From 5f8756eb038b5d25c87d5588356c4c34e6a4880b Mon Sep 17 00:00:00 2001 From: Jarno Lintusaari Date: Tue, 30 May 2017 19:07:13 +0300 Subject: [PATCH 01/19] Updated notebooks --- ELFI_parallelization.ipynb | 547 ----- ELFI_tutorial.ipynb | 1790 ---------------- ...tions.ipynb => non_python_operations.ipynb | 456 ++-- parallelization.ipynb | 494 +++++ quickstart.ipynb | 319 +++ tutorial.ipynb | 1881 +++++++++++++++++ 6 files changed, 2933 insertions(+), 2554 deletions(-) delete mode 100644 ELFI_parallelization.ipynb delete mode 100644 ELFI_tutorial.ipynb rename ELFI_non_python_operations.ipynb => non_python_operations.ipynb (90%) create mode 100644 parallelization.ipynb create mode 100644 quickstart.ipynb create mode 100644 tutorial.ipynb diff --git a/ELFI_parallelization.ipynb b/ELFI_parallelization.ipynb deleted file mode 100644 index a2f55c0..0000000 --- a/ELFI_parallelization.ipynb +++ /dev/null @@ -1,547 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### If this is your first encounter with ELFI, we recommend that you start with the ELFI_tutorial notebook." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Automatic parallelization with ipyparallel" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Behind the scenes, ELFI can automatically parallelize the computational inference via clients that support it. Currently ELFI has two clients:\n", - "\n", - "- `elfi.clients.native` (activated by default): does not parallelize but makes it easy to test and debug your code.\n", - "- `elfi.clients.ipyparallel`: [_ipyparallel_](http://ipyparallel.readthedocs.io/) based client can parallelize both locally (using available cores) and in a distributed cluster.\n", - "\n", - "We will show in this notebook how to activate and use the `ipyparallel` client.\n", - "\n", - "\n", - "### Turn on parallelization\n", - "\n", - "To activate the `ipyparallel` client in ELFI just import it with `import elfi.clients.ipyparallel`. Before you can actually run things in parallel you also need to start an `ipyparallel` cluster. Below is an example of how to start a local cluster using your CPU cores (tested in a Unix-like operating system). Please see the [ipyparallel documentation](http://ipyparallel.readthedocs.io/en/latest/intro.html) for more info and details for setting up ipyparallel clusters.\n", - "\n", - "### Tuning the parallelization\n", - "\n", - "The parallelization performance can be tuned with the keyword argument `batch_size` given for the inference methods (e.g. Rejection). Batch size tells how many \"runs\" (evaluations of the generative model) each available worker should run before sending back the results. Because of overhead involved in parallelization, batches should be large enough in computation time, but not too large in memory consumption eating all of your memory. The simulator node often outputs the largest amount of data, so you should count that at least twice the amount of output data in a batch from the simulator should easily fit into the memory. (Also remember that in a shared-memory system this precious resource is shared among the workers). \n", - "\n", - "**Note:** this notebook demonstrates parallelization with the rejection sampling ABC algorithm, which is an example of [embarrassingly parallel](https://en.wikipedia.org/wiki/Embarrassingly_parallel) computing: each simulation is completely independent. Such algorithms highly benefit from parallelization. Some other algorithms depend heavily on previous results making them much harder to parallelize in a meaningful way.\n", - "\n", - "**Note:** Even when using the default native client, Numpy may use multiple cores in its operations as well." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Starting ipcluster" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Taking advantage of ipyparallel requires that you have an Ipyparallel cluster running. You can start a local cluster with the following command (the exclamation mark is a Jupyter syntax for executing shell commands):" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "!ipcluster start -n 4 --daemon" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This starts 1 Ipyparallel controller and 4 engines (workers) on a single host. The `daemon` option makes Ipyparallel run in the background, which is necessary in the notebook environment. This however means that one should remember to `stop` the ipcluster once it's no longer needed (see [bottom](#Remember-to-stop-the-ipcluster-when-done) of this notebook). \n", - "\n", - "One may also run the command in a separate terminal window, which is beneficial for debugging. For more options and details on Ipyparallel, please see its [documentation](http://ipyparallel.readthedocs.io)." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# This is here just to ensure that ipcluster has started properly before continuing\n", - "import time\n", - "time.sleep(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Parallel inference with ELFI" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can proceed to importing ELFI. It is important that all imports and definitions are visible to all Ipyparallel engines, which may be less trivial in some distributed environments. Here it suffices that *ELFI has been installed*, or added to the `PYTHONPATH`." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import elfi" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "ELFI is told to use the ipyparallel cluster by importing the client:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import elfi.clients.ipyparallel" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The MA2 model described and built in the basic ELFI tutorial is available for importing under `elfi.examples`:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "%3\n", - "\n", - "\n", - "d\n", - "\n", - "d\n", - "\n", - "\n", - "S1\n", - "\n", - "S1\n", - "\n", - "\n", - "S1->d\n", - "\n", - "\n", - "\n", - "\n", - "t1\n", - "\n", - "t1\n", - "\n", - "\n", - "t2\n", - "\n", - "t2\n", - "\n", - "\n", - "t1->t2\n", - "\n", - "\n", - "\n", - "\n", - "MA2\n", - "\n", - "MA2\n", - "\n", - "\n", - "t1->MA2\n", - "\n", - "\n", - "\n", - "\n", - "S2\n", - "\n", - "S2\n", - "\n", - "\n", - "S2->d\n", - "\n", - "\n", - "\n", - "\n", - "t2->MA2\n", - "\n", - "\n", - "\n", - "\n", - "MA2->S1\n", - "\n", - "\n", - "\n", - "\n", - "MA2->S2\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from elfi.examples import ma2\n", - "model = ma2.get_model()\n", - "\n", - "elfi.draw(model)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Otherwise everything should be familiar, and ELFI handles everything for you regarding the parallelization. " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "rej = elfi.Rejection(model, 'd', batch_size=10000)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When running the next command, take a look at the system monitor of your operating system; it should show 4 (or whatever number you gave the `ipcluster start` command) Python processes doing heavy computation simultaneously." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 3.03 s, sys: 180 ms, total: 3.21 s\n", - "Wall time: 14.2 s\n" - ] - } - ], - "source": [ - "%time result = rej.sample(5000, n_sim=int(5e6)) # 5 million simulations" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The `Result` object is also just like in the basic case:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Method: Rejection\n", - "Number of posterior samples: 5000\n", - "Number of simulations: 5000000\n", - "Threshold: 0.0358\n", - "Posterior means: t1: 0.655, t2: 0.159\n" - ] - } - ], - "source": [ - "result.summary" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7sAAAHjCAYAAADi2AhFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nu5IkSZKk7vwBq96CnLEp9fsAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "result.plot_pairs()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To summarize, the only thing that needed to be changed from the basic scenario was enabling the `ipyparallel` client." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Functions in Jupyter and Ipyparallel" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "All imports and definitions must be visible for all Ipyparallel engines. This means that customizing the model from within the notebook has some caveats.\n", - "\n", - "You can change the model with built-in functionality like this without problems:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "d2 = elfi.Distance('cityblock', model['S1'], model['S2'], p=1)\n", - "\n", - "rej2 = elfi.Rejection(d2, batch_size=10000)\n", - "result2 = rej2.sample(1000, quantile=0.01)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "But let's say you want to use your very own distance:" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def my_distance(x, y):\n", - " # Note that interactively defined functions must use full module names, e.g. numpy instead of np\n", - " return numpy.sum((x-y)**2, axis=1)\n", - "\n", - "d3 = elfi.Distance(my_distance, model['S1'], model['S2'])\n", - "rej3 = elfi.Rejection(d3, batch_size=10000)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This is not automatically visible for the ipyparallel engines, the below will therefore fail:" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "# This will fail if you try it!\n", - "# result3 = rej3.sample(1000, quantile=0.01)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Ipyparallel provides a way to manually `push` the new definition to the scopes of the engines. Because `my_distance` also uses numpy, that must be imported in the engines as well:" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "importing numpy on engine(s)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Get the ipyparallel client\n", - "ipyclient = elfi.get_client().ipp_client\n", - "\n", - "# Import numpy in the engines (note that you cannot use \"as\" abbreviations, but must use plain imports)\n", - "with ipyclient[:].sync_imports():\n", - " import numpy\n", - "\n", - "# Then push my_distance to the engines\n", - "ipyclient[:].push({'my_distance': my_distance})\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The above may look a bit cumbersome, but now this works:" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Method: Rejection\n", - "Number of posterior samples: 1000\n", - "Number of simulations: 100000\n", - "Threshold: 0.013\n", - "Posterior means: t1: 0.654, t2: 0.163" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rej3.sample(1000, quantile=0.01) # now this works" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "However, a simple solution to problems like this is to define your functions in external scripts (see `elfi.examples.ma2`) and have the module files be available in the folder where you run your ipyparallel engines." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Remember to stop the ipcluster when done" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2017-05-19 17:09:08.430 [IPClusterStop] Stopping cluster [pid=2398185] with [signal=]\r\n" - ] - } - ], - "source": [ - "!ipcluster stop" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.5.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/ELFI_tutorial.ipynb b/ELFI_tutorial.ipynb deleted file mode 100644 index e958bc7..0000000 --- a/ELFI_tutorial.ipynb +++ /dev/null @@ -1,1790 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# ELFI tutorial\n", - "\n", - "This tutorial covers the basics of using ELFI, how to make models, save results for later use and run different inference algorithms. Please see also our other tutorials for parallelization and using non Python operations in ELFI models." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "import scipy.stats\n", - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import logging\n", - "logging.basicConfig(level=logging.INFO) # logging may not show up in Jupyter without this" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Inference with ELFI: case MA(2) model\n", - "\n", - "The 2nd order moving average model, MA(2), is a common model used in univariate time analysis. Assuming zero mean it can be written as\n", - "\n", - "$$\n", - "y_t = w_t + \\theta_1 w_{t-1} + \\theta_2 w_{t-2},\n", - "$$\n", - "\n", - "where $\\theta_1, \\theta_2 \\in \\mathbb{R}$ and $(w_k)_{k\\in \\mathbb{Z}} \\sim N(0,1)$ represents an independent and identically distributed sequence of white noise." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The observed data and the inference problem" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this notebook, our task is to infer the parameters $\\theta_1, \\theta_2$ given a sequence of 100 observations $y$ that originate from an MA(2) process. Let's define this MA(2) simulator as a Python function:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def MA2(t1, t2, n_obs=100, batch_size=1, random_state=None):\n", - " # Make inputs 2d arrays for broadcasting with w\n", - " t1 = np.asanyarray(t1).reshape((-1, 1))\n", - " t2 = np.asanyarray(t2).reshape((-1, 1))\n", - " random_state = random_state or np.random\n", - "\n", - " w = random_state.randn(batch_size, n_obs+2) # i.i.d. sequence ~ N(0,1)\n", - " x = w[:, 2:] + t1*w[:, 1:-1] + t2*w[:, :-2]\n", - " return x" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Above, `t1`, `t2`, and `n_obs` are the arguments specific to the MA2 process. The latter two are ELFI specific keyword arguments. In ELFI, operations are normally vectorized, meaning that instead of simulating a single MA2 sequence at a time, we simulate a batch of them. Vectorization is a way to make operations efficient in Python. Above we rely on numpy to carry out the vectorized calculations. The simulator is passed a `batch_size` argument by ELFI to indicate how many simulations are needed. This also implies that `t1` and `t2` are going to be vectors of scalars and that the method returns in this case a 2d array with simulations on the rows.\n", - "\n", - "The other keyword argument `random_state` is for generating random quantities in your simulator. It is a `numpy.RandomState` object that has all the same methods as `numpy.random` module has. Using it ensures that you will get consistent and reliable results. \n", - "\n", - "**Note**: there is a built-in tool (`elfi.tools.vectorize`) in ELFI to vectorize operations that cannot be otherwise vectorized. It is basically a for loop wrapper for convenience.\n", - "\n", - "**Important**: in order to guarantee a consistent state of pseudo-random number generation, the simulator must have `random_state` as a keyword argument for reading in a `numpy.RandomState` object.\n", - "\n", - "(If you *really* don't want to take advantage of these, you can wrap your function into another that accepts these keyword arguments but simply doesn't use them.)\n", - "\n", - "Let's now use this simulator to create toy observations. We will use parameter values $\\theta_1=0.6, \\theta_2=0.2$ as in [*Marin et al. (2012)*](http://link.springer.com/article/10.1007/s11222-011-9288-2) making comparing the figures also possible. We will then try to infer these parameter values back based on the toy observed data alone." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAo0AAAFpCAYAAAD5kBJEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUJL/H0RspODM0g02AAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# true parameters\n", - "t1_true = 0.6\n", - "t2_true = 0.2\n", - "\n", - "# Set up observed data y with some random seed\n", - "random_state = np.random.RandomState(20161130)\n", - "y_obs = MA2(t1_true, t2_true, random_state=random_state)\n", - "\n", - "# Plot the observed sequence\n", - "plt.figure(figsize=(11, 6));\n", - "plt.plot(y_obs.ravel());\n", - "\n", - "# To illustrate the stochasticity, let's plot a couple of more observations with the same true parameters:\n", - "plt.plot(MA2(t1_true, t2_true).ravel());\n", - "plt.plot(MA2(t1_true, t2_true).ravel());" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Approximate Bayesian Computation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Standard statistical inference methods rely on the use of the *likelihood* function. Given a configuration of the parameters, the likelihood function quantifies how likely it is that these values of the parameters produced the observed data. In our simple example case above however, evaluating the likelihood is difficult due to the unobserved latent sequence (variable `w` in the simulator code). In many real world applications the likelihood function is not available or it is too expensive to evaluate preventing the use of traditional inference methods.\n", - "\n", - "One way to approach this problem is to use Approximate Bayesian Computation (ABC) which is a statistically based method replacing the use of the likelihood function with a simulator of the data. Loosely speaking, it is based on the intuition that similar data is likely to have been produced by similar parameters. Looking at the picture above, in essence we would keep simulating until we have found enough sequences that are similar to the observed sequence. Although the idea may appear inapplicable for the task at hand, you will soon see that it does work. For more information about ABC, please see e.g. \n", - "\n", - "* [Lintusaari, J., Gutmann, M. U., Dutta, R., Kaski, S., and Corander, J. (2016). Fundamentals and recent\n", - "developments in approximate Bayesian computation. *Systematic Biology*, doi: 10.1093/sysbio/syw077.](http://sysbio.oxfordjournals.org/content/early/2016/09/07/sysbio.syw077.full.pdf)\n", - "\n", - "* [Marin, J.-M., Pudlo, P., Robert, C. P., and Ryder, R. J. (2012). Approximate Bayesian computational\n", - "methods. *Statistics and Computing*, 22(6):1167–1180.](http://link.springer.com/article/10.1007/s11222-011-9288-2)\n", - "\n", - "* https://en.wikipedia.org/wiki/Approximate_Bayesian_computation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Defining the inference problem in ELFI" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To run this notebook, ELFI should be installed or added to your `PYTHONPATH`. Once that is done, you should be able to `import` it:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import elfi" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In ELFI, we build a generative model for the distance between simulations and the observed data. The model will be a directed acyclic graph ([DAG](https://en.wikipedia.org/wiki/Directed_acyclic_graph)), which associates each node with its parent nodes, the last node being the distance. This provides an intuitive means to describe even complex dependencies. Let's build such a model.\n", - "\n", - "As is usual in Bayesian statistical inference, we need to define *prior* distributions for the unknown parameters $\\theta_1, \\theta_2$. In ELFI the priors can be any of the continuous and discrete distributions available in `scipy.stats` (for custom priors, see [below](#custom_prior)). For simplicity, let's start by assuming that both parameters follow `Uniform(0, 2)`." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# a node is defined by giving a distribution from scipy.stats and its parents (here constants 0 and 2)\n", - "t1 = elfi.Prior(scipy.stats.uniform, 0, 2)\n", - "\n", - "# ELFI also supports giving the scipy.stats distributions as strings\n", - "t2 = elfi.Prior('uniform', 0, 2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next, we define the *Simulator* node by giving it the `MA2` function, and the priors as its parents. As the evaluation of this node can be compared with observations, we give them as well." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "Y = elfi.Simulator(MA2, t1, t2, observed=y_obs)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "But how does one compare the simulated sequences with the observed sequence? As could be seen from the plot of just a few observed sequences, a direct pointwise comparison would probably not work very well: the three sequences look quite different although they were generated with the same parameter values. Indeed, the comparison of simulated sequences is often the most difficult (and ad hoc) part of ABC. Typically one chooses one or more summary statistics and then calculates the discrepancy between those.\n", - "\n", - "Here, we will apply the intuition arising from the definition of the MA(2) process, and use the autocovariances with lags 1 and 2 as the summary statistics:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def autocov(x, lag=1):\n", - " C = np.mean(x[:,lag:] * x[:,:-lag], axis=1)\n", - " return C" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As is familiar by now, a `Summary` node is defined by giving the autocovariance function and the simulated data (which includes the observed as well):" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "S1 = elfi.Summary(autocov, Y)\n", - "S2 = elfi.Summary(autocov, Y, 2) # the optional keyword lag is given the value 2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here, we choose the discrepancy as the common Euclidean L2-distance. ELFI can use many common distances directly from `scipy.spatial.distance` like this:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Finish the model with the final node that calculates the squared distance (S1_sim-S1_obs)**2 + (S2_sim-S2_obs)**2\n", - "d = elfi.Distance('euclidean', S1, S2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "One may wish to use a distance function that is unavailable in `scipy.spatial.distance`. ELFI supports defining a custom distance/discrepancy functions as well (see the documentation for `elfi.Distance` and `elfi.Discrepancy`).\n", - "\n", - "Now that the inference model is defined, ELFI can visualize the DAG. __Note__ that you need the [Graphviz](http://www.graphviz.org) software as well as the `graphviz` [Python package](https://pypi.python.org/pypi/graphviz) for drawing this." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "%3\n", - "\n", - "\n", - "t1\n", - "\n", - "t1\n", - "\n", - "\n", - "Y\n", - "\n", - "Y\n", - "\n", - "\n", - "t1->Y\n", - "\n", - "\n", - "\n", - "\n", - "S1\n", - "\n", - "S1\n", - "\n", - "\n", - "Y->S1\n", - "\n", - "\n", - "\n", - "\n", - "S2\n", - "\n", - "S2\n", - "\n", - "\n", - "Y->S2\n", - "\n", - "\n", - "\n", - "\n", - "t2\n", - "\n", - "t2\n", - "\n", - "\n", - "t2->Y\n", - "\n", - "\n", - "\n", - "\n", - "d\n", - "\n", - "d\n", - "\n", - "\n", - "S1->d\n", - "\n", - "\n", - "\n", - "\n", - "S2->d\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Remember to install graphviz for this to work\n", - "elfi.draw(d) # just give it a node in the model, or the model itself (d.model)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Defining custom priors" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Although the above definition is perfectly valid, let's use the same priors as in [*Marin et al. (2012)*](http://link.springer.com/article/10.1007/s11222-011-9288-2) that guarantee that the problem will be identifiable (loosely speaking, the likelihood willl have just one mode). Marin et al. used priors for which $-2<\\theta_1<2$ with $\\theta_1+\\theta_2>-1$ and $\\theta_1-\\theta_2<1$ i.e. the parameters are sampled from a triangle (see below).\n", - "\n", - "In ELFI, custom distributions can be defined similar to distributions in `scipy.stats` (i.e. they need to have at least the `rvs` method implemented for the simplest algorithms). To be safe they can inherit `elfi.Distribution` which defines the methods needed. In this case we only need these for sampling, so implementing a static `rvs` method suffices. As was in the context of simulators, it is important to accept the keyword argument `random_state`, which is needed for ELFI's internal book-keeping of pseudo-random number generation. Also the `size` keyword is needed (which in the simple cases is the same as the `batch_size` in the simulator definition)." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# define prior for t1 as in Marin et al., 2012 with t1 in range [-b, b]\n", - "class CustomPrior_t1(elfi.Distribution):\n", - " def rvs(b, size=1, random_state=None):\n", - " u = scipy.stats.uniform.rvs(loc=0, scale=1, size=size, random_state=random_state)\n", - " t1 = np.where(u<0.5, np.sqrt(2.*u)*b-b, -np.sqrt(2.*(1.-u))*b+b)\n", - " return t1\n", - "\n", - "# define prior for t2 conditionally on t1 as in Marin et al., 2012, in range [-a, a]\n", - "class CustomPrior_t2(elfi.Distribution):\n", - " def rvs(t1, a, size=1, random_state=None):\n", - " locs = np.maximum(-a-t1, t1-a)\n", - " scales = a - locs\n", - " t2 = scipy.stats.uniform.rvs(loc=locs, scale=scales, size=size, random_state=random_state)\n", - " return t2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "These indeed sample from a triangle:" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "t1_1000 = CustomPrior_t1.rvs(2, 1000)\n", - "t2_1000 = CustomPrior_t2.rvs(t1_1000, 1, 1000)\n", - "plt.scatter(t1_1000, t2_1000, s=4, edgecolor='none');\n", - "# plt.plot([0, 2, -2, 0], [-1, 1, 1, -1], 'b') # outlines of the triangle" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's change the earlier priors to the new ones in the inference model:" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "%3\n", - "\n", - "\n", - "t1\n", - "\n", - "t1\n", - "\n", - "\n", - "Y\n", - "\n", - "Y\n", - "\n", - "\n", - "t1->Y\n", - "\n", - "\n", - "\n", - "\n", - "t2\n", - "\n", - "t2\n", - "\n", - "\n", - "t1->t2\n", - "\n", - "\n", - "\n", - "\n", - "S2\n", - "\n", - "S2\n", - "\n", - "\n", - "Y->S2\n", - "\n", - "\n", - "\n", - "\n", - "S1\n", - "\n", - "S1\n", - "\n", - "\n", - "Y->S1\n", - "\n", - "\n", - "\n", - "\n", - "t2->Y\n", - "\n", - "\n", - "\n", - "\n", - "d\n", - "\n", - "d\n", - "\n", - "\n", - "S2->d\n", - "\n", - "\n", - "\n", - "\n", - "S1->d\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "t1.become(elfi.Prior(CustomPrior_t1, 2))\n", - "t2.become(elfi.Prior(CustomPrior_t2, t1, 1))\n", - "\n", - "elfi.draw(d)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that `t2` now depends on `t1`. Yes, ELFI supports hierarchy." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Basic inference with rejection sampling" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The simplest ABC algorithm samples parameters from their prior distributions, runs the simulator with these and compares them to the observations. The samples are either accepted or rejected depending on how large the distance is. The accepted samples represent samples from the approximate posterior distribution.\n", - "\n", - "In ELFI, ABC methods are initialized either with a node giving the distance, or with the `ElfiModel` object and the name of the distance node. Depending on the inference method, additional arguments may be accepted or required. \n", - "\n", - "A common optional keyword argument, accepted by all inference methods, `batch_size` defines how many simulations are performed in each passing through the graph. In Python, doing many calculations with a single function call can potentially save a lot of CPU time, depending on the operation. For example, here we draw 10000 samples from `t1`, give them as input to `t2` and draw 10000 samples from it, use these to run 10000 simulations etc. all in just one passing through the graph and hence the overall number of function calls is reduced 10000-fold. However, this does not mean that batches should be as big as possible, since you may run out of memory, the fraction of time spent in function call overhead becomes insignificant, and many algorithms operate in multiples of `batch_size`. Furthermore, the `batch_size` is a crucial element for efficient parallelization (see the notebook on parallelization)." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "rej = elfi.Rejection(d, batch_size=10000)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "After the ABC method has been initialized, samples can be drawn from it. By default, rejection sampling in ELFI works in `quantile` mode i.e. a certain quantile of the samples with smallest discrepancies is accepted. The `sample` method requires the number of output samples as a parameter. Note that the simulator is then run `(N/quantile)` times. (Alternatively, the same behavior can be achieved by saying `n_sim=1000000`.)\n", - "\n", - "The IPython magic command `%time` is used here to give you an idea of runtime on a typical personal computer." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZgAAAEKCAYAAAAvlUMdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "Threshold: 0.11405655544800358" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 29.7 s, sys: 544 ms, total: 30.2 s\n", - "Wall time: 30.1 s\n" - ] - } - ], - "source": [ - "N = 10000\n", - "\n", - "vis = dict(xlim=[-2,2], ylim=[-1,1])\n", - "\n", - "# You can give the sample method a `vis` keyword to see an animation how the prior transforms towards the\n", - "# posterior with a decreasing threshold (interactive visualization will slow it down a bit though).\n", - "%time result = rej.sample(N, quantile=0.01, vis=vis)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The `sample` method returns a `Result` object, which contains several attributes and methods. Most notably the attribute `samples` contains an OrderedDict (i.e. an ordered Python dictionary) of the posterior numpy arrays for all non-constant elfi.Priors in the model. For rejection sampling, other attributes include e.g. the `threshold`, which is the threshold value resulting in the requested quantile. " - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.59467042582746232" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "result.samples['t1'].mean()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The `Result` object includes a convenient `summary` method:" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Method: Rejection\n", - "Number of posterior samples: 10000\n", - "Number of simulations: 1000000\n", - "Threshold: 0.114\n", - "Posterior means: t1: 0.595, t2: 0.162\n" - ] - } - ], - "source": [ - "result.summary" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Rejection sampling can also be performed threshold-based so that it accepts all samples that result in a discrepancy below certain threshold. Note that since we require a fixed number of samples, there is no guarantee how many times the simulator will be run." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 2.11 s, sys: 80 ms, total: 2.19 s\n", - "Wall time: 2.18 s\n", - "Method: Rejection\n", - "Number of posterior samples: 10000\n", - "Number of simulations: 340000\n", - "Threshold: 0.2\n", - "Posterior means: t1: 0.59, t2: 0.168\n", - "\n" - ] - } - ], - "source": [ - "%time result2 = rej.sample(N, threshold=0.2)\n", - "\n", - "print(result2) # the Result object's __str__ contains the output from summary()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Storing simulated values" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As the samples are already in numpy arrays, you can just say e.g. `np.savetxt('t1.txt', result.samples['t1'])` to save them. However, ELFI provides some additional functionality. You may define a *pool* for storing the simulation results (not just the accepted samples) for certain nodes:" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 6.9 s, sys: 8 ms, total: 6.91 s\n", - "Wall time: 6.91 s\n" - ] - }, - { - "data": { - "text/plain": [ - "Method: Rejection\n", - "Number of posterior samples: 10000\n", - "Number of simulations: 1000000\n", - "Threshold: 0.114\n", - "Posterior means: t1: 0.594, t2: 0.163" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pool = elfi.OutputPool(['t1', 't2', 'S1', 'S2'])\n", - "rej = elfi.Rejection(d, pool=pool)\n", - "\n", - "%time result3 = rej.sample(N, n_sim=1000000)\n", - "result3" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The benefit of the pool is that you may reuse simulations without having to resimulate them. Above we saved the summaries to the pool, so we can change the distance node of the model without having to resimulate anything. Let's do that." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 936 ms, sys: 0 ns, total: 936 ms\n", - "Wall time: 934 ms\n" - ] - }, - { - "data": { - "text/plain": [ - "Method: Rejection\n", - "Number of posterior samples: 10000\n", - "Number of simulations: 1000000\n", - "Threshold: 0.143\n", - "Posterior means: t1: 0.593, t2: 0.164" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Replace the current distance with a cityblock (manhattan) distance and recreate the inference\n", - "d.become(elfi.Distance('cityblock', S1, S2, p=1))\n", - "rej = elfi.Rejection(d, pool=pool)\n", - "\n", - "%time result4 = rej.sample(N, n_sim=1000000)\n", - "result4" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note the significant saving in time, even though the total number of considered simulations stayed the same. \n", - "\n", - "We can also increase the total amount of simulations and only have to simulate the new ones:" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 2.3 s, sys: 4 ms, total: 2.31 s\n", - "Wall time: 2.31 s\n" - ] - }, - { - "data": { - "text/plain": [ - "Method: Rejection\n", - "Number of posterior samples: 10000\n", - "Number of simulations: 1200000\n", - "Threshold: 0.13\n", - "Posterior means: t1: 0.594, t2: 0.163" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "%time result5 = rej.sample(N, n_sim=1200000)\n", - "result5" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Above the results were saved into a python dictionary (the pool). If you store a lot of large data to there, you will eventually \n", - "run out of memory. Instead you can use arrays persisted to standard .npy files. ELFI makes it possible to append\n", - "to these arrays as well." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 24 ms, sys: 0 ns, total: 24 ms\n", - "Wall time: 23.3 ms\n" - ] - } - ], - "source": [ - "arraypool = elfi.store.ArrayPool(['t1', 't2', 'Y', 'd'], basepath='./output')\n", - "rej = elfi.Rejection(d, pool=arraypool)\n", - "%time result5 = rej.sample(100, threshold=0.3)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This stores the simulated data in binary `npy` format under seed-specific directory `arraypool.path`, and can be loaded with `np.load`. (**Note:** depending on your operating system, you may have to run `arraypool.flush()` before you can access the files while this notebook is open.)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "d.npy t1.npy t2.npy Y.npy\r\n" - ] - } - ], - "source": [ - "arraypool.flush()\n", - "!ls $arraypool.path" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now lets load all the parameters `t1` that were generated with numpy:" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([-0.15717118, -0.4007612 , -0.03841609, ..., 1.53443984,\n", - " 0.74164426, 0.03774473])" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.load(arraypool.path + '/t1.npy')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can delete the files with:" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ls: cannot access './output/arraypool/2445516670': No such file or directory\r\n" - ] - } - ], - "source": [ - "arraypool.delete()\n", - "\n", - "!ls $arraypool.path # verify the deletion" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Visualizing the results" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Instances of `Result` contain methods for some basic plotting (these are convenience methods to plotting functions defined under `elfi.visualization`).\n", - "\n", - "For example one can plot the marginal distributions:" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA64AAAEKCAYAAAASFAijAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkfJscqMGvV8AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "result.plot_marginals();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Often \"pairwise relationships\" are more informative:" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7sAAAHjCAYAAADi2AhFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "result.plot_pairs();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that if working in a non-interactive environment, you can use e.g. `plt.savefig('pairs.png')` after an ELFI plotting command to save the current figure to disk." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Sequential Monte Carlo ABC" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Rejection sampling is quite inefficient, as it does not learn from its history. The sequential Monte Carlo (SMC) ABC algorithm does just that by applying importance sampling: samples are *weighed* according to the resulting discrepancies and the next *population* of samples is drawn near to the previous using the weights as probabilities. \n", - "\n", - "For evaluating the weights, SMC ABC needs to have probability density functions for the priors. In our MA2 example the second prior is conditional on the first, which complicates matters a bit. Let's modify the prior distribution classes:" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# define prior for t1 as in Marin et al., 2012 with t1 in range [-b, b]\n", - "class CustomPrior_t1(elfi.Distribution):\n", - " def rvs(b, size=1, random_state=None):\n", - " u = scipy.stats.uniform.rvs(loc=0, scale=1, size=size, random_state=random_state)\n", - " t1 = np.where(u<0.5, np.sqrt(2.*u)*b-b, -np.sqrt(2.*(1.-u))*b+b)\n", - " return t1\n", - " \n", - " def pdf(x, b):\n", - " p = 1./b - np.abs(x) / (b*b)\n", - " p = np.where(p < 0., 0., p) # disallow values outside of [-b, b] (affects weights only)\n", - " return p\n", - "\n", - " \n", - "# define prior for t2 conditionally on t1 as in Marin et al., 2012, in range [-a, a]\n", - "class CustomPrior_t2(elfi.Distribution):\n", - " def rvs(t1, a, size=1, random_state=None):\n", - " locs = np.maximum(-a-t1, t1-a)\n", - " scales = a - locs\n", - " t2 = scipy.stats.uniform.rvs(loc=locs, scale=scales, size=size, random_state=random_state)\n", - " return t2\n", - " \n", - " def pdf(x, t1, a):\n", - " locs = np.maximum(-a-t1, t1-a)\n", - " scales = a - locs\n", - " p = scipy.stats.uniform.pdf(x, loc=locs, scale=scales)\n", - " p = np.where(scales>0., p, 0.) # disallow values outside of [-a, a] (affects weights only)\n", - " return p\n", - " \n", - " \n", - "# Redefine the priors\n", - "t1.become(elfi.Prior(CustomPrior_t1, 2, model=t1.model))\n", - "t2.become(elfi.Prior(CustomPrior_t2, t1, 1))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In ELFI, one can setup a SMC ABC sampler just like the Rejection sampler:" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "smc = elfi.SMC(d, batch_size=10000)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For sampling, one has to define the number of output samples, the number of populations and a *schedule* i.e. a list of quantiles to use for each population. In essence, a population is just refined rejection sampling." - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:elfi.methods.methods:---------------- Starting round 0 ----------------\n", - "INFO:elfi.methods.methods:---------------- Starting round 1 ----------------\n", - "INFO:elfi.methods.methods:---------------- Starting round 2 ----------------\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 6.12 s, sys: 156 ms, total: 6.28 s\n", - "Wall time: 1.75 s\n" - ] - } - ], - "source": [ - "N = 1000\n", - "schedule = [0.7, 0.2, 0.05]\n", - "%time result_smc = smc.sample(N, schedule)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can have summaries and plots of the results just like above:" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Method: SMC-ABC\n", - "Number of posterior samples: 1000\n", - "Number of simulations: 180000\n", - "Threshold: 0.0491\n", - "Posterior means for final population: t1: 0.598, t2: 0.167\n" - ] - } - ], - "source": [ - "result_smc.summary" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The `Result` object returned by the SMC-ABC sampling contains also some methods for investigating the evolution of populations, e.g.:" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Posterior means for population 0: t1: 0.557, t2: 0.2\n", - "Posterior means for population 1: t1: 0.599, t2: 0.166\n", - "Posterior means for population 2: t1: 0.598, t2: 0.167\n", - "\n" - ] - } - ], - "source": [ - "result_smc.posterior_means_all_populations" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAesAAACoCAYAAADASMbXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nvsa5k1zi4wAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAACoCAYAAAAviq3pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAACoCAYAAAAviq3pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWpKkDjNRS5LUYSZqSZI67P8AKbbeuEwRFSAAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "result_smc.plot_marginals_all_populations(bins=25, figsize=(8, 2), fontsize=12)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Obviously one still has direct access to the samples as well, which allows custom plotting:" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8YAAAGDCAYAAADpmwk3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4VGX2wPHvm94TSCGk0HvvCEhHQBQRCwgoVRjsrrq/\ntayrrqurrquruypDE1BpoiIi0ot0CL1D6BAgpAfSM/f3x00wIQmQZCZ3Jjmf5+Exmbn3zpkYXua9\n73nPUZqmIYQQQgghhBBCVFVORgcghBBCCCGEEEIYSSbGQgghhBBCCCGqNJkYCyGEEEIIIYSo0mRi\nLIQQQgghhBCiSpOJsRBCCCGEEEKIKk0mxkIIIYQQQgghqjSZGItKSynVSyl1oRznT1FKvWnNmIQQ\nwtpkrBNCVAUy1glbk4mxqBBKqTNKqXSl1DWl1BWl1CyllI/RceVTSo1VSm0q+JimaZM1TXvXRq/3\nJ6XUZaVUilJqplLK3RavI4SoWDLWFXqtFkqpFUqpOKWUZu3rCyGMI2Ndodcao5TalfeZ7oJS6iOl\nlIu1X0fYnkyMRUUarGmaD9AO6AD81eB4DKGUGgC8CvQFagP1gHcMDUoIYU0y1umygYXABKMDEULY\nhIx1Oi/gRSAI6Iz++e4VQyMSZSITY1HhNE27CPwGtABQSoUppZYopRKUUtFKqYn5xyql3lZKLVJK\nLVBKpSqldiulWhd4XlNKNSjw/Syl1D+Ke12l1KtKqZN51zmslBqa93hTYArQJe/OZ1Jx11JKTcyL\nLyEv3rCb4pislDqhlEpSSn2hlFIl/AjGADM0TTukaVoi8C4wtpQ/RiGEnavqY52macc0TZsBHCrT\nD1AI4RBkrNO+0jRto6ZpWXk/i++AbmX5WQpjycRYVDilVCQwCNiT99B84AIQBjwCvK+U6lPglCHA\n90B1YC6wWCnlWoaXPgl0B/zRV2i/VUrV1DTtCDAZ2Kppmo+maQHFxNwH+CcwDKgJnM2Lu6D7gY5A\nq7zjBpQQR3NgX4Hv9wE1lFKBZXhPQgg7JWOdEKIqkLGuiB7IDUGHJBNjUZEW59212wRsQB8oI9Hv\nqv1F07QMTdP2AtOB0QXO26Vp2iJN07KBTwAP4K7Svrimad9rmhajaZpF07QFwAmg0x2ePgqYqWna\nbk3TMoHX0O9E1ilwzAeapiVpmnYOWAe0KeFaPkByge/zv/a9w1iEEPZNxjohRFUgY91NlFLj0dPK\nPy7FWxF2QibGoiI9qGlagKZptTVNe1rTtHT0u4kJmqalFjjuLBBe4Pvz+V9ommbhj7uQpaKUGq2U\n2puXEpOEnvITdIenh+XFlR/HNSD+pjgvF/g6DX0CXJxrgF+B7/O/Ti3mWCGE45GxTghRFchYVzie\nB9FXoe/VNC3uDuMQdkQmxsJoMUB1pVTB1dJawMUC30fmf6GUcgIi8s4DfaDyKnBsaHEvopSqDUwD\nngUC89JqDgL5+0VuVzE1Br1QVv71vIHAm+K8U4eA1gW+bw1c0TQtvgzXEkI4hqo41gkhqp4qOdYp\npQbmxTNY07QDZbmGMJ5MjIWhNE07D2wB/qmU8lBKtUKvYPptgcPaK6UeUnrp+xeBTGBb3nN7gZFK\nKee8QalnCS/ljT5IXgVQSo0jr0hEnitAhFLKrYTz5wHjlFJtlN5a6X1gu6ZpZ0r3jgGYA0xQSjVT\nSgWgV3GcVYbrCCEcRFUc65TOA3DL+95DSWs6ISq1KjrW9UEvuPWwpmk7Snu+sB8yMRb2YARQB/3u\n3U/AW5qmrS7w/M/AcCAReAJ4KG9fCsALwGAgCX2/yOLiXkDTtMPAv4Gt6INlS2BzgUPWoq/kXlZK\nFUl/yYvnTeAH4BJQH3is9G8VNE1bDnyEvl/lHHoqz1tluZYQwqFUqbEOfTUmnT+K0KQDx8p4LSGE\n46hqY92b6AXAluVVwb6mlPqtjNcSBlKadrtMAyGMo5R6G2igadrjRscihBC2ImOdEKIqkLFO2DNZ\nMRZCCCGEEEIIUaUZOjFWSs1USsUqpQ6W8LxSSn2e13x7v1KqXYHnxuQ13T6hlBpTcVELIYQQQggh\nhKhMDE2lVkr1QG9dM0fTtBbFPD8IeA69aXhn4DNN0zorpaoDUeh9wjRgF9Be07TECgteCCGEEEII\nIUSlYOiKsaZpvwMJtzhkCPqkWdM0bRsQoJSqCQwAVmmalpA3GV4FDLR9xEIIIYQQQgghKht732Mc\nToEm4OgNwMNv8bgQQgghhBBCCFEqLkYHYGtKqUnAJP27wPaRkXVwsvfbAUKIChETA9nZu+I0TQs2\nOpbyunmsCwurg6uroSEJIezElSuQlQUWi+OPdzePdSEhdfD0NDQkIYSdiI+Ha9cAyjbW2fvE+CIQ\nWeD7iLzHLgK9bnp8fXEX0DRtKjAVQKkO2jvvRDFunC1CFUI4kuPHoXFjAHXW6Fis4eaxbvLkKN58\n0+CghBCGi4+H8HB46in44gvHH+8KjnVOTh20oUOjmDLF4KCEEIbLyoLISOjXDxYvLttYZ+9rp0uA\n0XnVqe8CkjVNuwSsAPorpaoppaoB/fMeuyUPDzCbbRuwEPmWHbjEL/tijA5DlGDqVHCx91uDZeTr\nC9OmQW6u0ZEIIYw2Zw5kZoLJZHQk1le9Onz3HaSmGh2JEMJoixdDbGz5xjqj2zXNA7YCjZVSF5RS\nE5RSk5VSk/MOWQacAqKBacDTAJqmJQDvAjvz/vw977FbCg6G7dth3z4bvBkhCkhOy+aZubt5bt4e\n4q5lGh2OuElGBsyaBQ8+aHQkthEcDOfPw/LlRkcihDCSpukLAl26QMuWRkdjfcHBetrkvHlGRyKE\nMJrZDHXqQP/+Zb+GoeslmqaNuM3zGvBMCc/NBGaW5vUCA+HqVf0H9+WXpTlTiNLx93JlUvd65Fo0\nAr3djA5H3OTHH/X0QpMJFi0yOhrrCwiAGjX0se6++4yORghhlN9/h2PH9BuBlZG3tz7hN5th0iSj\noxFCGOX4cVi7Ft57j3LVkrL3VGqrcnaGYcPg22/zN2YLYTuvDWrKX+9vhlLK6FDETaZMgfr1oU8f\noyOxDaVg/Hj49Vd95VgIUTVNmaLfKBs2zOhIbMdkgt27ISrK6EiEEEbJ3x43fnz5rlOlJsagD6Cp\nqZJ2I0RVdfgwbNyory5U5gr1EyfqaZTTpxsdiRDCCFevwg8/wOjRVOqqzY8/Dl5eSAEuIaqo/O1x\nQ4ZAaGj5rlWJPxYWr0sXaNFCinAJUVVNnQqurjB2rNGR2Fbduvo+m+nTISfH6GiEEBVt1izIzq6c\nRbcK8veHxx7TFzySk42ORghR0QpujyuvKjcxVkr/we3apf8RQlQd6ekwezY89BCEhBgdje2ZTHqv\n5l9/NToSIURFslj0m4B33w3Nmhkdje2ZTJCWpleoFkJULWYz1KsHffuW/1pVbmIMetqNp6esGgtR\n1Xz/PSQlVf4VlHz33w81a8pYJ0RVs24dREdXnbGuY0do00Yf6zTN6GiEEBXlyBG9yKC1tsdVyYlx\nQACMGAFz50JKitHRCFFx9pxL5EJimtFhGMZshkaNoFcvoyOpGK6uMGGC3rbpzBmjoxFCVBSzWe/x\n+8gjRkdSMfKzAffv19tyCiGqhvztcePGWed6VXJiDPoAev26PjkWwl4kpWXx3Lw9zN9xzurXPhyT\nwtAvtzDcvM3q13YEBw/Cli36XcWqVCh84kT9/UoRLiGqhitX4KefYMwY8PAwOpqKM3Kk3r5JMmSE\nqBryt8cNHWq97XFVdmIsaTfCHkWdSeSXfTFM23jK6teu4edO05p+dK0faPVrOwKzGdzc9A+LVUmt\nWnDvvTBjhl6IRwhRuX39tV5wr6r19fXzg1GjYMECfcuMEKJyW7QIEhOtu2Wkyk6M89Nu9u6FnTuN\njkZUdtczc3j4qy2Yvrl1o8VejYN5e3AzPn60tdVjCPRx57cXuvMvG1zb3qWlwTff6GmFQUFGR1Px\nTCa4fBl++cXoSIQQtmSxwLRp+naRJk2MjqbimUz6KtI33xgdiRDC1sxmaNgQeve23jWr7MQYJO1G\nVJzEtCz2nEtkc3Q8uZaSUxRcnJ0Y260ubWtVq8DoKr8FC/Q2HpMnGx2JMe69FyIiZKwTorJbvRpO\nnao6Rbdu1q4ddOgg2YBCVHaHDsHmzdbfHlelJ8Z+fvrkeP586X0nbCuimheLn+nGz892w9mpCm1w\ntRNmMzRtqrcuqYpcXODJJ2HlSv1DsxCicjKb9ayYoUONjsQ4JpP+oXnLFqMjEULYSv72uLFjrXvd\nKj0xhj963337rdGRiMquVUQA9YN9jA6jytm3T69SajJVraJbN5swQW9lMG2a0ZEIIWzh0iX4+We9\nOqu7u9HRGOexx8DXVzJkhKis0tJgzhx4+GHrb4+r8hPj9u31P5J2I0TlZDbrlVlHjzY6EmNFROh9\njWfOhKwso6MRQljbzJmQm1v1im7dzMcHHn8cFi6EhASjoxFCWNvChXqmry22jFT5iTHoP9gDB2Bb\n1exiI0Slde2ang0ybBhUk23bmEwQG6uvKgkhKo/cXD0bpG9faNDA6GiMZzJBZqa+qiSEqFzMZr24\nYI8e1r+2TIyBESMk7UaUTXpWLr/siyE1wzZ9cMZ+vYP+n24gOV367JTF/PmQmlp1C9HcbMAAvX2T\njHVCVC4rV8LZszLW5WvdGjp3lmxAISqb/fv1hUxrF93KJxNj9LSb/N53iYlGRyMcyX/XnuC5eXv4\neMUxq1zPYtFuVK3WNI39F5I5efU6KeWYGF9ITOPX/Zew3KIadmVlNkOLFtCli9GR2AdnZ5g4Edas\ngehoo6MRQliL2QwhITBkiNGR2A+TCY4ehY0bjY5ECGEtZrNeQ2HMGNtcXybGeUwmyMiQ3neidLo1\nCKJJqC/dGwaX+1q5Fo3+//mdbh+sJTUjG6UUS5+7m99e6E5kda8yX/elBft4Zu5ulh64VO4YHcnu\n3RAVJUW3bjZ+vD5BnjrV6EiEENZw8SIsXar/3XZzMzoa+zF8OPj7S4aMEJXF9et/bI+rXt02ryET\n4zxt2kCnTpJ2I0qnW4Mglr/Yg37NapT7WhZNIzk9m2uZOWTn6r+EYQGeNKrhW67rDmwRSrtaAbSJ\nCCh3jI7EbAZPT70Ii/hDWBg88AB8/bW+B08I4dhmzND3GE+caHQk9sXLC554AhYtgrg4o6MRQpTX\n/PmQkmLbLSMyMS7AZILDh/WG0UJUNFdnJ1b/qScb/tyL6t5unLx6jd4fry93mvb4u+vy49PdqBVY\n9lVnR5OaCnPn6m07AqrW/YA7YjLpHxR/+snoSERVt+5oLBeT0o0Ow2Hl5OhFt/r3h3r1jI7G/phM\nehX+2bONjkQIUV5mMzRvDl272u41ZGJcwPDh4OcHU6YYHYmoCg7HpBAde63QY/5ergT66A0oT1+9\nzum46+w4Lf0mSuu77/SK1FKIpnj33AN160qKoTDW2qNXGDdrJ09/u8voUBzWb7/BhQsy1pWkRQv9\nQ/TUqZINKIQj270bdu60/fY4mRgX4O39R9pNfLzR0YjKLDY1gwf+t4kH/reJjOxc0rNybxTdAoiO\nvUaHOtWYN/EuvhjVzsBIHY+m6RO+1q317RGiKCcnPe1y/Xq9OI0QRmgY4kuLcD96NwkxOhSHZTZD\naCgMHmx0JPbLZILjx/XxTgjhmPK3xz3xhG1fRybGN8nvfSdpN8KW/DxcaVsrgGY1/Rg/aydt/76S\nEVO3kZNrYVP0Vfp9soE2f19FbGoGwb7uRofrUHbuhL17pejW7YwbBy4uUoRLGCeyuhdLn+vOi/0a\nGR2KQzp3Tl8xnjABXF2NjsZ+Pfqo3sdesgGFcEz52+OGD7f99jiZGN+kZUu9tYuk3Qhb8nB15vvJ\nXelcrzpbTsaTlWshLTuXvp9s4MX5e3Fz1md0CdezDI7U8ZjNevbHqFFGR2LfQkPhwQf1m4AZGUZH\nI4QorenT9c8pUnTr1jw9YfRovaZCbKzR0QghSmvu3IrbHicT42KYTHDsGGzYYHQkorJ78u56/GVg\nE5Y+153vJnQiLSuXHIvGjjf6sfblnozrVpfXfzpAtw/Wcj4hzehw7V5ysl61cMQIvV6AuDWTCRIS\n9O0jQgjHkZOjV6MeOBBq1zY6GvtnMkF2tl6NXwjhOPK3x7VqBZ072/71ZGJcjGHD9KV6KUwjbK2a\ntxtP9apPszA//L3cWPNyTza80psALzfqBfsAcOBCMheT0rmcIst6t/Ptt5CWJoVo7lSfPlC/vox1\nQjiapUshJkbGujvVtCl0765nA1osRkcjhLhTUVGwZ0/FbY+TiXExPD1hzBj44Qe4etXoaERV4ufh\nir9X4c1is8Z15Jdn76ZjHRt1M68k8u8qtmsHHToYHY1jcHKCSZNg0yY4dMjoaIQQd8pshvBwuO8+\noyNxHCYTnDoFa9YYHYkQ4k6ZzXpP8oraHicT4xLkp93MmmV0JMJRrTsay0sL9xKbWr6V3kAfd1pG\n+Fspqspr2zY4cEBWUEpr3Di9cI8U4RLCMZw5AytW6EW3XFyMjsZxPPwwBAZKhowQjiI5GebN07fH\n+VfQx2CZGJdA0m5EeU3ZcJIfd19k5aErRodSJZjN4OOjD6DizgUH6x8Y58yB9HSjoxFC3M60aXpK\n4ZNPGh2JY/HwgLFj4eef4fJlo6MRQtzOd99V/PY4mRjfgskE0dGwbp3RkQhH9Nf7mvFiv4Y82Dbc\natdMSsviQqIU4bpZYiIsWACPPw6+vkZH43hMJkhKgoULjY5ECHEr2dkwc6aeQh0ZaXQ0jmfSJL1w\n2cyZRkciKjOLReOviw/w1s8H0aTFTZnkb49r27Zit8fJxPgWJO1GlEfLCH9e7NcIH/db57pl51q4\nnHxn6daD/7eJ3h+v51z8H5PjS8npvLxwH1ui48oVryP75hu95ZCkUZdNz57QuLGMdULYuyVL9NVO\nGevKplEj6N1bX3WXbEBhK4lpWXy3/Rxztp0lJT3H6HAc0vbtsH9/xRXdyicT41vw8NCLcP30E1yR\nbFhhI698v48uH6xh3bHbN1gMD/CkmpcbXu7ONx77df8lfth9gakbT9kyTLuVf1exUydo08boaByT\nUvpKytat+j5tIYR9MpuhVi29TZMoG5NJ36e9cqXRkYjKKtDHHfPj7Zk+ugP+Xq5cSEwjIzvX6LAc\nSv72uJEjK/Z1ZWJ8G/lpN9L7ThTn2OVU4q9lApCTa2H2ljPsv5BU7LHx1zIZP2snMzedLvS4t7sL\nzkrh6epMdGwqp+OuF3v+/9aeoHENX7a82ocgH/cbjz/aPpLn+zTg/wY0sdK7ciybN8Phw7KCUl5j\nxoC7u6waC2GvTp6EVav0vcXOzrc/XhRv6FC9toKMdcKW+jcPpW/TGmyOjqP7R+t4du5uo0NyGElJ\n+va4kSMrfnucoRNjpdRApdQxpVS0UurVYp7/VCm1N+/PcaVUUoHncgs8t8RWMTZuDL16SdqNKOrA\nhWQGfvY7I6ZtA2D1kVjeWnKIP3+/v9BxObkW/rXiKF9tOMnao7HM23Gu0PPvD23JwXcG0LiGL4M+\n38R9n28kLatw6k2uRePT1SeYvfUsZ+IL7zH293Llpf6NaRbmZ4N3af/MZvDzg+HDjY7EsQUGwiOP\n6Gnp14u/NyOEMNC0afqEeMIEoyNxbG5uejX+X37Re0ELYUs+7i64OTtRzcvN6FAcxjff6MVAjVjw\nMKzQv1LKGfgCuAe4AOxUSi3RNO1w/jGapv2pwPHPAW0LXCJd07QKSZw0mfRKt6tXQ//+FfGKwh5o\nmsaz8/aQnpXLlMfb4+ZS+D5SoI8bYf6eNKupT0g71a3OfS1r0qNR0I1jpm88xYpDl9l5JhFfDxf+\n9UgrWoQXrTnv4eqMUtAy3B83ZyfcXQovBzg7Kb4a1Y6E61k0CPGxwbt1TPHx8P33+gqKt7fR0Tg+\nk0mvArlgAYwfb3Q0QpRecno2j3y1hfBqnswa18nocKwmK0vPXBs8GMLCjI7G8U2cCB99BDNmwJtv\nGh2NqMxaRwZw8J0BuDpLku6dyN8e16EDtGtX8a9vZAe8TkC0pmmnAJRS84EhwOESjh8BvFVBsRUy\ndCgEBen/o2RiXHVk5lhYdfgKuRaNpPQsQnw9Cj0fFuDJ5lf73Ph+19lEEq5n0Soi4MZj327TV3iH\ntg2nT5MQBrcu+RONu4szPzzVFYCXFu5lx+kEFpi6EB7gCehpOaKwOXMgM1PSqK3l7rv1VnVms0yM\nhWNKSc/mVNx1Eq5nGR2KVS1eDLGxMtZZS4MG0K+fvgr/+uuSmi6s60zcddYfi2V4x1p4ujkXmRRv\niY4jK9dCr8YhBkVov7ZsgUOHYPp0Y17fyNsX4cD5At9fyHusCKVUbaAusLbAwx5KqSil1Dal1IMl\nvYhSalLecVFXr14tU6Du7nrazc8/w6VLZbqEcEAers78MLkrC013FZkUF+fnvRfZeiqetUf/KKL1\nv5Ht+OiRVnwyrPUtJ8U3O3QxhQuJ6cSlZpYp9qog/65ily7QsqXR0RjPGmOdUvoH7x07YO9eKwco\nRDF+2HWBUdO3cTbeOvn7kdW9WP5Cd5Y+f7dVrmcvzGaoU0duzoN1xjrQx7rz52H5cisGJwTwzi+H\nePuXw8zfea7Ic9czc3hi5g7GzdpJbOqddSSpSvK3xz32mDGv7yjr+o8BizRNK1jSrbamaR2AkcB/\nlFL1iztR07SpmqZ10DStQ3BwcJkDmDQJcnOl911V0zLCn/a1q9/RsY91iuSNQU0Z163OjcdahPsz\nrEMkqpS15r+b2Jllz3endWTA7Q8uh9iUDI5eTrHpa9jK77/DsWOygpLPWmPd6NF6RX4pTCMqwo97\nLrA5Op6tJ+Otds2GNXyp6e9ptesZ7cQJWLtWT/91cpRPbTZkrbFuyBCoUUPGOmF9wztG0rtxML2L\nWRH2cnNmWIcIHmwTTnXZd1xIQgIsXAiPP27c9jgjh9iLQMH29BF5jxXnMWBewQc0TbuY999TwHoK\n7z+2ugYNoG9fPe0mVyqui5vsOJ3A49N38NvBS3i5lX+HQpCPe4UU03p4yhbu/Wwjxy6n2vy1rM1s\nhoAAGDbM6Egql2rV9J/pd9/BtWtGRyMqu/eHtuSDh1ryULuIEo9Jy8rh3aWHeHPxQbJyql4VzKlT\nwcVFtjdYm6ur/jP99Vd95VgIaxnYoiZfj+tEnaCiszulFP98qBWfDm+Di+w7LsQetscZ+X9kJ9BQ\nKVVXKeWGPvktUl1aKdUEqAZsLfBYNaWUe97XQUA3St6bbDUmE5w9CytW2PqVhKMJ9nUnxNedxqEV\nXFe+FNKzcom7Vjg1u1V4ALWre1Hd27HuWl69CosW6aubnpVnYchumEyQmgrz5t3+WCHKo3agN491\nqlWkuGFBr3y/jxmbzvDNtrMcv+J4N/HKIyNDL7o1ZAiESpkJq5s4Ud+WM2OG0ZEIUbVpGkyZAnfd\nBa1aGReHYRNjTdNygGeBFcARYKGmaYeUUn9XSj1Q4NDHgPmapmkFHmsKRCml9gHrgA8KVrO2lSFD\nICRE0m5EUXWDvNnxRj/++VD5/jZfSEwj16Ld/sAyGPrlZrp9sLbQXr4vRrVj/Z97E+zrfosz7c+s\nWZCdLWnUttKlC7RoIWOdqFin466TkV00JatBiC/e7s482b1usVX9K7Mff9Sr78tYZxt16+r7tqdP\nh5yc2x8vhLANe9keZ+gavqZpyzRNa6RpWn1N097Le+xvmqYtKXDM25qmvXrTeVs0TWupaVrrvP9W\nyL0+Nzc97WbpUrhwoSJeUVQlS/fHcPeH63jz54OlOq+4D5LF8XF3wc3FyeFTdywWPbXw7ruhWTOj\no6mc8otw7doFUVFGRyOqgvXHYun98XqenbunyHMv3dOIQ+8M5K/3Vb2/8GYz1Kunb+UStmEywcWL\nsGyZ0ZEIUXWZzeDvb/z2OMf+hGyAiRP1D+aSdiOsKSM7l1mbz6AAPw/XOz7vXyuO0uxvy1l1+Eqh\nx49fSWXol5v5PuqPjVMLTV2I+mu/G+2fHNW6dRAdbfxdxcru8cf1NHVZNRYVIcDLDQ9XJ0L9HSt7\nxZaOHNFXUSZNkqJbtnT//VCzpp7GKYSoeHFx8MMP+vY4Ly9jY5GhtpTq1ZO0G1E6MUnpFN4JUNT5\nhDSizibi6ebMq/c2ue0107JyePWH/ew+m4hF08v/F7T9dAJ7ziWx/ODlG485OSncXRy/WaPZDNWr\nwyOPGB1J5RYQoLdLmDcPUhyzcLlwIG0iAzjy94H840HpvZZv6lS9QNS4cUZHUrm5usKECXrbpjNn\njI5GOIrd5xL5bPUJ0rOkIm95zZoFWVn2seAhE+MyMJn0VOrffjM6EmHvvtt+lq4frOWTVcdveVzD\nGr6Yn2jPNxM6AxB/LZNzCWmcjiu+t+fus0nM33meM/FpbPpLbx5sW7gF+GMdI/l0eGveG1r0Q+bO\nMwl8svIYaVmOd2fnyhX46ScYM0ZvKSRsy2SC69f1CtVC2Fpp29rFX8tkzMwdmDectFFExklPh9mz\nYehQvbaJsK0nn9T/O326sXEIx/HOkkN8uvo4vx64ZHQoDk3T9JuA3bpB8+ZGRyMT4zIZPFivDikp\nhuJ2PPJWaD3diq7UJqVlsebIlRvFtgY0D6V97Wrsv5BEtw/X0vvj9fT993qiY4tWYe1SP5A3BjXl\n34+2JqJa0bwTV2cnhraNINS/6Ozx3aWH+XxtdKHVZEfx9dd6psakSUZHUjV06gStW+tj3W2SHoSo\ncIdiUthw/CoLoipfr51FiyAx0T5WUKqC2rXh3nv1bXLZ2UZHIxzB070b8Ej7CPo0kTtX5bFund6r\n3V7GOpkYl4Grq3538bff4Nw5o6MRRkrNyOaeTzYwavq2Yp9/uH0Eh94ZwNO9GhR57o2fDjJhdhRz\ndxT+JXpx/l4ysi24OiuCfdyL3XPs7KSY2KMeXRsElTrm5/s0ZESnWvRtUqPU5xrJYtH7iPfsCU1u\nn20urEApmDwZ9u2DHTuMjkZUJisPXS53//TuDYP47LE2fDmqnZWish9mMzRsCL17Gx1J1WEyweXL\n8MsvRkee4na/AAAgAElEQVQiHMGA5qF8/Ghrh2t3aW/MZqhWzX62x8nEuIyefFJfQZG0m6rtWmYO\nZ+KvczgmBUsJbZa83V2Kfbxrg0DqBXvT6qb2I70ah9C4hg9rX+7F9jf6EeJn3Zzhfs1q8M+HWuLv\ndedFvuzB6tVw6pT93FWsKkaOBG9vyZAR1rPrbAKTvtnF+Fk7y3UdpRRD2oTTJNTPSpHZh0OHYPNm\nPTOmlNnlohwGDYKICBnrhKgosbF/bI/ztJO6sDIxLqOCaTdShKvqqunvyfIXe7Dshe44OSl+3H2B\nIV9s5nDM7asVjepcm7Uv96J1ZEChx/82uBkr/tSTsABPci0a42ftZPTMHWTnWmz1Nqxm+cHL7D6X\naJNrm80QFAQPPWSTy4sS+Pnpk+P58yEpyehohCNKvJ7FuqOxN24e1g/2oVuDQIa0CTM4MvtkNuvt\nIceONTqSqsXFRV/0WLlSvwkrhLCtr7/Wty7Y0/Y4mRiXg8kEMTF6X2NRddUP9qGmv36ra8Why+w7\nn8SO0/FFjtM0jX8uO8JHy4+WeK1ci8bWk/E3ehOnZeWwKTqOrSfjilSetjfHLqcy+dtdjJ5h/Zzb\nS5fg55/16qzu0s2lwplMejGgb781OhLhiF79cT/jZu1kYd5e4AAvN7578i7+b6DsibhZWhrMmaOn\nFQaVfqeMKKcJE/TWWNOmGR2JEJWbxaIX3erRA5o2NTqaP8jEuBwGDYLwcEm7EX94d0gL/jO8DSM7\n1y70+G8HLvHxymOYfz/Fl+tPkpxWfHWPaRtPMWLaNt5fdgQAXw9XFj/djZ+e7oZFg/+tPcH5hDSb\nv4+yqFXdi4HNQxl1Vy2rX3vmTMjNta+7ilVJ+/b6HynCJcqiSz1920jzMP9inz8dd52E61kArDly\nhQMXkisyPLuycCEkJ8uWEaNEROh9jWfO1NvHCGGkjOxczpTQncTRrVljn9vjZGJcDvlpNytWSO87\noQvx8+DBtuG4uRT+q/XnRfv5Yp3eUqRL/eq8/cshLiWnFzm/cQ1fgnzcaB72x565ZmF+tAj3Z+am\n03y88jif3qb1U0mS0rJ46MvN/HXxgTKdfzuebs5MeaI9r91r3Vt/ubn63fu+faFB0RpmooKYTHDw\nIGzdanQkwtGM7VaXtS/3omVE0YlxdOw1+n2ygYe+3MzRyylMmB1VYjHDqsBs1ldPunc3OpKqy2TS\n9z7+/LPRkYiq7rl5e+j18XrWH4s1OhSrM5shMBAeftjoSAqTiXE5PfmkXhxD0m6qli3RcczafLpI\nwa3ktGzMG05yManwpPev9zWlW4NAAOKvZfHTnossO1C0XVLvJiFE/fUehncsuuo6pE0YA5uH8lin\nsq3IXkhMZ/e5JFYfLjrAbj8Vz5WUjDJd19ZWroSzZ+3vrmJVM2IE+PpKhoywLj8PF4J93KkX7ENk\nNS96Nw7m0Q6RRodliP37Yds2KbpltAEDoFYtGeuE8Wr4uePh6oS/p2MVS72dy5f1G09jx9rf9jil\nVaG8uA4dOmhRUVFWv+4DD8DOnXrrJtfK9bsrStDxvdVcTc1k3sTOhPh5UC/IG6UUn6w6zudrTjC0\nbTifDm8DwM4zCTQK8cXXw4UPlx8lJ9fChaR0HusYSe9btEy6nJzBGz8d4N6WNXmkfYRV4t5yMo5Q\nPw/qBfvceGxzdByjpm+nRbgfS5+zv2WKBx/UVynPn9cL0libUmqXpmkdrH9l49hqrHvqKZg1S6+t\nUK2a1S8vKrmz8df528+HeLh9BA+0lsJbN3vmGb2gZ0wMVK9um9eobOOdrca6f/wD3nxT768qmUrC\nSBaLhpNT5bpT9v778MYbcOwYNGpkm9co61gnK8ZWkN/7bskSoyMRFeX5Pg0Y1iGCbacS6PvvDXy5\nXk+Tvq9lTfo1DeHRDvpE9tf9l3h0ylZeXLCH84lpmH8/xYzNZ1hx6ArPzt1zy9fYeiqONUdjeWfJ\nIVIyit+TXFpd6wcVmhSDvje4YYgPXeoFWuU1rOniRb243fjxtpkUi9IxmSAjQy8OJERp/X4ijg3H\nr7Jo1wWjQ7E716/rxe2GDbPdpFjcufHjwdlZLw4khJEq26TYYtGzbPv0sd2kuDyKb7AqSmXgwD/S\nbuwtV15Yz7HLqUSdTWB4h0ie6FIHgHk7zqEU+Hu6cPBiMi3C/Zk+puONc+oEeRHm70HryABqB3rz\n7pDmeLg6s/FEHHWCvG/5eve1DOPNxYdIzczhfEJaiYVryiuyuherXuppk2uX14wZ+h7jiRONjkQA\ntGkDnTrpY93zz0u6pyidR/MyX7o3kHLLN5s/H1JSZMuIvQgL07MBv/4a3n3X/tI9ReVx5FIK477e\nydB24fylClTqX7lSr8v04YdGR1I8WTG2Amdnfa/xqlVw8qTR0Qhb+b9F+3jjp4MsO/jH3uARnWoR\n/d4gDl5M4f7/bmLejnOsPxbLkP9tYtmBSzQJ9ePrcZ14sZ9+W+yJLnV4tEMkn49oy0v3FH+rLDvX\nQnauBTcXJ354qiuzx3eieZg/FovGMPNWBn22kfSs3GLPjUlKZ+OJq9Z/8wbIzYXp06F/f6hXz+ho\nRD6TCY4cgU2bjI5E2KvTcdfp/tFa/v7L4UKPe7g688RdtW97U7C0NE3j8enbGfzfTaRl2Xdbu5KY\nzdC8OXTtanQkIp/JBHFx8NNPRkciKrPzCWlcTsng4MWqUY3fbIaQEH2bnD2SibGVTJigT5ClCFfl\nNbJzLfo2CaFz3cJ5bs5OijpB3ni7ORMe4Mn3u86z70Iyz83bwz9+PcyA//zOzE2n7+g1snIs9P33\nBnp8tI7rmTk0DvWlZ6NgALItFo5cSiE69hofrTjC4j0Xi5w/6Zsonpixg9+PX2Xv+SSW7Isp/xs3\nyG+/6fuKZQXFvgwfDn5+UphGlOxiYjrnE9LZez6xVOelZ+WyeM/FEtvZlSQ7V2Pf+SSOXk7hWobj\nTYx379brlJhMkoVhT+65B+rWlbFO2Fb/5qH8+HRX/jeindGh2NzFi/DLLzBunP1uj5OJsZWEhcHg\nwdL7rjIb3rEWM8Z2pIafBwCxKRnc/eFaTHOiaFzDh5f7N6JT3er0aKinCYYHeBAe4ImLkyLE787y\nsCyaRlpWLunZueTeVBjP3cWZ317oTnUfN77efJYXF+wtsjrSq1EIzWr6US/Ymydn7+T5eXvYc650\nH07txZQpEBqq/70S9sPbG554AhYtgvh4o6MR9ujuhkH8+HRXpo0uXd0T8+8neXHBXv7525FSnefm\n4sSvz3dn2fPdCckbnx2J2QyenvrfK2E/nJz0bTzr1+tFgoSwluuZOQz5YjNPzt4JQLta1fD3Klq9\nNyYpnQmzdha7EOKIHGF7nEyMrchkgqtXJe2mqkhKzyYmKZ3NJ+MYNyuKvy89wsKo81g0/ZZ/j0bB\nPNm9Hifeu5f7W+kVWE9evUb8tcwSr+nh6szaV3qy4ZXe+Hm48tbPB+n2wdobDd4jqnnRpV4gAZ6u\nPNWrPl5uhcsEvDKgMcte6E5ENS8ev6s2A5rXwNkJPl9zguR06xTwqgjnzukrxhMmSKV3e2QyQWYm\nzJ5tdCTCXrWrVY1An9vfEFy6P4bh5q0cv5JKtwZBtAj3o3eTkFK/Xq1ALxrW8C1LqIZKTYW5c/VM\njIAAo6MRNxs3DlxcpAiXsK6k9GwOXkxm+6kEci0ldwfaHK0XYZ27/VwFRmcb+dvj7rkH6tc3OpqS\nSfEtK+rfH+rU0e/+Dh9udDTC1hrV8GXln3rw4vy9HIxJIdDbjV6NQqgV6EW7WtWoF6zvo1N5uXEn\nrqQy8LONRFbzZP2fe5d4XT+PP2aC+y8mczEpnZjk9Bv78vLbQN1O/r7miXOiWHX4Cm4uTkzuacej\nUQHTp4Om2fddxaqsZUvo0kX/sPinP0n6pyherkVj2YFLtK0VQEQ1r2KP+XlvDNtPJ7DxRBwT7q57\n25ZxS/bF8MGyI7z7YAv6Ni253Z2jmDsXrl2TLSP2KjRU3ws5axa89x54OF5CgrBD4QGeLHm2G95u\nLjjnVZ1OycjGzdkJD1dnAKZsOMnc7ed4qlc9Hm5nnZadRsrfHvfpp0ZHcmuyYmxF+Wk369bB8eNG\nRyMqQoMQXz4e1ppRnSNZ/Ew3agXqH/4ah/ri6lz4r5e/pys1fN1pEPLHqoblFncKAWaM6cgPT3Xl\n/WVHGPTZRjJzii+6dStju9ZhcOsw7mtZs9TnGiEnR0+3GTgQatc2OhpREpNJTy/csMHoSIS9+mVf\nDM/N28Mr3+8r8Zh3HmjOBw+1ZFTnWnd0zb3nkohJzmD/BccvVKNp+o30Vq2gc2ejoxElMZkgIQF+\n+MHoSERl4ubsxMKo88Rfy+RScjpd3l/DkP9tvvH8jtMJnEtIo1EN30KfGx2V2azfaHrgAaMjuTWZ\nGFvZ+PGSdlOVpGZk0yTUj/eGtiKyevErIvlC/DzY8lpfpo/R993936J9NHtreZFKhJuj427sC67u\n7UaTUF/OxKVxJv46mTmWEq+fnWshI7voxLlbgyD+O6LtbeOzF0uXQkyMrKDYu2HD9NTPKVOMjkTY\nqzaRAbSrFcC9LUq+KRcW4MljnWpxLTOHJ2fv5JttZ295zf8b2Jg54zvxbJ8G1g63wkVFwZ49UnTL\n3vXpo6d+ylgnrOnT1cf5cv1Jvtt+DoXCSalCPYv//WhrvnuyMw+2CTcwSus4fx6WLdPnSPa+PU4m\nxlYWGgpDhuhpNxkZRkcjbOnH3Rdo+fZK/rvmRJnOv5qaSWaOhX3nk3h36WGupmZyPjGNUdO3M3zq\nNradimfW5tN4uDqz4k89WPmnHoXSrAvSNI17P9tIl3+uueUeZkdgNkN4ONx3n9GRiFvx9ITRo+HH\nHyE21uhohD2qE+TNj093Y0zXOrc9dtfZRFYfieW720yMPVyd6dEouEhGjiMym8HLC0aNMjoScStO\nTjBpkt6i7tAho6MRlcWEu+vycLsIhrYNJ9Tfg22v9+XnZ7rdeL6atxvdGgTd2I7nyBxpe5zj/8ti\nh0wmvVrrjz8aHYmwpay81dtbreIWZ96Oc7w4fw8fPdKKdS/34rvtZ5mx6TQLo87zzpJDKAU9Gwbx\n+o8HePuXw6w/Fkt4gGeJe/TyZebkkpOrcZvsbLt25gysWKEX3XKRCgh2z2SC7Gz9RqAQ5dGvaQ0+\neKjlHddQcHTJyTBvHowYAf7+RkcjbmfsWH2lS7IBRWntPpfID7suFHm8fe3q/HtY6xvZfN7uLri5\nVL5pWU6OPjEeMECvw2Tv5KOnDfTtC/Xq6XeDR440OhphK491qkXvJiGE+N5ZK6Z85g0nOROfxpA2\n4Tg7KQ5fSsXH3YVH2kcQdSYBZ6UY0iac03HXib56jQ61q9/2mkopVrzYg+wcrdiS/45i2jQ9pfDJ\nJ42ORNyJZs3g7rv1D4uvvKKvrAhRFs5Oisc63dk+48rgu+8gLU22jDiKkBB46CGYMwc++EDPmBHi\nTpi+2cXV1ExqB3rRoc7tP88V9H3UeXacTuBvg5vhW0LGoL379Vd9e9wXXxgdyZ2RjzE24OSk/2P3\n++9wpHTtGIWDqeHnccs0l+2n4nnnl0NM/mYX5xPSAHiwTRgjOkXSo1EwrSMDGNQylJf7N6KGnwdT\nR3dg9cs9efn7fXyxPpr3hra844nuzjOJXL+pr7Ejyc7W+4APGgSRkUZHI+7U5Mlw8iSsXWt0JEI4\nhvyiW23bQofStXoWBpo8GZKSYOFCoyMRjmRs1zoMahlKk5p+xT4fHXuNdceK34/0v3XRfL/rAjvP\nJNgyRJsymyEsDO6/3+hI7oxMjG1E0m6qjsTrWSyMOs/1zKKT0olzovh68xmWH7rMz3svsv1UPP9Z\nE82CnefJsVjw93Tly1HtGdetLgCuzk6E+XvSKsKfVhEBeNxhWs26o7GMmbmDp77dZdX3VpGWLIHL\nl2UFxdE8/DAEBur/+Imq6djlVL6POn/bKvsFfbX+JN0+WMsBK1aXjo5NpeN7q3l7iX1vBN2+Hfbv\nl6JbjqZnT2jcWMY6UTrP9G7Al6Pa4+NefJLumJk7GPf1TnadTSzy3IcPt+L1QU3o0TDY1mHaxJkz\nsHy5Y22Pc5AwHU9+2s3s2fD++5J2U5l9tOIo83ac50JCGi/1b1zouUk96rHnXCIuTk78Z/Vx0ODB\ntmE4K0XPj9YxvGMkf7qn8DluLk58P7kroBfVemH+HtKycvliZLsS9580CPGhWU0/ejUOsc2brABm\ns75SfO+9RkciSsPDA8aMgc8/129shIYaHZGoaC/M38PRy6kEeLlxT7Pb9xbeEh3HZ6uPk5Fj4c+L\n9vFcn4bc16r87eQuJWdwNTWTI5dSyn0tWzKbwcdHtlo5GqX0IlwvvwwHDuj93IUoyW8HLlEv2IfG\nobdutXRfq5rsPZdE3SDvIs/dVS+Qu+oF2ipEm5s+3fG2x8mKsQ2ZTJCYCIsWGR2JKI8jl1L4Yl10\nsSvCAP2bhdK2VgA9Gxe9o9elfhBXUjM5efU6ORbw9XTl7cHNORGbyuWUTD5fG33L187ItvDbgcus\nOXKF6NhU7vlkA8/P283j07czZ+uZG8dFVvdi2Qvd+dM9jcrzVg1z8iSsWqVXLHR2NjoaUVqTJukF\nNr7+2uhIhBEe6xhJ78bBtIkMuKPjD8WkkJFjoVENb45eTmVB1PlCzx+7nEpObumKGgJ0bxjM0ufu\nZuoT9pufnJQECxbolah9Hb81aZUzZgy4u8uqsbi1bafieeq73UycE1Xs84nXs3jl+30s3R/D64Oa\nsnByF9xdnFh/LLZMY589ys6GGTP0xY5aDlQ+QlaMbahXL2jUSB9An3jC6GhEWf3j18Nsjo7Hz8OF\nJ7rUKfJ87yYh9G5S/Ert1pNxHLyYwsDmoUzqUY+h7cLJtWi0jazO/gspaBrM3nIGV2cn3lpykI8f\nbc2QvJ51p65eY9aWM/znsTYEeruRnatxIvYayenZxKZmcurqNZYduISpZ316l7BSvHR/DDX9PWh/\nBwW8jDRtmj4hnjDB6EhEWTRurI9306bBX/4iRbiqmrHd6jI2bzvInbi3ZSghfu7c3SCIpfsv0aPR\nHzcVv9l6hjd/PsTYrnV4+4HmRc7dHB3HlZQMHmoXUey1W4Tbd4nnb76B9HTZMuKoAgPhkUf0/48f\nfgjeRRf5hKBxDV+6Nwyife1qxT6/MTqORbsuEHUmgSV7Y+jWIJBDMSksjLrAa/c2wdSzfpFz1h2N\n5d+rjvH6oKZ0rR9k67dQbr/84pjb4+Tjiw3lp91s3iy97xzZ+G51Gdw6jH53kCKYb+Whyzzy1Rbu\nqhfIZ4+14Z8PtWRYx0hcnZ1YtOsCs7eeISLAA4C3lhziRGwq2bkaMUl/NL/+evMZ5mw9y6rDlzmb\nkEazMD9+eror00d3QAExyRlsO5XA0n2Xio3hcEwKz87dw9iZO8vz9m0uK0tfaRw8WC/QIByTyQSn\nT+sr/0KUJDk9mwGf/s6biw/i5ebCmK51bqQQ5lo0ziak4eKkCMsbH282YfZOXlq4j2OXUysybKvI\nL7rVsaNeeEs4JpMJUlL0lX8hilPN241vJnTmxX7FZ/H1b1aDPw9oTJ1Ab1YevsJbSw6Tnp1LRDVP\nWkYUf3Nv/bFYDl5MYeOJOFuGbjVmM0REON72OFkxtrExY+D11/VfkM8/NzoaURZ9m9agb9M7nxQD\n/HbwMlFnE9l+OoFnejcgIzv3xnM9GgbTs1EwD7UL5+DFZGKSMmgd6c9vL3SnSd5elKupmaRn53Jf\ny5qciU/jpz37ARjWIZLjV1Lp3jCI8GqeNKvpx4AWxW/qrBvkzX0taxa7b8VaMrJzUQrcXcqe/7x4\nMcTGOt5dRVHY0KEQFKSPdQMGGB2NsFfuLk7UDPDE1dkJF+fClad+2nOR6RtP061+IJN6FF0xAXiq\nZwPOJ6ZRJ+jWfd3t0ZYt+k3y6dONjkSUx913Q9Om+lg3frzR0QhHlJ6VS4MQHwa1CMXtt6OciL3G\n2K51+e+I4leYAV4e0Ji2tarRv3npPo8a4dQpWLkS3n7bcYpu5XOwcB1PUJCedpPf+87L8f4tFze5\nmJROTq6F2oHepGRkk5yWfaNBe77XBzWlS71ABrcOY8HOc7zx0wEe7RDJPx9qRa1AL2aP7wTAkDbh\ntHt3Fb8euMSSZ7vdaP20MOo8i3ZdoH+zGozoVAsPF2c619XToZ+cHcW5hDS+n9yFjrfoiefp5swX\no9rZ6KcA1zJz6PPxelydnVj3Sq8yN6Y3m/Wm7/37Wzc+UbHc3WHcOPjkE71noaz+V01bT8bj4+5y\nY9XjdNx13l92hJF5fd89XJ1Z/VLPYs9tVyuAdrUCGHRTIa6f9lxg3/lkXr23CS/0a2jz92ArZjP4\n+cFjjxkdiSgPpfQbuS++CHv3Qps2RkckHM2bPx9k6f5LvD24GVNH31lNBD8PVx5sG27jyKwjf3uc\nIxXdymdoKrVSaqBS6phSKlop9Woxz49VSl1VSu3N+/NkgefGKKVO5P0ZU7GRl47JBMnJ0vvOkeXm\ntSHJyM5l4H9+p/+nv5NwPYthU7bS6+P1HL9SOK0v2NcdFLR6ZwWv/nCAHItebCGfxaKxOTqOa5k5\njOpci+4NgohNyQQgNjWDIW3CGNm5Fk/1qk94gCc7zyTw1fqTAAxuXZPOdatTP9ingt598TRNI9ei\nkWOxoHHnbVoKOnFC7387caLsS60MJk2C3Fy9H7Woei4kpjFy+jYembKF7LwCMqsOX2bV4SvM3XHu\ntufXC/bhx6e7MapzbbZEx3E5Wd9a8tHyY8zacsahe3kmJOifAR5/XPalVgajR+sV+aUIl7iVmKR0\n0rIKF249eDGZmv4eNKrhQ5taJa8QO6qsLP0zwP33Q7hjzOMLMWzFWCnlDHwB3ANcAHYqpZZomnb4\npkMXaJr27E3nVgfeAjoAGrAr79yiTcDsQPfuf6TdjB1rdDSitA7HpPDwV1sY2CKUjx9tTaMavlzP\nzMHLzZma/h5cSkpnyoaTjO9Wt1Dhl4uJ6WTnatTwdSeyuicfPtIKTdPIztWYt+Mcby05xEPtwvlk\nWBv6fLyeJ+dE8WDbMBbviaFX42BmjdNXlZcfvESORWP+zvM0DvXlzwOaGPWjKMTXw5UN/9cbRdlT\nqadO1dNsJB2tcmjQAPr21e8Wv/aaVBivaoJ83OndOIRqXm64Out3ukZ2rg3o1fsLSs/KJTUjmxA/\nDxKvZ/HZmhMMbBHKXfUC2XjiKk/M2EGLcD+WPted9x9qycELyXRx4LYlc+ZAZqZsGaksqlWDYcPg\nu+/gX//S228JUdChmGQe+N9mWob7s/iZboC+oPDolK2kZ+ey/pVe1AnyJvF6Fn6erjg7ldzUPDMn\nt1xb1irSzz879vY4I9doOgHRmqad0jQtC5gPDLnDcwcAqzRNS8ibDK8CBtooznLLL8K1bRvs22d0\nNKK0rmXmkJGTS9y1TJydFD881ZXlL/bAw9WZL0e1Z3TXOvy4+yJfbTh545w/f7+P6RtP8ecBjbiS\nmklsaiad3ltD078tp8VbK1hz5Aph/h60zWtv0qdJCK0j/DkbnwbAkZiUG6vUA1vU5Jle+n47b7fb\n38uyWDRe+X4fLy3ce+MatuLj7oJ3CU3rbyczUy+6NWSI9L6tTEwmOHcOVqwwOhJR0TxcnZk5tiP/\nHtb6xmM+7i5M6lGfOnm1DtKzcsnJtTBy+ja6fbiWo5dT+PXAJWZtOcOnq44Den2EJqG+dG+oV6vu\n3TiE5/o2xCVvsr3uWCzPz9tDTFJ6Bb/DsskvunXXXdCqldHRCGsxmSA1FebNMzoSYY+83FzwdHUm\n0NvtxmNKKR5oHUbPRsHU8PNg68l42v9jFS8t3FviddYevULTN5fz0fKjFRF2uZnNULu2426PM3KP\ncThQsHnhBaBzMcc9rJTqARwH/qRp2vkSzi12wV4pNQmYBFDLwEZao0fDq6/qvzBffmlYGKIMOtWt\nzu9/7q2nRxdwOu46932+kSahvoztWodhHSJvPHcxKZ207FzqBfvQJNSXhjV8WLrvEhqgABdnJ7a8\n1vfG8X+9vxmgp1F3++carqRmsmDnOR5uH4G7izNP925Au9rVSmzLVFBqRg4/7bmIpmm8fE8jArzc\n2Hgijva1qxV5D0b64QeIj3fcu4r2xl7GuiFDICREH+sGDTIsDFHBvlwfzerDV/jvyHaEB3gCei/P\npLQsBrbQ9wzHJKUz4NPfqRvsTYCXG27OTri7OHN/q5qcjrvOgOb6HbKIal4sf7FHia81c9NpNp6I\no12tgFK1iTLK77/D0aPS59ta7GWs69IFWrTQx7qJEw0LQ9ipukHe7P3bPTdu6OX78JE/7o4ppU+W\nnVXJq8WpGTlYNEjJyLZZrNZy4gSsWQP/+IfjZozZe/GtX4B5mqZlKqVMwGygT2kuoGnaVGAqQIcO\nHWy7fHYL1avraTfffgsffSRpN47m5uJaALkWCzm5+u7am/ttThvdgSspGdQL9uHevA+FT/dM4asN\nJ9lwLJbx3eoU+zpB3u4806chO88k8PpPBzl+5RpvP9Ccv/18iB92X6CGnzv3twrjzbyJdHH8vVyZ\nM74TKenZ3PffTTgBCWnZ9GkSwsyxHcv6I7A6sxnq1dNTb0X52ctY5+amp8Z/9BFcuKC3axCV3/KD\nl9l/IZkjMSmEB3hisWiMnrGDrFwL617pRd0g77yaBBpZORZmj+tIVq7lRnrgrca0m71xX1NWH77C\nIwVuRuZLTsvG38vVau/LGsxm8PfXPwOI8rOXsS6/CNdzz8GuXdC+vVGRCHt186QYYMPxq/xl0X4G\ntQzlb4Obs/vNe/B1d+Gr9Sf5dNVxvnq8XaFOKEPahNOuVjXC8m442rPKsD3OyFTqi0DBf9Ui8h67\nQdO0eE3TMvO+nQ60v9Nz7VF+2s38+UZHIgo6G3+dBTvPkZVjKdV5DUJ82fZ6X+ZNvOvGY2uOXOF0\n3K7oBgkAACAASURBVHUuJacT4vdHH86DF5NZEHWelPRskjNyuFhCCuBXG07yn9Un8HJzoZqXK+F5\nvTzb1Aog0NuNKymZbLqDHnbdGgRxV71Aff+vqzNNQn3p3Tj4tufl5JbuZ1BWR47oqyiTJknRrcpo\n4kSwWGDGDKMjERXli5HtMD/Rnr5N9awWJyfFmK61GdIm7EZP4sjqXmx9rQ+Ln9Er8BfcMxcdm8rz\n8/aw93zSbV+rSagfz/ZpiM9N2zhmbjpN67+vZNbm01Z8Z+UTF6dnx4weLV0pKqPHHwdPTynCJf5w\nJu76Lfus/7jrApdTMpi5+Qzrj8Xi5eZMjkUjJimdrFwLV1Iyi5wTWd3rlnuQ7UFmJsyaBQ88ADVr\n3vZwu2XkivFOoKFSqi76pPYxYGTBA5RSNTVNu5T37QPAkbyvVwDvK6Xyy7n1B16zfcjl07UrNG+u\nD6COWMK8snrtxwNsORmPQjGsY9EViFup7u1GdOw1zsVfJy07l2fn7iHM34OY5Ay61g9kbt6k+av1\nJ/n1wCX8PfWVjGY1i2/gXj/YBz8PF/o1DSHY1533lh0l/no2mTm5bPxLb/adT6ZWYPGfrvaeT2Ll\nocs82iGSD347Qs9GIWx+tQ9OSuHhevuclvGzdrLjdAK/PHe3TXsfg35X0dVVb+8jKp969fT9RdOn\nwxtvOF4fQ1F6kdW9imTW3NcqjHFf7+Cz1SdoHubP9tPx/GVgk2LHozlbz7BkXwx7ziWy8S+lSgy7\nIb+mQq5ha4hFzZqlV2mVLSOVU0CA3n5r7lz4+GO9HZeoWq5l5rDzdALdGwZh0eD+/24iMyeXza/2\nIcTXg+T0bP698hi9G4fQu0kIk3rU47dDl/HzcKF+sA/9PtlAZraF5S92Z9RdtWgSWv5fIotF48MV\nR6nu5YapZ/E94a3txx/1G4GOPtYZ9nFF07QcpdSz6JNcZ2CmpmmHlFJ/B6I0TVsCPK+UegDIARKA\nsXnnJiil3kWfXAP8XdM0u+/jkJ928/zzsHs3tLNdi1lRCg+1i8BJKe66g4qnmqbd6DUMkJ1r4YH/\nbiQt24KPuwvtagXQONSXX/dfonaBCezknvW5kpJBdOw1IgI8Cu29OHo5hZcW7GNE51o8cVdtBrYI\nzXv8EE4KFu+5yOWUDO6qF3hjD15xPlp+lC0n41lzJJZjV1I5G5/GyM612BIdR5OaflQvUACiOIlp\nWWRk55KelXvbn0N5pKfD7NkwdKi+F1VUTiYTPPww/PYbDB5sdDSiohy5lMLLC/fx+F21qeblSmJa\nNidir/HrgUucjU+jurcbL/ZrBMD5hDR2n0vk/lZhXE3V29nFXSu6WnKnJvaox4Ntw+2mloKm6TcB\nu3XTb4qLyslk0vePz50LkycbHY2oaO/+cpgFUed57d4mTOpRj7a1AkjJyMHXXV8IWXPkCnO2nmXv\n+SR6Nwmhebg/r/RvxH9Wn+DNxQdJy8olO9eCk5OyyqQY4FxCGuYNp1AKxt9d90aXAFvK3x7Xr5/N\nX8qmDL2Pr2naMmDZTY/9rcDXr1HCSrCmaTMBh+uW+cQT8Je/6L9AknpjHx5pH8Ej7YvfCJmWlcOI\nqdvw93IDTePAxWR+fb471bzcmLXlDJHVPGkc6seRyynUC/Lm+8ldcXZS/POhwqVHW0b4k5yeTVJ6\nNinp2Qz6bBP/G9mW+1uFse98EocvpbDuaCxP3FX7xjlvDW5ORDVP/rPqBINb1aRno+JToS0WjWyL\nhad71WfrqXiOXUnlhb4NuKdZKEv3x/Ds3D10bxjENxOKq233h++e7ExKeg6h/h63PK68Fi2CxETH\nv6sobm3wYL3a+JQpMjGuSvac08eztUf1Wgr/eqQVg1rW5It10Xy5/iTLDlxiXNe6/8/eeYdHVW19\n+D1T0ia99wSSAAGSEHqVjgJKV0QURMBYrl2v14J+Xr1iF9vVIKKioKLoVbHRew2hBEJIQnrvbTIz\nmXK+P04yEAJICwnhvM/Dg5k5ZZ1x2Nlr77V+PwxmMw+tOsihvCrMFpFeQa6sTy7mhZsvL4NsL0kx\nwObNkhjNokVtHYlMa9K/P8TESGNdXJy0CSJz/dCvkzt7MsuJDnRFEIQWc62ErAq8HG15YES49bVP\nt2VQ32DmWGE1m54YgUUEZ7srp40Q6qnh5Sk9cbVXX5WkOCUFtm6FxYuv/fY4ucDtKuPqCjNnniq7\ncXJq64hkzket3sSxghrs1Up8XWyp1ZvQGkxsOVHK63+m0NTysf3pUQS42lNSq8dOrWwxwBlMZsK8\nNZTUGKhuVBZUNY4eM/oE4WKvpndIS6P3I3nV1BpMdPd3OWc59IxPdpFeUsefj97Ax7N7U1pr4K5B\noQColQpCPRzoH+r+t8/qYKPC4QLsoC6X+HiIiICRI1v9VjJtiFoN8+fDq69CdrZk3yDT8ZnZLwh3\njZpgdw0T3t+OWiFwS4w/D4wMR2c0c7ywht6vrMdWpUDXYKanvzO9g90I9dQQNzwMs0Xk0W8PolQo\neHNGNIp23ld3PuLjJb/bGTPaOhKZ1qSpGvCBB2DfPhhw/jVomQ7G+TZXAHaeLKe0zoCPsy1f7Mxk\n6bYM7h8ZTkmNnnlDOuF0BRPi0zl9o6W1aRLd6gjtcXJi3AbExUl9R6tWybtm7R0fZzt+e3gYdmoF\nbhobquuNBLk74GSn5uZoP4pr9NiqJJ+6wmodI9/agqejLTvO6JE7XljLn0eLcbRVEh3oQrC7g7Vk\nWqkQrHYmZ9IkCCaKZ2+aW3ukgNTiWhpMFoxmS7PrpBbX0tlLw5an2k8GeuwY7NwJb74pr6pfDyxc\nKCXGy5bByy+3dTQyV5rNJ0rYnFLCE+O6WvUTKrQNlNYa6BfqjqejDeV1DRzJrWRHejl9Q9wpr2sA\nEeobWzY+mt2bEI9TmgZV9Q38crgAAEc7JdEBrkw/z6SzvVJSAj/9BA8+KIkzyXRsZs+Gp56SFkPk\nxPj65oONafx+tJBP5/Ql0M2Br+cPIL9KR2ywG1/uyqKgWo9aqeBf4yPbOtQrgl5/qj3Ox+fvj2/v\nyIlxGzBggFR2Ex8vqfLKCUL7pqvvqW39pp1gXxc7PryjeZO4jVKBo60KNwcb/kgq5B+rDjKplz/v\nzuxFTKALL0/uQbCH5pwl0WdjWu9AavRGRkWevRl3xa5s6gxmFt0cSVZ5PZllWkZ09WbV3hye/SmJ\nuwaG8PKUnpfw1K1DfLxk53P33W0diczVICQEbrpJUqd+4QVpF1mm4/Du+lSO5FUTE3gqeX1n/Qm+\n2ZdLYbWeAZ082HC8mJNl9by/KR0PjQ37nhvDtN7+/POHJIZFeDVLii0Wkfc3pjGuuy8DOrnx0trj\nuDkUML1PIOV1BlQKRbuzYjoXn38ORqP0O16m4+PsDLNmwcqV8M47UnWgTMcnvaSWEA8NaqWCGr2R\nv44W8fmuTCq0Rj7bkcmLt/Rg8R/HOZxbzY8PDObFW3qgsVXR07/jqLT98ANUVHScjT45MW4DTi+7\nSUiAfu3HWlbmMvBwtGXPM6NRKgRe+PkYZlFkQ3IxIBm4N5U3Xwxju/swtvu5l+D+PaUHO9LKuDna\nn0GLNwKQ8PxYvJ1sUSsF/Fxbt1/4YqivhxUrJEEmT8+2jkbmanHffTB5MqxdK60oy3Qcnhkfyba0\nUmv1C8DEKH+yyuoZ18OXmEAXDCYLSoVATkU9kX7OCMDvSUWU1Bo4s0o6r0rHl7uzEQR4dWoUtQYz\nXXycqNQ2MOLNLdjZKNn1r1FXpWfucrBYpNLCG26AyI6xKSRzAdx3n1Qd8/XX8I9/tHU0MlcSk9nC\nkXxpEbDJNumHA3k8+f1hZvUPYvG0aN7bkMZnOzLp6uNIhdZIVpmWk6V1pBTWUlito7K+gbTiOlbu\nzeFQbhW/PTysjZ/qyhAfD+HhHac9Tk6M24jTy27kxPjaQ2808/qfKfT0d7HulPx5tNDa3zs1NoDN\nJ0q4e3DoOa+xP6uCF38+xqQYP+47TZTh50P5rNqbw3+mRhHq4UBSfjXRjYOx1mBi0f+OEhPkytzB\noXTzdaabrzMWi8htfYOwiCKu9mrGdPch9ZXxzRS0z6S8zsAPB/KYGhvQzHP5dJLyqpn/5X5u7x/M\n42O7XNqH1cjq1VBd3XFWFWUujAkTICBAGuvkxLhjMSjMg0FhzdX8h0Z4MjTCk1q9EaHRKq6+wURe\npY71yUU8/M1BACJ9najRm7jv6wNU1xu5oYsX+zLLAXhgeBjujjY8PDoCgFd/P44FEWc7FYproMRq\n40bIyIBXXmnrSGSuJn36SH/i46US+mvgqypzgby3MY0PNqXz8OgI61zIw9EGtVLAp3H+NLqbN38d\nK+JEcR29g13ZfKIUiyWZ7+IGUlVvJMLHCW8nOybF+DOqmzfZ5VrWJxdze//gFp7sAAVVOjwcbZr5\nvbc3jh2DHTvgjTeufdGtJjrIY1x7NJXdfPONlCzItD/qG0zojWe3LjqQXcHnO7N47c8UADJL63hg\nZSKLfj5GYnYFj68+RF6ljpTCUybvhdU67vliP98n5ALwzb4ckgtreO3PE9Q2CnIB/HKogL2ZFew6\nWcaSDWlM/e8uPtiUBsBHm9P58WA+H2852SwehULgtenRvDEjxipWc76kGCRv5cV/pLBkY9o5j8mu\n0FJSa+CPpEKe+TEJg+nSrZzi46FbN2kXReb6QaWSfNvXrYPMzLaORuZqsPiP40S/tI4/jxYBkFpc\nx6+HC0gv0QLgoFYwoqs3644V8efRInZnlPPzoXzCvR1xdVAzPuqUVkJVfQNLt2WgNZj5ZuFA625N\neyY+XqqKmTatrSORudrExcHRo7B7d1tHInMlCfNyxMlORZjXqdaPkV29SX1lvNV+bnC4J/c1egb3\nCXHD38WOrWmlbE8rI8LHCYPJzKaUEp6fGMmU2AAeWJnIK78d5/U/pHlkpbaBklo9RrOFhSv2M/i1\nTTy06uDVf9iLYOnSjtceJyfGbUhcnFReunJlW0cicyY1eiPDXt/M6Le3YjRbrK+X1OoZ++4W5n2e\nQJiXhvuGd+avY0WMfHsr3XydmT+0ExX1RrLK67FTK/ghMY9ZS/eQWaZlT0Y5m1JK+GZfDgBP39iN\nqABnfJxt+T2p0HqPf0/pyRvTo5nZL4jOXhqcbFV08tSwL7OC/245icZWye39g84a9+r9uaw7VnRB\nzziplz+ju3kzLTYAgN+OFHLzB9tJzKm0HnNztD9r7h9MQZWOb/blcKKo9lyXOy9HjsCePbKVxfXK\nggXS//dPP23rSGRai7TiWh5ffYjkghoMRguiiHXs7BXkytu3xhAbLDVePjuhO3cOCqFJUnDRxEg+\nmt2b5yZ259AL4+gZ4GK9rquDDUtm9uLtW2POWdnSnigqgp9/liaKtu3HOUrmKjFrluQ2Ittxdiym\nxAaQ9H83MrlXQLPXz9yAuHNgCImLxvLcxO7MHRxKgKs9SXnVaA0mvtqdzZPfH+b/fj3GFzszySiV\nFgodbZUYzRbGvruVkW9uISGrkvXJJQBWUcP2iE4ntcdNmwZeFy6d0+6RE+M2pG9f6N1bGkDPITos\n08ZoG0wcOi1RzK2oJ61YS4PZQnldAy+vPc7R/GpslAoGdvZg0c3dGdnVm39P7mGVyt+dUc4HG9O4\nOdqfqbEBONioKK8z8NnOTJILaymuMbAmMd96jwBXe27rF4StSsm03oEkvSQNxt38nLixhw9KQWDJ\nhjS+2ZfD7GV72JleBkBmmZZ/rjnC/SsTMZ2WzJ+L6EBXPru7H30brZw2pZRwNL+G3SfLmx3XJ8SN\nj2b35uUpPYkOvDRFkfh4aZI4Z84lnS5zjRMYCBMnwvLlkiCRTMfgqe8PE/PSOtKKa1m1L4cfE/P5\nem82L9zcnX3PjeaWGH/rsdP7BDIxyg9XBzV+rnZklNYR2ShsWKUzoms4VY2yK72MjzanWxPrKbEB\n1pYVrcFEdf2lfYmqdUb2Z1Vc6uNeEMuXg8kki25drzg6Sq1yq1dDZeXfHy/T8XDX2AAQNzwMZ3sV\nn+/K4vU/Uujh50yEtyM39fRja2opOqOZuYNCeGJcVxSCgLvGBhd7NT0DnPn35B58Mrs3b94a08ZP\nc25Wr4aqqo7XHif3GLcxcXHSn717YeDAto5GpglnOzWvTY9i4YoDPPH9Ebb9U1IV6BPizqqFA1AK\nAltOlPLN/hxGdPXi0TFdrCV+SoWAjVJBncFM/OxY/jhWzJzBoeRX6jiaX01aSR27Tpbx6bYMRMDb\nyZY3pke3iKGszsC761O5JcafzDItfx4t4rXpUXyfkMfBnEpOltSxM72cIDcHhoR7EuzuwNxBIXg4\n2qK6BHGa5ydGckMXT27s4dvivRFdz66KfSFotZIYyW23gfvf2ynLdFDi4uDXX6XdNNnXtWOQU1FP\njd5IhbaBBcM6Y6tSMntAMAqFgLdTy93dBcM6s2BYZ578/jA/HMjjgRFhTOrlz8dbTvLR5nS2PjWS\nIHcHnl5zhNxKHWqlwL03hFnPt1hEblyyjep6I5ufGoGn48VtyT7+3SE2ppTwwazYZkn7lcJikaoi\nRo2SvNplrk/i4uCTT6TdtEceaetoZFoDvdGMnfrsvb+JOZW8sjaZe4Z0wsfZjuOFtaiVCj7YnE5a\nSR1qhcAbM2I4lFvF6G7e1OpN7Muq4IYITw5kV2IwWZhzCWKtV5v4eOjaFYYPb+tIrixyYtzGzJoF\nTzwhfcHkxLh90b+TBxOj/Ogb6tbs9cFhkqTygM4ePD2+21nPXbIhjaIaPd/sy+GeISH4ONsy/I0t\n2KkV/N8t3Rnf04//zlaQU1HPXQNDKK7Rt7jG2sMFrNybw7rkYvxc7DiSV82+zAqrIE11fQNuGjXf\n7c9j8kc7+en+wbw0+ZQ1k67BzN7McoaEe1pVXBtMFtRK4az9x24amxZlQleCb7+FmpqOt6ooc3Hc\ndBMEB0tjnZwYdww+u7sfBVU6wr0cUSgE/nWO8fBMYoNd2ZVeRnSgC1tOlBLh7YjRIuLqoKa+wURM\nkCu5lTo2p5Q2S4wFAWxVCtQqBcpL6MmIDnQlubCGTp6avz/4Eli3DrKy4PXXW+XyMtcIvXpB//7S\nWPfww3L7UEdj2fYMXvntOG/OiObWvi3b2lbtzSExp4qk/EP0CnLloVHh/GNUOJ9syaCwWs/vRwv5\nZOtJlt/dD4VCYNHPR/nlcAFuDmoq641klmnx0Njw7vpU1EoFD41uf6tsSUlSH/0773S877dcSt3G\nODlJZTfffSeVJMi0H1zs1Xw0uzfzhnQCJIXAwYs38lCjqurmEyUMfHUjPybmAVBnMPHV7iyKa/SM\nj/K1ijQs35nN+mPFBLrb093fmbuHdEKlVDA+yo+44WHc+dleRr69lef/l9Ts/lNiA1ArBEprDTw4\nMoyHRobzw4E8djWWTj/x/WE+2JhOcY2e7HIt5jPq8V//M4W7P99vFerKKtPS++X1zFm+r9U+s7MR\nHw89esDgwVf1tjLtDKVS6jXesAHS09s6GpkrgclsYfayvUx4fzsglTkfzq1iQ3IxWWVaquobmLV0\nD8Pf3ExSXjWbT5Tw3oY0bu0TxK5nRlNa18C3+3PRGc388o+hONmpufn9HWw8XsyUWH/rImATgiDw\n16M3sOtfo3BrLFe8GB4ZE8HuZ0Y362G+ksTHg7c3TJnSKpeXuYaIi4PjxyXFXpmORa3e1OzvM3lo\nVDh+LnYEutmzP6uS/Eodtiolj4yJYPOTI0jMruJwXjX5VTq2ppZyKLeKAFd7XpkaxRfz+tEv1J3S\nWgPvb0rn7fWplNY23zg5kF3J4j+OU61ru76kpva4uXPbLIRWQ94xbgfExUlfsq++goceautoZM5F\nhbaBgmo9FceKOJJXxa+HCyiq0XMkr5ppvQP5bHsm725IZWd6GVtOlKI3WbBVChjMIvHbTnJDFy8W\nT2tZMn2u9nJXBxtWzB9AUY2OG3v4kZRXw/a0Mnyd7Rgc7kmdwYTJIhJ/Vx+iAlxaeHvGBruyPtme\n6EBpEmgwWdAbTRTV6BFF8W9Vq68EBw/C/v3w/vsdb1VR5uKZPx9eekkqN5V31a59GswWtAYTKoWA\nKIo8+f1h/mhUou7q48TCGzqzO0PSLHji+8NoDSbyq3TEBLlQoW3g378eBSCvUgeAwWSmXNuA0Szi\nobFlYOeWvRcqpYL26F5SUCC1Cjz5pKTSKnN9M3MmPPaYNLcb1jHsamUaeXRMBBOifAnzcrS+pjea\nyausp85gpleQKzueHsWspXswmkXUKoHuL/zJuO4+PDQqnOm9A0grqWP5jkxs1UpyKuq5b3gYE09T\n4/d2tuO1aVHszayg3382snhaFLP6BwPw5l8p7MmoINDVnrvaoORaq5XylVtv7ZjtcXJi3A6IjZW8\njOPjJVN4OYFon3TzdcLBRkmDycL8LxIorTPg62xnnbyN6e7NnswytqWVoTdZEJDUBg31JvKr9Hyf\nkMv/TerRwpPux/sHk1FaR5i3U4t7nu4RunBYZ9w0NtwcLQ2eX8zrT43eeNZePoDJvQKalUZ39XXi\n1r5BfLMvl2XbM1l4Q+dzPmtSXjWPrT7E3MGhVhGxSyE+Huzt4a67LvkSMh0If3+45Rb4/HN4+WU5\ngbjWMZpFJkb5MmdQKG+vSyUp/5T3YGywKxOifNmVXsqPBwuoMxh5+qZuHMypYmBnD2L/vZ4mN7ym\nCV92eb11F+SzHZksGNYJPxd76zX3ZVagsVXSw791dnwvh88+A7MZFi5s60hk2gMajfR7b9kyeO89\n8PD4+3Nk2h+F1TomfbiTmEBXls3tC0BGmZbJH+2kd7AbqxYO5Jkfk/g+IQeVUkGDycLWp0bi5WTL\n0YJqjCYLeZU66hvM/O9QAbkVWg7knBon35wRhSjCzH6BLe59e/9gyrUNAM0sPR8eFUGYVyETTkuk\nrybffdex2+PkUup2QlycZJS9c2dbRyJzLlRKBROj/Lixhw+3xPjh72pHUY2ePRmSymkPfxcWT41C\n1zjbc7JTEe7jjL1aib1ayfK7+7dIinefLCe/SkeYtxPP/pRE3FcJVu/kf6xKZGb8buobpHIdFwc1\n84d2sprJ26mV50yKz0V3fxfs1UqC3B3Oe9yR/CrSS+qsZduXQm2tZEU2cya4XpqYtUwHJC4OSkvh\np5/aOhKZy+WFn4/y/YF87vkygR8S88ir1DEm0ptIP2eeGNcVBxsVcwdLrSgGo4XJvQL4v0k9sFMr\nCXCVxi5vJxuemRAJgION0ipiOL6nL78cKmDShzvILteSV1nPzKW7mfHx7gtS3b+amM1SFcTYsRAW\n9vfHy1wfxMWBwQBfftnWkchcKjU6E+V1BrLLtdbXLBYRiwgms1TvJ1XvgVqpwM/FDg9HG+zUSh4Z\nHYHJIqIQBAQkfYR7hnTCRilpJMwZFEx5XQOrE3J5a13qWe//4Mhwtv9zZDOthcHhnvxnahQeFyk+\neKX45BPo3h2GDGmT27c68o5xO+H22+Hxx6UdtqFD2zoambNRZzCxJjEPiwh7nx3Nkzd2ZcPxEkZ2\nlQzc3tuQyrsb0ogJcuGVyT3pGeCCIAjSDogoJban8876E7y/MZ1QDwc2PD6cHw7k0WCyUFJjINDN\nns0pJeiMZsrrGqhUGKnTm+jq23JX+WK4a2DI3+4Al9YamBTjj6+zHb2D3c577PlYtQrq6jruqqLM\npTFuHISGSmPdzJltHY3M5TCllz9bT5RSqW3AIoosnhrFrAHBzY7p7KVhVDdvup0xdjnaqRvfl8oR\nN6cUU6MzIYoiznYqnpsYyaPfHuJIXjXJBTWM7ObN0HBPPC9Rdb81+eMPyM2Fd99t60hk2hNRUTBo\nECxdKpVVy9WA1x5dfZ3Y9MQIXE+bv0X4OLHv2dE42Egp1Du3xdA3xJUXf0nGTWODg42KGr2Rt9el\nIiLZxInApBh/CmsMGM0Wuvo6smJ3Ds9NjCQ22JWaeiOj3trCivn9CXRrvnHxdxsZV5Om9rj33uu4\n32c5MW4naDRw551SOdaSJXLZTVujbezfPd1c3dFWxadz+tJgsuDjbIfeaGbSaZYfJ4prATicW836\n5GKC3B0oqtZTozfy5a5s/jEqnEg/Z+vxm1IkA/dgdwdUSgUvTeqBi52aYA9pEPzpwSHU6k0EuTvQ\n++X1VOuMbHlyhHWQNJjMbEguYWi4Z4uk+1LJKK3jpiXbCfd25PdHLr0xShSlxCc6GgYMuCKhyXQQ\nFAqp3PS55yA1Fbp0aeuIZM7FvswKkguqmTMoFIWi5SxIREAQpORWrRS4OaZlaV9xjYGP7uiNvU3z\napklM3uxNbWEmf2CWbrtJK/+noIgwGdz+uDqYMubf53AIoo8PzGSlXtzsIjw1fwBGM0WCqp0+Lva\nt7hXWxEfD76+MGlSW0ci096Ii4O774atW2HEiLaORuZSCD2Lir2rw6k+ILVSwfFCaf43IFRqrbNV\nKgARhQBejtKxfULcyCzXIjaeb69W0jvYjVHdvFm4IoGMMi35lboWiXF7Ij4e7Ow6dnucnBi3I+Li\n4L//lbzvHnusraO5fjGZLYx5Zytag4mtT41spn46OtIHgGd/SmL1/lweG9uF3SfLef7mSJbMjEXB\nQXaeLKe7vzPj39tOYbUelULAZBE5WVrHp3P6EOQuDbJvTI/hy11Z/Hwon8kf7uBwXjVDwz2ZEO1H\nbkU9nTw1VkGt2CBX8qt0OJ+WqH+2I5M3/jzBjD6BvHWFTOBtVAps1Qqc7S9vaEhIkFYWP/qo464q\nylw699wDL74o7aS89VZbRyNzLh777lBjq4cjwyK8WrxfXK3HaBbp5uvEa9OiWyS/y7Zl8Mrvx+kT\n7MaaBwZzsrQORBEfF3tCPTUEuIWgViowNpYkiiI8uOogOqMFtQLMIgyL8GRHehm2KgUTo/14YvVh\nfj1SwPK7+zGy0V+9rM6Aq726TXaSc3Ph99/hX/8C9ZVZn5TpQNx2Gzz6qJRQyIlxx+X2/sHUYnnr\negAAIABJREFU6k3c1jcIi0XEVq0k1FNDTkU9G1NKAfjhQB4z+gSy4fHhhHtLlTL3rkhgXXIxGltp\n7Myt1DEAaeMjpbCW6ECXqyKUeiGc3h7ndunFhO0eOTFuR0RHS17G8fHSQNpO/i1cdwiCgJ1aidEs\nNtslqapvYOGKBLr7OaM1mDCLIltTS9mXWcGmlBK6jXDmw9l9AKjUNlBYLUnsKxUCIR4OpBTVcuOS\n7XT1deKnB4bQ3d+ZSD8nvkuwcDhPEmPo7u/M70mFPLAyEX8XO75aMIAwL0c+u7ufNY6SWj36Bgu2\nKgUBrvbc0KXlhBXg9qW7ya3Q8etDQ3FvTO5NZgu/HC6gX6j7WctzAt0cOPD8WNTKy/vyxceDg4Nk\nRSYjcya+vjB5MnzxBbzyirQCLdP+uH9EGInZlcSe0VKxen8uR/KreG5CJFW6Bj7afBIbpYI3b41B\nFEU2HC8hraSWN/48AUBiTiVH86uY9OFORBH8XO34cFYst3+6l0hfJ/xd7fjojli2p5XxwwHJ/s7F\n3oYnb+zKlNgAvJzsGN7Fix8O5JFZVodKIeCgliaSO9PLuOuzvUyI8uPDO3pf3Q8ISVxJFGXRLZmz\nY28Pc+bAxx9L2gpeZ/91LXONIIoiZouISqkgv0qHj5Mti34+xuHcKhYM68RtS3dzR/9g/jM1isfG\ndOHl35IpqJI2SBKyK8mtrOeVKVHMXb6XW/sEsuWEVDno52yPyWKxtpz8+9dkVu7N4fmJkSgEgVHd\nvM+6c301+eab66M9Tk6M2xlxcTBvHmzbBsOHt3U01webUor515oknr6pG9P7BKJUCKx77AYsothM\nLCuvUsf+rEoyy7Q8NzGSp2/qBsCG48VM7y0pCi7ZkEpORT2vTo3iuQmRGExmAtzs+SOpCAFJzbCk\nxmC95t1DOtEnxI31x4vxdLRlzqBQtqeVIgAF1Xr+SCrkH6NOeXnuSi/jgVWJUmJuERGBgZ3Orpef\nXV5PWZ0BrcFkTYx/OpjPUz8cYXCYB6sWDjzreTaqy9t1qa6WBtBZs8Cl/YnHyrQT4uJgzRr48Ue4\n4462jkbmbNw5MIQ7z6JJ8Na6E5TUGhjf048hYZ58tz+X7v5Sm8i65GLivjpAuLcGV3s1eqMZvclC\npVZS0C+p1VNQpef9jWk0mCwk5VdzOK+aeUM689r0aCJ8NLy8NoUybQMbjhdze/9gawzj3t2Gzmhm\nzX2D6RMqJesqhYBCEKxj9b7MCranlXL/iDBrD2BrYTJJifGNN0p98zIyZyMuTrIs/OILeOqpto5G\n5nKY8tFO8ip1/POmbjy95gi39Q1kd0Y5uRU6quol5WiFIGCxiGxMKaagSo+LvRqtQXrPxV7NmgN5\n5FfpWbIxHTu1gjA3exxtFXx290CroFZnL0ecbFVklGlZtTeHHellLD9tg6QtiI+X+uYHnn3q2GGQ\nE+N2xullN3JifHU4XlhLSa2BpPxqpveREtwzPYEBega4sHLBAF5em8xj3x3mv7N7MyHKjzmn+cjF\nb81AZzSzcFhnqx3SlI92cii3CgHJs9hDo2bu8r1E+rnwyOgIogJdiQp0RRSlcsJhEV5sePwG/kou\nZvaAEA5kV1BZ34CNUsncz/chAEFuDgwKc8ciSl6idQYTjrbN/zmvfWgoWoO52c6wk50KtVLAwab1\njEBXroT6+o6/qihzeYweDZ07SwqXcmJ8bfHmrTEcL6xhYGcPlAqBhOfHWt/r7udMdz9nxvXw4dEx\nXbj/6wPsOllOsIcDy+b2YfrHuzCYRLaklhHkZk9upY7ewa70b1zgG97Fm/8IKVhErAr8TSyeFkV2\neT2xwadk7gd09uDwi+OsY9orvyVzJK+aTp4apvVuaYFyPg5kV9DFxwknuwurif7tN8m/+KOPLuo2\nMtcZ3btLoqrx8fDEE5LOgsy1SWW9EW2DCbVKQKkQcLZTs2rBQEpq9STlVTOzbyAJWRX0/c96ANQK\nqNEbEUVQCpBaXEewuwP9Q904nFdNg8nCybJ6ACa8v53VcYMI8dAwf2gn5g/tRFaZluJqPbf1C2rL\nxyYhARIT4cMPO341q5wYtzMcHKSym/h4KCsDT8+2jqjjE3dDZ3oFudIn5O+bJoaEezKjTyDrjhUT\nHdhyO/SzuX0pqtE3E9l68ZbubEstI8LHkbzKel79PQWFAFtTyziYXcni6VE42aqZ9NEOPBxtWPvQ\nMMK8nXjA24ncinpmfLwbEbBRCgzs5EGAm721pzi1uJYRb26hq68Tvz18SiyrpEbPW+tOMKVXgFXM\nC8BgsjT287XOyNYkuhUbC337tsotZDoICgXce6/Um5mcLE0eZa4NhnfxYvgZLRybT5SgsVHh72pH\nRlkda49YeHRMFz6+sw+iKFJZb2T8e9sxmKQFQAGpn85Do7aWQP95tIhyrYHF06L4YFM6Y7v7NLvH\nlNgAzobmtEXBR0ZHsDGlhNHdfM567Ln438F8Hv3uEDf28CH+rgsbvOLjJW/um2++qFvJXIfExUmC\nRZs2wZgxbR2NzKXy28ND0RnNeDvZMTHKz1qpYrKI/N+vyWc9x0apwMvJhvwqPW4OarallvHMhG6s\nXDiQDzel8d7GdBRIQoV7MyoI8dCQkFXBsYIa7hoY0qyVrq1oao+78862jqT1kRPjdkhcHHzwgVR2\n8+STbR1Nx0elVDAk/NwrEGaLSFJ+NVEBLigVAguGdWbBsM5nPXZgZ48W6q2xwW7WHj290czHW05i\nMFnwdbZjb1YF/1h1kNTiWhSCdC+L5VRvs6ejLYPC3DlRVIcgSGXOi26OpLhGh4+zPfZqJQ42yhZ+\ndmuPFLI6IY/Caj2Dwz1JzKnkzT9P8NCocH64bxBdLtP26Vzs3QtHjki7gB19VVHm8pk3DxYtkkS4\nlixp62hkLoVavZEavYl7vtiPSiGw8YkR2KqUaE6rShEafTxtlAr0ghlblYDOKCXI5VojjrYqLBaR\nB1YewCJC3PDOfH53PyJ8Ln6cGh3pYxVJvBhCPTV4OdrQ/bRFzfORlQV//gnPPw8qeSYl8zfMmAGP\nPCIlGHJifO3iZKe2VpTYqpToGszMXrYHJzsVD4wIw1aloL7BzKfbMrAgLQA+O74r65JLGNfDl8Iq\nHX8eK+ZwXhXzlJ14bGxXegW68txPSdQ1mBndXRIUfGz1IXIrdDjbq5gae3GVL1eamhqpPe7226+P\n9jh5OG+H9Oghld0sXSqV3cgJRtvy/sY03tuYxsOjwnl8XFfr66IoNlML3JNRzpzP9jFnUAjP33z2\n7S9BAAcbFYJgxsFGyU09fDGLIsmFNbxzWwwju3o3S6ztbZSsWjgIi0Wkx4t/sTW1lKGvb6ZWb+Kz\nuX0ZHenDwRfGoTwjGZ/eJ5ByrdQDCPDXsSJ2Z5TTyUvDq1OjruTH04z4eHB0lEtjZS4Mb2+YNg2+\n/BIWL5aEamSuHVbszuKFn4/x/MRIJkb54WyvJtjdgX3PjaakxsA/ViUS5uXIPUM64aaRxLSe/99R\na1LcRG5lPT38XZjeJ5DvE/L4bl8u8VszeHJcV/4xKpxnfkyiRt/AXQNDGdDJvVVUWjt7aVAoBH45\nXMA/RkW0GFPPZNkyaTxfsOCKhyLTAbGzg7lzpU2PoiJJgFDm2sRsEa3jQ43eyJG8amyUAnqjhfI6\nAyW1el6a3AOTReSlX5N57a8T6I0WUktqqdZJvcZ5lToGL95IfYOJap0JEVApQNdg5v82HKNviDta\nQylPrD5MuJcTUWepULxarFwJWu310x4nJ8btlKaym82bYdSoto7m+qaTpwaNjZJOXhosjbZLuRX1\nLPwqAR9nO96aEcPgcE+q6o00mC1sPlFCpJ8zvUPcCHF3aJbo2qqU/HDfIL7Zl837m04S6qnhg5mx\nlNQaCDjNl3N7Wik70st4eFQEGlsVCoXA6rhB1OiN3LsiAQBLY0/y2SZwLvZqnrqxm/XnB0aEE+hq\nz4Solj6jV4qqKvjuO+l769Q6G9IyHZC4OOl78/33UhuJTPvnZGkdz/6YZO0BNlnEZorQtiolG44X\ns/ZIIQBf78lGrRSo1J4SHvRxtsVBrSTAzZ4e/tKk7/Vp0fQPdefXwwVsSytjy4kS5g/txPcJuZgs\nIr8dKeLhUeHMa0y0QZqYltc10OkyFVvNZpF6gxmQxlbledpNjEb47DMYPx6Cgy/rtjLXEXFx8O67\n8Pnn8MwzbR2NzKWwKaWYhSsOEO6l4a/HhuPjbMevDw2luFrP3V/stx636OdjDG2sRHSyVfHQyFDe\nWpdK05JgUl41BpOl2bUHhXmSkFXJF7uzABgS5sGBnEreXn+Cf0/q2awt7mrR1B7Xqxf0a/uK7quC\nLAHQTpkxA9zdpS+kTNvx6u/H2ZhSQuILY5kaG8j9Kw8w9t1tLNuRidkCBVV61h8vBuCmnr68f3sv\nTpZqefL7w4x8awuv/5XS7Hqr9+cy6LVN/JZUBEBeZT0T39/O2sMFbEst5YeEPO7/+gCPf3eI+K0Z\nbGi8NkBUoAtDwj3Z9a9RbHj8BsZ2v/AlZxd7NXcNCm1Rcn0l+eor0Ongvvta7RYyHZARI6BLF3ms\nu1YoqzOwen8uezMrqNYZ2fPMaKbFBpBZpgWgzmDij6RCJvcK4PZ+QQhAubaBohoDjXkn0YEuFNcY\n6BXshkqpYH2yNM4pFAK39g3i/hHheGjUjI/yw06tYPaAYIZ38cTFXs37m9Lp+58N5JRLgjV3fbaP\nUW9v4VBu1WU9l5vGhq3/HMn6x4efVXzxdH79Vdr1k8c6mYuha1dpvPv0U7BY/vZwmXbI1tRSzBaR\ngkY7ToBIP2eyyrX4OjefX/UNdeP/bunO5F4BjOvhy7CIUy17scGuvDSpB6EeDigAe7WCh0eFE+Tu\ngJ1agYfGhg/v6M2wCE+2nChlbVLB1XrEZuzbB4cPS4s610v1qrxj3E5pKrv58EMoKZFKDmWuLqIo\n8uWuLAwmC4+OiSDMy9HqTeyuseHbhQNILa5jcq9TgjATo/15Z30qWY2TNncHm+YXbRxYvBxtqdA2\nUFClp6TWwOI/UrBTK9AbT/227ObryOhIH47mV2OyiPQKkpRYXRxsMIsw7t2tdPV15oNZsa34KVwY\nTauK/fpJwlsyMheKIEgiXE8+CUePQs+ebR2RzPm4d0UCiTlVzB/aiXlDQvFxtqXvK+upqDdy3/Aw\njuZXsz2tjBsiPLG3UWKjUjTbGenm68Tobt4cyasmpaiG44W1JBfU0MnTgXBvqdRkUJgHBxaNw2Ay\ns+tkGV/uzkZjo+TD2b25d0UCRrNImdZAsIcDwe4OZJdrWbY9gzqDiY9n98H+ElX3m2zt/o74eAgK\nknaMZWQuhrg4ycpw/XrJ5kvm2uKfN3bDx9nO2qbWxKfbMymqMdDJw4HxUX7c2jeIGp2ReV/so0Jr\ntFo8ZZcfoLOnhlemRuHqYMPcwaE8+9MRVu3N5db4PcwdFIreaOHGHp64aWx4+qZIevq74mynZtfJ\nMvqEuDWzEW1t4uNBo7m+2uPkxLgdc++9p8punn66raO5/hAEga/mD6BC20CYlyMA9wzpxKKfjxLm\npSHu60R8ne2YMzjUeo5SIfC/B4dwoqiW3iFuLXYebusbxNhIH5zsVHywKR1vJ1u6+jqxJjGPqnoj\nO9LLcLRRUVijJ7Osnqp6A1P/uxNRhL3Pjrbu+JbXGUgrqaNOb7pqn8f52LULjh2T+u5kZC6WuXPh\n2WelX8IffNDW0cicjz4hbpTVNXDnwBAC3aTSPj8Xe8q1Rlbvz8XPRSqv1tioOFFSi9FsYfaAIH45\nVEC/UHfi5/Tlg41pAGgNJhQClNQa+PlQAU80ajjkVdZzrKCGd9adIK9KR3SgM0l5NSz4MoF1j0oe\n803CXB/MikUUJQ2G+gYzxTV6Qi+zrPp8ZGTAunXw0kugvHrzU5kOwtSpkttIfLycGF+LaGxVPDAi\nvMXr793ei5SiWu7oH4xCIfD4d4f438F8LEiOIvcM7URRtZ7sCh3d/JwZ+fYW7NVKlszsxY7UMut1\nege7siZRhdEkldeEezsytrsPE97fjlopYLaI/Hd2b27q2XptcU1UVcG330pK1M4XpknYIZAT43ZM\nt26Sl/HSpZIpvOx9d+U4klfFmgN5PDgyHO8zvDJPp8lbs4lfDhdIwlc7MhEbPYSbsFhEag0mXB1s\nGNDZo8W1GkwWXvr1GH1C3Ahwtee9jWl4aGw4sGgsfUPdmbN8H7V6E4+OieCPpCIcbFUs+CIBk1kk\nOtCFg7mVjIn0xWi28NWebOYNDj2nOjbArpNlqBSKFs/QGsTHSwPn7be3+q1kOiCenlL7yFdfweuv\nS7YQMu2T5yZ257mJzcUF1z48jO8Tcglws2f2sr0ATI31J720DpNZxF1jy6S5/mgNZmZ8spv8inrG\ndvdmfXKJ9Rrf7Mvh3hs642irYu7yfZws1RLgaoeAgLuDDSKgEOCV346zdE4ftqWW0r+TO3ZqJYIg\naTBU1RtbNSkGqQxWqYT581v1NjIdFFtbSY3/nXckD2x//7aOSOZMqnVGnvr+MLHBbgzo7M6aA3k8\nNCoCX5dzzxX7hrrTN9Sd9zemkZhTSWJ2pVWV+r4bwujfyZ3V+3MA2JNRgShCtc7EW+tSyanUWa/z\n3oZU6gwmDuScag3p7KWxtqsczK2i9iptiHz9tdQed72IbjUhJ8btnLg4qYRh40YYO7ato+k4fLQ5\nnb+OFePtbMeDI1uu/p1JQZWOJ74/zInCGgC0BjN7nh2Nc6NsP8A9X+5na2opX97dj05ejgS5N5/d\nL9mQysq9Oazcm8P+50YTN7wzYV4a9EYzdmol/57Ug+/257LmQD6ltQY+vCOW9zam4VitJ7u8ngVf\nHuCDWb0I93Zixe5sbFQKXrilx1njLaszcOeyvSgEgUMvjsPRtvX+qVdUwOrV0kRR07pzUpkOTFwc\nrFolCXHNm9fW0chcLLf2DQJg4dBO5FXqeGNdKukldS2Os1EJNJhE1ieX8PDoCFbvy6aotoGyugZe\n+PkYugYzJ0u12KsVrLhnAD4udhiMZn5PKuTFX45xJK+K/24+ybsbUpk3JBRvJzvK6ww8MyHyb5Wk\nL5eGBli+XPItDji7pbKMzN9y773w5pvSd+n559s6GpkzOV5Yw7rkYo4V1JCYU8n65GL8Xe3/dq64\nK72Md9anNnvN08mW7xJyid+ewSOjpfMNRjNfzOvHp9syCXK3Z2RXb4Lc7HG0U/Hot4dQKQT+M6Un\nNToj729MI8zbkXdm9pJ6m6t0LeaWrUFTe1zfvtCnT6vfrl0hJ8btnGnTTpXdyInxlePBkeH4Otsx\no8+F+cMdyK5k98ly68+3xPjj42zHkbwqfkzM54GRYSRkVSKK8MHmdPZnVfLylJ7cNTCEWr2RpLxq\nxkZ6s2pfDlqDiQnv7+D3h4dx05JtvLchnS1PjSDUU4POaCa5Mfk+XljDygUDpP7il9YBYBEloYeX\np/TE7zw73a72aiZE+WGjVDTzE/079mVWkF9Vf1G+eStWgMFw/a0qylxZhg2DyEhprJMT42uPkho9\nzvZqlm7PBKTdXbVCwGiRdFgFJPu5+gaz9RydwURRbYP1558O5lsFXnRGCyt2Z/HS5J442qq4a1Ao\n/Tq542Sn5kRRDX4udnhqbHjzrxQsIsweGHLZytR/x88/S5of8lgnczmEh8Po0VL1wTPPyCX57Y2B\nnT1457YYwr0dUQgCIe4O3Na48JeQVYHeaGHoaUJaTUiaB/aYzJI4VydPB26J8ePDjSexAJtPSBUy\nepOFb/blsi2tFIsI84eGMqV3AJ9uy8AsipKX+1eJhHjak1Faj5Otiln9g1EqhKuSFAPs3i1pfnz6\n6VW5XbtCTozbOba2cPfdsGSJ7H13JYkOdCU60PWCj58Q5UdacS2bT5Ty2JgIRkX6APDhpnTWJRfj\n5WTLMxO68duRQiq00kTvUE4ldw0M4bmfjvLL4QJenRrFjqdHMfrtLdiqlAgCiEgl1m/+dYIxkd7c\nNzwMvdHMgM7uTI4JQBAEkvKq0DaYUSoEq9DXXQNDzhuvSqloZp8CkphYanEdEd6OzSykTmfBl/up\n0ZsI83K8oM+naVVx4ECIjv7bw2VkzkmTCNdjj0kqmDExbR2RzIXy5a4sXvzlGNN7n9pGtYjQJLEQ\n5qmhvL6Bbr5O2CiVZJbXUVHXwKc7MtHYKBkU5oEgwPrkEkQROns4kFFej95ooVZv5OW1yQzo5MH0\nxoXMAFd7Xp+uYM7yfXT1dWTOoNBWT4pBGutCQmDcuFa/lUwHJy4ObrsN/voLJkxo62hkzmRa71Ob\nAz0DXLBYRIqqdcz6dA8mi8juf40mMacSja2K4V28AHhl7XGKqvV4NIr4ZZbV8/7Gk9br7M+qws/F\nDq3BREygC78nFSIAPybmsSOtjBPFdQS72+NsryazVIvGRsX9IzoTE+h2VZ8dpLHOyen6bI+Tu1av\nAe69F0wmqexGpm1QKgQeH9eVXx8aak2KQdp5njsohFv7BDKqmzd7MyvIKK1DrRTwcrRF12CmV5Ar\n/i52dPV1xNFWxfZ/jmLjE8PxdLRl+z9HolTA0m0Z3Ba/hzs+3c23+3M5WaJFoRAQRZFXf08GJFP5\nI3mXbknyydYMblyyjXc3pJ7zmPlDO3NLjD8R3hdmRLx9O6SkyDsoMleGOXOkxUDZuunaoklkUGOj\nwk6lQKUQ6Bviyo09pJXcvEodVfVG9mRU0CfElW1PjWTuoFAAHGyUHMmrYvfJMqb3DmDZnD6suncg\nwe72HMiuYGd6GasT8nh3QyqJOZXWe3o72+KhsWFQZ09mDzj/QuGVIC1NamlauFDe4ZO5fCZPltxG\n5LHu2mDRz0cZ/NomBnb2YEJPP/RGEw+sTGTu8n28vymVjcnF/HmsiAazSFW98ZzXKanRM76HL38d\nK6axmIbKehMniuvwcrRldKQPax8axufz+pGUX8MnWzLwdm49m82z0dQed+ed4Oh4VW/dLmjTHWNB\nEG4C3gOUwDJRFF874/3HgQWACSgF7hFFMbvxPTOQ1HhojiiKk65a4FeZiAgYNUoS4Xr6afmXclsg\niiLrk4vpGeDC0fxqfksqpKuPEz8k5uHvYseB7EpGdPUmNsgVVwcbQjwc+GRbBoJC4OmbunHP0E7W\naxVU6Xj2pyRm9AlkWu9AZg0IZvmOLKp1RjLL6hEALydpINQ2mDmQLSXDtioFmsvoFfZ1sUWlEM4r\nIPHImIiLuuYnn4CLi7TyLSNzubi7S9+lr7+GN964Pn8pX4vcMSCYm2P8eHjVQfQmC5/f3Y+R3bw5\nXliDCOzNKMdQJ1XSqJQCgiBQpTfi6WhDad2pUupDOVW8fVsvavRGimsMmC0WHv3uELMHBLMuuZhp\n/93F2oeG0jPAhW6+zhxYdO7+ogaThQ83pxMd4MKY7j7nPO5CWboUVCq4557LvpSMDDY20nfpjTcg\nLw8CL7x7SaYNEBv/zBsSyqhuPpTXGVArBYxmkT+OFLF6fx4AoR4OjO3hzafbsqzn9gxw5nhBDQoB\njBZYnZiH2JgUu2vUhHhocLRVcSi3is93ZuHpaMuU2ADs1Qp0Rgt6o7lFPK3JihWg11+/Gx5ttmMs\nCIIS+AgYD3QHZgmC0P2Mww4CfUVRjAZ+AN447T2dKIq9Gv902KS4ibg4yM6WbCJkrj6/JxVx71cH\nePTbQyzbnsnPhwr45XABGaVadqSX89z/jqJSCrjYqyms1hEb5EqEtyOiKDL9412kFNWQlFfN3OX7\n+HpvNrtOlvPTwXwAHhndhcRFYwl2t8fRVkX/Tm7c0Fia42ir4vN5/Vg2py/H/32T1Tbqx8Q8bl+6\nm9/PY/p+NL+ahSsSeOibRNKKa5kaG0jaf8Zbd1eq6428/mfKJe9Cl5XBmjXSLp+sIixzpYiLg9pa\nySZC5tqhUtvA1tRSAKuPcKSfMx/d0dtqKze9dwB9Q9xZsiGVpLxqyk5LigGGd5XGvaJqPQaTBbMF\n9EYLg8M8GdnVi26+Tudd2DudPRnlvL8xjRd+PnrZz2YwwBdfwKRJ4Nf6Liky1wkLF4LFAp991taR\nyPwdT4ztwr3DOuPrbMfW1FI2Hi9B1diSVlqr58GR4UzvHcjah4fxQ0J+s3OP5tdwQxdPvosbhL1a\nYU2KAcq1Rrr5OrEtrYwgd3sA3vzrBDnl9Rx+8Ub2PDMaBxsVS7edxGBq/QS5qT1uwIDrt52pLXeM\n+wPpoihmAAiC8C0wGUhuOkAUxc2nHb8HuPOqRtiOmDLlVNnN+PFtHU3HRm80U6Mz4u1sx8dbTvLd\n/hyen9idqAAXeoe4smpvDt18nYi/qw8PrkzkWGENFdoGHlqVyL6sCmr1Jr7Zl8P6x4dz31cHOJBd\nyTNrkiiq0VNYrcfbyZbXpkUxOOyUeINSIaA1mKk1mNibWcnG48Xc2MOXIHcHRnT1bhbfN/tyeHlt\nMvUNZvZkVLDnGXd8Xew4lFNFd39nbFQKVu3N4c9jRWxrnKhqbFS8Nj0aQTjVW7wmMY+Pt5zkaH41\nX80fcNGf0xdfSCqt1+uqokzrMHgw9OghjXULFrR1NDLnY9fJMvxd7An11ODqYEOEjyNeTrZobJQU\nVeuwUyt5b2MadmolepOFLSdKWJMoTRpv6xtIemkdukYxLld7Fct3ZjGiqzdDwj2ZPSAYB7WCGX2D\n6eLjiIONkqdu7Ian44WVFbprbOjq42hVy74cfvxRWgiUxzqZK0nnzlK/+rJl8NxzUkWCTPtk1d4c\n4rdlEL8tA4UgaSjYKKX5lLbBwqz+wSgEgXHvbqVO37KUevOJMqID3dAZLTjaqlh0cyT/WpOECKza\nlwuAq4MtUAtAboWWQWEe+LrYcc8X+0kurMHPxZ5bYlrX36upPe56bt1syx7jACD3tJ/zGl87F/OB\nP0772U4QhARBEPYIgjDlXCcJgnBv43EJpaWllxdxG2JjIym1rl0L+fl/f7zMpTN72V6sIsdDAAAg\nAElEQVQGv7aJ5IIa9maWk1Vez3sb07i1byB5lTpq9CbUSgUhHhrWPjyMeYNDAajWG4m/sw8KARJz\nKnnqh8M8MDKMt26NIaNMS2G1num9A9ifVcGh3CrGvLuVL3dlWe/7yJgIpsYG8NKk7qxPLuaGNzeT\nkFXRIr7fkwqpbzAT6GZPryAXHv7mIFM/2smU/+7k/q8PkFJUw7M/JbHnZDl3Dgxmeu8AFgzr1OI6\nN8f4cUuMHyMad2kuBlGUSguHDJGSGJm2p6OMdYIgJSAJCZCY2NbRyJyLI3lV3PHpXu74dA91BhMK\nATJK69iZXs4tH+5k0GubWLY9g893ZhHkZs+mJ4c3673rFeRG0zJdmJfGmiCvTshBqRDYllbK8l3Z\nKBUCvxwuYN4X+3l89SHr+bV6o1Xo8Gx8tz+XE8V15FTUX/azxsdLScyYMZd9KZkrQEcZ60Aa6/Ly\n4I8//v5YmbZjUi9/q8DfDV288HK0pcEsohDgXzd1ZX1yEU+vOUJBlR6jpfm5Ed5Spd9vSQUsmdmL\nXx8awk09fJvZy2lslbw2LYpejaKnPx48NdGPG96ZKb38GRLeUgn7ShMfL7XHzZzZ6rdqt1wT61OC\nINwJ9AWGn/ZyiCiK+YIgdAY2CYKQJIriyTPPFUVxKbAUoG/fvuKZ719LLFwIr78uld288EJbR9Nx\ncbZTYatSYKtW8M5tvVi5J5u316dS32Ait0IyYn9jxikJ5hdu6cHNMf6EeTri4qAm1MOBjLJ6vk/I\nQ6UQWDwtmuhAF8rrGsgq17ImMR+VUkGDycKxgmoALBaRxb+noDeZeXxsFxJzqnBQK3E6zSe5idem\nR5OQVcHobt4MWryJWoOJYDepBMfZXk2YlyN3DgwmwNWB+0eEnfM5vZ3sOFFUy6+HC4kOdKVfqPsF\nf0abN0tiNIsWXfApMq1MRxrr7rpL0lOIj5fFadobezLKmbN8H1NjA+gZ4MKJohpGvrWFcC8HTKdN\nCEURNh8vJsJbQ1JBDbd9shsXezW1ehN/PjIUpVJJ31A30ovrOFmqtZ6XV6mnpFZPmKcjFXUNrN6f\nw7a0MrwcbRnaODG0WETGvrONWr2RzU+NwNupZXn1gmGdsFEprCJfl0pKCmzdCosXg0KWK20XdKSx\n7pZbJLeR+Hjpv2XaJyEeGjY8PpzCah2Bbg4cza/mhf8lkZhbzZ7MCnZvlOw8VQqajYMAk2L8eW9j\nGuklWlbsyiKjXItKIWBqVN+K8NIwMtKbB1Ym4udsR4CrHfZqJRaLiKLRjaTJkaQ1KSuDH36QBH+v\n5/a4tkyM84HTa5wCG19rhiAIY4DngOGiKBqaXhdFMb/x7wxBELYAsUCLxLgjERYmeRk3ld3IIlyt\nw/K7+2E0i9iopFlQta4BQYC5g0Pp6uNErd5EpJ9zs3N6B5+S05/cK4B3N6QBsD65mMXToIuPE0V2\netYdK+KlyT1YkyAVS+zPlHaEFQqBidF+lNYaJOun8ZGcLKnjx4N59PR3ZmNKCa9MicLRVkWAqz0B\nvQKo1RuxIGKnVvBt3EAaTCKhnhoMJjOvTIm6oGcdGu6FUqEgyM2BzDIt7hobXOxbJuNnEh8Pbm4w\nY8YF3UZG5qJwdZVWrFetgrfekmwjZNoH644V0WCysCG5mE1PjGD0O1swmi3szqhscWxtgxllY/tG\nWV0DSkHALIp8uOUkuZU6ErKan6NSCBzKreL2+D1klEnJ8qfbMxGBqAAX4oZLC31bU0soqtGjFEB9\njmw1xEPDopvPlC25eJpEt2RvbZnWQK2G+fOlhZecHAgObuuIZM6FUiEQ6CZljHszK0jMraZXoCtb\nU0ut/uyf/z975x0eRbn24Xu2ZNN7I70QSEgChN5C71IFERFFafGIn12P54h67P3YPQYQAQsKKihS\nlN4hdAiQHtJ7z2Z3s2W+PyZZiEEFAQM493V5we7OzL4zhjfv8z7P8/vd05Pl+3NILqiluFYPSLae\ns/uHsPlMCTmVDTQYzPg4awjxsOdcRQPpZVqyK85hsoicKqhBIUBBtZ7MsnoifP66X37Ll8vtcdC2\ngfEhIEIQhFCkgHg6MOPCAwRBiAMSgdGiKJZe8L4b0CCKokEQBE+gPy2FuW5aEhKkYGTjRhg3rq1H\nc3MiCAI2Kmkxtz+zgqyyBkQRPB019A7zaHFsQ6MJexvpn9HpwhqC3O2ZGx/G+lNFpJfUU17fyB2L\nDtAl0JXiah1rTxQyvosf9k3q0k4XBKFPju5ozXycyi8nubAWo1lk5cFcavUmvBw1dA9244nVJ1k4\nLorbewax/bHBAHg7S+ftzShn1tIkJnb1I79Kx5RuAUzr+ds9ds+OlxaOJ/OrmfjRXmL8XFj3fwN+\n9/mUlsKaNbBgAdjZXepTlZG5PBISpD72r76Sf1FfT8zsE8z21DJu7eaPo62KLY8O4mR+Dc/9mIyj\nRs2pghrrsQ4aFcXVOuvr2ABnCqp0rDkmiQY2q7qOiPKhqqGRaD8XvJxsSNwp7XG393KgvN6ARYS3\nbpOqdHamlXEwS8rOmEWuqSCNXi8tFidPBp8rF7aWkbko8+bBK69ISY8XXmjr0chcCg5NAoOCAmtQ\nDFIl3v7McrSN59PGBrOFRbuzuSXGl/XJxagUEO7lyJu3dWbu8kOkl2qJ8HbkRH4NAvDixBi0jaa/\nNChubo/r1w9iYv6yr70uabPAWBRFkyAIDwA/I9k1LRVF8bQgCC8Ah0VR/BF4E3AEVjeJBjXbMkUB\niYIgWJD6pF8TRfHMRb/oJmPChPNlN3JgfHWo0jZSUK0j0N2e+SsOE+nrxPMTYyirM3DnkgMoFQK/\nPBJPB5+WWeI3NqXw8Y5Mbu8ZQP/2njy48jjxEZ68MjkWDwcNJXZ6anQm9mdVsD+rAju1NJH2DnUn\n0M2OtJI6eoVK5cv//SWV97dl8K8xkQyN9GbByqNE+jqxZFYPXt2QwobkInqGuJNZpqXOYCKzTMuc\nZYcorNbhZKemd6g7j43sSGZZPSaLyNmiOs4U1aJSCr8bGDfjameDq52aIPffrp/Zn1nBW7+k4pPV\nBaPRgfnzr+Chy8j8Ab17Q+fOkiXY/PlS77FM2xPm5cj2xwcDcHvifo7lVtMrxI3s8gbmxYdisliw\nUSrIq9RytqiuxbnH884HzQJgNIt0D3Zj0d3drcKA21NKcbJTU2cwM7GrP+cqtFgsFnRGC3vSpY2/\nYA9pnlIqBNwcbNieWsrO1DIeG9nhou0nf5Zvv5U8PeWNGZlrSXAwjB4tBcbPPCNlkWWubybH+fPc\nD8kcy63msRERvL81A18XWyZ+tAe96Xx1v0YlYGh6nVZaz8zeQXxxMJcdaWX8eKIIsygF1ifyaxAE\ncLVTM7CDF+1cbJm7/DAqhcBHd3Zr0Y98LdixA9LSpGrUvztt2mMsiuIGYMOv3nv2gr9fVOpCFMV9\nwKXVit5kqNWS991rr0FeHgReueDm357Zyw9xLLeaV2+N5WB2JVnlWp6fGIObvZoxMe3QqBREeLfe\nuWveJfzmUD6rDkn9xA2NZo7kVLE/q4Lmeczf1ZYAN3vcHWwortUzspMPZfUGKrVGVuzPQddo5suD\nuYC00BMEadHo7mBDgJs9H93ZDYPJjEYl9Zz0CXOnUztner68hXqDCYsIeZUNbEouJq9JaCYuwIXZ\nA0LpHfrbfcOiKLLlbCmx/i4Eedhz7NmRv/uctpwt4fC5Kuq+UDNwIERF/YmHLSNziTSLcC1YAIcO\nQa9ebT2ivzcZpXV8cyiPufFh+DRZluRUNNBotlBQo2POgFA6B7hwLLeayd382ZhcxJ70ihbXsFFJ\n2gogeYIKQEcfJ7allPDmz2nkVzZQf0H25e3Nada/nymqY9nsXsT6uxAf4cnDwzugEEClVPD2L6kk\nF9TSNdCVSXG/34tXVmdA1RRQ/xGJidC+PQwZcunPSUbmz5CQILmP/PSTVKEgc33z5s+pGMxSwLto\ndxZGi0he1fnqmEEdPNmdVm4NigHyqxpIL61HpQCFoGDb2WKSC2qtn4siVDUYWbH/HPcPbs+O1FIE\nQapMvJobfhejuT3uttuu6dfcENwQ4lsyLZk3T+pHWbIEnn++rUdz4xPt50xxjZ4+YR58Mac3Ps6S\nHYhKqeCjO7v95nnPjutEhLcj729Lp6TWgMkiUlitY1zndpgsIr+cLmbz2RIKqvVW8YTNZyXlwpcm\nxXLfoHBEUSRxVxYAd/YOYm58GACHFw63ZpgBdqeV88uZYp4aE0VmmZafThbx3T/6sTejgv+sO42L\nnZrUkjpEEaJ8nZg3KJyQJgXFZswWkV3pZXQLcsPFTs26k0U8uPIYfcLc+Xp+3z98Tg8Oi0CX7cmr\nxTYkvH3Zj1lG5rK580544gnpl7YcGLctH27LYO3xQjQqJXFBrsxZfphwL2mOyS5v4P7B4fR8eQsW\nEY7lVRHyq+qTvuHuTG7SXxCAsnoDRrPIV0m5rDmWj+7XUq6/IqO0HqUgWFs9TGYLKqXUX/zvMVHs\nSi9nRCcf9EYztuqLC3BUahsZ8tYObNUK9j01zKojcTFOn4Y9e+CNN2TRLZlrzy23gL+/NNfJgfH1\nxblyLWZRJNzL0fpekIc9aqWAQhCo05/fzGu2cpreM4jsci25leeD5eY5zmwBExZrBU33YDdenBjN\n/V8exU6tZEbvYNwcbFh1X18UgnDNg+LSUsmS7v775fY4kAPjG5KQkJZlN7L33ZXx0qRYXmoy/Ar9\nVTB5Mc4U1mK2iPi4aNibWc4TozoSH+HFjtRSNiYXs2zfOebGh+HlpOGXMyW42KkRBIFR7+6yXuO+\nLw7z+pQulNTpSdyVhbeTDf8cE2n9/NcT4YfbMzieV02Quz0f78ikodHM2mMFDO7oRZC7PYM7elFY\no0OrN9E92I2vknJ5anQkCoVAo8nCwrWnyCjVcjS3iold/Pjv7V2J8XMm2s+ZYZGX1jznYqcmbac3\nHh4wZcolnSIjc0W4uMCMGVKf8X//K72W+es4llvFvBWHuatPCHMGhGGjUjCtyRc40teJkZ18KKnV\n893RAqYn7ketEDCYRULc7cksb2mT1C3QjX82+XZ2DnDhhQnRLN13jn2ZFeiMFhzUCrRNC0cHGyXa\nRjNKQeojjvJ1wmQRrdoMT313ku+PFfD1/D50C3KjX3tP+rX35IOt6fx3Sxof3tGNWzq3a3U/aqWA\ni50aB43yD0sTFy2SbBLvuefKn6OMzB+hUkm+7S+8ANnZENraYVGmDdAaTIx9fzdmi8jBfw/D1V6q\nNBka6U1GaT3dg1359kgBPk62jOjkTcIXR1EpBAqqG6x9yL+mOYfcXHU4MsqbW/+3j0aTBRc7Na9t\nPMujIzq2EHW9lixbBkaj3DLSjBxS3aA0l92sXw8TJ7b1aP4+aA0mJn28F5PZwrBIbzafLaWgSsfU\n7oGEejqyI7WMIzlVRPo6E+bpwB29ApkzIJTs8gYEQSqVsVMrOFVQy4r953htSmd2PTEEHxcNGpXS\nmtXtEeyGk60ao9mC2SLyzLhO7Eors6ofdgty5WhuNXmVOnY9OQRRFNmXWUFZnZ4vmsqyJ8f5s+5E\nIf5udqw6nA+Al6MNB7Mr6P3KVjY/MpD1D8Zf8r0XF8MPP8BDD4FGcy2eroxMaxISpE3AL76Qyqpl\n/jpyKxsor2/kbFEtDw2P4I2pXayf/fBAf7anlDIsyodvDueTXqbl7r7BxAW68siqE9bjHDVKXOzU\nfLTjvGnEyfwa5n5+BDgvwJUwOJyvDubiaKti7T/60eWFzZhFqUdv5fw+1gUpSJlfo9mC1mBqMd5a\nvRFRhLNFNdQbjIyK9sVGpbAKJDrZqtn95BCpXeV3mtZ1OlixQtoA9Lp8m3cZmT/F3Lnw4ouweLEk\nxiXT9mhUCmL8XTCaLdQbTKzYn8PU7gF8cSCXFftz2JoirQEfHh7B02uTAfBwtOGl9SktrhPm6UBO\nZQMWi2gNjJv/TC+rp9FkQUCq7Pv5dAmldQaeHhtFj8uw0fwzWCzSJmB8vNwe14wcGN+gXFh2IwfG\n144nvz3BgaxKvpjbiyB3B/IqGwjxsCe9tJ7NZ0sZGunNYyM7ANAzxI1HR3Tgv5vTuHdZEuNi27Hm\neCEeDhoeH9WRbY8OYv2pIoZ38mHNsQJm9JJ8GYKahGTMFpHhb+8gu6KBiV39eG96HOM/2ENRjZ5F\nd3VHAILc7FErFbx5WxcWfHmUvKoGKuoNeDhq+OCOOMa9v4doP2dm9QthR2oZH+/IxFGjRBDAxVaN\nrVpBXpUelUKg0fz7pYu/ZulSMJmQRbdk/lJ69IBu3aS57v77ZRGuv5KJXf0Jcre/qDrq9MQDHMur\nxk6tIDbAhVP5NeiNZoZG+mCnVqIzStmQEVE+jIj25fHVJ5rU/dXkVemt17m9RwDnKnRsSyll3sBw\nvBw1vLIxlab2PcwWsZWF3Acz4sgoree1jSkkZVfy2MiOWCwi4zv7cWfvYGZ9lkRORQP/+fEMnk42\n7HpiiDUQVlyCiM2qVVBdLWdQZP5aAgKktd3SpVKbnCzC1faolApWJUitZi/+dIZP92RzPK+a1OJa\neoe64WSjQqNU8MHWdJpsiYmP8OTbIy3dZwd19OSzvTkAKAV4clRH6gwmRsX4cv8XR7GIUvBcWKMj\nzNNe0r3ZmMJ3/+h3Te9v2zbIzJTbMi9E7py5QVGpJO+7TZvg3Lm2Hs3Ny7dH8smtbCBxZxYZpXU8\n80MyaSX1BLrZoVEpeGBIe6L9pPrOnIoGvjmUi4+ThgA3O7oGuTEmxpeJXf3QG8289UsadXoTkb7O\n/GtMFMEeLcu2Vx/OI7tCKj8MdLOnuEZPo9mCyWzhva3pvLs1ne+OFaBSKvB3taOkVk9ZnYE6vZQ1\naWg002A0o1IITOsRyMSufkztHkCAmz1OGhVuDjbWBemQjl54XIL4TDMWi7SLPXQodOhwNZ6sjMyl\nk5AAp07BgQNtPZK/H3FBbjhqWu6hb08pJadC8hnWGS38e0wk/cI9+OlkEfuzynltSiyCAIFudrw0\nOYZ3NqfR0GhGZzQzvos/gW7nG9m+TMpjX2Y5x/NqePGnMzz49TG+Ssq1fm4WYdJHe1t8v0alpLBa\nx+70cr4/Ki1AP9yewYSP9vL90Xzu7hvC0I7e2KoVaFQXL2f8PRITITISBg687FNlZK6IhAQoKZGq\ns2SuL6Z0C2BMjC91OiMF1XqO5FSzJbWMYHd7zKKUAX58ZAdenhxL/3AP6zynUgh8tjfHKsg6Jz4U\nDydb5gwII9bflTExvng7aejf3gO90YK7g4ZYf2f+MTj8mt9TYiJye9yvkDPGNzBz58JLL0llhi+9\n1NajufFJ+PwwR3Kq+WRmN974OZVxndvx9C1R7EorZ9XhPL47ms8LE6NxtbfhiZEdKa7VExfkCkgK\nz/lVOgqqmzIhdXA0t4ohHb1JLpQEFtafKsJOreRfY1vWq5gtIkqFQKinA+1cbBkd48vG5CIW7cpi\n3QP9+WhHJj+dLCQu0BVBgEld/cgu1zKpqx9jY/2sIltR7ZzZ/eQQa3bFz9WOt27rwoHMcpbsyWZm\nn2AAKhsaeWzVCR5ffYJ3p8dd0rP55RdpA+b116/0KcvIXD533AGPPSb9Eu/7xzpxMteQIzmV3Lvs\nED7OGj6Z2Y1gDwei2jnzn3VnaGg0c98XRxGQShC7BLiQUyEpsYKkQn1bjwAcbJQs259DeZ0BtUJB\no9mCSgEmi9RqojNacLdXMyTSm++PFZB3gYANSHPrfV8cJbqdM2/fLpV3B7pLm5UB7vZM6yG1sOiN\n5ial/0svMzh1Cvbvl3ra5eoEmb+a0aMhKEia66ZObevRyFxIJz9n5saHMeV/+wAwNaWI6w0mQj3t\nyS5vIKtcy8vrz7I3swJl0/zRfFxzRrmgSseiXdlM7e6PyQxrjxdgq1LwdVIeHXwcqWpoJLNMy7eH\n8/By1NAl0PWa3E9xMaxdCw8+CLa21+QrbkjkwPgGJjAQxo6FTz+F556Ty26ulJyKBiq0BjaeKiIp\nuxKLReTbf/RjZp9g7vo0CY1KwZRugUzrEcR9nx9h0+liXp8SS05FA4t3Z7H47h7MjQ9lzdECYv2l\nHuMnvzsJSP14n8zshqdjy+bcjNI6Jn64l/gILwqqdRTV6OkX7sHpwloqtY242NugVAiIInTwdeT1\nKdIi8P4vj7DhVDF2aiWxAecVifxcz2diLBZJ8XXpnmyyyrVE+jrz+KiO7M+sQClIaorbUkrwd7Wj\nUmukb7jHbz6bxETw9pb62mVk/mqcnCSF6uXL4Z13JFsJmbbBrWlOqtQ2EuhmT1Q7Z+avOEx6yXnP\nYhHQmyw8MCyCd35JbfH+m5tS2JBcYn3P3kZBhKsDZ5o8j1+9tTP7MssZG9sOg8nCd0cLUKtaRqg2\nSgUqhUCIpwORvpK//OS4ACbHBbQ47rfUqX+PxERJQ2HWrMs+VUbmilEqpaTHs89CRoZkFyZz/RDq\n6UCkjyMpJfXW9w7lVKEUpM3A1OJaThdKc1mXQFdSimrRGS04aZQ0mkUsosi2lBIcbJQczKq0WjzF\nR3ixP6sCdwcb7ukXSuKuTDadLiG/Wkd0OxceGh7RYn13NfjsM7k97mLIpdQ3OAkJ0q7PunVtPZIb\nn0dHdEAUJb/ed27vwtvTpCBUo1KyKqEvn8/pbVUy7RXqTrCHPXqjmY93ZGI0i5TXN7Lwlk4ceWYE\nB7IreWdLOn4u0jbc0ZwqRse0ayWk0FxemFVeT0qx5GdXUmdgVUJfjiwcga+LLQtviUJE8ksuqzMA\nIDZtPZ4truO3ePK7kyxcm0xWuVTyOLijpCLTN9yDE89JnsWzlx3m1o/3ccfiA6w+nMebP6dwx6ID\nVGobrdfJzbOwbh3ce6+k0ioj0xYkJIBeD59/3tYj+XuxKbmIVzacRd/UM+xip0apkASzPt6RAUBe\nlc6aDXHUKJnQxY/3pncl0teZ5MLaFteLDXDFTq3A2VYKWmv1JoprDVYhmn+vOUVxjR6FAJ/ukazs\nSmsN6C7wN47xd+HEcyP5cMalVbxcKlqt9PN1223gfm01b2RkfpM5c6QAefHith7J35uFa0/R5flf\nrGszAHcHG5bc05Mgd3t6hJzfoTWLYDBZrEExwNHcahqMFkRAZzSjN1loNIvojCLaRnML3+M6g5FD\nTw/DUaNi6d5szE0TakmNnm8O5/HJzkze2ZxGrd54Ve6tuT1uyBDo2PGqXPKmQQ6Mb3DGjJEyx4mJ\nbT2SG5/uwW70C/dgcjcp8/DrHuALmT0glJ1PDCGo6ZhR0T5M7X4+WzFnQCiTuvpxV58glAKsPVaA\npXnleAHB7g4oBYGMknqMZhE3ezW3xEg2I80iMR6OGl6cFMPMPkGsPpKH2SJyuim7Ira+pBVRlEoX\nA93siPR1auHB56BR0SfMg2APe2vG+ek1yfxwvID9WRVkNJU+nsirptvMDMxmyT9bRqatiIuDnj2l\nue73fu5lri4vrT/Lol1Z7M+qAKT56IUJ0QAcyKrEZLbw9fw+DOrgCYC9jYr374hjYld/dI1ma3uJ\nEhjcwQuNSknXQDf+b2gEABFejlRcsBHX0GhmT0Y5dy89RFJ2FQoB5saHYvcr6xNbtbJViXRZnYHR\n7+7iidUn+DN88w3U1sqiWzJti58fjB8vZfQaG//4eJlrQ3a5lhqdkfK6lv8TAtzs+Xp+H0Z28mFk\nJ8nu8o+CqQtt2i/U/1MqBAQgr6qBGp2J3enlHM2psrbEadRKeoW6k1pcx3tb0/loWwb5lQ1sTym9\nonvbvFmyBZPnutbIgfENTnPZzS+/QFZWW4/mxsbDUcP4Ln6YLSLHcqrYl1F+0eP0RjMHsiqwWESG\ndPRmz5NDsFEqmLPsEEXVOuYuP8TWs6Xc1TeEoloDZhFOFdRQVmfAYDJzx6ID9HxpMweyKjCYzAR7\n2mOvUdIjyJV6g5ENp4pafN+5ci1u9mp+OV3MG5tSOZBVwRtTO7NgcDj/mRBNdlk9S3ZnUdPQcifx\nzamdOfbsCHb/cyibHh6I26/Etqb1DGTnE0P4dFYPRsf4cm//ED67pxeL7+5Br1ApXVLbYKL6eCB+\n0TWEX3sdCBmZ3yUhAc6cgb17//hYmavDc+OjuX9wOP0uaLUYEumNg42SCm0jK5Ny6ffqVnamlePh\nYMPDwyMwmi0MeH0bg9/ajpu9tMAzA/nVDSzdm83+rAoC3R34z4RO1F5guXRPv2DendaFC/cQ4yM8\nGR3Tjg+2pluz1s3kVTZwNLfK+rqkVk9KcR0Hsiv+1L0mJkKnTtC//586XUbmqpGQAGVlsGZNW4/k\n70viXT3Y/MhABkR4Wt8rqzPwzaFc/vndSV7ZkELSuUoAugS6XPQaturzYdbQjtJ1muc3hSCp9s8e\nEEJBlZ6x7+/CYLLwyIgOvDI5llh/F/KrdCRlVzI6xpfO/s4k7sri1v/t495lh/j5dPGfv7dEyYpu\n8uQ/fYmbFrnH+CZgzhzJFH7RInjttbYezY3Nsz8kYzSLJO7MwmixsOefQ/Fv6uuwWESKa/V8tD2D\nLw/m8vTYKOYNDOOjHZmsOykFs12P5rPlrLST9/PpYm6JbUdWmZY9GeXc/9URXp/SxZp5eWL1cYpr\nDThqVNQbzCQX1mI0w3M/nmZ4Jx98nKUy7AdWHiW5oJZZ/YKp1Zl4d0sa4zr7cXe/YIa/vROzKNLQ\naKaqoZEnRkVa70WhENidXs6RnCr+OTqyVcalmUdXnWDr2VJW3deXCB+nFtYsNememGvhrWfkGmqZ\ntmf6dHj0UemX+oABbT2avwcjOvkwoikrkl/VgMksEuLpwNO3dGLDqSL83ezQNpU5D+/kAwj889uT\n5F9QJujjpKGkzkB2mdZqw/TcD6couSAT0y/cAxc7G+v8KCD1JGeUann2h2ROF9ay9ngBL0+OpU+Y\nFKRPX3SAgmod6x8cQLSfCzH+Lqy5v5917rwcjh2DpCR47z1ZdEum7Rk5EkJCpCAO4FYAACAASURB\nVLnu9tvbejR/Txw1qhbroYJqHUPf2oHBJKV/nW1VdPR25OC5KhpNre0vlQLoL0gVn8qvsf7d2VZF\nrd7EL2eK6dnUYqc3WmjnYkuAqx3fHs7nVEENfi62eDjZ8Py6M4zr3I600no6+TnjWWsg0re1jd6l\nUFgIP/4oCVrK7XGtkQPjmwB/fxg3Tiq7eeEF+Qf9SnhzahcKa3Rkl2mpajDi6Xj+Yb7w0xmW7TvH\ntB4BeDlp6Ng0KcX6u7DJXs1dfYOZMyCUPWnlnCyooW+oBw+sPEZZnQG1UuB4bg3H8s5nN8K8HCmp\nayTS15k7egXyzyahLjsbJTZKaZfRYhGttkq1OhMCcOhcFWaLyOYzxdQZTLg7qOkW5MaYphLsC3l9\nUwr5VToGdfBiSKT3Re9ZIQgIgrQQ/TWJieDrC1NvvXwRGxmZq42DA8ycKQkOvvuuZDMh89egbzQx\n5t3dNJot7HtqKDN6BzGjt+TF/t70rugazUzvFUTkMxvRGy0ohPOZkZI6A+2cbSmqPe9fXFLXiEIA\nexslE7r68eSoSLq+sBkABxulNdguqNZRUK1DqYDMMi1PfXeSzY8OQq1U0L+9B8kFtfheEAjHBf05\nZbbEREmZ9a67/tTpMjJXFYVCal96+mlIS5NtEtuCM4W1PPLNcWb0DkIURbamlFh7f0HSRzhVWItS\nIaAzmlqd37wJaKOUlPfLtMYW54I0Rx7MruRfYyLpHeZBhLcjcS9uxmKx8OCwCPZmlHEkpxoB6Bni\nzoczul3xfX36KXJ73O8gB8Y3CQkJku/d2rUwbVpbj+bG5EhOJd8dzeehYRHcP7i1FKSDRgoO92dW\n8Pz4Tng6atiUXNRigQjQztWWg+cqWbwnCy9HG3oEu1FvMLE3oxw3u/PS4ekl9TSaLFQ1GHh9Uyq6\npp3F23sGcjyvmmO5VZgsIjvTpJLuNcckv85BHTx5fkIMz/14GpUASkHgdGENgW72rcb84qQYTuRV\n07+9Z6vPkgtq0BpMfDijG/UGk7WnZd2JQh5ddZwFPWPZsCGQp56SFc9lrh8SEuDjj2HFCnjkkbYe\nzc2P2SIy9r3d1OmNtPdxRNdo5tb/7cVWpeKHB/pjMFoQRZjY1R+QNhfzq3TM6BnI46uPszmlDLVC\noLQpKG7v5UCYlyOnC2soqNZjZ6Pi0REdcbW34cWJ0ZwurOXrQ3kXGYdUeniuooHyegPtXOx4Y2qX\nq3KPdXXw5ZdSZk5WPJe5Xpg9W3IcWbQI3nqrrUfz9+LwuUpOFdSQWlLHFwdyrJZzrnYqqnXng+CG\npg28rPLzFTKhHvZkVzRYXzeaLTjaKKhvbJlV9nayYUavYL5KyuWXMyUM6ujF2uMFDGjvidFs4f+G\ntsffxZbMMi29QtyZ1S/kiu/LbJZEt4YPlxXPfwu5x/gmYeRICA6WRbiuhJ9OFrE7vZyfmsqid6SW\nkrgzk4xSSejqiVGRuDuoyavScf9Xx7jr0wPc98VRjuRUUaMzMvztHQx6czuPj+zIl3N7k5RdwZmi\nOv49Nools3qw9J6eVDUYUSmkHUT3pkxwUY2BgmodKgWEeTrw+MiOPPtjMu9vy+BAVgVKhcC/xkRa\ns9e9Q90J8XRgyawefDijG1UNRoxmsUXK92BWBdUNjQzp6M3DwztwMr+aVzacpbBamrxNZgtTP9nH\n9MUHKKrRWYNiaTw6jGaRn1bbIYryrqLM9UXnztCnjyzC9VdhtoiU1xuo0Rn5dFZP7ukXQk6FjtSS\nOkpq9Lyy8SwPf3Ocu5ceBCSvT4sosjmllM0pZQAYLSLN3cFDI70ZGe1LVVP2pKzOwNtNlk7+bnaM\n7+JHVDsnAtzsuKtPMLf3CMROrUAJLBgcTqy/C0dzqv/UveRVNnC4qSfwQlauhPp6WYhG5vrC1xcm\nToRlyyRFfpm/hk3JxUz9ZD/bUkpZfHcPJnT1A8DT0YbP7u1FdDvni57nYiflGguqW/qu+7vYtgqK\nAcrrG1m0O5MKbSMZpfU8sfoET69JpnOACwezKnnxpzMM6OBFjc7IzrQyjObW17jse9sEeXnyXPd7\nyBnjmwSlUgpgFi6E9HSIiGjrEd0YHMiqYNbSJOYMCOX/hkYQ6GbPxK5+GM0W5iw7jFkUeW1jCsnP\nj8JBo2JefBivb5IWcRZRRNHkXbczrYyMMskWqVpnpH97T1bM6U293kSguz0ZpfXc+9khVEoBqRXF\nYrUxuX9IGL1DPQn1sGfh2mQ+2JbOU6OjWLj2FEdzq0kYGMrcAaEs33cOgB2p5dw/JAK1UsH/dmZi\nsoi42Kn4cFsGoijSJdCF/1t5nEEdvFg+uxcNjSZuX3QAs0Uks7SOT+/pRV6Vjm5BbqiUilbeyvPi\nw+gb6sXoPk6MGiX1OcnIXE8kJEj2Ybt2waBBbT2amxsblYKND8eTU9GAu4MN/dt70jVQEoUZ+e4u\n6+768dxqJn64B3sbJfuzKpkfH3rR6y3and3qvdRiKSuzcG0y9jZKzrww2vqZ1mDi2yN5mIGPd2Zh\ntoisPpLHLZ1bt478ETOWHCCvUse6Bwa08H9PTITYWGnDRUbmeiIhAb77Dr7/HmbMaOvR/D0I8bTH\n39WOuEBXq8ZC3zAPVEqBroFuvHJrLAvXnqK83kBJjYHmcLVGZ0KtEHCzV7fQTyioab2roVIImCwi\nDU0Bs4eDDQM7eOPpqCHAzY5Gs4UjOVUs3pXFgsHtGdHJB7XyynOZiYng4yNtuMhcHDljfBMxezao\nVFLZjcylUV5vwGCyUFitw93BhtkDQvFw1KBWKpjWU7JfEoEHVx7ljU1nmTMgjE0Px5N4V3dCPB2x\nUSowmS2M7OTDvf1CeH5CNDH+0oKrX7gnI6N9Aan8BsBoFnG2lf6uUUn//IwmkS4BLpTUGVh3soil\ne85xS+d2PDc+GmdbFYm7snnw62MU1ugRgBGdzvcKLxwXRbSfM/cNCmfx7iyW7MnmdEEtXo4atAYT\nFfUGbFVK+od74mavZnKcdE/3fJbEvswKHhrWHlt1y/5hQRDIOupMYaEg7yrKXJdMmwYuLnKFzF/F\nh9syuO2T/aw+nEeguz1rFwzA2VaN0WRBZ7IgAE62Kk7k15BbpWNMjC/DOvmgaqpiCfdyQK0UcLFT\nM7V7ADbKlooGpwpqaGiUMsi2KgWLdmVS1+TXqVEp6NAkgGO2iEzt7s/zTXZRl8uA9l5E+znTzvV8\nT/Lhw3D0qBSAyKJbMtcbw4ZBWJg81/2VRPo6s/epoTw68rzB79K92Uz6aB/rTxbRJdCVdf8Xz64n\nhzI3PrSFPovRIrYIii/GkyM7oFEJuNmp8HbS4O9qS1a5FqVC4LN7exHr70r/cA9OF9aybN85Ptye\nQbBH61a5yyUvD9avl2IFuT3ut5ED45uIdu1gwgSp7MZgaOvR3BiM6+zH5kcG8vrUzq0+e/XWzlar\nka0pZXy8I4tdaWVE+jrj6WhDva4RvcnC/V8exWwRifZzZvxvZDEyyrSISEIzfcI8UCkEYvycifZz\n5lheNR0WbuTdLWm8Pz2O5bN7ATApzt8q8NXQZFMiAq//nEpepdS/svFUCUU1elzs1IR62KNUCBTW\n6OkS6MrhnCpWHc5HoRBYMacXx54dybguUknQqGhfuge7EfIbXs2JiZKX4rhxf/rRyshcM+zt4e67\npUxK+cVd1WSuIh4OGpQKATd7G0xmC5uSi8gq11ozJSJQ2WQXV1lv4D8ToukS4Mrjo6SFZZ2uEbNF\nxFat4K3buhDQpPSvUkg9xxqVklc2pHJLjC+VDUZe2ZBC9xc3k1Fah0qpYOPDA/nXmEhi/Jy5f3D7\ni3rMZ5TWcXviftr/ewOf7W2dlQZ49dZY1j8Y36JKJjFR+nmaOfPqPS8ZmauFQgHz50vVMWfPtvVo\n/r6EejrgbKvCuSnJkVxQw4zFB1i0OxuRi4uX+rlosL+IG4gZ0DZaaO/jxG3dAyio1uPjpOHOXoEA\nrEzKZW9mBd5OGnqFuHHfoPAW7W5/lk8/RW6PuwTkUuqbjIQEqeTm++/hjjvaejQ3BhfK8X+yM5NP\ndmby8Z3d6BfuyfoH49mfWc63R/Lxcbalb5OX57dHCkgvk4LTGp2R+De2Uak14u5gw6qEvry8/gwz\n+wQzLEqyOekW5Ma8+FA6+TkzOS6A7HItQ97agSBIPndGs8iGU8U8PTYKfzep9NpsERnVlHGeNyCM\nQ9lVqJUCjrYqHDUqjGYLaSV1VGobefaH01TrpIXpupOFLJ/dC09HGybH+V/0nv89Nuo3n8e5c1If\nysKFUgWCjMz1SEICfPCBtBH4+ONtPZqbm4eGR7BgSDgqpYJXN54lcWcWvs4aHDUqKUAWwdNRjYON\niuGdfOj32ja6B7tR0yBlTkrrpbmppNbAnGVJZDdt7I2J8eWlyZ3p+bKkRr0ttQxbtQInjYoavalF\nD3nCoHASBp03UxdFEeGCFO+XB3M5mC31DxddpHTxYtTWSv3F06dLFQgyMtcj994LzzwjVQO+805b\nj+bvxVs/p7IhuYgld/egvbcjd32axMPDI/hoe4ak7dKEiJRpFJv+AyisOZ+h8nHWUFIrvd5ytpT+\n4R4cza22btKV1Bl4em0yS2b1ZN7AMDafKaGgWseCIeHM6nfxtpTLwWSCJUskPaLQK7/cTY2cMb7J\nGD5cLru5EtJK6qhuMJLbpCjo52rHlO6BrJzfl3enx+GgkSLFh4dH0CfMHQeNEncHGyq1RgSgnYst\nW8+WsD21jNWH8wFpAbfuRCHju/hZS5mrGxoJ8bAnYWAYCQPDEARJcdVWrUTXaGb8B3sY+/5uXlp/\nlkPnqkgprqPeYCLCx4nnJ0Qze/khIp/ZxKFzlfQN86BaZ8TFTo0CCPdyZF96OT7OGuvuZjOLd2Ux\nd/khqrStS322p5by4k9n+PgTC4IAc+deu+csI3OlREdD//7SXGe5ck0SmT+gsUn4JdDNHoUAxbUG\n7uwTbM1k/GdCDJ38XPh0zzlEUSSjtB7ni2Q5ssq1ONuqEYDNZ0oZ8d+dGE3SUlJnNKM3WnCxs2HD\ng/EtNi1zKrRU1Buo1Rv5z4+naf/0Rr49km/9fEavIGb2CWLZvT2Z0SuIucsPsSm5+Hfv6csvQauV\nhWhkrm+8vWHyZGkTUKf7w8NlriIHsirIKtOSVaZlfZMwa1mdoUVQ7GyrwsdZw6Q4P8K8WlezRHg7\nWINigLOFNezPqkBnNJNf2WDNNjf7r/u72vHEqA7YqCQdmashurVhAxQUyHPdpSDng24ymr3v/vUv\nSEmByMi2HtGNxSuTY7m9RyC9w37fIPWhr49RUK1jZq8g4jt4UaMzMSbGB4VCQVZZPdtSSrmjt1QW\ncyCrksdWn8Df1Y69Tw3lTGEtsz5LolZnot5g4vHVJxFFeHVKLA9+fQy1QqB7sBvppXWU1BpQCNAl\n0IXNjwzE18WW+z4/wrFcSZXVYhF5bGQHNp8pYfm+bCxARmk9GU3WAiuT8vjxgQH4ukgT7pcHczhX\n0cDJ/GoGdWzpa/z6xhTOFtRTt6wjY8ZAUBAyMtc1CQlSSfX27VIvnsy1YdGuTF7ZkMIbUzozs08w\nx3OrWXO8gO0ppVQ1GInxc8JWpeBskSQoaKdWUKltxMfJptW1ZvQM4p0taYiA3mTB3NBozbD0CnEj\ns0xLRlk9D39znAeGhDM6ph05FVqGvb0ThQBKhQJdU2tJckENt8b5k3ROUnBNLa7jzt7B7EwrY8vZ\nUhrNIqNjfC96T6Iobap07Qo9e/7+/edUaHnz51Rm9A6iX3hr6zsZmWtNQgKsWgWrV0tznsxfw/9m\ndiejtJ6+4R68uzUNgKqGRm6N82NfZgXFtQYeHBbBwexKvj9W2Op8O7WC9FJti/caLwiqTxXWolYI\n9GvvwbPjO1nfHxrlg6PmLIjCVXFfSEyU2i3l9rg/Rs4Y34Tce6/UWC+LcF0+y/ad4/ZFB/hkh6Tw\nfDGasyEFVToSd2ez5lght3Ruh0Ih/XP6/miBNEkelXyHO/k5Myrah7v6BgOwN7OcWp3kGzy+sx9z\n48OY2NWP+Agv9mdWsCejgoeGRbDnn0MJ93LAIsL7W9MJ83LEyVbN6abF53Pjo/jpwQH0CHHnydGR\neDnZ4mCjoFM7J3ydpPKc0jqD1f8Y4MMZ3bitewD3fHaIr5Nyre8/9PUxqhuM9FREU1WulHcVZW4I\npk6VfGflCplri65JOVVnNFNco+e7Y/mIosiwKG8UQHJhHXNXHGFWvxBenhSD1mpN0rLzzs9Zw9ub\nU2kwWlArBDQqrJkXAUg6V0Wd3oitWkFyQQ1L95wDwEGjQqUUaDSL6Ixm3O2lPf0V+8/x2OrjTF90\ngCptI/Y2ShxsVEzrEcgz4zrx3AULzV+TlAQnTlya6NZPJ4v46WQRn+/PucwnJyNzdRgyRHIbkee6\nv47qhkbmLj/EmmNSZcqHM7ohABtOFRPh44TZIuJqr2bJ7ixO5lVd9Bo64/lsb7C7Pa9Mjubt27pg\n1yR6OijCA6NF5Hhe9a+y0Gp2PjGYbY8PwkZ1ZaFaTg5s3Ahz5siiW5eCHBjfhPj4SGU3y5fL3neX\nQ02DkTVNwexrm1J5b2v6RY+Z+sl+BrT35LN7ejGhix8z+wRxIq/aqqJ6e89A7ugVyLz4MABc7NQk\n3tWDKd0CuOvTg2Q1ZXP1RslGKT7Ck/emx3EgqwKLCCaLyG2J+3l1w1kmdZV6hHemlbN4dxYV9Qb8\nXOzoHepOtJ8LSoW0otuXWc7gSG/u6hvCmaI6YgNc+XhGHPPiQ7mtR4B1/DH+LgR72CMilQM1cyKv\nmpI6PUUH/QgIgDFjrv7zlZG52tjZwT33wJo1UFLS1qO5eXloeAT7nhrKrH4hVGoNdPB2wiJKFSku\nTQKF7vZqssq0PPfjaWt5dainA7ZN0tQCUFhrQN9UNu2gUWEwnf+OyXH+zBkQStcgN/RGC92DXWlo\nNLH5TDGejhoeH9kRb0cN703vwpZHhwBgEaUKGS8nDQuGtuf4syMJ8rDHzkbJnAGhhHs5/uY9JSaC\ng8OlWeDM7B3MoyM6WMXEZGT+agRB2sTZtw+Sk9t6NH8Pimv1nMivYWea5Mce4uHAu9O7EuJhz+ub\nUimrb6S6wUhxrYGSukapouVXm2zNQZZGpSCnsoH1p4qZ0j0ApyZ3kp3pFQDU6kz84/MjpJfUWc91\nslVjb3Plhb1Llkh/yu1xl4YcGN+kJCRAZSV8+21bj+TG4UB2BakldXg42KAQwNvJttUxRbU6juRU\nsTezgkEdvXj/jjhKag1M/GgvD648BkCguz3PjY/G2+m88mmjycKS3VnsTi9n9ZF8+oS50yvEHYUA\nH25L58Nt6XQJcMbNXo1Dk4rh0r3nKK834Nj0+vWNKTyz9hRnimoprzdwx+KDTP5oH40mC2//ksbn\n+3PwcbZl/sAwHh4RwdjOfjx9SycKq3XMWXaIIznSjuaCIe3Z8uggHhja3jq+VQl9+d+EePbtVDNv\nniy6JXPjMH++JCzy2WdtPZKbA12jmW8O5VJa13JX1c/VjoJqHfNWHCa1pA4XOxUeDmrs1Ers1Eru\nGxTO3oxyTBbRakWXXlrP8xNjEDgvSNNMtc7I7P4hRPo6cWfvIKL9nfl0TzZHcyQBLa3eRHJhLS+s\nO0N5vZ7RMb4kLRzOxK4BuDvasPju7kzvGcDiu3ty6Onh3Nk7GIXi0vyWqqvh66/hzjvB2fmPj3ex\nV/PgsIjfDbRlZK41s2aBjY2cNf6riPR1ZmJXPyrqDXy8PYM7lxyge5AbBdXnG73jIzwYFuWFvY0S\nUQTzrya688r90geHsyvRG83E+Dtb62kifR3p396d3RnlrD9V1GocpivoMTYaJTXqMWMgOPhPX+Zv\nhbz8vUm5sOxGtqG4NIZGerPwlijigtyIC3S96CIr0teZb+b3weuCoDfAzQ5PRw1R7c6vsO5emsTR\nnCrWLuhPjL8Lz/2YzMqkPJxtVdTpTZTWGXhmXCd2Z1SwP6uSrSll2KqVONupyWkS/gJY3lS6N6iD\nJzvTytl8thR7GyX923vg62KLs60aG5WCf46OZHtqKVO7B+Bkq8ZktjAtcR8KQSCqnTNbU0pp52pL\n92A3BEGgvbe0wFu2N5sle7J5b3ocO390Q6mUym1kZG4UIiNh0CBYvBiefFLSWZD58yzdm82bP6cy\nqasf706Pa/HZ02tOUVCtp4OPI7kVDezNrOT7+/oR4GHHLe/toazeQK8QN5LOSZtw6aX15FfpEAE3\nezU2CihpUqh+emwUE7r68dm+c6SV1GERQakQMFmkBWSdwYxSIWCrVtLjpa0IwJoF/eka6ArAiE6+\njOh08f7hP+KLLyQRI7llROZGwtNTah/5/HN4/XXJZkzm2iLNSZJjSa3exCOrjnFvvxA+23cOo1nk\nYFYlLvY2fJvQl2mLDlBvMKEUwMPBhtL68yKnjSYRpQAGs0jMcz9jsogoFQLu9jakFNfjqFFy36Aw\nnGxVvLsljfsGhWOrVrI9pZS5Kw6zYHB4C1/lS+Wnn6CoCD755Go+lZsbeQlxkyIIUiZlzx44fbqt\nR3NjoFYqmBsfRvdgt9/MPJwprMXFXk3YBZmDGH8XDi8cTrSfC8kFNegazWhUAiqFwGOrTvDiT6dZ\nmZSHUoBavYlR0T6sSuhLey9Hvv9HP/4zIZqp3QPwdNCQU9GAh4MNM3sH8cCQ9szqG8zDwyNwsZNE\nbEQRGhrNrD1WyJK7ezI8yge90UzfcA/+PTYKJ1uphHF/VgVJ2VUczKok2N2eSF8n7ujZWk3rSG41\n+VU6kvNqWbpUEmbwv7jDk4zMdUtCAmRlwZYtbT2SG59BHbzoEezG6JjWnuy3xLajZ4gbH9/ZnbGx\n7bBTK5j3+SGUgsDYWOn4pHNVRPo6YqeWlhffHsnniZEdWLugP57Okn+xRqVgcpw/kz/ai4BUEg2g\nvqAOUWc0Y7aIpDe1nqiUAo6a1p6gl0uz6FaPHtCt2xVfTkbmLyUhAWpq4Jtv2nokNzdGs4X0kjpe\nu7Uz2x8fzH2DwnGzU3PoXDWnCms59PRw1tzfDxc7NTUNBsZ+sIeRnby5o1cgJ54byYw+rddbZlGa\n45o3/8wWkVqdFDzXG8xsPl3Ciz+d5d0t6Ty/Tlq4Vzd5wJdfxEnkUkhMlNZ0Y8f+yQfxN0QOjG9i\n7rlHKruRRbgujxd/OkO/V7dalZ2bqdI2MvGjPUz4cC/1BhNfHMgh4ukN/HC8gMPnKlnw1VHmLj/M\n9MUHOJBVyax+IaSW1JFeUk+krxNdA90A0Daa2ZZSSvwb21l3spBpPQJ567YuTOrmz5dze7Px4XgG\nRHjx4fYM1h4vJKtMi5OtChc7FYl3deeZcVG8Na0L3V/azGOrTxD3/C+8uyWtxVjd7G2wUSqI7+DJ\nxuRiUorrOFlQ0+peX54cw+dzemFbEERpqZxBkbkxufVWKZsilxheOTH+Lnz7j34XVXO+rUcgnQNc\neW1jCjtSS9EZLVQ1GDGYLCy8JdLaX5dSXM+cAZJZZlGNnve3ZrA7vYzbewbioFHioFGycO1JCmv0\n1qAYQH+BUI3OaMKlqQ/P2VbF2RdG0977vH3TrzmSU9nChk7XaLba7l3Ilz/Wk5wMscPLL+u5yMhc\nD8THQ1SUPNdda55fd5oR7+zirk8PohDg/iHtWTa7FxqVgv2ZFQx8YztxQW48NDyCRkkkn1MFtaxM\nyuOl9Wf5dHf2Ra/r72rHwIjzyvaGC2qvM8u1tPdywE6tZHd6OXOWHWJyXAA7Hh/MCxOiW13rl9PF\nHMiq+M17yM6GX36Reovl9rhLRw6Mb2I8PWHKFFixQva+uxxO5ddQWKNv0UcCklhM71AP+oZ5YKdW\nUlSjw2gWKa7RE+HjxJCOXnT0daK4RoeNUsFtPQJ4b3pX3prWhU0PDyTG3xkXOxVJ2ZV8nZSLgJSB\n/jopl8W7sqg3mOjf3hNvJ1trj16NzsiPJwr55lAeNToTh89VMmdAGKlFtTQ0zcY6k4V3t6RTUX9e\nTCvG34VTz49kxezePD8xmn+NiWRSV3+SC2ro9fIW3vw5BZCUD+MjvFi8WCA4WDJ/l5G50dBopI3A\nH36QysZkrh1fJ+Wy5WwJ7X2kqpmZfYLxc7VDROC+QeHWRcXKg+dV7w1mCwvXnsZikUS2KrVGNp0u\ntX5ur1bgZqfGVqVAAFQKAUOjhRq9pM7177FRqJTSlTNK61nw1VGONPciG0xsTC5kyv/2c98XR6zX\nvO+LIwx6azv7MlsGwIsWgWBjhLBcZGRuNJqrAQ8elFTVZa4N7VzsUAhwMLuSL5vmsi6Brnwyszsg\nZXvXnyxk4Vopsxvt50zXIBecNCoEAeI7eFk3Cp0uqHQ5V9GAqukDe5uWIdjwSG++u78/Wx8bRFGN\nnqTsSswWkRBPB+v810xOhZb5nx/h7k+TMFsu7qCyeLH08yKLbl0e8h7CTU5CAqxcKfnfzZrV1qO5\n/jGaLUS1c6JXmDuDOngBoDea2ZVWxoAIT76Y29t67GMjOjK+ix8dfSSFVlGE3ellWET4cm5vVAoF\nP58uxsNBg0IQ+P5oAXVNMqyF1Xp6hLhxMLuSE/nV6I0WRETmDwwHYEikN6vm9+HdrWnsy6zEzV5N\ndYORvRnlWCwiY2LbsS21jDBPB2p1RrydbfFw1LS4F41KmowjfZ2J9JX6n/OrdJTWGThdWMum5CLW\nnShiRlQntm615aWXQHnllYoyMm3C/Pnw1luwdCk8/XRbj+bm5ct5ffjheAHl9Y38/FAsHdtJWdyN\nyUV8tCNT6gtWCHQOcGF7mhSUKgSpXPpMcS0Lb4lCrVSwKikXbVOGWKlUoFErqdJJ/cdTuvtTpzNx\ntriOZ8ZFMTTSx/r9a48VsP5kERqlgo6+zgx+czsA/q62xAW5WY/zdtJgq1LibHven6SyEg5tc2Dc\nrTremhFzbR+UjMw14u674amnpKzxxx+39WhuThYMac/wKG8eW32C5s66QTDm6gAAIABJREFUeoMJ\nXxdbfn54ILmVWuavkDbi3OzVPDwsgnmfS69XJuW1uFZ7bweO5dVaX+9Ol+bFh4d14McTBSQX1uHt\nZMOSeyRDdSeNih8f6I+DjcrqPPJr2rnYMbGrH56Omose09iItT0uIOAiF5D5TeTA+CZn4EBJnOaT\nT+TA+FI4mV/D8v05ONmqeHxkR0RRZOJHe0ktrmNW32Cen3h+MaVQCJzIq+aJ1Se5p38IO9PKrMqr\nDY0m1p8qYsOpYswWkYZGszUoVghQ1WCguFbPsEhvOvg6kl6ibSUk8+R3JzlX0UCMnzPZFVpMokhW\nuZZ1JwsZEunNmvv7U1Cto/9r2xAEeGZcJ2zVvx/Zjo7xZe2C/oR5OTBv+WEOZleSs7E9KpUts2df\n1UcpI/OXEhEBQ4dKu+RPPSVv8lwruga68tR3J0kprqOmoZGCah1fzO1Nv3BPxsT4MiDCk5P5NXxz\nSFocBrnbUVSjx2IWGR/ry5ubUimt02OjVloD45cnxTKikzednv0ZEdAazHzclJn5Nff0D6FS28gP\nJwo4mluFRQRblYJtjw+2bgYCvHlbF16f0rmFXsSKFaDXC7z4lD3uDtfuGcnIXEvc3WHaNElE7o03\nwFEWS78maFRKkgtqOV1Yy0PDOjD63V3kV+lIvKs7rnZqlAro4OPM61NjmfTh3lbnD+rgSYXWSGFN\nS4V/o1nE3kbJKxtTrO/1CHHneF41r6w/w9niOjY+FE+A22+rq9moFLz3K3HEC/nhB8nCUG6Pu3zk\nwPgmp7ns5tFH4eRJ6Ny5rUd0fRMX6MoTozoS5ulATYORrPJ6Mpt6jaPaOZNX2cAL685wtriW23oE\n8M5myet4V1oZgzp6siNV2gl86aczuNrb8PCw9kzo6s/Pp0s4W1SL1mDm+Qmd+PZoAUnZlXQLdmPB\nkPatxnH4XCX5VVIpt4ONkkaThRB3B4ZGefPQ18e5o1cQr94aSztnW+bFh+KgUbUKikVRJL9KR6B7\ny8m1WdX1+YnRbDlVxvMznJgwAdq11tqRkbmhSEiA22+X+qpkL+5rx+tTOnMkp4qVSTlklmkZ/e4u\nxnfx439NweypgpPWY/1d7QnxcOBgtqTA//mBHOtnoZ4O/HdaZ+KC3KXrTo3lYFYlL0+OBWDLmRI+\nP5BDekkdi+7uQYy/C56OGkZE+/BVUi5aQwMJA8N4ZESHFkFxMxcGxc2iW717Q5cu1+SxyMj8ZSQk\nSOrUX38tl8peK0I8HXhpUgwudmoO55xfkx3JqWLNsQJ8XexYc38/VEoFKqUCs+m8RoKApGidWlyL\nySLibq9GZ7SgM0otcM2tcEpBEuXacKqYXWll1Buk98vrDL8bGP8RiYkQFASjRv3pS/xtkXuM/wbM\nmiX14MliDX+MQiGwYEh7xsS2Y/byQ0z+eB/Pju/EV/N6M71XEO9sSWPz2RLyq3TU6034OGsY0cmH\n4ho9WoOZ7Y8P4oWJncip1HEiv4YanYmM0nqO5FQR4+eCzmjmSE4Vdmols/uHcGfv1sqFAJuSizFZ\nRFQCTOsZSKy/C50DXOgb5kEHH0fim8QbFAqBp2/pxMPDO7S6xhs/pxL/xna+PJjT6jOQSqw9ysMp\nLxfkXUWZm4JJk8DbW57rrjVdAl2ZPSCUSXEBDI30okZn4mReDVqDidL/Z++8w6Mouz58z/Zssum9\nhwRCIISE3jsKghRBRUUBKXntDVGsn/21iz2IiqKogIiIoPTeIYQS0knvvW02W+b7Y0IgUvTVYDTM\nfV1ckJ12dsI+O+d5zvn9qhuY0uNc7d6+jDJ2pZZisoisic+jR6A0MadWCmSV1fHY9ye46eN9rDyc\nw029AnnzpujmSb6HVhxjR0oJ+VUNpJecE0McHu7JpzN6ETukA2Mivbnvm3g2JRZdNuZduyApSV5B\nkWkfDBgAXbvKY92VZnq/IK7v7kvPIBcGhLrRxcfA9VGSt3FBVQMrjuTw5A8nMFlaeg2LwNYkqYpQ\nFCXf9rNJ8Vnmj+6EUqlArRTo38EVU1MFjYNWRaSf0wWxmK026poqDy9HWhps2QJz58qVU3+GNk2M\nBUEYIwhCsiAIaYIgPH6R7VpBEL5r2n5AEITg87YtbHo9WRAEeU7kMri6wo03SmU3dXVtHc2/h87e\nBrwctQwMc2dAqJSI3tonkNFdPHlxUiSPj43gwBOjeHdaDMdzq0jIqcLJTsPwcC/CvQz0Dnbh872Z\nvLAukc2niziaXc5rU6IorDaxI6UEPxc9znoNifnVDH19Gx9tT8dksVJlNHNH/2Du6B/Ey1Oi0KiU\nHM2u5MeEfDafLmLjQ0Pp4GHP678mtVBh/S2GJkXX74/ksi/94sqFcXHQoQOMGtX6909G5u9Go4FZ\nsyTvxry8to6mfXE4s5wZnx0kPlvyKE4vruX1X5PZmlRCgIsdx/OquObtHfR7ZQuLNqcwe2AIGx4Y\nxIhwT4LcpJWPsrpGjmZXAtDBwx69RkVqUS0HM8tZd7yAKqOZrUlFLFiVQGFVA2O6euOoUzGmqxdR\n/s5kltYx54vDbDldxMgILxZeF0F8diWbEotYfokJwLPExYGTk1RRICPzb0cQpEmew4fh6NG2jqZ9\nUVTdwKBXt3LP8nM3Vq9RsXxuP9Y/MARRFNGqlYiiyNNrTvFtU9tImIcDXg6alidr6q/7rT6Wv7OO\nGQOCJX93lYJ9GeWYbSJKQeDp8REXiG0B3By3j94vbb6o2v75vPuBFaVSlNvj/iSXLaUWBMER8BBF\nMf03r0eJonj8Eof9IQRBUAIfAKOBXOCQIAhrRVFMPG+32UCFKIphgiBMA14FbhYEoQswDegK+AKb\nBUHoJIpiy+kYmWZiY6XE+NtvYfbsto7m38FLk7s1l/SdJcTdHo1KiZ1a2Sx4YKdR8tN9A6VyGXsN\nrvYafn1oCMXVDbyxMZnM0npyKoxUN0hJ71PjIghy03O6oJoHv40nu7yerLJ6DpwpY93xfNKKazFb\nbYiiNKYundmbfiGuFNU0MLyzJwBvbkxhU2IR9loV10X6cCSrgkkxfigVAos2p7AjpYT3bu2B2WLj\n7c2pLN17hv6hbi3eS1IS7NgBr7wCCrl2RKadMHcuvPoqfPopPPNMW0fTflibkM+OlBLCPB1w1msY\ns2gnbvYatGoFORVGBEFS7lcqBHanlXE4s4L1Jwsorm7AKoKHg4aSWmkiT6mA5MJa7DXKZl2G7gGO\nDH9jO9VGMxabiLeTHZX1jVQ3WPjlVBG/nCpiVIQXm08XUdNgZni4JwqFwLQ+AVhtIv06uDLh/d34\nOtnx8e0t+5NLS2HVKqmtSP/nqxNlZP5R3H47PPaYNOkjrxy3HuV1jeRWGKkymvlgWxoGnYo9aaU8\nNa4LDWYrkz7cg71WiVGEYDc9Aa46NEolD43qRG2jlZd+TqRXsAuJ+TUcOCOp52uUAo1WEZ1aQYPZ\nRm5lAx/vSMPLUUtRruQoolIIfDazN528Lm5LZ7WJ2ETpz6VYfSifD+Lc6NzHhK+vY+vfnKuASybG\ngiDcBLwDFAuCoAZmiqJ4qGnzUqDHX7x2HyBNFMWMput9C0wEzk+MJwL/1/TvVcD7giAITa9/K4qi\nCTgjCEJa0/n2/cWY2i0DB0KXLtLgebUnxnO/PExRdQNfz+mL4TzF0stRWd/I/JUJOGhV/Hy8gDMl\ndUzpea5cUKtSkpJXRZCrHjuN9LHydNTx2tTubE0qQtwu0r+DO7f3D2JjYhFrj+VT2aTACvDOzdEM\n7eTB9E8PIIoiogihng5EBzjz5f4s9p8p54YefoxsSoznDArBUadmYrQf938Tz5GsClRKgdFdvHhn\nSyqiCNuSipkxIBgRGB91YQPx4sWSt92sWX/hZsrI/MMIDYXRo2HJEkmdWi4lax3uH9mRQFc9N/Tw\nx2K14WSnaWrr8ODVX5Lo6mPgp/sGY7LYWH4wG0+DlhfXncYqgpdBywuTIvnmYDbbkkvQqpQYG62E\neNiTUlhDo1Xkva3pGLQqLDYRg07Fu1tSmd6vZatJ/w6umCxWdqWW8v62NO4f2RG9RsXcIR3IKqvj\nZF4VWWX1iKKI9Kgg8cUXkkqrXEYt055wdpYqIJYvlxT5DZe2+Zb5H4jwcSTu9p7ELjvCO5tTMDd5\nDWeU1LJ8bn/8XfSYzFZqGqwIAuxKlZLfA2fKWTKjNzMHhvDIigS0KgWDwtzwcNCSUVpHkJuetQnn\n/AQ/3pHBWRtjFzs1ux4fzks/J3HHZwf5eHrPC7zkV/ynPw1mG052l35u3bdVh82opc/YIkBOjP8M\nl1sxfgLoKYpigSAIfYBlgiAsFEXxB6S+8r+KH3C+pnku0PdS+4iiaBEEoQpwa3p9/2+O9WuFmNot\nZ8tuHngA4uMh5tJidu0aURQ5kFFGXaOVynrzH06MT+VXs/l0MU52ap4aF0HfkJarr/d+E09CTiV2\nagXb5g/H20nXvG1EZ68WdiPL9mW2SIp1agWTYqT/vq72GhqtIm9MjWJUFy8cdWq2JxdzMq+S1Ufz\niAlwZmCYO307uNG3gxTDpBg/NEoFMQEuPPvjKTwctDjoVNwQ44deq7po/3FDg/SwOHkyeHldsFlG\n5l9NbCxMnQobNkh2FTJ/HXcHLXMGd2j++dCTIxEEgTc3JgOQVFjLqbxqLDYbL/2ciM0GMYHORAc4\ncWvfIIZ08kCjVLAtuaRZeEYBzQ+doghDOnmwKbGo+QFDAQzr5EF2RT31Jgtvb07loVEd2Z9Rhs95\nYyxAkJs9a+8dhKNO3SIpFkVpEnDAAIiUHZpk2hmxsbB0qZQcyxM/rce1Xb15bUoUHo5afozPY82x\nfIqrTXywLQ17rZKyWhOdvQ3c0MOP1zYkYRGh1mTltk8ONK/omiw2CqtMVBktnMir4kReFSCNi4n5\n1agUAkFu9nwxuze55Ua2nC5Gr5GqEbVqqYyvusHcbDmnVSkvKjJ4Pod/cSUoWGTJEwFX8O60by6X\nGCtFUSwAEEXxoCAIw4F1giAE0Fw1/89HEIR5wDyAwMCLCx1dLZxfdvPxx20dTdsgCAI/3TeIWpPl\nArXmyzEg1A0XvZqKejOdvAx083diw4kCnv7xJE+P70JlU6+v2WLDbLVR32ih1mTB03Du4a3BbEWr\nUnDX0FBGdq7Fz1lHYkE13QPOeW9GBziTXlzLptNFLPj+OOOjfDiUWYHZKtLJy4HTBdU8/eMpnriu\nc7Pn8e39gghwseNIdjmrjuYiAFvnD0OvvfTHe9UqydNT/iJtP8hj3TkmTABvb2mskxPj1mf+ygSq\njGb+M7QD721NQ6UQmDkgmIkf7sFOrcTapENzNLsSZ52KD2/rSa3JwqZThS3Ok1Vu5KZeAWw+XURZ\nXSM7UkowWWxYbSILrgnnzU0pWEWR+0eE8cupQhrMNibG+DH7vAT9fC4mWLN9O6SkyN7W7Ql5rDtH\n376S20hcnNQqILTGspUMAOO7+9BgtjGkowddfZ2w0yh549fk5oWNOpOFrLJ6XpkSxfvbUskqM2L9\nTZlzeX0jmkYpyXV30PDh9J5EeDuSWVbHuHd3U2U04+Gg47pFuympMbFwbGeeGR/B8HBP3tyYzHtb\n03jvlhiu7+77u/EmJ0vj3csvC3Kl1F/gcp2FNYIghJ79oSlJHoZUxty1Fa6dB5w/peHf9NpF9xEE\nQQU4AWV/8NizcS8WRbGXKIq9PDw8WiHsfy8uLlLZzddfQ01NW0fTdgS52dPV98IHqMshCAILr4vg\nlj4B9AqWEtnThTWU1jZyKq+K7ApJDOHeER3xc7bjmrd30v/lraQ1WT0dza4g6v82MvnDPdz5xWEq\n6hv55lAOcTsz+Ckhv9nC5JFrwvl6bj9+PVWETQSLVcRksaFUCPz3hkh+bVJedbXXNsdWVW/mzqWH\neHhFAs+M78Lgjh4kFVRzOeLiICwMhg//n26DzD8Yeaw7h1oNd94J69dDTs7v7y/zx2m02FjbJATo\n7qBler9AHh/bmYev6UQ3Pyf6BLugOs8mqbLBwm1LDtD3pc38dOJcGaFCgDmDgnl1ahSHnhzFs9d3\n4aZe0te6xSby04l8rKJIZ28DHb0ccHfQUGk0s/po7v8Ub1yc9N13442t8/5l2h55rDvH2WrA+HhJ\niEum9Zj4/h4G/HcL+ZVGbuodwHM/naK2wYxCAL1GSU6FkZWHc5kY7ccz13clxO3CxZaOng54GbS4\n2WtYd99gPtyWTswLm7BYRZ65vgvLZvcBpAWOa7p48vqvyTy7NpGUohoam2YYzU1/H8kq5/Vfk6i9\nhDK13B7XOlxuxfguQCEIwquiKD4GIIpijSAIY4Gkyxz3RzkEdBQEIQQpqZ0G3PqbfdYCM5B6h6cC\nW0VRFAVBWAssFwThLSTxrY7AwVaIqd0TGyuV0H7zjTS7KHN58irq+fFYPjMGBHNTr4DmBzeAO/oF\n8uXeTHamlrLo5miOZldQWN1A+NMbmssDN5wo4J7hYaw/UUCj1UZlvTTTqNcocdarUSsV/HyigJ0p\nJdzeLwiAXSnFAOhUCt67tQfx2RXctmQ/d30dT1ltI656DZ29DUx8fzezBoYwMdqXcd18sNNIfXs7\nUkrIrzSy7v5BLcpuympNxO3MoKudP7t3G3jtNVl0S6b9MneuJCy3ZAk891xbR9N+0KgUrIjtT73J\nQpCbPS9OOidQuOaegYiiyD3Lj3Iks4LqhkaMZpF9GWUoBKlV5Cw2Eb4/mkeV0YK3k665TDvMw4En\nfjjB6YIawr0dWH//YG6M28eRLEkNu9r4+3YlZykuhtWr4e67wc6ulW6AjMw/jNtug0cflSaBevdu\n62jaD3qtCo1SgVqpoLS2AbNVRK0Q2PjAYOx1KpIKazBoVexOK2H20sOEutsT6mFPboURrVqBxSpy\n4Ew5PQKdmNrTn5P5VU3CqiLL9mWx6mgu5cPDmH9tOPeP7AjAB9vSKKxqIMTdnsfHdGb2wBA8HXXs\nTCnhgW/jqag3E+CiZ1qflpUSDQ1SSf2kSVK1lMyf55KJsSiKCQCCIIwGHjvv9UZBEP6y6U9Tz/C9\nwK+AEvhMFMVTgiA8DxwWRXEt8ClSb3MaUI6UPNO03wokoS4LcI+sSP3H6NcPunU7V3Yjc3luittH\nXmUD+zLKWDa7ZQu8DZqT3XHdfHj6x1NUG82IQM8gZ45kVbLueD6n8qv45VQRQW569E3CXMHu9jww\nqhONFitf7ssiyFXPe1tS8XW2w9dZmnU06CSFV4VCwGIDZzsNJTUmOno5cOBMOQm5Vby7JZUn15yg\nzmTljv5B3Nw7gKV7M0ktrmX9iQImx5wTCPvucA6Ld2bgcNQVjcbAzJl/002UkWkDgoPh2mulxPjp\np6WZdJnWITrA+ZLbjmZXoFcrKaoxtXjdJsKADm6sPX5u1Ti/soElu8+gVAjMHhSCIAj0C3Vr7tUq\nrjKRVV7f7GH83PVduGNAMCC1pvx3QxLd/JxaCCGez9KlYDbLLSMy7RsnJ7jlFmnB4803pZ9l/jqr\n7xqAxWZDq1JSVa8k3MuBsrpGXlx/mk/u6EWgq5VnfjyJvUaFVqWgX6hbs5NJekktkz7YA8DR7CqO\nZlexeGcGr06J4t1pMexNL2NXWgmRfi0Fsm7rG4idRom6ya7J01Fqx/tibyYV9WZiApy5tuuFme/3\n38vtca3F5VSp7wLuBjoIgnC+NZMB2NMaFxdFcT2w/jevPXPevxuAixZAiaL4EvBSa8RxNXG27Obe\ne6Wym1692jqifzZ9Qlz5KaGAAR3cLtjmadCx49HhaFQKlEoFPQKcyamo5+2bo+noZeCj7en06+DK\njM+kYoYJ3X3p18GNXamlDOnowYpDOfTr4MacwR1IzK9m7rIjqJUCex8fiValoKS2kcT8anoEurD1\nkaGkFtcy54vDaNVKbu8XhJu9hu8O55BRWoeAlDi7OWh5anwXNp4qZFCYB6W1JmKXHaFXsAuzBoSQ\nUWBk8Uce3HADXOUVaDJXAbGxksDcunXSTLpM63Mqv4rNicXsy5DGtW8P5ZBdXk/PIBeCXPXsSCmh\nrtFCg9nG2uMFXNvFiyNZFZTWNbJgTDgqhYCHQYcgCBRVSyslb9/cHWOjlVERXsz98jCV9Wa6+joy\nvrsv725J43RBNTf29Gfp3kw8DdqLJsY2m1RaOHgwRES0wY2RkfkbiY2VLOq++gruuaeto2kfKBUC\nSoVUdeekVzO2mw/vbE5lV0oJtQ0WdqeWsietDDd7DSaLje+P5hId4Mzbm1JwtddQ03CuukWrFDBZ\nRRZtSeWm3gGMi/Jh3HluIcZGK4u2pPDp7jN09XVizT0DW8Ty+NjORAc4M2NgcLMY1/nExUmODCNG\nXKGbcRVxuTn05cAG4BXg8fNerxFFsfyKRiVzRZk+HRYskD5IcmJ8eXyc7LDYROx1F/+oeBi0FFU3\n4GSnRqdRklZSR2ltI938ldzUO4CZnx1kVIQX13f3ZWw3aRAcGObONwezWbj6BIPC3PlqTl86exu4\ne1goTjoVT605gcliQ6tS4OWoZcWhHBZ8f5yFYzszKdqX6EBnNCpJyXpkhCe7U0t58Ltj7MsoBTox\nobsvE5qEGg6eKedIVgVltSYWjo2gW2M3aqrlWUWZq4Px48HXVxrr5MT4yvDQd8dIKZJWdI9lV9Jg\nseHvYsfH03tSWW/ip+P52KmVNJilPrm8SiOldY1MjPZtoXIdtyOdVzYksXBsZ2KHSvImG04UEBPo\ngp1GyVs3RePmoGXZ/kxKaxuZMziER68Nx9tJS5XRfIGFydatkJ4ul9HLXB306iW5jcTFSa0DsghX\n65JTXs+izakAXB/lQ2G1kW8PZjO6iydeBjtWH82h3mxj2b5M8qsasNpEOno6kFZciwg0WkU8HLT0\nDLp4tc2qo7l8vCMDhSD5GR/OLKdHoAuKJr2Gjl4GtiUXs3D1Cf57Q7cWjiqJibBrF7z6qtwe1xpc\nrpS6CqgCbvn7wpH5O/ht2Y2jbHV2SZzs1AgCF52hA1h+IJsnfjjBXUNDOVNah0oh4GgnfaxyyutJ\nLa5FpVQ0J8Vn6d/BjQGhbs02TUazlVVHcqlrtFBnkroCnpvYFTcHLTVNQgt708vYkVLC9pQShod7\nYrLY6ORlINzbgCBAZb2ZJ344weNjOzfH2yfElaWzehPkZg9IX5rh4TB0aOvfKxmZfxoqFcyZAy+8\nAJmZUnm1TOux4UQBKUW1eDtqsVMrOVNWj7ejlhkDgpm+5ADJRZLK43MTOrN4ZwY5FUaiApw5mV9N\nkKsek8XK0z+cYG96OYXVDYDUwwyQXFjDXV8fRa9Rkvj8mOZrfnJHL7LL6+kV7IqPsx0j3tjOWw6p\n7Hl8BMdzK9GplXTyMhAXB25uMGXK339fZGT+bgQB/vMfadJ7/37o37+tI2pfOOvVdPF1JL24lu0p\npdSbbZwurCG1uBaL7ZwSdUmNNI4V1ZjQqBTc0T+QL/ZlIwIltSbWJhTwwKhaXPQaHvzuGH1DXLln\neBjDwz24posX46J8OJxZwdSP9/HkdRHMHXJu8vCz3ZkUVjdwR7+gZrtOkCpj1Grk9rhWQp5buEqJ\njYW6OkmhWubSxA4NJemFMc0J7G85+xCXW1FPUmENoR729AxyBaRk+s6BwXxyR88Ljgt2t2f53H5M\nbSoBFAGbKKJRnvtIVhvN2GwisweFMP+aTuxIKSHCx8B/J3dj3Lu7GffuLuZ8cYi4Hekcfmo0CkFK\n1Lcnl7S41rBwT0Lc7Vm7rY59+6TfvTybLHO1MGeO9P/9k0/aOpL2h7tBSojDvQ2cKavH38WOwmoT\nr/+STFFToguwL72M7Y8OZ+sjQympMRHt78TiXRmsO17AiiN55FYasdhEnhzXGaPZSq3JQpCbnnHd\nfLi9f1CLa3Zwd2BMpNRjp1UpMOjUuBu0FFY1MPnDvUx8fw/ZuTbWrJEeFHUt7Y5lZNott9wCDg7S\nBLhM62LQqVl33yC8nXTYRJF5QzoQ7KanV5ALUb6OuOjVhHrYU1Dd2HxMToWRPWnlDOggPROeFet/\na2Mypwuq2ZlSworDkm2Cv4uexXf04tqu3gS56XHWqwn1tG8Rwwe39eC1KVH0CXFtfs1olAR1b7gB\nPD2v8E24ShBE8V9jSfyX6dWrl3hY1rMHQBShZ0+pDys+Xk6UzqfBbGXSB3tQKQV+uHtgswjCpahp\nku8f+eZOFArY+NBQHLQqop/fSGW9mecnduWO/sG/e906kwVBgMzSep784QTxOZU8Pjac/wwN40hW\nOfctj2fO4A7MGhjMHZ8dpKy2kcQmW6a9j48gu7yevell3D0sFJ26pYndkl0ZPPygAuOJQIoKFbi6\nXiyCqxNBEI6Iotiumgrksa4l118vaSpkZ0sz6zKty6n8Ku5dHs+NPf05VVCNq17DPcNDmfPFIU7m\nS6vG2x4Zymu/JrPhZCFOdipqTVZW/ac/81cmkF5SR6CrnuxyyfbuqXERLcqsz3KmtI6xi3YS7u3I\nj/cMJK24hg+3pTNncAc6eNgz8/ODiCJYjoazerErycnQqdPfeiv+8bS38U4e61ryn/9IiVJ+vmRT\nJtO6NJitvPhzIlabyPhuvtz26QEA1tw9kBqTmds/PYibXs2jY8N5/PuTAHT1NXBtVx+O55SzOakU\ngP0LR3Ios5xAVz1KhdDswX7N2zvIrTCy6eGh+Dn/vpT+l1/CjBlS64hsv9mSPzvWySvGVylnRbgS\nEuCgbHTVApPFRnZ5PVml9c3+cZeiqt7MxA/2EPvVUYxmK6W1jdQ3SqXPZxPqEHd7dqSU0OvFTXx9\nIKvpGlZuX3KASR/safaks9eq0GtUdPF1ZFBHdwAWbU7DYrXRM8iVvQtHcmeTcuuy2X1Z/8Bg3B00\nqJUCIpBZWkd8dgUrD+fw1f4snlpzgqomI3ontR11p/zoPaJeToplrjpiY6GwENaubetI2ifldY2c\nKa3j4x3pfHBrD16YFIm3kx1xd/TGx0mHADz540k2nCxErRSoMlrcn4xgAAAgAElEQVT4z9AQ/Fzs\n2PTQUL6Y1bs5KQ5xt+eaLhf3G1EKAgpBQN209LL8QA6r4/NYtj8TnVrJt/P6U1lnZu13OqJ6m+Sk\nWOaqIzZWsu5ZtqytI2mfiCJ8czCHbw7mYLbZUAAC8PDKYwS76fFz1jEgzJ0Rnb2IDnBmeGcPFk3r\nwT3Dw7ixVyCPXNOJFyZFsu54PrkVRj7Ylsb493Yz87OD7EgpkcRcFQLKi6xWZZXV8eC38RzKPCfz\nFBcnTf4NG/a33YJ2j2xgcRVz660wf770werb9/f3v1pwslOz8aEhKASh2V7pUlQ3mMkuq6faaOHX\nB4ewZHcGo9/ayegILz65vScWm0ivYFeW7MqgtLaRdzansuZoHmO7+bArTZo5fHtTMnvTy/Fx0vHZ\nTMmE8O5hYRzIKMfFXo2qKcEuqm7gwJlyrov0bn5tyyPDOHimjAWrEiiuNpFaXMuu1FK0KgUmi43e\nwa5MjPajJtEHmwlee0peLpO5+hg7FgICpLFO7jltfQ5klAE0q7DabCIv/JyIWqngjRu7c9uSA6QV\n1TIm0osDGeVU1Jv5eMcZlh/I4cATo+gd7MqsgcGEexm4uXcAwiVKmALd9Bx6chTaphaWOYND0KgU\n3Hqep2cvdQQbq/Tcf88f9zuWkWkvxMRIXsZxcXDffXI1YGtjp1GyZEYvTGYrw8I9Wf/AYMa/t5v8\nCiPXvbuLmgYrBVUFLBgT3kJZ+tGVCaw8kkuQmx4XvZpjOVUtzrs9pYSM0jq2PjIUs1WkytjI4Ne2\n0t3fmfdv7QHAD/F5rDmWj9km0jvYlZMnYe9eSStI/j23HnJifBVjMEjJ8bJl8NZb4Hxpa8qrDn8X\n/R/aL8BVzy8PDsGgU/H6r8n8lJCPyWJjzbE8Vsfn0tnbkQdGdSS1qJYPbonhkVUJHMmu4FBWBa56\nNd7OdvQOdmXp3iwKqoyIoki10YJeq2TFf1qqZyxYdZwdKSXUTu7GrX2lB0EnOzUHMsrZk1bGxGhf\nbuzpz5akYjq42+PmoGV0Fy9A+pLs0gUGDrzgLcjItHuUSqnX+NlnJaXi0NC2jqh9ETs0lCNZlfQJ\nlmo3S+tMfL4nE0GAeUNCUADFNSYeGNGJ7Jh6vjuUTUpRLSazja/2Z3Ios4INJwv575RuxC47QoiH\nPQvHXtxjyV577rHF19mOx8d2brH99DYPPDzg9luk/aw2kXXH8+kZ5PKHx3UZmX8zsbHSeLdnDwwa\n1NbRtD+Gh59r5k3IrcRiE9FrlFQ3WAh205NZVs9LP5/mnWkxaFUKBEFoLou2WG0XJMUqASwidPY2\noFIqqDSaGLtoFxX1ZtTnyUzf0T8Ym01kYpPmTVwcaLVSKbVM6yGXUl/lxMZKzfty2c3lKa01ccdn\nB4nbkX7BtjBPB7wcdexLL8NksXFTL3/eubk7jnZqfJx0vLc1le8O52C2iXw6ozdnBQzL681YrTZe\n2ZDE8xO6su6+QSQX1dD75c3M/Fyqb9+TVspD3x1j9dFcdqaWoFEJZJXXNV/bahOx2kTGdfPh2eu7\nMm9oKN/F9ueVKVHMvzYcvUZFfLxULi+LbslczcyeLSXIsghX62PQqflmXj8SC2sY/sZ2VAoF798a\nw0e39cTdQYenoxaAQ1nlDO3kQXa5scmr3cQL606zKbEIgFN5VWxMLGL5gWx2p5ZSWmtqvsZ7W1K5\nc+khqurNl4wjP18ql581CzQa6bU18Xk88O0xHl15/MrdABmZfxDTpkluI7II15UjtaiGAxlldHB3\nwNlOzaguXtw5MJjp/YLo7G3ATq0k8tlfuO2TA5gsVh4c3YmDT47k9and6extQCFAlJ8Tn8/sxWNN\nk3vd/KU+4wazlbpGK14GLd/FnlsgcbXX8PA14YR6OFBXJ/UXT50qqe/LtB7yivFVTo8ekv9dXBzc\ne6+cOF2KE3lV7EwpIb/S2Oyx+Vu+i+1HSY2JmEBp1WRclC8NZhsPrTiGv7Oefh1c2ZtexuQYP9af\nKMBksZHc5P9ZUmvC30VPcmENoiiSWVrHoysTyK8ysietDIUg9bY0WkR+Pl5AhLcjB86UMbWnP5/v\nzUStFHh6fBfe/DWZqb382ZZUzNK9mSyaFkNcnDM6Hdx++992u2Rk/nH4+Um+xp9/Ds8/fy5xkvlr\n5FUa2ZFcwg09/DiZV0VRdQMV9Y2Mj/Jt3qd7gDOFp4pIL5ZWifMq6mm0SjOErvYqyuqksucAFz0f\n3daDM2V1TP/0AD0CnfFxtuO2voF8eyiHvEojSYXVLaxKzufTT8Fqhblzz73WM8iFnkEujIvyuegx\nMjLtDXt7mD5d+jy8846cOF0Jpny0l+oGCwEudlQazWw6VUhNk9XmhO4+/HAsH4C9GWWMfmsHFqvI\nl7P78NamFJIKJUHCjl4G4nOq2J8htdXtSinlvhEd8XfRs33+MPQaJc76i39RffcdVFdLCx4yrYuc\nGMsQGys9SOzdK5faXophnTxYNC2azt4tTZ83JxZx3zfxPHptOHcOCiEhp4o18ScZF+XDkz+cRBAg\npagWtVJAIYisP1nEI6M7ceTp0SzalEJ2eT0u9hruHhZGekktn+7O4NMZvZjx2SFWHsnFQafk7mGh\nxA4N5cFRndidWkqEryN3fXWEgqoGOnsZeOK6zghA/1e2IAJ5VUYazFYyy+o5klbD1187c/PNskKl\njExsLPz4I6xZAzfd1NbRtA+eW3uKjYlFfHUgiw9v7YGDTkWoh0Pz9gazlap6MyHueoaGezBr6UHc\nHLTkVRgBiPRzZkeK9GD48oYk3Ow1DAxzx8lOjU6t5OfjBdhsInG39ySjtO6SSbHVKlUDjBoFYWHn\nXg92t+f7uwZcuRsgI/MPJDYWPvxQWlV86KG2jqb9MSbSm02JReRUGLm1byB6jZIv92bRaLVx6Ew5\nTnYqqozShF95bSO1jVZyKoyMjPDicFYFdmoleRX1fH80l6k9/UktqmXWwHPWdL6/o0gdFwcREXKp\n/JVAToxlmDYNHn5Y+qDJifHFEQSBidEXehnnVtRjNFubFVVf/SWJ7PJ6MkrqSC2ubTpW8jtef7II\nvUZJ/1A3fjyWxye7z6BSCFhsIrf3D2L10TxWHM5FqRB479YYnl17Cic7NQ+N7oRaqWiW9O/m70RH\nLwcKqhrILKsn3NvAtwezOGu8dkvvQDp5Gbi5dyCnt7pTWyvPKsrIAFxzDQQFSWOdnBi3DpNi/DiU\nWU5ifjXzVyVckISW1prYf0ZSUb1zqWSroxTghUmRBLrq6R7gzC2L95FYIK2ilNU1sjZBWm2Z0sOP\nfh3cGBflQ6iHA052ampNFhy0KvamlbLmWB7zrwnH01HHL79ATo6klyEjc7UTFQX9+klj3YMPytWA\nrUlxdQOvTe1OfqWRHSklTI7xQ6dWkl1Wz8bEIgqqTUyO8ePgmXLyKo28eEMkfs56OnsbKK5uYFw3\nHzp5GYgOdMbfNZ8FY8J548buf/j6x45J7XHvvCP/Xq8Eco+xDA4OUtnNihVQXv77+8ucY+bAENbd\nN4gnx0lCMcPDPQAwWqyMjfTGUafC1V7NnQODsVMrGBnhRa9gV3allABI3psDglEpBL47lEOohz3z\nhoQyPsqXQ0+MYsvDQ5ttnx767hjXv7+b9ScKeGlSN+YODmH5wSweX32CY7nVhHs6cP+IMHqHuOKk\nVzO0kweffCLQrZv0BSkjc7WjVErVMVu3QmpqW0fTPriumw8r/9MfR52K9JI6TuVXN297c2MyX+7L\nYtG07mhVAqommyU7jYqX158mwFWPyWxler8gls7qzU/3DmRAqBsGreTDbraK3D+yI6EeDhzPrWTo\n69uYvkTyDf1oRzorDufy0/ECQEoAvLxg4sS/+QbIyPxDiY2F5GTYubOtI2k/LN6ZTp+Xt7BkVwa+\nznbc0icQnVoar96ZFs3gju4EuujxcdKhVQnc0juQlYdzmfX5IZ7/KZHHvj+Bo52KGf2DGBzmzhs3\ndsfToGs+f055PfNXJnAkq+KSMcTFgU4Hd9xxxd/uVYmcGMsA0gBqMkllNzK/z5bTRexoSm4j/Zw4\nmVfFfzckMW9oKPePCGNGv2A2nCykusFCea2Z97am88CoTrx3SwyiKDarEnb0sOf/JnSlrtFKXaMF\nJzs1Ie72ACgUQgvbknAvA672Gvyc7Qhw1XPXsDAkBz3o6mPgkxm9eGj0OePOw4fh6FFZdEtG5nzu\nvBNUKli8uK0jaT+EeRoIdpPGLUSRHSklXLdoF+9tTWPxzgz6hrhz8InR/Hz/IAZ3dMfdQYPFJmK1\n2Xjh59M88cNJkgpr6ObvTEJOJTUmK6/c0I2J0b5sSyqmwWzFoFNjr1Xh7Sg9RD42pjP3DA9lag9/\ncnLg55+l361adqSTkQGkqhgnJ1mEqzVRND1M/ZRQgCiKLbbpNSq+mNWH/CojH25PJ6O0nuN5ldSa\nrDRabPQIcqGTlwMrD+fQ66XNRD+/kY5PrGdNfF7zOX6Iz2PVkVw+3Z1x0evX1sLXX0u/W7k97sog\nl1LLANC9u+RlHBcHDzwgJ1KXo7imgTlfHgYRxnf35YnrOvPaL8nsyyjDz1nHw9eEY7HamJkdjKNO\nhYNWzXeHs+kVJI1itSYLRTUNAEQFulBaa2LJrgwivA3c0MOftQn5fLUvixcnR9LJy9B83fnXhjP/\n2vDmn13tNex9fAS3fnKAUwU1DHl9Oz5OOkaEezKllz9xcS7o9VI1gIyMjISPD0yYAEuXwosvSnYX\nMn+dbv5O5FTU4+Go49uDOSQWVDMywpPrIn3wdpKSWSe9mmWz+2KyWKkzWXG119DFx8C2JBV2Tasu\nr98YxdakEsZH+fDR9nTe3ZrGnQNDeOb6Lhx/9hoEQWDJrgw2JRbxzrRonPRq3n5NEic8K7pltYk8\nuioBrUrJy5MjL+mLLCPTntHrpVXFuDgoLQV397aO6N/PhGhfXvr5NIkFVRjNVg5nVpBcWMPsQSEo\nFAIKhcA9w8MorjExobsPIe72OOs11JosuDtouaaLF6Pf2kF1gxmj2YrZJpJXaWw+/619AzGarUyO\nOde6V1wtPS96Our45huoqZHb464kcmIs00xsrDTjvmsXDBnS1tH8c3Gz13JzrwB2ppTwU0I+3f2d\nuG9EGCEe9oztJimfqpQK/m9C1+Zj5g3t0Pxvg07N17P7svJIDp/vzqTaaGb9iUIAvj2UjY+THQcz\ny9lwoqB59fhsOfUFsTho6RPiSna51OtcUNXA1wezSThTx/Zv+jFtmjRjLCMjc47YWFi9Wvpzyy1t\nHU374KXJ3XhpcjcAHhrdkSh/J0Z38WrhO3wWrUqJViUlwvWNVmpNFhKbSrDXxOezMbGIHcklPDO+\nCwGudvRsmlQ8m+CuOZbHybxqjudW4WFvx5IlUv94SIh0/rI6Ez/E56EQBJ4cF4HDRWKQkbkaiI2F\n996TJgLnz2/raP79eBp0fD2nLxqVAr1GxfyVCRTXmIj0c6J/qCQMKIoipbUm1h8vZOXRHL6e05dI\nPye+P5JLQZWR8nozYyO9+b/ru1JaZ6KLzzlRV3cHLY+NOefNXmeyMPKtHSDC3oUjiItTExkJ/ftf\nEJpMKyF/W8g0c/PNknphXJycGF8OpULgv1OiSMyv5pdThdzYKwAnOzUDwv7YdGxmaR0I0GgVKaxu\nwFWv4cGRHalrtDAx2g+z1cbW00V8vucMK4/kYrOJbHlkGBabjfSSOqIDnFuc74VJkTw3oSv9X9lM\nUU0jjnYqQqu78HOdPKsoI3MxRo2CDh2ksU5OjFsfg07NpJgLxQp/y4YTBXT1deTFSZGMifQGpBWT\nHSkllNaaiPA1sGvBiAuOe3daDCfzq4n2d+bJRSXk5Xnw3nvntnsadLx/awwncqta7T3JyPwb6dpV\nElVdvBgeeUSuBmwNzn/We3h0J07kVRETeO657KsD2ZTXNeLhoKHBbKO8zsxX+7N5YV0ingapRCm9\npBYvJx1eTroLzg+wNamIdzan8ti1nfFx0mG1iZxIUHDkiDTRIf8erxxyYizTjF4ved0uXgyLFsll\nN79HF19Huvg6XnJ7SY0Jg07VLMxwltuWHCCv0sjyuX04mFHGO5tT2PjwUHQqJS72GqobzAS726NR\nKiiqaUAUwSqK3P9NPNuSS/h4eg/GRLb05Pz+aC7FNY0AzBscypKHHYmOht69W/99y8j821EopLLb\nhQshKQk6d/79Y2T+OOV1jXx3KIdJMb74OJ2zHTE2WtGpFQiCQH6lkbu+PopCAHutipN5Vbw8uRvD\nwj3ZNn8Y5XWNhHkaLnr+Dh4OdPBw4KHvjhH3oS+ObhbGj2/5OHPoTAVL92YiAgvHRlzJtysj848m\nNlYqqd62DUZcOM8k8z9SUGXkhg/3Eh3gzJzBIUT5O7d4zvtsZm+eWH2cxIIaQtztGd3Fi9MF1fQI\ndOb67r6kl9Qxa0DQZa4AW5OKOZ5bxb6MMjY+NBSAefPAzk5uj7vSyOJbMi2IjYXGRvjii7aO5J/H\n8gPZDH9jO0ezL60WeJbE/GoG/HcLd3x68IJtoyI8iQ5wxtOgo7rBgtkmcteyI/R9ZQupRTU46tTc\nP6IjpwtrCHF3YPujw3HQquji64iHQYu/ix6AFYdyeG7tKR5bdZyPtqc32zUln1CRkCCLbsnIXI5Z\ns2QRrivFJ7syePWXJN7elMK3B7Pp/PQG3t6UQtRzv/L49ycA8HLUMa13AGO6elPTYOFwVgVhT67n\nq/1Z+DrbEen3+z0g0S6+GM94MO02ywWiW8M7exLl78TQTh5X4i3KyPxrmDpVEmqSRbhah8p6M0XV\nDSQWVHPjx/u44aM9NFpsPL3mJOPe3YWfsx0DQqWVpeu6SZUwET6OrL57ILMGhvDipEhCLzHpd5ZH\nr+3MWzd15+7hoQBUV8Py5ZK9qrPzZQ+V+YvIK8YyLYiMhAEDpIfFhx+WE6vz2Z9RxpnSOk7kVtEj\n8PJygBqVApVCgV6rpKTGxFf7s5jSw59ANz3PTYwE4EhWBSaLDR8nHXYaFUpBEm44nlvJwysT0KkV\n+DrrOJVXxYpDOUT6O/HhbT1YfTSP5MIaXliXSI1JMpD3NGgRABHYv94Ze3u49dYrfENkZP7FeHnB\n5MlS791LL0kz8TKtw4TuvqQW1XJjrwC2JhXTYLaRX2nEYhOpa5TGrLMtKQBpxbUsWJWATaS51/iP\nkLbLEwGYN1cqTUzIqeTrA9m8PLkbQzt5yEmxjAzS2DZjBrz/PhQVSWOfzJ8nwseRjQ8NwV6jYuIH\nexAEEBHZlVpCZlk9eZVGnhwXwezBIS0qZv4XnOzU3NDDv/nn5cuhTm6P+1uQE2OZC4iNlQbR7dth\n+PC2juafwwuTIpkc48eQP/CwFebpQPwzo9EoFby+MZmPtqeTW2HkzZvOmbj3DHLh85m9CXC1I8Td\nAZPFil4jlRQqBYGuvk78lFDAuoQCRGBNQj5qpYDZKuLmoOHVqVGkFdciCJBWVMuPCfm4qx04tcuZ\n6dPB8dJV3jIyMkhj3cqVsGqV1EYi0zpE+DiyZEYvAHoEunBdpA9dfR2Zf204rvaaC/YP83RAr5Ee\nR0ZGeF723LtSSnh27SlGdvLi008jGDsW5v6wk/I6M6Ee9qSX1HHgTBnh3pdfkZGRuZqYNw/eeQc+\n/xwef7yto/n3E+ZpoNFio9Joxmy1UV7XyLLZfcmvNDbrwJxNit/elMK3h7J5++bo5pXk/4XtySU8\n/7qBqCgtffrIq1VXGjkxlrmAG2+EBx+Uym7kxPgcTnZqhne+/EPb+ZztObkhxo/s8npu6xd4wT7n\nn+/sg2GAix3XRnpitoh09jaQVlyLg1ZJJ29HPBy0VBob2Z9Rhkap4P6RHQHYkVLCuhMF5Bx0x2iU\nZxVlZP4Iw4dDx47SWCcnxlcGpUKgm79UFu3leHGhGYAPp/cgu6yeSD8nUgpryCqvo6yuEVe9hiGd\nPJrH0492pJNRWsepvXUUF8DHH8N7aVrK68x4Omi5Z3gY46N8/5b3JiPzbyEiAoYOhU8+gQULJJ0F\nmb+GRqVgRWx/jI3W5iQ4wFXfYp/47AoWbUkFYFdqaYvE+HBmOQtWHec/Q0O5qXfAJa/z6Ec5FGT0\n4IYnqxAE2WbkSiMnxjIXcLbs5oMPoLgYPP94LihzETp6Gfjg1h7NP9+59BAlNSa+mdcPB62KH+Jz\n+SmhgBcnRaJRKRj2+nZqTRYE4NBTo9CoFGiUiuYHw6fXnGRPWhkltabmcw7t5MGmh4YQ0VXEwb+a\nnj3l5WIZmd9DoZBWUh59FE6dkhRcZdoGR52aSD8nEvOrue7dXS22zR0cwpPjugDw3ISuvLIhifid\nkWj84brrYJxiCJsSC+kV7Iq7g2xMLSNzMWJjpRarzZslezOZv85vXUJ+i7uDFrUCzDaabZlEUeTV\nX5I5lV9FRmkd+zPKLpsYu+dEoNHZeOpB+1aNXebiyHNGMhdl3jwwm6X+O5kLOZBRxtqE/N/dz2Sx\nciizHJtNksay2UQOninnZH4VuRX1AHxzIIetScXsSStFIQiolQIGnQoPg4by2kYcdeoWiofPXN+F\njQ8N4ZY+gVisNhrMVgAKUx1oLDHw8hP6CwORkZG5KDNngkYjC9P83aw4nMPOlJILXjdbbQgC6NQK\nAl3tcHfQEBPoQqPFBkgTjU8P7U3Cfh1z5kgCakqFwJhIHzkplpG5DDfcILmNyGPd30eAq57dj4/k\nmfFduLar1NxdUmvi4x3p7Eot5b1bonl2wqVnZKuqYOcvdtwxXYG3u7yW+XcgJ8YyFyUiQvIyXrwY\nbLa2juafx8zPD3H/N/EsWJVw2f1eWZ/EjR/vY+EPx1l9NBeFQiDSzxFRhN2ppXx3KJubevvzwqRI\nJkb74WqvYd/CkdhsIsU1jby/LfWCc6qVCjp5GdidWsqA/24h8tlfGfPOTt5534rBALNulwdPGZk/\nirs7TJkCX34J9fVtHc3VwemCahasOs68ZYebX6uok+zmugc4c+jJURx/9lp2LhjB4adGsyu1hMhn\nf+VIluQI8MknkjDk7NltEr6MzL8SrVaaCPzxRygoaOtorh5WH83j+XWJvP5rMiD5rL9xY3cWTYvm\n+u5+ONmpKas1sS2puHkRBaQWuZlPFFFfD269cpn1+cHmcVLmyiEnxjKXJDYW0tNh69a2juSfx7go\nSYJ/xeFcTuZVXbA9rbiGlKIawr0NONupWHU4j4dXJJBeUss9w8OY0N0XHycdj31/gufXJXJ7P8nT\nrtFiQ6dWcnNTWU1Fnbn5nNOXHKD3i5s5U1oLwIJVCRTXNGKxiZzKNLJmtcD06eDgcKXfvYxM+yI2\nVpqZX7GirSO5Ogj1cGB8lE+z6uqa+DxiXtjEG00Pju4OWjQq6fHEZhOpqDNjttmoM1kwm2HxEhsD\nhpvw97/kJWRkZC7CvHlgtcJnn7V1JFcPIe56HLQqOnicezib2tOfidF+zT/PX5nArKWHiNuZTlF1\nAwD/t/YUP6+0o2MXM/uqU9mWXEJiwR9X7Zf5c8hLSzKXZMoUuP9+qexm1Ki2juafxRs3RnO6oIZT\n+dXUNFhabKs1WRj/3m5sIhx6YhS39AnkrU0plNQ0EOiqJ9TDgWA3e8a8sxO1UqCuwcqRrHLuWx4P\nwNb5w7CJoFYKBLuf6ynZl1GG1SaybG8WR3IqCXDTMyDUDbVKYP9aN3JNCll0S0bmTzBkCHTuLI11\nM2e2dTTtH41KQXx2JXmVRqb3DUJscmG3iWKL/aZ8tJessjp+vGcQT42PwMOgZdk3ZspK1KS4JJBW\n3IUwT3kmUEbmj9KxI4wYIVVdPP44KJW/f4zMX2NMpA9jIn0uu8+gjh5klNbxxq/JfLr7DIeeHMUE\n725sL3Fk8gM1HBQEbu8XxIBQt78p6qsXecVY5pKcLbtZswYKC9s6mn8e3981gF0LhtP/NwOVTqWg\nZ5ALMQHO2Gmkb52HR3filRui2HiqiPCnNrD6aC4Wm4hWpUQQwGITabSKmCw2skrrWLo3E7NVxM/F\njrTiGgDenRbN+Cgf/FzsSMipJKesnjduiublyd0pPOBP377QvfsFYcrIyPwOgiCtpOzfD8ePt3U0\nVwcDw9zo4uOIt5OOyTH+HH16NAvGdAagwWzl7q+PkFJUQ3WDBZso4u+iZ9bnh7j3mSoc3EyMGG3D\n3UHDA9/G0/XZX1iyK6PVYqtvtCD+JkmXkWkvxMZCVhZs3NjWkVx91JosPP9TItuSilu8PntQCGvv\nGUSgmz3h3gYEQeDYJjcMBvDuUcKZ0jrqGi0IgmzXdKWRV4xlLsu8efDmm1LZzRNPtHU0/yx0auUF\n0vwAKqWCr+f0u+gxuRX1mCw26hut7Fs4stmX2NVew4/3DGDyh3u595t4HrmmE8mFNfx3QxI7kkv4\nZl4/xkX5ciKvmhd+Ps3UHv5UGRvp+cImemk7kpQULJdGycj8BWbMgIULpVXjDz5o62jaH6W1Jmoa\nLIS422Ozibw0uRtq5bm5+fP9jXMrjKw/UYhOpWDno8PxdpJsniwVeoyZ7jywwMQ78/px8Ew5Px6T\nRBBPF9S0Spx700q5/bOD3NQrgFdu6NYq55SR+ScxaZLkNhIXB2PHtnU07Y/qBjOPrTpOTKAz84aE\ntti2LamYz/acYW966QX2n056NdvmDwOgokJq7Zk5E+4ZHUwnPzsGhsmrxX8HcmIsc1k6dZK8Ps+W\n3cjed3+NeUM6MDDMnc7eBlTKljdTp1ZS32hFEOCuoaEUVjdgstiYdF4fSoSPAVd7DSMjPPl4ZwZl\ndY189a0aQWtmwmQFINdFycj8GVxdJQ/3r76C114De9kZo1WZ8N5uimtMbHp4KHd/fZSSmgbuGhrK\nNwezeXp8F4aGn3tIDPN0IO72nrg7aJqTYoCgkm4olSILHpDUp3sEOnPP8FC0KiVzB3do3q/BbGXd\n8QKGh3vg9j8qVTdabdhEEVOT2r+MTHtDo4FZs+CNNyAvD1oMk7UAACAASURBVPz8fv8YmT/Oqbxq\nNpwsJCGn8oLEeGSEJ7FDOzAozP0SR0t8+SU0NEir+xqVgnFRly/Flmk95DRH5neJjYXMTLns5mJ8\nsC2NRZsvVI6+FIIgEOnn1JwU70krZcpHe9mfUYabg5Ydjw5j08NDUSkV+DjZMW9IB3RqBSPe2M4v\nJwuYGO1HqIc9z69L5N1p0aycOZTGVF9GjDfi5iwnxTIyf4XYWKiuhm+/betI2h+u9hpUSoGCynrO\nlNZSZTSzM7WEtJI65n55hPLfqK1e29WbkppGlu3PAsBkgqVLBSZMEPD1lfZRKRU8em1n7h/Zsblt\nBeDT3WeYvzKBl34+/T/HOSzckwMLR/La1Kg//2ZlZP7hzJ0riXB9+mlbR9L+6NfBldemRvHBbT0u\n2KbXqFg4NoLBHT0uebwoSqv5ffpAdPSVjFTmYsiJsczvMnkyeHjI3ne/pcpo5vVfk3l7cwrFTSqC\n/yubEos4klXB1qZ+EzcHLY46NQDvb03jxo/38cG2NDJK6/jpeAGNFhu5FUbKahtRKgR2/uyAxSzw\nzv85ttr7kpG5Whk4ELp0kce6K4G3kx0NZhsbE4tpMNtw0Kp4fWp3/Jzt8HI8p0J9FlEUuXf5UZ5e\nc5LUohp++AFKS/lDAoODwtyJCXTmmibf0N9Sa7Lw9YEsSmpMF93u6ai7oKJHRqY9ERoKo0fDkiVS\ngizTegiCwE29AogJdPlTx+/eDadP/7GxTqb1kUupZX6Xs2U3b74J+fk0z9Zf7TjZqXl1SjfMVhFP\nR93vH3ARHhrViQgfA2O7XVgmE+7tgItezc29Awh207M6Ph93ew3r7x9MXaMFP2c9ixfDgAEQGflX\n342MjIwgSA8jDzwA8fEQE9PWEbUfnhoXQb8OrtzSJ5CYQGcCXPW4OWjp4GGPyWJDrRQoqzXx1f5s\nJsf4EeimZ8GYcAqrTIS42zMvDkJCpIf536N7gDM/3D3wkts/2ZnBoi2pxGdX8saNsmKhzNVJbCxM\nnQobNsD48W0djcxZ4uLA0RFuvrmtI7k6aZMpUUEQXAVB2CQIQmrT3xdMqwiCEC38f3v3HS1Vlef9\n/73hknOOkkQRRUVEFBsTmFBJBkAlh3t4ZnrWTM/8+ml79TP9PDPds6Znetbj/GZ+PUORg4AoQRRF\nEEQEFRBtJEpQECTnHC737t8fu0oucC/ccKp2hc9rrVrUrTp1zrcK+N7a53z3dxvzhTFmozFmnTGm\nX77nJhljdhhj1kZvKjaIM5XdFKzffc0YEF2D+EZW7zjKnuPnrnisRuVy9Luv2U9XifN7ul0j/vzb\nJ+l3XzM2RteuK59VhlpVytO0VmU++QS2btVZRZEwDRwIFSvqqnHYWtStwoiHWlGlQha92jehQ7Na\nXLiUy5qdx1i76zhnL+Qy8bOdvL54K68v3gpA9sM389set/Pd9jJ88on7PRRGn4tubevTqWVtni3g\nhKRIpujZExo2VK6LJ2stfUd/wVOvf8qZC5duuP2RIzBrlvs9pD4XfviqFXoNWGKtvQVYEv35ameB\nQdbaO4CngX83xtTM9/wvrbXto7e18Q85s7Vu7dYyHjtWZTcl8dUPx+gb+YJB41dd89yEFTt45I9L\n+Wb38Z8e23rgFG+v2U1unlsypG3D6lQpX5aXOt6EtZbcPEskArVquYZBIhKOWrXcmfpp0+BUOI2O\nM1penuXE2ZwCn6tcPov3/qoL7/1VF2pVKU/vexrzzJ0NeeX+ZldsN2YMZGW5yqUw3NW0Jm8Fna/p\nCiuSScqVg2HD4IMPYPdu39Gkp0t5lm/3n/xpuaUbmTzZ9VPQBQ9/fA2MewGTo/cnA72v3sBau9Va\nuy16fy9wECh8trrEXRC45Pnhh74jST031apE20bVC+xE+OXOo/xw5Cybo1eFAf7mzbX8ctY6Ptp0\nAAAL5FrLriNn6RdZyd2vLWPOHMugQVCpUqLehUhmCAI4fRpmzPAdSer7u7e/ocPvP2Ll90cKfL51\n/aq0aVgter8a//XqvdzXovZPz58/D5MmuSVmGjZMRMQimWPkSNfsadw435Gkp3Jly7Dgbx5m4S8e\npn6160+5s9adBOzcGe7USnHe+BoYN7DW7ove3w8U3CEjyhjTCSgPfJfv4X+Klli/bowpdD0GY0y2\nMWaNMWbNoUOHSh14JuvVCxo0UNlNSdSvXpEFf/0Q/9Dr2snAf3j+LqYM60S/+2766bF+993EI7fW\no0MzVySxfNthzufksWDjfo6cucD+NQ3JyTE6qyg/Ua4LzwMPuC8mynWls+f4OT5Yv4+8PIu1Vz73\n7f6T/P07G/jx2Nnr7mP2bDh6VFdQ5DLluvC0aAFPPeUGxpdufEFTSqBJzUq0rHtlXfSJszlM+mwH\nB09dbty6bBls2aJc51vcBsbGmMXGmA0F3Hrl385aa3EXxArbTyNgKjDUWpsXffjXwG3AfUBt4FeF\nvd5aO8Za29Fa27FePV1wLo1Y2c3776vsJkw1Kpfj4VvrYYz56bHBD7Zg8rBO1K9ekY17T9C6XhW6\n39GAf+rdjjn/42dU23krDz0Ebdt6DFySinJdeGJNuL7+Gtas8R1N6jp25iIXc/NoXb8qnW+uc8Vz\nY5Z9z9SVP/Cnpduvu49IxHXQ7do1npFKKlGuC1cQuMaq77/vO5LM8d/LvuP/vLeJ1z+6vNxnJAI1\na0Lfvh4Dk/gNjK21j1tr2xVwmwcciA54YwPfgwXtwxhTHXgf+I21dmW+fe+zzgVgItApXu9DrhQr\nu1ETrqKxV18mKYF31+5l9c5j7D95gVfHreL9D3PZuaOMziqKxNGAAVC5sq4al0a7JjX46BeP8Pao\nztc8l/1IK2pVLseM1bvZsOdEga/ftAmWL4fs7Cubbl24lMuuI9e/0iwiRfPcc261EeW6xOneriFd\nWtelx92uAeChQ646RtPj/PNVSv0uMDh6fzAw7+oNjDHlgbnAFGvtrKueiw2qDW5+8oa4Ris/adkS\nnnxSZTdF8b/nbaDtbz/k613Hrnnu+0OneeG/P2f6ql033E/2w6345VNtuJRn+eqHY/ztP56icvVL\nvPBCPKIWEYAaNaB/f5g+HU4UPG6TImhdvyo1K5e/5vHbGlbnwZvrUrdqBWpWvrYrf05uHn//hzOU\nK2cZMuTK534xcy0P/3EpH397IE5Ri2SOrCwYPtz1j9m503c0meHum2ryxoj7efDmurzxxQ/c9coW\ncnJURp0MfA2M/wA8YYzZBjwe/RljTEdjTKwFQF/gYWBIAcsyTTPGrAfWA3WB3yc2/Mw2ahTs2eM6\nGUrh9p88z/mcvAI7sq754Rhf/XCMD9bvK+CVV6pTtQJ/+Vhr/uvVDgzvcBsH1tehxl17qViypZNF\npIiCAM6edR2qJXx/erUDa/7X4zStVfma50Yv2ck7b5Xn5vuOU/+q5tF1qlSgfFaZApe5E5HiGzHC\nTSEZO9Z3JJln3PIdHP6qKbVvPsHtt/uORrwMjK21R6y13ay1t0RLro9GH19jrR0Rvf+GtbZcviWZ\nflqWyVrb1Vp7Z7Q0e4C19rSP95GpVHZzrQuXcpm/bi/Hz1786bH/t/89fPx3jxS4JMjz9zThX1+4\nkzxr+d38TUU6xk21K5P13c2QV4bx/1z7xi8QkVK57z645x6X60KYFSHFcGhdPfIulKP/oGtLk37X\nux2b/uEpOrZQHhQJQ7Nm8MwzMGEC5BS8uprEyQuN7uHSsSr8/d8V2kdYEsjXFWNJYbGymwUL4Icf\nfEeTHMav2MHPp/+Z383f/NNjFcuVpVW9qgVun1W2DHc2rcnn3x3h7TUFdzKbt3YPD//rUlZsOwxA\nXp47m/vYY9C9S8H7FZHwxJpwrVsHq65dglziaMncarRpA7/NLri5UlZZfX0RCVMQwP798O67viPJ\nLMvfq0Ht2jBqqMoAk4F+s0iJxMputPadc3/LOrRtVJ1H21z5Je7Xc9bR+0+fXXElOaZto+qMH9yR\n6SMf+OmxOV//SIfffcTUL3ayaON+dh09y9rdbo7yRx/Bjh2agyKSSK+8AlWrqkImkTZsgM8/d023\n8jXrF5E46t4dbrpJuS6RDhyAuXNh8GA0PS5JaGAsJdKsmUui48er7Abg3ua1WPDXD9Hj7sZXPP7x\ntwdZu/s4e4+fL/B13do2oF2TGj/9vHnfSY6eucjv3t/MhxsP8G8v3UXwyM2A+2VVrx706RO/9yEi\nV6pWzQ2OZ86E48d9R5MZIhGoUMF9WRSRxChb1l30+Ogj+O4739FkhokTXSNbXfBIHhoYS4kFAezb\nB/Pn+44keb2Z3ZmZ2Q9we+PqVzy+9/g5Vn5/5Jrtf/nUbczMfoAuN9ehXePqdG/XiHJly7B3rytv\nGjoUyl/b4FVE4igI4Nw5mDrVdyTp78wZ9zm/+CLUqXPj7UUkPMOHuwGymnDFx/mcXH49Zz0TP9tB\nXh6MGQOPPgpt2viOTGI0MJYS694dmjaF0aN9R5K8Wtatwv2trv12N2TiavqPWcmqqwbH5bPKcH+r\nOkwY2ol5P+9ClQpZgLsyn5vr1pEWkcTq0AE6dlQTrkSYOdMtjxXWFZSPvz3Ac/+5nC++u/ZEpIhc\nqUkT12B14kS4eO0MMCmlTftOMmP1Lv598TZNj0tSGhhLiWVlubKbRYvg++99R5NaHrqlHrc1rEaz\nOtcuU3K13Fx39vbxx6F16wQEJyLXCALYuNHNfZX4iUSgbVvo0iWc/X2y5RAb9pxk+bZD4exQJM0F\nARw8CO+84zuS9HPPTTX5x1538J8v30MkAnXranpcstHAWEpl+HAoU0ZlN8X18K31+O8B99KoRqUb\nbvvhh7B7t84qivjUv7+bb6zGNOE6dT6H5/5zOdlT1rB2Laxe7XJdWE23/p+n2vDv/drz8646qyhS\nFE8+Cc2bK9fFgzGGQZ1b0LpqvZ+mx1XQKk1JRQNjKZWmTV3ZzYQJKrspqjU7jzJ4wmqGTFxdpO0j\nEWjQAHr1inNgIlKoqlVhwAB46y04etR3NOnj+NkcNu09yaodRxk92lKxIgwaFN7+q1csR+97mlC5\nfFZ4OxVJY2XLumlbH38M27b5jiY9TZjgqgGzs31HIlfTwFhKLVZ2M2+e70hSQ4u6Vbi3eS2evqMh\nABcv5bHz8JkCt929G95/H4YNg3LlEhmliFwtCODCBZgyxXck6eOm2pV59+ddeHNIF6ZPN/TtC7Vq\n+Y5KJLMNG+amy40Z4zuS9BObHtetm6bHJSMNjKXUnnrKLd+kspuiqVu1ArP/x4P8+pm2fHfoNA/8\n8xIe/bdPeH/dvmu2HT/eNftR0y0R/+6+G+6/X024wtauSQ1WLKrMqVOaMiKSDBo1gp49YdIkdzJQ\nwrNwIeza5XLdks0HmPnlLt8hST4aGEupxcpuliyB7dt9R5NavvrhGEfPXMQANSpdeUn40iUYN87N\n92nZ0k98InKlIIBvv4Xly31Hkl4iEWjXDjp39h2JiIDLdYcPw5w5viNJL5EI1K8PPXtagqlf8avZ\n69l+8LTvsCRKA2MJxbBhboCsspvief6eJvzHy/fw6f98jC631L3iuQ8+gD17dAVFJJn06wc1aqhC\nJkxffeVuYTbdEpHSefxxaNVKuS5MP/4I8+e778wVKhh+8cStDHygOS2KsEKJJIYGxhKKxo1d2c3E\niSq7KY6ssmXoeXdjbqp9bVKMRFw503PPeQhMRApUuTIMHAizZrmrKVJ6kQhUquSam4lIcihTxlUD\nLlvmqmSk9MaPh7y8y9Pj/vKx1vyudzuyymo4liz0NyGhiZXdzJ3rO5LU98MPsGCBWw5LTbdEkksQ\nuC78kyf7jiT1HTqay/Tplv79oWZN39GISH5Dh6oJV1jyT49r1cp3NFIYDYwlNE884ebCquym9MaN\nc3+OGOE3DhG5Vrt28OCD7suimnCVTpeR33HmjOGlASo1Ekk2DRpAnz7uJOD5876jSW0LFrhSak2P\nS24aGEtoYmU3n3wCW7b4jiZ15eS4cpvu3aF5c9/RiEhBggC2bnX5TkrGWti7shEVG5ykQ0edYRBJ\nRkHg1m6fNct3JKktEoGGDaFHD9+RyPVoYCyhUtlN6c2fD/v26ayiSDJ76SW33q4qZEruyy/h9N5q\n/PNvqtCgekXf4YhIAR57zK23q1xXcrt2aXpcqtDAWELVsCH07u3WvlPZTclEItCkCTzzjO9IRKQw\nlSrBoEFuKZODB31Hk5oiEahSBYYNLus7FBEpRJkykJ0NK1bAxo2+o0lN48a5CplY0y1JXhoYS+hG\njXJlN7Nn+44k9ezYAYsWubnFWVm+oxGR6wkCN/Vh4kTfkaSeEyfgzTfh5ZehenXf0YjI9QwZAuXL\n66pxSVy65KbHPf20pselAg2MJXQquym5sWPdOp5quiWS/Nq2hYcfdlNH8vJ8R5Na3ngDzp51J1JF\nJLnVqwcvvABTprj/t1J08+fD3r2aHpcqNDCW0MXKbpYvh02bfEeTOnJyYMIEt25x06a+oxGRoggC\n+P57WLLEdySpw1p34vTee93tRvLyLCu2Hebk+Zz4ByciBQoCV+nx1lu+I0ktselxzz7rOxIpCg2M\nJS5iZTdqwlV08+bBgQM6qyiSSl54AerUUYVMcaxcCevXFz3XzVyzmwHjV/HrOevjG5iIFOrhh+G2\n25TrimPnTli4UNPjUokGxhIX9erB88+7te/OnfMdTWqIRKBZM3jqKd+RiEhRVajgTgTOmwf79/uO\nJjVEIlCtmptfXBRtGlajaa1K3NusVnwDE5FCGeOqAVeuhHXrfEeTGjQ9LvVoYCxxEwRw/LjKbopi\n+3ZYvNh1LCyrBq0iKSU72zVYmTDBdyTJ79gxmDkTXn0VqlYt2ms6NKvFil91ZViXlvENTkSua/Bg\ndzJQV41vLCfHNd169llNj0slGhhL3DzyCLRpowRaFGPGuAHxsGG+IxGR4rr1Vtd0cOxYNeG6kSlT\n3FJ+mjIiknpq13ZruL/xBpw54zua5KbpcalJA2OJm1jZzRdfuPlkUrALF9xyLz17QuPGvqMRkZII\nAjefbNEi35Ekr1jTrU6doH1739GISEkEAZw86ZZbk8LFpsc9/bTvSKQ4NDCWuFLZzY3NnQuHD+us\nokgq69PH9VZQrivcihWwebNynUgq+9nP4PbbleuuJzY9bsQITY9LNRoYS1zVqQMvvghTp6rspjCR\nCLRsCU884TsSESmp8uVh6FB47z23ZqVcKxKB6tWhXz/fkYhISRnjTm59+SX8+c++o0lOY8e6AfHw\n4b4jkeLSwFjiLlZ2M3Om70iSz5Yt8MknrulWGf1vFElpI0dCbq5ruCJXOnIEZs2CgQOhShXf0YhI\naQwcCBUr6qpxQS5edNPjevTQ9LhUpK/iEnddukDbtkqgBRkzxq1tN3So70hEpLRat4bHH3dXC3Jz\nfUeTXCZPdv0UVEYtkvpq1XKVH9OmwalTvqNJLnPnwqFDynWpSgNjibtY2c3q1bB2re9oksf58zBp\nEvTuDQ0b+o5GRMIQBLB7N3z4oe9Ikoe17iRg585w552+o7mxmV/uos3/WsC8tXt8hyKStIIATp+G\nGTN8R5JcIhFo0QKefNJ3JFISGhhLQgwapLKbq82eDUeP6qyiSDrp1QsaNFCuy2/ZMjdtJFVy3e6j\n57hwKY/dR8/6DkUkaT3wgDvRpVx32datsHSppselMi9/bcaY2saYj4wx26J/1ipku1xjzNro7d18\nj7c0xqwyxmw3xsw0xpRPXPRSErVqQd++ruzm9Gnf0SSHSARuvhm6dvUdiYiEpVw5tx75+++7K8fi\ncl3Nmu53QCr4xRO3Mv+vuvAXj7b2HYpI0opVA379NaxZ4zua5BCbHjdsmO9IpKR8nc94DVhirb0F\nWBL9uSDnrLXto7ee+R7/F+B1a21r4Bigvm8pIAjcXBSV3cCmTbB8uVvnWWcVRdLLyJGufFhNuNxc\nu9mzXdVQpUq+oymasmUM7ZrUoEwZ4zsUkaQ2YABUrqyrxnB5elyvXpoel8p8fSXvBUyO3p8M9C7q\nC40xBugKzCrJ68Wfzp2hXTslUHBnFcuVgyFDfEciImFr2dLNLxs3Di5d8h2NX5MmQU5O6pRRi0jR\n1agB/fu7Cx4nT/qOxq85c1z3feW61OZrYNzAWrsven8/0KCQ7SoaY9YYY1YaY2KD3zrAcWtt7OvG\nj0CTwg5kjMmO7mPNoUOHQgleSiZWdvPVV+6Wqc6dcx1an38e6tf3HY2kC+W65BIEsGcPfPCB70j8\nyctzJwG7dIHbb/cdjaQL5brkEgRw5oybKpfJIhFo1Qq6dfMdiZRG3AbGxpjFxpgNBdx65d/OWmsB\nW8humltrOwKvAP9ujLm5uHFYa8dYaztaazvWq1ev+G9EQjVggCuny+Srxm+/DceP66yihEu5Lrk8\n9xw0apTZuW7pUti+XblOwqVcl1zuuw/at3e5zhb2bT7Nbd4Mn36q6XHpIG5/fdbax6217Qq4zQMO\nGGMaAUT/PFjIPvZE//we+AS4BzgC1DTGZEU3awpoTYUUUbOmK7uZPj1zy24iEbj1Vnj0Ud+RiEi8\nlCsHw4fDggWwc6fvaPyIRKB2bXjxRd+RiEi8xKoBv/kGVq3yHY0fselxQ4f6jkRKy9d5jXeBwdH7\ng4F5V29gjKlljKkQvV8X+BmwKXqFeSnw4vVeL8lr1ChXdjN9uu9IEm/DBvj8c3dW0aivi0haGznS\n/T8fN853JIl34ADMnev6KFSs6DsaEYmnV1+FqlUzs0ImNj2uTx9Nj0sHvgbGfwCeMMZsAx6P/owx\npqMxJvYVoi2wxhjzDW4g/Adr7aboc78C/tYYsx0351i9P1NIJpfdRCJQoQIMHnzjbUUktTVrBt27\nu+7UOTm+o0msiRNd47HsbN+RiEi8VasGr7wCM2e6qWKZZNYsOHZMU0bShZeBsbX2iLW2m7X2lmjJ\n9dHo42ustSOi9z+31t5prb07+uf4fK//3lrbyVrb2lr7krX2go/3ISUTK7tZuxa+/NJ3NIlz9ixM\nnerKCuvW9R2NiCRCEMD+/fDee74jSZy8PBg71k0XadPGdzQikghB4K6eTp3qO5LEik2Pe+wx35FI\nGDRFXLx45RWoUiWzym5mzoQTJ3RWUSSTdO8OTZtmVq5bvBi+/165TiSTdOgAHTtmVjXghg3w2Wea\nHpdONDAWL6pXd4PjGTMyp+xm9Gho29YtXSIimSErC0aMgEWL3GAxE4we7api+vTxHYmIJFIQwMaN\nrpdKJohEoHx5TY9LJxoYizexsps33vAdSfytXQurV7v3rLOKIpll+HC3hMfYsb4jib+9e+Hdd113\n1goVfEcjIonUv7+bb5wJFTKaHpeeNDAWb+69190yoewmEnGdWQcN8h2JiCRa06ZuXeMJE+DiRd/R\nxNeECZCbq6ZbIpmoalUYMADeeguOHvUdTXxpelx60sBYvAoCN0fjiy98RxI/p0/DtGnQty/UquU7\nGhHxIQjg4EGYl8aLC+bmuqvi3bpB69a+oxERH4IALlyAKVN8RxJfkYibHvfQQ74jkTBpYCxevfxy\n+pfdzJgBp07prKJIJnvqKbd8UzrnuoULYdcu/7nOWsvGvSe4lJtX4n0cP3uRv5z2NVNX/hBiZCLp\n7+674f7707sa8JtvYNUqNd1KRxoYi1dVq7qF4d96y60Dl44iEWjXDjp39h2JiPhStiyMHAlLlsD2\n7b6jiY9IBOrXh169/MYxfsUOnv2PFfxhwbcl3sfXu47x/vp9TPxsR4iRiWSGIIBvv4Xly31HEh+R\niOuhoOlx6UcDY/EuCOD8+fQsu/nqK3dT0y0RGTbMDZDHjPEdSfh+/BHmz3fvsXx5v7E0qVmJ8lll\naFancon38cit9fl973a83rd9iJGJZIZ+/aBGjfSskDl92jWN7dsXatf2HY2ETQNj8a59e+jUKT3L\nbiIRqFTJNaMQkczWuDH07AkTJ7o5eOlk/HjIy3NXxX3rfmcjtv6+O4M6tyjxPsqWMQx4oDl331Qz\nvMBEMkTlyjBwIMyaBYcP+44mXG++qelx6UwDY0kKQQCbN8OKFb4jCc/JkzB9ulu+oKa+W4kILtcd\nPgxz5/qOJDyXLsG4cfDkk9Cqle9oRCQZBIHrwj95su9IwhWJwB13wIMP+o5E4kEDY0kK/fpB9erp\nVXYzfTqcOaOziiJy2RNPQMuW6ZXrFixwpdTKdSIS066dGzyOGZM+1YBffw1r1mh6XDrTwFiSQpUq\nl8tujhzxHU3pWeu++N59tysTFxEBKFPGlRt/8gls2eI7mnBEItCwIfTo4TsSEUkmQQBbt7p8lw5i\n0+MGDvQdicSLBsaSNGJr36VD2c2XX8LatTqrKCLXGjoUsrLSownXrl3uivHw4VCunO9oRCSZvPQS\n1KqVHhUyp065SsB+/TQ9Lp1pYCxJ48473ZJG6VB2E4m4q+Cvvuo7EhFJNg0bQu/eMGmS68ifysaN\nc/k6GZpuiUhyqVTJLWk0Zw4cPOg7mtKZPt11pNaUkfSmgbEklSBw5YXLlvmOpOROnHBdC19+2c2b\nFhG5WhDA0aMwe7bvSEru0iXXjfrpp6F5c9/RiEgyCgLIyXEnAlNVbHrcXXfB/ff7jkbiSQNjSSp9\n+7oSlVQuu3njDTh7VmcVRaRwXbvCzTendq6bPx/27lWuE5HCtW0LDz3kqgHz8nxHUzJr1sCf/6zp\ncZlAA2NJKpUqweDB7irKoUO+oym+2FnFDh2gY0ff0YhIsipTBrKzYfly2LjRdzQlE4lAkybw7LO+\nIxGRZBYE8N13sGSJ70hKJhJxazNrelz608BYkk4ql92sXAnr18OoUb4jEZFkN3Soa1iVik24du6E\nhQthxAjXSExEpDAvvAB16qRmhcyJEzBjhpseV6OG72gk3jQwlqSTymU3kQhUq+YSqIjI9dSr574w\nTpkC5875jqZ4xo51JYUjRviORESSXcWKMGQIzJsH80YQYwAAGWFJREFU+/f7jqZ4pk1z0+N0wSMz\naGAsSSkIYPt2WLrUdyRFd+wYzJzpSm2qVvUdjYikgiCA48fhrbd8R1J0OTmu6dazz0LTpr6jEZFU\nkJ3tGvZNmOA7kqKzFkaP1vS4TKKBsSSlWNnN6NG+Iym6KVPc0itqRCMiRfXII9CmTWqVGM6bBwcO\nKNeJSNHdeis89pirNkmVasDY9DjlusyhgbEkpYoVXROud95JjbKbWNOtTp2gfXvf0YhIqjDGXUn5\n4gv3BSwVRCLQrJlbpklEpKiCwPUnWLTIdyRFE4m4CkBNj8scGhhL0oqV3Uyc6DuSG1uxAjZv1llF\nESm+wYOhQoXUuGq8fTssXuzmFpct6zsaEUklffq43gqpkOvyT4+rVs13NJIoGhhL0mrTBh59NDXK\nbiIRqF4d+vXzHYmIpJo6deDFF2HqVDhzxnc01zd2rBsQDx/uOxIRSTXly7tu/O+959ZAT2ZTp2p6\nXCbSwFiSWhDAjh3w0Ue+IynckSMwaxYMHAhVqviORkRSURDAyZPuCkWyunjRVfD06AGNG/uORkRS\n0ciRkJvrGvglq9j0uPvug3vu8R2NJJIGxpLU+vSBunWTu+xm8mS4cEFnFUWk5Lp0cUvVJXOumzsX\nDh1SrhORkmvdGh5/3FWf5Ob6jqZgn30GmzYp12UiDYwlqVWo4Mpu3n03OcturHXrLXfuDHfe6Tsa\nEUlVxrgvYatXw9q1vqMpWCQCLVrAk0/6jkREUlkQwO7d8OGHviMpWGx6XP/+viORRNPAWJJedrY7\nq5iMa98tWwZbtuisooiU3qBBriN/Ml413rrVrSs/ciSU0TcHESmFXr2gQYPkzHVHjsDbb8OAAZoe\nl4n0602SXuvW0K1bcpbdRCJQsyb07es7EhFJdbVquVwybRqcPu07miuNGQNZWTBsmO9IRCTVlSvn\ncsn777srx8lkyhRNj8tkGhhLSggC2LULFi70Hcllhw7B7NnuKk+lSr6jEZF0EARw6hTMmOE7ksvO\nn4dJk9xVnoYNfUcjIulg5Eg3HS2ZmnDFmm498ADcdZfvaMQHDYwlJfTqBfXrJ1fZzaRJkJOjs4oi\nEp7OnaFdu+TKdXPmuPJC5ToRCUvLlq5fwbhxcOmS72icTz/V9LhMp4GxpITy5V3Zzfz58OOPvqNx\n6yqPGeM6yd5+u+9oRCRdxJpwffWVuyWDSARatXJTWkREwhIEsGcPfPCB70icSARq1ND0uEzmZWBs\njKltjPnIGLMt+metArZ5zBizNt/tvDGmd/S5ScaYHfmea5/4dyGJNnKkG5AmQ9nN0qWwfbvOKopI\n+AYMcNMzkuGq8ebN7ipKdraabolIuJ57Dho1So5cd/jw5elxlSv7jkZ88fVr7jVgibX2FmBJ9Ocr\nWGuXWmvbW2vbA12Bs8CifJv8Mva8tTZJF7eQMLVqlTxlN5EI1K4NL77oNw4RST81a7plQqZPh5Mn\n/cYyZoxrlDN0qN84RCT9lCsHw4fDggXwww9+Y5k0CS5e1AWPTOdrYNwLmBy9PxnofYPtXwQWWGvP\nxjUqSXpB4EqpFyzwF8OBAzB3Lgwe7JZWEREJWxDAmTNucOzLuXMweTL06eN6PIiIhG3ECPfnuHH+\nYrDWnQT82c/gjjv8xSH++RoYN7DW7ove3w80uMH2/YGre3T+kzFmnTHmdWNMhcJeaIzJNsasMcas\nOXToUClClmTQo4friuqz7GbiRHfFOjvbXwwiV1OuSy+dOsHdd8Po0e5Lmw+zZsGxY7qCIslFuS69\nNG8O3bu7aXI5OX5iWLoUtm1TrpM4DoyNMYuNMRsKuPXKv5211gKF/to3xjQC7gTyL9Tza+A24D6g\nNvCrwl5vrR1jre1ore1Yr1690rwlSQLlyrmziwsWuOWbEi0vz62n/MgjcNttiT++SGGU69KLMTBq\nFHzzDaxe7SeGSARuvRUee8zP8UUKolyXfkaNgn374L33/Bw/EnHryGt6nMRtYGytfdxa266A2zzg\nQHTAGxv4HrzOrvoCc621P51Hstbus84FYCLQKV7vQ5LPiBHuCoqPspvFi+H7710SFxGJp1degSpV\n/FTIbNwIn33mKmOMSfzxRSRzdO8OTZv6yXUHD7rpcUOGuKaHktl8lVK/CwyO3h8MzLvOti9zVRl1\nvkG1wc1P3hCHGCVJxcpuxo1LfNlNJAJ167o5dyIi8VS9uhscv/kmHD+e2GNHIm6ZvMGDb7ytiEhp\nZGW5ix6LFrmLD4k0caL7LqnpcQL+BsZ/AJ4wxmwDHo/+jDGmozHmp+uAxpgWwE3AsqteP80Ysx5Y\nD9QFfp+AmCWJBIEru5k/P3HH3LsX5s1z3VkrFDqrXUQkPEHgmmC98Ubijnn2LEyZ4soK69ZN3HFF\nJHMNH+6WhBs7NnHHzMtzTbc0PU5ivAyMrbVHrLXdrLW3REuuj0YfX2OtHZFvu53W2ibW2ryrXt/V\nWntntDR7gLX2dKLfg/j1zDPQpEliy24mTIDcXJ1VFJHEufded4tEEteEa+ZMOHFCjWhEJHGaNnXr\nGk+Y4JZNSoTY9DjlOonxdcVYpFTyl93s2BH/4+XmurOY3bpB69bxP56ISEwQwIYN8MUXiTleJAJt\n28JDDyXmeCIi4HLdwYOuOi8RYtPjnn8+MceT5KeBsaSsESNcU5hElN0sXOi6YOusoogk2ssvQ7Vq\niamQ+eYbWLVKTbdEJPGeegqaNUtMrtu3zw3AhwzR9Di5TANjSVlNm8Kzz7qym3g34YpEoH596NXr\nxtuKiISpalV49VV46y23rnA8RSLuS+KgQfE9jojI1cqWhZEjYckS2L49vsfS9DgpiAbGktKCAA4c\niG/ZzY8/uiZfw4a5Lq0iIokWBHD+vGuKFS+nT7smX337Qu3a8TuOiEhhhg1zA+QxY+J3jNj0uK5d\n4ZZb4nccST0aGEtKe/rp+JfdjB/vOheOHBm/Y4iIXE/79tCpU3ybcL35Jpw6pSkjIuJP48bQs6db\nRunChfgcY9Ei+OEH5Tq5lgbGktLKlnVzjRcvjk/ZzaVLbr3kJ5+EVq3C37+ISFEFAWzeDCtWxGf/\nkQjccQc8+GB89i8iUhRBAIcPw9y58dl/bHpc797x2b+kLg2MJeUNH+4GyPFowrVggSul1llFEfGt\nXz+oXj0+FTJffw1r1rhcp6ZbIuLTE09Ay5bxyXV79rjpcUOHanqcXEsDY0l5jRtDjx6u7Cbste8i\nEWjY0O1fRMSnKlVg4ECYNQuOHAl335EIVKrk9i8i4lOZMm762iefwJYt4e57/Hg3x1jT46QgGhhL\nWggCOHQo3LKbXbvcFePhw6FcufD2KyJSUkHg5t1NnhzePk+dgunT3RXpmjXD26+ISEkNHQpZWeE2\n4crNddPjnngCbr45vP1K+tDAWNLCk09Cixbhlt2MG+ea3OisoogkizvvhM6d3ZfFsJpwTZ/uOlJr\nyoiIJIuGDd0c4EmTXEf+MCxYALt3K9dJ4TQwlrQQK7tZuhS2bi39/i5dcuU2Tz8NzZuXfn8iImEJ\nAldeuGxZ6fdlrTuheNddcP/9pd+fiEhYggCOHoXZs8PZX2x6XM+e4exP0o8GxpI2hg0Lr+xm/nzY\nu1dnFUUk+fTt60qew6iQWbMG/vxnNd0SkeTTtasreQ4j1+3eDR984L4ranqcFEYDY0kbDRtCr17h\nlN1EItCkCTz7bCihiYiEplIlGDTIXUU5dKh0+4pEoHJlePXVcGITEQlLmTKQnQ3Ll8OmTaXbl6bH\nSVFoYCxpJQhct9Y5c0q+j507YeFC13QrKyu00EREQhMEkJPjTgSW1IkTMGMGvPwy1KgRWmgiIqEZ\nMsRd4S1NNeClS25g/NRTrh+NSGE0MJa00q0btGpVurKbsWNdSeGIEeHFJSISpttvhy5d3JfFvLyS\n7WPaNDh7VlNGRCR51a8Pzz/vOvGfO1eyfbz/vqbHSdFoYCxppUwZl/g+/RQ2by7+63NyYMIEV0J9\n003hxyciEpZRo2D7dvj44+K/NtZ0q0MH6Ngx/NhERMIyahQcPw5vvVWy10ci0LgxPPdcuHFJ+tHA\nWNJOacpu3n0X9u/XWUURSX4vvAB16pSsQmbVKli3Tk23RCT5PfIItGlTsly3cyd8+KGrAtT0OLkR\nDYwl7cTKbiZNKn7ZzejR0KyZW6ZJRCSZVawIgwfDO++4E3rFMXo0VK3q5heLiCQzY1wTri++gPXr\ni/daTY+T4tDAWNJSELiym7ffLvprtm+HxYtd8ixbNn6xiYiEJTvbNZaZOLHorzl2DGbOdJ2oq1WL\nX2wiImEZPBgqVCjeVePY9LhnntH0OCkaDYwlLT36KNx6a/ES6NixbkA8fHjcwhIRCVWbNi7fjR1b\n9CZcU6e6Je00ZUREUkWdOvDiiy5/nTlTtNdoepwUlwbGkpZiZTeffw4bNtx4+4sX3RWXHj1cgwYR\nkVQRBLBjB3z00Y23jTXduu8+uOee+McmIhKWIICTJ13FS1FEIu5Kcffu8Y1L0ocGxpK2Bg+G8uWL\ndtV47lw4dEhnFUUk9fTpA3XrFi3XffYZbNqkXCciqadLF2jbtmi57rvv3MlCTY+T4tDAWNJW3bqX\ny27Onr3+tpGIW/T9yScTEpqISGgqVIChQ13Z4N691982EoHq1aF//8TEJiISFmPcSb3Vq2Ht2utv\nq+lxUhIaGEtaCwI4ceL6ZTdbt8LSpTBypFsHWUQk1WRnQ26uazRTmCNHXEPCAQOgSpXExSYiEpZB\ng1xH/utdNY5Nj3vuOWjSJHGxSerTMEDS2kMP3bjsZswYt7bdsGGJi0tEJEytW0O3bu4qSW5uwdtM\nmQIXLqiMWkRSV61a0LcvTJsGp08XvM0778DBg8p1UnwaGEtaizXhWrUKvvnm2ufPn3frHffqBQ0b\nJjw8EZHQBAHs2gULF177XKzp1gMPwF13JT42EZGwBAGcOgUzZhT8fCQCzZtrepwUnwbGkvYGDSp8\n7bs5c1x5oc4qikiq69UL6tcvONd9+ils2aJcJyKpr3NnaNeu4Fy3bRt8/LGbHqemW1JcGhhL2qtd\n25XdvPHGtWU3kQi0auVKEEVEUln58m5KyPz58OOPVz4XiUCNGi4XioikslgTrq++crf8ND1OSkMD\nY8kIsbKbN9+8/Njmze4qSna2mm6JSHoYORLy8mD8+MuPHT4Ms2e76pnKlf3FJiISlgEDoFKlK68a\nX7jgpsf17AmNGnkLTVKYhgOSER58EO6448oEOmYMlCvnljkREUkHrVq5eXXjxsGlS+6xSZNcl1aV\nUYtIuqhZ0y07N306nDzpHpszx50IVK6TktLAWDJCrOxmzRr4+ms4dw4mT4Y+fdycPBGRdBEErpR6\nwQLXdGvMGPjZz9zJQRGRdBEEcOaMGxzD5elxjz/uNy5JXV4GxsaYl4wxG40xecaYjtfZ7mljzBZj\nzHZjzGv5Hm9pjFkVfXymMaZ8YiKXVDZw4OWym1mz4NgxnVUUkfTTo4frsh+JuDXat21TrhOR9NOp\nE9x9t8t1334Ly5a56SSaHicl5eufzgbgeeDTwjYwxpQF/gR0B24HXjbG3B59+l+A1621rYFjwPD4\nhivpoGZN6NfPnVn8t3+DW26Bxx7zHZWISLjKlYPhw90V49/8xq37+eKLvqMSEQlXrBpw7Vo3IM7K\n0vQ4KR0vA2Nr7WZr7ZYbbNYJ2G6t/d5aexF4E+hljDFAV2BWdLvJQO/4RSvpJAhcZ+p161zTLWN8\nRyQiEr5YE66VK2HwYFctIyKSbl591S3LtGKFmx7XoIHviCSVJXOxQRNgd76ff4w+Vgc4bq29dNXj\nIjd0//2X7w8Z4i0MEZG4at788n0tWyIi6ap6dbdUHbhmXCKlkRWvHRtjFgMNC3jqN9baefE6bgFx\nZAPZ0R8vGGM2JOrYhagLHM7g4ydNDPXq+Y+BJPgcFANtPB47NMp1SRmD7+MD1L3rLv8xkASfg2IA\n0iDfKdcphsKO/8ILGf8ZKIbLSpTr4jYwttaWtifcHuCmfD83jT52BKhpjMmKXjWOPV5YHGOAMQDG\nmDXW2kKbfSWC7xh8H18xKIZki8EYs8bXscOkXJd8Mfg+vmJQDAXF4PP4YVCuUwzJeHzFkHwxlOR1\nyVxK/SVwS7QDdXmgP/CutdYCS4FYK5HBQMKuQIuIiIiIiEh68bVcUx9jzI9AZ+B9Y8zC6OONjTEf\nAESvBv8cWAhsBt6y1m6M7uJXwN8aY7bj5hyPT/R7EBERERERkfQQt1Lq67HWzgXmFvD4XuCZfD9/\nAHxQwHbf47pWF9eYErwmbL5j8H18UAwxisHxHYPv48dDMrwnxeD/+KAYYhSDkwwxhCkZ3o9icHzH\n4Pv4oBhiUjYG4yqTRURERERERDJTMs8xFhEREREREYm7tB4YG2P+aIz51hizzhgz1xhTs5DtnjbG\nbDHGbDfGvBZyDC8ZYzYaY/KMMYV2aDPG7DTGrDfGrA2za2Qxjh/Pz6C2MeYjY8y26J+1CtkuN/r+\n1xpj3g3p2Nd9X8aYCsaYmdHnVxljWoRx3GLGMMQYcyjfex8R8vEnGGMOFrakhXH+IxrfOmNMhzCP\nX8QYHjXGnMj3Gfw25OPfZIxZaozZFP3/8NcFbBP3zyFelOuKHUNcPgflOuU65br4Uq4rdgzKdcp1\nynXF+RystWl7A54EsqL3/wX4lwK2KQt8B7QCygPfALeHGENb3FpanwAdr7PdTqBuHD6DGx4/AZ/B\nvwKvRe+/VtDfQ/S50yG/9xu+L+AvgNHR+/2BmR5iGAL8f2H/3efb/8NAB2BDIc8/AywADPAAsMpD\nDI8C8+P4GTQCOkTvVwO2FvD3EPfPIY7vL+NzXVFjiOfnoFynXKdcF9+bcl3RY1CuU65Triv+55DW\nV4yttYus624NsBK35vHVOgHbrbXfW2svAm8CvUKMYbO1dktY+4vT8eP6GUT3NTl6fzLQO8R9X09R\n3lf+2GYB3YwxJsExxJW19lPg6HU26QVMsc5K3DrhjRIcQ1xZa/dZa7+O3j+F63Tf5KrN4v45xIty\nXbFiiOfnoFynXKdcF0fKdcWKQblOuU65rpifQ1oPjK8yDHfW4GpNgN35fv6Raz/YRLDAImPMV8aY\n7AQfO96fQQNr7b7o/f1Ag0K2q2iMWWOMWWmMCSPJFuV9/bRN9JftCdwSYGEp6mf7QrTMY5Yx5qYQ\nj18UyfJ/oLMx5htjzAJjzB3xOki0rOoeYNVVTyXL51BaynXXF8/PQbnu+jGAch0o14VFue76lOuU\n62KU65wbfg5elmsKkzFmMdCwgKd+Y62dF93mN8AlYJqvGIqgi7V2jzGmPvCRMebb6NmYRB2/VK4X\nQ/4frLXWGFNYK/Tm0c+gFfCxMWa9tfa7sGNNQu8BM6y1F4wxAe5MZ1fPMSXa17i//9PGmGeAd4Bb\nwj6IMaYqMBv4G2vtybD3H0/KdaHGUGLKdaWiXKdcd0PKdaHGUGLKdaWiXJeiuS7lB8bW2sev97wx\nZgjwHNDNWlvQf9w9QP4zOU2jj4UWQxH3sSf650FjzFxcqUaREmgIx4/rZ2CMOWCMaWSt3RctYThY\nyD5in8H3xphPcGd/SpNAi/K+Ytv8aIzJAmoAR0pxzGLHYK3Nf7xxuLk7iVTqv//Syp/MrLUfGGP+\nyxhT11p7OKxjGGPK4ZLnNGvtnAI28f45XI9yXWgxlOpzUK4reQzKdcp1RaFcF1oMynXKdTHKdc4N\nP4e0LqU2xjwN/E+gp7X2bCGbfQncYoxpaYwpj5uoH0rnvKIyxlQxxlSL3cc1lyiwy1ucxPszeBcY\nHL0/GLjmTKcxppYxpkL0fl3gZ8CmUh63KO8rf2wvAh8X8os2bjFcNd+hJ26eRCK9CwwyzgPAiXwl\nUglhjGlojJsDZIzphMtNof0ii+57PLDZWvt/C9nM++dQUsp1xRLPz0G5TrnuupTrSke5rliU65Tr\nlOuK+znYOHULS4YbsB1XW742eot1qWsMfJBvu2dw3cy+w5WohBlDH1xN+wXgALDw6hhwne2+id42\nhhlDUY6fgM+gDrAE2AYsBmpHH+8IjIvefxBYH/0M1gPDQzr2Ne8L+EfcL1WAisDb0X8rq4FWcfh3\neKMY/jn69/4NsBS4LeTjzwD2ATnRfwvDgVHAqOjzBvhTNL71XKfLZhxj+Hm+z2Al8GDIx++Cm++1\nLl8+eCbRn0O8bijXFTmGeH4OKNcp1ynXxfWGcl2RY4jn54BynXJdmuY6E32hiIiIiIiISEZK61Jq\nERERERERkRvRwFhEREREREQymgbGIiIiIiIiktE0MBYREREREZGMpoGxiIiIiIiIZDQNjCXtGWNq\nGmP+It/PHxpjjhtj5vuMS0REREREkoMGxpIJagJ/ke/nPwIDPcUiIiIiIiJJRgNjyQR/AG42xqw1\nxvzRWrsEOOU7KBERERERSQ5ZvgMQSYDXgHbW2va+AxERERERkeSjK8YiIiIiIiKS0TQwFhERERER\nkYymgbFkglNANd9BiIiIiIhIcjLWWt8xiMSdMWY6cBewAHgAuA2oChwBhltrF3oMT0REREREPNLA\nWERERERERDKaSqlFREREREQko2lgLCIiIiIiIhlNA2MRERERERHJaBoYi4iIiIiISEbTwFhERERE\nREQymgbGIiIiIiIiktE0MBYREREREZGMpoGxiIiIiIiIZLT/H6oDOeudukCdAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "n_populations = len(schedule)\n", - "fig, ax = plt.subplots(ncols=n_populations, sharex=True, sharey=True, figsize=(16,6))\n", - "samples = [pop.samples_list for pop in result_smc.populations]\n", - "for ii in range(n_populations):\n", - " s = samples[ii]\n", - " ax[ii].scatter(s[0], s[1], s=5, edgecolor='none');\n", - " ax[ii].set_title(\"Population {}\".format(ii));\n", - " ax[ii].plot([0, 2, -2, 0], [-1, 1, 1, -1], 'b')\n", - "ax[0].set_xlabel(result_smc.names_list[0]);\n", - "ax[0].set_ylabel(result_smc.names_list[1]);\n", - "ax[0].set_xlim([-2, 2])\n", - "ax[0].set_ylim([-1, 1]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It can be seen that the populations iteratively concentrate more and more around the true parameter values.\n", - "\n", - "Note that for the later populations some of the samples lie outside allowed region. This is due to the SMC algorithm sampling near previous samples, with *near* meaning a Gaussian distribution centered around previous samples with variance as twice the weighted empirical variance. However, the outliers carry zero weight, and have no effect on the estimates." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Bayesian Optimization for Likelihood-Free Inference (BOLFI)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In practice inference problems often have a more complicated and computationally heavy simulator than the model `MA2` here, and one simply cannot run it for millions of times. The [BOLFI](http://jmlr.csail.mit.edu/papers/v17/15-017.html) framework is likely to prove useful in such situation: a statistical model (e.g. [Gaussian process](https://en.wikipedia.org/wiki/Gaussian_process), GP) is created for the discrepancy, and its minimum is inferred with [Bayesian optimization](https://en.wikipedia.org/wiki/Bayesian_optimization). This approach typically reduces the number of required simulator calls by several orders of magnitude." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When dealing with a Gaussian process, it is advisable to take a logarithm of the discrepancies in order to reduce the effect that high discrepancies have on the GP. In ELFI such transformed node can be created easily:" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "log_d = elfi.Operation(np.log, d)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As BOLFI is a more advanced inference method, its interface is also a bit more involved. But not much: Using the same graphical model as earlier, the inference could begin by defining a Gaussian process model, for which we use the [GPy](https://sheffieldml.github.io/GPy/) library. This could then be given via a keyword argument `target_model`. In this case, we are happy with the default that ELFI creates for us when we just give it each parameter some `bounds`.\n", - "\n", - "Other notable arguments include the `initial_evidence`, which defines the number of initialization points sampled straight from the priors before starting to optimize the acquisition of points, and `update_interval` which defines how often the target model hyperparameters are optimized." - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "bolfi = elfi.BOLFI(log_d, batch_size=5, initial_evidence=20, update_interval=10, bounds=[(-2, 2), (-1, 1)])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Sometimes you may have some samples readily available. You could then initialize the GP model with a dictionary of previous results by giving `initial_evidence=result1.outputs`.\n", - "\n", - "The BOLFI class can now try to `fit` the surrogate model (the GP) to the relationship between parameter values and the resulting discrepancies. We'll request 200 evidence points (including the `initial_evidence` defined above)." - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:elfi.methods.methods:BOLFI: Fitting the surrogate model...\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 47.6 s, sys: 796 ms, total: 48.4 s\n", - "Wall time: 14.7 s\n" - ] - } - ], - "source": [ - "%time bolfi.fit(n_evidence=200)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Running this does not return anything currently, but internally the GP is now fitted. \n", - "\n", - "Note that in spite of the very few simulator runs, fitting the model took longer than any of the previous methods. Indeed, BOLFI is intended for scenarios where the simulator takes a lot of time to run." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The fitted `target_model` uses the GPy libarary, which can be investigated further:" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\n", - "Name : GP regression\n", - "Objective : 136.28701600037343\n", - "Number of Parameters : 4\n", - "Number of Optimization Parameters : 4\n", - "Updates : True\n", - "Parameters:\n", - " \u001b[1mGP_regression. \u001b[0;0m | value | constraints | priors\n", - " \u001b[1msum.rbf.variance \u001b[0;0m | 0.341008706617 | +ve | \n", - " \u001b[1msum.rbf.lengthscale \u001b[0;0m | 0.742691569995 | +ve | \n", - " \u001b[1msum.bias.variance \u001b[0;0m | 0.423438414136 | +ve | \n", - " \u001b[1mGaussian_noise.variance\u001b[0;0m | 0.178468369903 | +ve | " - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "bolfi.target_model" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAGDCAYAAABKn620AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnWd4HNXVgN+zRb334iL33hvGGBeKg2mGGEJvISQhpPDR\nA2mEBJJACKTQklASejfFGBewjQEbV9ybLFm9r9pqpS33+zErR7a10s5oZUlm3ufxY3tm7r1ndnfu\nnXNPE6UUJiYmJiYmJiYmJiYm3Y2lpwUwMTExMTExMTExMflmYCofJiYmJiYmJiYmJiYnBFP5MDEx\nMTExMTExMTE5IZjKh4mJiYmJiYmJiYnJCcFUPkxMTExMTExMTExMTgim8mFiYmJiYmJiYmJickIw\nlQ8Tk28QIpIuImtEpF5EHulpeUxMTEz6MiKyU0TmdnLNABFpEBFrB9c0iMjgkAsYQkRkhIhs9a8f\nP+lpeUz6LqbyYdLnEJHLRGS9iDSKSLn/3zeLiPjPPyciLf7JvFpElovIyAB9PSciD5zYOzhq/OtE\n5LMTOORNQCUQp5S67QSOa2JiYtLtiMinIlIjIuEnYjyl1Bil1KedXHNYKRWjlPK2kfHGY66JUUrl\ndqOooeBO4BOlVKxS6vGeFsak72IqHyZ9ChG5DXgM+BOQAaQDPwBmAWFtLv2jUioG6AeUA891kzy2\n7ug31IiGBRgI7FJmdVETE5OTDBHJAWYDCrigR4U5iWizzg0EdvakLCYnB6byYdJnEJF44H7gZqXU\nG0qpeqWxRSl1pVKq+dg2Sikn8BIwtp3+bgKuBO70W0ne8x+/W0QO+k3Lu0TkojZtrhORdSLyqIhU\nAb8WEauIPCIilSJySERuERHVOmGLSLyI/EtESkSkSEQe8LcZBTwJzPSP7whw39eJSK5fnkMicqX/\n+K9F5L9trss5ZtxPReR3IrIOcAIvANe2ud8zRWS6iHwhIg6/fH8TkbA2fY7xW46qRaRMRH7uP25p\n8zlVichrIpKk4+s0MTExCTXXAF+ibTZd2/aEiET65+l8EakVkc9EJNJ/7mr/8SoRuVdE8kTkTP+5\no6zjIjJXRArb/L/ttdNFZKOI1Pnnyz/7jx+Zm0Xkd2gK0t/88/Df/NcoERnq/3e8iLwgIhV+ue7z\nbx4dsZaLyMN+C88hETkn0AciInf51516EdkrImfouK+7RORroFFEVgHz2sg9XETOFZEt/vstEJFf\nHzP2aSLyuX99KRCR6/zHw/3yH/Z/Tk+2fhcm3wxM5cOkLzETCAfeDbaBiMSgKRhbjj2nlHoaeBG/\nlUQpdb7/1EG0xSEe+A3wXxHJbNN0BpCLZnX5HfA94BxgIjAZWHTMUM8BHmAoMAk4G7hRKbUbzWrz\nhX/8hHbkjwYeB85RSsUCpwJbg71/4Go0V6tY4Ppj7ncF4AVuBVLQPt8zgJv9Y8cCK4CPgCy//Cv9\n/f7Yf59z/OdqgL/rkMvExMQk1FyDNse9CCwQkfQ25x4GpqDNoUloLkQ+ERkNPIE2V2YByWgWcyM8\nBjymlIoDhgCvHXuBUupeYC1wi38evqWdfv6Ktv4MRptjr0Gbv1uZAexFm7f/CPxLRHM7bouIjABu\nAab5148FQJ6O+7kcOBdIUErNP0bufUCjX7YE/3U/FJFF/rEHAkv995KKtj62rl0PAcP9x4YC2cAv\ndchl0scxlQ+TvkQKUKmU8rQeaLOr0iQip7e59na/JeEAEANcF+wgSqnXlVLFSimfUupVYD8wvc0l\nxUqpvyqlPEqpJuBStAWnUClVgzaxtsqXDiwEfqaUalRKlQOPApfpuG8fMFZEIpVSJUopPWbv55RS\nO/2yutu5101KqS/95/OAp9AWO4DzgFKl1CNKKZff0rTef+4HwL3+e24Gfg0slj7ihmZiYnJyISKn\nobkFvaaU2oS2iXSF/5wFuAH4qVKqSCnlVUp97p+7FgPvK6XW+P//C7Q51whuYKiIpCilGpRSXxq4\nDyva+nCPf87NAx5BU45ayVdKPeOPIXkeyETbDDsWL9qG3WgRsSul8pRSB3WI87hSqsC/zh2HUupT\npdR2/1r5NfAy/1s/rgBWKKVeVkq5lVJVSqmtfiXpJuBWpVS1Uqoe+D361kSTPo6pfJj0JaqAlLYv\nuEqpU/0WgyqO/j0/rJRKUEplKKUu0DPhisg1omX0cPgVmLFoik8rBcc0yTrmWNt/DwTsQEmb/p4C\n0oKRRSnVCHwH7WW/REQ+kADB8wE4Vtaj8JvO3xeRUhGpQ1sEWu+1P9oC3h4Dgbfb3NNutIWuvQXQ\nxMTEpLu5FvhYKVXp//9L/M/1KgWIoP357Kj52z/nVhmU4btoO/p7ROQrETnPQB8paGtGfptj+WjW\ngVZKW//hdy0GbZPtKJRSB4CfoW0OlYvIKyKSpUOWztaPGSLyid89rBZtneps/UgFooBNbdaPj/zH\nTb4hmMqHSV/iC6AZuDCEfR4VeO03FT+DZqpO9is2OwAJ1AYo4Wgzff82/y5AkznFrwwlKKXilFJj\nAvR1vIBKLVNKnYW2u7XHLx9oJu+oNpdmdHZ/7fCEv89hfleBn/O/ey1AM/u3RwGaK1hCmz8RSqmi\nzu7HxMTEJJT44wUuBeb4N1JK0dxJJ4jIBLQMfy40V6hjKaHNnC0iUWiuV60EM88CoJTar5S6HG1z\n6Q/AG37X2eMu7eB2KtEsKAPbHBsAGJpblVIvKaVarULKLxeEZv14CVgC9FdKxaPFMLZdP9r7vCuB\nJmBMm7Uj3p8gxuQbgql8mPQZlFIOtBiMf4jIYhGJFS3weSLQ3gQfDGUc/YIdjTbhVgCIyPW0E6x+\nDK8BPxWRbBFJAO5qI3MJ8DHwiIjE+eUdIiKtpukyoJ+0CfJui2h1OS70L2DNQAP/cwnYCpwuWg75\neOCe4G/7CLFAHdDgt6j8sM2594FMEfmZP0AwVkRm+M89CfzOr6whIqkiEkql0MTExCRYFqFZXkej\nxRFMBEahxShco5TyAf8G/iwiWaIl/JgpWjreN4Dz/MHRYWhJTdq+G20FFopIkohkoFkS2kVErhKR\nVP94rQlE2nPhOnbdOYLfleo1tPk11j/H/h/w3/au7wjR6nLM99+nC+2lv+36EdR9dUAsUK2UconI\ndPxubn5eBM4UkUtFC7RPFpGJ/s/mGeBREUnzy5ktIgsMjG/SRzGVD5M+hVLqj2gT8Z1oE3gZmhvT\nXcDnBrr8F5o/rENE3lFK7ULzr/3C3/c4YF0nfTyDpmB8jRbY/iFagLnXf/4atDTAu9ACs99As2IA\nrEJLXVgqIpUcjwXtfouBajR/2h8CKKWWA6/6x92Epizo5Xa0BaPefx+vtp7w++KeBZyPZubfj5bt\nBLTAyiXAxyJSj5ZhZgYmJiYmJ55rgWeVVk+jtPUP8DfgSr+r7u3AduArtLn0D4DFH0P3I7Rd/BK0\nObqwTd//AbahBWp/TJs5sh2+BewUkQa0OfKyAPESj6HFyNWISHv1Mn6MZpnIBT7zy/bvzj+G4whH\ni0GsRJvD0/jfJpWe+wrEzcD9/jXgl7QJsFdKHUaLd7wN7fPeCkzwn74LLR7zS7+77wpghIHxTfoo\nosx0/yYmIUW0tIdPKqUGdnqxiYmJiUmvQkTy0DISruhpWUxMTkZMy4eJSRcRLX/8Qr9pORv4FfB2\nT8tlYmJiYmJiYtLb6FHlQ0T+LSLlIrIjwHkRkcdF5ICIfC0ik9ucu1ZE9vv/XNteexOTE4SgxaLU\noLld7cbMWW5iEjLMtcLExMTk5KFH3a5Eq8vQALyglGqvAvVCNN/HhWj+5I8ppWaIVkl5IzAVLTh4\nEzDFX2PBxMTExOQkwlwrTExMTE4eetTyoZRagxaIFIgL0RYb5S/WkyBapekFwHJ/gZoaYDlaoJeJ\niYmJyUmGuVaYmJiYnDz09piPbI4uclPoPxbouImJiYnJNw9zrTAxMTHpI9g6v6RvIyI3ATcBREdH\nTxk5Uk9x6O5je1GtoXbjsuNDLkOEzc3QpFIqnbGUNiToGr+j+2i9Nphr9FynB7evkTp3AVW1STS7\nw4NuNy47PqA89sgm7GEeBsf0Y0cQ32Mg2bdXlAECLe3LFbBdEGOKtKClc7cyNiuls8sBcDjdlNa5\ncHt92K0WMuIiSIiyBxxPcIN4AUEpO8HuZQTzXe53VKJQDEtIPaq6Y2dsL6rFandjj2qipTEKn0f/\nFJccV43N6qGsJqgi9J0yLjsOPHuBCLDlHJFTXx9de+71jOepLcfrrNXzsZ8UdLZWFJQ68Hi9DMpO\nPq5tbZOLgppahqQmEWm3t9v/ruoy4sIi6BfT8XepUOQ2FBFnjyY1PNHg3Zj0dvIbSwiz2MmMDG5+\nbo/KpkZKnPWMSUrHIsYf2fL6RsrrGxiTla5rvu0O8qsdeLw+hqQmGWpf0lhPdbOTMUnpQbepczdQ\n1lzDoOgsbGLVNV6duwClfMSHdWNyS89BwHpk/Qg9Cty7wZIA1qygW23atKlSKWWoMn1vVz6KOLpa\ndD//sSJg7jHHP22vA6XU08DTAFOnTlUbN27sDjl1M+uhVRQ52kv/DVYRvO3E4mQnRLLu7vkhl+Hf\nFz7NpMx45j57L9IcrWv8QPfR9tpgrtFznR42Vz7Ftqr/8OB/bqPFc3Qdv87uc8g9H7Z7ftjcNczu\nP4Rfjrkp4DWdyf51ZQkXfPg8FGeD4/hJtqN77nhMhc1Wgc3mwO1OJSM2K6jP7p0tRdzz1nZS3N4j\nx+x2K/ddPI4/Ldvb7vdiFUFJA3Z7GeDF7c7C54smOyESoEvf5Uf5e/nB6re5d9Z5XDyksxqP/2PI\nPR/iEy/D563G6YinYNPkTtsc+zsYM2gXl85/m+eXXkFu8aAjckPgeyqtdbX7nVhF2PjgQlTDU6iG\nR5Dk/yD2UR0+/+3139XnXs94Jc8bqTXW43TrWuHzKc7+4T+YP304P//uWce1feDDT3hzyw6+uvtH\n2KzHK+FbK4tZ9OELPD77Ai4YNLrDG9lQtZPf7HyK+8f+kClJozq81qTv8sDOf1LgLOOpafca7uO5\n3Rv59VcrWHnpT0mMiDQuy4ef8O623Xx1z82G+wgVv3pvBct27efLu37Y+cXt8Nev1/HI1rV8fuUd\nhFmDUyRWl2/ij3ue54kp9zAgOrPzBm1YWXwnTk8Z5w943oi4QeErnwnhZ2CJf6D7xqj5AXj2ISkr\nkSAVWRHJNzpeb3e7WgJc489kcgpQ668YvQw4W0QSRSQRONt/rM9wx4IR2K3Hf8F2i3D5jP5E2o9+\naCLtVu5YENoaPHcsGMGcnIPMHbSbf3x1JrXN0UTarbrGv2PBiE6vDeYaPdfpoaxpK3Y1GKscPTEH\nc5+Xz+jPsdgjnYRFNTEpYWTAa1qxCAFlf+PgdqxYoO74XdCO2nU2ptXqwGZz4PEkEmZJCfqz+9Oy\nvTS1UTwAmtxe/rRsb8Dv5fIZ/Qm3xtHcPBClwrDbi4mwu7hjwYguf5dnDxjOqMQ0Hv96HR5fewWC\n2+fyGf1RPgs1Bf2ITavAHtnxC3d7v4O9h4fjbI5g0vBtR8nd0T0F+k6OHI+6DCQK1fgs0P5vvT3s\nVgnJcx/seH2Ybl0rDpfWUO9sZtyw9l9MthQUMz47s13FA2Bt8SEEOC0zp9Ox1ldtJ9IazviEoXrF\nNOlD9I/KoMRVgcfn7fziANgs2jPt7kIfAI4mFwlREV3qI1RkJcThaHLhbHEbap8Qrq31jpbgNlsA\nIq3avTu9zbrHs0oYXl+L7nbBonxO8FUh1u71FpXw08FbCN7cbh2nlR61fIjIy2i7UikiUohWH8EO\noJR6Eq1S9EK0SphO4Hr/uWoR+S1apVKA+5VSHQUj9joWTdJ+SL95byc1Tu0hS4i08+sLxrBoUjZT\nBybxp2V7KXY0kZUQyR0LRhxpEyounJjJ7OTllDUk8sLW2WS3GSfY8VuPdXRtMNfouS5YvL5mKpt3\nMSr5Eh707+Af229H9/nAonEAvLy+AK9SWEU4Y7qiAJiYOOKoa/775eGjxo6yW/j9xePbld3l9fDu\noV2cmzOSuLhBvLj+MK2b5h21a+VYuSwC4TYLzd5abLYKvN4Y0qL7c+e3Rgb92RUH2BUvdjR1+L38\n7/PLJiqyCKutmJwUCxP7ZwZsEwwWEW6dcBo3ffoWb+fu4JKh44Nq1/rZvL7NRcqQXJIHFDDEcwq7\nSuqPPGcioBQBf++x4ZHszRvPuCGb2JwKP50/7ii527un1vNtfyuXz+h/RB6xxKMiLwHniyjPD1g0\nafBxfc0bmcr720pwNGlyJkbZ+dX52nzwzpaiLj0Xx36HCVF2lILaJveRsd/cVEiTO3hF70TS02vF\n9gPFAIwdcrzy4Wxxs6e0gu+dNi1g+7XFhxibnEFSRFSH4/iUjw3VO5icOAq7pX33LZOTg/5R6XiV\nj2JXBQOiMgz1EWbRlN0uKx/OJhIie4nyER8HQEltHUNSj3dx7IyEML/y0dxEWmRMUG2irJrrc5NR\n5UN1n/KBr9g/UOBNx5AQdrr2d/MasA3p3rH4hlU4701uV70B1fQBqvZWJP4hJPLinhYn5JQ2bWFZ\n4Y+Yl/kHBsTMDkmfv9/1b/bW5fHcjN8EbZo8lg/y9vCjNe/wnzO/w+ysQSGRa/PhYq5/4Q1GZaTx\n3LWLibDr21cIhctbWV0DVz/7Go4mF89du5jRmV2LmVBKcf4Hz1Hb4mLVopuwW/Tt3P925zPsqsvl\nhRn3636Rq3Lt5f2C65mRehsjE76tq20glLcKVXkmhM3EkviPoNu1usS1tUxF2q08ePG4kG9IAIjI\nJqXU1JB33Ic4dq34/b+Ws2rDPj5+4mYslqOf+/WHCrj2+Td46opFzBl+/PPc4G5m4iuP8b0x07lr\n8twOx91Xn8+tWx7hthFXMT99ekjuxaR3sr/+MD/b8jA/H/1dZqVMMNTH27k7uPWz9/l00ffJiTMe\nH7T46ZdIjIrkmasuMtxHqNiUX8SVz77GM1ddxOyhObrbf1acx1UrXuG1BVcyPT24F/aDDQX8ZPOf\nuHf0dzlV53fxedlDFDau49LB7+mWNRiU6xOU4/tI0qtI2KRuGaMVX+VCsKRhSXouqOu7slb0drer\nPsk7W4qY9dAqBt39AbMeWsU7W4p6WqTjUKoF1fAo2EZAxIU9LU63UNa0FYD0SGMT+7F4lY9tjn1M\nTBxhWPEAzeUqwR7FXS/khuQ3kl/l4OaX3yUjLpYnLr9Qt+IBoXF5S4+L4dlrFxMdFsYNL7zJ/vJK\n3XLA/56fwfd8SPH+OAoaannzYLu15TrkvKzZ1LkbWVuxVXfb5IgRJIUPY3/dEkK1QSPWZCT6+9C8\nAtWyIeh2HbnEmZwYdh4sYcyQjOMUD4CthSUATOgXwCWrohiP8jEzo/OA1PVVO7AgTE0a0zWBTXo9\n/aO0gOgCZ6nhPlqDo7viugVQ1+QiLiL4hCzdSVaCZvkodtQZap8Qrllwapr1u131SsuH1/9uYO3X\nfWO0EnY6tHyF8jV2+1Cm8hFiWncpixxNKLQA1Xve2t7rFBDV8AR4DyOxdyA6szv0FcqcW0kMG0K4\nNS4k/eU2FNLgcTIxYbjhPsqbGvi0KJeGshiKHa4u/0bqmlz84KV3AHj6yotIjDYWdLhoUjYPXjyO\n7IRIBM3iYWRnPTshjueuXYzdauX6598kt0Kfh8uxz091WTjiiuIPG9fQ4tW3wE5IGE5WZCofFK/V\n1a6V4XGLqG7eT4VLv+ITkOjrwJKBqnsIpYJzcerIJc6k+2lyucktrGLs0PaVi+1FpeQkJwb0md9a\nqblNTErpPIvMVsdeRsTlEGePNi6wSZ8gwhpOtC2SmhZjL9kALT4PABaL8Vc5j9dHZYOT5OiOXQJP\nFGmx0UTabewtM7Z51epqVdIY/Ocaa9OeN0dLve7xwqyxuH2NeHz6FZfgaO23awpmMEjYDMDtz87Y\nvZjKR4jpC7uUyr0dGp+EiEVakNFJiNfXQrlrGxlRnWc7CpYtNdp32BrvYYQlh3ahUHiqjw40N/Ib\n8Xh9/N8bH1JYU8tfv3M+A5M7TpPcGYsmZbPu7vkceuhc1t0937BLz8DkBJ6/djEKuPb5N8irCr6Y\n9PHPj6DK06hxN/LGwe265LCIhXMzT2NPfR4HGwo6b3AMg+MWYLdEs6f2Td1tAyESgcTeBp4d4ArO\nTJ+V0L5CGei4SWjZf7gCn1KMyGk/defu0ooOXQz31FQwICaB2LCOd5a9ysuhhiKGx3Zjyk6TXoNX\neXF6XMTZjCua+fU1WEToF208Fffu0nKcbveROL2exmqxcMqgAazef8iQ1Tk1MpqUiCh2VJcF3SbW\nHkVyWDx5jcW6x0sKH47CR03LAd1tg+JILMaq7um/LRb/70g1dP9Q3T7CN4zevkupVAuq9h6wpCBx\n9/W0ON1GRfNOvKqFjMgpIetzq2MvOdFZJIYZt6S8nbsTmiKh5fhdUr2/kRc3bOWzg/n84tz5TMs5\nASZZHQxOTeK5a7+Nx+fj5peXBJ25pN3PoCEGnJH8ffvnuq0fZ2bMINwSxvsGrB92SxRD484lv34V\nTZ4Q5rOIOB9sY1H1j6BU5995d2SBMwmevfnlAIwYeLyCUdfkoshRx8j0wLUa9jgqGJHYeSr8AmcZ\nzT43Q2N617Ns0j3UuRtRKOLDYg33kVtXQ/+Y+KBTyrbH5sPaC/fk/sHXd+hu5gzLochRx6HK4Deu\nWhERxiRlsKNanztbTnQWhwwoHynhWubLKtce3W2DwjYUrINQro+7p/+2iD9AX5luV32OXr9L2fhP\nLZdz3P2IJTTuSL2RUucmQEiPnBiS/pq9Leyqze2Sy9U+RwU7q8uIb2n/RUTPb6S8voHHP/mC2UNz\nuGRy8HUwTiTD0lL48+KFHKqs5sGPPg2qTfufgZDc1J+ixjpeP/i1LhlibFHMTZvK6vJN1LudutoC\njIi/GB8e9tW9q7ttIEQsSNw94CsFf+rdjgiVS5yJMfbllxMfE0Fa0vGZc/b4XUNGZbRv+XB5PRyq\nq2ZkQufKx8GGQgCGxnRzVhuTXkGtW9tdjrcHl5GpPQ7VVTMozlgxvlY2Hi4iOyGOjHjjSlComT1M\nS9ywev8hQ+3HJWew31GJyxN8ut6c6CwKnKW642eibGlEWBOpdO3WK2ZQiAhEnAUtG1A+R7eMcQSL\n3wpnxnz0PXrzLqXyHEQ1/B0iFiIR83panG6ltGkzyeEjQhbvsavuEG7lYWLiCMMJBd49tAurCLef\nMr3Lv5E/fbyWFq+Xe8+Z26Xg9+5m5uABfO+0aby+eQcf7dzX6fWBnp/75kxnUkoWf//6C5q9Hl0y\nnJc1m2afmxVlX+pqBxAfNoCsqBnsq30Hn9I3bkdI2DQIX4BqfBrlLe/0+lC5xJnoZ29+OSMGprX7\nnO0p1b67kRntKxcHHJX4lGJkYueZ3w7UFxBuCSM7KvjKzCZ9l9oWTflIMKh8KKU4VFdNTqzxLFdK\nKTYfLmbqgN41n2QnxDEsNZk1BpWPscnpeJVij6Mi6DaDY7LxKC+FTcG7a4GmHCSHj6SquZssH4CE\nnwV4oPmTbhtDG8ivfJiWj75Hb92lVMqHqr0PJAqJPXndrQA8PhcVTTvIiAxdvMdWx15sYiUvL8pQ\nQgGlFO/n7ebUjIFcPW1ol34jG/IKeW/7Hm6cNZWcZOMLz4nix/NmMqFfJr9YsoLCmtoOrw30/Fw0\nuR+3TpxNsbOO1w7os34MjslmdNxgPij+DF+QQd5tGRm/GKengsMNa3S37QiJvQOUG9Xwl5D2axI6\nPB4vuYVVDG/H5QpgT2klKdFRpMa277ff+vITjNvVgYYCBsdkYxVzWf4m4HBrwc1G3a7KmxpwetwM\n7oLlI6/KQVWjk8kDeo/LVSunD8thY34RDc36M0mNTdLqpmyvCt71Kida+wyMxH0kR4yktiUPt6+b\n3Ovt47REJd3temUqH32bXrlL6XwJ3JuQ2HsQa2D/5JOB8qav8eEhIyqE8R41exkZl8NfPj5kKKHA\nzuoy8usdnJszCjD+G/F4ffz2g1VkxcdxUwdFzXoTdquVR759DgrF7W8uxd1J3Eagz2Z2Zg5TUrN5\nYvuXuotqnZt1GiWuSjbX6N+dyo4+hRhbZkgDzwHENgCiroKmN1Hu7jHZm3SN3KJq3B4vw3MCKR8V\nAa0eAHtrKgizWDvdnfYpH7kNhabL1TeII8qHQctHbp0Wh9YVt6uN+Zqr39SBveAd5RhOHzYIt8/H\nuoP5uttmR8eRGB7JDh3KR7/IdGxiJbdBf9bJ5PCRKHxUN3du3TeCiEVzvWr+DOXreAOva+PYgXCU\nGXBuEgqUex+q/g8QNhsie76IUHdT0vQVgpX0yOCqYndGvbuRgw2FTEgYbjihwAf5e7CKcHb/YV2S\n5fXN29lfUcXdC04nMqzvVEDulxjP/eefydbCEv72qX73J9DM2z8aN5NiZx3vHdL3sj4rZQIJ9lg+\nKP5M97gWsTIi4WLKmrZQ03xQd/uOkJibQeJR9Q+GrJ6ISeg4WKhZLoYNOF7B8PkUuZXVDE0LXIW5\n1Sff1kkqVIe7AZevhezIrhXmNOk7HKgvIN4eYzjb1fqyAgQYk2TcTe/97XvJTohjUHLX4ka6g8kD\nskiNiea1TfqyHIK2VkxN68dnJXlBz6s2i5XhsQP52rFf93jpkROwiJ38hu7LSCWRiwEPqv5P3TaG\nFlPSjIjx7GnBYiofJzlKuVC1t4IlFon/Q6+ODwgVxc6vSI0Yi90Smlz5Xzv2o1BMTBhhKKGAUoql\n+Xs5NWMgSRHGc6nXNbl4/JMvmDawH2eNGmq4n55i4dgRLJ40lqfXbuCL3MOG+piXPYQRCak8ufNL\nfDpe1u0WOwsyZvJV9U5Km6p0jzs07lwsEsbe2rd0t+0IscQjMT+Gli9PTCpFE13kFlZhs1oYkH58\nGuuSunpcHg+DUwK/uBU21NI/pvOFvLXWQ1IXMumZ9B2UUmx17GVCwnDDa/InhQeZlJpteE3Jr3Kw\nPq+AxZPGtls8s6exW61cOX0C6w7mc6Bc/5x9Vr+hFDXWsaum85i6VqYmjWZ/w2GqddZeCbfGMTBm\nHgfqlnaRsrikAAAgAElEQVSb65XYR0HUddD0mq4itbpw79T+tnd/EhtT+TjJUXUPgmc/Ev/Hk97d\nCsDlqaG6eR9ZUdND1udWxz4ireEMjx1oKKHArppy8uprOGfgyC7J8dTaDTicTdy94HTDC5bRYPlQ\n8fNz5jI4JYk731pKVYP+7FMiwg/GzmCfo5JPivRZIc7JnIUAH5bot35EWBMYFHMmB+uW0eINsT9s\n1GVgG4aq+xXKF8KUviZd5lBRFQMyErHZjk9lmlvpd3sJEHellKKwsZZ+OpSPrqTxNuk7FDhLqW6p\nY2KCsUQ0FU2NbKsqYV72YMMyvLFlBxYRLp40xnAf3c2lU8YRbrPyn/VbdLed128oAqwoCN6SMTVp\nNACbqvW7wY6IX4Tb10Be/UrdbYNFYn4M1n6o2l+gVDcUNXTv0v62jw5938dgKh8nMcq1DJpehugb\nkfDTelqcE0JJ0yYAsqJCFw+x1bGXsfFDsVmshhIKLM3fi0WEBQOMp+ktqHbwwvqtLJo4mjFZxszs\nx1YP70pldaNEhdn58yXnUtvUzN3vLMPn0+9q5HPEY/WE8d33P9SlQKVGJHJKyniWl35Jiy/4FIyt\njEy4GI9ycrB+qe62HSFiR+IfBp8DVXuX6X7Vi8gtqmJwv/bdqlprEAxKaV/5cDS7aHC3mMqHyXFs\ndWixAZMMFqxdU5wLaJZgI7i9Xt7ZupM5wwaRHmc81W93kxQdxQXjR/Hutt3UOPVZFFIjoxmfksmn\nRblBtxkcnU1yWDxfVe/UKyppERNICBvE3tq3dbcNFrFEIXH3g/eQtlkV4rVCeXaAtR9i6f5ENqby\ncZKivCWo2nvBPg6J+VlPi3PCKHF+hd0SQ3JE16wMrZS7qiluqmBCm/oeeoLFlVJ8mL+HU9IHkNwF\nl6uHV3yGzSL8bP4sw30cXz3cWGX1rjIiPYW7F8xh7YE8Xt2kL3PVO1uKuO/tnXgrkyHKSVFzpS4F\n6rzM2dR5GllTvlm33CkRo0kOH8Xe2rdCPumLfZRW+6N5NTg7r/1h0v24mt0UV9QyKKt95SOvqobY\n8HCSo9t/rgsatJz8/WOOd9k6FlP5+Gax1bGXzIgU0iKMxVqsKjxIWmSM4XiP1fsOUdHg7LU1otpy\n9YxJuDweXjcQ+zEvewhbK4updgVnZRcRpiaNZkvNHtw+fanVRYTh8RdR1by7+woOgraRHH0LNL0F\njU+HtnP3TrCdGEuYqXychCiltLS6eJD4RxEJ62mRTghKKYqdG8iMnIJFbO1eE8jtKNDxbV3codrr\nqCC3rpqFXXC52pRfxLJd+7lx1rQu7VIZDZbvDi6fNp5TBvXn0ZXrqG4M3v3qiAJVkwQeK6RU6FKg\nxicMo39UOh+U6K94DjAy4dvUtuRR2qRfeemUyCsg/Cyt8rlbn1JmEnoOFVejFAwKaPmoZlBKYkAX\nyMJGLStNcJaPeqKsEURYvxlz9TcZr/LytWM/Ew2uKR6fj7Ulh5ibPdiw++3rm3eQFhvN6f5ifr2Z\n4ekpnDp4AC9u2IbHqy9V+tzswShgbXHw9UJOSR6H0+tiu4HA8yGx38ImEd1q/QC/+1XEeaiGR1Cu\nj0LSp/LVgfcwYjeVDxOjNL0OLWuRmNu0dJ7fEOrcBTR6ysgM4HIVyO3ovne2B3RH2urYR4I9loFR\nmYZkWpq/FwHDLldKKf748RrSY2O4/tSupQ42EizfXYgI950zD2eLmz+vWBd0uyOKkrJAdTLE1kO4\nK2gFSkQ4N3M2++oPs69efwrHQTFnEG6JZ48jtGl3W2WT+N+DJRXluBXl6/50hyaBOVSkBbkOzg6g\nfFTVkJMc2KpR1BC88uFw15NgsN6DSd9iV20uTd5mJiYYWxM2lB2mrqWZuQbjPfKqalh7II+LJ47B\nZu0br4CXTR1PWX2D7rS745MzSY6I4mMdcR8TEoYTYQljbaX+OJMwawyDYs/iUP1ymjzdF7+nrRUP\ngn0yynG75mLfVVq+0v62j+t6X0HQN355JkGjPLmo+t9B2EyIurKnxTmhFDV+AWh1GdojkNvRy+sL\nArgj7WGbY1+XMpIsO7yPaWn9SI00mE4xr5BtRaXcPGcGUV1MrWskWL47GZqWzDWnTOKNLTvYVlgS\nVJujFKWaZPAJJFfqUqDOSJ9GhCWMDw2k3bVawhkWfx4FjWtpdOurhBsMYolHEv4M3uJu8ek1CZ7D\nJTVYLUK/djJdtXi8lNU10C8xsGJR6XISZrESZw/vdCyf8mExl+NvBCvLNhBpDT8S3KyXVw98Taw9\n3HC8x18/+YJwm5WrZkw01L4nmDt8MKkx0boDzy0iLBw4khWFB6hrcQXVJtwaxuzUyawp34zTo98r\nYEziFXiVm+01z+tuqweRcCTxCbCPRjl+gmr8b5f6U87nwZIOYaFL1tMR5mx3EqFUC8pxGxDuT6v7\nzfp6i5xfEmcfQKy9/WqtgXbHvQFe8Ko8ldS01DEx0dgOVX59DXscFZzdhUDzZz/fRFJUJIsmdD37\nhJFg+e7m5jmnkBoTzf0frMLr69ykfpQC5bVp7lfxDr43P/jibFG2SOanT2N1xWbq3fozV42IvxhQ\nIS862IqETdbM6q73wPVOt4xh0jmHS2vITI3H3k6mq9K6ehSQnRBY+ahyOUmOiApq48IiFhSmonmy\n0+RtZm3FFmanTiLC2rlSeiyO5iaW5u/losFjiLTp34zaU1rBBzv2cs0pk0mJCU0q+hNBmE1Lu/uZ\ngbS73x4ylmavhw/zg49tPCdzFi5fC5+Ub9QrKvFhAxkat5C9te/Q4A5uU80oYklEkp6H8Pmo+vvx\n1T9saMNKuXdCy5dI9HX+QoPdzzfr7fQkRzX8BTw7kfjfI9aMnhbnhNLsraPEuZH+MbMDXhNod9wa\n4OUgs78WBGo0HeLHh7V4EaMuV7kV1azef4grpk8g3N5+DItejFZW7y5iwsO48+zT2VlSzhubd3R6\n/bEKVLqnHxaBEmuhrnEXZp5Gi8/NirL1+mW2ZzIwZh57a9+mxdtNrlHR3wf7dFTdb1Ce4P2VTULH\n4dIaBmS0n/WlyKHNDdkJgQPEq11OEsODs8hZENPK9Q3gs4otuHwtnJXevnW+M97O3UmLz8t3hk0w\n1P4vq9YRFxHODV104e0JvjNlPOE2Ky/otH5MSM5kSHwybx0MPmB9eOwAhsT048OSdYaeywlJNwDC\n1qp/6W6rF5FIJOGvEPkdaHwaVXsbyhu8VV4pH6rxaZBoiLy0GyU9GlP5OElQzeug8Z8QeRkScWZP\ni3PCOdywBoWXQTFnBLwmkNvR5TP6t3t8xFAnWRGphjOSLDu8n9GJaUFlu2mP577cTJjVyuVTjS00\nfYXzxo1g2sB+/HnluqDSKbZVoNbfcQ7n5YzixX1bgjarAwyKyWZ03GA+LF6HT+kLYgQYm3gVbl9j\ntwUWiliRhIeBMJTj/1CqpcPre7p+y8lIQQfKR7Ff+ejXkfLR3BR0hjsRwYf+36FJ32J56XqyI9MY\nFac/0FspxSv7tzE+OcNQlqvNh4v5dN8hvjtrKvGREbrb9zSJ0ZH+tLu7dKXdFREuHjyWDeWFHK53\nBN3mnMxZ5DUWs6c+T7es0fZ0RsZfRG79Rziau3/zSMSGxN2vZTZ1fYiqmI+v9j6UJy9gG6WaUM5X\nUJULwbUUoq5ALCcu7sxUPk4ClK8aVXsXWAdr6Tq/geQ1rCTGnkVSeGArRSC3owcWjTvu+AMXjaJc\nFTA5aZQheSqaGtlUUXiU1UPPC2J1o5N3t+3iwgmjSI4xnqJXD0opDhVVUVxeqzurSFcQEX6xcB4N\nrmb+sjL44PNWbhoznQZ3Cy/t26qr3blZp1HsqjiS0UwPyREjyIyaxm7Ha3h93VDsCRBrhhaA7tmJ\nctyGUu3XJukN9VtONtweH64WT4eWD4tIh9nnql3OoKtPW7DgMy0fJzXFTRXsrDvImenTDcUQbq0s\nYa+jwrDV48k160mOjuLqGZMMte8NXHPKJJo9Xl7TmXb3osFjEOCt3M6t663MSZ1CpDWcpcX61ySA\ncYnXYJUItlQ9Y6i9XkQEibkZSfkYIhdD0zuoygX4HD/V3Kr8KG8Zvvo/o8rnoOp+CRKJxD+MxNx6\nQuRsJTS+HCY9hpZW917w1SDJTyNy4jMX9TQur4MS50bGJF7R6aS+aFJ2u65Gxx7fWrOX5u0tTEk0\npnwsL9iP4n8uV60viK2B7a0viK1jH8vLX31Ns8fLdTMnGxpfD4eKqlj2+R6Wf7mHwnItQ4/VIqQl\nxZKZEkdmShxZqfEMyExk3rRh7frAd5Xh6SlcNWMiL3y5hcWTxzIuO3i3wbHJGZyWmcO/d2/k+lFT\nCbcGN63NSpnA0/YY3i9ey6RE/amQxyVezcdFP+FA/VJGxC/S3T4YJOJMiP05qv73KMdPIeEvx6XO\n7qh+S0+71fVV3B4PEcCAzMDKR3psDHZr4GehulmH25WIGfNxkrOidD0WhPnpxgJ6X92/jUibnQty\n9Mf/HayoYs2BPH4yb2aXE5f0JMPSWtPubuX6mVMIC3ItyoqO49SMgbx1cAc/HT8rKOUvyhbBvLRp\nrChbz/fcFxFr1xcjE2FLZEzi5Wyr/heVrl2kRHR/1XAAsQ1A4n+DirlFCyJ3voRyLUWFnQqWBHAt\nBzwQfgYSfT3YpxpOqNMVTMtHX8f5PDSvRGJvR+wn5sfd28hv+BSFl5yY+SHrc1PNbmxiZXzCUEPt\nlxfsZ0BMAiMSUgF9Bf5aPF5e/mobpw/NYUhq+2k+u0qlo4GXlm7iml/8l8vufp7n39tAVmo8d11/\nJvfeeDbXnD+dCSOy8foUG3Ye5p/vfMEv/vEhl939PKs3HugW//Rb5s4kOTqKBz78RHfl8++PmUF5\nUwPv5gZfmdZusXN2xilsqNpBuUt/WsSMyCkkh49iZ81L+JS38wYGkejrkNhfQPMKlOOnx7lg9ab6\nLScLLf5ntX87ma4AimvryYwP7KLg8flocLeQEKTyYbfYcXm7x4Jm0vO0+NwsK/2CyUmjSAnX74Zb\n7XLyzqGdnJ8zitgw/YHq/1i9ngibjcumjtfdtrdx/cwplNc38u62XbraXTJ0PIcbHKwrCT5d78LM\nWbT43CwtMWb9GJN4GRHWBDZU/AVlwL23K4g1FUvs7UjqaiTmNvDs04rYRl2OpCzHkvgPJGxajyge\nYFo++jTKvQtV/0cIPxOirutpcXqM3LplxIflkBRuPKvUsWyq3s3Y+KGGMpI0ultYV5LH1SMmH3mw\n9bwgLt99gMpGZ7ekQnS1uHnw3yv4+PM9+JRi1KB0br1qLmfNGEFyQuCdnRa3h692Huavr6zlzseW\nMGVUf3525RyGD0wLmWyxEeHcftZs7n5nGW9v28W3JwVf7Oi0zBxGJqbyz91fccnQ8UFPqAszT+PN\ngpV8UPIZ1w+6QJe8IsLYxCtZXXofBQ1rGBg7T1d7XWNFXw0Iqv5+vwXksSMWkKyESIra+R31RP2W\nk4UWjxe7zUpqUvtuVRUNjYzKSA3Y3uXVXOSigsxIlBqeQL3HicvbbGjOMendfFq+EYe7nkXZxuaI\n/+zdjMvr4cbR7dew6ojWDFffO20aSdEnxoW3Ozlt6EAmZGfwxJr1XDhhFGG24F5jzxk4ggc2ruS5\nPRs5LSsnqDaDYrKZkjiKd4tWc2H2XMJ1FgG1W6KZmvJjPiv7LTsdrzA28Qpd7UOBWGIh5vsQ/V3A\n12uKTpuWjz6KUi2o2jvBkoTEP9hj2mtP0+Aupdy1jUGxZ4XsM6hw1ZDvLGGKwXiPtSWHaPF5ObP/\n/6wmegr8vfTVVgYkxnPakBxD4wfCUd/ELQ++wbLPd3P5OZN57Y/X8dz9V3LZgskdKh4AYXYbsyYO\n5r+/u5o7rp3PgYIKrvnFf3ngmWVUOkKX8emC8aOY1D+TR5avpcEV/E6wiPDdUdPY56jks5K8oNul\nRSQxM2U8y0o+x+XtOKi7PQbEzCHW3o/tNf/t9mxFEn0VEvtLaF55lAWkt9VvORlwu71kpsRhtbS/\nRJbXN5DaQarSJo8HgEhrsMqH5t5V0RxcQKxJ30EpxduFnzAoOttQYUGXx83zezYxP3sIwxMCK7yB\neHSlluHqxllTdbftjYgIP553KsW19byxOXhLd7jVxhXDJ7Gy8AD59TVBt7uk/5k43PUsN5AZEWBw\n7LcYED2XLZVPUuXaY6iPUCBi6zWKB5jKR59FNfwVPPuQ+AcQS+cVdE9W8upXADAo5qyQ9bm5ZjeA\n4XiPFQUHiA+LYGpavyPHgn1B3FNawabDxVw2bQIWS+gUyoKyGr77m5fZl1/O7398Hj+5fA4DM/Vn\n8bJZLSw+cyJvPnwDl39rCkvX7Wbx7c/y0tJNIXn5tliEn39rLtXOJp7/Ul9KxQsGjSYlIpp/7f5K\nX7usOdR7nKw2kNPdIlbGJF5BVfNuypr0V8TVS3sKSG+s39LXafF4yU5rf15taG7B2eImLTaw8uHy\naJaPiCB3ZVP9GfUqDLj/mfRu1lfv4LCzlIv7zTO0Qfb6we1UNzdx05gZuttuPlzE6v2HuLGPZrgK\nxKwhA5gyIIsn167H5fYE3e6q4ZOwioUX9mwOus3Y+KGMjMvhrYKVeA2414oIp6bfTYQtiTWlv8Lt\nc+ru42TEVD76IKplGzQ+A5GLkfC5PS1Oj5Jb/zGpEWOIC+vX+cVBsqlmN6nhiQyI0l8rxevzsarw\nAPOyh2C3/E/ZCPYF8cUNWwm3Wbl4YvAuR52x40AJN/7mFeobXfzt7kuYP63r7mmx0RH89Io5vPKH\na5kyqj+PvbSav76yJiQKyLjsDM4aOZRnv9iEwxl8+txwq42rR0zi06JcDjgqg243Jn4Ig6KzWVJs\nTP4hsecQYU1kR03XKswGy3EKiK++19Vv6eu43R6yUttXPirqtcKUabGBM101+d2ugi0El+a3fJQ3\nB78ja9L7UUrxYt6HZEakMCdNf20Nr8/HP3dtYEJyJjPSgy+k2jr2n1esIzWm+zNcKaWornWydW8R\nSz7dzl9fXsO/3vmSqlr9RVyDQUT4ybxTKa9v5LVNXwfdLi0qhnNzRvLaga9pdAdn6RYRLul/FmXN\n1awpD15paUu4NY7Z6b+izl3IVxWPGerjZMOM+ehjKOXyu1ulI7HfzLS6rdQ0H6Sm5QDTU0OXIs7j\n87KlZi+zUycb2qXaUllMdXMTZ/Q7PlA9UKatVuqaXLy/fQ/njxtFQlRodqlWbzzAL574kNSEaB69\n4+KAqUON0j89kYf/70IefmEVL364CY/Xx61Xzu2yC9wt82ayYs8B/vX5Rm4787Sg2105fBJ/3/4F\nz+7ZxO9OWRBUGxHhguzTeWzfy2yvPcD4hGG6ZLVZwhmVcClbqp6iuvkASeHGkhToQaKvAhFU3W9R\nledA3C+RiLO7fdxvCl6fol+AYPOKBu2FKrUDy8cRt6sglY/k8HgsCBWm8nFS8UXV1+Q2FvF/I67C\nKvqzBH5csI/8egd3nq5/Tl17II+Nh4v45cL5RHZDhqsDBRW8tHQzecVVHC6pod75PzdZu82Kx+vl\n2XfXc86sUVx+zhQGZ4c2ecqMQf2ZkdOfp9d+xSWTxwV9j9eNnMq7h3bx1sEdXD0yuGyS05PGMDAq\nk9cLVjA3zVh2qIyoSYxLvIbtNc+TFTWDnNjQJcjpi5iWjz6Gqn8UvIe0KuYnsCBMb+RQ/XIEKzkd\nFBbUy576PJxel+F4j+UF+7GJhTnZ+otIvb11F01uD1dMD01RwTdXbOOux5cwtH8Kz/zy8pArHq2I\nCLdfM5/LFkzm1WVbePiFVbqzVR3LiPQUFo4dwX/Xb6GyIfjds5TIaBYNHsObB7dT4wo+29Oc1CnE\n2aJZUrTaiLiMiL8Im0Sx8wRZPwAk6kok+TWwJKEct+Cr+RHKW37Cxj+ZsYiQHcDyUV6vxTh1HPPh\nd7sKMu2zVawkhycYyrpm0jvxKR8v5S8lOzKNuQasHkopnty5ngExCXxrgD5rtdfn49GV6+iXEMfi\nyWN1j91Z3y8t3cT1v3qJ1ZsOEBlu56xTRvCzK+fy6O0X8dYjN7D6Xz/mtT9ezwVzxrLsiz1cfvfz\n/PSPb7J280G8vtBlffrp/JlUNjp5cUPwNZ4mpWYxISWTZ/dsDLq2jkUsLO5/BvnOEjZUB18r5Fgm\nJn+X1IgxfF7+EA3uEsP9nAyYykcfQrVsAOdzEHk5Ej6rp8XpUZTykVu/jMyoqUTajFUgb49N1bux\nYDEUGAiwqvAg09L7ERemz3KhlOK1TduZkJ3B6MyuZ5B6e9XX/PH5lZw2cTD/uOcSkuK7N8uJiPCz\nK+dw1cKpvLFiG394bkWXFZBb5s6k2ePlmc/0xWLcMGoqLq+HVw5sC7pNuDWMBZkzWV+13dALYLg1\njuHxF3CofuUJXVTEPh5JfhOJuR2a16AqF6Kcb3Z78PvJzoicNE6bPLjdc9WNms92SgfKh8+fVtMW\nIGC9PQZGZXKgoUCHlCa9mTUVmznUWMwVA88xZPVYW5LHtsoSbhozI2Dig0C8vXUXu0sr+NkZs4Ku\nhREMuUVVfO/+V3jspdXMGJfDG3+6nr/fcwl3XX8ml39rMqdOGER2WgJWi4UBGYnced0ZLPnL9/j+\nt0/lYGEltz/6Lt++7d988tX+kMgzeUA2s4fm8M91G2lsDj5hyA2jppFbV83yguDlOD11ChkRyfwn\n7wO8BtPmWsTG7IzfAPBpyb14ffqTnJwsmMpHH0H5GlC1d4O1HxJ7Z0+L0+OUNW2j0VPGkNhvhbTf\nzTW7GRWXQ7RNf5rSggYH+2sr23W56nTcw8UcrKzm0injdLc9lvySah598VNOGTeQh35yPhHhJ6ao\nlIhwy2Wzuf6CGbzzyXYe+OfHXdrlGpSSyAXjR/HKxm2U1QWfUWtkYhqnZgzkP3s249Ex/sJMzb1r\nacnnumUFGJ3wHQB2OV4z1N4oInYk5iYkZQnYhqPq7kHV3IDyBJ/P3uR4Ar3wVTc2YRUhLiK0KXHH\nxA/msLOUOnf3+MmbnDjcPg//yfuAQdHZnJ6qP95CKcVj2z4jMyqWS4bqWxPqXc08unIdk/tnce7Y\n0GS883i8PLdkPdfc918Kyxzcf/NC/vSzC0iM63xTKyE2khsWncI7f76RB39yHnExEfz8r+/z3hrj\nFoS23DxnBo4mF6/qqHp+7sCRDIhJ4B87vgh6o8ZmsXLdoAs41FjM8tIvjYpLrD2L09Lvo6p5D19V\nPm64n76OqXz0EVT9Q+AtQuL/gFj0Vdo8Gcmt/wibRNI/5vSQ9eloqedAQwGTDbpcfVJ4EID5BpSP\n1zZvJzosjHO6uFh4PF5+/eRSIsJs/OKmBdi6oRp5R4gI3198Kt+7aCYfrN3J/U99hMdrXAH50ZwZ\neLw+nvlMXwar60ZOodhZx7LD+4JukxaRxIzkcXxUuo4Wn1uvqETb0xkcezb7a5fg8tbqbt9VxDYI\nSfovEvcrcG9FVZ6Fr3IRvvrHUO4dpjUkRNQ4m0iIigxpNjqA0fFDANhVlxvSfk1OPB+XfkGpq4pr\nB52HRfS/Zn1WksemiiJuHjeT8CBd91r5x+r1VDc6+fk5XY+9A9iXX8ENv3mZJ15fx5wpQ3jloetY\nMHOk7r5tNivzpw3n6fu+w7SxA3jgmY95fXnw7lKBmNQ/i5mD+vPs5xuDznxls1i4acwMtlWW8EXZ\n4aDHOi1lImPihvBC3vs0eowXcR0QczpjEq9kb+1b5NZ9bLifvoypfPQBVPOn0PQaRH8XCTs5cnV3\nBY+vmbyGVQyMmYvdErpCaltqtBzcRlPsriw8SE5sIoPj9LmBOVvcLN99gIVjhxPVxcDA55ZsYFdu\nGXddfyYpCYGz8XQnIsKNF8/kh5fM4qPP9/DH51Ya7qt/UgIXTxrDq5u2U1JbH3S7M/oNpX9MPM/u\n1ueydW7WbOrcjXxWYSxt7pjEK/Eo1wmN/WiLiEWLBUlZqllIJRIan0BVXYyqmI2v9pco1yeaMtK8\nHuVahWpagnK+zPZ9j/CT5/9BWMZQ/Q7q3yCqnU0khighRFuGxw7AJlZ21h4Med8mJw6Xt5mXDy9j\nTNwQpiaO1t1eKcVf/FaPS4fqq0ieV1XDf9Zv4eJJYxibla577GPZsCOfG379EhU1DTz0k/P53S3n\nddmFNyLczsO3Xsjpk4fw8Aur+M/7+jaW2uOHc06hosHJm1uCt6YsHjqOlIhontj+RdBtRITvDbmI\nOncjrx7umtIwOfn7pEVM4PPyBylvCt5qc7LQo8qHiHxLRPaKyAERubud84+KyFb/n30i4mhzztvm\n3JITK/mJQ3O3+gXYhiExP+1pcXoFhY2f4fY1Mjgu1C5Xe4izRzMkRn/aXqe7hS9K85nfb4jutqv2\nHsTZ4ua8cSN1t23LrtxS/v3ul3xr1ijOmB66au9Gue6CGVxz3jTe/XQ7yz7fbbifH5w+A5TiqbUb\ngm5jtVi4duQUNlYUsr2qNOh2ExOG0y8yjfeK1xoRlcTwwQyOPZvdjtdxeioM9REKxJqBRN+IJfll\nJO1zJP4PYJ8MrvdQju9rykjN1SjHD1C1t6PqfsWYuKeYkGYsleSJoLesFzXOJhKjQh9DFWaxMyJ2\noKl89HGWFK2hpqWO6wadb8jy0BWrx+OrPifMauVn87seE7r7UBl3PbaEgZmJvPzgtcybpi8LYEeE\n2W08+OPzOHvmCP726lqeenNdlyyz0wZmM2VAFv/8bCMtnuBqcURYbXx39DTWluTpWiOGxQ7gzPTp\nvFv0KcVNxud4i9iYl/l7omyprCq+g9qWPMN99UV6TPkQESvwd+AcYDRwuYgctU2glLpVKTVRKTUR\n+CvwVpvTTa3nlFIXnDDBTzCq4XHwlSNxv0cktD7GfZWD9R8RaU0hIzK4NHnB4FM+NtfsYXLCSENm\n8s9L82nxeZmfrd/l6r2v95ARF8O0gcZrlbia3fz6yaUkJ0Rz+9XzDPcTar6/eBbjh2fx0LMrKSgz\nllPliX8AACAASURBVEY025+x5c3NOyisCd6d6dKh44m2hemyfogI52Wdzr76fPbVG4uZmJh8Iz7l\nZVv1c4bahxqxJCGRF2FJfBxJW48kPockPIEkvqAFq6csY9Grf2DM3x7it6sX9bS47dKb1ouaxu6x\nfACMjh/MgYYCXN7mzi826XXUu528UbiC6UljGB3ffsKCjuiK1WN3STkf7tzHNadM6jANdDAUlNVw\n65/eIj4mkr/ccTEJsaHzMGjFZrPy6x+cwwVzxvLvd9bz+MvG60SJCD84fQYldfUs+Tr4ja6rhk8i\n1h7OEzuCt34AXJNzHnaLjX/nvqtX1KOIsCVyVvajiFhZXvR/PbphdaLpScvHdOCAUipXKdUCvAJc\n2MH1lwMvnxDJegnKvQucL0DkZUhYaNKv9nWaPNUUNX7J4NizsRjIIBKIQ41FONz1huM9VhUdJNoW\nxnSdhaBqnE2sO5jPuWNHdMmH/Kk3Pye/pIZf3vQtYqN7TyVbm9XCb3+4EJtVuO/vH+IOclfqWH5w\n+gxEhCfXBG/9iAuLYPGQsbyft5uKpuCDeM9In0akNZz3i4xZP2Lt2QyPv5D9tUuoayk01Ed3IRKG\nhJ+KRJyBhJ+C2MchtkFsLwmjyRMOhDaOIYT0mvVCs3x08jLm3/EONpVnK2Pjh+JVPnaY1o8+yRuF\nK3B6XFyTc56h9kesHmP1Wz0eXbmO+Ihwbji1a16TZdX1/OQPb+FTisfuvJjUxO5z37VaLNxzw1lc\nevYkXlq6id//a7nhJCWnDRnI2Kx0nlq7Abc3uHUmNiyca0ZOZmn+Xg7UVgU9VlJ4PJf2P4svqr5m\na81eQ/IekcGezZlZj9DsrWNF0e20eINPrtKX6UnlIxtom1ew0H/sOERkIDAIWNXmcISIbBSRL0Uk\n4HadiNzkv25jRUXf0SqV8qJq7wNLEhJ7W0+L02vIrf8IhZchcQtD2u+mai3eY1KiftcnpRSri3KZ\nlTmQMKs+hWj57gN4fD7O7YLL1a7cUl75aDMXzx/PtDEDDPfTXWSkxHHvjWez51AZT7z+maE+0uNi\nuHTKON7ZtouCakfnDfxcM3IKLT4vL+8PPrAxyhbJ/LRprKnYTK3b2EIwPulaLGJlW/W/DbU/0WQl\nhH5nM8R0+3oRzFqhlKLO1Ux8ZMcKfuuLY3OQL0GtjE8YRrQtkk/K9cUqmfQ81c21vFe0mjlpUxgU\nE7iYbCC0DFfryIiK5dJh+qweXx4qYM2BPG6aPZ24Tn6bHVFd6+THD72Bo76Jv9xxMQMzQ5fGPhAW\ni/B/V83lhkUzWLJ6B8+8pc8K0YqIcPOcGRTU1LJkW/DWjxtGTSPCZucf2/VlOVzUbx4ZEck8dfBN\nPD5jm2qtJEeMZG7m73C05PJJyd14fSe/5bOvBJxfBryhlGr7DQ9USk0FrgD+IiL/z955h0dVpX/8\nc6dm0nuHhFRIgTRCr9IUKYJKEcWCYu/uqutP19V17bpr7w1QUYpUFaS30BJIgIQU0nsvkzKTub8/\nQlzEAPdOJgU2n+fh8XmSnHOPk8yc8573fb/fDovtRVH8WBTFOFEU49zc3LpjrZZBvwKMKQh2TyMo\n7Ht6Nb0Ck2jkVPUPuFsNwUkrP6V9MRKrUhlg44OzRv5rnVlTQUFDLeN85K/p5xOn8XN2ZJCneX+b\nRmMrL322BRdHa+6bN8asObqD8XHBzL1qCMs3HeHA8Wyz5rhz9FAUgsCHMno/Ah1cGOs9gGVpiRhk\nbBDTvcdgEI1mSypaq9wY6HA9WXW/UN18xqw5upMnpoaiU3evMloXYtZ+IWWvaDQYMZpMl5TZ1Z0N\nPppa5ammaRRqxrnFsL/8GPpOqOn00f18l/sLRrGVRX5XmzV+b1EOh8vyuU9m1kMURV7fshsvezsW\nxUeZ9WyA2oYmHnx1FcUVdbz5+GzCAjzNnksugiCwdO4opo8J58t1CRw9ZZ7fzYSQACK8PXh/V4Lk\n3g8XK2sWhUSz9sxJsmullwZrFGruDJxDrr6YjUXmZcnPxcdmGKM9nqG48Si7S/6BSexcQNPb6cng\nowA4t0bF9+zXOmI+56XQRVEsOPvfLGAHIF9Mu5citpYg1r8JmtFgNb2nl9NrOFO3lQZjCRFOi8ye\nY21iAaNe3saAJzcy6uVtrE0soLG1mZO1WcSYkfUA2FHYJo05zlte8FFRr+fAmTyuDg8xWxJxxc9H\nSM8t4/FbJmJrbV5PUEevSVfw4MKxBPq68PePfqaiWr6XgYe9LTfERvLTsVMUy1C+unVgLKWN9WzO\nkZ4e97PxItIhiA2Fu2k1cxOIcF6EWqEjqfITs8Z3J7OjffjXnEh8em8GpFfsF3VNbTeSdpcIPqxU\nbap1TUZp0p/nMtEjnmaTgb3l0k0y++hZshsK+bl4H1M9R+Clk3+R1N7rYU7W4+cTp0kpLOHBiSPQ\nquWVarXT0NjCI6+vIbuwklcfnkl0qPn9h53h8Vsm4OvhyHMfbqamXn7wLQgCD4wfQUF1LWuPnZQ8\n7s7weNQKJe/L7P0Y5hxBjNNAlmdvprpF+p50IQLspxLnej859ds5WPZ2r5ZHz63f1anxPRl8HAKC\nBUEYIAiChrYN408qJIIgDAScgP3nfM1JONt9LQiCKzAKkP6X1sspyH2GZkMLEz4ax+hXtnfZYfBy\nQhRFTlQtx1EzAF+bEWbNsTaxgKdWJ1NQ3YgIFFQ38tTqZD45moBRbDU7+NhZcIYgBxd8bR1kjdty\nKh2TKHJ1uHnKVIVlNXy6ej/j44IYH2eeEsmFXpOu+Juz0qh58b7p6Bubef7jn81yQL9tRAyiKPJ1\ngnQp3OpSK5RGLQ/+slVWcDXbdwJlzVXsM/MQaKV0JMxxPjn1O6ho6lxdcHcwO9qHvU9OpKU440hP\nr6UDesV+UdPYBHDJsqv2zEejUb5fzEA7f7x1bvxWIj3D10fPIYoi76evxFppxSJ/8y4Lzc16tBhb\neeu3vYS4uzJzsHn9iq0mE0+9s55TWcX8877pDI/0N2seS2BtpeGFe6dTWaPnpc+2mHX4HhvszxAf\nTz6Ukf1w19myIHgIqzNTyKuTXtYrCAJLA+fSZGrmyzPrZa+1I8KdFhLmuIC0mlUcq/ysVwYgJrGV\nhLI3OjVHjwUfoigagfuBX4BTwEpRFE8IgvAPQRDOVSOZD3wn/vE3MAg4LAjCMWA78LIoildE8LHv\n5I9463byTsJkcmpcu/QweDlRoN9PVUsmEU6LEMxQowJ47Zc0Gg1//DBqNLSyLusoWoXaLHWSRqOB\nhJJc2VkPgE0nThPg6kyIh6vssdDm6SECj3ZC3epCr8lrv3TNYTnA15WHF00gITmH5Zvl17X7Ojkw\nLTyE7w8nU3v2IHgx1iYW8Lc1KbSWO4O1noKmSsnvp3jncLyt3Fidv93sDSDMcT4ahR2JFR+bNb6P\nNnrLfiE586E8m/lolZ/5EASBq9zjSa7JoKRJehNsHz3D1pKDnKjN4rYBs3BQy2/OFkWRfx83L+ux\n8kgyuVU1PD55NEqFefviik1HSEjO4S+3XsW4OPlqjZZm0AAP7rlhNDsOZ7B2u3z/C0EQuH/CCApr\n6lgtw/fj7ojhKASB91Pkldr6Wnswy2c8W0oOkFqbLXO1HRPneh9B9tM5Vvk5Ryve73UBSJH+UKeV\nuXq050MUxU2iKIaIohgoiuI/z37tWVEU153zM38XRfHJ88btE0UxUhTFIWf/+1l3r70rEE16/DSv\nc7rCg0+O/PdA2ZWHwcuFlKpl2Kg8GGA32ew5CqsvkMa1KyHCIQiNQr7B34HiXFpMrYyX2e9RVtfA\noex8poUHm1VyVVxey8bdJ5g5LgIPZzvZ49u50GtywdfKAlw3IZIJQ4P54Ie9pGaXyB5/x6g4Glpa\n+O7w8Uv+7O/BVbUTmARwqpD8flIICmb5jud0XQ6nas3r29AobYlwWkSBfj+ljZdebx8XpjfsF7Vn\ng49L9nyozM98AEz0GArAtpLOG7D10XXUGRr4/MxaBtr7M9lzmFlz7CvO4VBpPvdGDJeV9ahvbuH9\nnQeI9/dlTJC/Wc8+daaED3/cy8ShwcwaH2nWHF3BwqtjiY/w463lO8gqkB+Ajw70I8rXiw93H6RZ\nouu551l54x8zj1PYUCvreQv6T8VF48Dbp5fTYjLvPX8ugqBgpPtThDpcR0rVchLK3kQUzVMB6wrS\nazegVcir9Dify6Xh/H8CseE9vGwr+b/fbsBg+uOHUFceBns7pY3JlDQmEeY4H4VgXk0rdKzoo7Zq\nRGvbgFrvZdacOwuzsFKqGCpTYndragYimF1ytXzzEUTg5ulDzRrfzoVUjrpS/UgQBJ6+YzIOtla