 2,\n", - " 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2,\n", - " 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 2,\n", - " 2, 2, 2, 2, 2, 3])" + "array([2, 2, 2, 2, 2, 2, 2, 2, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 2, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 2, 2, 2, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 4, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 4, 4, 4, 4, 7, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2,\n", + " 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2,\n", + " 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2,\n", + " 2, 2, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2,\n", + " 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2,\n", + " 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3])" ] }, "execution_count": 12, @@ -414,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -423,7 +405,7 @@ "DeviceArray([[False, True, True]], dtype=bool)" ] }, - "execution_count": 15, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -432,7 +414,7 @@ "import berrylib.fast_inla as fast_inla\n", "y = [[4,5,9]]\n", "n = [[35,35,35]]\n", - "fi = fast_inla.FastINLA(n_arms, critical_value=0.95)\n", + "fi = fast_inla.FastINLA(n_arms=n_arms, critical_value=0.95)\n", "fi.rejection_inference(np.stack((y, n), axis=-1))" ] }, @@ -445,7 +427,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -471,15 +453,15 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1min 20s, sys: 4.47 s, total: 1min 25s\n", - "Wall time: 27.9 s\n" + "CPU times: user 1min 24s, sys: 9.65 s, total: 1min 33s\n", + "Wall time: 37.4 s\n" ] } ], @@ -499,7 +481,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -544,7 +526,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -616,7 +598,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -636,14 +618,14 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "\n", "from pyimprint.model.binomial import SimpleSelection\n", - "simple_selection_model = SimpleSelection(fi.n_arms, n_arm_samples, 1, [])\n", - "simple_selection_model.critical_values([fi.critical_value])\n" + "simple_selection_model = SimpleSelection(fi.n_arms, n_arm_samples, 1, np.array([0.0]))\n", + "simple_selection_model.critical_values([fi.critical_value])" ] }, { @@ -655,7 +637,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -683,7 +665,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -699,12 +681,12 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
    " ] @@ -737,11 +719,11 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ - "t2 = np.unique(theta_tiles[:, 2])[5]\n", + "t2 = np.unique(theta_tiles[:, 2])[4]\n", "selection = (theta_tiles[:,2] == t2)\n", "\n", "np.savetxt('P_tutorial.csv', theta_tiles[selection, :].T, fmt=\"%s\", delimiter=\",\")\n", @@ -773,11 +755,8 @@ } ], "metadata": { - "interpreter": { - "hash": "a9637099bd81b2ef0895c64d539356b45819bc945d59d426757b1f51ae370d50" - }, "kernelspec": { - "display_name": "Python 3.10.4 ('imprint')", + "display_name": "Python 3.10.5 ('imprint2')", "language": "python", "name": "python3" }, @@ -791,9 +770,14 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.10.5" }, - "orig_nbformat": 4 + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "e8679a83a9fb1bcf62ce3b163cdcd83e6497d46072a6ff093119717f9f73e856" + } + } }, "nbformat": 4, "nbformat_minor": 2 diff --git a/research/berry/tutorial.md b/research/berry/tutorial.md index 70826d3e..daa57251 100644 --- a/research/berry/tutorial.md +++ b/research/berry/tutorial.md @@ -7,18 +7,11 @@ jupyter: format_version: '1.3' jupytext_version: 1.13.8 kernelspec: - display_name: Python 3.10.4 ('imprint') + display_name: Python 3.10.5 ('imprint2') language: python name: python3 --- -```python -# This cell just sets up some nice configuration stuff for making pretty -# figures in Jupyter. -import berrylib.util as util -util.setup_nb() -``` - # An introduction to analyzing trial designs with Imprint. @@ -178,7 +171,7 @@ First, we'll check that the inference does something reasonable. It rejects the import berrylib.fast_inla as fast_inla y = [[4,5,9]] n = [[35,35,35]] -fi = fast_inla.FastINLA(n_arms, critical_value=0.95) +fi = fast_inla.FastINLA(n_arms=n_arms, critical_value=0.95) fi.rejection_inference(np.stack((y, n), axis=-1)) ``` @@ -281,9 +274,8 @@ Next, we haven't implemented the second order bound for the model demonstrated h ```python from pyimprint.model.binomial import SimpleSelection -simple_selection_model = SimpleSelection(fi.n_arms, n_arm_samples, 1, []) +simple_selection_model = SimpleSelection(fi.n_arms, n_arm_samples, 1, np.array([0.0])) simple_selection_model.critical_values([fi.critical_value]) - ``` Finally, we actually compute the bound. @@ -330,7 +322,7 @@ plt.show() ``` ```python -t2 = np.unique(theta_tiles[:, 2])[5] +t2 = np.unique(theta_tiles[:, 2])[4] selection = (theta_tiles[:,2] == t2) np.savetxt('P_tutorial.csv', theta_tiles[selection, :].T, fmt="%s", delimiter=",") diff --git a/research/binomial_thompson/BinomialMonteCarlo.R b/research/binomial_thompson/BinomialMonteCarlo.R deleted file mode 100644 index 904d5d24..00000000 --- a/research/binomial_thompson/BinomialMonteCarlo.R +++ /dev/null @@ -1,209 +0,0 @@ -### Task List: - -# Get Parallel Binomial and Gaussian simulations running on Sherlock -# Derive On Paper How to Compute a Gradient for a Smooth Design Feature -# Fool around with & Possibly Implement Massively Constrained SGD - -############## -#BACKSTORY - -# Let's next code up a real example: binomial Thompson sampling in two dimensions. - -# This example will emulate an uncontrolled two-arm phase II trial. -# We will use a total of N = 100 samples, split adaptively. - -# Let's imagine we have two arms, and we wish to do a Bayesian -# selection of just one of them (or neither.) - -# In order to maximize our Bayesian power: - -# Let's declare the rejection rule to be: -# -Do not reject the arm with smaller posterior probability of p_i > .6 -# -Do reject the arm with greater posterior probability of p_i > .6, if that posterior -# probability is greater than c = 70% [note this is a fairly arbitrary choice; c is tunable.] - -# Note: in general these methods can absolutely optimize for other metrics besides posterior power. -# In general, given a reward function f(x, p) [above is the case f(p) = 1_{p >.6}], -# we can do arm selection according to max-above-some-cutoff of E[f(x, p)]. -# In a you-can-only-pick-one-and-some-of-the-time decision problem [i.e. Type I error constrained], -# given a fixed trial stopping rule, I believe this approach to be optimal. -##################### - -############### -#TRIAL DETAILS -############### -{d = 2 - p_threshold = 0.6 - posterior_threshold = 0.95 - # The process for simulating our trial then proceeds according to a loop: - Nmax = 100 - # Prior distributions - # priors = Beta(alpha = 1, beta = 1) #this is uniform, flat prior on p - d = 2 - alphas = 1 #alphas = rep(1,d) #R# NOT ready for general priors or higher dimen - betas = 1 #betas = rep(1,d) #R# - ################## - # Parameter information: - ################## - # We will work in the natural parameter space: - # That is, Theta = log(p/1-p) - # Our null hypothesis boundary will be p = 0.6. This corresponds to Theta = 0.4054651 - link = function(p){ - log(p/(1-p)) - } - unlink = function(theta){ - exp(theta)/(1 + exp(theta)) - } - - lowerLimitofTheta = -.5 - upperLimitoftheta = 1.5 - upperNullLimit = link(p_threshold) - Taumax = rep(Nmax,d) -} - - -#SOURCE FILES -{source("ParameterSpace.R") - source("SimulateData.R") - source("LikelihoodModel.R") - source("Taylor.R") - #source("ImportanceSampler.R") - library(testthat) - library(parallel) - library(doParallel) - library(plot3D) -} - -#Simulation Parameters -{K = 10 #10000 - gradmethod = "cantelli" #or "normal" - epsilon = 1/2^2 #1/(2^7) - delta = 0.01 - Thetaj = gridEps(epsilon) - J = nrow(Thetaj) - p = t(apply(Thetaj,1, unlink)) # Moving back into real space - - #set.seed(12375) -} - -#This example code does one trial simulation: -#trial_output<- simulateThomp(p = c(.5,.5), alphaprior = alphas,betaprior = betas,totalN = Nmax) -#BetaReject(trial_output = trial_output,p_threshold = p_threshold,posterior_threshold = posterior_threshold) - -#################################### -# Re-write all of the code below! -TypeIest = rep(NA,J) -Gradest = matrix(NA,nrow =J , ncol = d) -ucbf = rep(NA,J) -ucbgradf = rep(NA,J) -remainderBound = rep(NA,J) - -#nullstatus = inNull(Theta) -# if(any(nullstatus)){ -#Simulate Data - -####################################################### -#RESTART HERE! WE ARE REBUILDING THE SIMULATION FUNCTION -####################################################### - rejections = array(NA, dim = c(K, J, d)) #lapply(rep(NA,J),matrix,nrow = K, ncol = d) - gradients = array(NA, dim = c(K, J, d)) #lapply(rep(NA,J),matrix,nrow = K, ncol = d) - TypeI = matrix(NA, nrow= K,ncol = J)#lapply(rep(NA,J),rep,times= K) - - ptm <- proc.time() - for(k in 1:K){ - print(paste(k," of ",J)) - x<-proc.time() - ptm - print(x) - print("Estimated Minutes Remaining:") - print(x[3] * (K -k) / k / 60) - #previously: # trial_output<- simulateThomp(p = unlink(Theta), alphaprior = alphas,betaprior = betas,totalN = Nmax) - trial_output <- simulateThompFast(p = p,alphaprior = alphas, betaprior =betas, Nmax = 100) - - rejections[k,,] = BetaRejectFast(post_params = trial_output$posterior_params, - p_threshold = p_threshold,posterior_threshold = posterior_threshold)[[1]] - gradients[k,,] = BinomialGradFast(trial_output,p) - } - - - nullstatus = array(NA, dim = c(K, J, d)) - temp = inNull(Thetaj) - for(k in 1:K){ - nullstatus[k,,] = temp - } - falserejs = rejections & nullstatus - typeIerror = apply(falserejs,c(1,2),any) - TypeIest = apply(typeIerror, 2, mean) - TypeI_standarderror = apply(typeIerror, 2, sd) - ucbf = TypeIest + (1/sqrt(K))*TypeI_standarderror*qnorm(p = 1 - (delta/2),) #R# - # Could replace the normal interval with a more conservative interval, if desired - - #Here is the second-order bound: - h = rep(epsilon,d) - remainderBound = secondOrderBoundBinomial(Taumax=Taumax, p_j = p, h = h) - - # Next, computations for the Grad f confidence bound: - typeIerrord = array(data = typeIerror ,dim = c(K, J, d)) - gradreject = typeIerrord * gradients - Gradest = apply(gradreject, c(2,3), mean) #Mean estimate of the gradient - # Now comes the sup-f argument - # Note: with cantelli, there is no scaling with K going on. - # So it's OK that this isn't super fast. - if(gradmethod == "cantelli"){ - alpha = delta/2 - lambdasquared = (1/K)* ((1/alpha) - 1) * secondOrderBoundBinomial(Taumax = Taumax, - p_j = p, h = h) - for(j in 1:J){ - #Would this be faster to re-write using apply? I wonder... - ucbgradf[j] = sum(abs(Gradest[j,]*h)) + sqrt(lambdasquared[j]) - } - } - # covbound = diag(Taumax*p[j,]*(1-p[j,])) - # h = rep(epsilon,d) - # V = expand.grid(rep(list(c(-1, 1)), d)) - # cardh = nrow(V) - # linHolder = rep(NA,cardh) - # alph = delta/2 - # - # c = cov.wt(gradreject[,j,]) #R# rewrite if I want this at all! - #if(gradmethod == "normal"){ - # for(i in 1:cardh){ - # hprime = V[i,]*h - # ucbLinearized = sum(Gradest[j,]*hprime) + - # (1/sqrt(K))*qnorm(1-delta/2)*sqrt( t(t(hprime)) %*% c$cov %*% t(hprime)) - # linHolder[i] = ucbLinearized - # } - # } - - - -save.image(file = "BinomFastExample.RData") - -#Continue graphing from here! -upperBoundThetaj = ucbf + ucbgradf + remainderBound -library(ggplot2) -qplot(Thetaj[,1],Thetaj[,2],size = upperBoundThetaj) + scale_size_area() -qplot(Thetaj[,1],Thetaj[,2],size = TypeIest) + scale_size_area() -qplot(Thetaj[,1],Thetaj[,2],size = ucbf - TypeIest) + scale_size_area() -qplot(Thetaj[,1],Thetaj[,2],size = ucbgradf) + scale_size_area() -qplot(Thetaj[,1],Thetaj[,2],size = upperBoundThetaj - TypeIest) + scale_size_area() #Total slack - - - -############# -# 3-D plot -############ - -par(mar=c(1,1,1,5)) -persp3D(x = unique(Thetaj[,1]),y = unique(Thetaj[,2]),z=matrix(upperBoundThetaj,nrow = sqrt(J),ncol= sqrt(J)), - ticktype = "detailed", xlab = "theta-1", ylab = "theta-2", zlab = "Type I Error", - cex.axes = .5, - main = paste("Type I Error Upper Bound (delta = ", as.character(delta),")")) - -filename = paste("Binomial3D",K,J,"pdf",sep=".") - -pdf(file = filename) -persp3D(x = unique(Thetaj[,1]),y = unique(Thetaj[,2]),z=matrix(upperBoundThetaj,nrow = sqrt(J),ncol= sqrt(J)), - ticktype = "detailed", xlab = "theta-1", ylab = "theta-2", zlab = "Type I Error", - cex.axes = .5, - main = paste("Type I Error Upper Bound (delta = ", as.character(delta),")")) -dev.off() diff --git a/research/binomial_thompson/CollectSims.R b/research/binomial_thompson/CollectSims.R deleted file mode 100644 index 2449dccc..00000000 --- a/research/binomial_thompson/CollectSims.R +++ /dev/null @@ -1,121 +0,0 @@ -# make sure the input parameters are the same as ParallelBinomialSampling.R! -#A# Requires a clean set of saved simulation outputs in the folder: tempdir -#A# Be aware that TotalK is different here from the sub-simulations K! - -simslist = list.files("tempdir") -M = length(simslist) -for(m in 1:M){ - filepath = paste("tempdir",simslist[m],sep = "/") - load(filepath) - - if(m == 1){ - TypeIest_Combined = matrix(NA, nrow = length(TypeIest), ncol = M) - TypeI_squaredev_Combined = matrix(NA, nrow = length(TypeIest), ncol = M) - Gradest_Combined = array(NA, c(dim(Gradest), M)) - } - - TypeIest_Combined[,m] = TypeIest - TypeI_squaredev_Combined[,m] = TypeI_squaredev - Gradest_Combined[,,m] = Gradest -} - -TypeIest = apply(TypeIest_Combined,1,mean) -TypeIsquaredev = apply(TypeI_squaredev_Combined,1,mean) -TypeI_standarderror = sqrt(TypeI_squaredev_Combined) #N# The denominator is n here, not n-1 -Gradest = apply(Gradest_Combined,c(1,2),mean) - -Kequals = strsplit(simslist[m],split = c("\\."))[[1]][3] -K = as.integer(sub("..","",Kequals,)) -TotalK = K*M - -##### -############### -#PARAMETER DETAILS HERE! -############### - - -{d = 2 -p_threshold = 0.6 -posterior_threshold = 0.95 -# Max number of patients in the trial: -Nmax = 100 -# Prior distributions -# priors = Beta(alpha = 1, beta = 1) #this is uniform, flat prior on p -d = 2 -alphas = 1 #alphas = rep(1,d) #R# NOT ready for general priors or higher dimen -betas = 1 #betas = rep(1,d) #R# -################## -# Parameter information: -################## -# We will work in the natural parameter space: -# That is, Theta = log(p/1-p) -# Our null hypothesis boundary will be p = 0.6. This corresponds to Theta = 0.4054651 -link = function(p){ - log(p/(1-p)) -} -unlink = function(theta){ - exp(theta)/(1 + exp(theta)) -} - -lowerLimitofTheta = -.5 -upperLimitoftheta = 1.5 -upperNullLimit = link(p_threshold) -Taumax = rep(Nmax,d) - -} - - -#SOURCE FILES -{source("ParameterSpace.R") - source("SimulateData.R") - source("LikelihoodModel.R") - source("Taylor.R") - # source("ImportanceSampler.R") -#install.packages("plot3D") -# library(plot3D) -} - -#Simulation Parameters -{#K = 10 #10000 - # gradmethod = "cantelli" #or "normal" - # epsilon = 1/2^4 #1/(2^7?) - # delta = 0.01 - # Thetaj = gridEps(epsilon) - # J = nrow(Thetaj) - # p = t(apply(Thetaj,1, unlink)) - #set.seed(12375) -} - -load("ParametersList.RData") -#Contents: -#save(K,epsilon, delta, gradmethod, Thetaj, J, p, file ="ParametersList.RData") - -#########Below is copied from BinomialMonteCarlo - -ucbf = TypeIest + (1/sqrt(TotalK))*TypeI_standarderror*qnorm(p = 1 - (delta/2),) #R# -# Could replace the normal interval with a more conservative interval, if desired - -#Here is the second-order bound: -h = rep(epsilon,d) -remainderBound = secondOrderBoundBinomial(Taumax=Taumax, p_j = p, h = h) - -# Next, computations for the Grad f confidence bound: -# Now comes the sup-f argument -if(gradmethod == "cantelli"){ - alpha = delta/2 - lambdasquared = (1/TotalK)* ((1/alpha) - 1) * secondOrderBoundBinomial(Taumax = Taumax, - p_j = p, h = h) - ucbgradf = apply(Gradest,1, function(z){sum( abs(z * h))}) + sqrt(lambdasquared) -} - -upperBoundThetaj = ucbf + ucbgradf + remainderBound - -save(upperBoundThetaj,ucbf,ucbgradf,remainderBound, TypeIest,Gradest, TypeI_standarderror, - file = "Binomial_Combined.RData") -#Now make and save some graphs! - -#library(ggplot2) -#plotname = paste("Binomial_TotalK",TotalK,"eps",epsilon,".pdf",sep = "") -#pdf(file = plotname) -#qplot(Thetaj[,1],Thetaj[,2],size = upperBoundThetaj) + scale_size_area() -#dev.off() diff --git a/research/binomial_thompson/LikelihoodModel.R b/research/binomial_thompson/LikelihoodModel.R deleted file mode 100644 index cfc2f8fc..00000000 --- a/research/binomial_thompson/LikelihoodModel.R +++ /dev/null @@ -1,46 +0,0 @@ -#Details of the Likelihood Model for a Gaussian -# (or a stopped Gaussian?) - -#X = c(10,5) -#sigma2 = c(1,2) -#Tau = c(20,10) -#Thetaj = c(.5,-.5) -#Theta0 = c(0,0) - -RadonNikodym = function(Theta0,Thetaj,Xdata,Tau,sigma2){ - exp( - sum((1/2)*(Xdata - Thetaj*Tau )^2 / (sigma2*Tau)) - + sum((1/2)*(Xdata - Theta0*Tau )^2 / (sigma2*Tau)) - ) -} - -gradRadonNikodym = function(Theta0,Thetaj,Xdata,Tau,sigma2){ - (Xdata/sigma2 - Thetaj*Tau/sigma2)*RadonNikodym(Theta0,Thetaj,Xdata,Tau,sigma2) -} - -secondOrderBound = function(Tau,sigma2, Theta = "NOT CODED YET"){ - diag(Tau/sigma2) -} - -####################### - -BinomialGradFast = function(trial_output,p){ - gradient = trial_output$successes - trial_output$n_arm*t(p) - return(gradient) -} - -##### Gradient for Binomial likelihood, without change of measure to a different Theta -BinomialGradMonte = function(trial_output,Theta){ - n_k = trial_output$successes + trial_output$failures - X_k = trial_output$successes - gradient = X_k - n_k *exp(Theta)/(1+exp(Theta)) -} -##### - -secondOrderBoundBinomial = function(Taumax=Taumax,p_j = "put a matrix here",h = c(1,1)){ - # Previously: - #return(diag(Taumax * .25)) - - # Now let's do it properly: - apply(p, 1, function(z){ - sum(h^2 * Taumax*z*(1 - z))}) -} diff --git a/research/binomial_thompson/ParallelBinomialSampling.R b/research/binomial_thompson/ParallelBinomialSampling.R deleted file mode 100644 index 72ecb54a..00000000 --- a/research/binomial_thompson/ParallelBinomialSampling.R +++ /dev/null @@ -1,130 +0,0 @@ -### A Parallelized Version of BinomialMonteCarlo - -# Intended to generate simulations in parallel, with a SLURM cluster. -# Another file will collate the relevant outputs, which will be partially analyzed -# to shrink them in size -slurm_arrayid <- Sys.getenv('SLURM_ARRAY_TASK_ID') -print("ID:") -print(slurm_arrayid) - -############### -#TRIAL DETAILS -############### - - -{d = 2 -p_threshold = 0.6 -posterior_threshold = 0.95 -# Max number of patients in the trial: -Nmax = 100 -# Prior distributions -# priors = Beta(alpha = 1, beta = 1) #this is uniform, flat prior on p -d = 2 -alphas = 1 #alphas = rep(1,d) #R# NOT ready for general priors or higher dimen -betas = 1 #betas = rep(1,d) #R# -################## -# Parameter information: -################## -# We will work in the natural parameter space: -# That is, Theta = log(p/1-p) -# Our null hypothesis boundary will be p = 0.6. This corresponds to Theta = 0.4054651 -link = function(p){ - log(p/(1-p)) -} -unlink = function(theta){ - exp(theta)/(1 + exp(theta)) -} - -lowerLimitofTheta = -.5 -upperLimitoftheta = 1.5 -upperNullLimit = link(p_threshold) -Taumax = rep(Nmax,d) -} - - -#SOURCE FILES -{source("ParameterSpace.R") - source("SimulateData.R") - source("LikelihoodModel.R") - source("Taylor.R") - #source("ImportanceSampler.R") - -} - -#Simulation Parameters -{K = 1000 #10000 - gradmethod = "cantelli" #or "normal" - epsilon = 1/2^7 #1/(2^7?) - delta = 0.01 - Thetaj = gridEps(epsilon) - J = nrow(Thetaj) - #set.seed(12375) -} - -#This example code does one trial simulation: -#trial_output<- simulateThomp(p = c(.5,.5), alphaprior = alphas,betaprior = betas,totalN = totN) -#BetaReject(trial_output = trial_output,p_threshold = p_threshold,posterior_threshold = posterior_threshold) - -#################################### -# Re-write all of the code below! - -p = t(apply(Thetaj,1, unlink)) # Moving back into real space - -if(slurm_arrayid == 1){ -save(K,epsilon, delta, gradmethod, Thetaj, J, p, file ="ParametersList.RData") -} - - -TypeIest = rep(NA,J) -Gradest = matrix(NA,nrow =J , ncol = d) -ucbf = rep(NA,J) -ucbgradf = rep(NA,J) -remainderBound = rep(NA,J) - -#nullstatus = inNull(Theta) -# if(any(nullstatus)){ -#Simulate Data - -####################################################### -#RESTART HERE! WE ARE REBUILDING THE SIMULATION FUNCTION -####################################################### -rejections = array(NA, dim = c(K, J, d)) #lapply(rep(NA,J),matrix,nrow = K, ncol = d) -gradients = array(NA, dim = c(K, J, d)) #lapply(rep(NA,J),matrix,nrow = K, ncol = d) -TypeI = matrix(NA, nrow= K,ncol = J)#lapply(rep(NA,J),rep,times= K) - -ptm <- proc.time() -for(k in 1:K){ - print(paste(k," of ",J)) - x<-proc.time() - ptm - print(x) - print("Estimated Minutes Remaining:") - print(x[3] * (K -k) / k / 60) - #previously: # trial_output<- simulateThomp(p = unlink(Theta), alphaprior = alphas,betaprior = betas,totalN = totN) - trial_output <- simulateThompFast(p = p,alphaprior = alphas, betaprior =betas, Nmax = Nmax) - - rejections[k,,] = BetaRejectFast(post_params = trial_output$posterior_params, - p_threshold = p_threshold,posterior_threshold = posterior_threshold)[[1]] - gradients[k,,] = BinomialGradFast(trial_output,p) -} - - -nullstatus = array(NA, dim = c(K, J, d)) -temp = inNull(Thetaj) -for(k in 1:K){ - nullstatus[k,,] = temp -} -falserejs = rejections & nullstatus -typeIerror = apply(falserejs,c(1,2),any) -TypeIest = apply(typeIerror, 2, mean) -sqerr = function(z){ mean((z - mean(z))^2) } -#TypeI_standarderror = apply(typeIerror, 2, sd) -TypeI_squaredev = apply(typeIerror, 2, sqerr) -typeIerrord = array(data = typeIerror ,dim = c(K, J, d)) -gradreject = typeIerrord * gradients -Gradest = apply(gradreject, c(2,3), mean) - - -savedestination = paste(getwd(),"/tempdir/Binomial.ID=",slurm_arrayid, - ".K=",K, ".eps=",epsilon,sep ="") - -save(TypeIest, TypeI_squaredev, Gradest, file = savedestination) diff --git a/research/binomial_thompson/ParameterSpace.R b/research/binomial_thompson/ParameterSpace.R deleted file mode 100644 index 9ad4d004..00000000 --- a/research/binomial_thompson/ParameterSpace.R +++ /dev/null @@ -1,21 +0,0 @@ -#Details of Theta for a simple Gaussian Example -inNull = function(Theta){ - Theta <= upperNullLimit -} - -#Assumes a square frame, -# and a scalar epsilon (rather than vector) that divides the null hyp space evenly -gridEps = function(epsilon, d = 2){ - s = seq(lowerLimitofTheta+epsilon,upperLimitoftheta-epsilon,by = 2*epsilon) - as.matrix(expand.grid(rep(list(s), d))) -} - -#Draws randomly from the square, bounded by lowerLimitofTheta and upperLimitofTheta -# in each coordiante -sampleTheta = function(d){ - lowerLimitofTheta + (upperLimitoftheta-lowerLimitofTheta)*runif(d) -} - -falseReject = function(Theta,H){ - any(inNull(Theta) & H) -} diff --git a/research/binomial_thompson/README b/research/binomial_thompson/README deleted file mode 100644 index 572837be..00000000 --- a/research/binomial_thompson/README +++ /dev/null @@ -1,13 +0,0 @@ -There are two batch files in this folder. - -The first, arraySimulate.sbatch, calls the parallel binomial simulation. -It should, as a side effect, save the parameters that are part of it. - -This will do M = 100 replications, currently, and save the key outputs into tempdir. -We do not keep the entire simulation output; merely the key averages. - -The summary statistics can then be very quickly processed, live with CollectSims.R, or calling the file -Collect.sbatch - -This will output a .RData file. -That .RData file must then be exported to home computer, in order to see graphs etc. diff --git a/research/binomial_thompson/SimulateData.R b/research/binomial_thompson/SimulateData.R deleted file mode 100644 index 071649fa..00000000 --- a/research/binomial_thompson/SimulateData.R +++ /dev/null @@ -1,177 +0,0 @@ -# Simulates a Gaussian trial with d dimensions -# We compute only the final sum statistics -# After Tau observations, each having variance sigma2 -simulateTrial = function(d,Theta,Tau,sigma2){ - X = rnorm(d,mean =Theta*Tau,sd = sqrt(Tau*sigma2)) -} - -# Computes rejection based on a simple z-test -rejections = function(X,Tau,sigma2){ - est = X/Tau - lowbound = est - qnorm(.975)*sqrt(sigma2/Tau) - lowbound >= 0 -} - -BayesRejections = function(X,Tau,sigma2,priormean, priorsigma2, positiveprob){ - #The sum of observations X_Tau has distribution - # X ~ N(Tau*Theta,Tau*sigma2) - # To put this onto the scale of the mean, we have - # xbar = X/Tau ~ N(Theta,sigma2/Tau) - # The prior is - # Theta ~ N(priormean, priorsigma2) - # This code will assume vector X of length > 1 - if(length(X) == 1){return("NEED MULTIDIMENSIONAL X")} - xbar = X/Tau - priorVinv = solve(priorsigma2) - obsVinv = solve(diag(sigma2)/Tau) #Must divide by Tau because the observation here is the average xbar - postV= solve(priorVinv + obsVinv) - postmu = postV %*% (priorVinv %*% priormean + obsVinv %*% xbar) - #The posterior is then Theta ~ N(postmu, postV) - # Next, we will reject entries of Theta where the posterior is positive with probability - # equal to criticalprob - sigs = diag(postV) - zposts = postmu / sigs - postprobs = pnorm(zposts) - rejs = postprobs > positiveprob - output =list(rejs,postprobs,zposts,postmu,postV) - names(output) = unlist(strsplit("rejs,postprobs,zposts,postmu,postV",split =",")) - return(output) -} - - -# This function performs Thompson sampling. Currently being used by BinomialMonteCarlo.R -simulateThomp = function(p, alphaprior, betaprior, totalN){ #DEPRECATED BY THE FAST FUNCTION - alphapost = alphaprior - betapost = betaprior - d = length(p) - thomp_p = rep(NA,d) - s_t = c(0,0) - f_t = c(0,0) - for(t in 1:totalN){ - #With Thompson probability, pick arm i - for(i in 1:d){ - thomp_p[i] = rbeta(1,alphapost[i],betapost[i]) - } - i_t = which(thomp_p == max(thomp_p)) - #Make draw from arm i with prob p[i]. - outcome = rbinom(1,1,p[i_t]) - #Tally success/failure (redundant, but good to check) - s_t[i_t] = s_t[i_t] + outcome - f_t[i_t] = f_t[i_t] + (1 - outcome) - # Increment alpha or beta according to success or failure - alphapost[i_t] = alphapost[i_t] + outcome - betapost[i_t] = betapost[i_t] + (1 - outcome) - } - return(list(alphapost = alphapost, betapost = betapost, - successes = s_t, failures= f_t)) -} - -#############WORKING HERE -# We are making the function: simulateThompFast - -#It is dependent on: -posteriorDraw = function(Narm, success,a,b){ - #First: generate end1 ~ Gamma(alpha), end2 ~Gamma(beta) - endleft = rgamma(n =1, shape = a) - endright = rgamma(n =1, shape = b) - # Then, generate N Gamma(1) R.V's: notate them g_m, for m in 1:n - g = rgamma(n = max(Narm), shape = 1) - # If the simulation has s successes, we let - # X = end1 + Sum_{m = 1:s} g_m - # X + Y = end2 + Sum_{m = 1:n} g_m - gsums = c(0,cumsum(g)) - # Then, take all of these ratios of X/(X + Y); these are our draws from the posterior. - betadraw = (gsums[success+1] + endleft)/ (gsums[Narm+1] + endleft + endright) - betadraw -} - -#Here is the meat: -simulateThompFast = function(p,alphaprior=1,betaprior = 1,Nmax = 100){ #R# alphaprior, betaprior assumed same across arms! - if(!is.matrix(p)){return("Needs Matrix p. Currently accepts only ncol = 2")} - d = ncol(p) - J = nrow(p) - a = alphaprior - b = betaprior - n0 = rep(0,J) - n1 = rep(0,J) - success0 = rep(0,J) - success1 = rep(0,J) - -for(npatient in 1:Nmax){ - #Doing step (1), posterior selection - posterior0 = posteriorDraw(Narm = n0, success = success0, a = a, b = b) - posterior1 = posteriorDraw(Narm = n1, success = success1, a = a, b = b) - select_arm_1 = posterior1 > posterior0 #R# rewrite for d>2 arms - - #Now doing step (2), binomial drawing - u = runif(1) - outcome0 = rep(0, J) - outcome1 = rep(0, J) - outcome0 = outcome0 + ((select_arm_1 == 0) & p[,1] > u) #R# - outcome1 = outcome1 + ((select_arm_1 == 1) & p[,2] > u) #R# - success0 = success0 + outcome0 - n0 = n0 + (select_arm_1 == 0) #R# - success1 = success1 + outcome1 - n1 = n1 + (select_arm_1 == 1) #R# -} - alphaposterior0 = success0 + a #R# - alphaposterior1 = success1 + a #R# - betaposterior0 = (n0 - success0) + b #R# - betaposterior1 = (n1 - success1) + b #R# - - alphas = rbind(alphaposterior0, alphaposterior1) - betas = rbind(betaposterior0,betaposterior1) - posterior_params = list(alphas = alphas,betas = betas) - - successes = rbind(success0,success1) - n_arm = rbind(n0,n1) - - output =list(successes = successes, n_arm = n_arm, - posterior_params = posterior_params) - return(output) -} - - -BetaReject = function(trial_output,p_threshold=0.6,posterior_threshold = 0.7){ # DEPRECATED BY BETAREJECTFAST #R# - d = length(trial_output$alphapost) - postgreater = rep(NA,d) - for(i in 1:d){ - postgreater[i] = 1 - pbeta(p_threshold, trial_output$alphapost[i], trial_output$betapost[i]) - } - best_index = which(postgreater == max(postgreater)) - if(length(best_index)>1){ - best_index = sample(best_index,1) - } - rejs = rep(FALSE,d) - if(postgreater[best_index] > posterior_threshold){ - rejs[best_index] = TRUE - } - return(list(rejections = rejs,posterior_exceedance_probs = postgreater)) -} - - -### Likely Has a Bug!! - -# Let's test the symmetry of BetaRejectFast: -BetaRejectFast = function(post_params, - p_threshold = p_threshold,posterior_threshold = 0.7){ - alphamat = post_params$alphas - betamat = post_params$betas - d = nrow(alphamat) - J = ncol(alphamat) - postgreater = matrix(NA,nrow = d, ncol = J) - for(arm in 1:d){ - for(j in 1:J){ - postgreater[arm,j] = 1 - pbeta(p_threshold, alphamat[arm,j], betamat[arm,j]) - } - } - best_index = max.col(t(postgreater)) - #We reject the arm if our Bayesian posterior for the arm is sufficiently large! - rejs = matrix(FALSE,nrow = J,ncol = d) - for(j in 1:J){ - if(postgreater[best_index[j],j] > posterior_threshold){ - rejs[j,best_index[j]] = TRUE - } - } - return(list(rejections = rejs,posterior_exceedance_probs = postgreater)) -} diff --git a/research/binomial_thompson/Taylor.R b/research/binomial_thompson/Taylor.R deleted file mode 100644 index 9962e8e9..00000000 --- a/research/binomial_thompson/Taylor.R +++ /dev/null @@ -1,5 +0,0 @@ -#Gives the Taylor-based upper bound - -taylorUpperBound = function(ucbf,ucbGradf,secondOrder,h){ - ucbf + ucbGradf + h^T %*% secondOrder %*% h -} diff --git a/research/direct_bayes/Dockerfile b/research/direct_bayes/Dockerfile deleted file mode 100644 index d7cda941..00000000 --- a/research/direct_bayes/Dockerfile +++ /dev/null @@ -1,6 +0,0 @@ -# Usage: -# docker build -f Dockerfile -t r - < Dockerfile -# docker run -it --rm -v $(pwd):/volume: -u docker r bash -FROM r-base -RUN R -e "install.packages('statmod',dependencies=TRUE, repos='http://cran.rstudio.com/')" -RUN R -e "install.packages('invgamma',dependencies=TRUE, repos='http://cran.rstudio.com/')" diff --git a/research/direct_bayes/dirtyBayes_integrated_multilevel.R b/research/direct_bayes/dirtyBayes_integrated_multilevel.R deleted file mode 100644 index 9c44d13e..00000000 --- a/research/direct_bayes/dirtyBayes_integrated_multilevel.R +++ /dev/null @@ -1,208 +0,0 @@ -# In this file, we are going to take the dirtyBayes algorithm from dirtymultilevel.R, and make it: - -# (1) use Sherman-Morrison -# (2) parallelize over many different versions of the prior V0. Actually, screw this, let's just not do it! -# (3) perform an integration over the prior for sigma^2 - -# Google doc: -# https://docs.google.com/document/d/1_gGqdUV8eXTOSZTX8BMut5YKKnFIN5tIECyx0uG34z0/edit - -fast_invert = function(S,d){ - for(k in 1:length(d)){ - offset = ( d[k]/(1 + d[k]*S[k,k])) * outer(S[k,], S[,k],"*") #I wonder how to cheaply represent this outer? but in C++ it should be just a trivial for-loop anyway - S = S - offset - } - S -} -{#S_0 = diag(rep(1,4)) + .1 -#S = S_0 -#d = c(.1,.2,.3,.4) -#for(k in 1:length(d)){ -# offset = ( d[k]/(1 + d[k]*S[k,k])) * outer(S[k,], S[,k],"*") #I wonder how to cheaply represent this outer? but in C++ it should be just a trivial for-loop anyway -# S = S - offset -#} -#testvalue = solve(solve(S_0) + diag(d)) -#S - testvalue #this matches up to very close precision! awesome! -# So now we'll put it into a function: -# Note here that S is sigma, and d is the precision of the data likelihood, thus d is in the INVERSE space of Sigma - -# What is not awesome, is that local changes to either the values of d or S can have effects throughout the whole sequence of computations -# So I don't see ANY gain yet from parallelization. Too bad! -}# Sherman Morrison Testing Section - -# Integration preliminaries -require(statmod) -require(invgamma) -n <- 50 -#let's evaluate the endpoints of the prior in logspace-sigma: -#determine endpoints: -a=log(1e-8) -b=log(1e3) -gleg <- gauss.quad(n, kind = "legendre") -pts = (gleg$nodes+ 1)*(b-a)/2 + a -wts = gleg$weights * (b-a)/2 #sum(wts) = b-a so it averages to 1 over space -density_logspace <-dinvgamma(exp(pts), shape = .0005, rate = .000005)*exp(pts) # the extra exp(pts) account for Jacobian -#plot(density_logspace) -#sum(density_logspace*wts) #this matches with -#pinvgamma(exp(3),shape = .0005, rate = .000005) - pinvgamma(exp(-8),shape = .0005, rate = .000005) - -#helper functions -logit = function(p){ log(p) - log(1-p)} -invlogit = function(theta){1/(1 + exp(-theta))} -d=4 -p_threshold = rep(.4,d) -#This function implements dirtyBayes on a multilevel model, given a known phat, and a fixed multilevel covariance matrix S_0 and precision V_0 = S_0^-1 -fastndirty_thresh = function(thresh = logit(p_threshold),n = rep(100,d), phat = rep(.5,d) ,mu_0 = rep(0,d), - S_0 = diag(rep(1,length(phat))), V_0 = diag(rep(1,length(phat)))){ - MLE = logit(phat) - sample_I= n*phat*(1-phat) #diag(n*phat*(1-phat)) - #precision_posterior = V0 + sample_I - #Sigma_posterior = solve(precision_posterior) # This line and the line above have been replaced by the call below to fast_invert - Sigma_posterior = fast_invert(S_0,sample_I) - mu_posterior = Sigma_posterior %*% (sample_I * MLE + V_0 %*% mu_0) - {#implement 95% CI on each arm - #CI_upper_logit = mu_posterior + 1.96*sqrt(diag(Sigma_posterior)) - #median_logit = mu_posterior - #CI_lower_logit = mu_posterior - 1.96*sqrt(diag(Sigma_posterior)) - #conf_logit = cbind( CI_lower_logit, median_logit, CI_upper_logit) - #colnames(conf_logit) = c("lower","median","upper") - #conf_prob = invlogit(conf_logit) - #return(list( mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior, conf_logit = conf_logit, conf_prob = conf_prob) ) - } #confidence interval code - - #What we now must return instead, is posterior threshold exceedance probabilities for each arm. - thresh_exceed = pnorm( (mu_posterior - thresh) / sqrt(diag(Sigma_posterior))) - #return(list( thresh_exceed = thresh_exceed, mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior )) - return(thresh_exceed) -} - -{#Nice, this matches what we get from our slow function call! -#S_0 = diag(rep(1,d)) + .1 -#V_0 = solve(S_0) -#fastndirty_thresh(n = rep(50,d), phat = c(28,14,33,36)/50,mu_0 = rep(0,d),V_0 = V_0,S_0 = S_0) -#dirtymultilevel_postthresh(n = rep(50,d), phat = c(28,14,33,36)/50,mu0 = rep(0,d),V0 = V_0) -# d=4 -# dirtymultilevel_postthresh = function(thresh = rep(logit(.4),d),n = rep(100,d), phat = rep(.5,d) ,mu0 = rep(0,d),V0 = diag(rep(1,length(phat)))){ -# MLE = logit(phat) -# sample_I= diag(n*phat*(1-phat)) -# precision_posterior = V0 + sample_I -# #Sigma_posterior = solve(precision_posterior) -# mu_posterior = Sigma_posterior %*% (sample_I %*% MLE + V0 %*% mu0) -# {#implement 95% CI on each arm -# #CI_upper_logit = mu_posterior + 1.96*sqrt(diag(Sigma_posterior)) -# #median_logit = mu_posterior -# #CI_lower_logit = mu_posterior - 1.96*sqrt(diag(Sigma_posterior)) -# #conf_logit = cbind( CI_lower_logit, median_logit, CI_upper_logit) -# #colnames(conf_logit) = c("lower","median","upper") -# #conf_prob = invlogit(conf_logit) -# #return(list( mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior, conf_logit = conf_logit, conf_prob = conf_prob) ) -# } #confidence interval code -# -# #What we now must return instead, is posterior threshold exceedance probabilities for each arm. -# thresh_exceed = pnorm( (mu_posterior - thresh) / sqrt(diag(Sigma_posterior))) -# #return(list( thresh_exceed = thresh_exceed, mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior )) -# return(thresh_exceed) -# } -# dirtymultilevel_postthresh(n = rep(50,d), phat = c(28,14,33,36)/50,mu0 = rep(0,d),V0 = diag(rep(1,d))) - } #Test code to check that fastndirty_thresh is giving us what we wanted! - -#Now, let's integrate the fastndirty outputs over sigma-squared! -conditional_exceed_prob_given_sigma = function(sigma_sq, mu_sig_sq,mu_0 = rep(0,d), - phat = c(28,14,33,36)/50, n=rep(50,d), thresh = logit(p_threshold)){ #there are lots of other implicit arguments as well. - S_0 = diag(rep(sigma_sq,d)) + mu_sig_sq - #V_0 = solve(S_0) #but because this is a known case of the form aI + bJ, we can use the explicit - # inverse formula, given by: 1/a I - J*(b/(a(a+db))) - V_0 = diag(rep(1/sigma_sq,d)) - (mu_sig_sq / sigma_sq) / (sigma_sq + d *mu_sig_sq) #Note, by the way, that it's probably possible to use significant precomputation here - print(V_0) - print(S_0) - print(thresh) - print(phat) - fastndirty_thresh(thresh=thresh, n = n, phat = phat,mu_0 = mu_0,V_0 = V_0,S_0 = S_0) -} -#test checks out, giving familiar answer: -#conditional_exceed_prob_given_sigma(sigma_sq = 1, mu_sig_sq = .1) - -#This reweighting is taken from pages 14-16 from INLA approaches, and implements equation (*) -posterior_reweight = function(sigma_sq, mu_sig_sq, mu_prior, phat, n){ - print("posterior_reweight") - sample_I = n*phat*(1-phat) - total_var = diag(rep(sigma_sq,d)) + mu_sig_sq + diag(1/sample_I) - thetahat = logit(phat) - print(thetahat) - print(sample_I) - print(total_var) - det(total_var)^(-1/2) * exp( (-1/2)* sum( (t(thetahat - mu_prior) %*% solve(total_var))* (thetahat - mu_prior)) ) -}#dropping the factor of 2pi - -#Now, getting the conditional-probabilities of exceedance and putting them into the integration loop: -# conditional_exceed_probs <-sapply(exp(pts), conditional_exceed_prob_given_sigma, mu_sig_sq = 10) -# posterior_sigma_reweights <- sapply(exp(pts), posterior_reweight, mu_sig_sq = 10, mu_prior = rep(0,d), phat = c(28,14,33,36)/50, n = rep(50,d)) -# total_reweights = posterior_sigma_reweights * density_logspace * wts -# normalized_reweights = total_reweights/sum(total_reweights) #this now gives us an effective posterior density for sigma-squared -# posterior_exceedance_probs <- t(conditional_exceed_probs)*normalized_reweights #this automatically fills in density_logspace by column -# apply(posterior_exceedance_probs,2,sum) - - -############## - - - -###########3 -#Trying one of the Berry replications - we'll take the second interim analysis -# Data: n_i = 15. [3, 8, 5, 4] are the results -n = rep(15,d) -phat = c(3,8,5,4)/15 -p_threshold = rep(.3,4) - -conditional_exceed_prob_given_sigma(exp(pts[30]), n= n, phat = phat,mu_sig_sq = 100, thresh = logit(p_threshold)) -########## -conditional_exceed_probs <-sapply(exp(pts), conditional_exceed_prob_given_sigma, n= n, phat = phat, - mu_sig_sq = 100, thresh = logit(p_threshold)) -posterior_sigma_reweights <- sapply(exp(pts), posterior_reweight, mu_sig_sq = 100, mu_prior = rep(-1.34,d), phat = phat, n = n) -total_reweights = posterior_sigma_reweights * density_logspace * wts -normalized_reweights = total_reweights/sum(total_reweights) #this now gives us an effective posterior density for sigma-squared -print("norm_reweights") -print(normalized_reweights) -posterior_exceedance_probs <- t(conditional_exceed_probs)*normalized_reweights #this automatically fills in density_logspace by column -p_threshold -apply(posterior_exceedance_probs,2,sum) - - - -####################### SHOVING MASS NEAR sigma^2 = ZERO INTO A POINT AT ZERO - -#Noting that likelihoods are essentially identical when sigma-squared < 10^-6, -#we can save computation by just driving this into a point mass at zero. -# Sigma = 0 literally just means that all of the arms are identical -# The problem totally collapses into 1-d Bayes, with just a normal prior on logit(p): - -# phat_collapsed = mean(phat) -# n_collapsed = d*50 -# collapsed_sig_sq = mu_sig_sq -# collapsed_mu_0 = 0 #this doesn't need any change - -# #now we are just doing a 1-dimensional dirtyBayes -# collapsed_thresh = function(thresh = logit(p_threshold),#note that thresh is still multi-dimensional -# phat_collapsed = mean(phat), n_collapsed = 200, -# collapsed_mu_0 = 0,collapsed_sig_sq = 1){ -# MLE = logit(phat_collapsed) -# sample_I= n*phat_collapsed*(1-phat_collapsed) #diag(n*phat*(1-phat)) -# #precision_posterior = V0 + sample_I -# #Sigma_posterior = solve(precision_posterior) # This line and the line above have been replaced by the call below to fast_invert -# Sigma_posterior = 1/(1/collapsed_sig_sq + sample_I) #fast_invert(S_0,sample_I) -# mu_posterior = Sigma_posterior %*% (sample_I * MLE + (1/collapsed_sig_sq) * collapsed_mu_0) -# {#implement 95% CI on each arm -# #CI_upper_logit = mu_posterior + 1.96*sqrt(diag(Sigma_posterior)) -# #median_logit = mu_posterior -# #CI_lower_logit = mu_posterior - 1.96*sqrt(diag(Sigma_posterior)) -# #conf_logit = cbind( CI_lower_logit, median_logit, CI_upper_logit) -# #colnames(conf_logit) = c("lower","median","upper") -# #conf_prob = invlogit(conf_logit) -# #return(list( mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior, conf_logit = conf_logit, conf_prob = conf_prob) ) -# } #confidence interval code - -# #What we now must return instead, is posterior threshold exceedance probabilities for each arm. -# thresh_exceed = pnorm( (c(mu_posterior) - thresh) / sqrt(Sigma_posterior)) -# #return(list( thresh_exceed = thresh_exceed, mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior )) -# return(thresh_exceed) -# } diff --git a/research/direct_bayes/dirtymultilevel.R b/research/direct_bayes/dirtymultilevel.R deleted file mode 100755 index c855427b..00000000 --- a/research/direct_bayes/dirtymultilevel.R +++ /dev/null @@ -1,55 +0,0 @@ -#helper functions -logit = function(p){ log(p) - log(1-p)} -invlogit = function(theta){1/(1 + exp(-theta))} - -#note: V0 should generally be equal to the prior sigma-inverse -d=4 -dirtymultilevel = function(n = rep(100,d), phat = rep(.5,d) ,mu0 = rep(0,d),V0 = diag(rep(1,length(phat)))){ - MLE = logit(phat) - sample_I= diag(n*phat*(1-phat)) - precision_posterior = V0 + sample_I - Sigma_posterior = solve(precision_posterior) - mu_posterior = Sigma_posterior %*% (sample_I %*% MLE + V0 %*% mu0) - #implement 95% CI on each arm - CI_upper_logit = mu_posterior + 1.96*sqrt(diag(Sigma_posterior)) - median_logit = mu_posterior - CI_lower_logit = mu_posterior - 1.96*sqrt(diag(Sigma_posterior)) - conf_logit = cbind( CI_lower_logit, median_logit, CI_upper_logit) - colnames(conf_logit) = c("lower","median","upper") - conf_prob = invlogit(conf_logit) - return(list( mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior, conf_logit = conf_logit, conf_prob = conf_prob) ) -} - -#This one is intended to match Ben's example! -d=4 -dirtymultilevel(n = rep(50,d), phat = c(28,14,33,36)/50,mu0 = rep(0,d),V0 = diag(rep(1,d))) -# the agreement isn't perfect, but I think not bad! - -# Output: -# $mu_posterior -# [,1] -# [1,] 0.2230568 -# [2,] -0.8592214 -# [3,] 0.6090148 -# [4,] 0.8592214 - -# $Sigma_posterior -# [,1] [,2] [,3] [,4] -# [1,] 0.07507508 0.00000000 0.00000000 0.00000000 -# [2,] 0.00000000 0.09025271 0.00000000 0.00000000 -# [3,] 0.00000000 0.00000000 0.08183306 0.00000000 -# [4,] 0.00000000 0.00000000 0.00000000 0.09025271 - -# $conf_logit -# lower median upper -# [1,] -0.31397989 0.2230568 0.7600935 -# [2,] -1.44804632 -0.8592214 -0.2703965 -# [3,] 0.04832785 0.6090148 1.1697018 -# [4,] 0.27039646 0.8592214 1.4480463 - -# $conf_prob -# lower median upper -# [1,] 0.4221436 0.5555341 0.6813740 -# [2,] 0.1903024 0.2975020 0.4328098 -# [3,] 0.5120796 0.6477160 0.7630911 -# [4,] 0.5671902 0.7024980 0.8096976 diff --git a/research/direct_bayes/dirtymultilevel.ipynb b/research/direct_bayes/dirtymultilevel.ipynb deleted file mode 100644 index 04fddce0..00000000 --- a/research/direct_bayes/dirtymultilevel.ipynb +++ /dev/null @@ -1,748 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import scipy.stats\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Version 1\n", - "\n", - "Fixed hyperparameters" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "\n", - "# helper functions\n", - "def logit(p):\n", - " return np.log(p) - np.log(1 - p)\n", - "\n", - "\n", - "def invlogit(theta):\n", - " return 1 / (1 + np.exp(-theta))\n", - "\n", - "\n", - "d = 4" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def dirtymultilevel(\n", - " n=np.repeat(100, d),\n", - " phat=np.repeat(0.5, d),\n", - " mu0=np.repeat(0, d),\n", - " V0=None,\n", - " return_ci=False,\n", - "):\n", - " if V0 is None:\n", - " # note: V0 should generally be equal to the prior sigma-inverse\n", - " V0 = np.diag(np.repeat(1, len(phat)))\n", - " # phat += 1e-8\n", - " thetahat = logit(phat)\n", - " sample_I = np.diag(n * phat * (1 - phat))\n", - " precision_posterior = V0 + sample_I\n", - " Sigma_posterior = np.linalg.inv(precision_posterior)\n", - " mu_posterior = Sigma_posterior @ (sample_I @ thetahat + V0 @ mu0)\n", - " # mu_posterior = np.linalg.solve(precision_posterior, sample_I @ thetahat + V0 @ mu0)\n", - " ci_dict = {}\n", - " if return_ci:\n", - " # implement 95% CI on each arm\n", - " CI_upper_logit = mu_posterior + 1.96 * np.sqrt(np.diag(Sigma_posterior))\n", - " median_logit = mu_posterior\n", - " CI_lower_logit = mu_posterior - 1.96 * np.sqrt(np.diag(Sigma_posterior))\n", - " conf_logit = pd.DataFrame(\n", - " np.column_stack([CI_lower_logit, median_logit, CI_upper_logit]),\n", - " columns=(\"lower\", \"median\", \"upper\"),\n", - " )\n", - " conf_prob = conf_logit.apply(invlogit, axis=1)\n", - " ci_dict[\"conf_logit\"] = conf_logit\n", - " ci_dict[\"conf_prob\"] = conf_prob\n", - " return dict(\n", - " mu_posterior=mu_posterior,\n", - " Sigma_posterior=Sigma_posterior,\n", - " **ci_dict,\n", - " )\n", - "\n", - "\n", - "# dirtymultilevel()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Version 2\n", - "\n", - "First attempt at integrating the hyperparameters." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'quadpy'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/Users/alexconstantino/Code/imprint/research/direct_bayes/dirtymultilevel.ipynb Cell 5'\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mquadpy\u001b[39;00m\n\u001b[1;32m 3\u001b[0m d \u001b[39m=\u001b[39m \u001b[39m4\u001b[39m\n\u001b[1;32m 4\u001b[0m p_threshold \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mrepeat(\u001b[39m0.4\u001b[39m, d)\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'quadpy'" - ] - } - ], - "source": [ - "import quadpy\n", - "\n", - "d = 4\n", - "p_threshold = np.repeat(0.4, d)\n", - "\n", - "\n", - "def fast_invert(S, d):\n", - " for k in range(len(d)):\n", - " offset = (d[k] / (1 + d[k] * S[k, k])) * np.outer(\n", - " S[k],\n", - " S[..., k],\n", - " ) # I wonder how to cheaply represent this outer? but in C++ it should be just a trivial for-loop anyway\n", - " S = S - offset\n", - " return S\n", - "\n", - "\n", - "# TODO: vectorize this in terms of sigma_sq\n", - "def conditional_exceed_prob_given_sigma(\n", - " sigma_sq: float,\n", - " mu_sig_sq: float,\n", - " thresh=logit(p_threshold),\n", - " n=np.repeat(100, d),\n", - " phat=np.repeat(0.5, d),\n", - " mu_0=np.repeat(0, d),\n", - "):\n", - " assert len(sigma_sq) == 1, sigma_sq\n", - " S_0 = np.diag(np.repeat(sigma_sq, d)) + mu_sig_sq\n", - " # V_0 = solve(S_0) #but because this is a known case of the form aI + bJ, we can use the explicit\n", - " # inverse formula, given by: 1/a I - J*(b/(a(a+db)))\n", - " V_0 = np.diag(np.repeat(1 / sigma_sq, d)) - (mu_sig_sq / sigma_sq) / (\n", - " sigma_sq + d * mu_sig_sq\n", - " ) # Note, by the way, that it's probably possible to use significant precomputation here\n", - " thetahat = logit(phat)\n", - " sample_I = n * phat * (1 - phat) # diag(n*phat*(1-phat))\n", - " Sigma_posterior = fast_invert(S_0, sample_I)\n", - " # precision_posterior = V_0 + np.diag(sample_I)\n", - " # Sigma_posterior = np.linalg.inv(precision_posterior)\n", - " mu_posterior = Sigma_posterior @ (sample_I * thetahat + V_0 @ mu_0)\n", - "\n", - " # What we now must return instead, is posterior threshold exceedance probabilities for each arm.\n", - " z_scores = (mu_posterior - thresh) / np.sqrt(np.diag(Sigma_posterior))\n", - " # return(list( thresh_exceed = thresh_exceed, mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior ))\n", - " return z_scores\n", - "\n", - "\n", - "n = 50\n", - "# let's evaluate the endpoints of the prior in logspace-sigma:\n", - "# determine endpoints:\n", - "def get_false_rejections():\n", - " a = np.log(1e-8)\n", - " b = np.log(1e3)\n", - "\n", - " gleg = quadpy.c1.gauss_legendre(n)\n", - " pts = (gleg.points + 1) * (b - a) / 2 + a\n", - " wts = gleg.weights * (b - a) / 2 # sum(wts) = b-a so it averages to 1 over space\n", - " density_logspace = scipy.stats.invgamma.pdf(\n", - " np.exp(pts), a=0.0005, scale=0.000005\n", - " ) * np.exp(pts)\n", - " exceed_probs = np.apply_along_axis(\n", - " conditional_exceed_prob_given_sigma,\n", - " 0,\n", - " np.exp(pts)[np.newaxis],\n", - " mu_sig_sq=0.1,\n", - " n=np.repeat(50, d),\n", - " phat=np.array([28, 14, 33, 36]) / 50,\n", - " mu_0=np.repeat(0, d),\n", - " )\n", - "\n", - " contributions = (\n", - " exceed_probs.T\n", - " * density_logspace[:, np.newaxis]\n", - " * wts[:, np.newaxis]\n", - " / np.sum(density_logspace * wts)\n", - " ) # this automatically fills in density_logspace by column\n", - " # Now, the final step is to sum\n", - " posterior_exceedance_prob = np.sum(contributions, 0)\n", - " return posterior_exceedance_prob\n", - "\n", - "\n", - "expected = [3.18017917, 1.04572162, 3.88130924, 4.2472914]\n", - "# %timeit -r 15 got = get_false_rejections()\n", - "got = get_false_rejections()\n", - "assert np.allclose(expected, got), got" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Version 3\n", - "\n", - "Note this version does not properly integrate the hyperparameters." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "d = 4\n", - "p_threshold = np.repeat(0.4, d)\n", - "\n", - "\n", - "def fast_invert(S, d):\n", - " for k in range(len(d)):\n", - " offset = (d[k] / (1 + d[k] * S[k, k])) * np.outer(\n", - " S[k],\n", - " S[..., k],\n", - " ) # I wonder how to cheaply represent this outer? but in C++ it should be just a trivial for-loop anyway\n", - " S = S - offset\n", - " return S\n", - "\n", - "\n", - "# TODO: vectorize this in terms of sigma_sq\n", - "# P(X | Y, theta)\n", - "def conditional_exceed_prob_given_sigma(\n", - " sigma_sq: float,\n", - " mu_sig_sq: float,\n", - " sample_I,\n", - " thetahat,\n", - " thresh=logit(p_threshold),\n", - " mu_0=np.repeat(0, d),\n", - "):\n", - " assert len(sigma_sq) == 1, sigma_sq\n", - " S_0 = np.diag(np.repeat(sigma_sq, d)) + mu_sig_sq\n", - " # V_0 = solve(S_0) #but because this is a known case of the form aI + bJ, we can use the explicit\n", - " # inverse formula, given by: 1/a I - J*(b/(a(a+db)))\n", - " V_0 = np.diag(np.repeat(1 / sigma_sq, d)) - (mu_sig_sq / sigma_sq) / (\n", - " sigma_sq + d * mu_sig_sq\n", - " ) # Note, by the way, that it's probably possible to use significant precomputation here\n", - " Sigma_posterior = fast_invert(S_0, sample_I)\n", - " # precision_posterior = V_0 + np.diag(sample_I)\n", - " # Sigma_posterior = np.linalg.inv(precision_posterior)\n", - " mu_posterior = Sigma_posterior @ (sample_I * thetahat + V_0 @ mu_0)\n", - "\n", - " # What we now must return instead, is posterior threshold exceedance probabilities for each arm.\n", - " z_scores = (mu_posterior - thresh) / np.sqrt(np.diag(Sigma_posterior))\n", - " # return(list( thresh_exceed = thresh_exceed, mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior ))\n", - " return z_scores\n", - "\n", - "\n", - "# let's evaluate the endpoints of the prior in logspace-sigma:\n", - "# determine endpoints:\n", - "def get_false_rejections():\n", - "\n", - " # Shared for a given prior\n", - " a = np.log(1e-8)\n", - " b = np.log(1e3)\n", - " n = 50\n", - " pts, weights = np.polynomial.legendre.leggauss(n)\n", - " pts = (pts + 1) * (b - a) / 2 + a\n", - " wts = weights * (b - a) / 2 # sum(wts) = b-a so it averages to 1 over space\n", - " density_logspace = scipy.stats.invgamma.pdf(\n", - " np.exp(pts), a=0.0005, scale=0.000005\n", - " ) * np.exp(pts)\n", - "\n", - " # Shared for a given phat\n", - " phat = np.array([28, 14, 33, 36]) / 50\n", - " thetahat = logit(phat)\n", - " sample_I = n * phat * (1 - phat) # diag(n*phat*(1-phat))\n", - "\n", - " exceed_probs = np.apply_along_axis(\n", - " conditional_exceed_prob_given_sigma,\n", - " 0,\n", - " np.exp(pts)[np.newaxis],\n", - " mu_sig_sq=0.1, # TODO: integrate over this too\n", - " sample_I=sample_I,\n", - " thetahat=thetahat,\n", - " mu_0=np.repeat(0, d),\n", - " )\n", - "\n", - " contributions = (\n", - " exceed_probs.T\n", - " * density_logspace[:, np.newaxis]\n", - " * wts[:, np.newaxis]\n", - " / np.sum(density_logspace * wts)\n", - " ) # this automatically fills in density_logspace by column\n", - " # Now, the final step is to sum\n", - " posterior_exceedance_prob = np.sum(contributions, 0)\n", - " return posterior_exceedance_prob\n", - "\n", - "\n", - "expected = [3.18017917, 1.04572162, 3.88130924, 4.2472914]\n", - "# %timeit -r 15 got = get_false_rejections()\n", - "got = get_false_rejections()\n", - "assert np.allclose(expected, got), got" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Version 4\n", - "\n", - "With proper hyperparameter integration." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[3.00299244e-02 3.00299244e-02 3.00299245e-02 3.00299246e-02\n", - " 3.00299248e-02 3.00299251e-02 3.00299255e-02 3.00299262e-02\n", - " 3.00299273e-02 3.00299291e-02 3.00299322e-02 3.00299377e-02\n", - " 3.00299477e-02 3.00299664e-02 3.00300022e-02 3.00300724e-02\n", - " 3.00302134e-02 3.00305023e-02 3.00311052e-02 3.00323834e-02\n", - " 3.00351282e-02 3.00410820e-02 3.00540804e-02 3.00825171e-02\n", - " 3.01444616e-02 3.02773919e-02 3.05527505e-02 3.10798165e-02\n", - " 3.19159606e-02 3.26454514e-02 3.15634637e-02 2.62728809e-02\n", - " 1.75107313e-02 9.43518655e-03 4.40301485e-03 1.91396141e-03\n", - " 8.15889051e-04 3.51589355e-04 1.55709005e-04 7.14938121e-05\n", - " 3.42088566e-05 1.71310578e-05 9.02379915e-06 5.03134922e-06\n", - " 2.99065068e-06 1.90866517e-06 1.31626919e-06 9.85967983e-07\n", - " 8.05308685e-07 7.19033265e-07]\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import scipy.stats\n", - "\n", - "\n", - "def log_args(f):\n", - " def wrapper(*args, **kwargs):\n", - " print(f)\n", - " for arg in args:\n", - " print(arg)\n", - " for k, v in kwargs.items():\n", - " print(k, v)\n", - " return f(*args, **kwargs)\n", - "\n", - " return wrapper\n", - "\n", - "\n", - "def fast_invert(S, d):\n", - " for k in range(len(d)):\n", - " offset = (d[k] / (1 + d[k] * S[k, k])) * np.outer(\n", - " S[k],\n", - " S[..., k],\n", - " ) # I wonder how to cheaply represent this outer? but in C++ it should be just a trivial for-loop anyway\n", - " S = S - offset\n", - " return S\n", - "\n", - "\n", - "# TODO: vectorize this in terms of sigma_sq\n", - "# P(X | Y, theta)\n", - "def conditional_exceed_prob_given_sigma(\n", - " sigma_sq: float,\n", - " mu_sig_sq: float,\n", - " sample_I,\n", - " thetahat,\n", - " thresh,\n", - " mu_0,\n", - "):\n", - " assert len(sigma_sq) == 1, sigma_sq\n", - " S_0 = np.diag(np.repeat(sigma_sq, d)) + mu_sig_sq\n", - " # V_0 = solve(S_0) #but because this is a known case of the form aI + bJ, we can use the explicit\n", - " # inverse formula, given by: 1/a I - J*(b/(a(a+db)))\n", - " V_0 = np.diag(np.repeat(1 / sigma_sq, d)) - (mu_sig_sq / sigma_sq) / (\n", - " sigma_sq + d * mu_sig_sq\n", - " ) # Note, by the way, that it's probably possible to use significant precomputation here\n", - " Sigma_posterior = fast_invert(S_0, sample_I)\n", - " # precision_posterior = V_0 + np.diag(sample_I)\n", - " # Sigma_posterior = np.linalg.inv(precision_posterior)\n", - " mu_posterior = Sigma_posterior @ (sample_I * thetahat + V_0 @ mu_0)\n", - "\n", - " # What we now must return instead, is posterior threshold exceedance probabilities for each arm.\n", - " z_scores = (mu_posterior - thresh) / np.sqrt(np.diag(Sigma_posterior))\n", - " quantiles = scipy.stats.norm.cdf(z_scores)\n", - " # return(list( thresh_exceed = thresh_exceed, mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior ))\n", - " return quantiles\n", - "\n", - "\n", - "# let's evaluate the endpoints of the prior in logspace-sigma:\n", - "# determine endpoints:\n", - "def get_false_rejections():\n", - "\n", - " # Shared for a given prior\n", - " a = np.log(1e-8)\n", - " b = np.log(1e3)\n", - " n_points = 50\n", - " mu_sig_sq = 100\n", - " mu_0 = -1.34\n", - " phat = np.array([3, 8, 5, 4]) / 15\n", - " d = 4\n", - " n = np.repeat(15, d)\n", - " p_threshold = np.repeat(0.3, d)\n", - " thetahat = logit(phat)\n", - " sample_I = n * phat * (1 - phat) # diag(n*phat*(1-phat))\n", - " pts, weights = np.polynomial.legendre.leggauss(n_points)\n", - " pts = (pts + 1) * (b - a) / 2 + a\n", - " wts = weights * (b - a) / 2 # sum(wts) = b-a so it averages to 1 over space\n", - " density_logspace = scipy.stats.invgamma.pdf(\n", - " np.exp(pts), a=0.0005, scale=0.000005\n", - " ) * np.exp(pts)\n", - "\n", - " density_sigma_given_y = [\n", - " scipy.stats.multivariate_normal.pdf(\n", - " thetahat,\n", - " np.repeat(mu_0, d),\n", - " np.diag(sample_I**-1) + np.diag(np.repeat(sigma_sq, d)) + mu_sig_sq,\n", - " )\n", - " for sigma_sq in np.exp(pts)\n", - " ]\n", - " # for pt in np.exp(pts):\n", - " # print(np.diag(sample_I**-1) + np.diag(np.repeat(pt, d)) + mu_sig_sq)\n", - " density_sigma_given_y = np.array(density_sigma_given_y)\n", - " print(density_sigma_given_y / density_sigma_given_y.sum())\n", - " final_weights = wts * density_logspace * density_sigma_given_y\n", - " final_weights /= np.sum(final_weights)\n", - "\n", - " # Shared for a given phat\n", - "\n", - " exceed_probs = np.apply_along_axis(\n", - " conditional_exceed_prob_given_sigma,\n", - " 0,\n", - " np.exp(pts)[np.newaxis],\n", - " mu_sig_sq=mu_sig_sq, # TODO: integrate over this too\n", - " sample_I=sample_I,\n", - " thetahat=thetahat,\n", - " mu_0=np.repeat(mu_0, d),\n", - " thresh=logit(p_threshold),\n", - " )\n", - " # print(exceed_probs.T)\n", - "\n", - " contributions = (\n", - " exceed_probs.T * final_weights[:, np.newaxis]\n", - " ) # this automatically fills in density_logspace by column\n", - " # Now, the final step is to sum\n", - " posterior_exceedance_prob = np.sum(contributions, 0)\n", - " return posterior_exceedance_prob\n", - "\n", - "\n", - "expected = [0.64462095, 0.80224266, 0.71778699, 0.67847136]\n", - "# %timeit -r 15 got = get_false_rejections()\n", - "got = get_false_rejections()\n", - "assert np.allclose(expected, got), got" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-6.586251363200169\n", - "[ -inf 1.21570522 3.02220896 3.44987362 3.57871396 3.60545859\n", - " 3.58971237 3.55453212 3.51021958 3.46182203]\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import scipy.stats\n", - "import matplotlib.pyplot as plt\n", - "\n", - "n = 1000000\n", - "x = np.linspace(0, 1, 1000000)\n", - "y = scipy.stats.invgamma.logpdf(x, a=0.0005, scale=0.000005)\n", - "plt.plot(x, y)\n", - "# plt.xlim(0, .01)\n", - "plt.title(\"InvGamma(0.0005, 0.000005) PDF\")\n", - "print(np.sum(y[int(n * 0.01) :]) / n)\n", - "print(y[:10])" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEaCAYAAAAWvzywAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAaP0lEQVR4nO3de5RdZZ3m8e9DCNdEE0iBIRACCHJrCHSBrHG0aUFuSwfxsoY7TdMTbEXl0gPIYhrUVgERdNTRCYhER6DplpsssElH0ojcusIKkXRQLgYajElBgNwQTPKbP/ZbYefkVJ2dpPY5qXqfz1p7nbPvv/dU1XP22futsxURmJlZPjbrdAFmZtZeDn4zs8w4+M3MMuPgNzPLjIPfzCwzDn4zs8w4+M2akHS2pG92ug5bP5I+J+mKTtexqXPwDwGS5ks6stN1rA9Je0q6RVKvpCWSnpb0bUk7d7q2ViRtAVwKfL00bbKkWZJWpMfJA6y/paQbUrv/IOn8hvkDbkvSeWm919N2tizNmynpj5KWpeE369EuSbpS0itpuEqSBlj+CElPpTrvl7Rr1W1JmpTWWZG2cWTDtk+W9Lyk5ZLukLTderx+kdbrew2uL82eCpwqaYeqr0uWIsLDJj4A84Ej27zPzTdi3XcDi4FrgJ3TtB2Ac4ETO/16Vqj/k8D00vgWwPPAecCWwOfS+Bb9rP814JfAWGAf4A/AMVW2BRwNLAT2S+vPBK4obXsm8Dcb2K6zgd8AOwMTgP8APtXPsuOA19NrsRXFm+AjVbcFPJx+/lsDHwdeA7rSvP2ApcAHgFHATcAtVV6/ND+Adw/QzuuAv+v079GmPHS8AA8Vfkil4Af+CngQuBp4FfgdcGyadyLQ07DuecBd6fmWab0XUrh8H9g6zTsceBG4KP2h/Tj98d+d/mgXpz/GzdLyOwE/BXpTDZ8r7fP/AT9r0aaxadu9qR13k94k0vyZwD8ADwHLgJ8B2wM/AZYA/w5MKi0fwKeBp1OofBnYIwXQEuBW3g7XVvu+Abi0NH4U8BKg0rQXymHU0LaXgKNK41/uC7ZW20oh+NXSvCOAPzS8Lhsa/A8BU0rjZ1EK84ZlpwAPlca3Bd4A9m61LWAv4E1gdGn+L0lvDMBXgZtK8/YA3upbfqDXr/SzHij4TwHu7/Tf7aY8+FTP0PReiqOtccBVwA/Sx+y7gPdI2rO07MkUYQJwJcUf5WSKo/IJwN+Xln0XsB2wK8Uf/gUUbwZdwI7AJUBI2owiiJ9I2zgCOFfS0Wk7R1K8KQxkM+CHaV8TKULlOw3LnAiclvbRF+I/TDXOAy5rWP4Y4M+Bw4ALKT72nwLsAuwPnFRx339G8fr22Q+YEylVkjlp+lokjaV4U3yiNPmJ0rKttrVfk3V3lLR9adrXJL0s6VeSDm+sYQDNtr1OG5otGxHLgWdb1Fme91xELB1gfnnbz1IE/14VXr8+D6TTQLdJmtQwbx5wYD/tMnyOf6h6PiKui4hVwDRgPLBjRKwA7iQFXHoD2Bu4K70x/A/gvIhYnP4ov0oRrn1WA5dFxJsR8Qbwp7TtXSPiTxHxyxRYh1B8bP9SRLwVEc9RfLzu29Y4ik8NpDrOkfRaOh97HUBEvBIRP42IFamWrwB/0dDOH0bEsxHxOnAv8GxE/GtErAT+CTioYfkrI2JJRMwFngTui4jnSusfVHHfYyg+NfQZRXHao+x1YDTrGlWa32zZVttqnN/3vG/+RcDuFG+GU4GfSdqjSR3NNNv2qH7O829InX3bWt91y/NbvX5Q/KwmUfxu/x64W9LmpflLgXc2aZMlDv6haU2oprCHt/9gbuLtI9uTgTvSMl3ANsCsFMKvAT9P0/v0RsQfS+NfB54B7pP0nKSL0/RdgZ36tpO2dQnFpwKAVyjeMPpq/E5EjAG+CYwEkLSNpP+bLvAtAR4AxkgaUdr/wtLzN5qMj2JtlZavsO9XWTtolgHvaNjXO1j7zaG8bN/8Zsu22lbj/L7nSwEi4tGIWJrenKcBvwKOa1JHM822vazh00d/y1aps29b67tueX6r14+IeCAdcLwGfB7YjeJaQJ/RrPvGYiUO/uHnPmBc6ilyEm+f5nmZIvz2i4gxaXhnRJTDc60ASAFzQUTsDnwEOF/SEcB/Ar8rbWdMRIyOiL4AmgF8rEWdFwDvAd4bEe+guNAH0G8vk0HUat9zKE6J9ZkLHNBwZHxAmr6WiHgVWMDapxoOLC3baltzm6y7MCJe6actQfXXrNm212lDs2UlbUtxum2gOsvzdpc0eoD55W3vTnH96bcVXr9mGl+DfVj7VJE1cPAPM+k0yD9THK1vB0xP01dTnI65tq+rm6QJpfPy65D0YUnvTiG1BFiVhseAJZIukrS1pBGS9pd0SFr1cuD9kq6RNCFtaxzrHpW9AbyWuvI1nq+vU6t938Pap35mUrT7c6mr4Tlp+i/62f6PgEsljZW0N8UpthsrbutHwFmS9k3nuy/tW1fSGElHS9pK0uaSTqF40/qXvh2nro6HD1DX+ennvhPFG+CN/Sx7O7C/pI9L2oriWtCciHiq1bYi4rfAbOCyVOsJFG9ufdd9fgJ8RNL70xvKl4DbStcE+n39JO2nojvsCEmjgG9QXAyeV6r9LyhO7Vl/On112UPrgSa9ehrmr9XLAXh/mvbdhuW2ojiv/xxFkM8j9cYh9eppWP68tO/lFBd5/1dp3k7AzRSnnV4FHqHU5ZTi/OutFJ80llJcLP02sEtp/ZkUH+1/S9E9MEjdSGnovULRw+fG0viRwDMDvAYPAn/VsP71Ffc9kqKnzU6l9Q8CZlG8YTwOHFSadwowtzS+JUXPoCUUp5vOb3hd+91Wmn9+Wm8JxUXoLdP0LoreTEspelo9AnyotN7Oad72/fweiaIzwOI0XMXavYvmAqc0vMZPpTpnsnYvqlbbmpTWeSP97I9sqOXk9Bovp7gutV2V1w/4YNrecmARcAewZ8Pv+IsU17w6/re7qQ5KL5aZlUiaAuwbEed2upaqJJ1KcSrvC52upVMkfZbi4OLCTteyKXPwm5llxuf4zcwy4+A3M8uMg9/MLDMOfjOzzGzeepHOGzduXEyaNKnTZZiZDSmzZs16OSK6GqcPieCfNGkSPT09nS7DzGxIkfR8s+k+1WNmlhkHv5lZZhz8ZmaZcfCbmWXGwW9mlhkHv5lZZoZ38L/+Osyf3+kqzMw2KcM7+A85BHbbrdNVmJltUoZ38D/9dKcrMDPb5Azv4Dczs3U4+M3MMuPgNzPLjIPfzCwzDn4zs8zUFvyStpL0mKQnJM2V9MU0/XJJL0manYbj6qrBzMzWVef38b8JfDAilkkaCTwo6d4079qIuLrGfZuZWT9qC/6ICGBZGh2Zhqhrf2ZmVk2t5/gljZA0G1gETI+IR9OscyTNkXSDpLH9rDtFUo+knt7e3jrLNDPLSq3BHxGrImIysDNwqKT9ge8BewCTgQXAN/pZd2pEdEdEd1fXOreMNDOzDdSWXj0R8RowEzgmIhamN4TVwHXAoe2owczMCnX26umSNCY93xo4EnhK0vjSYicAT9ZVg5mZravOXj3jgWmSRlC8wdwaEXdL+rGkyRQXeucDZ9dYg5mZNaizV88c4KAm00+ra59mZtaa/3PXzCwzDn4zs8w4+M3MMuPgNzPLjIPfzCwzDn4zs8w4+M3MMuPgNzPLjIPfzCwzDn4zs8w4+M3MMuPgNzPLjIPfzCwzDn4zs8w4+M3MMuPgNzPLjIPfzCwzDn4zs8zUebP1rSQ9JukJSXMlfTFN307SdElPp8exddVgZmbrqvOI/03ggxFxIDAZOEbSYcDFwIyI2BOYkcbNzKxNagv+KCxLoyPTEMDxwLQ0fRrw0bpqMDOzddV6jl/SCEmzgUXA9Ih4FNgxIhYApMcd+ll3iqQeST29vb11lmlmlpVagz8iVkXEZGBn4FBJ+6/HulMjojsiuru6umqr0cwsN23p1RMRrwEzgWOAhZLGA6THRe2owczMCnX26umSNCY93xo4EngKuAs4Iy12BnBnXTWYmdm6Nq9x2+OBaZJGULzB3BoRd0t6GLhV0lnAC8Ana6zBzMwa1Bb8ETEHOKjJ9FeAI+rar5mZDcz/uWtmlhkHv5lZZhz8ZmaZcfCbmWXGwW9mlhkHv5lZZhz8ZmaZcfCbmWXGwW9mlhkHv5lZZhz8ZmaZcfCbmWXGwW9mlhkHv5lZZhz8ZmaZcfCbmWXGwW9mlpk677m7i6T7Jc2TNFfS59P0yyW9JGl2Go6rqwYzM1tXnffcXQlcEBGPSxoNzJI0Pc27NiKurnHfZmbWjzrvubsAWJCeL5U0D5hQ1/7MzKyatpzjlzSJ4sbrj6ZJ50iaI+kGSWPbUYOZmRVqD35Jo4CfAudGxBLge8AewGSKTwTf6Ge9KZJ6JPX09vbWXaaZWTZqDX5JIylC/ycRcRtARCyMiFURsRq4Dji02boRMTUiuiOiu6urq84yzcyyUmevHgE/AOZFxDWl6eNLi50APFlXDWZmtq46e/W8DzgN+LWk2WnaJcBJkiYDAcwHzq6xBjMza1Bnr54HATWZdU9d+zQzs9b8n7tmZplx8JuZZcbBb2aWGQe/mVlmHPxmZplx8JuZZcbBb2aWGQe/mVlmHPxmZplx8JuZZcbBb2aWGQe/mVlmHPxmZplx8JuZZaZS8Ev6sCS/SZiZDQNVw/xE4GlJV0nap86CzMysXpWCPyJOBQ4CngV+KOnhdDP00bVWZ2Zmg67y6ZuIWEJx4/RbgPEU98t9XNJna6rNzMxqUPUc/3+TdDvwC2AkcGhEHAscCPxdP+vsIul+SfMkzZX0+TR9O0nTJT2dHscOUlvMzKyCqkf8nwCujYgDIuLrEbEIICJWAH/dzzorgQsiYh/gMOAzkvYFLgZmRMSewIw0bmZmbVI1+BdExAPlCZKuBIiIGc1WiIgFEfF4er4UmAdMAI4HpqXFpgEfXf+yzcxsQ1UN/g81mXZs1Z1ImkRxcfhRYMeIWADFmwOwQ9XtmJnZxtt8oJmS/hb4NLCHpDmlWaOBX1XZgaRRFBeFz42IJZIqFSZpCjAFYOLEiZXWMTOz1gYMfuAm4F7ga6x9Ln5pRCxutXFJIylC/ycRcVuavFDS+IhYIGk8sKjZuhExFZgK0N3dHa32ZWZm1bQ61RMRMR/4DLC0NCBpu4FWVHFo/wNgXkRcU5p1F3BGen4GcOf6l21mZhuqyhH/h4FZQADl8zQB7D7Auu8DTgN+LWl2mnYJcAVwq6SzgBeAT65/2WZmtqEGDP6I+HB63G19NxwRD7L2G0XZEeu7PTMzGxxV/4HrfZK2Tc9PlXSNJF9xNTMbgqp25/wesELSgcCFwPPAj2uryszMalM1+FdGRFD889W3IuJbFF06zcxsiGl1cbfPUklfAE4FPiBpBMV39piZ2RBT9Yj/vwNvAmdFxB8ovnrh67VVZWZmtal0xJ/C/prS+AvAj+oqyszM6lO1V8/H0tcovy5piaSlkpbUXZyZmQ2+quf4rwI+EhHz6izGzMzqV/Uc/0KHvpnZ8FD1iL9H0j8Cd1Bc5AWg9MVrZmY2RFQN/ncAK4CjStMCcPCbmQ0xVXv1nFl3IWZm1h5Ve/XsJWmGpCfT+AGSLq23NDMzq0PVi7vXAV8A/gQQEXOAE+sqyszM6lM1+LeJiMcapq0c7GLMzKx+VYP/ZUl7UFzQRdIngAW1VWVmZrWp2qvnMxT3v91b0kvA74BTaqvKzMxqM2DwSzq/NHoPcD/Fp4TlwMcpfX+PmZkNDa1O9YxOQzfwt8BYYAzwKWDfgVaUdIOkRX09gdK0yyW9JGl2Go7bqOrNzGy9tbrn7hcBJN0HHBwRS9P45cA/tdj2jcB3WPdbPK+NiKs3pFgzM9t4VS/uTgTeKo2/BUwaaIWIeABYvGFlmZlZXape3P0x8Jik2yl69pwATNvAfZ4j6XSgB7ggIl7dwO2YmdkGqHTEHxFfAc4EXgVeA86MiK9twP6+B+wBTKboDvqN/haUNEVSj6Se3t7eDdiVmZk1U/WIn4h4HHh8Y3YWEQv7nku6Drh7gGWnUnQhpbu7OzZmv2Zm9raq5/gHhaTxpdETgCf7W9bMzOpR+Yh/fUm6GTgcGCfpReAy4HBJkymuE8wHzq5r/2Zm1lxtwR8RJzWZ/IO69mdmZtW09VSPmZl1noPfzCwzDn4zs8w4+M3MMuPgNzPLjIPfzCwzDn4zs8w4+M3MMuPgNzPLjIPfzCwzDn4zs8w4+M3MMuPgNzPLjIPfzCwzDn4zs8w4+M3MMuPgNzPLjIPfzCwztQW/pBskLZL0ZGnadpKmS3o6PY6ta/9mZtZcnUf8NwLHNEy7GJgREXsCM9K4mZm1UW3BHxEPAIsbJh8PTEvPpwEfrWv/ZmbWXLvP8e8YEQsA0uMO/S0oaYqkHkk9vb29bSvQzGy422Qv7kbE1Ijojojurq6uTpdjZjZstDv4F0oaD5AeF7V5/2Zm2Wt38N8FnJGenwHc2eb9m5llr87unDcDDwPvkfSipLOAK4APSXoa+FAaNzOzNtq8rg1HxEn9zDqirn2amVlrm+zF3UEV0ekKzMw2GXkEv5mZreHgNzPLjIPfzCwzDn4zs8w4+M3MMpNH8LtXj5nZGnkEv5mZreHgNzPLjIPfzCwzDn4zs8w4+M3MMuPgNzPLTB7B7+6cZmZr5BH8Zma2hoPfzCwzDn4zs8w4+M3MMlPbrRcHImk+sBRYBayMiO5O1GFmlqOOBH/ylxHxcgf3b2aWpTxO9bg7p5nZGp0K/gDukzRL0pRmC0iaIqlHUk9vb2+byzMzG746Ffzvi4iDgWOBz0j6QOMCETE1Irojorurq6v9FZqZDVMdCf6I+H16XATcDhzaiTrMzHLU9uCXtK2k0X3PgaOAJ9tdh5lZrjrRq2dH4HZJffu/KSJ+3oE6zMyy1Pbgj4jngAPbvV8zMyu4O6eZWWbyCH4zM1vDwW9mlhkHv5lZZhz8ZmaZcfCbmWXGwW9mlpk8gt/dOc3M1sgj+M3MbA0Hv5lZZhz8ZmaZcfCbmWXGwW9mlpk8gt+9eszM1sgj+N96q9MVmJltMoZ38Bc3e4Hlyztbh5nZJmR4B/+22xaPK1Z0tg4zs03I8A7+bbYpHn3Eb2a2RkeCX9Ixkn4j6RlJF9e2o7Fji8dFi2rbhZnZUNP24Jc0AvgucCywL3CSpH1r2dkBBxSPt94Kf/xjLbswMxtq2n6zdeBQ4Jl003Uk3QIcD/zHoO+pq6t4nDoVrr8e3vUuGD0att66GEaOhM02e3uQ1h4vT280XKbZ8OGf7/B04YVvH8QOkk4E/wTgP0vjLwLvbVxI0hRgCsDEiRM3bE/bbw8HHwxf+Qo89BC89BIsWwZvvFEMK1fC6tVvP65eXfT573u+ejWsWrXudpv9X8BQnGbDh3++w9errw76JhVt/oWR9Eng6Ij4mzR+GnBoRHy2v3W6u7ujp6enXSWamQ0LkmZFRHfj9E5c3H0R2KU0vjPw+w7UYWaWpU4E/78De0raTdIWwInAXR2ow8wsS20/xx8RKyWdA/wLMAK4ISLmtrsOM7NcdeLiLhFxD3BPJ/ZtZpa74f2fu2Zmtg4Hv5lZZhz8ZmaZcfCbmWWm7f/AtSEk9QLPb+Dq44CXB7GcocBtzoPbnIeNafOuEdHVOHFIBP/GkNTT7D/XhjO3OQ9ucx7qaLNP9ZiZZcbBb2aWmRyCf2qnC+gAtzkPbnMeBr3Nw/4cv5mZrS2HI34zMytx8JuZZWbYBH+rG7ir8L/T/DmSDu5EnYOpQptPSW2dI+khSQd2os7B1KrNpeUOkbRK0ifaWd9gq9JeSYdLmi1prqR/a3eNg63C7/U7Jf1M0hOpzWd2os7BJOkGSYskPdnP/MHNr4gY8gPF1zs/C+wObAE8AezbsMxxwL2AgMOARztddxva/F+Asen5sTm0ubTcLyi+AfYTna675p/xGIr7VU9M4zt0uu42tPkS4Mr0vAtYDGzR6do3st0fAA4Gnuxn/qDm13A54l9zA/eIeAvou4F72fHAj6LwCDBG0vh2FzqIWrY5Ih6KiL4bdj5CcbezoazKzxngs8BPgUXtLK4GVdp7MnBbRLwAEBE5tDmA0ZIEjKII/pXtLXNwRcQDFO3oz6Dm13AJ/mY3cJ+wAcsMJevbnrMojhiGspZtljQBOAH4fhvrqkuVn/FewFhJMyXNknR626qrR5U2fwfYh+KWrb8GPh8Rq9tTXscMan515EYsNVCTaY39VKssM5RUbo+kv6QI/v9aa0X1q9LmbwIXRcSq4oBwSKvS3s2BPweOALYGHpb0SET8tu7ialKlzUcDs4EPAnsA0yX9MiKW1FxbJw1qfg2X4K9yA/fhdpP3Su2RdABwPXBsRLzSptrqUqXN3cAtKfTHAcdJWhkRd7SlwsFV9ff65YhYDiyX9ABwIDBUg79Km88Eroji5Pczkn4H7A081p4SO2JQ82u4nOqpcgP3u4DT09Xxw4DXI2JBuwsdRC3bLGkicBtw2hA+Aixr2eaI2C0iJkXEJOCfgU8P0dCHar/XdwLvl7S5pG2A9wLz2lznYKrS5hcoPuEgaUfgPcBzba2y/QY1v4bFEX/0cwN3SZ9K879P0cPjOOAZYAXFUcOQVbHNfw9sD/yfdAS8MobwNxtWbPOwUaW9ETFP0s+BOcBq4PqIaNolcCio+DP+MnCjpF9TnAK5KCKG9Fc1S7oZOBwYJ+lF4DJgJNSTX/7KBjOzzAyXUz1mZlaRg9/MLDMOfjOzzDj4zcwy4+A3M8uMg9/MLDMOfrONJOmjkq6TdKekozpdj1kr7sdvNkgkjQWujoizOl2L2UB8xG82eC4FvtvpIsxaGRZf2WDWLukuZt+m+AK4vSm+MuBLwFbAvRHxeAfLM6vEwW9WkaStgH8ETo+IxyR9mSLwFwOnA++U9O7h9p1BNvw4+M2qOxJ4PCL6vv53DnBMRPxP4FudK8ts/fgcv1l1+1Pc8anPwYBP7diQ4yN+s+peobjrE5L2Aj5GcUN7syHF3TnNKpI0CrgZ2A14GTjfF3NtKHLwm5llxuf4zcwy4+A3M8uMg9/MLDMOfjOzzDj4zcwy4+A3M8uMg9/MLDMOfjOzzDj4zcwy8/8BgHte2ebDcIMAAAAASUVORK5CYII=", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "alpha = 0.0005\n", - "beta = 0.000005\n", - "invgamma = scipy.stats.invgamma\n", - "# x = np.linspace(invgamma.ppf(0.001, alpha, scale=beta), invgamma.ppf(0.999, alpha, scale=beta), 100)\n", - "# x = np.linspace(0, 1.0, 1000000)\n", - "plt.plot(x, invgamma.pdf(x, alpha, scale=beta), \"r-\", label=\"invgamma pdf\")\n", - "plt.ylabel(\"density\")\n", - "plt.xlabel(\"$\\sigma^2$\")\n", - "plt.title(\"InverseGamma(0.0005, 0.000005)\")\n", - "plt.show()\n", - "\n", - "plt.plot(np.sqrt(x), invgamma.logpdf(x, alpha, scale=beta), \"r-\", label=\"invgamma pdf\")\n", - "plt.ylabel(\"log density\")\n", - "plt.xlabel(\"$\\sigma$\")\n", - "plt.title(\"InverseGamma(0.0005, 0.000005)\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'ipywidgets'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/Users/tbent/Dropbox/active/fda/imprint/research/direct_bayes/dirtymultilevel.ipynb Cell 13'\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 35\u001b[0m plt\u001b[39m.\u001b[39mxlim(\u001b[39m0\u001b[39m, \u001b[39m0.5\u001b[39m)\n\u001b[1;32m 36\u001b[0m plt\u001b[39m.\u001b[39mlegend()\n\u001b[0;32m---> 39\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mipywidgets\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mwidgets\u001b[39;00m\n\u001b[1;32m 40\u001b[0m w \u001b[39m=\u001b[39m widgets\u001b[39m.\u001b[39minteractive(compare_dirty, n\u001b[39m=\u001b[39m(\u001b[39m5\u001b[39m,\u001b[39m100\u001b[39m), a\u001b[39m=\u001b[39m(\u001b[39m0\u001b[39m,\u001b[39m3\u001b[39m), b\u001b[39m=\u001b[39m(\u001b[39m0\u001b[39m,\u001b[39m3\u001b[39m), p\u001b[39m=\u001b[39m(\u001b[39m0\u001b[39m,\u001b[39m1\u001b[39m, \u001b[39m0.1\u001b[39m))\n\u001b[1;32m 41\u001b[0m \u001b[39m# from IPython.display import display\u001b[39;00m\n\u001b[1;32m 42\u001b[0m \u001b[39m# display(w)\u001b[39;00m\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'ipywidgets'" - ] - } - ], - "source": [ - "import scipy.stats\n", - "import matplotlib.pyplot as plt\n", - "\n", - "\n", - "def logit_normal_pdf(x, loc, scale):\n", - " return (\n", - " np.sqrt(scale * 2 * np.pi) ** -1\n", - " * (x * (1 - x)) ** -1\n", - " * np.exp(-((logit(x) - loc) ** 2) / (2 * scale))\n", - " )\n", - "\n", - "\n", - "n = 50\n", - "a = 3\n", - "b = 3\n", - "aobserved = 1\n", - "\n", - "\n", - "def compare_dirty(n, a, b, p):\n", - " aobserved = n * p\n", - " approximation = dirtymultilevel(\n", - " n=np.repeat(n, d),\n", - " phat=np.array([aobserved]) / n,\n", - " mu0=np.repeat(0, d),\n", - " V0=np.diag(np.repeat(1, d)),\n", - " )\n", - " mu = approximation[\"mu_posterior\"][0]\n", - " sigma = approximation[\"Sigma_posterior\"][0][0]\n", - " x = np.arange(0, 1, 0.005)\n", - " y = scipy.stats.beta(a=a + aobserved, b=b + n - aobserved).pdf(x)\n", - " y2 = logit_normal_pdf(x, mu, sigma)\n", - " plt.figure(figsize=(9, 6))\n", - " plt.plot(x, y, label=f\"binomial({a+aobserved},{b+n-aobserved})\")\n", - " plt.plot(x, y2, label=f\"logit-normal({mu:.2f},{sigma:.2f})\")\n", - " plt.title(\"PDFs\")\n", - " plt.xlim(0, 0.5)\n", - " plt.legend()\n", - "\n", - "\n", - "import ipywidgets as widgets\n", - "\n", - "w = widgets.interactive(compare_dirty, n=(5, 100), a=(0, 3), b=(0, 3), p=(0, 1, 0.1))\n", - "# from IPython.display import display\n", - "# display(w)\n", - "output = w.children[-1]\n", - "output.layout.height = \"550px\"\n", - "w" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "E\n", - "======================================================================\n", - "ERROR: test (__main__.TestDirtyMultiLevel)\n", - "----------------------------------------------------------------------\n", - "Traceback (most recent call last):\n", - " File \"/tmp/ipykernel_11462/3755438007.py\", line 36, in test\n", - " n=np.repeat(50, d),\n", - " File \"<__array_function__ internals>\", line 180, in repeat\n", - " File \"/home/const/.local/share/virtualenvs/inla_explore-cHlb9J0F/lib/python3.8/site-packages/numpy/core/fromnumeric.py\", line 479, in repeat\n", - " return _wrapfunc(a, 'repeat', repeats, axis=axis)\n", - " File \"/home/const/.local/share/virtualenvs/inla_explore-cHlb9J0F/lib/python3.8/site-packages/numpy/core/fromnumeric.py\", line 54, in _wrapfunc\n", - " return _wrapit(obj, method, *args, **kwds)\n", - " File \"/home/const/.local/share/virtualenvs/inla_explore-cHlb9J0F/lib/python3.8/site-packages/numpy/core/fromnumeric.py\", line 43, in _wrapit\n", - " result = getattr(asarray(obj), method)(*args, **kwds)\n", - "TypeError: Cannot cast array data from dtype('float64') to dtype('int64') according to the rule 'safe'\n", - "\n", - "----------------------------------------------------------------------\n", - "Ran 1 test in 0.001s\n", - "\n", - "FAILED (errors=1)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import unittest\n", - "\n", - "\n", - "class TestDirtyMultiLevel(unittest.TestCase):\n", - " def test(self):\n", - " want = dict(\n", - " mu_posterior=np.array([0.2230568, -0.85922139, 0.60901482, 0.85922139]),\n", - " Sigma_posterior=np.array(\n", - " [\n", - " [0.07507508, 0.0, 0.0, 0.0],\n", - " [0.0, 0.09025271, 0.0, 0.0],\n", - " [0.0, 0.0, 0.08183306, 0.0],\n", - " [0.0, 0.0, 0.0, 0.09025271],\n", - " ]\n", - " ),\n", - " conf_logit=np.array(\n", - " [\n", - " [-0.31397989, 0.2230568, 0.76009349],\n", - " [-1.44804632, -0.85922139, -0.27039646],\n", - " [0.04832785, 0.60901482, 1.1697018],\n", - " [0.27039646, 0.85922139, 1.44804632],\n", - " ]\n", - " ),\n", - " conf_prob=np.array(\n", - " [\n", - " [0.42214359, 0.55553413, 0.68137403],\n", - " [0.19030242, 0.29750204, 0.43280977],\n", - " [0.51207961, 0.64771604, 0.76309111],\n", - " [0.56719023, 0.70249796, 0.80969758],\n", - " ]\n", - " ),\n", - " )\n", - "\n", - " # This one is intended to match Ben's example!\n", - " got = dirtymultilevel(\n", - " n=np.repeat(50, d),\n", - " phat=np.array([28, 14, 33, 36]) / 50,\n", - " mu0=np.repeat(0, d),\n", - " V0=np.diag(np.repeat(1, d)),\n", - " return_ci=True,\n", - " )\n", - "\n", - " for key in want:\n", - " self.assertTrue(\n", - " np.allclose(want[key], got[key]),\n", - " \"dictionary values should be almost equal\",\n", - " )\n", - "\n", - "\n", - "unittest.main(argv=[\"first-arg-is-ignored\"], exit=False)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "interpreter": { - "hash": "6003881daa8d5609c65594d703c96226156610b5a8c372e4183621449f43a4fe" - }, - "kernelspec": { - "display_name": "Python 3.8.10 ('trading-GoF_m6Ee')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.2" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/direct_bayes/dirtymultilevel.md b/research/direct_bayes/dirtymultilevel.md deleted file mode 100644 index 47e4c64c..00000000 --- a/research/direct_bayes/dirtymultilevel.md +++ /dev/null @@ -1,531 +0,0 @@ ---- -jupyter: - jupytext: - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: Python 3.8.10 ('trading-GoF_m6Ee') - language: python - name: python3 ---- - -```python -import pandas as pd -import numpy as np -import scipy.stats -import matplotlib.pyplot as plt -``` - -# Version 1 - -Fixed hyperparameters - -```python -import pandas as pd -import numpy as np - -# helper functions -def logit(p): - return np.log(p) - np.log(1 - p) - - -def invlogit(theta): - return 1 / (1 + np.exp(-theta)) - - -d = 4 -``` - -```python -def dirtymultilevel( - n=np.repeat(100, d), - phat=np.repeat(0.5, d), - mu0=np.repeat(0, d), - V0=None, - return_ci=False, -): - if V0 is None: - # note: V0 should generally be equal to the prior sigma-inverse - V0 = np.diag(np.repeat(1, len(phat))) - # phat += 1e-8 - thetahat = logit(phat) - sample_I = np.diag(n * phat * (1 - phat)) - precision_posterior = V0 + sample_I - Sigma_posterior = np.linalg.inv(precision_posterior) - mu_posterior = Sigma_posterior @ (sample_I @ thetahat + V0 @ mu0) - # mu_posterior = np.linalg.solve(precision_posterior, sample_I @ thetahat + V0 @ mu0) - ci_dict = {} - if return_ci: - # implement 95% CI on each arm - CI_upper_logit = mu_posterior + 1.96 * np.sqrt(np.diag(Sigma_posterior)) - median_logit = mu_posterior - CI_lower_logit = mu_posterior - 1.96 * np.sqrt(np.diag(Sigma_posterior)) - conf_logit = pd.DataFrame( - np.column_stack([CI_lower_logit, median_logit, CI_upper_logit]), - columns=("lower", "median", "upper"), - ) - conf_prob = conf_logit.apply(invlogit, axis=1) - ci_dict["conf_logit"] = conf_logit - ci_dict["conf_prob"] = conf_prob - return dict( - mu_posterior=mu_posterior, - Sigma_posterior=Sigma_posterior, - **ci_dict, - ) - - -# dirtymultilevel() -``` - -# Version 2 - -First attempt at integrating the hyperparameters. - -```python -import quadpy - -d = 4 -p_threshold = np.repeat(0.4, d) - - -def fast_invert(S, d): - for k in range(len(d)): - offset = (d[k] / (1 + d[k] * S[k, k])) * np.outer( - S[k], - S[..., k], - ) # I wonder how to cheaply represent this outer? but in C++ it should be just a trivial for-loop anyway - S = S - offset - return S - - -# TODO: vectorize this in terms of sigma_sq -def conditional_exceed_prob_given_sigma( - sigma_sq: float, - mu_sig_sq: float, - thresh=logit(p_threshold), - n=np.repeat(100, d), - phat=np.repeat(0.5, d), - mu_0=np.repeat(0, d), -): - assert len(sigma_sq) == 1, sigma_sq - S_0 = np.diag(np.repeat(sigma_sq, d)) + mu_sig_sq - # V_0 = solve(S_0) #but because this is a known case of the form aI + bJ, we can use the explicit - # inverse formula, given by: 1/a I - J*(b/(a(a+db))) - V_0 = np.diag(np.repeat(1 / sigma_sq, d)) - (mu_sig_sq / sigma_sq) / ( - sigma_sq + d * mu_sig_sq - ) # Note, by the way, that it's probably possible to use significant precomputation here - thetahat = logit(phat) - sample_I = n * phat * (1 - phat) # diag(n*phat*(1-phat)) - Sigma_posterior = fast_invert(S_0, sample_I) - # precision_posterior = V_0 + np.diag(sample_I) - # Sigma_posterior = np.linalg.inv(precision_posterior) - mu_posterior = Sigma_posterior @ (sample_I * thetahat + V_0 @ mu_0) - - # What we now must return instead, is posterior threshold exceedance probabilities for each arm. - z_scores = (mu_posterior - thresh) / np.sqrt(np.diag(Sigma_posterior)) - # return(list( thresh_exceed = thresh_exceed, mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior )) - return z_scores - - -n = 50 -# let's evaluate the endpoints of the prior in logspace-sigma: -# determine endpoints: -def get_false_rejections(): - a = np.log(1e-8) - b = np.log(1e3) - - gleg = quadpy.c1.gauss_legendre(n) - pts = (gleg.points + 1) * (b - a) / 2 + a - wts = gleg.weights * (b - a) / 2 # sum(wts) = b-a so it averages to 1 over space - density_logspace = scipy.stats.invgamma.pdf( - np.exp(pts), a=0.0005, scale=0.000005 - ) * np.exp(pts) - exceed_probs = np.apply_along_axis( - conditional_exceed_prob_given_sigma, - 0, - np.exp(pts)[np.newaxis], - mu_sig_sq=0.1, - n=np.repeat(50, d), - phat=np.array([28, 14, 33, 36]) / 50, - mu_0=np.repeat(0, d), - ) - - contributions = ( - exceed_probs.T - * density_logspace[:, np.newaxis] - * wts[:, np.newaxis] - / np.sum(density_logspace * wts) - ) # this automatically fills in density_logspace by column - # Now, the final step is to sum - posterior_exceedance_prob = np.sum(contributions, 0) - return posterior_exceedance_prob - - -expected = [3.18017917, 1.04572162, 3.88130924, 4.2472914] -# %timeit -r 15 got = get_false_rejections() -got = get_false_rejections() -assert np.allclose(expected, got), got -``` - -# Version 3 - -Note this version does not properly integrate the hyperparameters. - -```python -d = 4 -p_threshold = np.repeat(0.4, d) - - -def fast_invert(S, d): - for k in range(len(d)): - offset = (d[k] / (1 + d[k] * S[k, k])) * np.outer( - S[k], - S[..., k], - ) # I wonder how to cheaply represent this outer? but in C++ it should be just a trivial for-loop anyway - S = S - offset - return S - - -# TODO: vectorize this in terms of sigma_sq -# P(X | Y, theta) -def conditional_exceed_prob_given_sigma( - sigma_sq: float, - mu_sig_sq: float, - sample_I, - thetahat, - thresh=logit(p_threshold), - mu_0=np.repeat(0, d), -): - assert len(sigma_sq) == 1, sigma_sq - S_0 = np.diag(np.repeat(sigma_sq, d)) + mu_sig_sq - # V_0 = solve(S_0) #but because this is a known case of the form aI + bJ, we can use the explicit - # inverse formula, given by: 1/a I - J*(b/(a(a+db))) - V_0 = np.diag(np.repeat(1 / sigma_sq, d)) - (mu_sig_sq / sigma_sq) / ( - sigma_sq + d * mu_sig_sq - ) # Note, by the way, that it's probably possible to use significant precomputation here - Sigma_posterior = fast_invert(S_0, sample_I) - # precision_posterior = V_0 + np.diag(sample_I) - # Sigma_posterior = np.linalg.inv(precision_posterior) - mu_posterior = Sigma_posterior @ (sample_I * thetahat + V_0 @ mu_0) - - # What we now must return instead, is posterior threshold exceedance probabilities for each arm. - z_scores = (mu_posterior - thresh) / np.sqrt(np.diag(Sigma_posterior)) - # return(list( thresh_exceed = thresh_exceed, mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior )) - return z_scores - - -# let's evaluate the endpoints of the prior in logspace-sigma: -# determine endpoints: -def get_false_rejections(): - - # Shared for a given prior - a = np.log(1e-8) - b = np.log(1e3) - n = 50 - pts, weights = np.polynomial.legendre.leggauss(n) - pts = (pts + 1) * (b - a) / 2 + a - wts = weights * (b - a) / 2 # sum(wts) = b-a so it averages to 1 over space - density_logspace = scipy.stats.invgamma.pdf( - np.exp(pts), a=0.0005, scale=0.000005 - ) * np.exp(pts) - - # Shared for a given phat - phat = np.array([28, 14, 33, 36]) / 50 - thetahat = logit(phat) - sample_I = n * phat * (1 - phat) # diag(n*phat*(1-phat)) - - exceed_probs = np.apply_along_axis( - conditional_exceed_prob_given_sigma, - 0, - np.exp(pts)[np.newaxis], - mu_sig_sq=0.1, # TODO: integrate over this too - sample_I=sample_I, - thetahat=thetahat, - mu_0=np.repeat(0, d), - ) - - contributions = ( - exceed_probs.T - * density_logspace[:, np.newaxis] - * wts[:, np.newaxis] - / np.sum(density_logspace * wts) - ) # this automatically fills in density_logspace by column - # Now, the final step is to sum - posterior_exceedance_prob = np.sum(contributions, 0) - return posterior_exceedance_prob - - -expected = [3.18017917, 1.04572162, 3.88130924, 4.2472914] -# %timeit -r 15 got = get_false_rejections() -got = get_false_rejections() -assert np.allclose(expected, got), got -``` - -# Version 4 - -With proper hyperparameter integration. - -```python -import numpy as np -import scipy.stats - - -def log_args(f): - def wrapper(*args, **kwargs): - print(f) - for arg in args: - print(arg) - for k, v in kwargs.items(): - print(k, v) - return f(*args, **kwargs) - - return wrapper - - -def fast_invert(S, d): - for k in range(len(d)): - offset = (d[k] / (1 + d[k] * S[k, k])) * np.outer( - S[k], - S[..., k], - ) # I wonder how to cheaply represent this outer? but in C++ it should be just a trivial for-loop anyway - S = S - offset - return S - - -# TODO: vectorize this in terms of sigma_sq -# P(X | Y, theta) -def conditional_exceed_prob_given_sigma( - sigma_sq: float, - mu_sig_sq: float, - sample_I, - thetahat, - thresh, - mu_0, -): - assert len(sigma_sq) == 1, sigma_sq - S_0 = np.diag(np.repeat(sigma_sq, d)) + mu_sig_sq - # V_0 = solve(S_0) #but because this is a known case of the form aI + bJ, we can use the explicit - # inverse formula, given by: 1/a I - J*(b/(a(a+db))) - V_0 = np.diag(np.repeat(1 / sigma_sq, d)) - (mu_sig_sq / sigma_sq) / ( - sigma_sq + d * mu_sig_sq - ) # Note, by the way, that it's probably possible to use significant precomputation here - Sigma_posterior = fast_invert(S_0, sample_I) - # precision_posterior = V_0 + np.diag(sample_I) - # Sigma_posterior = np.linalg.inv(precision_posterior) - mu_posterior = Sigma_posterior @ (sample_I * thetahat + V_0 @ mu_0) - - # What we now must return instead, is posterior threshold exceedance probabilities for each arm. - z_scores = (mu_posterior - thresh) / np.sqrt(np.diag(Sigma_posterior)) - quantiles = scipy.stats.norm.cdf(z_scores) - # return(list( thresh_exceed = thresh_exceed, mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior )) - return quantiles - - -# let's evaluate the endpoints of the prior in logspace-sigma: -# determine endpoints: -def get_false_rejections(): - - # Shared for a given prior - a = np.log(1e-8) - b = np.log(1e3) - n_points = 50 - mu_sig_sq = 100 - mu_0 = -1.34 - phat = np.array([3, 8, 5, 4]) / 15 - d = 4 - n = np.repeat(15, d) - p_threshold = np.repeat(0.3, d) - thetahat = logit(phat) - sample_I = n * phat * (1 - phat) # diag(n*phat*(1-phat)) - pts, weights = np.polynomial.legendre.leggauss(n_points) - pts = (pts + 1) * (b - a) / 2 + a - wts = weights * (b - a) / 2 # sum(wts) = b-a so it averages to 1 over space - density_logspace = scipy.stats.invgamma.pdf( - np.exp(pts), a=0.0005, scale=0.000005 - ) * np.exp(pts) - - density_sigma_given_y = [ - scipy.stats.multivariate_normal.pdf( - thetahat, - np.repeat(mu_0, d), - np.diag(sample_I**-1) + np.diag(np.repeat(sigma_sq, d)) + mu_sig_sq, - ) - for sigma_sq in np.exp(pts) - ] - # for pt in np.exp(pts): - # print(np.diag(sample_I**-1) + np.diag(np.repeat(pt, d)) + mu_sig_sq) - density_sigma_given_y = np.array(density_sigma_given_y) - print(density_sigma_given_y / density_sigma_given_y.sum()) - final_weights = wts * density_logspace * density_sigma_given_y - final_weights /= np.sum(final_weights) - - # Shared for a given phat - - exceed_probs = np.apply_along_axis( - conditional_exceed_prob_given_sigma, - 0, - np.exp(pts)[np.newaxis], - mu_sig_sq=mu_sig_sq, # TODO: integrate over this too - sample_I=sample_I, - thetahat=thetahat, - mu_0=np.repeat(mu_0, d), - thresh=logit(p_threshold), - ) - # print(exceed_probs.T) - - contributions = ( - exceed_probs.T * final_weights[:, np.newaxis] - ) # this automatically fills in density_logspace by column - # Now, the final step is to sum - posterior_exceedance_prob = np.sum(contributions, 0) - return posterior_exceedance_prob - - -expected = [0.64462095, 0.80224266, 0.71778699, 0.67847136] -# %timeit -r 15 got = get_false_rejections() -got = get_false_rejections() -assert np.allclose(expected, got), got -``` - -```python -import scipy.stats -import matplotlib.pyplot as plt - -n = 1000000 -x = np.linspace(0, 1, 1000000) -y = scipy.stats.invgamma.logpdf(x, a=0.0005, scale=0.000005) -plt.plot(x, y) -# plt.xlim(0, .01) -plt.title("InvGamma(0.0005, 0.000005) PDF") -print(np.sum(y[int(n * 0.01) :]) / n) -print(y[:10]) -``` - -```python -alpha = 0.0005 -beta = 0.000005 -invgamma = scipy.stats.invgamma -# x = np.linspace(invgamma.ppf(0.001, alpha, scale=beta), invgamma.ppf(0.999, alpha, scale=beta), 100) -# x = np.linspace(0, 1.0, 1000000) -plt.plot(x, invgamma.pdf(x, alpha, scale=beta), "r-", label="invgamma pdf") -plt.ylabel("density") -plt.xlabel("$\sigma^2$") -plt.title("InverseGamma(0.0005, 0.000005)") -plt.show() - -plt.plot(np.sqrt(x), invgamma.logpdf(x, alpha, scale=beta), "r-", label="invgamma pdf") -plt.ylabel("log density") -plt.xlabel("$\sigma$") -plt.title("InverseGamma(0.0005, 0.000005)") -plt.show() -``` - -```python -import scipy.stats -import matplotlib.pyplot as plt - - -def logit_normal_pdf(x, loc, scale): - return ( - np.sqrt(scale * 2 * np.pi) ** -1 - * (x * (1 - x)) ** -1 - * np.exp(-((logit(x) - loc) ** 2) / (2 * scale)) - ) - - -n = 50 -a = 3 -b = 3 -aobserved = 1 - - -def compare_dirty(n, a, b, p): - aobserved = n * p - approximation = dirtymultilevel( - n=np.repeat(n, d), - phat=np.array([aobserved]) / n, - mu0=np.repeat(0, d), - V0=np.diag(np.repeat(1, d)), - ) - mu = approximation["mu_posterior"][0] - sigma = approximation["Sigma_posterior"][0][0] - x = np.arange(0, 1, 0.005) - y = scipy.stats.beta(a=a + aobserved, b=b + n - aobserved).pdf(x) - y2 = logit_normal_pdf(x, mu, sigma) - plt.figure(figsize=(9, 6)) - plt.plot(x, y, label=f"binomial({a+aobserved},{b+n-aobserved})") - plt.plot(x, y2, label=f"logit-normal({mu:.2f},{sigma:.2f})") - plt.title("PDFs") - plt.xlim(0, 0.5) - plt.legend() - - -import ipywidgets as widgets - -w = widgets.interactive(compare_dirty, n=(5, 100), a=(0, 3), b=(0, 3), p=(0, 1, 0.1)) -# from IPython.display import display -# display(w) -output = w.children[-1] -output.layout.height = "550px" -w -``` - -```python -import unittest - - -class TestDirtyMultiLevel(unittest.TestCase): - def test(self): - want = dict( - mu_posterior=np.array([0.2230568, -0.85922139, 0.60901482, 0.85922139]), - Sigma_posterior=np.array( - [ - [0.07507508, 0.0, 0.0, 0.0], - [0.0, 0.09025271, 0.0, 0.0], - [0.0, 0.0, 0.08183306, 0.0], - [0.0, 0.0, 0.0, 0.09025271], - ] - ), - conf_logit=np.array( - [ - [-0.31397989, 0.2230568, 0.76009349], - [-1.44804632, -0.85922139, -0.27039646], - [0.04832785, 0.60901482, 1.1697018], - [0.27039646, 0.85922139, 1.44804632], - ] - ), - conf_prob=np.array( - [ - [0.42214359, 0.55553413, 0.68137403], - [0.19030242, 0.29750204, 0.43280977], - [0.51207961, 0.64771604, 0.76309111], - [0.56719023, 0.70249796, 0.80969758], - ] - ), - ) - - # This one is intended to match Ben's example! - got = dirtymultilevel( - n=np.repeat(50, d), - phat=np.array([28, 14, 33, 36]) / 50, - mu0=np.repeat(0, d), - V0=np.diag(np.repeat(1, d)), - return_ci=True, - ) - - for key in want: - self.assertTrue( - np.allclose(want[key], got[key]), - "dictionary values should be almost equal", - ) - - -unittest.main(argv=["first-arg-is-ignored"], exit=False) -``` - -```python - -``` diff --git a/research/direct_bayes/dirtymultilevel_integrated.R b/research/direct_bayes/dirtymultilevel_integrated.R deleted file mode 100644 index 5b70869f..00000000 --- a/research/direct_bayes/dirtymultilevel_integrated.R +++ /dev/null @@ -1,168 +0,0 @@ -# In this file, we are going to take the dirtyBayes algorithm from dirtymultilevel.R, and make it: -# (1) use Sherman-Morrison -# (2) parallelize over many different versions of the prior V0. Actually, screw this, let's just not do it! -# (3) perform an integration over the prior for sigma^2 - -# Google doc: -# https://docs.google.com/document/d/1_gGqdUV8eXTOSZTX8BMut5YKKnFIN5tIECyx0uG34z0/edit - -fast_invert = function(S,d){ - for(k in 1:length(d)){ - offset = ( d[k]/(1 + d[k]*S[k,k])) * outer(S[k,], S[,k],"*") #I wonder how to cheaply represent this outer? but in C++ it should be just a trivial for-loop anyway - S = S - offset - } - S -} -{#S_0 = diag(rep(1,4)) + .1 -#S = S_0 -#d = c(.1,.2,.3,.4) -#for(k in 1:length(d)){ -# offset = ( d[k]/(1 + d[k]*S[k,k])) * outer(S[k,], S[,k],"*") #I wonder how to cheaply represent this outer? but in C++ it should be just a trivial for-loop anyway -# S = S - offset -#} -#testvalue = solve(solve(S_0) + diag(d)) -#S - testvalue #this matches up to very close precision! awesome! -# So now we'll put it into a function: -# Note here that S is sigma, and d is the precision of the data likelihood, thus d is in the INVERSE space of Sigma - -# What is not awesome, is that local changes to either the values of d or S can have effects throughout the whole sequence of computations -# So I don't see ANY gain yet from parallelization. Too bad! -}# Sherman Morrison Testing Section - -# Integration preliminaries -require(statmod) -library(invgamma) -n <- 50 -#let's evaluate the endpoints of the prior in logspace-sigma: -#determine endpoints: -a=log(1e-8) -b=log(1e3) -gleg <- gauss.quad(n, kind = "legendre") -pts = (gleg$nodes+ 1)*(b-a)/2 + a -wts = gleg$weights * (b-a)/2 #sum(wts) = b-a so it averages to 1 over space -density_logspace <-dinvgamma(exp(pts), shape = .0005, rate = .000005)*exp(pts) # the extra exp(pts) account for Jacobian -#plot(density_logspace) -#sum(density_logspace*wts) #this matches with -#pinvgamma(exp(3),shape = .0005, rate = .000005) - pinvgamma(exp(-8),shape = .0005, rate = .000005) - -#helper functions -logit = function(p){ log(p) - log(1-p)} -invlogit = function(theta){1/(1 + exp(-theta))} -d=4 -p_threshold = rep(.4,d) -#This function implements dirtyBayes on a multilevel model, given a known phat, and a fixed multilevel covariance matrix S_0 and precision V_0 = S_0^-1 -fastndirty_thresh = function(thresh = logit(p_threshold),n = rep(100,d), phat = rep(.5,d) ,mu_0 = rep(0,d), - S_0 = diag(rep(1,length(phat))), V_0 = diag(rep(1,length(phat)))){ - MLE = logit(phat) - sample_I= n*phat*(1-phat) #diag(n*phat*(1-phat)) - #precision_posterior = V0 + sample_I - #Sigma_posterior = solve(precision_posterior) # This line and the line above have been replaced by the call below to fast_invert - Sigma_posterior = fast_invert(S_0,sample_I) - mu_posterior = Sigma_posterior %*% (sample_I * MLE + V_0 %*% mu_0) - {#implement 95% CI on each arm - #CI_upper_logit = mu_posterior + 1.96*sqrt(diag(Sigma_posterior)) - #median_logit = mu_posterior - #CI_lower_logit = mu_posterior - 1.96*sqrt(diag(Sigma_posterior)) - #conf_logit = cbind( CI_lower_logit, median_logit, CI_upper_logit) - #colnames(conf_logit) = c("lower","median","upper") - #conf_prob = invlogit(conf_logit) - #return(list( mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior, conf_logit = conf_logit, conf_prob = conf_prob) ) - } #confidence interval code - - #What we now must return instead, is posterior threshold exceedance probabilities for each arm. - thresh_exceed = pnorm( (mu_posterior - thresh) / sqrt(diag(Sigma_posterior))) - #return(list( thresh_exceed = thresh_exceed, mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior )) - return(thresh_exceed) -} - -{#Nice, this matches what we get from our slow function call! -#S_0 = diag(rep(1,d)) + .1 -#V_0 = solve(S_0) -#fastndirty_thresh(n = rep(50,d), phat = c(28,14,33,36)/50,mu_0 = rep(0,d),V_0 = V_0,S_0 = S_0) -#dirtymultilevel_postthresh(n = rep(50,d), phat = c(28,14,33,36)/50,mu0 = rep(0,d),V0 = V_0) -# d=4 -# dirtymultilevel_postthresh = function(thresh = rep(logit(.4),d),n = rep(100,d), phat = rep(.5,d) ,mu0 = rep(0,d),V0 = diag(rep(1,length(phat)))){ -# MLE = logit(phat) -# sample_I= diag(n*phat*(1-phat)) -# precision_posterior = V0 + sample_I -# #Sigma_posterior = solve(precision_posterior) -# mu_posterior = Sigma_posterior %*% (sample_I %*% MLE + V0 %*% mu0) -# {#implement 95% CI on each arm -# #CI_upper_logit = mu_posterior + 1.96*sqrt(diag(Sigma_posterior)) -# #median_logit = mu_posterior -# #CI_lower_logit = mu_posterior - 1.96*sqrt(diag(Sigma_posterior)) -# #conf_logit = cbind( CI_lower_logit, median_logit, CI_upper_logit) -# #colnames(conf_logit) = c("lower","median","upper") -# #conf_prob = invlogit(conf_logit) -# #return(list( mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior, conf_logit = conf_logit, conf_prob = conf_prob) ) -# } #confidence interval code -# -# #What we now must return instead, is posterior threshold exceedance probabilities for each arm. -# thresh_exceed = pnorm( (mu_posterior - thresh) / sqrt(diag(Sigma_posterior))) -# #return(list( thresh_exceed = thresh_exceed, mu_posterior = mu_posterior, Sigma_posterior = Sigma_posterior )) -# return(thresh_exceed) -# } -# dirtymultilevel_postthresh(n = rep(50,d), phat = c(28,14,33,36)/50,mu0 = rep(0,d),V0 = diag(rep(1,d))) - } #Test code to check that fastndirty_thresh is giving us what we wanted! - -#Now, let's integrate the fastndirty outputs over sigma-squared! -conditional_exceed_prob_given_sigma = function(sigma_sq, mu_sig_sq,mu_0 = rep(0,d), - phat = c(28,14,33,36)/50, n=rep(50,d), thresh = logit(p_threshold)){ #there are lots of other implicit arguments as well. - S_0 = diag(rep(sigma_sq,d)) + mu_sig_sq - #V_0 = solve(S_0) #but because this is a known case of the form aI + bJ, we can use the explicit - # inverse formula, given by: 1/a I - J*(b/(a(a+db))) - V_0 = diag(rep(1/sigma_sq,d)) - (mu_sig_sq / sigma_sq) / (sigma_sq + d *mu_sig_sq) #Note, by the way, that it's probably possible to use significant precomputation here - # print(V_0) - # print(S_0) - # print(thresh) - # print(phat) - fastndirty_thresh(thresh=thresh, n = n, phat = phat,mu_0 = mu_0,V_0 = V_0,S_0 = S_0) -} -#test checks out, giving familiar answer: -#conditional_exceed_prob_given_sigma(sigma_sq = 1, mu_sig_sq = .1) - -#This reweighting is taken from pages 14-16 from INLA approaches, and implements equation (*) -posterior_reweight = function(sigma_sq, mu_sig_sq, mu_prior, phat, n){ - sample_I = n*phat*(1-phat) - total_var = diag(rep(sigma_sq,d)) + mu_sig_sq + diag(1/sample_I) - thetahat = logit(phat) - det(total_var)^(-1/2) * exp( (-1/2)* sum( (t(thetahat - mu_prior) %*% total_var )* (thetahat - mu_prior)) ) -}#dropping the factor of 2pi - -#Now, getting the conditional-probabilities of exceedance and putting them into the integration loop: -conditional_exceed_probs <-sapply(exp(pts), conditional_exceed_prob_given_sigma, mu_sig_sq = 10) -posterior_sigma_reweights <- sapply(exp(pts), posterior_reweight, mu_sig_sq = 10, mu_prior = rep(0,d), phat = c(28,14,33,36)/50, n = rep(50,d)) -total_reweights = posterior_sigma_reweights * density_logspace * wts -normalized_reweights = total_reweights/sum(total_reweights) #this now gives us an effective posterior density for sigma-squared -posterior_exceedance_probs <- t(conditional_exceed_probs)*normalized_reweights #this automatically fills in density_logspace by column -apply(posterior_exceedance_probs,2,sum) - - -############## - - - -###########3 -#Trying one of the Berry replications - we'll take the second interim analysis -# Data: n_i = 15. [3, 8, 5, 4] are the results -print("start berry") -n = rep(15,d) -phat = c(3,8,5,4)/15 -p_threshold = rep(.3,4) - -conditional_exceed_prob_given_sigma(exp(pts[30]), n= n, phat = phat,mu_sig_sq = 100, thresh = logit(p_threshold)) - - -########## -conditional_exceed_probs <-sapply(exp(pts), conditional_exceed_prob_given_sigma, n= n, phat = phat, - mu_sig_sq = 100, thresh = logit(p_threshold)) -posterior_sigma_reweights <- sapply(exp(pts), posterior_reweight, mu_sig_sq = 100, mu_prior = rep(-1.34,d), phat = phat, n = n) -print("post sigma reweights") -print(posterior_sigma_reweights) -total_reweights = posterior_sigma_reweights * density_logspace * wts -normalized_reweights = total_reweights/sum(total_reweights) #this now gives us an effective posterior density for sigma-squared -print("norm reweights") -print(normalized_reweights) -posterior_exceedance_probs <- t(conditional_exceed_probs)*normalized_reweights #this automatically fills in density_logspace by column -p_threshold -apply(posterior_exceedance_probs,2,sum) diff --git a/research/inla_explore/.gitignore b/research/inla_explore/.gitignore deleted file mode 100644 index d0330d4c..00000000 --- a/research/inla_explore/.gitignore +++ /dev/null @@ -1,2 +0,0 @@ -__pycache__ -*.lprof diff --git a/research/inla_explore/log_quadrature.ipynb b/research/inla_explore/log_quadrature.ipynb deleted file mode 100644 index 609d0b02..00000000 --- a/research/inla_explore/log_quadrature.ipynb +++ /dev/null @@ -1,94 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "%matplotlib inline\n", - "%config InlineBackend.figure_format='retina'\n", - "\n", - "%load_ext autoreload\n", - "%autoreload 2\n", - "\n", - "import scipy.stats\n", - "import numpy as np\n", - "import inla" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "A = np.log(1e-8)\n", - "B = 0\n", - "N = 90\n", - "p, w = inla.gauss_rule(N, a=A, b=B)\n", - "p10 = np.exp(p)\n", - "alpha = 0.0005\n", - "beta = 0.000005\n", - "f = scipy.stats.invgamma.pdf(p10, alpha, scale=beta)\n", - "plt.plot(p, f)\n", - "plt.show()\n", - "exact = scipy.stats.invgamma.cdf(\n", - " np.exp(B), alpha, scale=beta\n", - ") - scipy.stats.invgamma.cdf(np.exp(A), alpha, scale=beta)\n", - "est = np.sum(f * np.exp(p) * w)\n", - "plt.plot(p, f * np.exp(p) * w)\n", - "plt.show()\n", - "print(exact, est, est - exact)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "p, w = inla.gauss_rule(3000, a=np.exp(A), b=np.exp(B))\n", - "f = scipy.stats.invgamma.pdf(p, alpha, scale=beta)\n", - "exact = scipy.stats.invgamma.cdf(\n", - " np.exp(B), alpha, scale=beta\n", - ") - scipy.stats.invgamma.cdf(np.exp(A), alpha, scale=beta)\n", - "est = np.sum(f * w)\n", - "est, exact, est - exact" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "interpreter": { - "hash": "a9637099bd81b2ef0895c64d539356b45819bc945d59d426757b1f51ae370d50" - }, - "kernelspec": { - "display_name": "Python 3.10.2 ('imprint')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.2" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/inla_explore/log_quadrature.md b/research/inla_explore/log_quadrature.md deleted file mode 100644 index 5eac9c3f..00000000 --- a/research/inla_explore/log_quadrature.md +++ /dev/null @@ -1,61 +0,0 @@ ---- -jupyter: - jupytext: - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: Python 3.10.2 ('imprint') - language: python - name: python3 ---- - -```python -import matplotlib.pyplot as plt - -%matplotlib inline -%config InlineBackend.figure_format='retina' - -%load_ext autoreload -%autoreload 2 - -import scipy.stats -import numpy as np -import inla -``` - -```python -A = np.log(1e-8) -B = 0 -N = 90 -p, w = inla.gauss_rule(N, a=A, b=B) -p10 = np.exp(p) -alpha = 0.0005 -beta = 0.000005 -f = scipy.stats.invgamma.pdf(p10, alpha, scale=beta) -plt.plot(p, f) -plt.show() -exact = scipy.stats.invgamma.cdf( - np.exp(B), alpha, scale=beta -) - scipy.stats.invgamma.cdf(np.exp(A), alpha, scale=beta) -est = np.sum(f * np.exp(p) * w) -plt.plot(p, f * np.exp(p) * w) -plt.show() -print(exact, est, est - exact) -``` - -```python -p, w = inla.gauss_rule(3000, a=np.exp(A), b=np.exp(B)) -f = scipy.stats.invgamma.pdf(p, alpha, scale=beta) -exact = scipy.stats.invgamma.cdf( - np.exp(B), alpha, scale=beta -) - scipy.stats.invgamma.cdf(np.exp(A), alpha, scale=beta) -est = np.sum(f * w) -est, exact, est - exact -``` - -```python - -``` diff --git a/research/inla_explore/mcmc_example.ipynb b/research/inla_explore/mcmc_example.ipynb deleted file mode 100644 index 2df88f04..00000000 --- a/research/inla_explore/mcmc_example.ipynb +++ /dev/null @@ -1,200 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import scipy.stats\n", - "import scipy.optimize\n", - "import scipy.integrate\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from IPython.display import display\n", - "\n", - "n_i = np.full(4, 50)\n", - "x_i = np.array(\n", - " [0.0542217351633235, -0.7058565689642957, 0.5411263138456900, 1.1393884075711429]\n", - ")\n", - "p_i = np.array(\n", - " [0.5135521136895386, 0.3305150325484877, 0.6320743881220601, 0.7575673322021476]\n", - ")\n", - "y_i = np.array([28, 14, 33, 36])\n", - "rinla_cis = np.array(\n", - " [\n", - " [-0.2914459, 0.7714731],\n", - " [-1.399438, -0.1621846],\n", - " [0.05145177, 1.165792],\n", - " [0.2554444, 1.437953],\n", - " ]\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def calc_precision_matrixQ(Qv):\n", - " return np.diag(np.full(x_i.shape[0], Qv))\n", - "\n", - "\n", - "def calc_log_prior(a, Qv):\n", - " return scipy.stats.norm.logpdf(a, 0, 1) + scipy.stats.lognorm.logpdf(Qv, 10.0)\n", - "\n", - "\n", - "def calc_log_joint(x, y, n, a, Qv):\n", - " Q = calc_precision_matrixQ(Qv)\n", - " term1 = -(x - a).T.dot(Q).dot(x - a) / 2\n", - " term2 = np.sum(x * y - n * np.log(np.exp(x) + 1))\n", - " term3 = np.log(np.linalg.det(Q)) / 2\n", - " term4 = calc_log_prior(a, Qv)\n", - " return term1 + term2 + term3 + term4" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def proposal(x, sigma=0.25):\n", - " rv = scipy.stats.norm.rvs(x, sigma, size=6)\n", - " ratio = 1\n", - " return rv, ratio\n", - "\n", - "\n", - "def joint(xstar):\n", - " a = xstar[-2]\n", - " Qv = xstar[-1]\n", - " return np.exp(calc_log_joint(xstar[:4], y_i, n_i, a, Qv))\n", - "\n", - "\n", - "x0 = np.zeros(6)\n", - "x0[-1] = 1\n", - "x0" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "x = x0\n", - "Jx = joint(x)\n", - "x_chain = [x]\n", - "J_chain = [Jx]\n", - "accept = [True]\n", - "iterations = 50000\n", - "\n", - "for i in range(iterations):\n", - " xstar, ratio = proposal(x)\n", - " if xstar[-1] < 0.0:\n", - " continue\n", - "\n", - " Jxstar = joint(xstar)\n", - " hastings_ratio = (Jxstar * ratio) / Jx\n", - " if hastings_ratio > 1 or np.random.uniform(0, 1) < hastings_ratio:\n", - " # accept\n", - " x = xstar\n", - " Jx = Jxstar\n", - " accept.append(True)\n", - " else:\n", - " accept.append(False)\n", - "\n", - " x_chain.append(x)\n", - " J_chain.append(Jx)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "x_chain = np.array(x_chain)\n", - "J_chain = np.array(J_chain)\n", - "accept = np.array(accept)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "burn_in_n = 500\n", - "x_chain_burnin = x_chain[burn_in_n:]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "plt.figure(figsize=(9, 13))\n", - "plt.subplot(3, 2, 1)\n", - "plt.plot(x_chain[:, :4])\n", - "plt.subplot(3, 2, 2)\n", - "plt.plot(x_chain[:, 4:])\n", - "plt.subplot(3, 2, 3)\n", - "plt.hist(x_chain_burnin[:, 0])\n", - "plt.subplot(3, 2, 4)\n", - "plt.plot(np.log(J_chain[burn_in_n:]))\n", - "plt.subplot(3, 2, 5)\n", - "plt.plot(np.cumsum(accept[burn_in_n:]) / (np.arange(x_chain_burnin.shape[0]) + 1))\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ci025n = int(x_chain_burnin.shape[0] * 0.025)\n", - "ci975n = int(x_chain_burnin.shape[0] * 0.975)\n", - "for j in range(6):\n", - " x_sorted = x_chain_burnin[:, j].copy()\n", - " x_sorted.sort()\n", - " x_mean = x_sorted.mean()\n", - " print(j, x_sorted[ci025n], x_i[j] if j < 4 else 0, x_mean, x_sorted[ci975n])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "interpreter": { - "hash": "a9637099bd81b2ef0895c64d539356b45819bc945d59d426757b1f51ae370d50" - }, - "kernelspec": { - "display_name": "Python 3.10.2 64-bit ('imprint': conda)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.2" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/inla_explore/mcmc_example.md b/research/inla_explore/mcmc_example.md deleted file mode 100644 index ef0aad5c..00000000 --- a/research/inla_explore/mcmc_example.md +++ /dev/null @@ -1,142 +0,0 @@ ---- -jupyter: - jupytext: - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: 'Python 3.10.2 64-bit (''imprint'': conda)' - language: python - name: python3 ---- - -```python -import scipy.stats -import scipy.optimize -import scipy.integrate -import numpy as np -import matplotlib.pyplot as plt -from IPython.display import display - -n_i = np.full(4, 50) -x_i = np.array( - [0.0542217351633235, -0.7058565689642957, 0.5411263138456900, 1.1393884075711429] -) -p_i = np.array( - [0.5135521136895386, 0.3305150325484877, 0.6320743881220601, 0.7575673322021476] -) -y_i = np.array([28, 14, 33, 36]) -rinla_cis = np.array( - [ - [-0.2914459, 0.7714731], - [-1.399438, -0.1621846], - [0.05145177, 1.165792], - [0.2554444, 1.437953], - ] -) -``` - -```python -def calc_precision_matrixQ(Qv): - return np.diag(np.full(x_i.shape[0], Qv)) - - -def calc_log_prior(a, Qv): - return scipy.stats.norm.logpdf(a, 0, 1) + scipy.stats.lognorm.logpdf(Qv, 10.0) - - -def calc_log_joint(x, y, n, a, Qv): - Q = calc_precision_matrixQ(Qv) - term1 = -(x - a).T.dot(Q).dot(x - a) / 2 - term2 = np.sum(x * y - n * np.log(np.exp(x) + 1)) - term3 = np.log(np.linalg.det(Q)) / 2 - term4 = calc_log_prior(a, Qv) - return term1 + term2 + term3 + term4 -``` - -```python -def proposal(x, sigma=0.25): - rv = scipy.stats.norm.rvs(x, sigma, size=6) - ratio = 1 - return rv, ratio - - -def joint(xstar): - a = xstar[-2] - Qv = xstar[-1] - return np.exp(calc_log_joint(xstar[:4], y_i, n_i, a, Qv)) - - -x0 = np.zeros(6) -x0[-1] = 1 -x0 -``` - -```python -x = x0 -Jx = joint(x) -x_chain = [x] -J_chain = [Jx] -accept = [True] -iterations = 50000 - -for i in range(iterations): - xstar, ratio = proposal(x) - if xstar[-1] < 0.0: - continue - - Jxstar = joint(xstar) - hastings_ratio = (Jxstar * ratio) / Jx - if hastings_ratio > 1 or np.random.uniform(0, 1) < hastings_ratio: - # accept - x = xstar - Jx = Jxstar - accept.append(True) - else: - accept.append(False) - - x_chain.append(x) - J_chain.append(Jx) -``` - -```python -x_chain = np.array(x_chain) -J_chain = np.array(J_chain) -accept = np.array(accept) -``` - -```python -burn_in_n = 500 -x_chain_burnin = x_chain[burn_in_n:] -``` - -```python -plt.figure(figsize=(9, 13)) -plt.subplot(3, 2, 1) -plt.plot(x_chain[:, :4]) -plt.subplot(3, 2, 2) -plt.plot(x_chain[:, 4:]) -plt.subplot(3, 2, 3) -plt.hist(x_chain_burnin[:, 0]) -plt.subplot(3, 2, 4) -plt.plot(np.log(J_chain[burn_in_n:])) -plt.subplot(3, 2, 5) -plt.plot(np.cumsum(accept[burn_in_n:]) / (np.arange(x_chain_burnin.shape[0]) + 1)) -plt.show() -``` - -```python -ci025n = int(x_chain_burnin.shape[0] * 0.025) -ci975n = int(x_chain_burnin.shape[0] * 0.975) -for j in range(6): - x_sorted = x_chain_burnin[:, j].copy() - x_sorted.sort() - x_mean = x_sorted.mean() - print(j, x_sorted[ci025n], x_i[j] if j < 4 else 0, x_mean, x_sorted[ci975n]) -``` - -```python - -``` diff --git a/research/inla_explore/pyinla.ipynb b/research/inla_explore/pyinla.ipynb deleted file mode 100644 index da584957..00000000 --- a/research/inla_explore/pyinla.ipynb +++ /dev/null @@ -1,835 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Log joint distribution\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's be super anal and carefully using symbolic algebra to derive correct terms. I always get constants and signs wrong and this will probably save me some time in the medium run." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import sympy as sp\n", - "\n", - "x = sp.var(\"x\", real=True)\n", - "y = sp.var(\"y\", real=True, positive=True)\n", - "n = sp.var(\"n\", real=True, positive=True)\n", - "p = sp.var(\"p\", real=True, positive=True)\n", - "logit = sp.log(p / (1 - p))\n", - "display(logit)\n", - "inv_logit = 1 / (1 + sp.exp(-x))\n", - "\n", - "# check inverse logit\n", - "assert (inv_logit.subs(x, logit)).simplify() == p" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "binomial_L_p = p**y * (1 - p) ** (n - y)\n", - "binomial_LL_p = y * sp.log(p) + (n - y) * sp.log(1 - p)\n", - "\n", - "# check binomial LL\n", - "assert (sp.log(binomial_L_p) - binomial_LL_p).simplify().subs(\n", - " [(p, 0.5), (n, 10), (y, 6)]\n", - ") < 1e-15" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "binomial_LL = binomial_LL_p.subs(p, inv_logit).simplify()\n", - "\n", - "binomial_LL" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "\n", - "Copying over stuff from the [INLA Approaches doc](https://docs.google.com/document/d/1RDrGK3Pc-n5BOD2YA0DB702VY2uNEhJ_ur5UrlgVzrI/edit) with Mike and from the [INLA from scratch](https://stefansiegert.net/inla-project/inla-from-scratch) page.\n", - "\n", - "The log joint distribution!\n", - "\\begin{equation}\n", - "\\log p(y, x, \\theta) = \\log p(y | x,\\theta) + \\log p(x|\\theta) + \\log p(\\theta)\n", - "\\end{equation}\n", - "\n", - "Three terms:\n", - "1. The data distribution (likelihood).\n", - "2. The latent variable distribution. \n", - "3. The priors. \n", - "\n", - "## Likelihood term\n", - "\n", - "The first likelihood term is simple and is the typical binomial log likelihood:\n", - "\n", - "\\begin{align}\n", - "L_j(p) = \\binom{n}{y_j} p^{y_j} (1 - p)^{n-y_j} \\\\ \n", - "\\log L_j(p) = \\log \\binom{n}{y_j} + y_j \\log p + (n - y_j) \\log (1 - p) \n", - "\\end{align}\n", - "\n", - "dropping the first additive constant term and summing over $J$ groups: \n", - "\n", - "\\begin{equation}\n", - "\\log L(p) = \\sum_j^J y_j \\log p_j + (n - y_j) \\log (1 - p_j) \n", - "\\end{equation}\n", - "\n", - "Replacing $p_j$ with inverse logit:\n", - "\\begin{equation}\n", - "\\log L(p) = \\sum_j^J y_j x_j - n_j \\log (1 + e^{x_j}) \n", - "\\end{equation}\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "## Latent variable term\n", - "\n", - "\n", - "The latent variables are assumed to be drawn like:\n", - "\n", - "\\begin{equation}\n", - "x \\sim N(\\mu = a, \\Sigma = Q^{-1})\n", - "\\end{equation}\n", - "\n", - "with the hyperparameters then being $\\theta=\\{a, Q\\}$.\n", - "\n", - "So, assuming that Q is chosen and will not be tuned:\n", - "\\begin{equation}\n", - "\\log p(x|\\theta) = \\frac{1}{2}\\log |Q|-\\frac{1}{2}(x - a)^TQ(x-a)\n", - "\\end{equation}\n", - "We will drop the additive\n", - "\n", - "## The whole thing\n", - "Up to additive constants of parameters that we will not optimize: \n", - "\\begin{equation}\n", - "\\log p(y, x, \\theta) = \\sum_j^J y_j x_j - n_j\\log (1 + e^{x_j}) + \\frac{1}{2}\\log |Q| -\\frac{1}{2} (x - a)^T Q (x-a) + \\log p(\\theta)\n", - "\\end{equation}" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "a = sp.var(\"a\")\n", - "Q = sp.var(\"Q\")\n", - "Qd = sp.var(\"Q_{det}\")\n", - "# for the sympy derivation, just assume 1D\n", - "normal_LL = sp.Rational(1, 2) * sp.log(Qd) - sp.Rational(1, 2) * ((x - a) * Q * (x - a))\n", - "normal_LL" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "full_LD = normal_LL + binomial_LL\n", - "full_LD" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Laplace approximation example" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compute:\n", - "\\begin{equation}\n", - "\\int_{-10}^{10} e^{\\frac{sin(x)}{x}} dx\n", - "\\end{equation}\n", - "with both Gaussian quadrature and with Laplace approximation." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "\n", - "width = 10\n", - "f = 3 * sp.sin(x) / x\n", - "test_f = lambda xs: np.array([float(f.subs(x, xv)) for xv in xs])\n", - "points, weights = np.polynomial.legendre.leggauss(40)\n", - "mapped_x = points * width\n", - "mapped_w = weights * width\n", - "print(\"true val\", np.sum(mapped_w * np.exp(test_f(mapped_x))))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "f0 = float(sp.limit(f, x, 0))\n", - "# use sp.limit instead of subs since the derivative at x=0 involves some\n", - "# division by zero in the form derived via sympy\n", - "fdd0 = float(sp.limit((sp.diff(sp.diff(f))), x, 0))\n", - "integral = np.exp(f0) * np.sqrt(2 * np.pi / np.abs(fdd0))\n", - "print(\"laplace appx val: \", integral)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "xplt = np.linspace(-10, 10, 100)\n", - "true_f = np.exp(test_f(xplt))\n", - "quadratic = np.exp(f0 - 0.5 * np.abs(fdd0) * xplt**2)\n", - "plt.plot(xplt, true_f, \"b-\")\n", - "plt.plot(xplt, quadratic, \"r-\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# INLA" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In order to do a quadratic/gaussian approximation for Laplace approximation, we need derivatives of the joint density as a function of the latent variables." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "grad_LD = sp.diff(full_LD, x)\n", - "hess_LD_ugly = sp.diff(grad_LD, x)\n", - "display(grad_LD)\n", - "display(hess_LD_ugly)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "hess_LD = -Q - (n * sp.exp(x) / ((sp.exp(x) + 1) ** 2))\n", - "(hess_LD - hess_LD_ugly).simplify()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The above derivation is only correct for a problem with a single x. Extending by hand to the matrix setting:\n", - "\n", - "\\begin{align}\n", - "f(x) = \\log p(x, y, \\theta) \\\\\n", - "\\nabla f(x) = vec \\big[ y_i - \\frac{n_ie^{x_i}}{e^{x_i} + 1}\\big] - Q(x-a)\\\\\n", - "Hf(x) = -Q - diag \\big[ \\frac{n_i * e^{x_i}}{(e^{x_i} + 1)^2}]\n", - "\\end{align}\n", - "\n", - "Or more usefully from a code perspective, if the terms in $\\log p(y | x, \\theta)$ are separable and we drop terms that are constant in $x$:\n", - "\n", - "\\begin{align}\n", - "f(x) &= \\log p(y | x, \\theta) + \\log p(x | \\theta)\\\\\n", - "f(x) &= g(x, \\theta) - \\frac{1}{2} (x - a)^TQ(x - a)\\\\\n", - "\\nabla f(x) &= vec \\big[ \\frac{dg(x_i)}{dx_i}\\big] - Q(x-a)\\\\\n", - "Hf(x) &= diag \\big[ \\frac{d^2g(x_i)}{dx_i^2}\\big] -Q\n", - "\\end{align}\n", - "This is nice because it leaves the specification of the model transforming from $x_i$ to $y_i$ unspecified and flexible. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Replicating R-INLA results\n", - "\n", - "## Joint density and its gradient and Hessian" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Because each $x_i$ is an i.i.d. draw, we know that $Q$ is diagonal. That is, there is no interdependence between $x_i$ and $x_j$. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "from IPython.display import display\n", - "\n", - "n_i = np.full(4, 50)\n", - "x_i = np.array(\n", - " [0.0542217351633235, -0.7058565689642957, 0.5411263138456900, 1.1393884075711429]\n", - ")\n", - "p_i = np.array(\n", - " [0.5135521136895386, 0.3305150325484877, 0.6320743881220601, 0.7575673322021476]\n", - ")\n", - "y_i = np.array([28, 14, 33, 36])\n", - "rinla_cis = np.array(\n", - " [\n", - " [-0.2914459, 0.7714731],\n", - " [-1.399438, -0.1621846],\n", - " [0.05145177, 1.165792],\n", - " [0.2554444, 1.437953],\n", - " ]\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Note that if you want to ignore the Q_det term, it's simple to do so by just\n", - "# setting it equal to one. Then, the log Q_det = 0. This can be nice for\n", - "# optimizing over x.\n", - "calc_log_joint_sp = sp.lambdify([x, y, n, a, Q, Qd], full_LD, \"numpy\")\n", - "calc_log_joint_sp(x_i, y_i, n_i, 0, 1.0, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "full_LD" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Qv is the value on the precision matrix diagonal. We can either treat Qv as\n", - "# known and infer the x_i via what would seem to be a purely frequentist maximum\n", - "# likelihood estimation. Or we can treat Qv as drawn from a prior distribution\n", - "# and infer the posterior distribution of both x_i and Qv.\n", - "def calc_precision_matrixQ(Qv):\n", - " return np.diag(np.full(x_i.shape[0], Qv))\n", - "\n", - "\n", - "def calc_log_joint(x, y, n, a, Q):\n", - " term1 = -(x - a).T.dot(Q).dot(x - a) / 2\n", - " term2 = np.sum(-n * np.log(np.exp(x) + 1))\n", - " term3 = np.sum(x * y)\n", - " term4 = np.log(np.linalg.det(Q)) / 2\n", - " return term1 + term2 + term3 + term4\n", - "\n", - "\n", - "def calc_log_joint_xonly(x, y, n, a, Q):\n", - " term1 = -(x - a).T.dot(Q).dot(x - a) / 2\n", - " term2 = np.sum(-n * np.log(np.exp(x) + 1))\n", - " term3 = np.sum(x * y)\n", - " return term1 + term2 + term3\n", - "\n", - "\n", - "def calc_gradx_log_joint(x, y, n, a, Q):\n", - " term1 = -Q.dot(x - a)\n", - " term2 = -(n * np.exp(x) / (np.exp(x) + 1))\n", - " term3 = y\n", - " return term1 + term2 + term3\n", - "\n", - "\n", - "def calc_hessx_log_joint(x, y, n, a, Q):\n", - " term1 = -np.diag(n * np.exp(x) / ((np.exp(x) + 1) ** 2))\n", - " term2 = -Q\n", - " return term1 + term2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's check that gradient and hessian numerically." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "Qv0 = 1.0\n", - "Qmat = calc_precision_matrixQ(Qv0)\n", - "dx = 0.001\n", - "\n", - "\n", - "def calc_numerical_grad(local_x_i, row):\n", - " dx_vec = np.zeros(4)\n", - " dx_vec[row] = dx\n", - " f0 = calc_log_joint_xonly(local_x_i - dx_vec, y_i, n_i, 0, Qmat)\n", - " f2 = calc_log_joint_xonly(local_x_i + dx_vec, y_i, n_i, 0, Qmat)\n", - " return (f2 - f0) / (2 * dx)\n", - "\n", - "\n", - "num_grad = np.empty(4)\n", - "for i in range(4):\n", - " num_grad[i] = calc_numerical_grad(x_i, i)\n", - "analytical_grad = calc_gradx_log_joint(x_i, y_i, n_i, 0, Qmat)\n", - "num_grad, analytical_grad" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "num_hess = np.empty((4, 4))\n", - "for i in range(4):\n", - " for j in range(4):\n", - " dx_vec = np.zeros(4)\n", - " dx_vec[j] = dx\n", - " g0 = calc_numerical_grad(x_i + dx_vec, i)\n", - " g2 = calc_numerical_grad(x_i - dx_vec, i)\n", - " num_hess[i, j] = (g2 - g0) / (2 * dx)\n", - "np.set_printoptions(linewidth=100)\n", - "analytical_hess = calc_hessx_log_joint(x_i, y_i, n_i, a, Qmat)\n", - "num_hess, analytical_hess" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Great! Looks good." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Finding the maximum of the joint density as a function of $x$\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import scipy.optimize\n", - "\n", - "# Remember that x_i is unknown here since we only observe y_i and n_i. a and Qmat are assumed.\n", - "def calc_x0_brute(av, Qmat):\n", - " return scipy.optimize.minimize(\n", - " lambda xvec: -calc_log_joint_xonly(xvec, y_i, n_i, av, Qmat),\n", - " np.zeros_like(y_i),\n", - " jac=lambda xvec: -calc_gradx_log_joint(xvec, y_i, n_i, av, Qmat),\n", - " method=\"BFGS\"\n", - " # hess=lambda xvec: calc_hessx_log_joint(xvec, y_i, n_i, 0, Qmat),\n", - " # method='Newton-CG'\n", - " )\n", - "\n", - "\n", - "x_max = calc_x0_brute(0, Qmat)\n", - "x_max" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "I *think* that this is the maximum likelihood estimate for $x$. In which case it should track somewhat with the true `x_i` array. And it does." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "x_i, y_i" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "gradx_max = calc_gradx_log_joint(x_max[\"x\"], y_i, n_i, 0, Qmat)\n", - "np.testing.assert_allclose(gradx_max, 0, atol=1e-5)\n", - "gradx_max" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "hessx_max = calc_hessx_log_joint(x_max[\"x\"], y_i, n_i, 0, Qmat)\n", - "hessx_max" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Quadratic approximation of the log density" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def appx_density(pts, x0, fx0):\n", - " hessx_max = calc_hessx_log_joint(x0, y_i, n_i, 0, Qmat)\n", - " x_deviation = pts - x0\n", - " return -fx0 + 0.5 * np.sum(x_deviation.dot(hessx_max) * x_deviation, axis=1)\n", - "\n", - "\n", - "pltx = np.linspace(x_max[\"x\"][0] - 1, x_max[\"x\"][0] + 1, 50)\n", - "plty = np.linspace(x_max[\"x\"][1] - 1, x_max[\"x\"][1] + 1, 50)\n", - "pltX, pltY = np.meshgrid(pltx, plty)\n", - "plt_pts = np.stack((pltX, pltY), axis=2).reshape((-1, 2))\n", - "plt_pts_full = np.empty((plt_pts.shape[0], 4))\n", - "plt_pts_full[:, :2] = plt_pts\n", - "plt_pts_full[:, 2:] = x_max[\"x\"][2:]\n", - "density = np.array(\n", - " [\n", - " calc_log_joint_xonly(\n", - " plt_pts_full[i], y_i[None, None, :], n_i[None, None, :], 0, Qmat\n", - " )\n", - " for i in range(plt_pts_full.shape[0])\n", - " ]\n", - ")\n", - "\n", - "x_deviation = plt_pts_full - x_max[\"x\"]\n", - "density_quadratic = appx_density(plt_pts_full, x_max[\"x\"], x_max[\"fun\"])\n", - "error = density - density_quadratic" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "plt.figure(figsize=(15, 5), constrained_layout=True)\n", - "plt.subplot(1, 3, 1)\n", - "levels = np.linspace(np.min(density), np.max(density), 21)\n", - "cntf = plt.contourf(pltX, pltY, density.reshape(pltX.shape), levels=levels)\n", - "plt.contour(\n", - " pltX,\n", - " pltY,\n", - " density.reshape(pltX.shape),\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " levels=levels,\n", - ")\n", - "plt.plot([x_max[\"x\"][0]], [x_max[\"x\"][1]], \"ro\")\n", - "cbar = plt.colorbar(cntf)\n", - "plt.xlabel(\"$x_0$\")\n", - "plt.ylabel(\"$x_1$\")\n", - "cbar.set_label(\"density\")\n", - "\n", - "plt.subplot(1, 3, 2)\n", - "cntf = plt.contourf(pltX, pltY, density_quadratic.reshape(pltX.shape), levels=levels)\n", - "plt.contour(\n", - " pltX,\n", - " pltY,\n", - " density_quadratic.reshape(pltX.shape),\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " levels=levels,\n", - ")\n", - "plt.plot([x_max[\"x\"][0]], [x_max[\"x\"][1]], \"ro\")\n", - "cbar = plt.colorbar(cntf)\n", - "plt.xlabel(\"$x_0$\")\n", - "plt.ylabel(\"$x_1$\")\n", - "cbar.set_label(\"quadratic\")\n", - "\n", - "plt.subplot(1, 3, 3)\n", - "cntf = plt.contourf(pltX, pltY, error.reshape(pltX.shape))\n", - "plt.contour(\n", - " pltX, pltY, error.reshape(pltX.shape), colors=\"k\", linestyles=\"-\", linewidths=0.5\n", - ")\n", - "plt.plot([x_max[\"x\"][0]], [x_max[\"x\"][1]], \"ro\")\n", - "cbar = plt.colorbar(cntf)\n", - "plt.xlabel(\"$x_0$\")\n", - "plt.ylabel(\"$x_1$\")\n", - "cbar.set_label(\"error\")\n", - "\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Convert from log-p-space to p-space. I also offset since these are\n", - "# un-normalized and, in log space, any constant can be legally added or\n", - "# subtracted.\n", - "density_offset = np.max(density)\n", - "exp_density = np.exp(density - density_offset)\n", - "exp_density_quadratic = np.exp(density_quadratic - density_offset)\n", - "exp_error = exp_density - exp_density_quadratic\n", - "\n", - "plt.figure(figsize=(15, 5), constrained_layout=True)\n", - "plt.subplot(1, 3, 1)\n", - "levels = np.linspace(np.min(exp_density), np.max(exp_density), 21)\n", - "cntf = plt.contourf(pltX, pltY, exp_density.reshape(pltX.shape), levels=levels)\n", - "plt.contour(\n", - " pltX,\n", - " pltY,\n", - " exp_density.reshape(pltX.shape),\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " levels=levels,\n", - ")\n", - "plt.plot([x_max[\"x\"][0]], [x_max[\"x\"][1]], \"ro\")\n", - "cbar = plt.colorbar(cntf)\n", - "plt.xlabel(\"$x_0$\")\n", - "plt.ylabel(\"$x_1$\")\n", - "cbar.set_label(\"density\")\n", - "\n", - "plt.subplot(1, 3, 2)\n", - "cntf = plt.contourf(\n", - " pltX, pltY, exp_density_quadratic.reshape(pltX.shape), levels=levels\n", - ")\n", - "plt.contour(\n", - " pltX,\n", - " pltY,\n", - " exp_density_quadratic.reshape(pltX.shape),\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " levels=levels,\n", - ")\n", - "plt.plot([x_max[\"x\"][0]], [x_max[\"x\"][1]], \"ro\")\n", - "cbar = plt.colorbar(cntf)\n", - "plt.xlabel(\"$x_0$\")\n", - "plt.ylabel(\"$x_1$\")\n", - "cbar.set_label(\"quadratic\")\n", - "\n", - "plt.subplot(1, 3, 3)\n", - "cntf = plt.contourf(pltX, pltY, exp_error.reshape(pltX.shape))\n", - "plt.contour(\n", - " pltX,\n", - " pltY,\n", - " exp_error.reshape(pltX.shape),\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - ")\n", - "plt.plot([x_max[\"x\"][0]], [x_max[\"x\"][1]], \"ro\")\n", - "cbar = plt.colorbar(cntf)\n", - "plt.xlabel(\"$x_0$\")\n", - "plt.ylabel(\"$x_1$\")\n", - "cbar.set_label(\"error\")\n", - "\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Integrating" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, let's integrate the true joint density with a Gaussian quadrature rule. This is impractical for a larger problem, but it works just fine for a 4D problem. Then, we'll compare with the Laplace approximation integral." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "qgaussx, qgaussw = np.polynomial.legendre.leggauss(10)\n", - "\n", - "qx0, qx1, qx2, qx3 = np.meshgrid(qgaussx, qgaussx, qgaussx, qgaussx)\n", - "qx = np.stack((qx0, qx1, qx2, qx3), axis=4).reshape((-1, 4))\n", - "qx += x_max[\"x\"]\n", - "qw = (\n", - " qgaussw[None, None, None, :]\n", - " * qgaussw[None, None, :, None]\n", - " * qgaussw[None, :, None, None]\n", - " * qgaussw[:, None, None, None]\n", - ").flatten()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "np.min(qx, axis=0), np.max(qx, axis=0), np.sum(qw)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "density_qx = np.array(\n", - " [np.exp(calc_log_joint_xonly(qx[i], y_i, n_i, 0, Qmat)) for i in range(qx.shape[0])]\n", - ")\n", - "gauss_I = np.sum(qw * density_qx)\n", - "laplace_I = (\n", - " np.exp(-x_max[\"fun\"])\n", - " * ((2 * np.pi) ** (y_i.shape[0] / 2))\n", - " / np.sqrt(np.linalg.det(-hessx_max))\n", - ")\n", - "gauss_I, laplace_I" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Dang**!!! Pretty good!!!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Plotting a slice of $p(x|y,\\theta)$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "I'll plot for various values of $x_0$ while holding $x_{1..3}$ fixed and equal to the MLE estimate.\n", - "\n", - "I'm a bit suspicious about some of this since I'm using a joint density function between all $x_{0..3}$ and then just normalizing the \"cdf\". I think this is wrong since I should be integrating out the other variables to get a marginal distribution for a single $x_j$. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import scipy.integrate\n", - "\n", - "for j in range(4):\n", - " xj_vals = np.linspace(-2, 2, 200)\n", - " x_vals = np.empty((200, 4))\n", - " x_vals[:, :] = x_max[\"x\"]\n", - " x_vals[:, j] = xj_vals\n", - " density_xj = np.array(\n", - " [\n", - " np.exp(calc_log_joint_xonly(x_vals[i], y_i, n_i, 0, Qmat))\n", - " for i in range(x_vals.shape[0])\n", - " ]\n", - " )\n", - " scaled = density_xj / laplace_I\n", - " # plt.plot(xj_vals, scaled)\n", - " # plt.show()\n", - "\n", - " cdf = np.array(\n", - " [\n", - " scipy.integrate.simpson(scaled[:i], xj_vals[:i])\n", - " for i in range(1, xj_vals.shape[0])\n", - " ]\n", - " )\n", - " normalize = cdf[-1]\n", - " cdf /= normalize\n", - "\n", - " # plt.plot(xj_vals[1:], cdf)\n", - " # plt.show()\n", - " ci = (xj_vals[np.argmax(cdf > 0.025) - 1], xj_vals[np.argmax(cdf > 0.975) + 1])\n", - " print(f\"x[{j}] ci here: {ci} \\nr-inla ci: {rinla_cis[j]} \\ntrue val: {x_i[j]}\\n\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## A better marginal distribution." - ] - } - ], - "metadata": { - "interpreter": { - "hash": "a9637099bd81b2ef0895c64d539356b45819bc945d59d426757b1f51ae370d50" - }, - "kernelspec": { - "display_name": "Python 3.10.2 64-bit ('imprint': conda)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.9" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/inla_explore/pyinla.md b/research/inla_explore/pyinla.md deleted file mode 100644 index 2c3fb540..00000000 --- a/research/inla_explore/pyinla.md +++ /dev/null @@ -1,591 +0,0 @@ ---- -jupyter: - jupytext: - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: 'Python 3.10.2 64-bit (''imprint'': conda)' - language: python - name: python3 ---- - -# Log joint distribution - - - -Let's be super anal and carefully using symbolic algebra to derive correct terms. I always get constants and signs wrong and this will probably save me some time in the medium run. - -```python -import sympy as sp - -x = sp.var("x", real=True) -y = sp.var("y", real=True, positive=True) -n = sp.var("n", real=True, positive=True) -p = sp.var("p", real=True, positive=True) -logit = sp.log(p / (1 - p)) -display(logit) -inv_logit = 1 / (1 + sp.exp(-x)) - -# check inverse logit -assert (inv_logit.subs(x, logit)).simplify() == p -``` - -```python -binomial_L_p = p**y * (1 - p) ** (n - y) -binomial_LL_p = y * sp.log(p) + (n - y) * sp.log(1 - p) - -# check binomial LL -assert (sp.log(binomial_L_p) - binomial_LL_p).simplify().subs( - [(p, 0.5), (n, 10), (y, 6)] -) < 1e-15 -``` - -```python -binomial_LL = binomial_LL_p.subs(p, inv_logit).simplify() - -binomial_LL -``` - - - - -Copying over stuff from the [INLA Approaches doc](https://docs.google.com/document/d/1RDrGK3Pc-n5BOD2YA0DB702VY2uNEhJ_ur5UrlgVzrI/edit) with Mike and from the [INLA from scratch](https://stefansiegert.net/inla-project/inla-from-scratch) page. - -The log joint distribution! -\begin{equation} -\log p(y, x, \theta) = \log p(y | x,\theta) + \log p(x|\theta) + \log p(\theta) -\end{equation} - -Three terms: -1. The data distribution (likelihood). -2. The latent variable distribution. -3. The priors. - -## Likelihood term - -The first likelihood term is simple and is the typical binomial log likelihood: - -\begin{align} -L_j(p) = \binom{n}{y_j} p^{y_j} (1 - p)^{n-y_j} \\ -\log L_j(p) = \log \binom{n}{y_j} + y_j \log p + (n - y_j) \log (1 - p) -\end{align} - -dropping the first additive constant term and summing over $J$ groups: - -\begin{equation} -\log L(p) = \sum_j^J y_j \log p_j + (n - y_j) \log (1 - p_j) -\end{equation} - -Replacing $p_j$ with inverse logit: -\begin{equation} -\log L(p) = \sum_j^J y_j x_j - n_j \log (1 + e^{x_j}) -\end{equation} - - - - - -## Latent variable term - - -The latent variables are assumed to be drawn like: - -\begin{equation} -x \sim N(\mu = a, \Sigma = Q^{-1}) -\end{equation} - -with the hyperparameters then being $\theta=\{a, Q\}$. - -So, assuming that Q is chosen and will not be tuned: -\begin{equation} -\log p(x|\theta) = \frac{1}{2}\log |Q|-\frac{1}{2}(x - a)^TQ(x-a) -\end{equation} -We will drop the additive - -## The whole thing -Up to additive constants of parameters that we will not optimize: -\begin{equation} -\log p(y, x, \theta) = \sum_j^J y_j x_j - n_j\log (1 + e^{x_j}) + \frac{1}{2}\log |Q| -\frac{1}{2} (x - a)^T Q (x-a) + \log p(\theta) -\end{equation} - - -```python -a = sp.var("a") -Q = sp.var("Q") -Qd = sp.var("Q_{det}") -# for the sympy derivation, just assume 1D -normal_LL = sp.Rational(1, 2) * sp.log(Qd) - sp.Rational(1, 2) * ((x - a) * Q * (x - a)) -normal_LL -``` - -```python -full_LD = normal_LL + binomial_LL -full_LD -``` - -# Laplace approximation example - - -Compute: -\begin{equation} -\int_{-10}^{10} e^{\frac{sin(x)}{x}} dx -\end{equation} -with both Gaussian quadrature and with Laplace approximation. - -```python -import numpy as np - -width = 10 -f = 3 * sp.sin(x) / x -test_f = lambda xs: np.array([float(f.subs(x, xv)) for xv in xs]) -points, weights = np.polynomial.legendre.leggauss(40) -mapped_x = points * width -mapped_w = weights * width -print("true val", np.sum(mapped_w * np.exp(test_f(mapped_x)))) -``` - -```python -f0 = float(sp.limit(f, x, 0)) -# use sp.limit instead of subs since the derivative at x=0 involves some -# division by zero in the form derived via sympy -fdd0 = float(sp.limit((sp.diff(sp.diff(f))), x, 0)) -integral = np.exp(f0) * np.sqrt(2 * np.pi / np.abs(fdd0)) -print("laplace appx val: ", integral) -``` - -```python -import matplotlib.pyplot as plt - -xplt = np.linspace(-10, 10, 100) -true_f = np.exp(test_f(xplt)) -quadratic = np.exp(f0 - 0.5 * np.abs(fdd0) * xplt**2) -plt.plot(xplt, true_f, "b-") -plt.plot(xplt, quadratic, "r-") -plt.show() -``` - -# INLA - - -In order to do a quadratic/gaussian approximation for Laplace approximation, we need derivatives of the joint density as a function of the latent variables. - -```python -grad_LD = sp.diff(full_LD, x) -hess_LD_ugly = sp.diff(grad_LD, x) -display(grad_LD) -display(hess_LD_ugly) -``` - -```python -hess_LD = -Q - (n * sp.exp(x) / ((sp.exp(x) + 1) ** 2)) -(hess_LD - hess_LD_ugly).simplify() -``` - -The above derivation is only correct for a problem with a single x. Extending by hand to the matrix setting: - -\begin{align} -f(x) = \log p(x, y, \theta) \\ -\nabla f(x) = vec \big[ y_i - \frac{n_ie^{x_i}}{e^{x_i} + 1}\big] - Q(x-a)\\ -Hf(x) = -Q - diag \big[ \frac{n_i * e^{x_i}}{(e^{x_i} + 1)^2}] -\end{align} - -Or more usefully from a code perspective, if the terms in $\log p(y | x, \theta)$ are separable and we drop terms that are constant in $x$: - -\begin{align} -f(x) &= \log p(y | x, \theta) + \log p(x | \theta)\\ -f(x) &= g(x, \theta) - \frac{1}{2} (x - a)^TQ(x - a)\\ -\nabla f(x) &= vec \big[ \frac{dg(x_i)}{dx_i}\big] - Q(x-a)\\ -Hf(x) &= diag \big[ \frac{d^2g(x_i)}{dx_i^2}\big] -Q -\end{align} -This is nice because it leaves the specification of the model transforming from $x_i$ to $y_i$ unspecified and flexible. - - -# Replicating R-INLA results - -## Joint density and its gradient and Hessian - - -Because each $x_i$ is an i.i.d. draw, we know that $Q$ is diagonal. That is, there is no interdependence between $x_i$ and $x_j$. - -```python -import numpy as np -from IPython.display import display - -n_i = np.full(4, 50) -x_i = np.array( - [0.0542217351633235, -0.7058565689642957, 0.5411263138456900, 1.1393884075711429] -) -p_i = np.array( - [0.5135521136895386, 0.3305150325484877, 0.6320743881220601, 0.7575673322021476] -) -y_i = np.array([28, 14, 33, 36]) -rinla_cis = np.array( - [ - [-0.2914459, 0.7714731], - [-1.399438, -0.1621846], - [0.05145177, 1.165792], - [0.2554444, 1.437953], - ] -) -``` - -```python -# Note that if you want to ignore the Q_det term, it's simple to do so by just -# setting it equal to one. Then, the log Q_det = 0. This can be nice for -# optimizing over x. -calc_log_joint_sp = sp.lambdify([x, y, n, a, Q, Qd], full_LD, "numpy") -calc_log_joint_sp(x_i, y_i, n_i, 0, 1.0, 1) -``` - -```python -full_LD -``` - -```python -# Qv is the value on the precision matrix diagonal. We can either treat Qv as -# known and infer the x_i via what would seem to be a purely frequentist maximum -# likelihood estimation. Or we can treat Qv as drawn from a prior distribution -# and infer the posterior distribution of both x_i and Qv. -def calc_precision_matrixQ(Qv): - return np.diag(np.full(x_i.shape[0], Qv)) - - -def calc_log_joint(x, y, n, a, Q): - term1 = -(x - a).T.dot(Q).dot(x - a) / 2 - term2 = np.sum(-n * np.log(np.exp(x) + 1)) - term3 = np.sum(x * y) - term4 = np.log(np.linalg.det(Q)) / 2 - return term1 + term2 + term3 + term4 - - -def calc_log_joint_xonly(x, y, n, a, Q): - term1 = -(x - a).T.dot(Q).dot(x - a) / 2 - term2 = np.sum(-n * np.log(np.exp(x) + 1)) - term3 = np.sum(x * y) - return term1 + term2 + term3 - - -def calc_gradx_log_joint(x, y, n, a, Q): - term1 = -Q.dot(x - a) - term2 = -(n * np.exp(x) / (np.exp(x) + 1)) - term3 = y - return term1 + term2 + term3 - - -def calc_hessx_log_joint(x, y, n, a, Q): - term1 = -np.diag(n * np.exp(x) / ((np.exp(x) + 1) ** 2)) - term2 = -Q - return term1 + term2 -``` - -Let's check that gradient and hessian numerically. - -```python -Qv0 = 1.0 -Qmat = calc_precision_matrixQ(Qv0) -dx = 0.001 - - -def calc_numerical_grad(local_x_i, row): - dx_vec = np.zeros(4) - dx_vec[row] = dx - f0 = calc_log_joint_xonly(local_x_i - dx_vec, y_i, n_i, 0, Qmat) - f2 = calc_log_joint_xonly(local_x_i + dx_vec, y_i, n_i, 0, Qmat) - return (f2 - f0) / (2 * dx) - - -num_grad = np.empty(4) -for i in range(4): - num_grad[i] = calc_numerical_grad(x_i, i) -analytical_grad = calc_gradx_log_joint(x_i, y_i, n_i, 0, Qmat) -num_grad, analytical_grad -``` - -```python -num_hess = np.empty((4, 4)) -for i in range(4): - for j in range(4): - dx_vec = np.zeros(4) - dx_vec[j] = dx - g0 = calc_numerical_grad(x_i + dx_vec, i) - g2 = calc_numerical_grad(x_i - dx_vec, i) - num_hess[i, j] = (g2 - g0) / (2 * dx) -np.set_printoptions(linewidth=100) -analytical_hess = calc_hessx_log_joint(x_i, y_i, n_i, a, Qmat) -num_hess, analytical_hess -``` - -Great! Looks good. - - -## Finding the maximum of the joint density as a function of $x$ - - -```python -import scipy.optimize - -# Remember that x_i is unknown here since we only observe y_i and n_i. a and Qmat are assumed. -def calc_x0_brute(av, Qmat): - return scipy.optimize.minimize( - lambda xvec: -calc_log_joint_xonly(xvec, y_i, n_i, av, Qmat), - np.zeros_like(y_i), - jac=lambda xvec: -calc_gradx_log_joint(xvec, y_i, n_i, av, Qmat), - method="BFGS" - # hess=lambda xvec: calc_hessx_log_joint(xvec, y_i, n_i, 0, Qmat), - # method='Newton-CG' - ) - - -x_max = calc_x0_brute(0, Qmat) -x_max -``` - -I *think* that this is the maximum likelihood estimate for $x$. In which case it should track somewhat with the true `x_i` array. And it does. - -```python -x_i, y_i -``` - -```python -gradx_max = calc_gradx_log_joint(x_max["x"], y_i, n_i, 0, Qmat) -np.testing.assert_allclose(gradx_max, 0, atol=1e-5) -gradx_max -``` - -```python -hessx_max = calc_hessx_log_joint(x_max["x"], y_i, n_i, 0, Qmat) -hessx_max -``` - -## Quadratic approximation of the log density - -```python -def appx_density(pts, x0, fx0): - hessx_max = calc_hessx_log_joint(x0, y_i, n_i, 0, Qmat) - x_deviation = pts - x0 - return -fx0 + 0.5 * np.sum(x_deviation.dot(hessx_max) * x_deviation, axis=1) - - -pltx = np.linspace(x_max["x"][0] - 1, x_max["x"][0] + 1, 50) -plty = np.linspace(x_max["x"][1] - 1, x_max["x"][1] + 1, 50) -pltX, pltY = np.meshgrid(pltx, plty) -plt_pts = np.stack((pltX, pltY), axis=2).reshape((-1, 2)) -plt_pts_full = np.empty((plt_pts.shape[0], 4)) -plt_pts_full[:, :2] = plt_pts -plt_pts_full[:, 2:] = x_max["x"][2:] -density = np.array( - [ - calc_log_joint_xonly( - plt_pts_full[i], y_i[None, None, :], n_i[None, None, :], 0, Qmat - ) - for i in range(plt_pts_full.shape[0]) - ] -) - -x_deviation = plt_pts_full - x_max["x"] -density_quadratic = appx_density(plt_pts_full, x_max["x"], x_max["fun"]) -error = density - density_quadratic -``` - -```python -plt.figure(figsize=(15, 5), constrained_layout=True) -plt.subplot(1, 3, 1) -levels = np.linspace(np.min(density), np.max(density), 21) -cntf = plt.contourf(pltX, pltY, density.reshape(pltX.shape), levels=levels) -plt.contour( - pltX, - pltY, - density.reshape(pltX.shape), - colors="k", - linestyles="-", - linewidths=0.5, - levels=levels, -) -plt.plot([x_max["x"][0]], [x_max["x"][1]], "ro") -cbar = plt.colorbar(cntf) -plt.xlabel("$x_0$") -plt.ylabel("$x_1$") -cbar.set_label("density") - -plt.subplot(1, 3, 2) -cntf = plt.contourf(pltX, pltY, density_quadratic.reshape(pltX.shape), levels=levels) -plt.contour( - pltX, - pltY, - density_quadratic.reshape(pltX.shape), - colors="k", - linestyles="-", - linewidths=0.5, - levels=levels, -) -plt.plot([x_max["x"][0]], [x_max["x"][1]], "ro") -cbar = plt.colorbar(cntf) -plt.xlabel("$x_0$") -plt.ylabel("$x_1$") -cbar.set_label("quadratic") - -plt.subplot(1, 3, 3) -cntf = plt.contourf(pltX, pltY, error.reshape(pltX.shape)) -plt.contour( - pltX, pltY, error.reshape(pltX.shape), colors="k", linestyles="-", linewidths=0.5 -) -plt.plot([x_max["x"][0]], [x_max["x"][1]], "ro") -cbar = plt.colorbar(cntf) -plt.xlabel("$x_0$") -plt.ylabel("$x_1$") -cbar.set_label("error") - - -plt.show() -``` - -```python -# Convert from log-p-space to p-space. I also offset since these are -# un-normalized and, in log space, any constant can be legally added or -# subtracted. -density_offset = np.max(density) -exp_density = np.exp(density - density_offset) -exp_density_quadratic = np.exp(density_quadratic - density_offset) -exp_error = exp_density - exp_density_quadratic - -plt.figure(figsize=(15, 5), constrained_layout=True) -plt.subplot(1, 3, 1) -levels = np.linspace(np.min(exp_density), np.max(exp_density), 21) -cntf = plt.contourf(pltX, pltY, exp_density.reshape(pltX.shape), levels=levels) -plt.contour( - pltX, - pltY, - exp_density.reshape(pltX.shape), - colors="k", - linestyles="-", - linewidths=0.5, - levels=levels, -) -plt.plot([x_max["x"][0]], [x_max["x"][1]], "ro") -cbar = plt.colorbar(cntf) -plt.xlabel("$x_0$") -plt.ylabel("$x_1$") -cbar.set_label("density") - -plt.subplot(1, 3, 2) -cntf = plt.contourf( - pltX, pltY, exp_density_quadratic.reshape(pltX.shape), levels=levels -) -plt.contour( - pltX, - pltY, - exp_density_quadratic.reshape(pltX.shape), - colors="k", - linestyles="-", - linewidths=0.5, - levels=levels, -) -plt.plot([x_max["x"][0]], [x_max["x"][1]], "ro") -cbar = plt.colorbar(cntf) -plt.xlabel("$x_0$") -plt.ylabel("$x_1$") -cbar.set_label("quadratic") - -plt.subplot(1, 3, 3) -cntf = plt.contourf(pltX, pltY, exp_error.reshape(pltX.shape)) -plt.contour( - pltX, - pltY, - exp_error.reshape(pltX.shape), - colors="k", - linestyles="-", - linewidths=0.5, -) -plt.plot([x_max["x"][0]], [x_max["x"][1]], "ro") -cbar = plt.colorbar(cntf) -plt.xlabel("$x_0$") -plt.ylabel("$x_1$") -cbar.set_label("error") - - -plt.show() -``` - -## Integrating - - -First, let's integrate the true joint density with a Gaussian quadrature rule. This is impractical for a larger problem, but it works just fine for a 4D problem. Then, we'll compare with the Laplace approximation integral. - -```python -qgaussx, qgaussw = np.polynomial.legendre.leggauss(10) - -qx0, qx1, qx2, qx3 = np.meshgrid(qgaussx, qgaussx, qgaussx, qgaussx) -qx = np.stack((qx0, qx1, qx2, qx3), axis=4).reshape((-1, 4)) -qx += x_max["x"] -qw = ( - qgaussw[None, None, None, :] - * qgaussw[None, None, :, None] - * qgaussw[None, :, None, None] - * qgaussw[:, None, None, None] -).flatten() -``` - -```python -np.min(qx, axis=0), np.max(qx, axis=0), np.sum(qw) -``` - -```python -density_qx = np.array( - [np.exp(calc_log_joint_xonly(qx[i], y_i, n_i, 0, Qmat)) for i in range(qx.shape[0])] -) -gauss_I = np.sum(qw * density_qx) -laplace_I = ( - np.exp(-x_max["fun"]) - * ((2 * np.pi) ** (y_i.shape[0] / 2)) - / np.sqrt(np.linalg.det(-hessx_max)) -) -gauss_I, laplace_I -``` - -**Dang**!!! Pretty good!!! - - -## Plotting a slice of $p(x|y,\theta)$ - - -I'll plot for various values of $x_0$ while holding $x_{1..3}$ fixed and equal to the MLE estimate. - -I'm a bit suspicious about some of this since I'm using a joint density function between all $x_{0..3}$ and then just normalizing the "cdf". I think this is wrong since I should be integrating out the other variables to get a marginal distribution for a single $x_j$. - -```python -import scipy.integrate - -for j in range(4): - xj_vals = np.linspace(-2, 2, 200) - x_vals = np.empty((200, 4)) - x_vals[:, :] = x_max["x"] - x_vals[:, j] = xj_vals - density_xj = np.array( - [ - np.exp(calc_log_joint_xonly(x_vals[i], y_i, n_i, 0, Qmat)) - for i in range(x_vals.shape[0]) - ] - ) - scaled = density_xj / laplace_I - # plt.plot(xj_vals, scaled) - # plt.show() - - cdf = np.array( - [ - scipy.integrate.simpson(scaled[:i], xj_vals[:i]) - for i in range(1, xj_vals.shape[0]) - ] - ) - normalize = cdf[-1] - cdf /= normalize - - # plt.plot(xj_vals[1:], cdf) - # plt.show() - ci = (xj_vals[np.argmax(cdf > 0.025) - 1], xj_vals[np.argmax(cdf > 0.975) + 1]) - print(f"x[{j}] ci here: {ci} \nr-inla ci: {rinla_cis[j]} \ntrue val: {x_i[j]}\n") -``` - -## A better marginal distribution. diff --git a/research/inla_explore/pyinla_hyper.ipynb b/research/inla_explore/pyinla_hyper.ipynb deleted file mode 100644 index 69e4d4f8..00000000 --- a/research/inla_explore/pyinla_hyper.ipynb +++ /dev/null @@ -1,431 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Replicating R-INLA results\n", - "\n", - "## Joint density and its gradient and Hessian" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import scipy.stats\n", - "import scipy.optimize\n", - "import scipy.integrate\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from IPython.display import display\n", - "\n", - "import inla\n", - "\n", - "nT = 50\n", - "n_i = np.full(4, nT)\n", - "x_i = np.array(\n", - " [0.0542217351633235, -0.7058565689642957, 0.5411263138456900, 1.1393884075711429]\n", - ")\n", - "p_i = np.array(\n", - " [0.5135521136895386, 0.3305150325484877, 0.6320743881220601, 0.7575673322021476]\n", - ")\n", - "y_i = np.array([28, 14, 33, 36]) * nT / 50\n", - "rinla_cis = np.array(\n", - " [\n", - " [-0.2914459, 0.7714731],\n", - " [-1.399438, -0.1621846],\n", - " [0.05145177, 1.165792],\n", - " [0.2554444, 1.437953],\n", - " ]\n", - ")\n", - "data = np.stack((y_i[None, :], n_i[None, :]), axis=2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Qv is the value on the precision matrix diagonal. We can either treat Qv as\n", - "# known and infer the x_i via what would seem to be a purely frequentist maximum\n", - "# likelihood estimation. Or we can treat Qv as drawn from a prior distribution\n", - "# and infer the posterior distribution of both x_i and Qv.\n", - "def calc_precision_matrixQ(Qv):\n", - " return np.diag(np.full(x_i.shape[0], Qv))\n", - "\n", - "\n", - "# Assume a normal prior for `a` centered at zero with variance 1 and a lognormal distribution for Qv with shape parameter 10.0.\n", - "def calc_log_prior(a, Qv):\n", - " return scipy.stats.norm.logpdf(a, 0, 1) + scipy.stats.lognorm.logpdf(Qv, 10.0)\n", - "\n", - "\n", - "def calc_log_joint(x, y, n, a, Qv):\n", - " Q = calc_precision_matrixQ(Qv)\n", - " term1 = -(x - a).T.dot(Q).dot(x - a) / 2\n", - " term2 = np.sum(x * y - n * np.log(np.exp(x) + 1))\n", - " term3 = np.log(np.linalg.det(Q)) / 2\n", - " term4 = calc_log_prior(a, Qv)\n", - " return term1 + term2 + term3 + term4\n", - "\n", - "\n", - "def calc_log_joint_xonly(x, y, n, a, Qv):\n", - " Q = calc_precision_matrixQ(Qv)\n", - " term1 = -(x - a).T.dot(Q).dot(x - a) / 2\n", - " term2 = np.sum(-n * np.log(np.exp(x) + 1))\n", - " term3 = np.sum(x * y)\n", - " return term1 + term2 + term3\n", - "\n", - "\n", - "def calc_gradx_log_joint(x, y, n, a, Qv):\n", - " Q = calc_precision_matrixQ(Qv)\n", - " term1 = -Q.dot(x - a)\n", - " term2 = y - (n * np.exp(x) / (np.exp(x) + 1))\n", - " return term1 + term2\n", - "\n", - "\n", - "def calc_hessx_log_joint(x, y, n, a, Qv):\n", - " Q = calc_precision_matrixQ(Qv)\n", - " term1 = -np.diag(n * np.exp(x) / ((np.exp(x) + 1) ** 2))\n", - " term2 = -Q\n", - " return term1 + term2" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def calc_x0_brute(av, Qv0):\n", - " return scipy.optimize.minimize(\n", - " lambda xvec: -calc_log_joint_xonly(xvec, y_i, n_i, av, Qv0),\n", - " np.zeros_like(y_i),\n", - " jac=lambda xvec: -calc_gradx_log_joint(xvec, y_i, n_i, av, Qv0),\n", - " method=\"BFGS\",\n", - " )\n", - "\n", - "\n", - "calc_x0_brute(0.0, 1.0)[\"x\"], x_i" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import inla\n", - "\n", - "model = inla.binomial_hierarchical()\n", - "inla.optimize_x0(model, data, np.array([[0.0, 1.0]]))[\"x\"]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "qv0 = 1.0\n", - "dx = 0.001\n", - "\n", - "\n", - "def calc_numerical_grad(local_x_i, row):\n", - " dx_vec = np.zeros(4)\n", - " dx_vec[row] = dx\n", - " f0 = calc_log_joint(local_x_i - dx_vec, y_i, n_i, 0, qv0)\n", - " f2 = calc_log_joint(local_x_i + dx_vec, y_i, n_i, 0, qv0)\n", - " f0_xonly = calc_log_joint_xonly(local_x_i - dx_vec, y_i, n_i, 0, qv0)\n", - " f2_xonly = calc_log_joint_xonly(local_x_i + dx_vec, y_i, n_i, 0, qv0)\n", - "\n", - " # check that xonly is only dropping terms independent of x\n", - " np.testing.assert_allclose(f2 - f0, f2_xonly - f0_xonly)\n", - " return (f2 - f0) / (2 * dx)\n", - "\n", - "\n", - "num_grad = np.empty(4)\n", - "for i in range(4):\n", - " num_grad[i] = calc_numerical_grad(x_i, i)\n", - "analytical_grad = calc_gradx_log_joint(x_i, y_i, n_i, 0, qv0)\n", - "\n", - "num_hess = np.empty((4, 4))\n", - "for i in range(4):\n", - " for j in range(4):\n", - " dx_vec = np.zeros(4)\n", - " dx_vec[j] = dx\n", - " g0 = calc_numerical_grad(x_i - dx_vec, i)\n", - " g2 = calc_numerical_grad(x_i + dx_vec, i)\n", - " num_hess[i, j] = (g2 - g0) / (2 * dx)\n", - "np.set_printoptions(linewidth=100)\n", - "analytical_hess = calc_hessx_log_joint(x_i, y_i, n_i, 0, qv0)\n", - "\n", - "np.testing.assert_allclose(num_grad, analytical_grad, atol=1e-5)\n", - "np.testing.assert_allclose(num_hess, analytical_hess, atol=1e-5)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "analytical_grad" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import scipy.integrate\n", - "\n", - "x_mle = calc_x0_brute(0, 1.0)\n", - "for j in range(4):\n", - " xj_vals = np.linspace(-2, 2, 200)\n", - " x_vals = np.empty((200, 4))\n", - " x_vals[:, :] = x_mle[\"x\"]\n", - " x_vals[:, j] = xj_vals\n", - " density_xj = np.array(\n", - " [\n", - " np.exp(calc_log_joint_xonly(x_vals[i], y_i, n_i, 0, 1.0))\n", - " for i in range(x_vals.shape[0])\n", - " ]\n", - " )\n", - " scaled = density_xj # / laplace_I\n", - " # plt.plot(xj_vals, scaled)\n", - " # plt.show()\n", - "\n", - " cdf = np.array(\n", - " [\n", - " scipy.integrate.simpson(scaled[:i], xj_vals[:i])\n", - " for i in range(1, xj_vals.shape[0])\n", - " ]\n", - " )\n", - " normalize = cdf[-1]\n", - " cdf /= normalize\n", - "\n", - " # plt.plot(xj_vals[1:], cdf)\n", - " # plt.show()\n", - " ci = (xj_vals[np.argmax(cdf > 0.025) - 1], xj_vals[np.argmax(cdf > 0.975) + 1])\n", - " print(f\"x[{j}] ci here: {ci} \\nr-inla ci: {rinla_cis[j]} \\ntrue val: {x_i[j]}\\n\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Finding the maximum of the joint density as a function of $x$\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "step 1: derive expression for hyperparameters:\n", - "\\begin{align}\n", - "\\log p(y, x, \\theta) = \\log p(x|\\theta, y) + \\log p(\\theta|y) + \\log p(y)\\\\\n", - "\\log p(\\theta | y) ~~ \\propto ~~ \\log p(y, x_0, \\theta) - \\log p(x_0|y, \\theta)\\\\\n", - "\\end{align}\n", - "\n", - "step 2: laplace approximation for handling the latent variables\n", - "\\begin{align}\n", - "f(x) \\propto \\log p(y, x, \\theta)\\\\\n", - "\\log p(x_0 | y, \\theta) = \\log \\big[ \\frac{\\exp [f(x_0)]}{LA(\\int exp[f(x)] dx)} \\big]\\\\\n", - "\\log p(x_0 | y, \\theta) = \\log e^{f(x_0)} - \\log LA(\\int exp[f(x)] dx) \\big]\\\\\n", - "\\log p(x_0 | y, \\theta) = \\log e^{f(x_0)} - \\log \\big[ e^{f(x_0)} (2\\pi)^{D/2}|-Hf(x_0))|^{-1/2} \\big]\\\\\n", - "\\log p(x_0 | y, \\theta) = \\log e^{f(x_0)} - \\log e^{f(x_0)} - \\log \\big[(2\\pi)^{D/2}\\big] - \\log \\Big[|-Hf(x_0)|^{-1/2}\\Big]\\\\\n", - "\\log p(x_0 | y, \\theta) = -(D/2)\\log (2\\pi) + \\frac{1}{2}\\log \\Big[|-Hf(x_0)|\\Big]\\\\\n", - "\\end{align}\n", - "\n", - "step 3: combine\n", - "\\begin{align}\n", - "\\log p(\\theta | y) ~~ \\propto ~~ \\log p(y, x_0, \\theta) + (D/2)\\log (2\\pi) - \\frac{1}{2}\\log \\Big[|-Hf(x_0)|\\Big]\\\\\n", - "\\log p(\\theta | y) ~~ \\propto ~~ \\log p(y, x_0, \\theta) - \\frac{1}{2} \\log |-Hf(x_0)|\n", - "\\end{align}" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def calc_log_posterior_theta(a, Qv):\n", - " x0_info = calc_x0_brute(a, Qv)\n", - " detnegH = np.linalg.det(-calc_hessx_log_joint(x0_info[\"x\"], y_i, n_i, a, Qv))\n", - " ljoint = calc_log_joint(x0_info[\"x\"], y_i, n_i, a, Qv)\n", - " return ljoint - 0.5 * np.log(detnegH)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "a_vals = np.linspace(-2, 2, 30)\n", - "q_vals = np.linspace(0.25, 10.0, 20)\n", - "AA, QQ = np.meshgrid(a_vals, q_vals)\n", - "\n", - "logpost = np.array(\n", - " [[calc_log_posterior_theta(av, qv) for av in a_vals] for qv in q_vals]\n", - ")\n", - "logpost -= np.mean(logpost)\n", - "post_theta = np.exp(logpost)\n", - "post_theta_normalization = scipy.integrate.simpson(\n", - " scipy.integrate.simpson(post_theta, a_vals), q_vals\n", - ")\n", - "post_theta /= post_theta_normalization\n", - "# print(a_vals[np.argmax(logpost)])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "levels = np.linspace(0, 0.5, 21)\n", - "cntf = plt.contourf(AA, 1 / QQ, post_theta.reshape(AA.shape), levels=levels)\n", - "plt.contour(\n", - " AA,\n", - " 1 / QQ,\n", - " post_theta.reshape(AA.shape),\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " levels=levels,\n", - ")\n", - "cbar = plt.colorbar(cntf)\n", - "plt.xlabel(\"$a$\")\n", - "plt.ylabel(\"$1/Q_v$\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "idx = np.unravel_index(np.argmax(logpost), logpost.shape)\n", - "map_hyperparams = AA[idx], 2 ** QQ[idx]\n", - "map_hyperparams" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Posterior of the latent variables\n", - "$$p(x|y) = \\int p(x|y,\\theta) p(\\theta | y) d\\theta$$" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "1000**0.25" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def calc_px_given_ytheta(xj, j, a, Qv):\n", - " # laplace approximation of denomiator/scaling\n", - " x0_info = calc_x0_brute(a, Qv)\n", - " detnegH = np.linalg.det(-calc_hessx_log_joint(x0_info[\"x\"], y_i, n_i, a, Qv))\n", - " laplace_I = (\n", - " np.exp(-x0_info[\"fun\"]) * ((2 * np.pi) ** (y_i.shape[0] / 2)) / np.sqrt(detnegH)\n", - " )\n", - "\n", - " x = x0_info[\"x\"].copy()\n", - " x[j] = xj\n", - " density_x = calc_log_joint(x, y_i, n_i, a, Qv)\n", - " scaled = np.exp(density_x) / laplace_I\n", - " return scaled\n", - "\n", - "\n", - "xj_vals = np.linspace(-2, 2, 60)\n", - "for j in range(4):\n", - " px_given_ytheta = np.array(\n", - " [\n", - " [[calc_px_given_ytheta(xv, j, av, qv) for xv in xj_vals] for av in a_vals]\n", - " for qv in q_vals\n", - " ]\n", - " )\n", - "\n", - " post_x_terms = px_given_ytheta * post_theta[:, :, None]\n", - " post_x = scipy.integrate.simpson(\n", - " scipy.integrate.simpson(post_x_terms, q_vals, axis=0), a_vals, axis=0\n", - " )\n", - " cdf = np.array(\n", - " [\n", - " scipy.integrate.simpson(post_x[:i], xj_vals[:i])\n", - " for i in range(1, xj_vals.shape[0])\n", - " ]\n", - " )\n", - " normalize = cdf[-1]\n", - " cdf /= normalize\n", - " ci = (xj_vals[np.argmax(cdf > 0.025) - 1], xj_vals[np.argmax(cdf > 0.975) + 1])\n", - " print(f\"x[{j}] ci here: {ci} \\nr-inla ci: {rinla_cis[j]} \\ntrue val: {x_i[j]}\\n\")\n", - " print(xj_vals[np.argmax(post_x)])\n", - " plt.plot(xj_vals, post_x)\n", - " # plt.ylabel('$$')\n", - " plt.xlabel(f\"$x_{j}$\")\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "interpreter": { - "hash": "a9637099bd81b2ef0895c64d539356b45819bc945d59d426757b1f51ae370d50" - }, - "kernelspec": { - "display_name": "Python 3.10.2 64-bit ('imprint': conda)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.2" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/inla_explore/pyinla_hyper.md b/research/inla_explore/pyinla_hyper.md deleted file mode 100644 index 2293123b..00000000 --- a/research/inla_explore/pyinla_hyper.md +++ /dev/null @@ -1,325 +0,0 @@ ---- -jupyter: - jupytext: - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: 'Python 3.10.2 64-bit (''imprint'': conda)' - language: python - name: python3 ---- - -# Replicating R-INLA results - -## Joint density and its gradient and Hessian - -```python -%load_ext autoreload -%autoreload 2 -``` - -```python -import scipy.stats -import scipy.optimize -import scipy.integrate -import numpy as np -import matplotlib.pyplot as plt -from IPython.display import display - -import inla - -nT = 50 -n_i = np.full(4, nT) -x_i = np.array( - [0.0542217351633235, -0.7058565689642957, 0.5411263138456900, 1.1393884075711429] -) -p_i = np.array( - [0.5135521136895386, 0.3305150325484877, 0.6320743881220601, 0.7575673322021476] -) -y_i = np.array([28, 14, 33, 36]) * nT / 50 -rinla_cis = np.array( - [ - [-0.2914459, 0.7714731], - [-1.399438, -0.1621846], - [0.05145177, 1.165792], - [0.2554444, 1.437953], - ] -) -data = np.stack((y_i[None, :], n_i[None, :]), axis=2) -``` - -```python -# Qv is the value on the precision matrix diagonal. We can either treat Qv as -# known and infer the x_i via what would seem to be a purely frequentist maximum -# likelihood estimation. Or we can treat Qv as drawn from a prior distribution -# and infer the posterior distribution of both x_i and Qv. -def calc_precision_matrixQ(Qv): - return np.diag(np.full(x_i.shape[0], Qv)) - - -# Assume a normal prior for `a` centered at zero with variance 1 and a lognormal distribution for Qv with shape parameter 10.0. -def calc_log_prior(a, Qv): - return scipy.stats.norm.logpdf(a, 0, 1) + scipy.stats.lognorm.logpdf(Qv, 10.0) - - -def calc_log_joint(x, y, n, a, Qv): - Q = calc_precision_matrixQ(Qv) - term1 = -(x - a).T.dot(Q).dot(x - a) / 2 - term2 = np.sum(x * y - n * np.log(np.exp(x) + 1)) - term3 = np.log(np.linalg.det(Q)) / 2 - term4 = calc_log_prior(a, Qv) - return term1 + term2 + term3 + term4 - - -def calc_log_joint_xonly(x, y, n, a, Qv): - Q = calc_precision_matrixQ(Qv) - term1 = -(x - a).T.dot(Q).dot(x - a) / 2 - term2 = np.sum(-n * np.log(np.exp(x) + 1)) - term3 = np.sum(x * y) - return term1 + term2 + term3 - - -def calc_gradx_log_joint(x, y, n, a, Qv): - Q = calc_precision_matrixQ(Qv) - term1 = -Q.dot(x - a) - term2 = y - (n * np.exp(x) / (np.exp(x) + 1)) - return term1 + term2 - - -def calc_hessx_log_joint(x, y, n, a, Qv): - Q = calc_precision_matrixQ(Qv) - term1 = -np.diag(n * np.exp(x) / ((np.exp(x) + 1) ** 2)) - term2 = -Q - return term1 + term2 -``` - -```python -def calc_x0_brute(av, Qv0): - return scipy.optimize.minimize( - lambda xvec: -calc_log_joint_xonly(xvec, y_i, n_i, av, Qv0), - np.zeros_like(y_i), - jac=lambda xvec: -calc_gradx_log_joint(xvec, y_i, n_i, av, Qv0), - method="BFGS", - ) - - -calc_x0_brute(0.0, 1.0)["x"], x_i -``` - -```python -import inla - -model = inla.binomial_hierarchical() -inla.optimize_x0(model, data, np.array([[0.0, 1.0]]))["x"] -``` - -```python -qv0 = 1.0 -dx = 0.001 - - -def calc_numerical_grad(local_x_i, row): - dx_vec = np.zeros(4) - dx_vec[row] = dx - f0 = calc_log_joint(local_x_i - dx_vec, y_i, n_i, 0, qv0) - f2 = calc_log_joint(local_x_i + dx_vec, y_i, n_i, 0, qv0) - f0_xonly = calc_log_joint_xonly(local_x_i - dx_vec, y_i, n_i, 0, qv0) - f2_xonly = calc_log_joint_xonly(local_x_i + dx_vec, y_i, n_i, 0, qv0) - - # check that xonly is only dropping terms independent of x - np.testing.assert_allclose(f2 - f0, f2_xonly - f0_xonly) - return (f2 - f0) / (2 * dx) - - -num_grad = np.empty(4) -for i in range(4): - num_grad[i] = calc_numerical_grad(x_i, i) -analytical_grad = calc_gradx_log_joint(x_i, y_i, n_i, 0, qv0) - -num_hess = np.empty((4, 4)) -for i in range(4): - for j in range(4): - dx_vec = np.zeros(4) - dx_vec[j] = dx - g0 = calc_numerical_grad(x_i - dx_vec, i) - g2 = calc_numerical_grad(x_i + dx_vec, i) - num_hess[i, j] = (g2 - g0) / (2 * dx) -np.set_printoptions(linewidth=100) -analytical_hess = calc_hessx_log_joint(x_i, y_i, n_i, 0, qv0) - -np.testing.assert_allclose(num_grad, analytical_grad, atol=1e-5) -np.testing.assert_allclose(num_hess, analytical_hess, atol=1e-5) -``` - -```python -analytical_grad -``` - -```python -import scipy.integrate - -x_mle = calc_x0_brute(0, 1.0) -for j in range(4): - xj_vals = np.linspace(-2, 2, 200) - x_vals = np.empty((200, 4)) - x_vals[:, :] = x_mle["x"] - x_vals[:, j] = xj_vals - density_xj = np.array( - [ - np.exp(calc_log_joint_xonly(x_vals[i], y_i, n_i, 0, 1.0)) - for i in range(x_vals.shape[0]) - ] - ) - scaled = density_xj # / laplace_I - # plt.plot(xj_vals, scaled) - # plt.show() - - cdf = np.array( - [ - scipy.integrate.simpson(scaled[:i], xj_vals[:i]) - for i in range(1, xj_vals.shape[0]) - ] - ) - normalize = cdf[-1] - cdf /= normalize - - # plt.plot(xj_vals[1:], cdf) - # plt.show() - ci = (xj_vals[np.argmax(cdf > 0.025) - 1], xj_vals[np.argmax(cdf > 0.975) + 1]) - print(f"x[{j}] ci here: {ci} \nr-inla ci: {rinla_cis[j]} \ntrue val: {x_i[j]}\n") -``` - -## Finding the maximum of the joint density as a function of $x$ - - - -step 1: derive expression for hyperparameters: -\begin{align} -\log p(y, x, \theta) = \log p(x|\theta, y) + \log p(\theta|y) + \log p(y)\\ -\log p(\theta | y) ~~ \propto ~~ \log p(y, x_0, \theta) - \log p(x_0|y, \theta)\\ -\end{align} - -step 2: laplace approximation for handling the latent variables -\begin{align} -f(x) \propto \log p(y, x, \theta)\\ -\log p(x_0 | y, \theta) = \log \big[ \frac{\exp [f(x_0)]}{LA(\int exp[f(x)] dx)} \big]\\ -\log p(x_0 | y, \theta) = \log e^{f(x_0)} - \log LA(\int exp[f(x)] dx) \big]\\ -\log p(x_0 | y, \theta) = \log e^{f(x_0)} - \log \big[ e^{f(x_0)} (2\pi)^{D/2}|-Hf(x_0))|^{-1/2} \big]\\ -\log p(x_0 | y, \theta) = \log e^{f(x_0)} - \log e^{f(x_0)} - \log \big[(2\pi)^{D/2}\big] - \log \Big[|-Hf(x_0)|^{-1/2}\Big]\\ -\log p(x_0 | y, \theta) = -(D/2)\log (2\pi) + \frac{1}{2}\log \Big[|-Hf(x_0)|\Big]\\ -\end{align} - -step 3: combine -\begin{align} -\log p(\theta | y) ~~ \propto ~~ \log p(y, x_0, \theta) + (D/2)\log (2\pi) - \frac{1}{2}\log \Big[|-Hf(x_0)|\Big]\\ -\log p(\theta | y) ~~ \propto ~~ \log p(y, x_0, \theta) - \frac{1}{2} \log |-Hf(x_0)| -\end{align} - -```python -def calc_log_posterior_theta(a, Qv): - x0_info = calc_x0_brute(a, Qv) - detnegH = np.linalg.det(-calc_hessx_log_joint(x0_info["x"], y_i, n_i, a, Qv)) - ljoint = calc_log_joint(x0_info["x"], y_i, n_i, a, Qv) - return ljoint - 0.5 * np.log(detnegH) -``` - -```python -a_vals = np.linspace(-2, 2, 30) -q_vals = np.linspace(0.25, 10.0, 20) -AA, QQ = np.meshgrid(a_vals, q_vals) - -logpost = np.array( - [[calc_log_posterior_theta(av, qv) for av in a_vals] for qv in q_vals] -) -logpost -= np.mean(logpost) -post_theta = np.exp(logpost) -post_theta_normalization = scipy.integrate.simpson( - scipy.integrate.simpson(post_theta, a_vals), q_vals -) -post_theta /= post_theta_normalization -# print(a_vals[np.argmax(logpost)]) -``` - -```python -levels = np.linspace(0, 0.5, 21) -cntf = plt.contourf(AA, 1 / QQ, post_theta.reshape(AA.shape), levels=levels) -plt.contour( - AA, - 1 / QQ, - post_theta.reshape(AA.shape), - colors="k", - linestyles="-", - linewidths=0.5, - levels=levels, -) -cbar = plt.colorbar(cntf) -plt.xlabel("$a$") -plt.ylabel("$1/Q_v$") -plt.show() -``` - -```python -idx = np.unravel_index(np.argmax(logpost), logpost.shape) -map_hyperparams = AA[idx], 2 ** QQ[idx] -map_hyperparams -``` - -## Posterior of the latent variables -$$p(x|y) = \int p(x|y,\theta) p(\theta | y) d\theta$$ - -```python -1000**0.25 -``` - -```python -def calc_px_given_ytheta(xj, j, a, Qv): - # laplace approximation of denomiator/scaling - x0_info = calc_x0_brute(a, Qv) - detnegH = np.linalg.det(-calc_hessx_log_joint(x0_info["x"], y_i, n_i, a, Qv)) - laplace_I = ( - np.exp(-x0_info["fun"]) * ((2 * np.pi) ** (y_i.shape[0] / 2)) / np.sqrt(detnegH) - ) - - x = x0_info["x"].copy() - x[j] = xj - density_x = calc_log_joint(x, y_i, n_i, a, Qv) - scaled = np.exp(density_x) / laplace_I - return scaled - - -xj_vals = np.linspace(-2, 2, 60) -for j in range(4): - px_given_ytheta = np.array( - [ - [[calc_px_given_ytheta(xv, j, av, qv) for xv in xj_vals] for av in a_vals] - for qv in q_vals - ] - ) - - post_x_terms = px_given_ytheta * post_theta[:, :, None] - post_x = scipy.integrate.simpson( - scipy.integrate.simpson(post_x_terms, q_vals, axis=0), a_vals, axis=0 - ) - cdf = np.array( - [ - scipy.integrate.simpson(post_x[:i], xj_vals[:i]) - for i in range(1, xj_vals.shape[0]) - ] - ) - normalize = cdf[-1] - cdf /= normalize - ci = (xj_vals[np.argmax(cdf > 0.025) - 1], xj_vals[np.argmax(cdf > 0.975) + 1]) - print(f"x[{j}] ci here: {ci} \nr-inla ci: {rinla_cis[j]} \ntrue val: {x_i[j]}\n") - print(xj_vals[np.argmax(post_x)]) - plt.plot(xj_vals, post_x) - # plt.ylabel('$$') - plt.xlabel(f"$x_{j}$") - plt.show() -``` - -```python - -``` diff --git a/research/inla_explore/sim.ipynb b/research/inla_explore/sim.ipynb deleted file mode 100644 index 3c630fbb..00000000 --- a/research/inla_explore/sim.ipynb +++ /dev/null @@ -1,246 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import scipy.stats\n", - "import scipy.optimize\n", - "import scipy.integrate\n", - "import scipy.special\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from IPython.display import display" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "np.random.seed(100)\n", - "\n", - "n_patients_per_group = 50\n", - "n_arms = 4\n", - "n_sims = 1000\n", - "\n", - "# The group effects are drawn from a distribution with mean 0.5 and variance 1.0\n", - "mean_effect = 0.5\n", - "effect_var = 1.0\n", - "t_i = scipy.stats.norm.rvs(mean_effect, np.sqrt(effect_var), size=(n_sims, n_arms))\n", - "\n", - "# inverse logit to get probabilities from linear predictors.\n", - "p_i = scipy.special.expit(t_i)\n", - "\n", - "n_i = np.full_like(p_i, n_patients_per_group)\n", - "\n", - "# draw actual trial results.\n", - "y_i = scipy.stats.binom.rvs(n_patients_per_group, p_i)\n", - "y_i.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## INLA" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%%time\n", - "import model\n", - "\n", - "post_theta, logpost_theta_data = model.calc_posterior_theta(y_i, n_i)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%%time\n", - "mu_post, sigma_post = model.calc_posterior_x(post_theta, logpost_theta_data)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "a_grid = logpost_theta_data[\"a_grid\"]\n", - "q_grid = logpost_theta_data[\"q_grid\"]\n", - "plt.figure(figsize=(12, 8))\n", - "for i in range(6):\n", - " field = post_theta[i]\n", - " levels = None\n", - " plt.subplot(2, 3, i + 1)\n", - " cntf = plt.contourf(a_grid, 1 / q_grid, field.reshape(a_grid.shape), levels=levels)\n", - " plt.contour(\n", - " a_grid,\n", - " 1 / q_grid,\n", - " field.reshape(a_grid.shape),\n", - " colors=\"k\",\n", - " linestyles=\"-\",\n", - " linewidths=0.5,\n", - " levels=levels,\n", - " )\n", - " cbar = plt.colorbar(cntf)\n", - " plt.xlabel(\"$a$\")\n", - " plt.ylabel(\"$1/Q_v$\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "map_idx = np.argmax(post_theta.reshape((n_sims, -1)), axis=1)\n", - "map_A = a_grid.ravel()[map_idx]\n", - "map_Q = q_grid.ravel()[map_idx]\n", - "plt.figure(figsize=(8, 4))\n", - "plt.subplot(1, 2, 1)\n", - "plt.hist(map_A)\n", - "plt.xlabel(\"a\")\n", - "plt.subplot(1, 2, 2)\n", - "plt.hist(1 / map_Q)\n", - "plt.xlabel(\"1/Q\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ci025 = mu_post - 1.96 * sigma_post\n", - "ci975 = mu_post + 1.96 * sigma_post\n", - "good = (ci025 < t_i) & (t_i < ci975)\n", - "np.sum(good) / (n_sims * n_arms)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "sorted_idxs = np.argsort(t_i[:, 0])\n", - "plt.plot(ci025[sorted_idxs, 0])\n", - "plt.plot(t_i[sorted_idxs, 0])\n", - "plt.plot(mu_post[sorted_idxs, 0])\n", - "plt.plot(ci975[sorted_idxs, 0])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## MCMC" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%%time\n", - "from model import mcmc\n", - "\n", - "mcmc_results = mcmc(y_i, n_i, iterations=50000, burn_in=500, skip=3)\n", - "assert np.all(\n", - " (mcmc_results[\"CI025\"] < mcmc_results[\"mean\"])\n", - " & (mcmc_results[\"mean\"] < mcmc_results[\"CI975\"])\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"mcmc results\")\n", - "effect_estimates_in_cis = (mcmc_results[\"CI025\"][:, :4] < t_i) & (\n", - " t_i < mcmc_results[\"CI975\"][:, :4]\n", - ")\n", - "mean_est_in_cis = (mcmc_results[\"CI025\"][:, 4] < mean_effect) & (\n", - " mean_effect < mcmc_results[\"CI975\"][:, 4]\n", - ")\n", - "var_est_in_cis = (mcmc_results[\"CI025\"][:, 5] < effect_var) & (\n", - " effect_var < mcmc_results[\"CI975\"][:, 5]\n", - ")\n", - "np.sum(effect_estimates_in_cis) / (n_sims * n_arms), np.sum(mean_est_in_cis) / (\n", - " n_sims\n", - "), np.sum(var_est_in_cis) / (n_sims)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Profiling MCMC to understand the slow parts" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%load_ext line_profiler\n", - "from model import proposal, calc_log_joint, calc_log_prior\n", - "\n", - "%lprun -f mcmc -f proposal -f calc_log_joint -f calc_log_prior mcmc(y_i, n_i, iterations=10000, burn_in=500, skip=3)" - ] - } - ], - "metadata": { - "interpreter": { - "hash": "a9637099bd81b2ef0895c64d539356b45819bc945d59d426757b1f51ae370d50" - }, - "kernelspec": { - "display_name": "Python 3.10.2 64-bit ('imprint': conda)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.2" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/inla_explore/sim.md b/research/inla_explore/sim.md deleted file mode 100644 index 7dd0f238..00000000 --- a/research/inla_explore/sim.md +++ /dev/null @@ -1,156 +0,0 @@ ---- -jupyter: - jupytext: - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: 'Python 3.10.2 64-bit (''imprint'': conda)' - language: python - name: python3 ---- - -```python -%load_ext autoreload -%autoreload 2 -``` - -```python -import scipy.stats -import scipy.optimize -import scipy.integrate -import scipy.special -import numpy as np -import matplotlib.pyplot as plt -from IPython.display import display -``` - -```python -np.random.seed(100) - -n_patients_per_group = 50 -n_arms = 4 -n_sims = 1000 - -# The group effects are drawn from a distribution with mean 0.5 and variance 1.0 -mean_effect = 0.5 -effect_var = 1.0 -t_i = scipy.stats.norm.rvs(mean_effect, np.sqrt(effect_var), size=(n_sims, n_arms)) - -# inverse logit to get probabilities from linear predictors. -p_i = scipy.special.expit(t_i) - -n_i = np.full_like(p_i, n_patients_per_group) - -# draw actual trial results. -y_i = scipy.stats.binom.rvs(n_patients_per_group, p_i) -y_i.shape -``` - -## INLA - -```python -%%time -import model - -post_theta, logpost_theta_data = model.calc_posterior_theta(y_i, n_i) -``` - -```python -%%time -mu_post, sigma_post = model.calc_posterior_x(post_theta, logpost_theta_data) -``` - -```python -a_grid = logpost_theta_data["a_grid"] -q_grid = logpost_theta_data["q_grid"] -plt.figure(figsize=(12, 8)) -for i in range(6): - field = post_theta[i] - levels = None - plt.subplot(2, 3, i + 1) - cntf = plt.contourf(a_grid, 1 / q_grid, field.reshape(a_grid.shape), levels=levels) - plt.contour( - a_grid, - 1 / q_grid, - field.reshape(a_grid.shape), - colors="k", - linestyles="-", - linewidths=0.5, - levels=levels, - ) - cbar = plt.colorbar(cntf) - plt.xlabel("$a$") - plt.ylabel("$1/Q_v$") -plt.show() -``` - -```python -map_idx = np.argmax(post_theta.reshape((n_sims, -1)), axis=1) -map_A = a_grid.ravel()[map_idx] -map_Q = q_grid.ravel()[map_idx] -plt.figure(figsize=(8, 4)) -plt.subplot(1, 2, 1) -plt.hist(map_A) -plt.xlabel("a") -plt.subplot(1, 2, 2) -plt.hist(1 / map_Q) -plt.xlabel("1/Q") -plt.show() -``` - -```python -ci025 = mu_post - 1.96 * sigma_post -ci975 = mu_post + 1.96 * sigma_post -good = (ci025 < t_i) & (t_i < ci975) -np.sum(good) / (n_sims * n_arms) -``` - -```python -sorted_idxs = np.argsort(t_i[:, 0]) -plt.plot(ci025[sorted_idxs, 0]) -plt.plot(t_i[sorted_idxs, 0]) -plt.plot(mu_post[sorted_idxs, 0]) -plt.plot(ci975[sorted_idxs, 0]) -plt.show() -``` - -## MCMC - -```python -%%time -from model import mcmc - -mcmc_results = mcmc(y_i, n_i, iterations=50000, burn_in=500, skip=3) -assert np.all( - (mcmc_results["CI025"] < mcmc_results["mean"]) - & (mcmc_results["mean"] < mcmc_results["CI975"]) -) -``` - -```python -print("mcmc results") -effect_estimates_in_cis = (mcmc_results["CI025"][:, :4] < t_i) & ( - t_i < mcmc_results["CI975"][:, :4] -) -mean_est_in_cis = (mcmc_results["CI025"][:, 4] < mean_effect) & ( - mean_effect < mcmc_results["CI975"][:, 4] -) -var_est_in_cis = (mcmc_results["CI025"][:, 5] < effect_var) & ( - effect_var < mcmc_results["CI975"][:, 5] -) -np.sum(effect_estimates_in_cis) / (n_sims * n_arms), np.sum(mean_est_in_cis) / ( - n_sims -), np.sum(var_est_in_cis) / (n_sims) -``` - -# Profiling MCMC to understand the slow parts - -```python -%load_ext line_profiler -from model import proposal, calc_log_joint, calc_log_prior - -%lprun -f mcmc -f proposal -f calc_log_joint -f calc_log_prior mcmc(y_i, n_i, iterations=10000, burn_in=500, skip=3) -``` diff --git a/research/inla_explore/sim_rinla.Rmd b/research/inla_explore/sim_rinla.Rmd deleted file mode 100644 index 3a2c7458..00000000 --- a/research/inla_explore/sim_rinla.Rmd +++ /dev/null @@ -1,50 +0,0 @@ -```{r} -library(INLA) -library(boot) -``` - -```{r} -# set up super simple simulated data. -# 50 patients for each of 4 trial groups. -n_patients_per_group <- 50 -n_groups <- 4 -# The group effects are drawn from a distribution with mean 0.5 and variance 1.0 -mean_effect <- 0.5 -effect_var <- 1.0 -t_i <- rnorm(n_groups, mean_effect, sqrt(effect_var)) -# inverse logit to get probabilities from linear predictors. -p_i <- inv.logit(t_i) -``` - -```{r} -# simulate -n_sim <- 50 -CIs <- array(numeric(), c(n_sim, n_groups, 2)) -for (i in 1:n_sim) { - y_i <- rbinom(n_groups, n_patients_per_group, p_i) - df <- data.frame(y = y_i, gid = (1:n_groups)) - result <- inla( - y ~ f( - gid, - model = "iid" - ,hyper = list(theta = list(prior = "gaussian", param = c(0, 0.1))) - ), - data = df, - Ntrials = rep(n_patients_per_group, n_groups), - family = "binomial", - control.compute = list( - config = TRUE, - return.marginals.predictor = TRUE - ) - ) - for (j in 1:n_groups) { - CIs[i,j,] <- inla.hpdmarginal(0.95, result$marginals.linear.predictor[[j]]) - } -} -``` - -```{r} -theta_mat = t(matrix(rep(t_i, n_sim), ncol=n_sim)) -n_correct = sum((CIs[,,1] < theta_mat) & (theta_mat < CIs[,,2])) -n_correct / (n_sim * n_groups) -``` diff --git a/research/inla_explore/single.Rmd b/research/inla_explore/single.Rmd deleted file mode 100644 index 8c999f39..00000000 --- a/research/inla_explore/single.Rmd +++ /dev/null @@ -1,78 +0,0 @@ -```{r} -library(INLA) -library(boot) -``` - -```{r} -set.seed(1000) -# set up super simple simulated data. -# 50 patients for each of 4 trial groups. -n_patients_per_group <- 50 -n_groups <- 4 -# The group effects are drawn from a distribution with mean 0.5 and variance 1.0 -mean_effect <- 0.5 -effect_var <- 1.0 -t_i <- rnorm(n_groups, mean_effect, sqrt(effect_var)) -# inverse logit to get probabilities from linear predictors. -p_i <- inv.logit(t_i) -# simulate -y_i <- rbinom(n_groups, n_patients_per_group, p_i) -sprintf("%.16f", t_i) -sprintf("%.16f", p_i) -sprintf("%.16f", y_i) -``` - -```{r} -# Run INLA with a model where -# logit(p) = intercept + random_effect(drawn iid from normal) -# The prior on the random effect influences the sharing between groups. I -# haven't tuned this yet. -df <- data.frame(y = y_i, gid = (1:n_groups)) -result <- inla( - y ~ f( - gid, - model = "iid", - hyper = list(theta = list(prior = "gaussian", param = c(0, 0.1))) - ), - data = df, - Ntrials = rep(n_patients_per_group, n_groups), - family = "binomial", - control.compute = list( - config = TRUE, - return.marginals.predictor = TRUE - ) -) -summary(result) -# result.samp <- inla.posterior.sample(100, result) -# names(result.samp[[1]]) -# print(result.samp[[1]]) -``` - -```{r} -# Plot marginal PDFs. -# These will depend heavily on hyperparameter priors which I have just left default -# for now. -par(mfrow=c(2,2)) -for (i in 1:n_groups) { - theta_i <- result$marginals.linear.predictor[[i]][,1] - density <- result$marginals.linear.predictor[[i]][,2] - plot(theta_i, density, main=t_i[[i]]) - abline(v=mean(t_i), col="blue") -} -``` - -```{r} -# Print 95% confidence intervals for the linear predictors. -# I'm not 100% sure these are correct, but they track correctly with the y_i -for (i in 1:n_groups) { - print(t_i[[i]]) - print(inla.hpdmarginal(0.95, result$marginals.linear.predictor[[i]])) -} -``` - -```{r} -for (i in 1:n_groups) { - print(y_i[[i]]) - print(inla.pmarginal(0, result$marginals.linear.predictor[[i]])) -} -``` diff --git a/research/opt/opt.ipynb b/research/opt/opt.ipynb deleted file mode 100644 index 78a9cc66..00000000 --- a/research/opt/opt.ipynb +++ /dev/null @@ -1,764 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.append('../berry')\n", - "import berrylib.util as util\n", - "util.setup_nb()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tbent/.mambaforge/envs/imprint/lib/python3.10/site-packages/jax/_src/lib/__init__.py:33: UserWarning: JAX on Mac ARM machines is experimental and minimally tested. Please see https://github.com/google/jax/issues/5501 in the event of problems.