diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml deleted file mode 100644 index 2d812561302..00000000000 --- a/.github/workflows/build.yml +++ /dev/null @@ -1,42 +0,0 @@ -name: build - -on: [push, pull_request] - -jobs: - build: - runs-on: ${{ matrix.os }} - - strategy: - matrix: - os: [ubuntu-latest] - - env: - OS: ${{ matrix.os }} - PYTHON: '3.8' - - steps: - - - uses: actions/checkout@v1 - - - name: Set up Python - uses: actions/setup-python@master - with: - python-version: 3.8.5 - - - name: Install dependencies - run: | - python -m pip install --upgrade pip - sudo apt-add-repository ppa:ubuntugis/ubuntugis-unstable - sudo apt-get update - sudo apt-get install libgdal-dev - python setup.py install - - name: Test and generate coverage report on Linux - run: | - pip install pytest - pip install pytest-cov - pytest --cov=./ --cov-report=xml - - name: Upload coverage to Codecov - uses: codecov/codecov-action@v1 - with: - file: ./coverage.xml - fail_ci_if_error: true \ No newline at end of file diff --git a/.gitignore b/.gitignore new file mode 100644 index 00000000000..70aa375e614 --- /dev/null +++ b/.gitignore @@ -0,0 +1,82 @@ +# vscode +naturf/.vscode + +# ignore docs build +docs/build/ + +# pyenv +.python-version + +# jupyter +.ipynb_checkpoints +notebooks/.ipynb_checkpoints/* + +# package +build/ +*.pyc +naturf.egg-info/ +dist/ + +# pycharm +.idea + +# General +.DS_Store +.AppleDouble +.LSOverride + +# Icon must end with two \r +Icon + +# Thumbnails +._* + +# Files that might appear in the root of a volume +.DocumentRevisions-V100 +.fseventsd +.Spotlight-V100 +.TemporaryItems +.Trashes +.VolumeIcon.icns +.com.apple.timemachine.donotpresent + +# Directories potentially created on remote AFP share +.AppleDB +.AppleDesktop +Network Trash Folder +Temporary Items +.apdisk + +# Windows thumbnail cache files +Thumbs.db +ehthumbs.db +ehthumbs_vista.db + +# Dump file +*.stackdump + +# Folder config file +Desktop.ini + +# Recycle Bin used on file shares +$RECYCLE.BIN/ + +# Windows Installer files +*.cab +*.msi +*.msm +*.msp + +# Windows shortcuts +*.lnk +© 2022 GitHub, Inc. +Terms +Privacy +Security +Status +Contact GitHub +Pricing +API +Training +Blog +About diff --git a/NATURF/LICENSE b/LICENSE similarity index 55% rename from NATURF/LICENSE rename to LICENSE index a1599a519fc..2e8e156e032 100644 --- a/NATURF/LICENSE +++ b/LICENSE @@ -2,12 +2,14 @@ MIT License Copyright (c) 2022 Levi Sweet-Breu and Melissa Allen-Dumas -Permission is hereby granted, free of charge, to any person obtaining a copy -of this software and associated documentation files (the "Software"), to deal -in the Software without restriction, including without limitation the rights -to use, copy, modify, merge, publish, distribute, sublicense, and/or sell -copies of the Software, and to permit persons to whom the Software is -furnished to do so, subject to the following conditions: +Copyright (c) 2022 UT-Battelle, LLC + +Permission is hereby granted, free of charge, to any person obtaining a copy of +this software and associated documentation files (the "Software"), to deal in +the Software without restriction, including without limitation the rights to +use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies +of the Software, and to permit persons to whom the Software is furnished to do +so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. @@ -16,6 +18,6 @@ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER -LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, -OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE -SOFTWARE. \ No newline at end of file +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING +FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS +IN THE SOFTWARE. diff --git a/NATURF/.gitkeep b/NATURF/.gitkeep deleted file mode 100755 index e69de29bb2d..00000000000 diff --git a/NATURF/.vscode/settings.json b/NATURF/.vscode/settings.json deleted file mode 100644 index 3b664107303..00000000000 --- a/NATURF/.vscode/settings.json +++ /dev/null @@ -1,3 +0,0 @@ -{ - "git.ignoreLimitWarning": true -} \ No newline at end of file diff --git a/NATURF/__init__.py b/NATURF/__init__.py deleted file mode 100644 index 9561ba9e77f..00000000000 --- a/NATURF/__init__.py +++ /dev/null @@ -1,2 +0,0 @@ - -__version__ = "0.0.0" diff --git a/NATURF/tests/00065-00096.00065-00096 b/NATURF/tests/00065-00096.00065-00096 deleted file mode 100644 index c101cfdc37b..00000000000 Binary files a/NATURF/tests/00065-00096.00065-00096 and /dev/null differ diff --git a/NATURF/tests/C-5.csv b/NATURF/tests/C-5.csv deleted file mode 100644 index e482cceb47f..00000000000 --- a/NATURF/tests/C-5.csv +++ /dev/null @@ -1,261 +0,0 @@ -Name,Frontal Area Density,Plan Area Density,Roof Area Density,Plan Area Fraction,Mean Building Height,Standard Deviation of Building Heights,Area Weighted Mean of Building Heights,Building Surface to Plan Area Ratio,Frontal Area Index,Grimmond and Oke (GO) Roughness Length,GO Displacement Height,Raupach Roughness Length,Raupach Displacement Height,MacDonald et al. Roughness Length,MacDonald et al. 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nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,3.9066666666666663,3.342447539686383,6.974551400540309,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -158873,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,3.2,0.0,3.2,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",0.3200000000000002,2.1439999999999992,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -158880,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,3.28,0.0,3.28,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",0.328,2.1976000000000004,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -158888,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,3.35,0.0,3.35,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",0.335,2.2445000000000013,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.9571428571428572,1 -158913,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,0.0,0.0,0.0,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -158947,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,12.587499999999999,7.50103117911131,17.11303529608565,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159037,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,0.0,0.0,0.0,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -159061,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,4.854,4.207900188930341,7.3794844937358794,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -159260,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,4.95,0.0,4.95,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",0.49500000000000005,3.3164999999999996,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -159296,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,8.215833333333334,3.559565653122427,11.643162876601643,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159329,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,1.8257142857142856,3.859831073812344,10.976542498056492,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159427,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,2.8233333333333333,7.985592582200076,23.635664408399627,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159440,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,1.9661538461538461,3.970918394957051,12.101557745875295,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159447,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,2.4400000000000004,0.30000000000000004,2.4819354838709677,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",0.274,1.8357999999999997,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.030614525139664808,1 -159463,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,11.616,2.8479999999999994,13.00315887691916,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",0.592,3.9664,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -159465,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,1.8257142857142856,3.859831073812344,11.926086436263814,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159474,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,1.5975,3.6606804353835645,10.663598086726667,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -159485,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,1.8257142857142856,3.859831073812344,10.97725364431487,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159489,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,1.0125,2.2933131963747706,2.905731382978723,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159636,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,2.4400000000000004,0.30000000000000004,2.4819354838709677,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",0.214,1.4338000000000004,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -159687,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,4.076666666666667,3.0355266795438025,6.471005433291258,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159692,"{'n': [nan, nan, nan, 