\n", - " warnings.warn(\"JAX on Mac ARM machines is experimental and minimally tested. \"\n" - ] - } - ], - "source": [ - "from scipy.special import logit, expit\n", - "import scipy.special\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pyimprint.grid as grid\n", - "import berrylib.fast_inla as fast_inla\n", - "import berrylib.binomial as binomial" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" - ] - } - ], - "source": [ - "fi = fast_inla.FastINLA(2)\n", - "\n", - "name = 'berry2d'\n", - "n_arms = 2\n", - "n_arm_samples = 35\n", - "seed = 10\n", - "n_theta_1d = 16\n", - "sim_size = 10000\n", - "\n", - "# define null hypos\n", - "null_hypos = []\n", - "for i in range(n_arms):\n", - " n = np.zeros(n_arms)\n", - " # null is:\n", - " # theta_i <= logit(0.1)\n", - " # the normal should point towards the negative direction. but that also\n", - " # means we need to negate the logit(0.1) offset\n", - " n[i] = -1\n", - " null_hypos.append(grid.HyperPlane(n, -logit(0.1)))\n", - "\n", - "gr = grid.make_cartesian_grid_range(n_theta_1d, np.full(n_arms, -3.5), np.full(n_arms, 1.0), sim_size)\n", - "gr.create_tiles(null_hypos)\n", - "gr.prune()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "theta = gr.thetas().T\n", - "theta_tiles = grid.theta_tiles(gr)\n", - "is_null_per_arm = grid.is_null_per_arm(gr)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 9.65 s, sys: 536 ms, total: 10.2 s\n", - "Wall time: 3.57 s\n" - ] - } - ], - "source": [ - "%%time\n", - "samples = np.random.uniform(size=(sim_size, n_arm_samples, n_arms))\n", - "accumulator = binomial.binomial_accumulator(fi.rejection_inference)\n", - "typeI_sum, typeI_score = accumulator(theta_tiles, is_null_per_arm, samples)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAw8AAAIzCAYAAABGEyW0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAABYlAAAWJQFJUiTwAADjZElEQVR4nOzdd3hUVfoH8O87M5n0ZJLQO6E3gQRULFiogl2w9wK66xbXFdbtXWHd9ttdFayrropgFxWJoKKiQgJILwm9Q3qfcn5/zB0Zkplk7syZJAPfz/PME5h7zn1PJjPJfe9popQCERERERFRcyyt3QAiIiIiIooNTB6IiIiIiCgkTB6IiIiIiCgkTB6IiIiIiCgkTB6IiIiIiCgkTB6IiIiIiCgkTB6IiIiIiCgkTB6IiIiIiCgkTB6IiIiIiCgkTB6IiIiIiCgkTB6IiIiIiCgkTB6IiIiIiCgkTB6IiIiIiCgkttZuAFFbISKFGk5TqpTK1XCeNkNExgNYavw3VylV0JrtodOHiMwDMAPAIqXU9NZuDxERMXkg8pet4RylGs5BdMowkvJsAHlKqQmt3Z6Wcrp+30R06uOwJSKDUkqCPQD43/Wc0ETZjNZqPxEREVG0seeBKDSlrd0Aohg1D0AfAPmt3ZAWdrp+30R0imPyQEQUQ4x5AAAwWylV2pptCYVSam5rt6E1RPP7jrX3ABGdWjhsiYgotswwHnT64nuAiFoNkwciIiIiIgoJkwciIiIiIgoJkwciTURkhogoESlpptwco9xSv+dmichCEZnmd66lIlLiKysiIS0lKyLTRCTfqOerOz6y704fM+0TkXkiUuj3umQbr1OhiMwyW86vfI5x3Pf6Fho/F0ck7TD5Ooz3O4cy2rJQRHIClJ3le738nva13fdoVM9EW2b5/UwKjfefw3je9z4saVAn1J/NQuO8c5qIP8/vZ5Hf1M8ijO8r4s+V2feLUSfo9x3gtZsV4H3gaFDH9HvA+JnM8zu3r+3z2tLvBCKKMUopPvjgo5kHgPEAlPEY30S5EqPMjBDKTPN7bqHx3FK/4yV+MX3/z2mmnQsblPc/R9A2mfjem4wfwrlMtc+v/AwAsxq8HrPMljPKzmnQhsIG/2/08zVz/jBfh/wG7ZjRoPw0472x1K9Mvt9zSwFkh/kzyTfOV2icp+Hrke/3cETws5kTILajQTzV4P++fy+M8P0W9ucqnPdLCN+37+c4x+98jV6HSN4DOPlz6/s5+n/vJZF8lvngg4/T99HqDeCDj1h4IPTkwXehkd/MeUoaPO9/MbnQdxFgXFz5X5gVNhF7nt8Fhf9FRI7fRYPpi39oSh7CaZ/f6+K7wC2B92I1O8xyvjYUNvw5NrhIDKsdJl6LOcbP1dHg+Rl+bQh4br/jjnBiB3k95gV5vtGFbwQ/m0AX0SfVbXDM/30fafIQ1ucq3PdLCN93wwTA4XfM/z0wLUi7mn0P+L22jZJbeBMR00kvH3zwwYdSTB744COkB0JPHhzhXFD4PR/wIsn4Yx80PrwX4L6LMEcTx01fhEFD8hBu+xpc/BUGu1gKpZxfjKAXXX4XlPnhtEPTey3oRZ9xXGfyEPBc/u/jJuqa/dk0fM83+5lq7nMRwvcX9ucqkvdLU9+3cWxpU+f2ew/MCxI3lOShySSUDz744CPcB+c8EGmkvGuuLzL+O9P/mDGGeZrx33kIrDjIeRcBKAh0XsPDxteA674rpQqM+tMaHmshOto3IVBdE+V8Y8/nBjuP8q7NXwogxzcePYJ2hGu18XV0FGPAb6x/acPvx/h/qVHOEcLpwnlNfO/jPKVUnsm6ZoXzudL1fmlKXpBz+94DmWGc08f3fc3WMX+EiMiHyQORfo8YX2c0+KN9rfG1QClVFMZ5fRdYgSZ4+p6b12ACpfKbZBn2hFoNIm1fqK9ZU+V8E0SXBjnu47twmxBBO0wxJuROMyYaj9J9/kD8vg9HgPY4fM+HkBSE+5r43hMFTZaKvmCfKx3vl+Zofy/5+e73ELwTq/ONidKtdQOBiE4R3GGaSDOlVIGIFMF7MXItgPnGId+dzUcCVmxeofE1UPLgu/BehCB3WX1ExBHlO+eBRNq+1YHKBhCwXIMkrsn4OHFBF+h1DrUdzTIu4mbixEVqa5gPb5I7Tynlf+d9jt/x5oT7mvhe31Vh1tel0edK4/ulOaVh1AmJUmqRiEyA92eZ4/eYISKlAMYZPX5ERKYweSCKjjnwDk2aCWC+cTGSA+8QkUVNVWxCH+NroIs1X7LySBu9IIi0faWRlFNKlYqI77/ZaPput+/Of6BzhdqOJol3mV5f0jAf3rvbBUqpIhGZh5bbPTjf+DrDWLqzAN73abbRnkBD5BoqDTN2Mby9G+FcdOvU6HOl8f3SqozhYLnG75/x8PaOXAvv6/4xgIxWaxwRxSwOWyKKAqXUfJwYC52NExeDodzJDcZ3sRloqENBgzJtTVton68NzQ0v8V3MNjdcJSzG0KTx8F6ci1JqplJqUTSGQ4VgNry9QXON/0+D9307WymVG+XYvp9HVOd2hCDY56pNvF90UEqVGu+xmUqpDHi/VweHMBFROJg8EEWPL1GYBuA649/BJkr7BLwLKyIzcGLoT6Bz+IZCNbdxVdBjUdYW2uc/FyXY6zwH3ruypUYCGA2+i+Vgk4RDvROv4459NoAipdRspVQfI5nJNSYCR9sC4+u0Jja409UrEc7nqq28X5oS7uvjS4xau9eHiGIQkwei6PFdfEyA9wIllIml46XBjsXG/30XNosCDfsxnvNd8O1suHussdPsHJwYptKi2kL7jOFiviFj+f53XcW7m/I8eJfeBIDp0WoHTozxnxFgR2Bfr0RTSo2vvoTUt3NyOL06pUY7xhs/A9/DEca5TGmw0tHH/u03fh5LoW+Sv+nPVRt6vwRSanwN+h4wdqqe0zDxMcr4vpc8v+cdxjkaLvRARHQSJg9EUeK3bKvvD3ooE6ULADxs/OEvNFYh8k1ezQNwTxPxZsN7ge4AsNRYxShfRErgnRQ6C9Fd3aVJbaF9Sqnp8PYIOQAsNNpQghMbnJUCmB7lpUN9Q9oc8F6UFjb4WZc2U9/XtlnG+0TBexEczgXsa0Y7fDtL+x4lfj+fWU3Uj9R0GENo4H1PlIhIIbw/j+bmGpgR1ueqjbxfAmnyPeC3WtYsAIW+dhtt9w2vmt8gYco0zjEP7JEgoiYweSCKru8ShhAnSq8G0BsnLjAB74XPbKVUs2vpGxfoufBeXJTCe+e2GN4kZoJSKpzlJLVpC+0zJgFPMGL6LlyL4H3Ne0cwoT3U+KU48RoA3ou2UngTqz7wXsjmIfgqRL7jwInXbmaIk5u/4zeJtik58A41i0qPkNETlwvv91BqPF0E7/u9D7xDm5p6LUIV9ueqtd8vQTT5HjC+nwx4F2zwfdYcxqMA3oTH1PuFiMhHlFKt3QaiU5YxLCUf3rt8Qf9Yi8hCeIcSNFmOSBe/FZ8WwXsRXdTgeDa8F5++nofZLTQXQht+roiI9GPPA1F0+S5Y5jRZiqgF+fc6KKWmB5qLo5QqMnqKZhtPtWqvFRERtQ1MHoiiawaitCsxkQ6cHEtERGYweSCKEmP1ICD8HaWJosJvMj/gXeko4KpGxlKmvvcxe8+IiIg7TBPpZKxm4utl8C3P2hoTKomapJSa7jcnIF9EiuB975bCu9qOf0LRGisKERFRG8TkgUiv1Tixgk0eWn79d6KQGQlENrzzGkYZDwe8SUQegIWttPkZERG1UVxtiYiIiIiIQsI5D0REREREFBImD0REREREFBImD0REREREFBImD0REREREFBKuttSAiEwD8LBSKlfzeXcCSAOwS+d5iYiI6LTVC0C5Uqp3azZCRP4HYGCUTr9FKXVTlM5NYWDyAEBE5gHIBFCME8ts6paWmJiYOWjQoMwonZ+IiIhOI5s3b0ZNTU1rNwMABiYmSk7/gXFaT7ptixM1NVwVtK1h8gBAKTXT928RyYd3nXPddg0aNCgzPz8/CqcmIiKi001ubi4KCgp2tXY7AKD/QDs+/bK71nNecM5erFtTp/WcFDnOeSAiIiIiopCw54GIiIiIIqMA8Yj2c1Lbw54HIiIiIiIKCXseNDPmTAQSrVUIiIiIiFqf0tzzQG0SkwciIiIiiohA/7AlpiJtE5MHzYLtD2H0SOS0cHOIiIiIiLRh8kBEREREkVGAePSfk9oeTpgmIiIiIqKQsOeBiIiIiCKnu+eB2iQmD0REREQUMeEwo9MCk4cYt33rcbz64gbs2V0Gi0XQK9uBG28dhp69HS0Sv7bGhcWLtuGbFftRXelEano8LpzcCxdP7Q2brWVGxe1YdxxLXt6BI/uqYLUKeg504JJb+6NDt+QWiV9X6cS6l/dg71fHUF/lRlKWHQMv64p+kzrBYmmZtSKqt+9B2YoCOIvLIXFWJPTojIyLRsPmSG2R+ERERHR6YPLQmANAZms3ojlFhSX46f0f4bPluxsd+9ujKzHhkj74678monPX6Fw8ejwK8x5bjaf+lo+ykrqTji14dgM6dUvBT347BtfcMjgq8QGgcH0x/nr/F1j/5eFGx579fQEuuKoXfvKvc+FolxCV+G6XBx//dgO++vd21FW4Tjr2zbxCZGYnY9IjwzF0WveoxAeA6m27cfCpN1BTuPek58sAHH75AzjG5qDzXVfBmhSd14CIiAgAJ0yfRjhhGoCIzBKRhcZyqtkAHCJSaDw3p7Xb19CWTccweexLARMHAFAK+Oj9Qkwa+xL27CrTHl8phYfvzcNjv/qyUeLgc2hfJWbdvRRPzF2lPT4AbPrmCL5/4bsBEwcA8LgVli/aie9d8C6KD1drj+92ebDg+pX49JHNjRIHn+KiKrxy3Zf46ont2uMDQOW327DzV/9plDicaKQbpctXYecv/w13VU1U2kBERESnFyYPAJRSc5VS05VSuUopMR59jOdmt3b7/NXWunDjVa+j+HjzF4MH9lfglulvwOPRm7o//6+1WPTfTSGVfexXX2L5+zu1xq8orcPPrvoIVeXOZsvu3VaGX1+/DErpfQ2W/3ETNr65L6Sy7/6gALs+P6o1vrO4DHvmPA/lDJy4+KvddQD7/vWK1vhERESNeJTeB7VJTB5izNuLtmDP7tB7EzauP4plS/VdvLtcHjz9zwJTdZ76e762+ADw4QvbUXKkNuTy6z4/hE1f67t4r692YeW/toVeQQGf/22rtvgAUPzRSnhqQn8NKr7ZgLp9gXtpiIiIiELF5CHGPPfUWtN1np23Rlv85e/vxKF9labqfP3ZfmzffFxLfKUU3pq/2XS9t+aZrxPM+gV7UFvafK+Hvy3v7kfZPj3Dp5TbjZKlX5muV/zRSi3xiYiIAhGl96GtXSLjRWSeMUx9jvFvR5jnmmXUn2MMb18qIjlByvpijffFM/69UERmhP8dtS5OmI4hSimsWX3QdL1w6gSzbtWhMOsdRr9BWRHHryp3Ys9W8/M4Nq8+EnFsn32rik3XUR7gQEEJ0rslRRzfebwMrpJy0/Vqtu+JODYREVFACvr3edCQQIjINAAPK6Vy/Z7LAZAvIrlKqVIT55oHYI5SqsjvuVnGuaYrpRY1qOIAMMN4QOS7FRjnKqXmh/HttAnseYghTqcHbrf5T1J1tbm75E2prWl+jH3AepraUBd2fLeW+ADgDPNc4dZryFMf3msZbj0iIqJYZNztXwjgpPmrSqkCAAUAnjJxrhx4k4BpDQ75koBg55oPIM94zAXQp63NpzWLPQ8xxG63IjklDlWV5i4Cs7Iiv9vt48hKDKteRrvw6jWU4rDDYhHTk8DTs+K1xAeApHb2Fq3XkC0lvJ+nNbVl9r0gIqLTjwAQzZOcNeyUdK3xdXWAYwvgTSzM6uP/H6VUqdGj4AhUWCk1M4wYbRp7HmLM1Mv7m64z5Yp+2uJPuDzbdJ2ERBvOH99TS/z4BBvOmtzNdL2xV/bSEh8ABl9pPn5Slh09z2uvJb7NkYqkAb1M10s7a5iW+ERERDFiOoDSIEOTioDvhjU1y+ityGiYDIiI78IoL4J2xhQmDzHmzpkjTde5Y8YIbfEHDGmHM8/vaqrO5TcMQJpD353/q+41t/Gc1Sa49M4B2uL3PLcdOg5LN1Un985sxCVYtbUhc/K5pspbEuLhuCC3+YJERETh8M150PmIvCNjFIBgExVLja+jQz1ZkCRkdoOvjYiIQ0SmGQ9HqPHaKiYPMSb3zM64cvrAkMvfde9I9Omrd8Psh/54LuzxoV0IZ7RLwPdmhfy5DMlZk7rhrEmh3/2/edZwZHXSN3RLRHDJ3BEQa2gdqmndEnHeA/qSFwBIO2c4Ek30PnS4YTJ3mSYioqiK0mpLA0UkP9AjhCY5NJVp/L16E4IZAMYDyDV6JgKVmwPvXIkCeHsnFhqTrGMWk4cYIyL491NTMPnSvs2WvfbGIfjTY+O0tyHn7M74zytTkJDY9JSZzPaJeO7dK9G9t7m79M2xWAS/f+Vi5FzYudmyV39vMO76rf477v0mdsL058+CJa7pBCK9exLu+OACpHTUe+FuibOh58N3IrFv92bLtp82AVmXjtUan4iIKEaUBnne1yNh+g6rkRDMATATwDwYQ6CCxF5qbEZcZPRcTAfwMJdqpRaVkGDDfxdciQUvbcTTTxbg2zUnb/511piuuOu+HFw1faD/smBaXTw1G2+vvAHP/F8B3nll60mrMDkyEzDttsG4/f4R6NwtNSrxk1LteGzxZLz3zFa8OW8zdm4sOel4zkVdMO3+ITjvsh5Rew2G39gT7Qel4Yt/bMX61/bCXX9ijbrkDvEYfXcfjPlBP6R0iM4df1taCnr/4fso/mglij/8EvUH/TbCE0HKyIHIunQsUkfo7fUgIiIKSPdSrV5b/JdZjQKH2Qr+qyUZvQg7jaVa84KV83uuVETy4E0+YnK5VlGK23+3BBHJz8nJycnP17vbslIKWzYdw9495RABemU70K9/5PspmFFeWof1BYdRXelEmiMew0d3arZXQielFLavPY6j+6tgtVnQvV86uvZJa7H4AFB1rA4H15SgvtqNpEw7up2VCZtd3xyH5iiPB7VF++EsKYdYLYjv3gn29hktFp+IiFpebm4uCgoKCqJ8cd0sEckfOTQ+Z+W7PbSed8xle7BmQ13Y35+IKABFSqk+AY5lAygEsEgpNT2SdopIIYBseCdUl4ZQfha8ycOEhglHLGDPQ4wTEQwa0h6DhuhZySccaY54nHux3l8YZogI+o9sh/4j27VaG5LbxaPvhE6tFl8sFiT27Q49C+ISERGZpABpe5vElYZQxvzOr40VwJs8zIB3L4dQmV/Csg3gnAciIiIiipxSeh+RW43gF+i+50MaEiIiC0WkMMhqSb45D6P9ys8TEXUqrK7UEJMHIiIiIjoVNbUJnNn9GaYZdQJNsPada1WD50qDnMs3vjzQ5nVtHpMHIiIiIoqYePQ+NHgNCLoR3HQAeUqpRisl+W385m8RvHMUAq2slONXxmcpvEu4lgYoPw1AQbDlXds6Jg9EREREdMoxLtxnwjs5+TsikgNvz0CjidLG/hGFRhl/9wCY2TCxMJZtzQYw0z+xUErNBTAnSPnMQLFjBSdMExEREVFkfDtM6z5npKdQar6IFInIQniHFWXBuzxrsF6BPOP4Scd8ezSIyBy/eQy+IUx9AvVIKKX8y2ca5y1QSsX0cohMHoiIiIjolGUshxrS3AZjb4ZG+zM0OG4mtqnysYDJAxERERFFTLh12GmByQMRERERRS46O0xTG8MJ00REREREFBL2PBARERFRZNrohGnSj8lDjFNKYcumY9i3pxwigl7ZDvTtH2j/kuipKKvDhoIjqK50Is0Rj2GjOiIhseXeWkopFK4rxrF91bBYBd0HpKNzdmqLxQeAmuN1OLyuBK5qFxIy7eg8KgtWu7XF4iuPB849u+EuKwOsVsR16QJbZlbzFYmIiIhMYPIQo9xuD157aSOem7cG6woOn3TszDFdced9I3Hl9IEQkai1oXBzMZ775xq89+pW1FS7vns+PTMB19w+GLf/YAQ6dk2JWnxnvRsfPrsd7zy5Gbs2lJ50bMRFnXHVDwZhzGU9ovoaHF5XgtX/2oytr++Bu+7ELZekDgk44/Y+yPneACR3SIhafE99Pao++wSVny2H6/ChEwdEkDBkGFLHTUDC4KFRi09ERAQAAkCU3r+30fvrTZFg8hCDamtdmHHzu1jy3o6Ax79ZuR/frNyPZUt24u/zJsNm0z+1ZfninfjxjR+gtsbV6FhZcS2e/VsB3n5pM+a/cwWG5nTQHr+6wonfXJWHtZ8cCnh87fKDWLv8IK68fxC+9/ezopJAbFqwCx/MWAmPs3G/avWRWnw1dyM2vrwT09+5CFkD07XHd1dW4Ni//oH6XQE2u1QKtRu+Re2Gb5E29XKkXXZlVJMoIiIiTpg+PXDCdIxRSuGH93wQNHHw99r/NuJXDy3T3oY1Xx3ED65bHDBx8Hf8SA3uvvQt7NtVrjW+x6Pwx+uXB00c/L31783472/XaI0PADvzDuL9uwMnDv4q9lVj4WXLUXW4Rmt85XLh2H/+GThxaKB88Tuo/Hip1vhERER0emLyEGPyvzmItxduCbn8s0+sQdGOEq1t+Nsvv4SzPrTbCyXHajFvziqt8Vcv2Y9VS/aHXP7VOd+i+FC1tvhKKXzy8zVQ7tBmclXsr8bqf4X+MwtFdf4q1BcVhly+7J034KnRm8AQERF9xzdhWueDE6bbJCYPMeb5eebvov/3qbXa4m/feBzffBb6hTsAvPvKVpSX1mlrw7tPmrsQd7sUPnhmm7b4+1cexbEGcyyas/6/hXDVurW1ofJTcz1Kqq4OVV+v1BafiIiITk9MHmLM++9sN11n8Vvm6wSz9O3Q73b71FS78PnS3Vri19e68M0H+0zX++LtPVriA8D2d8zHrzlej31fHtUS311ejvrC5oetNWrD2nwt8YmIiAJSmh/UJnHCdAypr3ejqtJpul5Jsb7hKqXFtS1ar6HK0np4POZ/o5Qf19fzURPmuWqL9bTBU1UZXr3K8OoRERGFQjxcmON0wJ6HGBIXZ4HVav6DqXPPhYSE8M6lqw3xYZ7HnqhvzwVbmOeyJehpg8TZw6tnD68eERERkQ+ThxgiIhgxqpPpeiNHddbWhjPO7BhevVHh1WsoKS0O3QeYX/Z04Oh2WuIDQOdR5jdfEwvQcYSezfusGRmwpDtM17P3ytYSn4iIKCAOWzotMHmIMbffM8J0nTtmmq8TzIVTeqNTN3Mbv505tiv6Dtaz27GI4NKZA0zXu3TmQC3xAWDgtJ6Id8SZqtNnajekdkvSEl+sVqScN9Z0vZSxF2qJT0RERKcvJg8x5vJpA9GtR1rI5QcNbYeLJvTWFt9ms+COH480Veeun+Roiw8AE2/tC4eJXZuHndcRg85qry1+XJINOfeaSGAEGP0jfckL4E0EJCH01yBh+AjEddLXA0VERHQSBcAjeh/sfWiTmDzEmIQEG/731jXIzEpstmyXrql4YdHVsFj0TmC67QcjcPVtg0Mq+8Dvx+DCKfqSFwBIccTj92+OR2Jq83f/u/ZLw68WXKR9d+Vzfj4U/S7vFlLZ8X8bhW7n6N1l2+rIQLt77wfimn8N4rp1R9bt92iNT0RERKcnJg8xaODgdnj/s5tw/kU9Ah4XASZM6YP3P7sJPXqZnx/QHBHBn+aNwwO/H4P0jPiAZTp1S8EjT4/HvT8brT0+AAw6qz3++dkUDB4T+KLcYhGMndYL/1wxFRkdm0+0zLLYLLj8pfNw9kNDYE8NPIk7vVcyLv/feRg5s7/2+ACQMGgIOjw4G3E9egUuYLUi6exz0OGnD8OSpGfIFBERUVC6N4mjNkmUYp9QSxCR/JycnJz8fL1r7W/bchyvvbQR+/aUQwTole3AdbcMRa9sh9Y4wdTWuPD+wm1YteIAqivrkeaIxwWTe+HCqb1hs7VMblq4rhh5L+3Asf3VsNoE3fqnY9Lt/dC+W3KLxK+vdGLTq7tw4JtjcFW7kZBhR99Lu6H3hM4Qzb0+gSilUL9rJ6pXfQ13WSnEakVcl65IPuc8WNP0J49ERNQ25ObmoqCgoEApldua7RCR/JwB8Tmrnu2l9byj79yFgq11rf790cmYPLSQaCUPREREdHpi8kCtgZvEEREREVFkfBOmdZ+T2hzOeSAiIiIiopCw54GIiIiIIiSA0j3PL/rzBsk8Jg9EREREFDHhCkmnBQ5bIiIiIiKikLDngYiIiIgiwwnTpw32PBARERERUUjY80BEREREkWNPwWmByQMRERERRU73sCVqkzhsiYiIiIiIQsKeByIiIiKKjIL+fR44DKpNYvIQw0pLavHqixuw4MUN2LenHCJAr2wHbrx9GKbdMAQpqfaoxldKYdVn+/HKvPVY/fkBVFc6keaIx/mTeuKGmcMwaET7qMYHgNIjNfjouR1Y9r9CHNtXDYtV0H1AOibd3Q9jr+2NhKTovsWVR2HP8oNY/8w2HFp1DK4aFxIc8eh9STcMu6sfMgc6ohofANxlJahZuQy1BV/CU14KWK2wde6OxDEXI2H4mRBbXNTbQERERKcHUYppXUsQkfycnJyc/Px8Led7/dVNePB7S1BT7Qp4PC09Ho8/PxUTLumjJV5DxUdr8MNrFyP/i4NBy0ye1hePPDMBCYnRuYBfPG8r5j3wDVz1gXelSW+fgJ+/egGGXdApKvEr91fhvRs/xdF1xUHLDL6lDy7865mw2q3a4yulUL3sXVS+/xrgCfwaWNIz4LjzQcT1yNYen4iIWldubi4KCgoKlFK5rdkOEcnP6ZuQs/rffbWed9T9O1Cwo7bVvz86Gec8xKBFL2/E925fHDRxAIDysjrcNu1NLP2gUHv88tI63DbhjSYTBwD4cNEO3D9tMZxOt/Y2vPufzfjP978KmjgAQNnRWvxyylJsWHFYe/zqIzV4fcrSJhMHANj0YiE+uucLKI/+JL3qozdR+d6rQRMHAPCUlaDkP3+Ec98u7fGJiIjo9MPkIcYcOVSJB+5bElJZt1vhe7cvRlVlvdY2/O0XX2LHpqYvmn2+WLoHL/17ndb4+7eX48kHVoVU1lnnwZybPoWzXm8C8+msVSjfXRlS2R1v78Hml4u0xnfuKULVh4tCKqvqa1H24r+hmkgyiIiIIqZE74PaJCYPMeal59ajvi70C+HysjosemWTtvjlpXV4+39bTNV5Zd56eDTeeV/85FZTd/KPH6jByrf3aotfeaAahe+aO9+387dA5xDB6i8+MlXefeQA6rdv1BafiIjoJEqgPHofTCDaJiYPMebl59e3SJ1g3n9tG2qbGC4VyN6icnzz6T4t8d1uD/Je2GG63kfPbtcSHwC2vFoE5TaXCBz9tgTH1pdoia/qalFbsNJ0vZqvP9ESn4iIiE5fTB5iiNvtwd7dZabr7Soq1daGvUXm4wPAnjDrNVRZUo/KEvPDsA4WVWiJDwBlO8M7V9nO0IY5NcddXgK4nObrHdc/94OIiOg7HLZ0WmDyEEPCHfWic7hM2KfS1YS28BqEPXVAUxta+2dAREREpy0mDzHEZrOgc9cU0/W69UjT1oauPVPDqtelR3j1GkrJsCMx1fy+BR16mH/dgknrkRxWvdTu4dVryJLmAKzml361ZrTTEp+IiCggj+YHtUlMHmLMdTcPNV3n+luHaYs/5dr+sMebu3Dt1C0FZ1/cXUt8q82Ci282v2fBhNv0rT094LpswGRvaubAdHQYmaUlviUhEfFnnGm6XuKZY7XEJyIiCojDlk4LTB5izC13DYfNFvqPLSk5DtfdPERb/Ix2ibhkej9Tda67Z6ipNjfn0nsHmCqf1i4e50/vpS1+eq8U9JrY1VSdYXf3h4i+X4RJ500wVd6a2R72QSO0xSciIqLTE5OHGNOtRxr+8NhFIZf/2xOTkO5I0NqGhx49F916hzYUasTZnXD7j0dqjd9zSAZu+d2IkMparIIHnz0P9gS9Ozxf8JfRSOoY2uva4+LOGHKbuYSrOfbsgUi64JLQCttsSLvpPoiFH3ciIooSBcAjeh+a5uqJyHgRmScis0RkjvFvR5jnmmXUnyMiC0VkqYjktETstsLW2g0g8+68Nwcigl8+uAwuV+BBgfZ4K/7+5GRcde0g7fGzOiThhbyrcd+V72Lr+uNBy50zvjv+8colSEjU/za7/udnwGK14IVfFQSdxJ2QYsPsF8di9JRu2uOn9UjB1Ysn4r3rlqO0MPjqS9mXdsfE+efCGqf/wj3l8psAqw3Vy94NWkYSk+G448ewZw/UHp+IiKitE5FpAB5WSuX6PZcDIF9EcpVSpSbONQ/AHKVUkd9zs4xzTVdKLWpQXlvstkR0rkJDwYlIfk5OTk5+fr62c+7fW44Xn/kWC17cgAP7KyACdO+ZjhtvH4ab7jgDHTrqmaAbjMvlwfL3duLlJ79F/ucH4Kz3ICHRhrGTe+KGe4fhrAu7aR2qE8jBwnK8P38blv2vCCWHaiACdO2fhsl39cf42/ogLUtvr0tD7no3Ct/Zg2+f2YbDq47B41KIS7Gh9yXdcMbdA9DpzHZRfw1ch/ej+os81BZ8CVVVAYjA1qkbEsdcjITR58OSkBTV+ERE1Dpyc3NRUFBQ4H9x2hpEJD8nOzFn1WN6b1iO/ulmFBTVhP39GXf4SwBMUErlNTi2EACUUtNDPFcOgHwAs5VScwPEKFVKZUQjdlvD5KGFRCN58OdyeSACWK2tMzRFKQWn0wO7Xe/wIDPcLg/EIrBYWmeSlVIKHqcH1lZ8DZTbBYiFQ5SIiE4DbSt5SMpZNVdz8jBrMwqKqiNJHmYAmAcgo+FdfqNXYKFSoc3M9kse5iulZjY4pgDA/1w6Y7c1vMI4RdhsllZLHABARFo1cQC8KzG1VuIAeF+D1kwcAECsNiYOREREXtPh7REoDXCsCPjuQr5ZSqkCeBOBhomDbwnIvAZVtMVua3iVQURERESRUVF6RGYUgOIgx0qNr6NDPVmQRGB2g69Rid2WcMI0EREREbVVA0Uk4JjvEIYzORD8At6/jGnGnIZrAYwHkGv0TLRI7NbG5IGIiIiIIqY8bXIIf2mQ530X9plmTygic+C98B8F77yGoiBFtcduC5g8EBEREVHkojP/d0uUJ4Q7zFZQSn03RMlYqnWnsVRrw3kP2mO3BZzzQERERESnKkeQ5313/UsjObmxbGsxgKUBNn+LauzWwuSBiIiIiCLTNneYLg2hTHPzEkLhm+8woxVitzgmD0RERER0KloNIDvIMd/zIW3AJSILRaQwQO8CcGLOg//qSdpitzVMHoiIiIgockr0PiK3sIljwfZnCGaaUSfQJGffuVZFKXabwuSBiIiIiE5FrwFBN2ObDiBPKdVopSS/jd/8LQIwIVB5ADl+ZSKKHQuYPBARERFRhDTPd/CI95wRMDZ1mwlgzkktFcmB9+7/9EbfhXdPiUKjjL97AMxsmFgYy7ZmA5jpnwyEEztWcKnWGHdwfwXeeGUz9u0ph4igV7YD19w4CFntk1okvtvtwafv78Lqzw+gutKJ1HQ7zp/cC6PP7wKRllnv+fCuSnz6yk4c21cFq1XQbWA6LrihN1Iy4lskvtvpwa739+DQqqNw1bgRn2FHr8nd0TG3XYu9Bu6jB1C37gt4KkogVhusnXogfvi5kPjEFolPRESnNwVART7BudE5Iz6HUvNFpEhEFsI7rCgL3lWQcoPsGJ1nHD/pmFF2uojM8Zv34BvC1CdQL0IYsWOCKN0/aQpIRPJzcnJy8vP1zI05uL8Cv33oE7z/1na43Sf/DO12C664diB+M/dCZGZF5+JRKYUFT23A/Ln5OLinotHxvoMz8ePfj8G4y4PNFYrcwcIKPP2TVVi1eF+jX1j2RCsuvqUP7pibi6TUuKjEV0ph3eObsO4/m1B9pKbR8XZnZOLsX+eg+4VdohIfAFyH96L6vefh3P5t44PxiUgYfTGSJt0AiWuZRIqIiFpObm4uCgoKCqK8D0KzRCR/ZK/knG9+P0zrec/89Xqs2VXV6t8fnYzDlhoQkfEiMk9EZhnZ5bwgM+tbze6iUlx6/st49/VtjRIHAKiv92DhS5tw+QWv4MihKu3xlVKYO/tz/O7+TwImDgCwY1Mx7p+2GK/MW689PgDs3lCCh859H9+81zhxAID6Gjc+nL8ND1+0BJUlddrjK6XwyY++xMrf5AdMHADg2LfFWHzdx9i2MDpDGp17tqP88V8EThwAoK4GtZ8vRvkzf4Sqr41KG4iIiAAYXQ+aJ0zz/nabxOTBjzGpZY5SaqZSaq6xg+A8APltJYGor3fjlivfxMH9lc2WLdpegruufRu6e5cWPrsRz/9jbUhl//DDT/DV8r1a49dUOvHbSz9G2dHmk4KiNcX4y00rtMYHgLX/2ogtLxc2W065FZb94AscWXNMa3xPZRkqnn8Eqi5w4uLPtWsLKt+YpzU+ERERnZ6YPBiM5GAhgNn+zyulCuDd/OOpVmhWIx++swM7toa+p0j+1wfxxSf6Lt49HoWn5oY+9Eop4OnHCpovaMInLxXh2N7qkMsXLDmAwjXHtcV317mx9vGNIZdXLu/wJp3qVi2Dqg7c6xNI/dov4C4+rLUNREREJ9E+YZraIiYPJ1xrfF0d4NgCeNf3bXX/nbe2ReoE8/lHu7FvZ7mpOl8s3YNd20u1teH9J7earvPBk9u0xS98dzdqj5kbClX03p6gw5vMUh4Par/+yGwt1H69VEt8IiKiQJQSrQ9qm5g8nDAdQGmQ2e9FQNC1eluMUgqrvjxgut43X+7X1oaCLw+GVW/tyvDqNVRd4cSu9aWm62364oiW+ABw6Gvz5/I4PThSoGfokqf8ODyl5s/l2rVFS3wiIiI6fTF5OGEUgGDjgUqNr6ODHG8RTqcHLpfHdL3qKqe2NtRUu8KqV12tpw11VeHFrw2zXiDOMF+DcOs1pOrDmwAebj0iIqJmKegftsQJ020S93k4wYHgyYN/mSYZm4sEMtBkexqx261ITLKZvoBPz0iINPR30hzhLfmZ7tDThqT08JZdTcmwa4kPAPFhvgbxDj1tsCQmh1VPwqxHRERE5MOeh5OVBnnel1RkBjneYsZfYn7fhAlT9O21cOHUXqbr2OOtOGd8dy3x4xNtGDGus+l6o6d20xIfAHpN7Gq6jj0tDp3P6qAlvqQ4YO3a23wbBnGZbCIiihbdy7RGvsM0RQeTB3MczRVQSuUGegDQMuD8tpkjWqROMENGdsAZZ3Y0VWfytL7IaKdvs7op9w0wVV4sgkn39NMWv+v5nZHeJ81UnQHX90Fcsp7N6kQECWdPMlfJFof43Au1xCciIgqEE6ZPD0weTuYI8ryvx6G0ZZoR3Jix3TBucuh3naffPBgDh7TT2oYH/jAGVmtoH+qUNDtmzh6lNf6Zl3XD4PNCv4t/2f0D0aFHirb4YhGc/euckMsnZMVjxPeHaIsPAPEjzoe1U8+QyydeeBUsSala20BERESnHyYPJ5SGUCb0DRaiRETwxEuXYszY5ofhTJiajbmPT9DehrMv6o5Hn50Aq63pBCIlzY7/vHEpsgfqHe1ltVnwizcuRN9RWc2WvfCmbNz5mP7hOtlTe+D8uWc126OakBWPqa+OQ0pXvfMNJM6O1DsehrVD8++D+DGTkDiuTaw0TEREpzKP5ge1SUweTlgNINjkAN/zoe+OFkUpqXa8/N41+M2cC9Ar29HoeP9BWfjzP8fh2YVXID4+OnPiL71hAF7+dBomXtWnUS9EfIIVV98+GK99eS3OHGt+fkAo0rIS8Miyibj5DyPQrntSo+PZIzLwo6fPwU/+ey6s1ui8zYfeOQBXvDURPSd0bZRExCXbMOTOAZiWNxUdRurt+fGxpmch7b4/IvHiayAp6Y2O23r0R8oNP0by5XdBhN2/REREFDlRiutgAYCIzAAwTwUYZOc7BqCPUqoozPPn5+Tk5OTn680/PB6Fb77Yj317yiEC9Mx2IPeszi16sXh4fyXWrDyI6ionUtPjceYFXbWu8NQct8uDDZ8exrF91bDaBF0HpKFvblaLvgbleypxJP8oXDVuxDvs6Hp+J9hT9a3w1BzlcsJZtAmeihKI1Qprxx6wdQ59WBMREcWe3NxcFBQUFBhzK1uNiOSP7J6S89XP9Tbj7D/nY83eylb//uhkXKr1hNcAzBORaUqpRQ2OTQeQF27iEE0Wi+Ds8/WtJBSOjl1TMHmavgnJZlltFgwPYwUmndJ6pCBN47wKs8QWB3v/4a0Wn4iIiE4PTB4MSqlSEZkJYA6A75IHEcmBd9gSs14iIiKiIJSHQ2RPB0we/Cil5otIkYgsBLAKQBa8KzDlKqVKW7NtRERERG0al1c9LTB5aEAplQcgr7XbQURERETU1jB5ICIiIqIIRWNjN/ZktEVcqpWIiIiIiELCngciIiIiiowCoHvCNHcTaJOYPBARERFR5Dhh+rTAYUtERERERBQS9jwQERERUUQUAKV5mBFHLbVN7HkgIiIiIqKQsOfhFHBgXwUO7K2AWIDuPdPRoVNyi8avq3WhaHMJaqqcSE2PR/bgDFitLZuXHt1dieP7qmG1WdAxOwVp7RNaNL6rxoWyHaVwVTsRn5GA9L4OiKVlx356Sg9CVRQDVhssmV0gCaktGp+IiE5z3GH6tMDkIUYppfDRu4V4/om1WLFsz3fPiwDjLsnGHd8bgQsm9IpqGw7trcArj2/AW89vRunx2u+e79wjBdPuHoLpM4YgPTN6F/Eej8JXC3djyRPbsHnF0e+et1gFZ17ZHZf8YAAGnd8havEBoGJXObY8twGFi7bBWeH87vnUXmnof8sg9L1+IOyp9qjFV24XXJs+gbNgMTwHt504YLXBNvA8xI26AtbO/aMWn4iICACgoH+fB45bapNE6R6gRgGJSH5OTk5Ofn5+xOdyOt146N6lWPTSpibL3XX/SPzmLxfCEoU74Ks/248fXfMBKsvqg5bp3CMFj797KbIHZWqPX1/rxj9v/Byr3t7XZLlpvx6G6b8eBhH9r8G+j/fgs+99DHeNK2iZtD7pGPfCJUjprr8XQNVVo/aNP8K9e10TpQT2i++C/cyrtMcnIqLWlZubi4KCggKlVG5rtkNE8kd0Tc354oExWs977t9XYu3+ilb//uhknPMQg375o2XNJg4A8My/1+Avv/1Ce/yt647h/isWN5k4AMDBPZWYOeVdHDlQpTW+Ugr/vu3LZhMHAFj0+/V492+btcYHgCOrDuHTGUubTBwAoLywDHk3v4+60jqt8ZXHjdo3/9xM4gAACvXLnoZz3RKt8YmIiE4m3qVadT64w3SbxOQhxmxYewT/e2Z9yOX/Pfcb7N1VprUNf//5StRUNX3R7HNkfxWemVugNf7G5Yfx1aI9zRc0LPjVOlQc13vxvvr3X8Hj9IRUtmJnOTab+JmFwr3tK7h3rQm5fN2yZ6Cctc0XJCIiImoCk4cY88K85u40n0wpmEo2mrN7eylWLt1rqs67L25BdaWz+YIhWvLEtuYL+XHWebD8+UJt8Y+tO4rj6442X9DPjpe3hJxshMK5ZrG5CnVVcG36TFt8IiKihpRHtD6obWLyEGPee93chTMAvLtoq7b4eW+YvwivqnDiy49C7yloirPOjdXvND9cqaGVC/XEB4Dd7xWZrlNztAZHVh3SEl9Vl4UwXKkx15YVWuITERHR6YurLcWQ+no3ysvMD785frRGWxuKj4U39KVYUxuqSuvhdpmf5F9+RN+Qndrj4X0vtcf0vAaqpjy8etV6h68RERGdRPdqS9QmMXmIITabBRaLwOMxd/Ecn2DV1ga7PbzOKrumNsTFh3eeOI2vgTXMNlh1tcEaF149W5j1iIiImsOlWk8bHLYUQywWwZDh7U3XG3KGvr0OBo4wHx8ABobR7kCS0uPQoXeK6Xq9hmdoiQ8AmUPama8kgGOgniVrJbUdkJhmup6lQ7aW+ERERHT6YvIQY26+5wzTdW6Zab5OMBdf0RuZHRJN1Rl2ZkcMHBHGBXcAIoLxM/qarjfx3n5a4gNA7yv7wJZs7i5+lwu7I7WH+Qv+QMRqQ9zwiabrxY2coiU+ERFRQB7R+6A2iclDjLnq+kFo3zEp5PK9+jgwYWofbfHj7Fbc+P1hpurc8qPh2uIDwMV39kFSeugX771zMjForL7el7gUO/rfNNBUnUF3DdUWHwDiRk4FrKHvXG3tNQLWDr21toGIiIhOP0weYkxSchyee+NKJKc2f/Gc2S4Rz71+BWw2vT/mO2flYNyVoQ2Bue0nIzBpuvmegqaktUvATxeNDWkeQ1a3JPx00fnad5ge8dBodDq3S2hlZ41Cl7HdtMa3pHdAwhWzAEvzr4FkdEH8ZQ9pjU9ERNSQUnof1DYxeYhBI0Z1wpvLrsfQEcHvpo8a0wVvf3o9+g3K0h7farVg7ssTcesDw4NOxk512PHg3HPwwCN6t6r3GXpxJ/wmbxy6Dgo+FGjYuE744xeT0L6n+TkSzbHGW3Hx85PR/+ZBsMQF/hjFZybg7EfPx7D7R2qPDwC2/mOQMP13EEen4O3scyaSbnkMlmRHVNpAREQEAAoCpTQ/uMN0mySKqV2LEJH8nJycnPz8fG3nVEqh4OuDeO2Fjdi3pxwigp7Z6bj+9qEYNrKjtjhNKSuuxdsvbEHBioOornIiNd2O8y7picnX9kViUvRX91FKYdOnR/Dpi0Uo3lcNq82CzgPSMO6uPug+xBH1+ABQc7QaOxZsw7GCw3DVuBDviEe3ib3Qc0rvsFdmMkMpD9w7C+Da9BlUZTFgtcLSrifiRkyGJSO03hEiIoo9ubm5KCgoKFBK5bZmO0Qkf3iX9JzP7jtf63nHPrEC6w6Utfr3RyfjUq0xTESQe3YX5J7deheI6ZkJuPXHI3Drj0e0SnwRwZALO2LIhS2TLAWS2D4Jw+4f0WrxRSywZY+CLXtUq7WBiIhOcwr6Jznz/nabxGFLREREREQUEvY8EBEREVHEtG8SR20SkwciIiIiilwbTR5EZDyA6QAKAWQBcACYrZQqDeNc0wBMAJANIBPA6mDnEpE5RqyFAFYrpUqNtswEsFQpNT+Mb6fVMXkgIiIiolOScbH/sP+kaxHJAZAvIrlmEggjGVillJpp/N8B4GMAO41zFTWo4gAww3j4Lxs/N1YTB4DJAxERERFp0NaGLRkX9wvh7Sn4jlKqQEQKADwFb49EKOfKMeou8jtPqYiMA1ACYCmAQLvyzoe3lwIACgDMC5BkxBQmD0RERER0KrrW+Lo6wLEF8CYWoZoJYF7DJ40EIg/AeBHJUUoVNDg+00SMmMDVloiIiIgoMkq8S7XqfETekzEdQGmQoUlFwHfDmkIxCt6hTjkBjhX4lTnlMXkgIiIiolPRKADFQY6VGl9Hh3iuPKNOadPFGhMRh4hMMx4Os/XbGg5bIiIiIqKIqehs6jZQRPIDx2t252kHgicP/mWapZSaDWB2kMO+3ohGw6OMSdbHASwy2rJQRJYqpeaGErctYvJARERERBFraxOmDaVBnvclFZmRnFxEsgGMB7Co4XwHI/ZSpVSeX/np8K7OVBqrKy4xeSAiIiKitmpLCD0MkXBEWH8hvPMn7ml4wOitaPicb4L1HHhXYoo5TB5iWG2NC4sXbcPrL27Ggd3lEBH0yE7H9DuGYOIVfWC3W6Pehu3rjuOt+Zux9vODqKl0ITXdjrMnd8cV9wxEl95pUY9fW+nEqv/txqqXdqN0Xw3EKug0MBXn3J2NoZd2gdUW/Wk9ZRsPYt/ra1C2fj88tS7Y0hLQfmxfdL1yOBI6Rv81UPUVwN73oPZ9CNQeAyw2IK0vpNfVQIcxEOHUJiIiagFts+fBEeR5X49Dabgn9tsEztR+EQBWAZgmIuP9eyViBZOHGLX8g5146K6PUHK89qTn9+wsw+cf70HHLsn454uXYPR5XaMSv6q8Hr+//RN8/u7uk54/DGDH+mL877F1uOKeQXjgH+fAFhedi9f8BXvw8oxVqC13nfT8scJKbFh8EFm9k3H3onPQIyeiHsmg6kursf7hd1Cy+uTXAIfKUbntCHY+uxI9bxqNvvdfCLFE5xeq2vUG1PrHAPfJ7wNU7YU6uBxI6QWc9RgkNTtgfSIiolNYaQhlmpsTEZCxStN4mE8c/MXkH2fekoxBS98pxMxr3m2UOPg7fKAKt055E19/tk97/JoqJ348+f1GiYM/pYC35m/Gb25eBrfbo70NX7+wE89ev7JR4uDv+M4q/OOC5diTH9bvhSY5y2uRP+PlxomDP4/C7he/weY/fQAVhVlkqvBlqLV/bJw4+KvcBfXZnVAVO7XHJyIi8lEKUB7R+4j8T+dqBL9A9z0fcDJ2U0RkPICZSqmgiYOIzBMRdSqsrtQQk4cYU3ysBg/c/iHc7uY/UfV1btx/4/uorQl+gR2O+b9ejU2rjoZU9pM3duLt+Vu0xj++uwr/u3tVSGXrKl14etqXcLv0JjDb/vYxqnYeD6nsgXfW4/BHm7XGV2Xbodb/NbTCznKo1T+PSgJDRETko5RofWjQ1CZwvuTB1LAhY5+HmUqpCQ2ed4jIjAbnLw1ymizja6DN69o8Jg8xZtF/N6GmKvRkoPhoDd5buE1b/OpKJ957bqupOose36j1wvXzeYVwO0M/3/FdVdiw+KC2+PXFVTi0ZJOpOnsXmL6x0SS18zUAJl7Tsq3A8TVa20BERNTGvQYE3QhuOoA8pVRRwwPGCkqNGM/PVEpND3B4PIyN5wxLEXxI0zQABQFWZ4oJTB5izGvPbTBd59VnzNcJZtnCIlRXOE3V2b2lFOu+OKQlvsejsPKZRp/zZn35VKGW+ABw8P2NUCZ7MsrWH0BlYWi9Nc1R7lpg7/vm6+1+U0t8IiKixowdoXU+EFnvg3HhPhPelY1OtNTbe5ANbwKBBsfyARQ23EnaGH60FEC2iCz0eywVkaUAnoJf8mDs4zCnYSJiTLLODBQ7VnDCdAxxuz3Yub3UdL2d20q0tWH3VvPxAWDP1jKMOK9zxPGrS+pRcaTOdL3DWysiju1TtSu04UoNVe8uRkqf9pE3oOYI4K4xX6+yifkZREREpyCl1HwRKRKRhfCucpSFpldIyjOONzz2MbwJR9BJzg17MZRS00VkjpF4ZBrnLVBKZYTxrbQZTB5iiMcT3tAfl8bx/p4Q5loEomvOgQozvselb9iUCnMCeLj1Gp8ozPN49M59ISIi8tdGN4mDsRxqSHMbgu0kHe5eE4H2eoh1HLYUQ+LirGjXMcl0vc5dU7S1oX3X5LDqdegWXr2GkjLsiEs0v3+Fo1uilvgAwt67Ib5DqqYGZAESxh4eiR31xCciImpIee9t6XyYmdpHLYfJQ4y58saBputcdfMgbfHHX9cHVpu5OwuZHRNx5oRuWuJb4ywYdUMP0/XOurWXlvgA0GnyYNN1ErtnIH2Ynj03JC4V6DTWfL3ul2qJT0RERK1LRB4RkQdbIzaThxhz4z3DICau3e3xVky7zfzFbjDtOifhgqt6m6pz2V0DEadxt+ux3+9rqnxiehxG3dhTW/zkXlnIPNPc+bpdM0LrRnHS+1pzFRLaA53NJxxEREQh0z5hmpowHcDc1gjM5CHG9OzjwE9+Nybk8r/+2wXIam9+qFNTvv/oWcjqHNo5+w7LxE0PnqE1fo+cTIx7cEDI5W+YPwrxyXqn9wx4aAJsqQkhlU0f3hXdpuU0X9CM9mcCPS4PraxYICN/DbHE6W0DERERtZbXAUBErmrpwEweYtB9s0bjgd82nUBYLILf/P1C3HD3MO3xO/VIwb+WTkWX7KbH8A8e3R7/+HAKktPs2ttw5dzhGPfTphMIq92CW184C7nXmh/m1JzkXlnIeeJ6xLdvej5JxqgeGPH3abDG601eRAQy4hdAz2Z+Z1gTIKP/Aul4rtb4REREDbXBTeJOZX8GUA7gaRHRNKkyNFxtKQaJCO5/+ExMvKIPXp73Ld7432ZUGXsvODITcM2tg3HjPcPQq68jam3oOcCBF9dMw9JXd+DNJzdj65pj3x3LvagLrrp3MM6/rCdscdHJTy0WwdV/GYFRN/TAiicKsfrl3aivdgMAUjsm4Jy7euO8mX2Q2UPPRO1A0gZ0xJjX7sbBDzZi36I1qCoyXgMBssZko9u0kWh3TjbEGp3XQCxxkJG/gup5OdTORcD+pYCn3nswsSOk59VAryshCRqWhyUiIqI2QylVJiIXw7uEbKmIzDL+HXAzLKVUua7YonPnXwpORPJzcnJy8vP17jQMePd/KC+tg4ggzREPi8ax9aGqqXKiptKJ5DQ74hNbPid1uzyoLqmH1WZBQnpcq7wGrqo6uGtdiEuNh8Xe8q+B8jgBZyUgNiAuBWJmcgwREcWc3NxcFBQUFIS7jKguIpI/rENGzkc3XKL1vBNf+QDrj5S0+vfXFonIKnj3nHDAu5teUxf0Siml7cKEPQ+nAKvVgowsfUuRhiMxOQ6Jya03pt5qsyC1fWhzEKLFlhwPW3J8q8UXSxwQH9P7zhARUayKxiRnDl1qigXepKGspQMzeSAiIiIiiiGt2RvD5IGIiIiIIqY87CloTSIyAgCUUmujGYerLRERERERxSARSRORJSLiBpAPIF9E3CLyjYjo2+TKD5MHIiIiIooYl2ptWSIyDkAJgAnwzn9YYzwEwCgARdHYB4LJAxERERFFTml+UFAikg5gIbwTpqcrpSxKqVHGwwLgXniTiKdEJE1nbCYPRERERESxZQ6AdADTlFKvNzyolJoP4FoAmQAe1RmYE6aJiIiIKDIK+ocasfehKaMAFCillgUroJRaJCJFAEbrDMyeByIiIiKi2JKDILtJN1BklNWGPQ9EREREFDFOcm5RBQgtKRhllNWGPQ9EREREFBEFgfJofoDJSBM+BpDd1GpKInIPAAeAPJ2B2fMQ48pL6/DRGztwYHcFRATds9Mw4eo+SE6xt0h8pRQ2fnEEG1YcRm2lE8kOO0ZN6oreZ2S2SHwAqD5Wh81v7EX5vmpYrIKsAWkYeGU32BKsLRJfeTyoXF+I6i274amrhzU1CWmjByOhW4cWiQ8AynUUnuoPodxHAdgg9gGwJF0EkZZ5HxAREVHLUUrNFpFpABaJyCwATymlygHv3g8AHgYwC96lXB/RGZvJQ4wqPV6Df/zqK7z78lbUVrtOOvbIT1bgytsG4Ye/PQvJqdG7ePxs4U688qd12LWh9KTnn304H0PO7YBbfjsSwy/qHLX4FQdrsOwX67Bp4R646zwnHUvMtGPkXX0w9ldDo5ZEKKVQnLcKR99Yjrr9R086dvC595AyvB863TwZyQOiskeLtw3OvXCVPAZP9VIAJ78PYGkHa9pNsKbPgEhc1NpAREQEAOCwpZY2Hd4eiLkA5opIKbw9DT5lAMb7kgpdOGwpBh05UImbxr6OhU9vbJQ4AEBleT1e+tc63DbuTZQW10alDa/8aR0eueHTRomDz8YvjuDnkz/CspcLoxK/uLACz523FOtf2tUocQCAmuJ6fPmXzfjflE9QX9X4NYqUUgoHn30X+/71WqPEwady3XYU/vwJlH2zUXt8APDUb0X9wenwVH+ARokDAHiOwV36T7iO3Ael6qPSBiIiImodSqkCpVQGgKfhTRQy4N3boQzA6wB6K6XW6I7L5CHGuFwefP+qxdi1vbTZspvXHsWDN34IpfSudfbJq0V44TfNvxc9boW/3fk5Nq88ojW+s8aFVy//DOV7q5stu/fzo3j3rq+1xgeA4x98iaNvf9ZsOeV0YfecF1Gz+6DW+MpdDufhuwFPcbNlPTWfwXX8D1rjExERnURFYYdpLtUaEqXUTKVUJrzJQ4ZSKlMpda1Sqiwa8Zg8xJjP3t+FTWsC3+kO5Ktl+7D2q0Pa4iul8PIf14Vc3u1SeG3uem3xAWDTwj0o3l4RcvnNb+zF0U36Pj/K5cbh1z4OvbzThaNvfqotPgC4KxcB7sMhl/dULoJy6XsfEBERUesRkUdE5EH/55RSZdFKGPwxeYgxr8wzfyH+yhP6Lt6//eQQ9m4x9778evE+HN5dqa0N+U/uMF9nvvk6wZR9sxGuYnPDB0tXrIWrvEpLfKU88FS8YrKWG+6KBVriExERBaK954GaMh3euQ4tjslDDFFK4ZtP9puu982n+7S1Yd1y88NvlEdhw4rQ75I3pb7SiQOrmx+q09DuT/QNnar81nwiopwuVG/dracB7sNQLvPn8tTqH75FRETko5TeBzXpdQBoaqnWaGHyEEOc9R64nI0nBzenqsKprQ3VleGdq0ZTG+oqwpv8XBdmuwPx1NSFVc8dZr2GlCfMHgylp+eDiIiIWt2fAZQDeFpEUlsyMJdqjSFxdgvs8VbU17lN1UtN17dca3JaeOdKStezVGh8WnjnSQizXiDW5MQw6yVoiS+WlDArtujvFiIiOs1wqFHLUUqVicjF8C7VWmrs9fAxgKIg5bUt18qehxgiIjh3Qg/T9cKpE0zuxK6m61htghGa9nuwJ9vQ/dx2putlT+ikJT4ApI7sb7qOJcGO5IG99DTA2hES1898GxLP1ROfiIiIWpWIrIJ35+h0eJdnnQsgH95N4Ro+zI/3bgKThxhz/b1DTde54b5h2uIPGtMe2SPM7R597lU9kdk5SVsbRt1r/sI5Z0ZfbfFTcwbC3iHDVJ2MC3PC7rFoSERgTb3RZC0brKnXaolPRETUiBLAo/nBnoymWHBiT4dS42uwBzeJO52dM74HRp3fJeTy46/IxuCRHbTFFxHc8puRIZe3J1hx7Wx9yQsADLyqGzqNCP3iffjtvZHZR9+QHbFa0PGmySGXtyTFo/2VF2qLDwCWlCshtl4hl7em3QaxZmltAxERkY+C/tWWOGc6OKVUrrGfQ0gPnbGZPMQYi0Xwz4VTMCSnfbNlR4/tgkeen6C9DWdf1h3f//fZkGZuCNgTrPjFggvRZ4Tei1ar3Yrr3hqLdgPTmi3bb0oXTPn3KK3xASDzolx0uvmSZstZEuPR+5d3Ir6L+aFWTRFLMuI6Pg3YujXfhuTLYM34qdb4REREdHpi8hCDHJkJeC7vKsz42Shktm88FKZj12T88HdnY/7iK5CUrG+isL9L7x2IP30wEcMvbDyXwGIRnHNlD/z1syk4c2r3qMRP7ZKI2z4dj7MfGICEjMaTuB29kzF+7ghMX3QerHZrVNrQ8dpx6PWLO5AUYC6DWK1wnD8C/f7yA6QM7ROV+BLXA/bOr8GSehMgyY2P23rDlvlb2Nr9BSLReQ2IiIh8uM9DyzE2iWuVO4OiuJBuixCR/JycnJz8/Hyt562vc+PzJbuxf3cFRIAefdJxzoQesNlaLi/cs7kUGz4/jJoKJ1Iy4pEzvgvad298MRstzhoXdrx/EOX7q2GxCbL6p6H3xR0hlpb7xVOz8wCqtuyCqnPCmpqE1JwBiMtovmdEF+WphKfmUyjXEYjEQez9IfGjIc11DxERUczKzc1FQUFBgVIqtzXbISL5QzLb5bw99Rqt571i8evYWHys1b+/tkhEdgDorZRq8buDXKo1xtnjrbj48uxWbUOPQQ70GORotfhxiTYMuiY6PRyhSuzdBYm9Q5+LoptYUmBNntpq8YmIiNhb0KJeB/BTEblKKfVmSwbmsKUARGSaiOjtIiAiIiI6hXHYUoviJnGtTUTmAciEdy3c8a3cHCIiIiKigFpzkzgmDwal1Ezfv41eB0frtYaIiIgohqgo7MvA3oegjE3isnHyJnHBKGi85mfyQEREREQUW/w3iWtRTB6IiIiIKGLK09otOH205gpUnDBNREREREQhYc8DEREREUVEQf9SrdyJrG1i8qBZE0u8DmzRhhARERG1oLa6vKqIjAcwHUAhgCx4F8WZrZQqDeNc0wBMgHeyciaA1U2dS2fsIOfvBWAmvCuF9lZKtfM79iQAj1Lqezpi+TB5ICIiIqJTknGx/7D/HAERyQGQLyK5Zi7iRWQOgFW+FTpFxAHv8qg7jXMVNSivLXaQ9vwUwBx4J04XAchoUCQPwAIRmaeUWhdJLH+c86CZUio30APAltZuGxEREVFUqChsEhfhuCXj4n4hgNknNVWpAgAFAJ4yca4co+4iv/OUAhgHb2/C0mjFDtKea+BdnvVjeJOGRku1Gm0tA/BwJLEaiumeB2OIUE4YVaf7//BjXWV5PY4cqIII0LFrMpJS7C0a3+NROLa3CrWVLiQ77MjskgiRlu26rC2pR9XhGohVkNo1CXFJLfvWVm43XMdL4KmrhzUlGbaM9BaNDwBKlcDjOQ4RG0Q6QyS+xdtARETUhlxrfF0d4NgCeC/uQzUTwLyGTyqlSkUkD8B4EckxkgPdsQN5GECJUmoiAIhIsFRrNQCtKzPFdPLQmstUtQX5nx/AK4+vR95bRXC7vOuj2eOtmHxtP9xw31AMHdUxqvHLj9dh6TPb8eG8bTiyq+q753sOc+CSewfgolt6IyE5LmrxlVLYvewQ1szbjsL390N5vJ8bW5IVg6/vjZx7+6P9UEfU4gOAq7QMZXmfo3TZF3CXnFhqOb5PTzgmnI/Uc0bBEhfN18ADt/sT1Ne/Ard7hd+RFMTFXQW7/QZYLNlRi09EROTTBuc8TAdQGmR4UBHgHVoU4g3lUQBmGMONChocK4B3zsEo49+6YweSg9ASkFJ452dow2FLMcjjUZjz4ArcfvGbWLJox3eJAwDU17nxzotbcMM5i/DEH76BUtFZq2BH/nH8YNg7eOHhNSclDgCwe30pnvz+13jwzPdxZHdlVOK7nR58OPNrLLxsOXa8t++7xAEAXNVufPvsDjx/1vvI/0/0RotVb96OXQ/+Acdff/+kxAEA6gp34/CTL2Hvb/4KV2l09m9Rqha1tT9CTc33GiQOAFAJp/NFVFVdBqfz9ajEJyIiOkFO7DKt64GIk5FRAIqDHCs1vo4O8Vx5Rp3SpotFJXYgRQgtKcjBiYRGCyYPMegfP1+Jl/71bbPlHv/DKjz31zXa4+/fVo7fTMpD6eHaJsvt21KOX0/MQ/nxOq3xlVJY+sNV2PBSUTMFgWUPFWDdszu0xgeA2p17sX/O4/BU1zRZrm7nXux/9D/w1DT9WpmllAe1tQ/B5VraTEk3amt/AafzQ63xiYiIWshAEckP9AihrkNTGSilZiulMhpOijb4htD7D1HSFjuIjwHkiMjwYAVE5B54E4y8COI0wuQhMAe8y2+1OYWbivHc30JPCP7v11/hyIGq5gua8NxD+agsqQ+p7MEdFXj90Q1a4+//6hjW/7cw5PLLZuWjriy09obq6H8XQtWFds663ftR8uEnWuO73Z+GkDicUFv7Oyil9zUgIiLyp33CtB6lQZ739QpEdL0nItnwDllaFGA4UzRjzwJQDu/KTVehQSJirMT0JIBCpZTWCdNMHgwiMktEFhqZbDYAh4gUGs/Nae32+SyYb+5C3O1SeP2ZjdriH95VidWL95mqk/fcDtTVuLS1Ye38babKu6rd2PjyTm3x63bvR83W0JMXACj7+HMoj6f5giGqr3/FZI0SuFxLtMUnIiJqIVuaWMlSB0eE9RfCO4TonpaMrZQqg3deRQWARQAeBQAR2S4ibnhXX/KV0YrJg0EpNVcpNd14Q4rx6GM8N7v5M7SMDxZsN13n/VfN1wnmi0W7YXYaRWVJPdYsOaAlvrvejW1v7jVdb9OCXVriA0DFykALJzTNdbzEdMIRjFJlAeY4NM/pfE9LfCIiooZ8O0xrfehpmiPI8767/qXhnti4uewAEGzPhqjFBgClVB6AXgCeBrAT3kkifYx/z1VKZSql1kYSI5CYXm3pdON0ulF63PzY+aOH9A1bKjnY9Bh/3fUaqi2ph7ve/B38qkP65hy4SsKbAO0uLdcS3+M5jnAWv1bqqJb4REREjShA6etg/+6cESoNoUywSc1NMjaAG4/giUPUYvszeiBmRnoeM9jzEEOsVgvC2T4hzm7V1gZbXHhvGZtdz1vNEmZ8q6b4ACC2MHNum56fg0i4OX/0lowlIiJqg1Yj+IpEvudDmXh9EhEZD2CmMVqltCVjtwVMHmKIxSLoM9j83Jq+Q/TN/e4Z5r4JPTTtt5CQYUdKl0TT9doN1rdpm717l7DqxXfrrCW+SCcAqabrWa39tMQnIiIKpA1OmG5qHwTfBbyplYiMnaZnKqUmNHjeISIzohm7rWDyEGOm3T3EdJ1r7xmqLf6Ya3ogJdPcDta9R2Sg/5nttMQXEQy/s6/pesPvMl8nmLTzzoTYzd3FTxzcH/bOejbtE7EjLu4q0/Xi4q7TEp+IiChGvAZ8N8SooekA8gItvWqsoNSI8fxMpVSgScjjYWz+FknsWMDkIcZcfvMApGXEh1y+U/cUjL9K38aC8Yk2TJ7Z31Sdy34wCBLOeKsgzrijL2xJoQ8ByhqYhl7j9Nz1BwBrShLSxp5lqk7GJRdpiw8AdvuNMDNlyWIZCat1mNY2EBER+WtrPQ/GkKKZAE5aNdPoPchGgJWIjFU3C40y/s87ACwFkG2sxOl7LBWRpQCegl/yEE7sWMEJ0zEmNT0ef18wGfdd9h7q69xNlk1OjcM/F03ROucBAK7/9RnY/s0xrPv4ULNlJ9zVFxffpnVXdKR0TsRlz5+Lt25YAeVuejZVQqYdV746FmLRl7wAQPubrkbdrn2o3bGr2bIZl45HyqgztMa3WHohIeGPqK19GM3NKBPpiMTEv2qNT0REFAuUUvNFpEhEFgJYBSALTa+QlGccb3jsY3gv+oNe1DTsSQgjdkxocz0PIpLW2m1o6868sBueXnIFumUHf6myB2bg+Y+vwuCR7bXHj7Nb8ct3Lsb4O/oEvSiPi7fg2l8Mw/eePFtrr4NP30u74Zo3Lmhy/kPHERm4aflEZPbX/5ayJMSj289/gNQxuQg2i13i7Wh3w5Vod+OV2uMDQFzclUhI+AdEsoKWsVpzkJT0CiyW8OZpEBERhUbzMq1K4F15NHJKqTxj6f25xk7RM4NdvBvH+wRIBPyX8g/4iDR2rBBldtH+KBORJ5RS97V2O3QTkfycnJyc/Hx9E+vdbg++WLIHb72wBQf3VEAE6JadjqvvGISzLuoWlYv2ho7urcKS+duwccUR1Fa6kOyIQ+4lXTHu9r5Iywp9eFW43E4PChfvx8aXd6JifzUsNkFm/zSccWdfdD27XYu8BvWHj6IsbwVqtu+EqnPCmpKE5NwzkDb2LFiTzE/uNkuperhcH8HpfM9YjtUGq7U/4uKu5VAlIqJTWG5uLgoKCgo0bpgWFhHJH5jWMefl82/Vet4bV7yALeWHW/37o5Nx2FIMs1otGDulF8ZO6dVqbWjfPRk3/2Fkq8W3xlnQ/8ru6H9l91Zrg71je7S/6epWi++dQH0p4uIubbU2EBER0ekh6smDiDwE7wz0UI0HcMr1PBARERGdyjQtr0ptXEvMeSgAMBregWvNPYIP3iYiIiIiolYV9Z4HpdTHIjJfKfWzUMqLyJPRbhMRERER6cWeh9NDS815cLRQHCIiIiJqDR4mDzqJyBJNp1JKqcmaztViycOc5ot8Z3bUWkFEREREFBsmwLuZU6RZmdalVVskeVBK7TRRtiyabSEiIiIizTTtCt3wnKe5p6D5wl+HiJIHY0O3GfBmRtkAMuHdmrsY3onSS5VSyyJtJBERERHR6UQpNbO12xBI2MmDiIwDsBAnkoWd8Har+DbymABglrFJ1zwAc5VSuyJpLBERERG1TZwwfXqIpOdhGoDegYYZichIeJOHR42n7gUwU0TyATyilHozgrhERERE1IYoAErzAJs2N16HAES2z0NpsPkJSqk1Sqm5AAqUUhYAowA8BqAvgEUi8qGIpEYQm4iIiIiIWlgkyUOGiAxvpowCAKVUgVJqtlIqE8B1APoB2CUiPSOIT0RERERthDImTet6UNsUybClnwEoEpGHlFLPhFpJKbUI3t6HWQAKRKSXUqoignacttxuDz59fxfefGEzDuypgIige3Yapt0xBGPGdYfFEv0P3uHdlfhg/lasX3EYtVVOJKfbMWpyN0y8ox8c7ROiHt/t9GDTW/ux9qVdKNtfDYtV0H5AGkbdnY1e57eHMecmqmr3HcPh91ahctMeeOqcsKUmwjFmENpPGglbSmLU4ytPHXBsCdTR94D6Y4DYgOR+kE7XAilntMhrQERERKeHsJMHpVSpiIwHkCciMwHMVkotN1F/rojkAZgL4L5w23G6Wv35fvzszjzs31V+0vMbC47gw0U7kD0gA395YRIGj2wflfh1NS785/6vkPfCjkZjHNd/dhgv/nYNrvnJUNz6+5FRS2K2fXgQb9yzChUHak56fv/qEqz93250HuHAdS+PQfsBaVGJ766uQ9Fjb6D4s42NjpWv3Yl9z36ErjdfhM7Xj43aBbw69iHUjt8DrpKTD1Suhzr8BpA6AhjwGCSha1TiExER+bC34PQQybAlKKUK4J3PUAZvErFdRB4MdTiSUb80kjacjr5avhd3XfJ2o8TBX9HWEtwy7nVsyD+sPX59nRu/ufxjLP1v48TBx1XvwYJHv8U/Z34JpXsGFYBNb+3DC5evaJQ4+Du4thTzzvsYRzYHf53C5a6px+aHng2YOPh46lzY+8xS7Jn/ofb4AKAOvwW15YHGiYO/irVQ394IVbs/Km0gIiICAKgoDFvijOk2KaLkAQCUUkVKqQnw9h4IgL/AO5zpOIBsEblLRHoFqmvsE9En0jacTspL6/DD6z5AfZ272bLVlU78YPr7IZU14+Xfr8W65QdDKvvRc9ux9L87tMYvP1CDBTd/BeVu/rdKTXE9Xp72OTwevb+B9sz7AFVbQ7sgP7TwCxR/sVlrfFWzE2rHL0MrXH8EautPo5LEERER0ekl4uTBRyk1XynVF96eiDcAZBiP+QAKRcRt9EysEpElIrIK3r0hntTVhtPB2y9tQUVpXcjlD+2rxNI3C7XFr6txYfH8rabqvPV/m7ReuK56uhCumtAToqNbKrDjo0Pa4rvKq3H0ozWm6hx640tt8QFAHXgFUCaSwoq1QOV6rW0gIiI6QW+vg3cIFIdBtUXakgcfY2Wl6fAmDtPh3Vp7DbyJQha8PQ0C4DUA2dyB2pzXnt5gus6CMOoE8/nru1FZUm+qzs5vS7D1m2Na4ns8CqueKjJdb9VT+hKoYx+vg6p3mapTsW4navbpeQ2Upx448pb5eode0xKfiIiITl+RrLbUJGMPiNeNB2ng8SgUbi42XW/7xuPa2rBrQxPj65uwe2MJBp4V+eTt2tL6Juc5BHN4Y8AtScJSvTO8eSQ1u44gsVu7yBtQdwhwh7FAWfX2yGMTEREFoAAoj96eAg62bZ4xNWAmgPHwbt7czu/YkwA8Sqnv6YypveeBosft9oS1e6PL6dHXhjDPpasNHmd4v0rCrReIcoU3hyTcegFOFF49T5j1iIiIqM0RkZ8CKAQwGyemC/jLAzAzhH3ZTGHyEEPi4qxwZJnfO6F9pyRtbcjsHN65wq3XUEJGHKx282/b1M769pywZ4W3OXpcmPUCNABhjQO1R2fZXiIiIoCbxLUkEbkG3u0OPoY3aZjbsIyxt1oZgId1xmbyEGMuvb6/6TpTrx+gLf7503tBTO7bkJoZj5wJXbTEt9mtGDqtu+l6Z9ygbzPzrIvOMF3H3iEdqYN7aIkvtnQg43zz9dpfqiU+ERFRI1yqtaU9DKBEKTXRmCoQ7NVaDSBXZ2AmDzHm+hnDTJW32iyYfudgbfE79kzBWVO7maoz8fa+iE/UN73mrPv6mipvT7Zi5M36koek7E5IHWbufB0uHQ2x6vu4SecbzFWIywTaTdQWn4iIiFpVDrzDkppTCiBbZ2AmDzGmz6BM3PVgTsjlH/jDGHTokqK1DXfPHY3UTHtIZbv2S8O1s80lPM3peU47jLo79M/B1L/nICE9tPaG3IbvXwpLYmjnTOrTGZ2uGqM1PjIuALImhVhYIH1+A7HofQ2IiIj8cdhSiypCaElBDoACnYGZPMSgn/zpHNz2oxHNlvvhb8/GnT8ZqT1+135p+POSScjolNhkuR6DHfjzkolIC2OeRnMu/08ucu/o3XQhAS7950iMuktrwg0ASO7bGQP+fCusKU2/Bsn9u2Lgo7fBmhivNb6IQAbMaT6BECuk358h7HUgIiI6lXwMIKepydAicg+8CUYoPRQhi9pSrRQ9FovgZ385HxOv6oOXn1iPJW/s+G41o/gEK6Ze1x833ncGhuR0iFob+o7Mwrxvr8SSZ7dj8bwtOLSz8rtj2cMzcOl9g3DRjdlISIrOW8xqs+Cqp0bjjOt74OsndmDzO/uhjAWd7Ck2jLipJ87+Xl90HOqISnwASBvWC8Of+xGOLF6FI4tXof5o+XfHkgd2Q8fLz0LWhcNgsUfnNRBLPDDw70DJp1AHXwFKVuC7IY/WVKDjVZDO10MSm0myiIiIIhaN3gL2PjRhFoBrAeSLyHQADv+DxkpMcwAUKqW0TpgWnTv/UnAikp+Tk5OTn5+v/dxVFfU4eqgaIkD7zslISo7THqMpHo/C8f3VqKl0IsVhR0anRIi07Ae+tqweFYdqYbFZkNYlAXEa51iEQrk9qD9WBk+tE7a0JMRl6B0qFlIbXGVAfTFgsQH2jhymRER0isvNzUVBQUGBUkrrhFizRCS/X3KXnPlnaN1OADO+fRzbqw60+vfXVonIeAALAaT5Pe0bziTwzne4WCm1Vmdc9jycApJT7UhObb0LRYtF0L57cqvFB4CEdLv2eQ1miNWC+I4Nl1du4TbY0gFbequ2gYiIiFqGUirP2CRuLoBx8CYNfeBNIBYppX4WjbhMHoiIiIgoYpzk3PKMZVpntmRMTpgmIiIiIqKQsOeBiIiIiCKjotDzwGm5IRGRNACj4F2WtRTeYUurlVLlTdULF5MHIiIiIoqY8nDYUksykoanAEwLcnyWUuqvuuMyeSAiIiIiiiEi0hvAaniXaBV4N4JbbRz29ULMFZEJSqnJOmMzeSAiIiKiCHGfhxY2B0AGvMOUpiulPvY/aCzj+hqACSLyoM4eCE6YJiIiIiKKLePhnRVyccPEAfAu4wrvJnIC4DqdgdnzQEREREQRUQB07zvM+dJNKgZwvKkN4Ix9INYA0LrJHpMHIiIiIqLYUgTvsKXmFALw6AzM5IGIiIiIIqMAD5dqbUnzASwQkVSlVEUT5XIAPKozMJOHGFdX68LyD3dh365yWCxAj2wHLpjUE3Fx1hZrQ+HGYqxZcRA1VU6kpsfj7Ind0KlHaovFr6t2Ye17B1C8twpWmwWdB6ZhyPiOsFhbbkpP8YZjOFpwBK5qJ+IzEtDlwu5I6pjUYvFVbTWc21bDU1EMsdpg6dgTtp5DIBZOayIiopbBHaZbjlJqkTEk6WMRmQ6gpEGRTHgnVSsAecayrg3PEdY+EEweYlRVZT3+8+g3WPDcRhQfqznpWIfOybjpnmGY+dNRiI+P3o/4q6V78dwja7BmxcGTnrdYBOdN7YG7fpGLQbntoxa/srgOb/9hI1Y8X4SaMudJx9r1TMa47/XDpAcGwGqL3gX0niW7sPHxdTi25shJz4tN0GNSL5zx4xw4BmRGLb6nogS1nyxA/befAvW1Jx2zZHVG/FmXwj56MpMIIiKiU4iIfARgpPHfomaKFwZ4TiHMPIDJQwwqOV6DW6a8gY1rjwY8fuRgFf7++6/wxfK9ePatK5CcYtfehtf+swF/feCLgJOjPB6Fz97djZUf7cOjr47H+Zf20h6/eH815o5fhoNbA/fUHdtdhQWz12LLZ0fwg0XnIS5ef0/Mt/9XgHWP5Qc8plwKuxfvxP5P9uKiZyah0zldtMd3Hz+Iyv/+Bqos8PvAc/wgat5/Cq49m5F0zY8hlpbrjSIiotMPex5aVJnxaHG8HRljPB6Fmde+FzRx8PfNiv144PYPtbfhs3d34bEfB04c/Dnr3Hj4hjxsXXNMa3xXvRt/v+zToImDv3WLD+D5+1ZpjQ8AhYu2BU0c/LmqXPjk7o9QvlPv51vV1aDqpT8ETRz8OTd8jtqPXtAan4iIKFaIyHgRmScis0RkjvFvR4TnnCYiTV4I+MUa74tn/HuhiMyIJL5SarpSKjOSR7ixmTzEmBVLd2PV5/tDLr/03SJ8m39YW3ylFJ78TegX4/W1bjw/d422+ACw6vW92LO2NOTynz+/E4d3NJ9ohMrj9mDd35pPHHyclU5smvettvgAUL92OTzFB5svaKj7ejE8laVa20BEROTjXapV9D40tEtEpgGYo5SaqZSaq5SaDWAegHyzCYSRCCwUkXnwzidorr4DwAwASwGUiIgy/l2klJpv7jtpO5g8xJgXw7gIfWneOm3xv/3yMHasLzZV55O3duLogSptbfj48e2m6yx7wnydYA4s34uqfZWm6hS9uQP15fVa4iulULfKZI+Sx436/KVa4hMRETWmOXFQgkh3mDaSg4UAZvs/r5QqAFAA4Ckz5zMSkOlKqZnw7uwcivkA8ozHXAB9jAQmIiJyd6BJ0C2ByUMMUUphRd5u0/VW5O3R1oav8/aaruN2KeR/ckBL/LoqF7Z/YX4Y1Ia8Q1riA8CBz0Lv+fFx17hwVFMPkKoohueo+Z+Ds0hfEklERBQDrjW+rg5wbAGAadFugJFwTDAes5VSzU1uDtV8eHszXhWR4ZrOGRImDzGkvt6N+jq36XoVZXXa2lBZFt7d83DrNVRT7my+UKB6ZeHVC8RZEd73Uh9mvYZUbXV4FcOtR0RE1BwFKI9ofWgYtzQdQKlSqjTAsSLgu2FNsegpeCdMXwugQES2iciDLdEbweQhhtjtVtjt5lfMSU7Vt9pSUpjnSkqN0xI/ITW8BcISNMUHgLiU8M4Vl6ynDRKfGF7FcOsRERHFplEAgo21LjW+jo52I0TEYUywnhbpRG0fo0cjE97kYS2AvvAOi4p6bwSThxgiIjj7gm6m6425sLu2Noy6yPySoxaLYOT5nbXET0iJQ+/R5hcIGHxRRy3xAYS17Ko13or2OR20xJe0LFiyzL+ett7DtMQnIiIKRP+cBwDAQBHJD/QIoUkOTWXCJiJz4J00XQDvvIeFIjJL1/mVUouUUrkA+gB4DMAunOiN2B6N3ggmDzHm5plnmK5zSxh1gsm9oAt6D3KYqnPe1B7o3FPfjtPj7utnus7F9/XVFr/bhJ5INLl7dK/L+yA+I0FLfBGBfdRkk5UsiM+doCU+ERFRIFFKHiJVGuR5X49E9HZy9cZeaqzyVGQMn5oO4OFIl2ptSCm105hT0QfeROJn8A5r0t4bweQhxlw8pTeGmbiDfe7FPZBztp67/oD3wvWuX+SGXN5qE9w2a2TzBU046/qe6Dwg9GRk9PTu6DIoXVt8i82CYT8M/XuyJlgxeIbeu/72keMgaVmhl88dD4uJ8kRERG3EFqVUbqCHpvM7NJ2nEeNiPq/Bc6Xw9kDMiUZMEekF4Bp4ex9y4F2y6mMAE+HtjfhGRC6KJAaThxhjtVrw9BtXILt/RrNlh47sgP+8PAUiend8nHhdX9z3h+aHCFptgt8+dzGGna1vyBAA2BOs+MniC5HVo/m7/wPGtsc9z56tNT4A9L95EAaH0KNjsVsw9vFxcAzQe2PDkpiMlJt/BUluPimy9c9F4iV3a41PRETkr63u84DgyYHvD3OpnjCmrALgEJHxuk4oIleLyCoAhTCWhDW+ZiilJhrzI64DkAUgT0TuCjcWk4cY1KFzMl7/9DrcPOMMJAWYhJuabsddP8rBq3nTkK5pqExDd/wsB39+ZTz6Dgt8UZwztjP+s+RSTLpe33Ahfx2yU/DrlRNx3u29EZfQeBJ5art4XPbzIXhoyUWITw5vknVTRAS5vzgL5/z1AqT1dQQs03lsV0xadBm6je+pPT4AWDv2RMo9cxE37HzA0vg1kNQMJFx8I5Kvfxhi0zdhnIiIKEaUhlDG3OZVemVHUllEeonIIyJyHN79LHIB7AQw09hF+mdKqTJfeWN+RB94J1jPDTeu/qsqahGOzAT84V8XY9afzsWHb+7A/j3lEBH0yE7HpCv6BkwqdBs/rQ/GXZON9SsPY83nB1Fd6USqIx5jJnVHnyHRHELo5eiciHuePRs3PDYSqxbtRcm+alhsFnQekIqcK7shLt78ylRm9ZneH9nT+uHwyoM4WnAYrhoX4h3x6Da+J9J66xsqFYw1owOSp/0Ensl3wrnpK3gqiyEWGywdeyCu/yiIlR9xIiJqAQrw6Jun8N05I7QaQLC7+74L91AmXptm7EI9A947/6VROP8SeL8334ueB+9O2h+HUH0VgBHhxuaVRYxLTYvH9NuGtFp8EcEZ53TCGed0arU2pGTG46IZ0enhCIWIoNM5XcJahUkXS4oD8WeanERNRER0aluI5pOHvCDHI5WN4D0fvkmIgTavC9UE4/zzAcxTSu00UXcUjH0uwsFhS0REREQUIc3zHZTgxE31sL0GBN0IbjqAvEA7PotIRMOJDEsB5AbpdZgGoEApVdDUCURkh4hsC3LYf2iSmcQBAMYppcwvXWlg8kBEREREEWtrS7UaF+4z0WBlIxHJgbdnYHrDOsb+EYVGmaY40MQyr0qpuQDmNExEjH0fMgPFDiLgC6GUeirE+oHqljVfKjgOWyIiIiKiU5JSar6IFInIQnjH+mfBe+EfrFcgzzje6JixudtoeBOPbOO5Qng3gCtSSs1uEHu6iMwxdpXONM5boJRqfsnMNozJAxERERFFRAFQHv3n1HIe714LIc1tMBKA2UGOmV6hqGFCcSrgsCUiIiIiIgoJex6IiIiIKDIKWuYpNDwntcomdk1i8kBEREREEdO+zwMB3p2oUxHh0lNKqXJN7WHyQERERETURjW1X0SoFDRe8zN5ICIiIqKIaR+2RICGzS40neM7TB6IiIiIiNqmQgATW7sR/pg8nAJcLg9KimsgIsjITIDV2vKLaFVW1KO60omUNDuSkuNaPL7L6UFFcR0sVkFqZjwslpa9+6GUQm25E85qNxIdcYhLbPmPlsfpgquiBmK1wpaaALFwMTUiImoZCno2dmt4TkJpGDtIRxWThxi2acNRPD9vDRa9sglVlU4AQLojHtfdMhS3zxiBPv2CbnyoRXWVE+++shWvzPsWm9cd++75M8d2xQ0zh2HClX0QF2eNahu2rj6Gd57cgk8WFKGuxg0AcLRPwKTb++GymQPQqVdqVOPXlNWj4IVdWPlkIY5s9s5FEgH6TeiEMff1xaBLO8MSxWROKYWKDXtx6O1vcPyzTVBO72tgb5eKDlNz0XFqLuLbp0UtPhERkQ+HLUWFo7Ub0JAoxXWwWoKI5Ofk5OTk5+dHfC6lFP7255WY+4cvgpaxWAS//8tFuOf7uRHHC6RwSzFmXPEO9u0MPnl/2KiOePLNy9CuY5L2+B6PwryHVuH1f24MWsYWZ8FP5p2Dibf20x4fAPYVFOO5y1ag4mBt0DLZF7THrW+ch6QMu/b4HpcbRX97F0c+WBO0jCXehn4/vwZZYwdrj09ERK0rNzcXBQUFBUqp6PyxD5GI5Pey98j5U+dfaD3vLw7+Cbvq97T699daRGQHAKWUis6FTJg4riEG/f3Rr5pMHADvxfUvH1yG/z61Vnv8/bvLcevEN5pMHABg/erDuOOSN1FZXqe9Dc0lDoB3KNPcOz/H8gVF2uMf2VKO+eM/aTJxAICiT4/iuUs/g7PGpTW+UgqFf32nycQBADx1Lmz93Wso+Xq71vhEREQnUd6lWnU+uM9D28TkIcbsLCzB3N9/HnL5X/50GY4drdbahrk/+xzHDoV2zm0bjuOpxwq0xt+Wf6zZxMHf3+/7EjXGsC5d3vpBAWpLQzvn7pXH8eXjO7TGL8svwtEP14ZW2KOw4y9vw+Nya20DERERnX6YPPgRkWkiMk9ElopIvvFvR2u3y99/n1oLMyPN6uvceOW/67XFP3ygEnlvm7uTv/DZDaiv13fh+s6TW0yVry534uNX9PU+HNlSjh0fHzZV56snC+Hx6LuFcujtb0yVdx6vQPEX5l43IiIiM5TS+6C2OWOcyYNBROYAgFJqplJqAoBxAEYB2Cki2a3aOD+LXtlkus7C/4V+l745HyzcDpfLY6rO8SM1+GLpHi3xXU4Plr9qPhHIe6lQS3wAWPPybtN1jhdWYs9Xx7XEd1XWovjLrabrHf1onZb4REREFH1KqT5tbb4DwNWWAAAikgMASqlFvueUUqUiMg5ACYClAPq0UvO+43S6cfSw+SFIB/ZXaGvDof2VLVqvoYqSuu9WVTLj2P4qLfEBoGxfeMPAwq3XkLO4EgijF6P+qLad6YmIiE6iACiP7qVaqS1iz4PXTAALGj6plCoFkAcg25dgtKZw9y6w2fT9mMNvg55fKBZreOexaorvbUN4r6dF188hzNdAWmH/DyIiOn0oJVof1DbxasJrFID8IAlCgV+ZVmW1WtCnX4bpen3769vvoc+g8M7Ve4CeNqRmxMPRIcF0ve4DHFriA0D7geHtHdF+gJ49J+zt0mBJNL/0a2KPdlriExER0emLyYNXHoBS49Gm3XznGabr3HLXcG3xJ1/TFylp5i5c+wzMQO45nbXEt1gEU+7sb7relLvN1wkm95ZesNrNfXR6npOFTkPStcS3xseh/QTz74OOl56Wy2QTEVFL0LxMq3epVvY+tEVMHgAopWYrpTKUUoFm4vp6I1aHci5jlaZGDwADdbT1+luHITklLuTy7Tok4fJpA3SEBgAkp9gx7Q5zG47d/P3hENH3C2DqjAGwmbh479Q7BWdN6aYtfkqHBIy4oYepOufery95AYBOV55pag2G5H6dkTrUXJuJiIiIGmLy0ARjlaXxABYppfRuVhCmzKxEPPHfS2ENYdy7Pd6KZ16+AomJoScbofjx78Zg+JkdQyo7+Zq+uP6eYVrjd+yRgp8+dV5IZRNT4/Cb1y6GVfN4/8v/PhIdh6SFVPbMu7Mx/LruWuMn9+6I3vdfElJZW1oi+v9qmtYEjoiIqCEu1Xp6YPLQtIUAigDcE2oFpVRuoAcAbYvsT5raFy++cTWy2icGLdO5awpe/+BanH2evjvuPolJcXj2g6sw/vLgK9haLIIb7x2Gx16YFPYk66aMv6kPfvnKhUhxBB9C1Tk7FX9bdgn6jczSHj/RYce9n1yMfhOCJ1EWm+DCWQNx9ZOjonLh3vnqs9Hnp5fDkhA8OUzs2R7D/nU3ErtzvgMREUWPgv4J08wf2iYu1RqEse+DA0CusepSmzJuUjYKtt+L997Yildf3IC9u8shAvTuk4Ebbx+GyZf1RVycNWrxU1Lt+M+iS7Ftw3G8Mv9brF5xAFWV9UhzxOOCyb1w7d1D0bVnaHfmw3Xh9N44a0o3LH91J/Je2oGj+6thtQm690/H1LsHYPQlXbX3OPhLzorHPUsuxL78Yqx8Ygf2fHUc9dVuJGXaMfjyrjjz7mykdwme4OnQcWousi4cgqMfrcOxZRtQf7wCFpsVib07oNNlo5Ce0xti4T0CIiIi0kNUDPcLGXMJwllCdbr/ng4BzjsNwMMAxulKHEQkPycnJyc/P1/H6YiIiOg0l5ubi4KCggJjhEOrEZH8HraeOb/M/K3W8/6x+LfY49rd6t8fnSymex6i8WYSkfEAZvKNSkRERER0Mo5n8GPs8zBTKTWhwfMOEZnRSs0iIiIiavM4Yfr0ENM9DzoZKyvNVEpND3B4PLwTp4mIiIioIQX9u0IzgWiTmDzA27MAYCmAIhFZ6HfIYXwdBYDDmIiIiIjotMbkwetjANnGI6AgG8gRERERnfYU4N0VWvM5qe1h8oDoTLwmIiIiIjrVMHkgIiIioogpT2u3gFoCV1siIiIiIqKQsOeBiIiIiCIk+ldbgu7zkQ5MHoiIiIgoIkpFYcI0Z0y3SRy2REREREREIWHPQwzzeDx4fd5GPPPvNThyvAoCoHPHVNz30GhMvXlAi7Rhz7ZS/P2hL7Em/yBq691ISojD2It74Edzz0FGh8Sox/d4PFj01w146+nNKCmphQjQpVsqbv9FDs67ulfU4wPAvm9LsPChAhStL4Gr3oOEZBtyL+mKqx8diSSHPerxnTX1+PKnK7Dzg/1w1XogAiRm2TH65znod/3AqMcHgLojZTi8OB+VWw/AU+9CXFoSssYORub5A2GJi/6vGeV2w7n1Gzg3fglVVQbY4mDt1Bv23AmwZnSMenwAULV7oI4sBKq3AMoJxGVBMqcAGRdApAVeA1UHp2cJXOojeFQJBPGwWobDbrkOFukU9fgA4HEVwlXzGjzuHYByQ6wdYIu/FBb7eRCJ/r0q5a4FDiyBOvIZ4CwHrAmQjJFA9ysh8ZlRjw8AniOFcG34EKpkH6A8kNQOsA4eD0u3MyAS/SEYqq4G9es+g2vHGqjaasCeAFvvobCPvAiWpNTox1cK7n3bUZe/HO7iwwAAa0YH2HMvgq17/xZ5DTzVVaj++nPUb9sET20tLImJiB84FImjz4UlMfp/l5RSqN5chLJPvoHzWAkAgb1zezjGnYXE7O5Rj9+a2FNwehDFn3SLEJH8nJycnPz8fC3nW/Lqdtw/830cq6sNeLxzUhKeefUKjJnYQ0u8hmqqnbjrwjfx+bp9CLS4gg2CqyYPwF/fnAyLJToXDe89uRmPPLgClU5XwOOd0pLwj/cuwaCzo3PxWF1ajz+duwRbt5QFPG4TYMINvXHXi+dGJT4AfP6TT7HppZ1Bj1vtgqkLJ6DTmC5Rie+urkPh397FseUbAE/j3yVxGSno9b1JaD/+jKjEB4D6TStR88EzUOXHAxwVxA0+G4mXfx+WxOSoxFeuUqiiXwIleYEL2DtDev0KknFxVOIDQL37ddS6H4VCoNfAijjLFUi0/h4iSVGJr9xHUFfxMDz1nwc8LtYesKf+Hlb7mOjEVwrYvQBq2+PepKFRA2xA96sggx+CWKOT0HvKDsL54V/g2b8h4HHJ6gn7xJ/A0nlQVOIrpVD32RuoXfEGUFfTuIAtDvFnT0XC+JsgVmtU2uA+vBeVi/4N9/7CgMetXXojedr9sHXqGZX4yuNBxXuvo3L5EsBZ3+i4xCcgZfwUpEy6HBKlv0s1hXtx4D8vo27PwYDHEwf0Rtf7b4S9c3st8XJzc1FQUFDQ2kvOi0h+N0uvnIdS/qD1vH+p/BX2eXa1+vdHJ+OwpRj09nObcfPtbwZNHKCAg9XVuOryBfjsveAXluGqq3Vh6sAX8dm6fYGuFwEALigs/HALbhnzuvb4ALDwsfX45Q+XB00coIBD5dW4/cI3sfHzw9rj15TX48F+bwVNHADApYAPXt6Jv00MclEZoY/v/AgbXwz+81UKcNcrvHPFRzi08oD2+O6aOmx88L849vH6gIkDADhLKrH9T6/j4FvfaI8PAHVrlqF6wV+CJA4AoODctBKVz/0Snpoq7fGVswRq083BEwcAqD8Ite37UMfe1R4fAOrcz6LG/VCQxAEA3HB63kCV6zYoFeCiMkIe92HUllwfNHEAAOXeg7rSu+GuW649PgCobU9AbXw0cOIAAMoF7FkIlf9jKI9Te3xPyX7UvfLjoIkDAKjju1G38CG4936rPb5SCjWLn0Zt3v8CJw4A4HKi7vO3UL3w71Aet/Y2uA7uQvm8XwZNHADAfWAnyuf9Eq79+vdcVR4PSl+cj8qP3g2YOACAqqtFxeI3UPbq84jGjdPqLTux69f/FzRxAICarTux8xf/RN1+/X+X2gKPEq0PapuYPMSY44eqcO/3FsPV1L6LxuetDh7cct1bqKsNcoEdpgeueB/bDpd6t35s6rOtgE/X7sXfHvhCa/w9W0rwyM8/b3rnSaNdtR4Pvj/lXXg8ehef/sv4PBwtDvwHqqEvPz6EDx8NflERjp3vFWLHuwfQ1AgA/2PvTftIa3wAKPrn+6jcsj+ksjv/bzEqNu/TGt99eDdq3v4PQtmD1HN4F2refVxrfABQRb8AanaEUhKq6GGoGr0XTS7PKtS6/xhSWbfKD7msGfXlD0B5QnkfuFBX9mN43Ie0xleHPwN2zA+t8NEvobY9oTe+8qD+nd8B1SXNF3bVo/6d30LVVmhtg3PtJ6j/+oPQym78EnVf6k1klcuJyhfnQNWGkKDX1aDixUehnHVa21D16VLUrPoypLLVX36C6pWfao3vrq7F3jlPQ9U1n5y6yyu9Zd2n3qYISul9UNvE5CHG/HX2F6hVod81KnfX44nf6rvrW1lehyWfGhdAzd0UMI6/9LzeO22P/+RruE1sWl9SW4+3/7VJW/ySfdXYkF9sqs57/9isLT4ArPzF100mDv6UAjxOYP0Ta7XFry+uwLE8Ez9XBRx8/Stt8QGg7qv3TO1I5Ny4Eu6SI9riq5qdQOkyExVcUIdf0hYf8PY6mFHveR0eZe692xS381t4nGaGYtbCVbNAW3wAUDtfNFdh92tQLn09MJ7dBVDHd4Veoa4S7k1LtcVXSqH2i3dM1alb+R6UW1/vQ/3Gr+EpPRpyeVVejPr1K7XFVx4PqpYvMVWnatmHWnsfyj5dBXdF6L2b9QeOonKNvr9LRC2JyUOMef3tLabrvPj8Om3x5/9mNerMbCGpgCPVNVj6aih3Z5vn8Xjw6fLdpuu9/E99CczrDxcEnOfRlENH67D9Mz3d1HXldag4EFqvB3CiB2LtP/X1fhx5f43pu2bHP90IZ5meoUOqthr1335mthbq8/X1wKgjr5mvdPRtKHe1lvgedQQuZXZIXD2cnje0xAcAV80r5uvULoQycQOkKapyF3B8lckGVAIHzV1oNnm6de+1SJ1g3Pu2wXPY3O9EVV4M59bV2tpQ97X5z1VtGHWCxt+8Hu7iY6bquA4dQH3hVm1tKFkaWq/HSXU+Ml+nrVNKtD6obWLyEENcLg+O1Ji/Y7Zf0wUbAKz7xuSQA+Oz/1XeXi3xj+yuQnUYd8wOHK7UEh8Adq0JYXhCABuX6Jl3cGDZnpB7HfzVluobvla1I/iY3mCUy4PqXaHfnWyK+/gBwBV6AvVdvUO7tMQHAFSH0ZvkqQLq9HwW3GorAPOfBbfaqCU+AHhc5m9mwHMUymPuQi+o8vAu/lSY9QKe62jwMf5B65Ts0zZsx30wvHlt7kP65sO5wmhDuO0OxLnX/A2lSOo1pFzuJuc5BFO7U+9QTqKWwqVaY0h9rSuszRbdZnoKmmtDfXh3DGtr9Fy4VleYv2AEAHewmd1hcDrDez3rq/Xcba0L8zUwMdKrWR5neN+LqteUwLjDnPQaRsIRlCfMc4Vbr5HwzqOUxtcg7HNpakOr/wwAFe570V0PxMVHHt8V7mdB48TxcM7ldkEppWXp1nBfA+XS8/so3POoYAt+xCjvJnH6z0ltD3seYkhSih32MH5kSdY4bW1o1yG8pR47dUvREr9jr1SIgukL4aR4fXlyWlZ4f/CzeuhZKrTdMO8Sf2Z/qVo03iqIywjve4nL0PM+kGRHePVSwqsXUFxWy9ZrQNAurHoW0RMfAMQSzt4JApEMPQ2ID/N7sevb80GSHOYrWeOAeD2/Dyxhvqd1fhbCaYMkpWnb88Gamh5mvTQt8SXeDkkwvwSwNV3P78O2hBOmTw9MHmJMbj/zexacl9tNW/xbHxjh/YeJD7UNghsf0LPOf3KaHdld0k33wIy5QN/GPOPv62+6jt0iOG9mPy3x243oAIsNpocudRql74Kp3QVDTNdJ7N4OSX307LlhyewEa6fepuvFDTlHS3wAkKzJ5islD4fE69lzwypDITD/2Y6zTNUSHwCs8eZfA4v9fIhF00VTZi5gd5iuJp0n6IkPwNp/rPk6/c7XtmmerV+O+R4MEdgHn6UlPgDYh5nfv8M+TN9nMWF4DmB234a4OCQMHaElvoggbYz5c6WdM1JLfGqeiIwXkXkiMktE5hj/dkR4zmki0uyKEdGI3dqYPMSYH//K+CUdysW7cYd+9qPnaYs/enw39MpMM3XxfuaQzsjqpG+Drpt/bCQiISYwAuB7j+n7Q3nWLdlwJJu7jT/i3PaIT9J367/3pM4AQr8zoxRwweMXaYufnpuNhK7mkpGOl4/SdqdRRGAfbe7CVdKyENd/tJb4AICMCUCcubv/0vEGbeFFrIi33mSqjkX6wypnamuDLeEKwOTGc7ZEja+BNR7ofpW5ShkjIGnmbwAEYxt6ieluPevwy7TFtyQmwz7cXAJj658Li6ODtjbEnzXRdJ2Esydpi291ZCJhuLk9xBJzzoIlRd+O25mTTP6dtViQMT46mya2pra4z4OITAMwRyk1Uyk1Vyk1G8A8APlmL+KNC/+FIjIPwBwATdbXGbstYfIQYyZe2w/n9u/ivSJu6sLR2IPhsnP64IxzOmttwx/+fTGsIWYPiRYr/vTceK3xr/zREPTr6gjtNQBw2dR+6NovvG7tYG57LCfk/CnJbsFdz+m7ywYAYx+/CNY4b+9DKAlEt3OzkNJV3x9KsVjQ+4dTAEtor0Jyv87oeKneDULtIy6CtfuAEEsLEqfcrXVnXbHYIT1/HnqF1FFAlr67/gBgt9wEi4T6GtiQaP2VtgQOAMSSgriU2SGXt9gvgtV+obb4ACDZtwJJIfbAWOIhg3+qN35yBmzn3BJyeeug8bB0Gay1DQkXToekhjgULD4JiRNv1RrfmtUZCedfEXL5+HOmwtpBX484AKRdOg2SFNpNKktqGlKnXq01fmLfHnCMOzvk8u2nTURclkNrG6gx4wJ9IYCTflEppQoAFAB4ysz5jCRgulJqJoDSlozdljB5iEGvf3MDRvfudOLuv//Fo+/fAowb3hPPf6z3FyQAXHRNNv769wmIa+byOdlqw4tvXoV+w8Mbmx2MxWLB82uuQXan9GZfg/Fje+J3r4/TGh8Azp/RH7f/bnizH6DkeAt+8/EEZPXWO7Y1LtGOaSuugCXuxPAl/yTC92+lgA5npGHqW/rudPpknNkP/X8xDWJr+oI8uX8XDHr0ZljDGBPcFLHFIfnGnzefQFisSLrqftgHhf6HPeQ2ZE2B9P49gGaSktRRkP6PQyz65h8BgEgKkm3PwyKDmikZjyTbv2CznKs1PgDEJV6PuJRZzZaz2C9AfPrftA3X8RF7BuSsJ4HkHk0XtCZBRv0D4hiqNT4A2EZfD9tZzfeoWAdcgLiJD2hN4ADAkt4OKbf9BpLW9BwQSUxFyq2/0n7hDgCJk25C/NnN9wbGj56ApCl6kxcAsHXsjKzvP9Rsb4Il3YGs+2fBlqn37xIAdL5nOtLHjmq2XNYVF6PddH09L22Fgv45DxqmPVxrfA20NvECANMiD9EmY0eVRGOLdmpMRPJzcnJy8vPNbKgUnMfjwbzfr8Iz89agsKTsxAEFDOyYie/9aBRueTC64yk3rTqCv/xkBT5btfekvR+SrTZMujgbP/vXWHTprWdCWiAulwfP/GwV3nh+Mw6Vn1g7XxTQr7sDt80aiUvvbe6iKjLbPzuMV36aj40FxXD7fZSS7BaMmdoVN/zfaDi6hDfJPBT1lfVYdudS7F1xFP5L5ysFJKRZMOIHQzH8xzlRiw8A1XuO4tAbX+PIR+vgqTmxik1S7w7odOWZaD9pBKzxei+a/SmXE/XrPkH9qg/hPui3g3NcPOxnjEX8WVNh7dgzavEBQFVt8W4Ad/w9wFN74kDyEEjHG4GsyyAWvcnTSfFVDeo9C1Hv+R88arvfkRTYLdfAbr0FVsmOWnzAu2Gcq/oFuOs+BHBi9RtLXC5siTfCGn8JRPT1/DSknJXA3jehdr8GVPsthxuXDnS/AtLzekiSnvkmwbj3fQvXmrfh2fHFSRsYWnqMhG34ZbD0PUd78uTPU12B+lUfoW7VEqiyE8vhSooD9tzxiD9zMixp+uY+NaSUgmvHOtSu/BDOLfnwv5MTN2Ak4s+ejLj+I7UnT/7c5aWoWrEM1V8sh6f8xN9GiyMTyeddhKRzL9I2UToQpRQqV21A8Yefo+pbvyWBLRakjh6KzEvOR/JQPfPfACA3NxcFBQUFSim9XbsmiUh+F+mV8wP7n7We91/1P8cBtSvs709ElgIYpZRq1DUnIjkA8gFMV0otCuPc+QAcSqk+LR27tTF5aCG6kwd/W9ccxZa1xyACDB7VAX2H6ltNJRSV5XX4Zsk+lBbXon3nZJw9uRvi7C27CvDWr4+i8NvjsMdbMGhMR+3DlJpTVVyLTR8dRE2pExndkzB4UhdYbS3bsbfz7R0o3ngc1kQrekzuhcxB+u+sNcVdU4eavcfhqXMhzpGEhG5ZUb1IaEgpBU/xIaiqMsAWB2tmZ0hC9BK3gG1wVQB1u71Lgca1gyQ0czdcd3yl4MFOKFUCQQIs0htick5CxG3wlMLj3gvABbF0gMXatWXjKw9QuRNwlgPWRCClt3duREu2oboUqvww4PFAUttBUtu3bHyPG56j+6BqqyH2BFjad4PYopfAB+KpKPlu12lLentY0jStsBUi5XbBdegAPLW1sCQkwtapi9Zhi6FwHi+F83gpRARxHTJhS9c3dNSnrSUP98fpTR7+7Yw4eSgBUBzoAl9EsgEUAvDNRTB77uaSh6jFbm3c5+EUMGBkewwY2bJ/nPylpMXj4ukBPzstZsBZ7THgrNZ7DZIzEzD6evOr/+jU+4q+6H1F31aLb02MR0r/6N7ZbYqIwJrVGcjSO8fHVBtsqYBN/7CYkOOLwIrssPaD0dYGiwNWi6P14osFSG3d30eS5AhvCVdd8S3WqPe2NceSmgFLqPMwokCsNsR1bdnkvaG4LMfpNa9B4yRn/3MCGBhsVaMQkgoHgOIQykRDa8aOKs55ICIiIqJTVWmQ530X9tEby9e6saOGPQ9EREREFLEoDYTfEuVhWY4onrstxw4bex6IiIiI6FTlCPK8765/6SkaO2rY80BEREREEVEAPJq7HjScrjSEMs3NS4jF2FHFngciIiIiipiCaH1osBpAsHWqfc/rXwaz9WNHFZMHIiIiIjoVLWzimO8CPu8UjB1VTB6IiIiIKGIepfehwWsAICKBdnOeDiBPKVXU8ICxD0OrxI4FTB6IiIiI6JSjlCoFMBPAHP/njR2es+G9iEeDY/kACo0yTXGgiaVWw4kdKzhhmoiIiIgioqB/qVYd51NKzReRIhFZCGAVgCx4L/xzjQv8hvKM442OicgsAKPhvfjPNp4rBFAAoKjhbtFhxI4JTB6IiIiIKGK6V1vSRSmVhxDnFxgJwOwgx+ZGM3asYPIQ49xuDwpWHMTBPRUQCLr3TcPwMZ0gonmL+CYc2luJdSsPoabKidT0eORe0AWOrIQWi+9yeVDwyQEc2VcFi1XQc4ADg0e3b9nXoKgC278+hrpqN1Iy7Rh2cSckp9tbLH5NeT2W/d9WHN1VCZvdgoEXdsSoa3u1WHwAOLK1HHtXF8NV60Fy+3j0G9cR8ckt9yvGVevCoc/3o/Z4LSx2KzIHZ8IxoGU376zeeQjVhYegXC7EZaQgbWQfWOxxLRbfU1OLmk1b4K6sgsTFIT67J+ydOrZYfKUUaov2oW7fIcDjhi0jHclD+kHiWu594KyoRcnq3XBV1MKSYEP60K5I7OJosfhKKRxbcwQVO8ug3ApJXVLQ8ezOsNhabpRwzfFaHPziEOrLnbAl29D57A5I7pzcYvGVR+HAV0dRvqsCUEBazxR0OacDxNJyv5MrD9Zg35dHUF/uRHy6Hd3O64DkDi33d8nj9mDnp0dRtqcaECCrXyp6jMlq0b9LRNHC5CFG1de58cq/12PR/I3Yv7PipGO9+jtw7feGYtqMwbBF8Q/Wt18fxn//sgafvrcbHr/bDfZ4KyZd2wd3zMpBrwGOqMWvqXLilX+sx1tPbcHR/VUnHes7LBPT7x+CS28fAEsU/2Bt+OQQ3py7CWuWHDjp+fhkGy64qTeunj0EHXqlRC3+8d2VmH/LF1i78iicHr8D87Yj456vMP72Prju77mwWKL3Ptj8wUF88tgW7Fh+5KTnE9JsGH1bb1z8s0FI65wYtfg1x2qw6cl12LFgG+rL6k461uHMThg8Yxi6T+wVtfgAULxiAw6//gUqN+056XlbWhLaTcpF5+vGwpaWFLX4ruISlLz3ISo+/xqqtvakY4lDBsIxZSKShg2OWnylFMo+W43ixZ+gdue+k47ZHGlwjBuDrMsvhjUpehdvNftLsOu/K3F4yUZ46lwnDgiQdU5f9LzlbDhGdI9afOVR2PHqFmx9fiNKt5acdCypSzL63zQIA+8aBlti9P7slmwtxZr/W4/Ct3bBU3/iF4JYBb0u6YGRPxqK9iPaRS2+2+nB+qe3Yf3TW1FaePLfpfTeKRh2V3+cMWMArHZr1NpweE0xvv7rJmx/Zy88rhN/lyxxFgy4ujvOenAI2g91RC2+s9aNlf+3DV8/uQOlu6tPOtZ+UBrGfL8fRs/IhsV6ak45baMdD6SZKMUfdUsQkfycnJyc/PzIl/StqqjHj678AAUrDjZZ7vwpPTH31QmIT9D/x2rx/7bht/csh9sV/P2TlBqHf7wxGaMu6Ko9fumxWjww9QNsKTjWZLmJ1/fBr567MCpJ1AePb8XTP1yFpj5CqVnx+OXii9BvtP4/2LtWHcOvL/gIlXWeJssNHurA7/KnwBqF1yDvT5vwwa/WN1kmvWsiZiy5AJ0Gp2uPX76rDHk3vY+qvZVNlht6/wiMeGiU9rt+SinsfepDHF70eZPl4rtkYsAjdyC+s/6ekLo9+3DwL/8Hd1l5k+Wyrr8ajikTtcdXHg8OzluA0mVfNVkuvntn9PjVfYjL0P8+KFu/D+t+shCuitrghSyCAbMmoeuVI7XH9zg9+PyHy7Dn/Z3/3959x0dVpQ0c/91MOiGd3tLoPQGkKb1Jkw4KIipN3bWurt1dXRXfdXVdFQEbxQoqRUA6KKiUhF4DoYdOGukzc98/kmgMSebe4UyKPN/3w8d3M+fe586dmXvPc86555RaLrRtdXrM7Y9XgJfyYzizMZFVEzdgzbCWWMbNw40e73Ulali48vjWTCvLx2/i1LrS70t1u9Vk0Ofd8XBBr+SRxaf5ftIWbKVcE919LQz97FYi+tVWHj8rJYd5g3/i5JbS70tNh9Rh7FedcFeQRMXExBAXFxen63rMDe/sBmiaFluT8Oh73V5Tut+P7U9znuPl/v7EH/05U98/MV3X+ftdaxwmDgA/rTjJy9M2KT+GrevO8OL9pScOABlpuTwy/AcSDiaVWs4sq9XOk8NXO0wcAFZ/eYx3nii9UuOMX745xZy/lJ44AKRdyeaVQRu4dCq99IImpV/N4sXuaxwmDgAH9iXzZr91SuMDbP0owWHiAJByNpPZ/Tdx7VIpFTsn5KRks278SoeJA8C+d3dx6JP9SuMDnF+42WHiAJCdeJUjz87FlpHtsKwZ1uQUzv37fw4TB4ArX35L2hb1v4WLXy53mDgAZJ8+x+nXZmPPLbly64zMs0mOEwcAu87hGT9w+ad4pfEBtr+4xWHiAHB550U2TVmD3eb4d2vGlQNJrLp7famJA+QlOesf+InEn88rjQ+wZvrPDhMHgDObzrNq8mZUN1ye3XqJZfeUnjgAWDNsLLnzJy7sUruwr92u88Xonx0mDgAHl55lybQdSuNXBAUrTKv8J83bFZMkD5XMjk2JbPnhtOHyKz6PJ37vFaXH8N4L27DbjP2kM9Jy+XhGnNL4m5edZO8vFwyX/2bmAc6fclzBNMpu11nw7E7D5dMuZ7PkzQPK4gN8/XgcaVk2w+W3brzApSLDCG6ENcfGyuccJw4FUs5ksuW9o8riA8R/fohrp4y/pz1vxWHNVFdxtWVkk/jZBsPls85c5vIqtYuJpqxejy05xXD5qwuXoNuMf28csSancmWpiXNw/AypPxv/7Rhxcv6vjhOHAjocm7lRacU17UQK8Z8dMlz+4q/nSNx4xnFBE+L+vRtrprHPVbfqbH9N7WdwYecVji4+5bhgvuMrznB+u+NKthmb/7nnD0O1SmPNtPHzq/uUxk9Yd4Gja43fl+LmnuDiQcdJvxAVkSQPlcyiWeZbTxfNVtfieiD2Ivu2X3RcsJA1i46RdClT2TF884G5irjdrrPkw4PK4u9df55z8eYq4hvmJZCVrqbiarfb+XHRSVPb6MBXT6iruO5bfJa0C+Z6En79MAFbrpoWV92uc2SBuc80JyWbE8uOKYkPcGX9LuyZ5noSLi7bqqziqufmkrppi6ltrFeTyNhlPOlzJGn9r2AyGUla7binxijrtSzOrzJ3fUtPuEzKbnWV9yMmEocC8QvUNSakn8/g+ErjFXeA879e5MoBdT3C+z46YnqbvR+a36YkVw6ncGqD8Yo7wLEVZ0g9ra5H+NeZ5htHts1S26BSEeiK/4mKSZKHSuYnkzcJgJ9WmN+mJJudiJ+bY2frOjU366xMKzvWJzouWMSW5erOwY7lZ01vk5may8HN5pKukiTuSyElw3zr8d6f1MQHOLjC8fCEolITMzm7S02FJeVoMtdOm+9JObtO3fcgeeth09tknblMdqKa4RJZCSexp5nvUUtXmDxcizNfCc48cgJbmppKW1LcaeyZuaa3u7xZXaUtcb3571TixjPYrWoS6TMbE9EdDCEtzqk16hKoE6vNXxNPrDK/TUmOrzZ/PdLtzm1X7L50nSNOXBMPLzd/L6vo7Ir/iYpJkodKJDfHRpaDMa3FSU1SN846Ndm5fTm7XVHpKTlObZeW7Nx2xR5DknP7cna7opKcbC3LzlY3XCXDyfeScVXNOSg6q5JR2U5uVxzbNeee4bBeU9MLZ8/IcFxI4XbFsV1zbl+2dDXnwJrm3H4MD3MywJnvlG7Xyb2m5reQ7eS1LdvJa2lxspw4huyUHGW9cFlOXo+cOe7i5GbYnOpVzUwyn/gKURFI8lCJuHu4OTVrkI/CWS18fJ2bs97Z7YrydvK9OLtdcZxdu0DVmgd+wc7N1OKhcLYlT2fPgZ+ac+Du5PfJQ9H3EMDN27l9WbzVrP+heTm3H81T3Uw/bk6+Fzcnj70oi49z+7H4qPseOPtddFd0DM7OWqRytiMPX/P7cve1KJv9zOlz4Ktmylh3bzeceSueVVw3ZW15kWFLNwdJHioRTdNo06Wm6e3adqml7BiciQ/QurNz2xVVpaonUS3NT3fZ2snjLk6zrtVMb2PxcKNhhxAl8eu3D8Hb3fydKry5uikyw7uYn3rWq6o7tVsHKokfEBmAV5D5SnD19uq+B1WbNzC9jXuQH1611UzX6tWgPpoTC9D5NI5SEh/At0mE6W08a4ZiCayqJH5AizrgxDouAa3VrfdQvb35RfhC2lTD4qWm4ljzluplul1xanc0f02s3Uld/DqdzccHqNtFzTG4Wdyo39n8NbGBE/cSISoCSR4qmZFTzC/0NGpac2XxO/WpR90If3Pb9K1H/Sh1Fdfh08yfg+FT1S2Q1XF4ffyrmau4dhpej8AaahZKs7i70b6X+UrwmBnq5rdvNyHMdKtZzPgwvPzUtLZavN2JHN3Y1DZunhYix5jbpjShA9qByYWeqg1oh5ui1ZYtVXzx69TB1DZuPj74dWqvJD5AUJ8u5rfp21VZi7NX9apUu7WhqW08q/kRanKb0jQab/7a4sw2JQlqFEitzuYSmMCGAdRW2KDS8n7zv6uW9zVSFr9Ox1CqtQw0tU3tjqFUbxWk7BhumWY+KXdmm4pMR/0zD9L7UDFJ8lDJ9LgjnPAmxi94rTrWoF03dYvhuLlp3PuU8UqopsE9T7RRFh+g351R1GxgfNXmzgPq0aiNmlZ/AA8vC3c8Yfzmb/FwY+jjalf3vfOt9niY+PVGRvgR2cV8C2lJvP096PqQ8Zu/h6+F2x5WV1kAaDyxGR4mkpFGdzXBO1jdCseeIf5U62983SKLnzfVB9+iLD5AYP9eaB7Gz0FAv564eakbtuRVpwb+ndoYLm8JrEpgD7XnoP6EjqZ6HxqM74ibwiF8IW2qUbOL8WusX/2qNBhsvsemNG0fbmmu/KMtlS6YWL9nLaq3Md6jFtoiiLB+6hYP1TSNjk+aayTr+IS6RjWA5iPqEtrYeI9a2K3VaNDVdat9lxddV/tPVEySPFQyHh4W3lkygBr1HFeewxoF8ubCfspX1R16TxMmPNbaYTlNg6ffvY323dWuMO3r58GbS/oRVN1xRbBx21BemtdDaXyAoY83o9e9kQ7LuVk0/vpJJyJj1CUvADUa+/PwnE5YDHy0oQEevPhLf6XxAfq/3IJWI+o6LOfu5cbErztTrZGaoSoF/OpWpducPlh8HLfk1+lZj5jnOiqND1B/+iD8Yxy3Hrr5eNLwHxPwDDHXa+eIZ53a1HjgPrA47gXy69SeoDsGKo0PUHv6nfg0CnNYzuLnS/2np2Lx81UaP6BFHZo+N9BQAlFneFvqjm6nNL6madz6fi8CmziuPHtX86HHp/1x91a7unK9nnXo/C9jvVBtH21Jo1GOr11maG4aA7/oTkCE49+4fwM/Bn3ZHTeTvXaONBnRgC7PGUuiur/Wlsjb1d6X3L0s3L3sNvzrOO5hrt7MnzsXdlZ+bxairEjyUAnVCfdn3k/D6Dc6CksxY989vSwMvrsxn/x4ByE11N6oIe9m+chrHXlu5m3UKqEHIKpFMP/5pj8jJ6ttcS8Q0TyYDzcP5bYhDXArptLg7evO8KlNeW/dQKoGqmtpLaBpGg/M7sikN2MIrl38zSKqfQgvrOzJrePClccH6HxPJM8v7k6tEoZQWTRo0y6EtxOG4ReqrsX9t/27uzHhy070/2cLqpRwDOFdQ5m+vgdNb1fX+1VYrS516LdwEDU6Ff9cj2egFy0fbkv3OX1xM9NVY5CbpzsN/zmBWmO7YfEr/hz7t42k6X+mULVlmPL4AFVi2lD774/gFVV8a7YlwJ/gUXdQfeokNDcXnAMfLxq88CDBt3fDzbuY74Gm4RfdjLBXHsEnQt2zBoXVur0lrf8zGr9GxfeueVWvSsPH+tDob+obUwC8Ar3pu3AwUXc2weJ9fSKnWTTq9Q+j/+KhBEQGKo8P0HJKU/p80p2gxsUPEfUP86PbfzvT4Zlol8T3q+XLqNX9aDwmHDfP679nbh5uNBoVxqg1/ahat4pLjqHzMy25/cNOBEYWf18KbuzP4PldaP9wU5fED4n0Y9rPvWkxsh5aMS077t5uxNwbzpQfe1GlmvprckUgU7XeHDTVS8SL4mmaFhsdHR0dG6t2hdlL59L54cujnDuVhqZB3YgA+o+NIihUzfh6R2w2O1t+OE3cT4lkpufiF+BF1wH1adO5Zpm1qpw/dY3VXx7l4pl0LO5uNGgUQN9xUfgFqJnRxRFrrp3tS89w+NdLZGfYqBrsSfshdWnYvuy6pA+tP8eKNw6QfD4Ti4cb9VsFMuJfbfCvqT55LI4128aeb89wZsdVcjNtVKnmTavhdajdWt2YYkeSjyRxcnkCWVeysHhZCG4WQv2B4cpbeUtiy8oh6cd9ZCScR8+14h7kR/BtLfGpX3YPRWafOEV67C5s19LRPD3wDg+jSrs2aO5ldA4ys0jdEkf2mfPoVjvuwf4EdInGs0bZ/BZ0XSd1fyKXfzqKNS0Ti48nAa3qEtIlSulQpdJkp2RzYvFR0k6kotvs+Nb2I2xoJFVqGR9qeSN0Xefczxc4vf4sOWm5eFRxp3aXmtTrWQfNiYfLnZF5OYvDXx8n5UTeOiT+9avQeHQ4vtXL5r6k23VOrDvHqU0XyEmz4unvQVivmtTvVqPM7kupiZns/vwkyafS0dw0QqL8aH1nA3ydnC2vJDExMcTFxcXpum58DKULaJoWW53w6HG8pnS/X/A0Fzle7u9P/JEkD2XEVcmDEEIIIW5OFSl5qOai5OGSJA8VTtk0RwkhhBBCiD81GWp0c5BnHoQQQgghhBCGSM+DEEIIIYS4YdLzcHOQngchhBBCCCGEIdLzIIQQQgghboiO+hWhZUqfikmSByGEEEIIccNk2NLNQYYtCSGEEEIIIQyRngchhBBCCHHDdBlodFOQngchhBBCCCGEIdLzIIQQQgghboiO+mcepB+jYpKehz+J3FwbVmv5Paqk6zpZWVZ0vfx+6jk55X8Ossv5HGSk5pCbYy23+Ha7Tk62rdziA+Rm27Dby+8zsNvsWMvxHOi6jjXLhl7O58CWU77nIDfLVq6/RZvVjrWcz0FOOZ8Da64da275XpMrxDkox/uSEK4gPQ+V2JmTqcz/cDcLFxzgfOI1AOo28GfsxBbcdW9LatTyc2n83Fwbq5YdY96s3WzbfBar1Y6Xl4Xu/cKYOLUNXXvWx81Nc+kxHI9P4os5e/nu80NcvZQJQIPIAMbc24JR9zQnONTHpfFzsm2sW5TAt7MOcGDbRWw2HW9fd7oOqs/I6c1p3aUmmubac/DL0pPMeWE7uw5cJDe/nSbA04Pe/SOY/uYt1GhQ1aXxszKsrP8ygWWzDxG/8wp2u46Pnzu33hHG0OlNadqhmkvjA5yIu8q69+PZvug0mam5aBrUaxVIj6lRdB4fhrefh0vjZ6XmsuezE+yYc4wLe1NAB+8AD5qPrkeHaVHUbB3k0vi6rnNu22V2f3iEY8vOkJtuRXPTqBEdTKv7GtJ4RAPcfVx7uc9KymHPvAR2f3yUq0fSAPAJ8aTZ6DDaTm1ISGN/l8bXdZ2jmy6x5f2j7P8+kdxMG24WjbDOoXSZHknrEXVx97S49BhSLmax8aNjbPjoGBcT8q7JATW8uXVCOL2mNaRGhGuvyXa7zu4151j5/mF2rUkkN9uOxV2jRbca9J/emPaD62Jxd22b4ZWzGaz68AhrPjnK5dMZAITU8aX3PZH0m9yIavWquDS+zWpn24ozLJ95mD0bz2PNtePu6Ubb3rUZNK0x0f1qY7G49hycO57G0jmHWDU/nqvn8+5LNcP8uH1SIwbd14TgGq69L5Un6Sm4OWjlmZHfTDRNi42Ojo6OjY1Vsr+P39/Ji09swGYr/vPz9LLw75l9GXlXMyXxijp7KpW77/iOw/uvlFima4/6zPpyEAGB3srj67rOe69v5+1//EJJX2GfKu689Wl/+gyJVB4f4OThZB4f+gNnjqWWWOa2IQ34x7ye+FRRX3m1Wu38pesSNscllljGHY1nXu3KqCdaKY8PEL/zCs8OW8PlsxkllulzVySPz+qKp5f6ips11878h3awcc6xEsv4V/fikSW3EXlLqPL4AKe2XOKLEZvJuJxTYpkOD0TR/z9tXVJxs2bZWD39Fw4vOllimar1fLljYXdCm7smiUlYc44l47eQk5pbYpmOf2vGbS+1QnNBg0JWWi7zxv3CgeXnSixTrVFVpiy/lWpRrkmmty46xcyJv5CTWXxvg+YGY/7VhsFPNnVJg0La1WxmjNzE/k0XSiwT3iaIZ5b0ILSuayrwaz6O570HtmIrobfB4q4x9Z1bGDC1kUviXz2XwT+GrSd+R8n3paadqvHCtz0JqKb+vgSw8O19zHxqW4m9n57eFp6acyu9xqq5L8XExBAXFxen63qMkh06SdO02BDCo4fwqtL9LuUZrnC83N+f+CMZtlQJffReHM89ur7ExAHyWsT/eu9Kvv3yoPL4ly6kM7L316UmDgCbN5xiwpDvyMwouULhrHdf3cZbL5WcOABkplt5YMxyNqw4rjx+4ok0pvdaVmriAPDj0pM8OWK1S7rup3f8Li9xKOUcWNF5+ZmfWPLufuXxTxxI4rE+K0pNHADWfHaMVyduUj6USNd1Pp68tdTEASD1YjYz+mzg5M6rSuMDnN1+hXkDNpWaOABse/8o3z8Yq3z4hN1mZ/nEzaUmDgBppzNYOGAtSfGlf1+dcXLjeb4ZsanUxAHg1/87wMbndimPb8228eGQzaUmDgCXjqTxbrcNJJ0u/fvqjO3fneadMZtLTBwAdDt8+fQuls04oDx+5rVc/tF/bamJA8DxXUm80GsNqZezlB/D2k+P8s7kX0pMHABsVp33H/iVH2YfUR4/7Wo2T/dZXWriAHDwl0s82381Gaml/2adsfDtfbz3t62lXutysmy8PGEjGxYmKI8vRFmR5KGSOXMqlZf+ttFw+b9NX01yktobxStP/8jpk8YqIXFbzzH7v2p6Wwoc3n+Zt//5q6GydrvO3+5fTVam2ucA3nxkC1cvZBoqu33dWRbPUZvELZt5gF/3nM9LHBw0YurAq3/7SfmzEG9O20J6irHE8MdvTrDha7U3y53LzrJl3glDZbOvWfnw3q1KK++6rvPdvdvIzTA2rj3uowSOrT6vLD7AwS+Ok7DijKGyWUk5rHtkm9L4tlw739/3K/ZcY+d121uHSNxeeuXOrM3vH+XoxouGyqYkZvLdIzuVxs9KtzLrvl9Lbcgo7Ktnd3PuiNok7rs39nMs1lhyfO5oGvOfUXsOUi5lMfPBrYbLf/DXbVw9pzaJm/fiTk4fSjFUNmF3El++uldp/HPH05j5lPHf1xtTfiLdBQlM+dLRNbX/ZCBUxSTJQyWz4MM9pfY4FJWZYWXhfHWtzlcuZbB04WFT28yfs0fpA2OffbDHVPmkK1ksX6SupSvxeCo/rzhlaptFH+xXWnGd+3/5N3+Dox8ybDY+f2WXsvjxO6+w/xdjFbYCS2aqTaDWvhdvqvyp3cnE/3xZWfzjGy5y6aC5SuC2mUeVxQfYPcfc9/r0jxe4YrCCZUT8sjNcSzSWRBfYOUvdb9Fu19n8nrlzum/JWZLPqKu4bvnsBBnJxntXdR3WzjT33S1NbraN1XPM7e/Hz49zLSlb2TGs+eQoOVnGHw635dpZ/ZG630JGag7r55feA1nUqo+PkK2wUWnp7IOmelczr1lZNV/t9UCIsiLJQyWzcIH5ROCreeqShyVfHyY3x1wicP7sNX5aV/qwCqOsVjuLPz9kertv5quruK78LN5wK2OBEweTObD9kpL4VxLTOXI62XSDzOJPzZ+3kqyab77ys+/ni5w9qqbF9erZDPavMd+Kv/lTdUPYds0zv6/DyxO5dlFNT+Dlg8lciDM/FGv/AnOVrNLsW2D+HBxcdIpcRZW2Ez9f5vKxa6a2sdt0dixQcz0C+Gme+R61H+cdV9aYsHNVIikmv1M5mTZ+XqjuHKyba/47tfZTdRXnLd+dIvOaue9U2tUcti031mtnxA/zzF8TndmmIiuYqlXlP+l3qJgkeahErFY7586au1FC3lAnVc46ua+zp9KUxE9JyiL9mvlnKBINDrMy4twJ597L+VPmP7vinNiXjK5huNehQFKKuuFrF5x8L85uV9RVJ8etXz6VriQ+QPJJJ45Bh1RFrd5pTr6XtNPqzkGKE8dgy7aToSiBunrCufdy9aS6c3DZiX2lJ+WQmaYmgbrk5PfgosLfwsWT5n/Xl06lK0ugnIl/I9sVlZ1lJcmJ77Sq62FFojp5EBWTJA+ViLMTdCidLtXJXWmKvmnOzlKicoYXZ/el7Bw4uR+VE7w4PVuMomNwOrzSc+Dkdqq+i+Ud/wb2pWq2IWfjq70mOnsOyjV8uV8Pyjs+qPstOBvfTWpgopKSr24lYrG4UT8swPR2DSLMb1OS8EjnpnoMiwhUEj8gyIuAIC/T26k8B/WinNtX3Qg189xHtAp26ocbGuyrJD5AnUjn3kttReegWrifU0lUjUh103QGR5mfs9/NXSOgvprPITDCufcSEK5urYEgJ/blUcUd3xpqpskMdeIzAAiJVHcOajpxDAE1vPH2U7PuRk0nv9O1nPwNF7svJ6a/rRlZVVkS6Ux8gFqKrgeeXhaqOTH9rarrYUWiK/4/UTFJ8lDJjJvUwvQ2d05qqSz+4FGN8PE1d9NrEB5Ap271lMS3WNwYebf5tStG32v+vJVkwPiGuFnM3fSaRIfSsHWIkviB1X1oEWl+zYLRDyg8B/c0NL1NTO/a1GygptLmX92btoPrmN7utvsilMQHiJ5kfl9Nh9XFN9h88lucoCh/6nQ2uQCfBs3Hq1v3pNU95s9B8zvDcFe05kf99sHUamEumbd4utFufAMl8QG632v+fHa/N1JZxbl171qE1jOXkPpUdafTyPpK4gP0uTfK9DZ97zN/DSlJp6H18QvyNLVNUE0f2g+oq+wYbp9kfu2Kgfc2VhZfiLIkyUMlc+eklqYW2woI9GL4uKbK4gcEepteeG7itDZKhwncOaUVFhOV9xq1q9BniLpKY7XaVegxPNzUNiMfaK50Yaj7nstfL8dgw4y/hwcjHlOXPNRvEkhMr9qmtrnjAbULFvZ+0NzNOqpTKGHRwcri1+0YQu0Ycz1xtzygrsIE0GaaucpHeN/aTvdYFL+/WgSaXDU5eoq6c6BpGl0fMldxbTumHlWrq1sgrMPI+vhXN54QWtw1ek4xX9kueX9u9J9m7rfQ854ofBSuut5zQiQ+VY3vz8vXQu971CWx3r7u9LvX3Pfq9imNcPdQVwUadF9j3D2N788/2IueY9TdlyoCeWD65iHJQyVTrUYV/jO7n6GyFovGe3MHUsXPXIuMI39/pSuNmxtrRe/WpwGTHmyjNH5YVCDPv9nNUFlPLwvvLBiAh4fa1Y0fe6szdQxWwnqNiuD2CWpXVO15VxT9u4cZGvduQePVT3rjpniA7eOzuhJSy8dQ2UH3N6bzIDW9TwWa965Jv0eMVZ79Qr2Y/GlHpfE1TWP4px3xDjJWaer6ZFMa3Gqyp8CBhnfUp9ldxiogfnV86fXfW5TGd7O4MWReZ9x9jf2+ur/SmmotApUeQ6f7I2h5h7FeqGoN/bjjP22Vxvf0tvCXL7pi8TDWODDpvfZUa6B2hechjzWjZc+ahspGtA3mrpfbKI3vF+jJY3O7GBpKqGnw6Cdd8Q9Ru8LzXS+0plE7Y/el5l2rM+pJdT3yANXqVOGJmV0NlbW4azy/oDveJnvxKwMZtnRzkOShEho+tinvzx+Ib5WSKy0BgV58+s0d9OxvroXciIBAbxauHs0tt5Z+wx46ujEfLhyivOIOMGF6a155r2epvTAh1X2Yt2IY7bqYH97iSEgNX2auH0LTmNIrg0Pva8I/5vZU+4Bmvhk/DGBI/yi0Uq6vPm4W/vNJX7qNVt/CVbOBH2+vH0iDZoElltE0GPVoCx5+t5PSnpcC495sy5Bnm5daaakR5cezm3pRs6G6FvcC1Zr6c+/6ngRFlFwZ1CwaPV5qQe9/qa2sQF4C0+e9W2gzvfQkKrRFIKNX9aFqHXXPvRSoFRPCuJU98SslkXTz0Oj1f9Hc8rja3ifIS2AmftmJDveElVquwS3BPLSpJ36haoaNFda8Rw3+vrIHVUvZt6ePhSkf3ULPyep6HQp4eFp4ZnF3Og0vfShSq141eWl1b1O9BEZ1HFqfZ7/pga9/yfv2qerBU191o8tIdcPGCnhX8eCVH/oS07f0HtGOQ+rxz+974+mt/r7U/+6GPPNpt1KTgqpBnry+tC/t+6gbMiVEWdNULlwlSqZpWmx0dHR0bKy61ZZTkrNYuOAAX8/fnzeFqpb3YPK4e1oybGwT5T0ORem6zrYtZ5k3aze/bj5DxrVc/AO96NkvnAlTW9OspdpW1uJcvZzJorkH+O6zg5w/ew13dzfCGwUy9r6W3D6iId4+rm3Zsdt1dmw4yzcfHGDfrxfIyrDiH+zNbYMbMGxKM8KaBLo0PsCxXVf44Mlf+XnLWTJyrbhpGqH+3twxvgn3vByDj4u/Bzabne2rzrJ01iEOx14mJ9NKQDVvbhsWxqDJjcvkocArp9LZMPsY2xaeIu1iFh7eFuq3CaTH1Ia0GVQbi7tr20lsuXYOLzvLjtnHOL8nGVu2nSo1vGkxuj4x90cQUFd9pb2o5GNp7Pk4nqPLTpN1NRuLt4Wa0SG0ntyIBr1qKZ1lqTjWbBtHvjvNro+PceVQCrZcO361fGg+NoxWEyOoUsNYL9WNOH8ghS0fHGPf0rNkJuXiWcVCeJdQuj4QRVT36i5JYAvLzrDyy1cn2fDhMc7Hp2G36YTU8+XWu8Ppdk8EfoqedylNws6rrJx5mF2rE8lIycXbz50W3WsyYHojGneq5vJzkJGWy8YFCaz59CgXEvKmta4e5kefSVH0GB+Br7/r70uHt13m+5mH2L3hPJlpufj6exDdpzYDpzWhYYyaZ89Kk5aUzQ/z4vlhXjwXT19Dc9OoE+nPwHsb02tsBD6lNPyZFRMTQ1xcXJyu6zHKduoETdNigwiL7qO9onS/a/TnSOJEub8/8UeSPJQRVyQPQgghhLh5SfIgysOfb8CdEEIIIYQoUzrkLWCqcp+K2rc1TesNjAKOASFAIPCUruvJrtyXpmkz8l9fCOzQdT05f/upwBpd12ebfzflT5IHIYQQQgjxp6Rp2kjg6cK9F5qmRQOxmqbFmEkgnNhXIDAl/1/hYYNvVNbEASR5EEIIIYQQCtgr2AxJmqYFktfq36fw33Vdj9M0LQ6YQ14vgiv3NRsomLUkDpil63qC8XdR8UjyIIQQQgghbpi9vA/geqPz/7ujmNe+Ii8ZcOm+dF2faiJGpSBTtRaiadqTmqbN0jRthqZpCzVNW5PfHSWEEEIIISqXUUByCUOTEuC3oUhlva9KTXoe8mmaNguYUbgrSdO0J8kbxzZK1/VF5Xd0QgghhBAVlw7KF3ZTsLd2wNUSXkvO/297wEgdz+l95Q956p3/P9c686B2RSI9D/z2sMsUoGjGWPAwy5yyPSIhhBBCCAE00TQttrh/BrYNVFTG6X3lz7g0hbznHdYCC/Mbpyst6Xn4o8jC/yN/Si0w/sUSQgghhLgpVcBnHuD3XoGiCnoRgl24r2TypmRdW/AHTdNGAcc1TUuurDMuSfLAb0/KBxXtRtI0reDp+LXXbyWEEEIIIfLoLphtSQc45OJF4gJdtS9d158qWiC/YXotMIPfR7hUKjJsKV8J48+eKvJfIYQQQghReQSW8PeCXoLkctjXdiAwf8G4Skd6HoqR/2DLaPIebonRdT3OxLYljcFrouDQhBBCCCEqHJesMH3ju0g2UKakh6Bdua8CEY6LVDySPBRRaCnxdsAs8qffqqgOHrjE5wv2cfpUCmgaERGB3HV3KyIjg8okfkZGLt9+fZCfN58mPT2HgABveveLYMCgKDw8LGVyDHt3XuDbzw9y7uw1LBaNyMbBjLm7OXXq+5dJ/GupOaz44gh7fr1AVoYV/2Avug8Ko0v/+lgsru/cs9vtLPv4MF/M3MOVK5lY3DUaNgrm4dc6EdU61OXxAVKSsli84BB7d1wgJ8tKYKgP/YZF0alnPdzcFN9NiqHrOrE/JrLumwSuXszE08tCo9YhDL67MYGhPi6PD5B0MZPVc4+SsOcquTl2gmp4031UOC261ii8qqjL2O06u1afY9uS06RezsbLx0JUhxC6j4+gSqCny+MDXDmbwdpPj3LqQDI2q05IbV+6jQunYfuQMjkHVqudX1ec5pflp0hLzsHbx52WXWrQa1wkvn4eLo8PcPZEKkvmHuJUfAo2m06t+n4MvLMRjcvot5iTY2P9kgS2rDlFWkoOvn4etO9WhwGjGuLtUza3/ONHklg87yCnj6ei6zp1w/wZdndTIpqYGVruvOwsKysXxbN14xmupebgF+BFl1716Ds8Ck/PsrkvHd53mW8XHCTxdBqaphEWFcjIu5tRPyKgTOKL3+zg91mOiiqouBt58Nr0vvJn8ZwCXDcsvrLTdL1irQZYkeQ/Df80MKrwwy5O7is2Ojo6OjbW6He0dPHxV3nkoR/46cdTxb7ep18E77zbnzp1XVOBttt1/jPjF9797zZSkrOve71WbT+eeeFWxt/TyiXxAQ7sucTfH1pL3NZz173m5qbRb0gkr7/bm5Bqvi6Jb7Xaee+FbXz1wT4yruVe93qtBlV55NWO9BsV5ZL4AEs+PMiLj2/gclbWda9pOrQKC+WTdcOoXq+qS+JnZ1l54++bWfjxfrKzbNe9HhYVyDNv3ka3AWEuiQ+wdd0Z/v3oFo4fSrruNU8vCwMnNOLxf3fG29c1lcfMa7m8/+hW1i44hjX3+scFw1oE8tB/O9G6W02XxAfYtuQ0n/4tlvPHrl33mpevhT6TGzLh9bZ4uKjidC0pm5kPbmXzopPYbdffU6JiQpj+3i00au+6CvSaz48y57kdXDydft1rvlU9GP5QMya9GO2yhP7y+QxeeXATm74/QXG31Tada/Lce92Iau66CvTXc/bx3svbuHw+47rX/IO8uPfxaO7/W7TLErmzJ1J58cENbFlT/H2pY8+6/PP9ntRzUQVa13U+eXsns97YQfKV66+JIdV9eOCZDtw1vZXLzsGxQ1d57qH1bPvp7HWvaRr0GBDOy+/2pGYdPyXxYmJiiIuLi3PxMwEOaZoW60+D6C6Wfyjd7xbbi6Ry0un3p2naFPJWdL7uAy94DYg0suKz2X1pmraGvIbo8GKeqZ0BPInJ0S0VhSQPDmiadoy8jPKGMkeVycP+fRcZ2O8Lrl7NLLVc7dp+/LBuPGFhgTccszC7XeehKSv4YsE+h2WfffFWnni6s9L4ALFbE7nz9m9IL6bSXlhYZCDfrh9D9ZpVlMa3Wu08MWYVG5edcFj27293ZewDLZXGB5j/xk6efX5D3uwWOlD0cpb/t2AvL37YPYHa4WoTyewsK5OHLGXrxjOllnNz03j9oz4MvUv9yL113ybwzPg12KylX8dadazBeysH4VNFbQKRkZbLk31+4PCOy6WWc/dw44Wve9BpcH2l8QHWfXyU96f8WmyFtbA2fWrx9NLuyhOIlMtZPN1jFacPpJRaztPHwkvf96Jld/VJ1Ndv7eX9J7c5LNd9ZDjPL+iuPIG4cOYak3ouJvFEWqnl/AI8mfXDYJrHVFcaH+CdF39l1mvFLXz7RyPva8ZL7/dQXnk+EZ/MhF7fFJu4FBZczYf564Yr74XQdZ2XH9nEZzP3OCx7/+Mx/O21LkrjAxzcc4m7+n5DStL1DWqF1arrx1frR1GnwY1fkyta8tDZ8pLS/f5se+lGk4dAIIm8RuBFRV5bA6Drep9itosomlCY3Vd+A/Si4hKT/Lplcnl/bs6q1A9M58/zqzvxz8wKgAUZ4RRXvAezMjNzGT18kcPEASAx8RpjR36DzaZ28rQP3t1hKHEA+Nc/fmLl8qNK46ckZ3HviCUOEweAE8eSmTpuGaqT5Fkv7zCUOADMeHQzcZsTlcY/FHuR55/f+Pu0eMXVA/L/djU7mztvXag0PsDrT/7kMHGAvGTz6clrOLT7ktL4Jw4n8/zEdQ4TB4A9v15gxl9/Uhof4O3pPztMHACsuXZeuXMj5xJKr1yadXTHFWZO2+owcQDYteYcC57eqTQ+wH8mbHaYOADkZNr414iNJF1wfO0yI3Z9oqHEAWDjouN89vpupfF1Xeex0ascJg4A11JyeHjYStLTcpQew+pvjxpKHAAWfXSALz7YqzS+1WrngWHLHCYOAFcvZTJ92Pfk5FzfU3kjFn2y31DiAPDhm7F8/+VhpfEzM3K5/46lDhMHgHNnrjFt1PfY7dJ462r5jb5TyZvZ6Df563tFkLdqNEVeiwWO5Zdxel+6rr8BzCg0c2dB+RnkPWB9XezKolInD7qux+i6rjnxr2jGuFDTtGP5WWVRBRlje5e/IQO+/eYQp0+nGi5/YP8l1q45riy+1Wrnvf8au1EXePctc+UdWTjvAFcuGa+AbP85sdihTc7KTM/li/eN33x1Hea9pbbC8uYTW7AafZRMh6OXUvh5+Ull8a9ezmTRJwcMl7dZdea+q/YcfPX+XnKyjVdAVn4ez6XE64e0OOv8iTQ2fmX8kaicTBtLZx5UFh9g2dsHix0mVJLVs+NJT1FXcT2++ypxq40nxunJOaz+KF5ZfICv/mOuIvzNuwfIzrIqi7/jx0T277houPzl8xks//yIsvgAH79pLimc+/YupY1KG74/zvEjyYbLnzqWwtrFx5TFt9t1Pvy3uZEfH74Zq7RRadlXhzl/9vphgyU5sPsSW9YVP7yrstLJW+dB5T8Vn1D+WgpT8+t6T+ZX3qeSN2QouZhN1pJX97vuNbP70nV9VH75WfnbFPRQBBkZKlVRVerkQaGR5GWNxfWjFmSM28vucEr28RzzLYcfzlY3nG7ViqMkmrhAAvy8+TQHD6hpddZ1nXmzzVdCndmmJKsWHeOayQrYj8tPcuGMufNWkuwsKxt+MXHTye+B+N+LvyqJD7B4/kFTFXeA5V8dJiXp+nHIzshMz2X5AnMVMJtNZ/HH6irvKz48YqjFv7AfPo0nR1HFNeVSFj8vMlf5yM6wsXG+uvvVylnmK8E/zD6irMX13PE0tq1y3PtVWMrlLH789oSS+ACLZhtPogssnLVfWfwDOy+yd/sFU9ucOZ7Kz2tOKzuGL2eb78n4Ypa63o+tG89w4miyqW0O7r7M7m3nlR3DZ06cA2e2Ec7RdX2truujdF1/Q9f1p3Rdn1rSUPT810t8DsLMvgrtb2r+Nn2KW/uhspHkIc8ioE8JX5ToQmXKla7rxMWab0F3ZpuSxG53bl87d6i5SKel5pAQf/2DsY7s3mHu5lqa/SZv1JDXMnZwp5oE6tCOS2Tp5rv8jyaYP28l2ePEOcjOshG//4qS+CePJJOR5njYWlFmWogdObzd8XCloq4l5ZB4TM3QpRO7k7AV84C2I0e3q/kMAOJ3mN/X5dMZJCsaunQ41vxnAHDIwFAzo/Y5cW2J33dVWe/HPie/02YTDtX7cva4i7Nnu3P3l72KjsFms7Mvzvy+9saq+wwqCnv+QnGq/omKSZKHPJPJ61YqblxaBDC1InQv5ebasZkYolAgK1NdF32Wkze8TEU3Smffi7PHXZzMDOf2lZ2pZoyvs8NOchUOU3D6c1D0XXR2P6o+g7x9le8x5Di5H2e3K062k78FVceQ5XR8ddcDZz9PVd+D8v4tOruvrEyrsmFDWU6eS1XnoLiZ5soyvhBlTdZ54LeHYEZpmjaj0HMPBUOYDE3hVRY8PS1UrepJmsmH7YKD1c1zHxzi3L6Cg72VxPcP9MLNTTM97CFIUXzImy3EGQEhao6hVnj+tKvFzbBUiire6mYaCnJy7QRntysq0MnvYaCizwAgINS5ffmHeCmJ7x/q3H6qKop/I8fgF6zmGAKrOfsZqPseBIZ4G3pQuDB3Dzeq+Kv5PQY5+VsIcvL7W/y+fLho8nmiwBBvZTM+OfteVF0PfHzd8fK2mE4iAhXelyoK6Su4OUjPQyGFxqUVjE0bVVEShwKDhjQyvc3goea3KcnAIQ1Nb+Pr607P3uFK4nt7u9Ozv/l9DbjD/HGXpMdQ8/EDQ71p20XNFJXhzYKp5edrKnEA6Nk7TEl8gD5DzS+KWTfcnyat1Mzz36BRAOFNzC+E2N2Jz64kXe4wP+1qZJtgaoapmd89qn0IwXXMr2HScVg9JfEBOjpxDlr1rImfokXr2nSrRZUA8/u69Y4GSuID9HTiO9V9cJiy6WK79quPp5f56Xd7Dla3sG1vJ64Hfe6IVBa/56AIzOYh7h5u9LhdzfVA0zT6DjX/fvopPAcVgQ7YNV3pP0lGKiZJHiqZ+6dEOy5UxH1ObFOSps2q0fU2cxWGUeOaExCoroVl4rTWpsp7eLgx9p4WyuK36VSTRi1DTG0z7J6meHmr6+gbc2fzvP/H4JXVHY2H/0/dehvdBoRRu765hefGTm6prMKkaRojpzU3tU1IDR96DlOXPHQfHU5Vky3oQ6Y3VdbaanF3o+8UcwsQ1mpYlVa9aymJD9B7YiSePuYqrrdPa6wsvrevOwMmmmsYaNIulCbtqik7hhH3N8NiMfeZjpmm7noUFOpDf5MLUXbpW58GDQOVHcO4qeYXAx03Vd3aN3XD/OluMhHoPzyK0BrqFhAdb/K+pGkw7n716/8IURYkeahk2rWvxcjRzQyXnzo9hshI8y20pXnxlW54GWzpCg315bG/dVIav1ufMHr0CzNc/sEnOyhdJE7TNB6d0Qk3gxWGmvX8GP+w2pW2H5rRkVpVDPQ+5CcXY4Y0JbS2unNgsbjx1IyuhsuHNwpi7GR1FSaAIRMb09BEEvfX1zopXSDN09ud+19rZ7h8w5gQet+lrrUX4PYHG1MrylgSp2kw8Y1o3NzULQ7mF+TFXS8ZrzS16FaDjkPV9XwAjHuiFaG1jVUCLe4aU1/voDR+jbp+THysjeHy3QeH0a5bbaXHMP3ZDgQYTGS9fNx5+J8dlcaPahbM6PuNJ/PD7m5K0zbqEjiAR/7RCZ8qxhpoqgZ48uBztyiNH9OpFrePMJ7ITvpLW+qFu2al7fKj9mHpvAempe+hIpLkoZLRNI33Z93OoMGOL1J3jm/Ba2/0Un4M7TrUZt5Xw/DxLf1CXb16FRYtG0X9MLUXSDc3jZmfDaJrD8c9IPc91JbHn1ebvAB06l2PVz/thbtH6T+hWvX9mLl8ECEKW7gAvH09+HbrOGr4ljDeueB6q8HArhG89lVfpfEB+o9oyD/e6+GwMhreKIiPlg+laoC6sfYAPlU8eGfZ7US1KH2lWk2Dx/7dmYHj1Q3fK3D7fY2Y/LrjBCKqbTD/WtoHT4W9T5BXeX9+ZU+HCYSbRePBDzvRYYjaijvAsMebM+rvjhPDZl2r8+y3PbC4q73thNTy5Y3l/Qh1MITLw8uNFz7rQdtu6npeCjz08i2MmuK4Uadz33q8Nq+38tWd60cG8MGyIQ7H/vv6efC/RbfTPFr9CtfP/bcbg8Y6/o31HxHFS+/3UB6/SatQPvhuMH7+pQ9jCwj2YvbSoUQ0Vtuopmka//dRX3oa6AEZPak5f3/deOOLEBWNpnrlXVE8TdNio6Ojo2NjY5Xsz2az89WX+5nzQRyxO/44fWqXrvWYMi2GO4Y3Vn6TKiz+yBXef2cHX3+xn4z036fNDAn1Yfw9rZj6QAy1apsb2mJGbq6Nr+buZ+4Huzi4949TL97WqwH3PtiW3gPVtvQWdWTPFRa8s5tVXx/9w8NyoTV9GX5fU8Y+0NLpB6yNSL2axavTNrFsRTwpuYUepNchqnoAkx+N4a7H27gsPuRNkzj3nV388O1RrIWmDq1dvypj7m/BXdNbKU8cCktPy2HRrP18O+cAZ4//Pg2qxaLRfWg44/7akjad1VcYC9vz43m+fWc/vyw9/YeH+WtHVWXQlCYMmtoYnyrqHlgv6lpSNivfP8Lq2fFcOfP7w7vunm50HlmfwY80JTLG3FA7s+JWnWXZ/w4R+8PZP6x/Ua9ZAAOnN6bvfQ3xcGJsvlFJFzP59r0DfP/R4T+sYu3lY6HX2EhG/rU5EQ4SzRuh6zoblp7gq5l72br+7B9ea9ImlDHTWzB4QmPcFSdPhZ0/c40F7+7m208PkHL195WOff08GDK+CXf/pbXS4UpF2e06KxfG8/nMPcT9/Mf7UpuONblzWisGjm2ktPerqNMJKcz93y6+m3+Qa6m/XxP9A70YPrEpE//S1vSQSzNsNjvfLTjI/A/2XDd96y3d6nL39Fb0uyNK2b05JiaGuLi4OF3XY5Ts0EmapsX6UT862v0FpfuNs/6Ta5wq9/cn/kiShzKiOnko7PChy5w6lYqmQVh4IFFRrrtBFic1NZs9Oy9wLT2HgABv2sbUxFtxC2tpdF3n4L7LnDuThru7GxENg6inuLfDkZSrWRzefZmsDCv+wd40b1cNDw/XVZSKstvtrPs6gVPxyXh6WWjXow5N26tvXSzN1UsZHN57haxMK8HVfGgRU13ZMw5G2O06B+MukXQxE09vCxHNggmtqbbHx5HLiRmcOpBMbraNwBo+NIwOcWlFqSib1c7RHVdIu5KNl487DVoF4q9wVh0jLp66xtnDqdhy7QTX9iW8dZBLGzGKys2xcWj7ZdKSs/Gp4k5UmxCqBroueS3OmYRUTh1LwW6zU7OuH5HNg8v0HGRlWtkfe5G0lGx8/TxoHl2dKlXVPKRu1PEjSZw5ngpAnQZViWhStvel9Gs57I+7SHpaLn7+nrSIqY6Pr+sS+OIcOXCFxFNpuLlpNIgMoEFkoPIYFSl5qEL96Lbuzyvd707ry6RL8lDhSPJQRlyZPAghhBDi5iPJgygPss6DEEIIIYS4YbIq9M1BHpgWQgghhBBCGCI9D0IIIYQQ4obZHRcRfwKSPAghhBBCiBuStyqD2mFLMgiqYpJhS0IIIYQQQghDpOdBCCGEEELcMHlg+uYgPQ9CCCGEEEIIQ6TnQQghhBBC3CAdu6a650F6Mioi6XkQQgghhBBCGCI9D0IIIYQQ4oboqJ+qVfodKiZJHio5XdfZt/cip0+lomkQERlE4yahZXoMyUlZ7Iw9R3p6LgEBXsR0qI2vr0eZxdd1nb07L5J4Jg2LRSOyUTARDYPKLD7A1UuZHNp5iawMK/7B3rS6pQaeXpYyi2+12lkx/zCnjibj6WWhQ896tOlaq8ziA1w4d419ey6SnWUlJNSX6A618PAo23Owa/t5rlzMwNPLQpMWodSqW7XM4gOcO53GkX1XyM2xEVLDl1bta2CxlF0Hb26OjT3bLpB8OQsvHwtN2lQjtIZvmcUHOJ2QQsKhJGxWO9VqV6F5dHXc3LQyi5+dZWXX1vOkJGfj4+NOi5jqBIX4lFl8gIQjSSTEJ2Gz2alT35/mrauhaWV3DjLSc4nbdo601Gx8q3jQpl1NAgK9yyw+wKEDlzl5PBldh/phATRtHlqm5yAtNZu47ee4lpZDVX8vYjrUooqfZ5nF13WdfXsucuZ0KpqmERkVRMPGIWUWv7zIA9M3B0keKimr1c5n8/cyZ1Yse3Zf/MNr7TvUZsq0GEaPbebSi/XBA5d47+3tfPP1QbKyrL/9PSDQi7vubsn0v7Snbj1/l8XPzrby2Ud7mTtrF/GHrv7htU631eW+B6MZMDTKtedg5yXmvbWbNd8cw5r7e5tLUDVvht3TlLv+2ooQF1beki9n8sLkdSxdHU+KLef3F16FqKAApv2lHfc9085l8QG2/3KWD97Zwcql8dhsv984atb2Y/ykVtz/YDRBwa6rvKWmZDN35i4++3AviafTfvu7m5tGr9vDuf+v0XTqVs9l8QF+WX+aT9/ZyaaVJ9AL3TvrNKjK2MktuXN6K/yquq7iknwliwX/2803Hx/g8vmM3/5ucdfoNTSCiY+2oVWHmi6LD7Bx+XEWvLuHX9ad/sPfG0QFMGZqS8ZMaYG3j+tuORfPpfPp/3ax8NP9JF/J+u3vnl4Wbh/ZkEkPt6VZ62oui6/rOsu/jeeT93eydfPZP7zWuHkIE6e2Ydy9LVyaUJ85mcqs/+5g4YIDpKZk//Z3H193ho1tytSHY2jYxHUVWLtdZ9Hn+/nog53s2nH+D6+1jq7BpKltGT2+uUsT6mPxV/ngvztY9MUBMtJzf/u7X1VPRt/VnKl/bUdYRKDL4lutdj77dA8fz9rJ/r2X/vBah451uP+BaIaNalKmiZQQqmm6LlliWdA0LTY6Ojo6Njb2hveVmZnLxPGL+WHFsVLLjR7bnA/mDMTdXf2FesX38dw7fgnZWbYSy4SE+vD14lFEt1PfAp6Wms09Ixbzy49nSi03cWpr/vV2L5e0fC7/7AgvTF6PzVryb6h6nSq8//0gopoHK49/6kgyfTvM40JW5vUv6kD+Wx50SyRzNwzHzU399+DjD+J45tF1lHYZCY8M5KvvR9EgPFB5/HNn0hg/6FviD14ttdyzr93K1Mdck0R98Pp23nrhl1LLNGoRwkfL76B6rSrK45+MT2bqwKWcPZFWYhk3N43n3+vGyPuaK4+v6zpvPv0zn/xnZ6nlWt9Sg/eXDCYwWH0L+KG9l7l30GIuFUqcinL3cOPfn/Rl4KhGyuPbbHb+/tBavvh4X6nluvaoz0eLhrikBXzHr4ncPew7kq9mlVjGx9edOV8MoWf/cOXxc3JsPHjvcpYuOlxquQFDopg1fzBeXuoTyU1rTzBp7GLSr+WWWMY/wIv53wynY9e6yuNnZOQyaexi1q0+Xmq5seNb8N9Z/ZUkUTExMcTFxcXpuh5zwzu7AZqmxfpQL7qhx9+V7jc+93UyOV3u70/8kTwwXcnous60+5c7TBwAvv5yP08+sVb5MWz95QyT7iw9cQC4cjmTUUMWciIhWWl8u11nyrhlDhMHgLmzdvN//9iiND7AllWneP6+0hMHgItn03lg0Pd/aA1WIeNaDgM6Lig+cYDfEgd0+H7rMR4duVJpfIDFCw/x9COlJw4Ax48lM3bwIlKSS67UOCP9Wg4TBn/nMHEA+NfTP/H13P1K4wN8MXuvw8QB4Mi+K0wZsoSsTKvDsmYkX8li6qBlpSYOkPeb+cf0jaxbnKA0PsCHb8Q6TBwAdm+9wF9HrsBqVTsq+vzZaw4TBwBrrp3H71nFz+tPl1rOGa8++5PDxAFg84ZTPDhhBaob7RLikxg/9NtSEweAzAwr941Zcl2vgApP/mWNw8QBYOXSozw+fZXy+Pt2X2Di6O9KTRwgr6dy/PBvOHLoitL4uq7zwL3LHSYOAF8u2MfzT25QGl+IsiTJQyWzbWsi3317yHD5D2fFER/vuHJlxj+f/5GcnNIThwJXr2by1v85rlyZsWHVcTatPWm4/Hv/3s6Fc9eUxdd1nbf+/gt2u7EKwMWz6cx/e7ey+ABvP/UziRnpjgvmJxGfr9jPxbPqzoHVauefT280XD7haBJz56g9B199up8jB4xXAF5/bjPZ2eoq71mZVt56/mfD5Q/uvsySz4z/do344v09nD2earj8m09vMfy9NSL5ahYz/7XdcPnYzYnKE5g5b8Y6TBwK2Kw6bzyzWWnl/eypVOb8N85w+bUrEtiyQW0C89arv5CanO24IJCdZeP1FzYrjX9w/yW+mLvXcPmFnx9gz84LSo/htZc2k5lh7PedlprDv/9l/LdrxK9bzvD94iOGy895P5bjx5KUHkN5y3tgWlf6T8bGVEySPFQyH842fpMq8JET25Rk/75L/LzZ3I1v4ZcHSE5S1+r86Qe7TJW3Wu18/onxG5sjO7ec4+h+cwnZ4k8PKm11/vxLx62chVnR+fcT6ioMa1Ye4+yZ0lu7i5o3Zxc2m5pWZ13XmT/LXDJy+WIGK787qiQ+wPKvj5CSZKzCVuCzmXuUVVxzc20s/NBcb8rpY6n8vOaUkvgAi+cedNgDWdQXs9T9FjPSc/l2/kFT2+zfeYk9O9RVXD/7aK/phGzurF3K4l+5lMEyAy3+hf247iTHjqhrVPrUiffzySzHvVVGnTyezLofzCWly787orRR6SOT70fXYe5HahtUKgLVyYOomCR5qGSWL4s3vc33S423hjiy0on4mZlW1q913JVrRFaWlfWrzO9r5RJ1lcYNS0+Y3iblajY7t5xTEj/hwFXOpqebnsNu7Xo1nwHAD0vNn8/Tp1LZV+ThfmcdO5zEsSPmW+1WOXHcJVm7xPHQwaIO773MGRM9BaXZv+Mil86ZHw63bom6lv91S83va/ums4ZbyR3ZuukM11JzHBcsYo0Tn11JnPlOrfk+QVkivWH1CXJyzO9r1TJ158CZ+8LKpea3Kcmq5cccDp8symq1s2almt+CrutOvZ/lS9Tdm4UoS5I8VCI5OTauXTN/o7zqYBysuX2VMMbeRdsVlZqcbfomAZCkKD5A0mXn9pVyRc3nkHg8v8Xf5DPg6VmljwU2w+nvwRU1n4Ozn2eSos8AcDi+vMRjUPR7THbyvaRcUVNxv5FjcHa7opz9PFXFB+c+T6vV/ofZkG4ovpO/KVW/xbxjMH8Okq5mKeuFc/YcqLovZGTkkp1trgcuL77a58DKm6641yFv2JL0PlREkjxUIh4eblgs5mcN8vFVN6uFt7dz+/L1UbPug7NTPfooig/On09vRZ+DX4BzM7V4KJx1q7w/B2fjq5wq1PlzoOYYvJw9BwqvB87+FlRdk5z/Laq7Hjh7TfRRdAxOfw9V3hecOAYfH3dl05U6fw4UfQZOfwdktnxROUnyUIlomkZMu9qmt2vX3vw2Je7rFuf2Fd1ezXStVf09iWpsftrT6A7qpott0aGG6W3c3DSaRquZY75pu2r4auZvOk2j1C0eGOPE5+nt407TFmqOIapxMFX9zSdRbRWuddDaiX0FBHtTPzJASfwmrUPx8DR/CW/pxPe35H2ZPwe16ldVtvZJy5gaOFP/bK3wHDjznWrWqprTFc7r4zt3bVN1TQaIceIY2iqNX773JYvFjbbtzH8PYhTemysKeebh5iDJQyVz35S2pre5f0q0svh9+0dSx+SqvV1vq0+TpmoqjZqmcfeU1qa3c2abkvQdGYl/kJepbboPDqNGHT8l8b283enb2cQ87fnX38f+2UlJfIDR41vg5W1usavhY5oqW+XWx9eDEeObmdrG3d2NsZNaKIkPMPq+FqbXDxl5TzO8FFUag0J96DcyytQ2PlXcGXxXYyXxAcZMNr9uxJjJzZWtu1I3zJ/b+oWZ2ia4mg9974hUEh9gQjlfj1q0rk7MLeYqwQ3CA+jWJ0zZMUyc0sb0NpOmmr+XlaRLt3pENTLXqNQ6uoZTFf6STJps/v1MmtxGWfwKQQO74n9mh+eKsiHJQyUzbHgTGjQw3nLZslV1evVWtyCQu7sbf3m0g6lt/vKYufKOjJ7QnGrVjbdcdry1Lm3bq7tJ+Ph6MO7BlobLu7lpTHhUXWUB4Jn/3IaH0Z+vBs1qBNOpXwNl8YNDfBh/r/H35OHpxuSH1K7xM+mBNqYSmBHjm1KjlpoEDqB2/aoMGmt8wTGfKu7cOa2VsvgAdz/cBou78bvrmKkt8HOix6YkjVqGctsA498r/yAvRtyrdqG6yY9Fm+p9uOcvbZQuUHZL1zpEm6i816hVhWHjmiiLD/DA4+1NlZ/+WHulC2f2GRBJ46bGV66OiApiwBBziW9pNE3jocfN3WcefKyD0lWeh41uQt16/obLt2pbg1t7qLsmC1GWJHmoZLy93Vn43ShCQx1XnuvWrcoXX49QvrrylAdimHCPsUrQi690o29/da18kLdC6NzvhhkathLZKIjZnw9WepMAmPJsDL2HRxgq+/Q7t9K2s9pVthu2DuU/r/bBUtAsU1zvbv7fqnv78O3msUrjA7z4Wje69XJ887NYNP734e00a6Fm2FaB8IZBvDd/IO4eji9jHbrW4eW3eyqND/DSuz1o29FxYurh6cZ/P7+dumHGKxdGNG1bjZdnG1tB/bbbG/DXlzsqjQ/w2id9aNTCccXRp4o7734zkOBqPkrj39KtLs+92c1Q2UFjGjH1b2pXGtc0jTlfDaZBhONGnYAgL+YuHqZ8hekBQxvyxAudDZWdOKU1EyarTWLd3d2Y981wahpIzqtV92XBd8Px8DDXc+nI2LtbMOUvxhooHnmqI0NHqk3gfHw8+Py7EQQHO/5+128QwIKFw5Xfm8ubrPNw85DkoRJq0jSUtZsm0LOEHgVNg4GDGrJu093UN9FLYZSmafx3Zn9efKUbwSHFXyjr1vNn5kcDeeQJ9ZUVgDbtarJk4zhu6Vqn2NctFo2hoxuzZOM4Qk30Uhhlsbgx47M+THkmpsQHmOtFBfDmV/0YNUVtS2uB8Y+1Ye7sIdTy9S22a9cNuCWiJlsO3keNeuaGmhnh5eXOgu9GMO3hdvhWKf7Bw8ZNQ/h88QiGjW6qPD5A3yGRfL5iBE1bFj8sztvHnYnTWrPg++FKH5YuUMXPk09+GMaYySUP42rWphpzVw+n24Aw5fEBBo9vzP++u53wxkHFvu7r58Gkx9vy9sIByitsAIHB3szbMJwh4xuXmMi16ViT+etHENPVNWO8736wNf/9rH+JyZl/oBd/feEW3vy0n0sqbDVq+bFk0zgGDm9Y4qQWnbrVZcnGcbRoU115fIDHnu3Em7P6Uqtu8RX4kGo+vPB6N159p5fyxhSAsIhAVvx4F31ujyyxJ6hXv3BW/DieyIbmn1tzRNM0/vlGD155syfVSnimpmZtP/7v3b48/Y9blccHaNaiGit/vIvbSuhRcHPTGDi0ISs33UVtk8N/hahINJUrbYqSaZoWGx0dHR0bG6t0v/FHrvDFZ/s4dSoVTYPwiEDumtCSBg0ClcYpSVaWlcWLDvHLltOkXcshIMCbPv0j6DcgEoulbHLTg/su8c3nBzl3Ng13dzciGwUzekJzatZWN0SlNJnpuaz4Mp69Wy+QlWHFP9iL7oPC6Ni7Xpm1LK1YcJhP/7eTy1cycHd3o1HjEB57rQsRzdTfpIuTmpLNoi/2szv2AllZVoJDfRh0RyM631bPJRWVonRdZ8cviSz/Jp7LFzPw8rbQrFU1RoxvRmCQmucsHEm6ksmSBYc4vPcy2Vk2Qmv6cvuohrTuULPMzsG2jWdZuziBlCtZePlYaNm+BgPHNaJKVbUt3SW5dD6dJfMPkXAoidwcG9VrV2HQ2MY0bau216kkdrvOT6tPsn75cVKSsvD18yC6U20GjmqobGYdRxLPpLFw/n6OH03GarVTu25VRo5vRiMTw3puhNVqZ83yY2xcfYKUlGz8qnrS+bZ6DBzeUOlwrdKcSEjm6wX7OHk8BV3XqR8WyJgJzQmPLD7BVS0nx8b33x1hy6ZTpKXl4O/vSbdeYfQfHOWSBLo48Yev8NWC/Zw5nXdvjogKYtyEltStr7b3MSYmhri4uDhd19WOCzVJ07RYT61udG2Px5XuNzH3TXL0M+X+/sQfSfJQRlyVPAghhBDi5iTJgygPMsmwEEIIIYS4ITpgU/yUgjRvV0ySPAghhBBCiBsmazPcHOSBaSGEEEIIIYQh0vMghBBCCCFuiO6CVaFlstaKSXoehBBCCCGEEIZIz4MQQgghhLhhNs1e3ocgyoAkD0IIIYQQ4obIbEs3Dxm2JIQQQgghhDBEeh6EEEIIIcQNU93zICom6XkQQgghhBBCGCI9D2Un7ODBg8TEyArrQgghhLhxBw8eBAgr58MAwKZfJDXnHaX7tOuXlO5PqCHJQ9lJzczMJC4u7kR5H0g5apL/30PlehRCFfk8/zzks/xzkc/zz8PRZxkGpJbNoZTqEORi1xNdtG9RkWi6LuPTRNnQNC0WQNd16X75E5DP889DPss/F/k8/zzksxQVkTzzIIQQQgghhDBEkgchhBBCCCGEIZI8CCGEEEIIIQyR5EEIIYQQQghhiCQPQgghhBBCCENktiUhhBBCCCGEIdLzIIQQQgghhDBEkgchhBBCCCGEIZI8CCGEEEIIIQyR5EEIIYQQQghhiCQPQgghhBBCCEMkeRBCCCGEEEIYIsmDEEIIIYQQwhBJHoQQQgghhBCGuJf3AQgBoGnak0AkkAxEAIHAU7qux5XjYQknaZo2EuhD3mcZDOwg7/NMLs/jEs7L/0yf1nU9pryPRRRP07TewCjgGBDC79fR5HI8LOEE+b2JikySB1HuNE2bBczQdT2h0N+eBGI1TRul6/qi8js6YZamaTOA7bquT83/34HAOuC4pmkxhT9nUbHl/zaDgatA73I+HFGK4iqbmqZFk3cdjZEEouKT35uoLDRd18v7GMRNrODmRl7r2BuF/h4IJAHJuq4HldPhCZPyP88xuq4/VeTvgeR9ngm6rkeWx7GJG6NpWiwQKJ9fxVPo99VH1/W1RV5bCKDr+qhyODThJPm9iYpMnnkQFcUfLpCFWskCy/xIxI2YCnxV9I/5n+daICI/wRBCqDM6/787inntK2BkGR6LEOJPTpIHUa7yn2kIKhjiUkDTtIj8/3ft9VuJCqwdecMkiksQ4gqVEUKoM4q8XtrkYl5LgN+GNQkhxA2T5EGUuxJueE8V+a+oHNaS99B7cvkehhA3lXbkjZMvTnL+f9uXzaEIIf7sJHkQFYqmaYGapk0h72GxGJltqXLRdf0pXdeDSngouqA3orihFUII5wUqKiOEEA7JbEuiwsifpSeQvFa0WeR3t4vKL38YWm9gkSSEQrhEcgl/L+iRCC6j4xBC/MlJz4OoMPJbracWmmrweP685aLyW0heMji5vA9EiJtUYHkfgBDiz0GSB1Eh5U/behVYkz8NoaikCvUoyVzzQrhOYAl/L+hxSC6bwxBC/NlJ8iCcomlarKZpuhP/zMz4UTC8ZYor3oP4nas+z/zXC55fSS6TN3OTK6PfpqhYkg2UKemBaiGEMEWeeRBOKbyK6Y3IX8AomuIrlwXPPMgsIS6m6vMsLH/I2VRX7FuUTM73TWkHJa9IXDDtdWwZHYsQ4k9Oeh5EeRtJ3s2tuIf5Cm5628vucIQK+es8TNV1vU+RvxfMpiWEUGdhKa/JmjlCCKUkeRDlbRHQx8HUnovK8HjEDcqfWWmqruujinm5NzKLlhCqfQ0lLgQ3ClhbwjVWCCFMk2FLorxNBuZompZQ+OaW/5BtQSVUbnqVRP7D7WuAhPwhaQUC8//bDpBhNZVTIDLdZ4Wk63qypmlTgRkUamzJ7wGMQH5zlVEg8nsTFZSm63p5H4MQhWfkgd8vmE9J4lC5aJoWy+89RsXSdV0ro8MRN0jTtCfJe+Yogt8/1wTyJjNI0HVdVoCvQAqeMyJvqGcIedfUp2SygspBfm+ispDkQQghhBBCCGGIPPMghBBCCCGEMESSByGEEEIIIYQhkjwIIYQQQgghDJHkQQghhBBCCGGIJA9CCCGEEEIIQyR5EEIIIYQQQhgiyYMQQgghhBDCEEkehBBCCCGEEIZI8iCEEEIIIYQwRJIHIYQQQgghhCGSPAghhBBCCCEMcS/vAxBCiJuVpmmBwAwgGQgEFuq6vrYcD0kIIYQolabrenkfgxBC3HQ0TYsG1gG9dF2Py08kjgPhuq4nl+exCSGEECWRYUtCCFHGNE2LIC9xeErX9TiA/IQhAZhSjocmhBBClEp6HoQQooxpmrYGCNZ1PaaYv6Prep9yOTAhhBDCAXnmQQghypCmaVOA3kBJCUJEGR6OEEIIYYr0PAghRBnSNO0YgK7rkSW8FqzrelCZH5gQQghhgDzzIIQQZST/IekIYFYJRSLIe+5BCCGEqJAkeRBCiLLzdP5/FxV9IT+xALhadocjhBBCmCPJgxBClIH8qVhHAsm6rhfXu9A7/79xZXZQQgghhEnywLQQQpSNguQATdNii3m9oOdhTdkcjhBCCGGeJA9CCFE2CmZXekrX9dlFX9Q0TQcovMJ0/noQMyj0HISu60+5+DiFEEKIEknyIIQQZaNd/n/XFn2h0PMOswv9LRCIpdCK05qmPalp2kJd10e59lCFEEKI4slUrUIIUQbyp2GN0HVdK+a1GcCTQGTB8xCaps0C0HV9apGyOhBTsDK1EEIIUZbkgWkhhCgbwZQ8DesUIK7Ig9SjgWPFlE0Axig+NiGEEMIQSR6EEKLsJBf9g6ZpI4FA4LVCfwvM/9t15fP/Fl3M34UQQgiXk2cehBCibOwo4e8zgLW6rhde+yEi/7/FrflwtdDrQgghRJmSngchhCgba8gbuvQbTdOezP+bPAAthBCiUpDkQQghysZsICJ/SFLBDEtPk/fwc7KJ/QQ7LiKEEEK4hgxbEkKIMqDrerKmaaOAOZqmJZD3TEN4CYlDwd9KShSK20YIIYRwOUkehBCijOQvAHfdOg/FlEvQNC2ZvASjqEBgUTF/F0IIIVxOhi0JIUTF9DXQvvAf8oc8RZD3/IQQQghR5mSROCGEqIA0TYsgb4XpmEILxz0J9NF1vU+5HpwQQoibliQPQghRQeU/VD2VvMXiQgB0XX+qXA9KCCHETU2SByGEEEIIIYQh8syDEEIIIYQQwhBJHoQQQgghhBCGSPIghBBCCCGEMESSByGEEEIIIYQhkjwIIYQQQgghDJHkQQghhBBCCGGIJA9CCCGEEEIIQyR5EEIIIYQQQhgiyYMQQgghhBDCEEkehBBCCCGEEIZI8iCEEEIIIYQwRJIHIYQQQgghhCGSPAghhBBCCCEMkeRBCCGEEEIIYcj/A+020DcN0dR2AAAAAElFTkSuQmCC", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 281, - "width": 391 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "plt.title('Type I error at grid points.')\n", - "plt.scatter(theta_tiles[:,0], theta_tiles[:,1], c=typeI_sum / sim_size)\n", - "cbar = plt.colorbar()\n", - "plt.xlabel(r'$\\theta_0$')\n", - "plt.ylabel(r'$\\theta_1$')\n", - "cbar.set_label('Type I error')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 4 ”s, sys: 1 ”s, total: 5 ”s\n", - "Wall time: 5.72 ”s\n" - ] - } - ], - "source": [ - "%%time\n", - "opt_sim_size = 1000\n", - "def compute_bound_gradient(typeI_sum, typeI_score):\n", - " delta_prop_0to1 = 0.5\n", - " delta = 0.025\n", - " d0u_factor = 1.0 - delta * delta_prop_0to1\n", - " delta_0_j = typeI_sum / opt_sim_size\n", - " delta_0_u_j = scipy.special.betaincinv(\n", - " typeI_sum + 1,\n", - " opt_sim_size - typeI_sum,\n", - " d0u_factor\n", - " ) - delta_0_j\n", - " gradient = typeI_score / opt_sim_size\n", - " return delta_0_j + delta_0_u_j, gradient \n", - "\n", - "def obj_gradient(ts):\n", - " samples = np.random.uniform(size=(opt_sim_size, n_arm_samples, n_arms))\n", - " is_null = ts < logit(0.1)\n", - " t1sum, t1score = accumulator(ts[None], is_null[None], samples)\n", - " t1sum = t1sum[0].to_py()\n", - " t1score = t1score[0].to_py()\n", - " bound, gradient = compute_bound_gradient(t1sum, t1score)\n", - " return bound, gradient\n", - "\n", - "def optimize_typeI(t0):\n", - " theta_cur = t0\n", - " is_null_cur = theta_cur < logit(0.1)\n", - " def set_theta(ts):\n", - " nulls = ts < logit(0.1)\n", - " # Check bounds and project to null hypo space if needed\n", - " if np.all(~nulls):\n", - " old_null_idxs = np.where(is_null_cur)[0]\n", - " ts[old_null_idxs] = logit(0.1) - 1e-7\n", - " theta_cur[:] = ts\n", - " is_null_cur[:] = theta_cur < logit(0.1)\n", - " lr = 0.5\n", - " \n", - " path = []\n", - " for i in range(200):\n", - " bound, gradient = obj_gradient(theta_cur)\n", - " path.append(theta_cur.copy())\n", - " step = gradient * lr\n", - " # print('')\n", - " # print('state:', theta_cur, t1sum / sim_size, bound, gradient)\n", - " # print('step:', step)\n", - " set_theta(theta_cur + step) \n", - " return np.array(path)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "# import scipy.optimize\n", - "\n", - "\n", - "# def optimize_typeI(t0):\n", - "# path = []\n", - "\n", - "# def obj_gradient(ts):\n", - "# samples = np.random.uniform(size=(sim_size, n_arm_samples, n_arms))\n", - "# is_null = ts < logit(0.1)\n", - "# t1sum, t1score = accumulator(ts[None], is_null[None], samples)\n", - "# t1sum = t1sum[0].to_py()\n", - "# t1score = t1score[0].to_py()\n", - "# bound, gradient = compute_bound_gradient(t1sum, t1score)\n", - "# path.append(ts.copy())\n", - "# return bound, gradient\n", - "\n", - "# constraints = [\n", - "# scipy.optimize.LinearConstraint(\n", - "# [[1, 0], [0, 1]], [-np.inf, -np.inf], [logit(0.1), logit(0.1)]\n", - "# )\n", - "# ]\n", - "# opt = scipy.optimize.minimize(\n", - "# lambda x: -obj(x)[0],\n", - "# t0,\n", - "# method=\"COBYLA\",\n", - "# jac=lambda x: -obj(x)[1],\n", - "# constraints=constraints,\n", - "# )\n", - "# path = np.array(path)\n", - "# return path\n" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 607, - "width": 597 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from matplotlib import cm\n", - "plt.figure(figsize=(10,10))\n", - "plt.title(\"Type I error at grid points.\")\n", - "plt.scatter(theta_tiles[:, 0], theta_tiles[:, 1], c=typeI_sum / sim_size)\n", - "for i, t0 in enumerate([\n", - " np.array([-2.0, -3.0]),\n", - " np.array([-3.0, -2.0]),\n", - " np.array([-3.0, -3.0]),\n", - " np.array([1.0, -2.2]),\n", - "]):\n", - " path = optimize_typeI(t0)\n", - " # color = cm.hot(np.arange(path.shape[0],dtype=np.float64) / path.shape[0])\n", - " # plt.scatter(path[:, 0], path[:, 1], c=color, edgecolor='none')\n", - " color = ['k', 'g', 'b', 'm'][i]\n", - " plt.plot(path[:, 0], path[:, 1], color + \"-o\")\n", - " plt.plot(path[-2:, 0], path[-2:, 1], \"ro\", markersize=10)\n", - "\n", - "cbar = plt.colorbar()\n", - "plt.xlabel(r\"$\\theta_0$\")\n", - "plt.ylabel(r\"$\\theta_1$\")\n", - "cbar.set_label(\"Type I error\")\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4D version" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" - ] - } - ], - "source": [ - "fi = fast_inla.FastINLA(4)\n", - "\n", - "name = 'berry4d'\n", - "n_arms = 4\n", - "n_arm_samples = 35\n", - "seed = 10\n", - "n_theta_1d = 10\n", - "sim_size = 4000\n", - "\n", - "# define null hypos\n", - "null_hypos = []\n", - "for i in range(n_arms):\n", - " n = np.zeros(n_arms)\n", - " # null is:\n", - " # theta_i <= logit(0.1)\n", - " # the normal should point towards the negative direction. but that also\n", - " # means we need to negate the logit(0.1) offset\n", - " n[i] = -1\n", - " null_hypos.append(grid.HyperPlane(n, -logit(0.1)))\n", - "\n", - "gr = grid.make_cartesian_grid_range(n_theta_1d, np.full(n_arms, -3.5), np.full(n_arms, 1.0), sim_size)\n", - "gr.create_tiles(null_hypos)\n", - "gr.prune()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "theta = gr.thetas().T\n", - "theta_tiles = grid.theta_tiles(gr)\n", - "is_null_per_arm = grid.is_null_per_arm(gr)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 4.29 s, sys: 253 ms, total: 4.54 s\n", - "Wall time: 3.33 s\n" - ] - } - ], - "source": [ - "%%time\n", - "table = binomial.build_rejection_table(fi.n_arms, n_arm_samples, fi.rejection_inference)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 5.2 s, sys: 17.2 s, total: 22.4 s\n", - "Wall time: 11.1 s\n" - ] - } - ], - "source": [ - "%%time\n", - "samples = np.random.uniform(size=(sim_size, n_arm_samples, n_arms))\n", - "reject_fnc = lambda y, n: binomial.lookup_rejection(table, y, n)\n", - "accumulator = binomial.binomial_accumulator(reject_fnc)\n", - "typeI_sum, typeI_score = accumulator(theta_tiles, is_null_per_arm, samples)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 440, - "width": 439 - }, - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 440, - "width": 439 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "for t2_idx, t3_idx in [(2, 2), (6, 6)]:\n", - " t2 = np.unique(theta_tiles[:, 2])[t2_idx]\n", - " t3 = np.unique(theta_tiles[:, 2])[t3_idx]\n", - " selection = (theta_tiles[:,2] == t2) & (theta_tiles[:,3] == t3)\n", - "\n", - " plt.figure(figsize=(6,6), constrained_layout=True)\n", - " plt.title(f'slice: ($\\\\theta_2, \\\\theta_3) \\\\approx$ ({t2:.1f}, {t3:.1f})')\n", - " plt.scatter(theta_tiles[selection,0], theta_tiles[selection,1], c=typeI_sum[selection]/sim_size, s=120)\n", - " cbar = plt.colorbar()\n", - " plt.xlabel(r'$\\theta_0$')\n", - " plt.ylabel(r'$\\theta_1$')\n", - " cbar.set_label('Fraction of Type I errors')\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 282, - "width": 394 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "uniques, unique_sets = np.unique(theta_tiles[:, :2], axis=0, return_inverse=True)\n", - "unique_max = np.empty(uniques.shape[0])\n", - "for i in range(uniques.shape[0]):\n", - " unique_max[i] = typeI_sum[unique_sets == i].max()\n", - "plt.figure()\n", - "plt.title('Maximum Type I error (over the non-plotted dimensions).')\n", - "plt.scatter(uniques[:,0], uniques[:,1], c=unique_max / sim_size)\n", - "cbar = plt.colorbar()\n", - "plt.xlabel(r'$\\theta_0$')\n", - "plt.ylabel(r'$\\theta_1$')\n", - "cbar.set_label('Type I error')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 3 ”s, sys: 1 ”s, total: 4 ”s\n", - "Wall time: 5.01 ”s\n" - ] - } - ], - "source": [ - "%%time\n", - "opt_sim_size = 1000\n", - "def compute_bound_gradient(typeI_sum, typeI_score):\n", - " delta_prop_0to1 = 0.5\n", - " delta = 0.025\n", - " d0u_factor = 1.0 - delta * delta_prop_0to1\n", - " delta_0_j = typeI_sum / opt_sim_size\n", - " delta_0_u_j = scipy.special.betaincinv(\n", - " typeI_sum + 1,\n", - " opt_sim_size - typeI_sum,\n", - " d0u_factor\n", - " ) - delta_0_j\n", - " gradient = typeI_score / opt_sim_size\n", - " return delta_0_j + delta_0_u_j, gradient \n", - "\n", - "def obj_gradient(ts):\n", - " samples = np.random.uniform(size=(opt_sim_size, n_arm_samples, n_arms))\n", - " is_null = ts < logit(0.1)\n", - " t1sum, t1score = accumulator(ts[None], is_null[None], samples)\n", - " t1sum = t1sum[0].to_py()\n", - " t1score = t1score[0].to_py()\n", - " bound, gradient = compute_bound_gradient(t1sum, t1score)\n", - " return bound, gradient\n", - "\n", - "def optimize_typeI(t0):\n", - " theta_cur = t0\n", - " is_null_cur = theta_cur < logit(0.1)\n", - " def set_theta(ts):\n", - " nulls = ts < logit(0.1)\n", - " # Check bounds and project to null hypo space if needed\n", - " if np.all(~nulls):\n", - " old_null_idxs = np.where(is_null_cur)[0]\n", - " ts[old_null_idxs] = logit(0.1) - 1e-7\n", - " theta_cur[:] = ts\n", - " is_null_cur[:] = theta_cur < logit(0.1)\n", - " lr = 0.5\n", - " \n", - " path = []\n", - " for i in range(200):\n", - " bound, gradient = obj_gradient(theta_cur)\n", - " path.append(theta_cur.copy())\n", - " step = gradient * lr\n", - " # print('')\n", - " # print('state:', theta_cur, t1sum / sim_size, bound, gradient)\n", - " # print('step:', step)\n", - " set_theta(theta_cur + step) \n", - " return np.array(path)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABLIAAATBCAYAAAAvqr2WAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAABYlAAAWJQFJUiTwAAEAAElEQVR4nOzdd3xU15338e8ZdQl1ehXFptnGSLjbYBuwEztlE4PT+8ZOnuxukk1inuyus9kkmwSnbJ5kNxvs1M2m2GCnOE4x4ELcQcLYYEwXIDpIIyGhNjPn+UMzIISm3NEU3ZnP+/Wal2DuOXd+c+fOzL2/Oed3jbVWAAAAAAAAwHDnSXcAAAAAAAAAQCxIZAEAAAAAAMAVSGQBAAAAAADAFUhkAQAAAAAAwBVIZAEAAAAAAMAVSGQBAAAAAADAFUhkAQAAAAAAwBVIZAEAAAAAAMAVSGQBAAAAAADAFUhkAQAAAAAAwBVIZAEAAAAAAMAVSGQBAAAAAADAFUhkAQAwzBljao0xq4wxS9IdCwBgeDPGVAS/M+5KdywAkAwksgAAGMaMMdMkrZc0zVq7Lt3xAACGN2utV1K9pFXGmHvSHA4AJByJLCAGxphpxhjb7+boF67gL2P9+69MVqxIHmPMngTc6tP9PBLNGLOk375dm+54MtDa4N/laY3ChYwxa4P7JSdyLmCMWZ3N35HBETTWGLPajevH8GKtvV/SGkkrGc0LINPkpjsAwKXulnS/g/Z3JiuQeBhj9kiaJmmdtXZpuuNxkWkJWIc3AetAlgiecE6TtDz4CzsAJBzHBRfKkG3yUUnLJK02xkzlewRApmBEFuCcV1JtcLpPrO7u1xcuZa014W46f7TM0ghtK9MVP9wl+BmzTNJea+2adMcDAHCXYOJqhaQKSdTLApAxSGQBzoVq1NwdsVVQ8GS0VtLe4G04WKW+EWVML0gcb7oDQMZZMeAvACQLxwUXypRtEppB8Pm0RgEACcTUQsC5B9U3SuIuxXaCGUp4rZE0LGoUWGvvS3cMAMIzxlQo+Os5o7EuZIxZFfznCqbKIBax7jPZum9xXHChTNkm1lqvMWaNpGXGmLuCtbMAwNUYkQU416C+kVUVMRa2Dg3lXhWxFQCcE/rcIIk1uLvENBk4E+s+w76FTPRg8C8jfAFkBBJZQHxCJ5cRpxcGE10V6qtxM1ymFQIY/kKFhddGbAUAQHShshjTgiN+AcDVSGQB8QmNror2q20o0cVoLABOhKYhr4vYCgCAKILTZL3B/y5IXyQAkBgksoA4BEdXNUiSMWZZhKahRFdM9QiMMUuMMauNMXuMMdYY0xL8/wVTGI0xdwXb2HBXUDTGVATXYY0x9/S7f3XwvpWD9FkVfPxlwf/fM0g8FQPiqO+3fG2EeNaGe9x+j22NMRcUVk1mXKnS7zVridJuZbDd2n733RN8jqHnf1fwOYVe35ienzFmWb/tEuo3LGq3hTiJcZD9Ylq/99A9Ttv1a18bXB7avnuCr0vFUOKI8fmffR1jHcnpJN6h7If9liX8NYrhOd4Terx+d7f0i8GaKNO9o31uhOmT8PeM08+zMOtwtI8m6nFjeG4J+ayKsH4n+3pM+8xQ9q149o/g6xBaf320182peNZv0nRc0K/PUD5TYt6PTd/nz6p+7UP70KqBjxdpm/Rrk9L3oZP4BxH6YWRpxFYA4AbWWm7cuEW5SZomyQZv04L33RP8/9owfZYFl9f3u68+eN/KQdqv7vcYLcG2e/rdd9cgfVYFl+2RVDHI8tDjrQrzWIPFsTa0rN/j948jFF9Fv7aDLo+07jDbLPR8VqcyrgTtI0v6Pc6SCO1awr2eg7RZNshrtrbf8pZBnl9thPUO3Mf69w8bj8PnHvbxY1yXoxj7tb9L596Tods9TtsF264cEMOeAf+/4PV1sv4YtsFdof03xvbxxBvLvhpaz7IB9yflNYrheS4L7v9r+/Wv73ffWgU/n/v1CbVdpXOfhwM/F8Ju5yS+Z2L5PIsUl+PXPBGP6/A97PizShG+m+J53rHuM/HsW3G+FyoG296D/PuC78AYt33c64+07WPcb1oU5/dvHNsxrv1Y539XtQRf4/6P1ZLM/THV8UeId9DjVm7cuHFz0y3tAXDj5oabBk9kVfS7r2KQPqEDlbv63RcpkbVSfSd5FQPuv2vgY4d5nLUD7l812P3BZbEcsIYO5CvCxBI6aJvWb/myfssjHgyH2c6xJLISHleC9pFYE1mhA8n6KOtpCfOa2eC/+++H/ZMDg56E9tu29QO2TW2/A+G4klBKUCIrnhj7bZfQe6sluD8MTGjE2q5/cnjgSXH/k5a44ohxO0RMkic43kFPmIPb3EqyqXqNHG6jsJ+9A9rF+rmxbJC+yXzPJCIuR6/5UB/XwXOL+7NKkb+b4n7eDveZWNvF81447z0wYFn/bRNvIivu9UfZ9sk8LohnO8a1H/fbPhck0INxDvxRIyn7Y6riH6RNaN2DHn9w48aNm5tuaQ+AGzc33DRIIit4/9rBDioUJsmlCImsKI8f9uBlwPJVwf+fHdGhwZNssR6wDta3XpEP0CIl0BKVyEpoXAnaR2JNZFVEiXPQ10bREw/Lwj2+ziUlWsJsu9pI63b43OM9sY8rRp1/0jzo/h5ru36PMeg+FmwTOhmsjyeOGLfFysGea4LjPfuahekXer+sGuTxkvIaOdxGEZ93v3axfm4MHLWa7PfMUONy/JoP5XEdPrehfFaF+/wb0vN2uM9EbRfP/qEYviOibbsocQ9p/eG2vcP9Jtz32qDfv/G+z4bw/gn1iSmJnqz9MVXxD7Le0HuvJZ7+3Lhx4zacbtTIAoYmVMR94NULQ7Wx1ti+AptDtSn494owyxerr4jnXcaYVcG4vJKWDuHx14XpG4rFa61tGGT5nuDfZNWjGq5xxSQY+6BXvQzWxAjVXAt3gYDmMOtdo2DdtoHrlfT54N8Vg2274PZq6PfY6ZCIGGPd38O1C9VBuS/ceqy196nvvVVrwtfHG8r7TupLdsYi7nitteuC98sYM9hFK0L39d8PU/kaJVq0z42qAfen6j3jNK5E7aNOHzce8XxWhZOo550o8ewfoee6Lvj+S7Rkrz+0bu8g98f7/TvU95nT/TgU24oh1iRL1/twqPGHHiuevgAwrJDIAoYgeEAu9V3OuH8h2HcE/8Z9tcJgAdFlpq8YcsQrzAQPhOqC/w2dgC63MRaKDiNa301h7vcO4TFjMVzjcuJrwb93DTgYvTP4tyHO1+7s5bUH3B/6/ypzfvHiszf1/cKcTkONMdZtFqldqFDuBcXNBwjtY4MVzI33tesvdPIyaCKgn6HGG7oIxcCEauika++Ak9JUvUbJ4PRxU/WecRpXIvZRR48bLES9NsKtItZ19RPusyqcRD3vRIln/wj1GSzRk8iYkrV+KfHfv0N9nzl9/5z97lVfMf/6YJF0p4nPlL8PgxIVPwC4Xm66AwAywBr1/Vr4DkkNwSvz1Krvl0lHv4oGD0bu1rmDpJhZa/caY0KxNCTgF1nvEPsnizfdAQyVtbbBGLNXfQfxd+rChMLXBu0YXbhfvUMnAmsUJTlijKlI04iZocYY7gRqoEHbDTgZj5ZACp18DHYSHmsckYQeP+yomATFu0p9019qjTHT+iWZ7u63vL9UvUbJ4HXYPlXvmZj7JXAfdfS46hsJnOgrm8Y8QjbBzztR4tk/QjFtTFJMyV6/lPjv36G+zxzFY61dY4xZqr4RVbX9bncZY7ySFocZUXZeHP3+m8r3YULiB4BMQSILGLpV6kseLZO0QueGwD/kZCWm7xL3oZOF+9X3S19DMEG1SudGWoXrf1fwsfeq78R0lbU21mkbSL2V6tt37pZ0f/DgOJQAXROpYwTTg38HJgxCSbOvDeOD3KHG6B1KO2ut1xgT+u80RR7VEBohOdi6Yo0jktA6KsI1SES8wc+Wder73Fkm6b7gftj/c6i/VL1Gw8Gwe88kcB91+rjLh7qOQYT7rBrs8dPyvKOIZ/9oVt97OllJtmSvPxlS/j4L/shX1++zbqn6flCqkLReUmWU/mndH4cYf0Wi4wGAdGFqITBE/WrNTAuOxgo3miGs4PTBJepLXBlr7d3W2jWxTsMxxiwJPt5ea+109f26eVdwvW6SiLosrmCtvV/n6mdM07lE5cDkgROhBMTA/aZhwPLhaDjEGIoh2rSk0IlitGkl8ToV/Bvt/ZCIeAfW+QtNbx2sdstweI1SZbg+1+Gyjw5VuM+qcIbb845n/wj1CVfrcqiSvf5kSNv7zFrrDR5n3W2trVTfvlgR4zS9tO+PccYf67R1ABj2SGQBiRFKPqxQ34HLwNoy0YQOPMNNBwz7C2swCbI6+N+l0tlf0PdKWjlMaydUhLl/uJ00JltovwlNTZWiJ0AH3ReCI/JC0zQGriM0VXFlpHo2Qyx+O1TDIcb+tcvCbeeV6tt/vcFkZDJ4g38rorQbcrwD6vxFS8QPh9dooGSNPhmOz1UaPvtoLOL5rAonkc871n0mUrt49o8Hg3+XDaipGU9sg0n2+pNhOL3PQsdssWyj4fg+jCX+0EjIdNUqBICEIZEFJEboYHywK33FIlTT4q6BB6D9RmtdIHhwt1Z9B0sDi7uHfilcHeGgNtVC8V1QvN4Ys1rZdyWd0MHwUvWd2MVSDHvJwJF2wf+H9rk1A5Oowf/fF/zvvuAIvv79pwUPuuvjeA4JMRxiDCZ1Qomd+v5JYGNMRXCKb2jbJ2O6VUhoulXEE6oExtu/RlvY6a3D4TXqxxv8G0oAyxhz18CY4jXMnmv/uIbLPhoLx59V4SToeXuDf6PtM1HbxbN/DLha4/r+fYLPYa2GcAGBZK8/GVL9PjPGtBhjVg5MPgUfN7RPRa0vmq73YQLiD3tBgGDcdwVvFQkJGACSiEQWkADB5EP/AwOnv76FpplVqO+gaE/wZtVXS8kbpt9q9R2Y3D/wxDMYU+gAan24Xw1TLDRyrDb4/FabvqtetajvADtZlwwfloJTt9boXKIyliLvDZI+Hzyg7b+PSH3b76NhHmuF+k4YKiStNX1XhKoPbvs96jvoTuuvtMMhxuBoxvuDMawOxtAiqUV9iWqv+pLGSdtX+5/cR0tCJyjeUGIhdOIVtr7fcHiNgkLP557ge8Gq73kk7KRxGD3XgXGlfR+NUVyfVeEk4HnHus/E1C7O/SM0WjrUp8UYsyf4HKLVW4pFstefcKl6nwWTMxXB9e0J7T/BxwlN/bvfQXI1pe/DBMUf+j4ZbKpjlfr281UafiP3AOACJLKAxPmo+g4ilzq9glWwfZ3OHUBXqe8g6D71DQX/aHDZ2asRBX/xW6K+aYyDFnUPJrf6HyBWOIkr0YIHdHfrXIHXUAJnRbC212oNeJ5Z4GzyKsYi75skTdW55KfUd3Kywlobcd8LnjCE9jOv+g5qm9WXTFtqrU32JeujGg4xBt9PS4OPGTop3Ku+bT51CMX4nQh9FlwwenGgocYbPPHpf6IYcUTpcHiNdO4zUf0e++5EX+BimDzXweIaDvtoNHF/VoUzxOcd6z4T877ldP8I/sBUF1zuDd69V+e+Ax/UEL4Dk73+ZEnF+yy4v1Wq7xgk9DgVwVuD+pJOjj4/Uvk+TFD8oQRVOq8gCwAJYay16Y4BALJWcMRNvfp+SQ17EBqcerksWjtkhuB0mnvUN/0q3VPEgJjxWQUMP8Hph2t17qJAAOBqjMgCgPQKneitjNgK2SY0Um84XqwBAOAuHGsAyCgksgAgve5SbEXekUX61U+TGZ5XHgUAuMcypf9KpgCQMCSyACBNgtPHpNiKvCP7rAj+/XxaowAAuFa/q4eSxAKQMXLTHQAAZJPgFYZCo69q1TcaazgUZsYwY63da4xZI2mZMWYZ+wkAIA6fV19xeH40A5AxGJEFAKm1SX0JrFr1XXlocXrDwTD3UfWdgDyQ7quOAgDcJXiF6wr1XdXQm95oACBxuGohAADDWL8rW65LxGXoAQCZL1hfcbWkFdba+9IdDwAkEiOyAAAYxqy1DZLqJHmDl1AHACCs4AjepSKJBSBDMSILAAAAAAAArsCILAAAAAAAALgCiSwAAAAAAAC4Qm66A4Azxph9ksokNaY5FAAAAABA4tVIarPWTk13IIlmjPmFpFnpjiOJXrfWvifdQWQ6ElnuU1ZUVFQ1e/bsqnQHAgAAAABIrO3bt6uzszPdYSTLrKIiU3vxrLx0x5FwO1/vVWcnNchTgUSW+zTOnj27qr6+Pt1xAAAAAAASrK6uTg0NDY3pjiNZLp6Vp6dfmJDuMBJu0dWHtGVzT7rDyArUyAIAAAAAAIArkMgCAAAAAACAKzC1EAAAAAAApIiRAjnpDiIJTLoDyBqMyAIAAAAAAIArkMgCAAAAAACAK5DIAgAAAAAAgCuQyAIAAAAAAIArUOwdAAAAAACkhpVMIAMLo9t0B5A9GJEFAAAAAAAAVyCRBQAAAAAAAFcgkQUAAAAAAABXoEYWAAAAAABIHZuBNbKQMozIAgAAAAAAgCuQyAIAAAAAAIArkMgCAAAAAACAK1AjCwAAAAAApISRZAKZVyMr857R8MWILAAAAAAAALgCiSwAAAAAAAC4AoksAAAAAAAAuAI1sgAAAAAAQGpYyQTSHUQS2HQHkD0YkQUAAAAAAABXIJEFAAAAAAAAVyCRBQAAAAAAAFcgkQUAAAAAAABXoNg7AAAAAABInUws9o6UYUQWAAAAAAAAXIFEFgAAAAAAAFyBRBYAAAAAAABcgRpZAAAAAAAgZYxNdwRwM0ZkAQAAAAAAwBVIZAEAAAAAAMAVSGQBAAAAAADAFaiRBQAAAAAAUsNKJpDuIJKAul8pw4gsAAAAAAAAuAKJLAAAAAAAALgCiSwAAAAAAAC4AjWyAAAAAABA6gQoKIX4MSILAAAAAAAArkAiCwAAAAAAAK5AIgsAAAAAAACuQI0sJIz3RJd2bjypzo5ejago0NxrR6mwJC/dYblaT6dPO587qY7mHuUX52jagiqVjylKd1iuZgNW3lcPq/tku0yORyOmVqtkSlW6w3K9Q6+16ujO0wr4raomFWvaFVUyxqQ7LFdrPdyppoYW9Xb6VVKdr6nXjVRuQU66w3K1ntO9OvTiSfW09SqvJFfjrqhWUVVBusNytYAvoGMbj6vrZJc8+R5Vza5U6eTSdIflatZaebefUsfBNklSyaQyVcyu5jN1iDqa2tS645QCPX4VVBerunasPLn8pj8UPd4undpyTL6OHuWVFqh6/ljljchPd1gAsgCJLAzZnpdPac23t2nDmkb5egJn7y8pz9MtH7hIb//0XI2eVJLGCN2n5fAZ/ek/dujpn+xRR3PP2ftz8jy64o5Juu0fZ2naguo0Rug+/q5eHVj9sg6ufllnmrznLausm6Sad9Vq9E0XcaLggLVWLz10QI9/b6d2P3fyvGXjZpVp8ccv0o13TVceyRdH9j13Uk99a4e2/e6QAv5zhVBHjCrQVX87TYs+fbFGjCpMY4Tu421s18bvbNe2X+5Tb7vv7P05hTmavXyKrvjkLI2cU5G+AF2o53SPtv3wNe34+Q51HD5z3rKJN03QJR+bqwmLJqQpOncK+ANqfGSHdv18q7zbzv9MrZgzUhe97xLV3DFTnhySL04ce+agdv30ZR3dcEDqV1u6aEyJpr5zri76wGXKKyWh7UTbrmbt/NFmHfjDLgW6/Wfvzy3O05S3zdRFH75cIyaXpzFCuIGh1juGwFjLHuQmxpj62tra2vr6+nSHIknasKZRK9+/4bwE1kDlowr1739YoovqRqYwMvc68EqLVr7hSbUe7QrbxpNrdNePrtb175uawsjcq6e1U/V//7Batx6J2G7Ku2o167M3k8yKQcAf0E/u2qgNP9kbsd2sG0frU79dqKIyRmfG4rlVu/Xw/6mXDf+RqsrJxbr78UUaPbMsdYG5WNNzx/XIHU+ru7U3bJvcohy95efXa/ptJF5i0XGkQ39+x+Py7vRGbFe7Yr7mf/rylMTkdv5uv57/5FodWrsvYrsJS6fqmv+3VDn8QBCT7f+1Sdu+82LENmUzKnX9j9+i4nEjUhSVux15slEv/MOf5e/yh22TV5av61bdrpELxqcwssxSV1enhoaGBmttXbpjSTRjTP3llxXUPvf4lHSHknDX3rJfL7/SnZGv23DDTzqI25anjujr7306YhJLklpPdOmfbl+ro42nUxSZe7UcPhM1iSVJAZ/Vqg89ry1/PpyiyNwr4Ato8z/+NmoSS5L2/6pBex54PgVRud+DK7ZETWJJ0utPHdd/veMZBbjEclRbHj6oNR+LnMSSpJYDZ7Tq1qfVfrI7NYG5WPPONj3y9shJLEnydfr1u/f8VYdfOhmxHaTejl795d1royaxJKlh5WZt/9nryQ8qA2z8p6eiJrEk6dDafdr4T08lP6AMsOeXW6MmsSSpbXeLnvnbR+U7E/lzAlLzlmN6/u8iJ7EkqbetR8989DG17WlJUWQAsg2JLMTtR5+vl98X28lp28luPfSNrUmOyP0e+8b2qEmsEBuQfr3iZTGqMrLjT+1Sy+ammNvv+dEL6mk5E71hFjt1oEN/+U7sJ6ev/uWotq09msSI3C8QsHr0c1tibt+y/4ye+d6uJEaUGZ772qvqbovt5NTfHdBf/y321yBb7Xpwt1q2x35yuulr9fJ1+qI3zGIt205o/293xtx+/293qnnriSRG5H7+Lp+2fvuFmNu37WxW4yMkXaPZ+u0XFOiJnMQK8bX3aPt/bkxyRACyFYksxGXnppPasdHZL9fr/3ePOtp6ojfMUt1nfNrws+gjXPo7+KpXO5/lYDaSAw+97Ki97fWr6XevJieYDPHk/XuijhoaaP1/k3SJZMdfjqp5X4ejPs/fv0f+XocvRBbpON6lHY8cdNTnwJPH1LyzLUkRuZ+1Vtt/6uxkv8fbo72/iz7SKJvt/sU2x332xNEnmxx8bJd6W52NWt37i1f5cTCC03tbdPy52H8YlKSmP+9R10l+HMQgrKRABt74CEkZElmIy/O/P+C4T1eHTy8/EX16V7Z6fcNxnfE6H9Ze/7tDSYgmM/Se7lbzJuf76vGndichmsyx+ffODmQlactjh+Uj6RLWq791vk1PH+3SgZdOJSGazLBv7WEF4tjndj/m/LXIFqcbT8c0pXCg/X92/jmcTQ6ta4yjD8nBSA6vd7592na3qH1/axKiyQyHn2h03Mf6An1F9gEgwUhkIS6nW+IbWdV2ipou4fS/OqET7WzTsHpPxzZNc6Ce1s4ER5JZ2k8531cDfquuGKd4ZaPOON//HXG8FtmiK85tGu9rkQ26W+L7vom3X7bo8Tr/rurxsk0jiXf79LTEd9yQDeLZT4fSDwAiIZGFuOQXxne1nILi3ARHkjnyiuLdply5KJycgvj2t5xCrrAXSX6c+1y8/bJBvO9/tml4uXFu03hfi2yQE+e2ife1yBY5Rc6/q+Lpk01yCuPbPrnFfP+HE+82jbcfAERCIgtxmX3NqLj6zbpyZIIjyRzTrqiWieMdOf1qtmk4+VXFKppY7rhfxaXjkhBN5phxjfN9btJlFcrnxCusKXFs05x8j8ZfXpmEaDLD+Kvi+2wcx/dUWGVTy1RQWeC43+ja0UmIJnOMnD/WcZ/qy8ckIZLMUT3f+fbJKy/QiBrnxwzZovpy5/tpXz/2VVzISDIBm3m3dG/YLEIiC3G55s2TVTWuyFGfulvGa/z0siRF5H7VE4tV+5aJjvqUjizQlcsmJyki9zPGaPIdlzvuN3mZ8z7Z5OaPzXDcZ/HHL0pCJJmj7j1TVDDCWaJv/jsmacRI50mFbDH60kqNd5jor5g+QjU3x3eylg1yC3N18TudvZdNjtHM916cpIgyw/R3z3XcZ8Z7nPfJJlOXz5HJcXZKWbNsdtwjubPB6GsnasQUZ4m+qvljVTEnvh+/ASASElmIS26eR8v+8RJHfZZ/xln7bHT7Z2Y7GpX1hk/OjHuaZ7aY8NZLlVcRe9J15HVTVXoxowcimXHNSF18fewHppUTinTNe6YkMSL3KyzL03WfiD1BmJNntPDTM5MYUWa46h/nOGp/5afnyHj4PTWS2R+apVwHZQJm3DFdJeNLkhiR+42/eYrKLop9dGXp9AqNX1yTvIAyQNHYEZr81tg/I3OKcjXjPZcmMSL3Mx6jmXfVOuoz86PzkxQNgGxHIgtxe/un5uiWD8Z24vXx/7hS8xePT3JE7nfxdaP0oe9fGVPba941RW/+PL/IRpNfUaS677xdOcX5UduWXjRK8/79TSmIyt2MMfq71ddp7MWlUdsWV+br048uUuEI6o5E88avXKq5b4n+OWk80jt/cqUmzmdaYTQz3jRR1//rZTG1rf34xbrsQ9OTHJH7lU4u1eIf3iRPfvRDyDFXjdG1X78mBVG5myfXoxvuv01FY6In/IrGlGjhA7fJk8shfDTzv7hQIxdELxXgyc/R1d97g0omMWsgmprlszXjA7F9ps791FWasHRakiMCkK34FkTcjDH69P3X6cNfrVN5mOkt46aX6p9+tUh/8/fOfhXPZjffNUOfeuSGsEmCkqp83fFvl+rjP79WHkYOxKTisvG6+sfvUmXt4FM3TV6Oxr95rq784buUV1aY4ujcqXxMkf7lmaW6+l1T5MkdfD+cs3iMvvDcUk2hjlNMcnI9+uDD12nJP81WYdngI17Gzi3T3z62UHXvqUltcC52zYpL9Mb7r1bZ5MGTBMWjC3XzN2p18zfrZAyfqbGYePNE3fbwGzRy3uBTN3OLcjXnw7P1hl/f4mj0VjYbMblMSx5+u8YvqdGgRVaMNH5JjZasebvj6V3ZKrcoTzf85C2a/r5LwxbHr7x0tBb+z1s1bhGjhmNhjNG8f75e8/7lehWOKh60TfH4EVrw9Zs1+xMLUhwdXMVKCmTgzSZyIyESYy1b202MMfW1tbW19fX16Q7lPD1dPv314f3a+swxdXX4VFKRr6tum6i6WyaQbImTtVbbnjimht81qb2lRwXFubro2pG6+s7JFM0egtO7T+jwn7ar+/hpmdwcjZhapfFvmquCKqa+xMt7pFPP/Gyfju5sUyBgVTWxRNe+t0bjZ/Hrdry6O3za/Kv9OvBSs3o7/Squztdlb5+oaTeMItkSp4A/oL1/Oqx9646ou61X+SNyNXnhGF30lonKyWeKdrxObD6hvb/bp86TXcrJ96hqTpVmLJ+ugnLqt8Wro6lN+x7ZoY6DpyVJJZNKNfXtM1Uykc/UePW0devA73bIu/2kAj1+FYws1qTbZqjqMgqRxyvQ49ehtXt14sVD8nX0Kq80X2NumKxxN06RyWGsxFDV1dWpoaGhwVpbl+5YEs0YUz//koLa5/6YeXV+r73tgDZv7c7I1224IZHlMsM1kQUAAAAAGDoSWe5EIit1SJcDAAAAAADAFUhkAQAAAAAAwBUotAMAAAAAAFLGUOEIQ8CILAAAAAAAALgCiSwAAAAAAAC4AoksAAAAAAAAuAI1sgAAAAAAQOoE0h0A3IwRWQAAAAAAAHAFElkAAAAAAABwBRJZAAAAAAAAcAVqZAEAAAAAgNSwksnEGlk23QFkD0ZkAQAAAAAAwBVIZAEAAAAAAMAVSGQBAAAAAADAFaiRBQAAAAAAUsdSUArxY0QWAAAAAAAAXIFEFgAAAAAAAFyBRBYAAAAAAABcgUQWAAAAAAAAXIFi7wAAAAAAIGVMIN0RwM0YkQUAAAAAAABXIJEFAAAAAAAAVyCRBQAAAAAAAFegRhYAAAAAAEgNKykTa2TZdAeQPRiRBQAAAAAAAFcgkQUAAAAAAABXIJEFAAAAAAAAV6BGFgAAAAAASBlDPSkMASOyAAAAAAAA4AoksgAAAAAAAOAKJLIAAAAAAADgCtTIAgAAAAAAqRNIdwBwM0ZkAQAAAAAAwBVIZAEAAAAAAMAVSGQBAAAAAADAFUhkAQAAAAAAwBUo9g4AAAAAAFLDKjOLvdt0B5A9GJEFAAAAAAAAVyCRBQAAAAAAAFcgkQUAAAAAAABXoEYWAAAAAABICSPJWJPuMBIu857R8MWILAAAAAAAALgCiSwAAAAAAAC4AoksAAAAAAAAuAI1sgAAAAAAQOoE0h0A3IwRWQAAAAAAAHAFElkAAAAAAABwBRJZAAAAAAAAcAVqZAEAAAAAgNSwyswaWTbdAWQPRmQBAAAAAADAFUhkAQAAAAAAwBVIZAEAAAAAAMAVqJE1gDFmiaTlkvZIqpZUIWmFtdbrcD0rg31XS9pkrfUG1323pLXW2vsTGDYAAAAAAEDGI5HVjzFmmaTPW2vr+t1XK6neGFPnMJlVIemu4E3GmND995HEAgAAAABkLQqjYwhIZAUZYyrUN3pqaf/7rbUNxpgGSQ+ob6SWE/dLmhb8d4OkVdbavUMMFQAAAAAAICuRyDrnzuDfTYMse1B9SS5HrLV3DykiAAAAAAAAnEWx93OWS/KGmT64Vzo79RAAAAAAAABpwIiscxZIag6zzBv8e4WkNU5WGpyyuCT433VOi8YDAAAAAJBJTMBEbwSEQSLrnAqFT2T1bxOz4JULT6kv+dUsabUxZq219r4Y+taHWTTLSQwAAAAAAACZgkTW+bxh7g8luKocrmuttXZd6A5jzHJJ+4wxXq5cCAAAAAAA4AyJLGcqYm1orV0xyH1eY8w6SSvVd0XDSP3rBrs/OFKrNtY4AAAAAAAAMgXF3s9XEeb+0EgsbwIeY6OkCmPMkqgtAQAAAADINDYDb0gZElnneGNoE62GlhPTErguAAAAAACAjEci65xNCp9cCt0frgD7eYwxq4wxNnjFQgAAAAAAACQAiaxzVkdYFkpkrYvQZmB7b5hl1cG/m2JcFwAAAAAAAEQiq7+HJMkYs2yQZcslrbPW7h24wBgz2CiutZLqrLXeQZYtk9RgrW0YQqwAAAAAALiPlRQwmXejTlbKkMgKCiad7lbfFQXPMsbUqm+E1fKBfYJXENwTbNN/XfdJWjkwyWWMWam+wvEXrAsAAAAAAACR5aY7gOHEWnu/MWavMWa1+q4uWK2+KxmGG121Lrj8gmXW2uXGmJXBOllVwXYN1trKZMQOAAAAAACQ6UhkDWCtXacYa2FZa1dIWhFlOQAAAAAAABKAqYUAAAAAAABwBUZkAQAAAACA1AmkOwC4GSOyAAAAAAAA4AoksgAAAAAAAOAKJLIAAAAAAADgCtTIAgAAAAAAqWPTHQDcjBFZAAAAAAAAcAUSWQAAAAAAAHAFElkAAAAAAABwBWpkAQAAAACA1LCSAibdUSQedb9ShhFZAAAAAAAAcAUSWQAAAAAAAHAFElkAAAAAAABwBWpkAQAAAACAFDGSzcAaWcrE5zQ8MSILAAAAAAAArkAiCwAAAAAAAK5AIgsAAAAAAACuQCILAAAAAAAArkCxdwAAAAAAkDImkO4I4GaMyAIAAAAAAIArkMgCAAAAAACAK5DIAgAAAAAAgCtQIwsAAAAAAKSGlRQw6Y4i8Wy6A8gejMgCAAAAAACAK5DIAgAAAAAAgCswtRAJYa3Va88e17Znj6uzvVellQVa8MYJmjy7It2hudrRXae1+Q+H1NHco/ziHF107SjNWjhKxmTgUNwU6Wk5o6Prd6r7RLtMrkcjplZr9KIZ8uTlpDs01+rt8uvV3x3S8R2nZf1WFZOKNO+OSSquzE93aK5lA1b7nzqmo5tOydfpU2F1gWa8aaIqakakOzRXa36tRU1PHVJPW49yS/I0/rqxGjV/JJ+pQ9B5rEMH/7JP3ac65cnzqGL2SI1bNEmeXH4rjZevo0eHHt+rjqY2WSuNmFSmCbdMU24Jn6nxsv6Ajm44IO/2kwr0+lVQXaQJS6eraExJukNzLWutWl49rhMvHJKvo0e5pfkae/1klc8ame7QANczxiyRtFzSHknVkiokrbDWeh2uZ2Ww72pJm6y13uC675a01lp7fwLDTikSWRiypx/apwe/9qoaX2057/4f3rNJl904Vu/7t/mae93oNEXnTnteOqU1976irWuPXrBswpwyvWnFHF3/vqlpiMy9uo6f1s7vbdDRtTsU6PGftyy/qliTl1+uaR++moSWAz2dPj3+5df0/P171HGq57xlj/zDZtW9e7Ju/+plKh1dmKYI3cdaq1d+skcbv7NdLbtPn7fsyRUNmnbLeF3/xXkaM68yTRG606G/HlH9Nzbr2IvHL1g28rJqzf/0Zaq5bUoaInOv0/u8euWbL6np8X2y/vOLghSPG6GLP3SpZn74MhkPScJY9Z7u1rbvvKTGh7fL19F73rLN/7ZBNW+fpbmfvkp5pQVpitB9bMBq18+2aM//bNGZw+3nLXvlq89o/JJpmvuPV6u0piI9AbrU4XV7tf37m+TdduK8+7d+43lV147TnH+4QqOvmZSm6OAa1JMalDFmmaTPW2vr+t1XK6neGFPnMJlVIemu4K3/D3f3uTmJJUnGWvYgNzHG1NfW1tbW19enOxRJ0i++9LJ+8aUtEdvk5Hm04n9v0PV31KQmKJdrePSQvnfnM/J1ByK2u/1zs/WOr89jJEEMOvY366W7H1T38faI7aqvnqLa/3i7cgrI8UfT3d6rH7xhg/Y9ezJiu+qpJfo/T9yk6hp+9Y7GWqv1/7hJm1ftitgutzhHb1+9SFNuGpuiyNxt54O7teFTz8oGIh/vXPXFBbrs45ekKCp3a371hJ76wB/U4+2O2G7S7dN1zX8sZnRWDLpPdWrDB36n1h2nIrYrn1mthT97qwqqi1IUmXsFfAFt/NxaNf1xd8R2eeUFuuFHb1HlpfzoGoudP3lZr3792ciNPEZ1/36Tat4+OzVBZaC6ujo1NDQ09E9mZApjTH3tRYW1m34wLd2hJNyCj+1Vw66uuF83Y0yFpBZJS6216wYsWy1J1trlDta3KvjP0MZukLTKWrs3nviGE44sELf1/7snahJLkvy9Ad33vr9qV33kgzNIB7d69Z/viJ7EkqTHvrFdTz6wJwVRuZuvs0eb/n5N1CSWJJ16Yb+2ffXxFETlfr94/4tRk1iSdGpfhx64fYN83f6obbPdpu++HjWJJUm+M3799h0b1LLndNS22e7IC8e04dPRk1iS9OIXN2nfH/enICp36zrZqac//MeoSSxJOvjYHr3yzRdTEJW7WWv13N/9KWoSS5Jad5zSc5/4U0z7dLbb9u0XoiaxJKm3tVvP3v0HdZ08k4Ko3O3Qur3Rk1iSFLBq+JcndWLj4eQHBWSWO4N/Nw2y7EFJy5yu0Fp7t7V2afC2IhOSWBKJLMQpELD61VeiJ7FCfD0Brf7Gq0mMKDM89o3t6u2KnsQK+f2/b5PfF3v7bHT4sdfU2dQae/s/bNOZJm/yAsoAh1/x6pXfHIq5/dHX2rTl4aYkRuR+vi6/XvzWazG372n3qf4/X09iRJnh5e9suWDaWySbv7VFjFSPbPcvt6n7VGfM7Xf+bKu6W7qSGJH7HX++Sac2HYm5/an6Izr+PJ+pkXS3dGn3/74Se/tTndr3621JjMj9rLXa/p8bY2/vt3r9B4OdiwOIYLkkb5jpg3uls1MPsx6JLMTl5XWHdXi3s9EAz//2gE4d5teucE6f7NaLDx1w1OfUwTN6+TF+7QrHWquDq1922Ek6uMZhnyzzzH9H/4X7gj7fd94nm+z4zQF1now+wqW/bb/cp57TvdEbZqnWfW1qetLZ5+Oprc06vulE9IZZKuALaM+vtzvr0+3XvjUkXSPZ+4utjvvsiaNPNtn/m+0KOBwJvPfBbQrw42BYzVuOqXV79JHY/R1/5qBON3qTExDcL2Ay7zZ0CyQ1h1nmDf69wulKjTEVxphlwVtFnLENKySyEJctT15YhDwav89q6zPHkhBNZtj1/MmYphQO9NoTbNNwelu7dHqX85PSUxudJRSzze4nLyyYHc2+Z08yvTCCA085fx/3nPbpaEO4Yx0cec7595QkHX4m9pEx2eZ0Y6s6j3Y47nfsudhHcGaj4y863z4nXmBEViQn4timXcc71E7SJax497mTL/H+R9aZZYypH+wWQ9+KBLU5K3jlwrvUVx9rnaTVxph7nKxjOKKiMeJyJs5RAJ2MHgirsy2+bdPFNg3L1+FshMvZfmd6ojfKYl1x7qvd7T7lFnBVyMHEO7KKEVnh9ca5bXrb2abh+Nrj+2zs7WCbRhLPdmWbRhb3vhpnv2ww8EqasWJfBRzzhrk/9OtllcN1re1fON4Ys1zSPmOM181XLiSRhbgUl+XF1a+kPD/BkWSO4vL4tmkR2zSs3BHxXaI8L85+2aKwPE9tR5zXvCko5SsnnII4P1ML4vzcyAb5ZfF9NsbbLxvklca5TePsly3ySvNjKp4/sA/Cyy2N8/uf7RpWvNsmbwTbFFnn9SRfbbIi1obW2hWD3Oc1xqyTtFKSaxNZTC1EXGqXjnfcJzffo0sXjklCNJnh4utHKb/I+WiVS5aOTUI0mSG/vEhls53vc9VX1yQ+mAwy6xbn+9yMG0crN5/RWOHULBnnuE9BRZ7G1lUnIZrMMP6GcVIc5SomLHL+/ZYtRtSUq3jCCMf9xt4wKQnRZI4x102Oow/bNJJ4tk/xhFKV1lQkPpgMMTqO/VRGGn3NxMQHA2S2ijD3h0ZieRPwGBslVRhjliRgXWlBIgtxuezGsZo0u9xRnxuW1ahidFGSInK/kop8XfOuKY76jJpaosve4PwEOJtMvnO+sw4eo0l3zEtOMBniuo/PcNzn+k8475NNLnrLRJWMKXTU55L3TVNeMaPcwimdNEKTlzo7mR01f6RGXT4ySRG5nyfHoxnvnuuoT05RrmrefnGSIsoM095zieM+099zaRIiyRxT/mamcoqcfT5Oe+dcmRxOjcKpnDtKVfOc/Tg49sYalUwsS1JEcDUryZoMvA15y3hjaJPIAqnTEriulOLTGnExxuh9X7w85vb5RTla9jnnB2rZ5vbPzVahg+lXb//ipfJ4EnKFjIw17tZZKpka+6iVSXfMU9FYDroiGTOrTHXviT3pOrG2Upe+dUISI3K/nPwcXfP52E9MCyvzteDvZiUxosww/9OXyZMX46GOkeo+d3lS48kE0981W0VjS2JuP+uj85RfxnTtSEYuGKcx18eedB197USNvIIfsSLJKy3QxR+J/YesorElqlnuLEmbjWb//ZUxj3T15Hk0++PJnF0FZKRNCp9cCt0fS9F4GWNWGWNsplylcCASWYjb9XfU6G+/sSBqu/yiHP3zQzdq6qWVKYjK3cbNLNOnHrlBBSXRk1nLv3KZrn/f1BRE5W45hXla8L07VDyxImrb0TfN0OzP3pz8oDLAO394hWbGMMVwzOwyffQPNygn1mRCFrv8ozN01WfnRG1XUJ6ntz+8SGWTYk8mZKvRtaN08w8WRk9mGen6+67RpMVMgYmmoKJQN/70dhWOKo7adtqds3TJP0Q/Tsh2xhhd/d1bYxrtUnnZaF39vTfIGH7Eimb2J65QzfIYPlNHFuu6B96sgkpno2Kz0dgbJqv2SzdKUX5E9eR5dMU3l6pqHuUvAIdWR1gWSmSti9BmYHtvmGWhX/k3xbiuYcdYO/Txb0gdY0x9bW1tbX19TInYlNj4xyY9tPJVbXv2+Hn3G4/R1W+eqHf/yzxNn08dFycOvurVb768VfW/aVLAf/57dMbV1br9njla8DeccDnR03JGu+9/Tof+sE3+jvOvSlQ0oVxT3lGrKe+qZVqBA/7egJ789g4981+75T145rxlRZX5uupDNbrlX+aquJJCr068vma/Xvr2azr2cst593vyPJr5tkm69p8uVdXFjBp04nj9CTV8e4sOrm+6YNj/uOvGav6nLtOEhdTGcqLjcLu2/r9NOvDoLvm7/OctK5tRqZkfvlTT3jGbhIsDvs5e7VjVoL2/3qbuU53nLSuoLtLUd8zVrI/VKreIizzEylqrxjXbteunL+v07vM/U3MKczXp9os0+++vUPG40jRF6E7Hn2/S6z/YpBMvHDp/gZHGLpyiWf9ngaovJ4k1FHV1dWpoaGhIctHwtDDG1NfOKKzd9P3MKzux4P/sVsPurrhft+DoqRZJy621awYsWytJ1tqlg/SbZq3dO+C+eyStGXh/cNkeSV43718kslxmOCayQva90qxtzx5XV4dPIyryVXfrBI1ixMCQtBw+oy1/OqKO5h4VlORqxjXVqpnv5IqrGMh3pkfHN+xR94l2mVyPRkytVvWVU2SYohk3vy+gHWuP6cTO0wr4rSonFWvO7eOUT/2muFlrdbS+WUc2nZKvy6+iqnxNu3W8SsZQZ3Ao2vaf1qGnD6vndK/yRuRq3DVjVXlxRbrDcrWe1m4demK/uk+ekSc/RxWzqzXqinEksIYg0OPXkaf3q6OpTZJUMrFM4xZNkYcLZsTNWqtT9Ufk3X5SgR6/CqqLNe6mKcovZxTWULTtadbJlw6rt6NHeaUFGn3tRI2Y5KyGLgaXFYms/8zARNbfDS2RJUnGmLskrbDWTu93X636RmvVWWu9A9rXS6oNLmsYsGx1cF17+923UtJdwfYXJLncgkSWywznRBYAAAAAYGhIZLlTIhJZkhS8muDd6ru6YLX6rmS4YmASK9h2paRlkpaGGX21Mti/Kvi3wVq7YijxDQf8XA4AAAAAADAMWGvXKcZaWMGkVNjEVCYkrQZDMRgAAAAAAAC4AiOyAAAAAABA6lhqKSJ+jMgCAAAAAACAK5DIAgAAAAAAgCuQyAIAAAAAAIArUCMLAAAAAACkhjWygQyskUXdr5RhRBYAAAAAAABcgUQWAAAAAAAAXIFEFgAAAAAAAFyBRBYAAAAAAABcgWLvAAAAAAAgdSiMjiFgRBYAAAAAAABcgUQWAAAAAAAAXIFEFgAAAAAAAFyBGlkAAAAAACB1AukOAG7GiCwAAAAAAAC4AoksAAAAAAAAuAKJLAAAAAAAALgCNbIAAAAAAEDqWJPuCOBijMgCAAAAAACAK5DIAgAAAAAAgCuQyAIAAAAAAIArUCMLAAAAAACkhpUUyMAaWTbdAWQPRmQBAAAAAADAFUhkAQAAAAAAwBVIZAEAAAAAAMAVSGQBAAAAAADAFSj2DgAAAAAAUsdmYLF3pAwjsgAAAAAAAOAKJLIAAAAAAADgCiSyAAAAAAAA4ArUyAIAAAAAAClipEAm1sjKxOc0PDEiCwAAAAAAAK5AIgsAAAAAAACuQCILAAAAAAAArkCNLAAAAAAAkBo2eMs0mfichilGZAEAAAAAAMAVSGQBAAAAAADAFUhkAQAAAAAAwBWokQUAAAAAAFLGBky6Q4CLMSILAAAAAAAArkAiCwAAAAAAAK5AIgsAAAAAAACuQCILAAAAAAAArkCxdwAAAAAAkDqWYu+IHyOyAAAAAAAA4AoksgAAAAAAAOAKJLIAAAAAAADgCtTIAgAAAAAAqWElBTKwRpZNdwDZgxFZAAAAAAAAcAUSWQAAAAAAAHAFElkAAAAAAABwBWpkAQAAAACA1LEZWCMLKcOILAAAAAAAALgCiSwAAAAAAAC4AoksAAAAAAAAuAI1sgAAAAAAQIoYKZCJNbIy8TkNT4zIAgAAAAAAgCuQyAIAAAAAAIArkMgCAAAAAACAK5DIAgAAAAAAgCtQ7B0AAAAAAKSElWRtuqNIvAx8SsMWI7IAAAAAAADgCozIGsAYs0TSckl7JFVLqpC0wlrrTee6AAAAAAAAsh2JrH6MMcskfd5aW9fvvlpJ9caYOicJqESuCwAAAAAAACSyzjLGVEhaLWlp//uttQ3GmAZJD6hvdFVK1wUAAAAAQMawkqxJdxSJR5GslKFG1jl3Bv9uGmTZg5KWpWldAAAAAAAAEIms/pZL8oaZ8rdXOjtdMNXrAgAAAAAAgEhk9bdAUnOYZd7g3yvSsC4AAAAAAACIGln9VSh88ql/m5SsyxhTH2bRrBhjAAAAAABg+AlkYI0spAwjss7nDXN/KClVlaZ1AQAAAAAAZD1GZDlTkap1WWvrBrs/OFKrNoFxAAAAAAAAuAIjss5XEeb+0Ogpb5rWBQAAAAAAkPUYkXWON4Y20epeJWNdAAAAAABkDGupkYX4MSLrnE2SpoVZFro/XAH2ZK4LAAAAAAAAIpHV3+oIy0LJp3VpWBcAAAAAAABEIqu/hyTJGLNskGXLJa2z1u4duMAYM9jIq7jWBQAAAAAAgPBIZAVZa72S7pa0sv/9xpha9Y2iWj6wT/AKgnuCbYa0LgAAAAAAAERGsfd+rLX3G2P2GmNWS9ooqVp9Vx+sCyanBloXXH7BsjjWBQAAAABAZrOSAhlY7N2mO4DsQSJrAGvtOsVYv8pau0LSikSsCwAAAAAAAJExtRAAAAAAAACuQCILAAAAAAAArsDUQgAAAAAAkCJGshlYI0uZ+JyGJ0ZkAQAAAAAAwBVIZAEAAAAAAMAVSGQBAAAAAADAFaiRBQAAAAAAUsZmZI0spAojsgAAAAAAAOAKJLIAAAAAAADgCiSyAAAAAAAA4ArUyAIAAAAAAKkTSHcAcDNGZAEAAAAAAMAVSGQBAAAAAADAFZhaiIQ409arv/58r15/9oS62n0qqcxX7W3jdeXbJik3Pyfd4bmS3xfQq78/rFd/f0hnmnuUX5yjqdeO1JXvr1FxRX66w3Mla606dzaqdcNG+VraJI9HBRPHqOLmq5U/ujrd4blW6942bf/lbnl3t8n6rUZMKNbMO6drdO3IdIfmWj3eTh35w6tq23ZE/m6f8soLNfqmmRp53TSZHH6Dikegp1etz72i05t3yN/RqZyiApVcOkOVC+fLU1iQ7vBcyVqr9i275H1mi3zedpncHBVNG6+qJVcqr6os3eG5VvvuEzr06KvqOtwqa62KJlRowpsv1YgZo9Idmmt1Hu9Q45rt8m4/qUCvX4XVxZp42wyNvnaijDHpDs+VfGd6tf/3u3Ts+cPydfQqrzRf4xZN0qQ3TlNOAaeYAJLLWGvTHQMcMMbU19bW1tbX16c7FElSwB/Qg/e+oj99b4e6O3wXLK8YW6h3fHmebv7IjDRE514v/bxRv/+/r6j1cOcFy/KLc3T9x2foLV+7TDl5nNDG6syuRh1Z9ZC69x+6cKExKr3iUo276x3KLR+R+uBcquPIGT39j89r/9pBtqmk0fOrtejb12jkpVUpjsy9Aj0+7fzOkzr8uy0K9PgvWF44tkwXfeomjVk8Kw3RuZO1Vqcee0bHHlwrf1vHBcs9xYUa9Tc3avTyxTIePlNjdfrlnTq06jfqPnTiwoU5HlUunK8Jd79NOcWFqQ/Opc4cbNFrX/mzWuoPDLq8snaS5tz7RhVPqkxxZO7V296jl7+0QQce3Snru/CcZ8TUCs3/wkKNuX5SGqJzJxuweu37DXr9gS3qPd1zwfKCqkLN/bs6XfSBS0gSDkFdXZ0aGhoarLV16Y4l0Ywx9fMnj6h94Z9q0x1Kwl391QZtPtCeka/bcMMRG+IW8Af0/979rH779W2DJrEkyXu0S6s++qIe+fetKY7OvdZ/63X9/P0vDprEkqSeM3498a0d+uEdz8rvo0piLDq27tL+f/3e4EksSbJWp196RY33fkc+b1tqg3Op9kMdeuSNfwqbxJKk45tP6bdv+rOObhrkRBcXCPT49PKn1qhpdcOgSSxJ6jraplf/7+/U9MjLqQ3OxY7+z2M6/MBvB01iSVLgTJeO/fLPavreQ+LHvdh4n3tVe7/4w8GTWJLkD6jlyXrt+ef/lv9MV2qDc6n2fSf10od+HjaJJUktDQf10od+rva9J1MYmXv1nu7Rhvf9Vvt/s2PQJJYkte/z6pm/fVRNf9qd4ujcyVqrl/7vU3r12xsHTWJJUndzlxq+9Ky2rHwxxdHBVawkazLwlu4Nmz1IZCFuv/36a3phdfgDrv4evHeLNv8x/Akv+ux44ph++9ktMbXd+uhh/emL25Ickfv5Wk/r4Dd+KNs7eLK1v54jJ9T0nf9JQVTuZq3Vnz/wlNqbBk8M9Nfb4dOf3vOEutsGP+DFObu++5SaN+6Pqe3rKx9X69bDSY7I/bzPvKwTjzwZU9uWJzbq1B+eSXJE7td9+IQOfOsXUiD6Dymdew6p6b/WpCAqdwv0+vXypx9Wr3fwH7D66/V26uVPP6xA7+DJbpzTcO9Tatka/YcU67d66bPrdHqfN/lBudyun2/TvjU7Ymr7+v0va/+jJAgBJAeJLMSlt9uvP333dUd9Hv3W9iRFkzme+FZsBwchG/5rl3rORE/QZLOWdc8r4GBEwJltu9S552ASI3K/w88e04mXT8XcvutUt3Y+uCeJEblfb1uXDv02tiS2JClgdeCXG5MXUIY48ZunnLX//dOyfka6RnLysWdj+mEgxPvMFvUca05iRO53/Kmd6mzyxty+85BXx5/cmbyAMkBHU5sO/nFXzO0DPX7t+fkrSYzI/QL+gF5/4GVHfV5/4GVGugJIChJZiMtLvzmothPdjvpse/KYDr3emqSI3O9UY4e2/+mIoz6d3l41PBjbqLhsZAMBtax91nG/lscZlRHJaz91fgK17SecdEVy5I9bFeh2lpQ+/sROdZ+KPiouW53ZfVCdu50lpXuPt+j0Zmc/0mSTQHevmtdvctbJWp36ywvJCShDND38svM+azYnPpAMsu+h1xxP8Wn8zQ75OnuTE1AGOLrhoM4canfUp2XrSTW/QnkBAIlHIgtx2bMx9tEY/e2t51fZcA42tCieH60ObGpJfDAZwt/aLt8pr+N+jMiK7PjLzuuztOxsVS+jB8Nqe+2o4z7WH1D77uNJiCYzdO6K733sNPmVTboPn3A0wjXkzO6mJESTOeJ5/7dtd94nm7S86vyz0dfeo/ZGfnANp/nV+BJS8fZD5rMBk3E3pA6JLMSltyu+2gw9ndR0CMcX5zbtZZuGFeiN75dV28MvspH44tzn/F0kssIJ9MS3bQJs07ACcb6PA928/8NxMqXwvH58pkYUzz7ndziCM9v4u+P8nmK7huWP8ziV734AyUAiC3EpHRnf5bTLRhUkOJLMUTIyvm0zgm0aVk5pSXz9yuLrly2K4nj/e3KN8svykxBNZsirKIqvX2VxgiPJHLnlI1LaLxvE+9mYy2dqRHkVzt/H+bz3IyqojO84taAyvs/ibFBQFec2rWabAkg8ElmIy1V3THLcp6gsT5cuHpuEaDLDjIWjVFLt/ER/3h0TkxBNZsgpKlTJvFmO+5VdPS8J0WSOaW+a7LhPzW2T5cnlKyec0TfNdNynYEypyuaMS0I0maG0dpZMfq6zTsao7KpLkhNQBsgfU6XCqeMd9yu/9rIkRJM5xtzs/P0/+uaLkxBJ5phw63THfcpnVatkclkSoskME2+ZKjmcOeXJz9H4G50fMwBANJxVIC5TLqvUrOtHOepz4wemqXBEXpIicr+8whxd85FpjvpMqqvUlCuqkhRRZqi69XpH7U1+nipuvCpJ0WSG2e+9SCbX2dHsJR9yfqKWTaqunKLiKc7eyxPffjnJwQhyy0pUcf18R31Ka2eqYNzIJEXkfsYYjbztWkd9cspLVH4diaxIJi673HGfSXc427ezzYRbp6ugytlIoOnvvVTGUOMmnBGTyzRukbOk1OQ3T497dByygDWZd0PKcASMuL1n5XzlFsS2C1WOL9JbVsxJckTud/NnZqpqSmzTBXLyjN72rcs56IpiRO1cR6OyRr/zNuWMYMpGJCXjilX36Utjbj/1TZM1/voxSYzI/YwxuvjTN0ue2N7PxVOqNHF5bZKjcr8x71wa83Q4T0G+xr7v9iRH5H6VN9Wp6KLYR2WP//Bb5MlzODIuy4yYPkoTl8WemJrw9ss1YoazHxOzTU5Bji77/HUxt6+8bLSm/A0/uEQz73NXKbc4th+lCyoLdcnfL0hyRACyFYksxO3ia0bpsw8vVH5xTsR2VROL9c9/uVlV40kORFM6ulCfePxGVdVEPvHKLfToQw9eq4sWjU5RZO5lcjya+JkPqeTS6NMwRt5xq6redFMKonK/BffM02V3z47absrSCVr8/etJuMZg5HXTNfeLt8tEGWVVPKVK8793p/JK+ZU7mvwx1Zr6xbui1r3yFBeo5l8+oqI4ps1lG09+nqZ94SMqmhFlWruRxn/0raq6qS41gbnczM8u0bjb5kZtN+6NczXrniUpiMj9pvzNTF1+7w1Rp8NVXjJK191/u3IKSLhGUzG7Wjf88A3KjTLDoqC6SIt+ertGMFUTQJIYa226Y4ADxpj62tra2vr6+nSHctaRXW3643de14af71NX+7krk1SOK9Lij87QrZ+4WGWjOOFyoqO5W3/9/m49u2qPvE2dZ+/PL8nRFe+t0Y2fvFhjZ3Nw4IT1+eV9+iW1/Pmv6mo8dG6BMRpRN1dVty3UiEv5Ndap/esOaesPX9eB9Yekfl8no2tHau6HZ+riZVOZ/ubQ6V3HdeBXm3TsL9vPu5ph4bgyTbxjvibeMV+5I7jIgxO9zW06+dgzal77gvytHWfv9xQXqmrxlRr55uuVP6Y6jRG6T6C7V6cef0Gn/vS8upuOn1uQ41HFtZdp5JtvUMmsKekL0IWstTr+xE4dfLBeLQ0Hz1tWWTtJk+6s1ejFM/lhwKFTm49q989eUdNfdsv6zn1RlU6r0LR3X6Kpd85RbhGlL5xob2rTzp+8qn1rdqj3dM/Z+wuqCjXtHbN18fsvUdEYLvIwFHV1dWpoaGiw1mbcrwHGmPr5k0bUPr/iinSHknDXrNyozQfbM/J1G25IZLnMcExkhXSe7tX+LS3q6vCppCJfU2urlJvHCexQ+H0BNW1u0ZnmHuWX5Gr8ZRUqKuNgayistepuOipfc6tMbo7yx41WXlV5usNyvfZDHWrde1o2EFDJ+BJVXsQ2Hareti617zmhQLdPeeVFKr14tEwOn6lDEej1qXPvIQU6OuUpKlDR1PHyFJIUHAprrboaj8jnPS2Tl6uCiaOVV1Ga7rBc70yTV52HvZKkovHlKp5Ymd6AMkD3qU617W6Wv8evwpHFKp9VTVJwiHydvfK+dkq9Hb3KK81X5ZyRyimIPFMDscn8RFZp7XP3ZF4i69r7NmrzwdMZ+boNN4yhRcIUleZp1vVMdUuknFyPplzBKIFEMsaocNI4aRJXe0ukERNKNGICv74mUl5ZoSrnO79CLMLz5OWqZCajhBLJGMOUzCQonlih4okV6Q4joxRUF2lU9YR0h5FRcovyNLKOK5IDSD1+2gUAAAAAAIArkMgCAAAAAACAK5DIAgAAAAAAgCtQIwsAAAAAAKSGlRTIwIstcB29lGFEFgAAAAAAAFyBRBYAAAAAAABcgUQWAAAAAAAAXIEaWQAAAAAAIHVsBtbIQsowIgsAAAAAAACuQCILAAAAAAAArkAiCwAAAAAAAK5AjSwAAAAAAJASVpK16Y4i8TLwKQ1bjMgCAAAAAACAK5DIAgAAAAAAgCuQyAIAAAAAAIArUCMLAAAAAACkTsCkOwK4GCOyAAAAAAAA4AoksgAAAAAAAOAKJLIAAAAAAADgCiSyAAAAAAAA4AoUewcAAAAAAKlhJWszsNi7TXcA2YMRWQAAAAAAAHAFElkAAAAAAABwBRJZAAAAAAAAcAVqZAEAAAAAgBQxUibWyFImPqfhiRFZAAAAAAAAcAUSWQAAAAAAAHAFElkAAAAAAABwBWpkAQAAAACAlLEB6kkhfozIAgAAAAAAgCuQyAIAAAAAAIArkMgCAAAAAACAK1AjCwAAAAAApI6lRhbix4gsAAAAAAAAuAKJLAAAAAAAALgCiSwAAAAAAAC4AoksAAAAAAAAuALF3gEAAAAAQGpYyWZisXeb7gCyByOyAAAAAAAA4AoksgAAAAAAAOAKJLIAAAAAAADgCtTIAgAAAAAAqRPIwBpZSBlGZAEAAAAAAMAVSGQBAAAAAADAFUhkAQAAAAAAwBWokQUAAAAAAFLG2nRHADdjRBYAAAAAAABcgUQWAAAAAAAAXIFEFgAAAAAAAFyBGlkAAAAAACAlrIysNekOI+GsMu85DVeMyAIAAAAAAIArkMgCAAAAAACAK5DIAgAAAAAAgCtQIwsAAAAAAKSGlRTIwHpSNt0BZA9GZAEAAAAAAMAVSGQBAAAAAADAFUhkAQAAAAAAwBVIZAEAAAAAAMAVKPYOAAAAAABSxtoMLPaOlGFEFgAAAAAAAFyBRBYAAAAAAABcgUQWAAAAAAAAXIEaWQAAAAAAIHWokYUhYEQWAAAAAAAAXIFEFgAAAAAAAFyBRBYAAAAAAABcgRpZAAAAAAAgZSw1sjAEjMgCAAAAAACAK5DIAgAAAAAAgCuQyAIAAAAAAIArUCMLAAAAAACkhjVSIANrZFH3K2UYkQUAAAAAAABXIJEFAAAAAAAAVyCRBQAAAAAAAFcgkQUAAAAAAABXoNg7AAAAAABIGWvTHQHcjERWP8aYJZKWS9ojqVpShaQV1lqvw/WsDPZdLWmTtdYbXPfdktZaa+9PYNgAAAAAAABZgURWkDFmmaTPW2vr+t1XK6neGFPnMJlVIemu4E3GnL0M530ksQAAAAAAAOJDIkuSMaZCfaOnlva/31rbYIxpkPSA+kZqOXG/pGnBfzdIWmWt3TvEUAEAAAAAALIWiaw+dwb/bhpk2YPqS3I5Yq29e0gRAQAAAACQgaw10RsBYXDVwj7LJXnDTB/cK52deggAAAAAAIA0IZHVZ4Gk5jDLvMG/VzhdqTGmwhizLHiriDM2AAAAAAAAiKmFIRUKn8jq3yZmwSsXnpK0Jrju1caYtdba+2LsXx9m0SwncQAAAAAAAGQKElnneMPcH0pwVTlc11pr7brQHcaY5ZL2GWO8XLkQAAAAAJC1qJGFISCRFbuKWBtaa1cMcp/XGLNO0kr1XdEw2jrqBrs/OFKrNtZYAAAAAAAAMgU1ss6pCHN/aCSWNwGPsVFShTFmSQLWBQAAAAAAkFVcncgyxtQbY2wct4FXIPTG8HDRamg5MS2B6wIAAAAAAMgKrp5aGG76XRw2SQo3SiqUdApXfP08xphVku6SVGmt9Q49NAAAAAAAMoO1kg1kXo0sa9MdQfZw9YisBFodYVkokbUuQpuB7b1hllUH/26KcV0AAAAAAAAIIpHV5yFJGmTKoSQtl7TOWrt34AJjzGBTBNdKqgszGmuZpAZrbcMQYgUAAAAAAMhKJLLUd0VBSXer74qCZxljatU3wmr5wD7BqwfuCbbpv677JK0cmOQyxqxUX+H4C9YFAAAAAACA6FxdIyuRrLX3G2P2GmNWq+/qgtXqu5JhuNFV64LLL1hmrV1ujFlpjKlQX/KqQn0jsSqTETsAAAAAAEA2IJHVj7V2nWKshWWtXSFpRZTlAAAAAACgH2szr9g7UoephQAAAAAAAHAFRmQhIQ683KKn/3u3dv31hLo7fCquzNdlt4/Xwrunq3pySbrDc6X2wx16/ec7tf/xg+pu6VZuca7GXDFacz44U6PmjUx3eK5kfR3SkT9IRx+Tuo5LJkcaMU2asFwaeZ2MyUl3iK5j/X6deflVtT31rHqPHpX1B5RbXaXS66/WiKuvkKcgP90huo61VvbYdvm3/U722Ouyvm6ZojJ5pi5UzpzbZIqr0h2iK9mOJtl9a6Tjz0m97VJuiTRygczU5TJlg127BdHYztPybV0r3+sbZDtapJw8eUZPV97lb5Rn8jwZw6/tTgV6ffI++6qa121S99FTkqSCsdWqWrJAFdddKk8eh+5OWWt1/IXD2v3L1+R97aT8PX4VjizW5Nuna+qymSqoKEx3iK7UssOr13/2ug4/e0S97b3KL8vXxJsmaNb7Z6qspizd4QHIcMZam+4Y4IAxpr62tra2vr4+3aFIks54e/TD976gVx87POhy45Fu+sRFuvPb85WTywDAWAT8Ab305Xq9uuo1Wf/g788Ji8Zr8aqFKqzi4CtW9sij0vZ/l/wdgzconiJd9m2Z0otTG5iLde1t1LH/fEC+k6cGXe4pLtKoj7xPI66oHXQ5LmTPNKv3L/8me+SVwRuYHOXUvUc5V3yQJEGMbKBXdsvXpf2/lRTmmGf8Ypnaf5PJLU5laK7WW/879Tz1Y8nfM+hyz+hpKvibf5GnYlyKI3Ov0y/vUuO3fi1fy+lBl+dWjFDNZ9+l0ssvSnFk7tV+sE3PfPwv8r4W5nuqIEfz7rlKMz90WYojc6/ejl799VPPaN+jjWHbXPzui3Tt169RTj4/EMarrq5ODQ0NDdbaunTHkmjGmPrLxlTUrv/A0nSHknCLf7ZWrxzzZuTrNtyQWUDcuk736luLnwybxJIkG5Ce+N4u/fj9LygQIGkajbVWG/7xOb3y/W1hk1iSdOjpw3r0bX9Wd2t3CqNzL9u0Rtr6T+GTWJJ0Zr+06QOyp3emLjAX69rbqMNf/XbYJJYkBc506th/PqDTz29MYWTuZTu96v3NJ8MnsSTJ+uXf9D/yP/Of4oeo6GzAJ/vS56T9v1HYJJYkHV4v+9zfyfq7Uhabm/U8/2v1rP9B2CSWJAWO71XnLz6jQOuxFEbmXm0NO7XnX38cNoklST5vu3b/64/UVr8jhZG5V3tTm9Yt/23YJJYkBbr92vzl57Ttv4bHD8TDna/Lp7+8e23EJJYk7fzlLq3/yJMK+AKpCQwuZCSbgTfxI2OqkMhC3B7+v1t0oKElprYv/eqAnv3J3iRH5H57Htmnnb/aHVPblu1ePf8FEgTR2I790vavxNbY1y69+llZy4FXJNbn17Hv3S/bE/4k9lxjqxMP/Ey+5tg+K7KZb8N3ZFubYmrrf/URBfY/n+SIMsDeB6WjG2Jr2/yy7Ov3JzeeDOA//Lp6//qz2Bp3tKj7sW8mN6AM4D/TpcaV/yvr98fQOKB99/1C/jMkXaN58bNPquv4mZjavvqtjTq5maRrNJu/9bKOvRjbdjq49qC2/fC1JEcEIFuRyEJczrT26Lmf7nPU54nv7mIEQRRbHX7h73lkr7pOcTAbUdODkmI4OQjp2Cc1v5C0cDJBx+Yt8p1qjrm99fnU9tQzSYzI/ezp4wrs/aujPv5XHklSNJnB2oDs3geddWr8DaOyouht+L2j9oGmrfIfi+0HmmzV/NRm+Tti3+8CHV1qfrIhiRG5X8trJ3XipSOO+uz62atJiiYz+Dp92vG/zkatb//xdllmZABIAhJZiMtLvzqgnjMOkgOSml7xat9LsZ/8Zpvm11p0vP6koz7+7oB2rt6TpIjczwZ6pcO/dd6xaU3CY8kk8SSl2p5+hkR2BP7X/9Q3F9sB21Qv2xp+anfWO7lROhPbCLezelulw08kJ54MYLva5d/hLOEqSb4tf05CNJnj1F9edN7nz877ZJO9D2533OfAH/eqh5INYe3/0351tzjbPqcPtOvwX/meApwyxiwxxqwyxtxjjFkZ/HdFItediHWlE5c+QVyOvt4WX78dbZp2VXWCo8kM3t2tcfVrjbNfVuhplnzh642EdcbZaMNs03vkqOM+/pZW2a5umSIuUDAY6z0QX7/WJpny8QmOJkOcboyrm23fT4WLMAKtRyW/z3m/ZocJxSzT1XTCeZ9Dzvtkk7Y9Xsd9rC+gjqbTyi8vSHxAGaB1d3zH/q27WzVh0YQER4NMYC3ftoMxxiyT9Pn+BeONMbWS6o0xddZa7xAfYrWkh4a4jrRjRBbiEohQiDxiPx8jMsIJ+OOryxTva5EV4q11ZZ2NNsw2Ns591QbYrmEF2KYJF+/72DpP1GSNOPdTsZ9GFsdnaryfw9ki3ulsFCcPj+NUIPmCo65WS1rR/35rbYOkBkkPDHH9KyVVDGUdwwWJLMSlcmJ8lyivnFiU4Egyx4hxJXH1KxnH5eLDyq+UTBwDTwvGJD6WDJJbVem4jykskKeI9384ZsSolPbLCkXxvY9NIe//cEzpyJT2yxZ5I8sd98mPo082KRob3zFVcZz9skFJ3MepbFPAgTuDfzcNsuxBScviXbExZomkjLlSGIksxOXKd02Wcbj3VIwv0qybOUEIZ8yVo1U6eYTjfhctm56EaDKDySmUxtzivOO4tyQ+mAxSet1Vzvtce5WMh6+ccDwzne+npmqaTDXv/7DGXCflOTzZ9+RLE5YmJ54M4BlRJc+U+Y775V6yJAnRZI6qm2qd97m5LnqjLFbztosd9xlz7QQVjSHpEs7UN9fIk+/sezy/Il+TlkxMUkRARlouyRtm+uBe6ezUw3gstdZmTCFgzioQl+rJJZr3Fmfz3RfePV05uexy4RiP0ZwPznLUZ+JN41U+rSxJEWWISe9y1j6vMr7kVxYpve4qmUJnNUTKbl6YpGgyg2fkDJmxcx31ybnkrTKG+hLhmJxCaYrDpPSEpTIFzkccZpO8+bc7am8qxiunxnnyK5tU33qVlOPg+MjjUfWtVyYvoAww9rqJKq1xlsie8V5nn8HZprC6UNPeOtVRn4vfeZFyiyjJjEHYvgogmXbT0GfSLpAU7upo3uDfK5yuNDil8GtxxjQskVVA3O789nyVjo7tZHZybaWW/uPMJEfkfnM/Mkuj62KbKlRQma9rv+p8ZEy2MRWXSxPfEWtrac6/yuRQ6DUST1GRRn3w3TG3r7j9VhVM5hfZaHIXflrKi22qsJkwX57Zb0xyRO5nLv5bqTTGE6/CMTJz/j65AWWAnIuuUc7MG2JsnKuCN35KxukQ7iyTP7JcEz50W8ztJ3zoNuWPrEheQBnAeIyu+PoiefJi2/cmvXGaJt7iLEmTjRb88wKVjI9t1FrFReW6/FPzkhwRMCzNMsbUD3aLoW9FgtqcFSwUvzEBReKHFY4sELdRU0foM0/crOopkU+8pl9TrU/9eZEKR+SlKDL3yi3K1Rt/tUTjro08BbN4bJFuX3OrKqZTIyMmsz4ffWSWJ1+69D6Z0YtTE5PLlV57lUb97fulKNMFK26/RVXL35qiqNzNM3K68t7yDamwImI7M/lK5b3xKzI5fKZGY/JLZa79gVQeZbRrySSZ61fJFI1OTWAuZoxHBbd/Vjmzb4zcML9IBW//onImXZqKsFxv1Ftv0PgP366Il8w00vgP3qZRfxNjIjHLjb5yvG744RuVWxL5s3Lym2bo6m8vlvEwwjWakrHFuu2RN6gsymyAqkuq9IbVb1BBBT8MAnHwhrk/NFKryuH67s6kKYUhxlquJOEmxpj62tra2vr6WBK6qdHV3quXfrlfT35/t5q2eM/eP3vxGN34f2Zo3lsmMKXQoYA/oANrm/TaT15X01OHzw5TrZxVoTkfnKWLlk9Tfml+eoN0Idv6qnTw19Kxv0iB7r4780dKE+6QJi6TKRyb3gBdqPfESbU9+Ve1Pf2sAqfbJUkmP18jrr1S5TcvVEHN5DRH6D62u13+1/+swLbfy3oP9t1pPPJMvkqeS94qz+QrGOHikA30SoefkN33kHRq87kFFXNkpi6XJt7aNxURMbPWKnDwVfVufkz+Xc+evTKhKRut3MtvU96lt8qUVKQ3SBfqOnhcJ//4vE49Ua9AR5ckyVNSqOqb6zTytmtUOIlkq1NdJzu1d/Xr2v3LbTpzKPg9lWs08dZpmvGeORp91XimaTvk6/Rp7+/2aftPXtfJLSfP3j/m6jGa/cFZqrltinLyc9IYofvV1dWpoaGhwVqbcQXxjDH1l42urF373swr5bH0fx/XK8db4n7djDFW0qD9g1c0bJG0zlobU0FPY8w9ku7vPxor+Bj3W2vvjifG4YJElssMx0RWf12ne9Xd4VNReZ7ymROfEL4un3pae5Rbkqd8RrUlhA30Sr62visa5paSFEgAGwgocKZTCgTkKSmWyeEAdqistVLvGcnXLRWMkMkheZ0I1tcp+Tqk3GKZXK76mgjW3yt1tUs5eVJBCUmBBLD+gPztnZKknBFFMk5qaGFQ1lr1nu5RoNuvvPICEi0J0tvRq96OXuWPyFduMcf+iUIiy50SlMjaa6294Go+xphpkvZIWmOtXR7DumolLbDW3j/IY7g+kcWnDRKqsDRPhaUkWxIptzBXuYW8VRPJePKk/Op0h5FRjMejnBFc7SmRjDFSfknfDQljcouk3KJ0h5FRTE6eVEKR/EQyOR7llvPeTyRjjPLLmOqWaHklecqLMn0TGJTlR49BeGNoE64Y/EB3uz1ZFQlnxwAAAAAAAOm1SdKSMMumBf9GnZpljFkmaYExZnWYJncaY6okKZbRXcMRiSwAAAAAAID0Wq3oiax10VYSLO5+QYH3YJ2tZZIecvtoLSbcAwAAAAAApNdD0tkRVQMtV1+h970DFwTrZ2UVRmQBAAAAAICUsdTIuoC11muMuVvSSvUbURUs3D5N0mBXM6yXVGuMqbPWNkR5iKrgX9cnvkhkAQAAAAAApJm19n5jzN5gfauNkqolVUiqs9Z6B+myLrh8sGWSzibCPi+pNnjXEmPMWvVdIdGVUwxJZAEAAAAAAAwD1tp1iqEWVrDtCkkrorRpUN/UxIxBjSwAAAAAAAC4AiOyAAAAAABASlhlZo0sm+4AsggjsgAAAAAAAOAKJLIAAAAAAADgCiSyAAAAAAAA4ArUyAIAAAAAAKlhTd8t02TicxqmGJEFAAAAAAAAVyCRBQAAAAAAAFcgkQUAAAAAAABXIJEFAAAAAAAAV6DYOwAAAAAASBkboDA64seILAAAAAAAALgCiSwAAAAAAAC4AoksAAAAAAAAuAI1sgAAAAAAQMpYS40sxI8RWQAAAAAAAHAFElkAAAAAAABwBRJZAAAAAAAAcAVqZAEAAAAAgNSx6Q4AbsaILAAAAAAAALgCiSwAAAAAAAC4AoksAAAAAAAAuAI1sgAAAAAAQGpYyVqT7igSj7pfKcOILAAAAAAAALgCiSwAAAAAAAC4AoksAAAAAAAAuAKJLAAAAAAAALgCxd4BAAAAAEDKZGSxd6QMI7IAAAAAAADgCiSyAAAAAAAA4AoksgAAAAAAAOAK1MgCAAAAAAApYWVkA5lXI8sq857TcMWILAAAAAAAALgCiSwAAAAAAAC4AoksAAAAAAAAuAI1sgAAAAAAQOpY6kkhfozIAgAAAAAAgCuQyAIAAAAAAIArkMgCAAAAAACAK1AjCwAAAAAApIaVbCbWyLLpDiB7MCILAAAAAAAArkAiCwAAAAAAAK5AIgsAAAAAAACuQCILAAAAAAAArkCxdwAAAAAAkDIZWewdKUMiCwAAIMt0bOtQy/oW+dp8yi3LVeXiSpXMLUl3WAAAAFGRyAIAAMgSLetb1PilRrVuaL1gWfnCctV8oUaViyvTEBkAAEBsqJEFAACQBY786Ii23LJl0CSWJLVuaNWWW7boyI+PpDgyAACA2DEiCwAAIMO1rG/Rjrt2SIEoDQPSjo/uUOGUQkZmAQCSxtp0RwA3Y0QWAABAhmv8UmP0JFZIQGr8cmMSowEAAIgfiSwAAIAM1rGtI+x0wnBan25Vx7aOJEUEAAAQPxJZAAAAGaxlfUtK+wEAACQTNbIAAAAymK/Nl9J+6BsF17K+Rb42n3LLclW5uFIlc0vSHRYADBvWmnSHABcjkQUAABAHtyQrcsviO9yLt182a1nfosYvNQ46lbN8YblqvlBDEX0AAIaIIxQAAAAH3JSssNaqt6U3rr7D5Tm4xZEfHYl4ZcjWDa3acssWzXxgpsZ9eFxqgwMAIINQIwsAACBGR350RFtu2RK2eHooWXHkx0dSHNmFfO0+bX/fdu3/4v64+h/9+VEFfLFe6jC7taxviZjEOisg7fjoDuqPAQAwBIzIAgAAiIHTZEXhlMK0jWpqf6Vd2+7cps4dnXGv4+DKgzq96bTm/GqO8kfln73fLVMqU6nxS43R94uQgNT45UZGvAHIXtZIgQyskUXdr5QhkQUAABCDeJIV+WPzk5L0CZdMstbqyI+OaPff71ag61ywYz8yVqV1pdr1d7siPwePVDKnRB1bOyRJ3vVe1dfVa+7Dc+Vv87tmSmUqdWzrCDtCL5zWp1vVsa0j6xOAAADEg0QWAABAFPEmKzZesvGC+4eS9IlUn6vsujJ5Cj3yrveevc9T7NHFP7hYY983VpJUfHGxGr/cqNanB0lGLSpXzb01qripQo3/1qj9X+qbkth9sFsN1zT0JcBsmOeahPpPqRr5NdTHiXeaYMv6FhJZAADEgUQWAABAFImsaRRv0idaMfG2Z9vO+3/JJSWa89Aclcw+lyypXFypysWVUZM3U/9tqkqvKNX2926Xv9Uv+WMIMEFTKlNVTH+oj9NzvEfNf2rW4fsPx/X4R39+VIVT+7ZVTnGOo75M7wQAZDMSWQAAAFH42nyJXaHDpE/M9bmCKt9YqUvWXBI2QVIytyRq4mPkm0aqblOdNl2+SYGOGB94iPWfUnXlv3gex1qr9s3tOvXYKZ36wymd3ng67Ai1WLRvatfWt2yVp9CjisUVqn5TtarfVK3CiYVh+7jpipkAACQLiSwAAIAocsuScMjkIOnjqD6XpMCZgONRPoOx3Tb2JFZQ69Otal7frLKrypRTkiNjYit+m6pi+k4fp+tgl7oPdqv5j83qOdLj+PGiCXQF1PxYs5ofa9auj+/SiMtHqPrNfUmt0gWlMp6+7ZeqJB8AJJuVZDOwMPoQftuAQySyAAAAokjWKJfWp1v10iUvyZPvkfVbWZ+V9VvJr77/+638XX75jjsbEZaoYuLxTql8Zckrff/IkXIrcqPfynN1YOWBlFz5z2nR/v1f3D/4shyp/NpyVd9ereOrj6u9vj3mGEouL1HVLVU69egpndl+5rxl7S+3q/3ldu3/8n7ljclT9e3VKphc0FezzAVXzAQAINlIZAEAAERRMrdE5QvLHRd8j8WZbWeiN4pDIoqJD3lKpV/ynfLJdyrBUzPVl6x7cdaLyi3Llck1Mnmm72+/f3vyPOf939fmG9JrmFuVq6o3Vqn69mpV3VqlvKo8SVLpglJtuWVLbAkyjzTjmzNUubhS01dOV+eezr7pio+ekvdpr2zvud/0e4/16uiPjzoLcojTOwEAGO5IZAEAAMSg5gs1sScrhoFE1PWKd0plTlmObK9VoDO5G6tzR2dS1x9SubRSNV+sUdlVZTI5F06HqVxcqZn3z4w+ZdEjzXxg5nlJpqLpRZr4DxM18R8mytfmU8vaFp189KSaH2tW78neuOJ1MiKPwvEAALchkQUAABCDysWVmvjpiWr6VlNC1zvxHydqzLvHSDmSyQmOKMrpuylHOvqzo+Gnt0WQiLpe8Y7qqX2uViVzSxToDsjX6pPPG+YWXNb6TKs6XukYcrzJUr6wXOXXlkdsM+4j41RYU6jGLzeq9elBirEvKlfNvZGLseeW5WrUHaM06o5Rsn6rto1tavxCo1rWOp/iGW1EHoXjAaRTJtbIQuqQyAIAAIhRx9bEJ1vGfXhcxITD6GWj40pkJSIJEc+UyvJF5Wefj6fAo/zR+cofnR+xT9N3m7T7k7sdxzfps5M0avko2d5gfTGfVaA3cPbfZ+8P/m1+vFknHjzh+HFiTQpWLq5U5eLKhIxyMjlG5VeXq3xheVyJrKbvNSnQFVDFzRUqnV963kgyCscDANyMRBYAAEAM2l9pV8tfggkFI41+72gd//nxIa2zf9InnKEmk4bK0ZRKj1Rzb43jx4g36Tb2g2MdPc+yq8riSmQ5ja9kbknCtn+8I+u6dndp74q9feuozFXFjRWquLlCOcU5Kbk6JAAAyeJJdwAAAABucPAbB8/+e9Qdo1S2oGxoK3SQ9Kn5Qk3sR21xJpPCCdV/ivr4g9R/ilUoWedEPMm6VD1OIiUiieRr8enkb05q99/v1o6PxJDECgkWjgcAYDghkQUAABBF14EuHf/1udFXk+6ZNLQEg8OkTyqSSZGM+8g4zXt8nsoXDZ4EKl9UrnmPzxvSNLRUJevSmRSMRzzJt9KrSjXzxzM1+j2jlT828rTOaEKF4wEgkaw1GXdD6jC1EAAAYICBNY5Obzot67OS+pI2ZVf0jcZyOuUv1D9a0e/BJKKY+FAksv5TuPXHe+W/4fg4ieR0eue0f5+mysWVGvehcbLW6szrZ9SyvkVHHjgSV1H95nXNQ36NuToiACBRSGQBAAAERbqSW8jkeyaf/bejBIPpS4yM+0j8o5aSnUyKRSLrPw2UqmRdupOCTg0l+WaMUcnsEpXMLpHP64srkbXvn/ep7Zk2lS8sV8XCCpVcUnJe8fhIuDoiACDRSGQBAAAo+pXcQlqeaFH1bdWSnCcYEnUFuGQmk9ItVcm64ZAUdCIRybd4C8cHOgI6seaETqzpK5SfW5Gr8uvLzya2RtSOkCfvwvmaXB0RAJAMJLIAAEDWa1nfEtuV3CQ1fatJkjTjmzMkuW90j1ukKlnnpqTgUJNvidoHfV6fTv3hlE794ZQkyVPsUdk1ZapYWKHyheUqu6pMbc+1cXVEAGFRUwpDQSILAABkvcYvNcZ+JTf1JbOq31h99sTbbaN74G7xJt9CheOd1HUrX1Sui753kVo3tMq7wavWDa3qOdpzXpvAmYC8673yrvdKkkyekafI4/jqiCSyAACxIJEFAACyWse2DscF2yVpz//dowUbF5x3n5tG9yA7OS0cX3NvjUZcOkIjLh2hCZ+YIGutOnd3npfY6mrsOq+b7bXy9/odxRW6OiLvHwBANCSyAABAVmtZ3xJXv/ZN7Zx4w3WGetVGY4yKLypW8UXFZy9c0HWgS61/PZfYOvP6mbhia1nfwvsJABDVhVUZAQAAsoivzRd333iTYEA6jfvIOM17fJ7KF5UPurx8UbnmPT4v5gLshZMLNeY9YzRz1Uxduf1KTVoxKa64hvJeBABkD0ZkAQCArBbvldwkTrzhXsms61YwviCufkN5LwJwEWv6bpkmE5/TMMW3BQAAyGpDKTDNiTfcLhl13eJ9T5XWlSY0DgBAZmJqIQAAyGolc0tUuiC+E2iusgZcKHR1RKdefcurOrzqsKzfJiEqAECmIJEFAACy3rSvT3Pcp3xROYWpgTBqvlDj+EzD1+zTzo/tVMPVDWp7se2C5R3bOtT03SY1fqVRTd9tUse2jsQECwBwFcbDD8IYs0zS5621dUNYxxJJyyXtkVQtqULSCmutNxExAgCAxKlcXKmJn5mopm81xdbBI9XcW5PUmAA3c3J1xAmfmKBTj55SV2OXJOn0ptNquLpBYz8yVtO+Nk0dr3So8UuNat3QekH38oXlqvlCDaMjAZexkT4XgChIZAUZY1ZJqpLULGnJENd1QSLMGFMrqd4YU0cyCwCA4WfGN2dIUkzJrImfnsiJMxDFuI+MU2FNoRq/3KjWpwdJQi0qV829fUmoaSun6cDKAzrw9QOy3X1TC4/+6KiO/+q4Ap0BKcxsw9YNrdpyyxbNfGBmzFdZBAC4G4msIGvt3aF/G2Pq1TeCyjFjTIWk1ZKWDlh/gzGmQdID6hupBQAAhplYk1lN/9GkkjklnDgDUcR6dcScohxN/eJUjX3/WO3+1G6devSUJClwJoZhGwFpx0d3qHBKIQlmAMgCJLIS787g302DLHtQfUkuAAAwDLWsb1HTf8QwvZATZ8CRWK+OWDStSJf+/lKdeuyUti7bKtsVY+H3gNT45UbejwCQBSj2nnjLJXnDTB/cK52deggAAIaZxi81Rq7n01/wxBlA4hXWFMaexApqfbqVAvCAC1hJ1prMu6V7w6aYMeZrxpjPpOOxSWQl3gL11dkajDf494rUhJJ6/t6AOr09Cvip3pco1h+Qr71LAZ8/3aFkDGutrG2XtV3pDiVjWGtle7tke87I2mz7Gk8ea3tkA6dlqYiaMNb6g9u094JlHds6Bi0mHQknzpK1AdmeDllfd7pDyRjWWvm7euTv7M7az9SW9S0J7+fr8qnndI9sIDu3aTL4ewPqauXYH8hSyyXdl44HZmph4lUofCKrf5uIgnW6BjPLYTxJ19vl17bVB7Txv3er6aW+p25yjC66dayu+NgMzXjDOHk8Js1RuosNWLVs3KdDjzTo1LO7ZYMHB6Wzx2nC22o1eukc5RTmpTlK9/EHtqsn8L/qCTwqqV2SZDRB+TnvVL7nTnnMqPQG6EK246QC2/8g/+t/kDpO9N2ZP0Kei29Rzpy3ylTWpDU+N7KBDgU6HpW//Zeyva8H782Tp2ixckrfLVNwlYzhM9UJa30KdD0lf8cvFeh+TqEhVya/Trkl75Gn6BYZkz+kE+dYpkxlGntimwKvPyLb+KTkDyaxyibLM/OtMjNukykoS2+ALtR9tFkn//iCTq3bJF9rX4I0t7xE1UsWaOQbr1LBuOo0R5g6vjZfQvp1e7u188Hd2v4/O9S6u01SXz2uaW+u0ZwPztLoOr77nfL3+LXjt01qWLVLTc/2ffcbj9GUm8ao9u6LNOO28fLkMl4CyAIPS/qsMeZt1trfpPKBSWQlhzfM/aEEV1WK4ki6U7tO63/fvEHNu9vPu9/6rXb+8Yh2/vGIahaN1jvXXKeiyvw0Rekuvo5ubfvn36j5xb0XLDu9/Yhe3/6YGn/8jC771p0qmcbBVyysDajLf596AvdfuEyH1O3/lrr931dx7n8oz3NLGiJ0J//udfI/9XXJP2BkS0+7AlsfUWDrI/LUfVA5dR8k8RKjQM9r6j1xl+Q/PmBJrwKdf1ag88/yFC1RbvW3ZDxFaYnRbay/WT2nPibb+/KFy3rq1dtTL3N6hvKrH0jYiXOmswGfAs9/Q3bXHy5c2HZAgY3fk7b8VJ6bvirPuNrUB+hSJ/7wnA6u+r00YLSQr7VDxx5+Wsd+s0ET73qLRr/52jRFmFq5ZfGdpvTvd+S5o3r8g0+op7XnvDb+Tr92PbRHux7ao4vfOUM3fPNaefJIvMSidX+HVr/taZ187fzRqzZg1bj+qBrXH9X4K6t1x5qFKhldmKYoAaTIVyXdJemHxph11trTqXpgPrHToyJaA2tt3WA3Sa9H65sqrQfP6CeLn7wgiTVQ49PH9b+3P62eM9l1oB+PQI9Pr3z2oUGTWP11HW3V5k/8Qp2H4hs9kG26/F8bNIl1vk6d8X1CvYGnUhGS6wX2PiX/+q9cmMQa2K7+p/LX/zQ1QblcoHe3eo+9f5Ak1oB2nevkO/n3spbP1GhsoF09pz44aBLrvHa+3eo5+T7ljIhvaly8J9xuZK1V4NmvDZ7E6q/ntALrPiN7fGtqAnO5E398QQf/+3cXJLHOE7Bq+sHvdOIPz6cusDSKt2h7qN+xTcf1p3euvSCJNdDOX+/W0598JmuncDrRcbxLv7x1/QVJrIEOv3RKv779SXW3RT5GQHZLez2rJNyyjbW2VdLNkowkrzHmM8aYy40xZYPdEvnYJLKSoyLM/aGRWN7UhJFcf/7sZp0+3BlT26aXmvXC/9uZ5Ijc79DDDWp9+WBMbXu9Z7Tz248nOSL38wW2qCfwoxhb+9Xp+5yspc5LJLb3jHxP3yfFWNIyUP9TBZr3JTeoDOBr/lfJtsXUNtC1QYGOR5Ickfv5Tv+g3/TMyKy/SWVXxndh4Wy6SpptelZ2z59ja+zvkf+ZfydBEEVvc5uaVv0+5vZNDzyqnlOxfVa4WcncEpUvLHfUp3xRuUrmlshaqw2felb+7tjqi+5+eK8O/CW2469s9vS9W9TaGFtNwBOvevXcym1JjghAOhljNkpaJ6lcfcms+yTVS2oZ5Bat/JIjrk5kGWPqjTE2jlsyrxrojaFNQl/EdGg7dEbbf3vIUZ9N9++hEGQENmB16JFwpdEG1/z8HnUe9iYnoAzRE/i5o/ZWp9Qb+EuSoskMgV3rpB5nxa0Dr/0uSdFkhkDPDtnujY76+E//ggRBBNb2yH/GWWKqYMqDKl/orNZV6MQ5W9jtDhOobQdkjzj7bss2J//ykqyDC7pYn1+n/vJSEiMaPmq+UOPobKXqtr7fjA//9Yi8u5xduOG1nw6bSQ/DUmdzt157cL+jPq/8dI98XVysCMhgHvUlsFrVlwdpjXBL6C8wrk5kBafbmThua5IY1iZJ08IsC93v+iO6V351QNbv8JLIB8+o8akTSYrI/dq2HlJnk8OpglY69membYRjbbd6A1GmvwyiN8BIl0gCO50n+gI7H+fKexEEOn7ruI/t3S7by0jXcAJdT0sBp9OvuzXxcw5GZXikmntrHD6Ge9kzp2QPv+i8354/JSGazNH8RENK+rhR5eJKzbx/ZsxnLAe/flCdezu1a/Uex4/V9ORhnTl2xnG/bLHjkYOOk1Kdp3q05y+HkxQRgHQL5mOqYr0l8rFdncgapiL9/BtKZK1LRSDJ1NYU3xd968HsvkR5JF3H40tSdx3L/OkF8bI6JSlybYzBBCwHXZHY9mPOO/V2OB7FlU2s/0ic/dhXw4l3m3YfiPEz1SPNfGBmVk0r1Jn4foyK6zMji/Qc9zrvc8J5H7ca95Fxmvf4PJUvGnyaYdk1Zcqt7qtT52vxaetbt6p9f3zfNx2HSWSF03Ywvm0Tbz8A7hSskXV5sh8ne6qTJoExZpq1dmBV7ockrTLGLBtk5NdySesG6eM6Js4UqMnJviJ4sYr3qm7GwzYNL94dlRx/RPF/ACQ2jowS3zY1YpuG5/yzsedIhfb906Sz/8+fkK+eQxcmw8sXlavm3prsSmJJcb/3jYfP1Iji+R7Psu/+ysWVqlxcqY5tHWpZ3yJfm0+5ZbmqXFypkrklanupTZtv2CzbY9WxtUOFLXl9ZRwdbiaOUyOI823sYZtiMFaZWRw9Sys+BAu5r5a0pN99Ut9MtOXWWmfzkmNAImtwFTpXmH1Qxph6SbXGmDpr7dnx3dZarzHmbkkrJa3p175WfSOy6pIScYpVzSiNr9/0+Pplg6JJ8Y22LJqYZSdSDhhVSxohKfKVNQfyqCYZ4WQMUz7R+QiLoiopryg5AWUAkzslpf2ygcmd6qi9tdLee94nf2tfcrBweqGu2HKFuhq7Bj1xzkojxvYlpK3DmjelE5MTT4YonDBKnfucjSAsGDcySdEMbyVzSwZ9/5VdWaaLV12sHR/aIUnKPZSjypJytZTEXifL5BqNmJil7+0YxHvsXzl9RIIjATCcGGMWS3pc5346COVGaiUtkLQ3OMjnN4l8XH4iCzLG3GOMWR1MUE2TVGGM2RO8b+UgXdZJ2qtBirtba++XdHew7z3B/ndLqrPWXtDejS571xTlFjkbCTBqTpkmXVOdpIjcb8RFo1U6a6yjPibXo7FvvDRJEbmfMXnK99zhuF9+zjuSEE3m8Mx6Uxx9bo971GE2yBlxh5wOHTAFV8nkkcgKx1NwjZQzIeb2Jx66Vt4ng5+nRpr1k1nKKclRydwSTfyHiar5lxpN/IeJ2ZvEkmQKymSm3Oi4n+fiNyc+mAxSfcsVjvuMfMOVSYjE3cZ9cJwm/MO593x1R4VKumP/AWXqbVNUWFWYjNAywsy3TVJBeZ6jPmWTilWz2NmxLQD3MMaUq28kVqv6Rl55rLULgjePpI+p7wD3geCorYQhkRVkrb3PWrt8QAH56cH7VgzSfkVw+aDTBK2164J97wu2vTtTkliSVFSZr3nvcXYCddUnLuJENgJjjCYsW+Coz+glc5Rflb0nVbHIz3mvnHzUeTRFuWZh8gLKAJ6pN0jFDkYDeHKVM5sT2UhM7kR5im521Cen9L1JiiYzGJOj3JL3xNS2+3CF9n/xXAJ7wj9MUMUNFUmKzN08sx3+ODBqrszI2ckJJkNUL66Vp7gg5vaeogJV3VybxIjca/o3p6vipgpJkpHRmLZRyvP1JV/yfXkqP1Oqyo5ylZ8pVb7v/KTMnI+wn0aSV5yreR+a7qhP7d0XyZPD6SaQwVZKKpe0zFr78MCFwQE+d6pvttvXE/nAfLIgbresnKcxlw5eeHOg2W+bqLq/DXcxR4SMfeOlGnPL3JjaFk+u0kWfWhK9YZbLMdNVmPOFGFsXqzj3P2Wo5RSRyclT7tIvSjn5MbXPWfhZmdIxyQ0qA+RWfUnKiW0KlmfEO+QpuiXJEblfzogPyFNwQ8Q2fVMK3y//6b6RG4XTCzXt3/m+CseMmScz74OxNS4oV84NsX7+Zq+ckiJN/dy7Yqt75TGq+dw7lTuCqdqD8eR5NOfBOSqY0pcYzLEeTfCO0cTmsZrSPEGj26s1sqNSo9urNaV5gia0jFVRT6Hmf/oyjbs6tu+pjm0davpukxq/0qim7zapY1v2XMjkhi9cqnFXxDa7YuqSsbrik7OSHBHczFqTcbcstEBSg7X2iXANgnXD90pyPvw4AhJZiFtheb4+uO4mTb1pdMR2tR+ZpmW/uJpfZGJgPEaz7n2zJtxRF3GWUfm8iZr/3+9VXnlx6oJzsYKc96so56uSwk8ZMBqvEbm/Uo4ntkRitvOMvVS5b/q2VBzhgDavSDk3/4tyZr4xdYG5mMkZpfwxv5TJjzRd2KOc0r9VbuW/McI1BsbkKa/6v+QpekvYNiceulatT10S7HBuSiHC81z+t/LUfVzyRCi1Wj5FObf9t0wZ9bFiUX7lbE3/wgeVUxo+QZVTWqTp935AFVfNSWFk7pM/Kl+X/PYSeYr6jjvzArkq8hXKDqjCbGVV3Fuoia1jNX5U9OlvLetbtHnRZm28ZKN2f3K3Gu9t1O5P7tbGSzZq86LNalnfkpTnM5zkFefqHX+4UdNvGx+x3Zx3TNHbV9+gnDyO/YEMV6u+JFU0e4NtE8ZYm6Wl9V3KGFNfW1tbW19fn+5QzrLWqunFU9r4g93a/8xJ9Xb4VFiRp4tvG68rPjZD1RdR4D0enYdadPi3m3Vyw071nu5STmGeyi+dqPFvr1X5ZRM5iY1DwHrVG3hYPYHfydqjkvKUY6YrP+edyjVLZYyz2g+QrL9HgX0bFNj+B9nWJsn6ZUpGy3PxrfJcfKtMPlNfnbLWyna/KH/7rxTofkWyXTKeCnmKb1HOiHfI5EY+gcDgAr275e/4hQJdz8ja0zKmRL0nF2rzdTfK39Z3LDThkxN00XcuSnOk7mE7m2V3PqpA43qps1nKyZepnCEz829kJlwl4yEh6FSgq0fNG7bo1OMb1XOsWZKUP6ZK1UsXqGrR5fIUxjYSFtLef9mrA/9+ILbGHmne4/PCXon0yI+OaMddO6RA5HXMfGCmxn14nPNgXehoQ7MaVu3SgQ3H1dPeq4KyPE1dOk61d1+kkbNjm7GB8Orq6tTQ0NBgrc2IC4X1Z4ypn1Mxqnb1knelO5SEW77uV3rNeyIjX7fBGGM2SSq31kY8eDLGNEvaY61N2KgsElkuMxwTWQAAuI21Vq/e9qqa/9yXLCiaUaQFWxYop5jkC5AJNi/arNYNsV+1sHxRueY/Nf+C+1vWt2jLLVsiJ7FCoiTEgFiRyHKnLExkrZT0WfXVyBr0qoTGmI9KWiVppbX284l6bMZ7AgCArHP0J0fPJrFkpJk/nkkSC8gQHds6HCWxJKn16dZB6101fqkxtiSWJAWkxi83OnpcIDsZyWbgzeEVqN0ueFG8RklrjDGf6X9lQmNMmTHma5J+IKlF0tcS+dgksgAAQFbpOtil3Z/effb/XKUQyCzx1qsa2C+RCTEAyFDLJbVJuk9SizHmlDHGr77k1T2SWiUtsda2JfJBI1TpBAAAcL+ObR1qWd8iX5tPOaU5OrH6hPxtfkl9UwqnfZWrFAKZxNfmS0i/oSTESuZSIxJA5rPWNkiqNMasUl9SKzS32itpnaSPWmud/SIQAxJZAAAgI7Wsb1HjlxojjqiY+ROmFAKZJrcsvlOcgf0SlRADgExnrb1b0t3GmPLg/xOevOqPRBYAAMg4MV1lzEidOztVcX1FqsICkALxFlsf2C/ehFj75nY1fqVRuWW5qlxcyegsYBDWZlc9qUwUrIF10lr7rdB9yU5ghZDIAgAAGaVlfUv0JJYkWWnHR3eocEohVxkDMkjJ3BKVLyx3VN+qcEahTvzmhFrWt5xNPlXcXBHX45985KROPnLy7P/LF5ar5gs1fM4AyDTLJU2V9K1oDRONYu8AACCjcJUxADVfqHF0ptO1u0uN9zZq9yd3a+MlG9VwXYN2/8Pu6B1j0LqhVVtu2aIjPz6SkPUBwDDxsCQZY96W6gcmkQUAADIGVxkDIPVNE5x5/8y4z3banmuT90lv4gIK9I0AjbeAPAAMQ19V3xULf2iMKU3lA5PIAgAAGWMoVxkDkFnGfWSc5j0+T+WLyoe0npJLShJz1sQIUAAZJFgP62ZJRpLXGPMZY8zlxpiywW6JfGxqZAEAgIzBVcYA9Fe5uFKViyvVsa1DLetb5Gvz6ehPj6prT1fM68itztW8x+ep8cuNan16aHWMQyNAKQCPbGaVmcXebboDSDFjzEZJ0ySVqy+ZdV+E5lYJzD+RyAIAABkj3quMxdsPgDuUzC1RydwSdWzrUOO9jY76tj7dqvz/ytf8p+aflxBr39x+XlH3WLWsbyGRBSATeNSXwErJlQr746gNAABkjHivCsbVxIDsMJTpx6FkWCgJ1fiVxrgSWYwABZAJrLV16XpsamQBAICMUTK3RMWzih31KV9UzugIIEskcvoxI0ABID34FAUAAGnTf5pOblmuKhdXDimp1PJki87sOhN7B49Uc29N3I8HwF0SmXxiBCgQJyvZQLqDSIIsK5JljPmapFPW2m+m+rFJZAEAkOUSnUyKRcv6FjV+qVGtGy4sq1C+sFw1X6g5e7IXa3wd2zq09W1bJX+MQXikmQ/M5KQSyCKJTD6VzC1R+cLyQT/HwmEEKIAMslzSVEkksgAAQGo4SSYl0pEfHdGOu3ZIYX6Nbd3Qqi23bNHET0/U6Y2nY4qv+3C3XnnjK/K39mWx8sfla/o3p+vw/YcHvcpY+aJy1dybnOcHYPhKdPKp5gs12nLLlrCfZ+dhBCiAzPKwpM8aY95mrf1NKh+YRBYAAFko1mTSzAdmatyHxyXscVvWt0R83LMCUtO3msIubt3Qqi1Lt6jm32o08VMT9ertr6r7YLckKWdEji7946UqvbxUY949Ji0jzgAMX4lMPlUurtTM+2dG/1xjBCiAzPNVSXdJ+qExZp219nSqHphEFgAAWcZJMmnHR3eocEphwk6+Gr/UGNvJYyys1PiFRh2474AC7cGV5khz18xV6eWlZ5v1v8oYACQ6+TTuI+NUWFOoxi83DjoCVJKqbq1K6I8CgNtZa9IdAobIWttqjLlZ0npJXmPMPcF/7w3Tvi1Rj00iCwCALOMomRSQGr/cmJBEVse2DkfTeWJ1NomlvpPOqlurEv4YADJLtOST0+nHlYsrVbm48rwRoD3HenT4Pw9LklrWtqhrf5cKpxQm9HkAQLoYYzZKmiapXJKRdF+E5lYJzD+RyAIAIIvEk0xqfbpVez6/RzklOUOamteyvsVxH0eMVDiZk0QAsRks+TTU6cf9R4Baa9WxpUOtf22V9Vnt/9p+zfzBzEQ+BQBIJ4/6EliJ/5UyChJZAABkkXiTSQe/fvC8/8dTDN7X5ovrsWNmEzd6DED2SNb0Y2OMav61RluWbJEkHf3xUU355ykqnETCHYD7WWvr0vXYnnQ9MAAASL1EJZNCxeCP/PhIzH1yy5L/+1nr063q2NaR9McBgFhU3FyhsmvLJEm21+rA1w+kOSJgeLDWZNwNqUMiCwCALJLQZFKwGHyso7xSNVIq6VMYASBGxhjVfKHm7P+P/PCIug91py8gAMgAJLIAAMgiCU8mBaQdH9sR0yiokrklKl9YntjHH0TSpzACgAOVt1Sq9Kq+K6naHqs9K/ao6btNavxKo5q+28QoUgCuZoypMcZ8zRiz0RhzcsCyHxhjvp/oxySRBQBAFklGMqlrd5c2XrJRmxdtjjoaquYLNUk/+kjFFEYAiNXAUVnHf3Fcuz+5W433Nmr3J3fH/PkJAMONMeazkvZIWiGpMnjrb52ku40x8xL5uCSyAADIMslKJsVSN6tycaVm3j/zvMf//+zdeXzU1b3/8feZ7ASygCxhkQhIkCBIAJdWSTWAS+taqfbWViuK2qq9t7Zuv0JvQ3tbl3pr3SoYq7bX1oprrQsyVlCrFQiijopsQdm3kEAg65zfH5NAgCyzfGd/PX3MA2e+55zvJ5NkMt/PnPM5aapWb72nIfqrhupxDdFf1VvvKU3BXdRR7B1ArGnY1PVywmDqDgJANBljvinpTklu+RJYdx7exlo7X75dDW9z8tx8ZAkAQJJpSyatnLlS8jo8uFdaedVK7anco/QB6R1uZV8wo0D71+7T3v/5mwbrOfXWkk6H26VJ2qALtUsny7fDc9dyS3PDsvsYAASr2l2tz6/5vPuGrXUHM4dmkpBHgkvU4uiJ+DV16TZJ1dbaaZJkjLGdtFsqydEdDklkAQCQhApmFCizMFNVc6pUs6jG2cGttOmBTYc8lDs5V4WzC30XZ1u2qN9frtUwLWxr3uFbPyupt5aot5Zou07VKv2XGtW78/O6pMJZhU59FQDgiKryKv8/NPBKVXOqSGQBiAclkp72o91uScOcPDFLCwEASFL5Zfka/+Z4Tfp4kgb+YKAyCjPCdq62ZTOrv/EPNReNV891C9X2sV1nn1+2PW4l9dXbmqBrlKVOtq53SUXzirj4AxBT6jx1qlkc2IcFNYtqKAAPIB6slX8JqhJJlU6emEQWAABJrva9Wm36wyY1VIV3S/h07y4N+ccVSq3dIsn/Cfht7TK0Q+P0E6Vr1yHHc0tzNW7BOBVcWeBcsADggGALuFP4HUAccEsq6aqQuzHmavmSXQudPDFLCwEASGLV7urw1Mo6gtVI3aMM7ei+aRcytV3jj5+rrdMfUmpu2hH1twAgljTXNke0HxAPrFVC1siynVWISlw3S/qWpGXGmOmS8tofbN3R8A5Ja6y1FHsHAADOCKh2Swh66z0dpXc6rYcViKyPXlPhbz6VzjnHidAAIGxSc4K73Aq2HwBEirW2pjWB9bSk+W2PG2NWyTcLy8hXH2u60+dmaSEAAEkqmNotwRqs5yQ5uJ/Pffc5NRIAhE2wdfuo9wcgHlhrF0oqlPSIpHXyvdUb3vr/d1pre1trP3D6vKT6AQBIUpGqwZKmavXWEkdmYx3w6qvS9u1S375OjQgAjssuzlbu5NyAPzTYcN8GjbhnhFJ6pBx4rM5Tp2p3tZprm5Wak8rSagAxwVpbI+maSJ6TRBYAAEkqUjVYemmlJAeTWG2WLpXOPtvpUQHAUYWzC7Vi2oqAlnFvfnizat6q0ei/jFbT9iZVlVd1mAzLnZyrwtmFzOBC3EnEGlmIHJYWAgCQpCJVgyVbVeEZ2OMJz7gA4KD8snwVzS3q/srLJfWc0PPA3X2f7NPSCUu1YuqKTmd01Syu0YqpK/TRhR9pw+83qM5T52DkABCbmJEFAECSitQn+C41hGfgffvCMy4AOKxgRoEyCzNVNadKNYs6mFlVmqvCWYXKOyNPWx7dolU3rpJ3n1fyZ+KslXY+v1M7n98pScoozFCfc/po0A8GsfQQQEIikQUAQJLKLs5WRmGGGqrClGhq5VVGeAbu0SM84wJAGOSX5Su/LL/bWlcFMwqU89UcLZu4TN66wLeVbahq0KYHN2nTg5tYegggIcVcIssYk2OtrY12HAAAJIPck3O1rWpbWM9Rp8LwDFxcHJ5xASCMsouzu58p1aKgkliHa1t6WPRIkQquLAh5PMAp1MhCKGKxRtYd0Q4AAIBkYWXDfo49Kmo9l8MmTnR6RACICY7uKmullVetjNhOtQAQbrGYyAIAABGwuWKztj+1PeznaVK+dmmSs7sWnnWW1LevkyMCQMxwfFdZK63+8WpnxwSAKAn70kJjzE8lTQmgyxRJ14UpHAAAIN+n/StnrgzDNKmObdCF6q0lspIzCa0bbnBiFACISeHYVbbuwzrVeeooAA8g7kViRlalpEnyvW/t7tYnAvEAAJD0qsqrpNDLr/htl07WTp3oTBLrwguls892YiQAiEnhKs6+/pfrwzIuAERS2GdkWWvdxpi51tpb/WlvjPlDuGMCACCZ1XnqVLP4yO3fwylLX6qnHFjWMniw9OCDkqFILIDElV2crdzJuY6/Vm/76zblT82n8Duiz8vfcQQvUjWy8iJ0HgAA0I1IF/xN1y6doJuUoV2hDVRQILnd0oABzgQGADGscHZhWK7WVl5N4XcA8S3sM7JaBbIT4S1hiwIAADhfRLhLViN1jzK0I/Shxo2Tjj029HEAIA7kl+WraG6Rr56hk0vBvVLVnKqwLV8EkDiMMa85NJS11p7l0FiRSWRZa9cF0Dayax0AAEgy4Sgi3Jneek9H6R1niry/+qr0yivSOec4EBkAxL6CGQXKLMxU1Zwq1Sxy7jKpZlENhd8B+GOq5MjbOEe3FwrpnawxJkfSTPm+uGGSektaK2mXfEXeX7fWvhFqkAAAwDnNuyM3I2uwnpPk0E6FknTffSSyACSV/LJ85Zflq85Tp2p3tXb/c7d2vLAj5MvCjQ9t1Mj7RzoTJBAIa2RtAtbISsSvSZqniO1x7b+gE1nGmDJJT+tg4mqdfO9TJ7Q2mSrpZuMrxvqwpDuttVWhBAsAAEJT7a5W1S+qInKuNFWrt5Y4MxurzauvStu3S337OjUiAMSF7OJsZRdna/CNg1XtrtbqH69W3Yd1QY+36cFN6lXSi8LvADplrb0m2jF0JJTygRdLOsZaO9FaO631NsJa65IvmXWrfO9bjaRrJa0xxrxvjLkw9LABAEAwqsqrnK210oVeWinJwSRWm6VLnR4RAOJKflm+Jq2YpMJfFAY/iKXwO4D4FEoia3dn9aystcuttXdKqmxNbE2UdLekEZLmG2NeNcb0CuHcAAAgQHWeOse3cu9KtqrCM7DHE55xASDOFM4uVNEjRcEP0Fr4HQDiSSiJrHxjzLhu2lhJstZWWmtvsdb2lnSJpGMlVRljhoZwfgAAEIBIf+ruUkN4Bt63LzzjAkAcKphRoNzJuUH3byv8DkSSba2TlUg3RE4oiaxbJf3TGDMjkE7W2vnW2uGS7pBUycwsAAAio7k2ckXeJcmrjPAM3KNHeMYFgDhVOLswpCs7lhcCiCdBv9xZa3dLmiLprtbaV6cH2P9O+QrC3xlsDAAAwH+pOSFtVhywOhWGZ+Di4vCMCwBxKr8sX0Vzi4IuShjpDzoAIBShzMiStbZSvvpXNZIWGmNWGWNu8nfJYGv/3aHEAAAA/JNflh/R8+2Rr26L43s2T5zo9IgAEPcKZhRo4HUDg+ob6Q86ACAUISWyJMlau9ZaO1XSdfJ9BnCXpLXGmJ2ShhljZhhjCjvqa4zJkTQ81BgAAED3souzQ6qjEqgm5WuXJjm7a+FZZ0l9+zo5IgAkjEE/GBRUv0h/0IHkZiVZm4C3aD+xSSTkRFYba+1ca+0I+WZoPSspv/U2V9IaY0xL64ytJcaY14wxSyStk/QHp2IAAABd6/ONPhE93wZdKMnBN3c33ODUSACQcIL5wCK3NFfZxdlhiggAnOdYIqtN6w6F0+VLYk2XNE/ScvmSVn3km4FlJP1N0jBr7RtOxwAAADq286WdET3fLp2s7TrVmVlZF14onX22EyMBQMIKqPC7SyqcVRjGaADAeWFbDG2trZH0TOsNAABEWZ2nTjWLayJ8VqNV+i/l6DNlaEfwwwweLD34oGTY3hoAutJW+H3lzJWSt4uGLqloXhHLCgHEHar6AQCQJKK1vXqjeusD/Vbj9BNlarusAtxYa/Bgye2WBgwIU4QAkFgKZhQoszBTVXOqVLPoyA8wcktzVTir0O8kVp2nTtXuajXXNis1J1X5ZfkHliN2dQxA4mutiX6NpCmSjrHWHtXu2B8kea21P3DynCSyAABIEtHcXn2/jlal/qBj9b/qq7clyb+E1gUXSA89RBILAAKUX5av/LJ81XnqtOYna7Tr1V2SpAHfH6BRj446pG1nyahqd7Wqyqs6nM2bPTZbslLdR3VHHMsozFCfc/po0A8GkdRCh6xlhnUiMMb8RNId8r2lWytfian2Fkp6yhjzsLV2hVPnJZEFAECSiPb26t7e/dQw+0nVpy9R5ovzZF59tfPGZ53lK+x+9tksJwSAEGQXZ6v/5f0PJLJq3q3Rht9vUH5Zvhq3NHaaqMoamaX9q/Z3ultH3YdHJrDaNFQ1aNODm7TpwU3KnZyrwtn+z/4CEB+MMd+UdKd8yarpki6R9FD7Ntba+caYGkm3SbrUqXOTyAIAIElE+yKiz3l9NPhHQyQNka67SNq+XVq6VPJ4pH37pB49pOJiaeJEqW/fqMYKAImi2l2tL+/68sD9/Z/t1+ofre623/7P9zty/prFNVoxbYWK5hWp4MoCR8YEEBNuk1RtrZ0mScaYzjapXippgpMnJpEFAECSaNuWPfIF3316je916AN9+/pmXLETIQCExeaKzd0XfY8Er7TyqpXaU7lHg65juSGQIEokPe1Hu92Shjl5Yn83ZgUAAAkgoG3ZHZaSnRKdEwNAEqp2V8dGEquNlTY9sElLxizR8tLlUduABLHBWpNwtyS0Vv4lqEokVTp5YhJZAAAkkbZt2bt9BxCG92Nb/rTF+UEBAB2qKq+KnSTWYdqWG25+dHO0QwEQPLekEmPMuM4aGGOuli/ZtdDJE5PIAgAgyRTMKNC4BeOUW5rb4fHc0lwVzSty/Lw1i2pU5+m8ODAAwBl1nrqoLSP3W+tyw80VJLOAOHWzpFpJy4wxF0rKa3+wdUfDP0haY629zckTUyMLAIAk1H5b9o62XJekLU9scfxCqNpdTW0UAAizuFm2Z33JrC1PbGFnQyDOWGtrjDHT5auTNb/tcWPMKvlmYRn56mNNd/rcJLIAAEhi2cXZnSaWCmcXasW0FY4uTWmubXZuMABAh+LttbZmcY1WTF2hokfY2TApWCVmTanO9uxLYNbahcaYQkl3SiqTL4E1XL76WfOttbeG47wsLQQAAB06UE/LQak5fIYGAOEWl6+1rbOz4mY2GQBJvplZ1tprrLUjrLWu1tuIcCWxJBJZAACgCwUzCjTsTud2TGbZCACEX9y+1lpp9Y9XRzsKADGORBYAAOjS0T89WkWPFIW8k2FuaS71sQAgArKLs5U7ueMNPWJd3Yd1bAwCxBljTI4x5gxjzE+MMVe1/n9OuM5HIgsAAHSrYEaBxr3e+U6H3XJJhbMKHY0JANC5wtmFcXu1t+XPW6IdAsLKyNrEu4X8iV8cak1gPSWpWtLrku6Q9HDr/1cbY24Kx3njcPE0AACIho52Otzn2adtf9vWdUF4l1Q0ryh+l7oAQBxqq3O4cuZKRzftiIS6D5mRBcQ6Y8wxkpZKypMvi1fZel+SJkoqkXSnMWaqtfYsJ89NIgsAAATk8J0OC64qUNWcKtUsqjmibW5prgpnsaU6AERDwYwCZRZmdvoaHTAjZR2bpf2f7w99LADx7g5J+ZJ2S5purXW3P2iMmSLpb5KmGmNustb+1qkTk8gCAAAh6WimVmpOqvLL8qmJBQBR1v41et3sddrx7I6gxmn/wUSdp04bH9qoTQ9ukqzDAUvqObbngf/nbwsQs6bI9wpwhrX2g8MPWmsXGmO+JWmBpEskkcgCAACx5fCZWgCA2JFdnK1jyo8JKpE15vkxOur8ow4Za+T9I9VrfK+wLF3sf1l/VburVVVepZrFHcz2nZyrwtnM9gWibJeknR0lsdq0JrOWS5rg5IlJZAEAAABAEmjbzbCj5FBncktzD0litef40kVJ6QPTtfZna7XzhZ2dzvaqWVyjFdNWqGhekQquLHDkvIgcK8l6E68wehgmJ8a6tfItLezOGjmc7o7TfSwAAAAAAIEKaDdDP3aczS/L1/g3x2vSx5N01EUdJ7wC0bipUTuf7zyJdYBXWnn1SlW7q0M+J4CgzJVUYozp1U27Evl2MnQMiSwAAAAASBJtuxl2eyUY4I6z2cXZ6jm+Z/cNneSVquZURfacACRJ1tr5kpZLchtjhhpjcg67FRpjnpIvLb2wg+M5wZ6bpYUAAAAAkES6WxIY7I6zqTmRv7ysWVSjOk8dNRqBCDPGLJA0vvXu2m6ar+ngMasgc1IksgAAAAAgyYRjx9loFV+vdleTyIoz1iZejawkVNN6izgSWQAAAACQpJzccTaYYvJOaK5tjuj5AEjW2unROjc1sgAAAAAAjgiomLxDorGkEUD0kMgCAAAAADjC72LyDp8TQGQZY64KpWB7KEhkAQAAAAAcUzCjQOMWjFOvib3Cfq7ssc4tjUSEWF+NrES7yUb7iY24uZKqjTF/NcaMi+SJSWQBAAAAAByVX5av/t/tH+0wAITPPPmKvX9LUqUx5nNjzE2RmKVFIgsAAAAA4Lj9q/eH/Rx1H9apzlMX9vMAOJS19hprbW/5ElkfSBoh6U5FYJYWiSwAAAAAgOMaNjZE5DzV7uqInAfAkay18621EyQNl3S3pCodnKW1KhyztEhkAQAAAAAclz4wPSLnaa5tjsh54Jxo17MKS42sJGetXWetvcVaO1y+pNat8i09dHyWFoksAAAAAIDjehzbIyLnSc1Jjch5AHTPGFMo6ZvyzcoqkWQkuSVNk2+W1vvGmNNDOQeJLAAAAACA4/LL8hPqPAA6Z4y5yBizRNIa+WZhDW/9N99aO621ntYlkvpIWmiMmRHsuUhkAQAAAAAcl12crdzJuWE9R0ZhhrKLs8N6DgAdM8YUGmN+bYzZKelpSRMkrZN0jbW2t7X2VmttTVv71npaw+UrDn9nsOclkQUAAAAACIvC2YVhvers8/U+4RscQKeMMa/JN/vqFkn58i0fnGqtHWGtnddN9yWS8oI9N4uJ4Zim+hZt8dSosa5ZPfLT1X90jlwp5EpDYb1W+9ZvV3PNfrmy0tRjaF+lZKZFO6y4523ZIOvdKpkUuVxDZVxMRw+V3V8tW7tJ8rbI9Owv06t/tEOKe9ZbJ9u0VrL1kitfJm24jKGQaCisbZZtXCV590qubJn0ETImMoWIE5W1VnbXJtm6aik1Ta7eg2Qye0Y7rLhXv32v9m/yfYCdNTBXmX15TkNVX9OonZ/vUUtDi7L7Zar3sb14TQ1RU0OLtnxSq/o9TcrKTVNBca5SUo98759flq+iuUVaefVKyTofx6DrBjk/KMIsUYujJ+LX1KWpknZLmivpYWvtugD6TpS0NtgTk8hCyHZV1ent+1fp/T+u0/7qxgOP5w/toVOuGaFTrhmuHvlcKASieW+9tvy9UptfWKb6jQe3E07JzlD/c07QwG9OUtag3lGMMP5Y26yWxpfV1PCkvM0ftDuSqpT0aUrLuEwpaSXRCi9ueTctV8vHz8pWvS1Z74HHTcEJchWfL9ewr8kYEtqB8DatVUvtE/LufV6y+w48blKPkSvnP5TS82IZF0soAmFbdslb+xe11P5Vatl68ICrt1w5Fysl5zKZ1AHRCzAO2eYmNX/kVlPly/Jubfc+NDVdqaMnK23iuUoZMDx6AcYha622v71WXzy1XDv+dei1wFFfOUZHf2u8+p42jORLgLZ8UK0lD3yuT55ar+b6g3+n+o/L04Rrj9XxlxUqNSMlihHGn90b92nRA6v1r0fWau/2hgOP5w3K0ldnDtdp1w1Xr76Zh/TJLMwMSxKr58SeLCsEwsgYs1qS11o7soPD1/gx86ozZe2XHAYcl7VheEVB2BhjlpWUlJQsW7Ys2qFIkj5fuEWPffMdNezpfMvb3sdka+Yrpeo7slcEI4tf+zdVy3PT/2n/hl2dtnFlpum48ovV+5RjIxhZ/LJ2nxr2/qdamhZ32S4t6z+VnnVthKKKb9Zatbw/T94P/q/LduaYUqWe8f9kUjMiFFl8a6l7Vc3bfyKpsdM2Jm2k0vo/QuLFT97GlWrefNWhCazDuXKUOuBhuTInRC6wOGb379H+p8vl3fBp542MUcZZP1Ta+LMiF1gcsy1eef7ndW147sMu2w2+cKyKb58qw4x3vyyvWKNXfrik/ecsRxh0ch9967nJ6tGHv1P+WPuvHXro3Le0b1fnf6dyB2bph69M1qCxeQceW166XDWLg75m7dTAHw7UyPs7ur6ObxMmTFBlZWWltTbh/jAZY5aNzB5YMnfcddEOxXEzVzykz+s2JdT3rTWRZa21MXXhyV9BBO3Lpbv06Plvd5nEkqRd6+r08LQ3tWdrfYQii19NNfv08Y//3GUSS5K89U365P/9TbUffRmhyOKXtV417P1xt0ksSWra/zs11f85AlHFP+8H/9dtEkuS7LpFall0h/jQpHve/e+oeft/qaskliTZps/VtHWGrHdvZAKLY7Z5s5o3X9l1EkuSvLVq3ny1vI2rIhNYHLMtTd0nsSTJWjW8cr+aPun+tRfSZ//7ZrdJLEna8NyH+uyef0Ygovj3yd++0MvXdZ3EkqSN7+3U0xe9pZbGlsgEFsc2f1KjB85e1GUSS5JqNu3XfdMWadcXdZKkOk9dWJJYkpQ+gFUfQDIikYWg/f3mFWra798f/eov9umNO7p50wttfOq9Q5YSdsU2tWjtfa+FOaL419L0llqa3vS7feO+38p694QvoARg9+1Sy9I/+t3eu9otu7n7C7RkZq1V865fSfLvNdU2rVJLbfeJxGTXUn2/1LLdv8Z2r1p23R3egBJA88dvdp/Eaqfx9bmyLU1hjCj+7a3apfVP+j/Tfv1fKrV37c4wRhT/WhpbtOAnlX633/DuDn305PowRpQYXrjtQ9XXdv0Bdps9W+v18i88kqRqt3/vbYORmkOlnHhkJVlrEu8W7Sc2iZDIQlC2eGq05s1tAfVZ8tg6Ne7z749fMvI2NmvLS8sD6rPn003as3JTmCJKDM0NTwbYY7+aG58PRygJw/vZPyRvYL/L3k+eD08wCcLWvy/btDqgPi17/iprmUHQGdtSK+/evwfWZ9+bsk0bwhRRYmiqfDmg9rZut5pXvhumaBLDl09/EHifZwLvk0xWvrBRdVsCWwmw7A+rmD3chZ3r6/TxS4G951z6ly+0r7pR+1fvD1NUvkLyAJIPiSwEZcX8wJe07d/dpM8XdrO8I4nVfPiFmqrrAu6345+fhCGaxGBtnV9LCg/X3PhqGKJJHN61bwbeZ91bsgEmv5JJy75Xgui0UbbhI+eDSRDe/Yt8Oz4GxMpbtyAs8SQC7+6t8m4OfPll86dvhyGaxLFl4crA+7weeJ9k8ukzgb9P3VJZrZqqwN+HJYsVz23odpnm4Zr2t+jjf2xS3afheV5zS3Mp9A5Exu5oB3A4ElkdMMZcbIwJupq6MeYOY8zDxpgpxpi81semGGOeNsbMdCzQKKprt0NJJPolg6bd+7pv5GC/ZGC9uxXMFjnW23WNsmRn9+8OvJO3SWrkZ7VTLcEtu+BntQstwS294jntnN0XXI2bYPsli8bqwF8bg+mTTPbtCK4uK+9TO7dnW3DPzd7tDfI2BJgB89OA77LpCRAhecaYXsaYnFBuTgbEouJWxpiHJfWWtEvSlBCHy5M0s/XWfpvkO621c0McOyakZgSXA03NJHfaGVdacFs/u9L5Ne6UCa4AqDHsXNSl1CALq6ZQkLVTJi24bvysdi7I54bntAupQf6cBvuakSRc6SlqaQ7sQp+//V1LzQjuPVWw72+TQVpmkM9pZopSe4Xn57WljuX18cxa030jxIphCn1WlpWD+SderVtZa6+x1k631l4jZ6bOzZW0sPV2p6Th1tpbHBg3JgwqCW49+qDxrGPvTPaxwX2q1DPIfsnAmD4ypl/A/Vwpx4UhmsRh+gSx+27uECmVBEFnTHpxEL1SZNJiaifkmGLSR0e0XzJw5RVI6ZmB9+s/LAzRJI6cov5B9An8b1sy6T8u8Peb6T1TlT+iVxiiSQxDxucF3a/n2J7OBtNqz3I25wEixDhwczT3RCIrTFoTY1Nbb7dYa9dGOyYnjf3mEPXoE9gnrMMm99WA0blhiij+ZQ3MV96kwN7sp2RnqG/ZmDBFFP+McSk185KA+6VmfjsM0SSOlNHnBdWn3exUHCal5wUBzyBy9Zgqk8rFbGdMxliZ9ACT0ikDZHqUhiegBGDSM5U2pizQXkobf1ZY4kkUQy4eF0SfE5wPJIGMnzHMd9kUgOMvK1R6NjPdOjP67ALlD+kRUJ9B4/JUeFIf9b8s8GStP2reZtkyECFrJA134OYYElkISlpmik79YWAzAUr/qyhM0SSOwZecHFD7gvNKlNKDJRtdSc2YLsn/N16u1BK5Uo4PX0AJwAwqkekzwv8OGb3kKjo7fAElAJOSL1fPbwbSQyk5l4ctnkRgjJEr98qA+qTkXi5juJDtStrEb0gu/5cYpYw8Wa78gjBGFP8GlI1U5gD/ZwJl9u+lAVNGhjGi+Jc/vJeKzh/sd3tXmtHE65jh2pWUVJdO/8/Afu7KfjxSxhhlF2cre6zzRdnrV9erzkOBfiSe1vraDxtjbm5XfzsvyLFubu1/R2vN7teNMSUBDrPbWrsu1Fsw8XeGRFYYGWPyWgvHXxzsD14sm/Kz0Rp97kD/2t4+WmPOHxTmiOJf/kkjNPTq0/1qmzdpmIZefUaYI4p/Llc/ZfS8V1L3tV2Ma5Ayev4vM4e6YYxLqdN+KfXo033jlAylTvuVTAbLNbqTmn+rTMYEv9qm9P5/cmX61zaZuXqeJ1fO9/xrm/11uXK/H+aI4p/rqCHKOPe/JD9eJ119hyrz6z+KQFTxzZWeqgm/u0ipvbqflZnaK0Ml915EjSw/fGPuieo3pvuVAMYlnTvvJB11HKsGunP6f47UxG8f7Vfb0huO1YnfLTxwf8Q9IwKeJeePandwm6UgyqyvRlai3YLYY+oIxpiLJd3RusLrztbyRA9LWhZoTqG1Dvj81rFusdZOl/R661gXBzBUQOeNBBJZYWKMuUO+Yu+V8tXJetoYc3MA/Zd1dJM0KkwhBywl1aUr5n9Vk380stPimD16p+vC35forDksf/PX0d87TSN++nWl5nY8i8ikpajgwokq/s2lQReITzap6acps9ejMq5jOm2TknaaMnP+IpcrPNPfE43JKVDaBQ/JDBzfeZvexyj1vHvlGhj4splkZFyZSuv/qFw9L1antTBT+ir1qLuU6mdyJtkZY5TS5/8ppfdPJVcnyVSTJVfeTKX0u1vG8LbIH2nFX1PmxbNkcjtb2mqUMuqryvruHTJZ4amNk2h6jeynk//4HeWO6Xz2Wu6YAp38x/9QzkiWFPsjMy9d332jTMd9c0inCZSco3vo4vmnacx/FEY0tnjlchld/qeTdObtxym9R8fvQTNzUnX+b8Zq+r3jD/lgML8sX0XzihxPZjXXNjs7IBBFrYmqpyUdUlvbWlspX15hXgBjlciXjzg8YdW2+ZzfY8UiY60DacME05owyrPWBrWOszWJ9bq1dmG7x/IkrZN0iz87F7bG0JFRJSUlPZYt6+xwdNTtbNCSx9Zp7ds71FjXrKy8NI3++kCd8K0hSsviU8NgeBubtePNT7XznZVqrt2vlMx09RozWP3POUHp+c5Pz04G1lp5m99Tc8OLst5tkkmVK2W4UjMuliuFYsTB8u5aK+9nL8vWfCl5vTI9+8o18kyZAWOZ3RYk27xNLXufkW34UNbWy6TkydVjqlw9psgEuRtnsrPeffLu/bu8+9+WvHskky1X1kly9bxAJsXRHaGThvW2qGXNMjV/+pZs3W4pJVWufsOUdsI0ufL4UCBYNZ7N2vDix9q/0Vf/J2tQrgafN0a5xSzRDFbN+jotf3SNtq7YrZbGFmX3y9To6Udr+FkFcqWQwA7G/ppGvfd4lVa9uU0Ne5qVmZum0WcO0MT/GKqMLmqNVburVTWnSjWLnKlvNeLeERp8o//LSOPFhAkTVFlZWWmtTbjp18aYZcf2GFjyh+Ovj3Yojrv2o/u1at+moL9vxpiZ8s2+yrfW7j7s2MWSnrZ+bvfYmshaJmlu64Z27Y9ZSfJnLGPMal9TG1Prr0lkdSDURFYX4z4taYq1Nuit+4wxy0pKSkpiLZEFAAAAAP7Y8cIOfXzBxyGPM+njScouTrwPeElkxScHElmvS5rYUb6gXWJqurV2vp/j5XWQEBsmX/H2hdbaqX6MEZOJLD6CiKwlkvKMMVOiHQgAAAAAREP9+vqQx8gtzU3IJBaS2kRJuzo5trv130n+DnZ4EqvVLYf9252YXF4R12u+WmdOBVpxXwogixkmrGECAAAAkJRCrm1lpMJZhY7Eguiw3pjMjzhhVGdlgvyYqZWnzhNZ7dsErLXU0bckTZE0obXuVrecXqXmlLhOZMXiVMvWnQFmqoN1rQAAAACQ7FJzQrsMLXqkSPllQVdrAWLZ7k4eb0tw9Q50wNYa3nnyzfh6WNLaYAKLJXGdyIpRw9T5D1/bXvVLIxMKAAAAAMSWkJJQRsocmulcMICzPgvzhJu8QDtYaw8sIzTG3CxpnTFmevvN6eINNbJC0Foo7XCvyzdVb3cHxy6WVOnvND4AAAAASDTZxdnKnZwbXGcrVc2pcjQeIIbkdfJ420ys3aEMbq29U77ZXa+3LjeMSySyOpanbqbsta57XdO6e8ABrT8Ydxye5Gqdztdb0nRnQwUAAACA+FI4uzDoMtI1i2pU56lzNB5EkpG1iXdzoC76bj/adFdDyx9tE2tmOjBWVLC0sFXrFLtJ8i0NHNb62Br5vslr20/Ha7VQvoTX7sPHstZON8bc0Zrh7N3arrKjbTQBAAAAINnUV4W2c2G1u5pdC5FolspXjL0jbRNlOiwkfzhjzNPybYzX0WqxthpZfu+AGGtIZLVqnUkVSPtb1MWWlR0kvgAAAAAg6VW7q7Vy5krJBj/G7n/u1uAbBzsXFBB9T6v7RJa/da0ubv23t46cfNM21hK/I4sxLC0EAAAAAERMVXmV5A1tjB0v7FC1u/qQx+o8ddrw+w2q+mWVNvx+A8sPEW/+JknGmIs7ODZd0kJr7RE7DnZSu3u+pKkdtZdvplZbm7jEjCwAAAAAQETUeepUs7gm9IFai77nl+Wr2l2tqvKqDsfNnZyrwtmFoe2UCEdZSTaE2XixKtQvyVq72xhzjaQ71C7J1FqXe5ikI3ZDbK3dXWKMmXDYpnJXS5pnjFnbPpnVWrt7mKRrOklyxQUSWQAAAACAiDh8FlUoahbVqKq8SlW/qOp0hlfN4hqtmLZCRfOKlHNSjqrd1WqubVZqTqryy/Kps4WYYq2da4xZ21rjaomkPvLV3O6o1pXUSe3u1rbta3dLBze0Gx7PSSyJRBYAAAAAIEKaa5sdHa/q51XdN/JKK2es7PAQM7YQa6y1C+VnLaxkrd1NjSwAAAAAQESk5sTWXIq2GVubH90c7VAA+Cm2XkUAAAAAAAkrJmc+eaWVV69U5tDM2Iwv0VjJa020o3BeAtb9ilXMyAIAAAAARER2cbZyJ+dGO4wjeX3F4wHEPhJZAAAAAICIKZxdGJNXojWLalTnqYt2GAC6EYMvHwAAAACARJVflq+iuUUxeTXq5K6KAMIjBl86AAAAAACJrGBGgcYtGKeMIRnRDuUQTu+qCMB5FHsHAAAAAERcflm+xr4yVkvGLIl2KAfE2q6KicomYrF3RAwzsgAAAAAAUZFdnK2skVnRDuMAdi0EYh+JLAAAAABA1Ix8cGS0Q5Ak5ZbmKrs4O9phAOgGiSwAAAAAQNTkl+Vr8E2DoxuEkQpnFUY3BgB+YQEwAAAAACCqRtw9QpK04bcbonL+rGOzWFYYQdTIQiiYkQUAAAAAiLoRd4/QuIXj1HNiz4ife//n+1XnqYv4eQEEjhlZAAAAAICYkF+Wr4lLJqrOU6dqd7Waa5vlrfPKymrPkj3a7d4dtnNXu6upkQXEARJZAAAAAICYkl2cfURSacPvN4Q1kdVc2xy2sQE4h0QWAAAAACDmhbuGVWoOl8eRYJWYNbJstANIItTIAgAAAADEvOzibPWcEL76WRR7B+IDiSwAAAAAQFzIOTknLOPmluZSHwuIEySyAAAAAABxIX1AuvODuqTCWYXOjwsgLFgEDAAAAACIC47XsTJS0bwilhVGlEnIGllSIn5NsYkZWQAAAACAuOB0wqn/5f1VcGWBo2MCCC8SWQAAAACAuJBdnK3cybmOjddrfC/HxgIQGSSyAAAAAABxo883+jg2FksKgfhDjSwAAAAAQNTVeepU7a5Wc22zUnNSlV+W3+FOgjtf2unI+dipEIhPJLIAAAAAAFFT7a5WVXmVahbXHHEsd3KuCmcXHpg5Veep67BdwNipMHqsZL0JWBjdRjuA5MHSQgAAAABAVGyu2KwV01Z0mpyqWVyjFdNWaPOjmyX5kl4hc7FTIRDPmJEFAAAAAIi4ane1Vs5cKXm7aeiVVl61Unsq98i4QpvJk1uaq8JZhSSxgDhGIgsAAAAAEHFV5VXdJ7HaWGnTA5uCPlfOqTkq+kMRNbGABEAiCwAAAAAQUY7VuvITSazYYm0C1shCxFAjCwAAAAAQUY7UuvITuxMCiYVEFgAAAAAgopprmyNzInYnBBIOiSwAAAAAQESl5kSgyg27EwIJiRpZAAAAAICICndyid0JYxs1shAKElkAAAAAgIjKLs5W7uRcRwu+ZxRmaMh/DVF+WT41sYAExtJCAAAAAEDEFc4udPSKtKGqgSQWkARIZAEAAAAAIi6/LF9Fc4scvSrd8LsNzg0GICaRyAIAAAAAREXBjAKNWzBOuaW5joy3+ZHNeqvXW/riri8cGQ/Os/LVyEq4W7Sf2CRCIgsAAAAAEDX5Zfka/+Z4Tfp4kgb+YKAUYh3wlr0tWnvzWq04c4UzAQKIKSSyAAAAAABRl12crZEPjFTRPGeWG1YvqNbH0z8OfSAAMYVEFgAAAAAgZrQtN0zJTQl5rB3zd6jaXe1AVABiBYksAAAAAEBMyS/L15hnxoS8zFCSPv/R56EPAiBmkMgCAAAAAMSc/LJ8R5YZ7vfsV52nzpmgEDorea1JuBvV3iOHRBYAAAAAICa1LTN0ZYV26cryQiBxkMgCAAAAAMSs+qp6efd7QxqjubbZoWgARBuJLAAAAABAzFr/6/Uhj5Gak+pAJABiAb/NAAAAAICYtLlis+rX1Ic8Tn5ZvgPRwBlG1jpQxT/mJOLXFJuYkQUAAAAAiDmbKzZr5dUrQx4ntzRX2cXZDkQEIBaQyAIAAAAAxJRqd7VWzlwZ+k5wRiqcVehESABiBIksAAAAAEBMqSqvkkKr7y5JKnqkiGWFQIKhRhYAAAAAIGbUeepUs7gm5HEKri5QwZUFDkQEpyVmjSxECjOyAAAAAAAxo9pd7cg4mys2a/Ojmx0ZC0DsIJEFAAAAAIgZzbXNzgzklVZevdKxxBiA2EAiCwAAAAAQM1JzHKyA45Wq5lQ5Nx6AqKNGFgAAAAAgZjhdnL1mUY3qPHXKLs52dFwEx0qyDhTyjzWhbrAJ/zEjCwAAAAAQM7KLs5U7OdfRMVleCCQOElkAAAAAgJhSOLvQ0atVx+puAYg6ElkAAAAAgJiSX5avorlFjl2xOlp3C0BU8dsMAAAAAIg5BTMKlFmYqao5VapZVBPSWE7X3UIIrGStiXYUzqNIVsQwIwsAAAAAEJPyy/I18oGRIY2RW5pLoXcggZDIAgAAAADErJAKtbukwlmFjsUCIPpIZAEAAAAAYlYohdoL/7uQZYVAgiGRBQAAAACIWaEUak/NpSw0kGj4rQYAAAAAxKxQZlSFMpsL4eNNxGLviBhmZAEAAAAAYlZ2cbYyh2cG1TeU2VwAYhOJLAAAAABATBt629Cg+qVkpzgcCYBoI5EFAAAAAIhpBTMKlDUyK+B+K2eu1OZHN4chIgDRQiILAAAAABDzRj44Ugq0tJJXWnn1SlW7q8MSE4JjrUm4GyKHRBYAAAAAIObll+WraF5R4FexXqlqTlU4QgIQBSSyAAAAAABxoWBGgfp/t3/A/WoW1ajOUxeGiABEGoksAAAAAEBcqHZXa+sTW4PuCyD+sRcpAAAAACAuVJVXSTa4vs21zY7GguBYJWZNKRtwATcEixlZAAAAAICYV+epU83imqD7p+YwjwNIBCSyAAAAAAAxL9Slgfll+Q5FAiCaSGQBAAAAAGJeKEsDc0tzlV2c7WA0AKKFuZUAAAAAgJgX9NJAIxXOKnQ0FoQmEWtkIXKYkQUAAAAAiHnBLg0s/EUhywqBBEIiCwAAAAAQ06rd1fr8B58H3C97bDazsYAEw9JCAAAAAEDM2lyxWStnrpS8AXZ0SSPuGRGWmABEDzOyAAAAAAAxqdpdHVwSy0hF84pYUggkIGZkAQAAAABiUlV5VeBJLMQ2K3kTsdi7jXYAyYMZWQAAAACAmFPnqVPN4prgOltp5dUrVe2udjYoAFFHIgsAAAAAEHPW/3J9aAN4pao5VY7EAiB2kMgCAAAAAMSUane1tj21LeRxahbVqM5T50BEAGIFNbLgmE2f1+qzd7arvq5JPfPSNXZqgfL6Z0U7rLi2f0e9vvjnZtVXNyotK0UDTuyr3kW50Q4rrtnmBtlN70n7dkiuFJncQqnfOBmTgOv0I8R6vapfuUpNW7ZIXqvU3vnKGjNaJi0t2qHFNe/ONbLbP5OaG6TMHLmGnCST0SvaYcU1W7dd3o2VUmOdlJYlV8E4mZyB0Q4rrrXsr1fdB5+quWavTGqKMgsHKXP40bymhsDb7NWXi7aodv1eyUo5hT01pHSAXKl8/hwsa63WL92lLz/YrZZGr3r1y1TxWQOU2Yu/U6HYtm6vPlu0TfV7mtUjN02jy/qr96Aejo1fVV7lWM2hdbPX6ZjyY5RdnO3MgAiZpZ4UQkAiCyH70L1Zz9/h0YfuLYc8npLm0skXDdHF/+94DSnOi05wcap6VY2W3PWxVj2/Xt7GQ6tbDjq1vyb8Z7GGTuHiKxC2oVbej56QXf2S1Fh76MHcoXKN+pbMyPNlDBcK/rItLap1v6la9z/VvPXQT0xdOb3Ua/Kpyvv62XJlZUYpwvjkrXpHLSv+Irvlo0Meb0lJl2tEmVJKLpfJKYhSdPHJu+NztVT+WbbqLckefE1tkZEZcqJSxl8mV8HYKEYYf5qra7X9mQWqWfy+vPsbDjmWecxg9f7G15R72kQSWgFoaWhR5f2f6uNHP9fejfsOOdZzUA+N+f6xGn/9aKVmpkQpwvhjrdX7/7deC+9ZqS+X7z7kWGavVJ30vUKd8/9GK7eAD14D8fk72/Xirz/Rh69sOiQZ4UoxKjl/kM7/f8UqHN87pHOEVBurAzue3aEdz+5Q7uRcFc4uZCdDIM4ZSyo0rhhjlpWUlJQsW7Ys2qFIkl576HM9csP7XWbUM3um6uZnSzW2jAsvf2z81za9dMk/1binqct2p/6yROOvHx2hqOKb3bddLa/fKNV0XWfBFE6R69TZMi5y/N2xzc3adv8ftO+DD7tslz5ksAb89L+UksNMIn+0LHtcLUsf7bpRRo5Sv36XXH1HRSaoOOdd/y81v/5zqaWx80bGpZTSW5RSdFbkAotjDZu2aX35A2reubvLdvlnnqYBM75JMssPjXua9PdL/qlN/+p6GdXAU/rp3L+drnRmEnXLWqunbqzUm/ev7rJd/uAs/Wjh1zSgKCdCkcW3t/+0TvOu/Le8LZ2/+U/LdOn6p05VybmDgj7Pht9v0Oofdf29C5pLKppXpIIrY/faZMKECaqsrKy01k6IdixOM8YsK0w7uqR8wM+iHYrjZm/5paqavkjI71usYeoBgvb+C19q3vVdJ7EkqX5vs+68aJE2fOrcpyqJqmbdHr10afdJLEl6+2eV+vzZqvAHFedsS6Na3Dd1m8SSJFu1UN5l90cgqvi34/H/6zaJJUmNX27Q1nsfkG1piUBU8a3ls390n8SSpIZaNb98i2zd9vAHFee82z/vPoklSdarlkV3yLthaWQCi2Mtdfv0xS8f6jaJJUnVr72lHc+9Hv6g4py1Vq9d9Xa3SSxJ2vTuNr064y3xQXT3XvvNp90msSSpesN+3XfWYu3b3c3rBOR5Y0u3SSxJaqr36v5L3ta6ZbuCPldzbXPQfbvlZTdDIN6RyEJQrLX66+wVfrev39us5+7whDGixFD5+0/UWNt9EqvNv3+1QtbLm9mu2Cq3VO3/J3r2s/my+0gQdKVpy1btfesdv9s3rFnrV9IrmdmWZrUs8SOJ1aZ+t1o+nB++gBJES+UT3Sex2livWpb+MbwBJYBq93tq2u7/xenO5xaqZV99GCOKf1uW7FDVaxv9br9+wSZteX9HGCOKf/V7mvTK/3zqd/udVXV6e97aMEaUGJ6Z/VG3Saw2TfVevfCr4N/7p+aEeXY8uxlGlZVkvSbxbtF+YpMIiSwE5dO3t+uLj3cH1Odff6tS7Q7ezHamoaZRnz21LqA+u9fs0Zdvbg5TRInBu/LZwDpYr7yfvxCeYBJE7T8XB97njTedDySB2PXv+DYgCIB35cuyzQ3dN0xSdu823/MaSJ+tH8u7Y1WYIop/1utV9YK3A+rjrW9QzeIlYYooMXz0yOcB9/nwkZVhiCRx/PvP69WwN7AZPYsfWi0vHw52av2Kaq36V2B/pypf3KCdXwa3W2AkalixmyEQv0hkISjLX/X/k8M2TQ1eed7cGoZoEsOm97apeV/g06jXL9wUhmgSg22olXYE/mmg3fReGKJJHPs/+jjgPvWffCbbHMZlAnHO++W/A+/UUCu77TPng0kQ3g1LDyns7i/75fthiCYxNG7erqatOwPut/cD/2fGJKNg/o5/wd/+LnleCfxDvh3r6rTt8z1hiCYxfPRq4M+p9Uofv76l+4YdyC7OVu7k8O/UvfGhwK9pAEQfiSwEZV+N/8vf2quj/kCnAllS2F5DkN+LpNAU5KdsjXudjSPBePft677R4ayVt54ZmZ2xwf7M8bPauSCfm6C/F0nAG+QSwZa6/Q5HklgaagJ/b8Tf/q7tD/L5oU5W54J9D79vd/A/q4WzC8N+tbrzH4En5wFEH4ksBCWzZ3Dr1jN7sstOZ9Kyg3tOg+2XFFKD3E472H5JwmRkBNXPFWS/ZGCC/ZlL42e1U0E+N4bntFOuzCB/94PslyyC+TueFuT7sGSREez7VHaD7FSw7+GD/V5IvuWFRXOLwnrF2lDVwPLCKLHWJNwNkUMiC0Epntw/4D7GZXTcqX3DEE1iGDCpr1xpgf9KDvpq4N+LpJGRK+UeE3A30/8E52NJIJlFIwPukzHsGJk0LhA6YwaeEHin1EyZowL/XiQLV8G4oPqZIPslg/SCvkrNywm4X/bo4WGIJnEE83d80Ff6hSGSxHHs5MDfb+b0z1T/kb3CEE1iGFUa3M/cqMmh/awWzCjQuAXjlFsavmWG7F4IxB8SWQjKuDML1O+YngH1mXTeYPUZnB2miOJfj76ZGnH+0QH1yS7I0jHnDA5TRPHPGCNX0UUB9wumTzLJOaM04D69yr7mfCAJxDX8DCkjsAso17HTZDICex1OJibvaJlBEwLr0/sYmQFjwxRR/DOpKcorOyXwPmcE1ifZHH9V4Anp468qCkMkieMrVx6jlPTALnNOnTlMKUF8oJgsRn71KA05PrBk0ugz+mvgqMCT34fLL8vX+DfHa8zzY0IeqyO1/64Ny7gAwodXawQlJcWlb97m/x+TlFSjC24uDmNEiaHkxtFyBfDGa8J/jeFNVzfM8LOkbP8/7TaFU2VyhoQxoviXUThUWeOO97t92oD+yp40MYwRxT+TmqGUcZf63yE1Qyljp4cvoASRMv4yyfj/Guka/z0Zw9KAruSf+VWl9PL/Q6n8aacqNZeEa1eOPr1A/Sce5Xf7/hP66OgzCsIYUfzr1TdTpdf5PxMwu0+6Sq8bEcaI4p8xRuf/zP/3/sZI59022tEYjjr/qLAUgK/7mKWFQLzhChhBK5sxwq/klCvF6IePfkUjT/L/TVqy6ju2t86c91W/lhiOu6ZIY69mWVF3TFq2Usp+K2X27r5x/xPk+spt4Q8qAfS7ZobSjynstl1Kfr76/9cNcqWzrLA7rhP+Q65RX+++YUq6UqeWy+QFNoMzGbkGlSjl1P+S1H1yKmXSVUoZcUb4g4pzafm5GnLL1XL1yOy2bc+JY9T/u+dHIKr4ZlxGX/+/UuWP7H7mSt6xOfr6k1+TcZFw7c437zpB484f1G27zJxU/eDF05RbQH287pw0/WhN/2X3s1aNka54cJKKywY4HkM4CsBbWWcHBBB2JLIQkst+PV4/rDhFBcd2vCRm5ClHadarZZr8ncDrFCWrEecP1QUvTNHAUzquKZBT2FOn/+4knfabicwc8JPJG6aUc+bJDD1DMilHNkjvJVN8mVKm/K9MavcXZ5BcPXqo4NablDOtTCarg+csNVXZp5ykgbNvVVp/arn4wxiXUib/VClfuUHq2fFzZgaWKPW838t19MkRji5+pYw+T6ln/0bmqI6XYpn8QqWUzVZKyXcjHFn86lF0jI755X+pZ8lo3xXrYVJye6nvpedoyE+ulEnt4DUXR8jun6WLXztTxVeMUGrWkc9ZalaKii8foekLzlR2fxIu/khJc2nm/K/ovF8er5z+R/6dMkY6/usFuvndKRr+FT5s9dd5txfrh3/5igaN7jjxWliSrx+/OFlnXBOeGW7hKABv/PiwAw6zRt4EvImC7xFjrCUDHU+MMctKSkpKli1bFu1QDuH1Wn3k3qLP3tmm+r3Nys5PV8k5gzRsvB+zYNCpHZ5qrXt1oxqqG5SalaqCk/rq6DMK+CQ2BHbfdtmqN2T375BMikzuUJmhp5PACoG3vl51S5apaes2qaVFKb17q+dJE5WSE3pdjGRlvS2yX7wn7/bPpOYGmcwcuQpPlckvjHZocctaK7vtU9kNS2Qb90ppPeQaeIJMwQl8KBCCxq07VfveB2qu2SNXWpoyhg5UzqTjZdLYVS9Y9bsbtPq59aqp2itJyhnaU8deNFSZeez+GKzmxhateGGTNqzYrab6FuX0z1TJxYN1VID1XnGQtVafLdqmT9/cpvo9TeqRl64x0wZo+Il9IvKaWu2uVtWcKtUsqgl5rL7f7qviJ2OrBMqECRNUWVlZaa0NrNhjHDDGLBuaOrTk531nRzsUx/1ie7nWN69PyO9brCGRFWdiNZEFAAAAAJFU56nT8tLlat7ZHPQYI+4docE3xtbmSSSy4hOJrMhhaSEAAAAAIO5kF2dr+B3+F/bvSH5ZvkPRAIgUElkAAAAAgLhUMKNAWccGVzsutzRX2cX+78QK51ibeDdEDoksAAAAAEDcGvnQSH82qD2USyqcVRiOcACEGZU42zHGXCxpqqRhknpLWirpFmvt7iDGmiJpuqQ1kvpIygt2LAAAAABAx/LL8lU0r0grZ66UvH50cElF84pYVgjEKRJZrYwxd0haYq29pvV+niS3pHXGmAnW2rUBjHWxpNvaF3kzxpRIWtY61m5HgwcAAACAJFYwo0CZhZnd7maYW5qrwlmFJLGAOEYiSweSTLLWzm97zFq72xhTJqla0uuS/Koi2JoAe1q+mV0HWGsrjTGVkubJN1MLAAAAAOCQ/LJ85Zflq85Tp2p3tbY+uVV7/r3Hd+zMfI347QhqYsUAK8naQNeCxj7KZEUOiSyfayQ9fPiDrcmshZKmGGNKrLWVfoz1rdZ/l3Zw7Cn5klwAAAAAgDDILs5WdnG2vI3eA4ms7DHZJLGABEGxd5+J8i37K+ngWGW7Nv6YLml3J8sH10oHlh4CAAAAAMIkpUfKgf/37vOneBaAeEAiy2ehpN2tt1BNlLSrk2Nt409y4DwAAAAAgE64sg5e7rbsa4liJACcxNJCSdbaWyTd0snhtllaHS0V7EieOk9ktW/TJWPMsk4OjfIzDgAAAABIWszIil3eBKyRhchhRlYXjDHDJE2RNN/P+lhtdnfyeFuCq3cocQEAAAAAuubqwYwsIBExI6trT8tX1+pqh8fN666BtXZCR4+3ztTqqJYXAAAAAKAVM7KAxMSMrE4YY+6QL+E0oZPC7V3J6+TxtplYgY4HAAAAAAgAM7KAxBTXiSxjzDJjjA3i1uWuga3Hpyi4JJY/7buroQUAAAAACAEzsoDEFNdLCztbfhcKY8wUSdeEMPZS+ZJgHRnW+m9nhdwBAAAAAA5gRlbssjbaESCexfWMLKcZY0rkS2JNPezxPGPMTD+HebqLY22JrIXBxAcAAAAA8A8zsoDERCKrVesOhddYa6d3cHiKfEXfO+pzuL+1Huto+eJ0SQuttUeMBQAAAABwTvsZWd79JLKARBHXSwudYozJk/S6pLXGmPYzqvJa/50oacJhfZZJKjHGTLDWVrY9bq3dbYy5RtIdkua3a18i34wsx5dDAgAAAAAO1X5GFksLgcRBIsvHLV+SqaMZVpKkDmZRLZQv0bW7g7ZzjTFtSbElkvoo+B0QAQAAAAABMunGtwbJK9lGK2+zV65UFiVFnZWsNdGOwnnU/YoYElkKrmi8tfYWSbd0cXyhqIUFAAAAAFFhjFFKjxS17PXNxvLu98rVi0QWEO/4LQYAAAAAJKRD6mRR8B1ICCSyAAAAAAAJiTpZQOJhaSEAAAAAICExIyv2WEneBKyRRYmsyGFGFgAAAAAgITEjC0g8JLIAAAAAAAnJlcWMLCDRkMgCAAAAACSk9ksLmZEFJAZqZAEAAAAAElL7pYXMyIodlm8FQsCMLAAAAABAQmJGFpB4SGQBAAAAABISM7KAxEMiCwAAAACQkJiRBSQeElkAAAAAgITEjCwg8VDsHQAAAACQkJiRFYuMrDXRDiIMEvFrik3MyAIAAAAAJCRmZAGJh0QWAAAAACAhMSMLSDwksgAAAAAACYkZWUDioUYWAAAAACAhMSMr9lgreROwRpa10Y4geTAjCwAAAACQkJiRBSQeElkAAAAAgIR0yIys/czIAhIBiSwAAAAAQEJiRhaQeKiRBQAAAABISK4samTFIupJIRTMyAIAAAAAJCRmZAGJh0QWAAAAACAhsWshkHhIZAEAAAAAEhIzsoDEQ40sAAAAAEBCOnxGlrVWxpgoRgRJ8lq+BwgeM7IAAAAAAAnJleaSSW1NmrRItokq40C8I5EFAAAAAEhY1MkCEguJLAAAAABAwqJOFpBYqJEFANHg8Ujz50vvvy/t3y9lZUknnihdfLFUXBzt6ADEqm3bpKVLpX//W1qzRqqulvLzpeHDpZNOkiZOlPr1i3aUABBTmJEFJBYSWQAQKV6vVF4u3X+/tHPnkcdffln67/+W+vSRrr9emj1bcjFxFkh61vpeH+67T3rtte7bT5sm3XijdM45EgWNAYAZWTHIUqoMIeAKCQAi4cMPpcGDpV/8ouMkVns7d/raDR7s6wcgeW3ZIl10kfSNb/iXxJKkBQt87S+6yNcfAJIcM7KAxEIiCwDC7ZVXpPHjpc2bA+u3ebOv3yuvhCcuALFt5UrfUsHnnw+u//PP+/qvXOlkVAAQd5iRBSQWlhYCQDh9+KFvZoQ3yDdNXq907rlSZaU0dqyzsQEJxOPxyO12q7a2Vjk5OSorK1Oxg/Xmuhq/s2P33XefHnnkEe3du1c9e/ZU//799cEHH2jnzp3ydvOa0F/SUkmDQw1840ZtHD1aZ+bny/bvr8LCQo0dO1aXXXaZo88PAMQyZmQBiYVEFgCEi9crnXlm8EmsNi0t0llnSRs2UDMLOIzb7VZ5ebkWL158xLHJkydr9uzZKisrC8v4xx9/vIwx+jAMS4D/IAeSWK0Geb2as3OnLtq5U5988olefvll/eY3v9HYsWN1zz33hPT8AEA8sE0HCzJtf2a7so7JUnZxdhQjgrXUcETwuCICgHApL3euPs3mzdKcOc6MBSSIiooKTZs2rcMkkyQtXrxY06ZN06OPPhqW8T/66KOwJLHOkXSBJKfq4FpJF0o6+7DHP/zwQ02dOjXo5wcAYl21u1rLS5er+vXqA49tfWyrloxZ4nvcXd1FbwCxikQWAITL/ffH9nhAHHO73Zo5c2a3S/S8Xq+uvvpqud3usIwfDje0/uvUZ9Vt49zQwTFrra666qqAnx8AiHWbKzZrxbQVqllc0+HxmsU1WjFthTY/GmANUwBRRyILAMLB4+l+d8JA7dghffqps2MCcaq8vNzvJJPX69WcAGc0BjK+k/pKOkvOzcZqY+WbkXVUR8esDfj5AYBYVu2u1sqZK6XuXsa90sqrVzIzC4gz1MgCgHCYPz884z79tDR7dnjGBuKEx+PpdLlfZxYtWqTrrrtO/fr167bttm3bAh7fKRNb/3W6ckjbeBMlvdrB8UWLFsnj8VAAHkBCqCqv6j6J1cYrVc2pUn5ZfjhDQjvWSl6nP7GJATYBv6ZYRSILAMLh/ffja1wgjgS7DO4Pf/iDw5E4L9xppGJ1nMiSfM8riSwA8a7OU9fpcsLO1CyqUZ2njgLwQJxgaSEAhMP+/eEZd9++8IwLxJHa2tpohxA2WWEev0cXxxL5eQWQPIJdJsjyQiB+MCMLAMIhK0yXoz26ugwFkkN2dnCfmJ911lk6+eSTu2333nvv6dVXO5u3FF5hSoEf0FUqPCcnJ8xnB4Dwa65tjmg/AJFHIgsAwuHEE6WXXw7PuEASW758uR5++OGg+t59991+LZ3zeDxRS2R5ojh+WVlZmM8OAOGXmhPcJW6w/RAc6kkhFCwtBIBwuPji8Iw7fXp4xgViXH19vW6//XZNmjRJK1euDLh/aWmp3/WfiouLNXny5IDP4YSlrf+GY9fC9uMfLpDnBwBiWbBF2yn2DsQPElkAEA7FxVKfPs6OedRR0nHHOTsmEAfeeecdnXDCCfr1r3+tlpYWSVJaWpqM8W9vP5fLpVmzZgV0ztmzZ8vlivzbpO3yFWMPx66Fr0ja0dExYwJ+fgAgVmUXZyt3cm5AfXJLcyn0DsQRElkAEC7XXy/JwZkVreMByWLPnj264YYbdNpppx0yC2vy5MnyeDyaN29et8kml8ulefPmBbxsrqysTHPnzo1KMuu+1n+deu1oG+e+Do4ZY/TII4+wrBBAQimcXej/la5LKpxVGMZoADiNRBYAhMmLJ8zWZhU4M7OioEBixgSSyGuvvaYxY8bo/vvvl20tpNGrVy899NBD+uc//6ljjz1WM2bM0IIFC1RaWtrhGKWlpVqwYIGuvPLKoGLobvyxY8dq7NixQY3dlZclPSfnZmUZSc/KNyOrvbFjx+r1118P+vkBgFiVX5avorlF3V/tuqSieUUsKwTiDBXtACAMnnlGuvRSl0bpVS3XeKXKG/xgKSnSq69KUZgZAkTarl279OMf/1iPP/74IY+fc845+sMf/qAhQ4Yc8nhZWZnKysrk8XjkdrtVW1urnJwclZWVOVLzyZ/xOzt233336ZFHHtHevXvVs2dP9e/fXx988IF27twpr7fr14TrJE2SNDjkr0Da6HJpdn6+Rvfvr8LCQo0dO1aXXXYZNbEAJLSCGQXKLMxU1Zwq1SyqOeJ4bmmuCmcVksSKEq91ehE9komxbBcQV4wxy0pKSkqWLVsW7VAAdOKpp6TvfEdqLeWjKwa8oke3nSvjbQl8sJQU6R//kM4809kggRj0zDPP6Ic//KG2bt164LE+ffro3nvv1X/8x3/4XRMrYaxcKU2ZIm3YEPwYgwdLbrc0cqRzcQFAnKnz1KnaXa3m2mal5qQqvyw/pmtiTZgwQZWVlZXW2gnRjsVpxphlg0xhyQ0Z/xPtUBx3X8Pt2mirEvL7FmuYkQUADvrzn6XLL5faJluMHCn98o2zZXZWSmedJW3e7P9gBQW+mVhhWLoExJLNmzfr+uuv17PPPnvI45deeqnuvfde9evXL0qRRVlRkbRkiXTdddLzzwfe/4ILpIcekgYMcDoyAIgr2cXZMZ24AhAY1qkAgEP++Efpe987mMQaPVpatEgaNEi+ZNSGDdJ//7dv98GuHHWUr92GDSSxkNCstXrsscc0evToQ5JYAwcO1AsvvKC//OUvyZvEajNggPTss76ZmWed5V+fM8/0tX/2WZJYAAAg4TAjCwAc8PDD0rXXHrx//PHSwoXSIdfgLpf085/7bp9+Kj39tPT++9K+fVKPHtKJJ0rTp0vHHRfx+IFIq6qq0syZM/X6668f8vjVV1+tO++8U3l5edEJLBYZI51zju+2fbu0dKn0739La9ZI1dVSfr40fLh00knSxIlS377RjhgAgE5ZSYlY4SgBv6SYRSILAEJ0333SjTcevD9+vPT661KfPl10Ou44afbssMcGxBqv16sHHnhAt912m+rq6g48PmzYMM2bN09nnHFGFKOLA337Smef7bsBAAAkIRJZABCCe+6Rbrrp4P1Jk6TXXvNNkACSiT+7Bn766ae66qqr9K9//evAYy6XS//5n/+p8vJyZWdTvwQAAABdI5EFAEH6zW+k2247eP+UU6RXXpFyc6MXExBpbrdb5eXlWrx48RHHJk+erNmzZ2vy5Mm666679Itf/EKNjY0Hjo8ePVqPPvqoTjrppEiGDAAAgDhGIgsAglBe7it11ebUU6WXX5Z69YpeTECkVVRUaObMmfK27XBwmMWLF2vatGkaNGiQvvzyywOPp6am6vbbb9ftt9+ujIyMSIULAABiRCLWyELkkMgCgABY6ytt9ctfHnzs9NOlv/9dYlUUkonb7e4yidXG6/UeksSaOHGiKioqNJYdOQEAABAEV7QDAIB4Ya10662HJrGmTpVeeokkFpJPeXl5t0ms9owxuuuuu/Tuu++SxAIAAEDQmJEFAH6wVvrxj6Xf/e7gY+ecIz3zjJSZGbWwgKjweDwd1sTqirVWZ599tlJTeesBAACA4PFuEgC64fVKN9wgPfjgwcfOP1966imJ8j5IRm63O+h+h+9kCAAAkow18loT7Sicl4hfU4wikQUAXfB6pWuvlebNO/jYxRdLTz4ppaVFLy4gmmprayPaDwAAAGhDjSwA6ERLizRjxqFJrG9/W/rLX0hiIbnl5OREtB8AAADQhhlZANCB5mbp8st9M6/afPe70h//KKWkRC8uIBaUlZVFtB8AAADQhhlZAHCYpibpO985NIk1YwZJLKBNcXGxJk+eHFCf0tJS6mMBAAAgZCSyAKCdxkbpkkukv/3t4GPXXivNnUsSC2jvRz/6kd9tXS6XZs2aFcZoAABAPLEJeEPksLQQQFLyeCS3W6qtlXJypLIyacQIXyH3l1462O7GG6Xf/U4ybEICHNDc3KwHHnjAr7Yul0vz5s1jWSEAAAAcQSILQFJxu6Xycmnx4iOP5edL1dUH7990k3TXXSSxgMPdcssteuONNw7cHzNmjD7++OMj2pWWlmrWrFkksQAAAOAYElkAkkZFhTRzpuT1dny8fRLrttukX/2KJBZwuCeffFL33HPPgfu/+MUvNHv2bHk8HrndbtXW1ionJ0dlZWXUxAIAAIDjSGQBSApud9dJrPaMkc44gyQWcLjly5drxowZB+6ff/75+tnPfibJVwCexBUAAOiOleRNwKJSCfglxSyKvQNICuXl/iWxJMla6Ze/DG88QLzZsWOHLrzwQtXX10uSRo0apSeeeEIuF28lAAAAEDm8+wSQ8DyejmtidWXRIl8/AL7i7pdcconWr18vScrJydHzzz+vnJycKEcGAACAZEMiC0DCc7sj2w9INIcXd//zn/+soqKiKEYEAACAZEWNLAAJr7Y2sv2ARNJRcfdzzz03ihEBAIB4Z0UxWgSPGVkAEl6wq59YNYVk11VxdwAAACAaSGQBSHhlZZHtByQCirsDAAAgFvFuFEDCKy6WJkwIrE9pqa8fkIwo7g4AAIBYRY0sOKKlyatPX9io9e9sV8PeZmXlp6vonIE6prSvjGH9czCstar+YJO2vrlGTbX1SslMU/64gRpQNkKutJRohxdXtm6VvvzS//YulzRrVvjiSTS2fre8q1+Xar6UbIuU3U+uEVNleg2Mdmhxy9oGtex/Vd6mjyRbL+PKU0rmNJm04yPympqIxd2t9crb8K68DW9J3j2SyZYr4yS5Mr8mY3hNDZbdtUbedW7Z+moZV5pMn2NljimTSesR7dDiVuPOWu16Y7katu6SrJQxoLd6nzFe6X1IJAerua5RG1/5XDWf7ZC3qUUZvXto0NnHKmfkUdEOLW7ZFq+2LKrSjvc3qLmuUWk9M9TvtKHqe/IQGRfv/dE9r412BIhnJLIQEmut3r1/lRbf+Zn2bNp/yLG3f7tS/UbnaNqvxuq48wZFKcL4tO2ddfrsd29pz+c7Dnm86snlyujTQ8dcPlHDvjeBJKEf6uulCy6Qtm1re8RKMu3+PfRxl0uaN49lhf6wDXvU8u8HZFe/LnmbDjnmXfaozJBTlHLKjTI5JLT8ZW2Lmvc+rOa6xyW7+5BjzXXzZNKKldbrFqVknOTYOT0ej9xut2pra5WTk6P6+vqEK+7esu9lNdf+Tral6tDH6x6TUgYqtde1SulxCa+pAbA7PlPL+/fJbl1x8LG2/3n/frmKzper5GqZlLSoxBePmnbt0Zdz/67qdz6WWryHHNv4xGvK/8oYDbnmXKX17hWlCOOPt7FFn/7+XVX97WM172085NjnDy9R75KBGnPracof0z9KEcan9fM/1sqHlmj/5j2HPL7m8eXKHpqn4248WYPOHhml6AAkA2MtqdB4YoxZVlJSUrJs2bJohyJrrf5+Q6X+/dDqrhsa6fwHJ+rEmcMjE1ic2/CiRyt+vqDbjykGn1+ssf89jU+9umCt9J3vSH/5i+++y7To5+dWyP3pJC1eNf6I9pOLV2rWXUdrytlZEY40/tj63Wr+x4+k6nVdN8zMU+rX75XJPyYygcUxa1vUtPsmtdS/0k3LFKXn3aOUrLNCOp/b7VZ5ebkWL17caZvzzz9fzz77bFzXxWreU6Hm2ju6bZfS82ql5f40AhHFP++mZWpZeIvUUt9lO1MwQSlT7pRJzYhQZPGrcdturbzlYTVure6yXXq/PI284xpl9M+PUGTxq6WhWf/+wd+1/d2up2S7MlJ18oPnqu8pQyIUWXzz3POOVj/S/XVI8U9O1YgrSyIQUWKaMGGCKisrK621ARbHiH3GmGUFOqbk6pRfRzsUx81ruU2btS4hv2+xhhlZCNp7D67uPoklSVZ68YdL1XdULx0zuV/4A4tj1R9u1of/3X0SS5I2vOBRz2N6a/j3J0Ugsvg0Z87BJJYk3XnxA7qh7Bndes7/6ZNNhXrjswnaU99DvTL36YxRyzR6YJWM61RJv4pazPHAWquWN/67+ySWJNXvVvNrtyj1m4/LpJEg7Erz3vv9SGJJUosad/9EGanHyJUW3HK/iooKzZw5U16vt8t2U6dOjeskVkv9Ir+SWJLUsneeTOpwpWZfFOao4pvdu1Utb9zebRJLkuzmZWr59++U+tVbIhBZ/LItXq0uf7zbJJbkS3it+cXjOu6+G2VS4vd3MxI++p/F3SaxJMnb0Kz3b3xJp79wmXoMZLZbV7544VO/kliS5Ln7bfUcnq8BpXyQBcB5/AVEUFqavXrrzk/9bm+90lt3fRbGiBLD2seXyrb4P0ty7RPL1NLYHMaI4tdf/yr9/OcH7189+QVdf8YzB+6PHlil6894Rred8yddf8YzGj2wSpJkq96Wra6KbLBxxm7/VHZTpf8d9m6RXeMOX0AJwHrr1Fz3RAA9mtRc91hQ53K73X4lsSTpxhtvlNsdv9+75j0PB9S+Ze/DYqZ617yfPSs11fnd3q56WXbfju4bJrGapZ9p/9rNfrffX7VFNUt4T9WV+u11+uLZT/xu31zXpHV//TCMEcU/a61WzV0aUJ9V86K/ggRAYiKRhaCsfGmTajbs775h+z6vbNaudXvDFFH8q9+2V1v/6ccMt3Yad+3TFndgfZLBe+9JV1xx8P4Zo5bqfy+5V/6Wv2nxPB+OsBKG99PnA+7T8ulzzgeSQFrqX5JsYK+PLfv/IevdHfC5ysvL/UpiSZLX69WcOXMCPkcs8Datkm0M7KLLNq+Tt+HdMEUU/2xLo7yfvxRop8D7JJnt//h3EH3eC0MkiWP9Mx7ZFv9e59p8Md/Dh4Nd2PHvDdq7rvtZg+3tqtyk2s9JZONINoFviAwSWQjK+n8F8UfJSl++t9P5YBLE7o+3BDQbq031B5vCEE38Wr9eOv98qaHBd79owHr9ZebPlZbS4vcYduvHYYouMditHwXeaecq2eYG54NJEN7GAGa4HdAgb5P/M2MlX2H3rmpidWTRokXyeDwB9YkF3sbgZgLYxuUOR5JAajdIDTUBd7PbmOnSlb2fVAXRZ73zgSSQXZX+z3Br07i7XnVVu50PJkHs+iDw51SSdi0Prh8AdIVEFoLStM//pEB7jXV80tWZlvqm7ht11G9/cP0S0Z490rnnHtyhsE9vr5774a3K6xHYTBfb1H3tl6TWHOTzE2y/JGBtYDNcD3bcF1DzYJcJxuXywiCfUxvgc5pMLL/7YeEN4u+/t6Gx+0ZJLNj3VM28p+pUyz6eUwCxg0QWgpKVnx7RfskgLSczov0STUuL9O1vSx+1ThZKS5Oeeapew/sGPmPNZFDstUsZOYH3MS4pPdv5WBKEMbnBdXQF1q+2tjao0wTbL5qCfU5NgM9pMjHpQb42BtsvSaT2CnwjjJSebJ7RlWDfG6Xn8p6qM2lBPje8TwUQDiSyEJRR3xgYcJ+0rBQNL+sfhmgSQ++SQUrtGXiir//XhoUhmvhz883SP/5x8P7cuVLplB4yA8YGPJZr6FccjCzxuI4O/Pkxg0+ScbFRbmdSMk8PvJOrj1xpgf185+QEkYQMoV80uTJPUzCbM7syz3A+mESRM1jKPTrgbq6jTw1DMIkj96TjAu6TF0SfZDLg9MB3yut5TL6yh+Y5H0yC6F9aGHAfk+JS/9OGOh8MEoLXJt4NkUMiC0EZfGJvDSzJD6jPuP8Yqqw8ZmR1JrVHugafOzqgPj2H9VHvCYPDFFH8mDtXuueeg/dvvfVgsXdX8QWBDeZKlWvU150KLSG5Rp0nyc/K+W19Rl8QllgShSujVCYlsA8IUrOmy5jAXlPLysoCah9qv2gyKX3lypoWUB9X+klypY0IU0Txzxgj16gLA+uU1lPmmCnhCShB9P36yUH0OSUMkSSOQeeMVGqvwF4fCy89XsbfXWGSUM6IPjrqxEEB9SmYOlyZfZmNDcB5JLIQFGOMpv1qrIyfP0FZ+WmafAufHnZn2OUTlZ7v53IBI4360alJ/6bL7ZZ++MOD9y+8UPrVrw7edx1TKtPP/58919hLZHr0djDCxGN6Fcg12v+LWVMwXmbQiWGMKP4Zk6LUXjf538HVX6nZ3w34PMXFxRo1alRAfUpLS1VcXBzwuWJBaq8fSqaHv62VmvOjsMaTCFzHfl3K9X+GhWv8lTJpLIPrSvaxg5V/mv+zK/NPPV7ZI/kQqyupWWkadb3/CcKex+Tr6IsC+zAxGY268RSZVP/e/KdkparoOv72AwgPElkI2rHTBuibj54kV2rXiZSs/DR97++T1Wd4zwhFFr+yCnJ04oMXdZ/MchkdP3uq+n9teGQCi1ErV0oXXyw1t+4hUFIi/elPkqvdK5tJSVXqWb+ROWpkt+O5jjtXKSdeFaZoE4vr5Otlhnc/y8L0K1bKlF/KuFIiEFV8S836htJybu++oaufMnpXyKQcFfA5li9frjVr1vjd3uVyadasWQGfJ1a40o5VWp+HJNPdjIA0pfX+X7kyJkYkrnhm0nooddpvfcsMu+Ea+125Rk+PQFTxr/DH05UzsajbdjkTRqrwpm9FIKL4N+yycRp5zaRu22UPzdMpc89XWjarBrrTp2SgJv72LLnSu/6bnpqdppMeOFc5x/aJUGQAko2xlsWc8cQYs6ykpKRk2bLgthUPhy//vVNv3f2ZPnlho2zLwZ+n9OwUjftOoSb/dJR6DyOJFYh9m2q19rEl2vDSp2qpa7czkcuof+kwDbt8onqPD2x6d6LZuVM6+WRp9Wrf/YEDpffflwZ18rTYpn3yfjRfLZ+8KNVtP+SY6TdarjEXyTViStLPcAuEtV7ZVa+pxTNf2rnq0IM9B8h13AVyFX9TJjUjOgHGqZaGd9Vc90d5GxZLavc32vRSSo+LlJY9QyYl8HqDO3bs0MSJE7V+/Xq/2rtcLs2bN09XXnllwOeKNd6mtWrZ+4ha9v1dUkO7I6lyZZ2p1J5Xy5XObIxA2IZaeT/+i7yf/12q333IMTNgvFzFl1AbK0C2pUXbX35f21/6l+q/PPTvVOaQvur7jVPU9+yTZFL5YCAQW/65Vmue+EA7/r3hkMfTe2dp6DeLNeL7JUrPoyB5IGo+3a5Vjy7TptdWyzZ7DzzuykjR4HOKNGJGiXoNY3Z7KCZMmKDKyspKa+2EaMfiNGPMsgE6puRK16+jHYrjHvXepi1al5Dft1hDIivOxGIiq03Nxn368r2daqprVmZeuo4p7avMXD7dCkVzXaN2Lt2gptp6pWSlKm9MgbIGsPtTY6M0bZq0aJHvfo8e0ltv+WZkdcd6m2U3fyhbt0NypcrkD5WrT3LPbAuVtVba+blszQbJtkjZ/WT6H88srBB5m7+UbfLI2noZV75cGSfKmOCWaDU3N+vMM8/UG2+8IclXvP3ee+/VY489pkVtv0jtlJaWatasWXFZG6sr1rtb3oalkt0jmWy50kuCmtmGg2xLo+yWD6T9u6SUNJn8ETJ5FHcOhbVWdZ99ocYt1ZKk9AH5yh51NB+0hGjPumrVfrZd3qYWZfTpoT6TBiklnU1IQlG/Y592fbBZzXWNSuuZrj4TBpEUdAiJrPhEIityePWGY3IH9VDuN/2tRQJ/pGanq38puxK2Z6103XUHk1iS9Oc/+5fEkiTjSpUZ5Gdj+MUYIx1VJHNU98ti4D9X6hApdYgjY91yyy0HkliS9Oc//1nnnnuurrjiCnk8HrndbtXW1ionJ0dlZWVxWxOrO8aVp5QsCo87yaSkUwPPYcYY9TxuqHQcCUEn9TomX72OCWyjInQt86geGjiFDwMBRB6JLABx5e67pUcfPXj/N7/xFXgH0LEnn3xS97Tb1vMXv/iFzj333AP3i4uLEzZxBQAAEG+MMVMkTZe0RlIfSXmSbrHW7g5irIslTZU0TFJvSUuDHSuWkMgCEDeef1665ZaD96+4Qrr55mhFA8S+5cuXa8aMGQfun3/++frZz34WxYgAAECys5K8CVjhyIkvqTXxdFv75YnGmBJJy4wxEwJJQBlj7pC0xFp7Tev9PEluSetax1rrQMhRwa6FAOLC8uXSd77jW1ooSZMnSw8/LFEyBOjYjh07dOGFF6q+vl6SNGrUKD3xxBNyufjTDwAAEGtaE01PS7ql/ePW2kpJlZLmBTBWSWvf+e3G2S2pTL4ZXq+HGm808W4WQMzbtEk691xp3z7f/eHDpWeekdLZSwDoUHNzsy655JIDOxTm5OTo+eefV05OTpQjAwAAQCe+1frv0g6OPSXp4gDGuqa1zyFak1kLJQ1rS3bFIxJZAGLavn3SeedJGzf67ufmSi+9JB3FRmNApzoq7l5URDF+AACAGDZd0u5Olg+ulQ4sPfTHRPmWI3aUrKps1yYukcgCELO8Xul735OWLfPdT0mR5s+XRo2KblxALOuuuDsAAABi0kRJuzo5trv130l+jrWwtc/urpvFJ4q9A4hZs2b5lhC2uf9+acqU6MUDxDqKuwMAgHiQgLXe24wyxizr6ED7Au6dyFPniaz2bbplrb1Fh9XaaqdtllZHSxjjAjOyAMSkJ56Q/ud/Dt7/0Y+ka6+NXjxArKO4OwAAQNzb3cnjbQmu3qEMbowZJmmKpPmtReTjEjOyAMSct96Srrrq4P1zzpF++9voxQPEOoq7AwAAxITP/Jh5FYq8EPs/LV+9ratDDyV6+JgWQExZs0a68EKpqcl3f8wY6S9/8dXHAtAxirsDAAAkhLxOHm+bibU72IGNMXe0jj+hk4LycYMZWQCixuOR3G6ptlbKyZEmTZJmzJB27vQd79dP+vvffccA+Hg8HrndbtXW1ionJ0f19fUUdwcAAHHFG+0AYtNuP9p0V0OrQ627HU5RAiSxJBJZAKLA7ZbKy6XFiztvk5EhPf+8VFgYqaiA2OZ2u1VeXq7FXfziUNwdAAAgbi2VL9nUkWGt/3ZYSL4rxpgpkq4J85LHiGJpIYCIqqiQpk3rOoklSZdfLp1ySmRiAmJdRUWFpk2b1mUSS5KmTp1KcXcAAID49HQXx9oSWQsDGdAYUyJfEmvqYY/nGWNmBhhfzODdLoCIcbulmTMlrx9ziR95xNceSHZut1szZ86U149fnBtvvFFufnEAAADi0d+kA8sADzdd0kJr7drDD7TuRHiE1sevsdZO7+DwFPmKvsclElkAIqa83L8kluRrN2dOeOMB4kF5eblfSSxJ8nq9msMvDgAAiHE2AW8hPye+2lXXSLqj/eOts6qGyZfM0mHHlkla09qm/eN5kl6XNMwY83S72+vGmNclzVMcJ7KokdVOa+Zzqnw/JL3lW6N6S6DF0NrtBvC0pKXW2t1t61IlvW6tnetk3EA88Hi6X054uEWLfP2Ki8MTExDrPB5Pt8sJD7do0SJ5PB4V84sDAAAQV6y1c40xa40xT0taIqmPut5pcGHr8cOPueXLa3Q4W6v1XCSy4l1r8mmJtfaa1vt58n3z1xljJgT4Tc6TNLP1JmNM2+N3ksRCsgp2tZPbTSILySvYZYJut5tEFgAAQByy1i6Un7WwrLW3SLqlg8cTprB7R0hk6cBUPVlr57c91jqLqkxStXxT8oYHOOxcHcx+Vkp6OJ4znkCoamsj2w9IBLVB/gIE2w8AAACIdSSyfK6R9PDhD7YmsxZKmmKMKbHWVvo7YNvMLgA+OTmR7QckgpwgfwGC7QcAABBuVpKfZXPjihN1suAfir37TJS07PACaa0q27UBEKSyssj2AxJBWZC/AMH2AwAAAGIdiSyfhfIVR9vt5KDGmDxjzMWttzwnxwbiTXGxNHlyYH1KS6mPheRWXFys0047LaA+paWl1McCAABAwmJpoTovkNaqbZbW0kDGbC0ev1PSfEm7JD1tjHndWnunn/2XdXJoVCBxALHkvPP837nQ5ZJmzQpvPEA8GDJkiN9tXS6XZvGLAwAAgARGIqsLxphhkqZImh9IfSz5Zna93rrbQNtY0+XbAXE3OxciGdXWSvfd519bl0uaN49lhcC7776rv/71r361dblcmjdvHssKAQAAkNBIZHXtaUlrJV0dSKfWGV6HP9ZWOP4O+XY07G6MDrfLbJ2p1VEtLyCm3XSTtH697/979pSOP156990j25WW+mZicS2OZFdXV6fvfe978np95VDHjRunvLw8LVq06Ii2paWlmjVrFkksAAAQFyyV0RECElmdaF0amCdpgrV2t0PDLpF0sTFmSvvZWkCi+8c/pEceOXh/7lzp29+WPB7J7fbN1srJ8SWvKO2DZOXxeOR2u1VbW6ucnBy98847Wr16tSTfLoQvvPCChg4dekS7srIyamIBAAAgacR1IiuE2UnTrbXzuxj3YvmWFDqZxGpvWBjGBGLSzp3SVVcdvD99unTppb7/Ly4mcQW43W6Vl5drcRcF5H7/+99r6NChknwF4ElcAQAAIFnFdSKrs+V3oTDGTJF0TbBjG2MeljRTUn6YkmBAXLn+emnLFt//9+8vPfigZEx0YwJiRUVFhWbOnHlg+WBnmpubIxQRAAAAENtc0Q4glhhjSuRLYk097PE8Y8xMP4cZJl+x9470af03oB0QgXj1t79J7etUz50rHXVU9OIBYonb7fYriSVJM2fOlNvtjkBUAAAA4edNwBsih0RWq9YdCq+x1k7v4PAU+Yq+d9TncK+r8yWJF0uqDHAHRCAubdki/eAHB+9fcYV03nlRCweIOeXl5X4lsSTJ6/Vqzpw5YY4IAAAAiH1xvbTQKcaYPPkSUGuNMU+3O5TX+u9ESRMO67NMUokxZkL7xJS19k5jzNPGmFustWvbtb9DUm9Jh8z2AhKRtdLVV/vqY0nSkCHS734X1ZCAmOLxeLqsidWRRYsWyePxUB8LAAAASY1Elo9bviWBnRZhb5+UarVQvkTX7g7aTjfG3NGaIOvd2q7SWpvvTLhAbHvsMemllw7e/+MfpdzcqIUDxJxglwm63W4SWQAAAEhqJLIUXNF4a+0tkm7p5jiQdNavl370o4P3r79eKiuLXjxALKqtrY1oPwAAgFhhW2+JJhG/plhFjSwAjvF6pSuvlPbs8d0fMUL6zW+iGxMQi3JyciLaDwAAAEgUJLIAOObBB6U33vD9v8slPf64lJ0d3ZiAWFQW5DTFYPsBAAAAiYJEFgBHrFol3Xzzwfs//an0la9ELx4glhUXF+v4448PqE9paSn1sQAAAJD0qJEFIGQtLdLll0v79/vujxkj/eIX0Y0JiGUfffSR1qxZ43d7l8ulWbNmhTEiAACAyPFGOwDENWZkAQjZ3XdL777r+//UVOmJJ6SMjOjGBMSqjRs36pxzztG+ffv8au9yuTRv3jyWFQIAAABiRhaAAHk8ktst1dZKOTnSkCHS7NkHj//859L48dGLD4hle/bs0de//nVt2LBBktSrVy/dfffdevLJJ7Vo0aIj2peWlmrWrFkksQAAAIBWJLIA+MXtlsrLpcWLO28zaZJ0662RiwmIZR6PR263W7W1tcrJydHkyZN12223acWKFZKklJQUzZ8/X9OmTdPMmTOPaF9WVkZNLAAAAOAwJLIAdKuiQpo5U/J2s5j9/PN9SwuBZOZ2u1VeXq7FXWV9Jc2dO1fTpk07cL+4uJjEFQAAANANLjkBdMnt9i+JJfmWGJ58ssQqKCSriooKzZw5U95ufmG+8Y1v6Morr4xQVAAAALGFYu8IBcXeAXSpvNy/JJbkazdnTnjjAWKV2+32K4klSS+//LLcbncEogIAAAASC4ksAJ3yeLquidWRRYt8/YBkU15e7lcSS5K8Xq/mkPUFAAAAAkYiC0Cngp0wwkQTJBuPx9NtTazDLVq0SB6yvgAAAEBASGQB6FRtbWT7AfEq2GWCLC8EAADJxibwDZFBIgtAp3JyItsPiFe1QWZvg+0HAAAAJCsSWQA6Fezug+xaiGSTE2T2Nth+AAAAQLIikQWgU8XF0uTJgfUpLfX1A5JJWZDZ22D7AQAAAMmKRBaALv3nf/rf1uWSZs0KWyhAzCouLtbo0aMD6lNaWqpisr4AACAJeRPwhshJjXYAAGKXtdITT/jX1uWS5s1jWSESn8fjkdvtVm1trXJyclRWVqb6+nqtXr3a7zFcLpdmkfUFAAAAAkYiC0CnHnxQev75g/eLiyWP58h2paW+mVgksZDI3G63ysvLtXjx4iOOpaenq7Gx0a9xXC6X5s2bx7JCAAAAIAgksgB06IMPpB//+OD966+X7rvPl8hyu6XaWt/uhGVl1MRC4quoqNDMmTPl9XY8cbwtiZWVlaUHH3xQjz32mBYtWnREu9LSUs2aNYskFgAAABAkElkAjrB3r3TppVLbBJMTTpDuusv3/8XFJK6QXNxud5dJrPbq6+s1ZMgQvfnmmx0uQaQmFgAAgGRlox0C4hiJLABHuOEGaeVK3/9nZ0t//auUmRndmIBoKS8v9yuJJUnWWs2ZM+dA0orEFQAAAOAsdi0EcIg//1l67LGD9x98UCoqilo4QFR5PJ4Oa2J1ZdGiRfJ0VEwOAAAAQMhIZAE44PPPpWuvPXj/u9+Vvve96MUDRJvb7Y5oPwAAAABdI5EFQJLU0OCri1VX57t/7LG+2VhAMqutrY1oPwAAAABdo0YWAEnSLbdIy5f7/j89XXrqKalnz+jGBERbTk5ORPsBAAAkOivJv+qj8YXy9ZHDjCwAevFF6d57D96/+25p/PjoxQPEirKysoj2AwAAANA1EllAkvvyS+n73z94//zzpeuvj148QCwpLi7W5MmTA+pTWlrKboUAAABAmLC0EEgiHo/kdku1tVJOjlRaKt1wg7Rrl+/4kCHSo49KxkQ3TiBaPB6P3G63amtrlZOTo7KyMo0ePdrvnQtdLpdmzZoV5igBAACA5EUiC0gCbrdUXi51dS3ucklPPin17h25uIBY4Xa7VV5e7nfCqiMul0vz5s1jWSEAAEA3qCeFULC0EEhwFRXStGldJ7Ek6bzzpFNPjUxMQCypqKjQtGnTuk1iFRQU6LTTTuvwWGlpqRYsWKArr7wyHCECAAAAaMWMLCCBud3SzJmS149tQV580deeySRIBm1LCJcvX67HH39c1nb/ueDWrVv1pz/9SQMGDDhi+SE1sQAAAIDIIJEFJLDycv+SWJKv3Zw5JLKQ2EJZQuj1ejVnzhy9+eabJK4AAACAKGFpIZCgPJ7ulxMebtEiXz8gEfm7hLArixYtkodfEgAAgJB4E/CGyCGRBSQotzuy/YBY5na7NXPmTHn9naLYzVgAAAAAooNEFpCgamsj2w+IZeXl5Y4ksSSpll8SAAAAIGpIZAEJKicnsv2AWOXxeEJaTni4HH5JAAAAgKih2DuQoIIt2k6xdyQap5cClvFLAgAAEAIra7rfMTru+LELNpzBjCwgQRUXS5MnB9antNTXD0gkTi4FLC0tZcdCAAAAIIpIZAEJ7Ac/8L+tyyXNmhW+WIBo8Hg8Wr58uSNjuVwuzeKXBAAAAIgqlhYCCaqpSbr/fv/aulzSvHksK0TicLvdKi8vd6w2lsvl0rx581hWCAAAAEQZM7KABHX77dLbb/v+3xhp3LiO25WWSgsWSFdeGbnYgHCqqKjQtGnTHEtilZaWasGCBbqSXxIAAAAg6piRBSSg556T7r774P3/+R/p1lslj0dyu6XaWt/uhGVl1MRCYnG73Zo5c6a8Xm/QYxhjdPnll2v8+PEqKyujJhYAAICDrKTg36nFLkq9Rw6JLCDBrFkjXXHFwfvf+IZ0882+/y8uJnGFxFZeXh5SEqttCSGzrwAAAIDYxNJCIIHs3y9dfLFvxpUkDR0qPf64rwYWkOg8Hk9IywlZQggAAADEPmZkAXGqo2WC994rffCB73h6ujR/vtS7d1TDBCLC7XbrmmuuCarvRRddpPLycpYQAgAAAHGARBYQZ9xuqbxc6m7iye9+J02cGJGQgKiqqKgIqS7W+PHjSWIBAABEUCLWyELkkMgC4khFhTRzptTd9fpJJ0nXXhuZmIBocqK4e05OjoMRAQAAAAgnKucAccLt9i+JJUlLlkhvvBH+mIBoC7W4uySVlZU5FA0AAACAcCORBcSJ8nL/kliSr92cOeGNB4i2UIu7S74C7ywrBAAAAOIHSwuBOODxdF8T63CLFvn6cY2OROV2u0Pq73K5NGvWLIeiAQAAgL+sbLRDQBxjRhYQB4K9Xg/xOh+IacuXLw+6r8vl0rx581hWCAAAAMQZEllAHKitjWw/INZVVFTo8ccfD6rviBEjtGDBAl155ZUORwUAAAAg3FhaCMSBYDdVYzM2JKK2nQqtDW5K+vPPP09dLAAAACBOkcgC4kCwq59YNYVEFMpOhRR3BwAAiC4rKbQ9p2MTVb8ih6WFQBwoLpYmTw6sT2kphd6ReELZqZDi7gAAAED8I5EFxIlArr9drsDaA/Hiz3/+c1D9jDEUdwcAAAASAEsLgRjl8fh2Hayt9dW62rfPv34ulzRvHssKkVjcbrfKy8uDno11+eWXU9wdAAAASAAksoAY43ZL5eVSV9frBQXS5s1HPl5a6puJ1WkSa9s2aelSX5Zs/34pK8u3/nDiRKlfP0fiB5xWUVGhmTNnBl0XS5LGjx/vYEQAAAAAooVEFhBDKiqkmTOl7q7Xf/YzX9Kq/YytsrJOamJZK738snTffdJrr3U+6JlnSjfcIJ1zjmRMSF8H4JS2HQpDSWJJYkkhAABADLGURkcISGQBMcLt9i+JJfnyTQsWSDfe2E3DLVuk666Tnn+++0Ffe813u+AC6aGHpAED/IgaCK9bb7015CQWOxUCAAAAiYNi70CMKC/3L4kl+drNmdNNo5UrfUsG/Ulitff8875+K1cG1g9wkNvt1sSJE7V06dKQxmGnQgAAACCxMCMLjtiyYa+efsSjyn9t0r69TcrJz1Dp2YU677JRysnLiHZ4Mc/j6bomVkcWLfL163CiyZYtvrWGGzcGF9DGjdLpp0uVlQk1M8vb7NWOxau0+dVP1Lhjr0yKS9mFfTTownHKGV0Q7fDikrVWm9/fIc8Ta1S9qlbeFqteg3vouEuPUeG0gXKlBP55iRM1sSRfEitedyrcv6FaG59frj2fbFJLQ7PScrPUt3Sk+k8rVkpWerTDi0uNu/dr44sfa/u7VWre26DUHunqPWGIBl94vDL79ox2eHGpuaFFq5//Qp8/u177ttcrJd2lvsf31pjvj9BRo/OiHV5cstbqsze26u0/rtOOdXWStTpqWE+d+v1jNOqM/jIs/Q/Kl57dWvjwalWt2KXmRq9y+2XqlG8N1ckXH620jJRohxeXdm/ZL3fFanne3Kr9e5rVIydN484s0OlXDFevPrz3BxBexlrWpsYTY8yykpKSkmXLlkU7FElSQ32zfnnjIj3/xGfyeo/8WcrskaqZt0zUzFsn8OarC7//vfSjHwXe7957O1heaK104YXSCy+EHtiUKb41jAnwvdvxzhp9+j+vqmHb3g6P544dpDFzzlXWwNwIRxa/qlfV6pWr3tG25bs6PJ4zNFtTHzhZQyb7nwx1u92aNm2aI8sJZ82aFXdJrOa6Bn32q39o+z8/6/B4Ss8MDb/2axr0zQkRjix+Wa/Vqofe0bo/LZG3oeWI4ybFpSHfHKvjfnK6XGlc0Ppr5fwqvXnzUu3f0dDh8aPPKNBZ876iHn0zIxxZ/FpfuUuPXPaeNn9a2+HxAaNydNWfT1bhhN4Rjix+1Wyr1/3f+5c+XNDBDjmSeh2Voe/fO1Ff/XZhZAOLY82NLXr8pkotnLtKLc1HvvdPy3DpGz8+TpeUj5PLFf/vH6NlwoQJqqysrLTWJtwffGPMsnwVlkw1v4x2KI573f5M1apKyO9brGFpIYLW2NCi685/Sc8+9mmHSSxJqt/XrN///D39+sdviaRp52o7fs/arV07j7wo08svO5PEkqSFC6Unn3RmrCja9sZKffDjZzpNYklSzYcbtWTGn7R/4+7IBRbHdq2s0VNTX+s0iSVJtevr9NyFb6jq9U1+j+tETaxbb71Vb775ZlwmsZb/8P86TWJJUsveBn1+92uq+uPbEYwsfllr9dEvXtWaR97rMIklSbbFqy/+9oEqf/KCvM2h/ewli48eW61Xrnyn0ySWJH3xxmb9beoC7dteH8HI4tfaf+/UnZPdnSaxJGnLZ7W6q9StNe/tiGBk8atmW71+ftqCTpNYkrRnR4N+/5139PrDqyIYWfxqafbqt9Pf0msPft5hEkuSmhq8eu7XHj004z3e+wMIGxJZCNr9v/i3/v3PDX61/b8HPtSrT68Oc0TxKycnuH6eRV8e+eB994UWzOF+/GPfLK84Vb+lVh/P+rvUSbK1vcYddfrwthd449UNb4tXf//OYtXvauy+bZPVPy5/S/t2dH0x61RNLEm67LLLQh4jGlb97+vau3KLX23XzV2s6qVV4Q0oAWx47iNtfNHjV9vti9dq7R//HeaI4t/2j6v1xn/69zztXrtHC659N8wRxb/G/c164MK31FDXcbK1vYa6Fj1wwdtq2Nccgcji20NXvqvNq/b41bbih+9r/YfVYY4o/r1w1yda9pJ/ZSsWPbFW7nm89wcQHiSyEJR9dU3627yPA+rzp/s+CE8wCeDg3U11mAAAMs9JREFUxBF/Eyi+dtuXfqi6mnbJhG3bfDsPOmnbNumvf3V2zAja8NwH8jZ2f3HQZs+nW1SzIsjaYkli/cLNqv7c/2mETXub5fnTmk6PV1RUaNq0aXJiyXS87lDYuKtOW18L7DV1w9+WhCmaxGCtVdX/BfYz9cXfPpC3yf/Xi2S04uGVsgFMXKt6fZN2fV4TvoASwJKnvlDNZv9nrtVurdeSp74IY0Txb+NnNVr+sv+zga1XevU+NrnpSnOTV6/eH9hz9I/ff8aHgwDCgkQWgvLaM6u1p6b72Rjtrfj3Vn22gunwHSkulk6a1CzJ31oCRnnarLT6nXrjL2sPPuzAbJYO/fa34Rk3zGyLV5ueXxFwvw3PLA9DNInjoz8G/gnrR39c3eGbWbfb7Uhhdym+dyjc/PKHsgEua9vxzmrVbwtyXXISqP5go/au3RlQn4Ydddq2qPOka7Jr3NOkz/5WFXC/YF4zksmihwP/mVscRJ9kEsxMoLefrNL+PU1hiCYxLPv7Bu3eEthS4Y2f1uqzt7eHKSLEMyvJmgS8RfuJTSIkshCUzz8KLiG16uPALiqSybFDOq/fdCSvhrl8CZp1H7ebCu/xbwlNwJYtk7bH3xuRxup9aty1L+B+e9fE39caSTs+2R1wn9qqvWred+RMl/LycseSWPG6Q6Ek1a3eFngnr9W+dXw40Jk9q4J7bvas5ve/MzVVe9W8P/AZazuDeM1IJhs/CnzG2oaPdjsfSAL58uPdAfdp3N+irWsDeS+WXL4I4jkNpR8AdIVEFoLS1BjchWdjAEu8ksmnn0rz/3F4oazDc/pt9706zvxLvY2veGlT+wLG+/eHK8TwzfYKo2CXCAWyFDEZtXRSNDvQfh6PR4sXLw45nokTJ2rBggW68sorQx4rWvhZdR7PqfNagvzbH+xrRrJoDuL5aW5gY4KuNAf5s9pUz89qZ5qC/Jlr4vcfQBikRjsAxKej+veIaL9E4vFIbrdvp8KcHOmUU6QrrpDqG3x55QztVabqVKP+h/X0LScc5lpxIIklSfn9sw42ycpS2Hg80tlnh2/8MEjPy5Jcxq9C74f065MdpogSQ/aALNVtDixpmpKZovTctEMee+ihh0KOZeLEiVqyJP5rRaX36RlkP35WO5N5VHDPTUaQ/ZJBdv/MoPr16B/Gv00JILcgS7u+DGz2cO6A4L4XySJ3QHA/c3k8r50K9rnJ4/cfQBgwIwtBOXv6sQH3yT8qUyefMTgM0cQHt1sqLZXGjJF+9CNp1izfvyeeKH3yia9NimnWCa6FmpTysk52PaeR5j0NM5Uaad7Tya7nNDHl1UOSWJJ0+iXHHPj/3+91h+8L2Bf4Er1oS8lKV9/JIwLuN+DM0WGIJnEUfXNowH1GXni0XCmH/sl56aWXQorD5XLpN7/5TUhjxIr+UwL/mcsanK9eowrCEE1i6HvqMKX0SOu+YTsmxWjAlJFhiij+9RqcrYKTjgq4X9HFhc4Hk0AmXXp0wH1O/Hbgr8PJ5KuXBPF36pSj1HdocB8qJIOTLzparhR/a7n6ZPZMVcnXB4UpIsQ7r2zC3RA5JLIQlKHH5ukrU4cE1OeiK0YrIzM5JwFWVEjTpkndraL6ygm71cv4al71NLt1tOtTDXOt0NGuT9XT7D6i/Ziv9tcxx/eWZ5tHQ/53iH65z+EdC9vrEZ+z6QZfXBJQ+5TsdA04i0RWV0Z/Z7hSMlMC6jN2xqHJAY/Ho/Xr1wcdQ7zXxDpczvGD1PPYw2dhdm3gRSUyrsAuKpJJana6Bn0jsB0s+5WOUGa/XmGKKDGMuyqwRF/PQT007GwuZLvytWtHyAT4q1x67fDwBJMgSr4xSH0GB/a+Zdp1JLG70ntQD514QWDv/U/7zjHqkRPYBwoA4A8SWQjazXecqp456X61HToiV1f+JLCEQqJwu6WZMyV/6lm/s6KP0o72b7ZbRo8UnXB7vUofK9WYh8ZoQ+0Gbe8pLQ3XBI3iwC4IY0XvE4eq/9RRfrcvummKUnv493OdrLL6ZOi08vF+tx9z+XAVnHjoLI7bb7896PMnQk2swxljdOxN02TS/EsQ9ho1QIMuTM7X1ECMuPoUZQ7wLzGVlpupoh9NDnNE8W/kN4fq6NMH+NXWuKQz7pkkVypvN7vSd1hPnXO7/x+gnHP7aPUbTsK1KympLs14YJKMnz96x08ZoK9cyiy37vzHr09Qzz7+vUfqM6SHLp51fJgjApCseGeBoB07po8efulc5fXpes38sFH5euSV85XXOznrDpSX+5fEkiSv16im/ykaNja/y3bZuWma+PB2ff+9i7V4/aHTvO452fev45NbJ050esSIMMao+L+/rv5TuklmGanop1M08FzedPnjhGuL9NVfnNBtu+P+Y5hOv+fEQx6rqKjQiy++GNR5Bw4cqCVLliTMTKz28sYN0fF3XCxXZtefXvcaPVBj77lEKd20g6/e1Yl/+JayBud23a5PtiY9NF3ZR3f92gvJlerSN/48WUef0fWnJq40ozPnfkXDzk7ekgKBuGDO8TrzJ91/6DL1x0W6YA5/p/wx4dzBuuFPX1VqeteXO8dPGaAfz5+sFBKu3RowvJdmvVbWbb2s/sN6ataCMuUXUB8LQHgYa1nLGU+MMctKSkpKli1bFu1QDtixdZ+efsSjpx/5WFs31h14/Nji3rr02uN13mWj1CM7OS+4PB5fTaxAVS5t1ubla/TiHz7Tmg92HXi894AsnXNVkXp9fZMufvlc2Y7SVVbacrfUv+7IQ0E76yzplVccHDDyrLXa8dYabZhfqZ3vrjvwuCszVQVnF2vw9BL1OrZfFCOMT1uX79SKeZ9r5fz1amnd7cm4jI45a5DGXnWshpYVyLRbM1NRUaGrrroq6PP94Ac/0AMPPBBy3LGsfkuNNj63XJtf/EBNuw/Wput1XIEGfXOC+k8dLVd6ci7TDlbT3gZtfNGjL57+QHVVB19TswpyNOTicRpy4fFKz4/P5dPR4m32atULX+jDilXa+Pa2A4+n56Rp9HeGadxVI5V/7OG78aI7n7+1Tf98YLWWPfOlvM2+v/GuVKMJ3xyi0384QiNP4+9UoDavqtWCB1fpzcfWaF9N04HHR5f209Rrj9VJ3zyaJFaA9uxskLtitV7/wyptX3/wDefAohxNu/ZYfe2K4SwpDNGECRNUWVlZaa2dEO1YnGaMWZanwpIy15xoh+I4t3eWdqsqIb9vsYZEVpyJxURWm+ZmrzZW1Wrf3ibl5meo4Oheh1zAJqPf/95X0D1Q994r3XijL/myfUOd9uxqVEaPFBUc00spqS6Ne2icPtz2Yaf9v7NC+vNzIQR+uH/8QzrnHAcHjK7G3fvUuKNOJsUoc0COUrJYShiqxj1N2rtpn7zNXmUP6KGsPhmHHHe73SovL9fi7grFdePjjz9WcZwucw2Ut6lF9Zt3y9vQrNTcLGX2IykQKmut9m+uVfOeBqX0SFePgTkyKVzAhqpu637t21avlMwU5QzJVmqANfRwpH27G1W9wZfIzh/cQz3y+DsVqsb6Fu1YX6fG+hbl9c9UXpA7G+Igb4tX26rqVL+nST3y0tV3aHbSv/d3SjIksk5PwETWP0lkRQwf6cIxqakuDR2RF+0wYkptbWj9jDHqN6Sn+rWrrenZ5ukyiSVJ/zdWuvwDaeq6Lpv558ILpbPPdmCg2JGe10Ppecy+cFJ6rzT1Lup4+VZFRYVmzpwpr79rbDtRWFiYNEksSXKlpajH0X2iHUZCMcaox8CulxkicNn9s5Tdn6SAk3rkpZO8clh6ZooGFvGBgJNcKS4NoF4bgCjgY0ggjHKCfL/UVb+yJ/yoDWSk714kbcoO7vwHDB4sPfigAt5OCWjldrsdSWJJ0jkJNCsQAAAAQHBIZAFhFGw96s76Tf/bdG2t2+rXGFt7Sad/X/qy9YOygBcRDx7s23JxgH+7UwEdKS8vdySJJfnqYwEAAABIbiSygDAqLpYmB7ibe2mpr9/h3Gvdmv/p/IDG+vwoadJM6blRUtucKr8SWhdcIC1ZIo0cGdD5gPYqKipCronVprS0NKmWFQIAACQqK8km5H+IFBJZQJjNni25/PxNc7mkWbM6PnbhUxcGdf6tvaSLLpHO+Q/plREHE1odOussX2H3Z59lJhZCUlFRoauvvtqRsVwul2Z19osBAAAAIKlQ7B0Is7IyX5mpa6/tup3LJc2b1/GywiH3DNGexj3BB2GkV0b6bkfVSWU7czSn36U6NmuQ1KOHbwrYxIlS377BnwNoddddd+nmm292bLx58+apLNh1ugAAAAASCoksIIw8Hl+Zqe5WV5WW+mZiHX6tftc7d+l29+1qts2OxdRv6Gj99U6PY+MB7VVUVDiaxLrpppt05ZVXOjYeAAAAgPhGIgsIA7dbKi/vOIE1cKB04YW+lXs5Ob7kVUelf654/go9vuJxR+M67ejTtPj7ztQsAg7ndrsdW04oSSNHjtTdd9/t2HgAAACIDc5sBYRkRY0swGEVFdK0aZ3Pwtq0SXroIV9C68YbO05i3fXOXY4nsW465SaSWAir8vJyWetMmUtjjB588EFHxgIAAACQOEhkAQ5yu6WZMyVvNx8xeL3S1Vf72h9u5t9n6uaFzi3NkqQ7p9ypu6cxswXh4/F4HNuh0OVy6ZFHHqEuFgAAAIAjkMgCHFRe3n0Sq43XK82Zc+hjxQ8Ua17lPEdjumLcFfrpV3/q6JjA4X75y186Mk5paakWLFhAXSwAAAAAHaJGFuAQj6f7ou6HW7TI16+4WJr8x8n6ZMcnjsbUI7WH/njBHx0dEzic2+3WX//615DGuPTSS/Wzn/1MxR2ttQUAAEACsfLKmXIUsSURv6bYRCILcEhHywT97bcly623vnjL2YAkvfjtFx0fEzjcD37wg5D6l5aW6i9/+YtD0QAAAABIZCwtBBxSWxt8v5l/n+lsMJIqzqtQ2TBqDCG8Kioq9Pnnnwfd3xijWbNmORgRAAAAgETGjCzAITk5wfVbv/8jrW1Z62gsd065U1eOp8YQwu+2224Lqf+ll15KUXcAAPD/27v3MDvL+l743zsEwpkhQEA5hQQRpKImoVIPoIRD1bJ1W4KHilURIm213aWQ15e37F3cl8rh6r7e+u5iOHja291C0K3bui2QsFUUayVpURGpJBxURCMwhGNIMvf7x8zgGGeGWTNr1ppn5vO5rrlW8pzmNytP1jzru+779wCMmRFZ0Catvxfvn0N9de9b21rHxa+5WHN3OuKaa67Jxo0bJ3SMCy+8sE3VAAAAM4ERWTBBd9zR3+dq06Zk4cJk/fqx7lmSQ7+azGtfg/dj5h2TvzzBNC064yMf+ciE9j/hhBM0dwcAmGFqklq6XUX7afXeOYIsGKc1a5KLL279ToXPKtuSEz7UtnpmlVn561P/um3Hg9F88YtfzPqxp7a/YdasWXpjAQAALTO1EMbhmmuSU04ZS4i1fS4/8PeyLTnt7GTBzW2r6arTrtLcnUm3Zs2aHHPMMXnTm940oeNcddVVemMBAAAtMyILWrRmTXLOOUlf31i23n7M7MB0whM+1NYQS3N3OuGaa67J2WefnVonNnD6vPPOy3ve43wFAABaJ8iCFtxxR7J8+VhDrAF7/yh56aeTOZuSBWva2hMrSY7a9yjN3Zl0l112WS644IIJH2fevHm5/PLL21ARAABN1aejFBMgyIIxGH8/rJo88oLkqP/Z9gBr0FH7HjUpx4VB11xzTVtCrCT58Ic/3JbjAAAAM5MeWfAcxt4PazgDUws3TF4voHe+5J2Tdmy47LLL8t73vrctx9pll11y1llnteVYAADAzCTIglG01g9rFJv3bEs929t59s5545FvnJRjQztHYiXJ4sWL23YsAABgZjK1EEZx8cVtCLGS/v5Yk+Di11w8KceFdvXEGuov/uIv2no8AACaqeqRxQQYkQUjuOOO8U4nHGrgBXrBmoke6DccMfcITd6ZFO0eiZUku+++e974RqMHAQCAiRFkwQjWtCV7KsmhX217o/dD9zo0d73/rrYeE5JkzZo1Ofvss9t+3IsuuqjtxwQAAGYeQRaMYFM7ZgOWbckJH2rDgX7l7EVn594/u7etx4RBF198cWpt71DvU045Jeefb/QgAAAwcXpkDVFKuSDJwiS9SRYk6Umyota6bhzHOinJsiTrk+wz5Fi97amWyXTZNy/LX96wNckHx7F3TVL6Q6zTzk4W3NyWmn7noN/JrWfd2pZjwXDOO++8fH3i82l/zemnn55Vq1a19ZgAADRXTdKONsRTja5fnSPIGlBKWZnkklrrhiHLLkiytpSyrNZ6fQvHOj3JB2uti4csWzRwrMXCrKltyf+1Imv//vXJfSeM8wgD0wlP+NCEQqzddtwtB+5xYP7kt/8k73/5+8d9HBiLU089NTfeeGPbjvf85z8/n/nMZ7J06dK2HRMAAECQlWdDpnPSP3rq0iGrrkxySZKrkowpyCql9CRZleTkoctrretKKesGjrVs4lUzGZa874qsvfLDSd0hz46sasXeP0re9qZx98Q6YLcD8p9P/M85a9FZ49ofxmPZsmVtC7F22GGHrFy5Mmed5RwGAADaT5D16xYO/UuttbeUkvRPCxyrMwYebxtm3bXpD7mYgi77b+uy9spzBkKspOUQq2xLTntfyyFWSclxBx2Xq067KkfPO7q17wkTtGbNmlx//ZgHnD6nG264wSgsAABg0giy8uxoqb23n/JXSlkw8MfVLRxuWZLeEaYPbhg47umtTFWkM/7TxduGhFhjNf5+WEfMPcK0QbruAx/4QNuOdd555wmxAACASSXIGjBC8LRiu8exWJLk4RHWDX6PYzPGqYp0xhe/fneevPvYtD6dcHz9sPbddd/c9f67WqwS2uuOO+7ID34wvmmw2zvvvPNy+eWXt+VYAABMb31aozMBgqxhDPS5OiPJSUkWt3jXwp6MHGQN3ea5alg7wqojW6iFMfrMF36a5PC0PJ3wlR9OTr6wpV1KSjaev7G17wOTYM2aNRM+xl577ZXPfe5zRmIBAAAdIcjaTinlkvQHTUuSrMzAdMAW9Y6wfDDgmjuOYzKJHt00zk8Ednqypc3nzJqTp//y6fF9L2izTZs2TfgY3/zmN3P00Xq7AQAAnSHI2k6t9dlphKWUC5LcU0pZVmttpU/Wc+kZQx2Lh1s+MFJrURtrIclee7Y4EmvQnLEHAZeedGnOf+X54/s+MAn23HPPCe2/ZMkSIRYAANBRs7pdwFRWa700/aOobhqYbjhWI207OBKrd/xVMRne+aYDB/401pFZA9steO6pWX/1mr9K/Y9ViMWUM9HpgB/96EfbVAkAADNJnYZfdE6jg6xSytpSSh3H1+ktfJvB/ljnjHH73jFs81w9tOiwNx5/ePZ64b9m7D2yBpq8zxu9UfY1/+6aXHTCRROsDibH0UcfneOPP35c+7pDIQAA0A2NDrJqrYtrrWUcX792x8BSyqpSyvoRRl0N9sg6doxl3ZZkwQjrBpeP1MidLrrwwr6kbBvbxmVb/50KR7Dvrvtm9Zmr856XvadN1cHkuOiiizJrVmu/CtyhEAAA6JZGB1ltdHr6Q6bhmrAPhk/fGeOxVo2ybvBY7ey3RZucf+ai/OH/c+uQMGv7AaIDfy/bktPOThbc/BvHmF1m5+rTrs7G8zdm6QKjVZj6li5dmiuvvHJMYVZPT09Wr14txAIAALpGkNXv+iQn11qHu0PhoiHb/JpSynAjr64bWDfc9MVlSVaP8H2YAj518atz6advH2Ga4cB0wjNPSRZ98tfWzNt1Xr5/7vez5aItOWvRWR2qFtrjrLPOyo033pgTTjhh2PUHHHBArr766jzyyCOmEwIAMCE1SV+p0+5Ln6zOcdfCfmcnuaqUsmFoyFRKuST9o6iWbx8+Dd49sJSyuNY62EcrtdbeUsryJJdkSPhVSlk0cKxh70bI1HH+mYty/pnJF79+dz7zhZ/m0U01Zc5j2fOo7+TOXJ+fPPaTzCp7Zf/d9s+f/Paf5P0vf3+3S4YJW7p0aZYuXZo77rgja9asyaZNm7Lnnntm6dKl7kwIAABMGYKs9IdPSZaVUi4Z0idrcJrhwhFGUK1O/90Je4c53pWllA2llFXpn5K4z8C2iwe+Fw3wxuMPzxuPP3zIktOSXNytcqAjjj76aMEVAAAwZQmyhqi1rmhx2xG3r7Wujl5YAAAAAG0jyAIAAAA6pKZvWnaUmo4/09Sk2TsAAAAAjSDIAgAAAKARBFkAAAAANIIgCwAAAIBG0OwdAAAA6Bht0ZkII7IAAAAAaARBFgAAAACNIMgCAAAAoBH0yAIAAAA6oibpm4ZdsqbfTzR1GZEFAAAAQCMIsgAAAABoBEEWAAAAAI2gRxYAAADQMdOxRxadY0QWAAAAAI0gyAIAAACgEQRZAAAAADSCHlkAAABAx/R1uwAazYgsAAAAABpBkAUAAABAIwiyAAAAAGgEPbIAAACAjqhJamq3y2i76fcTTV1GZAEAAADQCIIsAAAAABpBkAUAAABAIwiyAAAAAGgEzd4BAACAjunTGp0JMCILAAAAgEYQZAEAAADQCIIsAAAAABpBjywAAACgQ2r6ynTskTUdf6apyYgsAAAAABpBkAUAAABAIwiyAAAAAGgEPbIAAACAjqhJ+rpdxCTQIatzjMgCAAAAoBEEWQAAAAA0giALAAAAgEbQIwsAAADomD4dpZgAI7IAAAAAaARBFgAAAACNIMgCAAAAoBEEWQAAAAA0gmbvAAAAQMdUzd6ZACOyAAAAAGgEQRYAAAAAjSDIAgAAAKAR9MgCAAAAOqIm6ZuGPbKm3080dRmRBQAAAEAjCLIAAAAAaARTC5mwvr6am9fck6uvXJdv3fqTPPH4lvTsvXNO/d2FOXv5orz0ZQd0u8RGuvO7G/PZld/Nmi/fk96Hn84uu87OouOelz9YfkyOP+XQ7LCDHLpVm376ZL5z9Ybc/tn78tgDT2XW7JL9jtozS967MMe87ZDstKuXxFY9+diWfO2zG3LjJ+7OT+96NNu21ex38G557ZkLcspZL8je++/S7RIbZ9vWvnz/Hx7ILVesz73//FC2PLUtu+0zJy9984F59bmH53kv2qvbJTZOrTX3f/uh3HrF3fm3Gx7M049uyU67z87hr52X3zn38Cx8zbyUUrpdZuP8YsPj+T8f/1G+fd392fSLzZm906wc8tKevPacw7Pk9w/OjnN26HaJjfP4I5uz5tPrs+aT6/Pzex5PrTUHLNgjS9+1MEvftTC77z2n2yU2zpZntuWbn78vX155Vzbc/nC2PtOXnnk75/hlh+X1y1+Y5y3Yo9slNk6tNbd/9cH8r4//MLd/9Wd56rEt2W2vnbLk1ANz2vuOzFEv389rKjCpSq1mcjZJKWXtokWLFq1du7bbpSRJfvbAY3nbGZ/PurU/G3GbN//+kbniqjdkl1127GBlzbV589b83+euyRc++8MRt3nRS/bLys+dlucf7OJrLGqt+eZ/uSs3fvC76ds6/GvebvvNydtWvTLzX71fh6trrnU3PpDL3v71PP7IM8Oun73TrJzzX47N6973wg5X1lwb1z+ej592Sx68c9OI27xq+cKc8bFF2WFHYfZYPP3YlvzdO/4pP/jSAyNuc9ir98s7r39Fdt9v5w5W1lx9fTWf/8vv5h8++oOMdBm5zyG75k+/cHwOfenenS2uwb5x3b352Hu/laef2Drs+jm77pD3X/2KvPot8ztbWINtuP3h/Kd/vyYb739i2PWlJGdc8OK880OLMmuW4GUsHv3l0/mrZTfne7f8fMRtjnvDwfngfz8hu+7h2n+8Fi9enHXr1q2rtS7udi3tVkpZu3MOXrRgxwu6XUrbbdhyaZ7Oj6flv9tU4yqYcXvol0/m9af+j1FDrCT5/Od+mLe/5fPZsmVbhyprrm3b+vKBP/jKqCFWkvzg9o1569JV2fjg8Bdm/LqvX3Jn/vH820cMsZLkiY2b86nf/Wruv/WXHaysuf519QO5+LQ1I4ZYSbL1mb787R9/O//wX0c/n+n38P1P5K9fvWbUECtJvrFyfT7zrm+nr88HUc9ly9Pb8onfu2XUECtJ7rllY1ae9NU89ejI5zO/8nfn/Uu+9JGRQ6wkeej+J/OR167JT+54tHOFNdg3rrs3l7/9lhFDrCTZ/OS2XP72W3LLtfd2rrAGu++OR3LBiV8ZMcRKklqTay/5Xq78i3/uYGXN9cSjz+SCU/5x1BArSf7pyz/Ohb93U555euTzGWAiBFmM24UfvDnr735kTNuuuemeXLVy3SRX1HzXffKOrP7ShjFt+9P7HsvFf/61Sa6o+R78Xm9uuvB7Y9p269N9ufYPvpVtW/smuapme+bpbbn8Hbdk2yjB4FBX/Yfv5GfrH5vkqprv7963Npt+9vSYtr3tf9yfddfeP8kVNd/XLv9h7rll45i2ffB7j+Yfx/haMZP94OYHc+P/e9eYtn3q0S258p3fitH/o9v00Ob8zVm3jhoMDvU3Z92aTQ9tntyiGq7Wmsvf/Y088eiWMW3/xb+5M/+yZvTAm+RT/3FdNnx3bNf+3//mz3PtZd+f5IqAmUqQxbj8cuOTuf66O1va56qV64wgGEWtNf/tittb2ueGL9ydnz/w+CRVND18+2/vbmn7R+9/Mnf9g4vZ0Xxj1b15dOPY30T1bav5xyv/bRIrar5f/Oix/OAro49u3d7X/r8fTVI108O2LX351sfXt7TPbZ+5N08/NrY3vjPV6v/a2nl33788kru/ZaTraG7+9PpsfnLso9afeWpb1nyqtd9tM80P/2lj7l73UEv7fOlvjR4ezZOPbcmNn27tvPvyVXdl6xYfDgLtJ8hiXK679o4880xrUwXX3/1IvnXrjyepoub73rpf5K7vt3bRtW1bzf/8bGuB4kyy9Zltuf2z97a839pP3NP+YqaR1eN4A3XTJ+82KmMU//Sp1s+5Dbc+lAd/OPo0xJns3256MJseeKqlfZ55fGu+u8rvqZE89svNWffFn7S839evGdtI45lq9Sdbf01d/QlB1mhu/FTrQf+3v/Tj9G4c26jYmejrn7s3T7YY9D/0wJO57YafTlJFNFlNTd80/KpxrdspgizG5d57ese33716ZYzkx/eM77n58T3eyI7kiV9szjNPtN6b7ZF7jXIbzXimCT720OY8ZaTLiH65YXz97h66R5+8kTy0fnz/jx/2nI7oofufSB3H4IqNXlNH9eA4XlN/fo/ndDQ/29D689PXV7Pxfs/rSB7cML4WAQ/eq7UA0H6CLMZl3AMrjMgY0XifGk/pyMZ/nra1DAY4V0cxzifHKLdJ4Ckdkd9TU4fn9DmM+zW1zXXgOQUmhSCLcTl0/l7j2u+QQ8e330xw8Pw9x7XfQfP3aHMl08fu8+Zkx112aHm/nkN3m4Rqpo/9D2v9nNt9752yi9twj2ifw3Yf337znasjmTvO53Tv+bu2uZLpY59Ddk0Zx5Xjvs7TUe0/jnN13vzxnd8zxXh+T5WSzDvEuTqS/cd5zo13P4DRCLIYlzPecnR23LG102f+YT155asOmaSKmu+YJfvn8CPntrTPrFklb3r7UZNUUfPNnrNDjnn7oS3vt/jdh01CNdPHSe9c2PI+S/9wYWbNKpNQzfRw3Lvmt7zP/JfPzfNe5MOBkRxxyv7Z44CdW9pnx113yDHLDp6kippvz/12zkvecGDL+x3/7gWTUM30ceIfjuM19V2t7zOTnPzOw1ve57ffcHB65u0yCdVMD8f//vzsvNvslvbZe/9dcuyprb9mADwXQRbjMm//3fKmNx/Z0j5nn/Myb2RHUUrJmece09I+J522IM8/2Iis0bz83NYuZvc8cJcc+e9cdI3mVW+Znz32mTPm7UtJXrf8hZNYUfPt/8I9c+RJ+7e0z/F//IJJqmZ6mL3TDjnunNbe7C9+x/zsstdOk1TR9HBSi+fdQS/eK0e8ar9JqmZ6OOndh2fHncc+enjHObNy0rsFWaM5+lXzctgxe7e0z2nntnZdO9PsttdOOfnM1q6pXv/eI7LjTq2PjGdm6HZj9sn4onMEWYzbRy5ZmvljnGJ4/AmH5JxzF09yRc331ve+OMefMrYRRPsfuFsu+usTJrmi5nv+y/bOay86ekzb7rDTrJz+meOyQ4ujDWeanXednT//1Csza4exBdPvumRxDjxifFNnZ5K3rVySPeaNLSB86e8flGP/oPXRhjPNay44Mocct8+Ytp135B553YdfPMkVNd9vnXxATnzf2N7Mztl9ds759O+kFB9ijWav/XbOH3/8uDFv/0dXHGfk0HMopeS8T7wqO+8+thFErz/niCw65fmTXFXzvftDi3LIUWO79j/y2H3z1hWtfUALMFberTFu8/bfLV++4e35rReP/knr695weP7++tMzZ05rw5FnotmzZ+WK634vr3vz6G8SDj9ybv5+9bI87yCjscbixIuOztKLfysZ5b3Uzj075swvvToLXjOvc4U12JLXH5QLP/eaUd8kzNqh5KzLl+Tf//mLOlhZc+27YPf82ddOzL4LR+8n8vJ3zs+7PnucEa5jsNOus/Pe/318XvAco90OPnZult/82uw6d+wjDWeqUkrO/NjinPpno4+y3OuAnbNi9Yk59KWtjYqZqV575oL86SdfkR3njHxpvuOcWfnTT7xiXFMRZ6KFL90nH73pdzP3eaOHfm/6wIvyRx87TuA6BnvsPSeX3fS7OfLYfUfd7mUnPi8f+cop2XlX1/7A5CjueNQspZS1ixYtWrR27dpul/KsrVv7csNX7s5VV/5LvvXNH+epp7Zmzz3n5NTXLcw5yxflt4870MVBi2qt+e5tP89/X/ndrP7Shmzq3Zydd5mdRcc9L+943zE58Q2HZccdDdVu1cP3PJ7vXLk+t3/2vjz2wFOZNXtW9jtqjyw5e2Fe+o752XlPzchb9fgjm7PmM+tzw9U/ygP/tim1L9nnoF1z4pkLcurZR2S/gzXObdXWZ7blXz//09xyxd25758fzpant2W3uTvlJW8+KK8+d2EOWdRaLz36X1M3fG1jbv3bH+WuGx7M5se2ZqfdZmfha/bLK/7oBTni1AMEg+PwwJ2P5uYr7s63r7svm36xObN3mpWDX9KTE5cfnpe/9dDM8Sa2Zb2/eCqrP3F3bvrE+vzi3seT9Dd2P+ndC3Pyew5Pz/5GYrXq6Se35uvX3ZP/vfKurL/94Wx9pi8983bO8Wccljcsf2EOOaqn2yU2Tl9fzW03/DT/64o7c/vXHszTT2zNrnvsmMWnHJg3nntkjjnhANf+E7R48eKsW7duXa112k1pKaWsnZODFh264/ndLqXt7ttyWTbnJ9Py322qEWQ1zFQMsrbX11e9IWgzz2n79fXVlBIXWm1Ua02tca62mf//7ec5bT+vqe03eI3uOW0fv6cmh9fU9pv2QVY5aNHB0zDI+vGWy7K5CrI6wUdltJ1fZO3nOW0/z2n7lVLi/Vb7OVfbz3Pafp7T9hNgtZ/fU5PD/3+g0/TIAgAAAKARBFkAAAAANIKphQAAAEBH1CR9mX69uqffTzR1GZEFAAAAQCMIsgAAAABoBFMLAQAAAKaAUspJSZYlWZ9knyQ9SVbUWnsncMzTk3yw1rq4HTV2myALAAAA6Jjp2COrHYYLnEopi5KsLaUsbiXMKqWsTDI3ycNJTmp3rd0kyAIAAADoolJKT5JVSU4eurzWuq6Usi7JVekfqTUmtdblQ469Nv0ju6YFPbIAAAAAuuuMgcfbhll3bZLTO1jLlCbIAgAAAOiuZUl6R5g+uCF5durhjCfIAgAAAOiuJenvZzWc3oHHYztTytSmRxYAAADQETXJtmnY7H3gJzpyoB/Vb65/7jsG9mTkIGvoNjOeEVkAAAAA3dc7wvLBgGtuh+qY0ozIAgAAAJi4H45h5NVE9EzisRvDiCwAAACA7usZYfngSKzezpQxtRmRBQAAAHRM3zTskdUGvWPY5rl6aM0IRmQBAAAAdNdtSRaMsG5w+bCN5GcaQRYAAABAd60aZd1gkLW6E4VMdYIsAAAAgO66LklKKacPs25ZktW11g3bryiljDSKa9rSIwsAAADoiJo6LXtk1Qn+TLXW3lLK8iSXJLl+cHkpZVH6R2T9xt0QSylrkywqpSyuta4b5fA9+VXD+MYTZAEAAAB0Wa31ylLKhlLKqiTfSbJP+kOoxbXW3mF2WT2w/jfWlVIuSHJs+kOwBQPL1idZl2RDrXVF+3+CzhBkAQAAAEwBtdbVGWMvrIEwathAqtZ6aTvrmkr0yAIAAACgEYzIAgAAADpmW+nrdgk0mBFZAAAAADSCIAsAAACARhBkAQAAANAIgiwAAAAAGkGzdwAAAKAjapJtqd0uo+2m3080dRmRBQAAAEAjCLIAAAAAaARBFgAAAACNoEcWAAAA0DHTsUcWnWNEFgAAAACNIMgCAAAAoBEEWQAAAAA0gh5ZAAAAQEfU1Gwr069HVtX3q2OMyAIAAACgEQRZAAAAADSCqYXNM//OO+/M4sWLu10HAAAAbXbnnXcmyfwulzFp+urGPLH5Y90uo+366sZulzBjCLKaZ9NTTz2VdevW3dvtQmaIIwcef9jVKqCznPfMNM55ZiLnPTNNk875+Uk2dbuISfLDZEv66gPdrmOyNOH8arxSq4ZkMJJSytokqbUaAseM4bxnpnHOMxM575lpnPMwfeiRBQAAAEAjCLIAAAAAaARBFgAAAACNIMgCAAAAoBEEWQAAAAA0grsWAgAAANAIRmQBAAAA0AiCLAAAAAAaQZAFAAAAQCMIsgAAAABoBEEWAAAAAI0gyAIAAACgEQRZAAAAADSCIAsAAACARpjd7QKgqUopFyRZmKQ3yYIkPUlW1FrXdbEsmFSllNOTnJz+c35uktvSf973drMumGwD5/4Ha62Lu10LTEQp5aQky5KsT7JPfnX90tvFsmDSeP2G6UeQBeNQSlmZ5JJa64Yhyy5IsraUsqzWen33qoPJUUq5JMl3aq3LB/7ek2RNkntKKYuH/n+A6WDgtX5ukoeTnNTlcmDChntDX0pZlP7rl8XCLKYLr98wvZVaa7drgEYZvOBL/6eXlw5Z3pPkkSS9tda9u1QeTIqB8/4ttdYV2y3vSf95v6HWurAbtUEnlFLWJulxntNUQ16vT661rt5u3aokqbUu60JpMKm8fsP0o0cWjN+v/TIc8ilmT8crgcm3PMm12y8cOO9XJ1kwEHYBMDWdMfB42zDrrk1yegdrAYBxE2RBiwZ6YO09OL1qUCllwcAfV//mXtB4S9I/9WS4sGrdkG0AmJqWpX/UeO8w6zYkz049BIApTZAF4zDCReCK7R5hOlmd/hsb9Ha3DADGaUn6+wUNp3fg8djOlAIA4yfIggkqpfSUUs5JfyPJxe5ayHRUa11Ra917hIbug6O0hpuuAsDU0NOmbQCgq9y1ECZg4C5uPen/lHNlBobmw0wxMKX2pCTXC3EBprzeEZYPjtSa26E6AGDcjMiCCRgYpbJ8yG2s7ymluMUvM8mq9Ae4Z3e7EAAmrKfbBQDAcxFkQZvUWi9N/yeaNw3c4hqmtSEjEheP0DcOgKmlZ4TlgyOxejtTBgCMnyCLGaOUsraUUsfx1codfAanVp0zGT8DtGqyzvuB9YN94Xo78sPAGHTotR6aqHcM24zUDB4Apgw9spgxhkz/m5BSyqr0N7ce7g38YI8sd/1hSmjXeT/UwPTZ5ZNxbJgo5yWM6Lb0fwAxnAUDj2s7VAsAjJsRWdC609N/wTdcQ9TBC8HvdK4c6JxSyqL0h1gnb7d88O6dAExNq0ZZN3j9sroThQDARAiyoHXXJzm51jrcHQoXDdkGppWBOxQur7UuG2b1SXHXToCp7Lrk2anh21uWZPUI1zYAMKWYWgitOzvJVaWUDUMv+AYaXw++0XchyLQycAODm5JsGJheO6hn4HFJElO6mM56MvxIXGiEWmtvKWV5kksy5AO3gZG2C+I1nOmrJ16/YVoptdZu1wCNNOSObcmvfjmuEGIxHZVS1uZXIw6HVWstHSoHOqKUckH6ex4uyK/O/w3pv7HHhlrrim7VBuM12Ocw/W0Q9kn/tcwKN+5gOvH6DdObIAsAAACARtAjCwAAAIBGEGQBAAAA0AiCLAAAAAAaQZAFAAAAQCMIsgAAAABoBEEWAAAAAI0gyAIAAACgEQRZAAAAADSCIAsAAACARhBkAQAAANAIgiwAAAAAGmF2twsAAEiSUkpPkkuS9CbpSbKq1rq6iyUBADDFlFprt2sAAGa4UsqiJGuSLK21rhsIte5JclittbebtQEAMHWYWggAdFUpZUH6Q6wVtdZ1STIQXm1Ick4XSwMAYIoxIgsA6KpSyk1J5tZaFw+zPLXWk7tSGAAAU44eWQBA15RSzklyUpKRwqoFHSwHAIApzogsAKBrSinrk6TWunCEdXNrrXt3vDAAAKYkPbIAgK4YaPC+IMnKETZZkP4+WQAAkESQBQB0zwcHHq/ffsVAyJUkD3euHAAApjpBFgDQcaWUniSnJ+mttQ436uqkgcd1HSsKAIApT7N3AKAbBoOqlFLWDrN+cETWTZ0pBwCAJhBkAQDdMHiXwhW11iu3X1lKqUlSa109ZNmCJJdkSN+sWuuKSa4TAIApRJAFAHTDkoHH1duvGNIf68ohy3qSrE1yWK21d2DZBaWUVbXWZZNbKgAAU0WptXa7BgBghimlrE+yoNZahll3SZILkiwc7J9VSlmZJLXW5dttW5MsrrXqpQUAMANo9g4AdMPcDJkiuJ1zkqzbrgn8GUnWD7PthiRvaXNtAABMUYIsAKBberdfUEo5PUlPko8MWdYzsOw3th9YtmiY5QAATEN6ZAEA3XDbCMsvSbK61nr9kGULBh4fHmb7h4esBwBgmjMiCwDohpvSP73wWaWUCwaWad4OAMCwBFkAQDdcmWTBwLTBwTsVfjD9jdt7WzjO3OfeBACA6cLUQgCg42qtvaWUZUmuKqVsSH8PrMNGCLEGl40UWg23DwAA05AgCwDoilrr6iSrx7DdhlJKb/rDru31JLl+mOUAAExDphYCAE1wXZJjhy4YmJa4IP39tgAAmAFKrbXbNQAAjKqUsiDJ2vT30NowsOyCJCfXWk/uanEAAHSMIAsAaISBhvDLk6xPsk+S1FpXdLUoAAA6SpAFAAAAQCPokQUAAABAIwiyAAAAAGgEQRYAAAAAjSDIAgAAAKARBFkAAAAANIIgCwAAAIBGEGQBAAAA0AiCLAAAAAAaQZAFAAAAQCMIsgAAAABoBEEWAAAAAI0gyAIAAACgEQRZAAAAADSCIAsAAACARvj/Aba3zgN3ZuTuAAAAAElFTkSuQmCC", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 608, - "width": 601 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from matplotlib import cm\n", - "plt.figure(figsize=(10,10))\n", - "plt.title(\"Type I error at grid points.\")\n", - "plt.title('Maximum Type I error (over the non-plotted dimensions).')\n", - "plt.scatter(uniques[:,0], uniques[:,1], c=unique_max / sim_size)\n", - "for i, t0 in enumerate([\n", - " np.array([-2.0, -3.0, -3.0, -3.0]),\n", - " np.array([-3.0, -3.0, -3.0, -3.0]),\n", - " np.array([-3.0, -3.0, 0.0, 0.0]),\n", - " np.array([1.0, -2.2, -3.0, 0.0]),\n", - "]):\n", - " path = optimize_typeI(t0)\n", - " # color = cm.hot(np.arange(path.shape[0],dtype=np.float64) / path.shape[0])\n", - " # plt.scatter(path[:, 0], path[:, 1], c=color, edgecolor='none')\n", - " color = ['k', 'g', 'b', 'm'][i]\n", - " plt.plot(path[:, 0], path[:, 1], color + \"-o\")\n", - " plt.plot(path[-2:, 0], path[-2:, 1], \"ro\", markersize=10)\n", - "\n", - "cbar = plt.colorbar()\n", - "plt.xlabel(r'$\\theta_0$')\n", - "plt.ylabel(r'$\\theta_1$')\n", - "cbar.set_label('Type I error')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "paths=[]\n", - "for i in range(100):\n", - " t0 = -3 + np.random.uniform(size=(4)) * 4\n", - " if np.all(t0 > logit(0.1)):\n", - " continue\n", - " paths.append(optimize_typeI(t0))" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "paths = np.array(paths)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(60, 200, 4)" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "paths.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "30.084824744691147" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(8 ** 4 * 200) ** 0.25" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABJ8AAATBCAYAAACVCTX2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAABYlAAAWJQFJUiTwAAEAAElEQVR4nOzdeXhb1Zk/8O+V5X2TZSdxlDheYidKAlmcHSckZSsQ0gIF0qFsbacwS3+lAymU0ul0OjNtoYE2tJ1OaBmgSSlbYcAEKBCIm5jsJgHiKN4dO4rt2LIS77as+/tDki3bWu692qXv53n02JbOufeVfCVdvTrnPYIoiiAiIiIiIiIiIgoEVagDICIiIiIiIiKi6MXkExERERERERERBQyTT0REREREREREFDBMPhERERERERERUcAw+URERERERERERAHD5BMREREREREREQUMk09ERERERERERBQwTD4REREREREREVHAMPlEREREREREREQBw+QTEREREREREREFDJNPREREREREREQUMEw+ERERERERERFRwDD5REREFCCCIJQKgrBDEISrQh0LERGFN0EQNPb3jHtDHQsRkb8x+URERBQAgiAUAdgDoEgUxQ9CHQ8REYU3URTNAI4B2CEIwkMhDoeIyK+YfKKoJghCkSAIotNF1jdJ9m+gnPs/FqhYKXAEQaj3w+VYqO+HvwmCcJXTsV0a6nii0Pv2n7eGNIoIJAjC+/bjkh++IoAgCK/E8nukfaSKKAjCK5G4fQovoig+DeBVAI9x1CwRRRN1qAMgCrL7ADwto/1tgQpECUEQ6gEUAfhAFMWrQx1PBCnywzbMftgGxQj7h8QiALfav8kmIvI7nhdMFSWPybcA3ALgFUEQCvk+QkTRgCOfKJaYAZTap8JIdZ9TX4pQoigK7i6YOCrlag9ts0IVP0UW+2vMLQAaRFF8NdTxEBFRZLEnmx4GoAHA+k9EFBWYfKJY4qi5cp/HVnb2D5ClABrsl3CwA7aRWxx67z/mUAdAUefhST+JiAKF5wVTRctj4hip/0hIoyAi8hNOu6NY8hJsoxHuhbQPhY4k1asAwmLOvSiKj4c6BiJyTxAEDezfUnPU01SCIOyw//owp5GQFFKPmVg9tnheMFW0PCaiKJoFQXgVwC2CINxrrwVFRBSxOPKJYkkVbCOYNBKLKzuGOe/w2IqIaJzjdYOJJ9fuBaeQkDxSjxkeWxSNXrL/5EhaIop4TD5RrHF8IPQ49c6enNLAVrMlXKbcEVH4cxS3fd9jKyIiIu8cJSOK7CNriYgiFpNPFGsco5i8fTvqSE5x1BMRyeGYovuBx1ZERERe2KeQmu1/rghdJEREvmPyiWKKfRRTFQAIgnCLh6aO5JSk+fWCIFwlCMIrgiDUC4IgCoLQbf97yvQ+QRDutbcR3a28JwiCxr4NURCEh5yuf8V+3WMu+uyw7/8W+98PuYhHMymOY063v+8hnvfd7ddp36J9efmgxRUsTv+zbi/tHrO3e9/puofs99Fx/++13yfH/1fS/RME4Ranx8XRLyxqkTnIidHFcVHk9Bx6SG47p/al9tsdj2+9/f+i8SUOifd/7P8odcSknHh9OQ6dbvP7/0jCfXzIsT+nq7udYhAFL1Ohvb1uuOnj9+eM3NczN9uQdYz6a78S7ptfXqs8bF/OsS7pmPHl2FJyfNj/D47tH/P2f5NLyfaFEJ0XOPXx5TVF8nEs2F5/dji1dxxDOybvz9Nj4tQmqM9DOfG74Pgy42qPrYiIwp0oirzwErUXAEUARPulyH7dQ/a/33fT5xb77cecrjtmv+4xF+1fcdpHt71tvdN197ros8N+Wz0AjYvbHfvb4WZfruJ433Gb0/6d43DEp3Fq6/J2T9t285g57s8rwYzLT8fIVU77ucpDu253/08XbW5x8T973+n2bhf3r9TDdicfY8793cYj87673b/EbcmK0an9vRh/TjouD8ltZ2/72KQY6if9PeX/K2f7Eh6Dex3Hr8T2SuKVcqw6tnPLpOsD8j+ScD9vsR//7zv1P+Z03fuwvz479XG03YHx18PJrwtuH+cAPmekvJ55ikv2/9wf+5X5HJb9WgUP701K7rfUY0bJsaXwuaBx9Xi7+H3Ke6DEx17x9j099hKPm24ofP9V8DgqOo4x8b2q2/4/dt5XdyCPx2DH7yFel+etvPDCCy+Rcgl5ALzwEsgLXCefNE7XaVz0cZxc3Ot0nafk02OwfTDTTLr+3sn7drOf9yddv8PV9fbbpJxkOk6+NW5icZxoFTndfovT7R5PYN08zlKST36Py0/HiNTkk+Pk75iX7XS7+Z+J9t+dj0PnD/QuPzg6PbbHJj02pU4nr4oSR/BT8klJjE6Pi+O51W0/HiYnIaS2c07oTv4g6/xBQ1EcEh8Hj4ltP8fr8kOu/TEXAYjB+h/JfIzcvvZOaif1deMWF30D+ZzxR1yy/ue+7lfGfVP8WgXP702K77fMY0ZqOyXPhQnPgUm3OT82SpNPirfv5bEP5HmBksdR0XHs9PhMSXrb45z8RURAjsdgxe+ijWPbLs8/eOGFF14i5RLyAHjhJZAXuEg+2a9/39WJANwkpuAh+eRl/25POCbdvsP+99jICbhOjEk9yXTV9xg8n1R5Snr5K/nk17j8dIxITT5pvMTp8n8D78mCW9ztH+OJhG43j12pp23LvO9KP4wrihETP+i6PN6ltnPah8tjzN7G8QHumJI4JD4Wj7m6r36Od+x/5qaf4/myw8X+AvI/kvkYebzfTu2kvm5MHh0a6OeMr3HJ/p/7sl+Z982X1yp3r38+3W+Zx4zXdkqOD0h4j/D22HmJ26ftu3vsZR437t7XXL7/Kn2e+fD8cfSRlPgO1PEYrPhdbNfx3OtW0p8XXnjhJVwurPlEscpRSHzyqndjy6SLtiKPvjpq/7nSze1XwlZI8l5BEHbY4zIDuNqH/X/gpq8jFrMoilUubq+3/wxUfaVwjUsSe+wuV0u013hw1BBzV6Te5Ga7r8Jeh2zydgE8Yv/5sKvHzv54VTntOxT8EaPU491dO0ddj8fdbUcUxcdhe26VCu7rvfnyvANsCUopFMcriuIH9ushCIKrhRMc1zkfh8H8H/mbt9cN7aTrg/WckRuXv45RuftVQslrlTv+ut/+ouT4cNzXD+zPP38L9PYd2za7uF7p+6+vzzO5x7Ejtod9rLEVquehr/E79qWkLxFR2GDyiWKS/SQasC1d61yMdIv9p+JV7uxFLG8RbAV5Pa5MYj95WW7/0/Gh8VZRYrFiN7z1PermerMP+5QiXOOS42f2n/dOOoG8zf6zSuH/bmwp5UnXO/7eIUwsoDt2ge2b3FDyNUapj5mndo5irVMKbE/iOMZcFW1V+r9z5vjA4fLDuxNf43UshDA5Cer4oNQw6YNksP5HgSB3v8F6zsiNyx/HqKz92oshv+/hopG6LSfuXqvc8df99hclx4ejj6vkjD9jCtT2Af+///r6PJP7/Bl774WtoPwxe6FuucnKoD8P7fwVPxFRRFOHOgCiEHoVtm/ltgCosq/oUgrbN4Cyvn20n0Dch/ETG8lEUWwQBMERS5Ufvvk0+9g/UMyhDsBXoihWCYLQANuJ922YmgT4mcuO3rn7dtlx8v4qvCQ0BEHQhGhkiq8xuvvQM5nLdpM+QHtL+jg+MLj64Cw1Dk8c+3c7+sRP8e6AbWpIqSAIRU6JofucbncWrP9RIJhltg/Wc0ZyPz8eo7L2C9uIW3+viCl5JKqf77e/KDk+HDEdCVBMgd4+4P/3X1+fZ7LiEUXxVUEQroZt5FKp0+VeQRDMAK50M3JrQhxOfwbzeeiX+ImIogGTTxTLdsCW8LkFwMMYHx7+spyNCLblzB0n+E/D9o1alT2ptAPjI5rc9b/Xvu8G2D5M7hBFUeqUBgq+x2A7du4D8LT9hNaRtHzVU0cP5tp/Tv6Q70h0/SyMT0x9jdHsSztRFM2CIDj+LILn0QOOkYiutiU1Dk8c29C4a+CPeO2vLR/A9rpzC4DH7ceh8+uQs2D9j8JB2D1n/HiMyt3vrb5uwwV3r1Wu9h+S++2FkuPDBNtzOlCJsUBvPxCC/jyzfzG33Om17mrYvgTSANgDIMtL/5Aejz7Gr/F3PEREocBpdxSznGqnFNlHPbkbNeCWfWrdVbAlmwRRFO8TRfFVqVNUBEG4yr6/BlEU58L2LeK99u1GEn/UGYkIoig+jfF6EEUYTy5O/sAvhyNpMPm4qZp0ezgKhxgdMXibsuP4cOdtyoVSXfaf3p4P/oh3ct06x9RPV7VIwuF/FCzhel/D5Rj1lbvXKnfC7X4rOT4cfdzVbvRVoLcfCCF7nomiaLafZ90nimIWbMeiRuIUtpAfjwrjlzqlm4gorDH5RLHOkTB4GLaTjcm1UrxxnCy6myrn9ptMe+LiFfufVwNj31Q3AHgsTGsBaNxcH24f9ALNcdw4pm0C3pOWLo8F+8g3xxSGydtwTON7zFN9Fh8LsPoqHGJ0rsXl7nF+DLbj12xPIAaC2f5T46Wdz/FOqlvnLXkeDv+jyQI1yiMc7ysQPseoFEpeq9zx5/2Wesx4aqfk+HjJ/vOWSTUilcTmSqC3Hwjh9DxznLNJeYzC8XkoJX7HiMNQ1d4jIvILJp8o1jlOoF2tECWFo0bDvZNPGp1GRU1hPyF7H7YTnMkFxh3fyL3i4UQ02BzxTSmgLgjCK4i9FVgcJ7BXw/ZhTEpB5qsmj2iz/+045l6dnPi0//24/c9G+0g55/5F9hPlYwrug1+EQ4z2RIwjGXPMOXErCILGPv3V8dgHYiqSg2MqkscPQX6M17nmmNupn+HwP3Jitv90JG0hCMK9k2NSKszuq3Nc4XKMSiH7tcodP91vs/2nt2PGazslx8ekVf72OPex34f34UMR+0BvPxCC/TwTBKFbEITHJieM7Pt1HFNe62WG6nnoh/jdFqW3x32v/aLxS8BERAHC5BPFNHvCwPnNXO63XI4pWBrYTmTq7RcRttpAZjf9XoHtZOLpyR8W7TE5Tnr2uPt2LsgcI7RK7ffvFcG2WlI3bCfFgVoeOizZpzW9ivHkopRC41UAHrGfhDofI4Dt8fuWm309DNtJvgbA+4JtJaFj9se+HrYT5ZB+GxoOMdpHDT5tj+EVewzdALphSy6bYUv0BuxYdf5A7i1x7Kd4HckAx4clt/XqwuF/ZOe4Pw/ZnwsibPfDbx/0wui+To4r5MeoRIpeq9zxw/2WesxIaqfw+HCMSnb06RYEod5+H7zVD5Ii0Nv3u2A9z+wJFY19e/WO48e+H8e0uKdlJESD+jz0U/yO9xNX0wC1sB3nOxB+I+SIiCZg8onIdiJ9K4Cr5a58ZG+/HOMnvVrYTlweh22Y9Lfst42tYmP/Zu0q2Kb4uSwsbk9IOZ/UaeTE5W/2k7D7MF5k1JF0edheq+oVTLqfMWAs4SSx0PhRAIUYT1gCtg8UD4ui6PHYs5/kO44zM2wnoibYEmBXi6IY6OXJvQqHGO3Pp6vt+3R8kGuA7TEv9KEgvByO14IpowQn8zVe+4cV5w93HkduhsP/COOviXDa933+XmQhTO6rq7jC4Rj1RvFrlTs+3m+px4zkY0vu8WH/Umi5/Xaz/eoGjL8HvgQf3gMDvf1ACcbzzH68ZcF2DuLYj8Z+qYItUSTr9SOYz0M/xe9IKoVy5VEiIp8JoiiGOgYioohjH9lyDLZvLN2eONqnJd7irR1FB/tUk4dgm5oU6ulTRJLxtYoo/Nin5r2P8YVpiIgiFkc+EREp4/hw9pjHVhRrHCPiwnHBACIiiiw81yCiqMHkExGRMvdCWqFxiiFO9cAghOeKlUREFDluQehXwCQi8gsmn4iIZLJPrQKkFRqn2POw/ecjIY2CiIgiltOqk0w8EVFUUIc6ACKiSGBfmcYxyqkUtlFP4VAcmMKMKIoNgiC8CuAWQRBu4XFCREQKPAJbgXJ+0UVEUYEjn4iIpDkKW9KpFLYVa64MbTgU5r4F24eG34d6tUoiIoos9pWRNbCthmcObTRERP7B1e6IiIgCwGlFxA/8seQ4ERFFP3u9wFcAPCyK4uOhjoeIyF848omIiCgARFGsArAcgNm+XDYREZFb9pGyV4OJJyKKQhz5REREREREREREAcORT0REREREREREFDBMPhERERERERERUcCoQx1ArBAEoRFABoCmEIdCRERERERE/lUA4KIoioWhDiQQBEH4EwB9qOMIIIMoil8LdRDRjMmn4MlITk7WLliwQBvqQIiIiIiIiMh/Tp06hYGBgVCHEUj65GShdJ4+PtRx+F2NYQQDA6yFHWhMPgVP04IFC7THjh0LdRxERERERETkR8uXL0dVVVVTqOMIpHn6eFQcnBXqMPxuw5qzOPHJcKjDiHqs+URERERERERERAHD5BMREREREREREQUMp90RERERERERkRcCYI0LdRABIIQ6gJjAkU9ERERERERERBQwTD4REREREREREVHAMPlEREREREREREQBw+QTEREREREREREFDAuOExEREREREZFnIiBYo7A4txjqAGIDRz4REREREREREVHAMPlEREREREREREQBw+QTEREREREREREFDGs+EREREREREZF3YhTWfKKg4MgnIiIiIiIiIiIKGCafiIiIiIiIiIgoYJh8IiIiIiIiIiKigGHNJyIiIiIiIiLySAAgWKOv5lP03aPwxJFPREREREREREQUMEw+ERERERERERFRwDD5REREREREREREAcOaT0RERERERETkmQgI1lAHEQBiqAOIDRz5REREREREREREAcPkExERERERERERBQyTT0REREREREREFDBMPhERERERERERUcCw4DgREREREREReReNBccpKDjyiYiIiIiIiIiIAobJJyIiIiIiIiIiChgmn4iIiIiIiIiIKGCYfJpEEIRbBEE4Fuo4iIiIiIiIiMKJIEbfhYKDBccBCIKwA4AWgAnAVSEOh4iIiIiIiIgoajD5BEAUxfscv9tHPWlCFw0RERERERERUfTgtDsiIiIiIiIiIgoYjnwiIiIiIiIiIs9EQLCGOogAYN2noODIJyIiIiIiIiIiChiOfPIzDyvl6YMaCBERERERERFRGODIJyIiIiIiIiIiChiOfPIzURSXu7rePiKqNMjhEBEREREREfmHlQWSSBmOfCIiIiIiIiIiooBh8omIiIiIiIiIiAKGySciIiIiIiIiIgoYJp+IiIiIiIiIiChgWHCciIiIyIsuYy9aDd0YGbQgPkmN2fosZOvSInY/RERESgisN04KMfk0lQaANtRBEBERUei1GEw4ursJxlrzlNt0JRqs2FSAPL3vpw3B2g8RERFRKHDaHQBBEB4SBOEVQRCOASgCoBEEod5+3WOhjo+IiIiCr7rSiPLtx10mhADAWGtG+fbjqK40+ryfN4OwHyIiIqJQ4cgnAKIoPh7qGIiIiCh8tBhM2LvLANHL9AJRBPbuMiA9O0nRyKSq95px4LV6r+183Q8RERFRKHHkExEREdEkR3c3eU08OYiirb1c1ZVGSYknX/dDRETkFyIAaxReWMcqKJh8IiIiInLSZex1OwXOHWOtGScrz0puf7LyLD7aaZAZmW0/XcZe2f2IiIiIQonT7oiIiIictBq6FfXbu/M0BAhYWKZz28ZTYXGpWg3dXAGPiIiIIgqTT0RERERORgYtivt+tNOAXvMgVm0qmnJbdaVRUh0pb3yJj4iIiCgUmHwiIiIichKf5Nvp0ZHyJlS924xLNszGultKAEgvYC43vi5jL1oN3RgZtCA+SY3Z+iyOiiIiooAQAAjW6CuQJIQ6gBjB5BMRERGRk9n6LJ+3MToi4sQHLag51Iarv7lIVgFzb2brs9BiMGHfizXobuufcruuRIMVmwq4Kh4RERGFDRYcJyIiInKSrUuDrkTjl20N9IzgzV8d96nGk7OUjAQcerMBb/7quMvEE2ArSl6+/TiqK41+2ScRERGRr5h8IiIiIppkxaYCCGE4Dr//4jAaj3d6bSeKwN5dBrQYTEGIioiIiMgzJp+IiIiIJsnTa7H4yrxQh+ETUQSO7m4KdRhERBQtRADWKLxEXxmrsMTkExEREZEL55t7Qh3CBIKCszZjrRldxl7/B0NEREQkA5NPRERERJN0GXv9VqfJX0Srsn6thm7/BkJEREQkE5NPRERERJNEU8JmZNAS6hCIiIgoxjH5RERERDRJNCVs4pPUoQ6BiIiIYhzPRoiIiIgmiaaEzWx9VqhDICKiKCGwODcpxJFPRERERJNES8ImOSMe2bq0UIdBREREMY7JJyIiIqJJsnVp0JVoQh2Gz/IXZYc6BCIiIiImn4iIiIhcWbGpINQh+CwnLz3UIRARERGx5hMRERGRKykZCaEOwWfRMn2QiIjChDXUAVCk4sgnIiIiIhdaDd2hDsEnuhIN6z0RERFRWGDyiYiIiMiFkUFLqENQTBCiY9ogERERRQcmn4iIiIhciE+KzOoEggBsvEOPPL021KEQERERAWDNJyIiIiKXIrFekq5EgxWbCph4IiIi/xMBIRprPomhDiA2MPlEREREFOGKV0zHiusLWOOJiIiIwhKn3RERERG5EIqC44IAZM9Kld2v/lgH2hsvBiAiIiIiIt8x+URERETkQrALjjtqNZXdWgJBkNdXFIG9uwxoMZgCExwRERGRDzjtjoiIiMiFYBYcn1yraeMdeuzdZYAoow6FKAJHdzex3hMREQWOnDcmIidMPhERERG5EKyC49f9wyUoWjp9wnULy3QQIWLvztOytmWsNaPL2MvaT0RERBRWOO2OiIiIyIVsXRp0JRpZfRKS42S115VopiSeHCxDypYUOvp2k6J+RERERIHC5BMRERGRGys2FUiuvyQIwPLr5LVfsanA7e1Ka07VHe1g7SciIiIKK0w+EREREbmRp9di4x16rwklR7Hw0mvyZbX3VJ/Jl5pTR3c3Ke5LRERE5G+s+URERETkwcIyHdKzk3B0dxOMteYpt08uFi63vTu+1Jxi7SciIgoEQdmMcCImn4iIiIi8ydNrkafXosvYi1ZDN0YGLYhPUmO2Pstlgkdue1ccNadcJbCkaDV0M/lEREREYYHJJyIiIiKJsnVpshI6cttPtmJTAd781XFFfZXWjCIiIiLyN9Z8IiIiIgpTeXotSla4Xg3Pm/NnenH07Uac+LAFXcZeP0dGREREJB1HPhERERGFseXXF6D2aIfsfg3Hz6Ph+Pmxv6XWmiIiInJJBBCNNZ/EUAcQG5h8inEjw6M4WN6Cxs+6YRm2Iis3Geu/ko+cWamhDi1itdVexLE3zqKncwgJyXGYuyobl16TC1UcBxoqYR22oKOiHj1152G1WJGYk4rcq+YjaRrrmCjVVnMRVW+cRW/XEOKT41C8JgeLrs6FSiVxfXiawDI0is/+7yzaTl6A1SIiY2YSltyah4zc5FCHFrG6Tl9A3e6zGOweRnxyHGauykHBFbkQYvQY9bX2k4Ox1ow3f3Uc+oIMXPbNRUiexmNUqQu1Jhg/bMbwhSGok9XILs3FjLWzYvYY9dXooAVn32vAxfpuiFYrkmekYfZ1c5GUnRLq0CLWhZounPuoGSMXhxCXrEbO8pmYtmYWBG9LcRIRBQiTTzFq1GLFiz//DOW/O4Xu9sEJtz39vSO47Mtz8I2fLses4owQRRh5Go+Z8PKjx/HZe21TbptWkIrrH1yAq/6phG/6EllHRtHwvwdx5pXjGDb1T7jt9JN7Mf0LxZj/nQ1Ima0JTYARqOFIF1599AROftA+5bZpRWm4fqseX7ivmMeoRJbhUbz/n9X4+Hf16OscmnDbGw8cx+KvzMYNP18CbQGT+VIZD3di349P4MzeqceopigNqx5YiMVfnxuTx+iKTQUo334coh++nTU0XkDj1W9g7tqZWPnocqTNZjJfqs5jbfjsiUPoOGSccltaQSYW/MMyFN6ij8ljVInRIQuqf30EjS+dxLB54uvoif/aj9nXzcWl37sMKTN5jEp1/ogRJ395CJ1Hph6j6UUazL9vOQpu1ocgMiKKdYLoj7MY8koQhGOlpaWlx44dC3UoGBkexU9u+QiH32712C4jOxE/fecalJRmBymyyPXZe+fwy5v+huGBUY/tvvD3c/GNHat4UuqFddiCqgf+D50fN3psl5CVjJW/uw3p85TVQ4klJ9424te37MPIoOex0lf8QzHu+u0KHqNejAyO4pnN+1DjIpHnLG16Iv7pwy8gd1FmkCKLXHW7W/HmHfsxOuT5GC39p3m44hfLY/IYra40Yu8ug18SUELnIBL3tyN5ejKuf/VaaOZpfN9olGv9awMO3P8+rCOej9H531yCJY+sjcljVA5L/wj2//1bLpMkzpKmp2LDrhuRXqgJTmARrPWdOhz6l/cgjnp+kZh/byku/d7aIEUVO5YvX46qqqoqURSXhzqWQBAE4diyhYmlh17LC3Uofrf65hZ8Uj0Utf+7cMF5QDHofx447DXxBAAXu4bwr1/6ABe7Br22jWVttRfxq6/s85p4AoCP/lCPtx4/FYSoIlv1Y3u8Jp4AYLh7AEe/8xeMXOQx6onRcBG/uW2/18QTAHz4P3V490lDEKKKbK/+41GviScA6O0YwtPX/Q0DF4aDEFXkOn/SjDfvrPSaeAKAqv+uQdXvaoIQVfhZWKbD5vuXQlei8W1DoggxJwnW9HgMdAzgr7e/j+HeEXQZe3HiwxYWKXeh+1QnDnz3A6+JJwA4/cwJ1L9wMghRRbajj3zoNfEEAIMdfdj/zXJY+keCEFXk6j55HocffN9r4gkATj9dhYaXeIySMoIYfRcKDiafYkyXsR/v/EH6SXt32wDeeaY2gBFFvnd+eRpDfdKXs979i2oMD3D5a3cG2i6i9Y3PJLcf6uhF65vS28eid58wYLjfe3LUYffjpzAyJL19rDE19eHo802S25tb+nFERvtYdGT7KYwOSj/mDv3iJEYlJAGiUZ5ei5seLMVXf7QK624rweovFaJo6TR5G7GPyLFOSwIAXBi04JV/P4QXf3IY+1+uxaE3G7H/5Vq8+JPDeP2JKrQYTP6+GxHn9O+Pwzos/Rit/u8qWC2xeYxKcbHOhNa36yS372u5iJa3eD7qyemnqyQlRx0MvzsGcZTHKBEFD5NPMeadZ2owapGX3t399GlYrUwJu9J/cQSVu7yP0HHWaxrGwZfPBCiiyNf62qeAzOOt5eXjEHmMutRnHsaBF5pk9ek5P4Sjf2kJTEBR4OMd9bKnPX3833XgNHfXBrqGYHilWVafvvZB1L4Z28doti4NS67Iw4rrCzFtjsJ6OGoVLPlpGCmbDnOP69F5xlozyrcfR3Wl9xEq0WqwawAtb9fL6jPQ1gfjnqbABBQFGv4sf9RN/S5+0eTO4Pk+nH1P3jHaf7YH5yp4PkpEwcPkU4z5tGJqMWxv2pt60dHMofeuNB0zYbBX/iimUxXyl8yOFaaj8k+E+lvNGOzoCUA0ka/xSJekKaGTndrLY9Sduo+8T7ebrON0D3raOT3UlXNHOiVNt5us5W88Rh3ik5StH2OZkwrLUu3YSCh3RBHYu8sQsyOguqraZI0ocXBVlJxszh8+K7uP+VQnRnqGvDeMQZ3H2iDK/HIZUPZ/ICJSismnGDOgIFECAP09nGfvymCvssdlkI+nW5YBZY/NaD9r6riiJDlq68dj1J1hhY/pUA+n27oyLGPa8oR+PEbHzNZnKeuYFu818eQgisDR3U3K9hPhRhTWGrL08Rh1R+ljM8LnvUtK62FZennuRApYo/BCQcHkU4xJzYxX2C/Bz5FEhxSFj0tKhrL/QyxQpyUq65ee5OdIokOKwud8Sgaf8+4kKXxMlfaLdokKXw+V9otG2bo034uQS2CsNcdkEfKEdGWvh/EK+8UCpY8NH1PXlD+eys65iIiUYPIpxiy/ZpbsPnn6TEyfkxqAaCJf0UotUrPkv+Ff+sWZAYgmOuSsLZDdJ604B4k5PEZdmbs6B8kKPqRf8sXcAEQTHeYreP7OWqpB2jSe5LuiWz0N8Wnyp40VXMXXUWcrNhVIHcQEiCJUZ5QlkVoN3Yr6RbKcFTMRlxQnu1/u+uhbjtxfZqyfI7uPdlku4tOYfHJl2kodVInyj9EZPEaJKIiYfIoxX7ynGPGJ8v7tm/9BD0HyGW30MfQN4A+t5/HLpjb8ofU8DH0DY7clJKtx+T1FsranmZmMFTfxzd6d2TdeCkEt7xidc+vSmD5GPUlMVWPd3YWy+mhnp2DZZvmJ6lix9ltFUKnlHW9l/1zMY9SNxIx4LPo7ecdoxpxUFF2rC1BEkSlPr8XGO/TjCajJBe4df4si1J90QaVw+ujIYOxNH03ISET+l+bJ6pM2J4PJJw+KvroIkPmSWPy1SwITTBRI0CQhb1OJrD7pRRpMXzs7QBEREU3F5FOMychOwlf+Rfqb98y56bj67uIARhS+9pl6cGNVLTYePo0f1p7FY41t+GHtWWw8fBo3VtVin8lW4Praf9EjPcc2oqE3PxFnbtKi4Ws5OHOTFr35U0c63Pxvl0IdP/Gp5ynBFWsStakouH255PYp+VnQ3bAogBFFvmsf0CNVK/3b4pt+fAniZCYAY0nGzGSs/3/ST/JnLMhA6e35AYwo8q387gIkypiWuO5Hi6GK4zE62cIyHTbfv9Q2BW9yslMQIHQOIr6yA+ozfYBFWZELpcXNI53+3qVQp0k/Ri/5l1UQVEw4u5M6OwNFW6S/d2fqszHr2tg8H5Vq/r2lUKdIP0YXfXc1vxQhoqCKzTOIGHf3T5ah61w/3n++zmO7Gfmp+K/dVyMlPfbqarxg7MLW0y1u688dvNCHLSfqsU2fh9tnZ2PjG6vxk6oWdC1MntJWc6IPRTs7of2kDzf+8BJcce/4ydM+Uw+eaGrDwQt9U/qtyUzFgwW5WK9N99fdihjz/t/lGOrsg/Htao/tkmdlYsWvb4E6mcPwPcnJT8UD5RvwxKa96Dd7Lkp6048vxeXfmBukyCLXDY8vwcVzg/jkRc+rM2bPTcO33rkcCSl8u/VEU5iGm/+yAX+5uQLDFz0fo+v/fQkW3S5vpFQsydNrkafXovNMDz76jyMwnTYDFitU5wehclrsQnXevvqiKEouOg74UNw8wqUXarD+6eux71tvey2WveThNcj/krxRKLFo6Y/WY7BrAMb3Gzy2Sy/Kwrrf34A4BdPKYknG3Cys/d11OPCP73gtQL74B2WYfR2TeaSAiOgs0C1/sUhSQBAnD8umgBAE4VhpaWnpsWPHQh0KAEAURbz7v7V4/alqNJ80T7gtOT0eV905F197dAmyZkxNpkS7faYebDlRL+l1VQXg3tnT8HTreVv7ySfx9r8Fq4hv96fh0c3jJ6PeElyO7W/T5+H2mdke4zD0DWB/dy96LKNIV8dhXVYa9KmR/b8TrSJaXjuB5j9Xoa+xa8Jt6tQE6G5YhLnfWotEbfBqPUX649xW24M3/vNzHH7pDCzDE4+84rU5uP57C7D8Rg7Bl8pqFXFgRz32ba9Bx+meCbclZcZj5T0FuPqHi5CWw1pPUnWdvoADj51EzWtnMDrpGJ21dhpWPbAAxZt4jEolWkWcevYUTj5zChcbLk64LSEzAdZrZqF3RPqnCF2JBjc9WOrvMCPKxbpunPzNUbS80wBx0uixaStnQn/fMui+wJGOUomjVtTt+gz1Oz9Db/OFCbfFZyai4JYFWPCPy5GQyUVFpLpQ04VT/30UZ/9aD9Ey8XNeziod9PeVIvdyHqOBsHz5clRVVVWJoih9CH8EEQTh2LIFiaWHX46+KcWrbmvBJ6eGovZ/Fy6YfAqScEs+OYiiiJOVHWj8vBuWYSu0M5Ox6rrZSJYxtDza3FhV63Ikkq9UAF5aMhfrtemyE1yOfpPFwsgpURTR/clZ9Nafh3XEisScVExbVwR1SvBGO0Xb43zx/CA+e/ccejqHkJiixtw12ZizJDZHM/iDKIqo/9t5tFdfxOiwFRm6ZCy4fiYSUznaSam+jkE0vm/EYPcw4pPVmLkqG9Mv5TGqlGgV0XagDebaC7BarEjJTUHeFbNx7sxFlG8/PqU8lCuCAGy+fyny9NrABxwBBjv7ce5vLRi+MAh1UjyyS2dAM9/zF0XknmgVcf7QWfQ0dMNqsSJ5RhpmbsxHXIxO8/SHwfN9aNtnP0ZT4pFTOhMZJXz+BhKTT5GLyafgYPIpSMI1+UQTGfoGsPHw6YBtf60mFa8vK5Gd4HL0c+bPkVPkHh9nIopm1ZVG7N1l8JqAKlySg1nzszBbn4VsXVpwgiMiiiBMPkUuJp+Cg18nEDnZ361s6WmpDpj78M1PG2SPrDpg7oOhb2Bsitc+U4/XhAhgm5K91dCCvMQE2SNzIn2KmT8E43EmIgqlhWU6pGcn4ejuJhhrzW7bNZ7oROOJTgC26XcrNhVwFBQRUYwRAAhi9BWqj757FJ6YfCJy0mMZDfg+dndd9N7IhYcMLfjiNA3ykxKwvbldcq0/K4Anm9skJ0WibYqZL55oagvY40xEFC4cRcq7jL1oNXTj7OnusUSTK8ZaM9781XGs2lyIlZtY/J2IiIi8Y/KJyEm6OnxXUjl8sR+HL/Yr6jt55JQ7slb5i/IpZi8Yu3weoUZEFEmydWloa7zgMfHk7HB5I+qrOlB2a4nHUVCOpNbIoAXxSWpO3SMiIopBTD4ROVmXFfiT4XkpiajpHwr4fib7zzojbs7VIj8pAXOSE5ATr4bgtDIfp5iNe8HYhQdPtyjqu7+7l8knIoo4LQaT16l3rnSd7UP59uPYeIceC8t0krfJqXtERESxhcknIif61GSsyUwNyGp3Do8UzcTXP2+S3e/bedMwYBXxkakHDQPyk1cfmHrwgWl8OfiUOBXmJCUgPzkB+UmJeK/rAqeYYTwJp3QphmBM3SQi8iepRcfdEUXY+kOEZciKkUELuox9qDva4baPsdbsNmlFRERhTOoHBqJJmHwimuTBglxsOVEfkNfVtZpUXDdNIzvBtVaTih8WzwIA/KH1PH5Ye9bnWPpHrTD0DcLQN6iov7+nmIVLgXM5dZ5cCeepm0REk7UYTD4lnhxEEdi7U95qsY6kVXp2EkdAERERRTkmn4gmWa9Nx7b5eV6noKkA3Js3DU+3nJeUrFABeCA/F4C8BJdzP0D51MDbcrPQN2pF88AwmgeG0DPqe3rtN80d+Oc501GckoR4lbJ1IsKpwLmhd8DnUW/BmLpJROQvR3c3+Zx48oUo2mJg8omIiCi6MflE5MLtumzkJSXgyeY2HDBPTUas1aTigXxbUmReSpKkRNU2fd5YEkVOgsu5H6BsauBaTSqeWpA/9rcoijBbRm2JqMEhvGDsQkV3r+TtObza3o1X27sRLwiYl5qIBanJWJiWjIVpSViYmozpifEe+wezwPmoKOL8sAXGoWG0DY3g3NDI2E/H72cGh33aBxFRJOky9squ8RQIxlozuoy9LEJOREQUxZh8InJjvTYd67XpXqeDyUlUOVPaD/Bt5BQACIKArHg1suLVWJqRgvPDFkXJJ4cRUcTJ3kGc7B0E2rvHrs+JV2NhWhIWpCVjYWoyFqUloSQ1CYkqlV8LnPeNjk5JKE1ILA2PoGN4BKNB+HafBceJKFK0Grq9NwqSVkM3k09EROFORHTWfArhCOBYwuQTkRf61GSvyQSpiSp/9lM6csoVpVPFLstMxZmhYbQOjri8vXPEgr919+JvTomtOAEoTklC5/CIrALn/1p3Ft+YlTNhpNK5YdvPC2FU5JsFx4koUowMWkIdwphwioWIiIj8j8knIj+SkqjyVz9fRk652r+SqXyvLSsBAFwYscDQN4jqvkFU9w6guncAp/oG0e+irtSoCJxWUOTc0DeIh2paZfdzpo2Pw8zEeMxMTMDMxHjkJsTbfibafvZaRrH5kzqf9hGJBce7jL1oNXRjZNCC+CQ1ZuuzOAKBKAbEJ4XPaWA4xUJERET+x3d6ogimdOSUK75M5cuMV2O1Jg2rNeMJC6so4szgMKp7B3CydwCnegdR3TeApgH/11WKF4SxBFJuYjxmJownlBzX5SbGI1Gl8rotuUm4ySKp4HiLwYSju5tc1nzRlWiwYlMBiwATRbHZ+qxQh+CEcx6IiIiiGZNPRFFA6YgrZ/6eyqcSBBQkJ6IgORHXT9OMXd9nGcWP64zYea5LdoyXpiXjquyMCaOVchPjkR2vhkpQttreZHKScJMtTE2KmHpP1ZVGj8urG2vNKN9+HBvv0GNhmS64wRFRUGTr0qAr0YRF0fH6Y+ex5Io5oQ6DiIiIAsT7MAAiihm367Lx0pK5WKtJdXn7Wk0qXloy16eV51LVcZiflqSo75aZWjxcNBN3zcrBNTmZuDQ9BdMS4v2WeALGk3DR/OLYYjB5TDw5iCKwd5cBLQZTcAIjoqBbsakAfnwJVexc/QVUVxpDHQYREXkjRuGFgoIjn4hoAn9O5XNH6dS0YE1pu11nS649cLpFVr/qvkEY+gbCfvTT0d1NXhNPDqJoa8/pd0TRKU+vxcY79JIS0oG2d5cB6dlJfL0hIiKKQkw+EZFL/pjK52nbSgqcBzOp029Vto7s/u7esE4+dRl7ZU+xMdaa0WXsZRFyoii1sEyH9OwkjzXg5q2Zgb07Twc0Dia7iYiIoheTT0QUEr4UOA+GHstoUPsFS6uhW1G/zyvOYsPfzfdzNEQULvL0WuTptR5Xv6w52B7w+lBMdhMREUUnJp+IKCT8XeDc39LVcUHtFywjgxZF/T6vOItpc9JZfJwoymXr0twmflZsKkD59uMBn57Xauhm8omIKEwJ1jAoFEgRKZpr6hJRmAtGgXOlZiXGB7VfsMQnKf/OgcXHiWKboz5UoAuUK02SExERUfjiyCciCqlgFDhX4uzQSFD7BctsfZbivqzHQkTe6kNlTEuGrjgTOXnpOFzegOEB+VORfUmSExERUXjiuzsRhYVAFjhXIlprPmXr0qAr0Siu28J6LEQkpT5Ul7EX+19W9nroS5KciIiIwhOTT0RELkRrzSfA97otLD5ORIDn+lBKFzfImJbM5DYRUTgLcN0/il6s+URE5MK6LGUffpT2CyZH3RalPq84i7d/9ylOfNiCLmOvHyMjomihtG6TrjjTz5EQERFROODIJyIiF/SpyViTmYqDF/ok91mrSQ2rqYOeLCzT4fyZHnxecVZR/8YTnWg80QkA0JVosGJTAWtBEdEYpXWbcvKCu7IpERERBQdHPhERufFgQa7kF0kVgAfycwMZjt9dsmGWX7ZjrDWjfPtxVFca/bI9Iop8Sus2sd4TERFRdGLyiYjIjfXadNwyQ9oHoVtzs7BeG1nf2DuKj/uDKAJ7dxnQYjD5ZXtEFNmUvL4kJMeh/+JwYAIiIiLfiQCsQvRdWMcqKJh8IiJyY5+pB6+2Syua+0pbN/aZegIckf+t2FQAQfDPtkQROLq7yT8bI6KIJ/f1ZXhglKMoiYiIohSTT0REbjzR1AarxLZWAE82twUynIDwtfj4ZMZaM4uQExGA8dcXOQkojqIkIiKKTkw+ERG5YOgbkFVsHAAOmPtg6BsIUESBs7BM57f6T4DyJdaJKPosLNNh8/1LkZAcJ7kPR1ESERFFHyafiIhc2N+tbPSO0n6h5s/kk9Il1okoOqVkJGB4YFRWH46iJCIiii5MPhERudBjkfdBydd+oebP4uNKl1gnouikdDQkR1ESEYUhaxReKCiYfCIiciFdLX2KiD/6hQN/FR8/fbCN9VqIaIzS0ZAcRUlERBQ9mHwiInJhXVZaUPuFAyXFgV05f6aHK1YR0RiloyE5ipKIiCh6MPlERERjHMWBfZ2CxxWriMhhtj5LUb/hAY58IiIiihb8SomIyAVfCo7rU5P9HE1w5em1yNNr0WXsRauhG2dPd6PxRKfs7ThWrMrTawMQJRFFCkdNOWOtWVa/I281InduJl9DiIjCiRjqAChSceQTEZELsVZw3JVsXRqWXJGH6/9xMb703aXInC4/qWasNePk/rMBiI6IIomSmnKOBDYRERFFPiafiIhciMWC457k6bUQFX7TtXfXadZ/IopxeXotVt5QKLufsdaMLqOykahEREQUPph8IiJyIRYLjnvSZezFxfMDivuz/hMRJSQrq/bQauj2cyREREQUbEw+ERG5oE9NxprMVFl91mpSI77ekzu+fvjj9BkiGhlUVkBcaT8iIvIzEYBViL4L61gFBZNPRERuXJOdIav91Vp57SOJPz78cfoMUWyLT1I28klpPyIiIgofTD4REbnxXtdFWe3fN8lrH0n89eGP02eIYtdsfVZQ+xEREVH4YPKJiMgFQ98ADl7ok9XngLkPhj7ldZHCmb8+/HH6DFHsSs1MhDpB3qmnrkSDbF101tIjIiKKJUw+ERG5sL9b2fQwpf3CXbYuDboSjc/b4fQZotg0PGBB+VPHYRm2Su4jCMCKTQWBC4qIiGQSADEKLxBC/cDGBCafiIhc6LGMBrVfJFixqQCCj+/NnD5DFHtGhkbx1m9PoKO5Z/xKL68lggBsvEOPPL02sMERERFRUPAraKJY0nEKaKgAhnqAxHSgaAMwfUGoowpL6eq4oPaLBHl6LTbeocfeXQaIClYF4fQZoujWZexFq6EbI4MWxCepMVufhcycZOz+709xru7CWLsNt89H5vRkHN3dBGOtecp2dCUarNhUwMQTERFRFGHyiSgWNOwFKh4Hmiun3pZfBmx4CCjaGOyowtq6LGVJEqX9IsXCMh3Ss5Pcfmh0i9NniKJWi8Hk9jUhMUWNof7xWm/rbi3BJZfPAmBLaLtKWDFJTUREFH2YfCKKdlV/BMrvB0Q3dTaaK4GdNwGbnwJK7wxubGFMn5qMNZmpsoqOr9WkQp+aHMCowkOeXjv2ofHo202oO9rhtU+2LpWjGIiiUHWl0eNoSOfE0+ovF2HJlXkTbs/WpTHZREREFANY84komjXs9Zx4chCtQPl3bO1pzIMFuZLLDwoAHsjPDWQ4YSdbl4Yv/v0l+NJ3l3otRt51tg9Nn3UGJzAiCooWg0nWNNwZhRmBDYiIiAJOsEbfhYKDI5+IolnF494TTw6iFaj4BaffkWzOI6EmT585sacFpyrPAQD2v1yL1MxEGOvMnGJDFAWO7m6SVf/t6O4mjoAkIiKKUUw+EUWrjlOuazx50rzf1s+5CHkMFyl/oqkNUj9XiQCebG7Dem16IEMKa66mz6z58lzUV53H8IAFF84P4OWfHpnSj8WFiSJPl7FXXt03AMZaM7qMvUw4ExERxSAmn4iiVUOF8n7TF8R8kXJD34Csek8AcMDcB0PfQEzUfZIqJSMB+ZdoUXvEfV0oY60Z5duPY+Mdeiws0wUxOiJSqtXQrbgfk09ERESxh8knomg11KO8X7CKlIfxqKr93b2K+zH5NK7FYJJUkFwUgb27DEjPTuIIKKIIcPa0suTTyKDFeyMiIgpPIgCr1IqoEUTGFHJSjsknomiVqHD6V3Ml0FghvUi5Jk/+CKgIGFXVYxkNar9oJacmjCiyJgxRuOsy9uLzirNoPKFsAYH4JJ56EhERxSKeARBFq6INyvo1fCS9rZIi5cEaVeWjdHVcUPtFI9aEIYoeLQYTju5ukv2cnmy2Pss/AREREVFEYfKJKFpNX2AbRSS36LhcroqUu9Ow13PiycGXUVXuyJziNysxXtFulPaLRqwJQxQdqiuN2LvLIGtlO1d0JRo+t4mIKGoJgnAVgFsB1APIBqAB8LAoimaZ23nM3vcVAEdFUTTbt30fgPdFUXzaj2EHDZNPRNFsw0O2UUTekj0AIKiAmUsBY5X8/Xz4n8DCLwMp2UBqDpCSY/upTpzYruJxabEAykZVuaJwit/ZoRFFu1PaLxopre3CmjBE4aPFYPJL4gkAVmwq8H0jREQUWqyP5JIgCLcAeEQUxeVO15UCOCYIwnKZCSgNgHvtFwjCWJ2txyM18QQw+UQU3Yo2Apu3ex9tJKhs09x62pQlnwxv2S6TJaQDqdm2pFRcEnBG5igsOaOqXPFhih9rPvlOaW0XR78uYy9aDd0YGbQgPkmN2fosjpogCjI5dds8KVySw3puREQUlQRB0MA2Sulq5+tFUawSBKEKwO9hGxElx9MAiuy/VwHYIYpig4+hhhSTT0TRrvQuQDPHNoqoef/U2/PXARu+Z0tUHfwf/+57uMd26W5Svo39v7IlhjJ0QLoOiE+S1s/HKX7RVPPJ0DeA/d296LGMIl0dh3VZaUFZkU9pbRd1ggqvP1HlsraMrkSDFZsK+CGWKAiU1G1zZ9Z81noiIqKodZv951EXt70EW2JKFlEU7/MpojDE5BNRLCjaaLt4q3uktEj5JbfYkjj9nUBfl+1nfxdg9cP0qU9ftF0cUrJtiaiMWfafTr+n2/9OTPN5it+6LMcIGxGAlCVlbe3G+4XePlMPnmhqw8ELfVNuW5OZigcLcrFeq3BVRAmydWnQlWhkf3jdu+u029uMtWaUbz+OjXfosbBM52OEROSJ0rptrrDQOBERRbFbAZjdTK1rAGzT8kRRfDWoUYUZJp+IYsn0BZ6nsCkpUp6/DrjlmanXiyIwaB5PRn2yC/hkp+yQp+jvsl3aPnPfJj4NGOmVt91JU/z0qclYk2jBwSGpL5MC1iZagjKiSIoXjF3YeroF7tJvBy/0YcuJemzT5+H2mdkBi2PFpgKUbz/ul2k7DqII7N1lQHp2EkdAEQWQv+qvsdA4EVEUsUr5UjbmrABgcnOb2f5zJQBZySf7dL6r7H9+ILdwebhRhToAIgozGx6y1YCSQlDZpuy5vE0AkrOAnGJgzhpg7T8ri6foCmD2KiBjNiBInNImN/Hk8H//BLz7A+BvvwCO/i8erHkKKlFaDSeVOIoHmp9Xtl8/22fq8Zh4crAC2GpowT5TT8BiydNrsfEOPQQv5ymCAMQnSp+yKIq2WjREFDhK67Y5EwQWGiciooigFwThmKuLhL4aP7UZY1/x7l7Y6j19AOAVQRAekrONcMORT0SRxNu0OX+QW6Rc6mp0SkdV3fX6+N/WUaDvPHDxLHDRaL+4+H10WPo+nBmrJhRcXw9g2+AIts7bCqsQZ8t4OGdR7H+rxFFsq9mG9W1vAx3/5P//iUxPNLV5TTw5WAE82dwW0Ol3C8t0SM9OwtHdTW7rOM1bMwN7d7qfbueKsdaMLmMvR1QQBYivU+UEAdh4h54jFImIKBaY3VzvGBEl583QDOB9URQ/cFwhCMKtABoFQTBH6op3TD4RRYKGvbYaRq4SN/llttFKUpNAUsgpUi7Hhodsq8tJqcXkalSVKg5Iz7VdZi133U8UgX1PAB/+h7zY3Li97W3kDbbhyfy7cECzbFKMAtaaP8EDzX/EerM9adVQEdLkk6FvwGWNJ08OmPtg6BsI6JTBPL0WeXqt2xXsTnzYomi7rYZuJp+IAkRp3TaAiwMQEVHEMYii6OYDhl9opDYURfFhF9eZBUH4AMBjsK2EF3GYfCIKd1V/9DwKqbnSltDZ/JRtVTh/kVqkXO42AzGqakJfAdBvUpZ8+sIPAXWiraZUw17g3HEAwHpzFdabq1BY9g4G1CkAgB/W/w5XmQ5C3980cRtDgZvCJsX+bmVTDvd39walXlW2Ls1lskhpbRl/1aSZrLe3Bt3dH8Ni6YVanYasrMuQljbPZdua9h5U1nWid9CCtCQ1yopzMG9G4EaSEQWT3Lptl2yYhUs2zGJSmIiIYo3GzfWOb2HMftjHEQC3CIJwlfOoqEjB5BNROGvY6z1RA9huL/8OoMnz7wgowHuRcrkCNarKmdIpfs4jrQ7+z1jyySEO45++7j73JtJH+6duJzG0SYcei7QaVf7q5y9Ka8v4oyaNM5OpEo1Nv4HZfHjKbRrNKhQWfBtabRkAoLKuE9v31OJw49T6kqsKtbj/yhKUFef4NT6iYHPUbdu7y+AxAeWYYsdVKImIopgIQIzCguO+L4xjltDGXUFyJYr8uK2gYfKJKJxVPC5tihpga1fxC/8nnwIhEKOqJvN1il/RBmX7VdrPT9LV0ot2+6OfvyitLePP5duNxpdxyvAo4KZiltl8GJ8cvwcL9D/FvrOr8chrn8Hq5mTlcKMJdz5zCD+/eTFuW5nntxiJQsFb3bYZRRlY/aUiTrEjIqJYdRTjq9JN5kgUSSlcDkEQdsBWaDwr0le3m4zJJ6Jw1XFK3sgdwDaSqONUyAteS+bvUVXOfJ3i52L01CjGv+l5fuaXpk67y18X8sd+XZayqS5K+/mLktoy6dlJaDV0j/X3hclU6THxNM6KasMP8NzRf4RVnO+5pQg8/JdPMSsrmSOgKOJNrtv2yXtn0GceAgCs2lTIxBMREcWyV+A9+SR1mlwR3I+kyrb/PCpxW2FF4nrqRBR0DRXB7ReNSu8C7nzdlhRyJX+d7XZ3tbKyiwEA+zSluHHJ9rF6TwDwn3P/ERtXPo8bl2zHPk2pvf1cf0aviD41GWsyU2X3+/7pVuwzhbZe1YpNBRMWE/Smp2sQ+1+uxYs/OYzXn6hCi0H5aObGpt/Ae+LJRoAVNxT9VVJbEcC3nj+KyrpOxbERhZNsXRqWXJGHgsXjCdXOVmW15oiIiKLEywAgCMItLm67FcAHoig2TL5BEARX0+feB7DczainWwBUiaJY5eK2sMfkE1G4Ulq4OsQFr8NO0Ubg67uBfzoIXPuYraj4tY/Z/v76bs/TFE++jhdyr8eWxdtwULMUUwqeiCIOapZiy+JteCH3euDk6wG8I9I9WJAr+8X94IU+bDlRjxfOdQUkJikctWXkJKAcjLVmlG8/jupKo+y+vb01Lms8uSOKgF5bB13qOUnt+0dG8bU/HMLLR8ZX9Ktp78GzlY349Z5aPFvZiJp2Pm8psuTMHh9tyOQTEVEMsUbhxUf2RNF9sK1EN0YQhFLYRjLdOrmPIAjHANTb2zhv63EAj01OTAmC8BhsxcunbCtScNodUbhSWri6eT9w7hogdzEUfYqPVnKn+Bl2Y19yMbbO2wqrYK+HNPnxtP9tFeKwdd5W5H3ahvWG3bbV9kJovTYd2+bnYevpFlnvp1YAWw0tyEtMwHptaAqne6stM1mnyopmtRXDgogEUUDnC9X4enaSrClA3d0fy4rRcRgsyK6BsW+m5H4P/eVTdPcPY4+hg0XKKeLl5Dkln1qYPCUiotgmiuLTgiA0CILwCmyr0mXDtgKeu1FMH9hvn3KbKIq3CoLwmCAIGtgSThrYRjz5r9hpCDD5RBSulBaubtgL7Lgc0M4FFt1ku8xYJC8RFchC4JHi+It4Iv/u8cSTF1YhDk/m34X1x18MefIJAG7XZSMvKQFPNrfhgLlPcj8rgCeb20KWfAKm1pY5sacFPV2DE9o0q0fxcZIFreqp6bWKPx3DT+5eJjmJY7EoG7Whz6rFnjPynqc/e8fg9jYWKadIkq1LAwQAImBu74dleBTqhNAuXEBERBRKoih+AIm1nURRfBjAw15ujypMPhGFKxcFr2Ux1QP7ttkuOfPsiaibgel6930a9tpW2HO1z/wy2wpyoVhNLwTJMIM1YXyqnZTEnSjigGYZDOf2w8MjHFTrtemYlqjGxsOnZfU7YO6DoW8A+tTkAEUmjaOI+P+9ehrNCeOjm4YEER8nWWwr/YoAnP89IlA/Mow7/nAI1yycgTVzs1FWnIN5M1wn0yrrOrHnaCfKpsuPb9n0T7FAexqnTJ4Lj8thFYHvv8Yi5RT+4hPjoJmeAnN7P0QR6DL2YUZBRqjDIiIiojDF5BNRONvwELDzJs+rtTkIKmDDI0BXLXD6bWDYaTRHZw1Q8ZjtMm2BLRF1yc1ATsl4m6o/el4ZrrnSFsvmp9wX6Pa3ECbD9qcusv0idcSYvd3+1EVhk3wCgP3dykb17O/uDWnyqaa9BzsPNOGvx8+hI2PEfcPJ/x773yKAv1a346/V7QBcT2l76cgZPPLaZ8hNmY2y6dLzjGO7EoAbiv7q1+QTYEtAPbWnlsknCns5eWkwt/cDsE29Y/KJiCgGiCzrQcow+UQUzoo2Apu3e04KAbbEk3NSaGQAqPvAVgD79LvAiNO0q/OngL2ngL0/BWZcAiy6EciY5X0fgO328u8AmrzAj4AKcTKsR7cCUJC36dGt8HssvuixjCrq91lPv1/jeO9kG16rakXPoAXpSWrcXDob1yzKndKusq4T2/fUuqyJ5IvJU9oq6zrxyGufwSoCxr6ZOG2ai/naelnbdC48Lqf2kxSHGk2oae9xO2KLKBzkzE5D3dEOACw6TkRERJ4x+UQU7krvAjRzgIpf2IqJT5a/DtjwvYnJoPhkYMFm22W4H6h9z5aIqvkrYBkYb9f+ue0ih2i1xRLI5FPD3pAnw9JnLgBqzyrrF0bS1cpqsLzc1o3VmjTcPjPbp/3vqKjHbz6qQ8+gZcL1755sR3qSGt/+QjHu2zAXwPhIJKvoaku+c57Stn1P7YT9lDdci5Ks30Ilc+QTIL/wuFSVdZ0Tkk817T2orOtE76AFaUlqj9MJiYIhZ/b48dfZwuQTERERucfkE1EkKNpouyipfZSQYhvdtOhGYKgXqP2rLRFV+z5gGfTc153m/UDjfmDGQkClBuLibT9Vav+ssFfxuLSphkDAkmHrsuwrOcmo+QRBGO8XJpTGI0L+yneTkyMf13fi/eoOt+17Bi342TsG1HX04sZlswKaeHKwisDP3zmFz85enHD9KdN8HO+4FKUzPpO9zeQ4hc8jL3rtCTtPo8G4Qh6FkvOKd11neyFaRQhyMrhEREQUM5h8Iook0xf4Vmg7MQ245Cu2y1CPbUre/ieBjmr523rezYpuKjWgircnpOKcfndOUsUDcW7ajQzIL7LevN+WmPNjEXJ9ajLWZKbi4AWJK8UJAtZqUkNepHsy2ffDidSV73ydKvfKsVbsq+0MeOLJYXLiycHQPU9R8ikj0fX2fPXqsVZcHBzBM/sb3T42XCGPQiklIwHJ6fEY6BnByNAo9r9ai4ycZMzWZ40tGEBERFFEFCBao/BLBtaxCgomn4hiVWI6sPhWoLtJWfLJHavFdnGe3hcMDRV+XwHvwcR2bBGTYRW8T11TiaN4IKEdQInXtsH2YEEutpyoh8SxZBN4W/nOX1Pl2i4GZvSQHKe65gGQPdgNX8jbjzMXZ2O/ca1f42k29eP3+xq9tuMKeRQqrae7YR0df/J/+mHr2O+6Eg1WbCpAnl4bitCIiIgozKhCHQARhViiwpoxCalAkgZISAPiEgEJCZqAGurx+ybXH/4pttVsg0q0F+0WJ2VY7H+rxFFsq9mG9Yd/5vcY/GG9Nh3b5udNWRhOKncr5jkX7Y4Gxr6ZOGsqlrvAIVSCiLsXvYgF2tOBC84Lxwp5RMFSXWlE+fbjGOq3uLzdWGtG+fbjqK40BjkyIiIiCkcc+UQU64o2KOv393umjjSyWu0jn0aA0RHAOur0+wgwanG63f7TarHfbv9p2A0c3yU/ngQ/T/HoOAU0V+J2AHmDbXgy/y4c0Cyb2EYQsNb8CR5o/iPWm6vG+/l5BJY/3K7LxuELfXixTf7UOHcr5k0u2h3pNiEeKxtugjFrGyDIu2MqQcQNRX/FKdP8AEXnHVfIo2BpMZiwd5dhSj5+MlEE9u4yID07iSOgiIiIYhyTT0SxbvoCIL9MXp2l/HWuEywqFaBKAJCgPB5tobLk09E/2Fa902/yT9HzhoqxX9ebq7DeXIX8sncxpLZNP7umcz/+7tzbuM5UObVfGCafAOCS9GSgTX4/Vyvm1bT3KK7xFI6WIw4PIQlxpkWYUX0P2hc+CwiwVV6XOAVPr62DLvVcQFa+k+pbzx/FT2++lNPvKKCO7m7ymnhyEEVbeyafiIiIYhun3RERsOEhQJD4ciCogA3fC1wsjmSYXF11wEtfA3ZcbiukLvWTkTtO0/j2aUpx45LtY4knAHgvZx2+fulPceOS7dinKXXZL9woXfku2cXqVZV1nb6GE1buQSLi7FkmzdkNyGy50naDzCl4C7JrAhCddM2mftz5zCG8fKQlpHFQ9Ooy9sJYa5bVx1hrRpfR9fRdIiKKMKIQfRcKCiafiAgo2ghs3u49ASWogM1P2doHkpxkGAQgLmn8z7ZPgT9vAX5/BVD7vvIk1LBtdbgXcq/HlsXbcFCz1GXNp4OapdiyeBteyL1+Qr9w5Fj5Tq5X27unXNc76LrOSyQqhArLoIaI8f9v/FCmom0lx4W+cLqjAHm0JQgpPLQapr4eBLIfERERRQcmn4jIpvQu4M7XbVPqXMlfZ7u99M7AxyInGfalXwP/8jlw2f8DnEYmwVgF/OkW4JmrgfoP5SehBNuIp63zto6vdjd5Op/9b6sQh63zttpGQIX5lye35cqf+uJY8c5ZWlLoZ22rBKBsQI0r+uNRPKwCFOYZl9tnoAtO/zzVqOvV/bwZGE3y2iZfm6Jo23KwADkFyojCxLPSfkRERBQdQv/pgYjCR9FG26XjlK120VCPbTW8og3Br2NUehegmQNU/AJo3j/19vx1tul/jlFY1/wnsPb/AZW/Ao7+L2Cxj0BpPQLsvAmYsxb4wg+Awsul7T8+FU/k3z2eePLCKsThyfy7sD4+vEeb9Futivrt7+6FPnU8IRPqmkKrC7UoNQFp3bak2PJhNZrVo3gveQTmOHlZKFdjwVK6Ftp+kVHzSRCAU13zPLa7dFYGnrhtKa755d9kxagEC5BTIMQrTDwr7UdERETRgWcCRDTV9AXhUTRbbjIsfQZw7c+Ay74D7P8lcOxZYHTYdtuZA8Dzm4GC9bYkVP5lHndtiJ+Og5ol41kFb0QRBzTLYIg/Ab3sOxo87lauk9tv3ox0XDIrA5+fveiPsCSZrUnGF/TTcefafGSPCnjxJ4cn3J5vicNNfQKezRiSnDQCAFcTJRP7ZiHZNB8D2tOStiEIgMFU7LXY+Gf2x2tVoTYoBdsr6zqZfCK/mq3PCmo/IiIKM8q+xyRi8omIIoDcZFjGTOD6x4Gy7wD7ngSq/ghYR2y3Ne0Dnr3OltT6wqNA3iqXm9ifVQq0jUpfOc/ebn9WaVgnn1ytXKe03yPXLcDX/nDI15BcunRWBm4unY3eQQvSktQoK86ZkEQ58aHrgto5VhVmW1RoVUs/MzoG23QgEeKEqXfZDV9Ga9YvAMH7SCqrKOCthi9K2l9lXSfuv7IEdz5zCFYf6+J7E021uSg8ZOvSoCvRyCo6rivRIFunbMEDIiIiig6s+URE0StzNnDDk8B3qoDSuwGVU769Ya+tHtSurwCtx6Z07UmepmiXSvsFi9IV71z1KyvOwVdKZ/ka0hQqAfj+dQvw9bJC/L8rS/D1ssIpo3c81Y+5bFAtJV9kIwKNsOITWCYkngAg1bQQM6rvGV8Fxd02RQF7T96OU6b5knbZO2hBWXEOfnbzpXCxkKBfhUNtLoo+KzYVyMrLr9hUENB4iIiIKPwx+URE0U8zB/jSU8C3jwJL7wCc6zjVfQD84QrghS2A8fjY1a5G+szva8Q3W1/Fd5v/iG+2vor5fY1T2igdWRQsSla8W6tJnVDvydkTty1Fbob3IttSCQB+fvNirzWlPNWPybfE4ZqB+PEE1OSkkfP19g/Qz2EIoy6yS5qzGzD72PeQbJrvdhqf5swVWGP8gsd4nTkSQltWzsHOb67G6kL5ReClCnVtLopOeXotNt6h95qAEgRg4x165OkDd4wTERFRZOBXooRRixXdbQMYGbYic1oSUtLjQx1SxOszD6O3awgJyXHIzE2GKtDDG6KcdWQUQ119EC1WJGSlQJ2aoGxD2kLgxt8C6x8AKh4HPnsZEO3Ts2retV30NwAbv491WcX2TiLWdVfhwebnsfbCiSmbPJC5BE/k322bpgdB8ciiYHqwIBdbTtRLmrKvAvBAfq7HNk/ctsRv0+9+/pVLcdvKPK/tvNWPWTysRqZVwIEkC1omT8ETgDyLCmsH1Ui1CmhWWzEsiChXjeBLCfFQCVNHQKWaFmIo9Sz6s6thjRvAYHoLenOPAAD6sqtRMOcj3Bl3AcbRRJzqmuex9pNzQqisOAdlxTmoae9BZV0negct6OgZxK5DZ2Qv0OhKU2dfxNZ8GjIPYcg8BHWyGsnTkiHwddQn1pFRDJwfgDhqRaI2GfGpvr3XLyzTIT07CUfKG3Gu/sKU23UlGqzYVBDViadh8yCGLwwhLlmNpGkpEKQOByOXrMOjGOzshzgqIjE7GeoUno/6atg8iOGLttfRxBweo+QnIo8jUobJpxjW3tyLt//nNP76bC0udg4BAFQqAas2zcamf5iP0mt0fJOSYdRixbH/a8UHv6vFqY86xq7PzkvBF+4txsZvzUXmdP+NEIkF/WfNaHnlOFrf+BwjF2yrmkElYPrlczHntmXIXp2v7BjNngvcvANY/yBQ8Rjw+V8wNhzG8BZgeAv6hV/GbdP/DnHGKmyr2YY4WKfUsBYBrL1wAi99uhVb521F04Lb3I4QCgejFis+e/0sjv+2FstThnHkgRlAnOC2qLoKwDZ9HtZrPScvyopz8NhXLsXDf/nMp/hWF2qxZeUcSW2l1J3Jt8QhvzcOnSormtVWJOYkIiszEYmne5FjHR/4mzM8/vuBkVEsSVYhLW7qwODEvllI7LNNMxxV96Fu2jEgzoqRtHPo0P8JG53anjbNRXnDtVOm4q0u1E5JBjknntKS1PjiJQW4ZFYmHnntM59rQt278xhWFWpx/5UlETEKyjpiRePuZlQ/a0Dbwfax69Py0rDg7vnQ316CpGy+jsrR03QBdX86icZXT2P4gu29XogTMPuaQhTfsQjT1yh/r8/Ta5GZk4ydPzwAAEhIjsOqzUWYrc+K2hpP1uFRtL5bj/oXPkfXsXNj16fOzkDR7YtQcMtCJGbxGJWjp9GMhhc+Q/PrBoz02BYJEdQq6K4qxNyvXYqclTwflcN2jNah/oXPYfqkbez61DkZKPq7S1DwlQVIyOQxSkTBJ4j++GqVvBIE4VhpaWnpsWNTa8uEwt9eacIT9+zDyJD7sQ/rbsnH1ufWIyEpvKcRhYM+8zB+ddM+GCo63LZJ0cTju69fjgUbpgcxsshlfPcUPvu3dyCOuF+dbea1C3Dpj6+FKsHHPHrHKWDvz4Hq/5twtePVUcop7yhUqL7pBVy65DrfYgmQPtMQnvnyfjTs7xy7rm1ZCk7emY3zS1OmtF+VkYLvFc70mnhytqOiHj97x6AoPpUA7PzmalkJkhaDCeXbj0saISQIwOb7l8Jk7MP+l2s9tp2XqMKCZM+ve+ZZFWhf+KzLg8ORy7OKAp4/+VXsN64FMPU+VtZ1YvueWper3q0q1OJK/XR8aOjAIT+siqcSbNMZpYwqC5XBrkH89a496Dh63m2bxKxEfHHnlZixkq+jUjS8YsCRRysgWtw/SQq/Mh8rf3o5VPHK3uvbmy7i1Z8fBQBMm5OO236wUtF2IsFQ1wAq79sN04l2t20StUm4bMcmZC/1PGKUbBpfqcYn/7YX4qj7Y7Tg1oVY9uMNUKlZLcSbwc5+fHzfbnR/7v58NDE7GWU7bkDWpXwd9bfly5ejqqqqShTF5aGOJRAEQThWOje59MiT0mpcRpKVD5xGVf1A1P7vwgVfxWPQobda8NjX/uYx8QQA+19txra798Ea6OWYItzI0Cie3FzhMfEEAP3mEWzbtBcNR7qCFFnkav+oFp8++pbHxBMAnHv3FD778bvwOYk+fQFw2/PAP1Tapt3ZCZCWeAKAOFiRd/hXvsURIMMDFjy9ad+ExBMA5H7SjysfaMF132hE6a/bkdQ1Mnbbo3N1shJPAHDfhrl47CuXSi5E7OBIjMgdmaOk7oyU5d49fE4HAPRpq9G+8Dm3B4cjHpUg4u5FL2KB9vSU+/jSkTO485lDLhNPAHC40YTH3jXgK6Wz8d6/XI5rF83wGrcnVhH4/muforKu03vjELD0W/Du7R94TDwBwFD3EN756vvoOul7Qi7aNZfX4fDDez0mngCg8S+nceTRvyl+HR3sHX/dSEqL3mlSlv4R7PtmucfEEwAMmQax7+vluFDL93pvzrxxGlU//Mhj4gkAml6pxvGfVAQpqsg10juM/d9402PiCbAlUfd94w1crOfrKBEFF5NPMcYyYsVv/ukARIkJpf1/acaR3a0Bjiqy7f19PWoqpX2gG+4fxfPfPhrgiCKbddiCk//1nvuVxSY59+4pdH7c5J+d514CfPVPwL0VQP46WV1FAJqzB22jqMLMx/9Tj+aD7j8IZTYNY97rZsyoGhi77rdnOvCH1vMw9A247efKlpVzsEtGEe3VhVrs/OZqxSNyFpbpsPn+pdCVaFzerivRYPP9S7GwTAdgfLqeJ+cttsS8uw/jXUVvQOpyeipBxFdmvYtflJaM3cfKuk5JU+ocCaPzPUN44Brfv2W0isBTezyP+gqVk/97CuePS3sdHekdwceP+qfGWLSyDIzg6L/+TXL7xldP4/zhc94bujDYOzz2e5KPdaTCWe3zJ2A+6Tk56mDpHcbx/9gX4Igim6VvGJ/8RMYx+lI1uqqUHaOxova547hwWlrSc+TiMD79aWWAI6KoJAKwCtF34ViLoGDNpxhz8M0z6DLK+zD51v+cxurN4TtVI5REUcQHv5P3Ya7hiAkNR7pQtDI7QFFFtrYPazFs6pfV58zLn2BaWaH/gtAtRfvcazGjeb/kLo5BMO2GDzBj+gL/xeIjq1VE5e/qvLZrW5aCzkXjNSDe67qI97ouAgDWZKbiwYJcySOhXBXRTktSY5YmGWfNA2N/lxXn+KUYdp5eizy9Fl3GXrQaujEyaEF8ktpt3ZkVmwo8TtfrsQKdFityXEzxGEo9iwHtaUwpAOaGKAKFM+vR98ox4NZ5AIDte2ol13JyJIxeum8tVhVq3Y6UkupQowk17T1hVYTcOmrFqedPy+rTdqAdpupuaBd6H8kWi86U12Pk4rD3hk5qd53E9NU62fsacBr5lBylI5+sFisa/nxSVp/zB87iYp0JGcXRW3DdF2fKa2DplXeM1v/pM2SXul/MIZZZR0bR+FK1rD7t+8+gt9mMtHxNYIIiIpqEyacYs/fPU5eG9+bYX8/iQucgMnNYnHCy5uPdMJ66KLvfx39qYvLJjXPvyB85dH5/PUZ6BhGf7r9jtOVCF5RMdFLaL1Baj5lwvrbXY5v66zLHi4+7cPBCH7acqMc2fR5unyn9uJ03Iz2oSY5sXZqkIseO6Xp7dxncJqBOD1qRnSpMKXLbn20/uZc4tdDRvbv7AIZ7bkFT/6DsBJIjYXT/lSW485lDPhchr6zrDKvk0/mqTvSc8XyMulL3WgNWLWRpBlea35Q/wq31rw2wDIxAnSwvgTTYF/3T7rqOncPAOfnHaMtbtVj03dUBiCjytbwl/xg9+9d6jP5sFHEJrEU6WedRIwY7+mT3a3mrFgv+OXrrtBFReOG0uxjTZZQ3osShu03eaKlYYZY5isyh+xwfT3eGzss/wYcIDHXKP+nypCduahHuQPYLlAvGQY+3ty1L8Zh4crAC2GpowT5Tjx+jCx1v0/USCjOBsllTkkzWOGXPXVXyIPrODyquuVRZ14my4hz87OZLofJx0afeQYtvG/CzvjZl70v97cr6xYKBDvmPjWgRMWTy/HrhyoSaT1E67W5AwYd6X/rFAiWPjXXEiuFu+cdoLBhQ+HrIY5SIgokjn2JMnMKVQtTxzFO6onTllTg+nm4JCh9TpSs1udOVVwYcljy7aqxdV16ZX+PwlUrtOfqTd2V7TTw5WAE82dwmuxB5uHKervfO/3yGCx22xNLlX52HSzfOBgAMLtTi4p4WDDdeAACoRpMV7Wu0PxFx8SrFiR9Hvy0r52B2Vgqe2lOreBW8tKTweutXSTz+pvTjylduCUofUwXvTbFQcFzpscZj1D1VnNL3ej6mrnh7r3fbj48nEQURX3FizJyFmbL7JKWqkZOXGoBoIp9On6Go36wF8v8PsSKtUP50xLjUBCRO8z7dSo5LikpxIHOJ5NXuBAAfZy7FJUWlfo3DVzMWuD9GLxQk4PySFLide+bCAXOf7CLk4S5bl4ZZ88drB1mdVl5KKs5Caun0sQxkStdC2y8SHzLHQzvUMB+pM5IUJ36c+5UV5+Cl+9bi6TuVTTmTu6pgoGnma4LaLxZklsivhZWQlYRErfzkaizUfEovVlZbjPWe3FPymCZmJyMhMzEA0US+dIXHWsZcHqOkgChE34WCgsmnGHPt38+T3eeKO4qQlBJe35SHi5z8VCy+Vl7xyzi1gMu/7sfi2FFm9s2LZfeZdcMixCX69xjVpybjnYX3YVTiy+QoVHh30b3QpyobGRMoOUVpmHeV6ypU7cvsUwQFeW+6+7sVTI0Mc5k54/+32qPtOPFhC7qMvRis60b3a7VjyabEvllINs2XVfOp57MClFyxFnEJcYoTP676XbMoF6skrirokK8Nr2mhAKCZm4mZl8mrlBaXqMK8W+cGKKLIN/erC2X3KbpVr2ikzsSaTwmy+0eCzJJsZJfmyuoTl6TGnC/LP+eKFYW3LZLdp+DWhRAUjpiKdhp9DrIWT5fVJy5ZjbwbSgIUERHRVHwFjzHzVuRgwdppktsLKgE3/KM+gBFFvi/eL28J9FW3zkGWLvw+AIYLzWIdMhdJP8kXVALm3LYsILFcvfJLeGjeg2MJqMmDXRx/j0KF783biqtXfCkgcfhqw/2uPwCNpCp7C+ixjPoSTthpMZhgODi+hHd740Xsf7kWL/7kMBqer57yj89u+LLkb8lEq4D2V76AZd+yneDPm5GOwhx5I0lXF2rdFgi//8oSWTWgmk39uOaXf8NtOw4orj8VCIu+JS9ZUvyVuUjK5iIY7kxfq0PmfOmJSUGtQvHX5CesgNgY+QQAJfcskdU+/8b5SMjkMerOjLI8pM+VPvpJlRCHoi3yE1axpPguecdowVcWID6dI8mIKHiYfIpBD+26HFqdtNEZ//Tr1Si4hEtZe7L4izOx+fvSTtpnLcrE3b9ZEeCIIpsgCFjy881IyJb2AX3ho9comqonxXrzMYwIamy59Bf4OHPplMEujql2Wy79BUahwnrzsYDE4atFN+jwha1Tk6TxfVZF20tXR89KQ9WVRpRvP47uc1OLtaargIwRK8RJ0xJTTQsxo/qe8QSUmyl4olXAmV9/GWX33Y6sYtv0x8q6TjR1SS/wKgD4zpXuv5lWWoT8cKMJdz5zCC8faZHXMUAKrpuDS+6V9jqafYkWa/5jVYAjimyCIKDst9cgQSPhg6UArH58I9Ly5E8jF0URQzFQcBwAZl07F3PvuFRS26xLp2Px9y8LcESRTVAJWPPraxEvZRqdAKx47Eqk6KKj3mCg5N1QgsIt0l5HsxZPxyUPrg1wREREEzH5FINm5Kfhib9dj3kr3H9gT9Uk4MFn12HTffJG9cSqW/9rMb762FIkJLv/UH7pF3Px6N4rkZoVndMS/ClllgZrnr0dGQvcT8VRZyRh8X9tQt5N8qfpSbXv0F/w6oyrsV+7Ajcv3Y4+1fi32D8pvA8bVjyHm5dux37tCrySew32HfpLwGLx1ZceX4JNP70U6qTxl/0Zn9gTLjJqPgHAuiz/1tcKlRaDCXt3Gdze/Wn2KUiCi2mJmrMbMPvY9zxOweveuxKL/342Ute9jZaW59DbW4Pte2plPdyFOalep+ptWTkHO7+5GqtlTsGzisD3X/s0oCOgentr0NLyHBobfzP2GLgiCALW/GQllj+8DHGJ7k9N5lyTh02vfREJUTzCxl8yijS46tWboNG7f69PyEpC2a+vRsGNyqaHDQ+Owmq1HdDxiXFRvZiGIAhY+qP1WPDtFVAluH+v111diMuf/zLUqXyv9yZjrhYb/3wzMua5f+1KyErCmt9ch7zrOT3MG0EQsOzHG6H/h+UeC4nP+uJcrH/2y1Cn8HWUlBAAaxReJFd5JV8Ik7/RpcAQBOFYaWlp6bFj4TMyQhRFnDpwHm8/fRrNJ80YGRqFNjcFG75aiA1fLWSdJwX6uoex7/kGHH29Fb1dQ0hIVqNwhRZX/mMx5izmCDK5RFGE+fhZtPzlBHrqOyFarEjMTsHM6xZi5jV6xCUH8MSp4xRurDyEg5qlY1fV7r8O6aO2hE1x2dvoVU8cnbXW/AleL1sDTF8QuLh81GcawuHnmvDZ663o6xrGXx7IRutc6R+S1mpS8fqy6PgQ8PoTVTDWmt3ePi9RhQUeEsoOQ6ln0Z9dDWvcAPqzatCf87nbtqdNc1HecC1OmaQn9t/7l8vdTrubrKa9B996/iiaTdKX3V5dqMVL9/n3G3CTqRKNTb+B2Xx4ym0azSoUFnwbWq3rlSEHTYOoebEOTe+cwZB5COpkNaYvn4aF9+iRxSLjsomiiI5DRtT/+RQu1ndDtFiRPCMV+TfOw5zri3yql9f8eSfe+s2nAIDEFDVu2lqKbF10JKc9GTINoOnVUzB+2IRh8yDUKfHIXpaLor9bxCLjCoiiiPMHz6Lx5ZPoaeiGOCoiaUYq8r80H7OuK0ach2QfuWY7Rqtx7sMmDF8cgjo5HtnLZ6Loq4uQXsTz0UBZvnw5qqqqqkRRVLYiSJgTBOFYaVFK6ZHHw/c8V6mVD51CVUN/1P7vwgWTT0ESjsknInLP8PHz2Di0xDYqyD7yxWPyyd5ub+IJ6C+7OxQhK7LP1IMtJ+ohZQKeCsBLS+ZivTbypz50GXvx4k+mJkacFSWocGmKvA89pjnv4bz+BZe3ibB9r2YVBTx/8qvYb5SW8PnSkpl46u+kraJY096Da375N4nRjpOT4PLGaHwZpwyPAh6PKhUW6H8Kne5Wv+yTgqvFYMLR3U0uk7e6Eg1WbCpAnp5JGCKKLUw+RS4mn4IjesdHExH5YP+wvQ6F1JXg7O3G+kWI9dp0bJuf5/XNQAVgmz4vKhJPANBq6Pba5rzFljyR+iVNn7Ya5+f/2e3tjiNJJYi4e9GLWKA9LWm75SfOSZ4ap3QKnb+m3plMlRISTwBgxSnDD2AyVfplvxQ8jjpp7kYNGmvNKN9+HNWVxuAGRkRERGGNySciIhd64uStSOZrv1C6XZeNl5bMxVqN69jXalLx0pK5uH1mYAq7h8LIoMVrmx4r0Gmxuqz55EpX0RuAIC1RpRJE3FD0V0ltRQBP7amV1LZXwv3yZ7/JGpt+A++JJwcrGpt+65f9UnB4q5PmIIrA3l0GtBhMwQmMiIiCQ4ziCwUck09ERC6k5xQEtV+ordem4/VlJdi7aj4eKZw5dn2CALyypDhqRjw5xCdJq3NzenDqaneuDKWexYDEkUyA7cO5XlsHXeo5Se0PNZpQ097jtV2axPvlr37OentrXNZ48sRsPuS2CDmFn6O7myQXzBdFW3siIiIigMknIiKX1s0ptv0i55OWc78IpU9Nxv0FM6BLtBVzHxaB2v7BEEflf7P10gqudlpEHB8Y9ZqA6s+ulrV/x2CqBdnSEy9SpsZ5WxnP3/2cdXd/HNR+FFxdxl6PBfpdMdaa0WXsDUxAREREFFGYfCIickGfmow1iRZZNZ/WJlqgT00ObGBBckna+P34vHcghJEERrYuDboSjaS2Z4ZFfNw3ioselq5Wz1W28mJynPTE3oH6Lq9t5s1Ix6pCeYWeVxdq/VJs3GJRlmRQ2o+CS0qdNH/2IyIioujC5BMRkRsP6udDJUqrX6MSrXhAPz/AEQXPJelOyaee6Es+AcCKTQWSc4udFhGD62djxr+UInNzETKuzkfSwvEkj9glcUOTDIwmSW77fnW7pNFPV+qny4rhCpnt3VGr04Laj4JLSp00f/YjIqLwJFqFqLtQcDD5RETkxnrzMWyrfQIqcRQAJiSi7jK+gfm9DfbrR7GtZhvWm4+FJM5AuNRp5NNnUTjyCQDy9FpsvEMvOQF18PV61NZdQHrZLGRcOQdZN5aM3ZZY75imKW1bjll8p7rmSY5XauHxPYYOydsEgA9ltncnK+uyoPaj4JJaJ81f/YiIiCi68IyAiMidisdx+7lKXHrRABVEpFrHp0j9qHEHftS4AydT58IKAZf21QEVF4CijaGL148uSU8Z+/1k7wBEUZS86lskWVimw2DfCA68Vu+1rWMFr/TsJOTptRg8Pb6SV2LfLCSb5ksuOi4IgMFUDGPfTO+NnTgKj7ubJlfT3oPDjfJWGPO2TanS0uZBo1klq+i4RrMaaWnSE3AUOlLrpPmrHxEREUUXjnwiInKl4xTQXAkAuLSvDov66qcMahEBLOqrtyWeAKB5v61fFJidGA+NOg4AcMEyijODwyGOKHCaP/NeS8nBsYLXYF03ul+bOAopu+HLgCg1QafCWw1flBHlOE9T76RMy/Nnv8kKC74N6acWKhQW/LNf9kuBJ6dOmoOuRINsHadVEhEREZNPRESuNVRMuWpyWsFlmsFFv0gkCAIWRXnRcUD5Cl6mt5umTLFLNS3EjOp7xhNQbqfgqbBA/1Pk5V4uL1i7Xg81dDzdpnSbcmi1ZVig/y9IOb2Yk/cNaLVlftkvBYecOmmCYGtPREREBDD5RETk2lBPcPuFoVgoOq5kJa50FWB1s3y85uwGzD72PSSb5rvMTmo0q7Fs6XPQ6W7F2rnZsvcNAGkeauh4uk3pNuXS6W7DnLyve213puV/YTS+4rf9UuBJrZMmCMDGO/TI08tbeZGIvOvo6MDBgwdRUVGBgwcPoqPDP3X7iCQThei7UFCw5hMRkSvDfcHtF4Zioei4kpW4pqk9f2+TalqIVNNCnFvwHC7m7QUApJxfjCLdg5hRum6sXVlxjux9e+sXiG3KZTJV4kzLsxJaWnHK8AMkJek4AiqCLCzTIT07Ce/94SQGe0em3K4r0WDFpgImnoj8rKGhARUVFWhubp5yW35+PjZs2ICioqIQREZEJA2TT0RErij9EiSKvjxxHvl0yNyLXza1IV0dh3VZadCnJnvoGTmUrMSllvg/Thgc//Cd1DMHycNzJtw+b0Y6VhVqZRUIX12o9VgYPBDblKux6TcArF7b2VjR2PRbJp8iTJ5ei5SMhLHk06L1OmTNTMVsfRZrPBEFQFVVFcrLyyGKrudzNzc3Y+fOndi8eTNKS0uDHB0RkTScdkdE5ApHPqFtcGQsl9YzasVjjW34Ye1ZbDx8GjdW1WKfKfKnGCpZicvitpbTRII1fux3UTUCISluSpv7ryyBSkbCcvHsTK9t5GxTJQDfubJEegBe9PbWyFrtDgDM5kPo7a3xWwwUeFarCHNH/9jfa28uxpIr8ph4IgqAhoYGj4knB1EUUV5ejoaGhiBFRkQkD5NPRESuXGwLbr8w84KxC7d/2uC2ZvbBC33YcqIeL5yTvlJcOFKyghdmSfuAPaoeT0QOZjagr7cGF/ecQU/lWYy0224rK87BN9cVSt71M/sbva5MV1acg5/dfKnXBJQA4Oc3L/brlLvu7o+D2o9Co6drAFZ7FjYlIwGJyRxITxQoFRUVXhNPDqIooqIiOhY+oTAlArAK0XeR+MUi+YbJJyIiVzJmBrdfGNln6sHW0y1eJ05ZAWw1tET8CCi5K3hd8uUiJBRmuG3Tp63GmRU/g2nuW2PXDWTV4mT83+Pz7n+AsfIttP+yCh07TmCwrhsnWi9IjtUqAk/tqfXabsvKOdj5zdVYXei+7o5+ZjpuW5kned9SWCyuC7EHqh+FRnfb+KinrNyUEEZCFN06Ojpc1njypLm5mUXIiSgs8asqIpKu4xTQUGFb0S0xHSjaAExfEOqoAkOrsGin0n5h5ImmNhkVe4Anm9uwXuu/mkHB5ljBa+8uAzx9uey8gtegWkDnM59P+abMPKsC7QufAwTRdptzUksEBrSn0Zr1C+Se/DoyGy/H+Wc+xzRRXjH3Q40m1LT3eK3TVFacg7LiHNS096CyrhO9gxZYRRHb99TCKgKnzvXA0HYR+lz3iTS51Gpl066U9qPQMLePJ580M5h8IgoUpVPoGhoaMH36dD9HQ0TkGyafiMi7hr1AxeNAc+XU2/LLgA0PAUUbgx1VYBVtCG6/MGHoG8DBC/LqVh0w98HQNxDRRcgdK3gd3d0EY63ZZZtl18zBwjIdACCpOAtZN5eg+7XasQRUn7Z6PPEETC0+7/hbENG26FmoB3OQalqIh5CENlhxDKOS462s65RcJHzejPQJbWvae7H7s3MAgOc/bsLPbl4seb/eZGVdFtR+FBrd7c4jn1JDGAlRdBsaGgpqPyKiQGLyiYg8q/ojUH4/ILoZC9NcCey8Cdj8FFB6p/vtRNqoqekLbIk1p4Tb5IEsU+SvC+/7JMH+bmXTn/Z390Z08gmwjYDK02vRZexFq6EbI4MWnKu/gDMnbSvH1RxpR3J6AizDo4hPUmO2Pgs537wEF/e0YLjxArqK3hhPPHkjiOgqegOppoWIg4B7kIhj6Pfez6530KLkLgIA7r6sYCz59PonZ/HwtXpoUhIUb89ZWto8aDSrZBUd12hWIy1tnl/2T4HneH44xKlZwYEoUBITE4Paj0gSMYqWdqagYvKJiNxr2Os58eQgWoHy7wCavKkjoAI1aioYyawND9kSa/b77/GtVlABG77n3/2HQI9F+ugbf/QLR9m6tLFVu4b6R/Dc9ythGbai1zSEylfrJrTVlWiwYlMB0q8VMVB/WkKG0s4+BW8o9SwS+nRYBjUKoUKjxAmPaUnK375XFmRhwcwMnDp3EYMjVvz2ozroNMnoHbQgLUmNsuIcyaOqXCks+DY+OX4PIOm+qFBY8M+K90XB02IwuRwZWPHn06g92o4VmwqQp3dfY4yI5CsqUjaVX2k/IqJAYvKJiNyreNx74slBtAIVv5iYSPLXqClnwZwCWLQR2Lx97D70qxKRYrUNZR8U4pEkjtjaCSrbfYiCqYfp6rig9gt39Z+ch2XY/XPAWGtG+fbjWPnVz21XSP0y0N6uP7saiX2zAADLoUYjhiV192WFOkEQ8PXLCvDQXz4FAPx+X+OUNqsKtbj/yhJF+9Fqy7BA/184ZXgU3hJQKcn5srdPwVddafRYE83xPNh4h35saioR+aaqqgr79u2T3S8xMZH1nogoLHGsNBG51nHKdYLHk+b9tn6A/FFTDXu9b7/qj7Zklbu4HMmsqp1yovas9C7gzteB/HWwCuMvmSOCPXefv852u9TkWZhbl6Ws8LPSfuGsxWDC3l0Gr+1EEag/0aRoH9a48WLjUivnrC7U+jQyCQCGRz0/Lw83mnDnM4fw8pEWRdvX6W7DsqXPITm50GO7/oFGfHL8HhiNryjaDwWe43ngbaV3UQT27jKgxWAKTmBEUaqhoQFPPfUU3nzzTXR3d3vvMMnQ0BBXuyOisMTkExG51lChrN+e/wBO/h/w3r/KHzXlMZ69/k9myeLuk5fEGj8RQp+ajDWZ8goIr9WkRny9J1eO7m7y+oHbwTqi7P6rRsf7SSnzrhKA71xZomhfDpV1nfjRG597bWcVge+/9ikq6zoV72tgQMoS4VacMvwAJpPMZDcFhZzngSja2hORMlVVVfjjH/8Ik8m3JK7SVfKIvBMAaxReJA9dJ19w2h0RuTbUo6zf6d22i1zN+4HDTwPZJUB8su2iTgbik2w/P/qZb1MAlXKaOijGjScKXsi9HhvMx6BXMnUwzD1YkIstJ+olVewRADyQnwtD3wD2d/eixzKKdHUc1mWlRXRCqsvY63bVO1f62vXydmCvDZXStXDsqip4LiKuEoCf37zYpyl3ALB9Ty2sUpNqIvDUnlpF+2xs+g2k1X0CACsam34LrbZM9n4ocOQ+DwDbFLwuY+9Y3TQi8q6jowNHjhzBkSNH/LI9rnZHROGIyScici3Rt2k9irztx4LdjimAvhQht4+22pe5FE/k342dnz8ydtMvCr+Jf1N/B2vMx/Fg8/NY767gegRar03Htvl52Hq6xWvqQA3gvxqMON4zMOW2NZmpeLAgF+u1ITiWfOS8mpcUwxdnob9jHlKm10jrIADJpvlj9Z4SCjPxH1cuwFN7anGoceo33qsLtfiOwhpMzmrae3DYxfY9OdRownsn23DWPCC5KHlvb42sFe8AwGw+hN7eGq58F0bkPg+c+zH5RORdQ0MDKioq0NwsZZSodFztjojCEZNPRORa0QZl/S75CnDuU6Cr1r/xKPHSncDcK4Bp84Ac+yVtBiBIHFpb8ThemHEtts7bCqvgoqC2KOKgZim2ZF6KbTXbcPtfHwX+MTqmDt2uy0ZeUgKebG7DAfPUCWEJgoBhUcQI4DLxBAAHL/Rhy4l6bNPn4faZ2QGO2L9GBj2PQnKls/oGzJn2S0CQMKxIFJDd8GXb7wKQcWUeyoqzUFacg5r2HjxX2YQXDp8BACzLy8RL962VHY8rSqfQ3bvz2JTrPBUl7+7+WNF+urs/ZvIpjCh5HvjSjyiWVFVVoby8HKLUea0ycLU7IgpHTD4RkWvTF9hWj5NTdDx/HXDL/wIH/wd492H5+5w2H0idDlgGgZFBYKTf9nu/CbC4TnB41FU7NQmWmAnklNiTUSW2febMA7IKgLj48XYdp7DvwgC2Lv4P14knYCyJZRXisHXeVuR9uhXrX/9H4KbfyY81DK3XpmO9Nt3llLpD5j48XNPqdRtWAFsNLchLTIioEVDxSfLfHvs7FiBN2IpePAGP081EYEb13Ug1LQQEIOvmEiQVZ43dPG9GOr5eVjCWfDL1j8iOxZ1ePyYFHEXJf37zYty2Mm/CbRZLr6JtKu1HgaHkeeBLP6JY0dDQELDEU35+Ple7I6KwxLMDInJvw0O2ekZSai0JKmCDfdqc0lFTtz7vepqc0mSWK0MXgLNHbRdnqnhAWzSemLp4Fk/k3+0+8TSJVYjDk/l3Yf2J7wIp2cAX/9M/8YYBfWrylPpN3z/tPfHkYAXwZHNbRCWfZuuzvDdyoVh/B4SkS9HY9FuYzYdcN7IPvBOS1cj+mn5C4slhVtb44200D2DUKiJO5XsxzDQ/JwUcRclnZSVPGAGlViubcqW0HwWG0ueB0n5EsaKioiIgiScAmDePo0cpcERA8iIUkSQK71JY4mp3RORe0UZg83ZbYskTQWUruO2od+QYNSVH/jr39ZmUJrOufQy48t+AJbcDs5YDiRnu21pHgM7TgOEtYP+TMNQdwkHNUunvsKKIA5plMKQUAAd+HYDV9sKHoW8ABy9IWZtt3AFzHwx9CkavhUi2Lg26Eo2sProSDbJ1adBqy7C89AWsXvUO5pX8K4oK/wVzcx9Gruq2sbZdReUYHRqAOtt1UfaUBDUyk22JopFREb/5sBY17QoXAXDia80oVxxFyZ1lZV2maFtK+1Fg+PI8ICLXOjo6/F7jydn777+PqqqqgG2fiEgpjnwiIs9K7wI0c2yrxzXvn3p7/jrbiKfJhbaVjppyRekUwDX/MPE6UQR624Hzp4HOGqCz1pZw6qwFLp6d0HR/1nJ7bBJHm9jb7c9aDn1/E/Di14Cv/ikqCpBPtr9b2dSo/d29EbUC3opNBSjfflxS/lEQbO2dpaXNm1C/aHR+P7o+/gAjIyZYkrtwQbcPmUeKkHnNxH6VdZ3YvqcWFwbGp8j98oNa/PKDWo91lqSYNyMdqwq1souOe3Oo0YSa9p6xIuRpafOg0aySVXRco1nNek9hyNfnARFN1NDQEPB9lJeXQ6PRsPYTEYUVjnwiIu+KNgJf3w3800HbaKIv/ND2858O2q53lWBROmrKnQ0Ped+W8zZdJbMEAUjPtY2kWvUt4PrHgbveAB6oBh5pBe7dC9z0NLB+K3qmLZK2r0l64lJsvwz32pJvVTsVbSec9VhGg9ovVPL0Wmy8Q+81/ygIwMY79MjTaz22i4tLQUH+eELUVFSOnqMtEEfHE7QvHTmDO5855DY55Kiz9PKRFul3ZJL7ryyBH2bwTTG5mHlhwbch/TRDhcKCf/Z7TOQ7fz8PiGJdTY3EVVF9IIoiKioqAr4fIiI5OPKJiKSbvsD91DhXlI6acsWRzCq/3/NoKqnJrMkS0wHdMtsFQHrreaD2rJdOU6WP9o//IVqB8u8AmryoGgGVrpZWB8tf/UJpYZkO6dlJOLq7CcZas8s21/z9JSheLq2466xZt6P5zO8xPHwelqRunJ/+CoaPfQphmogzZgG//msirOJMj9twV2dJqrLiHPzs5kvxyGufwerHIgeTi5lrtWVYoP8vnDI8Co8F2KHCAv1PodXKnKpLQePteaAr0WDFpgImnogkOHPmTFD209zcjI6ODhYfJ/8SAYgB+AYr1Fj0KSiYfCKiwCraaLt0nAIaKoChHluip2iDvEQW4N9klhfrsuw1S0RR2tQ7e7t13ZOWpBettnijKPk09tgEqV+o5em1yNNr0WXsRauhGyODFpz6+Bwudg4CAIYHpK8gFxeXjIL8f0BN7X8AAExFu2Hq3Q3YZzL++2VAs6kYrzR8EadM891ux1FnSen0uy0r52B2Vgqe2lOLQ36agueqmLlOdxuSkma5LcCu0axGYcE/M/EUARzPg30v1+DTD20LDsyan4X1W0pY44lIIoPBAIvFf6uOetPQ0MDkExGFDSafiCg45I6acsefySwP9KnJWJOZKr2wtiBgrfkTW72nyZr32+L1Y3yhJPuxAbBWkxpR9Z5cydaljX3IVifEofLVOgBAw/HzWLhOJ3k7gpDg/kYRyNfW4cGsenx08nb8ybjabdPJdZbkKivOQVlxDmrae1BZ14neQQvSktSYpUnGvTuPed+Ai+25otWWQastQ09PNQ4f2Tx2/apVu5GeplcUO4VOujZp7PfsWalMPBHJcPz48aDub2hoKKj7IyLyhMknIopM/kpmefBgQS62nKj3OGHIQSWO4oHmP7pv0FARNcknQOZjA+CB/NxAhxRURUunjSWfzlR34eAb9UhOT8BsfZbHD+MmUyVO1/yb+w3bB9kJgogrFr2A+MEcPGea67Z5ZV2n4uSTw7wZ6VO2Ibco+epCrdc40tMXQq3OgMVyEQCQmDBNfrAUcnHq8TpeVgvnKRDJEexkUGJiYlD3R0TkCQuOExG5sV6bjm3z86ByNxHcvvyTShzFtpptWG/2sLTxUE8AIgyd8cfGMwHANn0e1mt9S5CEmwudA1An2O69aAWOvdOM/S/X4sWfHMbrT1ShxeA6cdPY9Bt4rn/kRBBxddG7WA73tbIm11nyFzlFyVUC8J0rSyS1jY8frwk0POLfFfcoOFRx4wfG6KjEY5mIAAQ/GcTV7iggrEL0XSgomHwiIvLgdl02XlpSjLXWDqicCp3fZXwD8/ubsNb8CV76dCtub3vb84bOGwIcafDZHpu5WKtJddsmWSXg6uyMIEYVeNWVRpRvPw7LsOsP3sZaM8q3H0d1pXHC9b29NTCbD0svaikCg9rT+Hpqp9smruos+YOjKLm3BJRKAH5+82LJtacSEsaTTyPDTD5FIo58IlKusLAwaPvKz89nvSciCiucdkdE5MV68zGsP/MrwDo4dt2PGnfgR407pG/k5GtA6Z1RVXgcsI2AWq9Nh6FvAPu7e9FjGUWySoVnWs+jZWgE/VYRjze24Rfz80Idql+0GEzYu8vgGPTmligCe3cZkJ6dNLYCWHf3x7YbpX7BZm+Xn12Dwr61aHQxYkppwXEpvBUlXz5HgweumS8rBo58inzOyadRC0c+EUnR0NCAiooKNDc3B2V/giBgw4YNQdkXEZFUTD4REXlS9Ueg/H5AtEKE9LzBFFG46p0zfWryhILixalJuOPTBgDAn4xduGdWDhalRXbBcQA4urvJa+LJQRRt7R3JJ4ulV9E+rXEDWA41GjE84XopdZZ8Nbko+Y6KerRdtNUs+e7V82QnvxLiOfIp0qnUTtPumHwiQkdHBxoaGjA0NITExEQUFRVNGHFUVVWF8vJyiFLfPPxg8+bNnHJHRGGHySciInca9o4lngAfEk8OUbbqnSdXZWfgC9p0fGTqgRXAv9aexV+WzoUgRO68+i5jL4y1Zll9jLVmdBl7ka1Lg1qtbFUw1WgyJk9slFNnyR8cRclr2nvx58NnAAAnjRexvkRe0fD4hOyx3znyKTLFxTlNuxvltDuKXZ5GM+Xn52PDhg0wm8148803gxrXkiVLUFpaGtR9UmwRxcg9l6PQYs0nIiJ3Kh4fSzz5TUOFf7cXxv69eBYctYk/Nvdi9/kLoQ3IR62Gbp/6ZWVdZrtCRs0nAEjpWog+p6vl1lnyp4W68fpd1caLsvtPGPk00uWXmCi4OPKJyDaaaefOnW6n0TU3N+OPf/yj4sSTWq3G/PnzFfWdOXOmon5ERIHG5BMRkSsdp4DmSv9v99yn/t9mmJqXmoRvzBpPkPx7vRGfXuzHH1rP45dNbfhD63kY+gZCGKE8IwpXlnP0S0ubh8yU5bJqPiWb5iOxbxaOwbaNxbMzsfObq3HbytDU0FrklHw6aZSfTIx3Kjje3X0ILS3Pobe3xi+xUXCw5hPFuoaGhoBPoxsdHVWcfOJ0OyIKV5x2R0TkSqBGKJ14Achfays+HgMeLMjFX9q7YRoZRcvgMK45NjXRsCYzFQ8W5GK9NrD1i3wVr3BlOed+RfPuxyef3A0IEj60iAKyG76MU/EiGkdsH/K/UVYYkhFPDgtyM6ASAKsINHT2oX/YgpQEaY+LyVSJ5uanx/7u66tBTe1/AAA0mlUoLPg2tNqygMRN/tNnHhr7vdc0ODatlChWVFRUBLx+kyiKOHHiBPLz82UVKecKd0QUzjjyiYjIlaGeAG1YBMq/Y6snFQM08Wps1GZ4bHPwQh+2nKjHC+fCexrWbH2Wz/202jIUZz8KOOolTP784vhbFJB78utI7V6I9kXj/avPyZ/q5k/JCXEozLFVoBJFwNAm7XliNL6MT47fg76+0y5vN5sP45Pj98BofMVvsZJ/tRhMeP2JKrz/v9Vj1/WYhvDiTw7j9Seq0GJgDS+Kfh0dHUFbsa65uRlLliyRXCuRK9wRUbhj8omIyJXEAI7Ccax8FwP2mXrwf+3eayVZAWw1tGCfKVBJP99l69KgK9HI6qMr0UwZFZK/9OtYkPIrJJvmT52CJwCJF+dg9rHvIfPc5ci6uQQ5l4yPdFJSZ8nfFukyx36XEo/JVIlThkdh+y97YsUpww9gMgVguiv5pLrSiPLtx90W3DfWmlG+/TiqK43BDYwoyBoaGoK6v+HhYWzevNlrAkoQBK5wR8EhArAK0Xfh+hlBweQTEZErRbZvD2XWhpbOsfJdlHuiqc1rysHBCuDJ5rZAhuOzFZsKIHXBPkGwtXdFt/YGlC79E0qat2O64WtIvDhn7Lb09hXIylyLnG9egtSVuVg4czzZc9J4IajLdbviXHT8pSMteLayETXt7pOGjU2/gffEk4MVjU2/9S1A8qsWgwl7dxng7bATRWDvLgNHQFFUGxoa8t7Iz/srLS3FnXfeifz8fJdt8vPzceedd3KFOyIKe6z5RETkyvQFuKBbjUzjIUnNBQDmuDRoRnul7+PPfwds/hVQtFFJhGHP0DeAgxf6vDd0csDcB0PfAPSpyQGKyjd5ei023qH3+mFcEICNd+iRp9e6bZNUnIU5xTfg4oeL0fppKs4tttVDGllyBtPXLB5rNzsrGemJavQMWdDdP4K2i4OYmRmax6eyrhOvf3J27O/Pzl7AZ2dthcdXFWpx/5UlE2pS9fbWwGw+LGsfZvMh9PbWIC1tnn+CJp8c3d3kNfHkIIq29p6Oe6JIlpiYGJL9FRUVoaioCB0dHWhoaMDQ0BASExNRVFTEGk9EFDE48omIyI0n8u/GqMSXyVGo8GT+XfJ20N0I7LwJqNqpILrwt79bRiLOD/2CZWGZDpvvX+p2Cl56dhI2378UC8t0krannpaMFNPCsb8vDnyK0dH+sb9VKgELnEYbhWrq3UtHzuDOZw7htJs6T4cbTbjzmUN4+UjL2HXd3R8r2pfSfuRfXcZet1Pt3DHWmtFlDO/nMJFSGo0mqPubPI1u+vTpWLNmDTZs2IA1a9Yw8UREEYXJJyIiFwx9A3g6YRG2zts6loByVxt6FCpsnbcVT+dtgSGlQN6ORGvUFiDvsYwGtV8w5em1uOnBUnz1R6uw7rYSFC2bNnZb1owUWSM/hIQ4qIc1SOiZDQAQxWGYzUcntFk4M7TJp8q6Tjzy2mewehkBYxWB77/2KSrrOgEAFouyJITSfuRfrQbv9dr82Y8oXDU0NODZZ5/Fiy++GLR9cuU6Ck+CbdGUaLtMKcJJgcDkExGRC47RN3+euQlbFm/Dx5lLXdWGxseZS7Fl8Tb8eeYmW7+s5fJ3FqUFyNPVcUHtFwrZujQsuSIPl91cPHZdW8MFiN6yNE5U8ba34lSn0U+drXsntHGusxSKFe+276n1mnhysIrAU3tqAQBqdZqX1q4p7Uf+NTJoCWo/onBUVVWFnTt3Bm2VO4Ar1xFRdGLyiYjIBefRN/uzluPmpdvRp0oau+4nhfdhw4rncPPS7RMSTj1xKcp2GIUFyNdlKUsgKO0XShk5SUjOSAAADA+OwnROWq2rwbpumN+yrZ6U0jWefDrf+BE6dpzAYJ1tBMmEkU9BTj7VtPfgcKO8ItKHGk2oae9BVtZlivaptB/5V3ySstKgSvsRhZuGhgaUl5cHdaEHrlxHRNGKySciIhdcjb6xCuMvmX/UfRmnUwun9nOq1SNbQ4XyvmFIn5qMNZmpsvqs1aSGbbFxTwRBwMy546vSnau/4LVP35E2dD7zOUaMtkRVSvd8wGo77oYyzuBs3DOofe+XOH/wY5TMSINaZRt719zVj57BkQDcC9ccU+iU9EtLmweNZpWsfhrNahYbDxOz9VlB7UcUbioqKoKaeOLKdUQUzfjVFBGRC+usHbZfRNG2dJk39nbruquU7/Tcp8r7hqkHC3Kx5UQ9rBLaqgA8kJ8b6JACJrcoEw2fnAdgm3p3yeWz3LYdrOtG92u1EwqJDWQ2QjWaAKtqAABgKtoNAOjo/xMyDpXiiqIr8V5dHgDg1LkerCoMzopivQqnUDn6FRZ8G58cvweQeBQUFvyzov2R/2Xr0qAr0cgqOq4r0SBbF3mjF4km6+joCMhUu/z8fGzYsAFpaWlcuY4ikiiyPhIpw+QTEZELeuM+rDEn4aBmqbQOgoC15k+gX3QlUPch0N0gf6cnXgDy1wKld8rvG6bWa9OxbX4etp5u8Zh6UAHYps/Dem16sELzO+eRT21eRj5d3HNmQuLJPKsC7QufAwQX37CLwMWhKtxW+An6+7+K/ca1+N3eOpw0TkNZcQ7mzQjsY5amcAqVo59WW4YF+v/CKcOj8JyAUmGB/qfQassU7Y8CY8WmApRvPw4pgz8EwdaeKBo0NCh4H3ejpKQEc+fOnZJgYrKJiGIJp90REbky1IMHm5+HSpS28ppKHMUDzX8E0nKBv3tB4U7FqFz57nZdNl5aMhdrNa6n4K3JTMVLS+bi9pnZQY7Mv6blpSNObXtbvXB+AP0Xh122G2nvw3DjeN2mPm21+8QTMLYAiyCIuHvRi1igPY2PTp/Hv5dX45pf/g237TigeGqcFGXFOT730+luw7Klz0GjWe2ybXr6pVi29DnodLcq2hcFTp5ei4136L0OABUEYOMdelkrPRKFs6GhIb9ta/bs2VizZg2TTUQU05h8IiJyJTEd681V2FazzX0Cyj4UQCWOYlvNNqw3VwGJ6cD0BUC+wtEbUbry3XptOl5fVoK9q+bjP0tmIdOpptaPi2dF9Ignh7h4Fabnj9+PtgbXo58G68wT/u4qesN94mkSlSDihqK/TrjucKMJdz5zCC8faZEXsETzZqTLnuK3ulA7ZUSWVluG5aUvYPWqdzCv5F+RklIydlvujM0c8RTGFpbpsOnbS9wmoHQlGmy+fykWlumCGxiRn3R0dODgwYOoqKjA+++/jw8++ACtra1+235iYqLftkVEFKk47Y6IyJUi2xLHt7e9jbzBNjyZfxdU4viUobuMb2BP9lpoR8x4oPmPtsSTUz9seAjYeZMtmSSXY+W76Qt8vRdhR5+aDH1qMo5e6MP/dZgBAFUX+7A0Q+EqgWEmtyhzrNh4W/0FFC2dNqWNODiezBxKPYsB7WnbFDyJpcX02jroUs/B2Ddz7HqrCHz/tU8xKytZ8UglT+6/sgR3PnMIVgk5MpUAfOfKEre3p6XNQ1raPKjikmEw/AAA0NX1N8yZ801/hUsBoFarxqbeJaaoseTKPCQkqzFbn8UaTxSxGhoaUFFREZDaTs64ch1FFQWntkQARz4REbnmNHppvbkKr5/4LlKtg2M3/6hxByqO3oPXT3x3PPGUv248YVS0Edi8HZIyCq5E2cp3k5U6JZuqLvqwQmCYyXWu++Rm5JOQND7qqz+72n6ltO07Rp4syK6ZcptVBJ7aUyttQzKVFefgZzdfCpWXOFUC8PObF0tKgGVrLx/7vdt8GKO+rBRJAXemumvs9+IVM7ByUyGWXJHHxBNFrKqqKuzcuTPgiaf8/HxOtyMiApNPRETubXgIzlkBz4M+BGDD9yZeVXoXsPR2Zfuu32Mb/RSlSjPG6z99Ek3Jp6Lx5FNHcw9GR6Z+PZhUrBn73Ro3oGg/yXGDLq8/1GhCTXuPom16s2XlHOz85mqs9jAF77+/VorbVuZJ2l5S0kykps4DAIjiMLq7D/klTgqM5s9NY7/nL2JdJ4psDQ0NKC8vhyilkr6PNmzYEPB9EBFFAiafiIgkUjSGKXexsp3Vvgf89xrg2eujrgA5AFySlox4+zCe+oEhmEcsIY7IP1IyEpA5LRkAMGqx4nzL1ERQ/IxUJBRmAABUo8mK9jMwmuT2tkAXH3/pvrV4718ux79tXogHr56HWZrx+9DdPyJre9nZ46Ofukx/81uc5F995iF0ne0FAKjiBMyanxXiiIh8U1FREZTE05e+9CVOuSMismPyiYjInYrH4W280zjRdaHwIh+/8WyutNWOqtrp23bCTFKcCgvTxhMoUTX6yWnqnaP+02QZV84BBCCla6HtComHmeOz0qmueW7b9A4GPpE3b0Y6vl5WiP93ZQm+sa5w7PryE0ZZ23GeetfVFd1TTSNZ88nxKXczizVISGLJUIpcHR0dAZ9qN336dNx1110oLS0N6H6IiCIJzx4mEQThKgC3AqgHkA1AA+BhURTNIQyLiIKt45Qt8SOHq0LhjtpRcrflTLQC5d8BNHm2WlJRojQjFSd6bNPOqi724wvZGSGOyD9yizJx+mAbAPd1n5KKs5B1cwm6XwOSTfNtRcclEATAYCqeUGx8srQgJwZuWDwT/7m7GqIIHGjoQsfFQUzPcD8yy5lGswIqVTKs1gEMDDSjv78JKSkFgQ2YZDtzcnzK3RxOuaMI19DQ4PM25syZg5SUFKjVavT19WF0dBSJiYmYPn06lixZwhpPFL1EAKLCeqbhLPADIQlMPk0gCMItAB4RRXG503WlAI4JgrCcCSiiGKK04HdDxdRV6nxZ+c5BtNpGVkVV8ikFz561/R5NRcdnOo18aqk24cjuRpergqWuzEVcViKGP74djVk/BgTvZz5WUcBbDV/02CYQq915MiMjCasLtTjYYIIoAm9/dg73lBV67whApUqENmstOrs+BAB0mfYx+RRmrKNWtBqc6z1lhzAaIt8NDQ35vI25c+eylhMRkUycdmcnCIIGwCsAHna+XhTFKgBVAH4fgrCIKFSGFBZtdtXPsfKd4ONLrmNkVZRwXvHuk56+oNTfCIb+C0Njq9KNDI3icHkj9r9cixd/chivP1GFFqcP8knFWSi66w6UzPo3jL0lu3kYRBF4/uRXcco03+2+VxdqMW9Gup/uiXSbl+jGfn9T5tQ7rVPdJ1MX6z6Fm/bGixjqt03lTNUkQqtL9dKDKLwlJiaGxTaIiGINk0/jbrP/POritpcA3BLEWIgo1BIVfoB316/0LuDO14H8dcpjApSPyApDRcmJ0KjjAACmkVE0DQyHOCLfVVcaUf7rE3CXRzPWmlG+/TiqKycmaObo78Sypc9Bo1nttrJ9vyUJh9qWu74RgEoAvnNlidLQfXLdJTMRp7IFXnXGjBaT9JFsznWfTN0HYLX6PiqB/OdM9cRV7gQhCqdbUFTo6OjAwYMHUVFRgYMHD6Kjo8NlO38UAGcRcSIi+TjtbtytAMxuptY1ALZpeaIovhrUqIgoNJQWCvfUr2ij7dJxCnj/R7YV7eRSOiIrDAmCgGUZKfjIZLtPVRf7UJgSud8mtxhM2LvL4Dbx5CCKwN5dBqRnJyFPP14/R6stg1Zbhu6G42h99zVY4wYgWBPRPv9dqNCN1PhBlOkOYW/r+inbVAnAz29eHPQpdw7a1ASsK85BRc15AMC/l5/EktkapCWpUVac43E0VkpKPpKT8zEw0AyrdQA1tT9FYsI0qNVpyMq6DGlp7ourU+A1fz5ebHwOp9xRGGpoaEBFRYXLIuL5+fnYsGHDhGTR9OnTkZ+f71PR8aNHj0Kr1aKoqIj1nSjmiFZ+CUHKMPk0bgUAk5vbzPafKwEw+UQUC5QUCs9fN7Xek7ttz71SWfJJ6YisMDUx+dSPr+RGbjHjo7ubvCaeHETR1t45+eSQVbQUIyoBw40XAdim5rXE/TcA4IsFH+JvZy+DVYyb0Oe/v1aKay9xX4Q8GPS56WPJpw9OdeCDU+OjDlYVanH/lSVuk2OpqSUYGLB9EDx7dteE2zSaVSgs+Da02rIARU7u9F8cxvkztuenoBIwW58V4oiIJqqqqkJ5ebnbadvNzc3YuXMnFi1ahGnTpiExMRFFRUXYsGEDdu7cqXi69+HDh8d+d5XgIiKiqZh8GqeB++STcxuPBEE45uYmvcx4iCjU5BQKF1TAhu9J33YgRlZFoNKM8foxkVx0vMvYC2OtWVYfY60ZXcbeCUXIHdLKdDA12ZJPKYeXQ70+ExbLBUxP6cIvv/gO+kdzceTMMA62FsLYNxNdfaGdsvjSkTP4/T73K0gdbjThzmcO4ec3L8ZtK/Mm3GY0vozOzj1u+5rNh/HJ8XuwQP9T6HS3+i1m8q6lenzUU25RBhJT4kMYDdG4jo4OHDlyBEeOHPHaVhRFfP755xOuy8/Px5o1a3DgwAGfY3EkuDZv3ozS0lKft0dEFK2YfJrI7OZ6R1Iqcr+SJyL5HIXCy+8HRCtEuCnHI6iAzU/JW4kukCOrIsiy9PGi4yd7BzBktSJRFXnlCFsN3Yr7uUo+JS/MQVxmIkYvDAE9ccjEWnThXQBAmvU9pAnApnzb5bRpLo6evhVfW/0tn+6DUpV1nXjktc9g9TKAwCoC33/tU8zKSh4bAWUyVeKU4VF4X+PYilOGHyApSccRUEHUfHL8OzlOuaNg6ejoQENDA4aGhsZGKjmmtnmaYidHc3Mzzpw5g4KCAjQ1NfkcsyiKKC8vh0aj4QgoIiI3mHySR+OtgSiKLqvB2kdE8esQokhTehegmQNU/AJC8/6pt+evs414kpN4cgjkyKoIkZ2gRkFyApoGhjEsivhhzVnMT0vCuqw06FOTQx2eZCODFr/2+//snXl4G+W5t++R912WHW+x4yW244Tsq4MTEgg7DYWwhFJC6aGn9LQsXwtdKWdpS0tboGXpQk85UEIpS5MUwhpISEgcnITsix3b8R7HdmxZtuVd1nx/yJbkWLJmxpK3vPd1+Ypm5n3eeS1NZM1Pz/N7JD+JsOWJtH5YgWnqLpp6P3KpfMoyzDCcISv615wqDWVW5lc1rWMkPLO9xKPwNIBVhme3l9jFp/KK5wEF178tmvKKPwjxaZSwWmWqB5mNC/FJ4Fs8eTclJSVRUFDgtc6osiyPWMS6cL5du3YJ8Ukw+ZGF55NAG0J8Gozezf6BjCfT6CxDIBCMK/qNwjt+FkdofyeurulXE7zkHsi5YWTzOmVWDUvSAgiPh4I/20zHgyJsJXgTPBNqt7ENs8Xxu2885yjzyY0K4+G0BFYaxr/PVUCwtj+nw8WFL02g7tAH1M96GSTXN1sDjcd0kkxt1X+RYEgbVXGmuL6N/eWeKtYHs6/cSHF9G0lh5zCZ9nsOcMJk2ofZXCxMyEeB85VtdLX3AhASGUhs8tAMPYHAWyjxbvKmUDSALMsEBQXR3e2dLpuVlZU0NDQIE3KBQCBwgRCfHJgUjFH3CVsgEEwOynbCrt9glRzlYL3luwk+s81WOrfqB9oyn2BQZhWuMqsGOHsQ/pg7dP9Izz+GvFbbxCOnq93mvRS0tLP+6BmezEnhzsTxnXWh1Yh5uDhdaADNs993KzxdiIQ86plB+aWNmuOunLZXU2xz814hPo0ClScdQnDqLAOSTnzTLfANZWVlwwpPvsZbwtMAZWVlQnwSCAQCF0w8Yw3f8QXgLk92YL87M3GBQDBZOfSKrTTOnTdTZb7t+KGN2s+RsRq+/h58uwCu/TVc/lPbv98ugORlw8d64/xjwG5j27DC0wBW4JGianb3d8Qbr8QkhZOUpVcVk5Sld+n3NIDZXIzZ/7hnO6R+ZNmRGTRamDWWG5q7LFgsZk2xWuME6qhyEp+E35PAl+zatWvMhKcBZs+e7bW5vC1mCQQCwWRBiE8O3hrm2ID49MloLEQgEIwTynYqK4mTrbD1Qdv4kRA3E3K/ZfN2yv0WmOvhrOdOPl47/yjyVEWdCqcfeLqyzpfL8QqLb0izl8F5QpJs44ejubk/M0jFnIPiRoFwjeWG4cH++PtrK+PSGidQTpe5l4b+bouSBCkzRb8VgW9oaGjwSTmdWqZMmcKMGTO8MldQUJBX5hEIxicSsjz5fhR/2BKMCCE+OXgTQJKkW10cuw34RJZl932kBQLB5GPXb5SZgYNt3K7fTq7z+4ii9k4KWtpVxXxuaqeovdNHK/IOKTkGVt+V41GAkiRYfVcOKTnD39BrzfDpHcXMoAHjcC1x0dGXaorVGidQTnWhkYFElLi0SILDA8Z2QYJJS1nZ+PhofeTIEU6fPu2VuYThuEAgELhGiE/9yLJsAu4Dfu28X5Kkhdgyn24bg2UJBAIfYDYXU139MuXlz1Nd/bLrMqWGwiGlds5FAa8lXE9RaNrgmMo9tjhv4OL8HvHm+X3InmZt4ojWuNFkVl4Sax+a77YELylLz9qH5jMrL8njXFozfBrMfpritJAdH8HSdHVZMcvSDWTHRxAeno1ev1RVrF6/TPg9jQLOJXeps0XJncB3jJcStebmZq/Mk5qaKvyeBAKBwA3CcNwJWZb/IklSmSRJbwEHgBhsHfAW9YtTAoFgAmM05lNe8bzLDlt6/VLS0+53mDWX7bIf261fyFOpX2PjiR/b9/02/V7+y/9Bck1HeLjyb6w0HXLEeaMDndP5VceN8w54bZa+UY0bbVJyDKTkGGiqNVN9ysjezWeQrTbp8upvXEJYlLKSDHuGj4yybPD+cbsr08ido2npmnhoTRYbXtyHVYFli06CB9dk2bfT0+7n8JF7QFERpo70tO9oXaZAIbJVpvKUo7/KtFlCfBL4jslUoiZJEqtWrRrrZQgEAsG4RWQ+XYAsy5/IsnybLMu/kWX5h7Is3yeEJ4Fg4lNb+yaHj9zjtrW7ybSfw0fuoba23/6t22Zw/VrC9ayf+yQF+vlDg2SZAv181s99ktcSrh8UN2K0zuOt8/uQCH9tmTla48aKmKRw5l85jYSMSPu++rJWxfHh4dmEdcxSbkMgQZ8xmzePBtCnRAnyEnmZsfxq3RyUNEO7d0X6oFI9gyGPmTmP4/njiI6ZOb8c1U5+FyNNtWb2bjlDZ2sPAIEh/sSlRozxqgSTmclUopabmzupfh+BQCDwNkJ8EggEkx6jMZ/CokfxnF1hpbDoJxiN+RAUwW79Qh7JfgSr5Eb06Df3sUp+PJL9CLv1CyHISzdqWufx1vl9yIpobeVkWuPGmoSMKPvjc2UtiuN669uJPvUlkBWqT7JEatlNhLf18t/vnOS57SW8lF9Ocb3vBcn1S6ax8d5lLPNQgre9qIHuCzLYkpJuZ8H8l9HrXXd21OuXsWD+yyQliep3X1FdZGTLU4d4/Wf7OfJxlX1/T6eFf/3uMNVFxmGiBQLtxMXFkZqa6vV509LSvD6nJwoKCjh06NCon1cgGFVkwCpNvp+xbbh50SDK7gQCwaSnvOJ5lJX1AFgpr/gDhozHeOpcsHvh6cIoyY+nU+9mZUau5nUOIkNj6r7WuFEkJyyE3KgwVabjy/Vh5ISF+HBVviNxehSH+x/XnTEpjusqNRFmnEX8qXuon/UySPLQEjyn7cizKwkzzmIRXWwsGNw9amm6gYfWZGk2CFdCXmYseZmxFNe3kV/aiLnLQniwPzkJEXzzlYO0dVsoO9/OX3eX853LMwfFGgx5GAx5HD16H41Ntsay8XE3kpb2H8Ljycecyq9l56tFuOt0X1tiYuszR1h9V44irzKBQC3Z2dle63gnSRJr165l4cKFlJWVsWvXLpdzR0dHe83naQBZltm6dSt6vV5kQAkEAoELhPgkEAgmNWZzsdtSO3eYTPs4nmKxldrJMh7blwHIMp/rF1AUlkaOtqUOJm4mpOapMx1PXTHu/Z4GeDgtgfVHzyh0+oHvpSb4ekk+wznzqaGqDUtvH/4BnkVNucuWIaQ/u4qAzik0ZbxNp+GCbkxOl2anoRBZshDmQkTYX25kw4v7eGLdXG5fkqLp91BKdnwE2fGDM/Aevjqb/956CoBnt5dw47wkUgyhQ2KDguPtj6P0C4Xw5GOqi4zDCk8DyDLsfLWIiJhgj10aBQK1FBe7aPoxDEFBQS6NylNTU1m1apVd+MnIyCAjI4OGhgbKysro7u4mKCiIjIwMCgsL+fTTT72yfmdkWWbXrl1CfBIIBAIXCPFJIBBMapqb92qKK6zbBaxQJjyBfdyeZrP3MnRW/QA23gyyAolG0sGq73vnvKPASkMET85I4ZHT1cMKUDrgyZwUVhrGfzmhO0IiAomKC6GloROrReZ8lZnE6VEe46Rgh0AVZpxFmHEW3WFn6Yg5hdWvE11fCEEt6Zxd8Dusge30hp7HlLyT9uoVLuezyvCjzceYGh3i0wwoV9yVm8pbB2s4WdtKt8XK/2w9yV+/tmTIOD9dsP2x1do1mku8KPnivQqPwtMAsmwbL8QngTdpaGhQnfXU3d3NHXfcgclkGiQouesyFxcXN+RYWVmZ5jV7orKykoaGBtH1TiAQCC5AeD4JBIJJjcVi1hTXqzHOqx3ZMlbD2mdswtKwSLD2Wdv4CcSdSTG8MW86y/VhLo8bAvx4Y9507kyc+N22Ep2yn+rOKPN9Cs7UD9kX1D6V6KqriCm/keiqqwhtySSm/Ev2400Z73DMz305o1W2ZR6NNv5+On5x02y7lvtJYQPbTtYNGafzc4hPfX1CfPIlTbVmaktMqmJqS0w01Wp7bxQIXKFVBDKZTOTm5rJq1Spyc3NVCz2+zkw6evSoT+cXCMYUWZp8P4JRQYhPAoFgUuPvr82k2mD+iPnyQSQlWUdOeL0j28K7YcMWW0mdO/yCIOcG7553lFhpiGDLgix2Lp3BL7Kmcu9UR0ZOZ5/M4ijXwtREI8Ep0+mcQt+ngPgwAtMjPY7TV6/Bv8uWjdIX1ErmtOFLSfaVG0fFhPxCFkyL5o4l0+zb/7P1FB09lkFjRObT6FFTpM3vRmucFhqrKzn0wTsUbHqdQx+8Q2O1d3yBBOMHV+VzvowbwFdG5wPk5+fz0ksv+TTDSiAQCCYaouxOIBBMaqKjL9UUF9hbxff5JedI5CP5Bj5jtaI4n3Rky1ht+2kohLJd0N0GgeFw4C9gLIO+Ltj/F1j9I++fe5TICQshJyzE5pfR3EZpRzedViufNbdxTaznErXxjrP4VFfWgizLSApKOiPXTKPxxRPDdmHRWQOJOfNl6i95CYDr0j5hV00e7b3uhbv80sYhvkyjwQ+umcFHJ+swtvdw1tTJcztK+eG1Dpc0nZ+jZLWvr3PU13cx0dtl8TzIi3FqqDx+hIJNr1NTeGLIseSZs8m95Q5S58z3+ToEvicoKGhU45xZtWoVGzduRFZae6qSyspKNm7caDdAFwgEgosdkfkkEAgmNeHh2ej1SzXHJ3KOe/grz3EfVakBdAW5f9v0eUe2uJmQ+y2bt9Py/4DLH3UcK/iTTZSa4EiSxHVOYtN7501jtxgvYkgIIzDE9n1PZ1svrY3KhJXgzGii12UN7nDngvDaPNrabWUnoQFdXJf2ybDjzaMgILgiOiyQH13nEJv+97MySpyysHQ6xw2lyHzyLQHB2r5/1BqnlOM7trHp8cdcCk8ANYUn2PT4Yxz/dJtP1yEYHbSWv3mjbC4jI4O1a9cq+iJAKwMd8EQGlEAgEAjxSSAQXASkp92P8rc7HbNm/Y5p074BOkcWUxjt1CUHsHdpNMdnRpBBCc5OvWPSkW3WTRCdbnvcZYIvXhrd8/uI66fo7Y+3NbbSa/XNt9KjiaSTSMhwlNAp9X0CCFuSQOy9swlMd50B1obMw3I3G0sdpZdrpn2GPsjkds5wHwsIw3HrwmSWpEUDYLHKPPb2CXvmgZ/OId5aheeTT0nOiR7VOCVUHj/Cx395zmMmiizLfPzCc1QeP+KztQi8T0NDAwUFBezatYuCggIaGhqYMmUKUVHqsltTU1O9Zua9cOFCNmzY4LYELykpacTnGOiAJxBMBmRsH38n3c9YP7EXCaLsTiAQTHoMhjxm5jxOYdGj4KG32sycX5KYcCNwI+lpD7L19Eba618lkXMAyJJEw5QgfsjPKSWLD+Ub+ILl/Hpm+uh3ZPPzhxX/D7Y+ZNve83tb173eLgiKgIxVtmypCcb8iBCSggKo7e7FZOmjwGSe0N3uBkicHkXVSSMA5860MCM3UXFscGY0wZnR9Na301Vqoq+lB/NnNQBEIFGLlXP186loSSEtqppAv17WZnzIxsI7XM432t3unNHpJH5+02xueHYPfVaZgjIjbx+p5aYFUwcbjovMJ58SkxROUpZelel4UpaemCQflBb3U7DpdcUlULIsU7D5dVF+NwEoKytj165dLrvaRURE0NamPGtXkiRWrVrlzeWRkZFBRkYGDQ0NlJWVDeqgV1ZWRm1t7YjPITrgCQQCgch8EggEFwlJSbezYP7L6PXLXB7X65exYP7LJCXdZt/n7x/GzZd8i2nz3uPdsP8h0jS4k10mJdzP73k54H4u7X6T3t7RM+K1M+8rENLfDa6zCbb9FD79BXz4Q/hjLrx0PZTtHP11jYAhpXeNyrOExjMJzh3vyrT9TgHxYUTkTUV/fTrBMxwZKNcSAEhsKllr37dyagHxoQ1D5liWbhgTvydnchIi+be8NPv2L94rpKWzd7DhuPB88jmLb0hDacWRJNnG+4rG6kq3pXbuqDl1QpiQj3MOHTrExo0bXQpPgGrhae3atT7rVBcXFzekg95Ijc2dEaV3AoHgYkeITwKB4KLBYMhj0cLXWLb0A7KzHiMj/btkZz3GsqUfsGjhaxgMeS7jLouJ4nfL7iLnZDfLvmgmsa4LKwGOAb3nOVP2JHvyV1BY9Cjm9lFsZX/sDeg0uj9emQ8bb4ZDG0dvTV7guikOoebD8y1YfWQIO5rEpUXab/Sbatvp7hyZ71Loonj74+sJRAJOGWdQaMwCwE9n5abp7w+K0Unw4JqsEZ3XWzx0ZTYJkTaxqdHczVPbTl+Q+eS9mz6Ba1JyDKy+K8ejACVJsPquHFJyDD5bS9UJba3ptcYJfE9ZWRlbt25VnM22Zs0at+VvqampbNiwYdSNu71hbD6AN4UsgUAgmIiIsruLnLrSNrb/bylVx5ux9FjRJ4aQd0ca869NROcntEm1WHr6OLKphmNbzmJu7CYw1I/UpTEsvzcd/dTQsV7ehKS7tgHT9s/pqjqHbLEQEB1F5IqFhM+biaTxGg0PzyY8PFt1nIRMeEcfs4rNJFzxAS2du6g5+yo9PY2AzSC5tvZ1amtfx2BYybSUr2MwrESS3K/TbC6muXkvFosZf/9woqMvVb62sp39JXcePtjLVtj6IOhT6Ju6kjNbK6n4oJrOpm4CQvyIXzyFnK9mEpYwfq7R3KhwDAF+GHv7qOvp5XBrB4ui3HdvG0vaK5o4+6+jtJc1IlusBE4JJ+GaWcTkpiPpHHf1gcH+xCSH01htBhnqy1uYNitG83lDZsUghfgjd1pIRMcC/DhEH5tK1vLTZU8DsDTxEB9UrKGqLQWdBE+smzumJXfOhAf5859rZ/Htvx8CYGNBJdfNmMJZcwKFTdn0Fsax458bWRRk5ZKZUzFctZSA6EgPswpc0VVdj3HbPrqq65H7rAQYIolevZDweVnMyksiIiaYL96rcFmCl5SlZ/ENaT4VngB6OjpGNW4k9HVbqP+4iPOfldDb2oVfSAD6uVNJunEuQTHj831qLNi1a5eqTnJHdhxkfuV04nUhmON6CJ+px5AZR8b0jDErV/NmlpU3hSxPWLosVL1bSu2OKnpauvAPCWDK4gTSb8shOMaHjVEEFwdW35n0CyY3Qny6SGk938Wfv1HAwa1nhxzb8/cKpqSFce8flrDguqljsLqJyb5Xynn7+0dpaxj8zdbJ987x4c9OsviuVNb/cRGBoeK/nRIsLW3U/vE1zIdODTnWsvsLAuJiSPzm7YTPy3ER7XsCAqJJT3iA1NRvUl//PtXVL9FmPmk/bjTuxmjcTWjodFJS7iEx4Wb8nNrIG435lFc8j8m0f8jcev1S0tPud5uJZWfXb2zCkhJkKx1v/Yw3XrqPrsbB12jlx2c58NujzFg/nZVPLMU/ZOyvUX+dxDWxUfzjnC2r6/3GlnEnPnU3mjn1s/dp+rx8yLG6908Skqxn5k+uxbDE8U1+4nS9TXzC5vs0EvFJ8tcROn8K7Z/b/Mh+mZXEf1na2VcOB+vnsij+GADrst7l94f+g1+tm8PtS1I0n88XXDc7gcuyp/BZ8XlkGe7d2EBH308GD+qES3bXccfbz3H5pdkk/ftN6AIDXE8oGERvUwtVz76B+XDxkGPNnx4kMCmWlO/cSsqcTFJyDHzwl+OUHToPwPSFU1jypXSfejw5ExiqTfzWGqeV6n8e5syfPqO3ZbAnWePuM5x5YQ9TvzyXGQ+vQRc49u+jY0lDQ4PbUjuXyNCEicpjZQS3+KMDOmhDl96G9Pg0GCOrpLi4OFJTU9X9Lm7wVbmgM7IsU7LxJCd+d4CelsF/62t3VHL8dweYfsdM5j96KX6Bfj5fj0AgEDgjUlsuQlrPd/GfK7e5FJ4GOF/Rzm9u3MXnbwkvBSV8+vvTvPq1/UOEpwGsfTL7/1bB81ftpKdjbFqcTyQsplYqfvp7l8LTAL0NTVT98gVa941tyYVOF0Ri4s0sWfI2Cxe+zpQpVwOOb4Q6Os5w+vRj7MnPo/TMb+nqOkdt7ZscPnKPS+EJwGTaz+Ej91Bb+5b7EzcU2krqFCIDoZ0HCbFWuD5ukSn6eynv3vYJlhGWg3kLZ9+n98+bVH2D7mu6G818ce+rLoWnATprTBx+4E3Of1Zq35cwXVvHO3eEOZXeRVS08Y97lrDtu5eRmPwQsmz7Ez8ntpAZ0SUUnlPurTJaSJLEz268BL/+DLGOPokhmXyyzMmwaP4zeR5v7Kuk/Gd/xdo7Pq7R8UxPo4mSHz7vUniyj6ltpOw//5fWLwoBiDQ4yh7j0iJHTXgCmDZ73qjGaeHM/+ZT9MS2IcLTALLFSs2mIxz+f//E2tvncszFgmp/o/4/m+0JPYN2m8tN7P7a29TtrvLSytSzatUqJKXmaG5ITEwcleytE7//gkP/vWeI8DSAtddKycaT7Lnvw4v+GhUIBKOPEJ8uQv7wtb2cK/Z8E2Ltk3n+7r3UnRl/NyzjibL882z+7hFFY8v3NrH5e8rGXsycfXYjPXWNngdarZx95hV6Gpp8vygPSJJEtH4Jc+f8iUuX7yAl5d/w83PcuFksLVRW/pn8vZdRWPRjhu+6B2ClsOgnGI1uBKYydW2bBz42JyefHnbcuYIGPv/vg6rm9hWXRUcQ1l9aWd7Zw+Nl5/hdRR1/rTlPUfvYmlEff/QdOms9i0dyn5Xjj75NV10rMNh0vL68Fat1ZIJawNRw/ONtmR9yr5XO441kx0ewYeVqkhJvto+7JWsrmw9V0zUObzbOmjoveB4uuMnrv+mTJYnnE3PYe6aJur+9N3oLnIDIskzlb16lt8FzEwS5r4/K32ykt6mFgGBHtk5v1+heK7EpqSTPnK0qJnnWbGJTXHsEeZvGvWWUvbBH0Vjj/kpK//iZj1c0+jQ0NFBQUMCuXbsoKCigoWFoQ4MBtPob9QUMfU+09lopeOBDuhpHv8QSbBlLa9euHZEAddVVV3lxRa45u72Ck88p+/t9blc1x3//hY9XJBAIBIMR4tNFRvVJE0c+PKd4vKXbyrY/uv/WVAA7nlb3/Ox7uRxzozCddEdXeQ3tx5U/p3KvheZtyjOARoLOqcQt4OirtuwjF4SETCM761FW5O0hK+unhARPczqqsEyuf2x5xR9cH+rWJgoHBHpuX1/491K6TWN/jQb76Zgb4ShVfL6qgV+X1/HTkrOs3n+amw6VsNs4+uJ466lzmA5VKx5v7bJQs+UIABGGYMKiAgHo7e5j9xvFHN1RTVOtWdNaJEkalP3UfrDe/jg9/SEkyVaeNl1fQXrEEd4/rvz9f7R4ZnuJJ9cyO7Ik8UZsGsaPC+gbYwFyPNNxuoqOogrF461dPTRt20dAkKMMZ7TFJ4AZy1coHitJErnr7vDhagZT+arrTFV31Gw6gqWjx/PACUBZWRkvvfQSf/zjH/nwww/59NNP+fDDD/njH//ISy+95DLLSau/kV+va4HH0t5L+Zvus6F9zcKFC9mwYYNbQ/ThWL58+aiU3J1+8Ziq8aV/P4mls9dHqxEIBIKhCPHpIuOTF0o9D7qAnS+dobd7/H1bPh5oOdfJ8bfdly+6wtJtZd/f3JfqXOw0f7xXdYxpRwGyL8twynbCS9cT6tR9K/izJ+CPufDS9bbjLvD3j2BaytdZvvwT5s75MxERc1Sf2mTah9nsQowLilA9F0BvT7DHMX1dfZx+c+xbQr9W20SBqd3t8YKWdtYfPcNr50Y3861m8xHVMbX/OorVYqXmdDN9fQ6p5cSus+x5s4TXf7afLU8dorpomM6FbghdEGf/a95T3oqlySbKhIRMJXnqV+3jbsl6l4+O7KG6+mXKy5+nuvpl19fWKFJc38b+ciMoLamUZU6ERVNhDaB51yHfLm4C0/Th5+pjPiogIMjxsbC3e3RLG619fRzf8bGisZIkcdV9D5A6Z75vF9VPR3Uzxv3qbAj6Onqo+2jsxBJvcejQITZu3OjW86iyspKNGzdy6NDg/4+qxZb+t4CwukC3Q8peP4k8wmzRkZCRkcHXv/51vv3tbzN7trIsveXLl3PNNdf4eGXQWmaioaBWVUxvaw9V753x0YoEkxYZZFmadD+KvwUTjAghPl1kVBxVf2PTbuqlscr9DeDFzLkTLVj71L9bnT1i8v5iJgldFerEPIC+tnZ6jSP3z3HJoVdg481Qme/671Jlvu34oY1up5AkP6ZMuYrEhJs0LaGi4o9Dd2asUjXHwL19Tc0MReObTqh/r/Amu41tPHK62uNnASvwSFH1qGZAtRW7LzVxR4+xg+Pbytn6zBG6zK6/aa4tMbH1mSOcyld3A+EXEUjwDEcnMufsp7S0/0Cns5XlTQ0/x+1pj1Jc8nPKyn9HccnP2bf/Og4e+or78k4fk1/aX16rtJylf9zRsGi6ytU9TxcTnRqeG4uxFb8+h+DUM8pfOh3+cCsNFbYbYZ2fPwmZrrt+Js+azS2P/pw5l189amvT8n9+JHHjhbKyMrZu3erRb0+WZd555x3ee+89eyleS0uLujI1CULrAwhucW/U3nnO7NbLaDSJi4vj1ltv5e6773abCZWUlMTdd989KsITgOmUAqsCl3Fjb1sgEAguHi7uVhwXIZZuNSU/DsYi/X4iIJ5P7yNbtH3bLvf6IHW8bCdsfcjeUc7tx2jZClsfBH0KZKx2O53Foq20qr7hXZKMtw3ufhc3E1LzFJuOSxKcPZtJszFR0XjLGF+jT1XUKS5QtAJPV9ax0qAtG0wt1h7112h7RATFWys9JvjIMux8tYiImGBVre3DFsXTVWgTDDsONRB5ZSqSTiIwMBZD9HIam7bb57/wfnDA4H5mzi9JSrpN1e81Usxd2v6/d+j8sfaIchF3aM0E9fdzXKC+/jvVWF1J1Ymj9HR0YLX2ceDtTfZjl952J8tuvn3QmMDQUKbNnjdqHk/OaDVmto5y9pi32bVrl6pGDwcOHODAgQPExsbS1NSkrkmEDHHHPXcuHE/PaUZGBhkZGTQ0NFBWVkZ3dzdBQUFkZGSMirm4M3092q7RPlHZIBAIRhEhPl1kRMZ5LrlxGTdFW9xkJzxOm6dBhMbX4WLAL1JbdyW/KB8ID7t+YxeePCJbYddvhxWf/P21do6SKa/4w2DxCWDVD2xZVwrWaLVKHDxwreIzhkwJ8TzIRxS1d1LQoi7b8nNTO0XtneSE+X7dgdFhtKPuW+amxCQ1lWV88V6FKvEpOMeALtQfa4eFPlM33WUmgjOjMRrzaWz61D7OfSKCzeA+ODhp6HXmQ8KDtX0MCbVa8NePXie2iYZ/VDjdNSqzbiSJoOgw+6avyu0rjx+hYNPr1BSecHk8MjaOxWttZvmxKaljIjZdSGC0Z1HEZZwhzPOgcUpDQ4PbUjtPNDY63h9DQkLo6upyLUTJ2L7VkWFqQTjh9e5L7gDQSQTqx9/np7i4uFEXmy4kOEbb377g2LH7Wy8QCC4+RNndRUburdM8D7qAmZfFoU8Qf5xcMW1RNIY09R8uF9ye4oPVTA4il89XHRM6Owv/CC9/yG8odF9q5wIZoHKPWxNygOjoSzUvx6X3U8ZqWPsMSMO/lcuyxK5Pv8JZhSV3AJlfHrsbvj3N2jLEtMapJf5K5c8jQHdwMJ0RkapiaktMqkzIJX8dofMdNz8dB23CQ3nF8yg3uR/G4N5H5GXG2h6oUeaAee3N6PPm+2ZRkwB93lzVMZGLcwiOdNzY92jMShuO4zu2senxx9wKTwCtTec5tftTt8fHgugFyQQa1AtQat8rxhOuTMS1cMMNN7g36u4vtUvbHkV0mefPmUlr0vDTKFhPduJykwiMVi/MpVzneyN0wWRDAnkS/rivbxB4ESE+XWQsvz2ViBh12TpXfSvLR6uZ+Oj8dKz8j+mqYhIviSTzsik+WtHEJ2rFInQqs1cM1yjvkKSYsl2A8j9F9nH9ca4ID89Gr1+qeUnNzS7M2BfeDRu2QKr756A6+AGKCpcrPk/MJdHEL1F2jRbXt/FSfjnPbS/hpfxyiutH7r3UZtGWcaE1Ti0J112CX5iHb+id6FApPA1QU9SsanyoU9e7zhONtBkLMZnUdehya3DvI7LjI1iablDl+TS7vZkZKdGEZqv/MuViIfryReiClV+jADHXXerTbneVx4/w8V+e81yKJct8/MJzVB4/4tXzjwRdoD9Tb5qnKiZqdiKROQk+WpHv6e72jrfSgQMHBhl1X3vttVx++eVctfpKZmyLJeMTveeMp36m36m+acfFgl+QPxm35aiKiV2cgD4nxkcrEggEgqEI8ekiIzDYj7ufXqh4/Owr4jVlS11MrPiPTJLmRCkaq/OXuOWZhepMOC8ydEGBxN99k+LxYfNyiFii/lt+j3RrFFE8xKWn3Y/Wb1fcekZlrIavvwffLoBrfw2X/xSSl9gPT53ZTnS2wms0QMeKXy7xeI3mlzZy+wufc/XvPuN/tp7iqY+L+Z+tp7j6d59x+wufO4ykNRDh7+d5kBfj1OIfGkjWg5crHh+UoU1s7lWZeRKQFEZAgi0DUO61Un/qE03ndSly+pCH1mShU6o9yTJ3NFeR9I0v+3ZRExy/sBASv3aD4vGRSy8hYuEMAp2ySrxddlew6XXFHkCyLFOw+XWvnn+kpH51CSEp0YrG6gL9yP7eGh+vyLcEBWmzFbiQyspKuwl5XFwcubm5rFq1irzVK1j8zZWK55l6dQZxecleWZMnGqsrOfTBOxRsep1DH7xDY7W28sPRZuY35xGWosyCwC/YjwWPas/GFggEAi0I8eki5LINGfzbc4s9ftF8yeXxPLzpMvz8xWUyHMERAXz7w1UkzR3+5t4/WMfX37iUGWvihx0ngOgrcom/52aP2RBhc2eQ/PDXkfy8f43WS9p8JTzFGQx5xMcpvyl0xqNnVNxMyP0WrPo+XPGYfbdfyTt86c3VROfohw33C/bj6hcvIylv+G/r3zhQxYYX97G/3HVHvP3lRja8uI83D1QPv143rIjW5uWjNU4Lyevmk/WQZwEqZnk6KV9S1pL7QgJUlpdIkjQo+6nrbP0wo92j1RhfK3mZsfxq3RwnAcq1QCHJMg80lnDj/7uJsFmiVMQTsTfkkXD39R7HRSyeSer3v4qk0xEQ7BBwu9p7ObqjWlX5pzsaqyuHLbVzRc2pE+Pqpj8gKoRFz99OaOrwXmx+IQHMe3Id+rlTR2ll3qeovZPPo+I4OC2b41MzMIaOzFPRXQlf5tfmcsl3l3mMT7oynaVPXeXzL+4qjx/hjf/+EX975Dt8+vJfyH/zVT59+S/87ZHv8MZ//2hcZeO5IsgQwupXvkR46vDZtv5hAax84Vpi5o2tT5VAILj4EIXTFynXfGcGWcun8OHzp9n7euWg9PrMZTFc/a1s8u5Mwz9ACE9KiEoK4Xt7r2Tfy+Xs/mMpdada7ceCI/1Zencaqx7IJi57dLpxTQZiblhNaE4Gxg8+o3Xv4UHdm0Ky0oi+Jo+oFYuQ/HyT7bI7eiG34vBD9cTAuIG44UhL+w71De+qXpMqz6i0FRCeAOY6aD9PePdBbvnwOor+UcqJ/yvGVNJiHxoYGcCMO6Yz+94c9NOH/9CaX9rIjzcfx+ohgcEqw482H2NqdIjD10chOWEh5EaFqTIdX64PGxWzcWdS71qKfkEy1W8cov6TImSnjlhRc6eSfOsC4q+aSXNDB3v/pd4/JTlHWZaFM6ELptDyQTlYZeQmHWhIutJujK+d9UumkRwdyrMfn2ZfpWnIcUmW+WWilXX/bwNBiequp4uZ+FuvIHz2dBrf20PLnmPIfY5rNGxWOjHXXYp+xTwkPx3VRUa+eLfcftzaJ7PnzRIAkrL0LL4hTZUJvjNVJ45qjhsPhuMDhEzVs+xvd3P27WNU//MwndWO0lj/yGCS1s5h2u0LCZmqH7tFjoDdxjaeqqhzvPemz7IfSzQ1sqiyiGST+qxWdyV8kiQx89uLmZI7lTOvHKfmozPIFodHXeySJKZ/dTbJ1073yZdMzhzfsW3YstCawhNsevwxrrrvAeZcfrVP1zISIlKjuPrtWyh7s4jSv5/EXOn4PBqoDyLjthwyN1xCeLK2cnCBAEC2igoOgTaE+HQRk7HQwLf/bzlfe3oR9Wfa6O22ok8IJj5DCCRaCArz57LvZLHy25k0FLfR3tRDQIgfcdkRBIWJ/2paCJk+jan330XC19fRU9eIbOnDXx9JYLzvPQqqI6bzedQ8lrcou2mSgL1R86mO8OwBNuD9pMaPJyRE5Q2Yzg8uuRn2/cm2fXwTAdOvYM6/z2T2N3IwlbbSZezGP8QPfWYUAaHur9Hi+jbySxsxd1n458Eaj8LTAFYZnt1eolp8Ang4LYH1R88ossrWAd9LHRtvlahLkoj6WRIzHrmSzppmrBYrQbHhhCQ5MiFjksJJytJTW2JSPG9Slp6YJPUikF94IME5BrpONRHaNMtzgAtGYow/EmYaTvODZc9zcmoVhU3ZdFqC+bR6BS09emRJ4mx2mBCeNBCWk0pYTiqWb95MT10Tcl8fAYZIAuMcQtKp/Fp2vlrk1ve9tsTE1meOsPquHGblJaleQ09Hh6a1a43zJf7hQaR+dQnTvrKY9somLC1d+IUEEJpqwC84YMzWVdTeyZ5mM22WPiL8/VgRHa5KkH+ttolHTle7fs+VZc7pY3kvKo9VxYfJqatStTZPJXyxCxOJXZjI/OYu2qtbkPtkQuLDCE0anc+jSv3I5H4/ssjYOFLnzB+VtWkhMDKInG/MY8a/zaX1TDM9Ld34hwYQOV2PX5D4PCoQCMYO8Q4kIEwfSMYiYTjoLSRJIn6G+EbJm/iFhRIyfXS9xyL8/Xgq9Wu8cewR/BRIIH3oeDr1bq5V6DuUnnY/h4/cg9JOZJ2dlezbfx16/VLS0+7HYMjzHDTnVof4VLgVvvQ0+AchSRLRWZ49oPJLG3lme4nb8jol7Cs3UlzfRna8upuIlYYInpyR4v5mqB8d8GROCisNYyuaB0QGEzAr0e3xxTeksfWZI4qaukmSbbxWwhbF0XWqiaD2qYS25tARWaQ4Vq9fRnh4tuZza6W29k0Kix4FrEwNh6nhdQAYgk3838m7ANi4r57b5rxFaspto76+yYB/RCj+EUM7tlUXGYcVngaQZdj5ahERMcGqM6ACQ9V3ihtJ3Ggg6STC08deDB2SreREblQYD6cleHx/3G1sG/69tr/cTZYkdmUvILyrQ1UGVEaGsjLZoOhggjR0bLuQxupKqk4cpaejg8DQUKbNnjdsBt3OV/6q2o9sPItPA0g6iagsbdmKAoFA4AtETZVAIBC4YEV0OHuiF/FI9sP09b9VXvjRdGC7Dx2PZD/CnuhFin2HDIY8ZuY8jtq3YZNpP4eP3ENt7VueB09dBNFptsfdLVDyseLzePJ1UoNW8/E7k2J4Y950luvDXB5frg/jjXnTuTNx/IvnKTkGVt+Vo6ip24zcBM3lTQDBOQZ0YbYMDEPxjSi/xnSkp31H83m1YjTm24WnC1mWeJCoIFuJaEt3FH/buQWjMX+UVzi5+eK9CkWiKNgEqC/eq1B9jmmz1XWKG2ncxcJrtU2sP3rGbYlyQUs764+e4bVzTcPO81RFncKvQWwC1MFU5V3VUlNTiYsbHW8hLZ5Nn//zHzRWVag6z3jzIxMIBIKJghCfBAKBwAU5YSHkBln4R+KXWD/3SfZGzR/i/TRQard+7pP8I/EGlgdZVJU5JCXdzoL5L6PXezZcHYyVwqKfeL4JlySYfYtj+8Q/Fc2u1NdJKWaVXducWWmIYMuCLHYuncG8CMdz+93UeLYsyBrzjCc1zMpLYu1D80nK0g87ruJ4E13tvZrPI/npCJ1vM3sKM84ipeV+lPy5T0y4WVlGnZcpr3gedxmA/ro+1qR8Zt/eVrmasvI/jM7CLgKaas2qykHBVoKn1oQ8NiWV5JnqjPeTZ80eV35P4w2P2Ur9WIFHiqr5e20jf605z+8q6vhrzXmK2jsBW7meGn+9gRI8JSbkkiSxatUq5XOPgOM7trHp8cfcGtsPeDYd/3SbfV/l8SPs/edrms6n1cdMIJgUyNLk+xGMCqLsTiAQCNzwcOXfWB9/D3uiF7EnehFndl9DmLULgJ+l38f2mOWcDksHQCf38b3Kv8Gli1Wdw2DIw2DIw2wu5tjx++jsVOqlYaW84g+exYLZt8Lup2yPi96DPb+Hvl4IioCMVbYOeRfwzPYSrwlPAOEqu7a5IicshC9N0XO0zXbDZLJ4tw38aJGSYyAlx0BTrZmaomZ6uywEBPuTkBHFh385jtnYTZe5l4K3y1h95wzN5wldFI85v9b2+OBi5t3/f1TW/gmTaZ/bmPqG90lL+w9CQ9M1n1ctZnOxR++zVSn5vFt2NT3WIGrMU8k/00LOjOIxKQ+cbNQUNXse5CZOrSdZ7i138M9f/FTRWEmSyF13h5alXTSoyVayAg+frhmyPzcqjJnhKsvc+tM3z0bHYehoG2aYxNq1axWX3KnFubTObGrm6Lb3PMZc6NlUsOl1FKf9XcDB9/5FTPK0CVF+JxAIBOMFIT4JBAKBKxoKWXn6FZ5saeSR7EewSn5YJUf2yCtJX8bsZ/Mj0cl9PFn8JCvr3oeGb7sUdJSgXHiyYTLtw2z2cBMePwv008BUBX098Ml/DT6emgerfgAZqwGbubg3Su2caWjr1uT7dCEzwhw3ScXtXSNd1pgSkxQ+5OZ95e3ZfPDn4wCc3H2WmZcmEp+mzT8uMCmcgKQwemvbwWIluDKTRctew2wuprl5Lz29Zv6w6xwHa5P5xpyNJIXXY7V2cuLk/2PxorfQ6QJH/Dsqobl5r8cx4QEdrEwuYHuVLYNiW+XlrGveK8QnL9CrMStRS5w+PgFJ0iHLw0smkiRx1X0PiJv6YVCdreSGgpZ29mmcJ3H+QlL9LVRWDi0/S01NZdWqVT4RniqPH6Fg0+tuM5w8MeDZFKaP1jwHQOv5hgnR/U4gEAjGE0J8EggEAleU7QLgzrr3Semq4+nUu4eOkSSWmw7zvcpXWGk65IjTID4puQl3FzfsTfihV8BU7f54ZT5svBnWPgsLN2j2ZxqOP+08w592nmFpuoGH1mRp6n4Hg8Wn0xNcfHJF+rxYUmfHUHmiCWT47B+nueWHi9HptKWDhy6Kp6W2DADz57XIFityVzD64KsIztSTNq2WzaeLeeHYPfzn8qfwkyy0tZ2grOx3ZGb+0Ju/mlssFmXlW1dN28mOqpXI6DjZNJPi+hpSUny8uIuAAI1ZiVridv/jFbvwFBgSQk9n55AxybNmk7vuDiE8eWBPs7qyx+HQmuTaGRLK17/+dRoaGigrK6O7u5ugoCAyMjJ85vF0fMc2RV3pPFFz6gSFuz8d8XpkWWbbn58d993vBAKBYLwgxCeBQCBwRbejnGCl6RArTYdo83N4Dn2//EVWmQ6S01HhNk4NSm/CVcWV7YStD+Hx9kK2wtYHQZ+CuWuqpnUoYX+5kQ0v7uOJdXO5fYl65SAlOJAQnUSnVaax10JTj4WYwMnzZ0ySJFauz6KmqJk+i5WGyjZO7all9mXaXpPQ+XG0vFcGVrDUddCytcx+rAVYlxLBZ/jxhXkqb55ey1dytgBQWfW/GAwrRsX/yd9fWenWlNAmFsYd42DDfAD+eSKWNeoqXAUuSM6JHpW4utJiTu91eHet+/HPCAoNVdWRTOCgbRyUHcf3v/fGxcWNiqF45fEjXhGeBjj4/ttemQdg+4t/4t9+/4LX5hMIBILJijAcFwgEAlcEDS0Rc84/ubPu/aHCk5s4JSi9CVcVt+s3NmFJCbIVdv3WK/5Mw2GV4Uebj2nKsNJJElmhkzv7KWpKKAuvmWbfLvjXGTrbejTN1XWqyZ2Pt43qNp4mjBsIYHvVKkx9C/sPyJw69X16e7X5AakhOvpSxWOvTtthf/xxcTANrZPv9R9tYpLCPRrgX0hSll6V35Msy+x69f/s21lLL2XqjJnEpqSy8Lobyb3lDhZed6MQnlQQ4e831ksgI1SlV9QIKdj0uteEJ4C+Xu1NHS6k+dxZju/4yGvzCQTjGhlkWZp0P5rTQAWqEOKTQCAQuCJDY4cejXFqbsIVxTUU2krq1FC5h8sNw7fk9gZWGZ7dXqIpNtvZ96ljcooPC69JJTLW9nt2d1j4fMsZ1XN0lTbTvNnzc6wDfkAwCwng6QO30UeU7bw99Rw48n2v3uy5Ijw8G71+qaKxmfoKpkeVA2Cxwt8+r/Dhyi4eFt+QNuAh7RFJso1Xw5mD++3eOjo/P1be+TWVKxRcyIpobV9WTNQ1NFZXjsifaTTY/y9l3WQFAoHgYkaITwKBQOCKuJk2M241pK7QbDau5iZ8AL1+mXu/p37PKrWktXzB0nSDplg17Cs3UlyvvkRxsvs+AfgH+rFyveN1Ldx7jnNnWlTN0bq9SvG3eH5I3EMQZ1vDeP6Qo8NYZ9un/Pfrj/vEB8yZ9LT7Ufpx5Oo0h0/LqwVVdPRoM8wWOEjJMbD6rhyPApQkweq7ckjJUf7+YO3rY/ffX7Jvz73yOqITfVfae7GQExpMbl/3mJ1/uT6MnLAQzwO9RNWJo6N2Lq2Y6s/RWD3UfF0gEAgEDoT4JBAIBO5Y9QOQFL5NSjpY9f0RnU7NTTjoSE/7jvvDGr2n6G7joTVZaPS4VsVGDZkrF4P4BJA2J5b0eQ5j9l3/OE1jdRtHd1TzxfvlHN1RTVOta7+v3vp2espbFZ9LRmYB/qSj41jjJWyvusx+bFnsq3z/9bd588AwpvUjxGDIY2bO43i+9nXcufIOphlsXSZbOnt564uh7eMF6pmVl8Tah+YzZZrrbJakLD1rH5rPrLwkVfMe3/ERxlrbaxQYEsryW78y4rVe9NTVwbp13P7Ur8ZsCfPDQ1XHNFZXcuiDdyjY9DqHPnhHlVDT09Gh+nxjQcGWN8Z6CQKBQDCumTxOrQKBQOBtMlbD2mdspt3DeSdJOlu3uIzVIzrdwE14YdGjDG/WAykpXx/eEFqj9xRBEeRlxvKrdXP40abjPi2Bf7WgijlT9arMxy8W8Qlgxe1ZVJ8yYum10lRj5o3HDwwZk5SlZ/ENaYOyUbpKTarOI/W7mS3Cn3J6eKv4RmZEl5AccY4gv17+ffbf+OmWGKZGh2juVOiJpKTbCQ6eSnnFHzCZ9g05rtcvIz3tOxgMedy7ooL/euckAC/uKeeu3FT8RkMtneSk5Biwfnk67z5nyzKJjA1m7hUpJOdEq/J4GqCns4O9b71m31765VsJjYzy2novSk6fhjVr4OxZPnv0l2O2jBdqznNFTCQrDZ7/zlQeP0LBptddls0lz5xN7i2euxsGhqoXu8aC0/mfMefyq0XnO8Hkxyr+5gq0ITKfBAKBYDgW3g0btthK6lyRusJ2fOEGr5wuKel2Fsx/Gb1+2bDjmps/p818murqlykvf57q6pcxm4sdA0boWbV+yTRe/cYy0mPDtM2jABn44aZjPPavEzy3vYSX8ss9luLZOt7Z/nQ19VponMRlV5ExIaRcMnyJU22Jia3PHOFUfq19n9ylrRPWwCvdaw3kL8e/Rm+f7fupaZFnuTlzK89uL8FsLnZ/zY0QgyGPRQtfY1rKv9v3RetzWbb0AxYtfM0utt62OJmokAAAqowdfHyqzmtruNjpMjtMmOPTIpl3RYom4QngwNbNdLSYAAiPiWXhDV/2xhIvXurq7MLT7gVLefvya8ZsKVbg6UrP/++O79jGpscfc+vXVFN4gk2PP8bxT7cNO8+02fO0LHNMKNj8+lgvQSAQCMYtIvNJIBAIPJGx2vbz8wTHvpUPwyVf0uzxNBwGQx4GQx5mczHNzXuxWMz4+4cTFp7N0aP/jtXahdl8iv37rx8Sq9cvJT3tfgxxeTbPKjWm4xd4VuVlxvLpI6t540AVf9x5hsom75c+yMDGgsHlF0vTDTy0Jstllo1OksgKC+JYWycAxe1dxAaOvfmuL6guMlJx1LPfkizDzleLiIgJJiXHgBSsrRNWu9Pjs+Yk3iy+ia/OtJnoXp22k5q20+zbf25InP2aGy4TTwVBQY627eERM4f4moUG+vPVZdP4406bEfv/7i7n2tmJXjn3xU7TWUcpp9nUTVOtWZP4ZDY28cW7W+zbK9ZvICAwyCtrvCiRZfjWt+DsWQCeuvubyLqx/f74c1M7Re2dbr2fKo8f4eO/POexaYEsy3z8wnNExsa5zRiKTUkleebscW86DlBz6gSN1ZWie6NAIBC4QGQ+CQQCgRbm3uET4cmZ8PBsUlLuIT39flJS7sEQfSnR+txhY0ym/Rw+cg+1tW95zbNq/ZJp7Pr+5Wz77mX819pZXD0rjujQALW/jmL2lxvZ8OI+tz5Dg0rvJmnHO4Av3qtAabM5WbaNBwjO1Ks6j9xfXHmQwVlkO6pXcvT8Jfbt5IhzLsswB11z3sDJ+Vp2U+76tUvTCPCzjTtY2cyhqmbvnPsipbrIyJanDnF4W5V937nSFl7/2X62PHWI6iKjqvn2vvV3LN02Q+wpqenMXLnam8u9+Hj/fXj7bQCK0jIomLcIxW8OPmRPs2vfOYCCTa8r7pYpy7LHjKHcW+4Y9vh4YiIYpAsEAsFYIMQngUAgmCAYjfk0GT9TMNJKYdFPMOoDbJ5VHgUoSZFnVXZ8BF/PS+cvdy/h8H9ebRejHr4qmw250xS3a1eCVYYfbT7mstNadujk931qqjVTW2JSFVNbYqKp1kxAfBiB6ZGK4yQkDmOhfIjPmMSes8sG3eO6f4n7rzmjikw7t+txvl5d37zGRwZz4zxH17S/7i4b8XkvVk7l17L1mSNurzdXpZ3D0VhdyYlPP7FvX3bXv6HTacvGE/Tz3HP2h3sW9Jdke/MNVyNtFtclvo3VlaqzlAYyhtyROmc+My69zO3x8YTpnLL/KwLBREWWJ9+PYHQQ4pNAIBBMEMornseTEbkDK+UVf/DsWQW2m5iUparXMyBGPbAmi5/fNIcn1s0ZRpxQj1WGZ7eXDNnvnPlUPEnFp5oibZk8A3GRa6YNpxQNog+Zl3Hdtv3KabtU3OP2X3MjxfmEw3wi/PfL0u2PPzxRR5UPykInO9VFRna+WuTxg/dAaaeSDKjP/v6SPWMtde4C0uYu8MZSL14aGuCjjwDYvWApL9z61TFekIMIf9eiotbMH09x/gG+y7j1JuZmdZmCAoFAcLEgPJ8EAoFgAmA2F2My7VcVYzLtw2wuJnzAs6qhEMp2QXcbBIXD0Tfg3GFbJ78PfmgTqUbwbfr6JdM4cbZ1iIfTSNhXbqS4vo3seEdXpYuh411vlzYj9YG44Mxootdl0by5xGXykIxNm+pD5jd0cZChGQxJYeeYYTiDLCu/LOzX3AU+TWpwznyShxFbcxIiWZkVy+6SRqwyPPXxaean6DF3WQgP9icvM3bQdSMYipbSTufOihdSdeIo5Ye/sG1IEqvu+jcvrPIi5wvb8/nadTfxyPd+itVv/GSRrYh27QfW06FNCB4u7viObZz8bIemeUebMMPwjSIEAoHgYkWITwKBQDABaG7eqznOLgTEzRzsU5W2Al64zCY+lX0KRe/BzC+NaJ0blqd6VXwCyC9tHCQiDHS867Ra7R3vYgMn15+zgGBtv49zXNiSBPyigzC9V47lXPugcRJQGgzPdXW4FJ4AZsbYOtmp1SMHXXOacD7h8MrIv6/MYHeJrTTz7SO1vH1kcLnLcOb1FzsjKe0cMCFvrK6k6sRRejo6CAgJ4djHH9rHXnLZGqakprub6qKiqL2TPc1m2ix9RPj7sSI63K1R9xBOnmT3gqXjTnharg9z+zsEhoZqmtNd3IB5+USpjYlOSBrrJQgEAsG4ZHJ9WhcIBIJJisXi3thVc1zCHFh8Lxz4X9v2Rz+GzDUQoPCmyAXZ8REsTTewv9x7ZQcVje28lF8+KKPFuePd6fZOYgMnV4ZLck60V+KCM6OJuspK0yunAPCPDSZseRLBmXoq2zo5/OI+t/pOiJ+2rDKt16odBYbjA9SaOoc9PmBe/8S6udy+JGVk65pkjKS009xUSsGm1936+uj8A8hbf9dIljcp2G1s46mKOgpa2occy40K4+G0BFYaPLx3dXby1N3fHFfCkw74XmrCoH3OQmRvt7b3jmmz57ncr8a8fDzg7vcQCCYDMhKyPPaec95G9qpxhMAdQnwSCASCCYC/v/p254riLv8JnNgEnUYwVUH+s7D6h5rONcBDa7LY8OI+rF66V/jb50MzqSJz4yHK9iesuKObvOjJJT7FJIWTlKVXlZmSlKW3Z6Q4I/c4MpsCpkYQkWcz6s6LD+NX6+bw483HXb5WnX3BQ3cqQOu1OoASw3GwZcT9ZMtxj/MNmNdPjQ4RGVBOaC3trDq+m+2f/2NYMcBq6aXi2CHmXH611uVNeF6rbeKR09VuC0cLWtpZf/QMT+akcGdijNt5iqJjKZjd391uLE3G+88vyTI/jpDsolnl8SPDCpFKCQwNpd3UTGxK6qD9WszLx5LkWbOH/A4CgUAgsCEMxwUCgWACEB19qW/iQg2w5jHH9p6nbSLUCMjLjOVX6+ag8+F9krHOkUkwWX2fFt+QpvheU5Js411h7XaIT7qgwdkT65dMY+O9y1iWPtSjpLBJW+mc1mvVjkLD8We2lygWON2Z11/MaCnt7OutotiD8DTAxy88R+XxIxpWNvHZbWwbVngawAo8UlTNbmOb2zF7si+xPRjr7naSREJDDbe9+xK9Tz3G8U+3cXzHNjY9/phXxKGejg42PW6b1xmt5uVjgSRJ5K67Y6yXIRAIBOMWkfkkEAgEE4Dw8Gz0+qWqTMf1+mXKvHcWfg2+eAnqjoGlC7b9FFb/2MmcPAIyVg32i/LA+iXTSI4O5dntJezzYgneAJK51/74QGMrjMRiaJySkmNg9V05HruRSRKsvivHrRG07CQ+SYFDS3fyMmPJy4yluL6NHUUNPPFBEQB1HYlERi6htfWA4jUrvuaGQYnheHF9m+rSTlfm9RczWko7LV2fK/bdkWWZgs2vkzpnvurzTHSeqqhT0ZcUnq6ss2cSXegPVZaQCMbx0clxVvERUs+WIQPb/vys1+eXZZltL9i8neZccQ2g3bx8tJEkiavue+CivN4FAoFAKUJ8EggEgglCetr9HD5yDyi6rdGRnvYdZRPr/OD638L/2T7sc+pt28+FpObBqh/YOucpwFnUyC9txNxloaGti1f3VY3YN1YyO0qGitu7RzbZOGZWXhIRMcF88V6FyxK8pCw9i29IG7YDmdWpvEoKcu8bkx0fQXZ8BP88WENpgxmrDH1h90DrQbx+zQ2L58yn/NJGTTNfaF5/MaO2tNPa14hsOavqHDWnTtBYXXlRlSEVtXe69Hgajs9N7bxW28SbdUbVsaNJT6C2UlxV9AtQpz77lNxb7tBsXj6aJM+aTe66O4TwJLg4kAHrJPRHmji2chMaIT4JBALBBMFgyGNmzuMUFj3K8GKAjpk5v8RgyFM++bRcmLoYzn7hfkxlPmy8GdY+Cws3KJ56QNQYYPbUKLc+Q0qRuvrAYgV/Hb3+EvvPmlg6Va99wnFMSo6BlBwDTbVmDm+r4nRBHQCJWVHc/PBCj/HyMGV3rpibHEVpg800/GTTDK7z1TXnBsnZcNzNOc0a/Yq0xk1WFt+QxtZnjigSg2WLtnLcqhNHJ7X4dGGmUn13r+cgFzx8unrc3/sE9oxeiXNN4Qk2Pf4Yy2+7c9TOqZZps+dz+T3/Pqmvb4FAIPAmwvNJIBAIJhBJSbezYP7L6PXLXB4PCkpiwfyXSUq6Td3EZTuh9pDncbIVtj5oG6+R4XyGlCIBUrtDSNhadl7zXBOFmKRwFlw1zb5tNirL+HL2fBou82mAecl6++NjNSaP15y/f6S2a84tTh9N3Kgi4Rr8ikYSN1lJyTGwfF2mx3GSBGlzozSdY6KUTallt7GNmw6VsHr/aX5acpZfl9fx05KzPFfVoGm+cS089f8/TD1bNsqnlfn8rdeInZY2qudVSoowFxcIBAJViE9hAoFAMMEwGPIwGPIwm4tpbt5LS8sR6hu2AqCT/LUZPu/6jU1YUoJshV2/VVx+5wpXJXnhwf5UNLXzt71Du9u5QjL3IkcFAlDVoy3bYKKhjwtF0knIVpm2pi56uiwEehBUnLvdKc18GuBYTQsw9Jrr6jpHVfWLgIzF0kpwcJK2X8gVg4yVXd+Sa+1aJ7rdDaXPMvz/+4HSzvPlZkoK1M8/Ecqm1OKpk92kQ5JIqS0ntlmbsDYSZFnGVH9u1M+rhMl4bQsEAoEvEeKTQCAQTFDCw7MJD88mKambJuNOLJY2OruqaG09TFSU53IsOw2FtpI6NVTuscWpMCF3xYUleS/llyuO1Zkt9pu/k359/LXmPCuiw8kJCxnRmsYzfgE69HEhNNfZskma6zqIT4scNkZWmfk0MzESf52ExSpT3thOS0cvUaEBgOOaA+jorKCx8RMAyiv+QGTEbCwWM/7+4URHX6rZeFyJ4Xh2fARL0w2qTMeXpRuE39MFyFaZwvxa+3buTRn4B/rR22UhINif5JxoYpLCAQgJm6fpHNNma4sbryjtZOcTZNkmzg78e+F+HyHJVpYf/NRn83vC0j0+ff0m27UtEAgEvkaITwKBQDDB8fMLIm7KddSeexOAurp31IlPZbu0nbhs14jFpwtRmpnSZwiiL8nxrXON3MdPS2xmyLlRYTyclmDvHjXZMCSG2cUnY227R/HJqtLzKTjAj5zECE6cbQXg2FkTK7OmDBmXPPVOu/hUV7eFurotg47r9UtJT7tfvQ+Us+fTMNl4D63JYsOL+xR5h+kkeHBNlrp1XATUFDfT2mjz8QkK9WfeFSn4u+iICBCbkkryzNnUFJ5QPH/yJCxLUtPJzusM/N+4UGiSJCI7zbSGhPvktDNKj496yd14ZzJe2wKBUmR5EhqOC0YF4fkkEAgEk4D4hBvtj+sb3sNqVVGG1t2m7aRa44ZhIKNlOCxTQ+ldHIMcEeDyeEFLO+uPnuG1c01eX994IDopzP7YeM5zZ6zBmU/KvnOaO8j3qcXlmK6uumHnMJn2c/jIPdTWvqXonANIeC67A5tQ+at1c9B5+Aysk+CJdXNFyZ0LCvc4sp6ylya4FZ4GyL3ljkGG8MMhSRK56+4Y0frGG1o62fmC2TVnyCs9xpLyU+SVHuP2A9u59sQ+28GRthJ1QWzz5PfUU8uslZeP9RIEAoFgwiHEJ4FAIJgEROuXERSUAEBvrxGjcY/y4CCNGUJa4zzw0Jost4JCnyEIyyV6jyUmVuCRomp2G70vkI01A2VQYMt88oTazCeAeU6+T0erTUOOG435FJ3+qYKZrBQW/QSjUUVZp+TZcHwAT+b1y9INbLx3GbcvSVF+/ouETnMPZ444RIVZKzz7dqXOmc9V33zA4zhJkrjqvgcmXev5Pc1mbYEXXscD2xqFoqiuduacLWNRVTFzzpZh6GjD0NFGZEebT8rvRrPL3UShd5yWAgoEAsF4RohPAoFAoBCdUwlQwNFXbZ5H4wRJ0hEf/yX7dl39O8qDM1ZpO6nWOA8Ml9FimR6h+ObKCjxdOXx2zkTEkOic+eT5Zlit5xN4znwqr3geFBcfWSmv+IPCsYBT5pOsoAdYXmYsb9y3nG3fvYx1C6fa9+dmxPDGfctFxpMbivfVY7XYnt+41Ahik5WVbF2yeg0hke473yXPms0tj/6cOZdf7ZV1jifaLH2eB7nCRZlcQFch4ca/2raVilD946a6yEQqTEj1WdmdKLkbymTt4igQCAS+RHg+CQQCgSfKdsKu3xBqdXzTGfzZE/DZE5CaB6t+MKLOb94iIf7LVFXZbmbOn/8Yi6Udf/8wD1HYfJtS89SZjqeu8LrfkzPrl0wjOTqUZ7eXsK/fVNoa5o9sCFJurivLfG5q5x+F5/jKzESfrXW0iYoPQecnYe2TMRu7PXa8s2oQn7LiwgkJ8KOzt4+61i4aWruIiwwGwGwuxmTar2rNJtM+zOZiRSbk0qDvxZS762THR/BveelsPmTz/qpvFdka7pBlmZNOJXdKsp4GqDp+lM5WmyAZGBrG8lvuwNLdTWBoKNNmz5vUPjgR/sr+/1xISMs76PpakHUhSNZOArtP4t9ru067w1bSG5yjbCJJItHUiKFjcEZnjT6Wz7Ln+yTrSd/SNCZd7sY7otOd4KJGeD4JNCIynwQCgWA4Dr0CG2+GynzXORiV+bbjhzaO9sqGEB4+k7Awm6my1dppN4NWxKofDC53Gg5JB6u+r2GF6nDOaPmvtbNYfWl/6ZTSG6z+cT/YeZo3D1T7aJWjj5+fDn2848ZnON8nuc8Kln4BRwIpQNlr7O+nY/ZUh5H5Uafsp+bmvSpXrC5OUmg47orpU8Ltl0dlUzvdWjNVJjn15a009183/kF+ZC2JVxx7fMc2++M5l1/J4i/dTO4td7DwuhsntfAEsCJaW2ZRb/Bs/HtrCGt9m1DzNrvwBBDasgUUXueSLLOosmjI/oOpOcg+6na37JDGhhSTHNHpTiAQCNQjxCeBQCBwR9lO2PqQ/cbA7Ud72QpbH7SNH0MkSSIh3mE8Xlf/tvLgjNWw9hnPApSkg7XPjmqmV3Z8BF/PS2fB9OGNyN0h++n40eZj5Jc2enllY8eg0rthfJ8uLLlTahYNF5bemeyPLRZtvjfK47TfRIcE+pEcHQKAVYaKRlEa44pTTllPWYvjhs2cc6ajtYXSAwX27dmTsLRuOHLCQsiNUpBN6owsYwnKoCXuh3SGXTbkcGD3KcKN/+ckQLn2h5JkmVXFh0k2DX4fM4ZGcE4fOzTOC0Q3n2fu6UNen3eiIzrdCQQCgTaE+CQQCATu2PUbxd9II1th1299ux4FxDuJT0bjHnp6VAguC++GDVtsJXWuSJhrO75wwwhXqQ2tJS9YrFhleHZ7iXcXNIYYFHa802I2PsBcZ9Nxp8wnf39t2R+K4wYZjqtvap85xXGe53aU8FJ+OcX1k894Xis9nRZKvqi3b8/KU15yd+qzHVj7LAAkZs246G7Ai9o7mRkWrE4eHRB8JR1mw730BM0aMiSkfRdRDb9mfpiOIeJrf6ndDcfyyamrGhJ7NnrKwEA1q/KMbOWqPVu9O6cK1Ja1Jc+aza0//QXRiVM9Dx4hk62Lo0AgEIwWwvNJIBAIXNFQqM4DCaByjy3Oh15InggJSSYqahEtLQeR5T7qG94nJflu5RNkrLb9NBRC2S44+hqcO2o7lnX1mHpbqS556feG0jXZvLr2lRsprm8jO943XfpGE+fMp2YVmU9qmHdB5pMsy0iSRHT0parmGUBpnLPnk6zC8wkgv7SRwnMOoendY+d499g5AJamG3hoTdZFb0Be8kU9lh7b82pICiM+PdJDhA1ZlgeX3F1xjU/WNx7ZbWzjqYo6Clo8d5ccFklHR9RNBDacGnLoUn0oLy2dy96qszz10XZ6/PwJ7LMwtfn8EI8nZ1qCVWZiKUGWuXbnv0bdaDw0Ss+ym29n2ux5tJua2fT4Y8gKzNglSSJ33R2kzpnPv/3+BY7t+Ij9//onLfXnvL7Gq7/14KTr4igQqEUWnk8CjYjMJ4FAIHBFmUafC61xXiQh/sv2x3V1KrreORM3E3K/BSsfcewr+WiEKxsZqkteJAnJ2I2u3WLfNVlK75wzn5qGEZ96nLKi5B4rvfXKb55TY0KJCgkAwNTRS7WxE4Dw8Gz0+qWq1qvXL1NkNj4U5aVEbxyoYsOL+6hzYzS+v9zIhhf3TSr/Ly04l9zNyktSXIpZW1yE8aztuQsIDmHGpSt9sr7xxmu1Taw/esaN8KSy1E2W6Q2eiSVgcHaOTtJx37z7AEiy9jK3tpxFVcXMOVs2rPAE0B4UrG4NCta4quBD5oxBuV1Hi8luWp86Zz5XffMBj9enJElcdd8DgwShuVdcwzee/V++9uQfSJ+/2Ctr8w8K4taf/mJSdnEUCASC0UKITwKBQOCKbo1lOlrjvEhc3HVIki2xtbX1MB0dldonm3456GwCBHXHoeXs8ON9zMNpCcr/cMky/mcGvx7mLoubwROLqCkh6PxtN2Xtpm66O3oHHe8qbabhhaM0v3Havq/P1E397w7R8MJRukqbPZ5DkqQLSu9M9sfpafej/COEjvS07ygcC5JT2Z1Sw/H80kZ+vPk4Vg9agFVm0vl/KaGp1szRHdXs+sdpGipt/yf8/HXMyE1QPMfxHQ7xOefSlQQGh3h9neON3cY2HjldPUz+ncpv//uFlJ6gS+y7dJKO/17+3+Qm5nL06FFeeeUVRdk+A4T1dHse5ImB81mtXLtzC0uPKsv6TZ41m0tWrRn5+Z2oOnHU/njOFVdzy6M/J3nWbLfnv+XRn7sVhGJTUkmbv9Ar67rp+4+JjCeBQCAYIaLsTiAQCFwRpLE0S2ucFwkMNBBjuIzGph0A1NdvJT39fm2TBUVAWp7DTL1kGyz+uncWqoGVhgienJHCw6erbTkH/aV1Q5Bl/E+a8DMOvjELV2isPN7R+emIjg+l6awtG8N4roPE6TahqP1AHc2bS9wmZfSUt9L44gmi12URtmR48WFuchS7S2xCzbEaE2vn2fyBDIY8ZuY8TmHRozBsaZyOmTm/xGDIU/HbOb2eCm/Cn9le4lF4GmDA/+tiKL+rLjLyxXsV1JaYhhwLDPHjfHUbKTmejfy7Ozo4/flu+/bFUnL3VEWdysJPZcg6m3C3OH4x9827j2UJy9i5cyc7d+60jwkKCqKnp2dYIUqSJPKmp3HCdbKfciSJlNpylh/8VHGp3Y2PPErWkuUc+uAdTu7aPsIFOOjpGNwkIHXOfFLnzKexupKqE0fp6eggMDTUniHliZF2pXOVWSUQCAQCbUyOT+ECgUDgZcoSl5GB7f5dyXfbA+MG4saa+IQb7eJT7bl/4ucfTp/FjL9/ONHRl6orgcq6ZtyITwB3JsUgdVr43pEKZEPQ0AGyTMChJvwah2YETCbBwZAY5hCfas0kTo+iq7R5WOHJjgzNm0vwiw4iODPa7TDnjnfOpuMASUm3Exw8lfKKP2Ay7RsSq9cvIz3tOyqFJy7ouOhZUSqub2N/uVHVKSaT/5c7TuXXsvPVIrf6XWdbL1ufOcLqu3I8mo6f3vsZlm7b/6fYlFQSMrWUUE4cito72VTXPHKPJzdcnZLHI9PvITM6E4vFwr/+9S+OHnVk/EyZMoWvfvWrGI1Gdu3aRWXl0OzV1NRUVq1aRU98Ii/sPz3kuCcemBZHqJ+OCH8/zK/9L30H9yqOTZ41m6wly4GRizsX4s5oPDYlVZPBfWxKKskzZ1NTeEJ1bPKs2XYvKYFA0I8sgXUSej4JH6tRQYhPAoFA4IIdfsnUR81jectRz4OxCU97o+Zzyi95XIhPU2KvRKcLxmrtoqurmpKSnw86rtcvJT3tfmXCQPY18NGPbY/LdkJvFwR42WdEJV+ZHs+WT8ooOFWPNSYI2V9H37QwCPKzZULphn6IWJZumFRig6uOd63bq5Tb0MjQur16WPHJ2XT8xNkW+qwyfk7PrcGQh8GQR1vbKfYfuJGBky9d8jYREa5LZTwhOcm9SgzHtZbQ5Zc2TqrrwZnqIuOwwtMAsgw7Xy0iIiZ42Awo55K7OVdcrdgnaqLhNWNxD/y/mavJDAuhs7OTN954g4qKCvuxjIwMbr/9doKDg9Hr9WRkZNDQ0EBZWRnd3d0EBQWRkZFBXFycPSY3KkzVmpfrw3h0ukNwrLzuejYd+lyVufcAIxF3XOFtMQsg95Y7FJuXA8y7+gbmX339RdfNUSAQCHyN8HwSCAQCF7RZ+ngq9Wv0KXyb7EPH06l302bp8zx4FKiv34rV6r4Ww2Taz+Ej91Bb+5bnyWKmQ0ym7XFvB1Ts8dIqR8ZDa7Lw77DgX9VOQFkbfjWOm6++xMF+NDoJHlyTNdpL9CmGREf3P2NtO7317fSUt6qao6e8ZVgT8oSoYOIibNllHT19nDlvdjkuImIWwUGJ9m0/v5F04FJXdqfVx2uy+H+54ov3KpRWLCLLtvHuOF9ZTt2ZEgD8/P2ZufJyL6xw/DG8sbj3WK4PIycshObmZl588cVBwtOCBQv46le/SnDwYHE/Li6O3NxcVq1aRW5u7iDhCdR54emA76UOLrcdibk32MQdbwiSybNm+0TwUfP7Xf2tB7ny3v8QwpNAIBD4ACE+CQQCgQsiOs+zJ3oRj2Q/YhegLryXG9juQ8cj2Y+wJ3oREZ3nR3WdrjAa8/u9eDxhpbDoJxiNCsxls691PC7+UPPavEleZiy/WjfHnuTkd67Tfsw6JRjZz3Gj8diXZk2qkjsYmvnUVWrSNI+nuEGld9XuxwaHJNsfd3Zq7yg3yHBcQRqXVh+vyeL/dSFNtWaXHk/DUVtioqnWtbB4/NNt9seZSy8lJCJyJMsbl3g2FvcOA8JPTU0Nf/3rX2lsdGTtXXHFFdx44434+fmpnnfAC8/Th3od8GROCisNQzP+RmLurVTcGY4LM6q8SeXxI5z6bMewmU+ezMsFAoFAMHIm5ycvgUAgGCErmg8B8/hHwvVUByfwvcpXuLTlyKAxA6V2T6fezR79Qqe4OaO93EGUVzzP8CbQzlgpr/iD5/K7rKvh8+dtj0s+Avm3ro2+R5n1S6aRHB3Ks9tL2FduRGrrRY4IAD8d1rhguyBV0uD6xnoiEzklBD9/HX0WKx0tPfS29WiaR+4aPltvXnIUnxTWA3CspoXbFqe4HBcSnIyJ/QB0dtVoWosN58wnz9exVlFxsomRA9QUee5k6C4uJil80D5LTw+Fn31q355zxeS8MfeKsfhA8wM3TRAGhJ/Y+hpe3rQJi8WWeefn58dNN93EnDkj+7txZ1IMKcGBPF1Zx+emodlby/VhfC81waXwNMBIzL3nXHE1kVPiKNj8OjWn1JXg+dLU+/iObXz8l+c8ltzNuuwK4e0kEAgEPkaITwKBQOCCnN4Gck1HKNDPZ0/0IvZEL+LM7msI6y9l+1n6fWyPWc7psHR7zHLTYXIMY9vC3WwuxmTaryrGZNqH2Vw8vAn5tOUQGAE9bWCqgvOnIS5nhKv1DnmZseRlxlJc38YvTtewrc9mjJw5L47yczaj3n/sr+KOJSmDsngmOjqdRHRiKI3VNmGt04OI5A4pePhMi7kpevvjYzUmt+OCQxyiVNcIMp9QmfmUHR/B0nSDKtPxyeb/5UyvxnJCV3ElBz6nq912fUXFxTPtkrkjWtt4pKi90zuldpKEZG1H1g0tOV2uD+O7qfEEnD7JGx85/LNCQkK44447SE31TonXSkMEKw0RFLV3sqfZTJuljwh/P1ZEh5MTFuJ5gn60mnu7E68CgoI4tftTl6KUL029K48fUSQ8AXz8wnNExsYJAUogUIDSsm6B4EKE+CQQCASuCIrg4cq/sT5qDlbJdnNudbopfiXpy5j9HTcZOrmP71W+AonrR32pzjQ3K+9YdGHcsOKTfyBkXgGn3rZtF384bsSnAbLjI/ifiAy27SsEoJQ+Lps5hfzC88gy/OfbJ9n8H5eic2FGPlExJIbZxaeWAD+0FEQFZ+qHPT53apT98Ymzrfz+42KiQgPIy4wdJOCEBDuV3Y0g80ka1F9SWT7KQ2uy2PDiPqwKPhBPRv8vZwI0lhO6ijvhZDQ++/KrkXSTz61hT7OXsiJlK5Hnn0VnbaEn6BK+Mute0iKmsCI6nKzgQD788EMOHDhgHx4dHc1Xv/pVYmO9n4GXExaiSmzyNq7EqzlXXKMpo2okFGx6XbHJuCzLFGx+XYhPAoFA4EOE+CQQCASuyFjFyg9/yJPFT/JI9iN2AWoQ/eUVOrmPJ4ufZKXpEGT8cfTX6oTFou1GSlFc1jUO8alkG6z4f5rO5UvSQ4OYFxHC0bZOemWZ5cuTOVDcRE+flSPVJt46WM2CadHklzZi7rIQHuw/RESZSDj7PjWae4lNj1RlOh6YHkVA/PDm4KfOtRLkr6PbYqVPlvn99hL7saXpBh5ak0VeZuwFmU8jKLtzKllSeuM44P/1483HhxWgJOCJdXMnbckdQHKO++6FauJMdeeoOnEMsPlwXbJ6zYjXNh4ZUZMIe6mdlXDjiwR2nwIg15DIL2bOAqC7u5s33niD4uJie1hKSgp33HEHYWEjMeafeGjNqNJCY3Wl6g58NadO0FhdKczGBQKBwEcI8UkgEAhcETcTUvO4s/J9UrrqeDr17qFjJInlpsN8r/IVm/CUusIWN4b4+4d7HqQ1Lusqx+OqAuhshhBtN7q+5Ka4aI622bye9nR08s3LMnj+01IAHt1yAosLdcJZRJlIGBKdTMdr24lcm0bjiyeGuuO7QoLINa79mwZ440DVsILO/nIjG17cxxPr5nLjnKn2/SPLfHLOrlGe23+h/5crosMCuHF+kstjk4WYpHCSsvSqTMeTsvRD/J5O7PzY/jh9wSIiDBPr/4ZSIvzVG3zbkSQCugqJbdpGqrGZAGsOFj8Ldy6+E4DW1lZee+016urq7CGXXHIJN910EwEBASNdumAYqk4c1RwnxCeBQCDwDUJ8EggEAnes+gFsvJmVpkOsNB2izc9RxvD98hdZZTpITkeFbYekg1XfH5t1OhEdfanv4sLjYOoiOHsQ5D4o3Q5zbtV0Pl9yY5ye/zlTC8BuUxu/zZvJqwWVmDp7XQpPMFhEuX3J8ILMeOLCjnfBmdFEr8uieXPJ8LqNBNHrsgjOdC8e5pc2eswkArDK8KPNx0jSL0aSApDlXnp7jVgs7fj7q8/scBauursbPPuROeHs/zWQ3Rbor+NPO0sxdVowtvfy8t4KvrVquup1TSQW35DG1meOKPLlkCTbeGesfX2c2PmJfXvOFdd4eYXjhxXRKgX7/mynkJZ3SDQWsqDBwJSuVMAhWOS/lU/ZnjJaWlro6OhwnGvFCq644gp0k7B8cbzR4/S8j0acQHAxIcuTx75AMLqIv34CgUDgjozVsPYZuwGy85/aO+veHyw8rX3WNn6MCQ/PRq9fqipGr1+m+OaeLKeb0JJt7seNIVODA1kaZRM9+mT4S+k5Wjp7PcYNiCj5pWNrGq+GyJgQ/ANs12dnaw9d5l7CliQQe+9sAtOjXMYEpkcRe+9swpYkDDv3M9tLFHkoge25e25HGcHBjqyiLpXZT0ZjPgcPfYWTJ/+ffV93dy379l/HwUNfwWjMVzxXdnwEX89L54E1Wdy3ajoPXz3DfuyPn5Zi6tDWGXCikJJjYPVdOYPftFwgSbD6rhxScgyD9pcf+YL2Zlv2WJg+mvQFi3211DEnJyyE3CgVIml/ttPsmgNcVZXNlK4pLo3xz507ZxeeJEli7dq1XHnllUJ4GiUCQ0NHNU4gEAgEnhF/AQUCgWA4Ft4NG7bYSupckbrCdnzhhtFd1zCkp92P8rd3Help31E+ebZTq/WSj8E6Ar8UH/LlOL398ZtnmxQXb1lleNbJ02i8I+kkop1L787ZvLuCM6OJu28u8d9diH+842Yq8oZ04u6bO2zGE0BxfZuq7nEA+8qNWHWJ9m01pXe1tW9y+Mg9bjs1mkz7OXzkHmpr31K1pgHuWDqNtBjb89DaZeGPO89ommciMSsvidkrp7o9npSlZ+1D85mVN7QM8fgOh7B8yao1+PlP3kT5ovZOZoYFe9LpHMhWbg3oYVHjIrs5vuQh+oorrmDRokUjW6hAFdNmzxvVOIFAIBB4RohPAoFA4ImM1fD19wbvW/kwfLvAtn8cZDw5YzDkMTPncTy/xeuYmfNLDIY85ZMnzIPw/oyZTiPUfKF1mT5l7RS9/bdvCdEhByn/c7ev3EhxfZtvFuYDnH2fms4ObhkfEB9GUJqjB54kKbvF1pr91dgZY3/c1VmtKMZozKew6FE8d7azUlj0E1UZUAME+On4/jWO7owv763grKlT9TwTjdYmx++YuSiOZTems+L2LO74z6Xc/PDCIRlPAGZjE2WHHF3ZZl9+1ZAxk4HdxjZuOlTC6v2nean2AoH6wnrFge1+Y/HeLw6ghtLS0hGtVaCe2JRUkmfOVhWTPGu28HsSCAQCHyLEJ4FAINDC3DvG3Fx8OJKSbmfB/JfR65e5PB4UlMCC+S+TlHSbuol1usHG4yUfuR87hsQFBZA34OUiSfQlqGs7PpFK7y70fboQv6gg++O+VmXlZuYui6a1dPRNsT9WmvlUXvE8noWnAayUV/xB/cKA6+ckMC9FD0CPxcrT24qHD5jgWHr6qC022beXr5vO4uvTmXdFyhBzcWdO7tqObLW9HsmzZhOd6D57aqLyWm0T64+eoaBl6P8XYFDHxYHtgK5Cohp+TVzzYWK7Yl2W2rmjsrKShoaGEaxYoIX0hUsUj5Ukidx1d/hwNQLBJEKWJt+PYFQQ4pNAIBBMUgyGPBYtfI1lSz8gO+sxEhJuth+TZYtbYcoj2U6+T0deg12/hYI/Q0PhCFfsXW6Kc5SW9SWo8/HQKr6MBRd2vLsQv0hn8alb0ZzhwdrKrPwCnDreKch8MpuL3ZbaucNk2ofZrF44kiSJH13ryH7afLiGorpW1fNMFGpLTVh6bSKSPj6UyBjPAqxstXLiU0eXu8loNL7b2MYjp6uVyZ2yTHDrx0Sf+xH6hl8S2H2KuM44wHOp3YWUlZWpX6xAM8d3bGPPay8rHj9r1RWkzpnvs/UIBAKBQIhPAoFAMOkJD88mJeUeZs38NYGBthunnp5GjMbd2ibU+WN3Mm47B5/+Aj78IfwxF166Hsp2emXdI+X6KVH2P3KyPhBriPKW6lrFl7HAc+ZToP1xX4uyzKe8zFhNa5mV4hB3urrOehzf3LxX03m0xi2fHsPlM2zZWbIMv/6gSNM8E4GqUw7PrmmzhpbXuaL61AlM9ecACAoNI2uZtu6Z45mnKuoU59khSfQFJuPf67iWA6wBms7b3a1M+BWMnMrjR/j4L88hK2n32M+pXTuoPH7Ed4sSCAQCgRCfBAKBQCk62XHLEnD01XGX6eMJSfIjIeHL9u1zdZvVT3LoFXj9TnBXclKZDxtvhkMbtS3Si0QH+LMs3JHxZFVReqdVfBkLIgzB+Afa/px3mXvpuKC0zi/SIT5ZFWY+ZcdHsDRdmWAxwLJ0AzOmOromdnZWe7z5s1jMqs4x0jiAH1ybY6+q+vT0eT4/06R5rvFMtbP4dEnMMCMdHN/hKKOduXI1AYFBw4yeeBS1d7ovtXOFLNMbPBOLU0Zfr85z50xXBAVNrudyPFOw6XVVwhOALMsUbH7dRysSCAQCAQjxSSAQCDxTthNeup5Qq+PGPfizJ8Zdpo8SEp1K7xobP6G3V0XZUdlO2PoQyB7yBmQrbH1wXDwvd6Y4RCSlvk/L0g1kx0f4akleR9JJg0vvLsh+cvZ8srT0KL4pe2hNFjqFlUU6CR5ck0VAQAw6ne157uszY7G0DBvn7+/ee8gXcQAzEyNZtyDZvv3Eh0Wqb1THO23GLnsJpp+/jqRsvceYTnMbJfsdGWWTseRuT7NK0bJfpewJusS+qyHE5t2kxvMJICMjQ925BZporK6kpvCEptiaUydorK708ooEgsmFLINslSbfz+T6GDBuEeKTQCAQDMehV2yZPJX5rm81xlGmjxLCw2cQEW67kbJae2hoeM9DhBO7fuNZeBpAttq8oMaYa2OjGCiSkSMDsYYNX043IKJMNJzFpyMfV3F0RzVNtbYbbSnID6k/MwqLFblTmZ9VXmYsv1o3x6MApZPgiXVzycuMRZIkQkIcwo4n36foaG1lXVrjBvje1dkE+tuek6PVJj44UTei+cYb1YWOrKfEzCgCAj2XnBbu3klfry2rJz4jk7i0ySeWtFn6NMXJOodw3RbYxvmg86o8n1JTU4mLi9N0boE6qk4cHVH8kW3ve2klNiHs0AfvULDpdQ598I4QtgQCwUXPxDG1EAgEgtHmgkwft7caA5k++hTIWD1Ki9NOQuLNtJWcBOBc3RamTv2K56CGQpvQpobKPba4MewKGOHvx9VTonjvvC0Dpy8hBN2ZNpdjnUWUiUR1kZHaUpN9u/JEE5UnbKVkSVl6Ft+QRkBUEJbznYCt450uVJlvzfol00iODuXZ7SXsKzcOOb4s3cCDa7IGPWfBwcm0t5cANt+nyMg5bucPD89Gr1+qynRcr19GeHi254HDMFUfwj2XpvGXz2wm0L/96DRXzYonwG9yfCdXdVJdyZ0sy4NK7uZccbVP1jWaFLV3sqfZTJulj64eI4FdpzjR6Q+kqZ5LsnYO2m73b2dK9xQ3oy+IlSRWrVql+pwCbfR0dIwovvzwAeA/RjRH5fEj7H7tZerLSoccS545m9xb7iBMH03ViaP0dHQQGBrKtNnzC8VlJgABAABJREFUiE1JHdF5BQKBYLwjxCeBQCBwh5ZMn4kgPsWvpbT0CWTZQkvLQTo6KgkN9fCht2yXtpOV7RpT8Qngy3HRdvEpKCWcvjNtLoXE/1o7i9uXpIzu4kbIqfxadr5a5DZdvLbExNZnjnD99Ej7H/y+lm4CEsJcB7ggLzOWvMxYiuvb+PHm4xysbAbgvssy+PH1Q1/bQZlPXZ473qWn3c/hI/eAIhtoHelp31G48uH59urpvL6/itYuC+WN7bx+oJoNuRP/5s/aZ6WmSJ3ZeP2ZEhqrKgDwDwwiJ2/iiiW7jW08VVHnwtspE7/uclBjvSTLIEkEdp+074rviCe1Xdl1IkkSa9euFSV3o0hvd9eI4lvPN9BYXalZCNr5yoscfG+L2+M1hSf45y9+6vLYgDAluu4JBILJyuT4ik8gEAi8zUgyfcY5gYGxxMQ4bi7r6tx/ULbT7TpbyGdxXuTKmEhC+zNaOoJ0/Ok/lvFfa2fx8FXZzJ0aZR+3d4IZT1cXGYcVngaQZThX67gR72tV1vHuQrLjI7hudoJ929ztunwvJNgh4HV21nic12DIY2bO43j+SKJjZs4vMRjylCzXI/rQQL59eaZ9+5lPSmh38ztNFJpqzezdfIbuDtvvERIRMKgb4oUMlAV98uKf7PtmLF9BUKhycXI88VptE+uPnukXni74jyHL9AWlq5tQkgjoKrR3uwvtDWXp+aX2krv4+HhSU12LFKmpqWzYsIGFCxeq/TUEY4za0r2B/0ev/OCBYYUnT9QUnmDT449x/NNtmucQCASC8YzIfBIIBAJXTOBMHyUkJNxMY+N2wFZ6l57+IJI0zM1/kEYDbq1xXiTUT8e1sVFsrrdl7By29PBonu0m9OpLErjm958BsO1UPdsL66kydmDushAe7E9eZuy4NR//4r0KxQaZnVbHwL4W7S3f02MdokR5o+uuYcFOmU9dCjKfAJKSbic4eCrlFX/AZNo35Lhev4z0tO94TXga4J5L0/jb3grOtXTRaO7miQ+KyJgSNiFef2eqi4x88V4FtSWmQfs723r519OHWXxDGik5jgyoyuNHKNj0uktj5oaKMiqPH5lw2Re7jW08crraKX/ugvxGSblHkx3ZSmjLvwDQWXVc0XwFgVZb98iIiAg2bNhAeHg4DQ0NlJWV0d3dTVBQEBkZGcLjaYwICAoe8RxnvrC9B3kqhRvu/5FWZFnm4xeeIzI2bsL9HxRcPMiyhvdTgQAhPgkEAoFrJnCmjxJiY67A3z8Si6WVrq4aTKYviI5e6j4gQ2MZjtY4L3NTnN4uPv2rwcRPMhKRJIkZCRGsyYlje1EDsgz3/u2LIbFL0w08dIGv0VjTVGseIjQMR5dTRZvWzCeANCfxqcKN+KQ282kAgyEPgyEPs7mY/Qe+jCzb1rl40T+JilqgccXDExzgx3evyuYH/zwGwMaCoYbA4/H1d0Zp6eXqu3KYlZfE8R3b+Pgvz7nt8He+spxNjz/GVfc9wJzLJ47301MVdYoKN+30l9TZ/70AHXBr1DkuibmC8MAbkU/KlFbaPHx0Oh233XYb4eG2rotxcXFCbBonBIaGjniOqhNH7dlPF5bCNVZXUnXiKNUnj1F6oGDE53KFLMsUbH5diE8CgWDSIcQngUAgcMUEzvRRgp9fEPHxX+Ls2dcAW+ndsOJT3ExIzVNXipi6Ytxkga0yRBDpr6PVYqW6q4fDrR0sjLIJKVnx4WwvanAbu7/cyIYX9/HEurnjxhOqpqhZ1fgu2TuZTynRofjpJPqsMrUtXXT29BFyQSe14GDnzKcaZFlGUpF1Eh6ejb9/GL29NvEpJGSa5vUqoc86fPrYeHz9B1BTernz1SI6Ws7w2SvuhSfH+ImVfVHU3unC42kY+gUn/+4zWIKmDzm8XB/G91ITWGmYD8Dhw4d5+8Tb9uPXXHMN06b59roUaGPa7HlenW+gFG7hDTdRf6bEq1lOw5731IkReU8JBALBeER4PgkEAoErJnimjxISE262P65veJ++vs5hRgOrfgDDleY5I+lg1fdHsDrvEqTTcX2s3r79rwYTAPmljfaOZ8NhleFHm4+RX9rooxWqo7dLnTdRp5cynwL9dSRHO9rOVxqH3vAHBETi7x8JgNXaTU+P+udMJwXaH1ut2sUyT+SXNvLoluMex423138ANaWXsgz7Nr/uUXhyjLdlX0wE9jSb1QX0i6FB7XuJPvcjwowbuTa8nl9kTWXn0hlsWZDFSoPti4Ta2lreffdde+js2bNZunQYoV4wpsSmpHol+8kZWZY5+O6WUROeBlDrPSUQCATjHSE+CQQCgSsGMn3UMI4yfZQQGbmAkJA0APr6zJw///HwARmrYe0zCgQoCdY+O+46/90Ur7c/fqfBhFWWeWZ7CR4SX+xYZXh2e4lvFqeSgGB1ictdzp5PrSMTcwb5Pp33XHqn1PfJGZ3O0ZLMatUulnlior7+oL700trXSFfb0LLC4RjIvhjvtFn6NMXJuhD8e88Sat7G8sAKvpE8hZwwh7ja0dHBm2++SV+fbf4pU6Zw4403qsrkE4wujdWV9HR0jPUyvMJk+T0Ekw0J5En447IPssDbCPFJIBAI3LHqB8gKM33kcZbpowRJkgZlPynqerfwbtiwxSa0uSMoAmbf4oUVepcV+ggMAbYSsbqeXv5Zfp795UYPUYPZV26kuH7sfb2Sc6JVje+Swdqf8WJttyBbVLnjDCItxkl8avJsOq7G92kASeec+eQb8am4vm3Cvv6gvvTS2lul6TyjnX1R2lzK3wv/zgtHX+DvhX+ntLl02PGyLGPqqNV0LsnqyPYMDwwfdMxqtbJlyxZMJhMAgYGBrF+/nsDAQATjl8mULeTtDC6BQCAYa4Tnk0AgELhht34R/8p6hN8UP4kfVmQGfy8ysN2Hju9nPcLN+kWsHJulaiYh4SbKyn8HQJNxD93d9QQFxQ8flLHa9tNQaOvu190GASGQ/yy010N3Kxx6BXK/5fP1q8FfJ7F2ip6/1TYB8PdqbSVU+aWNY94BLSYpnKQsvarMF4ufjsD+NJ++1h78Ddq6QmVMUZL5NNj3SS06Z/FJ9o34pLWEbjRe/6ZaMzVFzfR2WQgI9ic5J5qYpMHiiNrSSzQ+j6OVfVFwroA/H/0zB+sPDjm2KH4R35r3LXITc+376tvr2Vq2lX+V/otTzAf9rcpP1u/5FNh90r5rRsAMCgoK7B3rmpqaKClxZLrddNNNxMaOT9N5gYPJlC3kbf8qgUAgGGuE+CQQCARueKqijoLEG6gMTuB7la9wacuRQcclYG/UfJ5OvZs90Ysor6yz+4RMFEJCktHrl/W3t7dSV/8OqdP+XVlw3MzBZYb+QfD+I7bH+c/A4q/b9o0jboqPtotPx/t6kCWQFJZdDWBWe9PvIxbfkMbWZ44o8vyRJAgwBEOjLdOjr6Vbs/jknPlUoSDzqaHhI/z8QomOvpTw8GxF5xhcducbzyetr6MvX//qIiNfvFfhUlRMytKz+IY0UnIMtJzvoPSge5N8l0jaMnZGI/tic8lm/ufz/8Equ87IO1h/kPs+vo+fLvspEUER/Kv0X3xe+zlW2UpP0Cw64tapO6EkEdBViH/vWaZ0TmFp+1LeffVdt8MvvfRSZs2ape4cgjFhsmQLJc+aLczGBYIJiCRJVwK3AWeAGEAP/FCWZZO35pZl+b6RzjVWCPFJIBAIXODcPWlP9CL2RC/izO5rCLN2AfCz9PvYHrOc02Hp9pjPTe0UtXcO8gyZCCQmrOsXn+Dcuc1MS/mGNk+TBXfBrt9AewO01cLRf8Cie7y72BGyLCqMhMAA6np66ZAgwBCEX5M6cSNcpd+Sr0jJMbD6rhyP3c4kCVbflUNImYmuAfFpBL5PgzyfGoeKT0ZjPmfP/sO+3WY+QVuJzahXr19Ketr9GAzD+6npRqHsTuvr6KvX/1R+7bCvZW2Jia3PHCF5poGzp5ux9qlTTXUB08BDTwFX+Dr7ouBcwbDC0wBW2cp/HnyRnqBLkHWxSGFXEth9ko6om5U3QhhAthLa8i/S2tJY2LgQyYPXR0xMjLr5BWPGpMgWkiRy190x1qsQCNwiy8IfyRWSJN0K/FiW5UVO+xYCByVJWuQFAeot4M0RzjGmCM8ngUAgcIGr7klWpxucV5K+PEh4Gi5uvBMXdw06nS0Lpr29mNIzv6a8/Hmqq1/GbC5WPlFACFz6gGN7z++gb3xkCQ2gkyRujNPbt60J6oXCvMzxU3ozKy+JtQ/NJylL7/J4UpaetQ/NZ1ZeEn6RDkGnr0W7oJOkDyHQz/Z/odHcQ1tXr/1Ybe2bHD5yD+3trq8bk2k/h4/cQ23tW8Oew1l8kn0kPml9HX3x+lcXGT2KiGCrFqs+ZVQtPAHo/GIJjlCXSTEa2Rd/Pvpnj8JTT9AsTHGP0pz4BO2GDXTob6XdsIHmxCfoDc5Rfc6Qls1MNZ1XJDwBvPvuu5SVee6KKRh7YlNSSZ45e6yXMSIyFy0jdc78sV6GQCBQgSRJemzi0A+d98uyfAg4BPzvCOf/NbYsqgmNEJ8EAoHABVq7J2mNG0v8/SOIilxo366q+l/Kyn9HccnP2bf/Og4e+gpGY76yyRb/G4T0m2E3V8CJTd5f8Ai5yUl8IjEUNV/gLUs3jLnf04Wk5Bi4+eGF3PGfSwkKC7Dvv/7bc7j54YWk5BgA8ItylLL1tWoXdPx0EqkxjtKWikabx4rRmE9h0aOAJzNzK4VFPxn2mhqc+eSbsrvs+AiWphtUxfjq9f/ivQpF5ZPOJGREsnJ9NkqTFCUJlq27A6UB0ihkX5Q2l7r0eHKmM2wVLXE/tIlMap8kN+isnSxtX6pIeAKbqfmuXbu8cm6B78m95Y4J3ZHQMDXZ8yCBQDDeuL3/3y9cHHsDUGFMOJj+crsDWuPHE0J8EggEAhdE+PuNatxYUlv7Js2mz90eV5qtAkBQOOR+27G9+0mwau+s5gsWRIaSEmwTN/r8JOQpyryPdBI8uCbLl0sbETFJ4UTHO0ShwAvKwwaLTyMTdNKcSu/KGm3ZfuUVz+NZeBrASnnFH9weHez55JvMJ4CH1mShU3iP6qvXv6nWrMo4foDVX81h7uXJrL4rx6OeNFB6Of+qXIIUeOJIksRV9z3g8+yLfXX7hj3eEzQLs+HfHGV1XhIUbk67k+A2dZ5nlZWVNDSo9NkSjAmpc+Zz1Tcf8CxATWCBSiAQjDtuA0xuSuvKwF6Wp4WrZFn+p9aFjSeE+CQQCAQuWBEd7nmQF+PGCke2iqeMAs/ZKnaWfhOCIm2PG4uh8J2RLtOrSJI0KPtp9pJERQLE4zfNHlcld64IdSqt67ggu8lbZXcw2PeporEDs7kYk2m/qjlMpn1uyzp1ku89n8BWQverdXM8vv4S8P+uzPbJ619T1Kwt7rQtTk3p5cmdn9DdbvPp0vm5FsqTZ83mlkd/zpzLr9a0LjWYe4YvU9bk56SA4E5tgrgovZs4zLniam559Ockz3Jdgpc8aza3PvpzohOTRnllngkI0tYMQiAYFWSQrZPvx+PHYM8sBoxujpn6/12idtL+crtfaVzTuGN8uKYKBALBOCMnLITcqDC76bgSluvDJpzZuJZsFU9m0YToYck3YM/Ttu3dT8KsL4+rb5lvio/muSpbFsMpay+33zaTz840UXO+HV1TN7r2oV5VLeOky91wOItPnW3uxafe+nba8s8SnKknID4MtQw2HTfT3HxUw2qhuXmvyw54o2E4PsD6JdNIjg7l2e0l7Ct3/blRBp7+uJg9pY08tCbLqyJUr8bryjkuJcdASo6BplozNUXN9HZZCAj2JzknmpgkmyDeZ7Gw/21H9uLKr3yNtPmLqDpxlJ6ODgJDQ5k2e96odtgKD3Qv1lsCpjpK7bz83pFj6aJUQ1x3t29KQAW+IXXOfFLnzKexutLldd5YXUnzudqxXuYQJkvHPoFgApIjSZLLWnBnE3E36HEvPjmPUUy/WfkBb3TKGy8I8UkgEAjc8HBaAuuPnlEkzeiA76Um+HpJXmUk2SquBINBLP8OFPwJLJ1QdxxKtkH2NSNYrXeZFRbM1KAAznb30mWVeaWlFWIDIFYPwDRZx1UBIQSZevm//HIAfvdxMddckjBIeBlvhDhnPjllN3WVNtP6cZV9W+7qo2VrGS1AYHokkWumEZwZrfg8aTFO4lNTBxaLNqN9d3HSKHg+OZOXGUteZizPbC/m9x+XuP0CdH+5kQ0v7uOJdXO5fUmKV84doLF7nqu4mKRwu9h0Iad276D1vE1wDYmIZN5V1xMQHDym7dyXJSxze6wn6BLbAy8LT8v1YWR2axOfgoKCPA8SjDtiU1JdXudVJ7SJ5r5mUnTsEwguTkxu9g+IUuqMJuE+WZbv076c8YcouxMIBAI3rDRE8OSMFI9vlDrgyZwUVhrGlxG1J5qb9/ouLiwWFn/dsf3Zb71mFuwN/nHOSG13r9vjVZKVlyztZCyM45IkWwlht8XKjzYdw2odP7/HhQwqu+vPfGo/UEfjiyfoqWx1GdNT3krjiydoP1Cn+DwZU5zEp/Nm/Py1lZv6u4nzc/Z8kn2b+TRAfmkjz3ziXnhyrAd+tPkY+aWNXjlvco5y0U9rnLWvj/1bHFlPi264iYDgsS/tyYzOZFG86y+TZZ33s0h1wEMpcdTX12uKz8jI8O6CBGNKT0fHWC9hCKPRYVIgELilSJblRa5+vDS/XulASZJ+wAWd8yYDQnwSCASCYbgzKYY35k1nud51tstyfRhvzJvOnYkxo7yykePtbJUhXPoA+PWLITUHoPwzTefzNruNbTxyulqByxX8oLiG9ddl4ddvCrSv3MjrB6p9vkatDCq7a+2hq7SZ5s0lnr0MZGjeXEJXqTL/obiIIEIDbZ5BrV0W/IJV2xgAEB19qcv90iiW3Q3wzPYSlOqKVhme3V7ilfPGJIW79WtyR1KW3m2GkyuK9n6Gqf4cAMFh4cy/5kuqzudLvjXvWy67zknWTq+eRwf8IjWWsnc2cfjwYdXxqampxMXFeXVNgrFlPJa3+brDpEAg8Cl6N/sHMp5MSibpL7dzZ14+oRHik0AgEHhgpekgW448hPMd/PfLX2Tnga+x5chDrDQN3yp8vOIu68RrcZFJsOAux/buJzWdz9s8VVGnwuUKtpjb+OZljoyHX71fSF1LF8X1bbyUX85z20t4Kb+c4vo2n6xXDRcajrdur1JuoilD63ZlwpokSYNK757f3UeXNFfNUtHrl7kt3xxNzyeA4vo29rvxe3LHvnKj117zxTekKa4ukyTbeKVYrX0UbH7Dvr3w+i8r6ng3WuQm5jIvbmiZUWD3SdsDL2RMLteH8fu4UJo2/YOqqirPARcgSRKrVq0a8ToE44vxVt526e1f9XmHSYHAK8jS5PsZOSYFY5R+0LhPluW/jGAt4xbh+SQQCATDcegV2PoQyFYkP0cZyJ117xNh7YTKCth4M6x9FhZuGLt1asBd1olX4/IegoN/A7nPlvlUvR9Slmo6rzcoau9UZSIP8Lmpnf/JzeKjE3WUNbbT1m3h2mc+w9QxtGxvabrB64bUagiJcIg2Uks3PS1dquJ7ylvorW/3aEKeX9pIXatj7n/sr+aIYSXfW3QcnaRELNCRnvYd90el0fV80lpCl1/aSHb8yMttU3IMrLwjm8/+4br73wCSBKvvyiElR7ltRHFBPs21NQAEhoSy4Lq1I1qrtzljOsOx88eG7PfvPUtAV5HNdFwhy/Vh/Co7mT3NZtosfUT4+5EXFUbDoQPs3LkTuV/IkiSJK664gtDQUN599137fldIksTatWtFyd0kJDYlleSZs6kpPDHWSwEgKHT8+gkKBAKPfAFc6ebYwB8Qj99WS5J0K7BYkqS33Ay5XZIkA4Asy7epXuUYIzKfBAKBwB1lO+3CE4BOduTLBMhOHapkK2x90DZ+AhEeno1er04IGi5bxSXRaTB3vWP7s7HNftrTrK3UcL+5g1+tm2PfdiU8gcOQ+s0xKs1zznwK79bWRa2r1DTs8TcOVLHhxX0Y2wdnJBUaZ/C3U3dg7f8G0f3tvI6ZOb8ctmuizs/J82kUMp/MGjvOaY1zhafvXZOy9Kx9aD6z8pS3hpetVvY5ZT0tuHYtwWHaMh59xTOHnsHa/96al5THlhu3cM+C/2Jxzs+Zr49XPM9A04ecsBC+kTyF76Yl8JXoUA6+vZlPP/3ULjCFhYVx9913s3LlShYtWsSGDRtITXXtsZOamsqGDRtYuHDhiH9Pwfgk95Y7kMZJJ9bmuvHXeU8gECjGnVgEDvHpE0+TyLL8z36fqducf4B/7x/yptO+CYfIfBIIBAJ37PqNXXgCCHXKwAiWLxAfZCvs+i1krB6lxXmH9LT7OXzkHlDY02+4bBW3rPweHP0HIEPJR3DuKCSOTblDm6VPc5zFquwGZcCQemp0yKhnQAUE+REQ5Edvdx9+SmsLL0Ducv8c5Zc28uPNx916I+05u5ymTgNfyviIHIOrfmJ+zJv3F2JjVg+7BufMJ3kUxKdwjR3ntMZdiGyVOeJU8rjg6mmE6YPo7bIQEOxPck60Ko+nAUq/KKCxuhKAgKBgFl5/o1fW6y2ONBzh0+pP7dsrsh7gkXKZgpZMVfNIyHw7wMIMSydgy0Srrq7mrbfeorXVYbSfmprKrbfeSkSEI1stIyODjIwMGhoaKCsro7u7m6CgIDIyMoTH00VA6pz5XPXNB/j4L895zIBbftud1J0ppeLIF1j7tP0tGY52o7rSX4FAMK54E3hBkqRbZVn+5wXHbgM+kWW57MIgSZIyXO2frAjxSSAQCFzRUAiV+YN2yXjITqjcY4uLm+nLlXkVgyGPmTmPU1j0KJ4EKE/ZKm6JzYJLboKTW2zbu5+C219RP48XiPD30xz3zEfKDaYHDKnHovwuJDKQ3vOdWDRa5UjB7p8jJabchcYZFBpnkBR2jmuzarhrWQzVVf+Hpa8V6FNURjfY88n3ZXdaXydvvb7lxxppabAZbAeG+LP4+jQCRyhsybJMwSZH1tP8a24gNDJqRHN6E1mW+d3B39m3M1O/ww/Ke7HivgulKxJNjSyqLMJiauSPnziMwQ8ePIjV6nhPW7FiBZdffjl+fq6v77i4OCE2XaTMueJqIqfEUbD5dWpODS3BS541m9x1d9j9mN747x/5pFQvPFptF3aBYGyQveORNKmQZdkkSdJ9wK8Bu/jUbx6eAQzpmCdJ0kFgoSRJi2RZPuThFANvEBO6BlyITwKBQOCKsl1Ddin6U1u2a1TEp6L2zkG+Jiuiw8kJ09aaPCnpdoKDp1Je8QdMpn1uxwUFJ2pdLqx82CE+nXoHzp+GKTO0z6eRFdHaSo5S+nSaDam94QmkhtCIQFrPd3LeYgXUi23BmXqX+9Wacte2J/J/RxK54/LLSE7uoaLyjwDUndtC3JRrho3V6Ua37C47PoKl6QZVv9+ydIPXXtsjnzhMsC9ZmTRi4Qmg7NABGirOAOAfGMTiL9084jm9RVF7Jy+XH2V3VwpSeCx+cg/75FxF+ZcSMtl1VcSaW5jafB5Dx2DT98rKSiorK+3bwcHB3HzzzcyYMfrvN4KJQ+qc+aTOmU9jdSVVJ47S09FBYGgo02bPIzbFUZbZWF3pM48ofaLyklqBQDD+kGX5L5IklfX7NR0AYrB1wFvkpnPdJ/3HXR0D7OLVj4GB+u8rJUn6GCiTZfk+ry1+lBDik0AgELiiW2MXK61xCtltbOOpijqXptm5UWE8nJbASoP6G2KDIQ+DIQ+zuZjm5r1YLGb8/cNpNh3g/PkPAThT+hsMSy5FkjTYBSbMgezroPgDQIbdT8O6F9TPM0JywkLIjQpTZTq+XB9GbU2r54Eu8JYhtRpCo2xZQ21W6IsNwa9Recv6wPQot2bjIzHlXr9gnV18amzaSU+PkcBA99/yD8p8kn0vPgE8tCaLDS/u85jZBaCT4ME1WV45b31FK+dKW2zz6iTmXp4y4jllWaZg8+v27blXXktolH7E846U12qbeKaynsquHiAY9LeqnkNGojU4jMtPH/Y4NiYmhrvuuovo6GgNqxVcjMSmpA4Smy6k6sRRn517vHXfEwgE6pFl+RMUeDv1j/0h8EMPYw5hK9ubFAjDcYFAIHBFj7qOaCOOU8BrtU2sP3rGrXBS0NLO+qNneO1ck+ZzhIdnk5JyD+np95OScg8zsv8TnS4YgDbzSerr39U8N5c94nh8/C0wlmufawQ8nJag+I/fgInxeDCkVkqoU8c7c2qkwpQ9QILINe6Fj5E8B6Gh6URGLgBAlnupb3hv2JjBZXejIz7lZcbyq3Vz0Hl4vnQSPLFurtdK7pyznrKWxBMeHTTMaGVUHjtMXamtc55fQABL1q4b8ZwjYbexjUsLCvne6ep+4WkEyDLn9LEYQz2LumFhYUJ4EniVhvIzPpu73dTss7kFAoFgPCDEJ4FAIHCF1nJ2H5XB7za28cjpao9lKVbgkaJqdhu9k4EVFBTPtJSv27fPlD2l3YMnebHDkF3ug/zfj3h9WlhpiODJGSke/wDqgCdzUlhpiBhzQ2o1hDh1vGsL8CN6XZbn61KC6HVZBGe6v1Ef6XOQmOAo+6qr2zL8ckbZ82mA9UumsfHeZSxLd52VtSzdwMZ7l3H7kpFnJwG0NnVy5tB5+/b8q7yT9fT5JkfW0+zLrybcEDPiebXyWm0Ttx89Q1mnl17H/s5kZ6OneBxaVVVFQ0ODd84rEAAVxzxn3GnFOVtRIBivyNg8nybdz1g/sRcJQnwSCAQCVwS4Lj3yWZwHnqqoU+SHAjYB6unKOq+dOzX1Pvz99QB0ddVQc/Y17ZNd9n3H48N/h5azI1ucRu5MiuGNedNZrnf9ei3Xh/HGvOncmWi7aR9rQ2o1hDqJTx1tPYQtSSD23tkEprs2mw5MjyL23tmELUkYdt6RPgfx8TcgSQEAtLYepb3dfQbBaHs+OZOXGcsb9y3nV+tm2/elx4ay7buX8cZ9y736mh7bUYPcX+eXnBNNbPLISzSrTx6n9vQpAHR+/iz98i0jnlMrA6K5Lz7U9/gpE0PLyi6aJkICH/P5P/9Be7PvOtLVnDph704pEAgEkxEhPgkEAoErgjTeBGqNG4ai9k5VHkUAn5vaKWpX7vUzHP7+EaSnfce+XVHxBywWjZlVqXmQkmt7bO2Fvc96YYXaWGmIYMuCLHYuncGlUQ4R6p6kGLYsyBrknTVgSK0GbxpSq2GQ+NRqE26CM6OJu28u8d9dSOS1aY7BOphy7+xhM54GGOlzEBCgJzb2Cvuxc8NkP41F2d2FpEQ7rokkfYjXX8vuTgun8mvt2/OvnOaVeZ2zJy5ZvYbI2LHr4KZGNFdLYJ+yMtDu7tHLnBNMXiqPH2HvP0fwxYtCfOkpJRAIBGONMBwXUF/SxtkTLfT1WIlMCCYzLxY/f6FLasXSZaFuXwNdxi78g/2JnRdDeJJvsmEuFuT2CjCXgmyBoFjQL0CS1HfxUkXGqtGNG4Y9zWbNca464Fl7eugqLqXP3I4uIICg9FT8DcOLD8nJX6W65mW6us7S29tMZeVfmD79YfWLkiRb9tPf+7MxvngJwmJtedxBEbbnbxS6BTqTExbCbYkG9vYLfOd7Xd/UjpUhtVqcxafO1sHCTUB8GAHxYbTvO0dfczdYobehg8AkZV0AR/ocJCbczPnzHwG20