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[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,1.1045454545454545,2.373970068113227,3.024373702422145,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -159779,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,5.075,4.015054794146651,8.940967861374409,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159784,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,4.285833333333334,2.9870204171083636,6.374349786882991,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",0.49500000000000005,3.3164999999999996,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.3413793103448276,1 -159785,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,6.62,4.21,10.767925223802001,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",0.24100000000000005,1.6146999999999998,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.27542857142857147,1 -159794,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,0.9346153846153845,2.219801153203438,1.3975759513911095,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159801,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,11.616,2.8479999999999994,13.00315887691916,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.3039999999999998,8.7368,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -159832,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,3.9561538461538466,3.088725249781705,6.356694729336916,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159844,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,4.285833333333334,2.9870204171083636,6.374349786882991,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159854,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,3.9561538461538466,3.088725249781705,6.356694729336916,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159913,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,2.8525,3.14258949753225,6.923756077795787,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159923,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,0.0,0.0,0.0,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -159931,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,0.0,0.0,0.0,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0.0,1 -159934,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,0.0,0.0,0.0,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -159967,"{'n': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]","[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]",0.0,12.587499999999999,7.50103117911131,16.56708097165992,1.0,"{'n': 1.373472209328098e-20, 'w': nan, 's': 1.3734760461913004e-20, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': 5.553192215486969e-22, 'w': nan, 's': 5.553192215486986e-22, 'e': nan}","{'n': 2.203151853022365e-09, 'w': nan, 's': 2.2031487757214506e-09, 'e': nan}","{'n': 0.0, 'w': nan, 's': 0.0, 'e': nan}",0.0,0.0,1 -159972,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,0.0,0.0,0.0,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -159991,"{'n': [0.0147058015309285, 0.07273798209931248, 0.07273798209931248, 0.07273798209931248, 0.07273798209931248, 0.07273798209931248, 0.07273798209931248, 0.014984024312458386, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'w': [0.027057577507656402, 0.027057577507656402, 0.027057577507656402, 0.027057577507656402, 0.027057577507656402, 0.027057577507656402, 0.027057577507656402, 0.005573860966577225, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,36.03,0.0,36.03,nan,"{'n': 0.0, 'w': 0.0, 's': nan, 'e': nan}",3.6030000000000006,24.14010000000001,"{'n': 0.0, 'w': 0.0, 's': nan, 'e': nan}","{'n': 0.0, 'w': 