rvpGd9zaWAvWR2ShbWnGbnzPFKI5zIrbyI5lSrKPkjdObW7lt6uPgCiE8OYdsnI26zXFJ2k+uQxACSdjqVfdniUWpuqsDZVg7UPKdyALmkmks5376NaRHNFyDJIElObz3seCwQFjdxDyxXWrh7MJ8vpM3eiCw4gNCuFAEOkT851sdBSYqS11IRstRISH0bswgQkTyZso0TBptd980ZwAaZztZ4HKaS3vZf6/Q10t3QTEOpP7PxYQuNCvTa/QCAQqEWITxcxR7ee5ZPfn6Zox2A/hOjkEC67L5M1D2YTEhkwRqubeHQ0dHL8zycpeq2EbqPjm1ZJJzHt6mTmfns2ibnxY7jCiYfcsAOqXoXmA4MPBCcgT70Npt2F5O+jD1JxM21ZOpX5ymNSV/hEOGmz9HklzmJqwfTBJ7R9thdru9NNoU5H2II5RF13FSHZmS7n0umCyMj4HqdO2QSnqur/Izl5A0FBGrIqMteAYToYz0BfN+z4xeDjqXmw6gcOf6hRYKaTSFdo7nI5ZsCQ+sebj7sRX2QGzJXi/MzMbvoIOXUdUsBQAdCXuMp8upCAxHCb+AT0nmtXLD55fg5suDPljolZRUCAgd5eI93ddTQ3F2AwXGo/LneeRy7diFS9CWw+91g7apG3XY+csAopawOSYfQ7Qnn7nrOvz8qxT6vt2/OvTEGStN1kO7eGP7XnU/v+WSsvJyouHsvp3fQefBtrzclBcVJUPP7zrydg4Y1IAcGazl3U3smeZjNtlj4i/P1YER1uF7y1iuYekSQSTY0YOpRlX2ZkZHj19D2NLTRs2YXxky/oa3d6r/DToc+9hLh1qwib4Z0stosBWZapfu8MxX87TuPB+kHHwqZFknnnLLLuno3/GPjnDdBYXUlN4YlROZfZC2V95rNmjv/pBKVvltLT2mvfL/lLpF2fypxvz2HK/NEvCRdMEmTJ9jPZmIy/0zhEiE8XIbIss+Unx/jgiUKXx5trOnn7seN88WYV/++j1egTR/fGaSJiKjHx3u0f03526Le8slWm8sNqKj+qJu+Xy7jk3tHN6piIyLIMJU9D5cuuB3TVwZnnoOFj5AV/Qgry0YeoVT+AjTeDrKBwRNLBqu97HqeBCH9t2QnOcT01tdT+9ln6mk1DB1qttB88SvuhY8R+7StEXXGZy/kS4m+kquqvmM2FWK1dlJc/S07OL1yOHZbDG8E4jA9LZb7teV/7LCzcoH5+DWSHBSNhk4/KO7vp6LMS6jc0I2f9kmkkR4fy7PYS9pVfeJMgISEjI1FnCecHHxbzTOVDBK39DVKIfhR+CxshF3g+ybI8RNgITAqj65StK2JvrRkWKRfGh38ObKV2D67JcumNpNMFEh//JWpqXgFs2U8D4pPcUoK89zvQ3YhOsjrEJ0m2GdSf24FctxPm/RQp7SbF69WK8zMme9m16MzBBsz94l9IRADZS9V/MVF5/AgFm153e1OcPHMOPZ/8CcvhrS6Pyy319O56ib7T+QTf9nOkEOVZO7uNbTxVUecysyk3KoyH0xI0i+aekGSZRZVFisampqYSF+e9ssOOslrO/OdfsZhcCGt9Vkz5xzF9foJpD91GzJrFXjvvZEW2ynzx2G7O/OOUy+PtVa0cfaKAmo/KWfV/1xMY5ZssNk+MZilcmGFkGZCNRxv56M6P6Woa+iWKbJEpf6eCivcrueyZlWTeMn1E5xIIBAK1iNqqi5CPnz7tVnhy5uzxFp69fhc9naPfKnwi0dnYxfvrXQtPg5Ah/8f7OPP22LSXn1BUvOheeHKmrQiO3I/sK0+YjNWw9hmbsATubz8lnU0o8VGmzopoZVkp7uIsLa3uhSdnZJnGl1/DfMB1Nx9J0pE5/Qf27dpzb9LertLMt2wnbH2IYZ7N/rVYYeuDtvGjQKifjvQQ242NDBS3u85+Alv2z98XlfJuwks8Gr2dh6L28Gj0dt5NeIlfGD6yj/uoM5s/nomh9/2fIPf1up3P2wQE+hEQZBMerRaZ7o6h7+EBiY5rqvec+tKoAVPubd+9jJvmJ9n352YYPJpyO3e9azj/IX19HbaMp37hCQZ/OLEgUxPYTbuuD2Qr8pGfI5/bpXrNqvFR2Z0syxz5xJH1NGd1Mv4B6gTm4zu2senxx4bNxtj2wu858fG7Huey1hXTtfl/kBV6KL1W28T6o2fcltQVtLSz/ugZ9jR7p+MmYH8BJFlmVfFhkk2NHkMkSWLVKu+VQfc0mtwLT85YZap+/xYtBzx/zrrYOfbUfrfCkzNNh+vZfd+HWC2+chAbnp6OjlE7V3RCkudBbjDXmN0KT87IFpnPHtxNzc6xafghEAguXoT4dJHR2drLO/+tPHW4+oiJfa+JzhvDcfKvhZhrlN+87f/5Qax9Y/MBaiIg97ZC2QvKA1pPQt2HvlvQwrthwxZIXeG6W33qCttxH2bo5ISFkBulzjdsuT7MXv7S8tF2z8KTE8Y3NyNbXV+jBsNKoqOXAyDLfZwpe1LVutj1G2WZZGAbt+u36uYfATPDHaVHhcOYtctdLfQdfJWswCbujjjMt6MKuDviMFmBTdwafoIN4QftY59tWcHH5T1Yz4yCWOJEYKgjsfnIx1U01Q6+YQ5w8qHrOdduyzbUQHZ8BN++3FGqWd7o+b0wImIOoaG2mL6+DhoaPkI+86pdeDL+f/bOO0yusnz/nzN9Z7b3XpLdZNNDekhCAqFJEwLSQRA1FIWfgA1FERQVAb+gUhQEQREVAhJDDxBISO9tk91s73W2zO5OPb8/Zne2TTkzO7tp7+e6AnPOeduUnZn3nue5H7WDAxEDmz2nCooNvWyL7GKXsYtWtR354FMhr1kp0qC/+NHO1FLbxd5Pqtjxbhlf/OsoTZVuYUajVTF9eUZQY1Xs38NHf/5DwPsvy7ChQqK6I/CYrppDOIs3B2zXX70u0F+wC9hkDqPfkySRbm7mJyoL98+bGTBFUZIkLr300rCm3DWu+Tyw8NSPLFP78ntj/ho9melptFD0lz2K2zdtq6P2k+PzfVRnHD+fpOzpoacV7/vj/oDCUz+yU2b7L3eI16hAIBhXhPh0mrHl7+VYu4KLZPrsTyXiw8kHTpuTw68eCapPZ2UX1Z+IX5t8UvcOuJR9efJQ9XrgNqNhwgq4dR3dg8q/9571I7hzC9y6bly8ie7LTVX8hq0C7s1JBUC22+nYEIRvFWBvaKLnoPe0FkmShkQ/NTV9QHu790ipETQeDs5DC6Bio7vfODDY96nIh+8TgPPw++D0HW33w7gNLNIPbJK+33Ixh7etD88iA1BV1MpbT+zC0jbgO7fz/Qpef3gbbz2xi6oid5qcOlaP1OehIvc4cLaHXhFsYlIkEX2ROw0dVho7/f/9SpI0JPqpru5NqPgvALVaG3uNFjo0XlK2ZGjXONlrtFBnPQrN20e2CSMhWjANof/5eP3hbWz8dzFb3ylj/6Bog4zCOCIidX5GGMmWN19X/JksI7GzTtk7h3134Cipsaxe14+EzMpj+1lSso/5ZYdYUrKP24/tZt2iaXxnxVLmzZvHTTfdRE5Ojtf+OTk53HTTTcyZMydsa3L22mhZvyOoPr0V9VgOlodtDacax/5VhOwI7rtl8avj47s0nNEIQsGQOXU6iVneX9eBsHXZKf5PSVB9Wg+00rRLmXG/QCAQhAMhPp1m7H0neNGjcncbbTXhKdl+qtG0u5mepiCFEqD8/arAjU5Xmj4Lvk/HfmRr4DSM0eIaVJXLPuvGca3Ktiw+iscnZwV805aAxwuzWBbvLgvfe6wMV2fwxr+WXb49LqKjZ5KcfLHnuKTkt8o2w6UhRv+E2i9IlEY+ucq/9DuOVnLxf4lryVSbAeiWddxRNJ221rF9jR7aVMvap/ZQW2z2er222Mzap/ZwaFMtkiShTRuIfrLXhh6lolZJTE0f8As6UNMesE9q6mX057W1mbfQ6zDTqnZwxNCD9xBDBs5LUGTooaXiHyGvWQlDlhHC7y+Bng+AigMtHNqkvLpV8MbHMnVdEq0KPsJdVfuQrb5fByFXrwvmxytZZvmR3RRUH2NGTSnzqoq5NjWCiYs0vNP4Dv84/A9K2kqYMGECt956K3feeScXXnghZ599NhdeeCF33nknt956a9hNxrsOlOLyk4rri/atBwM3Ok2p/bg86D4Nm2pwdI9fCnM/iVk5ZE6ZPqZzSJLEolXXhty//ss6HJbgbTIq3q8MeU7B6Yvskk65f4LxQYhPpxmW1tC8cbpD7HeqYzWH9rhY20KPMjjlsQfeuHrvpyC3ZJTIg7ajrzV2UuRHoBgLrk9P4F+zJrI41ncK3kSjnutSBwxLnV2hiQpDquF5m2fCvUiSO3LG3L6dlpZP/bYHwBqiB0yo/YJkSMU7fxtNa+DXWpy6l2eS3sYoud8jqhyxfOffB3GMUcptVVErn/29KOA+X5bhs78XUVXUim5Q6l0ovk+DmZER47m9X0Gel8GQ7knfBJkGrZ1yfa9v4Wk4ElRYtgW/0CAYnNoVrOG40ueDQc+HEoI3Pnbfh5pOZQ+s3OtbqA61ep2ue4uiVNu4ni4u2beJwnr3ZtgYbaR2ai0Ptz7MYzsf4497/shvtv2GK965glvev4UtdVtITk5m0aJFLF++nEWLFoXVXHwwzs7QPH8cIfY7HbCGGG1pG0WU5mhYdOW1IVekDIQkSZy3+rvkzJgd8hihfq+0msX3UYFAMH4I8ek0Q2cMrWpWqP1OdTQRoT0umghRaNInqtBKfqMOsZ8Cvmjt5PJdxUPO/a66jRXbjnD5rmK+aB0fcQTcEVBvnVHAZwsm88uCDH6Yl8r9uSme0qUl3VY+aB7Y/Kt0waX09CMF6Gc05pKRcZ3nuOTYY8hygOpW+qiQ1hJyvyDJidARoXJvLppsDpptPn5F1ih7rU3WNfNYwrue403lXTz6rrIqXcGyY1254gATWXa3H2I6XhuasNDP9MHik4LIJ4C01FWe2zVaK+0ap/IIIxnMzka6uo4Gs8ygGLzPDDbzPJTnQwmhGh/bFBaekzS+q4mFWr1OY68hpvG3pNLo9Xqi087yol1cs+1jj5F4wqQEXo9/nS+7vUcZ7mzYyeqPVvNW8VshrSlYVPrQ3kdD7Xc6oDGE9j1IfZy+P+XMmM153/5u2AUovdHElT95hBlnnz+qcUL9Xim+jwoEgvFEiE+nGRMXB1+SPibVQEJucGbHpwsJMxJQ64P/M0qZlzQGqzlFiA3BW0GfDIbgS5UrQWllp9fqWsZkfl8UmiL4ZmYS38tN5f68NL6ROfCaerS0Dmffzlefmw3q4EVSQ37gtJW83O+gVrvfGyyWYurqAmwEJ4RYeSrUfkGiliQmmQaEJV+RbaqUqYrHPM9YwndjBnyu/rqpjP/sCG/abUttl9/ULm/UFpvp1g5somxhjHxSknYHkJR0Pqo+HzWruk+pCSLyCaCtzX8KZLgIRnsK9fkYbgrvjVCNj3UK3gKk2DQwxvi8HqUJ7ccWydWD0X6U/82bOkQ0vydGx62HtnDVxnVMaXBHO0VHRzPv4nm84HgBu+Q/vcolu3ho80NsqdsS0rqCwTgpMyQTMFNh9his5tQgYU7wn9lRE2LRxfgWSMeaGeecz5U/eYTMqeFLwbN2h8eYP/GMJOXvn4NInjs20YICgUDgDSE+nWYs+/bEoL8/Lfv2RNQa8VLxhiFOz4Sv5gXVRxupJf9rE8doRacAGV8Lvk/m15Ck8EfnBVPZ6f6iqnGNgBrO3TkpmNTuv9Oj3b282dAGgDo6isgFwRnvqiIiiFw8P2A7nS6R7Oxveo5Ly36P0+knXS15CuQsCWot5CwdV2+tIal3PkzHVdMuC2rMO6M3c37GwEb6J28dYFdlW2gL9EJ1UWhj1Tb1Ql+kl7O1F1dv8H4h/UxMMmHQul9/9R29NHUGTuVobFyHyzW6lA+HY3QRW/4Y/FEZTNGNUJ8PJf2CNz52rzsjKvD6tbMv9hvVsTQu0uc171O759RZD3LN5GvIjMqk0BTBTUnR5O/fjvWdf6Nvqvc0nzVrFnfccQdvtLyBS2FFTJfs4vm9QVRHDRFdYiwxC5WLzgDqaBOxS2eO0YpOfvKvD+7xBMi/YeqYpb4pJWfGbK75+W/4+uN/4uxbvs2Sq2/k7Fu+TeGS0H8k2bJm9EVTorIiyTo3K6g+EckR5HxFCKSC4JFl6ZT7JxgfhKJwmpGUF8n8a5V/0ETEaFm+Oj9ww9OYmbdPQ6VV/qc07RuF6CK1Y7iikxvJlAPJ5ynvoImGjKvGZC3BVHZyAU9W1AdsN1Yk6jTcnjUQ/fRYWR1Wl3v1sV85D1TKX6Mx55+NSq/s1+XsrNvQahMAsFrrOVb6BFVVL1NW9keqql4emRa1/AcgKVyLpILl31e87nCgxHRcFZ+DKm+p4jFVEdE8efMyJqe40wdtThe3v7qTho5ejjZ08tKmMv6wvpiXNpVxtCF4AdMeomhktznRJg9E0ozG90mjVjE1bZDpeK3/6KfW1k0cLvpJyPN55tUEKYgEwZC0uyD6hfx8KOgXvPGxRFqkTHxEgGYRMWhm+E/7KTRFsCgmiChoScLQc5RouY1vzfgWABUVFTz77LPs3LnT08xkMnHNNddwxRVXUNNbw86Gnb5G9MqOhh2UtAVX5SsUkq9cHlT0U/Lly1BpRUqTL+KnJ5G6LFNxe0OSkbwrJ4/hioIjMSuHOV+5jEVXXsucr1xGWkHoa6s+dIDmqorADQMw487pQUU/zbh9GmolYZECgUAQJoT4dBpy05/nM3FxQsB2OqOau95eSmx6oG+tpzcJ0+NZ8celSOrAn/i5X8lm3o/OGIdVneRMewSiZwRup46A2U8j6YNPJw1EKJWdNpst425CPpjbs5KJ7yt5X91r59VadyqgPjeb5G99XdHGyTR/DnFXXKJ4To3GxIS8uz3HVVV/5WjxI5SW/Z6jxY+wddtX2LnrOlpb+1LPJqyAS58KLEBJKrj0aXf7cURJ5BOA5pwfIiVNCjyg1oj2K78iMiaBv9w8j1ijW3hu7LRyzhOfcf7vP+cXaw/xxEdH+cXaQ5z/+8+5+vnNbCpRXhlPG6J3itagQRtG0/HBvk8Hqv2LT2XlfwTF0q5v4uLOHPUYvgntl9DRPB9KCMb4WALmpgV4nHVGDFc+hBQR2FvtvtxUxV8cJVnm3KONXNZ6GS1VLXzwwQe89NJLmM1mT5spU6Zw5513MmWKO7pxa/1WhaMPZXi/krYS/nH4Hzy/93lPhbzREjkll6zvrFL0sog7ew4pV60Y9ZynOoufOpeYyfEB22mjdZz1wlfQRR+/lLtABB+VOJTgiwmMJG1xKmf+ZnHghkDBNflMv2NsK/gJBALBcMRPMqchhkgt3/v4bN78wV42/rUUe89IE9H8JYlc+9QccuYG/lIggPwrJmCIM7Dl59tpPTwydUIXo2P6bVOYc/8sVCKFMSCSxoQ87wU4+gTU/he8pebEzoHCHyNFFY7JGkKt7LSxrYtC0/ERbKM0au7JSeHnJe7S7f9X3sB1qfGYNGqilixEHRVJy+tvYqseWdpdZTISc97ZxF1+MVIQUVIABEh5NJu3sXvPLUwpfJT09K/BnJshNhs2/A4qNnrvdOVfYfoVwa0jDAyOfCqy9OKSZVReNvqSPhLt5f+HY9OfcB35CJwjK19K6bPQLP0uqkR3mm12gpFnrp/DDS9uRZbBYvVu4LytrJWbXtzKb1bN5Or5gdMoMgvjlN69Ef20x1TQZwRtGyfT8a6uo5jNo69UFxu7kMhIBQJgiIRqOD6a50MJOTNmM235uRz47CO/7SRJ4rxvrCbXWYLj0CfgHOqhdNSQzOacs+jNX0K0K4Gllh6/711Flh6OdPeyIj6KT3ylGMsySBKSLLP86G4yzE3YkXjttdeGNDMYDFx00UXMmDHDI6T1OHrY3bBbwSMwki6b+7W7pW4Lz+19zmv01NyUudw+63YWpS0KevySthK21m+lK7UL9Z0pZH3YSnLxSE8qdZSR5CvOIuWqFcG/j56G6GMNrPzXV9n9yJdUvFOMyz5SKE05M4M5Dy0lJj+0v6vxoj8qsfrwgZD6H92yCVt3Nzqjkezps0jMyglpnClfLyQiOYIdv9pJe8nI92FDgoHpt09j5l0zjnsKo0AgOP0Q4tNpit6o4fo/zuXyX85gy9/LqdnfjsPmIibVwPxrs8madWJ/yJ+IZK5I58rPLqNhWyNl6yqxtvWiNmhInpPIxK/moTGKP7dgkNRGmPIgcv7dUPc/6CoB2Q66JEi9EClqbMPvQ63sFGq/cPH19ET+XNVEjdVOs93Bn6ub+F5uKgDGmdOImDGV3qMlWHbuxdnZhUqvQz8xl8iF80KqjNfauokjR36moKWLw0UPYDCkEx+/xB3RNGEFNB6G0g1g7YS9r0Frqbt5b/g8kYIhSaclQauhxe6gx+WiosdGntH7r+2SNgLtivuRF30L55GPkNsqwOVAMiagmrQSVfxIPzjZ8x//uGT40Zp9ZMRFsCTff2RfQnok6QWxQZlcpxfEkpAeSW/PQKrXaCOflJqOh8ckXEVe7l1hGMc3Qzyfgug3mudDCbIsU3/Mf5W/zKnTWbTqWk/pdt3yW3Ec/ARXaxUbieJpXQFb6ZuvsRcaawBYFGPivtxUlsUPREF90drJE+X1yiJBJYk0czNzK4r6KteN3NxOnDiRyy67jJiYGBwuB1tqt7CudB3rK9fT4wgtcrTGUsMbR9/gkS2P+PSL6q+Q99Dih7iiQJmw7VPMmg2zl07l6rZFzOxMR6XXYZqSQ+ySGah0wafVe8QtWxeRukgWpi4kP+70sDzQRetZ+LuzmfWjRZS/dZSOUjOyw0VEqoncrxYQPfHk+T666MpreeOXPw2pb03RQWqKDnqOM6dMZ9GVA3/DwZD7lRxyLsymbmMdlR9VYW2zojVpSVmQTO7Fuaj1oaXaNVdVUHlgb1hEMsFJTpAVYAWCfsRu+DTHGKvjnO+M3S/HpxuSJJG6MIXUhWNTee10RNLGQPYN4z5vqJWdQu0XLgxqFfflpnLvEXdFtWcqG/l6RiLxfd4jkiQRMbmAiMkFYZkvuPQpF2Xlf3KLT/0kTxkwFDdEw3s/cN8+/D+Y942wrDFYpkYa+KIv8u2wpcen+NSPZIhBM0uZ79hT64sVf2dzyfD0+uKA4hPAvItzWfvUHkUROpLkbg+gSxuUdtdgQXbKilKIvVGQHIleo8LqcFHb3ktLl5WEyJGP3ehNwlVMKXx06OtoDKhqHRBCmvr8uSalBE5Ng9CfDyVU7N3l8YfR6g1c+ZNHaCgt9rshlIwxaOdfwWu1LX6LKPRX73y8MIvr0xICtgdAlsltriOjvZmMtibiu337lsXHx3PDDTdwoOUA67au4/3y92ntbVV8333xVvFbvFUcoNomAxXy0iLTAkZArSlewy82/8KnmLWn6xD7dEU8dIlyMWs4YxWpdTJiSIig8JujS1073uTMmE3W9JlUHdg36rGqDx/gzV89yHmrv8uMs/37sXlDkiTSl6WTvix91Gup2L+HLW++7jWqazQimUAgOP0QMcECgUDghYHKTkqlAnlYv+PH1anx5PcJJp1OF3+saByTeUJJnzKbt440Ie9n8kUDt8s+h17/vkFjhVLfp2A52tDJtrLgNtpby1oVmZBnFcaz4sbCgLZekgQrbiwkq9CdUq0yalH3ly53yDiau4Na32A0ahVTBpmO+0q9G41JeGzsQs6Y/bI7fXOM2FTSzNXPb+bu1wdSwGrbe4Py4wr1+VDC9v8NiCwzzjmfjMlThhgf+4pECLZ65zMVDYraI0lUJKYRZ+nwKzwBtLa28rXXv8YN797Aa0WvjRCecqNzSTeNfrPsDyUV8rbUbfErPA0e66HND7GlbkvQ61hTvIbVH632abDeH6mlRFQTnDjkzwufWCjLMh89/wcq9u8J25jBsv+TD3nzVw/6TCfsF8n2f/rhOK9MIBCcjAjxSSAQCLxQaIpgkd6BctNhicV6x3HzexqMRiXxw7w0z/Ffa5qos470JBotoaZP+ewXmwVps923XXYo9u9pM1YUKqh4FwrBmIiH0m/qknQuvWc26QWxXq+nF8Ry6T2zmbpk6OZ+sOl4x0eVdG6qwd4QWgqektS7UE3CZ0x/jrlzXhvTiKd/ba/kphe3+hQJ+/24/r29KuBY/c+HWuP9PcTX8+GPxvJSKvs2opKkYs5FX1XcN9jqnb+vaFDcXpYkduYo899zNg9NTU6KSOLmqTfz+iWv887l7/CLJb9ApbAipgoVS9KDfz3saNjBu6XvUtJWQk1XDa29rfQ6epH7QtWe2/tcQOGpHyVi1nDGQ9wSHB9Gazw+HFmW2bLm9bCOqZR9n3zAh88/7fm78MWJIJIJBIKTA5F2JxAIBD64r+JvXJNyC64AhtoAKtnJvRV/gzPnjcPKAnNJUgwzoyLY19lDr0vmyfIGfjc5sHl1MISaPuW3X+ElULfHfbvofzBDWTpbOBkc+VRkCV/kU1evI3CjUfbLKownqzCeltouqova2PrfUux9xuYrbphMXKppSPvekrYhXk89B5rpOdBMO6DLiyZ6ZTaGIIx+ZygwHY+MnERs7IKgouZiYxeSnHye4vahsKmkmR+v2Y8rQLBjMH5c0QkROB3uAVVqiblfyUFv1JJZGKfY42kwOwZFPRUsWkJMsrIU71Cqd3Y6g6hGKMvUxSbSaowKGP2kdWmJ1EZybs65XDzhYuanzEetGniPXZS2iJ8v/nlAcUYlqXho8UN0O7rZVLtJ+Vr7+OEXP/Q6pl6tD9p7akfDDl499CoTYyYSoY3AqDESoYnAqHX/P0ITMURQC0XcOl3S7052Rms87o3qQwdorqoYN38lf2l2vugXyUT63WmADLJ8CprVCx+rcUGITwKBQOCNxsMsO/IKj7c3c/+k+70LUH2VnVSyk8ePPs6y+neh8c4BD6PjiCRJ/GRCOtfsPQbAa3UtXJAQQ3mvlU6HkyiNmqVxkaOK1Ao1fcpvv8KL4dNfum8XfwT2XtAafLcfAyabDEi4v4eUdlvpcbqIUI8+UDjSENpHbij9EtIjSUiPpPJgC5UH3VE8zdVdQ8Qny/Z62tYU+/zCZSvroPnFA8StKsA0P1XRvNOHRD51+GyXl/sddu+5BWV+YWNvLg5uP65AwlM/Sv24qosGIqiypsSz4JIJIa+vo7mJI19+7jmef4lyn6FQq3cqpi+/sCYuKaD4dMnkS7j2/GvRq317qa0qWEV6ZDrP732eHQ07RlyflzKP1bNWsyhtUdBRR/5wya6QTc8f2/6Y3+sGtYEITQRalZbGnuBSoXc07KCkreS0MSE/2cmbMz+s4hPA539/idzZc8bc5Hv/Jx/y0Z//EDDayRvjLZIJBIKTDyE+CQQCgTdKNwBwff27ZPXW82TOzSPbSBKLzbu5t+IVlpl3DfQ7AcQngLPiIlkSG8kmcxdOGW7cXzqijbfqVkoJNX3Kb7/kKRA/wV31ztbl9n6aFLzZ6mgwqlXkRugo67HhAh4qqaHAZBi1WKfEODyc/QASM6OGiE8F89yRMr0lbX6FJw8ytK0pRh2nVxQBVZASiU6jwuZwUWPuodViI940sopifPwSphT+isNFP8G/ADU+5uKj8ePyZ0JeXTRQtTGzcHRVu3a/vxaX0x3FljllOqn5youFjFcVTps68NfKr8z9il/hqZ9FaYtYlLYoYCW4SF1oIniaMY0IbQQ9jh66Hd302HuwucKfntxPr7OXXmfokZRb67cK8ekkYP8nH7LxtZfDPm7Znh2U7XELsWNl8l2xf0/IwlM/ez58l3NvuyOMqxIIBKcSQnwSCAQCb1gHfr1fZt7FMvMuOtUDwsP3y15kuXknhd3lPvsdbyRJYl60kU1m31EPw6tbBUOo6VORkX42zZLkjn768g/u46K14y4+fdHaSbt9YLP+t9oWz+3RiHWTUqJYkBcflMixMC9ecYU1byRmDWzMm6sGXgcd6yuD8tLvWF+lSHzS9pmO760yA+7Uu+WTkry2TU+/GoMhg7LyP2E2bx1xPSpqOvkTfzDmwhOMzo/L1/Mju+Rh4pNyU/HhWLu72ffx+57jeZcGV11tvKpw6pz+U0RzcnJITk4Oasz8uHy/osvC1IVBjdfPM+c+M2Jch8vB3w7+jf/b9X9Bj1cQW0BCRMIQMavb0U2PoyfkaKrBdNnGOHpNEDLNVRVUHthLY9kxDn7+CYrKXI6C0VbC88WWN18flfAEULZ7OyDEJ4FA4B0hPgkEgtMea3Exls1bcFm6UJkiMS1ehF4/ckM5OMP9+vp3iXJ52VB46Xe8+KK1kz9UBk7v6K9ulaXXBS2qjEn6VOGlA+LTkffA5QTV+Gyegy1FHyz3rCzgphe3Kk7vOm+qMk8fXyRmDhKfqt3CqL3Bgq3Md0qcN2xl7dgbLGhTTAHbzsgYEJ8O+BGfwB0BFR+/hCNHf0F19StD155wzrgITzA2flzNNV30WuwARERpSUgP/Nj5Yv8nH2DrcVcijEvPZMIZ84Pqn1BXBag8qcIB6W8XZPuMtiafTSRJYvny5coXrZD8uHzmpsz1WTXOG/NS5nkVtDQqDcszl4ckPj121mM+RTKX7KLX0Uu3o5vXi17n+X3BpwqGGuElGDtC8UYKF/0m39GJyWGJgGquqgjL/ehoahSpdwKBwCei2p1AIDhtsWzeTMWNN1F66WU0PPooTU89TcOjj1J66WVU/P4jLPUj04UCMiH8m6tQCba61ZMV9UHP0Z8+FfjjRFKePpU5H0x90RGWJqjeHvS6QiHYUvRftAYf5bYkP5Ffr5qBSqFX5x8+KeFYU+gRDzHJRjRa93PT3W6ju8NGb4k5pLGU9lNS8W44bW0jq3k1NX+sqG84GAs/rurDg6KeJschKX3Sh+F0ONj17jue43mXXI6kUv71rbS0lH3vriXV3KxMSAKQJHQOe1Dt08zNxHV7FzUlSeLSSy9lwoTQPa/8cfus25VXyJNUrJ612uf1fjErGHyJWYPnNGqNJEYkcmHuhUGN3U+oEV6CsWH/Jx/yxi9/elyEp37CWQmv8sDesIwT7rEEJyayLJ1y/wTjgxCfBALBaYn5jTeovO2bdO8YaWYL0L33EJUbEjGXBuHxk7P0hPF7CqW61WazhSJL8Okh6elXc8bsl4mN9b05UqkMJCcr3HSpVFB40cDx4bVBrykUxkOsA7hmfjav3raQhXne07BmZ8USE6EFoL3Hzq0vbaely8rRhk5e2lTGH9YX89KmMo42BBa/VCqJhEHRTy3VXci9ofn/KO03LT1wxbvBdHUdwWI5CoAk6ZEkTd/5Q/T01ISw0uAZCz+u6iMD6ZWjSbk7umUjnS3uiCJjTCxTl50TVP8NGzYgyzJGm3K/IUmWmVNRpDx9SHaRX7cViZFf4HNycrjpppuYM2eO4vmDpb9CXiABqr9CXqDKceEUs4YTirg1N2Wu8Hs6gajYv4cPn3/6eC8DGDD5Hi227u4wrCb8YwkEglMLkXYnEAhOKLymwBUUhHUOy+bN1P3s5+AKIDXIULctFq3RiSnVhmpQaWytPCzdRlLB8u+HdZ2jIdTqVhvbukIy1e5Pn+rqOkpb25c4HF2oNSaqql6it7cGl6uHmprXyMlRuEkrvAR2vuy+XbQOzv+l8iiMEBiNWBfK47UkP5El+YkcbehkU0kzXb0OIg0aluQnMiklin3VZq5+fjO9dheVrd0s/91ndFlHpngtyIvnnpUFfkWQhMxIGvrS7JqqO4k1hfbRLxmUpT5OSolCp1Zhc7qobuuhzWIjzovpeD8Njes8t5OSVuJwdNLa+gUAzc0fk5X19ZDWGwzh9ONqqe2i6lBrWMzGZVlmx9q3PMezL7gYjU55RGZjYyMVFRVUxidTmpw5fPChf1N9x5IsM6vsMzoca4lsnUpX/Dfc728+2iO7iGx9kSLT59RkRJHck4zWpcWusnPuGedy67JbQ7rvwRJMhbxA9ItZv9j8C1yy788JpWLWcG6fdTurP1rtd+zBGNQGZFlGGsP3QIFyPn7xmeO9hCGEw+RbZzSGaTXhHUsgEJxaCPFJIBCcEFg2b6b5T894jUQyzptH4l13Ylq8OCxzNf/pmcDCkweJrjoDplQbRpfVc9Yg24e04dKnYcKKsKwvHIRa3Wq0VbEiIycNMRTXqE0cLvoxAJVVL5GZeQtqBZWuyDsLdFFg64S2Mmg8BCnTRrU2f4y3WNfPpJQorwLGzMxYnr72DL79qtvHxpvwBLCtrJWbXtzKb1bN5Or5WV7bJGUONR2fcUkuypLhhmLIj1XUTqdRUZgWxb5q9yy/XHeI6RkxHmFtMLIs09AwENmWknIJNluLR3xqGifxCYLz41JJcPfKoaJ4VVErO9aVU1tsHtF+/d8OM+/iXLKCjICqOriPxvJjAGh0emadd1GAHm76K8Q1HG7AojPwyeSBSJvk9lbUsou62GGCZV/q3NyKIppVG6iJaSLCsgG1o4numMuxG6aMaK/tPYyx/W101kMAdOo66dQNROR9LfFrQd3f0aK0Qp4SwilmeVunEnGrn021m3hq11P8v7n/L+i5jgfhePxPRCr27+GL117GXFd7vJcyhHCYfGv1Cj6XFZI9fVbYxhIIBKcWQnwSCATHHfMbb/iNROresYPK275J2iMPE3vllaOay1pc7DPVzhsxEywkz3ZHjcjgJankxCTU6lbhroqVmvpVSkv/D6utAZutibr6N8nMuD5wR40eCs6Dg2vcx0XrxlR8Ol5inT9Meg0SgYvSuWT40Zp9ZMRFeI2ASswaEHxaarrQppjQ5UUHZTquy4tRZDYO7gpw9e0DKV5v7qrhzV3u9LnhkVqdnfvp6akEQK2OJCF+BQ6HmSNHHgTAbN6K3d6OVhvDWNPvx/XjNfv9ClAqCX6zauaQx/rQplo++3uRzyy12mIza5/aw4obC5m6JN3n2EWWHja2ddHpcBKlUdP78Ueea9NWnIsx2v/jsKVuC8/tfc5jvj25bQqlhd+iV+feWBqtPXzl4BYi7DZajVHUxCVhU2vQOR1ktDUR3+0Wjjrj9Vw64VJmJM7g19t+ja7xEA5tBjb9NGRVBJKrB531IBq7/7TI4+VTFKhCnlLCKWYNR4m4pVfr2VS7CYAXD7xIQkQCN029aVTz+iIc93H4628wc1Pmcvus20MS604E9n/yIR/9+Q+jrgY3FoTD5PvQ55+GZS2ZU6cLs/FTHBkJ2XWyfBtWjnzSfMM/uRHik0AgOK4oToFzuah78Gdo09ODioCSZRlXZyeOxkYcjY2Y33orcKc+jClW0ua3ezJNfH8sybD2bojNOmGin5bGhVYZKdR+vlCp9GRn30ZxyaMAVFT8mfS0q1GpFHz8FF48ID4dXgvLfxDWtQ3mRBHrBvPU+uKAwlM/LhmeXl/sVXyKTzfRr2K11XfjsDmJXplN84sHAitbABJEr/QeVTWcf22v9Cve9EdqPXRxMmfnHKShYSDlLjnpfNRqPWp1CtFRM+no3IcsO2lp+YzU1K8qmn+0XDM/m8w4I0+vL2arlxS8pEg9/3ft7CGPc1VRq1/hqR9Zhs/+XkRUgmFEBNQXrZ08UV4/MvVz1rlkJk3kzF2f8Y2L/T8Ga4rX8OD2F+jVT0GO/iqSq4di4yQa4pI8C1hZtJMIuw2A+O5Oj9g0nNVnrCZ3Zi6PbnkUue9ForHXBBSbBhPIhPtkIlxi1nACiVsOl4Pvffo9Pqv+DIDHtj9GnCGOSyZcErY1hEswWlO8xm8k186Gnaz+aDUPLX6IKwquGPW6x5OK/XtOWOGpn8oDe0MWfcJV6U6SJBatunbU4wgEglMXIT4JBILjSlApcC4Xzc88i2nxYreoZLF4RCXPv6Ym7I2NOBqbPOdkqzXw2F5InNap3GZIduH64GG4ZSGqiNDTsMJFoSmCyzpb0GzfjrG3m26DkV2F0yhP9y0iLI41jSqFzBfp6ddSVv4MDoeZ3t4qGhvfJTX1ssAdC84HlRZcdqjfB+ZKiM0O+/rgxBHr+jna0BmU/xDA1rJWjjZ0jkht0xk0xCRF0N7Yg+ySaa2zkJwfR9yqAtrWFPsXoCSIW1WAIT+wZ9GmkuaAUUPgFsp+/r962uf+i6kJRz3nOzoP0Nq6ifj4JSQmnUtH5z7AnXo3XuITjPTjOlLfyevbqwCwu1zsqmjjaEOnJ41wx7py5b7cMuxYVz5EfHqttmWgyqIXX6Xq9Dz+k5qDY89n3LtwgVcR5PmSbfyyxIY97dEh5wdLWXMrj5Bhbla0zj3OPdz3zn04XAPpnmpJjVNWFukXrAn36Y4vcUuj0vDY8sdY/dFqdjfuBuDBjQ8Sp49jScaSUUcrhUsw2lK3RVEKoUt28dDmh0iLTDspIqCaqyqoPLCXnevePqGFJxidyXc4qtNJksR5q79LzozZox5LIBCcugjxSSAQHDeCTYED6N6+neKzz8ZpbkfuCb4ym1J00XZMybYRe0FfyDKoGnZybPkMnKokNGlpaFNT0aaloklNQ5uWijY11X0+ORkpCNPgYOn3z/qel8d2b0Ehr1x0JbsKp4+4dk9OypisR6MxkZV5M2Xl7upAFZXPk5JyaWDzXEM0TFgOJR+7j4vWwaLR+Vr4otAUwaIYU1Cm42Ml1oFbyAm1nzcPqcTMKNob3X8vzdVdJOdEY5qfijpOT8f6KmxlI12gdHkxRK/MUiQ8gTtSS4lfEoCMiv+VXjBEfLJYjrJ7zy1MKXyUpMRzKS19EoCWlg24XFZUqvB5kiih34/rsyON/HtHFS4ZzN12nvhoYM0rUmOZXxycuF1bbKaltouE9Ei+aO0cEJ5g5JtN37GsUvGWtpCivz9CdoHE7bNuZ4J6AqWlpbzX6+J5lwEMhSPFq35kGVOvsvfLDlMHb1a86TlWS2pumHIDd86+k1cPvsoze5/xREN5I1QTboF3IjQR/OGcP3DL+7dQYi7BITu4+5O7mRA7gaLWohHtlUYrhVMwem7vc4rN012yi+f3Pn9Cvz4q9u9hy5uvhyUaaLwYjcl3OKrTzbn4cmacff6oxxEIBKc2QnwSCATHDcvmLSH1c9QFV+JeiohAm5yMJikJKSICyxdfBOxjSnFvKJVGPvW3M6VYaSs24zSbsR4+7LOxOjEBbWpanyCV6r6dloomNRVtWpp7rergU7r8+WfJwKziIh57+lGeuPFbvHfm2UOuf9TcwYr46KDnVEJW1s1UVP4Fl6uHrq4iWlo+IzHx7MAdCy8ZF/EJ4L7cVK7ZewwlWygVcG9O6pitpavXu8F4qP0SsyI5tqsRcJuO92PIj8OQH4e9wULn5zV072wAQJsTTfLqmYrnDT5SS+ZIWwE1XalkRA7+e3ZxuOgBZs96iYiIbHp6KnE6LbS1bSEhYXkQ44eHQGmEHRWdQPBCcnVRGwnpkTxRXq/o9QZuAaoj/qtY9v6Zv+/5O4m9iVTHJrJu5pKBNyBfb1iSxBeTZhPdayHTT/STjMyeqD2e49lJs/npop8yOX4yALfPvp3ZKbPHxIRb4JsYfQzPnfscN793M7WWWmwum1fhCZRHK4VLMCppK/GasuePHQ07KGkrOSHTMk9kbyd/jMbkOxzV6Xate5u82XNF5NPpgiz8kQShIcQngUBw3HBZQqsw1o9kMKBJTkaTnIQmKcktMPX/S+o7n5yMymQaEmVTceNNASOuVNrQvniq9MrCpJxNzTibmundv997G7UaTXLy0OipYUKVOiFhyP0K5J/V31Ity9z/6p8pqCxny7lfYVuiW0R5saaZPKOeb2YmBXOXFaHVxpGRcS1VVS8BUF7xrDLxafJF8L/vATJUbAJLC5gSwr4+gGXxUTw+OWtoJIoXVMDjhVksix8ZYRQuIg2hfTz76pc4uOJd9UifH22KiahlGR7xydVpC2re4CO13K/Gwy2TholPAC7KK54hKfE8KqteBNypd+MtPilJI9Qp/ALeGK2mPEWDVSuht8ukWq3oLT3uSLsgwiur0yewuPpcEnq7kJHZmVOIrFAhlyWJnTmFZJi/QPLiYCcjszNxJ00RTcTqY7l37r18Nf+rqCTVkHZjacIt8E2KKYU7Zt/Bg5seDNg2ULRSqILRvZ/ei0qlosvehcVmocveRWN3Y1Dj9LO1fusJ93o5GbydvDFak+9wVKeTZZkta14X4pNAIPCLEJ8EAsFxQ2UKzS8nYfW3SbjtNlRRUYFTt7yQeNedVN72Tb9eUy57aL/qJK2+lbhZd+Gor8deV4+jvg57XT32+nocdXXu/zc1Bfa5cjpx1NXhqKujZ7f3JpJO546U6hOoLNu2K/bPUgFXbPiQKzZ8SPXU6bw250wirFaOvNvNlxMymXvu2egLCgKOEwzZWbdRXf13ZNlOe/tOzOYdxMbO898pKgWyFkDVVpBdcPR9OOOGsK5rMNenJ5Bl0PFkRT2bzSNT8KaYDDycnzGmwhPg1Th8NP0SMwfW21zdheySkVRDX+OahAiPMbmzrRfZ7kLSqlBCqJFaPU6D1/Nm81bSUgcqWzY1fczkSb9AkpStJxwoSSO0Sf4blCVr+HxaBJXJ2iHnP6CL3P1l7oMgwyvfmHcOKlkGZJxqTVDiVV1sIm3G6BFG402GJg7HHqYpookrC67k/835f8QaYv0ON1Ym3ALfvF3ytuK2LtnFc3ueIzc6l5aeFlp6W2juaaa5p5lNNZtCmv+jyo8CN1JIl210Pz6NBVvefP2kE57CYfKdmJVD5pTpo04zrD50YNRV9wQCwamNEJ8EAsFxw7Q4tNSMmEsuQR0denqYafFi0h7+hd8oIUuD219G6b6uHwkJbXIy2uRkImZ6T1uS7Xa3MXpdnU+BytkaOIVJttmwV1Zir6xUvkAvZB46wA8ODf3SWfrU7zHOm0fiXXcGVV3QHwZDGqmpl1NX9x/AHf00O/bFwB0LL3aLT+BOvRtD8QncEVDL4qM8Ze/fbmhjR4fbE2NJXOSYC0/g9htakBcfVCrbwrx4r35PAKZYHYZILb1dduy9TjpaeolJGupXJWlVqOMMOFt7QQZHSw/aVJOiuUON1IpQ9/q85nC0o9XGYbe3YbM10tG5n5jo0f9Cr4RAaYTxtlYye6qJdNpx2IxI2izU6qERg7vzdKybb3JHJnl5IynvCS66rB9ZpWKI7XeQ4tX63BYK6g+hdWmxq+w0RjTSqetkctxknlz0JLOTZ4e0LsHYEkq00s7GnZz3xnljtKLREakbm2INoRKuim/jSThNvhddeS1v/PKnox5nNFX3BALBqY8QnwQCwXFDX1CAcd68oEzHjfPnhyUiJ/aqq9BmZND8zLN0b98+4romNQunrRm1LshfQXWBN+uSVos2PR1terrPNi6r1RM9Za+vG3q7T6hydXQEt7YgkIHuHTuovO2bpD3yMLFXXhmwjxJysr9NXd0bgExLy2d0dh4mKmqK/06Fl8BHP3PfPrYebBZFj/NoKTRFUGiKoMBo4Jq9xwBY39LBL8MbEOaTe1YWcNOLWxWZeKskuHul74VJkkRiZiTVRW2AO/VuuPgEoEmMcItPgL1JufgUfKSWDEhMGWQ4Phyns5vEhLOpq1/jXnPTR+MmPvlKI8zsqWaBeQcZvXWecw6AHnBoMtAYFqPWZlOWrBkQniA4BXuM6dGqOBZzzHNs1Bj5wRk/4LrC69CoxNfCE5Wt9VuP9xK4IPcCVmavxKQ1EamNxKQ10dzbzO0f3R70WAtTF47BCkMnHBXfxpPMqdNZtOrasKW5mWKVFZYIRDjMywUnODLIp6Ln08kV9HjSIr5lCASC44qSFDgPKhWJd4bPcNq0eDGmxYuxFhdj2bwFl6ULlSkS0+JF6FvWw/u7+rbIgfG004cnKkal16PLyUGX4/sXRJfFgr1PlGr75z/pWr8+LHPDoPvsclH34M/QpqeHJQLKZJpAUtIFNDW9D0BFxXNMn/6U/04JEyFpCjQdBkcvHPsEplw66rUoZVGsCaNaRbfTRVmPjWPdvUw0ek8XCydL8hP59aoZAX2HAB756vSAAtBQ8amLiWckj2ijTYrAetTdxtGsfBMRfKSWxOS4Yi9+TwNoNJEkJZ3nEZ+amj9m4sT7Fa9pNHhLI5zaeZizmzeg6qv1Nvx9QXbUYO96E9l4Hp9PW6zYi0kxfdFTV+74lLieTg6kT2DLxJFVKwMhuQaq3l2YeyH3z7ufFNPYVLoUhI9Q09QiNBFkR2WTGJFIQkQCiRGJyLLMSwdfCnqs22fePiLVcjKTmZsyN6iorHkp8064lM0TXTQpWHAmybkT0BmNZE+fFfboonCJb+EwLxcIBKcuQnwSCATHFSUpcACoVKQ98nDYUsAGoy8oGBlNFePgi9g5vJ10Do8VP4ka14gNZ/+xExXfn3QfVzSuZ9mE8TNFVplM6CdORD9xIrbS0rCKT0NwuWh+5tmwPfa5Obd7xKeGxneZ0H0vRmOAL9KFF7vFJ4DD/xtX8UmvUnFWXCTvN7sjzda3dIyL+ARwzfxsMuOMPL2+mK1+hB27M7B4m5g1yPepyvtGVpM0sHFwNPV4beOLYCK1JFxcMuEDv23i4s4kIiITlUqPy2XFYimmu7scozE3qHWFwvA0wsyeao/wBP4EaZl6/V4qk88KPmc3EJJEmrmZJEs7ANmtDW7xKQjPJyQJnfUgycZkHjnzEc7MODN86xOMKaGmqd0z5x5umDIyVXlf876wCUa3z7qd1R+tVlQ9TyWpWD1rteJ5x4sTXTTJPWMuM8+5YMzGrzqwLyzjhMO8XCAQnLqMn3OnQCAQ+CD2qqvIfvEFjPPne71unD+f7BdfCFvqlyKSp/DE5Lv5R/qlXDPzcb6MmT1iwykBX8bM5pqZj/Na2iU8Ofm7kBwghWyMCNU/Swky0L19O4d/8xj/2LiN35fX80J1E0WW4MSJfqKjZxAft7TvyEVl5V8Cd5pyycDto++D0x7S3KGyMmHAY+zjlrFLd/TGkvxE/rV6MR9+7yx+fulU7jtvEj+/dCp3rJjgafPMZ8fotTv9jBK44h2AZlAqXrDiU3+klsqnDtIv3Lj4+rTXmeon5S42diGRkZNQq43Exy/1nC8u+TVlZX+kquplurp89x8tw6PIFph3eISnQFRk5LlvhDnySZJl5lYUeY7juztJMzcH5fmk7T3MeamTeHfVu0J4OskINU3NV7/bZ90+opKhLwIJRovSFvHzxT8POJ5KUvHQ4oe8VuA73pzoosnHf/4j+z/9cEzGrti/h5Kdo0/rHG3VPYFAcOojIp8EAsEJgd8UuDBXXVNCkaWHLYY8kGU2xs1lY9xcjn1xASaX2w/n4bzVrE9YzBFT30ZTltlsmECRpYdC00gvnbEmFP8spXi2ti+/xJyXX2JvQSGvXHQlPy2czqIYE/flpgZtwp2TezutbRsBqK17k7y8u9HrR6aBeUibDdGZ0FENvWao2AQTVoRwb0JjZfyA+LTZbMHicGLSqMdtfnCntg02FO+1O3lzZw2NnVYaO638c1slty7J89k/NtWISiPhcsh0tVrptdgxmIZWYdMOEp/sTT3IshxURUn/kVruVLtLJnzgV3gCFXm5d3mOjBG5ntvNzR/T3PzxwH2KXUBe7neIj1+ieI1KGJxGGG9rJaO3TnEKrk03iqi44VFMfceSy8Xy4j1ktjUNuT63ooh1MUuUpfjJLr6THc8Ppz0d+voEx438uPywprf1C0a/2PwLvxFLSgWjVQWrSI9M5/m9z7OjYeTn0LyUeayetfqEFJ7AXfEtZUI+DaUlx3spXpFlmY+e/wPRiclh83nqZ8ubr7vfa0bJaKvuCQSCUx8R+SQQCE4o9AUFxN98E4l33EH8zTcdF+EJYGNbX1rSoE2da9Cvuq+kf3VAeBrUztPvOJB4152gGtu3dRmYVVzEY08/yle+/JQt7Rau2XuM1+paghonLnYR0X3m0bJso7Lqr/47SJI79a6fonVBrnx0pBt0TDW5RQW7LPPFcXye+zFo1dyxYqLn+NkA0U9qtYqE9IHop5bqkfdBFaVD0rlFNbnXgasr+AizwZFaeQkDqSw/ONvKD+b/KaDwNKXwUY+YVFv7byqrfHvTmM3b2L3nFmpr/xP0OgNxz8oCVJI75Q6UCU8AOpvvCn7+iG1vGRnFJElk1pbytXUvM7X04IjrmeZmzjq6B6l/4zh8Ayn3R5vJPFmYzQ+njV3ajmDsCWe0ErgFo+fPe555KfO8Xp+XMo/nz3ueKwquUDTnorRFvHThS7x12Vv8aMGP+M7s7/CjBT/ircve4qULXzphhad+ll1/y/Fegl9kWWbLmteD6tNcVcGu995hy5uvs+u9d2iuqhhxPRxV/s68+oawi2KCExdZlk65f4LxQUQ+CQQCgRc6Hf5TmMLdLxwo9s8aBf0fz2pZ5r6//4WG+CR2FU7n/qIqsvQ6xRFQkiSRm3M7+/a7DeRral4jN+cOtNoY350KL4ZtzwNg/fJ/WJpn4LJYxi1C7tyEaA5Z3MLCxy0dXJjkZ63jxHULsnn2s2OKo58SMiNpqnSn3O36sJLmmi4yC+M8opQkSWiSIrDXuIUpR1MP6ihdSGublBLFzKxYylrcRr4piQs4I+9lysr/hNnsPcUjM+N60tO/BkBr6yYOF/0ECPRadnG46AEMhvSwRkD1pxG+8UJw5e1zakrdN4L0fLrNUMbR9/+KJXIKNp0Bna2XnJpSEtsaqY+30pE2nUgvD8WU+gqiei3szCmkLnaY6Xxfqt3vpp3BtenBViQce06USNeThXBHK/WPuShtESVtJWyt30qXrYtIXSQLUxeGbAqeH5d/whmKKyFnxmzmXnwFO9e9dbyX4pPqQwdorqoImN5WsX8PW9583auwZIqLJyY5leS8CVhalRaJ8E1idi6Lr7xu1OMIBIJTHyE+CQQCgReiQkypCrVfuIi96iq0GRk0P/Ms3du3j+lcalnmpnfXsKtwOi7gyYr6oNLvEhPPxWQqwGIpxum0UF3z9yHpViPIWYKlNZ7m3RLdTQC/HnLZOG8eiXfdOcQYPZyb25UJ0Txd2QjA+taOoFPSxgKDVs2dKyby0NpDgNv76boF2Ri0I1+HVUWt1BabPceVB1uoPOiOWEsviGXexblkFcYPEZ86N1Zjq+vCkB+LNsUU9PoSI/We201dVuLjlxAfv4SurqO0tX2Jw9FFZ9chmprc5uONTR+Qn/9j1GoDZeV/JLDw1I+LsvI/hT397pr52Wz6byyYlfdJbGsks7aM6nTfIuBwZhrhn9XPYJ9qJ7bzMIvthSA7OJZWzcZpvUywziCva6jYKSMj9cnBmeZmMsxf0GaMpjoukfKoJtq1deisB9HYa3Dm/ggoVH4nxhjL5s00/+kZr2nC3v6OBQOMVXrbySoYhZsVN98GyOxc9/bxXopPKg/s9Ss+7f/kQz768x+QfaTSWdpasbS1Unvk0KjXIkkSK27+5qjHEQgEpwdCfBIIBAIvLI0LrbJQqP3CyWD/rNbX/on59fD4OQxHBmYXHya3tory9Cw2my1BeV5Jkoqc7G9z6PD3AaiqepnsrG+gVnvvb37rbeo+MvT5Vo+sPdi9YweV37iNtF8+gjY9Peyb27nRJmI1aswOJ3VWO4csvUyLHH9/r+FcuyCbZzcco6HDSlOnlde2VvKNpUOFj0Obavns70U+Xwa1xWbWPrWHlRdkE10+YKjee6iV3kOttAO6vGiiV2ZjyI9TvLakqAHx6cOD9eg1KpbkJzIpZRKRkZMAcDqtbN58NlZbAzZbEzU1rxEfvxSzeZvyBwEwm7fS1XXUM244sDlc7HYkksPIV5w/ztz5KW+k5ymSzlRAR91z2F3uFMeU7An84qIXidBEUNJWwnufvEfL/oG01nJTOSaniaTepCHjSEg4XaWYneuwW5swWgeuddmOf5poP+Y33vAbndm9YweVt32TtEceHt8iEycRYxGtJBhgxc3fJO+MeXzx2t9oKC0ecV1nNGLr7lZ8Ptz4m6Ni/x6/wlO4OW/1d0W6nUAgUIwQnwQCgcALhaYIFsWY2NJuUdxncazpuJiN+0JfUEDaz39GxLSpY5KK178RP3frRlpj4jD2dnPsQBp5F56rKLrIWlyMbnMH2pQo7NpO7PZWamv/TVbW10e0tWzeTN2DP2Og4Ji32oOALFP3k5+60518fPkOdXOrUUmsiI/i7UYzAOtbOk4I8ckd/ZTPz985CMCzG45x/cKB6Keqola/wlM/WVoJ4+ZanD6iuWxlHTS/eIC4VQWY5qcGXNemkmb+vb3Kc7yr0syuSjMAC/LiuWdlAUvyE1Gr9eTk3sHRow8BUF7xHLIcWvpqW9uXYRWftpS2UC1H0aU2EulUvqlcEmNk0eQs7j9S5VeAUgHTHeupa98EQJQuit+f/XsiNO7XVW9N7xDhKSo3ip3sBAmibFEk9ySjdWmxq+w0RjTSqfNexTBSd/xFcej7O1byXuRyUffgz9Cmp4sIKD+IaKWxI2fGbHJ+PZvmqgoqD+zF1t2Nzmgke/osErNyvJ63mNt481cPjrnwozMafV7b8ubr4yY8ARza8MmYmKALTmzG8SUmOMUQ4pNAIBD44L7cVK7Ze0xx9MK9OYE35MeDsU7Fu+HDd4Ycl/7pab/RRcNTbiJWOLFf3dd392+IrZpA1JnLhvRpfuLXwX3bCdQ2xM3tyoToIeLT3Tkpytc0hlwzP4tnPztGfUcvTZ1W/rG1ktv6op92rCsP+HAkaiRmR6gDpxHK0LamGHWc3m8E1L+2V/LjNftx+Zh3W1krN724ld+smsnV87PISL+aiornsFrrsdtbaGwKraS4wxHeCJ8PD9RwXtP6oIQnSZJYtOpactITyDLo+NHRao71WEe0WxxrItu2iU+KXvac+82y35AVlQVAVVUVb7014D2Tm5vL4ksW8/I6d/tOXadPsWk4C1MXKl7/WNL8p2eUi+AuF83PPCvEJ8FxJTErx2uKm7fziVk5nPft74555FH29Flez4fLPDwYqg8f4M1fPch5q7/LjLPPH9e5BQLByYeodicQCAQ+WBYfxeOTswK+UaqAxwuzgvI7Gm9MixeT8+orTFj7DikPPEDSPXeT8sADpP3yEYzz549qbG9fsfuji8xvvjnkvPmNN6i87ZtD0uGMm1So+vbQjkgbR//8rSH9rMXFdB8o9jHTKOjb3AbD2fHRnpir7e0W2uyO8K4pRAxaNXeePbTyXY/NSUtt1xCfJ19MNqiU+1fJ0LG+yuflTSXNfoWnflwy/GjNPjaVNKNS6cnNudNzraNjl7K1DEOjCU+Ez9GGTl787Ahd/3uByRblpdclSRqShrIsPoqVCdGe6wW6Lr5iLOf7CSWs0m/hk6InPNfumHUHZ2WeBUBrayv//Oc/cTrdEWAJCQlcffXVTE6czNyUuUHdl3kp806I6BhrcbHXNFh/dG/fjrV4ZNqTQHCiMuOc87nyJ49giBqb7wNag+9o28oDe8dkzkDIssxHz/+Biv17jsv8AoHg5EFEPgkEAoEfru+LXniyot7r9cWxJu7NST2hhafB6AsKRqTExV51FdbiYtrfWUvLX/4S9Jg+JYth0UW+Um5UdgnTp2o6L3NvtLvOs1P7swfRpqdjmDGDtr8+E2imkOnf3Co1IU/UaTgj2siujm5cwIbWTi5PUe6BNJZcPS+LZz51Rz81d1n5x9YK5tu1AftFqSBRowrKQN1W1o69weLVhPyp9cUBhad+XDI8vb6YJfmJQVWG80Vc3Jmj6r+ppJmn1hez+1g9lzS8R1ZvredafcYcVpx3Dl3b3qf60MjoAmNsHhd957YR6SdbW+sBdwpkQ80LmHt2MlyCWZaxjNtn3Q5AT08P//jHP+ju83UxGo3ccMMNGPtSbVbPXM23P/q2ovujklSsnrVaUVulhGrib9m8JaT5LJu3oC8oEJXxBCcNOTNms/jK6/j05T+HfWx7bw9/u/8uMqdMZ9GV1w55vxkPvylfyLLMljWvi/Q7gUDgFyE+CQQCQQCWxUexLD6Kzv8NnPt+ZhzLs/NOKI+n0aAvKCD5vnvp2b076OgEvwxKnfGXcmPaoKLrfCeyARxp0DvdSdWddyH39o65uUD/5lYpK+Oj2dXh/pL/cUvHCSM+GbRq7jp7Ig/+1+399NyGUqbNmhCwX5LGHdsXbOW+3hLzCPHpaEMn28qCK929tayV7Uc/p6P650H1G05s7MJR+T31pwrqHD1cUb+OFFuT59r2mDls0S7gzc8t/GbVXXz9Gy4qD+xl1wfFWMwyKm0253zjLHJmDE29XVO8hv2d8aCOBUBj9x4xtiRjCSpJhcPh4F//+hctLW6fJ7VazbXXXkt8fLynbWl7qaL7o5JUPLT4oaCrnvliNBXqnF1ddO/ZE9K8vYcPU3HjTaIynuCkwldqXLjwlu7mzwtqPKg+dIDmqgq/lfgEpwayfHwr/QpOXkTanUAgEChEGpT2dX1y1CkjPA0m8a47QRXej4bu7dupXH27X1FL1SNh/GJg3q7znbh6usfF1dJlCc4n6NzEgTSqT1o7cJ5AzptXz88iNdoAQHOXlb31HQF6gCbE75By70hT8E0lzSGN9d6uT0CRu5ovVOTl3hVUj+aqCna99w5b3nydN175J797fQMR9i6urPvvEOFpU9witsQvBEnypAoesZqYvPgCrL1noDHMQa1NImd6wpDxt9Rt4edbn8DVJzzhsqJyNOGNx7Y/xubazaxdu5by8nLP+SuuuILs7GzPcam5lN/v/L3nONXk3WduXso8nj/vea4ouCKox8QX3tJlBzM8zVaWZaylpbS89DIVt9zK0cVn0vnuuyHN3f7224rnFQhOFBKzcsicMn1M5xie7jbWgpcSjlfqn0AgODkQkU8CgUAg8GBavJi0h3/hSY8bXl4+mHLzg7Fs2BCwTeR6NZYVLtCCPU/GNklGX6xCmxKLvb5tFLP7R2UKzidoRmQESToNTTYHrXYnezu6mRMzMv3seKDXDI1+eqO6iSv6Ur584QhRO5MMI8ft6g3NA6u1qwGSQ1sHqJhS+Cjx8UsUta7Yv4ctb74+wpj3OsCBGg1uUU0GPk1YzsHoqUPaxTkk3vjnYcwJMZ5z6QUxGExDUxyf2/scNk2651hjrxkiYA/GJbv417v/IrY61nNu5cqVTJ8+sHm1u+w8sPEBrE63efnkuMn88+J/UtFRwdb6rXTZuojURbIwdWFYPZ6CqlD30wfp/ORTrEePYq/y7QsWFGNUPEAgGGsWXXntmFe/G5zu1i94jbfp+GCOZ+qfQCA48RGRTwKBQCAYQuxVV5H94gsY588fIfWMZaC1ukPCuGVQ9NMFThJvX03+v1/EmGQds9lNi4NLS1JJEivjB6KfPmoJHF00nlw9P4u0GHf0U4nVRpV6ZITSYJocblEh2A2SIT92xLlIQ2i/aUWoe0Pqp9MmkZZ6BU6nha6uowHb7//kQ9781YNeN2cyeIQnFxIfJJ03RHjKtqu4tlPHNzoN5NfYKd83EOXV2WKlqmgg3XDN0TXsbNiJU5vpOae21/hcV1ZX1hDh6YwzzmDp0qVD2ryw7wUOtrhFRa1Ky6PLHkWr1pIfl88NU25g9azV3DDlhrCbiwdVoU6W6Vq/3qvwpJ86BU1aWljX5iGE4gECwViTM2M25337u0GnNAdL9aEDfPHayzRXVbDoymvHfD5/HO/UP4FAcGIjIp8EAoFAIdKgzfm+dQ+RNutyJsy69DiuaOwwLV6MafHiISa/TVo9VdW1ZL3+j6DH00+ahPVoYHEg8iM13UtcoALrFJn6jh10WdQ4b4rH/s9OtHXh/c1Ek5aKbuLEwA2HsTIhmtfr3WLD+tYOfjhhjDbVIaDXqFmYF8/be9xm2V8aHHzNokLlQ7zrdEGzw0WiRvljq8uL8Wo2viQ/MaQ1T0kI/Nrwhs3eRF39m9TVu9OuYmMXkJf7Ha9RUBX79/gtgS4NuS3TozZ4jmdY1Zzfo0WFhIyMNOyx7GjuYe1Te1hxYyFFyVt4aPNDADgGiU8ae7XXeRN6E5jbNFDBLi8vj0suuWTIBvJA8wGe3/e85/i7Z3yXSXGh+1spJZQKdf2ojEZMS87EdNZZRJ61HG1KMpbNm6m87ZvKxawgUFI8QJiWC8abGeecT3RSMlvWvO61UEG42PbfN9j23zfInDKdKcvO4dDn68dsLn+cCKl/gjFGlsB1Cno+CR+rcUGITwKBQBCA/Z/8EWn3K0x3DURnLCl9A0rf4MDHk5HPuJkZ53znOK5w7BhcHS8RmFBcTGkI4lPS3XdT/Z3Aj5GmWUJ3VMJW6BYIGqO/pLHsS8gHHgRdsUTUu2r0RyS8JwT2CwvKvkQ46uqpuef/kf7Yb1FFKPfwWh4fhUZyp6zt6+yhwWonRR+4stx4sKmkmXf2DlRpq9S6+DDC7lc8OdLrIsEkKf7FPGpphtfzk1KiWJAXH5Tp+Ox0GxmR3qtJBovZvI3de25hSuGjpKd/bci1LW++rji6SwLmm3dSHZFJtl3leezc17w/RrIMf3/nv/xv6nPIfa/DoeLTyGigSHskixsWo+5LjdREabj66qtRqwdSGnsdvfz4ix/jlN1RWXOS53Dz1JsV3Y/REmqFurjrriP5xz9CpdMNOT88rdcnkhSS35uv4gGjMUv3hxCzBErImTGbnBmzaa6qoPLAXg5+9jGN5coKBwRL9eEDcJzS7jKnThdm4wKBwC8i7U4gEAj8sOWN+5j6+YNM7zwywq1FBqZ3HmHq5w+y5Y37j8fyxh19QQHGefOC6mOcP5+oc1d6+nUZ06jKWEFZzoVUZaygyzgQNWQ504ltku9Np61ApuW7droXD9+4ShiTrGSvaCFtUQ+olP+C1fnRR1TcdDP2xkbFfaI1ahbEDHhFfdJ64qTePbW+GNewh3C/3sl/TDYq1U6v4okuLwaWZCjObOzcWINs9y4e3LOyQPHDr5LgO2fnKWusGBeHix6gtXWT50xzVUVQPigykNlbS7ytlTN7NT6jxoazI/MD5D7jdBlw6gan3Q2NfNI5dZxZfyZ6lx6AXlUvmWdlEjFMBH1q11OUd5QDYNQY+eXSX6JW+ffxGi3W4mJaX3mVzk8/Cam/JjlphPDUz+C0Xm8Y588n5vLLQ5q35+BBZJttyLlgzdKVYNm8mYobb6L00stoePRRmp56moZHH6X00suouPEmLJs3h7R+walNYlYOc75yGdaenuO9lLAjSRKLVl17vJchEAhOcETkk0AgEPhg/yd/ZP6Bv6Lu20w2kUApWVjRocfGBKpIpgU1LuYfeJH98bmnbATUYBLvulN56oxKReKddwBgW7WaXY6lmGNHRgbEmovJUv8H+/VlgX8WUUmYb3SQmNCNqUJGpZUxpVjRx0ngsgM2tGkpNFcV0L1j14juxvnzSbh9NZbPP6f1b68A0HvgAOXXXEvWs89gKCwMfL9wp959aXZXynuhqol6q50ojZqlcZHHrRLi0YZOn1FHlVoXlVobCU6Jmzv1aPoElVcie3n1xgKyUqLonRpPx/oqbGXtI/prkiJwNLk3Tbaydlr/fYT46wqRhilNS/IT+fWqGfx4zf4RIthwHr1iBufOyGbnrgWYzdtCuMe+cFFW/idP+l2wFZj679Hk7hqyyPAaLTac1og66qKPeYLwXOo4ZJU7NVFyWVA52zxtVbKKRQ2LiHJEAeCUnHyZ8iXnJ5/PPw7/w2MebtAY+Pvhv3v6/WD+D8iKyvI6fziicPxFCAVDIBN/b2m9g9fc+sqrtL/1VtDzdvz3v3R9+ilRK1cSdcH5oFIrN0tXaFpufuMNv2P2i1lpjzxM7JVXBn0fBKc2zVUVtDfUHe9lhJ3zVn+XnBmzj/cyBALBCY4QnwQCgcAH0u5XUOOilCw2sIgKMke0yaGa5WxhAlVIu1+B00B8CpQ646lJp1KR9sjDmBYv5tCmWj77yIYcW+BOpxmc3iXLmGMLiF6hwag0HleSaL4knxzpYtBHwYTlYO2Ely4Clx2T/gimr07F+rP/Ytmy1euGPHLJEnS5udT/8lfgdOKoq6Pi+htIf/IJolasCLiEOM1A9MlBSy8HywZSxxbFmLgvN5Vl8VEK71B42FTSHLBNi1rGKoGmTxjqUslsKmlmUkoUhvw4DPlx2Bss9JaYkXudSAY1hvxYtCkmOjdU0/5eGQA9+5sxRx4j9rKJI9L1rpmfTWackafXF7PVTwqevU+dysv9Drv33AKEzwvIbN5KV9dRIiMnhVyBKclhB43vVLvB1MT0+Vb1NR1iNm6rHhhBhrlNc0myJnmub0/ajj3Kzj2f3eNz/LMyz2JVwaoR58OVUhZIVAkGpSb+g9N6Q+nvDVdHB+1vveUWr9Rq5fenz7Tc32MVVOU/UYFP4IVghfCTgVnnX8yMs88/3ssQCAQnAUJ8EggEAi+U7l3L9M4j7GQa/+NcZFQMklX6kKkgk1dZxaV8zJzOg5TuXXvKmpAPJvaqq9BmZND8zLN0b98+5JoE7CmYguqb30I6dwX//qIM22tlSB47pmEbeUlCF12DMbl4hC7lD7Oriq4FXyUycpDx8sVPwNq73bcPvoU+dSb6m+/1OUbcddehzcyi5nvfw9XVhau7m+o77yLlRz8i7qYbfXogvVbbwv1HfJeS39Ju4Zq9x3i8MIvr0xKU3aEw0NXrUNTOKsmY+sw19bI0op82xeTVUDzyrAycHVa6Nrk9pSyb61BH64k+e2Q0zpL8RJbkJ3K0oZNNJc109TqINGgobbLw6pYKAB57v4gLp6WSFL+EKYW/4nDRTwinANXW9iWRkZNCrsAU05cSpwTbsIp9Du3AYzLYbHyKeQrZlmzP8f64/dSYasDuf/yFqQtHvB7DFYWjWFRRgHH+/FH7HvWn9wYTgaVJTUVSqbDXDvid4fRf6XE4gUzLg6r8p0DMEpx+hCqEn8jMPv+i470EwTgiA/IpaM4dvMugIBSE+CQQCAReaDj4HpA1SHiCkYY47mMZFWs5l1g6aDj43mkhPoH31JlPel08mZxNeXqW2/572xFu/qSDnACf6qaUIkC58NRPv7jgYe7XoX4fbH/Bfbz+YUidAQXn+RwjctlScv/5GlW334G9pgZcLhoefRRbeRkpDzyApBn6UflFayf3H6kKKJG4gPuLqsjS68YtAirSoOxj3TbocdbJyvtJkkTMxRNwdtro2eeOsur4oBx1lA7TvBSAEVFTefmxTFoy4OvUa3fyRXET5S3ddPY6+PW7h3nymtmkp1+NwZBBWdkfMLdv9zp/sHS0tbK3uIrO1uCq8PXLzMnqXMV9dM6B6ngObQb2iIHonfhuDQZbFHHWOKaap3rOl0WVcTRGWaW/J3Y+waT4SSxKc48bziicoEQVfwxKsx0twab3pv/6UYyLFtF74AAd77+P+Y03cbWPTB8NROmllyFptaDVImk0nn/IMo6mpqDGUlKBT3B6EaoQfqIiTMYFAkEwCPFJIBAIvOCyWdjAokHCk39kVGxgIZNsljFe2YnH4NSZy10ufrPlMFjtyEBSu4OcJseImLHhqDShGbA6HF0jT17wa2g4BJVfAjK8cRt86xNIzPd7H3L//S+q77yLnr3utIi21/6JraqajN8/iTrS7WFjLS7mtyUNuAz+PW36cQFPVtSPm/i0JF+ZyGIb9BufTpYU9wOQVBLxV0+mucuOtdS9uW9bcxRnh5Xe4jZsZUPN19sBXV400Suz3Wl9WjUPf3U6N//V7fG0ZncNV8/PYtGEBOLjl2A05rHpy2UAqNVGJk64D6u1iYrK5xSvsZ+9H7XQVlzsXrcmA9lRo+w+ApImE5Xa/bgo8XzKaJ+ETT8Ve9TVdBsnDrlWm7KcNP00plQUAW7RrsHQwO6E3YpN3l2yi+f3Pu8Rn8IVhWMtLh61xxMwJM02HCiujDds3ogZM4iYMQOVKZLmp58OaW7Zbge7PSy/hPuqwCc4PcmePut4LyF8CJNxgUAQJKLanUAgEHihW47u83hSuv2QqSCLbjl6LJd1wrPVbKHeOpA/lNvgTucKtL92OUIz6NZovIhAGh1c/QpEZ7iPre3w+vXQ678inSYhgey/vUz0RV/xnLN88QUV111P+9q1VNx4E+u/fSc7DJFBlYHfbLZQZBmf6kaTUqJYkBcfsN3gyKfpyVFMSglOHJM0KhJunoo2rS81zwUdH1aMEJ4885V10PziASzb3b5YZ01K4uKZA1UOf/r2AWwOt8BgtQ54ZxmNE8jKuoXo6NlBra//6bFZBh4LjWExipUeJDSGRchxWqQojSLPp4rUHNqTf+gWnoa/PmSZuthE3p25hKLUbLrV3WxJ2YIsBSdv7GjYQUlbSUiCUff27ZRc+BWOXXQxJeeeR/HyFRxdfCZlV14V1DjeMM6fT/aLL4TdYFtJZTxf8/YLxscbl8WLQH4C0F/RsPnZZ2l95VWsfSKtYGxJzMohJiUtcMMTHUnifGEyLhAIgkREPgkEAoEXbDGzgSqC2awO9Dt9eaK8fkg6mt6ubHNtaXBXmAvG8wkgLu5M7xcik+Daf8BfLwRHLzQfgbdWwzX/AJXv311UBgPpjz+OLjeX5meeBdybtNrv/wCAXWdf4G4YZH7gxraucauAd8/KAm56cavfSnO2QaLHVwpTQppHZdCQeOt0Gp7ahcsSwLAIQIa2NcWo4/QY8uP42SVT2XCkiS6rg5LGLl7cWMYdKybSa23wdNHrUwGwWpVFLPXT//ToTK30xyKqtdk4NFnIjspAvck942rOuuFykrKiqCpqZe1Te/zqjWXJGtbNNw1M7MXXDECWJDZMOoOLeruJt8bTGNEY1P0C2Fq/lfjtoaXI2cvLQ+rnDePiRUSdfU5IVfWCIVBlPN/9QjMtz3v7LXS5ucgOBzgcyH3/2v7zH1r+9EzQ41m2bCX64ovRZWcHbjwOhMugXhA6GYVTTuqKd4nZuay4+ZtCeDqNORU9nwTjgxCfBAKBwAuSIQ23+BRKv9OTIksPW9qHph1atcq+oNg6MuhunIQxWZn/DUBs7MKhfk/DST8DLn0a3vq2+/jIu7Dht3D2j/2OK6lUJN19N7rcXGp//MAQ0+JuQ2h+HZ2O4IyPR8OS/ER+vWoGP16z36cANTjyqa45dANcdbQOdZxemfgEIEPH+ioM+XGkRBv43nmTeOR/hwB4en0xl85KwzUo8kmvdwtjXtMrFTA4nVOWbciOej+tgbhcrlj9DSacMcdzKqswnhU3FvLZ34t8ClCfT4tAVihIypLErpxCLipfxDsR7yjqM5guWxcuS/hM2UMl6uxziL/5pnGbz1dlPH/tgzUtN86fj6Gw0Ou1mAsvDEl86t66lWMXXIjprGXEX389pmXLkPwI4MGKbMEQLoN6QehU7N/D4c8/Pa5ryJw6nZXfuIPKA3uxdXejMxrR6PUc/uJTqg8dGNHeYIokNi2d7GkzmbLsbOHxJBAIQkaITwKBQOCFpiCNZUfb71RgY9tIgaA8xf0xE8jzCaD50CVkJf0eSVEqkoq83LsCN5t1jduAfPMf3ccbfgOp02FKYFP4mMsuo+WvL2EtKvKcM/aGJtREadQh9QuVa+Znkxln5On1xWwtax1xXdKqwOa+/fH+epJ3J3L5GRlBz2NvsGCvDk4YspW1Y2+woE0x8fXFObyxs5rDdR302J38Yu0hfnDm4Mgnt/jkNb1SAYPTOZ3Wg/TfaUkVh8Z0CbKjijpVL+U6DdWx2ax98CriTLoR40xdkk5UgoEd68qpLTYPudYYraYyWas8bK8vBa/THk+ULYpOXWdQ9ylSF4m1eFdQffqJv+02YlddgaTVIul0SFottqoqKq69LuixQo0sGk+CNS33Z5YeipjlQZaxbPgcy4bP0WZlEXfddcSuugJ1bKynyVhHJIXToF4QOlvefB05iLTtcCP1+TQlZuWMEJFmnnMBzVUVQ0Sp7OmzhNgkEAjChhCfBAKBwAvOIEt0j7bfqYC36J6mGA0VSRpymhwB+3c3TqF+x02kzns1oACVn/8j4uOXKFvYub+AhgNQ+pn7+K3bISEfkqf47WYtLh4iPAHMKTrovhFkfuDSuPH3n1mSn8iS/ESONnSyqaSZrl4HkQYNS/ITadnaxK53ywF3tbv7/7OXWKOWFZOTvbb35QnVW2IOaW29JWa0KSY0ahW/vHw6Vz77JQAfHWrgjJgaJnumc78OfKZX+qD/6RlI55RxWnd7rqv1Z6DWJIEmiaMRNnbpnXzn7HyvwlM/WYXxZBXG01LbRXVRG/ZeB1qDhs9SJGhsVv566GtXE5dEck9y0OLTzAYDHe+9F1SffmIv/yr6iUPN0DUJCSFFCJ0MJtqhmpb7IlgxK+nuu+netRPLFxs9PmD2qioaH3uMpqeeIvqSi4m7/nqshw+PeURSuAzqBaHTXFVB9eGRkUWhEJuWjrmuNqg+kiRxXgCfJm+ilEAgEIQLIT4JBAKBF/R6/bj2OxXwFd3z+bQIbvisU1GFi47yZcy/cCFdzlcwm7f6bGe1BuGXodbAVS/Bn1eAuQJsXW4D8m99AhFxPrtZNm8ZcS6vrpqZRw+zb5J/4Wowi2NN4+b35I1JKSMNxfeazJ7bOlnC4ZL59is7yU+J5FDtSNPwBXnx3LOyYERVPLk3NLF1cL+5OXFcMVPHW/vcUUl/3T2fh5d8hF5tp7T097S2biIv9zvExi7AbN6maHxJgu7GSdg63NFcLnsZssvcd1GPWj/V01YnS0TqNXxzWZ6isRPSI0lIHxATPykPkMrnA5taQ3ZEBsc4prjPvJR5RL/wNt0hRE74E4zCGSF0ohF71VVoMzJofuZZurdvH3HdOH8+iXfeoUhoCVbM6heKbJWVtP3zdcxr1uBqd1eIlK1W2t9cQ/uba5TdkVFEJIVqUG8tLj4pRMaThcoDe8MyTlxaBt/4v+dHRCn5S53LnDqdRauuFT5NgrAgPJ8EoSLEJ4FAIPBCSkoKxSFU/0lJCc28+VTAV3RPeYqWdfNNXLzdggo/KXgSrLixkMmz0oEL2d+0n8P1G7A7utBqIskzGumo+BUANTWvkZP9bfT6ZGWLM8bDdf+EF84Feze0lsIbt8EN/4Hmo1C6AaydoI+CCcsheYrPKlU3v/smP8h/AJcf35Z+VMC9OanK1jiO2HoHItFy0JDgdNCCy6vwBLCtrJWbXtzKb1bN5Or5WZ7zkiG0dMLB/Wpr/82K+F/xkfYBuuyRNPcmsK70fFYVrAPAbN7G7j23kJ31DczmHUBggUSWJZoPXeI5dloH0tTUuulI0kCEk02SuXVJHrFG31FP/gg1pVLndNDh9F+BcTAqScU3Ei6he8dPg59MkvwKRuGOEDrRCNW03BuhiFm67GxSfvgDku7+Lh3r1tH62mtYDx0O/o64XDQ++XtSH4rGZbH0/esedNv7P2tV8P6F4BbghfgUPmzdofvrDWblbe6/ZZE6JxAITjaE+CQQCARemDlzJhs3bgyp3+lKoSmCRTGmEabjAHsm6DGbVCw72EOujxQ8jV7NxDOS+KK1kyfK69nS7gSWDjSQZZ5UF5DiLMblslJe8RyTJ/1M+QJTpsHlz8J/vu4+PrYe/m8GdHippJazBFXvPK/DzD1ykHv/8ReevOFbbgFqeApe37EKeLwwi2Xx3lPWjgdVRa0jfIsSbfANm4EqtZMvDQ4qtd7FB5cMP1qzj4y4CE8ElCE/lvYQ1mHIjwWgtXUTh4t+QqTOxVWT3uHlg9cD8H75SvJiymnpSaDHaSBC3cuUrndZPOVWKqtewp8AJcsS9TtuprvRHZ3mcjbj8lS4k1DrZ7vbISMh0WSUuG2psqgnb3hE1yA8n5AkMtqa2BGnLOpJJal4aPFDTNvcRUPg5iOIvuiigIJROCOETlSCNS33RahilioigtirriLmyivp2bOH5ueex7JhQ1Bz9+7fT/mVV432LijClwAvCA2dMbSCFYMpXHJWwOglkTonEAhOVIT4JBAIBN5oLQ29X7LCaJxTkPtyU7lm7zGv0kB5ipbyFC1J7Q5yGxzo7TIOFSw60kuUVcbR6+SXf93Di9O03qUFSeIV59f4Po8CUFv7T3JzVntMqRUx7XKovw++eMJ97E14AqjYhKljO5Do9fLFX35GaksTr160ir2Tpg69KEksjjVxb07qCSU8HdpU67Nim4xMllPN1ywqPoiwc0DvPZ3OJbur0vWLT9oUE7q8aGxlyiN4dHkxaFNMAJSV/5F+IWlJ+lY21iykxDwRp6zhj3tWj+g7tbiBH13wNCbbq17TMh2dU6ndeaFHeAJw9g54Pam0E1GpYwCQkKhUO7l8ea6iqKciSw8b27rodDiJ0qjJVrXS1L6DI90yyFNAUhgBJUmkmZtxukrp1HUiyXBrwsXs0zawo2FkatS8lHmsnrWauao86rc9omyOYejzJwZuRHgjhE4HQhWzJEnCeMYZRC5ZErT4NJ6oTOPvVXcqkz191qjHWHjFNWFYiUAgEBwfhPgkEAgEXijdsynkfsmFJ34VqLFiWXwUj0/O4v4jVT5jU5piNLTEaPjJxDT2dfbwQWQjV33p/oU9+WAnyWnR1Md7/3jawxyOkc9ESnC5bH3RTz8PbpE5SwfEJz/oo20Yk2x0N3kXJuYeOcjcIwcpS8vkxcuuZtPs+QBcnhzLc9Nyg1vTGFNV1OpTeAK3EAOgQuKCHi0dKtlnBNTWslaONnR6fKSiV2bT/OKBfm9w/0gQvdKdttfVdXSIh5NKkpkaf4QS8wS8J2bKHGpK4ZZ/uPjNFQ+TwAWeQQsKfkJ83BLaqhM59v6egR6uHpy2Q55jjX6O57YLmT1RMv8KEPU0EIk3MqJPbYvEqUkFlfLUO0mWmVNRxOFYd9rVrR85uXD3Wm595GGaL/sJW+u30mXrwqgyMKvJSMq2Uix/+hUlxSWK5xhOsCJCuCKEBP4JNbJInZiILicHlcmIymRCZTKh7vv/iH9GE47WVmrvvTfoeU6GioYnE4lZOUQnJdPR1Hi8lyIQjArh+SQIFSE+CQQCgRes1t5x7XcqcX16AlkGHU9W1LPZPHLDPjwqaGt6Au9W7CO5xopKhot2WvjrudHeU5gkiTflq/mBJ/rpdXJyVmPQp46ITFkaF+nd6PuLxxXfl8RpHVRuSPQrrOTVVXPh5g0e8anNfuJVPNyxrtyn8DQcFRKLezVUam0+22wqafaIT4b8OOJWFdC2pti/ACVB3KoCDPluk/e2ti+HXD7UMom1pRfiwxHMc94lw2Pvbea3y9xn9bpksrNuBSCy0O0b1i+0Oa37AffzIamTkTR9BuTIfBBh5/xz/Hs9vVbb4ltIlWWcukGpLa5ekPTu162PVExJljnr6G4aNO/TFNHE5V+6uHCnDMjUPfgz0niYCzvtWDbuoHv7dmSrlVafq1OOEBFOTEKNLEr89reJv/mmoPqYX3vtlKxoeLKRd8Z89n64LuT+lQf2ipQ6gUBw0iLEJ4FAIPCCXm8A7CH2EyyLj2JZfJQiQWhhXBSaG6ew8Xd70Lggo9XJGaVWdk/0/ljuZQ4lFJBPMS6Xjc1H/sBTjlu8RqYsijFxX+6g9LfGw1ChPKrNlGojbZ6Zup1xbtXDB1mNA9X3jvWcWAJkS23XEI+nQMjIZDvVJDglWtTe73NX71DfLtP8VNRxetr+cxRn+0jRSpcXQ/TKLI/wBOBwDI36WFt6IbKimogQpRtI89Pph6ZGTl2STlSCge1rj1G2c4/nvEY/B0lyp9ptNjhojVT59Xr6orXTbwTfcHEpp+49ZjQnsTOnkLrYxBFt08zN5NdtpUm1nqaoJs7a7+K6DYNGd7mo+4lvM3FJqyVi3lzsVdXYq6t9thuOEBFOXEIVBUPpdypXNDyZmH3+RaMSn8JlWi4QCATHAyE+CQQCgRe6MmZA0ZeBG3rrJ/BQaIrwHn00jN1aJ18WGjjrkFu4OWdfD03RatLanOjtMlatRHmKhqYYDUgSa+Sr+QHuynfW5jc4wjkgJYwYd0u7hWv2HuPxwiyuT0twV7ULktiJ3WjPvpXmT6u9GjEDpDU3onK5cKlU1PTa6XW6MKiVCSljTXVRW1Dt+1PwchwqWtTeo7giDSO/Phjy49BPjKV7lzulxDA1Af3EGAz5sR6Pp8FoNANRHzVdqRxty8dPLcQhxAwWn3QjPdayCuOxtOynbEefwCUZUekmsStFYr3VLY59d8kEv1FPT5TXK6ir14ck0Rt5Jpklm8k0b2RbSgPW9ElM3O9C57AT317C+sJDFJk6AZhV6uL2d10B76kuNxfTsmVELl2Ccf58VEYjls2bhYhwiqAvKMA4b964RCQprmiI23z+ZDaWP5FJzMohc8p0qg8fCKl/OEzLBQKB4HghxCeBQCDwwoFj5SH3O3dZeNdyOtDpcLJpSgQzKmzEWVwYbTK3ftI5ol1FkobPp0WwN/kMT/STFgeXsYa/8S2vY7uA+4uqyNLrWGYdOaYSTBPjMH3jUa9GzJ2ffUbTE0+S0tpEXWIKMlDea1Ukuo0H9l7v1QUDofPj6dBvOD4cZ9dAtKBpXgoRU0cKgv3ExZ3puX24ZVLfLWU+EjH6gedRr0vy2mbXe+94bmv0s5AkDTWdVtBBlF7jN+qpyNLjNZLOJ7JMQ0wKrcYoIqyN1Bo24zRv5IfvO+jRwcPXq7Fp3fdtQp3MfWtcaHzs//WTJxF33fWYli5Fl5kx4rpiEUGlIu2Rh4WIcIIznhFJgSoa9tPx/vsk3nUn2pQgijkIFLPoymt545e+oxz9EQ7TcoFAIDheCPFJIBAIvNBTWxe4URj7ne5EadQ4NBLF6VoWFFu9tpGBnCYHN3zWyf/mm3gj7xp+xC8BOJuPWSuvotVL9BO4BagnK+pZpg+x+lxfP29GzLqJE7Fs3ERmQz11ie7NWklzG3m11SdExTCtlyglJdgk7yl3C/PiPX5Pw3F1DaTcqaP8V5CLjJxEbOwCzOZt9DiDS1cdGvk0UgirKz5CXfERACSVGrV+JgCmvv39rUv8V7jb2BakEXRfCl5NXBJW66c4Ve6IsY1TJT4+Q+URnlLaZH70bycGPxm90RdeSNy1/itaBRIRjPPnk3jnHUJ4OgkYbzHRV0VDw6yZ1N57H/aaGlwdHdQ98BOyXvgLkjfvPcGoyJkxm/NX382Hzz8dVL/MqdOF35Pg+CNL7n+nGqfifToBEeKTQCAQeEF2KnRnDlO/052lcZHkNtiZ50N4goGYGBVwyXYL/zBNozh5EgUc9UQ/vewj+glgs9lC0cRlFIaywAnLfa9LpSL9t78h+4XX6JcBdvzpeSa+8+8RbY3z5pF4153jKgpkFsYFbjQIGRkJiQovoTkqCe5e6VtAGxz5pIrUBpwrL/c77N5zCxHq4HyyYvSDPZ9GRj4NjnqSEqcj2d1pf0ZZIkqv4RsBKtx1OkIzje/QOanXVniOP5irotvgfuVGdcs88C8nsQEsW5SaUPsSEY6XyCkIneMhJnoT0tN+/SiVX78FZBnLpk2YX3+duOuuC9ucggFmnHM+PV2dfPGPlxS1lySJRauuHeNVCQQCwdgixCeBQCDwgl6jwuZU7PgypJ8geApNEVxyxKbQbtotQC072MubydfwIx4BYAUf8458Ba2S95QwgI2qZApzlgRlOk7OUkie4reJNjWVKYvme44ro2O8tuvesYPK275J2iMPE3vllcrXMAoS0iNJL4hVbDou4TblHm42rpLgN6tm+ky5k13y0MinSP+RTwDx8UuYUvgrarr+0D8KijyfBotPw9LuPt1ZzKEvv/C8lrbLhSzpu22UJc6dkuQ36kmWZWqtwRcbAGjSl8Mg/bRfeNLbZH78bydpCuy3gjWT9iYiCE4+TgQx0bRgAfG33ELrS25BpOGx32FavBjZbhcC5xiw4LIriYiM4qM//wHZTzlSSZI4b/V3yZkxe/wWJxAIBGOAEJ8EAoHAC8kJyXTW1ofUTxA8LbVdxNVZFUoPbokit8nB+x3TOBo9mUkcGRT99G2f/TodTlj+A3j1CpAViIuSCpZ/X9F9mGjQeQokVien+W7oclH34M/QpqePWwTUvItzWfvUHvzsbzy4kNlsGOoTtTAvnrtXFvgUngBcPQ76HbolgxpJq0xKTE+/mkuWZvD60SMcalbmMRM9KO1Or0uiuaqCygN72Vlcx4Fdu8nue25rDGlUxaeyLUaPVSvhcLioPNTCax+WcP35+UPGlGWZT1s7eby8nl0dQVaUkmWQJKyurSO+WKlcMve+5SJfQUauqEwnON5iYtL/uwfLxi+wFpcg9/RQduVVuCwj/c+ORxTnqciMc84nOimZLWtep/rQSBPyzKnTWbTqWiE8CQSCUwIhPgkEAoEXHK5oIHjxyd1PECz9FdmUZtz3t8ttcPJm9DX8mIcBOJv1rJWvoEXybkIdpVFD5gq49ClYe09gAeqS38OEFYrWFPv3V+Aad9pfdXKq/8YuF83PPDtuG7eswnhW3FjIZ38v8itASRJMvywPU5TEEx8ewWJzp5/94qvTKEz1/9oONuppMPHxS7hpaRQ/frsSZZFPA4bjHz33MpW7yz3H2X3/r8iYwMcLLqM1JZHiIb0jaWls49AftrH6vHwyJ8exoa2T35XVszNY0akfScLQcxSNvWbEpdvfdXFGqQLVT1SmE5wAqPR60n/7W8qu+hq4XF6FJzg+UZynKjkzZpMzY7ZHRLd1d6MzGsmePkt4PAlOSJT8dicQeEOITwKBQOCFrs7QqqKF2u90J9SKbHq7zHZmchR39JOmL/rpJVZ7bd/pcOKUZdRzbobYbNjwO6jY6GdhPYrWYS0uJmrDp2hX3YJdq6U1Jg6LIQJTr+/+3du3Yy0uHrcoh6lL0olKMLBjXRm1xe0jrqcXxDLv4lyyCuM5G9hW1sr7B90C7M6KtoDik7Vy4LUvu1zYGyxoU0yK1tbebefZDcqEJ5UkkxAxMFf1/lIYlrC5r3AuH571VWSVyhOVNLA4mcpkLS8myRz47Aid9dEclIel2cl2tD17sUfMcUe/BUJ2oe94c8Tpa7+AFfuVCU+iMp3gRMHZ3o6yMMnxj+I8lUnMyhFik0AgOKUR5iQCgUDgBYc9tJ91Qu13uhNqRTarVgJJ4g0GqoOt4BMS5Uav7X9bVs+KbUWsazIj5y2HW9fBnVvgwt/C2T91/3/xdwY6fPZrsLQEXIdl8xbUskx6c4PnXE1S4BQyy+YtAduEk6zCeFZ+farnWKtXs/TqAq792QKuuG8OWYXxnmtzcwaMyndVmH2O2VvSRuPzezG/ORBf5Gy10vD7XTQ+v5feEv9GRw1NG7nxub9R2eYWiNSSneyoKq9tF+bF8/KNJqS+/EaXE3RRQ4WjiowJA8ITDBWeBh3LksSWyRFDhSfZjqHzI+Jr7yO2+SkiW/868BPv8M1437Eky8Q1v4LOemjI5QsO6bhio1tU1WZnEzF3rtf7ZJw/n+wXXxDRI4IThuY/PaNMfAJPFKdAIBAIBIEQkU8CgUDgBb0mAmyB23ntJwiaYCuy9VOR4v4YO8hMiphCIYf7op/e4q8+op+Ku63cdqCc2VFGHpiQxlnJU4YaijtscORdaC2F3nb47FG4+Am/63BZutz3o6GOirRMAKpT0phUVa6o33jS3jgQjZWYFcmsc7K8tpszWHyq9C4gWbbX07am2G3C5QVbWQfNLx4gblUBpvkjUxFrav7NA2/tYX/jEs+5b834O/NTd1PTlcrhlkn0OCPITT+Pqala7O2PYW/Y52mrUkPh1aV01Rqp35VIV42JL+eePSA8KUTjkkmX99FV/yJq58B9jbBsQO1oojvmcuyGYabzkkSauZnElg+p164fcmlCu4Fb3+lCAtRxceS89Fe0GRmiMp3ghMdaXEz3jh1B9RnvKE6BQCAQnJwI8UkgEAi84LKqx7Xf6U6wFdnAnSb2owU53H+kCpcksUa+mgf4BQDL+YR35CtolpJRAb8qyKDV7uTZqka6+qoY7uns5uq9x1gaG8kDE9KYE9OXIqbRwfm/gtevo8iYy8ZaM50H9hMVm8rSuEgKTSMFRpUpEoDMpgGfsCp/puPD+o0n7U0DvkYxyUaf7aZnRKNTu6s+ljVb+O17h0mONrAkP5FJKVH0lrT5FZ48yNC2phh1nB5D/oCg1dq6iT98+AEbqld5zn114rvMT90NQEZkPRmR9RxqmURF3XtM03+CQZK9ZdERmd7NxNRKduw4g+r0vJGpdj7X5m530eZyNmc9jre/Xp31ELrGQzi0Gdj000iwZZHVFU9GWxNGaxPvZ344ok9ZVA8HsyVmVElk/P5JtBkZwPE3kxYIAhFqNKZl8xbx2hYITgNkQJaVOnSePCiM9TwlkCTp10CzLMv+f1kdA4T4JBAIBF6w2Wx43Ykq6ScIiWAqskmSu31WejxZBh1PVtSzuW3GkOin63gFm2EWZ8eomSjHE5d0JrdkTOUPlQ28VNOM1eWeaKO5i4t2FXNhYjQ/mpBGoSmCL5KX8sTCv7HFkOuesMkJTW4z6UUxJu7LTWVZfJRnPabFiwDIbBgQn2oCmY4P6jeemJsGIp9iknxH6u0ob0OnkejzHOfZDaWeawvy4nm0R4dB6bc1GTrWVw0Rn9748i3+deRyz/HC1B1cOuH9Id2+qF7E1vo53Dv3WVRSX5qb9yw6JBW0zE/DayNf9LU7lFEbsKnGXoOpt5nzqi5AK5sB2JlwEKfKOaKtrJJ4c4mKlVn3Y1o0/s+xQBAqoUZjHo8oToFAIBCExNeAPECITwKBQHAi0E3TuPYTKK/IBrD8+skef6Jl8VEsi4+iyNLDjpq7oNrt2bSIzdCzGWcPHO3ThGJjF3B37nf4duZ8nixv4J/1LTj75nq/uYMPmjuYE21kd0c3LkOu1wiaLe0Wrtl7jMcLs7g+LQFwR7QY580js7HO0y5Q5JN+0qTjEikwOO3Ol/j0r+2V/HjNflw+noemMjMGIpFRVqFQBmxl7fz7/aPMPiONLks5T2xejNxnPTkxpoxbp7025KE+1DKJvx26lu/P+4NHeApEjxRa2mttbB2mjsDtprZNRStrAWjXtlMRVeG9oSxzKEei9bIlJIS0IoHg+BBqNGZ/P5FaKhAIBCc8bwL3S5J0hSzLb43nxEJ8EggEAi+4JOu49hO4GajIVu43BU/2oooUmiKIMnVQ5Gd8s3kbu/fcwpTCR3m88GvckZ3E78rqebvRPZcM7OwYSEvzFUHjAu4vqiJLr/NEQCXedSeZ997vaVOdkupXnLGWlND6938Qf+MNA+fGYePWPijyKdZL2t2mkma/whPA3L6vD0oD7/vbbfusgh98VoxWJWN3GQBIMLRw1+wX0KqHVjxcW3ohaaYGJscfU5xFFyH3KF/U4PW5Alc1jLJFkduZ6zneH78f2Zco1rfYLzb/i4KLfhr8ggSC40So0ZiSMYKKG2/y6hdlnDePxLvuFBXxBAKB4MTgUeDbwAuSJH0sy/K4leoW4pNAIBB4QVaFlv0daj/BAFmF8WQVxtNS20V1URv2Xgdag4bOll72rndXQdv2vzImLUxFN6hKXmvrJoqOKNnouzhc9AAGQzoT45fw3LRcvpPdza9L61nfqiD8xTMKPFlR7xGfTIsXM/2+72Gw9tKrN9BljKTDFEWMxcdnustFwy9/ifVYCVHnnEPL838e842b7JLpGCQ+RXuJfHpqfbFf4QnAFOL8/f3sLrc4o5Hs3H3Gn4nRD32MarpSOdqWz8rszwDlWXTTpf3uG0F6PumsBwM2ndE6A1VfpFaDoYGGiIYAPaBpy+dwUeBlCAQnCv1RnEGZjqtU1D/4M58V8rp37KDytm+S9sjDoqqjQHAKcCp6Pp1OyLLcLknSOcB6wCxJ0g/6bpf6aK/8y3EAgisHIxAIBKcJcojWg6H2E4wkId1diW3eRXnMOieLRV+dQGScHoCeTjt7Pqoc0r6s/I+4JSEluCgr/5PnaHqUkQfzAxuED2ez2UKRZUDMibvqKiYYdJ7jqpShvk/G+fNJ//2TGGbO9Jwz//N1qr71bZ+bvf6Nm/nNN4Ne33C6zFacDvdjFBGlRR8x9Deoow2dbCtrDTiOJcT5h/dzymo6bFEj2h1umeReozq4SMJMqiiUDwbl+aTtPYzGXuO3WVJPEmk97teHjMz++P2KIqw0pdVYi4uVrUUgOEFIvOtOCKZipMvlU3ga3KbuwZ9h2bx5dIsTCAQCwaiQJGk78DEQg/vbzGPATqDNy7/AXwqDQEQ+CQSCE57GxkZKS0uxWq3o9XomTJhAcnLymM6pUmtwOUcaCSvpJxgbNDo1Cy6dwCevHAZg98dVTDsrA1OMnq6uo5jN24Iaz2zeSlfXUSIj3ULHxrbQDHM3tnUNqYCXnxTPob40vv/edR81na0sdtmZPf8MTwpd1NlnU/fAA3S8+56ySfo2btr09FFFQLUHMBvfVNKsaJyduFPkZGQkBSpMf7v+fgPnVfyv9AKmJhwdcr7HaRjy/2CYQAlF8lSFkU8ujO1vB2jjjnrqpyKygnZ9e4A+7oiqGeWyqAImOOkwLV5M2sO/oO5nP3cLS76QJPc/f20G43LR+MSTxFx2mfCEEggEguOHCrfoFODLTPgRuySBQHDCUlpayoYNG6ioGGnqm5OTw/Lly5kwYcKYzK3Sm3B1Bx9lqtKHmpAkUMLkRansXV9JS40Fh9XJ9nXlrLh+Mm1tX4Y0Xlvblx7xqdMRvNg4vN8XrZ3sbB+I7/nYGMPHxhgAFnXCfa2dLIuPQmUwkP7EE3Tv2YujNnClNQBcLpqfeXZ04lPjgJ9VTNJIv6euXseIc94ow8VuHJyh8GuEhMRuHJSNiEyTOdJWQE1XKhmRA5UCI9S9wEAElNIsuv3yDN6TLlWccmfoeA+d9dCI84P7Z1myiLO5q/Q5JSeH4oa194YkMbVCJqtZVAETnJzEXnUV2owMmp95lu7t20dcN86fT8xXL6Pupw8GNW7vgQP0HjgwdCzhCSUQCATjhizLc4/X3EJ8EggEJyS7du1i7dq1yD5C+SsqKnj11Ve59NJLmTNnTsjzOJ1Ourq66OzsHPJ/R3d34M7e6BFpd2OJSiWx+Ip8/vfHvQAc2ljLrHMycThC2+AP7helUYc0Rn+/12pbuP9Ilc/Ev+FV8mwlJcqFpz66t2/HWlwccqTAkMin5JGRT5EG5V8LXsbKTNSoFUQ+OZF5GW8pdO6+h1smDRGfpvRFQtVaUjnSOpHJ8ccUrelt6WvIksJ0IUnCqR8pXl+wU6YqCQ7lSKhcKqa3TvdcOxp9lB5NYHNyySVz5Sb3KyHU6mECwfHGtHgxpsWLfRZCaH3l1bDMIzyhBAKB4PgiSdJsAFmW94zlPEJ8EggEJxylpaV+had+ZFlm7dq1xMbGjoiAstlsXkWl4f/vDlVk8oHLGd7xBCPJnhZPxuRYao6YkV0yW/5byvSLQtvgazQD/ZbGBTuGu5bd0rhIvmjt9Cs89TO4St60zVuCnM/NaNK4AqXdLclPVDzWTpw8Ri8/wIAayWcKnhOZx+hlJ74jy4an12VE1jMproSjbfmsLb2QgrhnUPmqLNdHNVkUSdOCMhu3G6bg0Ga4PZ/6ShPOrprJbR/toSoRdsyegi3RHSGmtfaydOthDl8gI6ukkfP0HUsumdXvuZhR4V5vqNXDBIITBX1Bgdf3nLBG9Q1KLdYkJo551U+BQBAi8ilqOH4a/nYsSVI08B/g3EHnwO3/9DVZlkemnowSIT4JBIITjg0bNgQUnvqRZZm3336b7OzsIaKS1RqcUXHYkL1vsLu6jtLW9iUORxcaTSRxcWd60r0EwSFJEmeuyuc/v3YbdJfubqLwrJkBenknLu5Mz+1CUwSLYkxsaVdqpy2xMAIK9/+Ne3qm4CJGUa/+Knl/CXHjNpoNX3vjYPFpZNrdpJQoFuTFKzIdB1iHnXpc3ILeawqeC5mf08Nng7yeEpwSOQ4VOlnCJslUaFyeNLvBXDrhfZ7ceSdH2vLpsEYRa3CnwfrQfDggz3AHUgVhNg5g009zi08SpLXn055yG631fySpsxxXzBRP85n7DpB/zE5Km8SbS1QcypFGjDe1wh3x1C88GefPF5tmwSlL2KP6XC6qbr8D2cvntzYri8TV3yb2qqvCO6dAIBCchkiStBL4kIHyKbv6/j8HmAeUSpJ0lSzLb4VzXiE+CQSCE4rGxkavHk/+6Ojo4MAwD4lgMJlMREVFERkZ6fn/lxs+xakK/i1SOyy1qLV1E2Xlf/Rqhh0bu4C83O8QH78k5LWfriTnRFMwL5niHY0A7P6fTM458zG3j/Qm8UVs7MIRAuB9ualcs/eY4pp5LU3lnOeKZX+0MuGpn81mC8diEogOqpebUDd8sizT3jTI88lL2h3APSsLuOnFrbgU/gq4Eyc76SYPFXPRYAIuRks6alRIFKDmMxxk21Wc2ashyzkyvVFdvBSLoRFTSpHn3NSEo3x96uuUtud4hCenLKEeFgElSWA2p1DeOx2CL1iIrHI/DpIsMbf6fJBUlOdeiKz6AodWC0B0dzeLrrgcfUYm3HcfM15zUpUI+3MlenQQYYMZ5W6PJw8qFYl33gG4qwhuKmmmq9dBpEHDkvxEJqWMrPInEJxMjEVUnzfhCcBeVUXdTx+k5YUXSf35z4Q/lEAgEISIJEkxuCOe2oFvybL85rDr3waeA/4iSdJ6WZaDN8H1gRCfBALBCUVpaWlYxlGpVEPEJF//N5lMqNUjN8MtG/7BIbKDnnei1OC5XVv7bw4X/QR8SBlm8zZ277mFKYWPkp7+taDnOt1Z+NWJHNvdhMspU3esnckrbsYdKaxMOsrJuX3EuWXxUTw+OUtRCh1ASWRuMEsewu7C6SwPoV+oG77uDhsOm/te6Y0aDCat13ZL8hP59aoZ/HjNfsUCFLhNyMuwAVCBi1/ijqy6Ah27rA5W9GhReUnPk5FxtuZRteF7pM57hdgJmzzXlmVuYVHaDs/xOyUXsatxJlMSjpKsryfXaaXdnEZ3dyyuDO9iWiAkVw+SLHHOsauJd0RiMVXQFamlxzjR0+asvDySvvlNwB15Vvezn5PV7CKr2ccDpFKR9sjD7Ekq4KnnN3uNJFuQF889KwuCSnVUgr3BQm+JGbnXiWRQY8iPRZsiCiEIwo++oADjvHl079gRuHGYsJWXU/mN20j75SPCH0ogEAhC47dADHCeLMufDL8oy/KfJUlqBf4N/Aa4M1wTC/FJIBCcUISaLjdlyhTmzp3rEZUiIiJQqRQaD3thVlIvh1pC6wfuiCd/wtMALg4XPYDBkC4ioIIkJimC6csz2PdJNQB718Vz1jd/yZGjP0WJANXS8hmJCWeNOH99egJZBh1PVtSz2TwyBW+xeQ8q2cmmuNEVC1kv6Zg9cxYx+/Yq7jOaNK6hle78CzXXzM8mM87I0+uL2aowBW8wn+OgFhfpqIhG4lannoo+Q4XhvlADxyrqd9yM1tQyJAJKq3an7LXbDXzWBarIClpNGRhqe6izJnjaZbQ1uW8E4fmEJDG53sm8+mtQqe1Yogcbm7vfP2Lb2shJTvacVVIFLPHOO/ifJoMf+4kg21bWyk0vbuU3q2Zy9fyswOsNQG9JGx3rK7GVDf2Bsh3Q5UUTvTIbQ37cqOcRCAaTeNedVN72TXApjRcNA7Ls8YcSEVACwfhzSno+nV7MA3Z5E576kWX5DUmSSoH54ZxYiE8CgeCEQq/Xh9QvJyeH/Pz8sK2jLXoShCA+tUW707jKyv+I0ggccFFW/ichPoXAvItyKfqyDluvk7b6btrLlnLG7JcpK/8TZvPWEe0Nhix6e6sAqK7+GzHRs0hN/eqIdsvio1gWH0WRpYeNbV10OpxEadQs/ez7FJa8xeWznhr12r8wd2E5+xIe278PtRKPs0FpXKFgHuz3lDzS72k4S/ITWZKf6EkZK2+28LfNylJiXcDrWLkXt8g1Sa9GjQuNBA4ZmhwuOr3+eahoPnQJHfFHKO1VMc/kRN+nIX/Q6URK/BSHLZ4Gq4NZ1vOGRFHFd3eSZm6mLlZhJJEkkd7SzoLGWFDbPYbjwzHHxlLkkkkadC5QFbBNJc1+hSfP4yTDj9bsIyMuYlQRUJbt9bStKfZpmGor66D5xQPErSrAND815HkEguGYFi8m7eFfUPezn4+vAOVy0fzMs0J8EggEguCZgzvtLhClwMpwTizEJ4FAcEIxvGrdWPfzRU3cNCg7GFK/rq6jXj2e/GE2b6Wr66gwIQ+SiEgdZ1yQw9b/utM1t60t48YFi5k7Z4lXk3eTqYD9B+6iqekDAA4XPYDJNImoqClexy80RVBo6osSajwMJW9RZMxlS+xs5RE2fthVOJ03zrmIq9ev86Z7DNCXxjWajVagSne+mJQSxaSUKGRZ5oviZkqblRmyv4ud22UDRknCqJaYYRyc3qqm2eHiSK+LZseAYlIdfYSdyR9QVx/BpTE2j/DUaJfYYnF/ZVHrWklud6fEDY+imltRxLqYJcgKnhdJlplTtX9AcPLVRZL4pLmJjNLSEe8zvqqAPbW+WHHKokuGp9cXhyw+9Za0+RWePMjQtqYYdZxeREAJwkqgaMCxonv7dqzFxcLUXyAQCIJjF24BKhDzGDAiDwuh56QIBALBGJCcnExOTk5QfXJyckgelBYTDip1oW3OKnVxtLV9GVLfUPud7sxamYUpRge4fY32fFwJQGTkJLKybiEv7ztkZd1CZOQkJEli6pTfYuzz83G5etm3/w7sdnPgiUo3ALCxP91ulMITwEWbPuWqT95Fwr92EP/1r4/a32RIpTsfZuP+kCSJC6crj5pZiRZfs8iyTKJGxZkmNdk69+NYnfsuHQueZnpmERdE2TgraqBC3rp2La5B6pDW5d2vKtPczFlH9yD1R5INjyjrO5ZkmeVFe8hsb0YJMu4qnEo42tCpuFpgP1vLWjna0BlUn3461lcqLxEtQ8f6qpDmEQj8YVq8mJxXX2HC2ndIeeABku65m5QHHsAwbdqYzmvZvGVMxxcIBIJTkPXABEmSrvDVQJKkbwGxwMfhnFiITwKB4IRj+fLlSAo39pIksXx5KLbN/rFEJQVu5KOfw9EVUt9Q+53uaHVqFlw2EJGy+8NKujtsPttrNFHMnPEsarW7alxvbxUHD92LLAdIGbG6xYFOdeCUNSXMKTrAvf/4iyflzt8rvvVvf8OyefOo5htS6S4ptPugVHyai5ofYPD5d9x/XpIkJmUcIf28X3DugrdYFW/j4hg7X4l1oO3r2mCT2NsztCiAXWX3OfeU+gou3reJNHPzSIFQkkgzN3Pxvk0UNgZXVbOiooLGxsaA7TaVKBO0wtHP3mAZ4fEUCFtZO/YGZdFrAkGw6AsKiL/5JhLvuIP4m28i+f77YBT+i4FwWcTnpkAwvkggn4L//Mefn1LIsvxDoBx4Q5Kk+yRJ8hRfliQpWpKkX+OudtcG/DqccwvxyQuSJF0lSdLO470OgeB0ZcKECVx66aUBBShJkrj00kvDnnIH4CqrCbmfRhMZUt9Q+wmgcFEqcWnuil52q5Md75b7bW8yTWTq1Mc8xy0tGygre9r/JPooAKKc3f7bKeTmd99U5vUEHn+TUJFlOeS0u8HMyIghwaQL2O4W9KgVfJEzZ2yget7jRMdVjwhS6idJK7PQ5BxyrjHCLQLJPkJ+Ms3NfHXvRlSugX6LSvZz9tYtnL97G5nm0AQiJdU4u3odAduEq19viTmkuULtJxAES78n1FgJUCqT+NwUCASCEPga0AE8BrRJktQiSZITt+D0A9z1Ss6VZTm4X7gCIDyf+pAk6XkgHmgFzj3OyxEITnvmzJlDbGwsGzZsoKJiZIRCTk4Oy5cvHxPhCSCy4jChvNtGVhwmLu7SkOaMizszpH4CUKlVnHnFRNY9sw+Ag5/XkD0tnvamHuy9DrQGDZmFcSSkD2xUkpMuICfndioqngOgrPwPREXPICnRh7fiBHeE3dK2vt8mRuH5lFtbxaziIl8e114J1d+kpbaLsj3N2HvdQoxGpyIiynvaWiD+vaOKVovvqDKAPFScgWaIGbg3LPGHaJj6Mkh9kV8+mqokuCbORqtDotjqjoDq1HXSpG8iyao8QjGpuomPeiezWcriFmcdmKoV9+1HSTVOu1NpDtxQIg0DX8n6Td67eh1EGjQsyU9kUkrUiD6Olt6Q5pJ7nYEbCQRhYiw9oUyLF4V1PIFAIDgdkGV5FxDXp4F8Dej3GzHjTrX7lizL7eGeV4hPfciyvLr/dl/UU+zxW41AIAB3BNSECRNobGyktLQUq9WKXq9nwoQJYfd4GkGoKXCOLiIjJxEbuyAo0/HY2IXCbHyU5MxIIL0gltpiMy6XzLo/7RvRJr0glnkX55JVGA/AxAn30tmxn9a2TQAcPHgvC+a/jdGYN3KC5CmQs4TCik0sMu9xm46HyJwit5l9sNKVZfMWxeJTVVErO9aVU1tsHnLeYXPx9pO7hzwOSthU0syP1+wPaC80t++rhT/hCaBlwn89wlMgVBJcEG2nuGkg/e5w3GES6xMDzDNwbb8jzXPYihbl93wAf9U4e+1O/vx5Kc9uKAlhZJiXE8emkmaeWl/s1TNqQV4896wsYFFqND17m7DsbsReHdr7lGRQB24kEISRwRUiq+68C3vV6L3HjPPnC7NxgUAgGAV9GshqSZJi+o7DLjgNRqTdCQSCE57k5GQWLVrE8uXLWbRo0dgLT4BO7T+6I1C/vNzvoPwtViIv966Q5hMMIEkSqRNj/LapLTaz9qk9HNpU29dHzbRp/4fBkAGA09nFvv134HD48MRZ/gOQVNxX8TdUcujRI8be0FL3lPqbHNpUy9qn9owQnvoZ/jgoQWkFN5OCsaymGnrijyg2ypZlyDe4SNUM+HI1RTRRHF08pM1gWiKihgxfEzEgN6XNCW3D6ivS8vOjTVz4f5/z5EdHQ458uvXl7dz44lafZuXbylq56YWt/OVXGzGvLQ1ZeALQhOj5JRCMFn1BQXjS8FQqEu+8IzyLEggEQSHL0in373RCkqRfS5J03+Bzsiy3j7XwBEJ8EggEAq9kx4eWltTfLz5+CVMKf4Wyt1kVKpXviAqBMqqKWtn9QWATaVmGz/5eRFWRe5Ov08UzY8YznufAYinmcNGPkb2ZEE1YAZc+xbL2PTx+9PEBAUqpd1Mfh/JCEz+U+JtUFbXy2d+LAi5p+OPgj/4Kbln2Ji5p3crVjZ9zSetWsuxNI9rqnIG/xHUnHHLfUPh9rz8lb5JhqOBncphGtKmOTeS/s5bynwUrkQdtcO1LUrDOT8QZryc1Oy0sVTXr2nu46x+7uPmv2/j/7J13fFvl2b+vR9uWh7wTxzu24+yQTQIkEKCstCWMthToLqV0/Lpoaft2vm0pndAChcLblkBLgTIaRikJJEAgew+veO8pD9nWfH5/yNuSLclyhvNc+fhj65xnSZGOzvme+/7eFa1DgmJ2gjnojMyWbseE/2ce4D7Zyz76/aG0Ak1k8EHsrU8cp+P1Cjx2lX6nOP1M2gdKo2HmT3+C+cILw7swhUKhOD+4Ca/X02lHpd0pFAqFD7L1Ng4EFMMxtt8Aqak3YzLNorziQazW3WPaajSReDw9gJujx+5ixYqXMBkDL2WvGMm+VyoC1oCk9LYfSDuLiV5AwZyfcuLk3QA0Nb1CdcxiMjI+M7bz0tvBksEtO35F+pFv8tvM23nfckFQaz1QsID9c+aztOh4UKl3gfibTOZ1GE2hrZd327s5+vJW7j3yTxaXFY1pczhrDk8VXMFRUxYA+j7A7DU591c0wKPt9bm9hnSOsZAGZtBOPPG0kUIDCzhKGtUYNRDtiCa5N5kIVwSpPamDfbc6cnHMiqZqboZXiRrtySUlMt6IM86ANcHAh9atY/Pmzb5FxtGMqqrpdHv4y85yfr+1hB7HkIATbdJx9wfmcMuqTJ7bX809zx8dN1pMI+DDS2bx4qHagKLKwCtAPWF0cfnVBUQuSsRR103L48cCjiIDwCXpeqsa275GYq/KIvKCZITm/LrzqzizTOQDJYxGpA+PtcgVK0j84p1KeFIoFIrQ+RfwTSHE9VLKF07nxEp8CjPjVMkrOK0LCQCXw83JF2rZ9+gpmo5ZcTs8RM0wseAjmSz/XA4xs1RYfrD0VLVS+8JBWnYU4ezoRWPUETM3ldRNS0lYnYPQqmDDYJDSjtPzHxyep/HIIiQuNCSh134Qg+ajaETKlM1traxG48rAYwr8c6Dp68FaOdLHIj5+LfHxa+nuLqa9/T1crm50uiji4tag1ZrZu+/DOJ1tOBwtHD1yJ0uXPk1vb+WYtuHyg5LWKtzHX8JT8S7YO0BrRKTMQzvvQ4j0lQhxbr5HW+u6/aaY+aOuxEprXfegCfnMmTfQ0XmY2tqnACg99UuioucRH+fjIidnPeSs56LGw6wtepSTthf5tPELVIqZgU0uBA/fcCuP/fyegNerS0nBkJs7bptwvA4A77R18ZuKBnZ12Lhm51t8/ak/o5VyjEG6BBZXFLGgspjfrf84h6IuwOzU0OLykKjz/17SuEdW23uLy/g3m2ga5/UrkMdZ3LeLK2sTxuyzSy3d8dE0DAhPMNbBfNj2X9U3s3zxbDZu3MiWLVt8ClAD2pWUEld1Dy/c9yRrb7oaTc5svv/iUYobR6a9bVo6i3uunoulx0XP+3Vc3Qfxq2bz55oW9tSMjWRflR3PVzbkkRRt5PmDwVXXPGB3UJcdRX6kHlNuHHGb8mh/vmQCAUpiTn4PR1cWzl5vmqmny0H7s8V0v1+HZeNsjJkxPns6G230lVqRfW6ESYsp14I+JXhxfrrQW9lAy6u7sO4+gbu7F43RgHluJknXriZ6cS5iiiq7TTcGfKBsxwqpfuxVmvdUY2uVdLiz0CRlknepgZkzG9FiR2OOwnzhauXxFCDNx60ceKSEU6/W0Wd1oDfrmHVhIks/n0fmpSkTVhNWKBTTmp8DnwceE0JslVJ2na6Jlfh0nlJ/sJ1/3PAuHVUjfUfsXd3s+N/jvP2LE1z2owVc/J256gsqADwuD6UPbKX22X0jtrt7HLS+V0rre6WYZyex8L6biEi1nJlFnmO4PEfocX0BScOI7R66sbvvx+5+EJP2Gxg0n5+S96i9uxVjh6A3Iz+wimZSYmysxh7b6nN3VFS+TwFp4YI/cPDQ7UjpprPrCO+9dwkO59gy8BbLSrKzvkR8/NqgnwuA9Lhw73wAz4mXRu5w9iIr38NV+R4iIRfdB36GiD73oq9qCttD7jdcdMnP+z5dXSfo7DyIlG6OHfsKK1e8hMmUOqavx34Yp+suyGrC40ijsnomBFG/7lR6FqdS05hdF1jVNVdjI/Xf+z4zf/JjhE5Hoa2X7UXltFVVEdnXy4UeJxGeAMWvUQx/Hf5e18o3i6rxAEsLjw0KT/h4ZgOPtVLyte1P8Zc1saCfR1GfhwSz8PvZjGydB8AxuZC/iM/RIGaNv0ApKRTzKUqZyyUdh5jbUDVit1G4EbPNAVcf9AC/rWzghXGqagoBSU1NzD9+nJTGJu/G7f/gaEIOkQVXQJL3Ijg/JYqffmgBiz0aOv9eSGP5UJ3MucBvgepZKZwytBBVfYJIVx8Z6clkrctD2gWPv3IsoDWPZmdpy2AFPPOKGWjjjHRuq8ZRPlbo0keUEZW4DaP5FDJO0Nd5AV3NV+FxecUmZ003zQ8fJmJxErFXZ6OzeFNQ+0rb6dxWhaN8ZO3PDsCQHUPMhgxMuXGjp5u2eJwuqh98gdY3Rn7Xe3oddLx/nI73jxOZl0bO/3wCQ4JvIU8xkobdjWz9zCF6m+NheBmArg72FoPGoOPCn6xh3u1n3T3csxKX3c1/vriHY09VjNju6HZR/GINxS/WkLoygU3/vJiomRG+B1EoFNMaKWWHEOIyYBtgFULc3f93mZ/2oRQA94kSn8KMlHKZr+39EVFLT/NyfNJwxMpfNryJvdPlt410S7b9z1FcfW4u+/HC07i6cw8pJUW/eIWGV4+O2852qpkDX9jMssc+gSlZnZSOh9tzHJvrFmA8U2YXfe5fInFg0n457GvQCRu6HiPG+krsMzPHv6iVElN9BbqeLnQWP0bVfoiLW01e7vcoLvkJgE/hCcBq3cPBQ59kbsHPSU29Kag5pPTgfusXeEq3jt+utRTnS19Gf/3DCHNiUHOcaZx9/o9nwfTTaAwsXPhH9u79EA5HC05nG0ePfYllS/8xwpfLYz+Ks+l2kN70sZ09A8fJ4ITQX3/88/zx1z/0G1U0erSO55/nfaOZv15yJXsHvsJjZ0C/z/qi4pNs6txFjHsO7XGBX6wNvA7vtHUNCk8At7/6r0HhaSK0UrKh9A3K586jxSU5aOvgAnOsTwHK0J3KTtstPGy+HhlItF3/GFJoeDv/AqL7ekizDn1W2iKjqbckjk2184eUvG+1UWjrpSAnh3pPDA+UbGeG6GSutYJLqg4zo7GBmM7OMf8nC1vL+NnOR3l4+UdY9Plb+dTabBwHmmjxE3nkaj5JwjsvY2ktGTFO+R9+gzYhD33BByApa+I1j6J71HvXlBuHKTduMErJ01YPp/6FIaIQvbFpsJ0QkojYAxijj2FrXY+t7WKQXq+63sPN9J1oJeqSNDRRejr+fcpvNJWjvJOWx48RtykP84pzT7AOFun2UHHfP7C+N75Y2FNSQ/HdDzPnN3eht0zs0XY+07i3iVdv+i/ucbzHPA4PO7+zC4/Tw4LPzzuNqzv38Lg9vPjxnZS+PH4kZd2eVp66Yhu3bb+CyETlN6kIDgnT0qA7tFIh5yZCiL1ADt6zR8H4/k+SMGpGKi74PENKyb9u3zWu8DScHT87QfUu3xfDCi/N205OKDwN4GjuouiXr03xis5tpPTQ4/oq4wtPQ9jdv8PtCez1D4aoGO9x1tDRTERVMVqb74hUra2LiKpi9B0tI/oFQ2Tk+KlUQ3g4Wfhd2tp2BjW+p3TbhMLTILYmXO/+Lqjxzwb0ptC+F331MxlnsGDBHxHCu6+z8zBFxT8Z3C+lB1fr1weFJ4AuGdod5MKcPD74m8e4585v8u9LLudEdi59egPgPRvoWryE9Mf+TOymTQC8smY9X77oKq/wNFoUkpIj+XP5yWc+QX3kUWbWvxfwOgZeh99UNAwKT1l11SwuKQz4hEwC2Y3FmG3eCnrl3UUcM9l4OkPPYzkGns7Qc8rsPe3Ym6DjYfOmwISn0fMIwY78C9iTNZd3chextWAZ/523wrsz0CjI/nbvtntT5+7fVkK7JwJjQyef2fYcc0qKiR0lPMGQGKhBcteBZ/i4vgl3eYfflDdHxbv07vw97mHC03DcrSVcvPNBrqzcE9i6h1Ha1I3dNfaiXZ9iJurCGZjt92K2vD1CeBqORuMgOum/JGb/FlP0kcHt0umha1sVHS/5F56GGkP78yX0lYYWeXgu0bp134TC0wCOhjZqHvn3FK/o3Mbj9LDt89vHFZ6Gs+uHe7GWTnkhpnOaQ4+fmlB4GqC9tIttdx+Y4hUpFIqzFA3eU5oOwNr/299P2KKe4ByPfJpENNFNUsrnwr2ec4GKHc00HQvuy3vPw6Wkrz63oiBOJzXP7Zu40TDa3j9Fb007EWnnT6pCMLjkTjy+oz79Yvc8QaTmV+FdR8ws0iJrqOmJ9UY0VRXRlX8BaLUAGBqr0XV3oHX09fcQpEVaccWkBz1XReUfg2jtobziwaDS7zzHng9qPbJiJ7KrHhEdWgrXmSCtILTPk79+cZYV5OZ+h5KS/wWgru5pYmIWMSv1I3j63ka6RqZoRQvfBtqB0BMRya5Fy9i1yBs4K6QkqseGRwh6Is38T/pMPvqjVexLz+a3+UvxDPjJ+PE08mg0/ObWz3HfA78grj0+oAiotII4Cm297OoYitxbWnjcO2yAz2OgXVx7EUez09k5bzkVKZYx7fIaW+jUSaQI3VewK8LMgcw5IfcfHMflHqzkB3BL4RtoApXbPB5aHnqYiIu+4TfiyX5oMxMpOALJVw8+S1NkHIeSAvezeelwHe+VtfLJNVl8fFUGlkjD4D5Z8x501wc0js7QjmXW33Ek6ukqW46zLrjoTSR0bque1ul3UkqatwQu5gK07zxKWlsn+ngV6eyLytersNUFdpMJQHokJ/5SyJqfrZrCVZ27SCk58HBxUH0Kn6visnsvwJxsmqJVKRSKsxF/mVqng3M68klKuUxKKUL4OS+FJ4ADfwnuoh7g+LPV9HU6p2A15z49Va10HA7Mr2UQCfWvHJ6aBU0DnJ5nQ+jzMlIGfhIbCDPcsDqxChHghahAsjqxmhlBVi7v7i7Gag0u6sFq3U13d2AnmbK9Atl0IrhFIfEUvR5knzNLQmoUqXmWoPqk5llG+D2NJj3tk6SkfHDwcVHRj+joPIyne+xXyNrIgei7yQduSyHoMkdhizQjgZ+U1TNv53Humrt8SHiaAI9Gw+Zrrier4j8Tth14HQaigAaI7AvtM/Xs6j7+vj7GKzz5iM4qSUmkMSFp7L4zgHvLFup+8EO+evAZ/mfXX1jYWhZUpFfP3r307N6NdI/9jnQUvkyg7wcNko8VvhHwugdo7rLzq9eLuPAXb/LDl45R2eoVjmTJy377FNsT+Vvbch5sWcvf2pZTbPfeXDJYnyHpzgXEXJER9Doc5R04G4MUrc4hekpr6S0PTMwbxO2h9U0VWeKPor/7jgYcj5JnSvG4PBM3PA+p29NKy8ngAhTcDg/Hn66YmgUpFAqFD87pyCdF8LSf6p640SjcDg9dtb2YYvRTsKJzm95a62ntdz7gkZUTNxqDHQ+NaMkO2zqSsRJptnLFzBJe61iKPXHWYNQTgCMlHUdKOlpbF8aWWq6OPUCm2UoP1qDmaW8P7m768H6BVMCTHcFV0Rrs1xlavzPJ8muz2HL/ocA0DeFtP24TIZhb8DNstmK6uwuR0sHRo3exJCOG0UfDfEMNq0wn2N03dZ4kzmC0Gik5nD8Pa2QvZlsdNvNYw3TwBksNvA5do1K4eoKo9DjA/jnz2brmYxNXnPO1L0hmtTeR1dKA0eXAodXxbv6SoDyfEIJ5zz9DSn0NVw1fYoDzD7Trfa8/TVUXgTDFoDHGgEbnN9XO53KARa1lZHQ2UBUzvn+SRsBNy9N4q7CZpi5vKfpep5u/vV/J5l2VfGD+DD4l+8aEhb9ny+IPLRext3esuLQiooovJ77LxY4ORIgprH2l1mlbAc9e77uQxEQ4Qux3PtBZEXxxJUenk742O5HJyih7NNay4M/vJ9NPcR4jQU5HDfjM3w87bQghfgG0Sil/fbrnPqcjnxTBE+qNZl9lqBVM5gUN7zqmFaG+NuF9TaXbexffaUmkJ2MObnO0zygOtzmanow5OC2JI/oFissV2olfqP0C59x7j6YXxLP+1oKAtIfIaAMzsmMnbKfVRrJwwUPodN7UGbu9nsLaap/HxK/EPYeGs+SMrP9FOFAwn7j2Ir/N1t9aQHqBt8JUtE47Yt+BgvlA4O8ECTxxzQ0Qgo9TKGS1NrCwroz8phoW1Fcw09oSlOfT4uITZNcHGbk6Hq5eZHcj7tYS3M0ng+o6sOoLWsYXrDQC7t20iF/esJh3v30Zv7lpMQUzogf3eyS8dqyBm49fyc2Vt/F61xzcUvCMdTGfrP5ov/A0+n9Usrc3g09Wf5RnDjUh+4IM3xwYJcR+5wQhfmerr3r/hP7aqBfVFyGfp6uXU6E4H7kJ+OWZmFiJT76xMKLe6/TBkhn8nWyhFUSnqrtMvjDNmPjiNZz9zgcEE5Rc94keDclhXYd0d1NGOv+WV0wcxSEE/5ZXUEY60h2cKKTThVYNKZB+9pIS2v+zm/bdNqwHe3C0BFERLurcrF41b20qG7+6xH8KXv9/WU+ng3eeCSx1MTIyk/nzfzfYuaOnh4rWsWfsF0Ue4xdJjwwJUD7EytNNjykSnavP7/6iXQ1UF3r9ji6KG/meqkhN53BeQcCRQBUz0ziSP3fqn2f/+LPam0dsXlZZiAhwbo3Hw22vPs+7Mxfyx8Wb+P2Sm3hz1gWhrUdnCpvgdvuiJFZl+z79WJUdz+bPrOLmFV5fOYNOww3L0njtqxez+TMruSQ/aUT7A73p3FV7AxeX3sX3Gq7BM3jK59tG3YOGe16uYHdXaOmWwqSduNE5iiE5ND+rUPudD0SnBR8lp4vQYYpT/kS+iM0ILeowJiN07z2FQnHO8i8AIcT1p3tilXbXjxDibmAF3rKDOf3bTgEHgDIp5bfP4PLCxpLbszn2THVQfeZ+eBYRFsPEDc9DzDlJRM+dSdfJ4LwgZlyzcOJG5ykG7Y24XMH5Dek1H0CI8Ja01rnbed39AdAGHknxX/daPin+G9Q8cXFrQlgduNx9SOlB+Ljotb3/Pi0PPkTPvpFm+K2AaZaeuNVmIjPG/0xr8z8Q0rrOBtIL4kkviKe1rpuawnacfS70Jh1pBXE0VXTx5hPeqJSTO+tJK4gjP4Ay8YkJ68nO/irl5b8HoNYqiTZJEqMENruko1fi8sAlmm085TjFAz0f533LKDFDCLJ6a6iISAv3U/ZLZF8PLn203/11JVa23H+I9bcWMG9tKqtjzSNMx5+45gbue+DnaAMQdfb3R0pNNp1uQoRgprWF+J6RaTtp1hYuKT7E2/mLvVX0Rqfg9T/WeDx848k/s6zoOHdc9s3BNLeT8ZlcVnsQSeCpdwCRl3wHTfQMpMOGtHch7Z04q97DVb0r6KeWnZHMP2+/kOLGLnaWttDd5yLKpGNtbiL5Kb7/H4UQXJyXxMV5SRQ2dPLYO+W8dLAGZ78G2uQO3PDaI+HPNS38NuiVgynXEkKvcwNzQQbGtCTsNc0TNx5ACOIvC1HQPA/I/0gutW8Hd+6Ue2MOGr26b+6LtDVJWHKigkqjE1rB/I9mTd2iFArF2crPgc8Djwkhtkopg8+DDhElPvUjpbzvTK/hdDD7yhnE50bRVhr4l9PKOwOvvnM+MuuGZRT+r39z19FYlmVizk6auOF5ik6sR5CGJPB0GIPm9rCvo10aaNTOCMpDpkE7k3ZpIJgacVFR+VgsK4M2HS8r+xUtLVvJz/8fYmMWD263Pvcc9T/4IXg8OGd6sM+RSBOIPjAWCah1Uv+8laTLo4lZ4DuiUaStQFiCr9p3tpGQGjXGUDx+ppmawjaK9zQCsP2pIlKyYohNmvjub3bWXXR1HqGl9U0Aiho81Bih2z6qob6c78sfoi2MZp9uFV3aSKLdPVzUvh+A9Sv+Fvj7ajRBehotLTxOU9onJmy6/clCohNMfCNrBh85fGowefBAwQJ++/HP8fWn/oxWSr/CjAR2LDo9fj9CSpZVFvrcN7e+got2vcfLF17K4fxR/lv9qXa3vfo8y4qOcyQhZ4S/UnXMDI4m5LCwNfDCHJErVmDMnY2rqRdhjAZjNJCKMMaEJD6ZL1wNQGZnA4mnduGxdaMxR2FOXg1+xKfhFMyI4dc3Leabl+fw17/ez5NNc+mWwUWK7KnpoHpWCum1gVdw1Keap63fE3gFvqRrL6TmkX8H3Cd21VyMKvLJL9kbs3j/h3vpa/EfmTmaeZ+auHLn+YrQCJbekceb3z4YcJ/8D6URPUtFPimCR8opvsmkmFKklB1CiMuAbYC1PwhnG/guNy6lDK6awTgo8ek8Q6MRbPrLKv56xVu4+ib2Jll5Vy7Z68ObzjTdmHHVAlreLqbl7YlTeHSxEcz59tWnYVXnLkJoidT9BpvrNsAxYXuD5tPoNMvDvo7jrgzvETIID5mBfsGITwDZWV/i4KFPQpB+QZ2dB9m3bxMzZnyY2bO/hftAOfU/+CH2PBdd17hx5I2NVjGUCKJf1dK8tQtdjHZsBJTJgu7irwf5DEbS3V1Me/t7uFzd6HRRxMWtCcgc/XQghGDdLXNoKO+ks7kXZ5+b/z52nE3fWoZWN/4ddSE0zJv3G/bu+zC9vZVIfAhPAFJiteghtpdril8mtXZko9XWQ+yyLAn1CQTcbnHxCSw9EZSPMhtvitFSkaLDrhcYnZKsRhfJnW72vVLB9d9Yyo0pcTzT2D7Y/tW1l9KQkMQn/v0oi8p9R34IQOsKb8XJEfSLaUJ6WFd0iDRry5h9SMnyPfuYXV7G5bvepXxmGgcK5tNjiiSyr4elhccHPZ48CP5RcMWIKTYunsk/mq9g/s5H0QRihKLREL3xVnoOjRVptDGpaBPygjId1yYm4qivp+HHPxkTtQgQuXw5iXd9EfOFF0441oy4aO7+yFXEPP009zVdGvAaBjiaHkl6XW/AfjDOhh56DjcRuXj6ni8kXbOajj0n6To48f+pPj6G9Ds+OGG78xmtUcv6P17M67duRbomfqMt/eZiEuZPS0eMsLHszjxKX62lakfThG2jZ0Vw+a9GlyVQKBTnA0KIvXgzvWLxnsKNF4QjCaNmpGJXz0PSL0zktlfXERE/ftrNhf8vn6t/p76YJkJoNcz/6YdJvmL8KlfGGbFc8ODHiUxXJ08TodOswKz7C95jon8Mms9j0n53StbQ5Ag8VWWy/eLj1zK34GcMHpLH+gF78UCW7nYyM+5AiKHPb0PDi7z//uUUv3sPtrVOWr/s8gpPPsZx5Elav+yiZ7Wb9t2jzNGjZ6L/4P2IGN+V0SairW0ne3d+mN17rqa45KeUlf+O4pKfsnvP1ew/8DHa2naGNG64MZh0fOCz89H0p1Q2VXax68VTAfXV62PIzLhj/EbDvMBO5kfRZhlZG+8blX9DI0M0Zw7K0+gFKrKG6riVJ+v426XRPHJ1LK8vNbN9YSSvLzXzyNWx/O3SaHZ2dPOro9UjhKcBDhQs4Dt3XsvXP6tlx3zfAthd7xwJao0j2k3URwhye2r55MHdXFDmQuuMHLEvqamJg9Zk/h27DE9/bFZWfQ03vPU6t732Aje89TpZw4Sn+y+4iUNJI6N685Kj+eY9t7Llik8MjuHvowgC8yWfoedQpF/N2FBwHcEk8LlbWqj5/B0+hSeAnn37qPrMZ7H+618BjadJXY4r+5qA5x+OPVpP3KY8n8svw82z2Pkrdp7FThlu8Eja/lFEx+sVSM/0dDAWOi0537+d2NUTfNenJpL3yzuU31MApF86iyv/tgGdeZzrGgHLvn0BS7+55LSt61xFa9By478uYfbV43+HJ8yJ4eNvXK6inhSK8xcN3m/4DsDa/9vfT9iinkBFPp23ZF2SzP8rvY4jT1Ww79FTNB3vRHokkQkGFnw0gxWfzyV5vjLFDhSNQce8H3+ItI+soO75AzRvL8Ld4/Catc9NZdampSRdNhetUX3kAkWnuZAY/Q4cnhdxeP6OR5YAEkEces0HMWg/jlbkTt0CQi1aFmK/1NSbce0po7LxsbERSwIMxYLo17Q4Sp5h5k9/QurV/6H01L00N3s9pjyeXtqWVcNShi4YffsKgwasH3ej/YOdpFYPxnmL0Mz/MJqcdQhtaP5u5e/8gjL7Y96vs9G5WRKs1j0cPPRJ5hb8nNTUm0KaI5wkZ8Zw4fWz2flcKQCHtlaTVhBP5oKECfs2NL4Y+ERCUJ4RSby1Y3DTxdYD/Lr413wz/5t4hDa4FLwA2gmPh2889WciWUx9nDdN5WC2gVdWmJH9EUKjvZCqkvU8maSD5la/eonDOJ+aJMFbiwXrjnvfo11G0Gd56L7GjTmvggJ5nEIxP+DnkiErMNPNSbFgzO4o2cHsvhrSqyOZdSqe5M4IYM7QevRWeqKqiOouI6K6jcPzsyAriyZzPB8rfINFo9LnBHAkIYd/FFwxRngCBr2V1v7h2xS9upy2+x/CUnlizBjahHwMBdeiscz1miQBWouRmKuzsO1qwFHu/b/WJc3FuOQ27Ic2E7aSUh4P9f/zA/SpqQFFQEUnZwMnJmw3mj6nG/OKGWjjjHRuq8ZR3sE+XPwVO4cYLZzaWYKWT2Jk+VvVOBtsxH9kDhrT9Pu+05oM5Hz/dmwnKmh+ZRcdu0/g6XOAVkNUQSaJ167GsmYBGv30e+5TRcblaXxs/00U/7OUws1FdJzqBAkRiSZyb5rN3E/MITY7tJtB5yOGKD03Pn8J1e82c/DREkpfqcXZ40ajE8y6MImld+SR/8FZaA3Tt0CAQqEYHynlsjM1twi5NKciKIQQ+5cuXbp0//79Z3opPvF4JNIt0Sojx7DhcboROg1iqs13zxOk9ABuhNBP2DYcPPWlaylJXBG0x05ey14+/sdXgp7P9v77VH3ms369mvT1wz6bGg0Zjz+G+cILaWt7j5KS/6XbVhT0nIZiwbzIH5Bw+1jPLHtJCbb3h3nOXLgaY55v/7eqF++lJOrPAcbSarhgyV+Jj18b9HrDjZSSVx46QuXRVgBMUXo++v2V9PU4xxiVD3hHdXcXs3tPEKmz/e+LVfvaieoZedH+jmUpv828fawxObA4OoLDXYF77gxHeDzMrqnEYUrjkuPeMZ5aH+0VniaJpeonZLQWc/+j3udiW+Om4xb3oOh4TCzkXn7gNfyeCOnhszzMpbxJDekcYyG9RBBBLws4SlRZJg37bsOXoimRCAQSSXdMMb0Rjex0ZVHqHvLTy+hsYElzCZEuOz06I4eS8kZ4PI3mv1+7ZNDUu6+0nZbHj+HuqMPdfBLp6kPoTGiT5qL1ERkYd3M+5qUpADgbbfSVWpF9boRJi6ejGOs//kLP3r1j+kWuWEHCnV+g4Yc/wlkdeDGQyBUryNz8xITtihu7uPJ3bw8+DuY1uTgvkU+tzWJ9fjJPv3WK779RNK62rgHuxsR1GNAlR5J4+zx0idO/Uq7H6ULotOq7PkzI/vNRZSwePtwONxq9Oh89HSxbtowDBw4cOJMX91OJEGL/3Njkpf+45LYzvZSw87G3N3Oyo2na/t+dLahbMwrA6wWFRn0phRONXt1VCifeqm6n72S0t0+DprcHT0SAYelCoOntobcvtDW2PPgQeLyXdvp6DfrxigB5PDT95rfEf+J2nIWFzCiaQWNiBV1X+jIg8oMER76kq6qIGKcVIbSAht49+2j906P07N0PEsSwC35fnjO299+nsvExCPjGtIfyigfPCvFJCMGG2+fy9P/uoafDQV+3k7//eDeOXteYtql5FpZfmwXm94KdBIB2i36M+HSx9QAXWw9QGDOXd697gi5DDNE6LRfFRVFgjuDDB0pGVJ4LFKnRYDPPwujyik7J7hakCD5yQHQ70bTaweUBnQatpg7ZlkBrv4e7fY5nSHgCELCAo3yWP/GY/ILvinMjJtDwGHfxrlzP9TzLVbw6uMvWWED1oPDUP/jwrv2PBYKoznzcWjtrDBXYpJF6j/e5VsXMGFdsGs6q7PgR1eQ6t1WB7PduCiAN1ba3cVB80qeMNt+eRew1l/oVdO0lJUEJTwA9e/diLynxKwgPkJ8SzcrseBx7dnNL4Rs+zdSPJuTwdx/RYO+UtPBOSQspMUaaOu0Txm55gPvoYwYaljf10PjgIRI+XoApd3qnn6kop/AiNAKhzkfDiopyUigUZwvqG1OhUCh84EEbXL11ANHfL0jsJSV+fV780XfsGHXfunto6vVBegj1P7dTGU9z6p2nR+77ZP8PeK8o+3+E5z1Otb2HZmsEGmMEQmhwWa14BvylAnm9JFitu+nuLj4rTMgjog1c8en5vPQ7b4UgX8ITQF2JlS33H2LZR4MrDT6AS+fjxdEawO2goPMkBdvvgE//B3TGwd2jK88FjJTUJxj4/Gsd7FgQQVF60ggRKKnDRVajC6NTYtcLKlJ0NMeOPB3QHW1DV+eNmtJGlmJI3EaOro8lzKHesZAe/SF6rnH71IPXs41EmnhR3ugznW70WgvFfO6Vc/ksD7MebyXBlhPXEajYLBBEdmfgTLByuaWVnLWr0dZ286MDVQG9dhoBX9kwJLw4G204yoOzOHCUd+BstI1b8c2Yl+dTLLK9H3xVPIDO/75BYm7uhNEM33IXEdlvou4jI5aFrWX8bOej3H/BTbyRtZIL0i0crLYO2nA1dgYuanuAv2JnOTpkr4uW/ztG7LU5RK1JVVEXCoVCoVCcRQghsoA7gMuBbCll4rB9fwI8UsovhnNOJT4pFAqFDzx6HR5TZFBpdx5TJJ4Q7oKHevE5YvrgqqkHzrCAs4HIBze9uJ39KWEDgWGBXlf2t2tvf++sEJ/Am34XWDs4ta+blLFZchOiu/BrMC8W7F1gjIacddDXAX+9FjwuqDsA//kOXPe7wT4Xx0fz6znpfKOoOjjHoP73a2WKjsxmJ0XpBhCCrEYnlxzvJbN5rMBWmaTj7fkRVKT0p7XqvPXeDLF7WRVznI+3fJiFPUPCSXPql3HkOfyKjgs4ygKOsl1exp+5E/yl4fWvVQoNj8k7SaSZvI5WepvnEKiiKZEYnBY0zkjoaeFyoxtx0EoPJu6jb8JUsZ9eNJu1uYPnW/SVWCec0xd9pdZxxSd/eGzdIc3X8oc/0P7EExjnzPH+5OdhmjMHY24umkjvB9P2/vtE/fFXDHx6/dvASb568Fk+9IFlXPvJtVS39bB5VyVP7arE5ghO2D6EmwqzhiybBzzQsaUMZ72NuA/nIiaoKKlQKBQKhWLqEUJ8E/gl3lOBMmB0mPJW4J9CiEeklIfDNa8SnxQKhcIHLn2/V0mQRtCD/YIg1ItPQ3Y20R+4ElNBAa0zTtDV9mDQYwg74Mb71aMBOSA29T+eKlyu0J7zVLDvlYqA29oaC0KaIy79epjrQ2y78n+9ohPAvv+DtJWw5GODu29JTWBPh42nG9qCnrPBoiXO5pVelpTZuXavzZ8fPJnNLj6+vYuXV5g5nGNEb/agiSzlgxH1fLX6S2j642YG0t3cc/rfHBN8PN5hvX/haRRSaHhR3sgXG3cQ0OCDrbztjA4Lvfoedr55kIvkDK7DwAw0fkyyGTTJvvBUD92763E22HA29OCs6Qpo3jHr7wutgqHGHBVSPwB3Rwc9e/bQs2fP0EYhMGRkYMzPp/f48cF03gnXgWTBtufgkx8kPT6S714zl4QoA794tTDodRWtSSav0Iaz2vta9uxrxNXcS8KtcznVY2dnaQvdfa5Bk/fhKY8KhUKhUCimDiHEDcB9eAWmm4CPAA8PbyOlfE4I0QHcA3w0XHMr8UmhUCh8YCe0qm+h9Av14jPuYx8j/nav6aOmO4eyPQ8Glf6GgKTfm9FVOv00kYORT3JAjBr1uGetm66NwZf40+lCv+AOJ6113dQFEeni6JxFT1M+kcnFAfexWFb5j/Ja9QWo3gPHn/c+fvlrMGMhzBhKV1sQHQENAU83yOFsI/OrHKwu7OXyw72BFEHkur02OswarLGSOxuKub7nFjT9KqSns37QfFun96CrE7hS/cdk1ZDurXwXRPTgSbGAWm0xoZQVENJ7SlPe0cVFeL2elqNjOTrKcLMfFzbADCxDR05/iqyzzob1hdIQZhw1vyk0XxXzhatDmy8iAtnrw5ReShyVlTgqK4Mec7SXlMMZWvnObgnJn19E85+20f32TqSrj9JTBv5+Yjb/NSeOab8yO56vbshjbW5iUMUOFAqFQnG6EUg5HdOop+Nz8ss9QLuU8koAIYS/k7l9QFgN2JX4pFAoFD4QntCiGELpF+rF5/B+UVH5WCwrsVr3jNNjGMIrisz716PU/+AHdL36mo8mYsjvyc8wpkMar/gUpOgVF7dmcFN3dzHt7e/hcnWj00URF7fmtKXk1RS2B92n5cR1ZCT/HgJzFCI76y7/u4WAD/4BGo9DSxG4euGft8Lnt0NXPZTt4KI+D7DG/xjjjK13yRHC08SrhYuP97L5sgRKF32Y/9OYyCw/ztKdL2FoGhLcjEDyET32XA9d17hxFIw9bznGwqHnGOB6AUqik5gX4HqHI4U3ndDp49QmB+2g2DRVmHItIfUz5uURuXx5UL5vkStWkPHE33DW1mEvLsJeXExfURH2omIcFRUBRzv5ov3pf5L4xTvRJSQQZQrtNPH9515jyW93kFx2YnBbCvC1o3C5D4PzPeVt/PoXT2JoeY+ooqNjxvNV7EChUCgUCkVILAWeDaCdFcgJ58RKfFIoFAofGAfSwoKI2kCIoX7BzBXixefoaIDsrC9x8NAnCUYU0UZFYcrLo4ux4tNEGBcsgGPHMJQIHHkBuhL1v5S1df8gIWE9lZV/8imYWSwryc760pRXxXP2+TYYH4+eprlEOL9Gr/53TPRaR0fPHyG0+cQYBR/ZDH++DBzd0F4OD1xAa6eZGscinDKClPULaDQHV7Euq9HJtft6grqXJ4GsZhdJHS6enZPENTvf4sYX/4xW+jKrlhhLNRj+ILB+3E3vmpGvRS/Bp6ACeGI6hq0m8NWbbLOQQqLTxE7YttMtaXZ5cEnQCZg5I5IZK2einxGJfoaZtmeKgjIdN2THhuT3NEDiXV+k6jOfDUw00mhI/OKdCCEwpM3CkDaL6MsuG9zt6evDfuoULQ//ie6tW4NeS/tTT9H+1FNo4+JYnZnDnR1GqmJmUBmdQmXMDLoM4z/PKyt289VDzwVkcP7fzJUT9gHo2bePqs98lpk//QmWG24I+jkpFAqFQqEYpIzARKWlwIFwTqzEJ4VCofCBydMFbhdoAzxMCgFul7dfCIRy8Tma+Pi1zC34GScLv8f4ooiGuQU/HxR2Qk37s3zwg3SZTES/uofWL7uC8oiqqXmCmponfO+UYLXu4eChTzK34Oekpt4U0voCQR9iZIdZv5GCJYspr3gQq3W333ZdXUeprvkrGemf8tumu7uY9r73cW34ELrD/8LelMXRmlupc84fbCMdkd58sSC45HgvLTFaKlJ02PUCo1OS1egiudN/dN7ARf+yUjtNpv18/Smv8DR831Bb7xYhBZantLjj5YgIqAh8pIQFQJSpkYjEInpb5gTVT+eJILozD62AEwY32UYNEaNKtjc7PRT1eWh1jxRLj5V3k6prZvm1WaTHmYjZkEHL48cIyOldQMyG9KDWOhrzhRcy8yc/pv4HPxz/GKDRMPOnPxk3AkhjMhExfz7mlStDEp8GcLe3Q/t+Pjhqe5sxmqp+IaoyOmVQmOo2RLKkuWRQRIKJDc6bIr3+puP1GcTjof5/foA+NVVFQCkUCoVCETrbgM8KIRb7MxMXQnwOr0D1y3BOrMQnhUJxxnE22ugrtSL73AiTFlOuZVJRBOGg12PyCk/BRD5pdd5+IRCui8/U1JsxmWb5FUUsllVkZ901IqJoMml/xrxcej5zgNi/SzpucePX0VoAHtBVgytzgoEH+3o4WXgPJlPqlEVApRWMLu4ReL/4+HTi49f6TBusqX2K2tonASgtvZfYmMXExi4dMUZb207KK/44MvIrNwpyW9A1vUrkCUFP0zyaYrQ0xQXxXgRiu91sXxBBVfJY96SMJm/Vu+wm/1Ffy0rtxLQcGxSeJkJIQfRrWloLhsZcQH/6VJDRgws4Stz8Mqp35BGIoimRSDxo+tPq3BJK7B5K7R5m6QWzjVosOkGl3cOhXv/CW12JlS33H2L9rQXMW5tK3KY82p8vGV+AEhC3KQ9Tbmjvo+FYbrwR/axZtDz0MD17947ZH7liBYlfvDNg4SXUz7UhNxdnba1vPykg3t5FvL2LJS0jfbJaTDEY3c5BEWkiNEg+VvhGf22DACMnPR6q7v8juzwzlGG5QqFQnAGkZFp6PgV4ujNduBu4GdgvhLgJsAzfOawS3ikp5T3hnFiJTwqF4ozRV9pO57aqMektHYAhO4aYDRlhuagLmqIi7Pr+FKcg/Wrs+hgoKoI5wUVtQPguPuPj1/oVRXx5KU0m7c+YlzcomulaBV1Xu3Hkj/oGF2AoEcTtn4Xm7UaafuzEnRToTJKSvT9i1QfeCKh1sGbFCalRpOZZgjIdT82zkJA6FC0WFZU/5nXNz/suXZ1H6Ow6gpQujh77MitX/BuDIQGAurpn/EaoSQmRycWkJ5XQsO929ug2eHcE+l4EOswaOqK0Y4UfKalK1vNUko4PHatl4YlIn/01QHfCh2i1VJNgLZpwPonEWKIZYUKeJqsp4LjXdDwQhGBBy3HmbavjRc8GjphdXNmrR4MYUWlvYD7Rv707ppheYwuNtnks6YvD7RloAzVOSY3TRYwGOgMIKpQStj9ZSHSCifQVM9DGGencVo2jvGNMW0N2LDEb0sN6jDJfeCHmCy8Mi+l2qJ/rzM1PID0enHV12EtKsJeWUrzrMK3HC0nrasLk9l2gILEv8DRF8P7/LGotG/w7YMu4Qwf4y1NvUhUzY3D7cMNyhUKhUCgU/pFSdvSLTs8Czw1sF0KU4I12Enj9nsKeeqDEJ4XiHCTckUJnIvLItrdh3KgCR3knLY8fI25THuYVM3w3mgoaGmDDBjwfvCKk7h6hg8svh717YUbw6w7nxacvUcQfk0n7Gy6aGX+/F+dMD/Y5EmkC0Qex+kXMuuUbRH52JbVP3kd90mNBXW1268to3vksSWv9fwfa3n+flgcf8nmhPZFZ8fJrs9hy/6GA7noJ4W0/ERqNkQUL/sievR/E5bJitzdw/PjXWLLkL7S37xo3NXJAKxJCMmP5E4jWWQRVbGS44DRasOp/LIXgpQWpzM54hKxGF+6+WDyuCGyNBTg6Z/W31VCZdRUJhyYWnwaEIWPRsAp4Aj4sn+WXzEWKiSOYhMfDtf8pp7nmWhpy1lCr9/B0upZrSjuxeEamhgoEDr2VnqgqqvVujrhyud1g4Vq9jgaDltI2B23DUusCEZ4GkBL2vVJBekE8ptw4TLlxp/0YOSDsTpZQP9dCo8GQloYhLY3oSy8l8XOws7SFX75RROWJUjI7G8jsbCSzq4GMzkYybU3o3MH5pwk/fwfSZ0lzyQjxaU95G7c9vpt7Ny3i5hWTS4FUKBQKhWK6I6XcKoTIAu4DNuAVnWbj9YN6Tkr5namYV4lPivOGpqYmysrKsNvtGI1GcnJySE5OPtPLCopwRwqdqcijvtL2idNZACS0P1+CNs54eiKgpIQvfAFqa9HJ4I2oAW+/mhq48054/vmgolWGE66Lz0CZbNpfoKKZvGwmlBD01Wbdjkf8ik/W554bd90TmRWnF8Sz/tYCtj9ZOK4AJQSsv7WA9IL4gJYeETGL+fN/w+HDnwGgrX0nZeUP0Nq6ncBM4b0C1LLEF/lPAOJTVqOTXoOgMS6wr3YpNLwaczHfj/nhiO09Tfm0nLiOnsYCrJZ8uiNnYoytHSEoGosE+vqxgpLrmIZXlmqxe2B5pIuFxqN8lj/xmPyCV4DyEYmFEAgpuW5fDwb9GsqzYamEpZ1QadSg9RwhuqSU0jkfI8XjTSN06DrpNbWy1Z1JrIzgboysTowmZkMGaYuTmLe/kbJnijjV56HWGXwsfV2Jlda67sEIN32K+YynAodCOL2k1uYmsjY3keLGRewsbaG7z0WESUd+biJ5CRE03ncf7U9snoJnMZZIl33MNo+E7zx/hFlxESoCSqFQKBSKCZBSdgB3nM45lfikmPaUlZWxY8cOKisrx+zLzMxk3bp15OSEtYrklBDuSKHTGXlUaOvl3fZuulxuonVarvhvDdpArwcldG6rPj3i06uvwksvARDhsTE20WZiIjw27x8vvgivvQbXXBO25U014Uj7m0g0c4VQDRDA3lSFvaRkzNi299+f+MIaJjQrnrc2legEE/teqfCZgjdzdiwrNmb7FJ7GE9wSE9aTlXUXFRUPAlBR8ccAn7EXKWGeOMEsWUWtyPDbbkmZnZVFfTx6dWxQHksnxQKelrdwEe+QRvWwlL/f0bDvdpy2BDq+3InIHCvGGkoE0a9qMRYNiVAJJzW43hEULxNsinMiJawX20ikiRfljZwUC0YOIgSZTU4uPt5LdpMTRqTWQWazC+RqLMYe0nu6cJi8r7/BFYOhK4YbgQStINOkIf6WAgz9YpF5xQzy4oykbKvmyIk2iuxBhD71U1PYPiK98lwl3F5S+SnRPj2WDGmnL+KoR2f0ud0j4YFtJUp8UigUiilkOno+KU4PSnxSTGsOHDjAli1bkH7CGSorK9m8eTMbN25k6dKlPtucDYQ7Uuh0RR6909bFbyoa2NVhQ+uRWJyS+R1urqrqC6qIuqO8g66dtehTItEYdQijFmHQoun/LbTh+RJ0/Pr3GPr/9kT49sKZiBH9/vCHc0p8gvCm/flCpwvtYl70Qc03vknksqXokpIGf5of+ENgKUUAHg8tDz3s9yI7vSCe9IJ4Wuu6qSls58B/KunpdADeVLvRwlOgqX452V+luel1bD2lY9pNxICG9BV+Q7NMpopMdnLJCCEqq9HJtXtt7MszjuwU4OBbxA1s4QYK5HGuF8+ygKP9KX9/G2rmw0TekSdp/bILy1Naot7x4NIl0pKZx6Y9kbTX9xBRcBLXghaccVoWcJQFHKVGpnOQpTzNrSA04JGkNztpjtVi7pMjKvENTic0VKdv8Pu8Wt2S92xu5BtVLP3EvMHtAylz0c8Uw5s1gb0mw3D2hRb9eDYy1Z9r7xzBGZwPf0sF5fkEHEryv+bd5W0UN3YpE3KFQqFQKM4ylPikmLaUlZWNKzwNIKVky5YtWCyWszYCqnNbVWAlvyGgSKHJjCelRDo8eHqceGxOPD0u79/Dfrt7nNS29dBr7eU7Tq/oFDXqOi5YuahjS5n/nTqNV4gyatEYvL+FcUicGtjnc5tBS1NdN4WvHeOK7VsHL276TKFduIzo95//QHMzJAXsrn3WMFVpf3Fxa7x/BHm1aSwSOOqLcRQXT2r+nr17fUZQDSchNYqE1Cg6Gns4uqMWgENbq2mq6ERv0pFWEIf2vf8EnOrnuXQGtp5x3r8BkEYNadRwAQf4EC/Q2WHhUNkaXk+5kmsORqMB7PpJiLBSUijmc6+cy2d5mPW8OVLrGT30wGMNWD/upjbyQ1S7rxvRpK4eUvcfJt/2DM4NFbSuiiBNVGPFghEHdkygEbw7f0iw9VuJLwBB7f33G0haNWOMSGhKjJiwry/0pul3ijSV6bzBGpwL4EhCDgJY2BrY52Ogz3C/J1/sLG1R4pNCoVAoFGcZ0+/MSqHoZ8eOHRMKTwNIKdmxY0dYxKdwe0s5G21jPJkmwlHeQe/xFrRxJu/Fu5Qgvc/T1dIb0nj1v9o7KDrhnvh1je//OS24PHhcHrA58V9I3T8CuODUocG/AZy60A6PY/rt2wdXXx3SWNORqKh8ouyZdBvHpsH6RAAu8IQx+6nmq/+PyBUr0M+ahX5WKoZZs9DPmoU2MRExTOTQR2oH/64+0Ub1ibbBxxZrK1kxecSPVwmuP9Wv66EsAvV4qiGdYyyklwgi6GUBR0mjeky7mBgrlyx6lYtfLqWo71sAGEPwNhpk0Ihcw2PyThJpZgFHA+urAc2lh+CNa8f4OdWlLqbes4D1T/yWha++zUPf/iiPmO/ybUA+rBLfdXttLCl3BP00BozCh5NWEFrKbqj9zmeCMTj3IPhHgbeww892PoomgDsiw/uMR/c0ilpTKBQKhWK6cNaJT0KIGCllcFfGCsUompqafHo8jUdlZSVNTU0hC0VT5S3VV2oNaT2tm0+G1M8f7ta+yfUHuvQCD5J435W6x6XbYCcyIRqj1oC0u/HY3Ui7G+lwBx7FNQ66looRj0WIg47pd/y4Ep9GkZX2BY413gMTF0DzooPWr7hI7bic5J61uJtbcDU10XPgAM7qscLMRDjKynCUjY20EEYj+tRU9LNmURu/jAOdefgMz5ISqyWPQ4tnU1D0d1Ib3vc7lzPFRZencMI1HWMhL3AThWL+mH0F8jjX8+xYMUgDXFdM7L536G3LYbGpjtf5QOCeT36QQsM/5cex8GBAQhhARHwlmZf/jOajN9DTNNe7cUDQ0mjZfsnXSamI59HIL/qvfDesEt/LK8zE2jxjI6AmYLRROHgj2VLzLD69vPyRmmeZGr+nppNQtgPsXWCMhpx1kDw3/POcISYyOB8IePQguP+CmwbT515YcjObDj3j87jrr894RE3DqDWFQqE4W1CeT4pQORu/nX8J3DlhK4ViHMp8XFgGwu7du1mzZg0WiwWtVjtxh36m0ltK9oUSyzO1CL0GTaQOTaR+zO8WneTn9S1YDYIO/dBPlx4SO91cWO3kB7WuILKuJALBfzhIh7WHS6+5lmUXXIBJq0ErhDcN0OnxClHDRCmPwz20zTGwz4Wju4++7l6cNjudDTaEy4NOCIwu28h57c6QjpDSPkpZ6+kJfpBpTsrCm2l6/jGa1p7yCig+/IT6rzYRdpARgBbq4rfiKjAwt+BedDozbU9spvHnPw/buqTdjqO8nIZ2A4cW5/oXcAa2Cw2Fc27B1NfmNwLKPmdiEXM7G3gM/9XgRqfDjViKBmaufALwClgR8iJ6xeSrspWJPL7N78ds9yuEAREJlaSv8xqVd5RfNGKf1Gj51ae+hEcT2HFVCsE78yPIbuoKeu2+jMKXX5vFlvsPjVvNcAAhvO3DStl22HEfVO4cuy9zLay7G3LWh3fOM8R4BucCYMlSCjfcyFzLbObub2IZOnKyNuAyp+IofAV3a/GYPkcScvhHwRUBCU+AMhxXKBQKheIs5GwUnxSKSWO3jy3DHAj79+9n//79aDQa4uLiSExMJCEhYfAnMTERs9k8IjVnqr2lhClwEWw4Nuz0CYc3667/H4BJ6okheDPtqEtmEbV2FtpIHULvf03P1jTzimZknbisRicfPt7rrVwFtERpSdQFFvYiENSLdqwaG0jY+srLfK26ndq4JPRCYNIITFoNJo2GCI0Gk0YSY+8juteGuacbU083hu4udLZONF1d4B4WSaHv/wHWmOq4cti8dhma4fiYfpGhjTPdybnyx7h/+Sm6rnLhyB/12RFgKBZEv6ZF1yho+5wLZ7a3TVPTq9hsJSxc8FDQBscDpHz/+yAlzpoanHW1OGprcdbW4enwvm8rsq72qjqBIDRUZF1F/CHf4pM0jd/9GAuHhCcYK3gFmA43roAVLiYQwrzLlcxY/gROW8JQBBTQFKOlYkZEUJX4KpP1NMVoR5iQB4Ivo/D0gnjW31rA9icLJxSg4lPNREYbOPxmNc4+16DPVyCRUANm9SP6NTwPW74K0k8qWuVO2Hw9bHwAlt4WyFM865nI4HzgnWHLGqq6qkuaiy5pLu7OOtzNJ5GuPoTOxL1Jmfw3JvCI5MQoA9mJQwJscWMXO0tb6O5zEWXSsTY3UflBKRQKhUJxBphy8UkI8S3g8iC6XI6KfFJMEqPRdxnmQPF4PLS2ttLa2upz7OFi1NGjR6fUW8qUa6Fj4mZDc/RHCr1mOOgVbEZh8Zi50bF6sF2gmJeloIud+HXtco28UFxSZufavbYRAS5FfR4SzGKEiOcPD5KDuvLBxxpgWWUhXaYIYnttxPTa+n93E9djI8reg9bfRd44NI9Kt5QBRmiMZky/+WPTqBTei9OsW/+X+h/8EGeKC/sciTR5q9oZiwT6+n4xRqNhgeXHNM06Tm3tUwDYbCXs3Xc98+f9KiiDY/CWlY+/9eM+97m7umg6Uol1cxMBO6JLidWST3fkTKJ66sfsFhNkq77ATf7T0EZPJTS8KG8cIz5NKGCFiwCFMCEkifNepmqY+FSRogtubf3tKlJ0QYtPnTbfR8x5a1OJTjCx75WKcVPwWmttPP3TPWO2p+ZZfFY9BKgubPM7bqqhg+Xm+aQbx/HQkh7Y8hWwpE+bCCiY2ODcvGIG2jgjnduqcZR7/9+0MaloY1IBMGTH8rGCaLa+diJA1zRo6XbwuSf2cdvqTB55u4w95W1j2qzMjuerG/JUhJRCoVAoFKeR0xH5dAC4Bwjk6uC0+RMrpjehGoenpqbS1dVFV5f/VA+73U5dXR11dXUhzVFZWcmhQ4dITk5Gr9djMBjQ6/Xo9Xp0Ot0YQUafYsaQHROwSfiISCEfWDU26kU7M2XgZrqG7Fj0KYGl8kTrhsSXgRLwA5fWA8+sxSU51OtmSYQWIcQYIWzgsQfJu7qT1Gnbh+2D1I5WbtmzNeD1D0d4dGhdEWjdJrTuCLQu7+9efQHw96GGmkANiUYxut/y5aGNcx4wIj1n+94x+yNXrCDxi3divvBC4oHYmMUUFv0PHo8dt7ubI0fvJPXzG5EHBWKYCb5zpse3mKXRkPhF//c2tNHRNNljgSYCrsfY/3ltj5vjU3wyFvWP40PLqiHd6/EURDTQSbGAfXIFLSQNejG9y7qABaxw4U8I618mkcnFGGJqcXTOAkKvxBdMv4HjRnnTMWCJzzbpBfGkF8T7jFB695kSagrbffYDr5/UlvsPsf7WAuatTR3cfmJn3TgRVZI6x3y2OH7E+piHmBe5bZwn4IEdv5pW4lMgmHLjMOXG4Wy00VdqRfa5ESYtplwL+hQzycAvIrXc8/xRPAFa8W0vamZ7UbPf/XvK27jt8d3cu2kRN69ID88TUSgUCoVCMS5TLj5JKbcJIR6VUn4nkPZCiD9N9ZoU05/k5GQyMzODMh3PzMzkU5/6FOAVmNra2mhpaRmMgGptbaWlpQWHI/gKTKN58cUXfW4XQgwKUcOFqWRXDEuZGVCk0uhIIV8c1JWT4rSgCWA8CVSndFL49tu43W48Hg9ut9vv39Lh5Oq2TjTSQ2qbk454j3cU4fGm/gmJxEOrkNR7YrnAkz5GCBsQ0A7qykcIT959EyPceq+w5Db1C01DfwuNAU+UDgnouof8mTRy5DwyCM+vcPQ7X5koPWc4M2feQFRUAUeOfpG+vhoA6lxbiP5tHpHfr8KV6qbrGjeOvLFXqIYSQeaMz2K+8MJx19Pd2RjS83DpfOfX6es1GEqEzzUdY6H3jyCjgX4nfHydTlWqnT/6hbAamT7GhHxgGeaUwkHxKdRKfMH0EwgceivNzaUTFo9ISI0akUZXXdhGbZF/4WkAKWH7k4VEJ5hIL4inurBtglS+/mgxNGzv/CLR2qbxI6Aq3/Wakk8jE/JA0aeY/d7k+MiKDNLiIrn/v0XsqbKO2b8qI44vX5HHnvI2HnizNKD5PBK+8/wRZsVFqAgohUKhCAaPMhxXhMbp8nyynKZ5FIpB1q1bx+bNmwNKiRNCsG7dusHHRqORmTNnMnPmzBHtpJR0d3cPClGHDx+mOoRqW/6QUuJwOMYIXLXUYtNZucg1Fw3BRQr5ok7bzrvyZMDjFR8aG9ExHpkDfwhwGcZbRzN1NGPxmJnliUOPDicuajX+I7cGh/Zo0TmjRghLJkMUsdEWYhLMmC1GoixGzP0/UXFGoiwmjGZvdFlrXTdP/2QotSa5eaTJLVp9UM/Zb799+1S1uwCYKD1ngOjo+axc8RLHj3+N1ra3AejSl9DzSzNuafde6/swMHfkSUp4HF3dbFJTbxozblvbTsor/khdQxTwsaDXr3P5z6+LedNMS56N0WUZe4kIeh7At9B0OoWnYfMdY6HfCngaXe/g31kN/UJvEFFeCEFWY+DV7iSSnqgqwOvFF1Dl0v7qc/temYmUgfkASQn7XqkgvSCefa9UBGRi7l2fhn3dN48vPoG3Gt55KD5NxNrcRNbmJlJUY+WNFwqx1nZjBpahI69TR4I5gouunMO/D9dR0RpYoQePhAe2lSjxSaFQKBSK08DpEp9+GUTbb0/ZKhTnFTk5OWzcuHFCM3AhBBs3bgwoVU8IQXR0NNHR0WRlZeFyuUISnywWCyaTCYfDgdPpxOl04nA48PgoTT1Asa6ebtHHBa7soCKFTtd4k8GqsU0oNo1mfs5yFs27YFBcMluM6A2BRx2NLr8e31YR1PwBc/y4Ep/CjF5vYfHixygrf4CKij8C4MY2JDiN1jYGH3s4WfhdTKZU4uPXDu6uq3uGk4XfAzyYUwbSqQL3fEII4tp9G44DGA47sDxtwPoRBwg5OHQEvX77jMvpFprG4QTzuYpXfe7zuIbEteQuD3k17ZSkBf29v0IAAQAASURBVJjuKwSZTU6SOl0E8v8gkXTHFOM0WoEAik4Mqz7X6kynrvUBAv4/x5uC969f76ehNDhHvjrnAlqd6STox/neaDrpLYygVTVhfDEnzUL+l1bRtaOGztcrQILbaqf54cO0XJkWsPA0wO7yNoobu5QJuUKhUCimDUKI18M0lJRSXhWmsU6P+CSlHD8HaGTbYM7kFIpxWbp0KRaLhR07dvhMwcvMzGTdunUhe0SF2u+WW27xeVfe7XaPEKP8/d3Q6kDf4EI63Dhw0RFtp7yjgbq64ISiOm07DbKPmfpEsiPjiTAYkDrosrhxRElStbNJ12rRaDRotVq0w/7WaDQ4ejz0dDjosTrpanPQ3WrH2esBBEKK/t8aQIAUCDT9v4ceuzS9dCQeDua6D4BLrlkWWGTDOAwvv651j3+xarbZSK2rI6mpCb3LhVOnozk5mbrUVGzmcfyweoK7EFIEhhBaZud8jZiYRRw5cicQqCm1h/KKBwfFp7a2nYPCE4Axto6IpCJ6m+cEuhC0rl40HqfPfWg04HbTdySftqh5mFYeJDLZG2U36Jd0ulPmwsh+VvFH/h8f5l+DEVBSQq1IZ4dpLT3zTBidkux6O8uP7qEk7QMBjSukZHH1YXqiNJi7s4Je17hFJw48MaL6XI1j0cCsQc0RnPA0NH6NY9H44tOBv8LxFyD7Yph9Kcy+DOJD+K7pj+rC3gXGaMhZN20iqoQQxKxPR58SSdvTRUi7G+n08OYrJSGNt7O0RYlPCoVCoZhOXEHQV1c+Cc03wQ+TEp+EEDHA5/E+uRy8huFlQBteo/E3pJRjazErFKeRnJwccnJyaGpqoqysDLvdjtFoJCcnZ9LiRajeUv7mHRB4TCYTrXXdNBb29BviGkgrSBm31HdTUxMPPfRQ4IvvPxzFWufhcJkpFowx0h3A7fbQXm+juaqbluoumqq7aKnpxtk3cMGvB/RoMBNsnUGDx4DeEYvTEPiF3HivYTAML7/u1vpYuZTklZSwas8eck+d8jtO6ezZ7F65khJfaWORkZNep8I/EaZ0AheevFitu+nuLiYqKp/yij/CqDpaifNepnpHHhCYibdbF8HeFd8lt/R5UuvfRTBklq6Nj2f3j57gWMyl0KOBtzZgiK3DnFKIUddLTnYTZdGTfy+fMYTgfS7mfS4mXVZwETs4KJZ7jdTnDW9oBnnFyL6jRbf+x0JK1hUfJLW7BqfOElBlToEgqjMf4dHTG1Xj/8ZA2fYRwhOAU4aY/hgi/uZrdaZT41iEU0agt/WS1n2YhMKXvTstmV4RavalkH0JRIwTQTYsqmsMmWth3d3TxtQ8Ym4CyXctofVvx3G19hFc/OwQ3X2Bp3cqFArFeY0USHlu3jAbl+n3nP5MmIWjcBCy+CSE2AA8y5DYVI5XWVvW3+QK4O7+yl2PAPdJKSsms1iFYjIkJyeHRbAYzWS8pXwxbsnucUp9By2ECdA7YtG5vFE7A0a6kTEGTGY9zVVdtFR30VzdTWtdNx5XYMcvvUlLYloU0fEmivcEZt4c2Z1BR9zRgLT5QF7DYBgov17962Owe2h7VHc31772GnMLCwH/tw4kkHvqFLmnTnGyoIBXRqfYzZ8ftrUqxtLe/l5I/Q4c/DgGfSK2nuIx+8wphcxYvpmGfbfhFaDGuXHU7zHl1hopmvMxOlddz/qP5BB/QQHg/Twfs2wY+voXAkfnrEEj7jWtOsrXS+Q5Gvk0nGqRxT9kpldQ8iksecW8xLYWZtdUsXvR0pEDCMFMawvLKgtJs7YAEGnLCKjQAngFKHN3NvFJMf6P9TvuGyE8AehFaOmPSbpiml35QffrcKfgkRo0wruOavtC9nV/hDrn2GNFqv44y6P+Sbr1KOz/i/dHaCB16ZAYlbZiyGtuVFTXGCp3wubrYeMDsPS2oNd+NqJPjvQKUH8vxFwaWsGA43Ud/GFbCVEmHWtzE1UUlEKhUCjOaaSUd5zpNfhiMpFPNwLZvtLkhBAX4BWf7u3f9AXgDiHEfuAXUsoXJjGvQnFWEU5vqfFLdvsv9T1AMEIY0iv6jNgk4ZUHj0zct5+IaD1J6dEkpkeTmB5FUkY0sYkRCI33YrG73e5TRBuNwRFHVGce3bHjp0wE488VDOkF8aTfvgQeH9r2+cceI6ara1B28Hf5O7BdAnMLC5lVWzuyQUxMWNeqGInL1R1SP6ezDaezze9+S8676M0ttJy4zmcK3oAQbIzQsfUvJ2hv8KZX1ltNPL+5iXWuOEzRev7zyNFx7ztlN7m4dq+NV1aYvQKUn2igqSCxvY3FRceZU1GGydFHn8FEUVYOh+fMpyVurMAdEANrHccQvc0Sz0M/+x7J7S386Bv3YIuMxOB2Mau9mfiersF2WmckBmdgkU+D0yBwlCdSXdg2VqRvOukzGijNMHDMCzQ63dtu+cz3eK06P4h+Xgp7L6fBMZcLzC/gQcvbnXcgfYqckjrnfLa0/4j1MQ8xL3Jb/2YP1O7z/rx9HxiiIesiiE2HfY/5F54Gh/XAlq+AJX3aREBpIvUkfmoBK37eCbYJ/L588J/jjfzn+JBwtTI7nq9uyPNrRO5stNFXakX2uREmLaZci99KfQqFQqFQKLxMRnyy+vNnklIeBA4KIW6WUi4XQiwFPgJ8DnhOCPEGcJOUsstXf4XiXCMc3lITl+z2MrrU93AmFMIGrm0kRHXmY3AEaP4LRMebSMroF5n6BSezxYAY58J4uKfSRET2zeTiDy3gRPmBKfHnmpCXXx7xMKbLe3gK9JJyoN1Av0G2bIG1a8e0V4QHnc5/KupkMacUYk4pxN6Riq2xAI8rAo2ulzlLV7Jo5ecG29383RXseqmMw29WgwR7j4v/Pn582EjjixMXlDuw2Dy8Mz+CyuRR1RLDLTxJyeW73+XTLzzNZXv9R429uWIN/3f9R9m66qKwr8Gj0fC72z7H73/3Ewpaavy2MzgsAAELT8MZqEY3grIdPtsm6KtJ1R/3GXnkG0Hq7ChyvvUEqb85EJDAPhqrexZvdX6Jke8N3075Eg3bu75E9JL1pHe/AHUHGaFoOrqg+LXgFiA9sONX00Z8AnC19JBl87AELYeCTMUdzZ7yNm57fDf3blrEzSvSB7f3lbbTua0KR3nniPYdgCE7hpgNGZhyA/9eVSgUCoXifGIy4lOcEGKxlPLwOG0kgJTyAF4PqG8LIW7EW/2uQgixVEoZuFmOQnEWM1lvqaBKdkvY+WwJF1yZSU+HA1un3Wv83WHH1uEg3raITkPFWB+l/lS7yO6McYWniGg9aQXxJGVEk5QeRWJ6NCaz3m97fwz3VBrvuYlhflOr1i+e+DWcCiPdV31X7Jo0r7wC9947cTtFSMTFrQmp36KFj9JufZ/q6r9M2NYYW4cxtm5ozpkjxUSdQctFN+WRvTiRbX89SVdb36gRJhZPsptcZDd10RSjpSJFh10vMDolsxqr+L+r54YlAiqprYXf3/cjNuzxRv+Ml0p62d73uGzve7y69lK+/bXv0hwfxlL0UvL+kuUcy8tnFQcx4sCOgTLSaWZoHiFDP0WpK7HSWtc90ifP7v9+1/Kof7Kl/Uf9EUjjIwQs35jr7ReEwC7wkGt6l0r7MhzSPLg1EKSEffUXkf6Nr0BPG5TvgFNveX86qgIaYwyV73qPpaOPneeoUXlfqRWAT2Lk6/QwQfzXhHgkfOf5I8yKi2BtbiK2vQ20P1/iN5LRUd5Jy+PHiNuUh3nFjEnOrlAoFGcv09LzSXFamIz49B2gTAjxLSnl4xO27kdK+Rze6Ke7gQNCiCwVAaWYToTiLdVa1x303fPWWhtb/3LC5z4NsVhYjEtnw2GwIoULIXUYHJZBj6fxWHRpGsuvyQ5qPf4Y8FQKxsfK72s4VUa6zl5onSIdvCrEC0NFQERF5WOxrMRq3RNwH4tlFUlJG4iISA9IfBqNP8FrVn4cH/2flTz1w130dDqCHhcgudNNcudQ1MYFB//Ovtm3cCR/Ehf/UnLby//ip3/8FSbn0LoCSSW9ZudbLCk6zk2/foRTGVmhr2HEBN4ZDuYt4FsdmzHGDpk9VzCLHaymnAykmJwJdE1h+5D41HQSil7x2zbdeJT1MQ+xvfOLflLghpa+/taCweNVcAL7POblzcJR+A5790dxqCg4gWJIUIuH+dd7f6SEtjLY9mM48VJQ4wFekWlAWDrHjcplfwGM5ei4GxP30RcWAeqBbSUsQzuu8DS0CGh/vgRtnFFFQCkUCoVCMYqQxScppVUIcTmwVQhxB/BtKeVbQfS/TwixFbgPuDPUdSgU04Gawvawj6nRCcyGWHQ9wftQ6E2TKoQ5hvSCeNIL4mmt66amsL2/gp+OtIK4cSv4jSAcRrpSQncjNByDxqPQcNT7d2sJLHBCQ2jPb1x6eqZgUMVwsrO+xMFDn2R01TrfaMjOugsITbgymWZhNg9VNezuLqa9/T1crm5vCqB9RcjC0wikxNxTT1xHKbe/+i++lftdpCaw6nvDSWpr4Xe//CGXj5Ni548B6SW1pYlnvvUFrnr4ybBGQPVERGJrNA6KTxLIopYMnmcLl3PEENm/PXDPp+FUvHsUrNWktT9FQvWTE7afF7mNaG0T+7pvps65YMx+fwUfghPYUzEkzyXKVQ1F43vc+WKEoAZeVSthNqQsDE186u33PZsGRuXCpB38+zoMzEDDX7FPOgVvd3kbP/v7IYzSjRlYho4ctP47SOjcVq3EJ4VCoVAoRjGpK0wp5QEhxHK81ey2CiHKgD8BzwWSTtff3zqZNSgU0wFniGWe41PNpBXEYY41EhlrwBzT/zvWiNGso63extM/CfzCeoC0gqk5aU5IjQpcbBqOj/LoPhlupJu5FlqKxwpNPS1++k5RNVKXKuE91cTHr2Vuwc84Wfg9xhegNMwt+Dnx8UNpc8EJV9DXV8vJk3eTnHIdlZV/GiNctRVfBnws2KfgZSC1rv93svNt7xobXcyvtHIsOzgT8NlVFTz7jc+T2toc2nqGMau5kV/+7ud8+ie/CZsHVGRfDx7n0FgDf2mQbGQrVn0MzcY5RNhDqzxWU2eipq4PuIFUfYG3apzx6Lh90o1HSTcepdWZTo1jEc7YAvRrPjWhUB6swB7qMd9vP2OI1dl2PuCNCit8+Zw3KjflWhieaL4cHcvRUYab/biwASW42BGCGLV5xE0EO0vQ8kmMLPdzGu0o78DZaFMm5AqFQqFQDGPS4Q1SyjLgCiHE54G7gV8B9w2ISkKIzwDbpJQVo/sKIWKA2ZNdg0JxrhNqpNG8i1JZfFm63/0JqVGk5lmCSulLzbOEJhBNJT7Ko/tFeuAft4DHCe5AI1AElCuR6FwmNfVmTKZZlFc8iNW6e8x+i2UV2Vl3jRCeIBjhaoj6huepb3je5z6PKyLotQ8yTHiKzX6HhObt1DVcROGcW5jVbuRYEJmwSW0tPPvNO8IiPMFQCt6G3e+ybfXFkxzM+xxn19rQRPkWfTVILmE3X17wMT6wnwCcmEav1k/VuLXNzCv74oTHkwR9NQmGWrjl85Dj/xg7pl+AAnuox3y//XLWhTQerl44+e/A24diVH6aPKT0KWYM2TFjzMBz0A5GKv0VQhKfRnMIN1+nh7sxcR0Gn236Sq1KfFIoFNMOydTdrz2TTMOndFYSttwaKeWjwKP9le3uAW7o3/UoMFARqwywAm1APJAD3BSuNSgU5yqhRhoF0i8oQ1zhbX9W4ac8+rg4bf73GaIgZT6kLIAZC7zpKinz4MdnmeCmCJr4+LXEx68dkwoXF7eGqKh8v/0CEa4yM79Ac9Nr1NU/M+4aNLre0J9AvygTmXySGcs3c/y9dey47lPYDRocWjGizUTj3Pe7n5Ha0hT6WkYxMONnXnx68uKTEGQ2OfFELsOc4lvEkxKyRQ03u/9GQ84KzGULCNSce9yqce+lEH3Nn0g/8IXxBSih8aaYTVGET9iP+clzvdGewRwrtUZw24NfhD+j8tGcAQ+pmA0ZtDx+zO9VRDilIA9wH33MQOMzAmrAg0qhUCgUCoWX8Bq7MFjZ7iYhRCxwOXAFsBywAAn9P+3AM8CjUsoOP0MpFOcNUxmhFGzFuTHlyc80fsqjB0RsRr/AtGDod1w2+PLOGYg6CTdhLlOvmJioqPxxxSZfBCJcJcRfTFv7e/T11fgdx5xS2P+Xv1pyoxhMtfN4BQ8paV5ykr+JH1N40fyx7QN4P12++12u3rk90BUEjAQu2/MeCdY2Wi2hHyeElFx8vAerJZ/uyJkYqR7bpn/htzdsAbZwIOpDvN/9CSb7jKSEfcV5pN/2gjeCp/LdsY0yL4J135rS1LIpOeavu9vryxRIlKjQwMf+CYVbYF/ANWOGGG5U7osz5CFlyo0jblOeX3PwZeiAEAQ3P3iAv2L3KT4N96BSKBQKhUIxBeLTAP2i0r/6fxQKxQRMZYRSKBXnzhr6QtSnL/4GbPhB4O11OnA6Q5trPPT68I+pmDLGE65stpJxhScAY2wdEUlF9DbPCWxCIdC6epjRsJfatHUcnd/LS5ZPI/uFqBFiUyBRT8CnX3jaO3RgKwiYgfEWF53gzVUX+W40yrdq9HYhJdfttZHd5I0KqXEsIkE/VnwazdKolzBpunmr84vgsxpd4FJbXYmVVtNKEj71ymlLCfNFMMd8gMWXpY3fIGc9bLx/Yn+8gaiu3Euhdl/A6x3B+38EayXMXAKpSyAhFzT9YksoHn1hFPrMK2agjTPSua0aR/nI748ctFxgMnKwL3wC1CHclOEeY0Kun6lS7hQKhUKhGM6UiU8KhSI4pjpCKSwV504nfR1w8EnY/afQ+puTg2ufmAj19aHNNR5JSeEfU3FGaG8PrGJc4ryXqd6RR0BORdLDwmOP0RGbTXmyjpcWzEIOiDajhaYAhKfE9jYu2/te2KOehjOnosyv+BRPMymyiZNiVLW4/lS7i4/3kt005K/mlON7ZLVmXkZC2kJw9DCv9gDR5T/yU40uuGc7WDUuee5pE5tGE+gxf4Aj22vJXJSItbHH/zF86e1gyQg8qitUo/KOatj10NBjvRlmLvKKUaVbg/PoC9ZDKgBMuXGYcuNwNtroK7Ui+9wIkxZTroVvdvVy2+O78YQx0HU/rjHiU+sTJ4j9QBbmVTMRGhUBq1AoFIqzCyFEFnAH3my1bCll4rB9fwI8UsovhnNOJT4pFGcRpyNCKeSKc6eLlhLY/Qgc+vv43k0TEawBb0bG1IhP6YGbFSvOblyu7oDamVMKmbF8Mw37bmP8KB0PM1Y8gWfpMdg+g7fnRwwJTyGyuOg4MHXCE0CE3b+vVRuJ3MCzfLDoFIdsl2PXC4xOSVaji+TOsR44euF7rIFXKOHanw+JQ00nSX9o9YhqdBX2FdQ4Fgf9HEKtNhduJjrmx88001bvPQ7WFrWz+bvvYesYW0hhxHdDznrvTyBRXaEalY/GaYOq970/wRKoh1QI6FPMY0y/16aY+cWmhdzz/NGwCVC+vqlknxvrS6ew7WvE8qHZGDNiwjOZQqFQnGGkVIL6uY4Q4pvAL/GebpUBo00ltwL/FEI8IqU8HK55lfikUJxlnHMRSr4INpXF44FTb8Luh713zUcjtCCDMG/NvCj4CxlHoJXxgmSqxlWcdnS6wD9/lpx30ZtbaDlxnY8UPEFEUhGJ817GnFxIV2cqRy5YSlWyPuDUOn/MqSgLuW+g9BrHiVYSGh6Td3KH5h1WloyX2uSVl9IMR3wPA2M/x8NMtRP01YPpeqGIT6FWm5sKJjrm732lnD1bygF8Ck/gTSXccv8h1t9awLy1qd6NgUR1hWJUnrYCLvo61B+CukPe392Ngff3xUQeUmHmIysySIuL5IFtJewub5v0eIPyloCotbPoK2zD1eIVVp213TQ/fBjzihnEXpWFJnJsKravCC1VKU+hUCgUU4EQ4gbgPrwC003AR4CHh7eRUj4nhOjAW0juo+Ga++w5+1IoFCM46yOUfBFsdSN7Nxz+hzfSqbVkbJ+kubD6CxA1E57+aOBGuuu+FfzaO4a8QcKasmS1hmskxRkmLm5NUO3NKYWYUwqxd6RiayzA44pAo+vFnFKIMbYOW2MBldu/SW/zHE7mGb2dJhn5ZHL0Tap/IBRl5Yy7XwoN/4lfxm2MJ7wKUvXH/Po9eYQGja/P8ShT7SHxKrhPbajV5qYSf8f8GTmBRcxICdufLCQ6wRRcdGywRuWXfd97HC+4Zmh7Zz3UHfSm4lW8E/jcA9i7gu8zSdbmJrI2N5Hixi52lrbQ3eeix+nm4e2ngh5rGToM2bHEbEjHlBuHvCqLrh01dL5VDS4PSLDtaaD3eAuxV2cTuTQFoRH0lbbTua0KR3nniPE6AEN2DDEbMjDlnn3vVYVCoVCc09wDtEsprwQQQviLA94HLAvnxEp8UigU4SGY6kZZF8GeP8PBzWDvHNVQwJyrYdUdkL1u6GI8GCPdUPxDhkUohTWYeCpMzBVnhKiofCyWlVite4LqZ4ytwxhbN2KbteyiEWl5dn143nV9BlNYxvHFgLxzeM68CRpKKhKiaIrp8JlqByDwsNz8zOhuCAFuNGxb81Ou9PU5HmWqnaCvJlV/nDqnj8qAfgi0UujZwr5XKwNuKyXse6UiOPEpWKNyX/8vMTO9P9aq0MSnUL2nwkB+SjT5KUPz769sZ08Q0VDzYyO48NMrRkQqCZ2GmA0ZRF6QjPXfp+gr9I7nsblof64E295GjLkWut6s8lmVD8BR3knL48eI25SHecWM0J6cQqFQKBRjWQo8G0A7KzD+HccgCcANVaFQKCYgmOpG//4SPLAEdj04UngyxsDqu+ArB+Bj//Be4AyPAll6O9z2gjcVxxeZF3n3h1q2e6rS45T4NK3IzvoSk/3qtDUWDBOeALy+SOFgoqikySCAN1euodUygbDR/7mtnd0yYrMcuMqWHi72PES66eiYbsWaTO7K/j5Vcz/if/xRx4LlUf9EEJjBdbCVQs80rXXdPr2gxqOuxEprXWD+ZIOE6/gaqodUuLynwsBXN+QRjD/48Y5ePv7iEXaWtozZp4s3kfCJeSTcNg+txTi43VHZSdc2/8LTIBLany+hr7Q98AUpFArFFCOlmHY/5xllBCYqLQUOhHNiFfmkUCgmz477Aq9uNJqEXFj1BVj80YnvfgdjpBssgdY7DxZPiK+L4qwkPn4tcwt+xsnC78G4goeGlORraWzaMmZPy4nrGC1gZTX2G2BP0vPp8BxvBFC4q90NjPf4hwNP+9emnoKDywcfCwR1MSV0el4i872j/OCS3/GhxrfJ6GrEjoFTpNPiSSS5vIvUmjJIG6dS5LBjQXrZDtafqGL73sxxTyBDrRR6JqkpDE10GKzmFwzhOL6G4iEVikffFLI2NzFoQ/I95W3c9vhu7t20iJtXjCwyIYQgYn4CxjwLXW9W0/VODbiD+L6R0LmtWqXfKRQKhSJcbAM+K4RY7M9MXAjxObwC1S/DObESnxQKxeRoOhnchcYA6avhkm/C7A2gCTKSZCrKo0/Sa0dx/pCaejMm0yzKKx7Eat09Zr/FsorsrLvo6Dg4Zp+9I7XfgHykPJTc6SbfUUaxYXKRSy1x8by5Yg2X7X1vUuOMRgCvXHQZ21b5iYzxQYy5GkPMTBydswBI0pXSFvci/06tYfvCOLpiu9iV+lWuPbKTNOtQ1IgG2Pv6f5hh0ONwOLDb7RiNRnJyckhOTh45Sf+xYN5qiF7TNqWVQs8EoVblm1Q1v8keX4P1kArFo2+KCcWQ3CPhO88fYVZcBGtzE8fs1xi0xF6VhSEjmtYnTgS1Hkd5B85GmzIhVygUCkU4uBu4GdgvhLgJsAzfOawS3ikp5T3hnFiJTwqFYnKU7Qit3/zrIe+K8K5lMmi1UzOuTh1mpyPx8WuJj19Ld3cx7e3v4XJ1o9NFERe3hqiofABstrEm+rbGgv6/RoqdhphabtD/i3vlD5Bicml9/3f9R7ls73thjX6qTUrhO//vnsBE2v7orQUcRZ8S0y8+SZpduSRUfoOrPZt5Le0AUW2P49Ylsj+zgDTru6OGkPz73/8eM3RmZibr1q0jJ2esSDctKoWOItSqfGe0ml84PKTOAgYMya/7wzscqx3tTegbj4QHtpX4FJ8GcLWHVhSgr9SqxCeFQqFQTBopZUe/6PQs8NzAdiFECd5oJ4HX7+mmcM+trooUCsXkCLVK0RmobjQuEeOUj58MpqkzgFaceaKi8gfFptH4qo7ncfl+n5lTCsnhKJ/o/Qd/i7gFKUTIKXhbV13Eq2sv5ZqdbwXd1xe1SSnc9OtHaI73f0E9AiGYK4+RRjXNut6BjQBINGRW38as6G5qY4uJ7HiR+pTv0RYZTXzPxMeEyspKNm/ezMaNG1m6dKnPNudkpVA/hFqV74xX81t6O1gyYMevoPLdsfszL/JGPJ2lwtMAxY1dAQtPA+wub6O4sWuEiflwZJ9vE/6JGN7P2Wijr9SK7HMjTFpMuRYlTCkUitODZHp6JE2R+8bZipRyqxAiC7gP2IBXdJqN1w/qOSnld6ZiXiU+KRSKyRFqlaIzWN3IJ8pwXBFmfFXH0wyKMSMZ2H5FxPNoDi1h26x8KpP1oU0sBN/+2ndZUnSc1Jam0MboZ9vKtfy/u38UuPAECOnhw/030nyLbRrWVl3BPxcUY7AXonXUUBuXFJD4BN6oqC1btmCxWHxGQE0nElKjSM2zBGU6ftZU85tKj77ThC8T8UD7+ROfhCm0KFth0tJX2k7ntioc5SMFsQ7AkB1DzIYM5Q2lUCgUioCQUnYAd5zOOVW1O4VCMTmmQXUjAHp6zq1xFecEo6vjmVMK+/8aeYttuEizeubfuf2tDu54rYOl7WVDqUtBmOI3xydy068foTYpxcdsE9OnN/CNr3+fj//iD4EJTwNrkx4+y8PMl95KdkNphiMaE9+dT3yvt3y8wX4chza4e2FSSnbsCDHl9xxj+bVZgQfAnY3V/JLnwuoveCOdVn/hnBGeALpD9M4ar58p1xLSmK6WXloePzZGeBrAUd5Jy+PHsO1tCGl8hUKhUCimGiU+KRSKyTFQ3SgYzrLqRgC4Q0uFmBDXJIx/Fec8A9XxBr5ujbF1RCQVMdqNaUCkkdIrUM1YvpnkTie3lu/nHn7CXHnMdwreOILUqYwsrnr4SV5de+ngbP5aD9++deVaVvzjFZ667obA0/76213O66znTYSAnqb8QbPxUY0BmNXhTVcUnl4M7uA/J5WVlTQ1TS6y61wgvSCe9bcWBPRfYY41kjrbMuVrOl+ICtE7a7x++hQzhuyYoMe0vV8/sYosof35EvpKQ6uSqFAoFIrzCyFEjBDiMiHEN4UQn+3/O/gvqQBRaXcKhWLyTIPqRspwXDFVjK6OlzjvZap35DH8/o+jcxY9TflEJhcDYMl5F725BefRFSzgKPPlUWpJ5xgL6SUCKxbKyKdM5I47d3N8Ip/+yW/YsPtdPvPi01y2x3cVPAG8uXINj3/4o96KdiFWf7TgveiVUtBy4rpx28b2eSOqpCaCWe3NIc1XVlY2tgLeNGTe2lSiE0x+q/khAAk2q51d/y5j7Q3jvy8UgTGecfhk+sVsyKDl8WNT4zEioXNbtUq/UygUU4SYnp5PYSvRcm7QLzD9GbjRz/67pZS/Cfe86qpIoVBMnulQ3SgyEtoCK6kdFFNlZK44pxhdHc8S0cDR12eC7FcNEHTVLSIiqXhQ90mOOkZ+xUGOnLLgnm0njWrSqB4xbo30ClL/4mZ6hB8fNSHYtvpitq2+mARrG4uLTjCnoowIey+9xgiKsnI4PGcerZb4ST/PCHqRUtCw73Z6msaPboy0xwIQ60glvudUSPPZ7faQ+p2LjFfNr7bIyjv/9AqXh7ZWkbkggbQ5SnyYLPkp0azMjmdPeeDfDauy4/36PQ1gyo0jblMe7c+XjC9ACTCvmoFtV3CpdI7yDpyNNmVCrlAoFIoxCCGygX2ABa/qdqD/McByYClwnxDiCinlVeGcW4lPCoUiPJzr1Y2mqipdZOTUjKs4JxmojpeeDtkFbex66TBN5RCb/Q7Ji//F8CJ3cVYnHqfA8rKb1i9L0Iy9KzcgSKVRzS/kD7wC7zi0WuJ5c9VFvLnqoil5frNbO6k++rUJhCev2NZj7MCpm8Oqmo6Q5zMajSH3PVfxVc0vfqaZyqMtVJ1oAwnb/nqCj3x/JSZziKb1ikG+uiGP2x7fjSeAKCWNgK9syAtoXPOKGWjjjHRuq8ZRPvYzYMiOJWZDOs7G0HwD+0qtSnxSKBQKhS9+CcQBVuAmKeW24TuFEJcDzwBXCCG+Ec4IKCU+KRSK8DENqhuFnSBMohXnF95IlkvZ9c5X6Ha8MhjxNPBb55Jo9GA8qiH1z3bqPm/0mw5nwUocbbQTWppQOLD0OHBv+wQTXyp7n0OHsZVc2wLSrKFVFAOmfbW7QBFCcNntc3n6p3vosznpbrfz9tPFXPmZ+Wd6aec8a3MT+cWmhdzz/NFxBSgB/L/L84NK1TPlxmHKjcPZaKOv1IrscyNMWky5lkHhyFEZWBXI0ci+KfIxVCgUCsW5zuV47wReJqU8NHqnlHKrEOJm4L/ARwAlPikUirOY5LnnnthkMEzNuHoVeaAYH42pEuEcu92lE5hTvGllidvsRMpuSu9IGCFAHWMhT/JJqkXWaVqtf3JrA7vYlUgEgl5tHMvrQp8vIyPjvPB7ChSzxcj6W+fwn0eOAVCyt5GshQnkr5xxhld27vORFRmkxUXywLYSdvtJwZPAb98o5t3SFr66IS8oEUqfYvYbpSRMofkRhtpPoVAoFNOeNqDVl/A0QL8AdRBYFs6JlfikUCgUMHXi03mYFqQInO7uYrq6jvnc127RMyfWRkSSHU+bhsxnO3HE66i6KZYakcEL3MAuQjcHDzfZ9cMVNG9qna/HAkG1oZuK9sV85rIkYgze9DmDwcCWLVuQAUYLOhwOHA4HBoOBpqYmysrKsNvtGI1GcnJyzkthavYFyRSsmUnhe/UA7PhHMTNzLUTHT1Fa8XnE2txE1uYmcv+2Yn7/Rolfq6Y95W3c9vhu7t20iJtXpE96XlOuhVASU025lknPrVAoFKORgPScHecd4eQ8y1Mow5t2NxGngACqSQWOEp8UCoUCIDZ2xMPO6GhiurrGXEL7Y6DdQD9/4yoUw2lv9119DsBm1tEeqyNpfhet5V4R8+1lK9ksbqVQnH3pVLWJetY2l2AUNuqcC0btHfoUeZC8p9czJyuJjVdcOGacQAWohoYGHn/8cQwGA9XV1WP2Z2Zmsm7duvMuNe/im/OoK26ns6UPR6+LrX85wYe+dgEaH55hiuDYWdrC/Vv9C08DeCR85/kjzIqLCLli3gD6FDOG7Bgc5Z0B9zFkxyq/J4VCoVD441Hgn0KIaCnleLndS4F7wznx+M6kCoVCcb4QNdLA96+33srJgoLBS2Z/FxsD2wVwsqCAv95668gG0eNXPVKc37hc3ePuL8+IJHKGg9gLHfzfrTfw/dk/8wpPZ6GXWFOshrXRf+H6hP/howlf4aLox1gV9RQXRT9Gnmk74E25ey1DS43B49OYeenSpdx2221kZmb6nCMzM5MlS5YMPm5sbPQpPAFUVlayefNmDhw4MOnndi5hMOm4/FPzBwPi6kqsHNpadWYXNU24f1tJQMbj4BWgHthWEpZ5YzZkBFUF3Jg59L3jbLTRtbOWzm1VdO2sxdloC8uaFAqFQnFuIqV8DjgIbBNCZAohYkb9ZAkh/on3Mmerj/0xoc6tIp8UCoUCxlzM95rN/PPmm8krLWXlnj3klZb67CaAktxc9qxcSUluLhE9o+yWPWGNVlVMM3S6qHH3t8cZOJkXRYsln+8vugc5UM1uMql2A+X0wky8pop041EAEvTVJOiHRKFdXbfQSyWiey9WVnHvpsv8RoTk5OSQk5MzbiqdEIKDBw9OuCYpJVu2bMFisZxXEVAzZ8ey7Oos9r1aAcDul8pInxtPUroSw0OluLGLPX78nvyxu7yN4sYu8lMm97qbcuOI25RH+/MlAeWGdO2oAcBe2TkmYqoDMGTHELMhA1NuIFkXCoVCoZhOCCH+C1zQ/7BsguanfGyThKgjKfFJoVAoAGdMNMOtwQ12O71mMyV5eZTk5RFps5FaV0dyczN6pxOnXk9TUhJ1qan0mM0j+o0gTp3cK/wTF7dmwjb1M038IukzeMTkDYT10o5TTI0P2fKuvX731er2I9q9YtQtrUZuXvGJCcdLTk7269vU1ha4CCClZMeOHeeV+ASw/Nosqo630lTZhcct2fqXE9z0neXoDMqIOhR2loZWlXFnacukxScA84oZaOOMdG6rxlE+1gXKkBGNq9OBx2oHCV3ba/yO5SjvpOXxY8RtysO8QhnSKxSK4JBSpXGf43T0/5x2lPikUCjOe5x9fRyrrRy8BQCQWl9PR3z84OMes5nSvDxK88amCg0ntb5+5IYZ6sRe4Z+oqHwslpVYrXv8tqkhnWP6BWGJWHIK45RFPi1/+iCVrgQS53dhnuEAhrzQuurMg4/tNSW0VFeSmO47tW4impqaqKysDKpPZWUlTU1N55UJuVar4YpPz+efP9uDy+Ghrc7G+y+eYt5FqdQUtuPsc6E36UgriCMhdfwIPAV097lOaz9fmHLjMOXG4Wy00VdqRfa5ESYtplwL+hQz7m4HjX885BWgJkJC+/MlaOOMKgJKoVAoziOklDedqbmV+KRQKM5r3C4n//7dLxC4R4hPMxobOTk/eFPnGY2NIzcozyfFBGRnfYmDhz6Jv4Iix1jo/SNcgtEUCE851ZVk11fTg5Gq7QZmrrRiyelFANW2WFodXvFpYOaqY4dDFp/KyiaKEPff73wSnwAsKZGsvTGPHX8vAuDImzUceXNsRExqnoXl12aRXhA/Zp/CS5QptFPmUPuNhz7F7NNQXBtlQBdjwBGI+AQgoXNbNdpog08xS6FQKBSKcKIMxxUKxXmL9Hh47cHfUXFoPw1x3qp0A3YaxtHpcwEypp/yfFJMQHz8WuYW/Ax/jsK9RJzeBQWJ8Hj44r82M7R+Qf0eC7YGAx4Ju1rGlpt3jPZGCwJ7iJ/NUPud68y/OJWEWeMLCXUlVrbcf4gTO+tO06rOPUKtWjfZanfB4Gy04agar3DRWBzlHTT+7gAdW8rofKOSji1lNP7uAE2PHKavtH2KVqpQKBSKM4UQ4rOTMQ2fDCrySaFQTHtaqiupOnYYR08PhshIMhYsJiEtgzf/+ghF770NQK/JSHtUJHHd3ovinPJyb+dAU5T62w32G0CjNH7F5Iig90wvwS/C4+GbT/6ZZUXHR++h+Xg0RZ54qnrGpvQYIiNDntNoDM2zKtR+5zo1Re201U1c4UxK2P5kIdEJJhUB5YP8lGhWZscHZTq+Kjs+LH5PgdJXag3bWMoXSqFQ+EROU8+ns6+I8FTyKPCIEOJZ4BdSysOna2IlPikUimlL5dFD7PrX09ScPDZmX3RiEl0tzYOPlySlYukeisZIbm4ms6KCyqyswCYTgsyKCpKbm0dun8RFtuL8oK1tJycLv8foMx/RDYYSQUxiEWQwZV5NExEjrXQKy5jti4tPcNurz/sQngAkvc1GKuLjwTR2b8aCxSGvJ1Tj8PPNcHyAfa9UjC7m6Rcpve2V+OSbr27I47bHd+MJ4PXUCPjKhvE9AsON7HOHeUDlC6VQKBTTkD8DNwE3AzcJIU4BjwB/llJ2jttzkijxSaFQTEuOvvlf3nj0D0g/V13Dhac5ay7hstz5iAf/PKLNurffZnNGBjKA6CXh8bDu7bfH7gjBN0pxflFe8Ud8+T3JKIh6S8scZw3mu4qwRc85/YsDruRVVsg9HGMhvTKCCNHLxX86Qd6R8VK0vCJZQlcP3SbDiD1p8xaE7PcE3ip4KSkpNI72VxuHlJSU887vCaC1rpu6EmtQfepKrLTWdSsTch+szU3kF5sWcs/zRycUoOIiDbxwoJbixi7W5iaelggoYZqCSob9vlBKfFIoFIrpgZTyDuAOIcSNwD3ABcB9wH1THQ2l8kEUCsW0o/LooXGFp9HMX7cBsWLFmO055eVsfPllxIBv0+jx+h8Lj4eNW7aMTbkDWL48qLUrzi+6u4vHrXTXdY2bBVUern/rOZBnxj8sgl7SqOYqXuV68S8+WPzaBMLTELpRV+hCCFZv+uik1xToZzvU9tOFmsLQPHtC7Xc+8JEVGWz+zCpyEsf30Wq1OXjuQA0/3nKCK3/3Njc/8j47S1umdG2mXMuUjOso78DZOHHqpkKhUCjOHaSUz0kplwGzgV8DFXijoQ4IIUqEEN8ItzeUEp8UCsW0Y9e/ng7qYnPPS89CcjJ84AOD27oivP4wFxw8yG1PPklmRcXYlKf+VLvbnnySCw4dGtEPgKuugqSkUJ+G4jygvf29cfc7CiQdt7j59GtH+fLTf0ZzOg3s+z9DCzg6tM0D0a8FHl3h0gx9ZoQQXHHHl8lcuGRSy2pqaqKpqWnK+/gbZ9euXezYsYNdu3aFZcypxNnnOq39zicqWoMTY/aUt3Hb47t5Zm/1FK3IWwXPkD01HrLh9JNSKBTnNlKKafdzPiOlLJdSfltKORuvEPUdoANvNFS7EOJpIUTofgnDUGl3CoViWtFSXenT42k8ak4co6W6ksQvfxlefx2Af161mnV7CsmrbSSnvJzs8nKak5Ioy87GbjRitNvJKS8nqbl5sMZXyawUdqws4LMv7PBu+PKXw/jMFNMRl6s7sIYCNr29nczGZh664TbKJpG2FjBCMFceI01WeYVXD1ie0mIsmvi+lfQumdZor+dZ2rwFrN700UkLTwBlZWUh9ws19a6srIwdO3ZQWVk5Zl9mZibr1q07Kz2l9KbQTvPqSjuwddgxx56fJu0Tcf+2koB8n0bjkfCd548wKy5iyqrgxWzIoOXxY2E3zw27n5RCoVAoziqEEFnADXijn5b2b94KXInXG2o/8G0p5VuhzqHEJ4VCMa2oOhZainLVscMkXrMRPvxhePFFeqNM/HvNMrIbmrmgpILshmaSm5vHGooD5TOSOJiXRfmMJAym/hP066+Hq6+exDNRnA/odOP76hgKBbF/1yL678otKzrO4z//Dn+7+nr+tvFGpNBMnRG59PBhngMhsFidRL6ogz2BRT0JwGWBFZnVZHzmIRIXXxq2Zdnt9pD6vfHGGxw7doykpCSSk5NJSkoiKSmJmJgYxDiv34EDB9iyZYvfaMrKyko2b97Mxo0bWbp0qc82Z4q0gtB8eqpPtPHEd98jd3kyiy9LJznzjFRkPispbuwKquLdaDwSHthWMmXikyk3jrhNebQ/XxJWAWpK/KQUCoVCccYRQmzC6/20FO8pnBVv1NMvpJQd/W1uBH4JbBVCfF5K+XgocynxSaFQTCscPT0TN/LXTwh4+GHYuxd9FDjsgvKZyZTPTCaiz05KeweJHV3o3B5cWg0tsdE0xsXSaxqKDtBHAWlp8NBDZ6QymeLcIi5uzbj7o18dEp6G84nXXmBBWTGbr9nE4fx5vjuPFqWCFKk+176ZTa3vE2d1EtXjxhZpoAoDEMgYkpwlrZgvWAlhFJ4AjMbQonHcbjc1NTXU1NSMGW9AiBouTMXExFBeXj6u8DSAlJItW7ZgsVjOqgiohNQoUvMsQZuOA3jckuLdjRTvbmRGTiyLLktj9gVJaLTnt2NDOHybdpe3UdzYNWUm5OYVM9DGGencVo2jvCMsY06Vn5RCoVAoTj/9UU53AJ8HLHhP7sqAX0op/zy6vZTyOeC5/uin+wAlPikUCoUhMnJy/WbMgG3bsPzfF7G1Dh0ie01GKmYmUzFz/LQdS7QTtm3zjqNQTEBUVD4Wy0qfpuO6OoGxVINEInwIPsuKjrOs6DjlM9M4UDAfmykSc18P/7hiIw6jha7IUZEKQQhP87pL+enR/xuxzTzDwcwVHdTvjcV7jjKQXDeAHNw+c6UV80wXrPtWwHMGSrjFHbvd7lOUMhi8VfoC9Y+TUrJjx46zSnwCWH5tFlvuPzSmXoIvhIBlV2dRW9RO/akh0aKhrIOGsg6i4owsXJ/GvItSMZn1U7jqs5fuMPlh7SxtmdIKeKbcOEy5cTgbbfSVWpF9boRJiynXQvuLpTjKA6+mbciORZ8yvsG6QqFQKM4NhBCvA5czdBK3Fa/otC2A7nuBJaHOrcQnhUIxrchYEJof3oh+c+aQlW2mtsLD2Atsf3jbZWWbIT8/pDUozk+ys77EwUOfBEaaiRuLvO87X8LTiP71NWTXDwknM60WemMvoTlGS0WKDrte0G0S7M81IQMRoKQkxd6CGw1aPCM+AZbZPejMLlqPR9PTPDoCSRCZZCdxfpdXeNr4AOSsn3i+IElOTiYzM9On/5I/MjMzueGGG2hubh78aWpqorm5mb6+Pp99HA5H0GurrKykqakpZG+pqSC9IJ71txaw/cnCcQUoIWD9rQXMW5sKQFNlJ4ffrKZ0XxMet7djd7ud9184xd6Xy8lfPYPFl6YTn3p+iRJRIfpojSZcItZE6FPMY4SjoHyhBMRsSJ+axSkUinOQ6WrQPR2fk1+uwJta9yjwiJTSR7luvyzHGyEVEkp8UigU04qW6kqEEEFVu0ubt4DEUQbOi666k8rdP6emJzbAUQRpkVYWXfW9IFarUEB8/FrmFvyMk4XfY7gAJXxrIhOS0m6jMhaSO90kdw6ZBM9od/PKCrNXgPKTkiekhzV730Q4+vhfwy3c5NjBPEZW54qa4aBlRgR1tjzSa4uJd3ag0UvMKXaMsS7IvMgb8TQFwtMA69atY/PmzQF9zoUQrFu3jpiYGGJiYpg9e/bgPikl3d3dg0LUcGHKnyg1EZMxNp8q5q1NJTrBxL5XKnym4KXmWVh+bRbpBfGD25IzY7jiU/NZsymXY2/XcvztWnq7nAC4nB5OvFPHiXfqSJ8bx6LL0smcn4DQTP+T93B5NYVLxAqFgH2hBMRtysOUG5p3mEKhUCjODEKIUsAjpfR1R/wOX6l1AbJhwAcqFJT4pFAopgVul4u3n/oLB159Kah+QghWb/romO2RWVeTl/Y1aotjkAHcDRFIctNaiMxSJuOK4ElNvRmTaRblFQ9ite4GQJpCG8ut893xgnIHFpuHd+ZHUJk8KmVKCCxddq7c/hSZtUM3tF6TmewxJrHGWYc72oTLkoznys8wc/FlbEhOhqaTULYD7F1gjIacdZA8N7SFB0FOTg4bN26c0I9JCMHGjRv9psIJIYiOjiY6OnqMKLV161Z27twZ9Nr2799PREQEeXl5RIaYBjwVpBfEk14QT2tdNzWF7Tj7XOhNOtIK4khI9W98b441smpjDsuuyqRkbxNH3qqmpXqoSmP1yXaqT7YTmxzBokvTKbhwBoYzKKxMNfkp0azMjp+U6TiET8QKlYl8oQzZscRsSFfCk0KhUJy7+LyAmYTwxGSEJ1Dik0KhmAZ0t7fx8u/vpbbwxOC2iJhYers6GS/PRAjBFXd82Wf59/+++wKJS2xc3lXC1vq8fgHKt8eNQHLFzBKcS3r577svcOVF14frqSnOI+Lj1xIfv5bu7mLa29/DoanE8ezTAfcfeHe2x83x2ya7yUV2UxdNw1LyHFqoTNKxdtdI4QkAIZBtGtynNKBxkfP4TzBfeOHQ/uS5p0Vs8sXSpUuxWCzs2LHDZwpeZmYm69atC8mDaUCUCoXm5mZeeOEFhBBkZGQwZ84c5syZQ0JCQkjjhZuE1KhxxSZ/6PRa5q6ZScGFM6gvtXJ4Ww3lh5sHD7EdTb28889idr90irlrU1l0aRoxiRETjhusGHY28NUNedz2+G48IVaTW5UdP6V+T4Eyni+U8nhSKBQKRbhR4pNCoTinqTl5jJd//0ts1vbBbbOXr+aqL/4/GstK2fX809ScODamX9q8Baze9FGfwhPAgbJtrEgzMHOFjRsOHWNXSzo1PZZRrbypdqsTq7Fd4KIpzsSBsm1KfFJMiqiofKKi8iEdKpeX0rNvX0D9BNAZnUFcexFJzYdx6Uy0x83BZk4d03Z4St7JWXpiGv8zVngCkJLcxnbQaJj501HC01lATk4OOTk5NDU1UVZWht1ux2g0kpOTM+nUt8kah0spqayspLKykv/+978kJiYOClFpaWloNOdm1TghBKl5caTmxdHZ0suR7TWc3FmPo9frYeToc3N4WzVH3qwma1Eiiy9LJzXfghjlN1Zd2BZUGuDZxNrcRH6xaSH3PH80aAFKI+ArG/KmZmEh4ssXSqFQKHwhYVp6PoV4L0ERJEp8UigU5yRSSg68+hI7nvw/pMfrkyOEhrUfuZWVH7oRodGQuXAJmQuX0FJdSdWxwzh6ejBERpKxYPEYj6fROKU3raR+pok4k4Mrq07ibjJQZbPg8GgxaNxkmK1okx2UZ0TSHmca0U+hCAeJd32Rqs98FjyeCdtKIKaripiuqhHb22Nzqci6mva4Ap/9Mupr0bYeGDGOAJCShTXNZMxdQOIX7zzrhKfhJCcnh91nKRRj89TUVObOnUtRUdGY6nktLS20tLSwc+dOIiMjyc/PZ86cOeTk5GA0jjZvH5+pENtCISYxgotuzGPlddkU7WrgyFs1WBt7AG/QafnhFsoPt5CQFsXiy9LIW5GCTq/lxM66cQ3Q60qsbLn/0AgD9LONtLhI8lKiKWroCriPRsC9mxad8ZQ7hUKhUCjOBEp8UigU5xyO3h5ef+QPFL//zuC2iOgYrv3q3T4jmRLTMycUm0bjHnZR1B5noD3OgNnmIs7aQaxL4tIJSi0GbOZIv/0UislivvBCZv7kx9T/4Ifg8fhJ/PTiLzE0rqMUy+E/UjjnFupnrhkzh6nPinPYYwHEJxhZkXsheRs/hDHv7IrSOJ0Ea2x++eWXk5OTw8UXX0x3dzfFxcUUFRVx6tQpXK6h6mY9PT0cOnSIQ4cOodVqycnJYc6cOeTn5xMTE+N3jrKysilJM5wsBpOOhevTWHDJLCqPt3LkrRqqTwx5IrXWdPPmE4W8/8Ip0ufGU7K3cdzKe+AVr7Y/WUh0gumsi4D6596qoKOeVmXH85UNeUp4UigUCsXpwnqmFzAaJT4pFIpzitaaav7925/TVjtUgWtGbj4bv3YPMYlJYZvHEmMARhYFs5l12My+D5sD7Qb6KRThwnLjjdQnJHLotw+wpOTkiH2jBafRgfBD2yUFRX+nzxQ/JgKqO64bGZWO8LhJTKkidW4lEfEuUpd8HWP8+Ss8weSMzaOioli6dClLly7F6XRSVlZGUVERxcXFdHcPRUi63W5KSkooKSkBvNFTA+l5KSkpg+lqBw4cGHcdlZWVbN68mY0bN7J06dJwPP2gERpB1sJEshYm0lZn48hb1RTtasDl9Ebu9XY5Kd7TGPB4UsK+VyrOKvFpZ2lLwMKTAG5dncltF2aeFR5PCoVCoTivsAghovFjPB4oUsrOMK1HiU8KheLcoXjXu/zn4ftx9vUOblt8xTWs/8Tn0On14/QMnrX5iewvyiYvrjyg9kJASXs2a+eou9qK8LMzbz7f//oPyKqrZmnhcSL7eugxRXLF7rcpqArwPYokq+I/I8QnDy4c0d3ExkrSM44TF9cwuK+84kHi49eG/bmca4TD2Fyv1w8KSh6Ph7q6OoqKiigqKqKpqWlE27q6Ourq6njrrbeIjY1lzpw5xMTEsG3btgkjsKSUbNmyBYvFckYioIYTn2pm/ccLWP3h2Zx4t46j22vobrcHPU5diZXWuu6zxoT8/m0lAUc8SaC4sUsJTwqFYloxHT2fpik5TD76SRJGzUiJTwqF4qzH43bz9t//yv6XXxjcpjMYueJzdzHvksumZM44kwW3RzMi8mk8pAS3R0OcyTIl61Gc33S5vObgFanp/H/27ju+rfJe/PjnSLIsWx6yPON4x06cTUK2gQBhlVFKmG2h47IKlHK7173tbfvrum3phba0lNIFbVlJW0KAAGGbkElClmM73nG8LduyLVvj/P5QvGLZlo4lz+/79fIrPjrPc85jR5aOvud5vt+K1HQAsmqruf/ZvwxbajcS7xK8EsydtWeSkKuYMgtZuWQbZvPwyrk2227s9mJv8vNZLpiJzXU6HWlpaaSlpbFp0yZaW1v7A1GVlZV4BuX3amtrY8+ePQEdX1VV3nrrrUkPPvUxmcNYeXkm51ySzhtPnqBo1+mAj1FT1Dolgk/F9R3sKW8Zu+Egu8tbJAAlhBBiMgQjShjUSKMEn4QQU1qnrZUX/u+n1BwfqFgXm5zCR7/0LZKyQvfhSq+PJD/+pN/tFQXy40+i1380ZGMSs1e0QT/ssZVFRwH/rwr62sW1nqDTPIfI5KNkrH1y1D6tre9J8GmQUCQ2j4uLY926daxbt47u7m5KS0s5ceIEJSUl9PQEPlMIvEvwGhoaJiUJ+Uh0eh2xiSZNfZ0O19iNJkBhaZPmfhJ8EkIIMcFOApdN9iAGk+CTEGLKqik6ygv/91M6WwfuNOesXM1H7vsypqjQ3gV3u7smtJ8QozkvbvjzPdKh7blmcDmISttH2obfj9nW5ZLqjRMpIiKCpUuXsnTpUtxuN5WVlSMu9xtLWVnZlAo+AYSZtF12au0XbHaNQTCt/YQQQkwviqJcAtyIN/ATD1iAr6uqatNwrK8B8/AuncsZdKwDo3QbzKaqqn+5GSbI1Hg3F0KIQVRV5YOXnuetJ/+Ix+1dboSiUHDTraz92I0oOt0EjELrLFNZBy+CL98cwZrwcPYMmgnTFR6h6VhR+bswbfBv6ZPBMPlLnWarvip41dXVmoJPWmdNhVJaftyE9gu2KI1BMK39hBBiylFnaM6nIFSrVhTlBuCbqqqeO+ixlcB+RVHODSQApSjKo8BPVVUtG/TY184c60ZVVZ/z4zAWvwc/QSbiE5wQQvit19HN9od/xht/eaw/8GSKjuH6b32fdZtvnqDAE+j12j7Ya+0nxGg699bxmcJWdH0Jp1WVGJd32am/10v97VbVjdZsiLi4DX63FaERHh6uqV9nZ+eYCconWnxqFKl5loD6xCZGYJ1jDs2AAlSQq62ghNZ+QgghpgdFUSzAs8DXBz9+ZpbSAeCxAI61ErgLuOGsXX1T1v0+1lQjt2KEEBOqqbqSqiOH6O3qwhgZScaS5SSkZwLQUlvD87/4Ec01Vf3tk3Py+OiXv0lMwsQuH9E640Nmiohgc5S20rq1hDUqfOtoDz9aZOSyD7pJtyXSGptLXFupX8dRAE9aHK5U/0rdWyxrJd/TFKA1cfiePXs4deoUBQUF5Ofno5ugwP1YVl2VxbaHDuJvXKytsZsdjx3hotsWEh4xuZet85OjWZNtDSjp+NpsKwB/KizH7nARZTJQkJsgOaCEEGJmuenMv/t87Hsab2AqUPMGb6iqalO8VZAsGo41JUjwSQgxISoPH+T9LU8NSRzeJ23hEtIWL+XA9n/R293d//iyS67gos/cjSEsbCKHCkBvh/ecgVS7U5SBfkIES/vOqv5pS9fW9BJV00Nn25nqd1kfIfbDXw/MiBqVQm9BBuBP8ElHdtZ9WocsgigpKYnMzExNS+9OnTrFM888g9VqZcOGDSxfvpywSXg9HSw938qFt+bz5pNFfgegTh5opLGqg8vvXEJSZkxoBziGBzblcdvju/H4O/ZGO5f98u1hj6/JtvLApjyZFSWEEDPDjXhzLNl87CsD77I8f5bLqap6QFGUuLOPpShK392o18Y51kkzNW6DCSFmtMOvv8KWH/63z8ATQM3xI7z/3D/6A0+GMCOX3/OfXHrn5ycl8ARQX/MB4F/gaXC7vn5CBIOzvpPe8vb+7RM9nv7AE8C7y5bxi0/cgWfMJ6qCacVtJN1wE2O/9etYmP8jrNYCzeMWwbVx40YUP1+MFEUhLy8PvX6gQmJLSwsvvPACv/zlL3nrrbfo6prcwgiLClK55oFzRlyCl5pn4arPL2PJBXP7H2tvcrDlZ/v58I2aSV1OWJCbwI83L0Xn53tDk73X5+N7ylu47fHdPLO3OoijE0IIMUlWASNNi7Wd+Xe1vwcbIYj19bP+Hc2UTMwlM5+EECFVefggr/7+V35/WDBbLGz+5vdJytK21CRYXM4OTa+QLmdH8AcjZi1Hqa3/+xKHmxMOT/92Y4KBSks5t738zqgzn/Tx8zHmX0XkmnUkLV1GREsy5RW/wWbbPaytxbKW7Kz7JPA0xeTk5HDNNdewbdu2UV9LFUXhmmuuYeXKldjtdnbv3s3evXtxOBwAdHV18cYbb/Duu++ycuVK1q9fj8VimaCfYqj0fCvp+Vaaa+3UFLXidLgIMxlIy48jPtW7fDlrSQKp8y288WQRTocbj0vlnaeLqS1u5aLb8gmPnJybEzevziAtLpKHd5aw28cSvAUp0ZyoG/u9wKPCN7Z+yNy4CJkBJYSYNlTPlIxrBEO+oij7fe0YnER8BBZGDj4NbhOwM/mkbgIuAc71p9qdqqrzxmozGST4NMs5HW4O/7OGusNtuHo9RKeYWH5jOtbMqZHcczrqqmik+Z0TONu60IUbiF44F+u6PBTD7Jxo+P6WpwK6Sx2bPGdI4ElVe3D3voLHXYyKC52SiN54BTp9aiiG26/DE41JY7+pztNSjlrxLmpPO+jD0SUvQklfi6LTj91ZDKN6HHi6dqA6S0B1gz4RvflKFEOKpuMN/jDuruog2q3S5PJwbFDgKcmg0ODaw09//Uf0qorKyLe4wjLWYUhaSMymdACs1gKs1gLs9mJaW9/D5bJjMEQRF7dhyuR48vSeQO18HdVjAyUCnWk5SsQFKMrsfY6uXLkSi8XCW2+95XMJXmZmJhs3buzPERUVFcWmTZs477zzOLBvD7vefZf2bm8FPKfTye7du9mzZw9Llixhw4YNzJkzZ0J/nj7xqVH9wSZf8lYlk5gRzY7HjtBUbQfg5AeNNFZP7jK8pR4PP9JDidXEhyp4kqJJyk3gvPmJ/Ne/fM/y9cWjwte3fMjt52XP6lxQvZ0uirZU01TUjupRiU6NYOGNGUTPkSIeWlUfbOXIC7V0tfYSbjaQU5BA/qUp6PydtieECJRthMf7glLWQA+oKMpP8QatVgGPcmYJ33QlwadZyu308OoPjvLe707S2TS0HPP2bxxi0dWpXP3T5SQtmNzcCtNJx7FTlP/uNdo+GP6hwJgUQ9rN60i9ca3fSydmgqbqyhGX2o2k9sRxmqoriU+bg7P7EZw9/wC1bWij7p+jD7sIY+RX0emzgjfgQU7pzmce/ww459Mp3fkhGU8weOqO4N7zGOrpg0MfB4hKRr/8ZnSLN8+q5+h4qGovbtvDuDueBs/Q56i79WfoIi/GEPd1lLAMv45XXdTCvu0V1JbYRm0Xr1dY2VXMop1/7J/xNNr/mOODJ4i5fBmm3KHl6qOi5k+ZYFMfj2Mf7pYHUR1D83V6AAxz0cfegS7mE7P2OZqTk0NOTg4NDQ2UlZXR09NDeHg4OTk5JCUNL8qgunqh8O8sPfgyi1xdnNDHsdeTQqMa6d2vqhw+fJjDhw8zb948CgoKyM7OnnK/X0tSJNd/7Vzee66Uw2+dAs4sw/vf/Wy4PpdlF6VN2Jhb9ldT/Jt3sB081f/YsjP/RsyN5fRNKwJKSA5Q09rN97YdA2ZfLihnt4u3/ucwB/9YRk+bc8i+nd84yIJr09j003OIzZCbov4qfqOe5799mPJdzcP2JcyL4rJv5LPh9pwp93cuxBRQ5McMp/GwBNpBVdX+JXaKonwNKFcU5UZVVadl3icJPs1Crh43f/zYu5zY4bvctuqBo8/XUvZOI3fvuJD0VQEHaWedll0lHPv2M6hOt8/9vQ3tlP3qFTpPNpD39WtQZsldp6ojhzT1qzy8H3PsC3hc743QwoPbuZPu9v2Yov+I3rBI+yBH0GNaRHVHKunRtX61VxSo7kilJyr4YwkGT0Uhrle/Ax6X7wb2etyFD6M2l6G/4CtyUToG1ePA2XAnqmP40jUvN56uV+l17CMs5S/ojPmjHu9YYa1fCZgjFVgbpcd5cLufScYBVOw7nyb+M1f52X5yeDpfwVX/n8AIz1HXKdzN30N1lqCP/+6sfo4mJSX5DDYNpvY66H76u3iqjwKgV2CRvoWFuhYq1Bj2ulOoUgduMJ08eZKTJ0+SkpJCQUEBixYtGpI3ajB/g1/BZAjTc8HHF5A6P443njhOr8ONx63y7jMl1BbbuPhToV+GV/fqCQ596wVUt8fn/u5Tbby+5UPI1zbrEQZyQf1k8zJuWp2u+TjTQa/dyT+ueouaXU0+93tcKse3VFNV2MitOy4iYWHsBI9w+tn3j0r+cttuPG7f7w9NJ+38/c591B1vZ/PPz5nVr6NChIBlhMf7PkzbxnNwVVX/V1GUu4FXfSUknw4k+DQL/fMLB0YMPA3W3erkD1e/zVePfISohPAJGNn01FXVxPHvPDdi4Gmw+hcPYpobR8anpu7smGDq1ZjUtrtt+yiBp0FUG46Ou4iMfQFFZ9F0rpEo3R2E6xwB9THqelC6p17OJ7W1Atdr/zNy4GkQT9ELKLFz0Z/zidAPbBpzNf/3KIGnQTytOOvvxJi6HUXveyZpdVGL35W/ulRoaz1FeHPJqEvthvXbu5eekhLC8/L87DGxPD1FuOq/xIiBp8Ft2/+OYshEb/ls6Ac2jfW8+HB/4GkwRYFspZ1sXTt1nkj2elIo9sShnnk21dXVsWXLFnbu3Mn69etZsWIFRqMRgLKyMr+X/YVK7rlJJGZEseOxozRWeV9vyw6eWYZ3xxKSswf+zkbLJxWo9qJ6Dv3XyIGnPg79+JfYz5ZcUNtu3z1i4GmwzjoHT137Nnd98BGMZvnoMpLKvc389dMjB54Ge/3BYpLyojn/c7kTMDIxsyio6kwMWo77Z7L50SawabG+HQBygLuA/w3C8SbU7ExCM4u1nepizx/L/W5vb+hh92MnQzii6e/UM7vxOJxjN+xr/9Qu3D3+t5/OjJGRmvoZwoZ/YBqR2oSrZ4um84wmw7mXJHNg7xHJ5mYynHuDPpbxch96Gty+Ky75bv8Uqqtn7IazlOqswtP5vP8d3PW47VtH3L1ve4XfJecBmuqOA4FfJnXuej/AHhPH0/Y4EMBztO0xVNX/9rONp/kUrmNvj9kuRdfFNYYybg87zLmZiRgMAx/sbTYbL730Er/85S9544032LVrF0888YTPwBNAZWUlTzzxBAcOjJkHddxiEyO5/qvnsvSitP7HOpodbP35fg7trKb6eDP//MUBnvr+Ht59poTdz5fz7jMlPPX9PfzzFweoLgr8+r/8r3tRnaMHngBMYwSn/OVR4eGdJUE51lTUeKyNon/W+N2+raKTI/+oCN2AZoBX/7cIt9P/N5MdPzqOJ0jPVyEE+/AGhXzpe9xnMvOzKYryrKIoJ88kGj9bX84nvyvnTSUSfJpl3n+szK87IoPtevSkvDmNwNXZQ8OODwPr0+Gg8bUAgivTWMaS5Zr6zc0PbMaUs+cpVDW4z9FYo7YP6lr7hYra04GndGdgnRxteMreCs2AZgB3x9NAYK+jno6/9yfed9Z30lF4ivadVVRvLxszx9PZenq7A2rfP4ZOu6Z+oaa6W/DYXwqsk7sJT+croRnQDOD84MWA2luUXjY5j/Kf//mfbNy4kYiIgSTP3d3dvPXWW+zYsWPM4hGqqrJt2zbKykKfD1UfpuOCm+dzxV1LMJq8ywM9bpV3ny3h+YcOjfh3VVtiY9tDBzlW6N+SaoCe5k7qXjvhV9v85k7vN4FElEewu7yF4vqpN5s2GA78vjTgPvt/G3if2aLtdDeH/nlq7IaDtFZ3cWT76RCNSIhZ59lR9vUFn/zN03TDmT6+ct/0HWvq3e32gwSfZpmydxoD7tNa1UVrpbblUzOd/URtQLOe+rQd9H3neKZJSM8kbeGSgPqkztdjTQ1sRoPqqUb11AfUZ0zGwP9WxtUvRNTGInAHPovp7KTkYoDHsSfgPqqrAkdxBQ2PHqL+lwdo21ZG+6uVlL1WFfCxXAYtdRhBZ9a23CjU1J4PCWTWU3+/7ml53TUh3FWB3+DwNFVh1rm56KKL+OIXv8iVV16JxWIJ+DiqqvLWWxMXvJ63Mombvr2GpEz/q8SpKrz5ZJHfM6Bsh2tRXf7d4Ejt7CGvpdO/ShV++OcHgQUUposqDdejDYdtOGwy49GXsveaAr65DFDyVkMIRiPErPQMgKIoN/jYdyPwmqqqw+7MKIria7bUc8ClvtoDKwe1mXYk+DTL9NjHzqcRzH4znbtb20WQ1n7T0YINF/jdVlEUVmnOidyptaNP4RrzSmjtFzJObbNkNPebDdTAg/Hdx8+j+c819Ja3D3ncpWFyRGvcAu8wAuxnXr8u8JNNANWj8eaGGty/+ZlE7Q0sX93Z/YxGI2vWrOH+++/n0ksvDfg4lZWVNDRM3Ifa2MQINn/lXMwWo999VNW75NUf7q7AbjJdVdaEEoSZTwC/ffMkNz26i8LSsXMjTSe9ndrSD/TK9ahPcn0vJoqK9/Vzxn2N9/fiTf59N/DTwY8rirIS72ylG8/uoyjKfuDkmTaD3QncfXZgSlGUn5451t0jBKamPAk+zTKmWG2VYCIsoa0gM10ZzNpmIBiitPWbbhx2O3uf9y8fk6IoXHr3/aQt8p2UeewD+H/X2x/GCG3H09ovZIwaZ7uET81ZMlOCLrD/496ahdjf/rTPKxuDhskRneZU7DmLA8r5FLl69ZRNNq4E+Pvsp9P4WjELKCZt+fYU09By9nq9fsSKd2OZiKV3g9kau+gMcFZMbYmN5tqxl6MaogIrupLf0smtx06PP33tGX0V8J7ZWx2kI06+8Bj/A4VD+mm8jp3pIjT+XiIDCNgKIUanqurv8QaNnlUU5WtngkV3A+eOUJnuNbw5nIbsU1XVpqrqjWeO9eiZr2fxBp7mnTnPtDTFbtGLUFt4xRxKXgtseVLyohgs6douZGe66IVzMcRE4GoPbJaIdd3Mry6iejy89MiDtDd6n28GYzgJGZnUlRYPa5u2aAnrNt9C5tJz6O2uxOMKbDmNTr8ARQlume9WZz7gR8U9n/2mDiVpkTcA1RtYvh9d+tScJTMV6CI24u7xP6ly1/5rQPV9ryfRoAMCz1dW/8lPE/H/vo7en9kVOh0J994T8DkmimJaCYo54JlMukj/Z1XONvqcc/HUDn+tHY1u7gIU0/Cgc0+PtuIDNTU1OJ1OwsL8/1Dc0NBAWVkZPT09hIeHk5OTQ1KSf6/tNUWt2sZZ1DpmBby4FWnoI8Jwd/s/W6fglI31d63nL7Ud7C4ff4GjmVYBb97lc6g/GNj/WXpBAuHREnzyJW9jEmERepzdY1deHmzRR+aEaERCzE6qqr6Gn7mdVFX9OvD1MfbPKBJ8mmVWfyaLF//rQ1wO/z/sbLgnFyVIuQtmGl24gZSrzqHmH7v87mNMiCb+vAUhHNXUsHfbVsr2D+TGufLzXyZv7QaaqiupOnKI3q4ujJGRZCxZTkJ6Zn+7sPDrcXY/DPh/kW8I/0TQn6MfNuQS504lPdr/pLTVHam0duWyKagjGR8lzIRuwUfwHB4tD+JZopJRMiT4NBJ91A24bb8Cxl6u4GpJxXl6Ad5pT8OfozF6hXi9QnMAuTpS8yzUb1zK1vI7+dLfHhs9AKXTMecH38e8fr3fx59ois6MLvpjeNr/5n8nQxpKhASfRhK24nKchU9DAIUYwlb6XvMcHh7YrJ8+R44cobi4mAULFrBkyRLmzZs3pJreYGVlZbz11ls+K+llZmayceNGcnJGKiLk5XRoWz7kT7+w6HBSr1xE9ZZDfh83MiOO869azJU6haf3VvGNLYfHvayjrwLeTAg+rbxjHrt+diyQpyjnfm5qzt6cCiLjjKz6eAa7AqhonbIwhryNiSEclRBCDCXL7maZSGs4F33F/5kZCXlRrP50VugGNAOk3riWsDjz2A3PyLz9QhTDzP7Tqzl2hHef+mv/9rlXXUve2g2ANwn5yo98lHXX38LKj3x0SOAJQNFZCTN91u9zKbp5GMI/GpyBD+LRZ/L0ievw+PlpwaPiba/PHLvxBNMvuwnC/V+ipF/9Hyg6bUttZgPFkIg+5tN+te09tbCv14htFpj8fz1QFFh1VRZtLjcvFlzE177wLZqW+q4qGbl6NRmP/wHL9df7ffzJoo+9HXSx/re3fhFFmdmvo+Ohi04gbNXV/rdPysaw8Hyf+8YK+oymt7eXw4cP849//IOf//zn/Pvf/+bkyZO43QOzMw4cOMATTzzhM/AE3vxRTzzxBAcOjD7bMMyk7X6qwejfa132p1ZjiPY/EJd373koOu/f/ZYDp8YdeOozUyrgxWaaWXm3/8GklBVx5F+XFsIRTX+Xfn0hphj//w6u+X9L5eayCJwKHlWZcV9Be5EWo5Irt1nosv9Zwro7xr6YtGabueuljYRHyRTn0YQnxrD4Zx/HEDv20sTM2y8k5eoVEzCqydNpa+WFh36K6vHezkydv5DzP+F/MAkgLOI/MRg3j9lO0WViin4URYkYs22grDHJHG9ZwF+Ofdz7pjQKj6rwl6Mf53jLAqwxyUEfy3gpUUkYrvxfCB87t45+zZ3o518xAaOa3vRxX0Fnvnbshq7UMZskhuk4J2LsD8CKAhfemk96vpU2l/fD+4H8JXz4i4fJ2fY8SV//GugG3tbTfvvIlJ7xNJgSloYh5fd+5XHSW7+OPuqaCRjV9GbcdDuGRRvHbKfEp2O6+bsoBt/v9UlJSWRmBhZUj42NxWodWiHa4XDwwQcf8MQTT/CLX/yC7du3s2vXLrZt24Y6xvJRVVXZtm3bqHmk0vLjAhpjn4OvVVG8pw51jDsNkelxnPt/m/3K/5T/5YuYc5n3Rl9xfQd7grDsbrCZUgHv0p+vYOH16WO2S1wUy03/ugC9n4HC2Sp5fjSfe/58wqNHD0ApCtz4q5Wcs1mCeUKIiSXBp1lIp1O44dFV3PKnNaQutwzbH2EJ44IH5vPA+5cQnyNJh/0RvSCVFb+/nZSrV6ALH/6mH7MsnUU/vpmMz8zsZSIej5vtD/+MTps3j0NEdAxX/+fX0Y+w1GIkiqLDaP4hRvMPUfTzfTSIwRD+aSJinkKnD83FU9+yhndPrePB/fdS1OI7T1dRSy4P7r+Xd2vXDek31eiSFhK2+ffoFlwJ+uEJRpU5yzFc8RP0K26dhNFNP4qix5Dwvxji/x9KmI+797pY9DG3Y0j4uF/HywzXscGsJ17vO9CZmmfhmgfOYVGBN5jV5hyYOWIx6AnPyyP+s58lfN68/sd7iksC+Ikmn860grC5W9BFbQZl+Ad8xbQWQ8pj6C23T8Loph9Fpyf82i8TfsV96BIyhjeIiCZs3fVEfupn6KJHf93auHGj3zMkFEXh2muv5f777+fuu++moKCA2Nihs9q6urrYu3cvO3bsGDPw1EdVVd56660R98enRpGaZ/HrWIN12np59Y/HeObHe6k82jzqeOJWpLH+iVtJvXoxOh+BEOvqDFb95gayPrmq/7FQVKmbKRXw9GE6rvvbBq741bnELxgeeI5ICGfDVxfyqbc2ET0n+DeZZqK8jUl8bc+lrL41E71x+Me8/EuS+fwrG7nw87KEUQgx8RR/3/TF+CiKsn/lypUr9+/fP9lDGUJVVar2tFB3pA1Xj5uYOREsuDwFY6SkA9PK2dGNbU8ZzvYudMYwohemYs4JbjLsqerdp55g9z+f9m4oCtd/83tkLT+7emhgVFXF4z6Ex1UCuFB0CejDzgvJbKfBSltLufxXL+HuGpgl+JuLv4zJ4M1F9eyJj/Jh02JqOweSdeojy9hx/0fIjZvaCeVVRzuemr3gaAdDOLrkRShxWZM9rGlLVVXUng9QnaWgusCQhM50HorOhLO+k/pf+p+cHKDdrfJhlJHm010ArPloDquvzOrfX9TZzT1HKzne6QDgf+al8rkM72vMqa98lfYXXgAg5X++S9wttwThJ5x4qrsVT3chuG2gi0AXvhzFOLX/rqYyVVXx1BzH01wNbjdKdDz6nBUoBv8rXR04cGDMWUqKonDNNdewcuXQ131VVampqeHIkSMcPXoUuz2wAgiD3XvvvSMmIa8uamHbQwfx99I2zKTDeVYOzLnzLay7bh4p2aMvA+1t7aJpdyXOtm70EUYsy1KJyrIOa/ernSX84tXAkr/7S6fATzYv46bVY88emupUVaW6sJHmEx14XB6iUyPJuSwFQ7jMdtKqo9FB0av1dLX2YjQbyNmQQPL8KVaRd4Y599xzOXDgwAFVVc+d7LGEgqIo+3Mj5q789cIvTPZQgu7zxx+mtPvUjP2/myokwjDLKYpC5tp4MtfGT/ZQZoyw6AgSNy2e7GFMuLIDewcCT8D6628Zd+AJvM9RveEc9IZzxn2sQOyu240xYSfdVVn0TRJVB00WfbOmAId7cADMgzFhJ7vrrFM++KSYYtDnTqW06NOboijeim2m4c/3sGQzxuwYesvb/T5eQq6FrBQzzae9OXDcZ2Y5vdPSwS8q6ni/bWhVuP85WcvLTW18OSuFhQvmgzf2RE9xaD7wTgRFH4c+yv+cRWJ0iqKgT1+EPn2R5mOsXLkSi8WiKTG4oiikp6eTnp7O5ZdfTlVVFTt37qS6ujrgcZSVlY0YfErPt3Lhrfm8+WTRqAGoviWs81Ym8cErlRzaWY2r1xuEOlVsY8tP95OzIpF11+YQl+I7p6MxLpLUKxb63DdYlMZcVP6YSRXwFEUh47wkMs6bHTfrJkJ0oonVn5h6eSiFELOXBJ+EEOPW3tjAS7/+Rf925rIVrLt+es646GPvtWMwnyR8zlZ6Tm/G9yrlvgpmHkxztmIwn8Teq/2OvpiZYjZl0PT4Ef+SWSoQsymd2Ibu/ofaG7v5e20zXzlRzUiFod5v6+TmQyf5fcIc+hbeOU5M3+CTmJpycnLIycmhoaGBsrIyenp6CA8PJycnZ8SA0Nl0Oh1ZWVnk5uZqCj719PSMun9RQSrR8Sb2ba+gtsQ2bH9qnoVVV2WRnu+dpbTu2nksvTCNfdsrOPpubX/up7IPGik/1MTC9SmsvjqHqDhtVf9CHRTyqPCtfx7msU+tYn6yzGoRQoSeOkYuVCFGIsEnIcS4uJxOtv3fT3B0eoMuUdZ4rrz/K+ime7W0zl4AjJZ9pEc209vka6aQQkZsKcaEndQby4f0E6KPKTeOuM15tG4tGT0ApUDc5jxMuXHEDrqwqzlt579GCTz18QDfUiPom3/YU1yMqqpSzUgEXVJSkt/BppGEh2sL5vjTLz3fSnq+leZaOzVFrTgdLsJMBtLy44hPHZ7L0hwbzsZPLGD5pnR2P19G6f4GAFSPyrHC05zYU8/yi9NYcVkmJnNgRVjmJ0ezJtsa9KTjg1U2d3HZL99mTbaVBzblTftZUEIIIWYmCT4JIcblrScep67UO8NCp9dz9X9+g8gY/0umT1Vzmk0ArI10cXPaUXTzjtLtGvjQ87F5L7Iw/gRp0XV4VHi6xcjuLkN/PyEGM69OQR8XTsuzxXjahgcojdmxxGxKx5TrrdgVmziwpLO9yYEH/55XDRYr3WYzEZ2deDo6cJ0+TVjq2BX3hJhovpbnBbtffGqUz2DTSCzJkVx+5xJWXNbOrn+epKbIWzzD7fRwYEcVR9+pZeXlmSy7KA1DAJXXHtiUx22P72aMgnrjtqe8hdse3z1j8kAJIYSYWST4JITQrOi9tzm444X+7Qs++VnmLhg7B8Z0kNQbzZoeHTen9aLzMXHkvLT3iTB4l3/oFLjZ2ovaaiSpV5Y9CN9MuXGEZ8fSfbDRu704nvCcWEy5FsKSh+aViYw1YgjT4XJ6COvxYOrx4Aj3o0CtolCcms7ykiIAHCdOSPBJTElJSUlkZmb6zB81kszMzHHPuPJHUmYM1/7nCqqPt7DrnydprOoAoKfLxa5/nuTDN2pYc3U2+etT0OmH/12ePeMqPz+OH29eyje3Hg55AGom5YESQggxs0jwSQihSfOpal559Ff923lrNrDyymsncUTBZYyM5HKX02fgyRedApfHOjFGRoZ2YGJacw+a9RS1bg6mvDif7RRFISYxgpZab3LxOLuH0/4En4CTczP6g089J4qJvuiicY5aiNDYuHEjTzzxxKgV9PooisLGjRsnYFQD0hdaSVsQR+mBBnb/u4y2Rm8utk5bD288WcTB16pYe20OOeckoigK1UUto+aaeuSSRfyptI7dIVyCB94A1MM7SyT4JIQICcn5JLSS4JMQImBOh4NtD/4Yp8N7IW5JnsPl9zwwo3LLJOXF0FrVg6p6KyONRVUhPrGHpIyY0A9OTFue9oFkyfqY0cvcxw4KPlk73ZyO9+8tuzw1o//76VzxTsx8OTk5XHPNNWzbtm3UAJSiKFxzzTWal+qNh6JTyFuVTM6KRI4XnmbvC+V0tXuDyK11Xbz86BGSs2OYk2vh0GtVI1bZqy2xoZTa+O6t+Rg+toTC0ibsDhdHa9t4+Wh90Me9u7yF4voOSUIuhBBiyvDvNqoQQpyhqiqv/eE3NNdUAaAPC+OaL32T8Ejf5ainKzW8AvAv8DS4XV8/Ic6mqiru9oGZT/rY0RMnD877FNcxVrrxASfnDgSfHMUnAhihEBNv5cqV3HbbbWRm+i4Jn5mZyW233cbKlSsneGRD6fU6llwwl1t/sJ61H83BaBrI+VRf3s7BV0cOPPVRVXjzySIiWp18tiCb+zflsTg1dDkSC0ubQnZsIYQQIlAy80kIEZDDr+/g2Dtv9G9v+o97SMqa+LvRoeZy2Yc9pgyqN6ZXXH73EwJA7XahOr3PIcWoQwkfPWHxkOCT3e33ecpTBxIN95ZX4OntRWccfZaVEJMpJyeHnJwcGhoaKCsro6enh/DwcHJyciYkx1MgwsL1rLoyi8UXpLL/5UoOv1mDx+V/IidVhX3bK0jPtwLQ0OEI1VD5wzvlzE+OluV3QgghpgQJPgkhRtRUXUnVkUP0dnVhjIzEHGfl9T892r9/8cZNLLno0kkcYegYDMMrJJkMzv7vjXrfwQBf/YQAhs56igkfc5lqbOJA/jCr3f+ZTytS4glLT8dZXQ1uN70nT2JaODMKAYiZLSkpacoFm0YSEWXkvBvyyFhkZdvDhwLqW1tio7nWTnxqFO+WNodohHDK1i3V74QQQaUyM3M+hbgWhDhDgk9CiGEqDx/k/S1PUXP8yIhtEjKy2HT7PTMqz9NgcXEb+r/vy/t0dv4nX48P7ifEYEODT2PPRIoZNPMp2eZidbGDimQDjbEjv3XrgC9lphC+YL43+IS34p0En4QIjda6Lk39aopaadarlDd1BnlEQ0n1OyGEEFOFBJ+EEEMcfv0VXv39r8asPrRgwwWEhZsmaFQTLypqPmbzAuz2E/2BpbPjbIMfV1WIisonKmr+xA5UTBvuNv+TjVcXtbD3hfL+7XAXXPGB90NuZaKBtxdHUJEcNqSPDvh5fjrnW6NpnL8A+2s7AbA98yye9g7M69cRnpcXpJ9GCAHgdPhegu1Pv5c/OBXk0fgm1e+EEEJMBRJ8EkL0qzx80K/AE8B7Tz/BnNz5ZC49J/QDmyQdPSq6ABKOd/TIpF0xssEzn3SjJBs/VljLm08W+UxerAKZjS4++WYHL6w2cyjHe5z1FjNfykzhfGs0nbt20b5jR3+f7gMH6D5wAIDIVatIuO9ezOvXB+eHEmKWCzNpu5QOMxkoqmwM8mhGJtXvhBBCTDapdieE6Pf+lqf8CjyBt3LX+1ufCvGIJo/dXozOVTxm9aI+qgo61wnsdiltL3xzt48986m6qGXEwBNAXyxUB1yzr5PvG2J5c80C/rkij/Ot0diee46q2++g9+RJn/279u2j6vY7sG3ZMo6fRAjRJy0/TlM/c2w4tbbQJRv3RarfCSHGT0FVZ97XwBWWCCUJPgkhAG9y8dFyPPlSc+wITdWVIRrR5DpR5a3o529Kq752ff2EOJu7bWjCcV/2ba/wO+CpqJC4p5V8szc3VOeuXZz+znfBM0Zyco+H0//9HTp37fLvREKIEcWnRpGaZwm4344/HGFORTdhEzhh1q5xiaAQQggRDBJ8EkIAUHUksGo94+031ZXWlY/dKIj9xMzmrO+kt9bev626hweImmvt1JbYAjpuX9UsgKbfPDJ24KmPx0PTI78N6FxCCN9WXZXl942Kfiqs7gnjs+3hZDsn5nI8SuMSQSGEECIYJPgkhACgt0tbxR6t/aa6ju7uCe0nZiZHaSsNjx6i/pcH8AzK+dT61AkaHj2Eo7S1/7GaolZfhxjT2wfq6CkpoWvfvoD6de3dS09JiaZzCiEGpOdbufDW/DEDUIoC667NoTVq4PI7VtVxQ2c4V3eGYfYzdqxVpFEf2hMIIYQQo5DgkxACAGNk5IT2m+ocajpAQDmfBvcTonNvHU2PH6G3vN3n/t7ydpoeP0Ln3jpAe9Wsv1c08vaOndrGuOt9Tf2EEEMtKkjlmgfOGXEJXmqehWseOIfolfH8Qd/Ji5G9dCkDbzALnQb+o8PE0h69t7JACGw9MDHV9YQQQghfZP6tEAKAjCXLJ7TfVLcsLZkjpfNYYPWduPlsigJFLbksy00O8cjEdOAobaV1a8nYHyJVaN1agj4uXHPVLEeYwiultfyHhr6eTvvYjYQQfknPt5Keb6W51k5NUStOh4swk4G0/DjiU6MA+FNhOShw1OimzODmou4wFju9f/smVeGKbiOLe928EumkRR/cKJRUvBNCjJsKqmcGJueWgtUTQmY+CSEASEjPJG3hkoD6pC1aQkJ6ZohGNLlW5q7lg4ZleFT/3mA9qsLBhiWszF0b4pGJ6aB9Z5X/FzIqtO+sDrhqVt/hK5INdJq0zUDUmaM09RNCjCw+NYrlF6ez6spsll+c3h94Kixt4g/vDOQF7NbBi2Ynz5h7sOkG1tylu/V8uiOcDd0GfMWf4t0KK3v0rHMYWNmjJ97t/wdBqXgnhBBiskjwSQjRb931t6D4mTVVURTWbb4lxCOaPFFR80mLK+Ovx27uD0CdvQSvb9ujKvzl6M2kxZUTFTV/gkcqphpnfeeIS+1G0lveRoxeCahqlgJUJBpojDVwIH9xYIM8w7x+naZ+QojAPL23itse380p2/C8gJVhHv4U3cP74U7cZ8LKBhQKesL4dEc4aS7v5XqGU8ctHUb+o8PEpm4j5zvC2NTt3b6lw0iGH4nLpeKdEEKIySLBJyFEv8yl53DpXfePGYBSFIVL776fzKXnTMzAJkFpaymHlCKyYyt4cP89FLXkDksm27fU7sH99zDPUsEhpYjS1tLJGbCYMhylNs39Aqma5QHeWRwBQEVqOofy8gM6X+Tq1YTn5QU4SiFEoApLm/jm1sN4RpkN6VLgnQgXT0T3UKsfmAUV79HxcXs4t3QYubHTSLpbP2xSpYpKulvPjZ1GlvSMnlR8cMW75lo7h16vZt+L5Rx6vbq/cqYQQggRCpLzSQgxxNKLLyMmMYn3tz5FzbEjw/anLVrCus23zOjAE8DO4y9R0qPHaj7AR7JaeP7kR8iK+R0mgxOAZ098lA+bFhNttHNV9g4+1FVQ0mlg5/GXyN1w/ySPXkwm1eHW3K+vatbrTxah+PigquKd8eQBXlhtpiI5rH/fX6+8np8//GMU1Y+SWTodCffeo2mcQojAPLSzZNTA02CNepW/R/VwTq+e87vDCMcbjU53DwSVzo5PK2ce0aFweXcY7TqVqjDfrwMFuQlUF7Wwb3sFtSW2YftT8yysuiqL9HyrfwMWQsw6qp8pKYQ4mwSfhBDDZC49h8yl59BUXUnVkUP0dnVhjIwkY8nyGZvj6Wy1tWUA7O400BJeyealv0Fl4IO+JbyNzy3/E92GBna0h1HSbRjST8xeiklbOfO+fosKUnnX00PV9irm2IYGsvqW2r2zOGJI4AngQP4SSr/0FfJ++XPwjBKA0umY84PvY16/XtM4hRD+K67vYE95S0B9VAU+CHdTEubmkm4jeU7/X1N0KKx3GKgK6x22b222FVdpB9ueLBqxkmttiY1tDx3kwlvzWVSQGtC4hRBCiNFI8EkIMaKE9MxZE2w6m3FQ7oySHj0ljXp+PGcgENAZs48nOtzUuUwj9hOzkynXQpvGfn0uWJnC/aUNfGx3JwANMToOzDNRkezN8TSS+Z+4hfQl+TQ98lu69u712SbhvnuxXH+9hhEKIQI1ngTfdh28Y3KS59SjovbPcBqNikqG25uEvHlQtnKdAp/NTeHNUQJP/cdQ4c0ni4iON8kMKCGEEEEjwSchhPBhaVQ+T7W8MrDOCVAYmE1i4KylVWfaLY0KLO+OmHnCks0Ys2MCSjpuzI4lLNncv51vjmDpoNkOJXON7J1v8tW133qLmXxzBKxfj3n9enpKSujc9T6eTjude/fR9d57ADgOD19OK4QIjfEm+M48k2zcn8DT4Hab7UYa9SrdOhWHonLR0hSa3qobM/DUR1Vh3/aKUYNPzbV2aopacTpchJkMpOXH9Vf2E0IIIc4mwSchhPBhwzmXkfzso9TH95AX7ubyGCcmw0Dw6Wqrg6uBUofOu+yuR09yczgbLr5s8gYtpoyYTRk0PX6EYZmBfVEgZlP6sIfPdRuwnfm+JWr0ZTc64EuZKUMeC8/L608oHnNVFScvuxwA+9tv46yvJyw52Y/BCSHGY3CCby2MGnOrWFQdlkFxr859zQEfo7bERnOtfVhASXJGCTG7Sc4noZWsDxFCCB8S0jO5pPcc1kW6uCexh1yTZ9gdY1WFXJOHexJ7WBvp4hLnObN2maIYypQbh3mVH8EdBeI252HKjRu2y2hz9n/fEjXy27UO+Hl+Oudbo0dsY8zIIHLNGu+Gx0PbP/819tiEEONWkJswrv69vioPTKCSPfWog978jhXWsu2hgz4DTzCQM+pYYe0EjVAIIcR0ITOfhBBiBNdeegGnbG+g9C27O+tGT9+2ToFbrL3MzblgYgcopizVo9JT1TFqG2N2LDGb0n0GngDaGrv7v49JjACGL99ZbzHzpcyUUQNPfSw3XE/Xnj0A2LZuJf6uO1F0cg9KiFCanxzNmmxrwEnH+1SemXEbSM4nBYUXI3pxKiomVSFCVbgwOgpPY0/A59//ciVFu04zNz+OyBgjB1+rHnNGp+SMEkII4YsEn4QQYgRdykvDAk4jURToUl4GPhXSMYnpwXGsGVd9FwCKUU/Cfyym95Qd1eFGMekx5VqG5Hg62+mTNnq6vMEmnV7hY9FRHLHbAFgdE8m1yXGcFxflzfHkp+jLLkP3g/+Hp6MDZ1UVXXv3YV67RvsPKYTwywOb8rjt8d14NExiatarVOvdpLv9q3inoFCld3M0fGhewnlRMLcx8PMDdLb1Ury7PqA+/uSMEkIIMbvILU8hhPDBbi/GZtsTUB+bbTd2e3GIRiSmC1VVaX+9qn87av0cwrNiiS6YS8ymDKIL5o4YeKouauGfvzjA1p8d6H/M41ZRHi/jU6+3k1Xv5NKEWO5ISwwo8ASgM5mIufqq/m3blucC/MmEEFoU5Cbw481L/UwZPtx7JhcevxLIgQeVXabhsyR3NGmpwQmGcP+CXr705YwSQswcKt6cTzPua7J/sbOEBJ+EEMKH1tb3JrSfmDkcRS04azsBUMJ0RJ0/169+o+VSUYHMRheffLMD8xFtHyIBLNff0P99x45XcLf7X5FPCBG44voO/lRYTkN7DwadtvBTVZiHVyKc/QEo9ayPSX3bHlR2RDipCvMMO0azXqXWx+OjSc2zcOcvL+CGb6wia1m8prHveb5cAlBCCCEAWXYnhBA+uVzaLpa19hMzg3fWU3X/tnntHPRRxjH7VRe18OaTRSOWQe/7yKoDHC/UUD0vQdNyFtPiRYTn59NTVITa00P79u3EffzjAR9HCDG6wtImHtpZojnX09kOh7tp06msdxjIOGsJXt9Su10ml8/AU593jE5udBrR+TEHS1Fg1VVZ6HQKyVkxJGfFUPFh4BXzyg42UnawUargCSGEkJlPQgjhi8EQNXajIPYTM0NPqQ1n9ZlE4waF6Av8m/W0b3vFiIGnYc7kUtFCURQsNwzMfrI9t0XTcYQQI3t6bxW3Pb47aIGnPlVhHp6O7uWP0Q52RvTyjsnJzgjv9tPRvaMGnvr6D55BNRJFgQtvzR8SKAozje9+tVTBE0IIITOfhBDCh7i4DRPaT8wM7TsHcj2ZV6Wgjwkfs09zrX3EsuUj6culEp8aeLAz9pqrafjf/0Xt7cVx9CiOoiJM+fkBH0cIMVxhaRPf3HpYU3JxfzXrVZr17rEb+tA3g+pyJQKLfXiwaqQZSmn5vqtyBmKsKnjNtXZqilpxOlyEmQyk5cdpeo0TQggxNUnwSQghhAiCnjIbvRVncijpFKI3pvnVr6aoVdP5aopaNX0w08fGEn3ppbRv3w54Zz+l/Ne3NY1BCDHUQztLQhp4CoaqMA+P0cnW+1ajb+zxK9gTnxpFap4l4ED52XxVwasuamHf9gqfx5blekJMMSp4VK3lE6awKf66PVPIsjshhPBBEo6LQA3O9RS5MglDnMmvfk7H8MpUoewHYLnh+v7v27Ztw9PTo/lYQgiv4vqOoC+1C6VD7Z0svzidVVdms/zi9DGD2auuykIJwmfOwVXwRiu00NdWlusJIcTMIMEnIYTwoS9xeHFLTv8dnrNz8vRte1SF4tacIf3E7NJT1U5Pqc27oUDMRel+99WaS2U8OVgi164lLM07M8vT1kbHq69pPpYQwquwtGmyhxAQe4AB7PR8Kxfemh+UAFTxnnqqjzWPWmihT99yveqi6RPYE0IIMZwsuxNCCB8MhiiONc/nwf33km8t4eqcHeRbS4e0URQoasnlhbLLKWrJ40vnPsL8PMlPMVs46ztxlNpQHW66DjX0Px55ThKG+Ai/j6M1l8p4crAoOh2xm6+j6eFfAdDyxF9xt7Tg6bSjM0dhXr+O8Lw8zccXYjYKNJgz2aI0BLAXFaQSHW8acZmcvw68XMkHOyr9LrTga7meEEKI6UWCT0II4YPSk8W2sitQ0XG8ZQHHWxbwm4u/jMngBODZEx/lw6bF1HbO6e/zQtnlXLcia5JGLCaKo7SV9p1V9Ja3+9xvnBcb0PG05FJJzbOMOxGv5bqB4JPj0Ic4Dn04ZH/kqlUk3Hcv5vXrx3UeIWYLLcEcf6zNtnJxfhKvFzWwO4jL+gpyEzT1S8+3kp5vpbnWzp7nyyk72KjpOH5X+DyjtsTGe/8sZcHaFElELsSkUVBnYs4nZuLPNPVI8EkIIXzYd7Cd4tZcvBkIzyy7G7RS+c2aAhzuwbNbVE605rHvYDtpuRM6VDGBOvfW0bq1ZNTElLYtJSgqmFen+H3cVVdlse2hg359GFMUb/vx6iwsHHV/1759VN1+B3N+8H0s118/alshhPZgzkg+unwOn784j/nJ0QDcvXEexfUdFJY2YXe4iDIZKMhN4I2iBv735SLcAQRz1mZb+4+rVXxqFGs+mq0p+GQI0+FyDq+2N5YPdlTxwY4qSUQuhBDTkOR8EkIIHz5ocJ75zt87IcpZ/cRM4yhtHTPwBIAKrVtLcJT6X8VurFwqfadUFbjw1vxxf+Dq3LWL09/57tgNPR5O//d36Ny1a1znE2I2mJ8czZrs8QdDok0G/nbHWh7++MphAaL5ydF8tiCb+zfl8dmCbD6oauWnAQaedAp8YVNwltX2zdwMRGqehZVXZI7rvJKIXAghph8JPgkhhA+9OuOE9hNTX/vOKv9L8arQvrN67HaDLCpI5ZoHzvH5QU4BKhINNF+fxqKC1ICO60vTbx4Bj5+zDjwemh757bjPKcRs8MCmPHTjWL2hKPC7W8/1axZVYWkT39x6GE+AgaefbF4W1FlagVTB65u5aYwY/+ILSUQuhBDTiwSfhBDCh7lpcye0n5janPWdI+Z4GklveRvO+s6A+qTnW7nuyytJnW8ZOM6yWH53RQxPXBxD1LyYgI7nS09JCV379gXUp2vvXnpKSsZ9biFmuoLcBH68eammAJROgZ8GEBh6aGdJQIGnaJOBJ25fy02r/a/G6Q9/q+Apg2ZujqdgwmB9iciFEBNHVZUZ9yUmhgSfhBDCh8tW9y1JCGCqy5B+YiZxlNomtF9E1MAMura0CBpjvbME4sL0mo43WOeu9ye0nxCzzc2rM3ji9rWsDWAJ3tpsa0CBoeL6DvYEmHy8w+EiMTo8oD7+Gm3mJniX2l3zwDn9Mze1LNcbSW2JjeZae1COJYQQInQk4bgQQvgwPzma6Og6Ojr8TRqtEBNdN+4ErmJqUh3uCe1nCBu4N9TV44IzTytr2Pjftj2d2j6kae0nxGxUkJtAQW6CzwThwLDHAn3vKCxt0jSuwtKmkL1PDa6CV1PUitPhIsxkIC0/zmd1ukAKLYylpqhVKuAJIcQUJ8EnIYTwobS1FFfcNui4Hf8miXpwxm2jtHUjuXFS7m6mUUzaZhxp7acfFHyq6+ql7+260x14daiz6czaPqBp7SfEbDY/OdpnsGe8ASC7w6Wp39HawJYPaxGfGuVXIKhvud6bTxaNOwDl1Pj7EEIIMXFk2Z0QQviwu243BvNJwudsBUb6wN93tezBNGcrBvNJdtftnqARiolkyrVMaL9698AHKdugD1VfPlHNxw6U8E5Lh6bjApjXr5vQfkKI4Isyabt/vDfApXqhNtZyPX+Fafx9CCECowKqZwZ+TfYvdpaQ4JMQQvhg7/UuMTJa9hGR8ThKmK8lDgr6yDIiMh4nzLJvSD8xs4QlmzFmB5bs25gdS1iyOeBz/b22mRdaB2YnGM6qof5+Wyc3HzrJ3083B3xsgPC8PCJXrQqoT+Tq1YTnST4zIaaKSKO2WZWVLV0U12sPXodCX6GFW76zhpWXZ2g6RrASmAshhAgdCT4JIYQPUcaBJQMLrcUUpO4dsv+GvH/z/Q0/4murHmahtdhnPzGzRG1I9b+xAjGbAq8o9U5LB185UY1z0LuzwUfaKA/wlaJqzTOgEu67F3R+XgLodCTce4+m8wghgu/pvVV8c+thzf215osKtfjUKNZflxvwLKiYxIjQDEgIIURQSfBJCCF8WJuy1vuv2cU9iT0YPZFD9l+U8R6p5jpyTR7uSexhrdk1pJ+YWVRVpftQo3+NFYjbnIcpN/A78b+oqMMDuPQDZX/1I9RS9wAPVtYFfA4A8/r1zPn+98YOQOl0zPnB9zGvX6/pPEKI4CosbeKbWw8zwsuCX7Tmi5ooq67KQgmg8nl7YzdPfX8P//zFAaqLptayQiGEEAMk+CSEED7kxuVyVUoON8f1olPA7oxCOSv3U9/FsU6Bm+N6uTplniQbn6G6DzXSfWRgmZshJdJnO2N2LAm3L8G82t8qiQOKOrt5v60TgPDegedaWpOTxDbfHxZ32Top6uwO+FwAlhtuIOPxPxC5erXP/ZGrV5Px+B+wXH+9puMLIYLvJy8VjSvwBNrzRU2UvkTkgQSgAGpLbGx76CDHCmtDMzAhBKigqsqM+5KkTxNjar/7CCHEJLo81oWny/v9ldmvYjI4R2yrU+Cy2Kl9N1lo427vpfXfJ/u3zatTiLs+D2d9J45SG6rDjWLSY8q1aMrx1OfdVjtZ9U4uONpNZuPAcymr0c3nXm6nMtHA24sjqEgOG9Yv36xt2Yl5/XrM69fTU1JC7Te/hePIEQDi772XpC/cr/lnEUIEV2FpEz9+6ThHTo2/Wl1BbkIQRhRaiwpSiY43sW97BbUlNr/7qSq8+WQR0fEm0vOtoRugEEKIgEnwSQghfLDbi/F0FaECCpAeXYuqMuKdWBXwdB3Hbi8mKmr+BI5UhJKqqrRuLUHt9gaD9JZwYq/KBrxJyMcTbDpb5/4mPvlmBzrof971jwPIbHTxyTc7eGG1mUM54f37Olw+kkIFKDwvj+hLLukPPqmdkjhfiKmiL8fTeGc8ASxMiWZ+cvT4DzQB0vOtpOdbaa618+JvD9Pe6N8sT1WFfdsrJPgkhBBTjCy7E0IIH1pb3wOGBgBGWwLQt6uvn5gZuvbX4xiUQyTuxvnoQrBkpbqoBcPLp/vflM9+qvVt64Cr93aSVT8wCy/aoK3q1dmMOdn93/eUlQflmEKI8QlGjqfBpuvKEn8DT31qS2w010oQXQghphKZ+SSEED64XNouWrX2E1OPy+bAtq2sfztqQyqmeZaQnGvf9gq/PxXqgPOPdvcvvzsvLjgVFsNzcvq/7y0rG6WlEGKiPLSzJGiBJ4Ciug6K6zumzewngJqiVs394lMHXh+ba+3UFLXidLgIMxlIy48bsl8IIURoSfBJCCF8cLu7JrSfmFpUj0rrcyWoPd4lbYZ4EzFXZIXkXM219sBymgBZjS4S21zkZsZqzvd0trCMDNDrwe3GWVuLp7sbXYSUMBdishTXd7CnPPjV2wpLm6ZV8MmpsTpfX7/qopYRc0el5llYdVWWLNETIgAeNcBqAEKcIcvuhBDCJ61vrPKGPBN07j5NT6nNu6FA3E0L0BmDs7ztbIHe1e97hmXXu/hSZuBV9UaiMxoxpqV5N1SV+p/9nJa/PkFPSUnQziGE8F9haVNIjmvXGMyZLGEalzorOoVjhbVse+jgiAF+qZAnhBATR2Y+CSGED3q9thkfWvuJqcPV3E3biwM5j6LOTyM8MyZk59N6V/9aSwznW4M3e6Fz1y5cNlv/tu3vf+//PnLVKhLuuxfz+vVBO58QYnShChJFhSBvXSil5cdp6rd7WxmqH/UYpEKeEEJMDJn5JIQQPhgM2vJAaO0npgbVo9LybDGq0wOAISmS2EszQ3pOrXf1VyUGL/Bke+45qm6/A09bm8/9Xfv2UXX7Hdi2bAnaOYUQowtVkKggNyEkxw2V+NQoUvMsAffzJ/DU3/ZMhTwhhBChI8EnIYTwIS5uw4T2E1ODvfAUvRXt3g0dWG+ajxIW2rfKiBxvECnQnMJaZwOcrXPXLk5/57vg8Yze0OPh9H9/h85du4JyXiHE6EIRJFqbbZ1W+Z76rLoqa9SKs0MoYLYYAz6HVMgTwj+qqsy4LzExJPgkhBA+REXNx2JZE1Afi2UtUVHzQzQiEWrOhi7adlT0b0dflIExLbQf0rrdHv6zvp7OcCWgbGGpeZagVWlq+s0jYwee+ng8ND3y26CcVwgxuvnJ0azJDu4ysM0r5wb1eBMlPd/KhbfmjxmAUhS46NZ8Vmicsaq1sp4QQoixSfBJCCFGEKl+BNXPz+SqByLVK0I7IBEyqlul5ZkT4PLOPwqbYybmovTQnlNV+fKHFeS/WI+5x/95T4rinQUQDD0lJXTt2xdQn669eyUJuRAT5IFNef7P+PFDV28Aa9GmmEUFqVzzwDkjLsFLzbNwzQPnsKggFWfP+CrkCSGECL7plXFQCCEm0NZ/1XLa8hGuPedldIqKqjLkQ0DftuqB6rfn0Kw/xsJzJ2+8QruOt6px1pxZbqFXsN68AMUQvPszRZ3dvNtqp8PlJtqg57y4KF6sbMbybDVzW/z/MKgocOGt+UFLitu5633N/cLz8oIyBiHEyApyE7h62Ry2HTodlOMdrW0PynEmS3q+lfR8K821dmqKWnE6XISZDKTlxw2ZDao1l57WfkIIIcYmr7BCCOHDH3Z8wB96F6M2LuXk/myuznmFfGvpkDaKAvX1CXTsjcR+ykwLR2iqriQhPbQJqkVw9dbaad9Z1b8dc0kmYSnmoBz7nZYOflFRx/ttnUMej+1084m3OpjbMTC1bs012aTkxLDvxUqfZcFT8yysuiorqNWYPJ3a8pto7SeECNz8pGggOMGnLftrWJNl5abVoZ3ZGWrxqVGjLj3WmhOvt1tmPgkxGpWZmSNJDSj5gdBKgk9CCHGWwtImfvjGKVTFO/PleEs+x1vy+c3FX8ZkcALw7ImP8mHTYk7bk7m2+QXSOQVA1ZFDEnyaRlSXh9ZnisHtXfZmTI8m+oK0oBz777XNfOVENWev3Exsc/GJtzqI6faeUwXOv2U+yy/0njd9YfyYd/WDRWfWdkyt/YQQgQtm1TsV+MbWD5kbFzHtqt4Foq9Cnq9A/mj2bCunvambhPTokL3uCiHEbCXBJyGEOMtDO0t83gFRB6XJe7OmAIc7AhTYazmX9Dpv8Km3q2vCxinGr/31Kpx1Z2YlGXTE3TQfRT/+u1+vHm/gqbfL2OBU6QlTqEg20BhrIK3JyS3v2Ino9QaeXDr497ooli+LHdJ/rLv6wWJev25C+wkhAhfsIJFHhYd3lszo4BN4c+Nte+ggaoClRIt21cGuOiA0M06FEGK2kuCTEEIMUlzfwZ7yFrz3h/0IQqgqpyLm0hwWR7yzFWNkZKiHKIKkt7qDjjer+7djr8giLHF8/3/VRS3s215BbYmNy8/a1xCjw2r3YDgzFarHAM+cF01FchgPVtZxvnXiy5+H5+URuWpVQEnHI1evlnxPQkygvqp33vem4Nhd3kJxfQfzkyf+dWeipOdbWXV1Nnu3lWs+Rm2JjW0PHeTCW/NZVJAaxNEJIcTsI9XuhBBikHdLms585+fslzMZyGsivEumMpYsD8GoRLCpTjctz56gb02cMTuGqA3j+2BxrLCWbQ8dpLbExtk32lUgqX0g8NQZrvDXi2KoSA4DYJetk6LO7nGdX6uE++4FnZ+XAzodCffeE9oBCSGGCXbVO/AuMZ/pwiPGf59dVeHNJ4uoLgpe8E+I6UxVlRn3JSaGBJ+EELOex6NyoKqVH790nId3aish36sLI23REsn3NE20vVKJq8Eb7FGMOqw3zEfRab/4qC5q4c0ni/qXd5x9pMHbKvDa8kjqrEM/FL3bOjlJvM3r1zPn+98bOwCl0zHnB9/HvH79xAxMCNGvprWLYVHtcbI7Zn5ybWeQfkZVhX3bK4JyLCGEmK1k2Z0QYlZyuj3sLmthx9E6XjlWR317z7iOZ/Q4Wbf5liCNTgSTs74TR6kN1eFGMenRRRiwv3uqf3/slTkY4iPGdY592yv8ziuiAMvLe/gwO3zI4x0u97jGMB6WG24gbO5cmh75LV179w5vYDCQ/ttHiDr//IkfnBCzXGFpE9/cejjYsaegJjKfqsKC+DPWlthorrVLEnIhhNBo5r/rCCHEGQ6nm7eLG3n5aB07jzfQ1u0MwlG9uaGyL7GSufScIBxPBIujtJX2nVX0lreP2CY8z4J5bcq4ztNcaw+oopIKZDW6SGxz0Rg78DYcbdCPaxzjZV6/HvP69fSUlNC5633cHe20/PFPeDo7weXC43BM6viEmK0e2lmCJ9iRJ4KfyHwqSsuPC+rxaopaJfgkhBAaSfBJCDGjtXU7eaOogR1H63jzRCPdTt+zS6xmI5csTOKKJSk88uZJ9lW0+nkGBX1kGf/qeZKPnD6fdXOkCthU0Lm3jtatJWMuUwnPjUMZZyKVmiJ/nytefWfLqh8afDovbmp8oAnPy+tPKK46nTT/7lEAbM88S8yll07m0ISYdQaKYATX2mzrjE423ic+NYrUPEtANwhGc2hnNdZUs1S/E0IIDST4JISYcRo7enj1WD0vH61j18kmnG7fEYjUWBOXLU7hiiUprMqMw6D35rzp6T7O/goV1a+k4x6MCTvxqB4ePfSoBJ+mAEdpq1+BJ4D2l8sxzjVjytV+d1xrTpFw58AA11vM5JvHt/QvFCw33NAffOp8912cp04RNnfuJI9KiNkjFEnBdQp8YdPsqVi56qostj100O+l0aPpaHZI9Tsxu6ngmYkJukMwu1QMJ8EnIcSMUN3SxY6jdew4Wse+ytYRLzLnJZq5YkkKly9OYenc2GGzXmprn8HY+m0+vWgNfzl2Cyo6+pbWDefBNGcrBvNJAPbV76O0tZTcuNyg/mwiMO07q/y/iFChfWf1uIJPWnOK9IR5n1M64EuZ41v6FyrGtDTMGzbQ+d57oKrYtmwl8Qv3T/awhJg1gp0UXKfATzYvmxVL7vqk51u58Nb8IUUhxqOv+l10vElmQAkhRAAk+CSEmBTF9R0UljZhd7iIMhkoyE0IaAmAqqoU19vZcbSOl4/Ucez0yHl9ls6NPRNwSiY3aeRztLQUcrzo24CH89PeJz6ihRfKLudE6/A7xLmWMhyWd6k3lg95fHfdbgk+TSJnfeeoOZ586S1vw1nfSViyWdM5A80p0hfKrEg2oAN+np/O+dapu/zFctNN3uATYNuyhYR770ExyOWDEBMhmEnBM+Mj+dF1S2dV4KnPooJUouNN7NteEZQleH3V7yT4JIQQ/pOrRyHEhCosbeKhnSU+c1isybbywKa8ES+MPR6VQzU2Xj5axytH6ylv6vTZTqfA6iwrly9O4bLFyaTFRfo1tvKKXwOe/u1F8cUsii/mlD2F483zMegG7kB/8dxHKXXo+HWjacgx7L12v84lQsNRatPcT2vwKT41iqSsaBoqOvxqrwAViQZyM2N5JDNlSgeeAKIvvgi91Yq7pQVXfT32d94h+qKLJntYQswKwQwUPfapVbMiz9NI0vOtpOdbaa61U1PUSlN1B0W76jQfT6rfCSFEYCT4JISYME/vreKbWw+PWLVnT3kLtz2+m59sXsZNq9MBcLo97Clv6V9SV9/e47OvUa+jIDeeK5akcMnCZOKjwn22G4ndXozNtsfnvrlRdcyNGnqBqqqQa/KQYvBQ59L1Px5llIvQyaQ6fCeUD1a/vg8tToeLMJOBtPw4zLHhdLX1+n8yBa7bPJ8NK6bmUruzKUYjsdd9jJbH/wiA7dnnJPgkxASZnxzNmmzruJOO9yUYH++s45kgPjWqP2A0J9cyruV4Uv1OzEbBWL4qZicJPgkhJkRhadOogac+HhW+sfVD6todVDZ3sbOoHluX02dbs1HPhflJXL44hYsWJBJtCtM8vtbW9wJq35cqar7JTZ19IPi0NmWt5jGI8VNM+pD0qy5qGXG5hjFCT2/30ODVSFnCFAVvotppEnjqY7nhhv7gk/2tt3DW1xOWnDzJoxJidtiUnzSu4JNOgYvzk7jp0V2aZh3PZH3L8d54ooiOZkfA/bUWnBBCiNlIgk9CiAnx0M6SMQNPfTwqPPhqsc99cZFhXLoomcsXp1CQm4ApTFuw4WxOl39Lps62MdrFaaeOkh49q5JXSb6nSWbKtdCmsd9IjhXWjnpnfHDg6dyPZHL4eDO9FcOXX6bmWVh1Vda0zBESnp1N5Jo1dO3ZA243bVu3knDPPZM9LCFmhZ1FDePqvyLDwk9fLhp11vGtj+/mp4NmHc8m6flWlm9K591nSgLuq7XghBBCzEbyiimECLni+o5x3bWdE2vi8sXeCnWrs+Iw6HVjd/KTx9NLXd3z1NQ8qal/vEHlnsQenmkN5/bldwdtXEKbsGQzhsQIXI3dfvcxZseOmO+puqgloCUZc+Zb+GpKL7bTOrLqXVxkNrMp1UJafty0X5phufFGb/AJsD23hfi770bRBe9vUQgx3HjfPwH2V9rGbKOq8LUtH9La1cvdG+eN63zTUaCFI8bbTwghZiMJPgkhQq6wtElTv/Ny4/nq5fksS4tFUXwtYtLO5bJTW/s0VdV/pKdHe8JR8C5puNnay/xwbfmGRPB0HW4MKPCEAjGbRr7Tv297RUC5DV7590lK1hoh1oDDauSv6xcSFzYz3mqjL7sU/f+Lxd3WhvPUKTrf20XUeQWTPSwhZjSt759a/filIuIijbNuBlR8ahSpeZaAKuGl5lmm/U0FIQKlAqonuNfkU4GksZoYcstSCBFyLZ0BJGMeZG12PMvTLUENPPX2NnHy5C8ofO98Skp/NCTw5O+yQF8UVMorfhOEEQqtuotaaPnHCf87KBC3OQ9Tru8718219oBLcvdW2Els8+YAuSMtccYEngB04eHEfuza/m3bM89M4miEmB3sk5BT6OtbPpzwoNdUsOqqLPy93FAUb3shhBD+k+CTECIkHE43Lx0+zX1/O8Bv3zyp6RhRQcyl0N1dRdGJ71D43gVUVD6Cy9Xev08xWHjNHsMfm4zjCkDZbLux233nqhKh5ShppfnJY/0RRENiBNZP5mPMjvXZ3pgdS8LtSzCvHjnxd01Rq6axZNW7iNLruCs9UVP/qcxy443933e8/jquptn3AVWIiRTM90F/qcDDOwPPfzTdpedbWXV19pjt+gpHTMf8fUIIMZlmzi1ZIcSk63V5eLe0kW2HTvPK0To6e8e3DC0YlXc6Oo5SUfkoDQ0vAZ4h+yIiMumI3MB3PnyRLo8LMLDFpueGOAeKxgm4ra3vERU1f9zjFv7rqWij+a/HwOX9P9NbTSTesRR9bDiRSxNx1nfiKLWhOtwoJj2mXMuIOZ4G01rFKNypcucMm/XUJzw3l4iVK+k+cABcLtr+9S/i77hjsoclxIw1WRXodpe3UFzfwfzk6Ek5/0QbraLpYNO5cIQQQky2mXdlLISYUC63h/fLWth2qJaXj9bR1u302S4iTE+30/9g1Npsq+aLXlVVaW19j8rK39PS+u6w/dHRS8jMuIvn62p4+OCv+x+PC4/jc+c/TIahk+NF38LhqAn43C7X8CpnInR6azpo+tNRVKc3sKiPNfYHnvqEJZv9CjadTXMVo/CZOeupj+XGG73BJ6D12Wex3n570HOyCSG85idHsybbOu6k41oUljbNiuDTWBVN+6y5JpvVV409M0qImU5V5T1faCPBJyFmueL6DgpLm7A7XESZDBTkJox5senxqOyrbOWFD2t58fBpmuy+czplJ5i5Znkq1yybQ0NHD7c9vtuvZW06Bb6wKS/gn0VV3TQ0vkJl5aN0dBwett8adx6ZmXcRFbOa77//ff598t/9+7Jisnhk0yOkx3iTrGakf5bikh8EPAaDQZKPThRnXSdNfzyC2uMNauqiwki4YykGqykoxw+0ipEKKMCa5ckzctZTn5grLqf+Rz/C09GBs7KKrt17MK9bO9nDEmLGemBTHrf+YfeEJ8SdjHxTEy2QiqZ7XygnZV6szHoSQgiNZu7VsRBiVIWlTTy0s8Tn3dQ12VYe2JQ3ZLq/qqp8WNPGtkO1vPDhaeraHT6PO9cSwdXL53DNslQWp8b0z4jIS47mx5uX8s2th0cNQOkU+MnmZQEtNXC7e6ir20pl1R/o7q4Ysk9FwWFaTHbm51g89yO09bRxz8572FO3Z+DnTVnDgxc+SGz4QH6guLgNfp9/MK39RGCcjV00/uEwni7vhyNdpIHEO5YSlhgZtHMEWv1IAaqTDHxtRVrQxjAV6SIiiL3malr//g8AbM8+K8EnIUKoIDeBn1y/lK9vGX5TJZQmI9/URAukoqmqettL8EkIIbSZ+e8qQohhnt5bNWoQaE95C7c9vpsfb17KsjRLf8CpqqXLZ/uk6HCuWjaHa5ansmKU6nQ3r84gLS6Sh3eWsNtH0GtttpUvnBX0Go3L1UFNzd+orvkzvb2NQ/Y5VdjTaeD1dgPN7jIo+RpL4v9KY3cj9V31/e0+lvsxvrPuO4Tpw4b0j4qaj8WyBpttD/6yWNZKvqcJ4Gpx0PTYYTx27xJPJVxPwn8sISwl8KV1Y8lZkeh38MkDWC9KxTqDZz31sdx0U3/wqeOVV3C1tmKIC2ymmBDCfzevzsDW5eTHLxVN2DknK9/URNFS0bS2xEZzrZ34VJnlLIQQgZr5V8hCiCEKS5vGnH0E3qJho91ljYsM48qlc7h6WSprsq3odf6t/y7ITaAgN0HTcr8+PT31VFX/iVOn/oHbPTTHUpcH3rUbeLsjDLtn6JiONB8Zsv2FFV/gjqV3jBgsi7OsDSD4pCM76z4/2wqtXG09NP7hMO5271JPJUxHwmcXY0wLfl4Se6uD/S9X+tXWA7y6Noo/n5cV9HFMRab8fExLl+I4fBjV6aTt3/8m/jOfmexhCTGj3b1xHpbIML6x9bDfs3W0Wjo3Zsbne9Ja0bSmqFWCT0IIoYEEnwTOXjctp7px9bqJTTIRFRc+dicxqu4mB90tPRhMeqJSI9EZdJM9pH4P7SzxK++SL9EmA5cvTuGa5alsmBdPmF77zzU/OdrvC1vV3QtdjXR1lVPZ9C/qGrajqkPzTCmGOP7V1Ml7dj09fiRCvGvpXdy57M4R9/f0NFJz6smh41C9JZaH07Ew/0dYrQX+/DhTgru9A7fdjmI0YrDGoeimznN0JO6OXpr+cBh3y5klnwaF+E8vIjwrdvSOGrh63bz0u8N0nwlyhZn0WFPM1Fe0D2tbkWjgncURfHR5LHGdp1EjLCjhM/tDG4DlxhuoO+wNUNuefQ7rpz8d1MTjancrONrBYAJzAopOH7Rjz0YepwtXiw3V7cEQG43eHDHZQ5r2uhq6cdh6CYswYE6NQDeO90R/jTWDOFiuXpYasmOPxOlwYzvVjcetEpMcTkSsMcTn05bTSmu/ydBW301nq5Nws564uZHo/LxRKMSIVAXPTEw4PhN/pilIgk+zWN3JDnb8tpjX/3ySztYzswgUOOfyVC6/Zz4rr5wrb1IBcDs9nPx3JR8+XszpXQNLwMwpESz+dC5LPpuHOSV4+Wi0KK7v0FQx58IFiXxybSYXzE8g3DBxHwDV9ho8J7bQVrmFalMTTRE93sQ6g0RGziMz4y7+68Pn2dvxgd/HPtBwYOTzqipFJ76N0+m9K6pTYuixhREW2zysrdOWSGbmvaSm3uj3uSeL6nLRuXc/7TvfpKf0ZP/j+jgL0RdeQPTG8zFYgh/ICQZ3p5Omxw/jauz2PqBXiL91Eabc4C/1UlWVN/5WRENlBwCKTuGqe5Yxd0EczbV2aopacTpcnHA5+YmnncZYA2ZPD7e/+wBOTxegoGSuR7/oYyjpa2ZsJbiYK6+i4Sc/xdPVRe/Jk9T/+McY4uLQmaMwr19HeJ6GogFuJ56Tr+M5+i/UhmMDO8yJ6Bd9FF3+1SiRkm8lED2n6ml5+R3a3tqDp7vH+6CiEL1qCXGXn4d52YIZ+xwNBXePm+ItFRx+vJj6/QPvCdFpZhZ/No8ln84lIiE4RQ9G4msGcZfTDahEhhmIMhmINOr9muU8kteLGrh747ygjnskp4+38+avS3j/rxX02L2BHUUHy6+dy8Z7c8nflByS56jWiqaaK6FOkF6Hm/efquS1R0oo3zdwzZeQaebiu3O58I55RCfIjWYhxMRT1FDP2xUAKIqyf+XKlSv3798/2UMB4J2/l/Pr/9iF+0x5cl/WfCydB54sIDxiar/JTgWO1h5e+MSbQ4JOZzNGh3HlkxeQvnHOBI5sqD8VlvO9bcfGbniW716ziM8WTGx5YXfpizQf+C5VUR20mZzD9kf3hJERsZak835HWccprnv+uoDP8c+P/pPcuNxhj9fWPsvxom/0b5/cnkFHjRlTXA9RczvRh3lwO3XYT5lxtIajKAqX3n0/Sy+6LOAxTBR3Rwf1//cbek6WjdhGiYgg+Qv3ELEwfwJHNjaPw0XjHw7jrDmzxFIB6yfyiVyaGJLzffBqFe9tKe3fvuCW+Sy9cGgScY+qcvG7+yhyeXOF3df8Kl9vfmHYsXTzLkZ/0TdR9KG9gz9Zqu66m8633/a5L3LVKhLuuxfz+vV+HUvttuF66euojaPktAmPxnD5D9HNWa5luLNO62vvcfqxZ8Ez8nt97PnnknrPJ1BmQa6y8epq6GbbTW/QcHDkmzjhcUaueeoi5qwNzetTIMbK7ziWV754QciX3r3121Ke+vx+1JGfoqz7dBa3PbYafVhwZ5Y119p56vv+53Xsc8t31kzZZXe20938/Ko3qTxoG7FNdEI4X9p2AblrZ3ZOr8lw7rnncuDAgQOqqp472WMJBUVR9mcaMld+N/E7kz2UoPte4/epdFXO2P+7qWLqr7MQQbfn39U8/KnCUQNPAHv+Vc1Dtxbi0XrVMku4HG623fTGqIEngN4OJ9tuepO6fU0TNLIBHo/Keyeb2LK/RlP/iSy37PG4OH3kJ+wt/SKHE1qGBZ6s3UaWN8SxojGOhKoS1MIf8v7p9zWda3fd7mGPdXdXU1zyg/7tpiNxdNR4E1k7WsNpOmKl/oMEmo5YcbR67xyqqsqrj/6KysMHNY0j1Dw9PdQ9+KtRA08Aanc39b/8NT3lFRMzMD94et00/enokMBT3E0LQhZ4qjrazK6tA4GnRQVzWLJx7rB22w6/2x94ivT0cGfrGz6P5zn5Ou43f8JMvNFje+45Ot95Z8T9Xfv2UXX7Hdi2bBnzWKqzG9eLXx098ATQ04Hrxa/haSoOdLizTts7+zj96NOjBp687fZT+7unZuRzNJh6O5z8e/ProwaeAHpae/n39TtpOqItn1Aw3bw6gyduX0tmvLZZ14Wlob1eee/P5fzj3tEDTwDv/6WCv31uX9Cfo30VTQORmmeZsoGn7nYnP7nsjVEDTwAdTT387+VvUnO0bWIGJoQQZ0jwaZZx9rr5/b27/U5Uuedf1ex7XlvAYrY4+ucS6vb6d4Hm7nHz5pf3TNhF/om6Dn7yUhEFP32dTzy2myO1w/PV+GMiyi273d1U1zzBrvc3cazhMTqNgwJeKiR1mji3zsrS5jgsvUaUM+vv1MrXsTcf13ROe+/QZOWq6uHY8a/hdncC4OqK4tTuJL+Opaoq7299StM4Qq3j9bfo9TOgpPb20vzE30M7ID+pTg/Nfz1Gb+XA89bysVzMK/z7PwmUrb6LVx4/2v/6mJITywW3DF+S5HY6+OXpzv7tz9jexurpZCSe0p2oNXtDMubJ0rlrF6e/813GfDPxeDj939+hc9eu0Zsd2Yrqb0DJ5cBd+LCfI52dPI4eTv/hWb/bt729l64jJSEc0fR36HdFfgeUnHYXb399avzNF+QmcMPKtLEb+hDKG0+ODifPfGHk5e9ne++P5ZS+G/xg2KqrskbI5eiD4m0/Vb34iyJO+RlQ6m538uQXp8ZqDDH9qOrM+xITQ+ZYzzJ7/1WDrc4RUJ8dvytmzcfSQzSi6U1VVT58PLA78I2HWqjf30zKqrGnO2upCFff7uD5g7Vs/eAUx09rCzadLdByy3Z7Ma2t7+Fy2TEYooiL20BU1HyfbZ1OGzU1T1Bd81eczqF3lHUemNMZQZrdjMk9cq4pc/OJgMbXJ8o49O5ldfWfBlW301G2IwHV5X+MvubYEZqqK0lIz9Q0nlBQPR7a33groD49ZRX0VFQSnjUxP4ezvhNHqQ3V4UYx6THlWjDER9D8t+P0lNr628VenUPU2tAsW+3tdvHibz+kp8v7YctsCeeKu5f4XOax/eguiowpgHfW010tvmc9DeY+9m906WuCO+hJ1PSbR8acUdPP46Hpkd+OuPxO9bhxH3s+oPOrdYfxNJ9EFz8xOWmmm7bCA3i6Anuvb3mlEPNS36/Ts53H5eHInwMLzp0qbKClyIY13xKaQQWgoaNHU79Q3nja/WQljo7AgltvPVJK3vnBnfWanm/lwlvzefPJorE/gKqwb3tFf7+pxOX08MZjpWM3HOToa/WcLm5nzvyYEI1KCCGGkuDTLPPOP8oD7nPo1dO0NTqITQxtAs3pqPFQC7aSwAM8xc+Wjxp8Kixt4qGdJT6Tg6/JtvLAprwhASF7j4sdR+r418FTFJY2+czvYDUbuWbZHPZWtnIsgBlQa7Otfud8aGkppLzi14MCOAMsljVkZ32+vyKcw1FLVfUfqa19Gre7a0hbg1thrj2SuZ2RhHnGDv6sadM2O29tytr+7+2dJZws+3n/tsm1ia6GwI9bdeTQlAo+9ZRX4GoYfUmoL/b394Q8+OQobaV9ZxW95UOfj22AzmzA0znwwSTmskyizxu+/C0YVI/Kq386Rmud93moD9Nx5T1LMccOT8jqUVUebKZ/3vCnbe+MOuup/xyV76H2dqIYzcEc+qToKSmha9++gPp07d1LT0mJzyTkav1RsNcFPA5P6WsSfBpB2zuBz2jo2PMhnp5edOEzMz/ZeNS+14D9VNfYDc9S/FwF6/7rnOAPKABP763iyfcrNfUN9MZTIPb+PfAxfbClGqdjDWGm4BY+WVSQSnS8iX3bK6gtsY3atrbExraHDnLhrfksKpj4ioAjOf5mPW0B3lwGeP+pKq77zpIQjEgIIYaT4NMs01rXralfW70En3zp1Pj77Kwfud9YCUL3lLdw2+O7+eHHlpBiieBfH5xix9E6HD5yeIUbdFyyKJnNK+ZywfxEwvQ6CkubuO3x3X4lINUp8IVN/lWsqq19huNF3wZ8z4aw2fbwwcHPkJ39Bbq7K6mv34aqDr3raQpPZW6HiTmNdvQBlDydp+g417qY/c1H/e6zKnlVf7Jxj8fJsWNfxuPxVn2MjlqMu/o8IPBldL1dgX9ACSW3TVtOB639/NW5t47WrSUwwvNwcOAp+sJ0Yi7OCMp5B1erCzMZSMuPo3RfAxUfDiznuOjWfJIyfd8JfqmpjSKdt8JepKeHu1pf9+/Eqge6bTADgk+du7TlWOvc9b7vCnhdw6tI+kVrv1nAZdMw69Xjwd1uR5c4tWZ0TAWjvWeHol+wFJY28c2th0d6mR1VIDeetGg7HXigxO1U6WzpxZIaEfTx9M1kev7/Do7ZVlXhzSeLiI43TZkZUFp+n+BNUC6EEBNFgk+zjEFjpRB9mJRh9kWn8fc5Ur++C8WxAkMeFb75zyM+9ykKrMuO57qVc7liSQoxprAh+wtyE/jx5qVjnkenwE82L/PrzmdLS+GogadBI6e8/P+GPWo2zycz826Sk67C8/I9oAZeke/uhbfyucJv4xkrcymgU3Tcvfzu/u2Kit/Q0eENXOl0RhYt+jnFzWMkPh6BMVJbYtdQUfTa7hBr7ecPR2nrqIGnsxnnxY77nNVFLX7d1T7n0gwWrE3xuc+jqvyifGCGzqdt7xDvHnvWUz/dzHjL9XTax24USD+tv5cZ8vsMBUWvMaWnIXR/99NZsN/rJ8pDO0s0VboL5MaTVlqvK0N5Pdq3pM4f6pkleFMl+KT99ynpf0VgVEAN4AbxdCFpnyaGXLnNMumLLRQVBrYExxRlICF9+t+tDwXrglhQCPgVa6QcEFovFAHmJ0dx3Yo0rj0nlVTL6HcFb16dQVpcJA/vLGG3j6V9a7OtfOGspX2jKa/4NWMHnoazWNaQmXEX8fEX9id1Vi05qE0BBp/CzKzLuozvenr53q7vjRqA0ik6/mf9/7BuzjoA2toPUVH5SP/+nJwvExU1n4wlw5dc+SNjydQqAR82V9uyAK39/NG+syqgv5mO16uJyIvTfL5jhbV+5fOIm2Nm/XUjL+N6qamNY53eu8sRgcx6AgiPhsip8SFlvHRmbZWeRuqnWLM1HU+Jy9LUbzYIT59DT9XpgProo80YYqZmFa/JFr/QoqnfZOZ7Kq7v8Ll0fywKcPWyOSRGa3sP9FfqkljqijoC6hOTbMIcH5pxNdfax7w5cbbaEhvNtfYpUf0ubYlFW7/F47+5I4QQ/pLg0yxz6Z25vPr7wJJmbrwth/BIear4Ep1mJvPSVCpfqfW7j86gsOiTOcMe13qheP3Kudx+Xg4L50QPq8o1moLcBApyEzQlNR/Mbi/2meNpLIsX/ZKUlI8Oe1yXdy3u0hcCOpYy70oUvZHNeZtJjUrl0UOPsq9+eE6aVcmruHv53f2BJ7e7m2PHvoKqugFvMCwj/bMAJKRnkrZwCTXHfc8w8yVt0ZIple8JICwxgYgli+g+EkBAz2Ag+jzfyaHHy1nfOSzH01h6y9tw1ncSlhx4ELy6qMW/RLKAra6TU8WtPu9ke1SVByu0z3rSLbgSRR82dsNpwLx+XVD7KbFpKKkrUGs/8P9geiO6+ZdrGsdsEHfpBtoL/a8kBmDZtD6kMx6nM+uCWOasT+T0Lv9v3hki9OTfpC2wGgyFpdoqw6nA84dO8/yh0z5zTAbLeXfN48BzgeVVPO/OHHS60My4qCnyr5Khr35TIfiUvtRC7rp4St/3fzmyKcrA+o9PrWsWIcTMJhGFWSZnZTwLz0/i+DsNfrXX6RWuuFeq34zmnHsWBhR8ytuchTll+NIsrReKS+bGsihVe6WS+cnR48rr0Nr6nqZ+Z1e265ewCBIWQ5Of+ZsUPbr86/s3181Zx7o56yhtLWV33W7svXaijFGsTVnbn+OpT+nJn9HVVQaAXm9m0cL/RVEGPnytu/4Wtvzwv1H9iFwoisK6zbf4N+YJFnPZpoCCT1Hr1qCPCU31G8eg6nWB9tMSfNq3vcLvErpnL6Mo6uzm3VY7HS43VY5ejtrPzHrS6ficrsr/QegM6BddG+jQp6zwvDwiV60KKOl45OrVvvM9naFfeiOuAIJPurzLUExyx34kkYtyCc+cS0/lKb/aKwY9cZduCPGoprdz7lkYUPBp4SfmEW6ZvOTtdkdgleR86csx+ZPNy7hpdXCrHudvSiZ1cQy1R/27GRFm0nH+3aErMODU+Ptqa5g6eR4vf2ABpe/7f012wWdziIiZGTdFhBDTgyz0nYUeeKKA+DT/8tLc9cga0hdZQjugaS7jojms/upSv9rGL7aw8Werfe7TeqEYjAvM8XC5tOV/GamfoijoL/g+RPh3p1W3/hsoMcOTUefG5fLJhZ/k7uV388mFnxwWeGppKaSm5i/92/Pz/ouIiKEX15lLz6Hg5lvHHIOiKFx69/1kLj3HrzFPtMhlS4m96gq/2hoz0on/5M0hG4vqcE9YP63LKF493sDHDpRw4Z4T/FfJKX5aXsc/Tg8ESy+NjyF50zcgwp9ldAr6jV9HiQ1Npb7JknDfvaDz8xJCpyPh3ntGb5JVgG6Zf8FbJXEB+g33+XfuWUpRFNK//Fn0/iyjUxRSP38rxqT40A9sGpt3TTrLP5fvV9vkVQkUfH9liEc0uihTcO4ve1T4xtYPNd8gG4lOp3DXlgKiEsYO0Ck6+MwT64jz89pVizCNv6/Db57in784QHVR4DPXg23tTRlccq9/ubryNiRw80+mVpoAMX14VGXGfYmJIcGnWSgh3cwP372c/ILEEdtEx4fzn08WcMkdoU04OVOs/dYyzv/RuRhGWZ6YfcVcNm+/lPBY3xdaWi8Ug3WBqZXTpW2qusEw8ociJWoO+o886p0BNZJwC7oL/h+63KvGPJfdXkx19Z8pL/811dV/xmb7gGPHv9a/Pz7+IubMudFnX7dr9KBH2qIlXP/tH7D0osvGHMdkirvhOqw334ASPnK+jMgVy0n5+pfRRQS/klAfRWOJbC39tC6j+NXbZbzfNvKSuhcabfyjM5ywjz2CkjjKh1GTBcOl30c/f2o/N7Qwr1/PnO9/b+wAlE7HnB98H/P6sZdx6td9Dv3au8EwcmVVJfsCDFf/EiVsaiX2n4qMcxLJ/n//iSln5Bkr+tho0r96O7EFkxsomQ4UReH8H5/Luv9ajiFi5Nej3I9l8LF/bSLMPLnvzcFcKudR4eGdgaVs8EfKghi++t4lpK+wjNgmJsXEvc+fz7k3BHfm1dnS8rXnFawtsbHtoYMcK/R/FnwoKIrCp351Ltd9dwlhI7xnKgqsuyWDr+24CGOELIARQkwsedWZpRLSzfy/ty+ndG8TrzxaQtVRG64eD5aUCM67JYsNN2Vi1PghcTZSFIVz7l3IolvnUfR0OSe3VeNo6cEQoSdpRTxLb5+PdUGsN79SYa3P/EqxEdqmPociF4M/7PYTnCx7kKam1zT1j4sbfYmHNwD1e2g6hqf4X6i2MvC4UCLiUXIuQ8m8CEU/euLRlpZCyit+PWpOqrCwOBbm/9hnvixVVSkqfLN/e+Nt/4FOb6C3qwtjZCQZS5ZPuRxPI1EUhdiPXEb0xvPoKHyfrgMf4LF3ohiNhOdkE33RBRhT54R8HKZcC20a+wVK6zIKo3P0dXoe4CtF1aQvn8d51/0Otf4onuPbUFsrwOMCcwK63EvQ5WxE0U/esptQs9xwA2Fz59L0yG/p2rt32P7I1atJuPcevwJPcGbW4zmfQLfwGjzFO/BUvAOODjCEoyQvRr/oWhRLaD+AzjTGOYlk/+TLdJ8op/W19+ipqQe3G4M1ltgLVhOzZhlKmFwK+ktRFFZ/ZSlL75jP8b+VUf5SDY7WHsLMBuasSWTJf8zHkqN9GXuwFJY28VCQg0W7y1soru8Y1zJ9X5LzovnW/ssofbeJd39/krqidjwuFcvcCNbelsU5183FYAz99Wh8ahSpeZaAZ8v2UVV488kiouNNk1oBT1EUNn93KZfdP5+3/1TGBy/U0tnaS7jZwPyCBC6+O5fkeZP/HBVCzE5yxTHL5a5OIHf15AQvZiJjjJFldy5g2Z0LhjxeWNrEQ4/u8plQfE22lfnJUTy1pzrg863Ntgb9QnAs3d3VlJX/H3V1/0ZrYVKLZS1RUWPnElMUBRIXo08cZQbUCGprn+F40bcZqwpfUtKVhIf7ngVYf7KE1tPeO5nGiAiWX3YVYcbQVgAKNV1kJLGXXkzspRdPyvnDks0Ys2MCSjpuzI7VlO9J6zKKHj9KVnuAByvrON+ah5KyBF3KEk3nmu7M69djXr+enpISOne9j6fTjs4chXn9ulFzPI1GCY9Gv/QG9EtvCPJoZydFUYjMzyEyf3ihC6GNyRLOivsWsuK+hZM9lGGe3lvFN7ce1lw5dzSFpU0hueZQFIW88xPJO3/kGfkTYdVVWWx76KDfeQLPdnbewMkUZQ3nyi8v5MovT73nqBBi9pLgkxAhNtaF4J7yFk1V7nQKfGHTxC2L7OltoqLiN5w69Q9U1Tlkn8WyHpttN2MFerx0ZGeFNl9LS0uhX4EngFOn/kFS4uVYrQXD9h1/983+7/PWbJj2gaepImZTBk2PH/EvdqlAzCZts10CXUahek9HRbJ/b427bJ0UdXaTbw7dMsXpIjwvT3OwSQgRHIWlTSELPMHk55gMtfR8Kxfemu93hVRfaktsNNfap0QFPCGEmGok55MQIRTohWBOgplvfCSfsSoJ6xT4yeZlE7LkzuXq4GTZg+zadRE1NX8dEniKj7+INatf4NyVT7Iw/4eM/ZKiY2H+j3wGeoKpvOLX+BcIA/BQXvGb4Y+63RS993b/dv55FwZlbAJMuXHEbc7zRnpGo0Dc5jxMudpycfQto/CXAlQkGmiM9f++zLut2hLuCyFEsD20syRkgSeY/ByTE2FRQSrXPHBOQO8dZ9Oab1CI6UJVZ96XmBgz/10kAIqi3ABcCuQAVmAf8HVVVW2TOS4xfQV6IZgQZeRzG+exdG4sD+8sYbePGVFrs618YVNeyANPbreDmlNPUFHxO1wu25B9sbHnMm/eV4mzDFTuS029CZNpLuUVvzkzC2ooi2Ut2Vn3hTzwZLcXj5rjyRebbTd2e/GQpYBVhw/S1WYDwGyJI2PJsmAOc9Yzr05BHxdO+85qesuHZ4EyZscSsyldc+Cpz6qrsnj+oYN+zbLyAO8sDmwWU8cYCemFEGIiFNd3aJpFHYjJyjE50dLzraTnW3n7qRMcfvNUwP215hsUQoiZToJPZyiK8lNgr6qqd5/ZtgA7gXJFUc5VVbVsMscnph8tF4J7Klopru+gIDeBgtwEb4Ly0iafCcpDxeNxcfr0c5RX/Iqenroh+6Ki8pmX8xXi4y/0maDbai3Aai3Abi+mtfU9XC47BkMUcXEb/MrxFAytre9p7jd4jIOX3C3YcAE6nSTgDzZTbhym3Dic9Z04Sm2oDjeKSY8p16Ipx5MvKTmxhEca6Okc48OAAi+sMlORHFji/2iDPC+EEJOvsLQppMefjByTky02SVtVTa35BoUQYqaTV0dAUZSVAKqqPtf3mKqqNkVRNgGtwKvAvEkanpimtF4IDk7oOT85etwXe/4GglTVQ0Pjy5SVPUhXV/mQfRGmDHJyvkhy8tUoytirdaOi5k9YsOlsLpe2ZVCD+zl7HJTsfb9/e9H5F417XGJkYcnmoAWbznbg5cr+wJOiA9XHaszUPAvJF6fyA1vd8J1jOC9O8noIISZfqPMxTWSOyaki0LyBfdoaujj0ejVp+XGS+0kIIQaR4JPX3cCjZz94JgD1GnCJoigrVVU9MPFDE9OV1gvBYF1AtrQUUl7xa59L0CyWNWRnfR6rtQBVVWlpeZeTZT+jo+PokHZGYyLZWZ8nNfUmdLrpUTLeYNB2oTe438l9u3E6ugGIS00jKVtiz9ORraGLD16p6t/e+PEFpMyLpaaoFafDRZjJMOTDwboDHbzf1un38ddbzJJsXAgxJYQ6H1NNa1dIjz8V9eUNrC2xBdRv8FK91DwLq67KmhIV8IQIChVUdeyqwNOO5H2aEBJ88loF3HVmed3ZAaYDwCVn2kjwSfhN64VgMC4ga2ufGbXam822hw8OfoaszM/R1naAVtv7Q/YbDNFkZtxNevqn0eu1TTufLHFxG8bdb/CSu4XnbfS5xFBMbaqq8s7TJbhd3r+BpKwYFhWkouiUEe9Ef3Zugt/BJx3wpcyUYA1XCCHGJdT5mL6+5TBbDpzigQnIOTmVrLoqi20PHRxX9bttDx3kwlvzWVSQGtzBCSHENCPV7rxeA2xnvoQISHF9B38qLOdXO0v4U2E5xfUdAKzLidd0vPFe1LW0FI4aeBrgoaLykSGBJ50unMyMu9mw/k2ysu6ZdoEn8C75s1jWBNTHYlnbv0ywq72NikMDceaFBRcGc3higpQfaqLqaLN3Q4GNH5+PMkoZSY+q8rfTzX4dWwf8PD+d862zK/+JEGLqmp8czZrs0M6u2VPewm2P7+aZvdUhPc9Ukp5v5cJb8xnPPShVhTefLKK6KLQJ4YUQYqqTmU+AqqpfB74+wu6VZ/7d58+xFEXZP8Ku/EDHJaa2wtImHtpZ4jOp+LmZcbjcYwV/hgtGQs/yil8zduBpKEXRkzrnJrKyP48pfPrP5sjO+jwfHPwM/v0edGRn3UdTdSVVRw5R+eFBPG5vBbM5eQuwpMwJ5VBFkDTX2vuX0+nDdBx8deDD0eLzUknKjBm1/2+rG3m7dSDv1yKziWOdjmHt1lvMfCkzRQJPQogp54FNedz2+O6AquwGyqPCN7Z+yNy4iFkzA2pRQSrR8Sb2ba8IeAleH1WFfdsrZPmdEGJWk+DTKBRFycG75O45yfckBnt6bxXf3Hp4xAu8/ZWtAR9Tp4w/oafdXuwzx9NYli19lISEmZNU22otIH/B/6PoxLfGaKkjKepzvPrwNmqOHxm2t7u9ncrDB8lcek5IxinGr7qoZdQPBGEmPeuuHT1n18H2Ln5cVtu//YWMJL41L5Wizm7ebbXT4XITbdBzXlyU5HgSQkxZBbkJ/Hjz0lGvT4LBo8LDO0tmTfAJvDOg0vOt/Tc62hq6huR28kdtiY3mWrskIRfTmgp4ZmDOJ0n5NDEk+DS6Z4Ey4E5/O6iqeq6vx8/MiFrpa5+YXgpLmwK6sFueFsvhU22jttcp8JPNy8Z9Idfa+p6mft3dleM671QUHp446n6LZS3Y1vHqg6+ijpDMwVZ/mi0//G8uvft+ll50WSiGKcbhWGEtbz5ZNGouDqfDTdmhxhFzbXS63Nx7rBLXmWOsiI7kq9ne2W755ggJNgkhppWbV2eQFhfJt/55mMrm0CUJ313eQnF9x7hna0838alRxKdGceh1bUsPa4paJfgkhJi1JPg0AkVRfgpYgHNVVbVN7mjEVPLQzpKA7iiawvQ8cftaHt5Zwm4fS/TWZlv5QpASeLpc9rEbBbHfVFZR+bv+71NSNhMTvRiXy47BEEVc3Aaay7vY8vv/HjHw1EdVVV599FfEJCTJDKgppLqoZczAU583nywiOt7kc7nDt0tOUdbdA4BZr+O3izMJGyU3lBBCTHUFuQk89qlVXPbLt0N6nsLSplkXfOrj1FiZuKm6I8gjEUKI6WNaB5/GMZvoRlVVnxvluDfgXW4ngScxRHF9h88cT6PZXd5CYnQ4T9+9nuL6DgpLm7A7XESZDBTkJgTtws3ptNHe/qGmvgbDzLoLZ7Pto63Nm35NUcKYl/MlTKahuZu2b/nGmIGnPqqq8v7WpyT4NIXs217hd/WhkXJt/Ku+lafqBv6efzI/jayI8GAOUwghJkVfAvJAr1kCYdcYgJkJwjRWJi7aVcecXItUvhNCzErTOvg00hK38VAU5RLg7lAcW0x/haVNmvvNT47u/wqmjo7j1NT8lbr6f+Px9Gg6RlzchqCOabINnvU0J+W6YYGnpupKnzmeRlNz7AhN1ZUkpGcGZYxCu+Zae8BJX8/OtVHt6OVrxQPLJq5PjuPGFEkEK4SYOUKdgDxKYwBmJkjLj9Pcd7TZuEJMB2rgNZWEALwVo8UZiqKsxBt4uvSsxy2Kotw1ScMSU4jWu3zBvjvo8Tipr9/O/v23sGfv1dSefkZz4MliWUtU1Pygjm8yddiLaG5+48yWQkbG8JRtVUcOaTq21n4iuGqKAk/oP7ify6Ny37FK2l3eq6cMk5Efz08L2viEEGIq6EtAHqqVxLMp4fjZ4lOjSM2zaOrbNxtXCCFmm9l7y+IsZyrb3a2q6o0+dl+CN/G4mOW03uUbqZ/dXkxr63tDchGNFgjq6W2i9tQ/OHXqH/T01g/bHx21mLi4DVRVPw74c1tCR3bWfX7+FNNDZeWj/d8nJl6O2ZwzrE1vl7YkrFr7ieBprrVTdUzbMpK+HB3/V1nPnrZOAPQKPLIokxiDPmhjFEKIqaIvAflIeSe1WpttnbX5nvqsuiqLbQ8d9HsJ+GBS+U4IMRtJ8AnvzCbgVaBMUZRnB+2ynPl3FSDL8ITmu3xn92tpKaS84tfYbHuGtbVY1pCd9Xms1oL+x9raDlJT8wT1DS+iqr1D2iuKgaTEK0hL/xSxMStRFAWzOYfjRd9m9ACUjoX5Pxpynumuu7uK+voX+rezMu/22c4YGanp+Fr7ifGrLmph3/aKgJfbDRZmMrDHZufBirr+x76SlcKqWHMQRiiEEFNTQW4CBbkJfPffR/jLrvFXt9Up8IVNeUEY2fSWnm/lwlvzeeOJIk39pfKdEGK2keCT104g58yXT6qqyswnoSmB59l3B2trnxk1MGSz7eGDg58hf8H30OkiqKn5K+0dwxOJG40JzE39BHPn3kJ4ePKQfampN2EyzaW84jfYbLuH9bVY1pKddd+MCjwBVFYNzPiyxhUQE7PMZ7uMJcs1HV9rPzE+xwpr/a5sNxpLbgzXH6/s/8tbF2vmC5nJo/YRQoiZIith/IF2nQI/2bxsVi+5G2xRQSqnS20U7aobu/FZtFbME0KI6UqCT4QmcbmYuQJJ4Hn23cGWlkI/ZiQBeCg68d8+98TErCA97VMkJV2BTmcc8QhWawFWa0HAS/umq57eJk6fHpi4mDnCrCeAhPRM0hYuCSjpeNqiJZJsfBJUF7UEJfCUmmfhRx2t1DicAMQa9PxmUSZ6JUTJUIQQYooZb8BobbaVL2zKk8DTWRLSo0FD8ElrxTwhJpeCqs7Ea6eZ+DNNPfKqJ0SA+hJ4fnPr4VEDUL7uDpZX/Br/cjGddSydkeSkq0lLu23E2TwjiYqaPyODTWerrv5zf9L16OilY1bwm3fuGr+DT4qisG7zLeMeowjcvu0V4w48KQrY11n5d4Ot/7FfLEhnrmnk4K0QQsw0WmZvA9y2LoPb1mfN+hxPI9Fa+W48FfOEEGI6kuCTEBqMlcDT191Bu73YZ46nsaSnfYasrHsxGuPHNeaZzOXqoKbmif7trMx7UEaZ0eLotHPgpW1+HVtRFC69+34yl54z3mGKADXX2seV4wm8gafFN+XyWffAcW6dE8/VSZZxHVcIIaajQGZvA9x5fjbfvmpRaAc1zfVVvgvk/SoxM5qaolbKDzYSZjKQlh8n+Z+EEDOeBJ+E0Gh5Sgs/v/IEJQ09HDptwaPPxBqTTEFugs+7g62t72k6T0REugSexlBz6u+43XYAIiNzSEy8dNT2Ox//LR3NjQCEmSJISM/kdMnwhKFpi5awbvMtEniaJDVFrePqn5pn4ZyPZHJ3VxNdHd4Zh7mR4XwvLzUYwxNCiGnH39nbIIGnQARa+a6xsoPGyo4hj6XmWVh1VRbp+dYQjFAIISafBJ+ECJCvSnXLzhRBs0SsISHs88BAIm9VVensKqWxcaem87lc9vEMd8Zzu3uorv5j/3Zmxl0oim7E9sffeYOiwrf6tz9y7xfJW7uBpupKqo4corerC2NkJBlLlkuOp0mmNRlr5hIr6zfnEp8axQ9O1vJhfTcARkXht4syMev1wRymEEJMK2PN3l6WFsvXr8iX3E4B6Kt8N54chbUlNrY9dJALb81nUYHcJBFTk6qCZwbmfBpvigfhHwk+CREAvyvV5f+Q6Kh8GhpfobFxB11d2oslGgwyDXs0p+u20NvbBEB4eAopKdeO2LatoZ7XHv9t//biCy8hb603N1RCeqYEm6YYrclY0xfFE58axdstHfymqqH/8W/Pm8PS6MhgDU8IIaatgtwECnITKK7voLC0CbvDRZTJMOLsbTG2RQWpRMeb2Le9QvOScVWFN58sIjreJDOghBAzjgSfhPBTQJXqir4ZtPOOlTh7NvN4XFRVPta/nZF++4gVAD0eNy/95kF6u7sAsCTP4eLP3DUh4xTajCeJa3Ovi/uPV/Y/dpE1mjvTEoM1NCGEmBHmJ0dLsCmI0vOtpOdbaa61U1PUitPhIsxk4MT7dTRWdYx9ALwBqH3bKyT4JISYcUZemyKEGEJrpToAvT6SpKQriYycF1A/i2XtrKhUp1VD40t0O6oAMBhiSU29ecS2e/+9hVNFRwFQdDo+8vkvY4yQWTBTWV8S10AoGWYaY/R8saiK+l7vsr34MAMP5WegGyUJvRBCCBEs8alRLL84nVVXZpOWH+d34KlPbYmN5lpJuyCEmFlk5pMQftBaqS4h/hJSU2/Eaj0Pvd5ES0shHxz8DP4FsXRkZ90X8DlnC1VVqax8tH87Pe1TGAxmn23rTpbw3rN/699et/kWUufnh3yMYvwCSeLqAf6Wo+P7e08MefyhhRkkhYeFZoBCCCHEKLQWz6gpapUKeGJKkvxIQiuZ+SSEH7RWqrNa15OYeAl6venMdgEL83/I2H96Ohbm/wirtWCMdrNXS8vb2O3HAdDpIkhL+5TPdk6Hgxd/9XM8bjcAc+bns27zyDOkxNTSl8R1pElLfdc/HuCF1WYqkocGmS6Ii+KS+JiQjlEIIYQYidbiGVr7CSHEVCUzn4Twg9aKc776pabehMk0l/KK32Cz7R6232JZS3bWfRJ4GkNF5e/6v5+bejNGo+/cCG8+8QdaT58CIMwUwZX3fRmdVDubVvqSuL73XClNNUP/phSgItHAO4sjhgWeAN5ttfNOSwfnWyWniRBCiImntXhGS21nkEcihBCTS4JPQvhBa8W5kfpZrQVYrQXY7cW0tr6Hy2XHYIgiLm6D5Hjyg61tf/8ySEUxkJFxu892pft28+FrL/dvX/yZu7CkzJmQMYrgSs+3svj8VN76RzEAdbF6DuaEU5FsoDF25LcyD/BgZZ0En4QQQkwKrcUzSvY1sPC8Fkk8LoSYMST4JIQftFacG6tfVNR8CTZpUFn5+/7vU5I/ismUOqxNp62VV373UP923toNLL7wkgkZnwiN5kF3gY9mGtk73+RXv122Too6u8k3R4RqaEIIIYRPfcUzaktsAfeVqndiKvKoUsBFaCM5n4TwQ1TUfCyWNQH1kUp1oWG3F9PU9Fr/dmbm3cPaqKrKjt/+H90d7QBExVm59M7Po0i1s2mt+dTAkruG2MCWTr7bKlWDhBBCTI5VV2V514kHSKreCSFmEgk+CeGn7KzP4/+fjFSqC5XKqoEKd4kJl2I25w5rc/CV7ZQf3N+/fcW9XyIiWpJOT2eqqg7Jf9EYYPCpw+UO9pCEEEIIv6TnW8k9N0lT3yNvnQryaIQQYnJI8EkIP0mlusnX3X2K+vpt/duZmZ8b1qa5poq3n/hj//a5V32MzGXnTMTwRAh12nrp6fJW/nGEKbRFBvb2FW2QJPNCCCEmT3yqWVO/yiPNQR6JEEJMDgk+CRGA1NSbWHHOn7FY1vrcb7GsZcU5fyY19cYJHtnsUFX9B1TVO4MlzrKO2Nhzhux3OZ1s/9XPcTl7AUjIyOK8Wz410cMUITB42UFjjB4CXEJ5Xpy2ogFCCCFEMGitetfR7JCld0KIGUESjgsRIKlUNzl6e5uprX2mf9vXrKfCp5+gsaIMAH1YGFfd/xUMRuOEjVGETsupgSV3SmJ4QH3XW8ySbFwIIcSk0lr1DqCmqJX4VLmJIqYGVZ3sEYjpSoJPQmgkleomVnXNX/B4HABERy3Gaj1vyP6qIx+y74V/9m9f8InPkJCRNZFDFCE0+K7vmrx4/oIdjx/9dMCXMlNCNi4hhBDCH/GpUegNCm5X4J/cnQ5XCEYkhBATS5bdCSGmPJfLTk3NE/3bmZl3D6lc57DbeemRB/tvxWQuW8GKK66Z8HGK0BmcbHxNXjxfzEoes48O+Hl+Oudbo0M4MiGEEGJszbV2TYEn0L5kTwghphJ5JRNCTHmnap/C5WoHICIik6SkK/r3qarKa3/4DfbmJgBM0TFcce8XUXQSW58pPB6VltMDwaf41CgOl7WO2me9xcyXMlMk8CSEEGJKqCka/X1rNONZsieEEFOFBJ+EEFOax9NDddVA9brMjLtQlIHKZcffeYMTu97p377srs8TFWed0DGK0Gpr6MLt9C6yi4w1csTdyyvN3mCkAvxhSRane5x0uNxEG/ScFxclOZ6EEEJMKW0NXZr6mWONku9JTCmqGljRFyH6SPBJCDGlna77Fz299QAYjUnMmXNd/762hjp2/vG3/dtLLrqMvDUbJnyMIrQGL7mzppr5Udnp/u3rkuO4KtEyCaMSQggh/Fd5tEVTv5gEuZkihJgZZF2KEGLKUlU3lZW/79/OSP8sOp230pnH7ebFXz9Ib3c3AJaUOVz0mTsnZZwitJpPDSQb74438p7Nu21Q4KtZkkxcCCHE1PbucyW0N3Zr6puQLrOehBAzgwSfhBBTVkPjK3R3VwBgMMQwd+7H+/ft+fdz1J44BoCi03Hl57+C0SR3B2eiwTOfXtP19H//iTnxZEeGT8aQhBBCCL9UF7Vw6LVqzf1jkyKDOBohhJg8suxOCDElqapKZeXAkrq0ubdiMHiTR9eVFrPrub/371t/w8eZk7dgwscoJkbzoODT/nAPoCNcp/hV8U4IIYSYTLu2nhxXf0k2LqYSVQWPtqKNU5o6A3+mqUhmPgkhpqSW1kI6Oo4CoNOFk57+aQB6Hd28+Ouf43G7AUidv5C1H7tp0sYpQsvV6+5P0qoCjTHeZPOfnZvAnHDjJI5MCCGEGF1zrZ3Gqg7N/VPzLJJsXAgxY8jMJyHElFRZ+bv+71NTb8JoTADgzb/+gdbTtQAYIyL4yOe/jE6v93kMMf211nX1341qidLhMihE6XXcnyGznoZ5+2146CHYtQva28HlAr0ejEbQ6cBgAJMJrFbIzoa8PO+2Tgf19XD8ONTVedtbLJCWBikpEBvrPd7p09DQAG43RETAmjVwww2wePFk/+RCTL6GBti3D44ehe5u79/I4sWwapV3/0j7kpImd9wzia//g7lzvftOnQr+796P89X0ZAAZmk+x6qqs8Y1RCCGmEAk+CSGmnLb2Q7S27gJAUfRkpN8BQMneXRzeuaO/3cWf/RyWZEk4PZMNTjbeGOsNMn4uPYl4o7x9Ad5A0K23wrPPer/3peus8t5VVXDw4PjP/eKL8D//A/Hx8PnPw3e+4w1kCTFbqKr37+BXv4IdO8Zu78vll8P998OVV4Ii5csDNp7/Ay2/+wDP51zxSVjzH4GN64zcVUmk51s19RVCiKlIrhKFEFPO4FlPyUnXEBGRhr21hVce/VX/4/PXnceiCy6ejOGJCTQ431ODRY81TM/d6YmTOKIp5PXXITISnnpq5MDTRGhuhu99zztT6sMPJ28cQkykujrYvBmuvlp74Am8fa++2nusurrgjW82GO//QaC/ew3nC3N2jd1oBKuuzNLcV4hQUtWZ9yUmhgSfhBBTSmdnKY2Nr/RvZ2behaqq7Pjt/+HoaAcgyhrPJXfehyJ3iWe8xpqBXBkNsQbuz0gm2iDLLHnsMdi0CXp7J3skA06fhhUr4KWXJnskQoTWiRPeZVv/+lfwjvmvf3mPeeJE8I45kwXz/8Cf373G86WdOuD9JsBPt4mZ0ZLrSQgx48i6BSHElFJZ9Vj/9wkJm4iKWsCBl7ZRcejMBZyi8JH7vkREVPQkjdB/zvpOHKU2VIcbxaTHlGshLNk84n6DJRyXrWdY+5GOM9rxxzp3IOP0p10ozgdQU92BAkTr4NIeuKm4m47qU6Oee6Tf43jHMp5+ms7TcJyyl7fRVhmJqyeabo+e44YKqnqOc/Ebdpau/QRh0Qm4oxLQ2VuIfe/P6LtsY47dX67oROpu/R2eqPgR27iBatWJ4nYSpwvDoOhRX4fuN17HpuvhtL4FQ5iHHH0GEU49TkWlV9fF3t6DvKi30avoSdGZ+KghhguiIjBHK5iSHLTRTVWXhV59NMbISDKWLCchPZOGhgbKysrQt5TQUnOCD2wR2FxGXOFWls5L///s3XlcXPW5P/DP98wKDDDDvk9CICErEUhCTJRoEusW28S22lZbe9tKrq21q7XXX5t4u1zb6r21Wit2sW3Ua12SXqnVGpdgEkMWMBiSECAkEwjLBBiWAWaY5fz+GBgGmGFmDrPP8/bFy5k553vOk+EAM898n+eLm65ejSHJEGrrDkLcZkKMWYbkuFSkLc5DP9PDaDRCJpNBjys4cfkw9ON6mMU8ElLSkJyUAYVUgXUZ61CgKoBWq0XNyWac7BqDCSIkx0iwhNMhg41CGhsLRVYu+seMsPYakTAoRnJ8ErqlEtTBgjEJB4VcjA0FKVicbvtd1aprxbtn38Tp8z24oktGkjgDS/OW4IY1hVicHj/rGmlXSnB0YAR6g3nWsRy9/cEx/PPIWYwYzYiTiXHz+qW44dq1AIDmnmH838dNONenATgjluVwuG3pGhSoCtDbrsGlxgac7zOgaSwG4thUqKxyrOIsUI32YiRmGFyy1P7cNzd8hMYPD8I4OgrGW6FUKqFUJUEaG4v4lFQM917B+OjotO/XTI7/xj6rDh9ajqFZfwZSE4eViiJcvfoG9Pf3T53HaoVcIoLVMIbxsTFYzGaIxGJIY2IQp1QhNiEREpl8znM6o9VqcfDsQTQONcLEmZCTmoMthVtQoCpwP7i725b4vXzZo3N55fJlYMsW4PhxICMDxpYWjByphXVEDy5OATCGwX/8A6b2dvBmMyAWg5NKweQyiBKVkBUUQJqTDS5OAcOSxbjE8zBfuIDY1lYkyWMQO1EWy8XGYPxyJ0yXL8M4OAjj8DAuZstxNnEAVyR6dMSbMCKzYlTGYBLZkiZiCyAxAwYJwDEOzGpF4iiwqAfI0AEr2znk9XPgAYDjcGIxQ02RBX1yC8bFPHKv8FjUBShGgdYcwCgG4gxAdi8PXTyDUQIoDMCKi0B+Dw/GA+0pQOMChlEpEDsOrLjII7cXEJvNyNdchMRs9ulz371+Be78cT76Eh3eHk3mjBiAnyQCSAR423MhMwMWEWASAVY2tR8PgLNykJlsz9t1mlZkDntwbdlPyeNPMY/iJ39pFvzPyVfk457Ce2DVWVF/pR59I32QWCVYJFmEFRkrsGrVKqRN9Lya/L1qNBphMpnA8zykUilMJhNGRkag19vK39PT02eNa2hogFarhdFohMVigUgkgkwmQ1paGoqLi5GWljbt+DKZDEqlEgMDA7PON3ObTCZDfn6+/XyEkPDHeJpnFhCMsbqSkpKSurq6YIdCSMgyGDrx4ZHrwPO2F5SlpS/DPJSC53/4LVhMJgBA2bYdqLhLWP+EQDG06jD07iWMXxiatU26MAHyoiQYmvqdbp+JyUXgDbNLqlw9Ls6IBQCYu2dP9ZcuTEDC5jzIC1QexTm571z7+eN8k7QDY3j//9ViiZxDinj2RN25zu3rWCZ5O07QedoOoPHlf0I2uBkxfOyscRaeh8hx1h/PI3nfw4hpOeTy3y/UWOE16Nv+U7/0ommBBU/BgDrYruPVEOEeyFAGMbRjl3B64ENoDRr7/mJVCmLjzUiSD+Fv5mtxjF8665jJEi3u4iT4jHF2EuKSSIvD3Am8lfIetMq5rxmlfh1GOq9Fv2V24i1rrBNrB06gFGIsS74G6dJsnIAZf4YRJzH7Z3JpthhM8Q9cGGvHeO9mWEbzZ+1TLBHjyyYpyiCe81hrFybhgc2F2FCQgt+/9E/8+YQWl8Wzy1BTLAPg4mOgHZXN2iaKbUNO/DHktYlwntuAzpisWftMfi/yxjpt3wfzZVsDey/kLF2B8tvvhHrl6jl/Dk7FtuDFlH/iZNw5pPfJUNyaiKy+GK/O5eyczrS1tWFPzR4cMB5Ab0zvrO3LE5bjW+XfQnlmufMT8Dz6b9qEpH99ICg+T5mvvRaXc3IxOs/XjOMSCaQTfztdOaVmeHUjh7N58/8ZX3qJR1avFUeWcRiVCz9eXo/tvcml9NnHWKqx4n+euoTsK/pZ23zh3ZJ4fOv+PJ/+zsseXIxbzvw7OA8KTnjwaMh8H7UL/s9n558pZSwFSweWYrF8MaRSKbRarVfjlUolAGBgYMDtvhKJBCY316A7arUaFRUVyM+f/bsz1JSWlqK+vr6e5/nSYMfiD4yxumy2oOQB+c+CHYrPPWF4GJf5ixH7vQsVlHwKEEo+EeJec8tP0d7+HABAmbgGxav24MX/+DauXLoIAEhVL8Tnf/bfEEskQYxybiPHu6Hb2zL1aWmoYYBqRyEAuI+TAbFXpWH0I63wf4+X51PtKETcGlsT+dee/xhrTw2AMQYePBjm+WZgHrEAHn5vHcZ5uz8AoP6v+Oj/NEgxVoBh9r+b53lbuSnP298cyc8fQcqrPwBvO5zPTB6v99O/gGHReh8eeYoVPH4BA96A7c0JB+BBXo5bmRQ8b8Xx3rdwQX/Kvv8ZRRHeS6kAzziHCKdHzAF4EHLcCqnDFtvzaIUVT2S+gLcTj7h8ssZ1ZTB275iIZsY5Jp53xvP4AeS4lclQzRvxK2aEdc5/KT/x5Sxu2P/tn4AY/4J5zmNxDFgTP4pjg3Lb8+BwLTjG6PicTI+DTY/HxYXD8cCDTI5beDGO976FNv0pr68vxhhuueVbiDsjBXjMvp4dvy8ZL+Bt1REwHrj6VDIKO4SVHDHGsLXyfqy87oZpj9fX1+M37/8Gdcl1U0+Bk6eGgeGRqx/B9sLts4794bMP4+rKn/v8Z83R5LEvZedgRCG87MrxO+0q1vdWMVTdxIHn2OzryOsTToyf+X9X+3ly38m2axr0ePrXGr98DyaPed+31ThY7NvZ1UU95bi27Q5w4Fz+PbMlnt5D7YLXfXruGSexXxilvaVYoF/gv3P5EGMM27ZtQ0lJSbBDmRMln8IXJZ8Cg8ruCCEhwWTS4XLH/9rvm3tXY//vn7InnsQSKW6+/3shnXgytOpCO/EEADyge61l6l2Jm31H6737RHS+59PtbYFIJcOgyYI1jYP2vl7zTjzNI5bJ2V8efW8nxllGTRh666J35+Ea0Pj6QaQY77b/e2f+u+19zhzekCnqXpvY17cmj6eo2+u35BMHhgchRzesqIMFVgC/ZAZkgEMZE2NNyo0YMQ9Ba9CgXZ7tkHhyjHB6xFYAv8TEMSZe5kw+jxw4PND1BWgl/TgZN7u/i3lkkUPiyck5Jp53njH8EkYMAXjGbeJp8jgOdTlOWAG8Cfezi6w8cHQwZuoamPkGf9p958/RtHhcXDhWNvE8sthp3wdvpMryENsodjjVjOvZ8fvS/QVopbbvy4cr+xA3JhI0A4rneeyvehIJKWn2GVBtbW34w/4/oC69zvW3YTLfAR67PtyFTEXmtBlQtV214J/6jdOhvjR57KQB3byST3NfbbYZT/bEEzD/mT4zr0dXx5vzep1x38m2z7/TZ7spMMy5TB7z8+/0+Tz51JRei2F5P0o7bkDWUOGs7do4DY6q/4HLicJL7TzicGHUpdQh1hyLNEPol7XxPI/q6moolcqwmAEV6aw89VwlwlDDcUJI0GlOncRbz38RVt4AABjrk+HQnw7iTM279n2u+cKXPe7nESxD714K7cSTo0DH6en5eGDo3XZo/nXBf3+gvIwF8PJ7ywPD77d7f56aX0Jm/LRXiTZuRAf5hWN++3byAOQXjoLzYS+pmURguAdT5WFWAH+GEQDAGIflyqsBAMeUZQ6Jp7k5HmMmDhw+13uT023jvZvh6UsjK4C/wJPEkx8EaLGFyefR8fvgjeXKq8E8/J45fl94BjQUDHp9vkk8z6N270v2+zU1NTibeNbjjAUPHlUNVdMee6Hmf7DhlD4gvzp5AIqREYh82dNohlc3OiSewkTSkBkbG/37PeABbDylh2rI98/95cRmvL78KdRlT62U1xl/Hn8r/i/sXfXf/k88zcSAs8qzgT3nPPA8j5qammCHQQiZB5r5RAgJqlPvvY13//QEln6+xf5Yz0fJmPkuQSKb3bsklJh6Rjzq4UTcG78wiCzMLtEJViwduz4EjLP778zFWT8ud+dpxwOIQaxX/25pdxMA/83EmDyutKsJhkUu+uD4wFUQYyE4XJhI5ZyEBTdjCCIwIEYF88J/x7CbY8w07RgzjWZCdPbRaQ9ZJr68MeLl/uHoJCxogxn5MXm4adHXYWWepds4nkOCVeHx9cyDx6rRxcgzZuKStAs9yUa8uOUSOMGfsLfjsT+9A4DBAgtMMaa5a9CmB4MTPSdQ+lwpOHCwwop1p/w342amyXPIDYZ5zX5ypT0Fth5P8y21C7DlF8YABGbm2fKLYzi0yj8LmxjFUz3nehXt0MV2++U8bvFAb0wvhiRDSDAlBCcGL2k0Gmi1WmpCTkiYouQTISQo9PpmnD/9Ck4dr0buJgPEctvbPuOgBANts18E7X/2SSSkprlsJBtshtaBYIcQcYKdeLLzMvEkFEPsxP89/3eLey/6KZqZ57kA+DH5BAClEOMCxu33banc+c1x8MUxCFAHC/IhRoLV+0SIp9fz5H6rR5bgkqwLADAunexNJdSM2W+e/mhN7DfOTV2Piy4b5hGHMLJxI0bg++TTqQU+KrULsEB+DxZdNvot+cTxU2+/LMx/s9vcmvj2a2O0YZN8AmxltJR8IiQ8UfKJEBJQ/f2HceHiUxgYOAYAyFwzffugRmGruZhhsowiVJNP3s50IcQXmNl5aVk4nifO72cgQgVyhlesVR7As3lObgp8EpOz+uecY1L3+4SiQH4PYsb9V1Arsorst60s+K8dTNz8VqMLNKMxMH/3iHM8bJMmI00E/pNCEiWfCCEB09n5Ms42PQzM0SUldYUOhn45+s8pZ23rONOI3nZNSPZ+YnKR+51IWJItUcF4Tuf38+hFl6Cw5Hk1hhcHphw1EOeZmeD4GqTYNrFi3TOGc/inPNvrYzoeY6aXkt/CgYQT9vv6wdUY6t/k9TmiwWRisG7wAFpGGzwaUxhbjNLETV6fa5Sbmt1y1blELG4XPvtkzfbPwqRKxZ6Te3Am6YzX4yuXVeK2hbfh9Quvw/DPnwqOQyirH3oynVIzHFgZni1fDZLAzdQak/rvOeL4qdcLFi6IM58mSKyhu5CLM7IQb8NACHEtPP/6EELCTn//YbeJJwBgHJB7bRcU2c4/a7/U6Nkbn0CTFyiDHUJEcPzkiQ+Rj9YUazMCch6Z6C0Att43njKnLPBTNDPPs9Dv56ibsdLbNZBAxTMkgUPOQKPtQS+viWsgQRK4aV8q2I7ZkFiHYXm3/cusrJ8YFRrX3ZwC/LNROvFmWTt8Hsxg8OhLO3x+IlTPYp287k/GnbN/C/J6YhEzLhL8VbrmeqxdvhbZo9mTJ/HMxH43FtyIvJQ83FhwI85nB35GllHq2zfZ761i+OmdHHqSwqvcblIgvwfns/2X4BBZpz77twaz7G7iOk8bC68Stv7+ftTW1kKrnedqvISQgKOZT4SQgLhw8Sm4SzxNYhyQUdKL1suzC3HGR0edjAg+SXocpAsSMH6Rmo7PBwNQpxIhS29FZghUAkgXJiJmeQqkCxO8aijP5CKvSjGlCxORI+1DS/MoYvhYj8eNZxQB8LyPsrcmjzueWeSHo0/5CGZ7s3EAWA0R8iECGKAduwTZWBuyxjrRGZPl8THtx5iBgeHj2GZ7X6FJIpkWotg2WEY9X8Y7DkFqOh7AXj2rIUI+E0M7dglDpl6Pxw2ZeqEdu4S0GM9m8zEwnJNftH9f0vtkUOmF14flLFthnyW7MmslPhr7CL0xHsbPgLL0MhSoCgAABaoCiNauA6Dx28+ao8lzGOS+S7acUjNU3RR+K9w5Or0wBoD/ft85Hvv0ghg/nQEQOfZ84oJYdseAlLGUsOr3BADHjh2z31ar1aioqEB+vue/twkhwUMznwghfqfXN9t7PHmC5wFF1ijkqtl1/dJYz9+Y+5upZwTDhy9j6N1LGD58GfDjNH2fC/T7Dw/PZwHwx0VSdHGc/2Y+edF0OGFzLgAgYXOeV+Pir8v1/jwVD8Ioe9WrmU/WOBUMC9f6dbU7w8J1sMYq/XQGwAIef3ZoDM0BuAe2WQc8b8XpgQ8BAGsHToDxHq605nCMmayw4n9T3nS6TZryLjxNknMAvgRZcF5IBWjm0+Tz6Ph98MbpgQ/Be/g9A4DM8RSoDZlgPFDcmuj1+SYxxlC+4077/YqKCiwdXOrxzCcGhsriymmPfaHi2zi8UhGw1e70cXGwiH33GfGrG8M78QQA/QliHFrh3+8BA3BopQK6BP99Pj+t7C7IM5+WDiwN3vl9QKPRYM+ePaivr3e/M/EZno+8LxIYYfROiRASrnQ67960TH6o76z0Lm9FsS9CmhdDqw7aqgb0/E89BqvbMLRfg8HqNow3DwQ7NPcYoLq9EKodhe6TIwyILUmbX6LKi/NZAPxsuRx5RSno7BvHyTGLbxNQXv7bVTsKIS9QAQDkBSqvxiVU5Hp/nvxNWHHbNeiV1dgTUDMTUfbnw+F50ZfePrGvb00eT1+6w8dHnmIFj1/CgDrYPv3nADzIy1EGMXjeiuO9b0Fr0AAAcg2XcX1vjUMCaua/mJ86BmzHmNrCT5zPiicyX8DJ2HNO4xHHnYcsYy+mElAzzjHxvDOex4O8DJ+HDN/nPUlA8a6POYEDcBPEbo/FMWBd4tjU8zDzZ2TafefP0UTL2LnPw9uex1Kew/Het9Az8X3wxhXjJYyuMNt/DmZdzzOu8wSrAr+49G3sOLUCWX3CZp4wxrC18v5pi1Pk5+fjq1u/itK+0ulPwfRgbOPB8MjVj6A8c/rqjuWZ5WDf+KbTob40eex+pconx+EBtKcAZ/OYf99hzfzd5Opcc16vM+472fbilmTbTYFhzmXymJPn8JfpZXcBnvnkcGGU9pYizRBeJXfO8DyP6upqtLW1BTsUQogbVHZHCPE7s1kvaJxIMv0Tc8cyimAZOd4N3d4Wt698RSlyWHpnLwstXZgIeZEKhiYdxi8Muj2fq/ItV4+LM+IA8DB3zy5PlC5MRMLmXHtCRaSSYejddqdxOO4bW5Lmcj9fna9OJcIfFknxUYoY/1Ik4oDZiksArLEc1i9M8Prcvvq3O4pbk+HVOG/3BwCUfBFXKQ+g8eV/QDa4eVYJHmMMFp6HyKHsypBfjrHCaxDTctDt8+ANBmBs8TUw5Je73VeIFljwlEPiaTVEuAcylE2UeJ0e+NCeeAIAsSoF5fHduFn6B7xs3oij/LJZEWdIOvFZTo5bjQtmbGEwihqh4d5AEzrmTApKVSeQLhFD33kN+i0z3oQyhuyxy1gzUIc4iNGTfA22SbORCRH+DCNOYvbP5NJsMZjiDVwYu4Tx3s1Oy/pWS8S4xyRFGcT4BMwuj7VuYRK+ubkQGwpS8PuX/om/nOhBh3jGm0fGkGIZABcfA+3ozNlfDKLYNuQkHIOxfQ26JYucPgerIcI9TIa8sU4cGPgQWvNlr3PQOctWoHzHnVCvXA1Dq87pz8FkCeSHigZ8sfdWxFpjkGhR4Ivcv+ED2SvoM3YKPudMJSUl+LHyx9hTswcHDAdml+AxYEXiCjyw7oFZiadJV3/tp+jfdwhJb33gVVzeYADMFRXgc3KBEyfc7j/XccYlEkhNJpxaMPHd82e5JmNYpuGR2WfFkWUcRuUuzjUzBif383p4MACa9Nnb+pRx6EhTIEcr7HXFXBiAd0oTcHCVwufHdsRNK7sL8MyniVK7pQNLsSRmCSRpEq97J6lUKvA8j4GBAbf7SiQSmEz+r6HneR41NTVUfkdIiKPkEyHE78RiYS/kLKapOQAzyyiCwdCq8yjxBACWPgOUtxeAH7eCN1jA5CLIC5SQpNv6WCVU5MLUMwJD64B9u1gpg3nAOGv/mfu5exzAnNsmyQtUkBeo3O7ryX6enu94khgvNLRDptFDYeahFzMcTxahTWErQ7ghKQGyvqkXqlyWAmmVq7w6t6vnUci/fSZvxwk6T/4mrHhoE6A9i7a3qqG7mACzIQPjMKOZu4w20zFc/54eKzkFJPEpsChSMKYuhfTyKYhGB1zG7i1zfCr6Nn8L1jnmpFsAtPMmMIsJKk4CMROBBzDGeAxwRnSJ+iGWWJEvykOMSQQT4zHOjeL4+En8UzSAcSbCRk6O28QJuFYRg7h4BnmaAXKMAaOrUSi6BtLYWOStKEZKrhparRZtbW34Xn8L+juO4KOBGAyYpcgZb8EN1kNYzF1Gq0SC43GLEGtaiVirHDnmYeTw9ZBwl7AIwPU64AhKUJOzDvpxPcxiHgkpaUhOyoBCqsC6jHUoUBVAq9Wi5mQzTnaNwQQRkmMkWMLpkMESII29BYqsXPSPGXGp14iCQSl+F5+BbqkEdbBgTMJBIRdjQ0EKFqfHA/gEWnWtePfsmzh9/giu6JKRJM7A0rwluGFNIRanx9uvkesNFmyWi9CulODowAj0BvOMY9l87c6b8bU7gbc/OIZ/HjmLEaMZcTIxbl6/FDdcewsAoLlnGP/3cRPO9WkAzohlORxWpVyP9iu34jeD54AxW4Lr5iwrcpNTobLKsYqzQDXai5GYPiA5HjeteBApuWo0N3yExg8Pwjg6CsZboVQqoVQlQRobi/iUVAz3XsH46Oi079ckZz8HfVYdPrQcQ7P+DGJMElzK6EHRuXzAaIVUJMd1WZ/HmYTTMMbqYTWMoePsaZgMYwCA9PxCpKoXIDYhERKZ3Ok5ncnPz8eu/F34d+2/4+DZg2gcaoSJMyEnNQdbCrfYezy5xBiSnvsbUFYGXL48975C5eRA/NJLUGdkwNjSgpEjtbCO6MHFKQDGMPiPf8DU3g7ebAbEYnBSKZhcBlGiErKCAkhzssHFKWBYshiXeB7DFy5gSPs6gEavQ4kb5SEz2X72xRZAYgYMEoBjHJjVisRRYFEPkKEDVrZzyOsXgYcIlTUcTixmqCmyoE9uwbiYR+4VHou6AMUo0JoDGMVAnAHI7uWhi2cwSgCFAVhxEcjv4cF424ytxgUMo1IgdhxYcZFHbi8wEp8BU/9FSMy+Tdx0q8T46V0Z0+twJn/1OebBeNtzITMDFhFgEgFWNrUfD4CzcpCZbM/bSAxg5QB+YvajyDr12sYKE2B1/KCNc3rTW/mKfNxTeA+sOivqr9Sjb6QPEqsEiySLsKJgBVatWoW0NFvievL3qtFohMlkAs/zkEqlMJlMGBkZgV5vS/Slp6fPGtfQ0ACtVguj0QiLxQKRSASZTIa0tDQUFxcjLS1t2vFlMhmUSiUGBgZmnc9xW39//7TeTp7QaDTQarX2+AghoYeFympCkY4xVldSUlJSV1cX7FAICTi9vhlHj93k8f48b/swtOnlfBh0MnsZxcrrbvBjlO5pqxq8ajotXZiItMpVfowovLzY2YfvnWufs6MOB+AnXRIYPugBAKzemocNt7t5QxjhLl68iD//+c8AgJycHHz1q18Ffv974N57gxuYMyIR8MYbwCc+Edjzth0A9mwHPOkvxDjg7n1A/iZ/RxVSDrf24ol3W3DsQv+sbWVqFb69dTE2FKQEIbIp410j6P3DKVhHJhLQYg4pdy+FfEkS3nuuCh+9VQ0AuPozX8D6T38ueIGeOwds2QJ0dPjkcPYG2jk5wLvvAosX++S4k144+wIePfao1+MeWvsQvrD0Cz6NxWd8/D2Y67n/9vvfRuvRN/D7X15Ahm7+Ca9/3vCfuLBwAwBgZWMVFq5MQtz6qxG3vhyywsJ5Hz8S1NbW4q233vJ63I033ojycv/M1vVEaWkp6uvr63meLw1aEH7EGKvLwsKS+yQ/D3YoPve06T/QiQsR+70LFdTziRDidwrFYiiVaz3enzFA3xkLg06GnGUrcPvDPwl64snUM+JV4gkAxi8MwtQTlLWwQs7B/mG3iSfA1hXn5PmpN8fJ2a5nIUWLyU+dASA+fmLmy9e+ZnujJBW+GpjPZWYC9fWBTzwBtkTStidsiaW5MA7Y9puoSzz97fgl3P3Ho04TTwBwQqPD3X88ipePtwc4sumkmXFIrVwFLmHiujZb0fvXMxg73Yv0/KkkdPf55iBFOGHJEuD4ceBTn5rXYRwn1bRuWmE7po8TTwCwLmNdQMcFhI++BwBsx3Dx3PM8j5NXTuJipgx37loE/S1b5n06S1aO/TazWqD87GeR9MW7KfHkwGicveCMP8cRQgKDkk+EkIBITt7k+c48Q0bKl/Clx36LO3Y96rR/R6AZWgcCOi7SPH6x28M1xIDUwaleN8lZ/u29EQ6Gh4ftt+3JJwC4/npgdBT43OdsM46CJSUF2L3bNgNhVRBn+pV80TajSb3R+Xb1Rtv2krsDG1eQHW7txQ/3noLVzUR3Kw88tPdjHG7tnXtHP5OkxSKtchVEyol+VRYefS+cRYoly75PT1ur/1bD9FRGBrB3r22m3403CjrE5Mpq931bja/tTIY5zT8zzwpUBShN9+7D/LL0MvdliME23+/BjTfaxu7dazuWE50jnegds/1MGFNViPm/N+d9PsuqqYVTON4MSVbWHIOik0zmfLVSf40jhAQG9XwihPidwdiNS5f+MO2xydK62TgsXfpzZGV9JiCxecpZc29/joskTSNjqB10PwMsddCMRV0mJOmn0lSqjNg5RkQHx+STQjEjGScSAS++aPs6fBj49a+BDz8EBgcBs9m2XSaz/bBJJIBcDiQlAfn5wKJFQEwMwHFATw9w9izQ1WWbTaVSAbm5tjdk8fHA8DDQ3W3bz2wGYmOBtWuBz3wGWBpCS3Xnb7J9ac8CdX8Gjj5jezx5MfDlN4IYWPA88W6L28TTJCsP/ObdlqCX34mTY5C6sxi9v/8Y5j4DYAVM+3tRoCpFq64OIwM66Pv7EJ8c3DjBGHDzzbavK1dsDcJPn7YlhWNjgeXLbf2hAKfbzCWr8eOaL+DK2BXA0IeDHQdxXd51fgl1Z/FOVO6vhNWD0lSOcagsrvRLHD7n7nuQMzHLqKNj9vclNdXt4U9qT9pvr0xZCZFIPO/zWU9PteDgrGZIXCS+opnQxuHUcJyQ0EbJJ0KIX1mtZjQ2PgCTaaLcwyLHyBWGuIyxWfsqleuwcMHXkZS0IcBRusfkwmaWCB0XSQ7p5l6VaEGPCdeeHoP6yuxeGtVPNqDslgXILUryV3ghz2nZnTMbNti+CJC2FLj2wank01CHrakvF10Tvpt7hl2W2rly9EI/mnuGpzU3DwaxUobUymJc+cMpmLWjtqXhlVsAsxWtwx+h+3xz8JNPjlJTgZtusn0542SbGMBti27DHxv/CADY27rXb8mn8sxy7Fq/C48ceWTOBBTHOOxev9vlin8hzd33QICGKw3228VpxdM3Cjyf2Ti1qIZIKgaXkDCvGCNRWloa1Go1NBqN+50nqNVqajZOSIiLrldhhJCAa2v7bwwOTi4XzaH1nxlo+b8FaHo5HzHm7chf+G0sLvwR1q19E6UlL4Zk4gkA5AXKgI6LJMNm17O/VrcZ8YUDw1BfMc9aRJAH0NkygOonTuLMYe+WXI8kLsvuyNzikoGYiaSlaRQY8tPqZCFMaAldsEvvJokSpEitXAVJ1lTvt9KUG7AkcS162lqDGJnvbC/cbr99sOMgroxe8du5dhTuQNXWKpSllzndXpZehqqtVdNiinaOyafVqat9ckyLYdx+W5KsAnM+DTzqVVRUePzcMMZQUVHh54jIJD4Cv0hgUPKJEOI3vb3vQ3Opyn5fdzYf+s4YAEBq1hqs3/JLLFz4DeTm3gOFwvdNVn1Jkh4H6ULvPp2ULkyEJJ0aZseLnc/+WtBjwi3HR+x/iGa+xJy8z/PAgeeb0N7k3QyOSDFn2R2ZW4rD75XeIDepDgK9QdjKXELH+YMoToLUr62CNG8q8bo66TqIzljsfZ9MPSMYPnwZQ+9ewvDhy2G10IM6QW3vx2ThLXj9/Ot+PV95Zjmeu/E57Ltt37Rkyr0r78VzNz4XnjOe/GTUNIpz/efs91emrvTJcS3jUz9f0pTondXrTn5+PrZt2+Z2P8YYtm3bRiV3hIQBSj4RQvxibOwyTp/57tQDhnxoPrBV+krkMfjEzgfAwqwEJmFz3uwMiSsMSNic69d4wsVGlfOEybWnxzz+I8TzwIk3LvospnDicdkdmS3FYfWo3pbgxREkCrmw7gpCx/kLFyNGyldWQJQTY38sd7wAfS+ehbaqAT3/U4/B6jYM7ddgsLoNPf9TD21VAwytuiBG7bkdhTvst//e+veANFMvUBWgJL3Efl8mpkbNM53uOw0Lb5u5W6AsQILUN+Vx05JPfmoyHylKSkqwZMkSl9vVajXuvvtulJSUuNyHEBI6wuudHyEkLFit42g8/U2YzYMAADGXjFN/E2Myc7Pp7q8gMS09iBEKIy9QQbWj0H0CigGqHYWQF6gCEleoK4qLQXni9BlgqYNmp6V2c+lsGUBf59z9oyKNyWSCwWAAAHAch9hYasDulVSHNy1ROPNJaOPwYDccd4aTiZH2tdXoGb9kf8xwqg/jF4ac7j9+YQi9f2zEyPHuQIUo2Fb1VigktiT9xaGLqNfWB+S8jsmU4fHhOfaMTtP6PaUWz7GndyzmqZ5bkrRknx03UvX2TpUBr1mzBtdddx1uvPFG3Hffffjyl79MM54ICSOUfCKE+Fzr+V9iaOgkAIAxMdoPLIDFYCu9WlBcgpWbPxHE6OYnbk0GUr6yAtKFiU63SxcmIuUrKxC3hlavcfTdBRnT/uAs6LF98uttp4uOpvCYyeArM0vuqDeIl6K87G5xejzWLvSurGfdwqSgNxt3RSQT42LSOVwZa/dsAA/o9raE/AyoGHEMblo41bR6b8vegJw3Xjr1fR4ad57Ei2YNWv8kn6zmqY9dZBnh90FcIA0MDKCvrw8AIBaLccMNN6CiogLl5eXUXDxIeNhWRo20L+r7FBiUfCKE+JRW+y+0tz9nv8/3bUDP2VEAgCw2DjdUfjPs30DLC1RIq1yF9G+XIHFbPhK2qpG4LR/p3y5BWuUqmvHkxDVJ8fhhfqb9vswk7M+8KYR60QQCldzNU5SX3QHAA5sLwXn4K5djwDc3F7rfMYjSCwq9e5PAA0PvepisCiLH0rv9mv3Qj/t/lmeCjGY+ucLz/Nwr3c2DxeEClmVSAmUubW1t9ttqtRoSiSSI0RBC5ouST4QQnxkd1eBs0w/s9+Oka3DylR77/evuuTe0lsaeJ0l6HOI3ZCNhcx7iN2RTc3E3tONTy0sbJcISkJIQ60Xjb7TS3Twp1YBIarut7wYMg8GNJwg2FKTgv3asdJuA4hjw6I5VIVly5ygztQBpMble9UUavzAY8k3IlycvR6HKlvgbM4/hzYtv+v2cCZKp5NOQkWY+TWrVteKpk09BZ7TNmIsTx2FBwgKfHd/KT/0wyrJolvRcHJNPVF5HSPij5BMhxCcsFiMaT98Ps9n2Zlkmy0bjq1N9nvJL12LZtdcHMUISTAMmM17omlqtbsfaHADeT3POKYquWWW00t08cSIguWDqfm9r8GIJojvW5GHPV9ZhnYsSvHULk7DnK+vw2TWhv0hCotXWI8fbGbSG1gE/ROM7jDHsKJia/bS32f+ld1R2N11tVy3ueesebH99O579+Fn74yPmEfzbv/4NtV218z4Hb7GAZ1MrwEqzKfnkitVqpeQTIRGGkk+EEJ9oaf0ZhodPAwAYk2K05RoMdg0AAOSKeNxw7/1hX25HhNvT2YdRi63JalGcHPeszkZWodKrnk9ZhUokZ0VXAobK7nxgWuld9PV9mrShIAV/q1yPt799Lf7j5iI4/jr+85fXhvyMp0lSTi5oHG+w+DgS37s1/1ZIOFtZUWNfI5p1/r1eqexuyt6WvajcX4m6njqn2+t66lC5vxL7WvbN6zzjPdqp5BNvhThG2PUcDXp6ejA6amvbEBsbi/R06o8VKniwiPsigUHJJ0LIvHV3v47Ll1+w30+SfwGn3pzqlbD533YiThldM1bIFKPVit93XLHf//fcNDDGUHbLAniaj2QMKLtlgX8CDGFUducDUd50fKbF6fG499pFWJgyVSbcqg2fVSSZXOR+Jx+OCySlXInNeZvt9+eb6HCHZj7Z1HbV4pEjj8DKW+fcz8pbsfvI7nnNgDJ2dNlvc7DSh3JzmDnriePobSsh4Y5+igkh8zIy0oamc//Pfj856QYc/cs5+/3F6zZgydXXBiM0EiL29uigHbc1Cs+QSrA9XQkAyC1Kwqa7itwmoBgDNt1VhNwi71btigRUducDlHxyaonDinbnesJn1ou8QAkAXvV8chwX6rYXbrffrm6rxrhl3G/nckw+6U16t8mXSPVMwzMe/9utvBVVDVWCz3WleaoPJhhDX2f4JH4D7fz58/bbVHJHSGSg5BMhRDCLZQyNjd+AxWJr5BoTo0bXETX0OluTzpiERGz+6n30yV4U43kev7s0NevpKzkpkDp8erlsQxa2PbAaGYsSnY7PKlRi2wOrsWxDlt9jDUVUducDVHbnVKFD8qkljJJPkvQ4WFM5r/6uSBcmhs2CEOWZ5ciKs/2+GzQO4r329/x2LgknQYw4BoAtqTJiCu2m7P7Qqmt1WWrnyomeE2jVedc/rr2pH/ser8dbh2T2x6wQ4aX/PIZ9j9ejval/jtHRx2Qy4dKlS/b7lHwiJDJQ8okQIti55kegH7HNcuI4KZTcTpw5cMi+fetXv47YBOdJBRId3u0fRvOoAQAQJ+LwxazkWfvkFiVh42emEgQx8RJs/Gwh7vzxWmz/bklUzniaRGV3PpDskHzqbwMsJtf7RpFwnfkEAIlb1OA9naXDgITNod9IfRLHOHyq4FP2+4EsvYvGvk9Hu4/6fdyZw52ofuIkOlsG4GyZjc6WAVQ/cRJnDncKiiUStbe3w2y2zZhOTk6GUqkMbkBkGisfeV8kMCj5RAgRpLPrVXR1vWK/vzDvB6j54+v2+0UbKlC47upghEZCyO8uae2378pMRqJE7HS/wSuj9tsZ+Ykovj436pqLz2Q2mzE2NgbAthJWbGxskCMKUzIFkJBtu201A7qLQQ0nVCxOn/r5aukJr9KfxOIcNBqPuE9AMUC1oxDygvDqOfipgk+BTTTAPdJ5BJ16/yUlEqTR3XRcPy7s2vd0XHtTPw4834SpKlHnM/Z4HjjwfBPNgJpAJXeERCZKPhFCvKbXn8O5c7vs9zPSP4XG17sxOjgAAIhTJeH6f9sZpOhIqGgYHsXhAdsLdBEDvpqb6nLfQe2Y/XZiGiVZgNn9nqjZ6jxQ6d0sC1LiIBHZ3ghfHhjDsCG8ZoSZ1cCB7pehHbvkdLt0YSJSvrICcWvCbyn7TEUm1metBwDw4PGTIz9BVUMVXjj7gtflXu44Jp+isem4QirsQw5Px5144yI8bU/G87b9yfRm44sWLQpiJIQQX3L+ETQhhLhgNo/gVOP9sFptpVSxsQXgBm/CuSO/tu9zw733I0ZBJULR7hmHWU+fTFMhVy51ue/gFYfkU2qMX+MKF9TvyYdSFgNtB2y3e5sB3BLMaEKCRMQhP0VhL7lr0epRkhc+M4QyFhWiufYQtN0alG28DSUlt4A3WMDkIsgLlGHT48mVFSkr8GHnhwCAQ52HcKhzqqS9NL0UO4t3ojyzfN7nifbk07qMdX4b19epnyi181xnywD6OvVRPfN3ZGQEXV22VQEZY1iwYEFwAyKE+Ax9jEoIcUmvb0Z7+59x4cJTaG//M4b159B07v9hdNQ2HZrjYlCg/jne+9Of7GOWb9qC/JI1wQqZhIh2wzhevzJgv79zjllPwMyZT5R8AmilO5+atuJdS/DiCDGLM6aSms3d4VVylZ4/NZvt7OlDON19EK3jJ2HMM4d94mlvy1784eM/uNxe11OHyv2VPukH5djzacgYfcmnAlUBStNLvRpTll6GAlWB2/06mnSCYhI6LlJcuHDBfjs7OxtyuTyI0RBCfIlmPhFCZunvP4wLF5/CwMCxOfdbsuQ/8eELb8IwbHvBGp+ciuu+9LVAhEhC3O/br8AyUWqwUanAqvi5S+kcez7RzCcbajbuQ1R259TitKmkZnOY9X0aN0wlrEd0/Tj88vP2+zlLV6D89juhXrk6CJHNT21XLR458gismLuflZW3YveR3chUZM5rBlS0NxwHgJ3FO1G5vxJWD5rYc4xDZXGlR8c1GcyC4hE6LlJQyV1o4+GsbX74i8R/UyiimU+EkGk6O1/GRyfvcZt4UiaWYaBVhdbjtfbHbtj5Tchiw/sTZzJ/AyYznu/qs9+/Ly9tzv3Hx8wYG7b1m+HEDAoVfcoJUNmdT6Usmbrd2wyPm7BEuGkzn8JoxbtT772N1x/7qcvtHWcb8drPfoRT778dwKh845mGZzxKggC2BFRVQ9W8zpcgc2g4bgqfa8CXyjPLsWv9LnBs7rdFHOOwe/1uj5N9Ermwz/iFjosEPM9Ts3FCIhglnwghdv39h3G26WHAzSeuADAwWI/aN39pv1+89SYsWHWVH6Mj4WJPZx9GLbZrqChOjuuS5k6cTOv3lBIDjnO+GlA00Wq10z79JfMUnwFMzvAwDAIjV4IbT4hYnB5+ySfNqZPY/+yT4N0kEHmex/6qJ6E5dTIwgflAq64VdT11Xo050XNiXk3I4yXRXXY3aUfhDlRtrUJZepnT7WXpZajaWoXthds9PmZOkbAeakLHRYL+/n4MDg4CAKRSKXJycoIcESHEl6I3tU4ImeXCxafgSeLJxorkZR3QnVcjMS0d1971b/4MjYQJo9WKP3RMvbHfmZsKxuZOJlGz8SltbW2oqamBRqOZ9viBAwdw4cIFVFRU0CfBQjBmK73rrLfd720GFHPPyIsGeUmxkIk5GM1WaIeNGBgdhzLW9cIAoaD2tZfcJp4m8TyP2r0vhU353dHuo4LHedKDyJlpM5+itOxuUnlmOcozy9Gqa8XR7qPQj+uhkCqwLmOdoOc3OUuBrEKlV03HswqVUd1s3PFDlwULFkAkEgUxGkKIr1HyKcpdaRrC8d+fR/epQVjGrYjPkGPVnXlYcmsWRGKaGOcti9GMrre/CI+8AAB6s0lEQVSb0f1uC8YHDBDJxVCuyEDe7SsRk5ng/gBBpNc3uy21c8TzgCJrFHKVEZ/4929BKvdP0oDXXYTl7D/A97cBFhNYXAq4gs1geeVgHP0K8xZvNoJvew9WzSHbDBCxDCxtObiiW8HihL0ZbxoZwyGdHsNmC5pHDOgZt/WryJBKsCPd/Se4A1qHfk9pc/eGCkVWUzPMoy+DN7cCMINxaRDF3ApOVgHGPH/hXF9fj+rqapdvrDUaDfbs2YNt27ahpKTER9GHHt46BsvYP2E1vAPeOgDGYsGkxRDHfRZMlCH8wCmLpyefFmz0TcBhgO9vhbX5H+AHLgBWCxCXAi7/BnDZ61CQpsDpTtuMl+YePdYuTApytK71tmvQcbbRqzEdZxrR265BSq7aZ3FYDePor2nAwNEzsAyPgZNLEbc0DymfWAtpsvC/9fpxYX23hI4DZjQcD+Jqd4Nnr0Dz2mkMn+8Hb7EiJj0eOduWIG2jGizAs2ELVAWCk3kzld2yANVPnPSo0pcx2/6+YB41oeONc+g5cAHjg0aIY8VIKsmC+vblkKeGbnsEx+QTfdASuqxUuU4EonduUUrfY8CrXz6Kln91z9p26pV2JObEYNtTpVi6LTsI0YWn9n2NOPvrD2AaMEx7vPeIBq1/PIasG5dg5Y+2QByinyrrdB96tf/kZJalWxYid9lKn8fDj/bB/P5/ge84Pv1xANbz7wGKNIiv+S64vPkvNR0trE2vw3L8WWBGaQV/+TisJ/8KtmgrRBu+AybxLJF4sH8Yj1/sRu3giNPt1yfHQ8q5T2KH68wn3tKD8YEfwDp+ZNY2i+ENMFE2JIn/CZHMfZKjra1tzsST/Zw8j+rqaiiVyoh8YW7WvwDz0K8BftD+GA8AxoOwDP8OothPQpy4C4wTcJ1MazoeHSve8SNaWD74Kfju+lnbLG3vAIpMFMZX4vTEY+d6hkM6+XSpsUHwOF8kn3iex5XqD9G5Zz8sI9P/1g/VNaPrxfeQvKUEefd9EpxU4vXxFVJhM16EjgOABGlwZz6Ndg6j/qF/oe9E56xtHW+cQ2xuAq76yRakrA3P8qvcoiRsuqsIB55vsiWgeH7qBZQDxoBNdxUht2h+P388z6PtryfR9NujMOvHp23THrqEc789hrwdy7DyP66FSBZabwOtVuu0le4i8W8cIdGOprZEIX2PAVXXvOs08TRpsGMML+w4hIb/1bjch0w5/+fj+Hj327MST3ZWHp3/bMLRr70K86gpsMF5yGwW9slp3uplPo4E4Ef6YPr712clnqbRa2F+64ewnn/f5+ePRJaTe2A59NisxJMdbwXf+i9Y3vwOeLOL69jBi519uKPhvMvEEwC81NWPFx0aj7syOG3mU3gkn3hLNwy9dzpNPE3tcxnj/ffCYtjv9ng1NTVelRLV1NR4HGu4MA89BfPgI9MST9NZYBndi/G+r4Dn3V+js6QsnrodBSve8fpumP+x02niyU7fhYL+f9nvtoR436fx0VH3O/lw3Exdz+9H+zPVsxJPdlYr+t4+gdYfPweryfsVy9ZlrBMUl9BxwPTkU6BnPo1eHsLBz7/sNPFk36d9CB9+9e/oqbkYuMB8bNmGLGx7YDVUhnaniaesQiW2PbAayzZkzftcZ//nQzT+4uCsxNMk3mKF5pVGHL2vGtZxy7zP50udnZ0wGGw/W/Hx8UhNTQ1yRIQQX6PkUxR65Yu16D/vPtHAW4HX/u0YeltC+8VosPXVdaDpfw56tO9AYzfO/Co0kyVisbBPTmUypW8DAWB+7z+B4S73O/JWmN//GfghD/aNYtbOOlhP/N6jfXntaVhrfzvnPgf7h/G9c+1uu4NZAXyvqR0H++f+HTJ95lN4lN2N674DWF2/YZpiwbjuu7BaXO+r1Wpn9XhyR6PRQKvVejUmlFkMB2Ee/o1H+/LjJ2Ae/JX3J4mi5BPP87Ac+DEw6v4aKZRO9Wg71x3af++lscJ+Pwgd52jweBO6/vc9j/Yd/rgNl597y+tzFKgKUJpe6tWYsvSyeZWIBavsjud5HHvgDRi0rj/AsO9rtuL4d9+E4Yr7fUNVKteLq048hrXHforYkanXLNfcuRjbv1sy7xlPAND17nm0/MGzhvVXjrTj7JO17ncMoJkld+76RRJCwg8ln6JM96kBtL7T4/H+lnErjv5O+Coq0eDCHu9WpumoPgNjv28+hfUllepqr/afnKQx1uvbEg3rlWbwnSc9H2AxwXL67z6NIdJYT73i3f4tb4I3uH4T8vjFbi/a0gP/rXE9y9JktGB00PYJLccxxCfJvIg0OKzjH8Nq8ubn3gjLyEsutwpd1S6SVsOz6P/s3f6jr4K3evlGOWkhMNmDa6AdGA+938O+wmsbwV8549G+i2VTyafmnmGPZ+AFQ96K4oCOc9Sz17MPmSb1/usYLKNGr8+zs3gnOObZy3OOcagsrvT6HI6CVXbXd+IyBs94vuqkZdQEzaun3e8YYkaOHIHmrrtx4bZPAmYzFKNdiB9ut2/n2y/MMdo75//ykVf7X3z5VEjNxj9//rz9NpXchTY+Ar9IYFDyKcoc//159zvNUP/nCzAZQmtqbqgwaPXoqfHuDSBvsqLj9dB7AaVQLIZSudbj/RkD9J2x+Oh173pFuWM9W+39mHP/BG8JnRdQoYTX94Bvd10a5pRlHNZW55/aN42MzVlq58yRgRE0jYw53eY46yk+RQ5OFPp/lsyjrhNJLseMvQKed16GYzR6/wZ1PuNCjdXcDqvRuzf24MdgGf0/78aIZYBqweQBgL7I/WDFes7z5yZLPIhYZksA60ZN6HVRrhMKUnLVyFm6wqsxOctWzLvfk+FyL4YbvHv9ZB0bR/+Bk16fqzyzHLvW73KbgOIYh93rd6M8c359D2MlsfZzjZnHYLIG5m/pxZe9axxvG3MKfBh1Oh549VVc+spXMXrixLTHJeapv6Hdf/0bBl57bd7nGj7fP2f5ojPm4XFcfjM0ZoEajUa0t08l5Sj5REhkCv1X+cSnuhoGvB5jGDRh8FLkfkI8H8OtvYKWfBg65/mnfYGUFPdZj1ZkAWxlmd31KfaVhHyFF/KG0DgEjPT6LIZIwuvaIOQzHb7P+RutQzphvcFcjRu84tDvKUxK7qymJgGD+sFbnf/cy2TCZnsJHRdqeNM5geMEfB+ipPSO7/e8oTrHgALZ1O/PUO/7VH77nR6X4zDGUL7jznmfc+yCsNJuoeN2FO5A1dYqlKWXudznl9f+EtsLtws6viOOcVBIpsruAzX7afCs96+DDD0jGB8U0O8tCEaOHEHXj3cB1tnzhCWmqb97JnEMun70Y4wc8fJDohkGzwl7DTQkcJyvaTQaWCeeq7S0NMTHx7sZQQgJR5R8ijKWcU+LZaYzG2nmkzNWk7Dn02oKzeez94J2WvJpZiJq8j5vBdo/yIT+sm25XqErEDkl9FNXS2TMAvE5i/dNbwG4/D4Mm4Vdu67GDWod+j2FSbNxQOA1yjufUSL0E97I+WRY2PPJu3g+5xQtK95Zvfu5n9b3KcSTT+qVq7H13vvdJqAYY9haeT/UK1fP+5y8wL/ZQpqOTyrPLMdzNz6Hfbftw0NrH8I3Vn8DufG59u2DRleN+b0XjNI7XujrpxBrku1K72+fdpp4AqbPfDKL4wCrFb1P/25e5xP6ujJUns+Z/Z4ICVeMsS2MsSrG2IOMsV9M3FYKPNanJ8bvZ4zVzedYoSK01tgkfheXKhc0TpEmbFykkyULm6khSwq9GR5Wqxl67nlwEylpyziDSDo9+zRZatddn2JPPAG+W0kIACBXCRsXI3BcpItRChrGXDyf8WKRoOO5Gje92Xh4JJ8YlyxgLhkD45z3R0tLS4Narfaq6bharUZaWprXUYQixiULGydK8X5QlMx8YnIV+EHPr6fpfZ+EzW4MpJXX34CE1DTU7n0JHWdml2/lLFuB8h13+iTxBABilbAFOSRKYeMcFagK7A3FFVIFHj32KADgHc07+OySz877+MCMpuOuVkT1MWlyDEbavUugMRGDNDH0X48aW1pmldo5Epumkk8mie211Ojx4zC2tEBWWOhq2JxkScL+fgp9HetrjsmnRYsWBTES4g4PQUUfIc8X/yTG2KcB/JDn+VKHx0oA1DHGSnmeH/DiWL8AcJzn+cqJ+0oA7wK4MHGssGz8STOfosyqz+a632mGhZvSoEgP/T/2wZC4LB2xOYlej8u6scgP0czPpUu/h1Vs6xdgNTM071uIppfz0XE4HV3HUtFxOB1NL+ejtVo9LfEE+GYloUncouu8HsNyysDk3n8fogFLXQYo0r0fl3+908c3CnwT5mrc9LK78Eg+iWJu9noMJ7sGjHNdRlBRUeFVKVFFRYXXMYQqJi0BOO8TaaKYW7w/2bTkU+TOfGILnf/8ulLoUHbXHOIznyapV67GHbsexaI1Uz2Pllx9Lb702G9xx65HfZZ4AgDF8gUQq7wvA1Jds8pnMQDA5rzN9tvHu4/7bPZTgizwM5+yb1rsfqcZMjbnQyQP/c/NR47MvYqcxOxYdjf1+snduLmkrMuBVOX9a/WsG4Ulu3xFq9WipqbGvnorYwxq9fx6tBESDBPJoVcA/MDxcZ7n6wHUA/Bs2WnYE1bgef5Vh+MMANgMQAlg/3zjDRZKPkWZ5Z/ORWyKd31C1lXSJxCuMI4h77PeraITX5gC1VVZfopIGL2+GW0XppY57z6RAuOADAadDL2NSej5KAW9jUkw6JxfO75YSWgSt+h6QObdi3zRsk/67PyRhnEicEVePj/JhbaklRNFcTEoT4xzus2V9co4FMU5Tyw5lt0p00LjE1h3RPJbAebdNSqO/dyc2/Pz87Ft2zaPSom2bdsWUWUJjIkhjvOuLw+TrAQn9a7xNIDpZXd9LS7LYsIdt+gTgNjzZK5j2V2or3g3k0I5NaMwp2j5vJuLO8NJxEi9cY1XY+KW5iF2kW//1mfEZWBVii2hZebNONB+wCfHdSy7GxoPzMynvE8u9TqRtPAO3ybz/MU6MvfsQYlpartZMvX31N24uYikYqhvX+7VmOSyLCQUCpt5Ol9tbW147rnn8PTTT+P999+3P87zPF544YWIWs2VRI3JqajOpj3+DcCnvThW5cSYaSYSUO8AyJ9MUIUbSj5FGYlchFt/fZXH+xdszcDy23P8GFH4U39mFRKWpHq0LxNzWP6D6zye4RAIVqsZZ8/+wN4/xTSkgvZjz1+M+GIlIUdMIofo6m94vn9eOdiCjT47fyTilu0AVAs93FkM0foH5rxGv7sgA55ewRyA76gznG4zj1ug19l6dTGOIT45PGZYMi4WkoSHPN6fk10PTrbJ7X4lJSW4++67kZeX53S7Wq3G3XffjZKSsHy9MSeR4ktg4gIP95ZCkvj/hJ0oNgmInSjXMxuAwfa59w9TTBoH0VrPf49mLCpF/EQiYNhgRvdQeDR1BgCxVGK/bTb5b6W+tE9thCzHw7/1Ugly793mlzi2qLfYb7+jeccnxwxG8kmSIMOy723weP+sGwuRUh4er0e5uLlnCItNzmc+uRvnTsG/lSAuz7NZ4CK5GCseunZe5xOqvr4ee/bscVlqrtFosGfPHtTX1wc4MkLm5TMABlyU1rUB9rI8T5TBVqrn7AVfvcM+YYeST1Go+HNqfPLpUrhZxRcFW9Lx+VeuDoulz4NJHCvFmqd3IKFo7rIRTiZG6ePbkLzG+9JHf7rU/kcMDX8MAGBMivy8HwF8YFcSmkm0+EaINn4LcJPiYLlrId6yC8zdxRzlmDQW4hsfB5LczGIUyyDa8jNwGXN/umyFZ7XxHIDHinJxTZLzWUKDvVOznuKTZBCJw+f7KI79NCQJD8PdNcrJroNU9d8eX6P5+fm49dZb7fflcjluvPFG3Hffffjyl78cUTOeHDEuHtKUP4GJ3ZTisBhIkp8GJ/P8Q5RZUpdM3Y7g0jtuySfBrfm62/1Y3jUQV/wYS9Knfk7Doe/TJJF4KvlkMQlcDMAD4vhYLP7pVyDPdfO3PkaGgl1fRNwS//yt35I3lXz6sPNDjDj0DxLK7NCg/oOOD9CqE7DqrAD5ny/Gsu9c7Xa/zBsWoeS/tobUB3dziVtfPud2x4bjJoeZT+7GuSNVxuDqP26HYuHcPTDFCinWPb0NymWB7xvY1taG6upqt7MreZ5HdXU1zYAi4aQMQL+LbQMT//d0Cu07E2MG5t4t/IR+4TTxi7WVBchbn4Ijv21Bw4samEanVrtQb0zBusoCrPhsbli9GQwmeUocrv7LHbj8j7O4+LeTGG6e6p8hjpch95PLob5zNeJylcEL0gn9SAva2n5tv5+/8JvoOenZJ8e+XEnIGdHy7WDpK2A9vQ/WlnemrWbHMlaBW/5JcPnXgXHCGmBHGxaXAvFtv4O15V+wntkH6Bxe0MkSwC2+Cdyy7WDxc5eJDJjM+FbTJft9lVgEnZOV7NYr4/AddYbLxBMwc6W78Ci5cySO+yI4aSnMI8/DMvYGgKlrlJOuhSj2cxDJPwHGvLtGBwYG7LczMzNRXj6/NyThgokyIE19GZbRfbCMvAje7JAYYkqI4j4NUdznwYnnOfshpRDQHLbd7m0GCrfMvX8YE634HFjGVbCefQ182zvTVrFkGSXglm4HU1eAMQ6F6fE4odEBAJq7h1Gx2LNZPsEmkkjtt/058wkApGlKFP366+h7pw5X/lELQ7vWvk2cEIfkT5Qh7Zb1kKYp/RZDbkIulqiW4JzuHMat4zjYcRA3LrxR0LFqu2rxTMMzqOupsz9W01GDmo4alKaXYmfxTpRn+vf3T+FXy5CyNgdtL36Mzjebp60inFKei4WfW4nMzYvAuPBIPAGArLAQsWVlLpuOi80G27LBjINFHAMr46AoKxXcbNxRbHYCrn35DlzaewYXXzoF/QWdfZs0KQbq25dj4Z0rEZPpfQ8zX6ipqfG4rJfnedTU1ETshy7hLHwKs71WxBirc7bBsYm4C0q4Tj457uMWz/M/wIzeUQ4mZ0O5XtUghFHyKYplrFJie9Ua3PzYaugujMBstECREQNlbvi9CQwFIrkEeZ9ehdzbV2Ls8iDGBwwQycSIzVNCJAu9H7WZ5Xbx8SsgHa/Ahy//0L5PfEoqhnuvzBrr65WEXOFSCsFVPAh+/dfBD3cBVjNYTBKYIjJW+Qo0JpZDtPST4IpuA4Y7wRsGwcRyICEbTOxZL7gfNnegy2h7A5skEaFmbRH6TGYc0ukxbLYgXizCRpXCZY8nR+G40t1MnGQ5pMr/Ap/wMHhLB8CbwERpYCLvm7xPGhycaiKcmBhdjfQZFwux4gsQxX0evOUSYB0AWAyYeAEYk7od75EoWfFuEpdSBO6ah8GvewDQd4G3WsBiU8Bip68WuCR9quTn7ycvQyxi2FCQgsXpwXmT6imxdOq68OfMp0miGBnStl2N1FvXw9jVB8vwGDi5FLKsZHCSwPyt36LegnO6cwCA/Zr9gpJPe1v24pEjj8DKO+97VtdTh8r9ldi9fje2F26fV7zuqFZloHRVBlb9RwVGLw/BarFCnhaHmLT5rxYYLClfvw+XvvJVp33lGHhIzKMwSWz/PrNUgZT7/t1n55bESbHo7tXIv6sYI5pBmIYMEMVIoFArwUmD94GdVqv1alVXwFaCp9VqI2Z1VxLxBlw8PpmUcr7ssYcYY/kAtgB4daKRedgJvXfEJOBk8RJkrFIGO4yIwRhDbI4SsSHemqC9/Y8YGmoAYCu3K1j4CPY+8jisFtsslszFRbhj16PQdV3GpcYGjI+OQhobi7wVxX5p6DoXJo0DS/a0HwxxhzFmSzglZHs1bl+PDvu0A/b7jy/JRapUglSpxKNk00yRkHyaxDgFGOebVSwdZz4plUqfHDPcMMbAxGoAfvhdEyUr3s3EpAogqdBpoejh1l68dHyq/9XpziGc7jwDAFi7MAkPbC7EhoIUJyODz7Hszt8znxwxxiDPCs5zsiVvC3578rcAgIOXD8JgNkAu9rxnXm1X7ZyJp0lW3ordR3YjU5Hp9xlQgK0PVGJCeMy4cydu/Xpk/ucj6PrxLqcJKLFpxJ58Un7nIcStX+/zGBhjUCxQ+vy4QgktoWtra6PkEwmUJg9mOM2Hcp7jX4Gtf9TX5h9KcFDyiZAoNDLSirYLv7bfX7jgGzjy4n4MansAANKYWNxy//chEouRkqsOeLKJhJ5Owzgeau6w3/9cZhJuSlXO65iD2qmmq+FYducv0TzzKSAcV7yLgplP7vzt+CX8cO8pWF3UURy70I+7/3gUj+5Yhc+GWM9CYHrDccu4/2c+hYJFykVYkLAAF4cuYsw8hg87P8T1edd7PP6ZhmfcJp4mWXkrqhqqApJ8ijTKT38akuxs9D79O4wePz5tm8Q8ismPX6Qbrgt8cEFgNBrd7+TDcYQEgdLF45MzngaEHpgx9ouJ45e6aGoeFij5REgU0OubodN9CLNZD5E4Dp2dr8BqnSq3G9EUounwb+z7b733G0hME142RCKLlefx7aZ2DE70dsqVS/GfBd7NmnImkmY++RLNfPKzxFxALLetdjeiBcZ0QMzcDXoj1eHW3jkTT5OsPPDQ3o+RrYoJuRlQjj2fLOboSD4xxrBFvQV/OPUHALZV7zxNPrXqWqf1ePLEiZ4TaNW1okBFM5C9Fbd+PeLWr4expQUjR2phHdGDi1MgsWsRhi7YVpU0jJrdHCUyyGSelff7ahzxH89S11FnwIN93PWEcmpilbwtCPPEE0DJJ0IiWn//YVy4+BQGBo652EOEnJTv4tUnpxJPK67biqKrg7P8LglNf7rcixrdMADb2m5PLs1DvHh+fSOuXBrGcN/Ucu5m0+ym5dGKZj75GScCkguAnkbb/d5WINfTBWgiyxPvtrhNPE2y8sBv3m0JweSTQ9ndeODK7oLNMfl0oP0ATBYTJCLJ3IMAHO0+Kuh8R7uPUvJpHmSFhdMaisc8dxqYSD4ZR6IjaSq0cTg1HCdh4gRsCSJnJi9i7zL/ABhjWwBU+rkcMGBoKTNCIlRn58v46OQ9cySeAMCKI//4NUxG2wsgVWY2rr+nMjABkrDQPGLAT8932u9/PS8N5UrhTWDbm/qx7/F6vPzz6SUIr/z8BPY9Xo/2JkEfCkUMs9mM4eFh+/2EhIQgRhPBppXenQteHEHU3DOMYxe8+3k7eqEfzT3D7ncMILFj8ikADcdDxbKkZciKs61OOmwaxrHuuf7WT9GP6wWdT+g44pw8duq6NURJ8iktLQ1qtXdtHNRqNfV7IuHilTm2TSaf3vHmgIyxEtgST1tnPK5kjN3rZXwhgZJPhESg/v7DONv0MNxPjOWRuLQBiuwRiMRi3PLAg5DIPW9aSiKbycrjG2c1MExMjViukOP7CzMEH+/M4U5UP3ESnS0DTrd3tgyg+omTOHO40+n2aDA0NGS/HR8fD7GYJij7RZSteOfM4dbegI7zF3EUlt0BttK7zerN9vv7Nfs9GqeQCvvwQOg44pxcEX3JJwCoqKiwLXriAcYYKioq/BwRIT7zMmAvkZvpMwDe4Xl+Vtf9iRXsZpl4vJLn+c842bwFtsbjYYde1RISgS5cfAqeVmQzDsgo6UWO6ltIX7jIv4GRkNY0MoZDOj2GzRbEi0U4pzfg42FbXyYpY3hqqRoyTthnFu1N/TjwfBN4NyU+PA8ceL4J8cly5BbNa0XasET9ngIkSle8c6Q3COszI3ScvziW3VmiqOwOALaqt2LPmT0AgPfb38ePrD+CiJu7JHpdxjpB5xI6jjgnc5j5ZBwJrZ8pf8rPz8e2bdtQXV0Nfo4XBIwxbNu2jUruQpSH1dpRhef5AcZYJYBfAHh18vGJ2Uv5AGaVzTHG6gCUMMZKeZ6vd3hcCWA/gDbGmOOMKuXE/8ucHS8cUPKJkAij1ze7KbWbjucBRdYoFq/1zTLxJPwc7B/G4xe7UTs44nKfH+ZnYqlCeFPwE29cdJt4msTztv2jMflE/Z4ChFa8g0Iu7CWg0HH+4thw3GyKruRTcWoxUmJS0DvWi35DP+q19ViTMXf/sgJVAUrTS71qOl6WXkb9nnxMHjf1c9TZOoCG99qRU6RCclbkzzArKSmBUqlETU0NNBrNrO1qtRoVFRWUeCJhh+f5Zxljkwmj4wCSMfcKde9MbJ+57V3YElYufwiczaIKB6H1CoIQMm863Yde7T85+3lAdwTxiiV+iIiEshc7+/C9c+1u58kliIVXafd16l2W2rnS2TKAvk59VLwQd0QznwIk2eGNdP8FwDwOiKWu949AQhuHh1rD8Wjt+QQAHOOwOW8z/nbubwBsq965Sz4BwM7inajcXwkr736GNMc4VBZTL0hfam/qR91bU0mX/s4RHHrZNgMzq1CJslsWRPyHL/n5+cjPz4dWq0VbWxuMRiNkMhny8/OpxxMJazzPvwMPezvxPP8DAD9w8nhYzmryBPV8IiTCmM3CmoIKHUfC18H+YY8STwDw/XMdONgvrNFwR5MuoOPCGc18ChBpHJCYa7vNWwDdheDGEwSL0+OxdqF3b3DXLUzC4vR4P0UkzLSyuyhLPgG2Ve8mvXPpHY8SSuWZ5di1fhc4NvfbAI5x2L1+N8ozy+cdJ7GZ7H3Y3+l8pnG09T5MS0tDeXk5KioqUF5eToknQiIcJZ8IiTBisbCZIkLHkfD1+MVuDzuD2TqI/bemW9B5TAJ7xAgdF85o5lMAUekdHthcCM6z3r/gGPDNzYXudwywaQ3Ho6zsDrCVxCXKbIlq7agWjb2NHo3bUbgDVVurUJZe5vK4VVursL1wu89ijXbe9j6M9tVfSWjiYXtNGGlf1McqMCj5REiEUamuBgCP++vMHEeiQ9PI2Jw9npw5MjCCppExr88lEdgjRui4cEYznwKIVrzDhoIU/NeOlW4TUBwDHt2xKuRK7gBAJI3esjsAEHNiXJd7nf3+OxrPV/IuzyzHczc+h3237cPNC2+2P35N9jV47sbnaMaTjwnpfUgIIZGEkk+ERJgLxy5C3xkLD1eyBQAoleugUCx2vyOJGId0wsoshYzLKVIJOpfQceHKarVOSz7RzCc/c0w+nd4H1D4DaM8GL54guWNNHvZ8ZR3WuSjBW7cwCXu+sg6fXZMb4Mg8IxJHd9kdYFv1btI7l96ZcxUxZwpUBfjkok/a7xssBp/FRmzm0/uQEEIiRfR9rExIBNOcOon9zz6JrPVSKLJGPRzFYeGCr/s1LhJ6hs2WgI1LzlIgq1Dp1QvvrEJl1DUb1+v1sFpthZCxsbGQSqOrAXZAtR0ATvxp6n73KeCtiZ6f6g1AxYNA/qZgRBYUGwpSsKEgBc09wzjc2gu9wQyFXIwNBSkh1+NpJrE0ele7m1SeWY44SRxGTCNoH25Hs64ZS5K8W0AkNTbVfvvK6BVfhxj15tP7MNr+FhJCIhfNfCIkgtS+9hJkqjEkLx2c9vjMD0En7/M8sLTo50hK2hCgCEmoiBeLAjqu7JYFHs/GY8y2f7Rx7PdEJXd+VP9XYM92oMdFbxzNYdv2+j2BjSsELE6Px5c3LMT9mwvx5Q0LQz7xBEzv+WQ2jqP+zdfR2z57+fZIJhVJcW3Otfb7+zX7vT5GWuxUo2ftqNYncZEp1PuQEEIo+URIxOht1+By88dQb+4EJ7Zll4yDEug7Y2a96WcM0HfG4vwbeZBa1gYhWhJsG1XCPkkVOi63KAmb7ioC3CSgGAM23VUU8ctMO0MldwHQdgCofgBwtyIYbwWqv2nbn4QszamTeOUnDzs8wuP9Pz+Lv3zv6/jb7oegOXUyWKEFnGPp3buX3vV6fII0ATKRDAAwah6FfpzKvXyJeh+SSMLzkfdFAoN+oxESIS41NiB7fQ9ikowAAKuJoe2tXBgHZJCrjFBkj0AkscJi4qC/HAeDTmYfl5KrDmboJAiK4mJQnhjnVdPx9co4FMXFCD7nsg1ZaD/Tj9Y655+qZxUqUXbLgqhMPAE08ykgan7pPvE0ibcCNb+KqvK7cHLqvbex/9knXfY36jjbiNd+9iNsrbwfK6+7IcDRBd6GrA2Qi+QwWAxoHWjFb+p/A5lIBoVUgXUZ61CgKphzPGMMqTGp6NB3AAC0Y1oopFTu5SvU+5AQQij5REjEGDWdQMryAfv9y0fSYRywJZgMOpk92TTT+KinvaFIpLk5NdHj5BMH4DvqjHmfc7h/qpHt0g2ZSEiWQyIXI6dIFfV9LWjmk59pz9pK6ryhOWQbl7bUPzERQSb7G7prrM3zPPZXPYmElDSoV64OTHBBEiuJxdLkpfhI+xEA4Penfj9te2l6KXYW75xzBbu02DR78unK6BXkJ+b7L+AoQ70PCSGEyu4ICUt6fTPa2/+MCxeeQnv7n9Gv+xDjcfvs2wfa4tF3VunRsaSxsX6KkoSyIbMFz3Z41lSWA/BYUS6uSZpf/xfTuAVXNMP2++u3L0LZzQtRfH0uvcAGzXzyu7aawI4jflP72kser+jG8zxq977k54iCb2/LXpzUnnS5va6nDpX7K7GvZZ/Lfajvk39R70NCSLSjmU+EhJH+/sO4cPEpDAwcm71x4gXNuF6M9g8y4ba5zoS8FcW+C5CEjR82d6DDYFuWPI7jUKSQo25o9iy49co4fEedMe/EEwD0tA3CarW9YVRlxiFGQau5OaKZT35mHHa/jy/HEb/obdeg46yLZvEudJxpRG+7JmJLzGu7avHIkUfAY+6EnJW3YveR3chUZDqdAeW44h0ln3xvsvfhgeeb5uwxE829D0l48LB4nZBZKPlESJjo7HwZZ5sexly/8nke0LUkwmL0bEWynGUrIvbFOHFtb48Or/VMLfv8P0vzcFuaEk0jYzik02PYbEG8WISNKsW8ejzN1Nk6lVzJKlT67LiRgOd5mvnkbzKBCVSh44hfXGpsEDwuUv/ePdPwDKwe9jKz8lZUNVQ5TT6lxUzNfLoy5tnMWOKdZRuyEJ8sx4k3LjotwYv23oeEkMhGySdCwkB//2G3iSfA9mlZWnEfhi/HQX85zs2+DOU77vRhlCQUzUwoLYqR4Qfn2u3b78hIwm1pSgC2JuS+TDbN5PhCO6uQkiuOxsbGYDLZZqJJpVLExPjv+xC18isCO474hdA+hZHa37BV14q6njqvxpzoOYFWXeusJuRUdhcYuUVJyC1KQl+nHh1NOpgMZup9SAiJCpR8IiQMXLj4FDyd5Mo4IKOkF61zJJ8YY9haeX/EN2CNZgf7h/H4xe45G4qr5VL8rDA7IPFYzFb0tDnMfCpQBuS84WLmrCfmaWMQ4rm0pYB6g3dNx9Ubqdl4iBHapzBS+xse7T4qeNzM5JNj2d2VUZr55G/JWQpKNhFCogolnwgJcXp9s/MeTy7wPKDIGkVijhiDHeZZ23OWrUD5jjsp8RTBXuzsw/fOtbtNV34qTQmF2LMSzfm6cmkYZpMtooQUORQqeUDOGy4ck0/U78mPKh4E9mwHPClRYhxQ8X3/x0S8IrRPYaT2N9SP6302jmY+EULc4Se+Ik0k/ptCESWfCAlxOt2HXu0/OWFi0703QBl7Cy41NmB8dBTS2FjkrSiO2J4XxOZg/7BHiScAePKSFhtV8T5pJu7KZFmBprHP/lgmzXqaxbHZOPV78qP8TcC2J4DqB+ZOQDEO2PYb2/4kpKTkqpGzdIVXTccjub+hQips5oyzcakxDg3Hx7TgeZ5mYRJCCPEZSj4REuLMZmGfaoqkVqTkqiP2BTdx7vGL3R6vQmIF8N+abr8kn9qb+l02VO1uG0R7Uz81VHVAM58CqOSLgDIPqPkVoDk0e3veemDTQ5R4CmHlt9+J1372I/BzLRk2IdL7G67LWOezcbGSWMRL4jFsGobZasaAcQAquWq+IRJCCCEAAC7YARBC5iYWC/tUU+g4Er6aRsbm7PHkzJGBETSNjPk0jjOHO1H9xEmniScAGNSOofqJkzhzuNOn5w1nNPMpwPI3AV9+A7ivFrjxF0Bs8tS2LY9Q4inEqVeuxtZ773c7Kyca+hsWqApQml7q1Ziy9LJZ/Z4mOfZ9otI7QgghvkTJJ0JCnEp1dUDHkfB1SCdslpzQcc60N/XjwPNNcDchgeeBA883ob2p32fnDmc08ylI0pYC5TuBgi1Tj3V+FLx4iMdWXn8Dbn/4J8hZtsLp9pxlK3D7wz/ByutuCHBkgbezeCc45tlLeo5xqCyudLmdkk+EEHesEfhFAoOST4SEOIViMZTKtV6NUSrXQaFY7KeISKgaNlsCOs6ZE29cdJt4msTztv0JzXwKuqySqdud9cGLg3hFvXI17tj1KNbedrv9seyi5fjSY7/FHbsejegZT47KM8uxa/0utwkojnHYvX43yjPLXe6TFjPVdPzKGK14RwghxHco+URIGFi44Bvw/MeVw8IFX/dnOCRExQtcuU7ouJn6OvUuS+1c6WwZQF+n72ZehSOj0YixMVvpo0gkgkJBJbMBl+2QfLpMyadwo8zKnrqdnhGVvQ53FO5A1dYqlKWXOd1ell6Gqq1V2F64fc7j0Ip3hBBC/IUajhMSBoYvx2G4uQSKghNgnG3GiGOri6n7HJYW/RxJSRuCFSoJoo0qYUkLoeNm6mjSCR6XnBW9CZcLFy7Yb0ulUvT29iItLW2OEcTnMlYCTATwFqCvBTAMAnKagRYupPJY++3xMd/2sAsn5ZnlKM8sR6uuFYc7D+PXdb+GmTcDAP7rmv9CRlyG22M4lt3VtNcgXhqPdRnrXPaIIoQQQjxFySdCQtyp997G/mefBM/zUDTnIaOkF4qs0Wn7MAZIUIgVq39EiacoVhQXg/LEOK+ajq9XxqEoLsYn5zcZzAEdF+7a2tpQU1MDjUZjf2xsbAxPP/001Go1KioqkJ+fH8QIo4gkBkhbBvScst3vagAWXhvcmIjHpDFTv8PGDdGbfJpUoCpAgaoABy8fxNGuowCA493HsW3RtjnH1XbV4uVzL9vvN/Y1orGvEQBQml6KncU75yzZI4QQQuZCZXeEhDDNqZP2xBMA6C/HobVajaaX89FxOB1dx1LRcTgdTS/n48SzEgxfjgtyxCTYvrsgA3Ov/zSFA/AdtftPwj0lkQv7PEPouHBWX1+PPXv2TEs8OdJoNNizZw/q66kELGCyr5q6TaV3YUUqd0g+jY3OsWd0WZO+xn67rqduzn33tuxF5f5KtA22Od1e11OHyv2V2Neyz6cxEkLCT7Cbg1PD8fBFySdCQljtay/ZE0+ODDoZehuT0PNRCnobk2DQycDzPGr3vhSEKEkoKVLIIefcp584AI8V5eKapHifnTunSBXQceGqra0N1dXVTn+2HfE8j+rqarS1OX8zSHyMmo6HrWkzn6K47G6msoyp/k/Hu4+73K+2qxaPHHkEVn7ut2BW3ordR3ajtqvWZzESQgiJHpR8IiRE9bZr0HG20asxHWca0dvufCYFiUxNI2P4Q8cV/M/Fbvyh4wq+09SOMastqSFjzpNQ65Vx+FvxInw+M9mnsSRnKZBVqPRqTFahMur6PdXU1LhNPE3ieR41NTV+jogAmNF0/KPgxUG8RmV3zq1MWQmZSAYAuDR8Cd0j3U73e6bhGbeJp0lW3oqqhiqfxUgIISR6RF+tAyFh4lJjg+Bx0bjST7Q52D+Mxy92z9nf6U8rFyJbLsEhnR7DZgvixSJsVCl81uPJmbJbFqD6iZPwJLfCmG3/aKLVal2W2rmi0Wig1WqpCbm/pS0DRDLAYgQGLwEjvUBcSrCjIh6QOJTdmWjmk51UJMXq1NU42m3r+3Si5wRuzb912j6tula3JXkzneg5gVZdKzUhJ4QQ4hWa+URIiBofFda3Qug4Ej5e7OzDHQ3n3TYW7xk3oSguBl/NScW3F2Tgqzmpfk08AUBuURI23VUEF5Ou7BgDNt1VhNyiJL/GE2qEltBR6V0AiCS2Ve8mddLsp3AhjXFY7c4w5vHMwmhQmlFqv32i+8Ss7ZOJKW8JHUcICW98BH8R/6PkEyEhShob634nH44j4eFg/zC+d67do+aI32tqx8H+Yb/HNNOyDVnY9sBqJGc7b4CfVajEtgdWY9mGrABHFnxGozGg44iXppXeUd+ncCGWSMCJbJP5rRYLLCZTkCMKHY5Nx0/0zE4+6cf1go4rdBwhhJDoRWV3hISovBXFAR1HwsPjF7s9XpXDCuC/Nd0+bSruqdyiJBStz8ThV1sBAKl5Ciwpz0ROkSrqejw5kslkAR1HvERNx8OWNCYGBr0t2T5uGINYKg1yRKFhZaqt75PRYoRmSAPtqBZpsVMlvAqpsN/HQscRQgiJXjTziZAQlZKrRs7SFV6NyVm2gvo9RbCmkTG3pXYzHRkYQdNIcHqgXGmfmnW19OosFF+fG9WJJwDIz88P6Djipayrpm53fgSPmpeRkEAr3jknE8mwKnWV/f7M0rt1GesEHVfoOEIIIdGLkk+EhLCVmz/h8b6MMZTvuNOP0ZBgO6QTVuYgdNx89bZPnTclJ7qTTpPS0tKgVnuXIFar1dRsPFBSCoHJGR36HmCoM7jxEI9J5Y7JJ+p96Mix9O54z/Fp2wpUBShNL505ZE5l6WXUbJyQKGaNwC8SGJR8IiREWS0WNOx/06N9GWPYWnk/1CtX+zcoElTDZktAx82HedwCXffEG0AGJFPyya6iogLMXUf2CYwxVFRU+DkiYseJgMzVU/ep9C5sSBxnPhlo5pOjsowy++33NO+hqqEKL5x9Aa06W1n0zuKd4Jhnbwk4xqGyuNIvcRJCCIlslHwiJEQd/fvL6Dx3xnaHMaQtWOR0v5xlK3D7wz/ByutuCGB0JBjixaKAjpuP/q4R8FZbyVJiagykcmoxOCk/Px+33HKL2/0YY9i2bRuV3AVa1uqp27TiXVg6e/B99LZrgh1GyDCYDWCwJbz7jf146uRTePTYo9j++nbc89Y9AIBd63e5TUBxjMPu9btRnlnu75AJIYREIHo3QEgI6mxuwpFX/9d+f8NnvoDy2+9Eb7sGlxobMD46CmlsLPJWFFOPpyiyUSVs9pDQcUL1depxcv8l+/2E5Jg59o5OSqVyzu1qtRoVFRWUeAoGWvEurGhOnUTtay+hq7nJ/tjH77yFj995CzlLV6D89jujelbw3pa9eOTII+BdLCRe11OHyv2V2L1+N6q2VqGqocrpqnhl6WWoLK6kxBMhhBDBKPlESIgxjo7in089Bt5qq0DOLlqGtds/A8DWhJySTdFtQYwUF8fGPd5/vTIORXGBSf60N/XjxBsX0dkyMP3xs/3Y93g9ym5ZgNyipIDEEuoaGxvtt1etWoWsrCwYjUbIZDLk5+dTj6dgmrbi3UTTcQ/LJElgnXrvbex/9knwLhrDd5xtxGs/+xG2Vt4flbODa7tq8ciRR2Dl5+5oYuWt2H3Elnx67sbn0KprxX3v3oeukS4AwE83/BSfLPhkIEImhIQBV8lsQtyh5BMhQTZzNtOlxgYM9nQDAKQxsbj5G98DxwW+bIqEjoP9w3j8YrfXK91xAL6jzvBPUDOcOdyJA883uVwcrLNlANVPnMSmu4qwbENWQGIKVWazGU1NU7M01q5di5ycnCBGRKZRLQBiVMCYDjAMAP1tQLLzsmcSPJpTJ+dMPE3ieR77q55EQkpa1M2AeqbhGbeJp0lW3oqqhiqUZ5ajQFWA4tRie/KJEEII8QVKPhESJJOlAh1nG13us+VrX0dCKs2AiGYvdvbhe+favV6JgwPwWFEurkmK90dY07Q39c+ZeJrE88CB55sQnyyP6hlQ58+fh8FgAGArv8vOzg5yRGQaxoCsq4Dz79nud35EyacQVPvaS24TT5N4nkft3peiKvnUqmtFXU+dV2NO9JxAq64VBaoC5MRPJcQ79B2+Do8QQkgUoobjhATBqffexms/+9GciScAMI8bAxQRCUUH+4cFJZ7WK+Pwt+JF+Hxmsl/imunEGxfdJp4m8bxt/2jmWHK3fPlyj1e+IwE0s/SOhJTedo3bv58zdZxpjKom5Ee7j85rXLZiKil+efiyT2IihBAS3Sj5REiAeVoqAAD7q56E5tRJ/wdFQtLjF7u9SjwtiJHiwNol2HdVYUBmPAG25uIzezy509kygL5OvX8CCnEmkwnnzp2z31+xYkUQoyEuUdPxkHapsSGg48KRflzY79jJcTTziRBCiK9R8omQABNSKkCiT9PImNc9nrxpRO4rHU26gI4Ldy0tLRgft32fkpKSkJERmJ5cxEuOM5+6GgCrJXixkFnGR0cDOi4cKaTCVjmdHEcznwghzvAArBH4RS3UA4OST4QEEJUKEE8d0gn71FroOKFMBnNAx4U7x5K7FStWUMldqErIBBQTiUHTCNDbHNx4yDTS2NiAjgtH6zLWzWtcRlwGRMy22Il2TAuD2eCz2AghhEQnSj4REkBUKkA8cbB/GM9c0goaO2wO7AwNiVzYuhVCx4Uzo9GI5uapJAaV3IU4Kr0LWXkrigM6LhwVqApQml7q1Ziy9DIUqAoAABJOgoy4qZmZnfpOn8ZHCCEk+lDyiZAAolIB4s6LnX24o+E8OowmQePjxSIfRzS3nCJVQMeFs+bmZpjNthlfqampSEujlSxD2rSm45R8CiUpuWrkLPUueZuzbAVSctV+iig07SzeCY559lKfYxwqiyunPZajoL5PhBBCfIeST4QEEJUKkLkIXd3O0UaVsD4fQiVnKZBVqPRqTFahEslZgY0zFMwsuSMhLvuqqds08ynklN9+p8dlq4wxlO+4088RhZ7yzHLsWr/LbQKKYxx2r9+N8szyaY9nx0/1feoYpuQTIcSGj8AvEhiUfCIkgKhUgMzF29XtZlqvjENRXIzP4vFU2S0L4GnrIsZs+0cbg8GA1tZW+31KPoWBTIfkU08jYA58Q3/imnrlamy99363CSjGGLZW3g/1ytWBCSzE7CjcgaqtVShLL3O6vSy9DFVbq7C9cPusbY4zny7rqek4IYSQ+Ym+phuEBFFKrhrpiwrRc77F4zHRWCoQjYSsbueIA/AddXBWTsstSsKmu4pw4PkmzLWQI2PApruKkFuUFLjgQkRTUxMsFls/royMDCQnJwc5IuJWXDKgVAMDGsAyDmhPA1lXuR9HAmbl9TcgITUNtXtfQseZ2Yt55CxbgfIdd0Zt4mlSeWY5yjPL0aprxdHuo9CP66GQKrAuY529x5Mzjive0cwnQggh80XJJ0L8qLddg0uNDRgfHYU0NhaZhUUYGxz0eHy0lgpEo/msUscBeKwoF9ckxfsuIC8t25CF+GQ5Pny1Fb0ds/8tWYVKlN2yICoTTwCV3IWt7BJb8gmwld5R8inkqFeuhnrlalxqbMArP3kYACCNicHnfvIYfXAzQ4GqYM5k00w58VMznz6+8jFeOPuC24QVIYQQ4golnwjxA82pk6h97SV0nJ39Saynor1UINoIXaUuVy7Bfy/JC2riyR5LURJKblTj7T+cBgCoMmOx/Jps5BSporLH06TR0VG0tbXZ7y9fvjyI0RCvZJUAp/fZbnfWA/hKUMMhrqUtXORwj1HiaZ5qu2rx1EdP2e/3Gnrx6LFHAQCl6aXYWbxzVo8oQkh0mE+LCBLdKPlEiI+deu9t7H/2SfBz1R8BWFBcArNpnEoFCA72D+Olrn5BYytz00Ii8TRpZMBov52zJAnF1+cGMZrg0mq1aGtrw4ULF2C12l6qZWdnQ6WKvpX+wpbjTKfOk0ELg7gnkcnst83jxjn2JO7sbdmLR448Aivv/C1mXU8dKvdXYvf63U57RRFCCCHOUPKJEB/SnDrpUeIJADQff4TbH/4J4v5NNa00L29FMX1iG0Ve7Oyb1wp3gV7dzp2RwammzHFKaRAjCZ62tjbU1NRAo9HM2jY5Cyo/Pz8IkRGvZa0GwADwgPYsMD4KSGn10VDEicRgHAfeaoXVYoHFbIZITC9zvVXbVTtn4mmSlbdi95HdyFRk0gwoQgghHqG/yoT4UO1rL3mUeAIAnudRu/cl3LHrUUo2RamD/cPzSjwFa3W7uTjOfIpLlM2xZ2Sqr69HdXW1y98DOp0Oe/bswbZt21BSUhLg6IjXZPFAymKg9xzAW4C3HgLSlgH5FUDa0mBHRxwwxiCRyTA+NgbANvuJkk/ee6bhGbeJp0lW3oqqhipKPhFCCPEI/VUmxEd62zVe93jqONOI3nYNJZ+i1OMXuwUnnoK5up0rfZ16aC8O2e9bzNHVFaCtrW3OxNMknudRXV0NpVJJM6BCXdsBYMyhJLb+L1O31RuAigeB/E2Bjoq4IJY6Jp/GIYuNC3JE4aVV14q6njqvxpzoOYFWXSs1ISckavDgmWcftIcVDycPkPnhgh0AIZHiUmNDQMeR8NY0MobawRFBY0NhdTtH7U392Pd4PV76z2MYvDJmf/zAC+ew7/F6tDcJ62cVbmpqarya+VhTU+PniMi81P8V2LMdGLnifLvmsG17/Z7AxkVccuz7ZDJS3ydvHe0+GtBxhBBCogslnwjxkfHR0YCOI+HtkE4vaNyCGCn+VrwIn89M9nFEwpw53InqJ06is2XA6fbOlgFUP3ESZw53BjawANNqtU57PM1Fo9FAq9X6KSIyL20HgOoHAHflR7wVqP6mbX8SdGKpQ9NxoyGIkYQn/biwv0tCxxFCCIkulHwixEekscKa0AodR8LbsNkiaNwdGUkhNePpwPNNbmcq8zxw4PmmiJ4B1dbWFtBxxM9qfuk+8TSJtwI1v/JvPMQjjsknE6145zWFVNgCFkLHEUIIiS6UfCLER/JWFAd0HAlv8WJRQMf5w4k3LnpcIs/ztv0jlVFgiY/QccSPtGdtJXXe0ByyjSNBNvUL6cwH76O33bvZiNFuXca6gI4jhBASXSj5RIiPpOSqkbN0hVdjcpatoGbjUWqjStgnxULH+Vpfp95lqZ0rnS0D6OuMzPIMmUzYyn5CxxE/ahPYi0voODJvmlMn8bfdD6GnrdX+2Ml//QN/+d7X8bfdD0Fz6mTwggsjBaoClKaXejWmLL2Mmo0TEkV4ANYI/KJ244FBySdCfKj89jvBGPNoX8YYynfc6eeISKgqiotBeaJ3KzGtV8ahKC7GTxF5p6NJF9BxoU7oqnW02l0IMg4HdhyZl1PvvY3XfvYjl6vNdpxtxGs/+xFOvf92gCMLTzuLd4Jjnr094BiHyuJKP0dECCEkUlDyiRAfUq9cja333u82AcUYw9bK+6FeuTowgZGQ9N0FGR7/EuYAfEed4c9wvGIymAM6LtSlpaVBrfZuFqNarUZaWpqfIiKCyQT2VBM6jgimOXUS+5990u0qkzzPY3/VkzQDygPlmeXYtX6X2wQUxzjsXr8b5ZnlAYqMEEJIuKPkEyE+tvL6G3D7wz9BzjLnJXg5y1bg9od/gpXX3RDgyEiouSYpHo8tyXX7i5gD8FhRbsg0GgcAiVwc0HHhoKKiwquZjxUVFX6OiAiSL/D7InQcEaz2tZfcJp4m8TyP2r0v+TmiyLCjcAeqtlahLL3M6fay9DJUba3C9sLtAY6MEEJIOIvcdwGEBJF65WqoV65Gb7sGlxobMD46CmlsLPJWFFOPJzLN57OSkSuX4r813TgyMDJr+3plHL6jzgipxBMA5BSpAjouHOTn52Pbtm2orq6e8w0xYwzbtm2jkrtQlbYUUG/wrum4eqNtHAmY3naNy1I7VzrONKK3XUN/hz1QnlmO8sxyfP6Nz+NU7ykAwB1L7sCdS+6kHk+ERDkP14IlZBZKPhHiRym5anqRS9y6Jike1yTFo2lkDId0egybLYgXi7BRpQiZHk8zJWcpkFWo9KrpeFahEslZodEw3V9KSkqgVCrx97//HUNDQ7O2q9VqVFRUUOIp1FU8COzZDvAevMRmHFDxff/HRKa51NggeBz9XfYcw9Rszlvzb6XEEyGEEMEo+UQIISGiKC4mZJNNzpTdsgDVT5yEJ1UvjNn2jwb5+fnIzs62J5+WLl0KtVqN/Px86vEULvI3AdueAKofmDsBxThg229s+5OAGh8dDei4aDVqnnq+YsTh8/eJEEJI6KGeT4QQQgTJLUrCpruK4K7NEWPApruKkFuUFJjAQkBfX5/99oYNG1BeXk6Jp3BT8kXg7n22kjpn1Btt20vuDmxcBAAgjY0N6LhoNWYes9+OldBzRwghRDia+UQIIUSwZRuyEJ8sx7+ebYRxdPZKdlmFSpTdsiCqEk9WqxX9/f32+0lJ0fNvjzj5m2xfZ14HXp5IMinSgS/+H/V4CrK8FcUBHRetRk1TM59ixZR8IoQAPDxb6IGQmSj5RAghRLC+Tj36L4/AbJoqTSrenIv4ZDlyilQR3+PJmeHhYZjNtkRcTEwMYmmmRfhLXz51WxJLiacQkJKrRs7SFV41Hc9ZtoL6PXnJceYTld0RQgiZD0o+EUII8Vp7Uz9OvHHRacPxK5eGoF6ZHJWJJ2B6yV1ycnIQIyE+I5ZN3TYbgxcHmab89jvx2s9+NOfqkpMYYyjfcWcAooocFqsFBosBgK3xuFwsD3JEhBBCwhn1fCKEEOKVM4c7Uf3ESZcr3XW2DKL6iZM4c7gzsIGFCEo+RSDHGR8OM0FIcKlXrsbWe+8Hc9N4jjGGrZX3Q71ydWACixCOs57kYjk4Rm8bCCGECEcznwghhHisvakfB55vcrvCHc8DB55vQnyyPKr6PQGUfIpIEocZHyZD8OIgs6y8/gYkpKahdu9L6DgzuwQvZ9kKlO+4kxJPApzpO2O/zcDQqmtFgaogiBERQoKNBzDHGrBhi7pYBQYlnwghhHjsxBsX3SaeJvG8bf9oSj5ptVqcP3/efl8kEgUxGuIzjuVGZoPt4na3zCMJGPXK1VCvXI3edg2OvPq/aK49BADIL1mL7T/4cZCjCz+1XbV4puEZ1PXU2R8bNY9i++vbUZpeip3FO1GeWR7ECAkhhIQjmj9LCCHEI32depeldq50tgygr1Pvn4BCSFtbG5577jk8/fTTuHLliv3x/fv347nnnkNbW1sQoyPzxokATjJxhwcs40ENhziXkqtG8dab7fdHhwaCF0yY2tuyF5X7K6clnhzV9dShcn8l9rXsC3BkhBBCwh0lnwghhHiko0kX0HHhor6+Hnv27IFGo3G6XaPRYM+ePaivrw9wZMSnJA59n0zU9ylUJWVl22/rOi971Iyc2NR21eKRI4/Ays9dVGPlrdh9ZDdqu2oDFBkhhJBIQMknQgghHjEZzAEdFw7a2tpQXV3t9g0uz/Oorq6mGVDhjFa8CwtxqiRI5LZEoXF0BKODA8ENKIw80/CM28TTJCtvRVVDlZ8jIoQQEkko+UQIIcQjErmwNoFCx4WDmpoaj2dW8DyPmpoaP0dE/IZWvAsLjDGoMrPs93Wdl4MYTfho1bW6LLVz5UTPCbTqWv0UESEkVPER+B8JDEo+EUII8UhOkSqg40KdVqt1WWrnikajgVar9VNExK9oxbuwkZSVY7/d39URxEjCx9HuowEdRwghJPpQ8okQQohHkrMUyCpUejUmq1CJ5CyFfwIKMqEldFR6F6amld1R8imUqTKn+j7108wnj+jHhS0MIXQcIYSQ6EPJJ0IIIR4ru2WBxyvMM2bbP1IZjcL6/ggdR4JsWtkdJZ9C2fSm4zTzyRMKqbAPCYSOI4QQEn0o+UQIIcRjuUVJ2HRXkdsEFGPApruKkFuUFJjAgkAmk7nfyYfjSJBNK7ujnk+hTOVQdtfZ3IT6N19Hb7t3JbLRZl3GuoCOI4SEL2sEfpHAiNwusIQQQvxi2YYsxCfL8cH/NmOgZ3TW9qxCJcpuWRDRiScAyM/PD+g4EmRih+QTzXwKWZpTJ/HhKy/a7xv0w3j/z88CAHKWrkD57XdCvXJ1kKILXQWqApSml3rVdLwsvQwFqgI/RkUIISSS0MwnQgghXotNkEKhmprBk5qnwMbPFuLOH6/F9u+WRHziCQDS0tKgVqu9GqNWq5GWluaniIhfUfIp5J1672289rMfofPcGafbO8424rWf/Qin3n87wJGFh53FO8Exz94acIxDZXGlnyMihBASSWjmE8H5s/1oaeyDadyKlIxYlF2bBYlEFOywwpZh1IyPa7ox2GeALEaMxaXJyFgQH+ywwpr+/BXoz/eCN1shS4mDsiQXnJiuUaFMI2Z0HOqBod8IcYwY6SVJSMjzrG9He1M/TrxxEZ0tA9Mev3JJD4nsCpKy4pCc5XxsJKqoqMCePXvA8+6X6WWMoaKiIgBRhT/z6Dj669phGjRAJJcgcXkGYjITghuUxKHnUxiudtd7Woe+pkHwZh5xmTHIvjoNnDhyPoPUnDqJ/c8+6fZnked57K96EgkpafOaAWUYNuFcjRajunFIY8VYuC4ZSTmxgo8XCsozy7Fr/S48cuQRWHnXhSgc47B7/W6UZ5b79PwXG3S4fHYQVguPpOxYLL0mFZwocq7RQBsdMuHsBz0Y0Y1DFidG4boUJGWH9zVKCAlvlHyKYu/8/Tz++psG1B3qnPZ4amYsPv1vy/Glb61GfCL1JvFUX9coXnmsEf/6Swv0A+P2xxkDyj6Rjc9+dyVWX5cZxAjDC8/z0L53Dpf+9wQGG6avViRNUSB7ezHUn18DsYKuUU/pO0dx4okzOPNCG8aHTFMbGLDwhiyUPrAMORvTXY4/c7gTB55vgqv3dp0tA6h+4iQ23VWEZRsiPwPF8zzi2gxY1Z+MBmUvMEcfLMYYtm3bRiV3box1D+HCX47jcvVpmEemfo+CY0jbmI+FX1qDpJIc1wfwp2kzn8Kj5xPP8zj3qgYnf9eE7hN907bF58Ri5ZcLsfrfl0CqkAQpQt+pfe0lj5LAgO15qd37kqDkU9+lEbz1yyYc+esFGIbN9scZBxRvy8Ynvl+Ewg2pXh83VOwo3IEsRRaqGqpwoufErO1l6WWoLK70WeKJ53kceuEi3nzyHM4fn36NpuTFYsu9hbjpgSLI4+gti6e0F/V4/Vdn8MHzF2DQT12jnIihbFsObvv+MiwuTwlihCSc8QB4DxeeCSce/vkg88Q8/UNN5ocxVldSUlJSV+d5Lb2/8DyPX/3gMP7y65Nz7pdfpMIf3vwk0rNpJRN3Lp7W4aGb3kZf5+z+N47+/fG12PHA8gBFFb54nkfz4++i/W9z/7zELUpByVN3QJZC16g7Vxp12Lf9PYz2zDFjgwGbflmG1ZVLZm1qb+pH9RMnPfrjzBiw7YHVEV16x/M8Wh77Fy7vrQcA6JKsOFNshlk6e9+87Bxs2nw9JZ7cGDqnxfH7XsV4/xy/RzmG5Q9tRt5nVgcsLrtXvwo0vmK7XbQNuP5hIG1p4OPwEG/l8e63j6HxudY590stVmH7vusRmyKfc79Q1tuuwV++93Wvx33psd8iJdfz0tmLdf144qYaDF9xvWIl44C7q9bg2q8u8jqeUGIwG7DmhTUAAA4cvr/m+yjPLPdpjyerlcezXzuK9587P+d++WVJ+I83r0d8Mn3Y5E7rsV78/Nb3oe8bd7kPJ2LY+ew6bLonvK/RUFRaWor6+vp6nudLgx2LPzDG6pRYULKV+2mwQ/G5/db/hwFcjNjvXaiguaxR6I+P1btNPAFAW5MOO7dVwzBmdrtvNNNpx/DDm90nngDgd989hvdeagtAVOHtwp+OuE08AcDI+V6c/NarsBjpGp3LSPcY/r7j/bkTTwDAAwe+fwLN+2avCnXijYsefyrE87b9I9nFPx60J54AQNXPQWSZ2p6l4bDorAhlh8RYdUSEBTl5QYgyfBi0wzj+dTeJJwCw8jj983fQ/V5LYAIDgLYDwHM3TyWeAKCpGni63PZ424HAxeKFD3/a4DbxBABXGnR4/bMHYDGF73o/lxob/D6uv33EbeIJAHgrsOfe4zhZfXnO/UKdzqCz306JScFdy+7yeXPxFx/6yG3iCQDaTvTjV5+qgcUcvtdoIGgv6t0mngDAauHxu6/V4qM3w/saJYSEH0o+RZnhQSOe+flxj/dvbuxD9Yvn/BhR+Pv7k2fQe9l94mnSnx6ug8VCL6BcMQ0ZcPFPRzzef/hcD3rePuvHiMJf/dNNGOn2vEzo8K6T4K1Tmaa+Tv2sHk/udLYMoK9T79WYcDE+MArNX6dfoxYRD+NkSyArsOicCDmXRIgb4TB8tgva95oCH2gYufDXExjv8/z3aPNvPvC4xGpe6v8K7NkOaA473645bNtev8f/sXhhRDuGuic8/73YfaIPra9f8mNE/jU+6vm1I3TcW79qcpt4msTzwN6HGgJzjfpJn2GqBC4pxvezWPs7R/HG/3j+e/Hc4Ss48XqHz+OIJP/3yzNuE0+TeCvw4n+cDOtrlBASfij5FGVef+Ecxka8myXy0jOn6I+TC+NGC/75x2avxvRo9Dj2T3oB5UrnP07BOu7dNdrxSr37naKU2WDB6b+6/2TZ0eBFPTTvdtnvdzTp5tjbNaHjQl3XPxrAmyzTHhuNm/odGTsKcDMaIlx+Lfgl16HKMmZCx+uNXo0Z0ejQd9TPyZK2A0D1A7Z3aXPhrUD1N0NqBtTpv56H1cuZTB//IYCzyXxMGiusibKn4wx6Ez78y0Wvjt15ZgjNH1wREFVo6Df0228ny5N9fvx3f98Kq8W715ZvP+3d661oMjpkwgfPX/BqjObjATQf6fVTRCSSWcFH3BcJDEo+RZkDb3j3hwkAmhp60XN5xA/RhL/m470Y0Hq/6lHtG+1+iCYy9B50XyYy09DZbhh7I3OWzXx1He+Fod+zT+sdtb05lSA1GYSVNQodF+r6Ds1+kz4t+TQyuxPnUONljA8Im50R6XQNl2Ee9v4a1X7gXVLVazW/dJ94msRbgZpf+TceL7QJKKe5fFgL46BnsyZCTd6KYr+Oa/7gCgyOizR4qCGMS+/6xhxmPsl9P/Op/h/ePzeN7/XAoPf++xANzhzogdHLD5cBoO4f9GEoISRwKPkUZYZ03r/AB4DB/vBbVjoQhgU+n8MCkgHRwjQk7FoTOi7SGQeEvZk06KbGSeTCVhkSOi7UmYdnX2sjCofkk975MjDOxpEQ/ZnXnnVdaueK5pBtXAgQ/HMvcFywpeSqkbN0hVdjcpat8LjZ+KhO2PMy0h+ezycAtOimkuw9Iz1o1Xn/wdBcRoQ+pwOUfHJGL/D51IfxNUoICT+UfIoyMbHC3gzGxIX/Msz+IBP4fNKSwa6J5MKuNVEMXaPOiGNEgsZJHK7RnCKVoGMIHRfqONnsa21UMffMJ0D4tR3pBP/M+/P5bKsJ7DgfE8fO/+c+3JTfficY82z9b8YYynfc6fGxpQL/1svC8Pms7arFPW/dgz1np/qYHes5hu2vb8c9b92D2q5an5xHKvAalcUJGxfpZIKfz/C7Rgkh4YuST1HmqvWZXo9Jy4pDljreD9GEv8KSZEjl3v/BX351uh+iiQzK4myvx8jS4yFPo2vUmfSrksBJvf9Vn7Uu1X47OUuBrEKld+MLlUjOUnh93nCQuCpn2v2ROCuGEqeST5xl5ghAnqWENDkyn4/5SlyeASby/hpVrc7yQzQTjMOBHedjjj+/nlIuikdMGC9lr165Glvvvd9tAooxhq2V90O9crXHx85flwxO5Fliy9Giq1O8HhNMe1v2onJ/Jep6nPeoq+upQ+X+Suxr2Tfvcy252vtrNHtpAuKU0nmfOxIVlqeACXhXt2S9998HQggRipJPUeYzX10ODz8YnBrzleUQi+lScSZeJcN1d+Z7NSY2QYLrP+fdmGiSvWO112Nybr9K0JvXaBCTLMfi7XlejZElSrD49unlKGW3LPD4dwdjtv0jVfb2EgCALsmKk2tMOLHRDJPDe/YzV1lwco0JuqSpfkFZ268C47x/8xoNZMlxyNhc6NUYiVKOjK1L/BQRAJnAZLbQcT626ivePZ+TYzydORSqVl5/A25/+CfIWea8BC9n2Qrc/vBPsPK6G7w6rjIrBld9yrsPRuLTZCjZkeN+xxBR21WLR448AqubPmdW3ordR3bPewbU1p3eX6M3/PvisL9G/SUlNw6lt3h3vakyY1D2yfC5RknosEbgFwkMercWZbLUCbj1c56/YE9QyfCZry33Y0Th7/ZvLYfYi5kl27+xDDEKKr9xJTZHhfQblnq8vyQxBtmfEtZsNlqU3L8UnMTzF+xX3VcEyYwyk9yiJGy6q8htAooxYNNdRcgt8n2D2lARq06GfnMqPi4zYzCJx6xFUnhgMInHx2VmdGVbIFHGImsbXaNzWfjFNV4lkBfeVQaRzI/lIvkVgR3nY8lLlci/2fM3lbFpciz7QmR8KKJeuRp37HoUX3rst7junnux4bN34bp77sWXHvst7tj1qFcznhx94vtLvZr9dMN3iyCRhU+J2DMNz7hNPE2y8lZUNVTN63wLVifhqps9n72oyorBtV+MjGvUX277/lKvZj9t+95SiCX0VpAQEjj0GycK7Xp6E0o2uC+/i1VI8NRrtyA1Iy4AUYWvhStU+OGeCojE7l+UXvvpBbh712r/BxXmlj58IxJXun9RKoqVovjxHZCqhC2zHS3SViXhE1VXg3nwxmnx7WqsfdD5rIFlG7Kw7YHVLkvwsgqV2PbAaizb4MdyqBDQ1taGekknMPl0znxaHR5vXm6B8vsbIEmka3QuicszsPKRGwEPZodl3bIM+V9e59+A0pYC6g3ejVFvtI0LEZ+oWo+0q9wngWWJEnzy5U2Qq8K35M6ZlFw1Sm66DeW334mSm27zuLm4K/nrkvGlP6zx6M39hi8vxI3fL5rX+QKpVdfqstTOlRM9J+bdhPz+5zdgwWr3vQEVSVL8oHoTYhPog7u5FG1Iw72/W+fRLOXNXy3ALQ+EzzVKCIkM1GUuCsXESvD7f34Sv/7REbz2pzMYdbJs7ZqKbPzgVxuxdDXVgnvi2tsXICHpE3j2B8fRUt83a3tCsgzb71+Gz/1wFURUHuaWOFaKkqfvROtTNeh8/WNYxmZfo6qyPCz57hYoCuga9cSSTy9ATLIMB3/8Ea406GZtj0mW4ar7irDmu8vnLA/LLUpCblES+jr16GjSwWQwQyIXI6dIFbE9nmaqqakBz8+c7uQCA45rGrECa/wbVATIvmUZpKoYnHviAww3X5m1XaqKwYK7ypB/z9rAlDBWPAjs2Q54MhuEcUDF9/0fkxdkiVJ8+o0tOPijj3D2xTaYx2Y3I8u7PhObflmKpMWJQYgw/Gy4Jx8J6XK8+oMGXD41OGt7QrocN3x3CT7xvaKwKg872n1U8LgCVYHg88YppdhdsxV7vluPD56/AJNh9jW6+sZMfOnXZchanCD4PNFk81cLoMyQ48X/OIn207OvUWWGHLd9bxlu+VZ4XaOEkMjAPH4BTeaFMVZXUlJSUlfn3SdL/qYfGsc//9aM5sY+mMYtSEmPw02fLUTBssgtmfEnnudx7ngvDu3TYKjfCFmMCEvWpOLa29WQRuiy8/5m1hvR/dYZ6Nt6wZsskKbEIeOGpYhbGF6NXEMFz/PoPt6H82+0Y6zPCEmMGBllySj4VB7EYVQiEixarRZPP/201+Puu+8+pKWl+SGiyMPzPAYaOtFT0wrToAEiuQTKlZlI31wIkTTAv0fr/wpUPzB3AopxwLbfACV3By4uLxl0RjS9fBG65iFYzFYoMmKw5DMLoCqgN/RC8DyP1sO9aKi+jJH+cUhjxVh0dQpKtmdDLA2/36NVDVV46uRTXo/7xupvoLK40icx6PuNOPjCRXQ2DcJi5pGUHYuNn1+AjILQ6KMWbniex9mDWtS/cRn6/nHIFWIsuToVaz6VS6V2flRaWor6+vp6nudLgx2LPzDG6hKxoOQ67j+DHYrPvW/9MQZxMWK/d6GC3g1HOUWCFJ/9mvMSG+I9xhiK1qaiaC3NxvEVsUKGnE9fFewwIgZjDJlrU5C5lpJ3QrS1tQkeR8knzzDGoFqdDdVq71e+9LmSLwLKPKDmV4Dm0OztcWnA7b8H8jcFPDRvyFUyrK70Y4P2KMMYQ+HGVBRujIy/9QqpsFmrQsc5PVaSDDfdT9eorzDGsOzadCy7llZXJoSEDko+EUIIIR4yGo0BHUdCQP4m25f2LNBWA1xpAuqes23jrcCCa4IZHSHzti5DWA81oeMIIYREJ5p3SQghhHhIJhPWlFnoOBJC0pYC5TuBW/7bNuMJAEZ7gY4TwY2LkHkqUBWgNN27SpOy9LJ59XsihBASfSj5RAghhHgoP1/YUt9Cx5EQxHHA4k9M3W9+M3ixEOIjO4t3gvNkKT8AHON81uuJEBJ+rBH4RQKDkk+EEEKIh9LS0qBWe7dku1qtpn5PkWbJzVO3z1HyiYS/8sxy7Fq/y20CimMcdq/fjfLM8gBFRgghJFJQ8okQQgjxQkVFhcdLVDPGUFFR4eeISMDlbwLEctvtK01Av7BG9ISEkh2FO1C1tQrpsc6bVJell6FqaxW2F24PcGSEEEIiASWfCCGEEC/k5+dj27ZtbhNQjDFs27aNSu4ikTR2+gp3594KWiiE+FJ5ZjnWZqy1378+93o8tPYh7LttH5678Tma8UQIIUQwWu2OEEII8VJJSQmUSiVqamqg0WhmbVer1aioqKDEUyRbfCPQPJF0an4TWH9fcOMhxEf6jf322zsKd6Ail2ZvEkIm8bCCD3YQfhCJ/6bQQ8knQgghRID8/Hzk5+dDq9Wira0NRqMRMpkM+fn51OMpGiy+ceq25kNgbACIUQYrGkJ8olXXilZdq/2+3qQPYjSEEEIiCSWfCCGEkHlIS0ujZFM0SsgEsq4COj8CrGbgrYeApEWALB7IrwDSlgY7QkI8VttVi2cankFdT920xx86+BBeaX4FO4t3UskdIYSQeaHkEyGEEEKIEKlFtuQTADT87/Rt6g1AxYPTe0MREoL2tuzFI0cegZV3vuB4XU8dKvdXYvf63dRsnBBCiGDUcJwQQgghxFv1fwU+/pvr7ZrDwJ7tQP2ewMVEiJdqu2rnTDxNsvJW7D6yG7VdtQGKjBBCSKSh5BMhhBBCiDfaDgDVDwBu3rCDtwLV37TtT0gIeqbhGbeJp0lW3oqqhio/R0QICWU8AJ5F4Fewn9goQcknQgghhBBv1PzSfeJpEm8Fan7l33gIEaBV1zqrx5M7J3pOTGtITgghhHiKkk+EEEIIIZ7SnrWV1HlDc8g2jpAQcrT7aEDHEUIIiW6UfCKEEEII8VRbTWDHEeIn+nF9QMcRQgiJbrTaHSGEEEKIp4zDgR1HiJ8opIqAjiOERAYrdUgiAtHMJ0IIIYQQT8niAzuOED9Zl7EuoOMIIYREN0o+EUIIIYR4Kr8isOMI8ZMCVQFK00u9GlOWXoYCVYGfIiKEEBLJKPlECCGEEOKptKWAeoN3Y9QbbeMICTE7i3eCY569HeAYh8riSj9HRAghJFJR8okQQgghxBsVDwIevmEH44CK7/s3HkIEKs8sx671u8DA5tyPgWH3+t0ozywPUGSEkFDFR+B/JDAo+UQIIYQQ4o38TcC2J9wnoBgHbPuNbX9CCCGEkChGySdCCCGEEG+VfBG4e5+tpM4Z9Ubb9pK7AxsXIV6o7arFI0cecfvJPw8eu4/sRm1XbYAiI4QQEmnEwQ6AEEIIISQs5W+yfWnPAm01gHHYtqpdfgX1eCJh4ZmGZ2DlrR7ta+WtqGqootI7QgghglDyiRBCCCFkPtKWUrKJhJ1WXSvqeuq8GnOi5wRada204h0hUYoH4Fm6OrxQ16fAoLI7QgghhBBCoszR7qMBHUcIISS60cwnB4yxBwEsAjAAIB+AEsAPeJ6vD2JYhBBCCCGE+JR+XB/QcYQQQqIbJZ8mMMaqAPyC5/k2h8ceBFDHGPsMz/OvBi86QgghhBBCfEchVQR0HCGEkOhGZXcAGGMlAO4F8OkZm56d+P/vAxsRIYQQQggh/rMuY11AxxFCCIluNPNpukWOd3ieH2CMAbbyO0IIIYQQQiJCgaoApemlXjUdL0svo2bjhEQ5K7XnJgLRzCcAEz2dVDzPVzo+zhjLn7j5TuCjIoQQQgghxH92Fu8Exzx7O8AxDpXFle53JIQQQpyg5NMEnucHnDz8gxn/J4QQQgghJCKUZ5Zj1/pdbhNQHOOwe/1ulGeWBygyQgghkYbK7pxgjCkBfBbAFgCltNodIYQQQgiJRDsKdyBLkYWqhiqc6Dkxa3tZehkqiysp8UQIIWReKPk0A2PsF7D1eCoDUAWgbc4Bs8e7Kpwvml9khBBCCCGE+F55ZjnKM8vRqmvF0e6j0I/roZAqsC5jHfV4IoRMQx2fiFCUfJqB53l7iR1j7EEAFxhjn+F5nvo+EUIIIYSQiFWgKqBkEyGEEL+g5NMceJ7/JWOsEsB+xpjKRV+omWNKnT0+MSOqxMchEkIIIYQQQgghhIS0sG44zhirY4zxAr4+7cVpJvs93euPfwMhhBBCCCGEEEJIJAvrmU+uZhl5izH2CmyzkkqdzG6a7Pm0xhfnIoQQQgghhBBCwg0PwMoir+tT5P2LQlNYJ598aHImVBKAgRnb8if+fzxg0RBCCCGEEEIIIYREiLAuu/OhVwFs5Xne2cp2JQ77EEIIIYQQQgghhBAvUPLJ5msAKhlj+Y4PMsZ+AdvMp0oXiSlCCCGEEEIIIYQQMgcquwMw0efpM4yxXzDGlBMPJ038fxElngghhBBCCCGERDce1ojskBSJ/6bQQ8knBzzP/yDYMRBCCCGEEEIIIYREEiq7I4QQQgghhBBCCCF+Q8knQgghhBBCCCGEEOI3lHwihBBCCCGEEEIIIX5DPZ8IIYQQQgghhBDiFrXmJkLRzCdCCCGEEEIIIYQQ4jeUfCKEEEIIIYQQQgghfkPJJ0IIIYQQQgghhBDiN9TziRBCCCGEEEIIIXPiAVgjsOtT5P2LQhPNfCKEEEIIIYQQQgghfkPJJ0IIIYQQQgghhBDiN5R8IoQQQgghhBBCCCF+8//bu/coO+vyXuDfXzJAgCKTBAz3QAICIloSUC72oFxKFcXaJsoBL6ueQkR7zlm1p0Tt5dQeW4u2/aO1UMBqvVdACxarlViQqtySFEVuShLuIBAYQOSSZH7nj5nRNMxMZg/z7pk9+/NZizX6XmY9s+eZvXe++/c+r5lPAAAAwFZNx5lPtIeVTwAAAAA0RvgEAAAAQGOETwAAAAA0xswnAAAAYKv6J7sAOpaVTwAAAAA0RvgEAAAAQGOETwAAAAA0xswnAAAAYFQ1SU2d7DIm3PT7iaYmK58AAAAAaIzwCQAAAIDGCJ8AAAAAaIzwCQAAAIDGGDgOAAAAbFW/8dyMk5VPAAAAADRG+AQAAABAY4RPAAAAADTGzCcAAABgK2r6y3Sc+TQdf6apx8onAAAAABojfAIAAACgMcInAAAAABpj5hMAAAAwqpqkf7KLaICJT+1h5RMAAAAAjRE+AQAAANAY4RMAAAAAjTHzCQAAANiqfhOSGCcrnwAAAABojPAJAAAAgMYInwAAAABojPAJAAAAgMYYOA4AAABsVTVwnHGy8gkAAACAxgifAAAAAGiM8AkAAACAxpj5BAAAAIyqJumfhjOfpt9PNDVZ+QQAAABAY4RPAAAAADTGZXdd7JlnNuafv3JbPvWJG3PLzQ/nuec2Zd68HbPkLS/Nb/2PX84+83ee7BI7zo9vXZ/Pn39Trvjqmjz6yNOZtX1PXnH4vJx25stz3Mn7padH3tuKDU9vzE0X3ZOVn1iTn9z0eDZtqNlp91l5+X+fnyPOWJDefXac7BI7zl039+Vfz7s91152d55c/2y23b4nB75ql7z+3Qfm8JP3zMyZerQVzz29Mav+6e5894K1eeDmx7NpY83Ou8/KEafPzzFnLszsvXaY7BI7zgM39eV7596RW756X3726HPZZoeezD9ybo46a/8c9LrdMkOPtuTZn23MtV+8K9/+xJrcd8vj6d9Y07vH9jn69H1z7BkLM2dPPdqqdd9/NF8/70e5/l/uzU8fezbb7dCTg47aNa8768AcdtLunkdb9MxTG3LlF9flG5/4Ue65rS/9m2rm7rlDjjttYV53xksyZ3c92qo7blyfr553W6772j158rHnMmvHnhxy9ItzyrsPyuJf3TMzZpTJLhHoQqVWVzi2Qyll1aJFixatWrVqsktJkqxa+UBOf+uXc//9Px12/4wZJcs/eEze/8FjUooXqK3ZsGFT/vR3v50vXHjTiMfsf9CcXPCVN2b+wt72FdbB7rlufb7wm9/Jkw88M+z+MiM5/kOH5tgPHKxHx2Djhv6c995r881/uGPEY/Y5pDd/dOlrs9uCndpYWeda+71HcsFvfDdP/mT4Hp0xs+SNf3ZoTjz7ID06Bhuf25Qvv3tlVv7jnSMes9uhO+ddX/2VzJ4veB6L2//jofztku/kyYefHXb/jJ6St3zkFfm19+nRsdjw7KZ8/Mxrc9Xn1o54zH6/PDt/cOlrs+veenQsfnDVA/mzU6/KE48M36Mze0p++6NH5Nf/10vbXFlneu6ZjfnL3/5urvynkXv0gMVz86dfOT677KlHJ9rixYuzevXq1bXWxZNdSxNKKatmZe9FC7Y5e7JLmXBrN3w0z+Seafu7myp8NNOFvn/jg3nD674wYvCUJP39NR/58HfyoT/+dhsr60y11iw/44pRg6ckueO2R3PqcZfkvrueaFNlneu+lY/mkydeOWLwlCS1P1nxRzflW3/ywzZW1pn6+2v+6u3/MWrwlCR339yX97/m3/LIvU+1qbLOte669fmbE64aMXhKkv5NNZe9/wf5xodvaWNlnal/U38+f9q1owZPSfLgTY/n3P/273n8/qfbU1gH+/H3Hs7HTrpyxOApSfo31vzT79+Yy/9Cj27Npk39+dipV48aPCXJuhsfywdf82957EE9ujU3Xf1g/vDkK0YMnpJk08aa8993fS75K6/1W7NpY38+tPTKUYOnJPnxqvV532u/nsce0qNAewmfukytNWe86/I89dMNYzr+r//y2lx3zb0NV9XZLr/4R7nsi7eP6diHHnwqf/g7/95wRZ2tv7/morddkw1PbRrT8Vd9+Jbce8P6hqvqbFd9fm2+c/FdYzp2/X0/y7nvua7hijpb/6b+/ONp12TD02Pr0cv/+Ie5e/WjDVfV2VZ++s788Ctje63pu+dnufR/To1VxFPVpo39Oe+072XDM/1jOv6SP/hB7rmpr9miOtyKf7gj1311bD360J1P5cL/fUPDFXW2jRv6c87br86GZ8fWo598/8rcfWtfs0V1uMsvuD3Xf31sPfrA2ifz9793fcMVAfxXwqcuc/W378pttz7S0jkXnL+6oWqmh8+c+/2Wjr/6m3dl3Y8fa6iazrfmigez/scjr8obzrV/N/qKnm73tXPHFo4OWfmv9+bBdU82VE3nu/nrD+aRta2tDvuPc/XoSGqt+e7Hf9zSOTdfdl8eu9sKvZHcePn9WX/3z1o651vntvY76Ca11nzt71p7Hr3mn+/O+vtb+x10k2suuzvr7xv741Nrcvnf39ZgRZ2t1prLzr21pXOuvuTOPPYTq5+A9hE+dZnPfnr0S8OGc+lXbssTT4y8JLqbrb39say+5oGWz/vyZ1ziMJJVn1rX8jk3XXR3nh3jar5uc9fNffnR9a0FzrUm3/r0moYq6nzXfHL0SxqGc8MX7s5zT29soJrOd//3+3L/jX0tnVP7B1ZLMbyrP9V6j37vc3dm43NjW83Xbe5YuT53/bCvpXP6N9Vc+dnWfw/d4pufaj3sXPGZNdm0cWwrpbrNrdc+nHtue7ylczZu6M+Kz3utpzU1Nf3T8L8ac7DbQfjUZe5c19fyORs29OeB+62CGM7d61p7oR9yz53mPo3ksXWtrXpKkk3P9o86H6qb/WTt+P52fzKO30O3aHXVU5JseHpTnvyJEH84j47j8UySx9ZZ+TSSh9e2/vf77FMb88Qo86G62YPjeDyT5CHPoyN6YByra59+ckOeWK9HhzOexzNJHrzT+3ugfYRPXWa8dzd0U8TheTwn3rgfG4/psMb7eOrRUYz7796DOpxxP4/6ox/RuHvNQzqs8b/We0BHNO7XJo/pcLzWA51A+NRl5u/b2/I5PT0zsvsevzTxxUwDe++787jO22u+W9mPZPa+rd/6d+a2M7LTHrMaqKbzzdtvfH+788bxe+gWc8fxmPZsNyMvmqdHhzNnv/H12uz5enQku46jR7fdfmZ22nW7BqrpfON9Hn3xvt47jWTeOB6b7X+pJy+a63l0OLuNs9d2m69HgfYRPnWZ099+aMvnnPKml2Tnnb3YD2f/g+fkl1+5W8vnLXnHIQ1UMz0seud+LZ/zsiV7Z7tf2qaBajrf/Jf1ZuGiOS2fd9w7FjZQzfRw5G+13qOLT90n2+7Q00A1nW/Pw2Znt0NbC/JLSQ4fx3NFt/iVcTw2R522b7bZbmYD1XS+l7xyl+x1cIs9OqPkNW9b0FBFne/Ed+7f8jnHvW1herbxT5fhvPSoF2fPA17U0jkze0qOO81rPdA+nsG7zGuP2zf7H9DaP0TPePeihqqZHt5+1itaOv6Y4/bOggNnN1RN5zvg13bL7AWtrWh41XtafxPbLUopecN7DmrpnEUn7ZE99m/tTWw3ednJu2fO/B1aOufY9+rRkZRScsx7D2jpnIPfsEfmWJ03osPetFdm77l9S+cc73l0RKWUnPzeA1s651Wn7JVd99ajIzn6zfMze7fWevTkZa29lnWTGTNKTjmrtcfn1W+en132aO21DJJM+nDwJv6jPYRPXWbGjJIL/uENmbX92D6Bf8/vHJ5jXr1Pw1V1tlNOPTCv+42xvWmfs+v2+X8fP67hijrbjJkzsvQzR6Zn1tienl79fw7KPkft0nBVne2171iQI9+095iO7Z03K+8598iGK+psM3tm5J2fOzI9242tR0/64MGZf8TchqvqbEe8a78c/IY9xnTsTrvPyps/vrjhijpbzzYzsuyzR6Vn27H16Jv+6GWZf1jrKyS7yUlnHJBFJ42tR+futUPO/JtXNlxRZ9t2u5n5/U//SmaOcSXTOz50WPY71Ad3oznlrIOz6Pix9eiL99kxZ/31qxquCOC/Ej51ocOP2CP/8rVTs8suo3/a8bu/d2T+/Jzj21RV55oxo+SvP/1refPbDh71uH322zlfvGJJ5i/sbU9hHWyfo3bJO79+bHaYu+2oxx37wZfmpL94eZuq6lwzZ87I2V/8b3nNaaNfirP7/jvlI1eeNK5ZHN1m/1fvmvd+49jsMGfkHi0lef3/PSRv/HDrlzt3m5k9M/L2i47OK946eki664E75T3fPi69e/u0fmsOfs28vO/yY7ND78iXJJeS/MafHpo3/8nL2lhZZ5rZMyPv//KxOfo3R/9Abq+Dd86fX/mrmbunHt2aw47fIx+67PjsuPMoPTqj5Lf+bFFO/aDX+q3p2WZG/uQrx+WYN43eo/se0pu/+vfXZe7uehRor+KuEe1RSlm1aNGiRatWrZrsUn7uqaeey8VfuiWf/MR/5pabH8mGDZvy4nk7ZsnSl+ZdZxyWA1q8PI/kh//5UD5/wQ/yzUvXpO/RZ7LdrJl5+eHzcvqyl+ekX98/225rnkYrnv3phnz/83flhgvX5KEfPpH+jf3Zcd6svOK0+XnlsoWZu7/B7a26Y9X6/Ot5t+eaS+/OTx97LtvOmpmXvGqXvP7dB+bIX9872+jRljzz5IZc/7m78p3z1+TBWwZ69EW7b58jTp+fVy9bmF0XCvJadc8N6/O98+7IzZfel6f7NqRn1szMP2pujj5r/xzypj3HvFKCAU8/sSHf/ey6XHXhmtx/60CP9u6xfY4+fd+8dtn+4xpO3s1qrfnR9Y/k6+f9KNf/y715qu+5bLv9zBx09K55/bsPzBFv3MtcohY99fhzWfHZNfnGJ27PPbc9nv5NNXP22CHHn74wrz/zJZm3r9f6VtRac+t1D+er592Way+/J089/ly2235mDjlmXk4566AcefLemdmjR5uwePHirF69enWtdVouzy2lrNouey2av83vT3YpE+6uDR/Ls7l32v7upgrhU5tMxfBpc7XW1DqwioeJ0d9fPZ4TSI9OPD06sfToxNOjE0uPTjw9OrH06MTTo+3TFeFT2WvR3tMwfLpnw8fybBU+Nc2td0gyMEyzeF2aUF7oJ5YenXh6dGLp0YmnRyeWHp14enRi6dGJp0eBqcKaSwAAAAAaI3wCAAAAoDEuuwMAAABGVZP0Z/rNjJ5+P9HUZOUTAAAAAI0RPgEAAADQGJfdAQAAALwApZQTkixNsibJ3CS9SZbXWvtewPdckuQDtdbFE1HjZBI+AQAAAFs1HWc+TYThQqJSyqIkq0opi1sJoEop5yeZk+TRJCdMdK2TRfgEAAAAMA6llN4kFyc5cfPttdbVpZTVSS7MwIqoMam1Ltvse6/KwAqqjmfmEwAAAMD4vGXw68ph9n0pyZI21jJlCZ8AAAAAxmdpkr4RLq1bm/z8sryuJnwCAAAAGJ/DMzCfaTh9g1+PaE8pU5eZTwAAAMCoapJN03Dg+OBPdNDgfKXn79/6neZ6M3L4tPkxXc3KJwAAAIDx6xth+1AoNadNdUxZVj4BAAAA3ey2MaxweiF6G/zeHcHKJwAAAIDx6x1h+9CKp772lDF1WfkEAAAAbFX/NJz5NAH6xnDM1mZCTXtWPgEAAACMz8okC0bYN7R92GHm3UT4BAAAADA+F4+ybyh8WtGOQqYy4RMAAADA+FyUJKWUJcPsW5pkRa117ZY7SikjrZaalsx8AgAAAEZVU6flzKf6An+mWmtfKWVZknOSXDK0vZSyKAMrn553F71Syqoki0opi2utq0f59r35xdDyjiZ8AgAAABinWusFpZS1pZSLk9yQZG4GgqPFtda+YU5ZMbj/eftKKWcnOSIDwdWCwW1rkqxOsrbWunzif4LmCZ8AAAAAXoBa64qMcbbTYIA0bIhUa/3oRNY1VZj5BAAAAEBjrHwCAAAAtmpT6Z/sEuhQVj4BAAAA0BjhEwAAAACNET4BAAAA0BjhEwAAAACNMXAcAAAAGFVNsil1ssuYcNPvJ5qarHwCAAAAoDHCJwAAAAAaI3wCAAAAoDFmPgEAAABbNR1nPtEeVj4BAAAA0BjhEwAAAACNET4BAAAA0BgznwAAAIBR1dRsKtNv5lM1x6otrHwCAAAAoDHCJwAAAAAa47K79tn31ltvzeLFiye7DgAAACbQrbfemiT7TnIZjeqvD+epZ/92ssuYcP314ckuoSsIn9rniaeffjqrV6++c7IL6RIHDX69bVKrgPbQ73QLvU430e90k+nQ7/smeWKyi2jQbcmG9Nf7J7uOpnRy73WEUqvhWkw/pZRVSVJrtdSMaU+/0y30Ot1Ev9NN9DtMf2Y+AQAAANAY4RMAAAAAjRE+AQAAANAY4RMAAAAAjRE+AQAAANAYd7sDAAAAoDFWPgEAAADQGOETAAAAAI0RPgEAAADQGOETAAAAAI0RPgEAAADQGOETAAAAAI0RPgEAAADQGOETAAAAAI3pmewCoN1KKWcnWZikL8mCJL1JltdaV09iWTDhSilLkpyYgT6fk2RlBnq9bzLrgiYN9v0Haq2LJ7sWGI9SyglJliZZk2RufvE+pW8Sy4JGeM6G7iF8oquUUs5Pck6tde1m285OsqqUsrTWesnkVQcTp5RyTpIbaq3LBv9/b5JvJVlXSlm8+d8AdLrB5/Y5SR5NcsIklwPjNtw/xEspizLwPmWxAIrpwHM2dKdSa53sGqAtht68ZeDTw49utr03yWNJ+mqtsyepPJgwg73+1lrr8i2292ag19fWWhdORm3QtFLKqiS9epxOs9lz9Im11hVb7Ls4SWqtSyehNGiM52zoHmY+0Y3+y4vbZp8i9ra9EmjGsiRf2nLjYK+vSLJgMKACYOp4y+DXlcPs+1KSJW2sBQAmlPCJrjE402n20GVIQ0opCwb/54rnnwUd6fAMXKIxXMC0erNjAJg6lmZgFXbfMPvWJj+/LA8AOo7wia4ywhu65Vt8hU63IgMD9fsmtwwAWnB4BmbgDKdv8OsR7SkFACaW8ImuVUrpLaWcmYFBh4vd7Y7pota6vNY6e4Sh4kOroYa7rAOAydM7QccAwJTjbnd0pcE7gfVm4FPG8zO4nB2ms8FLTE9IcomwFWBK6hth+9CKqDltqgMAJpSVT3SlwZUhyza7lfG6UopbvTLdXZyBoPWMyS4EgHHpnewCAGA8hE90vVrrRzPwieIVg7c5hmlns9V+i0eYfQbA5OsdYfvQiqe+9pQBABNL+MSUV0pZVUqp4/ivlTvCDF2CdGYTPwOMRVO9Prh/aLZZX1t+GNiKNj23QyfpG8MxIw0kB4ApzcwnprzNLo17QUopF2dg2PJw/wAfmvnkLjJMmonq9c0NXk66rInvDS+EnoTnWZmBDwqGs2Dw66o21QIAE8rKJ7rJkgy8eRtuWOfQm7ob2lcONKuUsigDwdOJW2wfutMjAFPHxaPsG3qfsqIdhQDARBM+0U0uSXLiVm4/f0kb64HGDN7Zblmtdekwu0+IOzwCTDUXJT+/VHpLS5OsGOE9DABMeS67o5uckeTCUsrazd+8DQ5iHvqHujd1dLzBwflXJFk7eLnpkN7Br4cncckT01Vv3I6eDlRr7SulLEtyTjb7MGxwFeuCeN5meuqN52zoCqXWOtk1QFttdtev5BcvdssFT0wXpZRV+cVqvmHVWkubyoHGlVLOzsDMvgX5Re+vzcDNJNbWWpdPVm3QqqFZfRkYBTA3A+9ZlrthBNOF52zoTsInAAAAABpj5hMAAAAAjRE+AQAAANAY4RMAAAAAjRE+AQAAANAY4RMAAAAAjRE+AQAAANAY4RMAAAAAjRE+AQAAANAY4RMAAAAAjRE+AQAAANAY4RMAAAAAjemZ7AIAgM5WSulNck6SviS9SS6uta6YxJIAAJhCSq11smsAADpUKWVRkm8lOb7WunowiFqXZL9aa99k1gYAwNTgsjsAYFxKKQsyEDwtr7WuTpLBwGltkjMnsTQAAKYQK58AgHEppVyRZE6tdfEw21NrPXFSCgMAYEox8wkAaFkp5cwkJyQZKWBa0MZyAACYwqx8AgBaVkpZkyS11oUj7JtTa53d9sIAAJhyzHwCAFoyOGR8QZLzRzhkQQbmPgEAgPAJAGjZBwa/XrLljsFgKkkebV85AABMZcInAGDMSim9SZYk6au1Dre66YTBr6vbVhQAAFOageMAQCuGwqWUUlYNs39o5dMV7SkHAICpTvgEALRi6O52y2utF2y5s5RSk6TWumKzbQuSnJPN5kDVWpc3XCcAAFOE8AkAaMXhg19XbLljs3lPF2y2rTfJqiT71Vr7BredXUq5uNa6tNlSAQCYCkqtdbJrAAA6RCllTZIFtdYyzL5zkpydZOHQPKhSyvlJUmtdtsWxNcniWqvZUAAA05yB4wBAK+Zks8vntnBmktVbDCJ/S5I1wxy7NslbJ7g2AACmIOETANCqvi03lFKWJOlN8pHNtvUObnve8YPbFg2zHQCAacbMJwCgFStH2H5OkhW11ks227Zg8Oujwxz/6Gb7AQCYxqx8AgBacUUGLr37uVLK2YPbDBAHAOB5hE8AQCsuSLJg8JK6oTvcfSADw8P7Wvg+c7Z+CAAA04HL7gCAMau19pVSlia5sJSyNgMznfYbIXga2jZS0DTcOQAATDPCJwCgJbXWFUlWjOG4taWUvgwEVFvqTXLJMNsBAJhmXHYHADTpoiRHbL5h8JK9BRmYHwUAwDRXaq2TXQMAME2VUhYkWZWBmVBrB7edneTEWuuJk1ocAABtIXwCABo1OJR8WZI1SeYmSa11+aQWBQBA2wifAAAAAGiMmU8AAAAANEb4BAAAAEBjhE8AAAAANEb4BAAAAEBjhE8AAAAANEb4BAAAAEBjhE8AAAAANEb4BAAAAEBjhE8AAAAANEb4BAAAAEBjhE8AAAAANEb4BAAAAEBjhE8AAAAANEb4BAAAAEBj/j8zjdCyFZ5Z5wAAAABJRU5ErkJggg==", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 608, - "width": 591 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from matplotlib import cm\n", - "plt.figure(figsize=(10,10))\n", - "plt.title(\"Type I error at grid points.\")\n", - "plt.title('Maximum Type I error (over the non-plotted dimensions).')\n", - "plt.scatter(uniques[:,0], uniques[:,1], c=unique_max / sim_size)\n", - "for i in range(paths.shape[0]):\n", - " plt.plot(paths[i, :, 0], paths[i, :, 1], linestyle=\"-\", marker='o')\n", - " plt.plot(paths[i, -2:, 0], paths[i, -2:, 1], \"ro\", markersize=10)\n", - "cbar = plt.colorbar()\n", - "plt.xlabel(r'$\\theta_0$')\n", - "plt.ylabel(r'$\\theta_1$')\n", - "cbar.set_label('Type I error')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "image/png": { - "height": 608, - "width": 601 - }, - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from matplotlib import cm\n", - "plt.figure(figsize=(10,10))\n", - "plt.title(\"Type I error at grid points.\")\n", - "plt.title('Maximum Type I error (over the non-plotted dimensions).')\n", - "plt.scatter(uniques[:,0], uniques[:,1], c=unique_max / sim_size)\n", - "for i in range(paths.shape[0]):\n", - " plt.plot(paths[i, -2:, 0], paths[i, -2:, 1], \"ro\", markersize=10)\n", - "cbar = plt.colorbar()\n", - "plt.xlabel(r'$\\theta_0$')\n", - "plt.ylabel(r'$\\theta_1$')\n", - "cbar.set_label('Type I error')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "interpreter": { - "hash": "a9637099bd81b2ef0895c64d539356b45819bc945d59d426757b1f51ae370d50" - }, - "kernelspec": { - "display_name": "Python 3.10.4 ('imprint')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.12" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/research/opt/opt.md b/research/opt/opt.md deleted file mode 100644 index 1a7e9b0d..00000000 --- a/research/opt/opt.md +++ /dev/null @@ -1,403 +0,0 @@ ---- -jupyter: - jupytext: - text_representation: - extension: .md - format_name: markdown - format_version: '1.3' - jupytext_version: 1.13.8 - kernelspec: - display_name: Python 3.10.4 ('imprint') - language: python - name: python3 ---- - -```python -import sys -sys.path.append('../berry') -import berrylib.util as util -util.setup_nb() -``` - -```python -from scipy.special import logit, expit -import scipy.special -import matplotlib.pyplot as plt -import numpy as np -import pyimprint.grid as grid -import berrylib.fast_inla as fast_inla -import berrylib.binomial as binomial -``` - -```python -fi = fast_inla.FastINLA(2) - -name = 'berry2d' -n_arms = 2 -n_arm_samples = 35 -seed = 10 -n_theta_1d = 16 -sim_size = 10000 - -# define null hypos -null_hypos = [] -for i in range(n_arms): - n = np.zeros(n_arms) - # null is: - # theta_i <= logit(0.1) - # the normal should point towards the negative direction. but that also - # means we need to negate the logit(0.1) offset - n[i] = -1 - null_hypos.append(grid.HyperPlane(n, -logit(0.1))) - -gr = grid.make_cartesian_grid_range(n_theta_1d, np.full(n_arms, -3.5), np.full(n_arms, 1.0), sim_size) -gr.create_tiles(null_hypos) -gr.prune() -``` - -```python -theta = gr.thetas().T -theta_tiles = grid.theta_tiles(gr) -is_null_per_arm = grid.is_null_per_arm(gr) -``` - -```python -%%time -samples = np.random.uniform(size=(sim_size, n_arm_samples, n_arms)) -accumulator = binomial.binomial_accumulator(fi.rejection_inference) -typeI_sum, typeI_score = accumulator(theta_tiles, is_null_per_arm, samples) -``` - -```python -plt.figure() -plt.title('Type I error at grid points.') -plt.scatter(theta_tiles[:,0], theta_tiles[:,1], c=typeI_sum / sim_size) -cbar = plt.colorbar() -plt.xlabel(r'$\theta_0$') -plt.ylabel(r'$\theta_1$') -cbar.set_label('Type I error') -plt.show() -``` - -```python -%%time -opt_sim_size = 1000 -def compute_bound_gradient(typeI_sum, typeI_score): - delta_prop_0to1 = 0.5 - delta = 0.025 - d0u_factor = 1.0 - delta * delta_prop_0to1 - delta_0_j = typeI_sum / opt_sim_size - delta_0_u_j = scipy.special.betaincinv( - typeI_sum + 1, - opt_sim_size - typeI_sum, - d0u_factor - ) - delta_0_j - gradient = typeI_score / opt_sim_size - return delta_0_j + delta_0_u_j, gradient - -def obj_gradient(ts): - samples = np.random.uniform(size=(opt_sim_size, n_arm_samples, n_arms)) - is_null = ts < logit(0.1) - t1sum, t1score = accumulator(ts[None], is_null[None], samples) - t1sum = t1sum[0].to_py() - t1score = t1score[0].to_py() - bound, gradient = compute_bound_gradient(t1sum, t1score) - return bound, gradient - -def optimize_typeI(t0): - theta_cur = t0 - is_null_cur = theta_cur < logit(0.1) - def set_theta(ts): - nulls = ts < logit(0.1) - # Check bounds and project to null hypo space if needed - if np.all(~nulls): - old_null_idxs = np.where(is_null_cur)[0] - ts[old_null_idxs] = logit(0.1) - 1e-7 - theta_cur[:] = ts - is_null_cur[:] = theta_cur < logit(0.1) - lr = 0.5 - - path = [] - for i in range(200): - bound, gradient = obj_gradient(theta_cur) - path.append(theta_cur.copy()) - step = gradient * lr - # print('') - # print('state:', theta_cur, t1sum / sim_size, bound, gradient) - # print('step:', step) - set_theta(theta_cur + step) - return np.array(path) -``` - -```python -# import scipy.optimize - - -# def optimize_typeI(t0): -# path = [] - -# def obj_gradient(ts): -# samples = np.random.uniform(size=(sim_size, n_arm_samples, n_arms)) -# is_null = ts < logit(0.1) -# t1sum, t1score = accumulator(ts[None], is_null[None], samples) -# t1sum = t1sum[0].to_py() -# t1score = t1score[0].to_py() -# bound, gradient = compute_bound_gradient(t1sum, t1score) -# path.append(ts.copy()) -# return bound, gradient - -# constraints = [ -# scipy.optimize.LinearConstraint( -# [[1, 0], [0, 1]], [-np.inf, -np.inf], [logit(0.1), logit(0.1)] -# ) -# ] -# opt = scipy.optimize.minimize( -# lambda x: -obj(x)[0], -# t0, -# method="COBYLA", -# jac=lambda x: -obj(x)[1], -# constraints=constraints, -# ) -# path = np.array(path) -# return path - -``` - -```python -from matplotlib import cm -plt.figure(figsize=(10,10)) -plt.title("Type I error at grid points.") -plt.scatter(theta_tiles[:, 0], theta_tiles[:, 1], c=typeI_sum / sim_size) -for i, t0 in enumerate([ - np.array([-2.0, -3.0]), - np.array([-3.0, -2.0]), - np.array([-3.0, -3.0]), - np.array([1.0, -2.2]), -]): - path = optimize_typeI(t0) - # color = cm.hot(np.arange(path.shape[0],dtype=np.float64) / path.shape[0]) - # plt.scatter(path[:, 0], path[:, 1], c=color, edgecolor='none') - color = ['k', 'g', 'b', 'm'][i] - plt.plot(path[:, 0], path[:, 1], color + "-o") - plt.plot(path[-2:, 0], path[-2:, 1], "ro", markersize=10) - -cbar = plt.colorbar() -plt.xlabel(r"$\theta_0$") -plt.ylabel(r"$\theta_1$") -cbar.set_label("Type I error") -plt.show() - -``` - -## 4D version - -```python -fi = fast_inla.FastINLA(4) - -name = 'berry4d' -n_arms = 4 -n_arm_samples = 35 -seed = 10 -n_theta_1d = 10 -sim_size = 4000 - -# define null hypos -null_hypos = [] -for i in range(n_arms): - n = np.zeros(n_arms) - # null is: - # theta_i <= logit(0.1) - # the normal should point towards the negative direction. but that also - # means we need to negate the logit(0.1) offset - n[i] = -1 - null_hypos.append(grid.HyperPlane(n, -logit(0.1))) - -gr = grid.make_cartesian_grid_range(n_theta_1d, np.full(n_arms, -3.5), np.full(n_arms, 1.0), sim_size) -gr.create_tiles(null_hypos) -gr.prune() -``` - -```python -theta = gr.thetas().T -theta_tiles = grid.theta_tiles(gr) -is_null_per_arm = grid.is_null_per_arm(gr) -``` - -```python -%%time -table = binomial.build_rejection_table(fi.n_arms, n_arm_samples, fi.rejection_inference) -``` - -```python -%%time -samples = np.random.uniform(size=(sim_size, n_arm_samples, n_arms)) -reject_fnc = lambda y, n: binomial.lookup_rejection(table, y, n) -accumulator = binomial.binomial_accumulator(reject_fnc) -typeI_sum, typeI_score = accumulator(theta_tiles, is_null_per_arm, samples) -``` - -```python -for t2_idx, t3_idx in [(2, 2), (6, 6)]: - t2 = np.unique(theta_tiles[:, 2])[t2_idx] - t3 = np.unique(theta_tiles[:, 2])[t3_idx] - selection = (theta_tiles[:,2] == t2) & (theta_tiles[:,3] == t3) - - plt.figure(figsize=(6,6), constrained_layout=True) - plt.title(f'slice: ($\\theta_2, \\theta_3) \\approx$ ({t2:.1f}, {t3:.1f})') - plt.scatter(theta_tiles[selection,0], theta_tiles[selection,1], c=typeI_sum[selection]/sim_size, s=120) - cbar = plt.colorbar() - plt.xlabel(r'$\theta_0$') - plt.ylabel(r'$\theta_1$') - cbar.set_label('Fraction of Type I errors') - plt.show() -``` - -```python -uniques, unique_sets = np.unique(theta_tiles[:, :2], axis=0, return_inverse=True) -unique_max = np.empty(uniques.shape[0]) -for i in range(uniques.shape[0]): - unique_max[i] = typeI_sum[unique_sets == i].max() -plt.figure() -plt.title('Maximum Type I error (over the non-plotted dimensions).') -plt.scatter(uniques[:,0], uniques[:,1], c=unique_max / sim_size) -cbar = plt.colorbar() -plt.xlabel(r'$\theta_0$') -plt.ylabel(r'$\theta_1$') -cbar.set_label('Type I error') -plt.show() -``` - -```python -%%time -opt_sim_size = 1000 -def compute_bound_gradient(typeI_sum, typeI_score): - delta_prop_0to1 = 0.5 - delta = 0.025 - d0u_factor = 1.0 - delta * delta_prop_0to1 - delta_0_j = typeI_sum / opt_sim_size - delta_0_u_j = scipy.special.betaincinv( - typeI_sum + 1, - opt_sim_size - typeI_sum, - d0u_factor - ) - delta_0_j - gradient = typeI_score / opt_sim_size - return delta_0_j + delta_0_u_j, gradient - -def obj_gradient(ts): - samples = np.random.uniform(size=(opt_sim_size, n_arm_samples, n_arms)) - is_null = ts < logit(0.1) - t1sum, t1score = accumulator(ts[None], is_null[None], samples) - t1sum = t1sum[0].to_py() - t1score = t1score[0].to_py() - bound, gradient = compute_bound_gradient(t1sum, t1score) - return bound, gradient - -def optimize_typeI(t0): - theta_cur = t0 - is_null_cur = theta_cur < logit(0.1) - def set_theta(ts): - nulls = ts < logit(0.1) - # Check bounds and project to null hypo space if needed - if np.all(~nulls): - old_null_idxs = np.where(is_null_cur)[0] - ts[old_null_idxs] = logit(0.1) - 1e-7 - theta_cur[:] = ts - is_null_cur[:] = theta_cur < logit(0.1) - lr = 0.5 - - path = [] - for i in range(200): - bound, gradient = obj_gradient(theta_cur) - path.append(theta_cur.copy()) - step = gradient * lr - # print('') - # print('state:', theta_cur, t1sum / sim_size, bound, gradient) - # print('step:', step) - set_theta(theta_cur + step) - return np.array(path) -``` - -```python -from matplotlib import cm -plt.figure(figsize=(10,10)) -plt.title("Type I error at grid points.") -plt.title('Maximum Type I error (over the non-plotted dimensions).') -plt.scatter(uniques[:,0], uniques[:,1], c=unique_max / sim_size) -for i, t0 in enumerate([ - np.array([-2.0, -3.0, -3.0, -3.0]), - np.array([-3.0, -3.0, -3.0, -3.0]), - np.array([-3.0, -3.0, 0.0, 0.0]), - np.array([1.0, -2.2, -3.0, 0.0]), -]): - path = optimize_typeI(t0) - # color = cm.hot(np.arange(path.shape[0],dtype=np.float64) / path.shape[0]) - # plt.scatter(path[:, 0], path[:, 1], c=color, edgecolor='none') - color = ['k', 'g', 'b', 'm'][i] - plt.plot(path[:, 0], path[:, 1], color + "-o") - plt.plot(path[-2:, 0], path[-2:, 1], "ro", markersize=10) - -cbar = plt.colorbar() -plt.xlabel(r'$\theta_0$') -plt.ylabel(r'$\theta_1$') -cbar.set_label('Type I error') -plt.show() - -``` - -```python -paths=[] -for i in range(100): - t0 = -3 + np.random.uniform(size=(4)) * 4 - if np.all(t0 > logit(0.1)): - continue - paths.append(optimize_typeI(t0)) -``` - -```python -paths = np.array(paths) -``` - -```python -paths.shape -``` - -```python -(8 ** 4 * 200) ** 0.25 -``` - -```python -from matplotlib import cm -plt.figure(figsize=(10,10)) -plt.title("Type I error at grid points.") -plt.title('Maximum Type I error (over the non-plotted dimensions).') -plt.scatter(uniques[:,0], uniques[:,1], c=unique_max / sim_size) -for i in range(paths.shape[0]): - plt.plot(paths[i, :, 0], paths[i, :, 1], linestyle="-", marker='o') - plt.plot(paths[i, -2:, 0], paths[i, -2:, 1], "ro", markersize=10) -cbar = plt.colorbar() -plt.xlabel(r'$\theta_0$') -plt.ylabel(r'$\theta_1$') -cbar.set_label('Type I error') -plt.show() - -``` - -```python -from matplotlib import cm -plt.figure(figsize=(10,10)) -plt.title("Type I error at grid points.") -plt.title('Maximum Type I error (over the non-plotted dimensions).') -plt.scatter(uniques[:,0], uniques[:,1], c=unique_max / sim_size) -for i in range(paths.shape[0]): - plt.plot(paths[i, -2:, 0], paths[i, -2:, 1], "ro", markersize=10) -cbar = plt.colorbar() -plt.xlabel(r'$\theta_0$') -plt.ylabel(r'$\theta_1$') -cbar.set_label('Type I error') -plt.show() - -``` - -```python - -``` diff --git a/research/stat/log_rank.R b/research/stat/log_rank.R deleted file mode 100644 index 87c2f577..00000000 --- a/research/stat/log_rank.R +++ /dev/null @@ -1,52 +0,0 @@ -library(survival) - -# set to print 16 digits -options(digits=16) - -## Example 1 - -# set seed -set.seed(0) -n.c <- 20 -h.c <- 3.321 -n.t <- 30 -h.t <- 0.592 - -# generate data -control <- rexp(n.c, h.c) -treatment <- rexp(n.t, h.t) -df.c <- data.frame(time=control, status=0, type=0) -df.t <- data.frame(time=treatment, status=0, type=1) -df <- rbind(df.c, df.t) -df <- df[order(df$time),] - -# suffices to store censor times as each outcome times -censor_times <- df$time -# get output chisq stats -chisqs <- rep(NA, length(censor_times)) -for (i in 1:length(censor_times)) { - df$status[i] = 1 - out = survdiff(Surv(df$time, event=df$status) ~ df$type) - chisqs[i] = out$chisq -} - -## Example 2 - -# set some values to be the same -df$time[2:4] <- df$time[2] -df$time[9:14] <- df$time[9] -df$time[n.c + (2:6)] <- df$time[n.c + 2] -df$status <- 0 - -# repeat analysis -censor_times <- sort(unique(df$time)) -censor_times_counts <- summary(as.factor(df$time)) -chisqs <- rep(NA, length(censor_times)) -pos <- 1 -for (i in 1:length(censor_times)) { - df$status[pos + (0:(censor_times_counts[i]-1))] = 1 - print(df[pos + (0:(censor_times_counts[i]-1)),]) - out = survdiff(Surv(df$time, event=df$status) ~ df$type) - chisqs[i] = out$chisq - pos = pos + censor_times_counts[i] -}

    -JFq{l zLUG}-IJ1}j_7-f`Q5zx@24iNK4K26;b;*mVDsux;%LqdGh_|oMjK{WGBPlu2bp1?? zhI`OS%S`?8h)?O9OvgBMk?)RQ^II^(fH9Ps>XN)f)`yfZQ8?6=(XW^#Cj+7wyrI)}LIixPv~D^} zGot|@Q=-fcCC88_j1ZAT?y-zZ4ro8;4Ozr09P@=twh3+&PWP%KT66%Iq2bW>cZ+JX zoxhI$NtvfWfRD+$^$(}=p^SG{qf)AKSBzaoVd{EK7RZGV+R77w0J0l$=M_x?UlplZ zKn15a5a5ju3~em~L1xsS<`uM747OUD@2_)60CVM}jBmY<&R3sw$UfYZHgjboozpry z`fS8t%QdTESr7|VDPa45m44RZvFd3oHlQ`)BRE-q2fy>+KZ7dp^Qt64>2Y0w)lZ6j+vuclm>slB0U={#2u1$rA zdx$g(TP1!l7gHFpY>R{|Mji!KfOLvgpX0sany?f8;8OBpC-Jel6FlN*vpmcV(J z(R{MWX8~wNF-N%eSd$u+m$3Gem~hHF;4HAn&vGPM%tk@KYu_o&sW0rLadotYJiE)bWm!)jen3pgRVT& z+T6DJ=cwrvoa#EN=k2cuo|o=v$Mu%#F9I@0*8)`sPb@r*jP`jjuG}fos;SWSkM<2v z2c0O@BwXI_($WG8!%HOg*KuB&bNu6o$6BEKm)t(O3f+eHD!yejW(`6qYuTGY$I(HI7dKGjc+4M~TE>LSKea}+mT zHUq7DQra#j;oLBFBu{z$kFAS9W|f;-C}?kP{InP|?MWi1bCW`t7I4}r0KIbyE%hdH zY3nhbyF|NR6k$WOZ+NNyK*6+$p2G#9nk$MJr5;7zyx4K}bXD7D%QcpQt(UMLO?Z-d zA-*&vI{}xRR;`V?3%4ZVLod&2h5{IpOmn!vEBk89bKkxZEsHI^kbjqq4T1CTl1I~m zy5}YCEy?R2Pim8H`xKc>!bkyAh%zm%+a#k! zh$|n#KfK4Ql$!shlzRd1Jss`?AckCEuyJ7vxi;e=seQ@oPv`3z^>$g|3WwBB&t{6` zyh#b29dlRKQ&)p4q)`II0APu9?&Q}f$XQxdc}LrMO4I}-P%`;@r?(dN3Ce=_C$Icb z!&yG7gST^&AdEk6mGTr#?k0($0*Ya4RwJ&a6YjgPFUvZb+_60;CL)+XTt2ryeIT)C z@-a8PfkprmgEaB3e+xo;M0<0)T)>ub);~uLHM5VN&sEIvl*9^}EpNW$#FyX;=<2s1 z;I#ks`hidZjL@tAM@iaJxIJ$S(wzLUIuC0|&AFe7bi8Y|lREnF!zniFCL|%{-6tjU z>y>)PyEb%ODI=^@6i(aqPBTN>%EwBnz`4d~$5Wx9Ys}6m@Jr_agu1H1HHFE z?^11d-N$^YELRGHft)&g>Cq#VX-Fprw{oug+*4p6F{nYU5NQTP5fYFT?ow3-ArYZC zh%c32E?g+Y5GxGK4v;DQF=e>%x!51nHUd#*TYFuNHe@u(zDNwb2knZwZB6Bp3dvl7 z>6iqX4qD4X&ch2BZ9OcXvjjPuUQOv<+6L5i@!!%Ytnv>QCa(|J@YXtUk6JuK7UcY( z?Y%5SB6L1tb{-6Kaz{pnMUPX+9JY$~%YnGG`QjPj%j1Nr5BOX?{tCVk}IPE=gPMfDxrvYlZtGMe(F;E35+ zM$_Z@A$5x`u7?ILTCLU@Ib+T1wSW$AO$>^A8iqdZhLMmc_)t1B7%&~WekU?eU{lF(Nt@4_D4GdcmKg(LZQ0We$~8+RHzR!sqL}b@7%f?u5(?- z$-U*Fu>~(#q+Aoo<2^g=u}ohLqL92K%}21uH-DW%Moa8dnVL8eWREP8vw&*ecPx1| z=DdfJb2EruhMrIMo-TW(c%ix*j1sm1HHC4j;`Wq2IlMGON5TGr9T6?x-I*ddKMUC5ndJiKZVCg=+hUkm}>2Pc4U~`Q*|TB#oool8#@Z2xmQ~@p&uj2nW8Anq{=>?~ zppTMO8$hUG{G~@z2dfOtPGrG4Um0}OXp-6p9VMwszHNv-&11fg01|@@L3Ga_N@CJk zorm4StEwlL>o{<6Jb&2;>*V)4PKx422UIep8$D3*g_oiOAc`0(^1V3T5PKYg1OtWZ z)bFNLtw-Qh)PNxUky%nfLza427Y>>lQ6pc=4h`^lUyI2BL-e#lK%NQcY0s@<_( zk{&`HQ8Dd&?ooHRV!v@82?$q3m~hbwPWj57VBRQYHfaNGX`&2N2FM%oP*Qc}*aX2x z%7<)AEXsutjSXkFn{ZOs*M=@`AkJ*LBz^av?+fNkjHtX1?7vPi;U~f1o6A6_Vr=Uv~{gVnn7ifwgp>%<1NmtcSxq@EC{hmpB zxUVA2R&hxiRm_z2$S^j|xKfAio;z(WitETi;sPU}OT%9h;mds2+DyT}Kl^?mtj*@W z`v68OGkfc{tvA2(&m-;Va+bYfolGnow)A7aIv0~JKmg~UFVW4=) zA8}Jy{%4?#{05REtrI|zl|V)#?XkogXefcDR+`Uo^iC)#2E%uC`uIzOw|9b(zB@g= z|GD=HO&YuSopmlk03xk z4(}8`5rzHinb&=t6ngL`ZL&9;xPnY(s0Pgmw99Ca51&IqOx}dR(I%vXAEj&{49? zv}~sqICHMLbcnzZ{1ym)bDNiJMCjdEjkWB$Y0epc0xhOs`noUaN@6u&Po)Fagil)J z0DmazlnU7kyZ(b0G5gTk>FIrpIuXT1jfVp~!!n!aj(uE%954Aie=W7)`J%@Ea*}C8 zk9Y`Bxs@LHm8Uwvs`wH~&FbGwD^A_U&V&|&&%9rua)Rr3VKRGn^diLS);B^Ls1q7O zoEKvOsdR&Zw15k=M#td8)|s#t`I*A=m-?nPYzS+ZbDZV&$fEZWyDSY`?)Jbg-L{Ri zdS+Mwa&-T7lND9V;;oxRLURa#JyiX(=oYC$`(=znx%hf@;~_O7GWDxeQ)swuGP zGP}q`Lse|`B2IaB5{B+{qzf_u7;VCIaLj*V$jLP3!EX?(r9!#X zz!<`|aEk6#^(m#92=Ujkyhrcqu%_d%j~+;_PLF~oHi|fLr8NLZ+xkbE;2kOTiB%=F z$7@zR_?b^&xENLM{jsazQwNx;YKMx0w(U!b1oure~pgwt1Td7w$66_O$&kqjQEY($K*)T^3_pKp}< zq5VkJaWy8T?x>3V?5Y}ev0Ro&hUzasFE8vn#AcDh(GEOx`k2MyU>ESvD4B`%hi=j2 zCPya4IgTGahq^CMYyiQ@ja{b-LoK_QG_<|2>;^g#fQ}ij|FzkmG4OwHHrTjz1hOaU z1KzM7h*j7j^Vx{8<&AlY*End0y2#zE3>qW-`8+nvN_c$RO&E9n)K9)E5Q-L#>`4)u z;GjwE>1d-M=CY3lT2rXr&nDb>U6;ok6rNZX1MdDnQhgerJC$=$WZ+jy`EES*q*#>2*v z&?E}c{ZajCJ%2c=Wnl}@Wmfa?^<19GN$laoTnPqpZvU%aM!f3Zh{n56EV=|nU4-ZR z?Wng_3}8+56&RE#b8*IgLJ8 zn%OJX!tAKHqYE(IIMae%y#t7`3GG%~m!2Hq`ZBxi`)-g^-DSc1^z!ExgXw9&lWt$*+uyJ@`-ADS7FRsaBt zq~v9MgY`%yN-Ur?za)6c?e2MS$hWb7QDe)XW5tj;MdM|@D~X3de=o07sRle{xOW6v zwX{Vj1R(T}5o#~VXOg^FBz!4P@{B-X1A+#2h&`+*4IH!Q4L2(h8u!zxDK&H{H#@y8 zy^xMcxyD=%3}n9;nQrgCdONunnnPR5W75FT$3{aX&@zx;*T?u_CI<;1(N!_a0?Y1l zJb_degtcreXtT-T0tnxtapHPahZr+7+PB=8*%>hHEvxNM1CwTTZ}G){R~QJ1dch?y z>5otMhSylmGj?TN{v~*7yWa}i!M1tpsp)f3>3Hy`6IX9#xty7ck@y_Gpf;d@9EY5q zEcjz*I7WdARfmh673f^7)A>1ld}1o3=bgn19_T{C$a(MgXaYdS0EA%l7o_|7^7t0sO16;?CIHGa!b7|I zhw<%FbE;sQ^G-|%`OZw!w<%7&FMb$4mDGggKaMW>nIhU9cP{6#WuqTNuQ#bVqxfEj z2Os$p&%CRC-F9A1#j7l*uc3$rBsuE<=hF-x=w z3|zEbYyIQ#FN2}-ODqg~73grKY@B74e3`fw6*yAUcd zwoR&CXx9cr@S?xdN;soy={wf}{^szzFDt7CAOCt?Y6R^-qQca-=qmwTUSc+OtiR?d zSS1f^9V(}3T^YmoGW4$=7kRNi#OXe#Ai~m&Id+Iur24qs^x^39yPk#R)qEs&d&nmA zipw!NLc}`*OupUXxMOWy?)#=YYGTu#*@1cL>aJxqY;U(&vD3-9-`^I(9>C_^$1s1E z>-o?ewwIHk=odFK7MxzQRJWV1$zMnFdgxr!#2Dz;lJj&>GbsmIC|g4aH4W()fK1-v znV_JRr7sKEVa2z^O2wFwe-<2W@ITEpDo@Y-5d)#GOWEE~{vb*z9UW|}PyO%r2+d3iu zP}eJZFOAE$MtH7&zRQ-5B=p*|dvfax9=Nl<-|jM;^f_OFNe=^B|NO1a=|Gf364rDV z?nV^}MB3W6n|=@s_{?DDJqI~Qj%J^)c&lZA-?hcQ?_N-=jalF>z(jB)b!NsXDp`bI zlQaiBryDk_Bs*JrAE6t52ea^>g%XtS(QFrX@$^-jc;mWl;e|;T#O&a&Dic>j&{0G0 zNOjKQv`hac#6P_ZRbQFSvqtJscKZ?PYe9bnX=}qHd1izAENw;y%)f{PF?|!w4p^bo z23pK-i~RxABlZc7IS`E!gO9aKh(s$HrcqG^&dI?;zyp!GrhJzRPu4jhP2s)YBGuN_ zoX1=K!qFxCiBl7J)UH`v0rQlZpPu|Ac@*H75YMKTP(dWf-0?QTREJYU2@3382AT55 zi=fTCV7XY1Az_q;b0lziNGU3;Ki~aTBg9X?bOkCmV;-%)@vb^`bl5X0Z0mc#k9G;H=sN^1QAr+Efa0iOzDKcmtA_uecxflQ!QzDBc zXB&|igU@d$5Dsd<>qJWx2m;@ifAXgQ+C)>IG?gfNLi`DBfO}`4s)T-~dbwI%smKJ! z!4nVYJv6UV4XCylzBH7|c1#xgjCTC+OP?RbEyr1iduZh|BzzdQWKYMbaLKDFC-&NI zmcd@d9|PP=+$*A@nsUl1vtsg)C95me)ak2>QaX9D&8FW)2dY)A$fK-caqXq$m-KJ3!Ii9)JMyeDI9eFNbl^lmQ0{H4*RL;sT>#KonmT59_IThV{v!;KPj?`48)t5uB2hmsq=!C0u*z3y*hKwUL9<#ZZ0jG4ur z!x+u2hrlp&*0pd; zFSU*&GtfOAG^_{32*<2t9!qj(%;`2ChMi(V4-8@e$pCdm!;`T&iDaY+4FHzBZ|zh0 zkYFI}iw(?2!&6SpeS%${yO{W9tpvLdEN1|mtvIRd1=NqfqnKJOvGm=8zA_GzN|ist zRy;#hWIN8p%6w@IFy(SB%WW|hkWGv${>LYOBKuGOpMWxS_?KJj`1Gx~PC?%SYl0Y6 z@6*JALVBIZ*|-S9gAEa}eg475$E6cptc$b%%XbnCr&hXx-@SZ^9i zJ5n){$yHG^d+1$1+x^Am4e779I1IE{Mp!v|_=Ew>PmF873?CfnDxR*xU)I0sCk#^l zG)x);UoWy9A2k9Sl+(9E8l>$OiD9KFKp~Olh{d@7u&;y6226cP{4l(u0&%lm?Qk{( zqgW2#@ACY3Ji7u-a4QOuk*6hwEneevsw9j%X|G2KGPHR>WuaqR!+GOrF$Eb9kYq(bu)-YN8c z>GbAwi*Qur(PiccfV(U$tCl$=LYVYY9T@ulYM9-r3P+pVpWuZ>#*GzGgpLuJM&BL9?E7EwBv5UuiS6e01;Xue zd(8|$&-PJLYH{)0{3P2%uV!;t4gr)Qz0y^!lt3s&)1kTllUtZFYNpsbc@Ke4D5oSg z13zWtrrT*aV1P+A*R`7{3Eu#s}vltwM z6qR#4cn8enlzmEbJu*!T|C_PWNYY`IIUIgx0@++-#o9%#Oq7q84?-UVjzSq8GVkC) ze1=KTFP{olywuRt01fux-CFomWOC z^xY^B!_2L|w?qr$v)@hZJ6g82M3{Zq>7gjz8nb-7@^#~?zAij&egy$C3E+!6IJuQ_uMPpjxb1hV|#u@^gM-do)gAx}ghzUsxXZMnWu-M)wW zs)Ql26=h49emBgOPwM4iA;c}s#FY*Op2%rP8fIa&v`4>|honHBtpZZ|p_X zO{J-aCI>atB6H+!=<%}0k#vwWg(+!(wp*ZMpNj9~2<54|CA8haXT+-qV?T*}i|B}w zkMkoG*kZm!@N*e4783LiCl;UnJfRpbOh2@0cw8JPkx4oC0 ze61wc!_E}@&VkAHlkUsZi@%PLE3^+cU>N_k+?0ZM`KpsP(A?4S1~90zOnzJE#WQhE z;^R>?sR}ZQJ^aAo;SPd*vyJnom>a~f{?Eam6~6IPO^0P;U3)pXMXL?1B2#i52m#zW z;XDm+>&mG(>m89~*1m#?mSZ>^YSX zVGtNWIfZ!&nD!(qGb(=Z;PCAb>a+|x*ApWNEx_F1T_U0Uk#gg}HOUxL*gzRjf&)H-7W1_~q!a=I$0+phL+K=Gy}? zf~t-2tu@{a8wi9LCcv1n#H~q(MyHahdgs@okzVmM6H;Yx^fo*dOC4~rRh1GNKQ@e?XHb%gjLM8vOmN& zotdEk3L4&c!(NnxdVXXc2kE+%cf5b|YwxAnfN&M-kvYIKhKMA(uBj2sYL3O^Quo_! zm=+Em>A?&s_|1x^Fb9z)ZYDd30=9gJNH#DiBT%)-+@-%HO|^6E#y1u}J%lLL09o}i zcFes=AW5M^$r?$W?&Qr_kfl5XY{e(Hxs2;IO6~bez&*`Y(DN4dnI08jTycs;bMEU^eSre7M(EE;= zoQ#U6X}670UR%c|pSOi6wNmN9l3~ zAGp-kH267bcViDdS{ooSUn7;6?wV1cQ(5~~Iqp63j$6+Q)w&gFZ0wv%#nE+_nl z&_#ey_PGfqf>;6vZ}f!Sp2cy`Pu&nbinH5fB%=Gd^!h=gjP%W3qXu7f$fd>}kJ5cy zW0hUgG8uSs+)E*xbMskr?{is?`D{NoThjxx*9^z=zlPqi=5SrOuyOrB4?EeEcbmN< z8Z88$@WBGe?1Gq@X&S~1>39*lmuuLrHdv&xnfS~ag4?faUPPZqj=z08aK=xBXf`Si zr~JK=OS(H_jc$gRm-?j>c_({n!FT3Hirdz{f{h*>PT!BzVJG1$UqU|=px|=uJom~V zzFQm*GP`Gv(tGI~W6O?XwK`7~5K2@(=`dx6Dv!zi{^I1m=OONr_}gN~ENtA2SSIt0 zL+Ee=(-e?5XSSECpvJN>&rHNair`~n0{U+4910%W$$5dxj#8i{mS`Q2`rW<5*gh_P zj%vcAe;3DS<;=gf46$_rlM*MC8w#g~!@bdF6^Z9j08Jre3u*Y1FVyArL$v)kCQXGHS`X zva;yph@HW0Ecel(juR)g3A~2M0&c&l;2y$Rg`nx4%zWYD0j;!}Vx)z}WngE-+9T7A zi7k|o<*4Ez7eTOfAwDQ z^6Jn`I&wce9T_;lVL8&9p4o)#th`F1zkxG8q3_&6ByANagL{*K1KNoX?__@1&1_lpzrVY7vXyEm>*TPyT@iwyTNtutShhXL5r>KSIy2x zx5tayt4na%!5*AAW;N^YP>s0ofdh@hqFLoPKXC6}_w=vlHH*h4-^@RMM4}lO4KUu6 zT`0(A;3=8s`6^*?$o)g8k&6>ho_SJ-RuxRyO+Vk1r@984|1@>L(OUlwK2Yu{_|WjT z$TPK77N>Jj5iOAlNdoQDW&dPzSSY9O7IKoq?(fSW((4D~Dz)9)WrHAv_-z|eaqJ4C5l^)?sj8I8a>IBWiPblkBYa$a(V9K>9J z)EM1!1VIEH^J&QtJjo}Y9f{Ox#Dn?leedb63W7q)UWJ&r~ij8vRMf++#Kt9o^RM+W=GFP4;5TeQc!N-~pJ_~oZVI#I*_5!=F*FR%48|(if0@h#!u#FV`bv<6N zzdO}cQpgba@qBMTKov}O=vH~&k@Po>$9b4Llkx8F$_nAp7vx={=hKtVuD|K0+1Ru@ zQd5$Ye(Ao>A2)-*!!J)a`aWdawviw?MWO2!r-njfr(g$=to*Fg95g8Wm03n^oBnHk z#%mKW%9=ggvf-dNHTlQRQ#Q{4tISuWLk?Pt`+BHMEn$gP&icaSj=$0p+b7Q;6Fg7O zr-ON(y>G(mr(@}@Y8loWEe$Y7_dQW+vtOC%b$<;JBwQ}PHkp_4Po{q1BroMuQ8dFv zhD18})x}32OihM+{7K>YS+KOZ<#>RxqwS$H*6Q6Sr~B0*F`l5uJN?P{hv}y54?Ms3 zdYqy!<~_CnAec>`UO?ZP1N6z=ZS{ry!UKIkK`9oE9|*Jl``DUvQ_G{}H8pP`r}7Z4 znsiqrMfBy^4nh%BvFrqA_$2}bc0!{84NJ4wEa=@rpfkbT+6N+@Uz2N%_C}2YBZFZi{mwUQ98*o~0|KSNVRr!6& zUh8fVA_jea)JPf0IPntWt4XVXGpN79g0%8a!x3*0WnX>>RcJE2wF1*YB>`W6_@6IG z-=gTRjJULKDUZ9flld-=t3y}f96xt72T_TQ^-tN8`k7t}2z;sp(@V9tI0FvlV*wk4$Zi&8hSs z$)nK*;f$eKq40i&3yG8d`;i?7GE%>fF(yS@v_aa4n&4GzzEsm+#QawEGS7Rl+Jt2M zFEPKzOj(_cVH>nz6AfqRNesD!j;D5$10~}aOnQX$k?*>T{VWXKR*%Hj)!f9kn zre9eJREpx$(^HJkMkgfU1n@?PccNu<mbHRt3k2%yDlqrH1X*>XChI@?-Bw zCV{z^-&lf72m=wUl{a1(BuNue44WiEEa^Y5p}Hl+%_%o&I61rM)$*gAK*?IU4(NXE zN>KX=qvU~C&rc5nnwk)iMp=gA0uEBEsH60g zMXi&MCF;z^#KfEntOJC$eB+CNR!P)p8&?;4`)@-e`n8Zp0vU5UYkt-0jclE?{=3D> za}#c-kQEpX3vDc5PGz0NY_a~>-@w4YbUyd)A`Pu^U>9LyMv1jWYX=Pc+l5|yTBLXV z`}!kMaYOTqR)xvMf5_+1aQMOYzu)`+^ZfrmKMs(c`(#rakt3Mc7&|&Sn0&K-`($fq zfxyB}%1rw9fsc=rNyXjHgp^4`!O+6Q$cdCm+1b$P-`_}Ce=`OCLEYTg$&8ePnVpnL z(!|`<%;`U$rEHu`9PDiW4`FW|7UkM~kAny(C|HEFQVJ*n5<`kuv=V|rhax>ljHH5s z2vX8RsDw0#N{Dm{3<}anNDL|90FuLZKZEDI=lz`bcm4i3*Tr#Wp1PmC*IsMwecPDa zx8S;ucDA4qRb?{Ftz>WO zU~h-~s}z^8nuXmRIEJW{=ou83@Fgo7_-Pv9OUQ3uurRYXx8RbOr}=XQZscXNGCq9_Y zxc2(eRI!Y4rO!(x|4Tx?myXBg(jkN)>>rlWwIru`@8MeN1#)!xi~IL8N?TG@qo;4% z-@L$-NPw+Q=LSEy&%ST$J`r6n(b#e*n+#?2NXC`^)4K*vZ;!FYFb854HK)hca`(pa zjBBfS_t|^j-Z+ld8+mUzk2(AtC{d4>c&r#NVOzd7!J7OLPRjMWGgC`$>2xNbun%{? z{z!|r%QUKxfATZQbLD8?!^QoQ17Lx{&Ud7@EsWF*J($UfI(6&SBw7xm#jT%UQx-jH_p`mC^njr3uNrXw0?d&dA#~~)eFqc^6J9S*KaqQw z1n*MZS*t^FTEsWj`(#6O^isnje&wGPJco;(82nA>b3%E;_Odmdpn?B}?^0IQ_#2eo zKPu~XMg`g`aR<3C`Jjsi(6n?WAel?@oUYjX)fB<+yFf;KaZ;O40~?^m#lA%6#4+bH zlDuBnCjTsuyp0nxcJS;VY)ct!*1*uAz}!a7d?eUJwrv`(T0$QB#y9B z6U|+?%bVA_nH}V{3?g57dc8T9OonQcsgk7h$@3Wtu-T2JpUjlvl&|ID^lRWHixDng zJ${1eMLn8B;+$a6!81=Ch_QDPt7146_AnWFh&<_iNa0Jh|9s2tvW9uud&dI9ksIT^ zy)opw=mAN?3>BiCTm>0u>F0MDEy>xvQXv&5k0Vb`iZdfu<*U4c4%by5EIwg4ei!pz zvpvB9)aOrQP{?FsKJ_>*KHrBA4xpK&6iljjGjnh5GF4dmqIB-~qZRT~is;>yA`+K~ zu%+OFl8*@L{5iMdJ{7xI&ffJ=I%ap+kwW3W# z2z!6qL+WZ!Mk~4=Wuk*Oo6nwz^=ny=*jTT~!%zd^>Uzudw~pz5Q@W_(0D) ztHYaW0?RxK=icz+cuL5EUqPa6ORhsG-j9eJ>09a=ugn6TA4~usz0Bnzoj`M z*P}+=|Jz1`INSH0R*OH{{o140O2gH#+1(Rq=U2wiMk{|C>WFAD4D1>!ke%Z6+8%&WxQ|i^#~nE262HxYJ&6Hb zsA23XCiFJYoqof>bSi!LzP>c8b&+WazlUSEJfKOc=?E3MCVyO_+wo%Z*2h|!fyi;W ze=2K^sh}w|ejv|De!Xw|r(p@&!sqAk5Dfh0JW->PGQUNvs!r+QCR5nm^JE|E^(Ut! zZF;VrNm%S;EM-+7zcDITah%79Ib9ZLSAKIXBS4W1r$GsA-I{w+-F$9>Yei5Tx^gWbmJzPOF>He*1H(}Nc4qW@93OUUs1}M#SvCMxY6yS-2uds?BR-&b5k?$ygT) z*pxEgcA!{fqMk?mM<}7{QD=ZW-csh#N8hml833G#UOUoZi zeP;2AM$MD`HP{9rCeJ(JLWQFq4)x;JU0lh2Q_;$FlVcGCX@TDUP{Ile)u~l@JoA}( z5LED)F~6VF^L^qbLxV4TWPbwL@_v@H4x$z!);J|KS-wiP4JJdkDt&$Qpnj_lk8@uPRnO~^+-g&HzM`y?$45F>XVA<)P!NWUO z7AWX;{74w#krdstMvR^*vOM7U%P0lRuQB5ngKsTVv*R9}XgGM8&9QnfKNgUpKGWAo zg@U;wPY6=Z^Mjv4q^D05T0}Li^^`j$P9ZDAwR38$OptdO#reE6`lL41vjL4*QA#`J zJojYpy_BP}x2t7Jm<;Y8v>cuM$fO@muwoD^G^M9?j=A_M6x%@Yn9!!M4S-O^{n(ht&AOIZ(v@4v#ou~{ZR@NRx;!Dvr))YW z+!8EgRKDrhz@C0Jg!y^zRLebvaKgfYJlA79k7+f>Poa`jPMet_H}A^D?MNOxw}GWc zOf5$Cd97hPHJbw&7yXYMgO7}Y6kHyj{kBCWCd#87vAROA(0GVmRbn?}bQT%N5^{1ct1hZQ}2Wth+6bnG6FAQ28Glo(Y$~+2%UL zx?(bFwI&pmT33x(4Kgb2&{QyRYI=Ykd>j4mL`R9?sXXheJkM)WuC6ax#^ux6PylnN zg}H9CC`S+uDvC<;;0^YYmbZn`s9f5eL`>R)a>n?!`7dHWS&stnJpo?#iRAh~qywDv^YBO-@vsG-*SrrGq6v)FXN*%iRv@r^G~H+W~EGP1IjEVsOlJ!=soHKKSMa-G1!Aj zN(t)sKwkT@EDnCW1@EGb&da?q)f4K>m1dtF!M1UiLKDyCY1vg&rq(rMW{+jnX5T2Z zY=0j?Q2t!p%8xggnnGUlfo|vNZ`bZtkDZ%M@Jn?y%L*kFy!8{)%ho^W_kn8)ws${x znkKzzEuW<~m9*}1A0%NzbPt(1`wc-ld6b6@;j6OQ1=AG~as@u{fDd@E8ti(sZA&okI;lL?@@9 zdP7xs<%qq9AtA64qyAE;wGpFAuIs!VDU^Wa6tfIsNj1Byoh@4ko8BKg64I>~Tx9ze z@9{KAFQc3ZZK^r4*)`S%dCx(C2k^;T&kYyh%_}auteVcX|7UrwJC+?13c<66Cq0MdnoU)3Sz{Ex~tPXA7=_2ym7X^@+GX1Lc2wvVUu z;yaSoNSw~fBQAz`8!yIwTIo{_#?N$SMZbD#-tp?y@y)fU+ldt^P*u9Ig%07WcX9mq zX!iBou}o9h5Drag?E{6&4++&qysKXuc=u4rA6etHHTD?n^weVcA<+}dQsBD#&I%xd z-FGUrX1n~?`pKsiHW!rmO@BzTD_oLLH_+x`=K964vhwS1 zEtG%Ao}Y1hvG;-RNU|hj_5KBp+Cl35EPk!>)%T30U01(|+O}a-sqbe-5XQ<%HKh{u zwDkEl_1^M05*Hgd^}aHfy$_r_m0L0q7j5{!3M!kZtvA{U*zRk}4VIc1I>Fnt4Wy&7 zwar-b-iq3XGvf*QE|<@e|3mgrz1SV|x^R`IH6Dxhi3n0C{q2231sA_;W0xZrM*vj9 zZh79cROZP~Zz3TH=9lG3g^+3dth0k!xG!-{K@<`O)?Z^Rc zDFyS!1F{OXUD-#w0xyIZKfSVhu;7+%Xju%_(6TfZnfETQ3NT7`PUr4i%4-_k`P{LdJ^;DwZ6bcXRF>GGxdn+3PcPnfyMR+kCX$i-=@`|J8Rg_EENpJXo?|Lc+ znuEFFW>^o3W#g=g3J+0t6jOU|NjRr6Y6W|_)(W=Zi7jnil^rGg=c0rz;mmGzLV<1I zSjW&)NFmKV{ai98f5pB8J-%?2;nuH_qt^Kkn6LlNyj67CC5$***e2x8^Kp6w+lG_u z6h+F6_$nmo)mXZ@?ne+%0;5R7fi1{Xhk@ z$pn}Q2>DVD(xb)>y!XC+CX9@LJUvdH?-(6!o@adA?a%JAt#@ zrFrejH}?1}Dw`x}X8}ex$(5294vF*1l&*UK>#8g3hG8{%qm5@P!ZoBq9&?K1d{XkK zgLr;>b!r*_)yaU@Mo`Pa8WpvxDGn}G+C(r(W}(pGIBWw;ML^9vo8ChqSAE62wzq!k zo0Am|6#OFV;;a<lWd+H&tG>ko9yY{Ghqe4-&!=E z;b|yl7cAX|pc9lm^Yh+oIZxZ2q7a>k)pHHlzW>9`&^b!|74Xkh=eD5yuMgi9L-CYZ z=J=ek`vLpQ8V4edDtO60Sv=$Q<0-!l?(X$y1fdo&BCF}+BfyyYd>+>inXNjUwFFKn z_uA`vNQ1s7L=p>b8W#6Yr}_~FsAY?7nUh>MmX+_d-jSx1calx|=87gl;UVfYp%&B> zf7S{;`O^OhDx_6+ytGdLriv82idAx#a7+^)FX2A6m*~IPoO~VfNSE@=Q7UZ<37eiX zP+=LLY=rhZ(~|t*@4VSt{TbT)3`Kj}VjZ2=a{G?q4NmTa1VaHv>5Re|9;rko9hzNJ z?r_sSR0bxfQ45LQ>3e*MNe^YJ6vVYM>fH^I|8Dpq(A~pxvQRh4EWBgynv+*%DLDC0oS?m;8ZW!>zr zOb#6MWe4!J5;Uw43Lth2lsa3ZOPF|z%|0z~_wL<1M&BCI?0M2Lbqt8cBV%E2ZkM2= zPaEXt3Qt_RX*dm7(LwX3M7Xo_=H7h@h4RlVHZESgxT@6iHY_`8AuV=LeZJisrHNQ7KoGYfn5K+Lhh$ zT-bQ*N7x#KGDG*d_illK%AzAy&1)(3Z(>8FFCJV-eBL3xNr0kk1hhIz7NzPYT#IzJmb?0#o3bLWl z=0AlWIVd>D3PZ?wm+r)|xRRda#lr2B{WD9-d*m?_u*H+`(o+eiu1tPaa^!Hj-})^-<07vA z4O6Zv&c8DsP_xAJRCk@2qUWe-!4j4b@K)e~qSML$8==xVy0%m%WyD7(OQ? zqb&r$HrKoezxn3c>ob@(q-HuJ&&d&bE6t37P85~MRQpx!rDne$%F@=IrKh=F zN@K4KZ#otLHP5I-?u!@wCIfuRoV)d>yKi_~mQf6{Tmx-sujaTSHNv514%Dzz&@CnH$VdjBZWWfQ*&8J6|5 z?=O)al^CgfW^pq#&XE=PyjRr?wq3af&-MfXI&r(fu<_=zd<3NTxYShhPb#=1`k&Om z##JyySrR)kjIrD6GkGFk*{}Tu4(s=u*Uz=Ec?KUpJZ~flHZ7KEC`|YCgy5Uj&fP&9 z;=Kxs7LzpWP}|TNX#D*vP}Zh%L+9kO6~4fvQV_vRF57HAJ8P4#)Btn;o*Bq4c-Cs` zu_qwJLif~Vc2>0EW!|0ty0dOijfE1PF`m+Ty#&1X?kbnrDxH_-DP^zhzn)e2wF9Zb z;)(madGR&(dQzG&tjkL?fXe-`4f+O-98Uqh8s~m|@Ko36oxUnkJDSPhxH=LERQ&3< z9=DmCO8WF9i}nWrmCg0sD@+awf_+`~_TNjF$*I{6Oq9`lpOoQ-iU4`3QpZr)2uG(RK4V(59WuFIXA>F?f8{l%Toy^<+hs+!d zpBtHeG%;3&9E%R0t{(3KLW}PhEu+x6X7a%hnV(YGThHW{^WVrMW@U;2JySFyen+R= z;t{s!$eA}9IGM16!J!0`tGCh~Ya9daVCflT%MLT0vuRMCLNVsG_G`Srn|jb0&EVd> z7)3g``pFU54|`d~EY%FfZT3NV@xecfmR%7_o=K+haaqRQ*Rhv(b?_B3=i;4Xux)~2 z&lTYt_%>=u3Vi>h$H`gS&Gd*$Og6vo@}2yb_hJY=E!~EUzKolC;RM@#rQ#m~w>((U z@&}@@A)l(Sch)u2Z{y60iI87STaO;#7;&Bb=>NUk=fP}C;_^`SBO*}{%B}CwnE@nx zq6X(7CG-oc5wjjZzssVEceGQdY(OVNi+6T>@td}0&W*zQmq()1F}Xas&#^_brn=t~ z32xjQuxzyVTZS2X$g>$2snN36uEI^#xYnI(;On#R&c2RC@PD}bYphA1$nMt= zpQFE@2)WE1)F9|RKWaUDiw`xQa#>|B9+f9rd`oJmzNv`Mo;&f&Ue&`s3;Jnf&0n+i z3y#ma{4D$IkfC6u`Qpg#5f4^Htj@(1f^Fm4IR~_SXYd`H+iub(%Z;$NxEWFHK%nCA z7D!)Nkk){u%QrFl`8bqN5*ITbO0X;)?>dfm5*KOi)s_mG*J!^3w=(&zRtEoCf04a# zK7VVRxHi3ho7Ct&A->*pP0nnwsIhub&JNyE6&Efw$MFX3|z>y4%tompP9dE0@8v26h|6@Bpa5Reza`)(1y9I_q^F)KFWW9Vj^* z9g2|Im-rqpnNPK+()_ye&bphfhOGBtYrN#^LUUG57250+SR{6}a#mLhLUk7+e{bLN z9lF2C+}rrbwG{YmvAW!CWbm->E&E6wgS>w$1GVGo z8T{p7mPqTvO%QvJ2P_^dzgo;6oW+!Oy!_Wf;TgQB{4>vi`qgji45*=c(px(Vd=ZHe5S~Uvgf*K!+@5*&gk1B$15*H!6!LccpIvhlCUa#R(|5wVo7;|l?r}B`DoXIG?&D>eL0V&_< zH|KHjQ&E3dvj%trM9i!G_FCTQ&aNv~ms&85Wjrf9K8mqv^Y2brXg{1*+i$Z8ulR5M z%;RYJ$lH$!Acqp&! zK~&Q90v>m?ymIWjwH2(U`y~qaW8b~zcgfxmmtHNpwckurJNkGXgkajYDW{I(I|QQ4 zHG!jw0FFvCOFvw0R083Nih}wP5(a9>fF@!6{NZ59L1t0&J!!qg%b{?}{C}M?l1j&2 zY~T&0%@04rr#W5LCGhds3nb=e1U9bep!e3VU>juL0hO~iJzv;#pkDO);oQ^rFYkTc z&&5SwrkANR1^P0>5eKace*$#wi+6Y=f_hc~#pSML*I+Cg!b_WZJ?FvKi%gzC?4n0C zRGKjSqOT4jH|;;kJY{?nG;&{qr2Ndxfwx&&|NK_~C;%0{;y1y^c_0e~ynJEeZ&t?` z1R{A{!Lh0`Wn95s-Yp`}gAYzs)x9<$d;aY5bZ3oU6R_nIV-cF=vu~ScyG5>ya|AW5 zy$j^+MfkLo)*`%YQVmrc@DcNJV(zg7eP#XDz>4Y2to-Wy-WxXe!T?7-o&i!!+@^g6 zTZH;(X@D!*s~JlrU2VueKnvS_%%-uaL~)U;A!Pv;DaBvYQvQCGb~Y}=BE>1^f!%f zf)*Bn5qH~v58@a4do}XG`^X3Xadba|;PvcEmt5zWuB{P&&apsBK{!8U^*`rFTH7TF zXYdtk6Y;>|ezNLF+kBJ`s;xfgHYs-t7w$C=c+kFFO*m^2)2@uYxl3x+W)i zOxrptoDg?@T$~$EP)V^eZo{-5?u~IIdSs#qq3cgr?It%jsOe8|J3oHj<2%u2w!CWg z95s>q@#mq_>BY!B{R}l4>7GutxpCN^FkAk@o3Q+ly&b{m1M6 zNAuytwZ({xf}+WB_U;#GR!dpPJyd;h?jV+WtRQI9EJTj)_LW7(FhVZ4IZ5}f<(`s5 zB?5d$?6JX@}t5U(L_9nz`FQi3VYr@L0$t*RthJ%$cGuHLr>+7bKxFN)w0 zcxBJg&M9#9EyLZxvNf8|Boxm=OP*d*Z&=b8a%c=9f+ zUvjdmM_|k&TZk%ltnA_40^L4f=yR0989PY4P=ia>f2CJ7^x(O70|MZWkp(9RSa+HS zUUB(jHMRI`%Mp>nYU6CvU?PEC#-$dxm^qoIJ0634T$~w#OIHdS@cf#I9>Wi*y_i{svA&ihQb|`2LC4BZLfYXrtzKN@oFMf<~zPk8KKrdGon3yUhP~UdgPvw93 zAVfhk*UjZ+l$4suE|hkjesSwa6I4HJZI?@1RztCpQKz-S{*KcAb^CM6*Qevet?hd9 zkJ)qY&=mltvE8$u%PjxHUc5MJ`E3BUb^wv1WTBcCii6^XA5@?DBu5b4u5C`dkPSVk zRy1%EvQs%d1=YSr+g=m8QGx{d+7*MBMl@_m^X;k6ZrZN)S?4jZ(SjudiQowO?q9Mm z&fO{1`5Oo$8!G(4&QBQd*4?=|+LRKc`_Y=)VtomRkG#_1gY7;dK(b@J3aB!0{hlf{ zl%^hk#j5=n=s0S99!N>mv0@c2xAP}jKF2iX{EZJbHCFncc>PP46@km4mw#sbWq$;TgkP84QHRJ&MkupOLZx-(y52x=V zr=>R;cOFdyDyb`^$=~yTE@UxyDudrLw3{OZiyTJIZwY(`(V9f&hm-1v1kzu?6Ok{9 z9+6o73Hn5uXKf2Y8Y7y!(vI5bj;jEV0c>IX{Ort1sAK$<**ZAaxawNl2TPNV6R~%u z%hp+D1W5QV4Ow|q-&tD*antNh1&5M_KOOshp$MBsl0vWn@@~=x&4}5*1Op5MD=3km?mj#ki8)0{LHeyP zp8r89_T9PPzr0j>tlh&TB5!{H?= z=7&({Wq{U7gzPrcA$W6sAi&x?HTHuK=j+*W@myJOV#`on$-UY9hJ7G(^{4r_;w(#% z#LFT4?^kB>DlWO*y6x{EI)zM&8rY|t8nreD)xx(oVHVtPp38KVhpFA_f#@zR*`Y0E zHQ>$bDETAtKDwY+{L!_$E<-GOc4mPWuU!kv>Jq(24I)s)wb9(T@1NWyy}BZ9_JeWU z@u3{raHK73cB0={uoCur7d9-@m-=W4Zl<`XI*a<^V8QW4+iJO~%=bZkRbS}5ERpk@ z16D=$U>_j+>U;4@iufR@ZOGfY;JI*}AFR$;2Jsy63Ly(?oa5UchsYY6gmThl4$N-% zT`Zb0A!lchMH_NIcJUa>UdSNj6}&HO5}_}!Ap`F0ms{P zN)&etpxZMYB-YBeTkJ@TVS!^F7eWDinpAIsYlE$+NOlQ{Ew@|>GBrqy?FvGpD>8)= zrmuTIcA1AjjCg4jeW?UGbRS`bEl%#OLjF7CcLU)eA4pF*zz~(3zcI0@$zN|P^if|I`aeK^LJw-4 z(@ntAry#pK9Kq)m|DZ_?$=Z!FdVm0y<@bLfBah^o&yj-k(vw`t9E%wLj)~6wntzl6 zWgK!Tc5N8on`(LR6zs4WL=JrT)@k|dpKSwv+xJZe_=>t)(2W?e?`Z3=KLzVUJMds) zph#^!`we)%nKvnBqlhYu@KB*((wKt(UY!~ZQK|YveOoBlnBVPB?#HBtqnz;V9EE{-R8=kWxFH+clTRrAKAAZTclXM^9qOh=$yCS&j zE7qq4M~hYEJoR=?%vlbhR%}TPHfxZ@!QrTWcR)7`5kLlYjSw&i<;hS4&HAge zA@~9@V}QmaSiNJ{Lw51RGyOw>&r zD1aSzl004X1JybJvSW~}?%LVCg5?CKSkO_i+iQpW|D>ny`j36pd{;NY9O5zH*zgH# zWakU*o{=P|+y@9T3Xs|WbNrnW?y|nE(}_u&O3W;oI~ad_SC9_^aC-2^{DP36jP3)L zKzt!mgeDo$^H&o;fDpv9F<`WNzMCow0D&{(?>i4uxNeuZ z6(G0`2{+S?$IA21*#QQnz;WMv{#(n$H|OT!B#$W@JdoHZLXUC^AolaVH;$|!z5#<} z8Keqz$2k!_zA)8ECDLDct~*45qh~q0CtmuP)AYBD2tIWh75h)iU6+Dc-dlB0T}w!5 z`}zH&BZG2km`C=_>jkED;K;uCt5DuA;zm++x#wNGp(|a8HR)%)T($C+y?U2t+&8bx zJQo{oc+RY{ZVonKS!&xGEP8=?AHEsh_&m9g509LNkYX7?hL;&TCG9_#+J>89#AfyKJv8yT%ugtDO1@~M?Y#DSl4O5T z3ZRj>CEhCcz^J7;r{3xV4Hzl6N%{Pns}*6V`i?$?Q&=7L1(2kE=q1@2DRk%+k?$-B zg@sBAv-%*%aZMYUpf>Az^ZPBPP!K#WZUre34U+6=-5XJh&-F1(Ck5~A-mQv?t=&pDtmT=pM0KKY<=Tshu|V_`}184xdPT`@z4V)?_pUIB+KeQ>C7aQ`p`F7tTI5 zseE9H^uK@i8ACIS2<&kC|HWNxg1f2Euqc12);2#~;lk?dK@>A?F;KuSdL#wKmP9zzaaUT?^mw@{zw5=S4{6C&0rRBhZ9Qu z$vXeT#=IkI^JA%t5F@LsUmf*ciXeQ>@!OQ(_54fM--+Klx*RXQz^Nfbff(S;om4iE zMo#K2v8K%T=az_TSr_6h_f$*w3-3V7^Af8u4@pfa?XStI`6%^=(v~Kh1XB@by4#y` zKMoDzES*5SvvliSr&2@cl$q_YFRkGH&fEOYagm)bPas%H4lNwDuqG~2H`$mJ#5FwpQD@A zm7*L`9W3ZiA$h!0*Xm~ET}{elpB8hqn1%-*itQKk*1;~Xnrm_Ob9wSED+aPkAbefE zRik_J%Gd9Km`+8{5mW=67*4eT2gycH6%9O6ia9nGPzx(X9`nom07qqm1dPDZxWE@m z_rM<&;!^2wmHp$XWYbEg*%F`n{`c1YOv+cY01y{o={5Ws^jCue;M63T+b*-{(NSZO zMj$B}XeY_pWffZnPxGDb{n?IEb$0mkX^F5 z6QmSFsaBuAoi(Ju?Cd+oyy80fWh7knbgYQkr5FO#e^hPYVDqmR32LCPYOU}-P{zJ34*M|^RA6Y|==kC-!*@yS1Nzpw=T@CoHE_AP7 zgQsEc?Gh2QdeS28vhC9*r(6Ik>7t@r4$BhH1)R-gqx(;5 zP0lXqv-LqL9!%%l_xXWn6J1BlxB8wY$8eR5UJ9CQ*o3kJWA;%^D>fPoZ~E;$Y#g*e z8?g07iT>fMJ$=+ZluZY{8XQ>GK&PyvCx5cEhkWE98Ik7hmt=Cfh#wMCGAe)iX^4LD zbzXD?esx|kus=*fKydyc^CnkH!6qn)b4kZtelf7yGj+35bg)VC(CS0Bo$lGnN{xL#N# z0M)gde$Pra?aQK6MRIl)vmA;G^1uYCGIPIKg=x(*5CgPXQYOSnZFPYc$<{b^alPLDK3CyiOiiW?&dOFF4|Wz`Lh+qlsyuIF^wyG^IKNmyTWr&~;fr&O zBp+v<*lTLUk+Nvigg63=`AMB70Qjof{LUM_rSMz-q5g<-n7>?R@8fcFGZvl)w-+w? z6Wr2YLl$w{&z1xcYxpV>>8h0e)eQ4@7Ag2Ei#*jK>pshv`v{BJ9gdS4Cw83i?zqul z2_fDTq-~~MERotuB=3;@+DNNoS$VL2DBq{$*4?mK7SbW~kCeI7d65u=FDMr@jC_Dk zaLpg!yzW#dpt(-g{qD&BI1K5_?R)VBi;~8y2i&0|YT$6sMtt7l6ucV2|cFQ-Z zc|z6)nOrQfX`148ht~hdnc&i&V=72}hG}=1yuYp8J`Hp2IyhdYVO=1Duf@86 zZl>QIP6O}lN)h!Sy!heVu>Wx@W|EqFw2}x=?;Nh~^IqK|Krc8;(%0lyhjC_}-97Y{ zHWQS^X%8K&{)IcD&fv`W}^J~}!mj%mo zv8;;-2m66>M^{6t`-t_^w&im8XNz(f5Ju&eziFpq(Vvg`vpupsQQ*sbnlm<_h0|l9 zDkd-d`hHe-Fy+Yo-(HD!xyOX$-@vK_>s=^Vrpl$eRce+#OhG3#+^#BIr%~&+$x=QB zm=JN})xLT$(vsaV=Fvq%JqOk2{S|~u)-{?xh;67dy}ZiB6949uf!$>jF}+~dOy`vUDmt)~`=RYy@6{3N5>GY7 zhI03}!Tq2gTSgpq`<-w3T@o5a`K?*M6dchv6!WJV zD^n7AoJJ}|&;L#pIF8qD;$=oo)dNy)-|jc_10{tHsLVa84^7(Wob`Qx>mUnrqyYqu z+d<$naBF%*mxUo}LI0|_um_Y~VAGdO9K6@pACJ%p)9;2!jOgD+mw5OJ^ovXa1&L!g z$r^;`SC31fD}+v-8-i@_G{G#?i@03$JZ;<7Ko&8{pZlED<04@<5ODGZRB9L-D=ogk zhzC#~N2ny=H)=4AkL%iy<{PiAb?En%d3)uN!^rL5=a6o=Q4;s{7e=LY)11yJ8mxZa zv(ChzZ(6?J@_R~-h0Q!Y9&yaINKp=MEKT_`cr{{1<;An0DdKMt`cBBO2hf#2!B6mx z3E`Mc-g@@ktY3jvEYP8)_Vf)$(@psxo3h?6y?-)4Bvm*P_X;#4#oY2FwrT za8}T8o=hmG633u8LVW7P6O1!^y@JkMO2|g31B}|Wrf=@p>hB%-@R=f12pYra>uRiA@dHQ-zRTt}UWYx+1 z{hWOLtU71kJj(l!%yWs4+@5wpn8;IAM8VGjws~lnW<$MRpr#!q*@J@mCrNHv?wQv{ z_c)8bDn!Tf)~D_%9Q|l^^%Fb@{mGW(SBebhI6(g}^(*RSH%&hz)EKm~m?-M95s1CA z5c;oJvyJkGA})jt)gDBE-sO_Tde-I6{DLKa!XDl4Kp6qU2>FH|Y=0>GjvOlICJe<_ zQ&JlQv-tzu8X&wmP~pJ3{Q4*!dW@0wah68Yt95_Gsnfxu|2JlXM4$Ga>q4G)y-pO; ze5?|Q`F&LR-rVvRF*EB0mlM1k%&J8ey%R6z5#8J@89yn}iBV`0GQAu^9DdTqrAq+Tpl~BUby{uMU|3?B*K!rrMyDv??y#0P` z6KDbGEK$gQn9S00ToKxq@7cwVdF1k0qLAo^bTXU*<72lmBsc_Dj_2^=zk+E5D`wfk z+-c0X7cEb#>(ozTu<8QNt_if#gE#jCiZivZJ2Ms=KSs2h(tnq69yk%FL4Fe@Yyt!v@#Wo>aQ;b6ZAiG zDV2o87o>hlDP{y{};dt!oJv> zNVvNI?zOttepj05=%F>*ltvwC+{=L8-Eb_@mI;oW@3}`W4$LF0>uD<+-yPYML@eL8wqeLa`awbg z`Hihl`4NCXlqRl@I_+7X|CrGb>PpZUx=`Dd0^P(+(432I1H zShmIihvE(fk~mxnP|+O%mX?}3VlE;p4;YFy7vRf!F;3Pd8JIGv4KNu@Frr3eOy-RukP`k! zs)k%P+m-Onq(~5FHh<_sYjKWK8%+^mOa~4>HR?xwxoa@#AO^xJ0 ziNWU1*xUj+y*lX>~I1 za%#q}5UC#l;4Vqcd}URZUTf>uyyNlwC#?h+Gs{jbQ4`&N44+r_>oZuXrKc`Ptc{fg zKUjB0B_a*+$ct|HQ*ld+Q>wya?bm``ehE%yY!jYmKS;L&+C6xrfAwD|gw-7ftwd(^ z`x2aZdyN(2X-^k(WgJxcz4-m)|`=OQj$SEy+aS#l}ms_{la*oItA@-biUg6E#$1UnQY z4)u{(`*3;;u&QN;P$DF^fXvigFlUmC6+qBmI8$4h1nde=%i2hdKfm~oC<4qZ(KFxf zO(CRx=7&qMuu&uVr(mwam`6%;5IwYu%X)Jt{%St`QSGH+&$qTycq6xw$F#y_U-S!7 zK#>a{^qdBq!eGnr^oBN;+)tHAsNl-B95cLVHf1F)HhBzaS z#X3mLEi+}eaHIEo-m5?hU3Zc`1)`PX!8#$R{I~8Rxnd3}cu${@LFrk0S{w?b+zq7V zUCv$rJ|20yzMd3gMsdM9&{6w{nUj$lY$3!o=-D-DaKd97I1hrvR)Wh|wnbK;4NQ1o zU9NUUexLq#w0bEsY6zZ{KgWYB4H)?J?Jv+EuaEz>4wl>U>k?6W)-VW~-%uaZ_M`GnzDPZa;EK$j22s}xO^C)zG zqkujTw?^S*aqcUK;4gN8N9lz;L#ILcKU zk!@H$Cjnk8101-n`*v8?%OanD6~ajR{1cM=Uo5bUydA*bBN=7|E4i>+kiu*nvlV#5 zf#Z$>^wJx`03J_Cb5%g@4Z0`)5?Gx_P)Mi-DIg`TBjzCf*1Nl3Ke@Z=A<7`Q1&@(N zV<1ngdtSZw?E)6|$J;$|_Oszd6|oUGdr z@C85AZ{{6`Dn_1c1Db&Hc_@hz^mNefH3)VGB2H$0Aa=7C>FO}}7~cHp#6z6n>M?2Z z);hE>&DPFT4&hoAmt8QG15(r8^}e?s3uecLt9-?UCxXOqF;b4N(h5Wim#)4)tTAj) zqc*?q>JW&P4q-P~jBHH!d#VAPo4A{!?~U_2kqb3Y7i^Eb(By4 zezjYZtqf^bk{$J#{kz52<0wK6(R;k#+U~L$DrZ+(_Y?f``BE*#HCOfyICGY)3#Mb) zW^5m-_CKB1kZMq7K`L27YP8{Wiufk;%Z7+Jnq4OYOJn)ux0bYLqayDIHYOb#QL2Zo z3g+~qMIwla$uS;LupxPEY5#^nMG#EZS3Vz7h+h5qM#=vvOi$u;pDoZ}*^P&GGoG`N zyAAPcFwsEBrTM|a?>2}P$LDA{c6upDvIH+m7;2@PS8$->vu62EZKT1x1=%jS9_zeM zU3o@%I1B88KjC2hWxB_-JpVThzca=ff#M5268@!j&_9M z5>cmhFK*xQjQHoI1t*TfM;5;c&ntubTNfrsm01>0#iEJOhvqhw8g1GZFA#yWB@~G4 zm_87lH|(^S{5yOZjO2*<=I@_q>1FwOZ6^04UEcFJ6l3m1=rw9QJ%?bNKZ+u44W`AW zYUUa+C=X-%;m4spzDjGK<@3kjT`&>dYnu;`im}Y#C-p zts_q27Y7+7qEz0GS!PEd$Pp*DlgLP#xH-90$f=9@1&u&m1bgCM5EiEW4r^5I3aS4| z$$*%{#j_$vURDBza;IxM~)e(&04_Q&tN#S@f8o8t&l_P`q!*tmyNNCN_UuClV@p8LxI z0&e6H)GT-(@>#~9a1#1-iVVM~B6R&`;bO%9s)<*yOt{Be$_Ya3+GIE*Xaa-yp+r-_-^;6c6?NUriYHNTkCDntxY5vAz3aM^&DQG0~F#(Btys4lD@&{HUzh zFoMRq^uO$i&~NRjNh9d{2^@+5MIV5`^9%CqRWh8J7VmYj4X72JH=n*g2F;z0|21%= zaM%MX6XL>rNbi&Uuq;6`yyK-Z0Shroa9Azfyadw~1Wo=R82}4Dn-xd5y|9*h}rPwZ3eEg8`&x!OdL%ctkczwC0gz0o|l|`2QN< zk~Fioku$j*CK5zF+q*j$UQ76X&91tV=-07IV8F4knn2!gr2S~eHu!dU69|#+H`lmZ zvfeGJ>k99~7j*8CV7tbz4xOz3qgZmpVbne#rhURs=J?P3a1FPpO+N=Oa&m!-dvQ)< zefSVmD2d3(EfC)17B4uALXC3xFBzejUoK3rDHwdtazAbrLS{`-{nA8T0C6@&$oFx8 zqGhC6QvTA_A@Xd?CwtGYub4E$l;GD5HK>s#n6|g@{r3p>X7%|yt0$o^cek#mgVMr7 z=m3OfAwcAanV7Tf@D&3yb@A!dBRG-4L-#Ax#(trJICon%SwxxWJG{pPh55KL_UA8l_QPUZTx z0V7jpGDYUhWGdq_M}{|0JkPqH`@W|0yv}Rn?QmLNG}(+ln0|zraZq8_enBLw1_2X6jmY>Xise_&ttCdy$^UJ!;a4A?%f$>@5~Ff774(!rs4 z8tMm*hT$0s43gE+$ZtT33ZJ6!#t-#djf!+Q4?-B2E<{PxxIfo}C=HpjH58{>&@4uV)F5e2`e6vIe zV9uEp|0c2Aci(Y0@#D!SpCMN^PeU4ddVlb_(IHKW!sI()yD(RbE_?|w*y3YvL>lB|7J%yM_ z;S$hLx~}oV!TUGeB1xsDORpXPQa9na;e4N3R2qk%`Na*|(=t;}-hhCxmHDG_mRexIy`HZf!XTaJa+6Cv7 z65pH(R@w$I^Vb)*z>}UrqR=Mv?=`fkO{86+$_Z_jN%@626)&KB8xs78$ou&C*r9VdDFTciw5t&K79AyQ`VO;k5-k z#6#yBQE&MVVKV4VN!MoT-QKq3R0o$3&8gcT-3tvgc<( z76u`+=IqA-Bp&eI;VzkQ2e}d8`trUS1$MzRc=x@5#WuZ#v2MK)J8D{g+`fW_kIgW>^XLLobRlT#m z0{M3;9!gE*-1qHOQeAp@Zf}Qf@V(DlKe=RYvUw_!dlGwkvmsi@n)zq>g)?Uuzn<7h zCC)3Xr$H{!18xD9J@Z{MkYTp&EpM->`x>IrAb~mvZ8adcMWS%9QN`k^#8U#KreI-B zr6ZXE{NYsP?lHLuI7>g5<;C>ZU{IxT%dbblGy?63SMF12mKeg^&YYcz{n5U!h4y=? z;lhaoV1nO@+m(iFHY2|wlzi<@T-M2#UmGFsW?4YQVCMn>o@JacylHXpu&Vd<1%$r^ ze2G_X`!c$)*Y2oJkEa=_)+|%vl7j)Ca5d}1kp&#S#a{CY=_Z(w#|RD{Cb}y<|3;>9 zI$B)Xh5IQ?na+-Vu6@rALw9SfY3qA|`ls{Z>K^xqK%nf##Iq_Wi+@78wu}<-;FZ*7 z?e;$3e4lS!?daUPUoY;SVOd(Ix8d17t~ ziF_L_7oZ9#S`2uP1FcrW;2@tB-L8JZu6oZdgGxCA=>UL=VClp|uNTwP{t!6+H>amj4~51dXh^?{P-L|e zDlA57XoyA)pBMK?B;rO^sGbY@Y@xye0NCM>cP=cF-ihkdb}Y){TWFu1=FE7dK+rim z2gRVNn)6<#%|eurAkQxP%vZs#c|-?G5ew^eVqv$&!3xcdS1QuFfx$NCm2A^*zds8q z2A9elb^BkeMg1iygAn}E+7Vo|2+#w+P}y%$5B1aTI6W_Kpq=MnHuLAsOcFP9Z3!WJ zc4!Xn@+|#A0#Z{R+CBOA+XA3MU2-O>O26Wm+%Z*StU zLnUTSz;Zu)RwT#*3U4aKNdF;@i(5c~q7m~4TFY|0y!YVeT$Kx@Ao_5e#4!!%o6$9HcctF?%GKngv-I&DOb?(=u zx+DvYK7T&FgAZRFe6`bDn>W1)p&$sgJ1mOdt)2rCD=oyeE{{xBJJ_>sW`Q~(&9}tV zS*2ZFHF%oL-;T#GOhC5~g&#tj)r6XQ3K?`beQ3hh1J{}!y6qpiP? zD_$NvX!f$srNB=qZtw9(gSqF>iSzFOl@ClvU`7a?U!ZpXg&B7JeuN>Hz6LF`|51ls zdHmv#0M0=Mm<*5M#ZCW^d4C(kIX%#N{dc(m*cJ`|8HDqIer>=5~WzLO15ghOmny z(uH(l6QE_XdKbQodN?`?WIyR0+;H368{i;EuwC|Gsq|C(zaU8EE}~3@b05t4t%Sfq1(yc)^%nMT8-Bx${?J6(VZ+ml7Ln9Ovw4-GhF?l%~ zhGCCNSa!NzT81<6;21chZGzmXHXcmw4GB<5s|Hu0b&@-NU`VR6;h{I&<~ZU3>Or6d2M1xP?pI0 z$q|)$N6Ajy{w%YaXv9f@#+JhaZ%=McPF0Y>1{!l61b2+VU?2>0j6Epj<0hB5-cDH1C8LHWdRr`ae?XtzJaHE6Jh zu#`DQ)VNRP?;d(jl|S7pDPsMI@cZ!7GBCgJFIgN|YUvQ;Niz>*3UFmcE6C_jiiw?X?E~ zg6x>zQH*=OX>yoc?jS;Hh1nTUkDda+Bg)E$6)A(Dk=ohcvU?VGigAxAW<@kU8$SJC1q5nIgYuLi|g98(&#P@zxY)8q@Svs zh<-Bn4f1_feq7KQ9{Tch=u7fjh^aG$CU|$=1sSm6zz<=)m zeEo&|`SYWir2LYr=@%yY^ne@y>1g@+rt!ta^s4m(DOlT~M}S|m*PH>h;{n_zh_E4Z z4+!3=RpXHI5xqE0nmEj;W6|KZ3>p3g#3rC(kqd${>}@<=eKOJG$3eb>-K}`q<)Pro zl-W$XR}XYjS>iNk?S4FikbBsxk%&#JKM}tm|3}TSefT=?6rde2p&X=7%7{}KPxg$N z?k%aZKgHWB6{osto;qHTc}+}y5vh_RGMEiTVM<>L$Dzx!AaFZOa?WEBK;EV62d|qi zf{t0qAsYm6MmP&a-my4nR4W0eavjia&$TJdgPnbp0qRg4emv(=GxpHto{AUeYct>= zQpZqq(vR6YwSXV9(2K9!Sa<6X2HfNbDKl)52*S3x$0;Jex(%pUz0pNZaT zwW#Gpvg4}SwL6<2N3T6Gn;^z&xtD}1RXMf2ZPH5MSgZ*p*>y4sBp#Na00Q~(Zb-1C zzc7@C^GhQwl>B&zJ+1+ZC3!y+NC&Qvu~`K%Dprpa8s=yjJ_Y*|I!oj?%!Fr0_=uAv z%QuNoE#+}k1sXj+e|)CsJU-j+$2Q6u4Qe}#_tK?pL$X5yK!@bk6+Vj3jyCao_K>nv zO8K`NeWXjnr;=Nhm`XOhWmB=$KXR)a3laTQQ1r0BZl`pCYQpvT4^tYL^KwNvZVyB! zvB~#sko`7&CBHxU9ua-8kiJO-{jq3X5nOT^daQzE>G z3W)@uA%zl$d+5;pVYkTve1M9(F@Vk|EI}kqxGZw~Kompp4z(E0h8Pbp9g(;&a-XPKfy@jsyfz$F*(AftC!r-fY6wPb= zlbg^Ai2#W{pG|MeC#r$C#L+yN>cc3Twx7f6@`3?NSHpe|+AgJBi1632wwS&yXzB}DKBwaGm|-B=~y1^?PuJ0HJ<=;XDg46v#*@N@?76O+-voBD6N_~R^BhP5Dq_Zppj?RF@Xj{~hR}gJn(%k-w8NqioDg~Iz<`5ms zAF-SYbb1Z2$>P7jRy0kiT^PP6+1)EaGp`_^nkz@^ z;tYnIp>s~!@)TO!`S#6MU^8fOil+q*ZUD}x?Dp0rlo%H-FEF#PNVoi>g*I-r(i>#O z5<~X!UBUp3&u-S<*Lsnzs4-Jeia3%hX-V^vg8%bKmS%?b7rzeNSf7HQa-PrcE5$n5 z-nJBIz-;DaZE{GUzp>G3ax@vD=Sc;vfC16SGo(DEiES=)oboh#Y#Ofa_h(>fdCA}p z;tM4b%TFTDlJU^YC~R%D*l3LLt#9a9OdmTohZAaT@>uthdZ#frX(eg-G^l1>ve`^` zu1hHB>TPrB%}7ZHM?RKjo)y6UocXY|!kN_S56Qf)L&JyP`8@?~A3c74|CE5I3e2GL z;B4T0(6|y5IzV~jd$M4&pt+rE=;QV$N-Zm$oNgv5p4oeH=^Ubn!Ur7TP$lPAIPz`{ z(zmg;%;w26+Ml82C(ahM;9ty^U`%1Oql}CeKN)uI4#!co4<;K7w(jEQt*5_Jr|XF5 z-YBPd7uyuY5KO#;Z|sO_y1BGyL^nfi-NE_^TXOr6b!wjxQ;lX29rnFka?&zkSN(AL zuB5Q~mTvL0C?oqwDiy_&p^Uqoy0|9@fhTFayY(6L7DA0-aEHS$B9sS0bt8tI= zL$}wkw9K9vG))|_NRB4+RFR;>GK%hWiNi_#c-;e>Y_UXD&QWQ@_hF#Rp)BVpVYc-a ztqb<>`yLB+KBY{z4XJUCFtWk)XDF>C#<~k^VXgRaZND56=Nt4m5&lIK*1nNetFc*j zJ$~aB!>ZC9)=oU*3p=DOJaSBP)h_8c{tc4){Da#FaQ59VQwOG?68v9D`UuP4EPtnx zVHWVaC=PJ{5dGftXD`?N{WM(DSnGoR8(S1qj+{V|HSpbgb5E38u61o0QYN3;dc32* zxT_nqlUpI(u4;c8Bq6K;ZJ_QQ)qR90@#DJj?=c>0%>C3;0S%Y-H`oXcSBR98ObWA- zHZQ(yNI4wOk_uJ)@s4;G^Wt2M3aXp24tHqB`zf2m?_V&T#xGkkjK{vumD=}>)|Tb1 z>Q5$rckb8Z6{ExxZ)?6$m)b|=b1#nAQk%QTuDWoDC7KdTaD@tP0WGOFa|Rx%BImnnBWL4IACPsV`qdd-;kYlBowe%YDv z1idsFMpItX!wr(LLpg1Z`qWhIPVDzY54ZA*Fo<(}(+$0zdx3$8p0;w|fs{acFE!s| zVtb*tH)2q&3bLxQGy_zH!IT6+_F(-|)znUi- zUuc4kVxb-3v-RY4w6s&v*&H(|CY7ljHm9|hqveo7qwREN#xD8OFXn``vw9An-Zx@I z%EtYS3Uf@%{*m4Vo%}or4*6B^i&{}8%~LuZ@Qk09@&q4?S{xpaxvcX10)wn43+30n zDn|Lqg-OF*(Gg!PLTyovSEWS+jo8mSmPS;jbry&Sve+Z{8Ql;Jjb9L}c+F#7)ZBK> zcIPI(9g&xU?+lwFa@Fx{fvQlrtiK>`6X;XPp)30ZYs6t083{k^@#_=EPZC?)M>+%l zypI3#aIT&242lJ@-9)0=QOi^+?t58RdJgPfX~_aca^c2v+;(2}9qk!lz0gDrq za0RUSsTCo67y$E)%s+uH#LkDo;DMX{8lfNqJQoyjbfhaLs$DqyS&FW>`$?2u-b}jEw85+&X&*=k+U+UX!F_a9%{2HW@M2x&7M}z*i|Ino%LAJ^E zJx<0#K@ulQC^D6$yu6Sb*&JA6{^;IM82z@%roeA_lJt!Y0Zx+Bdwuz6%FVmcLv=;7 zn9fTsjE14%sPiM4c5No5Zw&;oa!0S+3gVEMC45+A=6q;Z@P;e1qIbfxMR?d0fHNg5}c+|O53RN*Hd3dBlxore`FkL}A2AFoCIKJk2 zz@C&nro%o6evWyJti$(sLyrza{hMW}`M+;lQ#Z8)O9`|z);W5$^+`D0NQ>L~LP&9| zmi(o&CZLBEdXi3>kAr$P1>J%8mMWVT5@t1kY{$mNCJCTwNwfgLIv__6eKnO7G?CS4 z;C*d^+{roG{KTH!MSj2K(>4X-be>VjP`r)AtWDCqFAt{!*V}kHG2ElEO+-NTuLVp8 zMlnf+euhFy>zU>Spy85Y>u+_#gf#a`!}<%H+7`%SUprn{YbWwh+pN#%_hO$NbN2%= z{N^PQ3Q1(xRF>Su*cUj&U`t@7tZJp}%b!rBX*c)jr{EHLa^07wJJf%DI_+>{973#w zF&(7?GsQa#aAKt;;Tb0U;{RANq5f+?u+4v8XDpw=G}Nn?M#Z^TS2?Kq=8FsBZY70h&XiPH86~Zm6i%W z&Ts#GH=$nx{n@<(6Y4Ou<7dqh=+Y(FPkV%!M-*z`A@Zuo@W7U0yKqE` zBtp9~AoP09Eygz&OD0XyM&(-~#JBRu z%7UQTbhhITI#EOM{0)LbS!%Gy_~yj>5=yfLC`B({>H>8zkGg=g*&;U!f)k z4a1fzsUAZFC9ioJ>o4sQH_2P}L~!0YtL>&}Z1skQi{IyHio-{Sb3yup134#MX}Rn~ z_;h5vBcBe?o)*t)VdXFA?L=KTQ1gnBcBWk{h>_j2;_Q*V32t+}z4W|~qXkQZg54QT z#qdj-$4b31OTgBz!^q;s83F?R(9`EuG&S**&$gp$q_*g6st!4uKOZ$V$K3p>GHTv3EvI-0AiZKt~|Ayg_qLr(g9s zRl;SKFQx_Lt(uDYStJsgTauHQ(nioyVWgp$#rp{gm-QBUkXWX!tci`0-);4td6<$> zbD8Rl@gDEWp`(>5tT@~~JGwpnBYD}g$7MSn7sasPC+mz837BKA?qKb;Za{1y(mp8e zdPD8O9bAHle9V4_Ai*n}FW)bzm9`cK^=?#n43x6d?5+UDn(=Wt6?TT6+O(^+o)8ca zAbqQ(mmW`8XYi_0>roIpvCLXCg_jSBi$<%t33M~>>&A=L4oPO2?!D+E`6}=`(ZiyjEcnr%dOVKPL=@O0S@e1jVv!f9xsrABC zVJx+52kAUqOeX8JW{((`XIF7gz%Xw<1+_76^v=~*8bVv0^b>G`PmfZ@PFs%MM8iFM z{jIN|_(?}MFQ!^kT3_5ViV`YuX-pn2J4l zDQc45JPCeOmTm}IUwNCW8Q-Ge6vo}#gD0WG?0l*l&t%C@dQ%u$7Yc}E`pbf#OF z*EJ=a%V1?lKAOmDT!_pU6o@Z8hpVWk`UOO$n zaF$^D;Ap0qrgcKJS%2kl`cy>z5Y6)`*|2xlX}Ma_!K~y;dHS}qw>2!X(<3#<#Wv4& z)#+o_qK9YBOZw~5te8&udlZ;|2}gUI^a*I2%0J*g6*9(0{z)r%iBef1Y^?ai(jIHt zYI(ODbmG7_(^uA|Ct4~r73WAupIP{PPAxiPsIPO_Zk^rrqoTH3B=J&1j&`lsK&y>( zlIZOWMmw5N8N2uzs^vH{^_8zImB(C(vKT`f(2D1+qTX27ju*vudL+jbQqI_1jnu3& zSKfQDyp!YkjXrOR%U^*$fBydfulzM0Es*snF}4coo1hAEWm zz|b3svFzcsypR^dhth*K{V+H>8plZU_X?R3(>x%;=N+glia{s3A9?EOFjruVa{=_u z9ci$KqVu|5H+Y}-AH}ly8_ATY1kkkGD7+-BX)%RxqWE_=i=XnxYLguVZqNY}RSw zCSyDSDiYeYzhHtMi^X2C#G+FUYFSJ%nslOn-fXxk9;5j%wb_5XOHwiV1rG0i9jI3* zkVR#1ZCLKiIycJPqm5>?zOR>Qc8+K9DqhQHpj0oD?XbykB91K0js$~z@#zcvrdLi3 zJnlC=OLez>@VQo9+%3{OKe%Xc>+qHb6NDy0)eNcWD6U@(Vp7W*%1#KE@Fs^_V z)#N_a3fe&NIDyJAu@(OVSxJ^F{#1H)_8m5TII_XWfg%*W9gy;+xHBn6vQU`8FdXo1 zww5|vVB)T-s;Y($1aD=teQ9#$3fcAboC;)y`9i21&l}ccw(gDn4TfBYOW;2S45xYt zJF84U4*kF(b@gpeM{QGjWUh+ZND1X>6OS+JP?Yr`48w@lMOkU-3Jl({5XvrG`}Ze! z3diHn?UrV!{+qXLQ?Z%q=HeMZ&0Ly)u+pn{>z5@nfe`#@| zDG)d)wIjEVux78WuF}!bX%P`}sYt4UQOqzm9Lu8~JC{SFAfbQZBkh#~_tgW(2l%v9 z$6IZh?y>3iQ%bgfE?!Ma!vJMw#*_azP5dsaCGo)`bX^Btz>2jrgSb7S_v?ft2;!WDOe3FKp%G-v zsLaMkpVrpUrp)ouCCV^$6pBXu*RNlIVS3V?zONj9wW@+k*_%?>p*ClR<~bjEGd_ZD zN(_14nui1Th1U7TTN^I%ZnfZ%hs_ON+Aq_6HXQ%sY~-uF5cO$R52nT3?n5!frOgya zO>?dc9bA|39-?fvn)`UQ#9YkRX~)tiQ_miZZiDF1abRP%ClMOphd?*K#PSR}OabkY z4FHbF6DZS8J$?*4VZbD^sR$^&BwFBHpMSRV993a>`9T3OQ>7gz6u)6H=1{#7n$Z#+ z5`9Dzjth3A_J@mm8*|c)7m_uUmExK@e#R{OWZ~td%Rz$7Iq27IJ#4QrjaYhqsl*?3|GZiPbHcOVmBhmZu(*}yAq{=7CORWW<|XHRrFfN(kV3KxJk#p zBRm1$6XbyBvIwdBJT|KdU{HtxCbJkHde_y}{rvgUU)_|=n7CpXjrKJoiICrlEozk& z!!*)db3I>XmKMU7RRRf(F&;A-q4PE73)Ca1Wc_6_*Y=_+!%*emA_CkDa<1&fx#S%) zq1p9oeYgP7@u~M$3tXDi?8};DJXUk$!8MktA;{;3eze@!`2xoJ+EL_3#ES~W?|vSI zoe|YT5rv8}*CgNqW}gUV)buSJqZnQXWc9AVv+7hJ(MK@st?cB@*j_8CZog5 z3hv-SxyDko*urKp`)~h?!TmIcQG2r3vd#A7|MJnTPXj3qe!?Y`<);L(6e@L+;fE-D z@Uraae;UX^Fpxh7bTikMuL`n%NLEwlS)B7_sWTSBo|KNqaWR{I%ZuNM9OzcTLMC6V zxRy7v)Xy9Su=8D%RE2mjs+>qPds>P!tL8-4%V-lqg8|k2{htjlYdvO`!Wm1YBWPuB zgi7fb=|5Cvx$Ea%G!+pm_dTMcbV;ooykl>*wBM0(v@OAl!o#+xaOFn(9(Ecv9Z4yh zmm*eCNm-zLQB=`IcJh5>bg@l&lxAH#ZQS?g{wFoUnjYN11T&QgwZ!F=kO)tI3+a9u zoo`pbO2au2JMrfD-ps?M&y-D>67Q5sgr73p@e}mE-T_nsuaY6$IZfJ|#*$0D%>dEP zzNS25jP)``pi0@!EEB_1t(L^?e4;mNq8850^m?J?(i1V!hn^6HC|IE%i4>Z5kx`sW zBVbC!<{Rhk{u0D?g%a;=9)3p8N%KrmO|)v3z?{_nko{cuSAK|lq9X?|s5lD_|M?ln z=(_CgAXCcUCT1vl@MF}N_7uv_5_oUDZIX^XttW|5BNMFT!%{Odwov8w&tQ&ya{Yx7 zKAkEZjN*wBG)chCtmnPCgEKZ{;uI&hSCfj@4KsxV)yT|oyz`85qvQ(c4Nc0O_8XiB zzbc45W=DjcCH(bB5HK1ZB^6InPR4=2R|HGca+G=LsoQSuiGRD950!oR7Un~A=`5i# zS#dLqPAbW`p~n=n1V7jfyLV?9>CzMc_vKM#D&ixCRln+S7P`Fy*c4X$QH9-j4}T-4 z9{enZP1xRlY!3@LW7X!Sf6B1TbuXwhI7f9ah^{S|#A{HQ<&Bu1`#8qfga6d6@c1CM zgmH{g#LShYIin^Dx$lvzuBZOKdn%zIV)gM{m{mJndxc5tb%|}nsfiF}k#z-(XJ&G* zpDA9^&onz|sBpxgqTQt%UwnGT9a*Sa%bj1^^87t*d*kKTLOE9%nK`@Ao1%y(8>XS5 zvB4ZJtesMkm3?3$<3)n8PS6;8lcdR3!-p+Vi)nK}Jnf8P{fAR?1Y~R&=sN<<4$(jZ zsSE!0GSZGt51;L=UqFg#zIc)TfFjY0@$vDN7EMatKoe2)Gk&Z%Q{laIS@UV|??VM1 zwaCg?Jz~+j-;4L7KssGI>MH>}ue!#=S{geS>yb$2bwpcRn|E_+%61787^ptpj4qxb zfFPGD#zV#XBZDdR;n52H;2Z@Bd%vws%)XmW6>+Rpo6qcvMEb^(*95qw<)@6_tdQ7s zy79fGF;O}(s}Y&_oi1iwGZ{^^hreW?YA2M8Zc8=4b)zOa|6xH2Hy>p|`>KlE=2hb; z<+rNwObv2^kC{xugo|taCuvJT$#pu5#8*=-jwxT+490hDz3-qcnV1=Lt|fNScFSg_ zVcmE0({n5F7c02f?2b!f-;SYptC5EYsb>;ZU*~+#YQ6sgy8Xnpa)+zm9ZHDgcS30U zkG(g`G@u`bMCE7wVb!Ydls%l|erm@U*P*7X0<;2C! zGHpmfM}aj_SZh(w(D{HF%&WRp^{PUeBc&Y_G)WF6fd0$k!otGm&uy`K=(28nH0i>_ zhcqd*v>59jmk%6*_>0HvO1M$M3Ton}K@@-G6dq5aV;hV*oq4sTZ7t8_;9;W|O~M^( zwqDC9V}o4fdacBpev)>_|#ekr=W}tY_n$A&F}~V#j$0?~xUkk~DLrqj+rd+Q<2J zKl>0(1b*$f012j1*%f;Y@-^+odBKD;`%3w-1>S`k$1>SO_(OK~o9hkhU&R-=ol>I3 zlY8)@2MxvVb$_HbO~4t~oz8w@Cq0iRxqS4aNoH5N++#`WhINofdJc0qy74jm!FYMK zV@Fzx&nQ7SJs`#Sy&Hb|(F(01u$UrTFYdw?K`50}hYYMP(`EVe`;YUi9FdB;-Dtyt zQOnmRQ~qP8=;jG9YhsW1$fTTr>E~1jj7m9_EBJyf-yhXAsE9^o4F-^K{r>r2Rj_Gt zIH*J(lZ_*5zmRzFd{~3`x#3JymKI6X<3Cs5ApPs=a7ahA?hVvahGSH|#ro;c5nryg z-OH=(#_nxi!&lyx-um3+W_`FhnB8C}&2-URzs)}TsI{V%7kxbd zl=8$DWu}v23L_Kma0!={k_1d-A%+CN3s4i@$@IZVMpjW)B46=2r)$!R|UI-DKYO1n-`rd`M&U^vIEcM zqj)3t!;3E`J5)j>gr&}7%)$GOd(;Z70`-SKvFmOZYy6PB4Zor;gMb5ls>bP}+j83N1+cC!D#>G%`5t*AK*quwe zS}u#n$M(sX?I}K{x7{a)ouoFr)V%oqNe@0o>%pf6gK_RflMP*>2N|gIrLP6zAA<8W zHe4{tq{xR(u+QtH3Z~Cs-ZSlmtl2Y0=Sa#?a#>QkBt9eJvJboQ9m?V)m-XNPkO@v< zn&Lw0HyqJPNj{$1qGO}$KogTeB3RCN4i$1@cc z?^5;`M?)yLw;0wEjWUZOlU_~|I=+GQUVr=6m45-Krdpr&?AZfN8WGV~TDrRGfrjGH8=C4^NXGdR`5Iv6b z`uWx3h3t*ZCnab1wu)YVY~YY*wB_GZ6dEdN`lsiRkuVy(&tiv{>^@CW1-^PfsL6*aS9 zVbhZ~ugOB40_)@(l0do)JTtw&Ti^US7N}%Z3cCt#nuGZFL1HhQ+fU~F@PoToD ze{GV7)#z7QSy^MF+64XaZ1?jNS0(llHERD*a~|1~T}```lgPBO*d9eV!fz*dg_i|>%i;DpyCfP|dGDFUR8D|(gv(T%fWt=JH5qO_*+(tB^$0i_(xG0)d#{+6Rg8m{0y^jSBATP9xg&*1J$1d z;8Z3Et2Iqu0{z1X4YNcUHKO}AX9=<&JtkysX+RRXK;cAvYHU5~s*YeEPDL@b2hTP7 z3{|zjAcDoq%I#wlv-6pd#5C4jx?F#8#ebweh?YHuG6{!iNQk~^tFhwu(F2Gt2w^-k z`n%GE@NBeRH$GQ}Zr=!aFw$tpqrAvnc+_t+)UQQVkR=O* zFsV5qs_E_3ujYymPQ2rFtXN5n634Ym1{EE!`{m10=6By1QZS*I@UJsU)#Sl|!{}*= z>okA&Olhmsngxtvxv~H>cwc5H?W1PKrXTqX-`jisLF{`Sv*tl?ar(a6C z!z$0C!7RnjFrJMf!ZeC-?dh zHwZORmO1TlHk1fsO^Z1%h^-M~E>Vk~cw(fLSn=qjPnAU?SHGfpr9*|uBiiy zy=o-wz4{CuvOW;w%Sfs#fCVa`^LWF4nx-9ah*9T9@`^v{3DX!|(gOs!ES{KvF8Klh zX%0+dP0dwzcZTn=EV9c-N}~PLxU?;OnMe|zsz2|2V&1_o4{u}Yr~G|p6BqTn zue$LNjqm5??u`HR?b}4vmAjlO=EC@`TO;GouUEESD0}qfc{8~;4auP;=_({AVF{~! zmFvg-!cvU$4B{qZTf&5mv`G&RhLAYwguHlnSki>iTDRloCCH&j=(};1@{hfK0MZ_` zS{VSuSaYJc?rk=QzelvtF-dzVcJORi^9~b zF1E{4wm?Of%*=B8E~WDP0F=&?T_@f!y@(Fkm!6)_$xFjf@@dsT669LF7%YvSc<-@N zlqMbga?kRu*A4ErCzoFs(@1w3_oaW}l`ge`8a@9+Z*nq^)$}7*M$036!{j({E)3g{ zSG2#=hho;|=Wv#8rd88RDmP~_#MKoVnOL&>Xre@%v5hcxBg0B(FGfv}LqNU{Cop-? zG;Q>zgW3eM%RJtIFQi4}C2q!y0#b>0#{g_$bZ07oOftK4%MS8!NKa#D3G3*fs{ftv z@Lzcm7Z@kKl11Yzb)46&97r?T#UM1Jh{mEjceDFhuViy862LPwdImVH@3z$mLPfK; zI^3^jtUCN7qePyKU+<-yvya<)3oz6kjW?(hf-mf2>P}b{ICaRXmOSV`&5{FGn5LJFbfX94-yozFmJ!w{)%l)a@AT=5rw<=Zu_>?oSr<>D^d zwLMU4P-Y2*LJ~G6A_!>NZxj6Wx{wg=arB9+rOJ5!r7M)83>_}Dhbkv?x1#yk^Yr!> z!uP56!Rg&dT^HP`3x%P++21J%LrFnJ0ZL)^(I}}L7DnVP(|)>T-Snf zMgAC9Tt#IwkEa^W?)7hcKxz$$8xKuWk`{n^BKgD8S#h}+d_LK#@pQc(0`LSdKB2Kn z-E(T+5(B9&S#XZuWI1edD#RvUOfWkdJ0ha*pA1hueHY4?`kPEE4G*sIJn-8K*cx~v zkje_FU^ZkddUI+8IKoBTOI=K@tG#E-e4RMdbt~G z?<;wchXV%#1|Tkc`lR{DC>iGV6&%ggd*xLmy7dHhE>ir@s9^*E5#FSG$!WDXmLZ7H zV5DAj@*Wx1Q<voM*esmgwgr3W~HJt1byU{ zlM!BX&pUzT^HUfZplM8inuLPus2@Pn%=}r$qKxj#aI6;G8Uc!Y^c)4Pg4H#^D8G?^ zm10*$UHy8XU$tCYXYARVhAu5?kDmT|vv%(BCDEG*UO78dEqOF9Xb3I0)TB!?vbXk0 zk@HcVWORl(nY1-kMF;{=+JDq*mJ-OGcx2bJ@FxBgf)&1jkvFV)%MZiFT0@JM5Qckv zXB&A^?0Y|FpfZNn0ozYOJqw*I4qJFL`GwA6uVP2w+Xz6bBcjoOAp*cGEq17=V-@w`1yP>2m6~;r#2sZ<$%M~f2mTnC^v$wspXEkX?=!1qcSsKu!QsZmqokTyS(om--lGM-KA~vC7-`a}RAF&iwNA0g0 z1XR0_7fW&MSee#}|DoDal2lX{i3+BX-_8u;QPEeaSG2767rf;an<UH2NA+V`L%|(YD$OD$%?9Kg?2FqDhP;ln>3ued) zxwjX)JsqeZA-lRUv90#vi-iSJ*+49>7h}EbssH)~9@T5iB@{FJ_+WmA;_UzJCZL1) z#hd{dQPccu7`Sdn{@m)Ta_|DJLc_JoA8B8ckLGI`IeH}7tmcPyoG+ftN^eCau z;RN`Mtj@g#yYh9oTWz=%I@^rGRbxlGLv1sdDdTKPD)h@(7EM8WULyH`v&*oxfGR60@n+o9W zTe<@Kf4Q=pH08pT^~Z1=kXU<{g-A#&8w&c}m}(6Nd6qL~#DLqG6@(l&-g=QYV$=7K zQ=y79pJ?@=<0o>fE(xv@-4sfnkqQXNVzPbbOzo*|I|1D$?&SPTL6$ingbZ|BCxy68 z`oijTniaMX>F?^UwfcO+y+e%kE6yr59&aJ!AUcc1KlA*-Y#$YNG#DzENpPnBI%cM* zz|D0Jl(!r}aWF^2@>PAISZfJv-{Q~4h4l?F%9l(5_W!r-0Zp|(5GjS}j$4QVH^eEn z--7(r{LVyXC}OOecO1=@KqA0K{2_a>Zo?H*IXAiM@E}YF1>XFVclAihcgj?KICLDv z<@bN1$E)B*5aeEsOkrOp!eoZdCq(2Oq|9PJj~ouaPw+R6Oy`(1iY?$k!n7qdXDU;x z2_drlQ_tx)9=Qd4jutO7hmlwp2Fag2@4ZlLoQ5sAbolgGDBY0e6EPqZ`~mNq{ox*o z{x>dN>K+SwKA(QYweFM9k#hpY(Mt;^D-8=jc_r_$6^A;4(aO$g%|uE4X6&RbHApLw z_Dx+FDlOgNN0ir%XAJIM9&uf^r~h(YeHgWqi+ZMi7z%j~|H)8LBdfWCLa@)9&kg>u z@-IbIKOzYI4x+yL8&L-*b`bjw+zIqjn|C>bzySbBNIgUNRE7xP5r2S8O-uQIFcp3y zna1woJ^0w3F=fY7nb11+;417p3dG0Te-Sd7ssV<;3$C^A-w%TifFFO&OOIap58I(b z?5}IcO<_=S+ki14;(br8{9ss3MikDsB2qQwQkywDJNs}0Mvk<>?})4{liAQP04Zhk zgO4#ee>RcnZ|=yBjp0%8rEx}qwgRXK+2(Mbm`u**w<_|ZzXo*zc(ALeiIEW%MMX+Z z|6C`)Sv-cG{RGyjZ3L}Lvr}*cXG-&t?-Bdjbzbgp0<@4P28xYkGHbC=2}pU|S=XIX6tIL9|V+Zs;I z82VjIe2F*#{Si_JV7KLKb5tHhNP$B|Iqw)wA%SxDiLko+LD=KAzoE9>rxHUo?V|k6 zFiYXDH=Ua3Oma+y%!Uq#vM?5Y93-q0d5str8GI$3KtcA413JmX~2T&5rl986el|X?ugwB#Z(*h1p!Q0L=$8GqdyO zc_e0vJ#~PL<96zk=FNp{i)6&bnS=TG?b3x%amRR`a7J=Xq%d7$+o_jhtbGFFQ(jUd zr}N*AkG|g)j2VZLLOsk32D-o*{bK4JIs*72YoF(Te&c_fPt;+ zi-@-#PbpO*hIq68IF%{#4?REKcTRdarl>e9S%3Nw>WTd=ZSsl2r&;^WLJ(W?NFzn9 zN^3;vAeOo!oD4#SkGmnmbpVdI^V)^&Kw2WCzS7U)1e|rmLIZC3>XMqyKJP-hbTkk$ zV72BpksxVu6CxlezHhJj3>SnC!^uFXSmkwU$n*bM+26qf5-bU!+}71fImkK?)AcW> zH~jEFPA|cE+hbed7*c5scTj(T-4f}6$J+rUPWNB z!Xzv*GhWG%9YG>O$qbQ7R*eT9zhEYaH$)2=BUCCfTj^iB_Gu?$_-*j<5b5i$VEiu} zt?szRcK#a3T%Pl_;KXoW5f#{@FdB3xN5SfA<$KSJKvw|c z9jL}QwHAX{M)R!r|-*K zl{?jL)-y?*hd~v!NY8TZ;Yx4;JH(9>wdcYQy|+=5I&t?e;sz{st#xXt`Zl!w**I|e zJBEEuJre$Wfk5y*b8V@Xj&`NtC>hWigGr5~MFrw<#shLw2<6u524U{_{Bn!h`^}8= zNIZon@Xl4|50LR;tjTl#TpqP!87Ejj0Q9zWQEh@U?YpN{@3UA7Wh>JjIbc|{G{BM) z=kuWa7zjul4~iA4SyShtc3oYKpbtIwn;7bOd@KDwL%`%dT&2@~)66c8WO~)_45rU8 zFjDJcUuv+$PY}c4>zc0E)Q9X+UISunJ ztP4&F4Vs=16?NonyZjl*0HkEQv>pzxBH2UwlNwX%jYI z{KG9Ht{q$ASH^UDzTCW$m0i5+~89svC>|F!zM0H6;-Rn|j?L@~7 z$@X;AZc^+iF`?aFdj#!s<&O5_Be+bzq&m$oN485$U&l%=r|D&tjP9nx%jRmPDBUXw z*xaK?~?OqcJ?RAsglbv-dTKtIb?&fQ4q(kx05M6dRWxw*7J5L}{r^pzG z1C%kY{sFIVsT+V7Yc@u|cF>E9^=jhwmu6PdB}FADW-3g>zrN|l4|e2+<9>;>ims!+ z-OD+8N?v?D<^6|N&)5Fr>aMx0Ki6zuuf42pGRAC0aJsse#yT*J9_R<%N1aTpZ-A)~ z_TnoMp&2R8Ci;7H_pvtb145nW+3fCGF8f!6zsGw%c6Sz*OwQ@$-kX= z3Cfx<;=w$Y9WQU=x8k2i{ih5XrJ*F3b4!+)!mJv_BU_qHngx*BtG z1-0(q7D2nt;g>Qbb3K$|?1|thQ@O;Uq6Yf2XBI7<{g{zUO! z|MPwMf3atOVDGuO&RXYM$2!)r^i_-<4aRb>KTAl=2g%JA6mZ{%ON7mqL zu2SC{-~3#b!he4QL=jB*NA5HvjPu=81*x~~JAM)pI8QWJPtq|m`sm@EcC6dsCvCB? zPu8~KW;sX*xi6ipxcS-k`cqxiM$MU#ky!g*4ufhNqO{lcxnYh<^2FQkII1gw@qY4V zxA<`2Sy+obrnL4>Y=>>{x<9qZ^VbzVe3QJorCWH#ML0Ykz*s8xo@(|<3%4&yK6ogD z9djcfj&6UYn^~#)G$gzJI_-qBsh!IxXpMY42+b$1ZcCCH)B;%5X)zwd+k>~K2r@!p zfV)-B1iM1h6xIM|oWs;l*|mg9*U`xT26Hj+weOpR2(5>SbAJElxV7BSke<-MwUiA1uHx)*;4G#-=0kT1Y3vQjW;N7xa zypN?h&mRNJ{0nZzWE)QYKYT^#DpqagvRRcX=ISgDI ze54}jOyK}-Xpr;Y{EkG{g6=9P(0=;4g6=p_i|~%%9>1q|t@@0k^YFA53Y&i@txT;pxAr;Tj1yeR=Bd z_8Qe*5s;-TV&x&3e$@}yPSgUn*wpV&1963ln`>x3)6mqcK+f~G+09L(Ej>A;l0S{{ zmp1P4KCn5BIhtGH*U0IqBK$K3ys$4_{VqB8U`a(){^6WfMe%Reb#9#ZN|On!{M+Fn zxP8Poz$~u7F_<6UX4u-$P(t+DmJd}<(GqO7(syf}MrNL2-)VL1D-ochP`;&~|5Z8= ztduBy2z-d*oSdA30)=b0K9^k}UDVJ~(UB&1S7-s<9fKPhd|?eDx;h70C~CEgMk9Ni#XZlTK+<#pb+lOTci7< zI42M~;u|5mfsrTcPPGkgA5Q`5aq&Wn=_11xd}`rEehDATx#ZKD%gx}o8z~P0RGiQ4 zp6a8Rc-97i;*%u&Zk_#OyhwH4rMkBloaYK2TsYLpjl-_TTH8OKWn8{!mYPlH+L`S~ zKvM$%pkEJ4@xSHiIyKhtQAS|>#A?`aQDPdFiu!2Nh*GC_#+fv50`bN5T}pt@MSH=}?D z4hS|l8KLFhZoGAA%PBKHtptXHE<>dj)HhFkyYwpXS7}c6Py4?{zNYgaiYl}CSaFarV;8?2WByp}R6C%Z`rUN*|aFw8mY4cpSU7pkKYe!HkdL z&Trq-*<4&(_R%wZ=Q9sFP)mTH>Y2wDG$j?w^r_ekFVCMkR?|=cX?RbC+fPSDGrGp1 z^LeuLIy}plldtA$%Vcj}XI_6|S5dr7|61vAk$wHwvs5AXcZkK_1Z}mImEnUK>W=*Y zDu)+(oxO35c9$L3O_W};e;52xws5X}ip47(V&fTOqf*oHPTES16PuEljm={wfExTn zCOX15#1dG1jS_Erq{NtvP2H2@!J9Aw+5WZ2t<48#AM#D^0nn}Gn9X*L$x5qYD$OB# z7orG;B@lz_@MCu-!UCF?dS~oj`@ijA^v@2{q3(U>%j~}-u1HD*$wVa-Eo4gRy46`tX zd_^5x7HdR3E*VvI&%3lE4k{`t>adpMucUPE(7FXfr@y)#b|juB2?scvi%S*ni}>mX z)baG1cteAOz8l`WNYMhtG$|mFVfrkST);19VBbgw?%eZPwQ~3ET(UO9-DDSWMtU1v zqDKzVkOED8E>Rm@i_ri-ypcD1-v%KQf{D9bUbdlp`giHnY|ctsLsJYTK*45p5}UZ}Hxf8WFX_N6po z<4KBP#WVju;Wx~3bo9n2K~bWJRuBAvK^*hAfD1OF?QNokP$rSLG;|2NyALC7BmAU{ zRogdFt{EjhvpP?15uD#?#Js&7ybX)uykRpL_?YkDI?Cb(kKX6$ZVb*V61qv~L3r-C zXC9C3ZG^PI2rgguXG(v^8Te;9cV>G)a<;vizzy%iHndRhI^s>;PZevn`Df6W-Nk)2IQE0&Xfwd z7-;2Y2B0s9lg|sVQhEJzCHt)x4y!}m5htqTfmS9K)nnmJ?l_0E<+t@HOYs{qcbI?H zExZ=;9DE2HGEMD&2vcJzxZyf%Ta&Rfj;_EtbU%*0r{!+2mC}q=Ca?@ekWBw5+jS%rkraWaP=Zol%acq1qiNR8SGq*!GA`By$5R`Y* zTA#wy7;-I#r`s^SM$DG|WE>j(LJO~UXC2eG4-ChB36_Kys_T<;RR#(bW6~#fLJ$$M^!}O)M>R6csU9Um31$T%87AQ zMNgR7`hBOT(f#i~sh-r~pNwd#unWY3Wo>>ITu;A{@Ro`Zp{3X+MKc2rF}Qe@#1T=I z&7#BW{&*IdAClu1(URvc(18{D2r){sR%D#+8woigFvSqKsHkppwGpAx-Y+!Eb1z*! zyl#^yM;M1~BYI!3M5(?5ipxR*ZvKr3cdq+31EBR_ZsjLY>?>JURotnQ23ZtYx9|%!U!0 zi8lrr*CFo1Rj;p!H4+bd%q67udicxUs`sS_yDGiHCc-(1OZGZSzERP}A5!p8B`tP( z&NW(M4lcxr8)aWs_Vf-5ru=1#eA|)=f>eDpg2=kuO8KOK;Zs6Z4!@x3OJ)Qm*aKnY z4i|c!!pH_LiN`@`&WA$@_2=LnORGAiu_-lXm{dD<_iP2S=(Lv`4=V7`Zhg(@D{=u< zR3ogcER2SAY&N1-UR#c*dmdropV<=itHsc}?fz#WqI;D$ zm!})3(n&><)F73G>f9GQiBKUa*DVINIV|GOnv<#l)AEv z@UoaGI7!kJT@#jjK${g@6%#mkqyP(*G)<6InDX;SYX^R3@JFZge2gM8LUboABWyQ! zkM~L^B+g+9m^18LQ0o>6KOMK(6b{)+JhV2Yix2o6#f~uO^Nv_P6(Xr573T@o(Hp58=R_ADD>xPr?SZqhqX4kJG zdhZ~d;rDt=z5-E;V|d5>8<5I=A00WUkByB5*~Ej66m;L>&_DVV!fx^| zpVmFdghmk{if2gWMd=IMzPk3CvbycR#ibrDvxp~AuuBTsGUhbb>2?dP8lO2j3~V-X zUo0-c97Z}ht3Ey~`f6@zQT_62EY)hMub7)}-ueBeP}b083!tRU!4W#pw`9+E|Neb` z{#ksnsm#nw+}hjcE3>RO-&7|gB(Tuo1_y|}vwlJKUEb#cwi@B!<4({lclK#_VCI^r zXj1oXtm^r)^72_Z{icYYQ`E0PP%bPq_h|1EZ?*B$&Au45tHV2`@X{z6Q?a4ZpS!GU z>`yHTi46ngUbJ!&v19f9a#^^N;}`Fl6H1eKod;zBtsNZ_2B5lRYisKR)7xV>nkLhR z@|QCL3@^C-mC0Ky-Yh&>y4#N8y)nf2vxq)^Oym5DdKn`RT(%LXIJL-MsGjFPl0&BTQYt+X?gM z5>%C7W9y_1Yb+WS%vzYdmLvG|Rzxsc{NV6DX8*>7gp|~btG$*rCfiRRKgkSCusQvuq;gst`i5&QB4r(Rn^0BJyS)Ck5wm!)s$X!z zlAa;}{o!_YNh5UNO3)UV31M#sV?hW?`m$BMXuQ_#!S@-{<04LRgEdu^QinKiU0m|Q zz=a$mLq4Hlf&2Ze#qdEN`xUAoz2{+M>IwS~6A|#Zvi2*;eg2GgdZF4UhZ48B%Cj_9 z(n_zR(kNGzR=!X@Fr!77@hY0qB3Pr;u27RAe$vzYa z$>R05!&|G=tW@ob9-i@@Vpr1Bq%>yWkLni@H~(dZr(IhD(#)%GHe-5l7;kOMkcYs3 zJV~13Skwwn9HP0LYi=j~W?@f>>Q$Fpe3ZYmL*IX8Qu#hnNY5Qa|D)N7crR zirG=athmm(?R~%`raKpH3sscIJG1~Ib*mC|8)J`7X`X$>Qiq{ zxw@H|(Vz@L@=-&PQB~oI%S^W;`-?l8&Npk>HnWvWN@b%ULBC(4T@^uLB-E8J!(Ke^scl&)|3Ec-WxOyuHiIX}qtCkM8p@T9FDrSZH~le8=J)<6 z$|27PKufjXDJDjdT+X57`vF4{=qu7#AEQ1B0QXI_&p0bT&J_7|sGH)DZr{{kd8zU^ zFUy{?BjnG5xKEr~@qb(@ivk`ywB~|21dx-Lj-n{xT^HW$OyuO~vJ2{(TIq2ef}oeX zT(zeXmuULVidtRna~&ZmSna1r{>RJ+KbggxChu6Zn^nE8%S7AA()|0DxCrC(Yg?l{ zF5JF*4m(f?E7?Z#GIj6GC3p8nN9Vsgp3C!r6bwAd0-wsdcb)wOHV|FwAGfFr8uUd+ z7M3N34NI{u>Q<_XsMBda>1~A0!23n~|8ck^I-$9=-ILz099r#5 zw|+tyitl$22B}DnR=GV#rBr_ie}%lua+EfC-lP)o>)Tvszm3V42d`c%sORc#U~^aE zDE9+*kwN8awpXhYUsPQdpXeNQ-36`$n~*})r=r0mhypC;4bDFTKzDxuBoCQY{jP|& zBySybyupK;qiv>tZ#R8^y=fz8$9TzwYUFU^oorKvCT`n97&Agn2i$j;Qw8NI>eF3x=-Zw>*2mq%@-cnF2UD{|`~@EzGQDKomD?Kr=tgLk-1UFN27VvVy+%sp(2Me4kawHq(vO5r;nvB&j{P-E`#t!_WA%g+@?NF z`zdqq6WZ0$dH9cBBNWXQxqJl~iuu+u?$3y)KdSjF^HO2B`j^e=d8@x({fty4A>W4h zoDRGac;){S`MTdZ-8HLNx(5*>&_gEI;Q71Z6X;J>JO|SI(EALcWJ$1*eg@6p-)qKy zX4c!FClcydJz#voCh#X2>RRblgKTJ+z+DOrQnQ;$m+oIkf)b$u&`M-<2)TEk5kx2z zR<>pW3REe9{#IRN+GINeh3Xn&VoY#%?M8fEpZbAkvxU@+I(EM3z3UO!Hj|HTkpLHm zMVU8{f*Vn;U)uKe`72W`&Gpt+jHbb;cPdd3nx*H;sW-C2>JX3a>x4DUM^*YU&`)%0 zF}$?@Dy#N_Uk)}DC7BQoDR`=7G56kP(o00&$FDG#Y0r3`y$pWmnox!adxr6}xrKxt z#_g%-WM!`i12A+wSk^&#@AGRc0YJbSBnT`GQtKnTWiw;lg$hvA7`Jn=<$dj2_#J5RX7d`ApftF+caUN!4>2OAH0%Kb*G=9`KXk z*W}QUgkNZW6yf6HashZF0NH&PSg2~CTVac1wXVMPWrA5duh~k)Rpa6S3^eO-0*N{= z!Hk@VkiGayF0F-8V<(B(wa{FTr%zZd?Ov2<9Mw9t3r!5DXm0S9?ud0E`bJAhU5h}M zv)s~nbv8Pmao?2l9C$RYgx^`&PVt?Qk)* z&C@aa#*gR3tyvZDihL$0`=uh*8jZaso;5DQY>l>Xsz6SU85`$yP+b>%Xk}njLNCQ8 z{uBzh)b%yw$8|@|fRhQ8u4*lf$|qrpjO-RdF7zd%!M-e?q>a^*vHl4uyUE!MeA9SMh0;hKcRFJ z?F{^iN{E54C;FIzdsbISO^tO>-|!WQ?u(}9mwQaOLP%DtQ1X2a$M)K`j>+;_)^s+a zg6AxYNGf$C&tMCFo@fg-n)*N=x+5v^Ei}|e0yN&u`5{lvj`LC@xLXTz0l41b?|Y^{ zjj5cu^=eEJRW~WQqStjQ)Y)#lUOnf-d&RdIW5>=Oo3WH#5Mf{dUs#CzQIWBo-SmO7 z_|IN6`3rE+zKa@rEcd1b-svtZy9HkiZvM1Fq-3~4>DLN1f5vSAuhOeyRYVL9`tjHe z&rTrc=g`IW#EsA(?_hlXiN73*DBH;@H)53Q(6&#mcJ9+Ulfws6PhHev)G1b$))~=F zFK$7$>goi9+pdK$_54|udw)mI{kHBa7X#445`p50M^$;>ddqHWio@fF9Bzr+8QoJI z@((9|64M0$z0(~LaMXB59>%XE6`lYokWrr~d@QiR!7&H33KIyqa)XaQ=>DX-mE%yJ zmcG%d@D~CPHh+BiyuAGjZ*fjkR1-1dkAbgxZrp&i(cRz-MxveplMYCv$E_mkvSi(O z!4YdkwvPwa~dncd_Npk<)XYM?sbVJ@~y<&N@gn zN{A}hF~7c!!v&_wf}GqMdiIC`{Z<(6wA%(8Yc$A0{J`9;L5&#qP&53NdNhQF>RkEo zmH%aR6Jlm5zcRB0Hp3qWrxJ+d3>O&aSilc#t+IYGO$k1(bBv(|B36nlF^^ND)aA0w6N_V z8jc9`TS%fdWut7=Q02Iw$#YKQ>SK!_QR*1w{?-0bNj#fLI@+`bdH4^h*E8^N?!eVX zsAT=JuSz>mvl-zK_MU$){qEWXb^|8V(C^+y>9Nn8jOnqpSA(AakEtL!;~0Gv1oMZ; zA<+LBLr*FYw!@+rp$7?bAgGLibMoSj#DC}u8^m|s&e{31EC04r+El0sOhwJ>*`}Go z1z`!1$@eTZf?tS0r`k{oRUYEmk{@fYKWYKlHOL3b|7#aep$bI3qnz9-*?H}ZWCh}d z!`iVMpt*9v0|DKyccYJFr4Td4S1jcI@6oqFH=?nCgDSWgdZg8Kl=yC1`24{nWr&D$ zx}!*Vgji|%6Yj?ve-6ao*Iuz8!l^rcGEsCYDr5M-my;>o-{H~+v@;?|1iQ&oX7=(% zyc+HaV^u7`(|#Syn8~vTGaJ%PT|YSJ@56B?r|!dtR7M$uA;0zNWsZxFZkF&TRqawo z+xr7x?w75e8k#t3XIW<8yR>Yo49%?=GtBX8zC&ULR1v*?OHG3CO}S2vyA73%9~9gF zk1M;F4&m}NX;E|H!`}Vc;kQ8>j;D(kB)8)-Q3+3JqUlLVuQh8n9=cQCTHw9B;7;wlp(`A=CfCZx_)?$eX1pj3@`Tkl zhLP!)F}iE%31sqknn4ZC>)!OqN!_f`nGF8N#Hf%+MF8=!5~=d%UO~*tt04QG(r51V zEf7@rFkX0JcEuN+fV;OF3Jus0>j=uR7Chl%3a<@pS~ECBhpfN8Iu-x5niO6s6$HHY zaC+&fS|D8m6ntcv1OHxh7RZKxU9s7`LDts-ri_HoYqb%^(q7ZTMxy|5`xew7s&Ycl zm(_3I_V_f`)sHcbdb)vwTlDi zc+*cz8%RfrVcHbj?be9z6*o+i^IP7^r$;j&;+Ed9xERiOval}y=aqhsZ$_+ji!7{%-c=J^-@sk3)VZwL6bt+=L!^? z*hY)O0-VOA)?t19jWqkBu>w;QTI*ieA!8=`kgM!8pc4s@JCp`3%s?p&dYO?KC|5PN zO8;#mOB2xR^{&WBfOHIxE;$KchMF>kBR}?y2Nt2RlBNVU0t5z1O)nE1xW5)a2@^?C z$`PVM-a}khV+GJ&G>7Ldtb$IqHAlN+K+MBHsT|DUY0u6L?IQ*T2AM>-ODuponPxsi z9>LU7vK60<32=&dA2~Qu<8mTNqt%$45r(zd>lhwroqRp^)5x)8Ojo_|Y1Hqhze|bS zzewXPK7%}7L;7mVPKumGWIwIJTJAhXeG`F0K$4=7KRs4r6Xrxl7U&_WcVRQrcDsNy zt}qw=K~3WEb(CLc=lg_9h%}eNnfG6pKE?ZLf3e?j05Fk`Mn4E0mcI;0l_j9RR#_^@ zgWfe!7eWu98QYp$-|UXHb@DvQ!=p)c>4-SVZXC1MKKmlG^c^&~DF6Nucjp^hGHoAQ z`%@r%HUs(qyv3q$U5BHezVsV^@L!WM04)s?2lcrAz^QJ zC&42975<1mX404$BdvqsUQ?t{K~;86W9uC}r=3*E$9}=+1h2#ED9PBoG+ zNBQ}4;^Qb$iF~hN{?ka2{?(0<0Cb@Dz%?^Yl!&o{tW|xqU;<5;TsFTmwJ9D7I7Y7( zWN&DdmlZEtN|%|0gUlW+4-Yo8fgs~&7fm#UZO`A1%!n?+rQB*6@*SArCjIlB7Oy{! z+J0;zMYs%cv?R_N5LV@w)mT;D=dy8c?Y!C*;H86XhN~JN@13<-)vyf>h#c7dL@(~% zInLRlSJZ+aE9~T2jwcLOo(>KmO)BqiZK4jdRdT*~^#aTl5D&uy`o4duTCdD0Ec`y+ z)tt8Yke8R&pbn@uuMQVUe7Q<1@_EOib2iAW;q0a52(ocaCo*5MPr^+M%~mY3KB`Bm zmz$7V00^$^@+xbFJ&| z5ZRr>pZ?6p)T{>R*Nnc!K4=Mbq*Sg~Z1mp|DxdA7j`Cvs{b;f+aVTTFBIcP<{;s_G zf)O5SY!(3kt=107^EotzZI8QF6WwE;*-mOHPO7N(?nT6R4e3gx3b6;!Y)40(`w2tK zMY9Q5Po49`pnFTl6~rJHYQ(w zc}2mXyDH}f>Vk6ikLpDf+v&rE-(AWbrL)b;%xJQBU+SJeH{vlJ@*Lz;EFy0KP&9nt z_U91T9;bMr0U>K6sV_Qe1_L?&mh2|88bdU-ruiGUKDDmq7v13f0L9I z=#&D@eLQ^ql@QP(btQ!vUxk4J|n(Lw)@Uxm&ZtMhbgWDn127vNXlyR_^M)NxN?| zDMKL%vfXt04h^HN0ACq4o1Gh8m6$tR{lGoZ3$~8d>j0}6^1H{GGau~Y;~43?eLtWt zTr?iHphF31!7hX@Pjp)Wv74#-Pn5Af^$>!x*@eRbAkzvoh>rpTuUs~Rp@9f-eF}4; zb1EEu>#}*>7Fb&^wE5gEr%^REk&UK_nj0x8Dbt`S)=$u8EjZQYMlD|Kg~!HR8CUKh zf)ele9NCJO+9(HFaS7?yV;@qzoyR}tO>?v;t^U1pCP0(_Z(#CM$myZef+6>1R5_%p z32iN=;W=4FduwXi2rT6jTLV*9i8RHWhGwW3hy5?3MgqPP;7-4-0li7wK*gIXq}KiDO(9h+4p9Ezs0K}~S8eVc=f;Y<{n|?m zNdk7C76ky&O?M46X7=8DQ%!F0aK7lx?oiDxFMA!kW^mPlSPPT_Eg|PS06YcFBoF-`V-awf(wZ&G5M@e4sJN_#HRv8d{N;u3XZF&w)y8f=| z3Tk$C)?>FM>F8jnwz+N}=*}_@0vJ$moH zAyj(nM#US?3uU8PyfInV5WCww2yhB-Kv)QWi?yn1#2@Vix#o@0RwzQC%fJ z8xti_dl^V#8pUh%Da`P|AGK-x z%S8x6Pg2DT?QReS)wQD|0_7xw_$LKQlv5$Vyfo+VJq}grYa~%Uf#4zab zqacu&A_$D2bxag=SUwdn$Wm~-a#Boi5oHCMbI__u{OcwC(9V~Bu2bflDLmYI*Sl4D zpwP@@NL^)_GHybKvf)9N+VBztHB#a7P=uJ4``;yS8Q4HP-;r9{(*g<1QClw~;aj8_z9TwKcXi&5LI@? zZ;a$gDZeJ?&gjo()}>4fFETv&_$9Kj>!dZM94dFJ$4n)aJPkbK{gH0>=xRVD{nmJ6KyV5J*jHp^(elwZWlQ_(u$5mAn zV0Zj_Hk?@1q6)HMD|l4U$hT8_t}3%~!3E3!F$!plhL~;_oE#KDykFTBdY?b;#I&o` z7|c<8x11Mxxc5(b4o(|1SErfOd`VY$Xy7}4m64I`l6+gJg$gfLV*Mz;2X)tK!oH)H z#tC-(bB7&%a!zpt7(r`uq0rRYsBt260ra~O^z_vDae_%Y5tw7aIVAlnd;K0prZ&F} zagQb0d+9h?C5dH(;8CbrM-k?^Ae5b=y?mN#mqO%+7|A)r#SR6+niy&i=Q(HdPEH$( z0uipKj~`#jyv4Uum#VM+ZVGvFgdAbJ0blVhwG6!_@GgU?f>KToXBK&Ky!U~Nu2_BL z93DLig-R=PW-Kc!b8H=0sIEU7++J+L4625s6a03IlxpH)-;6t3P!uuo+18kiJXAQ; zpuY99*S+8Q^1(e@(dvwyEOhP7vmzxq-M6D0de5?FtvYxDMdF1oqS8n zC$T8hj=JNa0T$Q&5q~rger-y{8otFK^YmiFFl|zh%8#O&Ytf||Aa;ur0FAF`{bv3( z7i}0jX9?3otwcjVZHLlaf6ObAJ>#qDN}ZoghArlVRdp5txXZTEXVWGiFQ4j@Dba@6 z$av*0D(Z9O$|ve0L4CRZJT@*F4-qzr+C zQ3R+zA&R%xi@59lCY|9P^5Px6QpxijHwY>g4lCo&L@AxO1;PSWKq9Ddsq9$p7fixT~eKUSP#WhB5Mwqhv+oi+C0AkRx z=!@lqpnBoQCXB+&@r|v7zFdq<@v@-N4ySc+{NFD#O6sJXOh3NFfV0hEc)qHVIZ#l?pQ{r+GP5* zYe^v|b+@MMRVyZdX7EmTfywFebI3?ZD#_DM3^6mFwL%%xLGW$lYiMM43+ zC-*6yFa9(6F%xuo`%mh_$m1qKwg4cbZvZK`;k(r|ol7?9bZc90aL2Rwc(npv8|GAX zJa*+_4)mE^YMmVTewyHY!FoN)IFG^i9EA=-PA{go64qiwGmMB*doUxs>a5fT3DfW= zU;c)x<*i3)X+GDE7zJ9L9h|kD^p75&*V0INyz$Pr6 zTAU|Q^l*l(_R@l4aoGhE_C{zP(_`?NvHkd)*EHOzLom1-?I|GNMH3`nzl&@+&o0!h zP!xe4W^~+!ZE7M*&G$Rpr8`Ir|Bv;NV@`nx97$>pzrr2jjuD+O^RlT22pGo!mSUj&zBMFlM{wtrN#yQO=BU{AAxe5`+)?p`(8=^|d1 zk1u+P=qBVd0rdp_MPK^wj~pJn4O2mKP{Y4#J{W=6?R&<>>_}KS{FF|WFmEa zqJKFF^)VZI=gFTW(oxr0`;Q-vW>wXbP%lfq78Goeeh=CF`38MeHNeXSMoNwDvIa>| z2Mpl_re6WPk_%I$TC{%$`+m(BUY<`|ZU==1!^PX}R*adon$L1WtSpOS07QAp$tof` zf{Deqnuz7gBsu`%^Jy}RXTy8-&Kdr0ijDik3a4Sg1Jc6)n5#Sb7lrsy&o^B}6&~I_ z9RH>ly1H$qJ`)#;q>9w9&f}GU-T(MK8ka|}_N!gkGJH#0#n(a{mGAS8dOF##C2O8&&A8=+v9EGQ=o}+uWQ6mteK1vN1m4pZCKGD~jV%j$iW2CH|)5NpU%?VHfpILCF&2P3fv#rN2wdgfaTT%pR z>Ov?qGO3s_aXiidHvmdF8#Pg!NamMd%2l3Z3IJOQ2WdoWr4LcnPa`prc$Lt%v-xRt-oNyM9kvtYj0jB9tN?0ToY^>KzIjXz8* zpWjJQD|*mC2&ITk+H0?}dlc|?&(0(KV-9=FpBMR?Os0i`=cJDBAt*UAiD5}q+VCWW z&xDRqA7Rjg}_7aGgPYe+r}DJ$z+%W467v*bf5zxcmxd!8Nj28~0Wx_95m{^5RV zFK1(>aCkyY@?L$Ga-gCr4nXO;%@hKS8P~J(t9jWav;_Zb)KUCoKvFA>y8}L>+F5bR z5m2~kVD)($!P!HJj}_0oVqZ68r@TW0Qicd~Xz@PH;Gmm?m6`3I_vlCc1(mjAqDhgB zToxI}36JV9lB}xk+#GicvNR~IpOKP)V6HmP5cyO!B+|DTB#umS9>K!!J+;hz{vHpz z?PNmyTKoZr5E;zF=vzHahOuml?|YSRn9y0j>iEIJc0J~2U zGSp~8*9rXRdRR4og}n?Oq1?c;Z%`*kscu*n{5D(d^Y3h7oP?)#qje>ak6?*;@A>)f8@H7L-1vCTia> zW!p+f7ei;9J>L)V@4GA zdNHhzJH&`0Hp9m(PZqvV3`Z$YS`>n5cjDzwtIuCxQvGPflu6SEZUdEi4$7`w-Cm*xl6xT#%-f9Y;sUQJSHLjc8Q2S2^jeHK(^zySSyK zgibiOJx?ojzKdCeny_oTxCqruN!3tYE`p(D#_i`~Pk4vHJG6Ssnq`{?BZ@86`c088 zX=ALc>b%ERnhWcIF#7lxDOQm?&Y1qD7k&CR5QZQVI01CvS&d%9FcHV5QCt=cyI|@9 z!r_R1?D!(QJ`>N)`_p8$K$foumYX zs5+YTj4g!y5=zZ06zjxCNNj4%`fhfn8uMZ#EWhoi5@o42Vod6VtbjFMMq!mSVmygP zR+9alu~=Utfa3S+N1pldQt5nkVslklie_PqC_UC}ywDv}2UJahGix--(PQzg9Gv5i z4`=)!-6IepqSFLk-`9}Sl(xOtFTTS9tR+q_v5%&hm?}g*DL^jYzU-<8!qAO!T!?>KWPQzvAV_IHkh4}g)1v`nes%6BB?GkUYYa?ei;h%z&}OB9(JYBjug zH7|RO8DV!Z)Z6>t--SD&D-j}NBX>jC^VF}e+UtlE1K&~IgF5GXNnF950=QZUwup^8 z!&E}K;@Da#=?q+zI0JktK{KYLU`_)AnC99M)gJ!mub@!I7p-plcGLw<`f@i0d)HKW z#bi1nHRWNbtG6y+{%`8!cQ)3%5rb&>37BfHjxq9GVlrLo_7>B{)7{Wjf*>7(A~m*U zkKD3jrY@o%jhJvxr%5S`@>3enf64zVcGNjt3X}j~RxbZCo)o^8#6uJDwHW>(ff5VW z!ci2_T#N%PoEWHO`1ClB>3<*p;5?j}3sE}<@&b`F+!vv{oI)aW5TuCJ%}+;$v!gA= z=w}#a+wCSCz5p~m)&@Le)Ux1=(H)w1-Afe!uHzKONW7>O6P+U$BZ-ZwQg!`K?Xocc zj!yRkiJC)~5u*eyNI!h{H*%H*GCcQ^6f&RWT1~+Y?R1fBKm4bJ9VM3_#V5=Z0yF|E zH1_q~ZWJTh*uPhwzIOerfqLEnHLo11aKc4%nmM{Ni7tWb6QC@v6f@vKe09s?MbL+e zmrq1?_73Sd&f6sNSTivE%K;`r={S_uI3Z1Pa`leM%K^t!O^}}s5;o*qZ5FK`e%RKO zkrb-nF34XyJ-U3&1pm)|SgxxC6v%wG<={rB!>B2}9Bc#dbDUpVs?SWJx9(=<*HAJh zk`uzL6y%q6A@M4dpiStW|1kE9u~3)>A%7mLjz9)9$Jh!Jgq9*b)YXWS&~aI|_!wXr167SS;w_KK=UL=s+XA# zvXPy&4#GUG*XXU)Lkh+V(aC=fL;u^eHy~hzyv6SxdESYdNL5-ZzPI}9ku|k<%jCTC zxTm1ur|*mPSaQU~DCzT)P|DH?-7~asgun*PVl3ohyh%e!`Uup`wVkkQcVu(73o18H|N8e`{WJU==b`8w7<#g_5`Z1LU1yq zujcG3K=@A{T|piFj8%Z*T6|;SKe-;^FY?^E%Kx`f_zP>Ye8TpsuhfFR1|M=@qPqUP z{>obAaVPm*SPN;nv&yozT*uaEWmpT7J_WAm^GHZH1-KNL5RMdpIaqIl&eF8&f; zM1+~1QB`FBtO-{7j7ZR`jA7TSvU25T^h%@dP=1`qG}8Jt$%!urb`nFNP|}>AlPlG? z=q@^=PW8k`UXVxZ5e%i|%_I&}OD_?kpV*ruXL}s5uRgls(Uf^8%6w7;J3K;Zd$Di< zV@#_5R1p;_pP)4)=CpkEB&2yElnCYZ&8RWKEW?HPzm;`_?J6&ZpeCHEKb8}O@r5qb zzssw}!c3@bOmiVGz8Dja0y_~Ek_|XPv09r7m+y{*xP`?Bpb1-+^;kMx-u*XhbWv$y ziFCzI%S(r(6)hzZDPg>Z!t0=mAD3dvPudA}S zlz;Xn<9Y}Qn~n=>W-8Uz>IjC=*yQ4Ws)v{V7o07Bu9EqD?l1>;S4_m3FrKg;dhXbx zkqL;2`2YR`rQ1Gq|Ece^Fev-tT%Nn~kuNdDy`_?u08(7&oJQ{9ZA~rT{8iq-?Sh$* z&F|T5!vC*vD3?@Mdu|9Y9)P0EhR|ZWik46P%%Ui*ABE>ehBsiely2dg9;oUtA#lCA z{Dp?v$pZg#oW2Duf&0VVL#iWgJ`IiMk@yk)ObT%#`?%o>dbE|^4=v{SvLOGn0l;2rlRTlim_x4ad(R1dJ1f&%tx4jdW*mcUe_8D`xn=pj zZxoc^Lab>bylwo`?A;>~{+`C6!?^F$+~N0Pl!C=EJphUh4rYj9h9=QIYip z_J1mcwQlq!EY+1g6DeVG=uZ0fOw6OBdCpfVD3hn0upZ;*^AkhR&KiJroZ>MsP{&C9 zr~FhjIo9G;2DoZmm}@4sro%60+C35PS(6UyMzqeYlw$|iQAu4w4XG(_X&uB|3G_!3 zHkb&pw7dKRQpw96Uj8y$XIV}^P}{mWNj1D*VAo>wq(nef>!fS$2PhK$DDO2qr4lR# z_P;}b04n^?h-n?2|4T1mFbB1#uGo|O$9eftK}B9tZe}a2I88}m3LkZq_`JuQbsH~D zA1>A#fY6>??$7uq$NpPzB$w^T?v`XH>NI_8mB==|48H>}%=YD02v7R+Tx01=D7?6M zG0K?6XD0*c_hVYT@?PiVU@HhYOK{bvc}C&M|EB<*=~GTcmdN^(p<fh;qw&asrCN_no*ziYmYv2APeK7TKV<~en7 z2iF-!Sb}P8rkZktg@MaquamrD3qFn8@6`@>A+^0PGMz5U%+r zj`z1p%~rl(bN&R=BQW%o<~!1S5=UKa zOFwS$-THb>>!WH7-tTH?VmDaJQ<{km(tEKkh(uFX&Zb%&$|1c>W~7jnJ?D}~=anQ} zG2wunmO_rMpBeK$U0tb#>aiK^BXpYY6vA#HBv|>bkzAf}9R{=cF3(l|_qdrK3WTLN z1ZR|!keO!Gv3#4M61q59)c3q4{AhiAHTU4+=3yQ&GXY%e=Nw#vm4IsaxlZ59!i88q z+s$agCQOOLPEwFUa~vRGTTk(sztY6S{oeQ8h4aFb4=q>+ka=n7@1jp_+3{a-S(9sxLYss)0YXuG~YpqkXr~teSXnLwWVdD z&8P<7iT7mY^DBQ;3_xwEE^oE6@>EvtcZ(pWjyF=a8=rV%iDvg+zy7u;_&#(b?AG>i z<5+>7P-Z@F$GzTlS^uWOLn&!rr0Bt`Lm{V~z!Q=rTM4C`eC87>I%C#rgVmXt(&gF% z&A>os+8tz$k0*VUgAoW=HmD{?aT5Lpy#akX*t_cH4%zm*YV@Z2MzjOK%11|Mq!LO- z?G~`@>h!**WoMVBw-VdM(MZlLZZ{FEkL~T3Sy1pW?R0+ZEp<(?T6SLl4tMM88LcFl zkJ=!OGB6BMq!@YOuTXK^IMPyPQRQ|bKCZ;H#Lg=P8`8bu!d^>{@VoZq|D)}#qvHCu zb-@tagG=EALU6a>1ozK*=K`xW;He(?e$AV)K2czNqT|si>5vL z>~eBOFt*doQoXB?a3maUC0PF%=7Hm7+4n)$LJ2SKd1m>^2hPY%f`XSPU0eRizM{6cDhD!qTD+(pw}Z64bu8XJX2}O$8ixY#!@I3P(Nbf5f?9XSYVj zj(EM^WIXKR2QG}p;`CRGhm?I2?T2ZUi&R=@aFMXFNmxeX_b?Vh2oZgktF&|3JRh5n z*uk%!YKyuSBM#-G1Nk3&(0QKwOjK=>2EFP3et!c+HO}e{GaaM@)?!P|@x> z(yy)>lj18P@Q4~e*q^2NLLWugNqA9nFiW|5_W2Mxh4++n>9Euhdrw+Q?{t4ZxUbZA zZ>ah5(e8Zc;DJEr#$h4A5Wh0=oQJ)ZP%MRvjP=8rrc^B3!!7Jz*TdF?KIC!Psp^il zZHdDr!DFpFEGbHNM}AM3b9?LP{nLlzHNn9JRgMIL5mOAQoss+5G|1@DhY5D435D>D1*zW^8k{Ux zDp!VJ3}P_AbKA|vCntx|1Le!9X=x=(GdgKVjSzNPynRyZhTG@OM-)%C>q$^~$dAPb z*PVsaPpv(^pXaYKah&_>E5!KFlis?F?rnx^<+;pEmld^#`1?1Wyh4Ea82&Spk!-QW zv=)M74RsB+^k3{$H)P?fJD%^0Q(S7%r4p3Pxci+wC0F30qV9*AKXRl^^xU!@>HIv= zYJ=>ttMg;vNV;3eTc_q78;0<5oBJJKT+Uc#ta(DEuurke4Y$fC61TDJ#m4hsrTfqG zH_i8>ceN15x3ME>Kke?Y{Zz=7n^XnvkHn?!zP&RwA^)uKCN6fa`3lJW{ed(q+y^A! z^o))4D>;X=wRk+SGJVa7?ZKR=u}DcI74oL#zCQeuzeJ2vr5_D) zhh!^CP4`+y^yRO@Jv6G!q}n0;$JzP)XD)|NepEEW*ZE4Zv8kMPy9MTKA@^=Ci=CH9sfOVk7sOG1$Kn&qmB1yO&q^@~XIU2`y6njteolv)Z zE*TAn-#TfyE!8xK1vl|=4H0w}c|8TJMqZKiq4h;i>Yi5W{`i*H5BGC-kzxnkvl&bJ5NTnh)=$QFmM#v= z4|9n*9@pKbk964KvT~RjYGkFA7Q*2S488f5E-o0{oRPwwh&RsRHTmJ|SxoCn&Td@7 zUUt94nD@#g3Osl83MzlPSUyNLofUnw)CDn*x*?Y=9{Fc~?gk5f+?}hboS2KwXCfP0 znz=^4XX|Ut8qxn@*^IqmGg^OM+n1cI+c@CM+=21zv+>*y%1F_iNp5`PQh5T*P3S(A z>xOr$fzNwaOd_I_rX4bYBX)j%I`0Tw-zNv59 z3aHzoLqjwCu4IcFm~HN!nx1LbbQ+82mAZjvo^-i_k>TGU6F9bx_5GR089uz@$e6SO zY(=L?9V#oQtLh(xlfI7a;CB(^A1^^9IvAOblzQGUk9pVsKoZ!i&0-j-Gyql5BN=PIC);wXX962 z8i#U~Mt^@LsSj{%vs#X30_2sl;qmAYr?rlq1tS!x`rAdEi6YRwWIN4mb+r-kPSQ_` zVL~T#pEBP7C0kotU*C#_qqE(1A!xDhZe~e&PbYofwkIxij~l zSUXdAgH$+wbEbPS3C<)(y+7rx)*Xv}r}JI?l!V+fVgN^UcgvP)!pNV;Cr(NE&T|KC}|{stx35dZzvBsl=1@RzCVA7ZIUUUFrs?Kl5!bPM}` zcnV;{sDN~r2)^0ZBq;25cmT$J>`#GQxcwEbI$9NG4zH7#%BeBv`fex3vWyaafq344 z4Vrtln;(ZkZwI6r=rS2ATcR^qhIg}hUG5sI)0E0X@H$ZVfSMSXU{W!|`&2g5>*FQR zy>qwjdN-!99&l_d^M^FLE{^@Js6)xjdDu(y_N~CfVXbi$g1XTyoyg5a_l{0+CGyf( znFb`ar|99%*qO4J_B*-7-4q@6$k=kgN*}i;r3DFG40C|>pE$X>C9Ni+ zODh)4^z&6hB5DtQGB;PTw@Xs*9}Md%AmhMSf3!C+SOzGhcP{Q4GwvK}7n#IxnkyLS z>AUcmu;%jurl##{D%p&RrJcs@^<53k_0q9!-C`3lh?c!fva|#Oeg74E%Q)c%Eu$bB zHai?tmmCA+#6O-)?Ck7LCD0m>niZzGFdEV^n}nJxqK?bZDkN8DJO>2L;IeuB9wA>Y znp;LBV;Gw&x|#QZg5`ZJaX9*p@R<=6T;q9A-Ew@q)Iwcm4P#pdjM)?*l3O=gZZ3unKK_Xgsp0@L(v&k$ zxS>Vcryp|L3Lc(bPTDV3>bK0=3*5d6U(>#zoRMw#)!au(z_zG3`L6-{Axloqq&1{t z!{Duw=GWD^o~`$$mKoJ7*mYQSFN)fb+B&Q29sPU8U%5CmJ+_lss-pHl9QJ9>tqL@!@ZxL)3PuCyf6Q7 zR-%!^0}!+w9c6`oEx7VG5pVAY0IR3=u`u<2vzPy0FkOad1-@Xy{q)ND-_VNk{C}kt zQ@A?2nWM0XgYCf1s*V5~00kHD`cMBn z-X(ADVCiZ_!Oh3U#qs}4D|*<9 zsHGv3ed3?<;?jM*yfinr)WTQPVtu>~kXxl4?^Sb5I9YgkS$Z`W)!Hx2O>Sqpj7CyL zM#6~ph#-6^56YvUr_aTHYuR)9f(tL0j+`fjqpZ|%YRwBxCX zV|6s(1MD$cTqR7#U4aL{65uAA*rgn1G zY^<$`65Ydps*us&xT75Ot8~ z`CO|*rAz}|&ccG@dO9+k&%!i^E~qsJdO^?+%*%wgh&`S7dcgB$7|{0wU^E{LQoFU^ zjik)Wkj>l>O@hsJbRl@=Wye!*-v9M|TObS}Y*_GMFUWvtEKZM-0DOAf2r*qHe}ky& z2sHMU?|(eM;ob<@_!5k5pdTN_bBo&u>FzvP``ekmj-ByNe6kq$(IhbMtu)%-K0xXP zgq=h6pq(un>oI};A|!U5y&w$5?f?1w!rFR_6oxFsO_X_gRdsb89kD(9U!8%?5l7U8 zaN_f7wymvFv;FPE+SK{u0G{(1!bxlt55hByQ#CvRn3p&0e?IRJ9t9AK)2&UxH$j4x z0;70H9?AaaglMhm-Tfao`*3H9tyMZOI6T>hKfd&BAX!HN)90;VNpDf`@l?gx01$=0So<4hxuZ8 zY&P;Tb`;818V=kgLN}E5D7bdlV?@(upScd!W1dGAD5ijBDHQB-(koAsS|HtJTX$a=HhGteM+b|cUiF@U?_fz36Lk|<(-)rz z!q5Nd!%jo~{@_;f-o`#vw=K4buA=36Oa*|rXf!t8h<%k4SK$xqc-BXaNCR!o?d$*v z1SUz$WF!yUBQ5&0K%xGao66Hbr<6zCt9+Xv`7`f{2VVo?I5_unw=6HudgM=Yu=mz` zw-5Akkzd}<^hs)~ojoxAXMzxr!KYA7d;%UOL*;h=h85w5O8-dzB`N~&?bMSpYNlaK z=}hOO6iK--iH5e`TR9=Kc0X zY3UF=lWHH;!D&O$5-XWzn{n!!6|!bXcf$pESKn|It?2Q(n%PGfA0r0lK!-L?bgv`w zF@8N}ABxH}(N;d#l3O_M_`$|Bj%O@ua9a@%LWj+~d}`zAw~2yIzr6ZOs^Akj@%l~` zuzZjE2*AQtIfMfRY|DOVV-y}k%!V?5sfTLv>S{v@gj~Tx(PvC$_zhcG4U8uZX-Veh z3Ub?%q%q@CR&As)qA)Qa4MD~}=W`uB=-GfMauu^x^%=qd$!GFX$)}{VhPuB^!~)_1 zG~o#}u||ZT8YQt6jjVp>>E&mxZEfn~x={W(slj3Y&M(`dC~PYXMmiOYXh7eQa4-JN z&yVl^^gp|Y*bdss5r&zP(~io#JT43`qy&h{PJ;+}fM?*u*u8o)Elrd8Jw(nM;qrY& z#`Gj9-=-$)Pa=7@QKCu-S?f!aWI$X#!7MbF2Klsp7cSEOcaMt;3PKSZ{e}1cgc~%N z_jYYB)_P&=B@e+@aL{tjOcS0z?VOHgeSl3v6mE(K@;-t31`ofC5ZKWi`bA0~WR`%e z6`+{x-QSO*{~BXzfOhkr%-It@?7sx)l^XKh z#$uDH!-uz?IKn+10TmM?cBE`-lxg#Ti176t0&9!)lWZ{lpQ`ExhLzK@g|)%I8?Tz~ zb_&9XsOp&?f-dx3E7|f_;&q;aZSoZ9hr^QSmrYGW-Z+hc1o@7MqvBE7{*TlC%$Fjt+WLDS%nkwRWx)cB27w4}ae#-4u{7zsw_WV3K4Ts51#>-7u23Q21gVrikj8xa|*mDk`r@O0g;<> zP;Frjg%>mL7c0oHC{e!a)ax-C-ZNh^h%$b$j-N6!EafxQ5|_wWP$91ohf9DE`T^2> zHF%Qo9F7K_H2c2xu2RePaX$-a&u}R=92e}<^l)4UyY#BN7bJeIymmRyZZ5wS1L78> zhpJ?yEwfvqR2FiFdJC$5b;mXiLNci_tK2Bg-#;%%E-^hT`5n$?e6l3-aFSpe%u~wB zmL=#JPZ2Ma8VCr?TE^A#Oe3UOYPaAu zXQ36(lkScOlT+?(PCPu;OwF88_Q|Vmao|kx+PYDA5fA5aSgGt?^!i02>~jlrN0VoZ zvKK`CbA`N3p&aS_rg|f$G$_i=_#r}OzS*7VQo91Djlyj9h}rA3vg|VIC4*qB@|Scy zd1Ne4eErYijA^j8?MAX2`UkF!Nao4kZ)zs|(9Rjx7|WE*rzOd+%xr(dk;p1?a>CC- zSXMiyK=`n%2#ewZ()>_Q&@7(0oE#;*B^mE_aaor^Tc3m%hy`AyBV`GxI9 z-ox1}YG5DKI*BI+Y8(UuOA}!!^y6L}G2$IOpXbo`-&V${%iEzGBV=?*GgY7CzRU1j z`t?uXCHygqQsY{U414kd#;4vw_)7 zZ=>&T1t%fmjO!eIL+a{GjwUiRB%ctK8ljT@w+((^$5w)%P%_BIwLKbZ0J<-i+nX?| z)6eEPHBiS!5vQ*|1VXEkID=5a2F|mxf;{oZ*bY)Yhf@vw@_u$mT-yHanSF<5-xlJD}gJl;5-+PiaGcSTFR4e+srIGZATfC(M$e z6YL9UH^GA4zBVt$J)nXu6Ny`+h2Ya@1kWFsT+1Sff$S0n5nUh>?!)M2^>^l$YfC}T&dj3%8 zZ+X_o@ZkR##isP^J@}wGSZ>-S*7F-`RA?x8ht~Ix6i7n9_*bOk8JnH9PW9_zQD)8vCJwU>*k9aPu+bW}n7&_t0m7i=UAM z`}6986Fb(xzI(*qg@q8FNpAP*a2|4C{A5U(4JQC2QTAn%?#J#zg5`rExDd)UEqybr zkQRH~mj%LxK|9a;JxV;dhr(Who{LTDEvRwJ#qUG^=&`(C6oDqgBIP8On5uB>F{Mt( zXKBCsMBoNzi|%6V9I{3Kd$Z*u$!>av28#;KT>X>Ndff5{jt>-VdlMAKkpgxH!M7Jn znqSlsuF9OooZU(zaX)L5#7vXc=l-u?g^>m2l|RK`|I*QIk)GeRrTx?- zlCE!8OGudCNp7h7s1c0Tu@&de%@c;3>-^HVDZP;54R_Z! zE9fyJ85MGW#1MTiyI2cvE*O1k4X10U-iL_;jBCW}l)oz=X$Nz?kHcP%NLky^W(AOmog4e*T<`sVm!sX!AJ_sxb#DZ1gpAzG1g+=HTOxNy@V3MlC=AsdwC+i5Ql{bZ5_GPN@h*) zjya`>+izywG31mtpTdT5Ghv3}(LwX|+tY_RjlX|eOm04(db#bBjdc4K3$y3eQ3U-n zgv9(u*4d0L#G)1hg}zC>Uq|W)I|$=RYAvcD^jGhaMtPPZGfl4-Te~c9fBx%o_P_^c z8gdj+F^rrV38%1~LoH_DNMjt~E{bvhC2G%M@fvTrSP*LktgsT6ihtWSs*mUHYrbW| zf3yXPXRVVb6MyA2c~8hCs-WuemV~JtY>I~bx%1Kq(!M_yOaxX-UVcrBMIq0^eQC`a zcRUe!XmUBX)sFWfz>T@x8NkClL-69Yc=NqS1V0y^Woe7zioLNQlabHfy7IjlDoC>o zX4USGZLutt#IY3|GlzoQ&S2z8cG}f_Nl7VI2*@^Hhc|kpM9RMCT%GFN>yPHf3&(>+ z_Mo*+1C*OmlJs7;>))3}SuJG4uq%h-p$M8IxFb9vtcnQ@IQuHO$E~uTSoK#^of_7? zKEQ!eHs-#I6IE6IYQou3OY)r(=krbD8_L~2hU>*7VhCY6#<4xekB_A~SK(qKiK(X? zw;EGg9-D8Tv25bmjr%~Grq;-z5{6GQ=uCj3-&m+f7VIp=RkOZc+0J)1pO!(O7MmS^ zooB4M!L5&?ekV3<;|x-eF@#L_SLgvzGmmr#qOTR)q}36Sry>k?`rSBEBefN#7n( ze;n$vA720srApIp%JlZ9t{tLUtg?1G(&gmbHzmM+-Q8I%lpSvft5BW5Q1TOeU<#;v%%* z>2E4ugqdi7fK+!OTXckYrxm^Wm`8A01{euGwaX99n!tU6dDEVd=r?}eDdf#zNW?W2 z>RDe=ZD+~Kt`B7+terpM4krUozU|{;$)w?_PU`KQou?G;&mMn}ORcN&HU0=1y!ow5 zJY69eZb#xfnDw1k?gQfV>$P6(-`#F#}nMFVpQ zJz`rNdGn86gWiq3CE_k(Yv^!TN`)~U5sB=%vhr4q8{6kzil*cEZUx1r)nk(}G-khc z^VGK9y|&r9!x}7M=9wKTm=U3s_Ijaqn~kgOD@x21eH#=S_UYKjir!uY!yx8qgLdwml2*3on1TZ$CJ3BhX1%@RIu1aPj-IwCtv z0<}Z4t-q4BJ}ig%HW-y<*FIfOK6%i+KjcYIhbu|^m6Y!^L9E2@tEa%WS$!D6-Cs3PR>E%A(f4$;Z;LEVx5y$A4KsW?3w5G@pp=0ws2KoZny@^1E@Q zaBA9b2vC7O>d=^GWwv>eRsT3C<@!t~7MH@&pRBfsYi8n7M70%fRa=*b#>=@Q7GMl9 zf;~r1tF~txSt+rUwIM*-+GIH&CKZ&AGe`)0GG52rRkT3i$&0%4f_eEb+rkYW?89=2 zcxFAVv53U_yHc!sh=b*DWL5)L+a(D7Ne=MDe9LjkAOq&1T7jEGnnU32wF0dvf>QUh zYyVT$0sA<%3GcmUxLkQ1fkY)n^SG@WF&Si56*c>)*X8n@eI$JVJFEy6t#!K=b}W#v zzj~rwMMvAUHX&JX4SiVlw;($7;JL0NNa#pz3%RAz=p;Rg^7;t4{u9jcwsJ9&Ekwh~ zY&0A8|43jJS3(~@o|V{|_ljUBks4RuXVt|C4Qh+PWNMGcNlW1&i9FM6kt#K3w`%4q zj}&wNU^TYekN>zhN5-8ubp;?K&nwmU%+1na9^KAu15+@6iDzc}*kYKGeH(Q8@8hGo zZbf;FFjA4`*jA^0)|sOK1=AcjV8!_sTCcehA^F(M3L4C1_7rXOK^c{k4m0JI@U<}m z5^E9Tn3h~3@G@;ZprDG^ahNf>2}uL1j-|v{$cI!Giky-dOe_SH$~Y$4#&fpb*a4ST zMRABzJI?7l?jJrXdv~sF$GOj}p0Vxx(dbD)de{DiUq0oc7B0$>p7uUU=z1|{eLR@L zHv#26FL%NBt~N^8Ze#yQ?Mj?QsUKzS2$#^3k_*4=@Zhvwe2>*=rnefF{oXs=B z{&P)gsAu_e0BK^4ov{^gLi}T%@kjAIUyZw9S-03_&%$b&La6DK!!z3ZjIC77krbOC zrbx7N56ofMV5Et*Rx;{mBYCZ_X~!c2D=S{Y=B=}u28}vQ`8~2wQ4HC5hX6_@iLuNY z>ssnp+C^L67{j(-$6_==QBuOSzY3I?+NIYEhnCPkV|k_hpsYB7|LK=m%UZq5dN+&U z!}D~3+$3nm#p`_EbE+ECJ!qdoE*vMVc1Z5%#G&|Q$a=R7#ZKT6n|%8QN5M(GM?4*DZ@^>k8#P; zxy1^+xhdp)4;3BaRUN1vXmp$=#aVy-kTa^HO^#*5P5mXcM>OW`IZp3N=)2yket+=o zb&KBQT^DgE4jNiL8`1-b)@3cHs``bR%?R1D^CfLDl=;*ZgmO*e(>$zwiGp0l+ z`iBM`1mkZaZp)s@ht*wL5?6Z)h7nwjapvIAxiD7ptK%7Q%>wmK5d6%$q|T!OCfqt_ zngV=U65NgJvlu)*Go%SGNq^OtTY>*^s~CgZDap^(32vl~sclp@^X>r@!ccM3v=XMy zJYaHi*FRZ9tWLuyw7X0?Iev4B6Rg3nIqb)r^Pfx>+`K+!DCtdIx=ALtpE?Vx#>!&X zxQvK0N#TY631^2HR7KM17L_9QuI!^e)rKL`+yE!_T2ZEI2Lhx-_`*XTh1t+j-IR!zIu;+&`dv8a&+8+#K zx5CcYdj(WbupRtpU%I&4;lJ14ZTAd8RGr%ZoBNvTlel!z4uNRqk3!naKu-o9I56NI z4Kqq;Ju$I5ML0BAvcStm3_pk@V_U2-`efC|dMY^s*0{}j|FGZ&?IhyW`M#NcdV>Z9L0wl_)#gy=5K$7B~hIKnlQ zMx6aV6W8yO1cBK*5ZphP#WfJ0BAl?qi_g6^GLNjVCg%r1R6N(r&BwJ*cg($$A;Hah zL&eceUH6kHo>bDvk=oBZzp9MQ*UY723A!JyjJ$a2;u}oG29^rKTSCdU70-rgpp2jD z`O9vbw$H^gH~w3>_yHaw(B$B+pUoySf_SaLZ0iT$AvQT}#bB#-^mv8oHU{TgT#hqn z176rYi@Ue}z+}j^^OT~)$axWeO5b_wY`Pw<`=Ptb+1=C*)%#CPdZZEyqslZ!qxw%p zk`g37|3oeT(jcxHFFG=`K+gf$5ZPX=i2819-kKjle)R5RmblUaY;^!k+U5QZK68$SHAneb?a9b%s2iE)vYuSN=o=ew!t+RhQo6rmQR0RV< z0qHtw0TDxCzFD~`31gu>j5tX+CE2G5EjwQ@ROOv-k1WY;2qW+JfXcg0dP)2&ZM~hY zD!`Vp8RiZ$>L@9Tvb zQpG+<_nl%s6@3L$wn&ea(J-gNDFSPM5M&#q?;oCORqOjOnvFMDnEPs={t#ILJqwr! zT-atkBt1O>^T$Jx$>dhM%ljbTu)?tOQ%P$)kEZWxZ@vxWKuLe|UC}|C&l#V?IS<3r z4D-5hsDSj4U|G8q1Tq7H}>RZGc!AT!X@CyH#IRqo7utvq7||8^U!wc9DxYIOTu121nEryLdDV2Q^n(RFr*_I}xldzBv*B>V2L^+B&sIyK9T zXgZ>NNa5({h!d%9Tpu$&@6j|It+R%U{detdqZmH55#k!R(Mm%2Ep7Fp{QLyJ--f+; z(SC{OgHQ3h5K?IwWLh98nrN%x9k)NW>x=B?-7R;KDe6`kIuX6F)4E zR=FV~qD7i@Fi-C6{ZwjEZL*JXF~of0(J;~vyG%{|S(%J%(2BD~ne>oqaN@7m z{q<;{HpHhH5h8B@=u^!xLKQXHXnJ~jr)^HMXGeO_Yc&FJcG|P?sE?bL&%^fS#epBw zb4!1e>Ogror|A}z+jP8Dny~Nma-a2@0)!t|1NT=g68UveLm&??iHF~nOB!`qY1w9p zu#A@kx2=^FX%_jtni zs3|iUo&&6rY@(iI=qE9)?*_FWWx-Y!nrh=%U-*x3EG=Mp0ScPzV=MtY80PeRqE>K zY*HrvMEsL+sT#%!SL$-nz};mp}X%iSlU2e7!9yD(W5< zU*B4H_*G?XO%1I=dXIi`nv9H$lE))Zo*Btv_a<)ovYBUk)S6{r!bPB&s!YqouzP*9N+hHTxsFg?4>$euy0 z`!23+W!8$WW34sve0pz#_OMl$vc}{#6uz{hF&@#@^mu6D_xSRqztXd-uM?f+0rHxA zg9Ki!{N}Xbo$O<6sn*5P^kw=5lgEPDTCn+N!*6K%wjQZU=@dCFYMRY-z55> zQPZc@{`oSfFOQTb?z$f5p@G`?CFn7YeAz%?YZSEi?4|I6D6@ah^7R5`14Y5NYghYI`8CXeaK>>#ndB9G;t#Gy)GnEVkUJt`b&ag1(qV^cyuT@@@g6Su|mUv>=8)dUyKk7cFg{ z9~aB>sbpu2+ej(1EdxAe!MvimA|bzCUV8jjKx49aMZsNFW-cc4 z@wLIFwD$Elr3ZLS6SD>;fyjn%h18`TJ*^%Du8#5wODk=+5&hvPN(Qb2y5)oRrF4cMD_>%SB)G*=AtVORQkMTxPYD2lS;j<_= zTC1jPWr~L^NpaW0rs4$ifv}=|4&MAmB0V(@gxN*+^W{vP$+xw{F-(2mNSz?^Ww>h) zaO0RiM&UDkx&{Flyym;&wf#&0)-fM7SVVeNM&r+73Hk}X?z!b51V;+5qKh{2n~Du> z{%)<2^Gt^UV)E%k;zB=By0q$on_hGHt@{z96pKSub7USu#Pe#n4;Ks1)nB(MuY3A7 zwmub{A|=U~xabX8emG$O%)D0*N?#2`3n~d}WnO?dMhLn@xLA*p4;vcIH}CXJ$a!sT z)W&)ha?;?d0m=xtaMg-61(Mc-<#59YE%WurbtKQ_e(GVDODs)Xwsp?4-Hsrq^0oQBll$Ru%RyfAuQn^u zwU{I+UE}0hu**cjxJyb6+)yT7ON8%|sNliBZ=IS}iP#^Iv-R9uioUq5zH}~IAl-r0 zX0rGfY5V4;S+^Ts6i+t)?I*o^KNfPeg= z&@En#%-d**cGypUfglgDEC^&oxUuhLp8yX$_m2-}0k;b{!rj8SENHK5i5L3SoCmcu z7H)nnk&@1IqYE$>kv*W0f+ zaMPHs{v0O6{FY}9V`vVbC92;D(}n|vZ=v}`S#5}L7LRcB0^1MNcKr7Bb!IEXY}uDo zI+a`ul@yjc*X1v$ULQ^aM492P^0N1&=Wigv0UItwT>`^2;%q$#Q1Y3rb##_@6~_bL z`bc4L{iy6i)@N!;7#^9w`C*eEkzs!CU?SZ_I6+v96PPh&VO+uk>F{5@=Z+~;9g6#j zK7-E)5%2>%sC%HY!2!5YYUgivI_C!>h1wZlh2{6vqQZWsaZboC%y4v(&T~i()hd?z zGWpa-H1%I{1ajC=NJ3-tHSwqY(8jbvcdb?X0hmNLw}rse!ddQm3|q@d?4sM)YUBJu z1eAX)CSnwyN9+lAS$eSIpk7L-0D~C3QRvY={>_uVd;