0.0, 's': nan, 'e': nan}","{'n': 7.501963903232501, 'w': 4.235526657930999, 's': nan, 'e': nan}",nan,0,0.0 -160010,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,1.9849999999999999,1.987127323550255,3.5081502086230874,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -160021,"{'n': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'w': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 's': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan], 'e': [nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]}","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]","[nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]",nan,0.0,0.0,0.0,nan,"{'n': nan, 'w': nan, 's': nan, 'e': nan}",1.0000000000000002e-19,6.700000000000002e-19,"{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}","{'n': nan, 'w': nan, 's': nan, 'e': nan}",nan,0,1 -163411,"{'n': [0.04256905211406047, 0.06476972894231424, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'w': [0.03654129169354603, 0.025396232157239348, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 's': [0.027153842529139438, 0.03123377030330035, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'e': [0.02324848816651349, 0.015257552914245626, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]}","[1.4213978019686353, 2.1872706039372707, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]","[1.4213978019686353, 2.1872706039372707, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]",0.2405778937270604,4.24,3.7185749958821592,7.899121572078018,1.0,"{'n': 0.08816686763098545, 'w': 0.034570257981584425, 's': 0.04251652333453927, 'e': 0.020769125795803988}",0.728,4.8776,"{'n': 0.024802614484073185, 'w': 0.0, 's': 0.0, 'e': 0.0}","{'n': 0.4764285425645666, 'w': 0.0, 's': 0.3548588453280444, 'e': 0.0}","{'n': 0.0030451323525662387, 'w': 0.0, 's': 0.0, 'e': 0.0}",0.987290077469725,0.13153894080996886,2.2563613065351045 diff --git a/NATURF/tests/compare_dc_output.py b/NATURF/tests/compare_dc_output.py deleted file mode 100644 index d9b6f24621c..00000000000 --- a/NATURF/tests/compare_dc_output.py +++ /dev/null @@ -1,16 +0,0 @@ -import filecmp - -def test_DC(): - """ - Temporary test for comparing the output of DC's C-5 3.2x3.2km region before and after refactoring. - """ - actual_dir = "./NATURF/_C-5/" - expected_dir = "./NATURF/tests/" - files = ["00065-00096.00065-00096", "C-5.csv", "index"] - - for file in files: - assert filecmp.cmp(f"{actual_dir}{file}", f"{expected_dir}{file}") - - -if __name__ == "__main__": - test_DC() \ No newline at end of file diff --git a/NATURF/tests/index b/NATURF/tests/index deleted file mode 100644 index 3b4f8760838..00000000000 --- a/NATURF/tests/index +++ /dev/null @@ -1,21 +0,0 @@ -type=continuous - projection=albers_nad83 - missing_value=-999900. - dy=100.0 - dx=100.0 - known_x=1 - known_y=1 - known_lat=38.794034 - known_lon=-77.129474 - truelat1=45.5 - truelat2=29.5 - stdlon=-77.0 - wordsize=4 - endian=big - signed=no - tile_x=32 - tile_y=32 - tile_z=132 - units="dimensionless" - scale_factor=0.0001 - description="Urban_Parameters" diff --git a/README.md b/README.md index 07a6379f472..70e21d5b7ed 100755 --- a/README.md +++ b/README.md @@ -1,7 +1,41 @@ -[![build](https://github.com/IMMM-SFA/naturf/actions/workflows/build.yml/badge.svg)](https://github.com/IMMM-SFA/naturf/actions/workflows/build.yml) -This repository contains: -- Code -- data, and -- products related to IM3 -- and much more + +## naturf + +NATURF: Neighborhood Adaptive Tissues for Urban Resilience Futures + +## Description + +The Neighborhood Adaptive Tissues for Urban Resilience Futures tool (NATURF) is +a Python workflow that generates data readable by the Weather Research and +Forecasting (WRF) model. The NATURF Python modules use shapefiles containing +building footprint and height data as input to calculate 132 building parameters +at any resolution and converts the parameters into a binary file format. + +NATURF was created to: + + - addresses the knowledge gap of the effect of the geometry of a neighborhood on the local meteorology and + - translate neighborhood morphology (building footprints, heights, spacing, etc.) representations to the WRF-readable urban parameters so that meteorological processes at urban scale can interact with the built environment. + +## Example Data + +The example data provided with this package includes a shapefile containing building footprints and heights for one 3.2km by 3.2km tile of +Washington, D.C. (C-5.shp) and a CSV file that lists the index name for each tile in Washington, D.C. (DC_Indices.csv). + +NATURF requires the center latitude and longitude of the study area in order to correctly project the output data, +but these values are already included in `scripts/workflow.py` for the example data. + +Outputs from the example data should include a binary file named `00065-00096.00065-00096`, an `index` file, +a CSV file with urban parameter values for each building, two NumPy files, several pickle files that are +used in the compilation of the binary file, and a directory of TIF rasters that represent each of the +132 calculated urban parameters. + +## Workflow + +1. Example data is provided in this repository in the `example` directory +2. Setup paths and settings in `scripts/workflow.py` +3. Run `scripts/workflow.py` in a Python 3.8 or greater environment + +## Citation + +> Allen-Dumas, Melissa Ree, Sweet-Breu, Levi, Seals, Matthew, Berres, Andy, Vernon, Chris R., Rexer, Emily, and USDOE Office of Science. NATURF. Computer software. https://www.osti.gov//servlets/purl/1879628. Vers. 0. USDOE Office of Science (SC), Biological and Environmental Research (BER). Earth and Environmental Systems Science Division. 31 Aug. 2022. Web. doi:10.11578/dc.20220803.4. diff --git a/daymet_v3_tmax_annavg_1999_hi.nc4 b/daymet_v3_tmax_annavg_1999_hi.nc4 deleted file mode 100644 index cbc283a0a54..00000000000 Binary files a/daymet_v3_tmax_annavg_1999_hi.nc4 and /dev/null differ diff --git a/example/DC_Indices.csv b/example/DC_Indices.csv new file mode 100644 index 00000000000..9e1d06dc16f --- /dev/null +++ b/example/DC_Indices.csv @@ -0,0 +1,50 @@ +GRID_ID,Index +A-7,00001-00032.00001-00032 +B-7,00033-00064.00001-00032 +C-7,00065-00096.00001-00032 +D-7,00097-00128.00001-00032 +E-7,00129-00160.00001-00032 +F-7,00161-00192.00001-00032 +G-7,00193-00224.00001-00032 +A-6,00001-00032.00033-00064 +B-6,00033-00064.00033-00064 +C-6,00065-00096.00033-00064 +D-6,00097-00128.00033-00064 +E-6,00129-00160.00033-00064 +F-6,00161-00192.00033-00064 +G-6,00193-00224.00033-00064 +A-5,00001-00032.00065-00096 +B-5,00033-00064.00065-00096 +C-5,00065-00096.00065-00096 +D-5,00097-00128.00065-00096 +E-5,00129-00160.00065-00096 +F-5,00161-00192.00065-00096 +G-5,00193-00224.00065-00096 +A-4,00001-00032.00097-00128 +B-4,00033-00064.00097-00128 +C-4,00065-00096.00097-00128 +D-4,00097-00128.00097-00128 +E-4,00129-00160.00097-00128 +F-4,00161-00192.00097-00128 +G-4,00193-00224.00097-00128 +A-3,00001-00032.00129-00160 +B-3,00033-00064.00129-00160 +C-3,00065-00096.00129-00160 +D-3,00097-00128.00129-00160 +E-3,00129-00160.00129-00160 +F-3,00161-00192.00129-00160 +G-3,00193-00224.00129-00160 +A-2,00001-00032.00161-00192 +B-2,00033-00064.00161-00192 +C-2,00065-00096.00161-00192 +D-2,00097-00128.00161-00192 +E-2,00129-00160.00161-00192 +F-2,00161-00192.00161-00192 +G-2,00193-00224.00161-00192 +A-1,00001-00032.00193-00224 +B-1,00033-00064.00193-00224 +C-1,00065-00096.00193-00224 +D-1,00097-00128.00193-00224 +E-1,00129-00160.00193-00224 +F-1,00161-00192.00193-00224 +G-1,00193-00224.00193-00224 diff --git a/example/shapefile/C-5.cpg b/example/shapefile/C-5.cpg new file mode 100644 index 00000000000..3ad133c048f --- /dev/null +++ b/example/shapefile/C-5.cpg @@ -0,0 +1 @@ +UTF-8 \ No newline at end of file diff --git a/example/shapefile/C-5.dbf b/example/shapefile/C-5.dbf new file mode 100644 index 00000000000..569f259aefb Binary files /dev/null and b/example/shapefile/C-5.dbf differ diff --git a/example/shapefile/C-5.prj b/example/shapefile/C-5.prj new file mode 100644 index 00000000000..2bf5bea64f0 --- /dev/null +++ b/example/shapefile/C-5.prj @@ -0,0 +1 @@ +PROJCS["NAD_1983_Contiguous_USA_Albers",GEOGCS["GCS_North_American_1983",DATUM["D_North_American_1983",SPHEROID["GRS_1980",6378137.0,298.257222101]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433]],PROJECTION["Albers"],PARAMETER["False_Easting",0.0],PARAMETER["False_Northing",0.0],PARAMETER["Central_Meridian",-96.0],PARAMETER["Standard_Parallel_1",29.5],PARAMETER["Standard_Parallel_2",45.5],PARAMETER["Latitude_Of_Origin",23.0],UNIT["Meter",1.0]] \ No newline at end of file diff --git a/example/shapefile/C-5.sbn b/example/shapefile/C-5.sbn new file mode 100644 index 00000000000..89df9e3d503 Binary files /dev/null and b/example/shapefile/C-5.sbn differ diff --git a/example/shapefile/C-5.sbx b/example/shapefile/C-5.sbx new file mode 100644 index 00000000000..12634f77a7c Binary files /dev/null and b/example/shapefile/C-5.sbx differ diff --git a/example/shapefile/C-5.shp b/example/shapefile/C-5.shp new file mode 100644 index 00000000000..5246ca77524 Binary files /dev/null and b/example/shapefile/C-5.shp differ diff --git a/example/shapefile/C-5.shx b/example/shapefile/C-5.shx new file mode 100644 index 00000000000..74faa5f9c64 Binary files /dev/null and b/example/shapefile/C-5.shx differ diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index c2a7ece7c60..00000000000 --- a/requirements.txt +++ /dev/null @@ -1,4 +0,0 @@ -GDAL==3.4.1 -numpy==1.21.5 -pandas==1.4.1 -setuptools==61.2.0 \ No newline at end of file diff --git a/NATURF/Binary.py b/scripts/Binary.py similarity index 99% rename from NATURF/Binary.py rename to scripts/Binary.py index 24413c4ce35..1c9d1ec6eea 100644 --- a/NATURF/Binary.py +++ b/scripts/Binary.py @@ -453,11 +453,11 @@ def make_binary(name, path, tifDir, cenlat, cenlon, outputDir, id_field, height_ index.write(' dx=100.0\n') index.write(' known_x=1\n') index.write(' known_y=1\n') - index.write(' known_lat=35.6936372\n') - index.write(' known_lon=-115.4739874\n') + index.write(' known_lat=38.7940343\n') + index.write(' known_lon=-77.1294740\n') index.write(' truelat1=45.5\n') index.write(' truelat2=29.5\n') - index.write(' stdlon=-114.75\n') + index.write(' stdlon=-77.0\n') index.write(' wordsize=4\n') index.write(' endian=big\n') index.write(' signed=no\n') diff --git a/NATURF/Building_IDs.py b/scripts/Building_IDs.py similarity index 100% rename from NATURF/Building_IDs.py rename to scripts/Building_IDs.py diff --git a/NATURF/Buildings_Raster.py b/scripts/Buildings_Raster.py similarity index 100% rename from NATURF/Buildings_Raster.py rename to scripts/Buildings_Raster.py diff --git a/NATURF/Parameter_Calculations.py b/scripts/Parameter_Calculations.py similarity index 100% rename from NATURF/Parameter_Calculations.py rename to scripts/Parameter_Calculations.py diff --git a/NATURF/Parameter_Definitions.py b/scripts/Parameter_Definitions.py similarity index 100% rename from NATURF/Parameter_Definitions.py rename to scripts/Parameter_Definitions.py diff --git a/NATURF/im3Workflow.py b/scripts/workflow.py similarity index 100% rename from NATURF/im3Workflow.py rename to scripts/workflow.py diff --git a/setup.cfg b/setup.cfg deleted file mode 100644 index 5a87726d0c6..00000000000 --- a/setup.cfg +++ /dev/null @@ -1,3 +0,0 @@ -[metadata] -description_file = README.md -license_files = LICENSE.txt \ No newline at end of file diff --git a/setup.py b/setup.py deleted file mode 100644 index 7a3eeff878b..00000000000 --- a/setup.py +++ /dev/null @@ -1,34 +0,0 @@ -import re -from setuptools import setup, find_packages - - -def readme(): - """Return the contents of the project README file.""" - with open('README.md') as f: - return f.read() - - -def get_requirements(): - """Return a list of package requirements from the requirements.txt file.""" - with open('requirements.txt') as f: - return f.read().split() - - -version = re.search(r"__version__ = ['\"]([^'\"]*)['\"]", open('NATURF/__init__.py').read(), re.M).group(1) - -setup( - name='naturf', - version=version, - packages=find_packages(), - url='https://github.com/IMMM-SFA/naturf', - download_url=f'https://github.com/IMMM-SFA/naturf/archive/refs/tags/v{version}.tar.gz', - license='MIT', - author='Levi Sweet-Breu, Melissa Allen-Dumas, Emily Rexer', - author_email='', - description='An open-source Python package to address the effect of the geometry of a neighborhood on the local meteorology. ', - long_description=readme(), - long_description_content_type="text/markdown", - python_requires='>=3.8.5', - include_package_data=True, - install_requires=get_requirements() -) \ No newline at end of file