8\n8bX8rEKYlzsjA/rzTULSJdPqv79vTMq2AMShGpRGye+nSR7x2Kqs+algh6w1nstAx+uxUjr3ZT+u\nAKRmPrRKFUpBoMHYYtZz3K2cGeIYwobC3ZQ1meeP00fXszxnM/UGPfcFzTPLHwrg38f34qGz5cZg\neXL6X+w7QqW+kccnjTHrAkvf1ML/vb8RJ3trnrx9ktl9h12BQiHw3NKpWGvV/N97G2lukZdBFASB\nByeMoLi2nlWJJySPuydiOAAfysx+WKt0PBSykDx9CcuyN8kaeyEEQcEwt8cJd1xIWs0qDpS+1isC\nEL2xjNz6nZ02ee4LPnoJouE0NHzBhtMjOVT4Z+Guy0AKs8tIrvoGrcKBYIfOeUl2pOhj614OwA/b\nDWaVtu0pyibeox9WMjXZt5zKwN/FiSA3F9nPrKlvZN2OZKaOGIina+eU0Dp6TXRqJU9MDe3UvJfC\n3saKe24YzfH0Qn49ID+rd9uIWMrqG9iYknrRn/vD+6bKBRQiOFZJfj9ZKbVM8xrJvvJjlDZVyl4n\ngFqhI9LpZoobj1Kk743tFH1IpaGlLZiw0Wgu+nOCIOCgsaK6+dKlgRdiaeBcWkwGnj/xEXqj+fP0\n0TXkNhSxsXAP07xGEWCGtC7AwZI8DpbksTRimKw9pKJezxf7jzA1LJjBvuapUr21bAf5JdU8f8/V\nONj2vvOFq6Mt/3fXVDLyynn3e/lqUiMC+hPdz4tP9x6S7PvhY+vA9YGRfJd+jIJ66Ya2ALHOg5jq\nOZI1+dvMzpSfjyAIxLreR6TTLZyu/Yn9pa/0eACSWr0KERODHK/v1Dx9wUcvQBRFxLoXQLBFZf+X\nHjkM9laqmjPJb9jDIMcbUSs69wHZruijPOeGx869lJYGHbXVOtmlbUUNtWTUVDDGy1/WuJrGJg5m\n5zN5YKBZt02rfztOU4uRm67pnJkU/FHlSAB8HHX8a04ks6PN20zlcO2YcEL93Xn3u100NctLVY8O\n8iPY3YUv9h29aObkD8FVsxU0WCM4VfLYFOkZp2u9xgACGwrNl1MMdZiNTulKUsUnva5+tw/pNDSf\nDT60Fw8+ABy1Oqqbzc9Y+9l48eSg28hpKOaV1C/NVl3ro2v4NGstOqXWbGldgLeP7cHVypoFwfIk\ncj/YlUCzwcjDE0eZ9dzfDp5m3c4UFs+IJ3aQvKx9dzIqKoB5U6NZ+WsiexKzZI0VBIG7xwyjsKaO\n9ccvfkl1LvdHjgTgP8f3ynoewJKAWbhoHXkrbTnNreZlPc9HEASiXZYy2Pk20mvXs7fkpR6T4TWa\nmjhds5b+NmOxU3fujNAXfPQGmn+FlgQEu4e5Jiqsxw6DvZHkqm9QCdYMdJxrkflmR/v87jqsUBqx\ncamgttQdEGSXtu0uygZgjPcAWeN2nM7CaDIxaZD85r7mFiMrtyQyYrA/Qf0s41vTrnJ05uXp7H1y\nYrf9rSkUAo8sGk9pZT3LNsprPhcEgVtHxHK6tJx9WbkX/LnzgyunZi9ETQtO7tJNnNysnBjtFsXP\nxftobDXP/Emp0BLlcgelTcc5U7fFrDn66HkaWgwIgE6CpGlngw9ou029O2guhytP8mnm2k7N1Yfl\nOFx5kiNVp1jgNxUHjXk9dwkluewrzuHuiOHoVNL7DQuqa/n+8HHmxkQwwNVJ9nNLKur412dbCA/w\n5M7rzFOO7E7unzeG4P5uvPDJL7Lld8cG+zPI041P9hyS7JzuY+vATaHR/JiZTKYM13P4b/lVQWMp\n3+RYpvwK2gOQO4lyXkJm3Sb2lryISZQvZtFZMms302yqJcxpXqfn6gs+ehhRbEKsfRlUoaBr+4X2\n1GGwt1Hbkk923VZCHWajVVrOaLG95MbWrRyFUqSuxP0PX5fKnsJs3HQ2hDrKCwK2nsrE3c6GSG/5\n6fLNe09SWaPHP8S/W7w5uproUF+uig/h642HKKmQp5M+IzIUN1trvth38VKmc99PCQ/MwU1nw9dp\nR2U9a5bPOBqMjZ2SPw2yvxYX7SAOl79DS6t5zul99Cz6lhasNRpJGUsnrRXVLZ0vl5ruPYbZPuNZ\nV7iT9QWd09bvo/MYTa18krkGb50b13qPNXuet5L24Gplw00h8ixnPtyVAILAvWPlN7i3mkw898Em\nWk0mnr/3alSq3m8sqlGreG7pNGrrm/hsrbxeDEEQWDomnjMVVWw5lSF53L1nJY/fOrZH7nKJdgrl\nGq9RrM3fzskaedmaSzHE5XaiXe4iq+4XthX+pVv3EVE0cbL6e1y0A3G3ktef1BF9wUdP0/A5mAoQ\n7J5BEHr/B0F3cqJqBYKgJMxpvkXnbS/FsfMoxdiiRl/lKLu0zSSK7Ck6w2gvf1mlU40tBnZnZDNp\nYBAKhbySK5NJZMXmI3i6O/HRoZJu8eboDu6fPwZRFHlPZl2vRqXipvho9mTmkFZSLm2MUsmC4Ch2\nFGSSK0PPfaD9AELt/FhXsBPTOTW3cgwaFYKS4e6P09haSVLlp5Kf3UfvQd9iwFoj7ZbaQdP5zEc7\ntwfMZphLBB9nruJQpfQG2j4sz6aiPeQ3lrAkYDZqhXkCKPuLczhQkss9MrMeeZXVrEk6yY2xkXg6\nyM+4fL3+EIlpBTyx+Cr6ecjPmvQUwf3dmDUhkh+3HiO7UF7v3eRBQQxwceLDXQcll7y66Wy4fdBQ\nNmSf4kSlfEXG2wbMwl3rxFtpy2myUPlVO4Odb2WE+18o1B9iU96d1LaY5wYvlwL9AWoNuYQ5zreI\nOEFf8NGDiK3FiA0fgXYagtY8mb4rFb2xjIy6jQTZTcdaZZ4PxoWYHe3DP68Lx969nPpSN3wcbGSX\ntp2sLKGyuZExXvJKrvZm5tBkNDLZjJKrPUlZ5BRVUaqxp9H4xxTy5SzH7O3mwE1Xx/HL/lSS0wtl\njZ0fNxidWsWX+6U3ci8MiUIhCCyTnf0YT0FjKYcrTwHmGTS6Wg0i1GE2qdU/Utks/Sauj96BnODD\nSavrVMP5uSgFBU8MXMwAWx9eOfUlabU5Fpm3D3nUGfQsz9lMlGMo8c4RZs/z9rE9uOtsuSlEbq/H\nQRSCwF2j5ascpmQU8cnqfUwZEcrVo8wzJOxJls4diZVGxdvLd8gap1QouGvMUFJLytiVni153J3h\n8ThorHg9UX620VplxUOhCylsKuPrbMuYD55LiMNspvj8h6bWajbmLaFYL91011xOVn2HtcoNf7uJ\nFpmvL/joQcT6f4NoRLB7oqeX0us4UbUCUTQR4XxTl8wfHNCEQm3g1cnTzCpt21vUtvmP8vKTNW77\n6SzstFri/OSX0v3wayLuzrYUmzqW+byc5ZhvmTEUV0cb3l6xU1ZDtqO1FddFhbMhOY2yugZJYzyt\n7ZjSL4QfMpNlmcCNco3CRePA+sKdgPkGjdEuS9Eo7DhY9lZf8/llRqNBevDhqrOhwdiC3mCZm0+d\nUsuz4XfhoLblmeT3OFhxou/vp5tZmfcrDcZGlgTMNvv290hpPgkledwVHo+VzF6PdcdPcWNsJB72\n8swMW00mXv5iK65Otvxl8VW9SlZXKk721tw+azj7j2eTkCwv+L42ciDeDvZ8vEd62ayDxoql4cPY\nXpDJkTL5VQVDHEOY7jWadQW7LKZ+dS6e1tFM7/8ZOpULWwof5kzdVos/o53SxmSKGg8zyHFep+wO\nzqUv+OghREMaNK4G65sRVL1XbaInaDRWklazlgC7KZ1WVLgQCRUpqAQlMc7m3QDtLc4myMEFD2vp\nqW+TSWTn6TOMCfZHrZRXYpddWMnBE7nMmTgEbyfrDn/mcpZjtrbSsPT6UaRkFLE14bSssTcPi8bQ\n2irJdLCdm0KiqWpu5Occ6dkilULJNV6jOVqVSr6+xGyDRq3SnmjXpZQ0JpJTv03y8/voeZoMRrQq\naZuvh67tgFjcaLm6bFetI68MeRBnjT3Pn/iIRxLfYG9Z0h9KAfvoGtLrclmbv4NJHsMYYKa0LsAH\nKQdw1FjJVrj6bO9hBNpMVuXy0/Zk0nPLeGjBOOxsrGSP7y3cOCUKL1d7/vPtTskN5ABqpZLbR8Zy\nJLeQIznSA4lbB8biamXNm2ZkPwBuHTATV60j/z69wiLmg+djp/bmat8PcdWGsav4WVKqVnTJhcTx\nyi/RKh0JdZhtsTn7go8eQqx7FQR7BNt7enopvY6jFR9gEo1EOi/ukvlFUeRARTJRjqHolBc3C+uI\n5lYjB0vyGOUpL+uRUlhCeYOeCSHySrUAVm1NQqVUMHN8RJd6c6Sm5LNv+yl2/JrClg1JbF5zhHUr\nE1i1bB/rViZQW63v9DMuxPQxYQT3d+O973fLMpUa4OrEuOABfHvomGQ325Fefgywc2L5aXnp6mle\nI1EJStYX7u6UQWOw/QyctcEcLn8Xo6nPw+FyoclglKR0BeBp3RZ8lOjlCSlcCletE+/G/pUHgufT\nYGzkpVOfc8/hl9hSfACDqfsVcP4XMJiMvH16BU4aO5YEmn8AS68uZ2t+BosHxmKjvrRcczuldfX8\neDSF2VFheMns9ahtaOLDH/cSM9CXifHBcpfcq9CoVdw3bwwZeeVs3H1S1ti50eE4W+v4eM8hyWOs\n1RrujhjO3uIc9hfLL3W0VlnxQPB88vQlfJK5WvZ4KWiV9kzxeRs/24kcKX+XhLI3aTVZrs+kvOkk\nBfr9hDvOR63o+OLTHPqCjx5AbN4LLbsRbO9B6KRF/ZVGSeMxMmo3Eu60AAdN/y55Rl5jCUVN5cS7\nhJs1/khpPk2tRsb6BMgatyM9C4UgMDrIX9Y4fVMLG/ecZNKwEFwcbLrEm6O4sIrnHl3BQ4s/4fnH\nv+NfT/3A68+t4e0X1/HeK5v4+K1feO+VTVw/9XWefu4n6motX+KlVCh4aOE4isprWfmrvKDg1hEx\nVOob2ZAsTc9dIQgsDIniUGk+aVVlkp/jqLFjnFssv5Uk8NAUf7ODQIWgJN7tURqMJaRULZP8/D56\nliaDESu1tFKZ9qxoid7yijRqhZppXiP5cOjfeHLQrWgUat4+vYIlB//BmvztFDWW9ZVkWZDvc38l\nu6GQ+4PnYasy/wD24YkDWClVLB4oz6Ppi31HMZpM3GlGr8cnq/dT19DMI4smXJblVuczaVgIEUFe\nfPTjXvRN0g/ZOo2aW4ZHszP9DGnF0j/zF4VE46Gz5c2k3Wa9p2KdBzHX9yo2Fe1ld5m8PkOpKBVa\nxnn+gzDHBaTVrGJ97mJKG6VXAlyMY5VfolXYW8zuoJ2+4KObEUVTW9ZD6QvWi3p6Ob0Kk2jkQOlr\n2Kg8GOx8W5c9J6EiGYBhLuY1DO4qzEatUDDcQ15wtDs9m8E+njhZyyuP+nnvKRoaW7h+0n/T9JaS\nYzYYjHz3+S7uuv49EhOyuOPByby/4m4++fF+vlj7EDe/upD8q+JIHx9D9vAI6p3tObLhKAuveZNl\nH2+noc6yt/ZDw/szOiqAL9YlUFMnPcAZPqAfwe4uLDuYJHmDmBsYiUahlJ39mOEzlsbWZjTuOZ0K\nAj10QxhgN4XkqmXUGeQ12vfRMzQZjVhJzHx4nM18FFs483EuSkHBGLcY/hPzF56PuBtPnQufZq1h\nyaEXWHjgaf6e8hHf5vxMYlUq9cauy1peyWTW57My71cmuMcRb+aeAVBQX8NPWSeZHzwEZyvpAUxV\nQyPfHz7O9IhQ+js7ynpmVn45q7YmMXtCJCF+lvGF6mkEQeChBeMor25g+SZ5/lALhg7BWqOWlf2w\nUqm5f/BIDpXms6vQvN6NW/yvZaC9P/8+/S2FjdIDHzkIgoKhbg8wyftNjGIzm/Pv5kDp67S0SuuF\nPB9RNHGq+sc2k2eneagVNhZdr2U6R/qQTtNPYDyF4PAmgiA97fq/wMnq76luyWKC18uddjO/GAkV\nKQTa+uKqNU9qcHfRGWLcfGSlzSvq9SQXlvDQhJEX/bm1iQW89ksahdWNeDvqeHxKCKt+O0aonzsR\nQV5mrfdCJB3M4t1XNpKXXc6oiYO4+7Grcff8Yybug+VJNCgUoFDQrFZROCQYbZ0e37xivvloB2tW\nHGDuopHMmj8MG1vL1BLfN280C576mu9/TeSuuRd/vdoRBIGbhg7h7xu3kZhXREx/70uOcbayZrr/\nQNZkneCvMeMl/z6D7foT4RDImvztfBo/plMZp1iXe8mr38XhsneZ4P2S2fP00T00GQySgw9btRZb\ntYYSC/Z8XAhBEIhzDiPOOYzshkJO1ZwhtS6btLrsP0jz+ujc8bV2x1fngY/OnX7WHvSz9sBObdmD\nxZWC0dTK22nLsVPZsDSwcze/n51qO/AuCYuXNe7rhET0BgNLx8gbJ4oiby3f+Xs/3ZXE4BBvrooP\nYdnGw8yeMBg3J2kN+A46KxbEDeaL/Ud5eOJI+kkM5uYFDeHDlAO8mbSbsd4DZGeQVAolfx14Kw8c\nfZWXT33B61GPoFFIFxuQg4/NcGb5LSOx4hNOVa8kr2EPw92eoJ+t9L+BBkMpe0v/SZH+EN7Wwwhz\n7Lyp4Pn0ZT66EVFsRqx7G1QRYHVNTy+nV1FvKOZYxef42oymv635xk2XoqaljtTabIaZKZNY0aTn\nRGWJWRK7AK0m6wv6QnQk3frMd4fJyCtn9oRIi6XMG+qbePvFdfz1nq8wGlp54d838exr8/8UKjAh\nBwAAIABJREFUeEDHzdPNdtZkhQXw3vK7iYjx46sPtrH0xvcpypenv34hAnxdGR8XxMpfE6lvlO4o\nPmPwIGy1GlYcOiZ5zKLQGOoMzazJkuedcEO/yZS3VLOjVLrEb0fYqN2JdF5MbsMOivTybvH66H4a\nDUasJDacQ1vpVXFD12U+OsLfxpurvUfxSOhNfBj3N1aOfIUXI+/jZv/p9Lf2pKixnJ8KdvCf9G95\n4tjbzN//FIsOPMOzyR/wbc7PHKs6TVOr9PfdlcxPBTvIaijgvuAbOxWg1bQ08V36MWYOGISvrfRS\n6/rmFpYfTGLyoCCC3F1kPXNv0hkOpuRw55wRONp1rxhJU2MLLTL69szhvnmjaTWJfLxqn6xxi0fE\noFQo+PwS5rTnolEqeWjwKI5VFPFbvnkS6e5WzjwWuojM+ny+yFpn1hxSUSusiXd7iGv6fYxGYcu2\noifYV/IvDKaLZz9F0URa9Rp+yl1IWWMKw93/wiTvNy3a69FOX+ajO9EvA1MRgsPLCEJf3HcuB8ve\nAkSGuT3Spc85VHkSEZFhLpFmjd/3u8Suv6xxezNzsNFoeXdbPk2GNpWOdl8IaCuj6ki6VThrhDcx\nPuSCc5+fLXliaugFb+ObGlt4/M4vyM4o4YZbRnHz0glorS58A+PtqKOggwDE21FH0EAvnn9zISeS\ncnnu0RX89e6veO2T2/Dwklca0BGLZ8Sz43AGa7Yd5+bp0uqcbbQaZg8J4/sjyTw9bRzONpf+wIxx\n9SbMyZ1lp49yU0iU5AAv1mkQA2y8WZ3/G1d5DEXRifdzuON80mvXs7/0VWb0/6pLs359dI5mgxGt\nxMwHQD9bB/LqpZtZdgU2Kh3RTqFEO/23F6lVbKW0qZI8fSl5+mJy9EVk1OWxLGcTAAoUBNj6EGYf\nQJjDAKKdBnaq1+FypLKllm9zfybeOZyRrp1zdP4h4zh6o4E7ZGY9ViemUNvUzBKZClfGVhPvfLeL\n/p5OzL2q827UHaFvaObArjRKiqopL6mlrKSGspJayktqqa3RY2NrxTVzYpk1fxhuHpbvbfVxd2TO\nVYP54dckbromDn9vZ0nj3O1smTV4EKuTTvDAhBGS9gmA6wIjeDd5P28k7WaibxAKMy4D410imOk9\njnWFO4l1HkScc5jsOeTgZhXOtf2/4FjFZyRXfcOZuq24WoXhrovE3WowblYRaJRtWaOalhz2lbxM\nadMxvHRxjPD4a5epjUJf5qPbEE21iPUfgmYMgnZETy+nRznfFfqH42vJa9jNEOfbsVVbtrTofA5W\npuCicSDQ1tes8XuLsrFTa4l08ZQ8RhRF9mXlYjDqfg882jnXF+JPWQZRRNtYR4vW+oI3V3KM7kRR\n5N1XNnImvYTn3ljAkoemXDTwACQpa4VH9edf791CQ30Tf136JWUlNRedUwphAZ4MDe/Pt5uPylK+\nmh83GENrK6sSpWUyBEHg5tAYUqvKOCpDy10QBOb6XkWuvpjDlfJUV85HqdAyyuNv1BkKOFz2Tqfm\n6qNraTbKy3z0t3Ukt4eDj45QCkq8dG7Eu4Qzt99VPBq6iPfjnuK7ES/zfMTd3NBvEjqlll+K9/Hy\nqS+5+cD/8UbqN6RUZ/zPNLJ/dWY9BpORJYHXdWqeVpOJr1KPEO/Rj3BnD8njjK0mvjqQSEw/b4b4\nytsX1+1MIbuwkvvmjUalkifrLoUDu9K464b3eOWZVXz53m/s2nKCspJa3DzsGTMpjMX3TiR2RCCr\nlu1j8Yy3eeWZVWSkFll8HbfNHIaVVs1HP+6VN25kDM3GVllZcrVCyWPRYzlVVcpamZnyPzw7YCZ+\n1l68lbacmpauz4oqBTUxrndzte+HBNlPp8VUT3LlN2wtfJRvs6ayLudmdhY9y7rcW6huyWKk+9NM\n9vl3lwYe0Jf56DbEhk9BrEGwe6ynl9KjtB+W22/4y+prKDJ9hFNrf8Kc5nfpsw0mI0erUhnnFmt2\nCdPe4myGe/ZHpZAet6eXVlBW34DB0PHG0x50nJ9lUBmaUbUaUHhcONC5mNHd+dmPX346ypb1SSy6\nazzDx0qT5W2f41KZleBB3vzz3Zt56t6v2zIgH9+Gi5s8ScjzWTwjnvtf/pFNe05y3cTBksYEubsQ\n5+fD94ePc8fIOBSKS/+eZw0I46Uj2/kmLZFYd+lB6Ri3GL7K3sCPeb91qhEVwFMXTYTTQlKqluNr\nM0pWfW4f3YOhtZVWUZTc8wFtmY/almZqmptw0PZ+fwU7tfXvvSPQ1vOQXp/LtpJD7Cg9zLbSQ3jr\n3JjqOYKrPOJx0tj38Iq7hrTaHLaWJDDX9yp8dO6dmmtLXjp59TU8FTtB1ritqRkUVNfy5NRxssY1\nNLbwyep9DA7xZlxskKyxl6KyvI4PXt/Mri0n8At055Xnb2VghA9Wuo775YoLq1j77QF+XnuUbZuP\nMyRuAHMXjWToqCAUMvbQC+Fkb828qdF8uS6B7MJKydmPQDcXxocMYPnBY9wxMg6dROPQGf6D+PTk\nQV5P3MU1fqGyTCLb0SjUPDHwFh5OfJ1/p3/L/4Xd2S0qZO66SNx1bRUfBpOe8qaTlDYmU9p0nKLG\nw/S3GUu828PoVPLK+8ylL/PRDYitpaD/CqymI6i7Ns3W2zn/sDw+ZhcONrWs2TXNYs6ZFyKlJpPG\n1mazJXZz66rJq6+R7e/R3u/hZtvxB2O7L8T5WQarxjpE4IFZF5ZllGp0l5lWxLuvbCJmWCALl8jb\nzKQqaw2M8OXFdxZRUVbHX+/+kqqKzjXaxoX1Y9AAD5ZtPCTLUGpB3BDyq2vZk5kt6eet1RrmBkaw\nKSeViibpikAqhZI5vhM5UZtpEQfbKOc7cdIEs6/0JRqNlumf6cNytHvIaGRkPvrZtZUg9sbshxRU\nCiWD7AdwX/CNfDP8RR4NXYST2p4vzqxjccKzvHjiU7Lq5bs/92ZMoomPMn/ESWPP/P5TOzWXKIp8\ncOIAfnaOTO134dLZjvhi/1H6OzkwMVSepPvyTYeprNHz0IJxFjvUiqLI5jVHuPP6d9m/I5XF90zk\nveVLiRo64IKBB4CntxN3P3Y1yzY9ypKHJlOQV8GzDy/nhSe+xyDRk+lSzJsSjUatYtlG6QpWAHeM\njKNK38jaY9Iz1wpB4KnYCRTqa/ki1fx+vwG2Ptw2YCYJFSlsLpKXtbEEaoU1XtZxDHG5jck+bzE/\nYBPjvF7otsAD+oKPbkGsfx9EA4Ltwz29lB7n3EOxh3MJw8MPcjg1isSsrpcBPFiRgkahZoijeWZ8\ne4uyARgts99jX1YuAa7OPDkt8qIlTH/w7xBFbFrqCfDzZOHIC28+Uozu6usaeeGJ73FwtOav/5yL\nUtl1b/vwIf158T83UVpcw5P3fEVN1Z9l/s4vu+uoRAzaSptumTGU/NIath1Ml7yGyYOCcLGx5ttD\n8hzPW0ytrMyQp40+xXM4diprVuX9JmtcRygVGsZ4PkuLqZ79pS//z5S3XC40GdsOS3LLroAe7/uw\nBFZKDVd5xPNq1EN8FPc3ZvtMIKUmgwePvsp/Tn9HdTeUkHQHm4r2klaXw63+M7BWdS5bdaAkl2Pl\nRdwZNgyljJv+pLwijuUXcfPwaFnjyqvrWb7p8O9eGJYgP6ecvyz9krdfXEdAiCcffHcvC5eMQy0j\nA2hrp+OGW0bz1U8Ps+Shyezbkco///qDRQIQJ3trZowNZ/PeU5RUSv8bjPPzIdLbgy/2HZF1uTXS\n04+JPoG8n7yfShmXVecz02ccMU4D+ThzNel1uWbPc7nSF3x0MaIxBxpXgvWNCCp5N+ZXIu2HYoVg\nYsaoTTQ269h6aKIkV+jOIIoiBytTGOIYgpXSPInjvcU5uOtsCXSQfjvQYjRyKDufkQH9JZkDtmcZ\nNt8zFFpaWDjp4o3xl+rJEEWRN/6+ltLiGp5++QYcnbpeUjMyxp9/vLWQwvxKnrrva2pr/vsBfaEe\nlWfWJncYkIyPDcbPy4mvNxyUfBjXqJTMjQ5nZ/oZCqtrJY0JdnRlmEc/lp9OlLURWSm1TPcew4GK\nZPL0JZLHXQgnbSAxLneT17CH9Nr1nZ6vD8vRdPagJK/h/Gzmo+7yDz7Oxdfag9sDZvHJ0GeZ5TOO\nrSUHWHLoH6zO30arKP3909s4VXuGTzJXE+s0iIke8g39zufDlARcray5PlBeWebXB45ip9UyJ0pe\nlv7rDYcwGFu554bRssZdiOTEHO5d8CFZp4t5+JmZvPLhYvr5u5o9n0qt5IZbRnPfX69h/862AMR4\nXtmwOdx0dRyiKPLdz9JN/ARB4I5RceRW1bA1NVPW856MHU+DsYV3kuUpbZ2LQlDweOjNOGrsePHE\np1dM8C6VvuCjixHr3wdUCDb39vRSegXth+XJQ7fRz72QzQemgGgryRW6M+Q1llDcVEG8s3klV2uO\n5rMpM53SIhWjX9l+wdv680nKL6bJaGRkQJshodQSph2HM1AqhEvW7F4qoNm85gj7dqRyx4OTCR/S\nNY7xHREVH8Df31hAblYZL/9t1e+Bw4V6VJYfyO2waV6hEFg0fSinc8o4mCL9dujG2EhEUeTHxBTJ\nYxaFxJBfX8PuomzJYwBmeo9FrVCxNn+7rHEXIsxxHp66GA6V/Yd6g+WbNPswj+azmQ+tjAZeO40W\nFytrsmurumpZPYqd2po7A+fwQezTRDgE8VnWWv6S9Db5FgjEuxu9sZFXT32Fi9aRJwYu7pSCHUBG\nTQU7C7O4dWCcrN6AsroGfj2VwdyYcGy00i/Kauob+Wl7MlNHDsLXo/OKgwW5FTz/2Le4eTrw8Q/3\nc/V1sRbp0wCYeeOw3wOQ1/++BpOMC5+O8HZ3YNKwUNZuT6ZeL10mevKgIHwd7flqvzzn8RBHN24I\njGRZ2lHy680XWHHQ2PFM2BJqDPW8kfYNpss4cJdLX/DRhYjGXGhaB9bzEZSda1q7Upgd7cPzN9Yw\nMjKBhBNxVFXGyXKFNpdDFW3qFEPNCD7WJhbw5MbDmJRG0NtcVFHqfA5m56EQBOL85P3/7T6ayZAQ\nHxwk6LNfKKApLqji47d+IWroAK5bOFzW889FapnU+cSOCOKuR6dyZH8GW9YnARfuUTk/p3GuCti0\nkQNxcbBhmQw3W18nB0YH+bPq6AmMrdI+0Kf2D8HFyppv05MkPwfaNpCJ7kPZVnrIIuolgqBglMff\nAJF9JX3lV72F9syHTi2vyTTA3pms2oquWFKvwcfanefC7+KJgYvJbyzlgaOvsjZ/+2X1t/th5irK\nm6t4YuAt2Kk7Lyu8LO0oGoWS+cHypG5XJZ7AaDIxL1aayEY7a7Ydp6nFyE3XXLhHUCq1NXqefXg5\nAgIv/PumTouHdMTMG4dx+wOT2P5zMu+/uqnTfysLpsWgb2ph3U7pF05KhYKbh0VzNK+Q5IJiWc97\naMhoBAT+fWyP3KX+gSC7fiwNnMvRqlR+yNvaqbkuJ/qCjy5EbPgYUCLY3NHTS+k1VDZn0KL7EHer\nIbwz642L3v5bkkOVJxhg442blXxX89d+SaNZc7Z8p6FNE/vcw/HFSDiTzyBPN+x10muHC8tqyMgr\nZ0xMoOy1tmMymXjj+bUIgsCjz802+8ZKjpRvR1x7/VAiov346M2fqSirk1Ve1x6oaNQqbpwSzcGU\nHE7nlEkef0NMBCV19ezKkNYMrlEquT4wkq156ZTq5TXLz/adQIvJwMaizm1E7diqvYh1vY+ixkOk\n1/5kkTn76Bz/zXzIE8ZoCz6ufAEBQRAY7x7LB7FPEeUYyidZa3g19avLwrBwT1kiv5Uc5Mb+Uxhk\nL89AtiMaDC2sykzhGr+BuOqkl7qaTCI/HE1mmH8/BrhK36taDEZW/prEsEg/gvp1rn/SYDDywhPf\nU1JYzbNvzMe7nzQFKXOYd+sYblg8ivU/HOLrD7Z1aq5BAZ5Ehfqw8tdEyRdOAHOiw7HWqPkmIVHW\n87xt7Lk5NIZVWSlk1HTucmGa10jGusWwLHsjKTXySsAuV/qCjy5CbC2ExjVgfT2CUrq295VMc2st\nO4qeQqOwY5zXCygF+TJ15lBnaOBETZZZWQ84ewi2qQeDuu3fuV+/CM0GI8fyi4j37yfreXsSswAY\nHS1P5eRcNq46zPEj2dz9+NWdMv27mJSvFBQKBY/830yam42898pGHp8S8qcelQvpsZwbqMy5ajA6\nrZoVm6VnPyaEBuBqY80PR6TfhM0PHkKrKPJDprzG837WHgx1Dmdj4R5aTAZZYy9EqMNsPHWxHCp7\nt1vKr9ozXBrPoM5fnV6BtGc+rNTyfBMC7F0ob9JT09LUFcvqdThrHXg2/E5uGzCT3WWJPJ70NiVN\nvTfzU9Fcw7vp3xNi158F/adZZM61Z05QZ2jm5oExssbtzcqhoLqWeXHyTHB/3Z9GRU0DC6/u3FtX\nFEXe+dcGjh/J5pFnZxEZ3fV9qnc8MJlps2NY8dkuVi0zv4cC2rIfReW17Dwi3YXczkrL3OhwNqec\nprRO3qXTvZEj0CnVvJW0W+5S/4AgCDwQPA9PK1dePfVlt/h/9DR9wUcXITZ8AoBgc1cPr6R3IIom\ndhc/T4OhhPFe/8RademmNXPLfc5nX/kxTJjMdqn1crQC6wZosOHco/KlbvET84toaW1l2AB5hoa7\nj2bi7+1Mf0/5WRpou7n67ovdhEf1Z8qMKLPmaEeqlO/F8PVz5eal49m7/RQuFTV/6lG5aXj/SxoZ\n2ttYMXN8BL8eSKOkQtoHs1qpZM7ZxvPiGmljBtg7M9LTj2/Tj2GSWQZwnc8Eqg11bC+RHiBdjLby\nq6cRBIFthU9iMJmvrHIpzs1w9dExvzecy818OLTdHGfVXPnZj3YEQeD6fpP4e8RSSpsqeTjxdY5X\nS1es6y5Moom30pbRYjLwWOjNqBSdN+QTRZFv0o4S5uROjKu3rLErDyfjbK1j0kDp/hyiKLJi82GC\n+rkyLKJzwcIPX+/ll58SWbhkHFdd0zXO6OcjCAIPPj2DMZPC+fitXziwS9rFVkeMiQnEx91BVuM5\nwKL4aIwmE9/JUEgEcLGy5o6wODbmpJJSIa9s63ysVTqeDLuVWkMDb6Qtu+L7P/qCjy5AbC0B/Q+g\nm42glPfhc6VyrPJzCvT7Ger28O9GNxejs+U+57Kz7CjeOjeCbOVlINq5eZwHqFrPBh9tnH847oj2\nfo/Y/tLLyur1zRxJzWdMJ7Ie2zYdp7yklgV3jO20zrsUKV8pXL9oJMGDvHn3lY1M8Hf8Q4/Ki7Mj\nL6kCBrBgWiyIIt/9In1juT4mApMosjpJuiPtguCotsbzQnneHYMdgwmw8WFtgeVq3W3VXozzfIHq\nlkx2Fz+P2EUbUkcZrj7+yO9SuzLUrqCt7Aog8wrv++iIOOcw3op5DAe1LX87/h7rCnb2qj6QDYW7\nSaxOY0nAdfhaW6ZC4XBpPqlVZdwyUJ6ZbUltPdvSMrkuKgyNDFGDhOQcMvMrWDDNfPNcgL3bTvH5\nO1sZNyWCW+6WZ4jYWZRKBX95YQ7+ge68+/JGGmU0jf9hHoWCeVOiOZ5eyIlM6dliPxdHxocE8N3h\n47/7+UhlSVg8jhorXk/aJXe5fyLQth93Bl7HkapTrMrvvHx7b6Yv+OgCxIbPgFYEm6U9vZReQV79\nXo5Vfk6g3TWEOlwnaUxny33aqWypJbk6nbFuMWZ/MFs7tX0QeqhcL3o4Pp+D2fmEe7ljZ6WV/Kz9\nx7NpbTWZ3e9hMplY+dUeggZ6ETei8+62l5LylYpSpeSRZ2dRX9vIR2/+/KfvS1EB83K1Z2J8COt2\nptDYJK20qb+zIyMD+vPj0RTJErrmNp4LgsB1vhPI1RdzoCL5D9/rTBbPx2Y4Q90eJK9hN4kVH8ta\nk1TkZLL+V/m97Epm5sPPzgkblYbj5f+bymU+OnfejHqUoS5hfJS5ivczVvaKW90CfSlfnFnHUOdw\nrvYaZbF5v0lLxE6tZdYAeYbCa5JO0iqK3Ciz0XzFz0dwcbBhygjzFSMz04p45ZlVDIzw4bHnZneL\n4/b5aDQqHvzbDMpKavjmox1mz3Pt2AhsdBq+lZn9WDw8mkp9IxtS5J0x7DVW3BMxgh0FWRwsyZM1\ntiOu8RrNGLdovj6zkZM1WZ2er7fSF3xYGNFUCY3fg9W1CKrukzbtrdS25LG75HmctaEMd39C8oea\nJcp9APaWJWFCZJybvNrbczlYkoe3tT0JT1x9SYncdlqMRo7nFxMrU+XqQHI29jZasw2iDu/LID+n\nghtuGWWRDUSKN4lUAkM8mXfraH7bdJwjB8xrqps7aQj1+ma2HpS+QdwQE0FhTR0HzkjbGDRKJXMD\nItial0FZ459NEi/GOPdYPK1c+Db3599veC2RxRvocAPB9jNJrvqanPodstYkha722bkS+F3tSiOv\nV02lUBDr7kOCBQ4mlyvWKh3PhC3h+n6T2FS0lzdSv8FgsozDtTmIosj7GT+gFlQ8GLLAYoftmpYm\nfs5N47qAcHQy5HVFUeSnYyeJ8/PBz0V6j15eSRUJyTnMmTgYjcyMXDsGg5GXnvoROwcdz72xAK1V\n9/RidkT4kP5MnRXN2m8PkJ9TbtYcNjoNM8dFsP1QOhXV0j+/hw3oR5CbM98eOib7mbcMjMFDZ8s/\nj2yTXa57PoIg8GDwfNy0jrya+hW1Bnl70OVCX/BhYcSGz0FsQrDty3o0Giv4rfBxFCiZ4PUSKoX0\nDIClyn12lx3Fz9qL/jbmHeZFUeRgaR5DPeT1baQUltLS2kqcjJIrURRJSM5maLifLFfbc/np+wSc\nXe0YPVHerdvFkOpNIoUFd4zFp78L77y0nqbGFtnjo0J88Pd2Zu325Ev/8FmuGhiIg86K1YnSS69u\nDB6CUTSxOlN6szqAUlAyr/8UMuvzOVTZ9jxLZPEEQWCY26O4WoWzp/hFqpvllYRdio4yXH38kUZD\nW7bNSqbULsBwj/6kVZdR0QlH5MsdhaDgtgEzWew/gx1lR/jHiY9p7AElLFEU+ezMTyRVp3HLgGtx\n1thbbO7NOWm0mFqZGyivYfxEUSlnKqqYOXiQrHFrtyWjVAjMHC/PxPBc1q88SH5OOQ/9bQZOLrZm\nz2MpbrtvElorNR+/9YvZc8yZOARjq0mW7K4gCCwYOoSUwhLZsrs6lZrHo8dyrLyI9dmn5C73T7T1\nf9xGVUvtFev/0Rd8WBDRVAX65WB1DYKq8yUvlzNNrdX8WvAgemM5E71fxVYt7/BviXKf8uYqTtRm\nMcYtWtazzyWnrpqyxgaGusvrFzma23arHdNfes/PmYIKyqoaGBZpXtNgfk45h/dlMH1uHKpeepDU\naNU8+NS1FBVUseIz+TWygiAwe3wkKRlFpOdKk93VqFTMiBzIllMZ1DRKUxwKcnAhzs2Xb9OTZN9k\nTXSPx8PKhRU5bdkPS2XxlAoN4z3/iUqhZXvRU7S0ylNmuRjnZrj66Jj24ENnxg3zcM+2LHhCiXSj\nzCuVG/tP5qGQBSRVneapY+90u7Pz8pzNrMnfxrXeY5nuZRkn8HZWZyYT6ODCYBdPWePWHz+FWqlk\naliw5DEtBiPrd6UwJiYQd2fzfDhqq/Us/2QnsSOCGDpK+rO7EicXWxbcMZaE3ac5vE+6atW59Pdy\nIj7CjzXbj8uS3Z01eBDWajUrzMh+zA2MJMzJnVeP7qCptfNZvRA7P+4MvI7DlSf5Me/K6//oCz4s\niNjwJYgN//Nu5i2tdWwpeIRaQwETvV+R1GB+PpYo99ld1lazP7YzJVelbaUS8TIzH0dyC/F3ccLZ\nRrpZ1YHkHACzFUvWrzyISqXkmjm9Wyk1Kj6AyddG8ePXe8nOLJU9/prRYWjUSn7aIT37MSc6nJbW\nVjYkp0oesyg0muy6KvYWZctan0qhZF6/yaTX53Kk6pTFsngANmp3xnm9SJ2hgD0lL1i0Ab09w9VS\nnHHEYpNeQTS2GNCqlGZlJSNdPLFRaThQ3Bd8AEzxHMEz4XeQoy/iiaS3KW7snmb8H/K28G3uz0z2\nGM7SwDkW7W3IravmYGk+cwIiZM1rbDWxKSWN8cEDcJDhB7XtYDo19U3MmWi+KtU3H29Hr2/hrkem\n9kifx4WYvWA4Xr7OfPTmzxjNFMK4/qohlFTUsTdRet+ErZWWmUMGsSkljcoGeVlKhSDwTNxEChpq\n+eKUZRQPp3uNYaxbDN9kbyC5F6rFdYa+4MNCiKYa0H8N2mkI6t5xg9ATGEx6thY+RnVzJhO8XsLL\nOs7suTpb7rOnLJEAGx98rM13lz9Ukoejxoogh0tLA7djMokczSskVkbWAyAhORt/b2c8XeWXAegb\nmvl1fRJjJ4fj7Gp5N1pLc+fDU9Baqfnmo+2yxzrY6Zg4NJjNe0/R1Cyt8TzMy51Bnm6sklF6dbVf\nKM5aHctOyzOfApjoEY+b1okVOZs79DYxp2m/HU9dNEPdHiCvYTfHq74ya44+5NNoMJpVcgWgViiJ\nc/flQF/m43eGuUTyz8j7qDU28Pixt8isz+/S560r2MmXZ9Yzzi2WB0LmoxAse/xZnZWCAFwXIM9P\n6sCZPMrq9cwYPFDe87Ydx9fdgaHh5vWW5mSVsuHHw1xzXSz+gebvkV2BRqPirkemknumjI2rDpk1\nx6joANycbFmzXZ587qL4KJqNraw8Iv1yq52RXv5M8g3iveR9lMvsF+yINv+P+Xjr3Hgl9SsqW2o7\nPWdvoUeDD0EQpgmCkCYIQoYgCE928P1bBUEoEwQh6ey/Jed8b7EgCOln/y3u3pX/md+zHrb/u1kP\no6mZbYV/obzpJGM9n8fXZmSPraW0qZLUumzGdCLrAXCoNJ+hHv1QyLgVyiqvpKaxiRgZ/R7NLUYS\nU/OJNzPrsWVDEvqGZmbNG2bW+O7GwcmG2QuGs+e3k2Sly9dHnz1hcFvjecJpyWPmRIdzsqiUU0XS\nsi1apYobg4awJS+dogZ5H/pqhYp5/aaQVpdDf/86izXttzPQ4QYC7KaSVPEpp2v+NxyGExfMAAAg\nAElEQVTQe3q/aDQYsDYz+IC20qvT1eUWOZRcKYQ5BPDakIdQouDJY//hWLX097Mcfinax0eZqxjh\nMphHQxehtHDgYRJFVmemMNLTD28beZdH64+fwk6rZVywdGf1zLxyjp0uYPbEwSgU5mUsPnn7V3Q6\nDTd3s6yuVEaMCyUqPoCvP9pBbbX8XimVUsG1Y8M5kJwt2RsKIMjdhdGBfiw/eIwWo/ysy5OxE2g0\nGnj72B7ZYzvCWmXFU2G3ozc28tqpr2i9Qvo/eiz4EARBCbwHXA2EAQsEQeioS/Z7URSjzv779OxY\nZ+A5YBgQDzwnCIJ5jmwWQDQ1gP4b0E5CUMu7vbhSaBUN7Cz6G8WNiYzyeAY/u579QNtd1nZb3Zl+\nj9LGerLrqhjqLq/kKjGvEICYftIzH8fTC2k2tJrV7yGKIhtXHSYkzJuBkfLW2pNct3A41jZaVnwq\nv/cjKtQHPy8n1l7kVut8eVsFDqiVStYknZT8nJtCohBFkW/T5dcAT/IchpvWie9yf7Fo0z603YiN\ndH8SH+vh7C99hfSaDZ2ar7fTG/aLxhaDbI+Pcxnu0XZDvb+v9OoP9Lfx4vWoR3DVOvL3lI/YWy7/\nvXYxDlee5J3074l1GsRfBy22iJHg+ewvziG3vpobguTJ5DYbjGxJzWBqWDBaGX9bP+1MRq1SMmOs\neY3mSQezOLQ3nYVLxuLoZHPpAT2AIAjc89g09PVNrPhsp1lzzBzX9vps2C094w2weHgMZfUN/HJS\nfqlTkIMLN4VE8216Epk1likn9Lfx5t6gGzlek84PuVssMmdP05OZj3ggQxTFLFEUW4DvgFkSx04F\ntoiiWCmKYhWwBZjWReu8NI2rQKz9n3UzN4lGdhc/T75+H8PdnyDQvud+Fe3sKU8kyLYfXjrp5VLn\nc7S0rWk8TmLw0X7YfXrNQQSUJOVKv+E8cioPpUIgKlT+oTQjtYiczFKmze5clqe7sXew5trrh7J3\n20kKcuV9SAuCwIxxESRnFJFd+Gfn6I7kbV/ccJpQdy82JKdiaJV2o9XPzpGx3gGszDiOUaJPSDtq\nhYo5vhM5WZtFSo150sIXQ6nQMsHrX3hbx7Ov9F+cqbsyNqUL0OP7RUOLAVutRu6w34l08cReo2V3\nkWWVyq4E3KyceHnIg/hZe/HSyc94K205emPnvWcKG8t4NfUr/G28eDrsdtSKrpGRXZWZjJ1ayzQ/\neaWU+7Jy0bcYmBouvVTb2Gri1/1pjI4OwNFOft+YKIp89eE2XD3smXljvOzx3Yl/kAeTZ0Sx4YdD\nlBZVyx7v7eZAzMB+bNpzUpa55ahAP/ycHVlxSJ7XUzsPDh6FVqnizaTdZo3viEmewxjnFsuK3M1k\n1l/+st09GXz4AOe+gvlnv3Y+cwVBOC4Iwo+CILRLDkkdiyAIdwmCcFgQhMNlZdLUceQgiq2I+q9A\nHY2gibL4/L2dtsDjH+TUbyPO9X5CHWb39JIobarkdF0uo9069/s4XJaPRqEk3PnSzrfnHnYFRRPG\nVi1Pr0mR7OWQlJpPqL87tjrpcsTtbFmfhFqjYtwU8+UWe4rrFg5HqVLyw9d7ZY+9ZlQYSoXAhl1/\nllO8kLxtTrmKSn0jezJyJD9nYUgUxfo6thfIDyCmeI7AQW3LytxfZY+VglKhYYLXy3johrC7+B/k\n1pt3Q3gZ0OX7xaX2ivrmZmw6EXyoFApGe/mzq/BMr3L57i04qG15Leph5vefyraSg9x35BVSqs1T\nOzKJJnaUHuGpY++gQOCZsDuxUsr/bJVCvaGZzbmnudZ/EFZKeZmxX0+lY6fVMsxfupri0VN5VNXq\nmTrCvCqLw/szOHksjwW3j0Wj7TlPD6ksunM8AMs/Me+z7ZrRYeSXVJOSId3kU6Fok91NzCuSXKZ7\nLq46G5aExbMxJ9Wi5qL3BF2Pg9qWN1KX0WKS1u/YW+ntDefrAX9RFAfTdlslu7tSFMWPRVGME0Ux\nzs3NzeILpHkrtOYh2Nxu+bl7OUZTM9sLnyS7fiuxLvcS7rSwp5cEwJ7yttuK0a7ml1xBm7lglKsX\nWgkbyn8PuyYEoQWTSSfZy8FgbOVkVjFDQuRnPQwGI9t/TmbEuFBszbgF62mcXe2YOjOarRuSqCiT\n11fh4mjDyKgANu45ifG82twLydiW16lxstax9pj00quJvoG462z59rT8WzArpYbZPuM5UnWqy26r\nVAorrvJ+DRergewsfpaChgNd8pzLgE7tF5faKxqaO5f5ABjrHUCxvo70GvMM1K501AoVN/tP59Wo\nh1EJSp48/g6fZ/2EQcZBK7k6nUcT3+S11K+wV9vwj8h78NS5dNmaN+ek0Wg0cH2gvMsfQ2sr21Iz\nmRgagEYlvRRsa8JprK3UjBjiL3OlbVmPrz/Yhoe3I1NndW5/7C7cvRyZfv1Qft2QZFb2Y8LQYLQa\nFZv2SP/MB7guKgwrlcos2V2AO8PicdLqeC3RchdCdmobHgpZSI6+iM+y1lps3p6gJ4OPAuDccN/3\n7Nd+RxTFClEU212IPgVipY7tLsSGL0DpC9pJPfH4HsNgauC3wsfI1+9nuNsTRDgv6ukl/c6eskQC\nbX07VXJV29JESmUJwz2l9WC0H3YViiYEAUTR6g9fvxip2SU0G1oZHCJPHQvg0J50amv0TL728s26\nXX/zSFpbTaxevl/22Bljw6ms0bP/ePYfvn5heVtrro0MZVtalmTPD7VCybygwewozKKgvkb2Gqd7\nj8FaacXKLqzVVStsmOz9Jo4af7YXPUmx/miXPauH6PH9or65BRtN54KPMV7+AOwq7Cu9uhiD7Afw\nn9i/MM1rJKvyf+PhxDfIqr/4ryxPX8I/TnzMk8ffoaqllkdDF/HvmCcIsTNPxEMqqzJTGGDnRIyb\nvMujhDP51DQ1M0WGt4fR2MqOw+mMiQ7ESiM/a3FgVxqnTxZy05JxqDvRv9TdzLlpBIgiG1fLl7C1\n0WmYEBfE1oQ0WgzS/TccdFbMGDyQDcmp1ErcK87FTvP/7J13WFzXmf8/dwoMQ2fovYNANAlUrG5V\n9+64J16nOM0puynOJpv2212n7MbZJE7ixHbi2I57b7K61SsSSALRexs6DDMw5f7+GLCxDGLOnaHZ\nfJ7Hj+XRnHPPmOHe8573+35fb76as5L9rXXCdu2XojAkixtiNvBmy372G+fvfX42g4/jQJokSUmS\nJHkBtwGvj3+DJEnjO9NdC4y1jtwObJEkKXi0cHDL6GszijxyBqynkPSfxVkP+enAYu9je9MDtJvP\nsCbix2QE3TDbS/qADks3Fwbq3c56nOhowiHLHzQHm4qxza4kOYMNh0P3kdcvRUmFs0A9L00887Hj\nzdMEG/xYuiJFeOxcISo2hHVbFvPWSycY6BfTea/KSyI4QP+xgsJLNam8Pi8Lq93OO+dcd9b5TFoe\nsizzXJWYbSOAr8aHq6PXcLDzDM1D4il8V/FS+7M5+mH8tDHsavkORrNYd/Y5zqw/L0wjI27JrgBi\n/AJJCTSwr3kh+JgKH7U3X0v7DD/O/hK9IwN8/dQvuP3Qg3zt5C/46dk/84fK53i2YTu72o/xSOXz\nfOXEf1PSW8lnE6/m0aIfsjFimcftdC+mcbCXI+0N3Jgi1tsDnJIrvVbLqhTXg6MTZY30DVrYuDxd\ndKk4HA6e/NMeomJD2Hil8t4gs0FEVBDL1qTzziunGBkRb+B3xeos+k3DHDwt9nt3e1EeZqtNyKRk\nPHdlLCFaH8AvT+3zqNTyc0nXkumfyG8r/kmzefqeKdPJrAUfsizbgK/hfAiUAc/LsnxOkqSfSZJ0\n7ejbHpAk6ZwkSWeAB4DPjY7tBn6O84F0HPjZ6Gsz+xmGngDJH3xumulLzxpmWxfbm75Kz0g166P+\ni+SALbO9pI9wcFRytcbNeo8jbQ14qdQsCXUtGzG22VWpLDgcXoDa5V4OJZUtxIQHYggScx3p6zFx\n7EAlG7bloBZI289Fbv3casxDI7z+3FGhcRqNmitXL2J/cQ3dfR/aMV6qSWVWVDhpYQZeHX2gXOyK\nNVGdTqxfIOtiknmu8oxw4TnAdTHr0ao0vNC4U3isCDpNMFtifouPxsB7zQ9QN/DJ6Iw7288LWZYZ\nGnY/+ABYG53EsY5GLLb5rdmeKZYZsnmk8EHuTbqW1WEFhHkH0TncywHjaf5R9xb/e+Ep3mk9xJXR\nq/hr0X9wa/wWvNXu/5xc4ZUa56HHDclikiu7w8Gu8mrWpScJOajtOlqBXufFipxEoesBHNxTTk1F\nG3d9cT0a7fx7Xlx7yzL6ekwc2CkeCBRlxxMa5MtbgtKrrKhw8mOjeOb4GRwO8eBBp9bwzfzVnOlq\n5fVaZQHMRGhUar636HNoJDUPnX9iXtZ/zGreTZblt4G3L3rtP8b9+UHgwUnGPg48Pq0LvASyvQ0s\n20H/WSSV32wtY0YxWTt4r/kBhmxGNkX/2q0GgtPFgc7TJPvGEOXjXn3P0Q5nvYdO41pq+/qCGGRZ\n5gevV2Kz64kJ8nGesk9hqSrLMqWVrRRlu15wCM4N828efR+dzc5TbcNEFDe7bd86mySnRbJsVRqv\nPXeMW+5ZJVQIefXaxTz99km2Hy7n9m0fOn5dXxAz4f8TSZK4Lm8Rv955gMcOXODX22s/KE5v7jXz\n4MulH4wfz+1p+Xxp78vsba5mU5xYI9EgL3+2Rq7k7dYD3Bq/mWg3v5+XQq8JZVvsI+xr/SH72n5E\n30gDuSGfm1MdjJUwm8+LYZsdq8Phds0HwLroZJ4oO8GR9kbWxyS7Pd+ngUCtHzfHfVzaPGwfoWuk\nD2+VFwbvwBlf15t1ZSyLiCPWT+zaJc1tdJmG2JSZ6vIYu8PB+6eqWVOQjLeX+NbtjeePERUTzIZt\nOcJj5wIFy5OJig3hnVdPcvmVYpbGapWKLSszef69YvoGzQT6uV4feUdRHt995V2O1TWyIlm8oeNN\nyYt5svwkD53ay5b4dHxc3FNMRbguhG9n3MVPzz3KP+u389mkqz0y70wx1wvO5yzy0HOAA0k/N4qs\np5sBawvvNn0Fs72TzTG/mZOBR+dwL+X9daxyM+sxZB3hXFc7RRFiAcHKlEBkbPz46qUu93Iw9gzS\n1WciKznS5euMOWsNN3Zi02polNQ8+HKpy85ac5Wb7l5FX4+JXW+LSZuSYwxkJkXwzkHXT5auyslE\nAn6/99SErlgTGQVcHptCqM5XkfQK4Na4zWgkNU/VvT31m91ErwllS8z/key/jdPdf+FA+8+wO0am\n/bqfVMbqgwJ17jsmrYiIQ6fWsFeBe9oCH8Vb7UW0T9isBB7VfV1U9HZyZbyYvS7A/so6VJIkJLk6\nX9NG74CZVQXiAWtHay8lJ+vYfE0+avX83PapVCq2XldAyck6WhrFhS5bVmZiszvYe0LMQW1rVhqB\nOm9FHc/BGfj8sHAjrUMDPHZeWbf2yVhmWMymiOW82LiTqoH5Zb87P7+Fs4zsGIKhp8F7A5JGPBKe\nb/SN1PFu05cZcQywJeb/CPcRO3WYKQ53OjeFl4W6p2ct7mzBJjtc7u8xxtmWdgAWR09tzTtGWY1z\njEjw8avtFzCP2NB39zEUEgCS5LKz1lwmrzCRlIxIXn76sLA+9opVi7hQ10FNk2suQlGB/hQmxGIa\n6QI+fq2JjAK0KjU3pSxmd1MVHeZBofUBhHgHcl3MevYZT86IT7ta5cXqiB+Rb/gCNQPbea/5G1js\n4m4xC3wYfAT46NyeS6fRcllkArubqhcsd+cx2xucNWNb4sXrL/ZX1ZEbE0mQ3vXv08HTtagkiRUK\nGtHufqcEWZbnXa3HxWy6Kg+VSmLHG8XCYzMTw4mLDGLHEbHnpLdWw/X5Wewoq6JrULzTOsCKyHg2\nx6Xxx7NHFD07LsXnk28gyMuPhyuexuoQr4eZLRaCDyWYXwS5F8n3C7O9kmmne7iKd5u+gkO2sTX2\nD4TqJmoqPDc42HmaOH0E8fqJN/KuaPsBjnc0IQFLBd1Lzra0o5YkMiNdl9Scr21DrZJIS3B9TEuv\nGe2QBe2w1Rl8jHt9PiNJEjfddRkNtUZOHBI7ndqyIhO1SuKdg2VTv3mUq3MyUKmsSNLwx/5uMqOA\nW1JzscsyL1crK+a+KW4jfho9f6t9Q9F4USRJIi/kXtZG/ozO4TLeavw8fSN1M3LtTxL9ltHMhweC\nD4ANMSk0DPZSO9DjkfkWmHm2N1aQZ4gi2jdg6jePo9s0xNmWdtamJQqNO3S6ltz0aCHJEDilvbve\nLiE7P57ImGChsXONsIhAlq5M5b03T2O3i9XeSZLE5hUZnDzfSFev6w2AAW5dmoPV4RCyaL+YB5du\nYNhu4zenDyieYyL8tXq+mvYZak0tvNA4fxrNLgQfgsiyFdn0OGiXInktnXrAPMZoOc/2pq+ikrzY\nFvsIId6u61NnmhazkdK+KtaHTywHm6jj9WRSpePtjSwKDifAS2yjcbalnbTwUKECwvM17STHhgrZ\nJkYH+eDb7eyJMT74cMVZa66zdnM2hjB/Xnr6kNC4kEA9yxYnsOPIBZdPk7dmpaOWVHhrP3oSdSmj\ngNRAA4VhsTxfVaLo1NpPo+fWuM2c6innTK/rblvukuS/ia0xv8PmGOLtxi/ROCje1PHTTL/ZGaAG\neEB2BbA+1imd2dO0IL2aj7Sa+jnT2cpWBVmPg9X1yMCa1ESXx3R0D3ChvoNV+UnC16ssa6Gh1sim\nq+Z31mOMrdcW0NneT/HRGuGxW1Zk4pBldh4Vy36khBkojI/h+ZOlirOVyQEh3JVRwHNVZ7jQ49mG\n1ysMOawLW8pzDe9RZ2rx6NzTxULwIYrlLXC0IPl+cbZXMq20mYt5r+kBvNT+XBH7RwK9ptcr3V22\ntx1GhYrNESsm/PvJOl5fLFWyOuwUd7ZQJCi5kmWZc60dZEeHC40pr20jK9l1mRY4nbX8ewYY0Xlh\nHe2I7qqz1lxHq9Vw3WeWU3y0hvoaMQvBLSszae3sp7TStY6yQXod69OT8PcZIjpQ9zFXrMm4NS2X\nmv5uTnQ0Ca1vjKuj1xDqFcTfat+YUdlNuE8OV8U9hq8mnN2t32Ff648w27pm7PrzmT4PZz7i/IJI\nCwxdqPuYp7zXWAmgKPjYX1VHiN6H7CjX7/uHzjgtYlflidd77HrrDFovDWs2ZQuPnYssX5uBf6AP\n218X73GRFGMgLT5MWHoFzuxHfXcvR2uVS2a/kbsaP60X/3Vyj+I5JuNLqTfhq/HhNxeexuawTz1g\nllkIPgSQZRnZ9FfQpIP3+tlezrTRMnScnc3fxlcTxrbYP+KnjZp60Cxic9jZ2XaUIkPWpIWHk0mS\nLn79fHcHQzarcLF5S98APUNmoQdKi7GPftMwi5Jcr/cAuDYviqCBQaSoECRJcmnDPJ/Yel0BarWK\n914X0/WuW5qKt1bN9sNTS6/GJHjvlg4xMGzh+iVB1D50lUtGAVcnZOKv9eZpBR3PwVkke0fCFVQM\n1HO4S1nxulL8tFFcFfcY+SFfoMH0Pq/W30F1/7sLtQdT8GHmwzPBB8CGmGSOtjdisi4YAcw3tjdU\nkBYYSkqgWOd0h0PmQFU9q1MTUKlcd587dKaWSIM/ybFi17Pb7OzZfpYVa9LxD5j/mXEALy8NG6/I\n5fDecvr7xGswNq/IoLSqlRajWMPYrVlpBProePaE8nt2sM6Hr+dcxr6WGo83Gg3U+vHVtM9QNdjI\n3+tmRtbrDgvBhwgjh8FWgaT/l3lvWzkZzaaj7G75DgHaWLbG/gFfzfRZgnqK493n6LUOsDVy5aTv\nmbzj9UdfP2l0nmaLFpuXtznTqFlRrmc+KuqdYzITXR8D0FBjZGRohAc/t9LlDfN8IijEj6JVaex5\nt1RI1+vr48Vl+cnsOV6F/RK9OMZL8OwOX2RZxeMHz7jsFqbXenFjcjZv15fTbVFWgLgpchkxPuE8\nXf8ODlm8b4g7qFVe5Bnu5dr4Jwn0SuRA+8/Y1/YjLHbx7u2fFrqHzKglyWOyK4C10cmMOOwca59f\nLjWfdkzWEY53NHJ5rHhj1ypjF91DZlYkuW5UY3c4OFnWxPKcBOF9x9nTDfT1mFi3RawPyVxn09X5\nWK12DuwSr8HYNNqgcc/xSqFx3loNN+Zns7O8mvZ+5UXj92QuJcY3gF8Ve7bxIMCq0DyuiFrFK017\nON8nLkubSRaCDwHkoX+AFAw+V832UqaFNnMxe1q/R4A2ni2xv8NHEzLbS3KJHe1HCPYKoDBk8mL4\nS3W8Hs8pYwvR+gAi9f5CayhvMyIB6RGhLo+pajSikiSSYsROs86XODcrWbli2ZmpuFRB/vkjFTz7\ni1dpq5uZbqqXX5FLl3GA0pN1YuOK0ujqM33QNX4iPirBU2G3+yFLA/zyXdeL1e/MKGDEYeeFKoX2\ni5KaOxK2UWdq4WDnGUVzuEugVwLbYh9hieF+Ggff5/X6u2gyHZ6Vtcx1uk1DhPj6CJ1WT0VhRCze\nag0HWus8NucC08+R9gasDgfrosXrL07UO++pyxJdP9yqqDcyODTM0kXi9/tDe8vRemkovGzu1msq\nITUzitiEUPa8K37/jQkPIj0hTDj4ALi9KBe7w8FzJ5VnP7zVGr6Vv4bSrjbeafC8Q+W/JF1HmHcw\nD1c8w7B97mZVF4IPF5FtTTC8B/SfQZI8d/o1V+iyXGB3y3fx00SxJea36NRBs70kl+ge7uN413k2\nRixDLU3etfVSHa/HU2xspiDMta7m4ylvNxIfEoReoHC8qrGTuMggdAIN9QDKSpsIDNITHee54HDC\ngvwXzvCrh97g6yt/wDcu+3cee/Bp7s14gP/7yl/obJ7eWoEVazPQ+3qz+12xm/yq/GS8tWp2H5u8\nmPtiqZ3D4Y8kOWgfcM2m99XiZu79UymY9Pzy2CFePqWs9mNN2BLi9BE8U/8O9hnOfoyhktTkhNzD\nVfF/xVsdQFX/m7OyjrlOl2mIEF+9R+fUqTUsC49dCD7mGftbatGpNSwVzI4DnKhvIjLAj5gg1x2y\nTpU5D5uWCAYfsixzeG85S1ek4KP/ZO1ZJEliw7YcSk/VY2wXz9huKEyjtKqVju4BoXHxIUGsTUvi\nhZOljNiU11XckJRNWmAo/3N6P7ZLZOmVoNfo+Gb6HTSbO/hH3VsenduTLAQfLiKbnwGkT2RTwb6R\nOna0fAsvlT+bY36LTjN/7Ph2dxzHgYMtkxSaj+f6ghgOfv/ySaVK7UMDNJv6WSJosQtwoc0oZLEL\nUNlgJDVOXNZWVtJIZk6sR6V/47MBKvMwwUdLifjDc7z3gycZ6B7ka7+7j8fLHuaK+zbyzmO7uCf1\n6/zp23+jp2N6pDreOi2rNixi/87zjAxbXR7n6+PFitxE9pyoxOGYOKV9sdTO4dAjy2p8dVNLqMYH\nafQYsGuG+f72Q4oaPKolFXfEX0HDUBsHjOK+9Z4kxDudq+Me57LwCRuEf+rpNpkxeDj4AFgVlciF\nXiONgwv9V+YL77fUsiIyHm+1WJdxWZY5Xt9EYYLYvftkWSPxkcGEBfsJXa/6Qhvtrb1ctj5TaNx8\nYcO2HGRZZt974rbnly9TJr0CuHNZHsbBIXaUidnBj0etUvGvBWuo7uvi5Rpltu2XIi84nSujVvNq\n895pk1/taDvq1viF4MMFZNkMQy+A92YktVhx8Fxn0NrKe83fRELFlpjf4qsVqz+YTWRZ5r22I2QH\nJBOjd3/dp4zODaRo8DFoGaahp4/MCNcDCZN5hOaOPlLjXJdpAfT3DdFY18kiD0uuWnrN4HAQuvsY\nSX96gdB9J7GGBNJy40YeL3uY6766jbiMGB545As8Xv5bLr99Na/839vck/xVHnvwafq7xE6QXGHD\nFbkMmYY5ekDsAbFxWTrGHhOlVRNLrz4uwZOQ5AAcDDBg+XjPj/F8RLI1EAA2NSP+nYobPHY1hWMf\n8ufnJ15k1UO7ZrVLvVrljZdabIPzaaF7GjIfANckLsJLpfa49/8C00PTYB81/d2siRKXXNV392Ic\nHKIwwfXni83u4PSFZpZmKZFclaFSSSxfO/9dECciJt5AenaMIulVYnQIKbEGdh0TDz5WpyQSHxzI\nM8eVGY6MsTUunbzQKB4+fQCzzfUDNle5N+lawryD+U3F01g8LL+yOmw8XvuqW3MsBB+uYH4d5D4k\n37tneyUexWzr5r3mb2BzmNkc8zABXp7d0E43Zf21NJs72Bw5ddbDFU4am/FSqckOEbO+rehwynUy\nIl0PJMY6cafGi2U+Lpx1bk4X5Xj2ZxUd5EPQifMEnzjPYHoC9fdeR/NnthJUmI5K9dHbRFRSBP/2\n+Fd47PzDXHZ9Ec/98jXuL/gOvYLuIVORX5REiMGPPe8ISq8KkvHSqtk1ifRqIgnel9cVYHM42Fl+\n6dOsj0i2ZBX0BoN/P82D/UJrBGcW5QevnKW5PBlvPxOD+ppJe88sMLt0mcwYfD3vFhTjF8i9iwp5\nueYsZ7vaPD7/Ap5lTCK3VkG9x/E6pzxzWYJIvUcHJvOI4nqP7Px4goJ9hcfOFzZsy6GqvJWGWvG+\nGZcvS6ekshljj1jxuEolcXtRHicbWj4wmlGCJEn8YOkGWob6+ev5Y4rnmYwx+VWL2chTHpZfHe0q\npd8q1qjxYhaCjymQZRl56BnQZIB24gZ28xGrw8TOlm9jtnWyMfrXc7qB4GTsaD+Cj9qb1WEFHpmv\n2NjCYkMkXurJa0cm4kL7aPAhkPmoahwNPmLFMh/lZ5tQqSQyssXrUi7FlwsiCD1QzGBqHO1XrmYk\nLHjK3iGx6dE8+NQ3ePjg/6PX2M9vvvhnj7p3qNUq1m1dzLEDFZgGLC6P8/PxZnlOInuOV066nosl\neA9cnktsUABvlV46g/Ex17QeA0jgHyme+RnLogy0RWDu8yc8oxKLfURxFmWB6cE8YsU0MjItmQ+A\nr+asJMTbh1+c2jct8y/gOfa31BKp9ydV0GIX4GRDCyF6H5JCXZc1F5c7A5YlmTOUNeIAACAASURB\nVGL1JR2tvdRWtrNy3SdTcjXGus2LkSRJkfRq47J0ZBn2nhDPftxYkI1Oo+HpY+5lP5ZHxLMtPp0/\nnj2C0ezeZn4ixsuvqgeV1SZOxI62oxi8Jm5r4CoLwcdU2M6CrQxJf/snxl7XIdvY2/pDeoarWRf1\nn4T75Mz2koSx2IfZbyxmdWg+Pmr3i+msDjvnutvJDxXvaVJl7EbvpSU60HWHrPrWbry9NESGul54\nCFBT0UZMvMHjBYQdL+5HLYH6hrXCvUOyVqRz789v49Brx9n9jGflI2s3L8ZqtXP4fbEN+fqlqXR0\nD1Je2+7S+yVJ4orsdA7XNNAzNHFPGJhAsmX1QjXkh8bQe0l734n4MIsi0VaWiZePBUNS3aQ9aRaY\nHToGnJuCCP/pkaQFeOm4f/EK9rfWclJh48oFph+bw8H+1lrWRicp2guUNreRExMpNPZcdRtRoQEY\ngsSyF8XHnDr/pStn7lDRbrfTWtPO0bdO8sKvX+f9F6ffOc8Q5k92fjyH9pYLj02KMZAYHcLeE+K1\nG4E+Oq7OyeTN0vIppbpT8d0l6xm22/hD6SG35pmMzyZdjb9Gz2M1r3rkcLBzuJdTPWVsjFju1jwL\nwccUyEMvADrQXTPbS/EYRzp+TcvQUVaGf49Y38l7Y8xlDnWWYLYP8/Iu7YTWsKJU9HZisdvIM4gH\nH9XGLlLDDEIPlfrWHuIjg4WtO2sq20lKE5OFTUVDeTPbn9jNdV/eyoFfXK+od8iN37qKrJXp/OGB\nx+hq7fHY2jIXxxAaEcD+neeExq0pSEYlSew76XoH6W3Z6dhlmV3lk4+ZSLJ1d0YBPVaTsGvR+CzK\nUHcI/W3hhKXUEjP3W+t8qmjrd2a1IgKmrx7mrvQCQnV6Hj6zUPsxVyk2NtM/Msz6GPEu44PDI9R0\ndpMTI3bvPlfdSnaK+DPp1NEaQgx+JCRP381koGeQZ/7rZf7zjof5UsG/ca3/3dyT+jV+eM1DPPrd\nf/DzW/+Xxx58etobmC5fk05NRRudHeLS1w2FaRSXN9E7IH7gc1tRLmarjVfPiPcaGU9yQAi3puby\ndEXxtBhP+Gn03J6wjTO9FRzvdm+tALvbj+NAZlPkMrfmWQg+LoHsMIHlDdBdgaQS6/swV6noe53K\n/tdZHHw3aYFXz/ZyFPNs1ftYh3xoaNB/aA3rhl6+pLMVgLxQcTlTtbGblDAx29v61m4SosRcxUyD\nFtqae0hO96zpweP//gw6Xx13/PuNiudQq9V854mvMmwe4eH7PSe/UqlUrNmYxcnDVULSq0B/H/Iz\nY9h30vVTrayocOKDA3nn3OQ2vfBxydYP1i4n2NuHZyvF+nVcnEVpK8tAUskUrlyo+ZhLdAw4NeHT\nlfkAZ+PKL2UvZ39rHScWsh9zkn0ttagliVVRicJjz7W0IwM50a7fu7t6TbR1DZCdIna/l2WZMydq\nyStSlqFxBZvVxo9v+CVP/PCflB+pwBAdwjVf3sq3Hr2f3+z/OS+0/5Wrv7SZZ3/xKv9z3x+xu2FL\nOxVFl6UBcOKQuHxqXWEqdofM/mLXD6nGWBwdQU50BM8eL3H7efdA7ipUkmrajCeujFpNjE84f6p6\nwa1aDVmW2dl+1Gny4+Oeyc9C8HEpLG+DbELS3zLbK/EInZYyjhr/lyh9EQWGL872chTTYemmyVZP\nT3M08OHN1Wy1K9bLl3S1EuilI8FfrL9Jn9mCcdBEapjrGuDhERutxn4SosQCltpKp4QoOc1zwcf5\nIxUcfOUYN//rNQSFuafhjE2P5t7/dztH3jjJzqfe99AKYc2mbKxWO0f2i/1s1y1Npaa5i4Y21zIx\nkiSxLTudIzUN9JhcPwnzVmu4KWUxOxor6RTQ7V6cRQn3NpCvW0al7SwVA/Uuz7PA9DLWzTh8GjMf\nAHcuZD/mNHubq1kaFkOgl0547NkW571bJPNxrsZpQCAafNRXd9DTNUjBcvEO7K7yyDf/Run7ZXzv\nya/zj5pH+K+3fsD9//NZrvz8RhavyiQoLJAHHvkCd//HLWz/2x5+cuOvsAy5J0+ajMTUcEIjAjh+\nSFw+lZkYTqTBn30KpFcAtxXlUd3ZzfF69w6MonwD+FzmUl6pOcuFHuVF7JOhUan514y76R7p56Gy\nJ7DLyoLB8oE6ms0dbIp0T3IFC8HHpMiyA9n0GGgyQbt0tpfjNhZ7L3tbf4CPOpi1kT9FdYmGfHOd\n3R3HkSTobfp4lkKpXv5MZyu5hijhk6JqYzeAUOajqb0XhywLZz5qKp0Po+R0z8iuZFnmr99/iqDw\nQG7+tmeyYDd840qyV2XwyDeeoLOl2yNzLsqJJTQ8gPcFpVdrlzgfviLZjzHp1Y4pXK8u5rbUPGyy\ng5eqxQofL86i/LDwRoK0/jxa/fK0yxUWcI32gUH8vL3w8/aa1uvotV7cv3gFB1rrON7eOK3XWkCM\nDvMgZ7vbWRejbENf2txGTFCAkGnBuepW1CqJjESxE+ZTo/UeBUXijlyu8NajO3jjj9u55V+vYdNd\nayd9nyRJ3POTW3ngkS9w9K1TfG/Lz+kXbOrnCpIksWxVGqeOVGOzim2qJUlifWEaR8/WYzKL29Fe\nmZ1OgM6bfx4Xy3pPxJcXr8BP682viqfHeCIjIIGvp9/Gmd4KHqtRZpO7o+0o3iovVoe6b/KzEHxM\nxvAusNcg+X5x3heaO2Q777f9GLO9h/VR/zVvupdPhCzL7Go/hq3PgNX88Rv5x9yIXMBis3Kh10ie\ngmLzaqOz07dI5qOu1bkpT4gWy3zUVLTjF+BDaLhYkfpkHH/3NKXvl3HXj27Gx88zNqJqtZp/e/yr\nWIet/Pb+Rz2ygVapVKzemMXJw9WYBl2XXkWHBZKeECZ0qrUoMoyEkCDenUJ6dTGpQaEUhsXyXNUZ\ntz6zXqPjs0lXU9Zfyz7jKcXzLOA52voHp1VyNR5n9sN3Ifsxx3i/pRaAdQosdsGZ+ciJFjs0Ol/d\nRmpcGDovrdC408dqiI4LITzK88/584cv8PuvP0bh1jzue+hOl8Zcc/8WfvT8t6k8Uc231/6HR2sC\nxyi6LI0h0zDnzjQIj11flMqI1c7hklrhsT5eWm7Iz2ZHWRXGAffcqoK8fbh/8XJ2NlVNm/HExohl\nXB+zntea9wk3CbTYR9hvPMXqsHz0GvHs38UsBB+TIJseA3Us6LbN9lLc5mzPU7QOHWd52LcI1S2a\n7eW4xYWBOlrMRpLV2VwcEk5lDTsZ53s6sMsyOQZxOVNNZw/eGjXRga4HBE3tzqKyuAixzEdDrZHE\nlHCPBcMv//YtwuIMXPmFjR6Zb4zYtCin/OrNkxx81X3/8leLm3mmzYJ1xMaV33tVqK5n3ZJUzla3\n0tM/dfdycJ6Ebc1K42ht4yVdrybi1rRcavq7OWl0LwW/KWI5KX6xPFn7BlaH55tPLSBGa98AkQJO\ndu7go9HyxexlHGyrX+j7MYc41FpHqE4v3AMKoN9soam3n6wo1zMYsixT0WAkM0ks6+FwODh3uoHc\npYmCq5way9Awv7jnd4TGGvjBM99ELWBJv+amFfz3uz+kvd7I97f8nL5O8eLwS5G/LBm1WsXJw+Ly\nqdy0aIL9fRS5XgHcVpiLzeHgpWKxzPxE3JtZSKhOz2+m8fDhX5KvIycwlT9Xv4jR4nogeLDzNEN2\nC5vddLkaYyH4mADZWgLWU0j6e5AkzWwvxy06zKWc7voriX4bSQu4draX4zbvtR1BjYZ9x70Zf74s\nATctjRFyaBrjXJdTj7tYwYOlrquH+JAgIdeqFmMfgX46fH3EZBwtjd3ExItlSyajra6DUztK2Hbv\n5WgFT9Yu5tXiZlY9tPsjrmPXf/0KknLi+eO3/uaW1vfV4mYefLmURrUWm1bDSF2HkLHAqvwkZBkO\nl9S5fM0tWWnYZZk9F2qE1npVQiZ6jZYXqsSaIl6MSlJxb9K1tA9383brQbfmWsB9mnv7iQ3yTLbR\nFT6Tlodeo+Vv5Sdn7JoLXJpjHU0UhccpOvip7HBmx9PCXe/p1N0/RO+AmWTBPlAtjd0MDlhYlCPW\nF8QV/vajZ2mpbuffHvsK/sHimcC89dn8/PXv01zVxiPffMKja9P7epOVF8epo2L3bAC1SsWaJSkc\nPF3LiNUmPD4pNJgVSXG8cKpU2G79YsaMJ6ZTeqmW1Hwj/Q4csswjVc+7nKnf3nqIGJ9wFgd6xr75\nUxV8lDb3uWTJKpv+DpIv+Nw8QyubHkbsA7zf9mN8NRGsDP/evJeP9Yz0s7v9OENtsQyZP/rVlYE9\n5coKtc51txPs7UO0r/gGo767l8QQsQxGa2c/0YLF3UOmYXq6BomJE29uNRHbn9gDwNZ7N7g1z1hw\n0Nxr/ojr2BulbXztd/fR0dDJC79+XfH8Y434kCRMYUH4dvZiHra6bCyQkRiBIdCXg6ddfyhlR4UT\nHejPjjKxkzBfrRdXJmTyZl05Q1Zx/fB4CoIzyQ/K4Nn67ZhsC30/ZgvT8Ag9Q2ZiZjD4CPTScVNK\nDq/XnhcyMFhgemgx9dM02EdRhLINfXm787m0KNJ129vaJmfAkiIYfFScbwEgPVv8EO5SnD98gZcf\nfotr7t9C3vpsxfPkb1jMdV/dxt7nDtFe79nC6iXLU6gqb6W3R/x3Zl1hKkOWEU6VKZM73VaYS3Nv\nPweq3DcKGTOe+G3J9B08RfmEcnfilRzrPsd+Y/GU728YauNcfw1bI1d6bB/5qQo+YGpLVtneBpZ3\nwOcWJNXM6HynA1mWOdTxEEM2I2ujfoqXev5+ljHebNmPTbbTeGHih4DSYvOz3W0sDokQ/qWyOxw0\n9vSRYBDT1rYY+4SDj5ZGZ51IdLz7wYfdbmf7E3tYuiWXiAT3fOA/CA7GMeY6lrs2i2VXFvDmn3co\ntloc/zMdDAtCbbPj0zvo8s9apZK4LC+RI6X12FxcgyRJbF6UysHqegaHxYKIW1NzMdlGeKOuTGjc\nRHwu6Rr6bSZeatzl9lwLKKOp1ykPiQ12zwlOlM9mLmXEYeeZSvc6KC/gPmMn0MvC4xSNL28zEuSj\nE+oTU93UCUByjNj9vqaiDa1WTXyi5/p7jFhG+PV9fyQszsDnf3GX2/Pd8I0rkSSJl37zpgdW9yFL\nVqQgyzKnj4lnP4qy4vHx1rJXwJxkPJdnpBDm58uTR6feyE/F+OzHdNpuXxuzjjS/eP5U/eKU9rvv\ntR5GLam4PKLIY9f/1AUfcGlLVnnoacCBpL97ZhflYaoH3qF+cA8Fhi8SplN+UjFXsNhHeLvlAMsM\n2YRqJz4NUlJsPmK3c6HXSJYCyVVr3wBWu52EENeDD4dDpq1zgOgwsZPUD4KPOPdlV6d2lGBs6uKK\n+9yv9ZgsCBh7/Yr7NtLd2sOJ7co2UeN/pqaQQBwqCT9jj9DPelV+MoNDw5ypbHF5zOZFqYzY7bxf\nKVaEWBQeS2ZQGH8vP+l2sX2afzxrw5bwavMeuob73JprAWU09zj/v8cGzWzwkRpoYF10Mn85d2yh\n78csc6yjCX+tN4uClfU1KG8zkhkZJnS4Vd3URaCfjpBA192xwBl8JCSHo9F6zs3yyZ88T2N5M996\n9H70/u4bk4THhbL+tst457FdDPQMemCFTtIWReMX4MOpo+I9O7y9NKzMTeT9k9U4HOL3bS+NmruW\n53Owup6K9k7h8Rczlv34zen9bs81GU751e0M2ob4a80rk77P6rCyq+MYKww5BHt5LgP8qQw+YOJN\nkyybYeg58N6EpFF2yjEXMNu6OW78LeG6PBYHu+ZIMdfZ1X6UfpuJG2M3fqw5GygvNq/s68TqcLA4\nRLzYvK7LWTgeLxB8dPYOYrXZhTMfzY3ONHyMB4KPd5/YQ2CoPyuvLXR7rsmCgLHXl1+1hKCwAN4d\nlXmJMv5nLWvUDIUE4N/ZJ/SzXrY4AY1aJSS9KoiLxuCr573zYo2rJEninsylnO/pcLvwHOCexKuw\ny45LPhwWmD6aep3Bx0zKrsb4zxVbCfPx5c4dz7KzUbyB2gKe4Vh7I0vDY1CrxLdLNruDio5OMgUk\nVwC1zV0kxxjErd8r2kjO8FwfqLa6Dl749etsu3cDhVvyPDbvLf96LRbTMG/+aYfH5lSrVRQUJXHy\nSLWig591S1Pp6jNxrqZV0fU/szQXnUbDk0c8k/24f/EKDrbVc7Rd3MHLVZL8Yrg5dhO72o/xRO3r\nnOmpwGL/aI3mka5S+q0mtkZe5tFrf2qDjwk3TebXQO5F8v3szC/IgxwzPoxNtjDUdS+rf7H3I4XA\n8xGH7ODV5r2k+yeQHZD8seZsMUE+/PeNOYqKzUtHHWUWG8QzHw3dzuAj0eB6zUfrqMtHlILMR4jB\nD51gkfrFyLLMqR0lXHbdMrcLzeHjXbrho4Gg1kvLxrvWcvj1E4ocTi7+WWtjw9AOWVge5voJnK+P\nF0syYzl42vUshlqlYlNmCvsqaxkaEXOcuj4pC3+tN0+Wu2+VG+UTxmfit/C+8RTHu913U1lAjKae\nfny0GkJ8PWNFLUKsXyAvbLuLzKAwvrT3Zd5rELN/XsB9eixmKvs6KVIouarv7mHYZiczwvXgQ5Zl\napq7hIvNuzsH6O02kZzmmT5QAHv+eRCHQ+bOH3m2/jUlL5GlW/J49XdvYxW8v16KJStS6Gzvp7FO\nPPuwKj8JtVqluOFgkF7HDflZvFZSRueg+7Vad6YXEObjO21dz8e4LWErS4IzealxFz8o/T23Hvoe\nD575Ha827aHN3MW7rYcJ8w4mP1j8cPdSfCqDj8lOyeWh50CTAVr3T4Rni9ahk9QN7kRruYEfvtT9\nsULg+RiAnOg+T4vZyPUx6z84Cbq4OZuSwAOczQUDvLxJ9BcrGgfnqai3Rk24v6/LYzq6nWnmiBAx\n687O9n6P+LYbGzsZ7DWRXuiZ7reuBIIb71yD3Wbn0GvHFV9j7Gf95A+d1tdnTojJoVbkJlLX0k27\nQJOrK7LTMVttHKiqE7qWXuvFTSmLeaehnC6Laxa/l+KWuM3E+oTzp6oXGVmw3p1R6rt7iQ8JmjWz\nDoNOzzNbbmexIZJvHHiDc93ts7KOTyslXc5T8IKwjze0dYWxJrSp4a7XbvQOmBkcGiZesAltU70z\nOx6frEweNhFH3z5JemEKkYKNDl3hhgeupLutl0OvnfDYnAXLkgEoVlD34e+rY+miON4/JS7bGuPu\nFQVY7XaePeGe4yE4bbe/lL2cI+0NHsmiT4aXSsvPc77Cs5f9Nz9dfD83xF5On3WQv9S8wn3Hf8rp\n3gtsiVyBWvJsuPCpCz4mOyWXrWfBdg7J5zPz1hXKIds4avxf/DTRPPL2okkLgecbrzbvxeAVyKrQ\nfI/PXdqlrLM5OC04owMDhMZ2jmpcQwWtCjuN/RjC3e81UHfOqR9PyPKcFeNUgWBqQRKRiWEceEWs\nqdFExCWGEhTiS8kpMVeR5TkJABw76/q4woRYAn10wq5X4Dy1sjocvFhVKjz2YrQqDfen3kKbpYsX\nG3e6Pd9kjFkme0WmLp22i8wz6rp6hDKb04Gv1ou/rL+JIC8dn9/9Ih1mz+nkF7g0H2TGFdQEAtR2\nOfsoiHyHmjqcGfUYUWlug+ekuQCDvSbKjlRStNXzz12Awq15hMeH8tajnpNeRcWGEBEdpKjoHGDd\n0hTqW3uoa+lWND45NIR1aUn883gJIzZx296LuT0tn2BvH/5YetjtuabCT6OnMCSLe5Ou5ZHCB/lL\n0Y/4fPL1bAgv5Kqo1R6/3qcq+MiJCZz0lFweeh7Qgc/87YVR1vsCfSO1LAv7Jo3dE3/xlTpCzRZ1\nphbO9FZwdfRaNCrPFdEBWOw2ynuM5BrEO5uDM/gQ1YIbewfx1qrx13sLjes2DmAIcz/4qD/v+eBj\nKiRJYtUNyzm1owRTn3vpaEmSyFmSSMmJuo/oeifqNTKelNhQDIG+HC11PfjQqFVszEhhT0WN8IMk\nLSiUovBY/ll5GocHurwXBGewJqyAFxp30mp2v6DxYl4tbuY7L5yheZ7dH6YTq91OU0/frAcfAOF6\nP/6y4SZ6Ryx8Yc9LWGwLGbCZoKSrleSAEAK8lHV0ru3sIdzfFz9v1+WyLR2jdUYRYpnu5sYuNBo1\nYZGeMUco3lWKw+6gcKvnaj3Go1arufLzmyjeVUpzlbI6i4koKEqm5GQddrt4z401S5yKgH0KXa8A\nPruigC7TEG+ddf+g11frxb2LCtnZVEV5T4fb84kQ7RPGDbGX82+Z9xDo5fkmq5+q4GMyZIcJLG+A\n7gok1cwXFnqCIVsnZ7ofI1Z/GXF+q6csBJ4vvN68D2+Vlm1Rni12Aijv6cAmO8hV0NkcoKW3n2jB\n4KOzx0RosJ9QtsRiHmFwwIIh1P0bQMP5RoLCAwkwzEzH5jHW3LQCm9XO0bfcr4PIXZqAsb2P9hbn\nCeFkvUbGByCSJLFscTzHzzUIuZlsyUplcHiEI7XiDZ/uSM+nbqCHw23ue78DfD75BlRIPFr9skfm\nG89PXj+HVYHLyyeZ5t5+7LJMoqCV9nSx2BDJw6uv4UxnK9859LbbbmoLTE1pV5siM5Ixart6SDKI\nZSKaRoMPYUfEhm4iY4JRqz2zrTux/TS+gXoWrUj3yHwTsfVfNqBSq3j7Uc9ldPOXJTM4YKGqXDyg\niQjxZ1FShFvBx8rkeNLCDPz9cLFHfkc/m7EUX40Xfzx7xO255hILwQeA5W2QTUj6W2d7JYo52fl7\n7LKVorBvAlMXAs8H+qyD7Ok4wfrwIgK0rtdVuEpJp/PmlKMg+BgasdKtoPmYsXcQQ5DYZ+nudMos\nDIIPo4moL2ua0azHGItWpBESFcz+l92XXuUuSQTgzMk64NK9RsazPCeB3gEzFQ2unyCtTIrH18tL\nkfTqioRMgrx0PFPhmV4Nod5B3JFwBce6z3K0y30513h6zQsn6RdTp0AyM91sjU/nuwXreKOujIdO\n7V0IQKYRo9lE69AAuaHKgg9Zlqnr7CYpVOz709zRR1iwLzpBQ5CWxm5i4j0juZJlmePbT1OwMQe1\nxrOKg/GERoew8tpCtv9tDyPDnrkH5RclASiWXq0vTOVcdZtQfeB4JEninhUFlLcbOVbnvk12oLeO\nuzIKeKOujPqBHrfnmyssBB+AbH4ONKmgXTLbS1FEm7mYmoH3WBx8JwFezo2lJx2hZot3Ww8x4rBy\nXcy6aZm/pKuNUJ1eUWfzltHmY6LBR1evibAgZ73HVFKhD8Z0Om+CIW7KrmRZpv58E/GLZi74GPuM\nKT94h/b4aI68dQrL0PDUAy9BfHIYgUF6SkeDj6l6jYyxLNtZ9yEivfLWaliXnsTO8mpsgml8nVrD\nTSk5bG+owOihTtXXxawnXh/Jn6tfZtjuXhf1BS7NmJX2XAo+AL68eAV3pRfw53NH+e6ht7E5xOUl\nC0zN2dF6DyWHUwA9Q2b6LMMkCX5/mjt6iQ4Ty7Y5HI7R4MP9JrQADeXNGBu7pq3eYzxXfXEzfZ0D\nHHzlmEfmCzb4kZQaQfFxZcHH5UXOTM/uY8rtra/JXUSw3scjtrsA9y0qQiOp+NNZ9w/v5gqzGnxI\nkrRNkqQLkiRVSZL0/Qn+/tuSJJ2XJKlEkqRdkiQljPs7uyRJp0f/eV3pGmTrWbCWIPncOi8LzR2y\nnePGh/HVRJATfM9H/s5TjlCzgV2281bLfvKDMkjwVVaTMRWlXW0sNkQq+rm39DmDj+hAQdlVrwlD\noN4lqdAY3cbR4MPgXpf6nvZehvrNvNRomhH75Ys/Y3tiDLZhK398dK9b86pUKhYvSaC02BlEuCox\nNAT5khoXyvFzYr7pWxal0jNk5lSj600Kx7gjPR+b7ODFas9kKjQqNfen3ky7pYuXm3Z7ZM75wkw/\nL2o7uwn00RGsn1tSVUmS+PnyLXwjdxUvVJfy+9JDs72kTyRnu53BR7bCYnOlwWuLsU9YctXTNcjw\nsJWoWM8Eyqd3nwVgyeZcj8x3KZZuziUyKZx3HtvlsTnzlyVx7nQDIyPiRd/xUcGkxYex86jymg2d\nVsNthbnsvlBN/ej3wB3C9X7ckprLS9WlnxjDiVkLPiRJUgN/AK4AsoDbJUnKuuhtxUChLMu5wIvA\nL8f9nVmW5fzRfxRXicuDvwcpAHxuUjrFrFIzsJ3u4UqWhH4ZjUpZUdxc5EhnKV0jfVwdvWZa5rfY\nbVT1dSrW87b3O28AkQGuBwQ2mx2TeYRAfx+XpUIApkELAP6B7m2CXt7nPMnpUmtmxH754s9oiYnA\noVHz2gvun95k5cbR1txDT9egkMSwMCuekopmRqyuP5RWpyaiVavZfUHcgjEl0EBReCwvVJV4TCKT\nF5TOqtA8XmzcSbeHOp8H+bjf82U6mY3nRbWxm9Qwz8hYPI0kSXwrfw3XJmbxh9JDVPQaZ3tJnzgu\n9HYS5xeIn1bMHGSMZgXZcYdDpqvXRLioFXuH84AqNNwzxeaVJ2sICg8kIkGsOaISVCoVG+9cw+nd\nZ+lU6DJ1MflFyYwM2ygvVSZ72rgsnbNVrbR3KZNeAdxWmItGpeLpY56R3d6XVcSIw85TFzyTTZlt\nZjPzsQyokmW5RpblEeBZ4Lrxb5BleY8sy2NG+UcAj+pFZGsJDO9G8r0PSTWzBbiewOYYprjrUQze\nmST5bZrt5XiUN1v2E+YdzDLD4mmZv6q3E7sssyhYmX95x4BTRhPq53r9Rp/JGUQE+vm4LBUCGBxw\njvP1U/YQHOPv75UBYBt3kjud9ssXfxZZo8YcG4GjQrx4+2IW5TibfpWVNglJDJcsimXYaudcdZvL\n1/Lz9mJFUhy7y5V1zr01NZea/m5OdLiv/x3j3qRrscl2/lH/lkfm+8m12WhVczrzO+PPi0pjFylh\nnpGxTBc/XrYJP6033zv0DvYF+ZVHqeg1khGkfPP9QXZcIPjoGRjC7pAJE7Ri7zKOBR+e2cdUFteQ\ntiRpxtQgG+9cgyzL7H32oEfmyylIQKWSOK1QerVx2Zj0Snljz4gAP65YpVGiSAAAIABJREFUnM5L\nxecYtLgnNQZIDghhU2wqT1cUY7G7b+M728xm8BEDjN+FNI2+Nhn3Ae+M+2+dJEknJEk6IknS9ZMN\nkiTpi6PvO2E0fvR0SB78HUhBoL9bwfJnn8r+1xiydbA09CtIHm4AM5vUmVoo6avkyqhVH2ts42qd\nxFScH23WlRWiNPgYJETvg5dAMV7f4FjwoRNyIzMNWlCpVW53N+8ddVGx6z+aIZsu++WJPos5IQrv\nrl66Wt0rnEvNjEKjUVNW4ryFuCoxLMiMRZLg5HmxAOjyjGQaevo+aBomwpUJmfhqvPjVsSMe+e6C\ns/P5tTHr2NF2lPJ+sYaLE3F9QQy/uiWPmLnrhjftz4vxz4p2o5E+s2XOZj7GMOj0/KRoE8WdLfz9\nwsnZXs4nhhG7nZq+btLdCT56+wny0aEXKBzv7HEeaoUFi5mSdBmdgY4n7NhHLCPUn2sitSDJ7blc\nJS4jhvTCFHY/s98j8/n660hdFM3p48rujWPSq11uBB8A96xYgmlkhJeKz7k1zxj/klVEl2WI12o8\nM99sMi92rJIk3QUUAr8a93KCLMuFwB3Aw5IkTdiyWZblR2VZLpRluTAs7MMbiTxyGob3jWY93NPS\nzwZ2xzCl3U8Rrssj0ueT1RPsqbq38VF7sy1q1UdeF6mTmIrzPR3oNVoSFHQ2B2gfGCRCQHIF0D/4\nYeZDRCpkGrDg56dz+xQqRHZKoOy+Hw0+pst+eaLPaE9xHkaPaYqV4q3TkpwRSflZsWxCgK+O9IRw\nTpaLBR8b0p2dc5VIr3y1XuT4x3Osq5bm/kGPSd5uj99KqHcQv7nwjEc6n48FcCNtVfN6F6v0eTH+\nWeEX4JSvzPXMB8C1SVlcHpPCr4rfp3HAfX35AlDb341NdpAeFKp4jpa+AWErdmPvaBPaIPHMh0ol\nERTi/l6mtrQBu81O2tIJt1TTxsY71lB5qpb6Ms9kiPMLk7hwthmLWZkxx6bl6ZS6Kb1aHB3B0vho\n/nG02COZyZUR8SwKDuexsuPz3uluNoOPZiBu3H/Hjr72ESRJ2gT8O3CtLMsf5K5kWW4e/XcNsBco\nELm4M+sRDPq7xFc+B6jsfxOzvZN8w33zslB+Mi7013O4q4QbYy//mL2uSJ3EVJzvbmdRcDgqhf/v\nOgZMhPuL3ej7Bp0ZhgA/nZBUaHDAgq+/+/U8K8J9kFUqHOMaXk2n/fJEn/En96/DP9iX4l3OAmx3\nMllZObFcONeM3Waf+s3jWLoojrNVrQwLFCNGBvqTHRXO7gvK0vjVFV6gckDAhzUa7kre9BofHki7\njSZzO0/XvzP1gPnNjD4vhkebSqbOg+BDkiT+34qtqCWJB4+8O+83JXOBil5nI0+3gg8FTWg7e5zB\nhxLZVbDBzyM9PipPObMFaUtmLvMBsObmFQCceNczNRL5RUnYbHbOnRYzGBnjcg9Ir8CZ/Wjq7Wdn\nufjB1cVIksR9WUVU9Hayv7XO7flmk9kMPo4DaZIkJUmS5AXcBnzEhUSSpALgzzgfJB3jXg+WJMl7\n9M+hwCrgvKsXlkdOwch+JL8vIKk83z9iurE7Rijt+QfhutxPXNbj73VvEKj14/qYDR/7O5E6iUsh\nyzJlPUayFLqYAHT0DxLuL/bd6Td9KLsC16VCpgGL2/UeAOGSA79Qf2KC9TNmv3zxZ7yxMI68DYsp\n3l3KK6ea3MpkZebEMWyxUlsl1vl16aI4Rqx2SqvE3Ks2ZqZwpqmVzkFx21yjUQXD3hD0UdmWu5K3\nJSGL2Bq5kpcbd1Ex4JlmhnOUGX1eDNvs+Hl7Cf+OzxbRvgF8b8l6DrTW8VKNe1nFBZz1HmpJIjlQ\nWfApyzItff3iboijsitDoF5oXJdxAEO4ZxokV56sxj/Yd0aKzccTFmsgJi2K03s98/3Nzo9Ho1Er\nttyNjxx1vXIz+NiUmUJCSBB/PeCZbMU1iYsI8/HlsfPH3Z5rNpm14EOWZRvwNWA7UAY8L8vyOUmS\nfiZJ0pgbya8AP+CFiywSFwEnJEk6A+wBHpJl2fXgw/RnZ9bD5w6PfZ6ZpGbgPYZsHeSGfO4TlfUo\n6a3kTG8Ft8RtRq/5+Em/p7q2N5v6GbAOkxms7OZqszvoMg0JZz4GTc6DWD+9WCBhsVjx0btX7wFg\nGjBjMPjNuv1y7tosOho6+Z8Xi93KZGUudq694ryYdCk/IwZJgtMXxMZtSE9GBvZV1gmNA4gJ0kNP\nCOjN4P1hwOEJydt9ydcT7BXA7yufwy5/MouOZ/p5YbHaSA0zzKv7653pBSQHhPB6rcuPwgUmoaqv\ni3i/IHRqjaLx/ZZhzFabkBsiQHf/EIF+OjSCjf36uk0ECdaJTEbjhRYSsuNm5bufszqTcwcveGST\nrvPxIj07mtKTyg9lNi13ul61dvYrnkOtUnHvyiWUtrRzvN59Z0lvtYa70gvY11JDbb9n3MFmg1mt\n+ZBl+W1ZltNlWU6RZfk/R1/7D1mWXx/98yZZliMutkiUZfmQLMs5siznjf77MZevaa2E4T1Ivncj\nqcROF+YCsuzgXO8/CfZKI1q/fLaX41GeqX+HEK8Arryo1mMMT3VtrxxLqQcqS6l3Dw0hA6F+Yt+f\nodEOrnpvMVtTm83ukS6zskNG5YG0vLuMFTL2VE58I3Y1GxAZE4yvn46q8lah6/vpvUmNC+NMhVjm\nIzMyjAh/P/ZViJ+kfWdrBjqTARwShDgfGJ6SvPlqfPhCyg1UDzbxdssBt+ebq8zk88Jis5EeoVxy\nMxuoJIn80GjKesQygQt8nNqBbpIClJsNjGVHwwQzZ32DFgL9xA8kBgbM+Ad4xmrf2Ng541mPMRat\nzGCge5DmKtfdCC9FzpJEKstaMCtsbLtpufP+7E7PD4Dr87MJ1vvw+KETbs0zxu1p+Wgk1by23Z39\nncgMIw89BpIP6O+c7aUoonnoMH0jtWQH3z6vTuWmoqS3ktK+Km6J24y3euJTfk91bf9Qz6vsBttt\ncm6OQ3zFgg/LsBWtRi18qmWzOdBo3P9VlR2OORF8JOc5e7+F9k1cyOdqNkCSJFIyIqmpEH9Q5aVH\nc7aqRahruSRJrE1L5GB1A1a7WJ3J9QUxPHR9AXqLAQJ7iArWelTytjq0gIKgDJ6se5PuEeWndAs4\nsTscpIXP/XqPi8kKCcdoNtFpFpcGLuBElmXqB3pJDFDesM846HR8FrFiB6c0N8BPPIgwDVjw83c/\ni2q32zE2dRMWOzvf/UXLUwEoO+Ke1GmM3CWJ2O0OzpcoK2KPjQgiKzmCHUfcCz50Wg13Lstjb0Ut\nVR1dbs0FzqaDW+PTeaG6BLPNfbOR2WD2dyIzihXMb4DPzUgqz3QCnWnO9jyDXhNOkv8np6+HLMs8\nXf82IV4BbIu67JLv9UTX9oo+I+E+fgR6Kzsp6hx7sAgGH+ZhKz7e4ml8u80uHLBMOI/dgUo1+7/y\nvgF6olMjyXRY3M5kpWREUlPZjl0giADIS49hyGKlqlGsOdu6tCRMIyOcbBDvdn59QQzP3nwVqGS+\ndG2IRyVvkiTx5dRbGHFYebzmVY/N+2klMsCflUnxs70MYcb6Fi1kP5TTbh7EbLOS5O+BzIdgdrzf\nZCHAV+y55HA4MA0Oe8SUpKe9D7vNTnj87GT94rNi8fHTUXak0iPzZeXFoVKrOHuqTvEcm1dkcqGu\ng4Y29+zh7yzKx1uj5m+HT7k1zxj3ZC6hf2R43sosZ38nMpPYuwA7kv5zs70SRXRaztNuLiYr6FZU\nkjIt6lykpLeSs33V3BK3GS/V9HdarujtdMvFpNvkDD5EMx/mYSs6QckVODMfao9kPmQkgUZynuqp\nMhGpBUkM1ba5nclKyYhi2GKluUHsNCkvw3mNM4J1HyuT49Gq1eyrUOYfnxsaRZ4hiqcqij3uShSj\nD+fmuE3s6ThBSa9nHt6fVkL99KTOw8xH4qh1eLNpIfullDEdvTuZj06lmY9B8czHkGkYWZY9Irvq\naHCqAmYr+FCr1WQsS6X8mGfuX3pfb1Izoyg5pbzuY+Nyp+vVTjezH8G+PtyYn81rJWV0DAy6NRfA\nsvA4MoLCePLCqXnpcPfpCj4c3aC7AkkTN/V75yDnev6JVuVLWsB1U795nuDMeryDwStwyqyHJ3DI\nMlV9XaS5EXx0msYeLILBh8WKXideOO6pzIfD7nDZitGTPVUmIq0gibbaDjYlBbmVyUrNiAIQrvuI\nCPEnKjRAuO7D19uLooQY3q9U3tjvrowCqvq6ONKuzALyUtwat5kInYFHqp7H6pj/XXAXEMPg49zs\ndlkWZFdKqfFI8GFCq1YToBMzF+k3WT5wQ3SVwQGni6InZFfGRuchTljc7NU7LVqeRs2ZeiwK6zQu\nJndJAhfONjFsUSZPigjxJz8jxm3pFcDnVi7FZrfz9LEzbs8lSRJ3ZRRwrrud4k7xTPxs8+kKPnAg\n+X5+thehiEFrK/WDe8gIvB4v9fywf3SFkt5KzvVXc2v8zGQ9mgf7MNusiovNwZn50KrV+HmLBRLm\nYSveXkpkV64HDZfC4ZDBxTohT/ZUmYiU0aLz6jN1bs0TlxiK1ktD9QWx4AOcdR+nLzQLnxqtS0ui\nurObpp6+qd88AdckLiLQSzctxYLeai/uT7mJxqF2Xm/e5/H5F5jb6NQa9BotXZah2V7KvKW8x4i/\n1psY30DFcxgHTYT66oXqMm12B4NDwwToxYIP02jw4augVuRijI3OzEdY3Oxl/RatSMdus1N1SplF\n7sXkLEnEarULN6Qdz6blGdQ0dwnLdC8mwRDEpkWp/PP4GUzDypofjueG5Gz8tF48dcEzUq6Z5NMV\nfKgCkLTZs70KRVzoexmQyAy8ebaX4lGea3yPEK8AtkSunJHrVY+eaqUq9G8H6DNbCPLxFi74t9kd\neCnIYKjUKmfg4CY6X28so13Wp8JTPVUmIyrZ2WOlo77TrXk0WjVxiaE01Ig/FBanRtHVZ6KjWywF\nviY1EYADVXXC1wTQabTclLKY9xorpmWTuMywmGUh2fyz4V06LPPXinEBcYxmE0M2Kwbd/HNynCtU\n9BpJCwpV3IAWoHfIQrBeLBNhGXVD9PURO9SyjJ7o63zcP7wb6nfe330F+4x4kowiZ2f1ipOeCT4W\nF8QjSRKlbtR9bFyWjlol8d5h9w/f7ruskH7LMC+fPuf2XH5ab65Lyuat+gv0jbj2bJ8rfLqCD/X8\nKyAEsDmGqex7gzjfNfhqlTfGm2uU99dypreCG2Ivn5GsB3yo53XHRrHfMoy/TvyUSWnBt0arxmp1\nX0LjH+zHQI9rG21P9VSZjKAwZ0OsPjf808eITwqloU48iMlOcUq2zlaLZU2SQoOJDgxQ1O9jjNvS\n8rA6HLxcXap4jkvx5dRbAPhd5bPzUg+8gBg2h4O/l5/k/7P33uFRnXf69+dMn1HvvVdQoYMxtgE3\ncAXbuNfEdpy2KZtN2ayT3exmN+3NL9k4cbJOc0nijjEYY4yNKaaZDgIkUO+9a6Sp5/1jJCxjAZpz\nntGM8Hyuy9eViJnnPKCZ85z7W+7vtW/+EY0ksTgxw99bmrZU9XWpCk4B9I+MEG72ruRqeFR8GL3s\nC3TYPRlqvYKs+rnYrDaMZoNfjUmiE6OIToqi8rDy0tbxhIaZyclP5JiKeR/RERYWFKXz7p5y1ffT\n2WlJzElL4rk9h3C51c9luju3FJvLOe0azz9b4mOaUjv4HjZ3P4WRd/h7K0J5pWELoToLN5xnrocv\nqO7vJkxvVBUZHBixeV3LCx77Tq3W+2iaXq/F6fDO2nUiwqJCGOyZXC24qJkq5yMkwoJGq6G/a2K7\nXW9Iy4yjrbn3UzW9F2uYz02LRa/TcrLKO6teSZJYlp/F3pp6RhSKwvzIOObGpfBS5TGfiIN4UzSP\nZN3KoZ5y3mvbJ3z9IL7lTG8n/7X/ff5px5usrSqj13b+jOOO5hpu2PAX/v2jLRRHJ/D2zZ9jbtzU\nDw+9FOgZGaZzxEqeSvHRN2wjwuxdgGrE7rl/eeuIOBaY0unV9wWOWG0YvRyC6wvy5mZxRlDZFUDJ\nvAxOHW/AblcexFtx+QxaOvspq/S+xPdcPn/5fBp7+9lyqlL1WiUxiRRGxfFK5THVa00lQfExDSjv\nXUuEIYtE81x/b0UYJ/qq2NdVxqqUpZi1U3ezq+nvJjs8WtWMlH6F4sPtltEpiCiJEh+hUaHYhu3Y\nRy5eaypqpsr5kCSJiNgw+juVi48xcfGzPQ3IsswLm09+4s8u1jBv0OvIz4jjhJeZD/BMOx92OPmo\ntkHx/u/JLaWqr4uDHeJcxMZzY9ISiiNy+GP1G3TZlPWnBJk6hp0OXqs6zppNf+O69X/i+YqD7G2r\n5593vcW8V37D/e++yHPlB2kedbKq7u/m0a2v8tB7L2N3O3lm2e387bp7KBy12w3iPZV9ngxqroqe\nQID+4RGvz4jhEc+DscmgMPMhQHzYrHaMFu9NUUSTOyeL+pONApvOM7HbnFScUH6vvWpeDka9lnd2\nn1K9n6sLskmPiuCvuw+qDj5JksQ9ubM43tXKie421XubKoLiI8Dptp2my3aKgohVl8xQQZfs5g+V\nrxFnjOL21Kun9No1/eom14In8xGmJPPhcqPxwup2DE/ZlYDMR3QoAAOTzH6ImKlyISJiw+lTmPkY\nLy5so774v1//sbiYbMN8UXYip2ravBo2CLAwMxWzXsc2hZa7ADdlziBEZ+DFM0cUr3EhNJKGr+Xf\ni8Pt5OnKV4LlVwHKye42frDvXRa++lv+ZddGum1Wvj9vOXvXfJV9a77Kuhsf4omiy2gbHuTfP9rC\n5a8/zcr1f2bF+j+xr62B781dxru3Psb16fmXzBnhLyr7PG5PasquZFke7Qv0MvNhG8t8eCs+PKJF\nSNnVsKfsyt/kzc3G7ZapOS7GEbB4boan7+NgreI1Qs1Grpyby7t7K7CrLIPWajQ8sngeR5taOdyg\n3qlqdXYRBo2WV86od9GaKoLiI8A50/cWGslAdthKf29FGJtbdlM91MSj2aswTWHWY8TpoGmonywV\nFoqgPPPhkmVFrlXCxEeUxyVtcJJ9H74mLCZUcc/HeHHhsJiQAfqGzoqLyTbMF+cmMWJ3Ut3o3ZwQ\no17H4ux0tp2uUfxQH6I3cGvWTDbWltPvo2bBFHM8D2TcyN6u4+zsEO+uFUQdG2pOceNbf+XlM0e5\nNi2Xl1fcx/urHucLRYuIMVnQSBKzY5P5ztylvLfqcd5f9Tjfm7uMcKOJNTmlbF39Bb5YfBlG7aUz\n98mfVPZ1YdLqSAlV7nQ17HDicLsJV1h2ZfS67Gqs5+PSKrsChDlehUdYyMyN56gK8QFwy1VF9A+O\nsPOw+n3dNnsmkWYTf951UPVakUYzK9LzWVdzkhHX9LBYD4qPAMbltlM9sJn0kKswasP9vR0hDDmH\neaF2IyURuVwRO2dKr1030AtApsrMx+CIjVBFZVduRQ4qBoMOu02ZR/l4wmM9n6He9sAYQBYWFTrp\nHpRzGS8iZI0Gh9mIwTpy9ueTbZgfazpXUnq1NC+L5r5+qjqUO0rdkzeLEZeTDbXqU/nnY3XqcvLD\n0vm/qtcZcopxKwuinvqBXn6wbzMlMYl8dOdX+dUVt7AoIf2C2YuciBi+WHwZr6y4n58sXkm8OXQK\nd3zpU9nXRXZ4tCqnq/5hTyDB2wDVyGgGw6T3Tny4nB7xIWIWlNPuFJJBUUtcWixh0aHCms4BZs3L\n5NRRdX0fC4rTiYsKZcP2MtX7MRv03LtgFlsrqqjtUjc9HeDu3Fn02Ud4t/606rWmgqD4CGAarXuw\nuwfIDb/RJ+v7coL1+Xi1YQv9ziEey75tyksE6gc94iM9NFLxGg6XC4fbjdnLAwI8qVZvy3sAQsPN\nZwdJqSEp21ML3lTpXYO1r9BoNcgKLYTPFREOixH9sO3szyfbMJ8SH0GYxUhFXbvXezhruVul3EWl\nNCaRvIhYXq9Sf5idD62k4cu5d9HnGOTF+s0+u06QyTPosPHYB68hA09duYpIoxgXuSDqqB1QX5Zr\nHc1gWAzelS+5Rs8GrdY7ETF2joooq9QZdGfLuPyJJElklaRTe0J5T925lM7LwmZzcFpF34dWo+Hm\nK4vYd7yO9m71Zin3LihFp9Hwt33qS28vT8ogJSTcp2eJSILiI4Cp7n8HkzaaJMt84Wv7eoL1RHSM\n9PBm03aWx88nN2zqp8w3jIqPNBUpdZtjLDrlvTWwTqvBpeBhOyzczECf+oh1fLpnIF/TGfVuHSKQ\nNNKEB+ZkRPG54sJhMmIYsZ0VF5NtmJckifyMeE7Xei8+kiPDyY6NVjzvY+z6a3JKONTRdHaysi/I\nC0vn+sTLWN+0jQbrxE2JY//uhsTceT7bSBDcssw3P3yLqr4ufnfValWTtIOIw+F20TjYp/r3YXWM\nzuvwsnF8bJaT1su+QGn09UoDOeMxmg3Yh9UPvxNBZlEatWUNwnrVSuZ5+j6OHlCXTbnpqpm4ZZm3\nP1SfrY4PC+XGkgLWHj5xNmOmFI0kcUdOMTtbamgZCozqhgsRFB8Bis3VT+PQLrLCrkMjiU+D+nqC\n9US8ULsRWZZ5KPNmn13jQjQM9mHW6VXZ7A6Pig9FmQ+tBqfL+96NsHAz1iHb2fS6UrRaLUk5CTSd\nUd/gJgJJkj41PHGyovhccWGOCkVrd7KyMO4Tr5lMw3xBZjyVDR2KslJX5GSwv65RseUueKbUaiSJ\n1yp9M/NjjIcyb8akMfJM1eufOtDH/7sH8S2/OrKTLQ1neHL+NVyRnOnv7QQZpXGwD5cskxmmUnyM\nWeZ6KT7GZj542xeoHXVQFDGI1mA2YAsQ8ZFVkoF1YJj2enWDaMcIj7CQlZfA0QO1qtZJS4hibmEq\nG3aUCRFGD182F6vDwWuH1Q8dXJNTiluWec1H86NEEhQfAUrtwPu4cZLjo0ZzX0+wPpeqwUa2tu/n\n1pSlxJvUpbWV0jDQS1pohKpyL5vT85Bp1HkvPnRaDS6XksyHp3FRROlVSl4STWcCo+xKkoBzbt7e\niOLx4uLf7/UE69taer3eR0FGPDaHi7pm7zMPV+RmYHO6OFCnPGMYbwllWXI2r1Qew65AnE6WSEMY\n92fewKGecvZ2ffJwmujfPYh4NtaW89Tx3dyVW8ojhcEEUyBR2++pu1dbdjV8tuxKmfjw1hFxLPMh\nRHwYAyjzUeypjqgtE+N4BTBrfiYnjzWo7qG8ZWkxjW29HDmtvlJkZlI8CzJS+du+w4oCYONJD4tk\ncWI6r1Qewx3g7oZB8RGgVA9sJsKQRbQx3yfr+3qC9XhkWeYv1W8SprNwV/p1wtefLI2DfapKrgCG\nR1PqU5v58GRqBvrVC8OU3CSaq1pxC5isqhZJ+nTZlVJRnJDs6eNpa/ZefORnenphlPR9LMhIxaDV\n8mFVrdfvHc+DhXPpHBninXrfZR4Bbkq6kgxLEr+vfJVBp/Xsz30VdAjyMWVdrXxr11vMi0vhvxZd\nH7TFDTBqBjzBhwzVmQ/Pw7u34mNMPHg7C+ps2ZWAh02j2YB9RL25iQgyizzio6ZMXN/HrPlZOOxO\nTh1vVLXO8vl5WEwGNmxXn60AeGTxXJr7BnivXP3QwbtzZ9Ew2MfeVuW9iFNBUHwEIAOOJtpHjpET\ntsJnB5SvJ1iP51BPOUd6K7gnYwWhOuUlT2qQZZmGwT7SFDabj9XDr/jVdgCONHhfU6m45yPCIwiF\niI+8JOwjDjoavLOW9QmSdG7ig0jLxAf2xURxQpLn99ra7L1rSEZSFEaDjvJa7wc0mQ165meksKtS\n3Y1+aXI2GWGRPF9+6BM/F20KodNo+WbB/fTYB/hT1Rtnf+6LoEOQj2kZ6ueJbWuJMpr5w7Lbg9a4\nAUhdfw+hegOxKspyAaxnS3O9zHy4lGU+tCIzHwFUdhUaGUJcaozQzEfJXDF9H2aTnusuK+D9fRUM\nDqsfhLgsP4u0qAie3XPo4i++CCvT8wnTG3k5wCeeB8VHAFI78D4AWWHX++wavp5gPYYsyzxXu4EE\nUww3Jl0hdG1v6LfbGHLaSQnx3rL4k30Inhv8c7vrvH4Q1Ou02BQ4iURGe+Zz9HSqn88xlsquOlKr\nei21OEbs6Md52q873MTgyKf/ffRa6aKiOComBK1WQ2e79w4kWo2G3LRYKhXWFi/JyeBMRxftA8p/\nPxpJ4oH8ORzoaOR0bwfgO1OIvLB07ki7mi1t+zjRVwVMHIwIIoZhp4O7N/+DPvsIf1x+B3HmEH9v\nKcgE1A32kh4aqTrg97EpydQITN3o91aES1VIhAWX04V1IDAyoRlFqdSXizPBCQ0zk1uYxDGV8z4A\nbllaxIjdyXt71WertRoNDy6azZHGFo43qSuLNun0rM4u4p360z6bHyWCoPgIQGoH3yfOVEyoPtGn\n1/H1BGuAPV3HqBps5N70leg1/ov2tVo9D6WJFu/Fxyfr4T3iw+6SvW7ODzEZsI54H1WKS/SUinW0\n9Xn93nPJn5eNTq/l5B7flvdMht6OfiLjPv59/GJzBY4JonchBt1FP5sajYbwSAv9vdYLvu585KTG\nUt2oTHxcluURdPtq1JUH3J5Tgl6j4aXRKbW+NIW4J30FccYofl/5Ki7Z9YlgRBCxbKqroH6wl99e\ntZriGN/e04Mop36gV3XJFXjs2AEMXlrmahQ2jptGJ5KPCCiXikn2/P27W9TPnRBBSm4STadbhDle\nAcxekMWpY42MqMzwFOckkZMaw5vbxDR33z67CItBL8R2946cYmwuJ2/X+f+cPx9B8RFg9Nnr6bad\nITP0Gn9vRTVOt4vna98ixRzP1Qni7YK9oWVUfCSFhHn93vH18OODYt7WyYeYDVgV3PAiIi0YjDra\nW9WLD4PJQN68bI5uE1Orqoa+jv6zgw/h/P+efcOTO1TViI/slBh6Bobp7vP+/TMS44kwGdlTrU58\nxJgsXJ+Wz9qqMkZcTp+aQpi0Rh7Pvo2aoWY2Nn8IfByMsLdWqh+WOqsHAAAgAElEQVS5G+QsL1Ue\nJTMsiqXJWf7eSpDz4HK7aRzsIz1M+QyoMcZMI/Reiw/P4eKSvevHM5k95V1qH6YBYlM8zfZdCspX\nfUFqfjLWgWF629WffWPMWpCF0+nixFF192tJkrh1WQknq9s4Xdehel+hJiO3zy7i7bIKOgaUDd8d\nY1ZMEjkRMT53UFRDUHwEGHWDWwHICF3u552oZ0PzDhqsbTyavQqt5N+SjrazmQ/vxcdE9fCy7H2d\nvMXsyXx4G8WRJIn4xAgh4gNg8S0LKP+oko5G//Z99HX0EzFOfKg1QYiItNCrcGJ6dmosANVN3mc/\nNBqJhVlp7K2pVx2huydvFr32ETbXn/a5KcTlsbOYE1nA32rfpsce+L7w05Hq/m4+amvgztzSYIN5\nANM2PIjd7RIiPhwKxYfS3g2TaTTzYVUvPmKSx8SH72YOeUNKnidT2Hha3Gyq4tnpaLUa1X0fADcs\nmYFBr2X9djEP+Q8smo3D7eblg+r6NcbmRx3oaDzr4hZoBMVHgFE78AHxplJC9PH+3sqn8Kb5tcfe\nzz/qNjE/aiYLo4uncJcTM5b5iDeHev3eT9bDew4Go8775nyLyYDLLSvq+4hLjKBDkPi44vaFAOx6\n4yMh6ynB5XQx0DP0ibIrtSYIEWrKrtJiAKhpUibIFmel09w3QEOPut/RkqRM0kIjeOnMEZ+bQkiS\nxBO5a7C57Txbs0HImkE+yStnjqGVJNbk+P8eGOT81A94XPLSFRqSjMfhcqORJHTezusYfb3LS7tV\ns2VUfEwyQ3whxjIfnU2BIT5S85MBhA7GNVuMFBSncHS/evEREWpm2fxc3tl1ihG7+n//zJgoluZl\n8dL+Y9hVzvUamx+1tjowsx9B8RFA9Nnr6LGfCcish7fNr8/VbMDudvB4zm0BEfFrHRog1hTidR0u\nMGE9/JeW5XjdI2MZjVANKen7SBCX+UgrSCGzKI2da/cKWU8J/V0eMRge+3EmSq0JQkRUiGLxERMR\nQniIkSqF2aDLsj19H3uq1TmzaCSJu3Nnsae1ntk5Fp+bQqRZEliVsoz32vZxql/9YRzkY5xuN69X\nH2d5Sg4JCjKuQaaO+sFR8SEo86H3UnjAuLIrr3s+xJVdWcLMmENNAVN2FZ8ei06vpfG02MG4s+dn\ncfpUM0OD6huyVy0rYcBq44P9ZwTszJP96Byy8s6J06rWSbSEsSQxk9erygJy5kdQfAQQtWMlV2FX\n+3knn8ab5tczA/VsadvHqpRlpFoSpmqLF6R1eIBEi/dZjzHG6uH/+sgCAJYVeJ+ZChltDBxScEjE\nJ0bQ3TmIXaWjyVj26lB4NEd3nOLv755UtZ5Sxkq+ohM/edirMUEIj7TQ3zd80cjhRBk8SZLITo2l\nSmHTeVZMFAlhoexV2XQOsCa3BI0k8XLl0Skxhbg3YyUxhgj+UPkabi/rzYOcn62NlXQMD3F33ix/\nbyXIRWgY6EUjSSQrcEM8F4fLhU7jfZBrbFK5y8sZTGMN51arestX8DSddyjMAItGq9OSlJNIU6XY\nwbizFmTjdrk5fkj9LIy5hWmkxkfw5gdiMgxX5GSQHRvNC/sOq15rTU4xTUP97GsTZ1csiqD4CCDq\nB3cQZyomRBfn7618isk2v44NFAzXh3BPuu+sgr2lc3iIOAUlV+eiNDoFEBHqmVS+/mC917MbUtJj\nkGWZ5nrlh8L47FV/cQ7IMr/573WqrVuVcGy7R/QULsoTtqYlxIAsyxecXnuhDF5GUjQNCl1eJEli\nYWYqB+oaVfd9JFrCWJqczbrqE14/iCjBrDXycNYtVA42sKvzqM+v91nhhYpDJFnCWJ6S4++tBLkI\n9YO9JIeEo1cgGs7F5ZbP9m94g3HUmtfh8K7cxmjSo9drGewXY6uamp9MY4XYTIMaEjJiaVdog34+\nZpamYjDqhPR9aDSexvPDFU3UC3AJkySJ+xfO4nhzG0cb1ZWbXZ+eT4jOwLpq/xvMnEtQfAQIg45W\num0VpIdc5e+tTMhkm18P9pziWN8Z7k1fiUUXOLad3SPDxKgcHgWgH41OORU8FEZHePz9/2/raa9n\nN2TkeDIttdXKXTXGZ68cUeEM5aRiOXSKX2yc+uzHwS1HSZ+RQnxarLA1jSZP+YHtApaTF8rgpSVG\n0jMwzMCQskN8fkYKHYNWaru8n7J+LnfkFNNiHWBP69RErJbFzyfDksQLtRun5HqXOlV9XexsqeW+\n/NleT6wOMvXUD/QK6fcAT1egklJj4+jMoxEvs9uSJKly+juX9BmpNFY041LZcyCK2JQYOgWboxiM\nemaWpnFEQN8HwE1XzkSrkVi3Tcxgv1WzZhJiMPCPj9QFg8w6PSsz8nm7roIRl/o5MCIJ3hUDhIah\nnQCkhQam+JhM86tLdvNszXoSTTHckLTkU2uIntZ8Ps69zhuHGukcGRIiPsaaCJ0u72/M0eGe6zvt\nnyy7mszshrSMGDQaibqqdq+vO8a5Waq+uTPQDY3Qv++U4jWVYB+xc2z7SeZeWyp0XaPp4n73F8rg\npSd6PO4b2pSJhwWZqQAcqGtU9P7xXJuaS5jeOGXNglpJwyNZt7IwumhKrnep80LFIfQaDffkzfb3\nVoJMgobBPnHiQ5ZR0uVoMoz2blwgc3s+wiMt9AkSH5lFaTjsTuGlTkqJT4ulp60Ph4CG7vHMmp9F\n9elWIaItNjKUK+fm8NaOE4oMZc4l1Gjg1tJCNp04Ta9VXUbrtqxiBhw2tjZWqt6XSILiI0BoGNxJ\nhD6DCEO6v7cyIZNpBt7WfoCaoWYeyrz5UwMFfTWt+VwmvM66o9jdLqKNAsTHaFpeSeYjKtyTCdK4\nPy1cLja7wWDUk5wWTV21cvFxbpbKmpmMPTqCuCPlQoc4XYyyXRXYRxzMv15sLfxkMh8XyuCljYoP\npanzrJgoYkMs7BcgPkw6PTdnFrKp/jRDDuWNpN4I/oUxRTyWc5viawXxMOSw83pVGTdmFAanmU8D\nrA47nSNDpAloNodR8aEk82FQlvkAdU5/55JR5Ami1J1Ufx8TQWxqNLIsC2+CnzXfM3fnqIBp5wB3\nXDOLvsERtu5X1yg+xt3zS7G7XKw/pq4yYXFiOvHmUN4IsNKroPgIAOyuAVqHD5MWeqW/t3JBLtT8\nanc7eKF2I7mhaVwZN+dT7/XltOaLXWcETyNevEX9g8DHmQ/vxYdBrwONBs0E6c/JzG7IyI6nrkp5\n2dWnsleSxNCCmWibOji1T4xTx2Q4+O5RdHotpUtnCl3XNAnxcaEMXmp8BJIEDW3K+z7mZ6Swv7ZJ\niJi7I6eEYaeDTfXKviNTJfiDfJJ1NScYcNh4qGCuv7cSZBI0DHpcBEWWXWkUiA/TWfHh38xHWqHn\nXK87od48QwSxqR4bdNGlV/lFyZjMBiF9HwDzZ6aTlhjJ2q1iSq8KE+OYlZLIyweOqzpPtBoNq7Jm\nsq2pip4R9QNqRREUHwFAk3UvMi7SQgJbfFyIt5p30mHr4XNZt6KRPv2x8uW05ouup/PczEXYXY71\nfDgUNgJHhVvQn+MoNNnZDRnZcTQ3dit2vJooe/WdJ1djCTez7qm3Fa2phINbjjLz8gLMoWJ7giaT\n+bhQBs+g15EYE059q/II2/yMVFr6B2jqVT+0b15cChlhkaytKlP0/qkS/EE+RpZlXig/RFF0AnPj\nxDuTBRGPSJtdALfqsiv/Zj7MISYSs+KpOxkY4iNuVHx0NIqdPaLX6yianS5MfGg0ErdfPYtjp5up\nbFA/8RzgrnklVHV2c6henQHA6uwiHG43G+vKhexLBH4VH5IkrZQkqUKSpEpJkr43wZ8bJUl6efTP\n90mSlDnuz/519OcVkiStmMp9i6ZxaBcmbSSxJrGR4Kli2GXj1fotzI0qZHbUxA/Rvp7WfMH1RsWH\nkgGD56LXeaLmSgcAZSREkB1lVDS7ISM3AbfLrarv49zs1V1Lsrnh81ez/ZU9NAoc5HQ+6k42UHWk\nlgUrP50dU4t+NKNhv8jhfaEMXlpiFI0Kez4AFmV5Shb21aovWZAkiduyi9nTWkfLkPdiZqoE/1Qx\nHc6L/e2NlPd28FDB3ICYbxTk4owNGEwLjfDrPsxGj/gYtnlfZhkRFcJA/zBOL52yzkdWSTpVR2qF\nrKWWmGRPOawvpq7Pmp9JfXUH3Z0DQta76cqZGPVa1r4vJvtxQ3EBoUaD6onnM6PiyY+M5dUqMfsS\nwQXFhyRJ4ZIkfconUJIk1Z2ikiRpgd8BNwAzgXslSTr36ftRoEeW5VzgV8DPRt87E7gHKAJWAk+P\nrjftcMsumob2kWy5DM30/CvwVvMO+p1D3J9x43lf4+tpzRe6jt7gSVlGG9ULnRDDqKe6XVkdfmJs\nOE6bTdHshsJiz+vKy8TW4t71nVUYjHqe/cGLQtediJd//iYmi5EbHhU/y2YsMS0psLkcIyk2jBYV\nB1FuXAxRFrOQpnOAVVkzkYH1Nd6bAkyV4B8jeF7A8xWHCDcYuTVregaSPovUDfQQbjASJeB8ANBK\nkqKhbiajDq1Ww6DV+7MlNj7c0xch6CF6xqJ8Giqazw6D9SeW0V7JoT4xmZ3xjPV9HBMw7wM8E8+v\nWVTApl2nsCoYJnwuFoOeW0oK2XzyDP3DyhvPJUnivrzZHO1s4XBHYNgon1d8SJJ0F1AOvC5J0glJ\nkhaM++NnBVx7IVApy3K1LMt24CVg1TmvWQU8N/q/XwOukTzhpFXAS7Is22RZrgEqR9ebdnSNnMLm\n7iM1ZLG/t6IIq3OY1xveZ37UTArDM8/7OrXTqyfLRNe5ujgGCYgwmFSvHzKaGh9S6LyRHBdOe/eA\nop6RhKRIomJCOXVcrPiITozijn++me2v7KHiQJXQtcfTWtvO+3/fyY2PX0tErPphXucij85eUVJv\nPUZiTDg9/VZFddfgucnPS0/mYJ2Yvoqs8GjmxaXwatUxr+t+p0rwQ/C8AGi3DvJOXQV35pRi1ulF\nLx/ER9QO9JARFiUsU6XRaHApEB+SJBFmMSqy+o5L8GRtOlr7vH7vRMy8PB+Ak3vENE+rQavVYgkz\n+0R85BUmYQkxckxQ6RXA7VeXYh2x8+4eMSVOa+YWY3O6eOu4unLZNbklhOmN/PXUASH7UsuFMh/f\nB+bJsjwb+BzwgiRJY1YoIr6lKcD4osLG0Z9N+BpZlp1AHxAzyfdOCxqte5DQkGxZ5O+tKOLNpu0M\nOK08kHn+rAd4ml9/sbmC5t5hkiPNfHtFgU+mNcOny2oSonSEG0xnJ8iqwTKa+RhSkBoHSIqNwOWW\naVcQUZIkiRklqZQLFh8Ad/7LrUTEhvHnf/278LXHePX/W49GI7HmW7f4ZH33qPhQk/lIHBVFbSoi\nfvMzUqnv6aOtf1DxGuO5K7eUyr4uDnV6F7GaKsE/ymf+vHjxzBGcspsHCsSXFAbxHXWj4kMUWkk6\ney/yllCLkQEFk8pjEzz3rc529b1mAAULctHqtJzYFRg9AiERFqz94stFtTotxbPTOSbI8QqgODeJ\n3LRY1r7vfcBoIoqSE5iZGM9rh5T1/o0Rqjdyd14pb9eVKyrjFc2Fnsa0siy3AMiy/BGwHHhSkqSv\n8XGFQ8AjSdIXJEk6IEnSgY4OMU1AImka2kOcqRijVnwk2NcMOKy80fgBl8WUkBd2fotgf7vu9NiG\nhaXUNRoJi17PkMKyq+TRh9vmTmURqhmlaTTVd9HXM6To/ecjJNzCfd+/g8PvH2f3+v1C1wboaevl\nnb9s5doHl55tIBTFmJ3sfc/sAWBXlXJXlKTR309Lp/Kb8/wMz3PtAUHZj5syCzHr9Lx6xvt63Qv1\ntwhm2p8Xas+Kt2rLuTwxg6zwaB/sLogvcLhdNA72kSlQfGg0Ei5ZmSFJeIiRQQXiI25UfHS0icl8\nmCxG8uZmcWJPYJhTWMLNDPWLz3wAlM7PpKG2k64OMSVmkuRpPK+oa+dktZhZKWvmFnOytZ2y5jZV\n6zxcMA83Mi9UHBayLzVcSHwMjK/fHT1YluFJYYuYRNUEpI37/6mjP5vwNZIk6YAIoGuS7x3b9zOy\nLM+XZXl+XFycgG2LY9jZTZetnJSQy/y9FUWsa/qAIdcwD1yg1wP877rTaxsmUpD4AAgx6pVnPuLU\nPdzOKPE0NJeXiRduN3/perJLM/jJff/Lid1ifzdrf70Rh83J3d85t1JGHeOF7Rj/t6NasbAdy3y0\nqhAfhQlxhBgMwvo+QvVGbsooZEPtKawqZn74mGl/Xqg5K4Ycdir7OlmUkHbxFwcJGJoG+3HJMhmC\nnK5AbebDpCjzERJqwhJipKNVXER75uICKj6qFD7cTwmezIePxMc8T9/H8UO1wtZcsaQQs1EvzHb3\n5pICjDqt6uxHWlgk16fl8Y/Thxl2+vf3eiHx8SVAI0nSz8Z+IMvyAJ6GPxFPPvuBPEmSsiRJMuBp\nCFx/zmvWAw+P/u81wFbZk8daD9wz6m6SBeQBHwnY05TSZN0LQIpl+vV79DuGeLNpG1fEziYr9MLR\nVH+77vTaR4RlPsBTeqVUfMRHh6GRJJo7lEWo8mYko9FqOHVcvA2iwajnJ+/8GzEp0fzbTf9D+Udi\nZn/0dw+w/vebuXLNZaTmJwtZc4yJhK3N5VYsbOOiQtFqJFpVNG7qtBrmpicLGTY4xl25pQw57QFl\nlXgOn+nz4kR3GzJQGpMkctkgPqZ2wGOrLTbzoaznA1Dc8wEQlxghLPMBULSkAPuIg8rDtcLWVIol\n3Dc9HwC5BYlYQozCLHcBQs1GVlxeyJa9FfQr/H2OJ9xsYuXMfN46Xo5VpRj8/IwF9NpHWFutTsio\n5bziQ5blo7IsnwGuO+fndkB1zcdoTe5Xgc3AKeAVWZZPSJL0n5Ik3Tr6sj8DMZIkVQL/DHxv9L0n\ngFeAk8A7wFdkWRbjMTeFNA3txaSNJtqY7++teM1bzTsYdtm4N2PlRV871a475zJgtxGmNwpbL8Js\nom/E++gUeKx6E2PDqW9RZudqMhvIn5HMkf3ibpTjiU6M4udbfkBYdCjfvuZHHHj3qOo1n/rqn7FZ\n7Tzw5B0CdvhJxgtYzWgTv6zRKBa2Oq2GmMgQ2nvU9WvMS0+msqObPhUOJeNZEJ9KRlgk6wJsSu0Y\nn/Xz4kS3pxyiKDpB5LJBfEx1v6dEMyNcnPjQazQ4XC5F9f4RoSb6BpXdMxKSImltVm4Tfi4lV84A\n4NB7/rdn1el1wmyEz2Ws7+O4IMerMW6/ehY2u5N3dnnvVDgRa+YWM2iz8+5JdUHBBfGpFEUn8Oyp\ng0J6UpRyIberL0mSdBwokCTp2Lj/agD1TySALMtvy7KcL8tyjizL/z36sx/Ksrx+9H+PyLJ8pyzL\nubIsL5RluXrce/979H0FsixvErGfqUSW3bRY95NsWTjt/OBHXHY2NO9gYXQxmSEXj2RPpevORAw5\n7YToxbnPRIeY6RlSnrXJTomhpqlT8fvnLc6hoqyRAR804AHEp8fx6w9/THJuIj+45SdsffFDxWtt\nffFDtr20iwd/eCdZJRkCd+lhvIDVOD3zPdx6nSphGxMRQnefuufl2ameCPixRjE1v5IksSprJrtb\n62i3imlkF8ln/byo6OkgymgmzhwieukgPqSqr5twg5E4k7jfm0HnmVTuUOBoGB1hoW9wWJEbYmpG\nDE31XbgVDsA9l6iESPLn5/DRJv/3BzjsTvRG3znIFc/NoKG2k95ucffWgsx4ZmYn8MZWMY3n8zNS\nyIiO5PXD6gJQkiTxuRnzOdPXya4WsYLLGy5UdvUP4BY8Ketbxv03T5blB6Zgb5c03bbT2Nx9JFum\nn0Pwe2176XcMsSbtmkm9fopddz6F1eHAojMIWy/aYqFrSHkKODs1hrqWHpwKBxXOvzwPt1vm8L7q\ni79YITFJUfy/bT9ixuJ8fnL///LGb7ybgN5a287PH/ktP33gN8y4LI97vrfaJ/scL2y1o5Exvdmg\nSthGR1joVpniL0lJRCNJHG4U56l+a6Zn5seGWjGRNMF8ps+L8t4OCqPipl0g6bNOZV8nuRGxQn9v\nhrFBtC7v7+9R4RZkGfoGvA8sJadFYxtxCGucBlh4wxzK9572+7wPh82B3qDz2folczMBKDtSL3Td\n1ctLqW7q4tgZ9eeAJEncPqeI/XWN1HWpy3DdnDmDGJOFZ8v9Z7t7obKrPlmWa2VZvleW5bpx/4kf\nM/kZpNnqKTmebuLDJbtY27CVwvBMZoZnT/p9U+i68wlkWcbqtGMR6LsfE2Kme8iqOJqRlRKD0+Wm\nQeEk7YKZyYSGmTiwR0xPxvkIiQjhp+88yZLVC3j6G3/ll48+TU/7hWuKe9r7+N3X/8LnCr7G9ld2\nc+e3buG/N34frc43AzTHC1vtaObjx3fOUvX5iokIoUtl5iPEaCA/PpYjDeKmxudGxlIUncD6mpPC\n1hTFZ/m8cMsyp3s7KIgMLEOTIBenqq+bHMHuZAat517nUBBcio6wANClIPiRmhELQFO9uK/cwhvn\n4nbL7Nt4SNiaSnDaneiNvhMfeTOSMBr1wkuvrrusAIvJwBuCGs9Xz5qJRpJ444i67IdJq+P+/Nm8\n31hJ3Wjf01SjfvBBEEU0WfcRbczDrJtetowfdhyhzdbNmtRrp0WUb8TlRAYseoGZjxALDrebQYVN\n51kpHqvZ6iZllrBanZY5i3I4sLvS5zWbBpOBH7zyLW587Bo+eGkXdyU+xudnfoNfP/F/vP/3nbQ3\neMrHhvqtPPfvL/NQzldY//Rmrn94Gc+eforHf/4gYVGhPt3jmLB9dFE6lhAjt89T5zgUHWGhp9+q\n2LFmjNlpSRxraj27zpglcNb3NrLkp1sVOXKtzprJ0a4Wavov+Wf6aUPDYC9Wp4PCqHh/byWIF/TZ\nRugcGSI3IlbousbRQIttNBjiDdHhnvKv7n7vgx8p6Z5zpaleeUnvuRQsyCElL4m3ntkibE0lOGwO\nn5Zd6fU6ZpSmUiZYfFhMBm5YMoP3PzpN36D6MumE8FCuzM3kjSMncaksr7s/fw5aScNz5QdV70sJ\nQfHhBxzuITqGj0+7rIcsy7zW8B6p5gQWxRT7ezuTwjpqJyc28zEanVJYepWVHI0kQU2j8nkU8xfn\n0NUxQF1Vu+I1JotWp+Wbz3yRX+/6MY/+5H6SsuP54OVd/PTB33B/xpd4MPvLPJTzVf72X6+x6Ka5\n/PnEr/jmM18UPs/jYgwNjBAapn6KfUxECC63rPqwmJ2axKDNTlVnl7BZNzdnzkCCgMx+fFYp7/HM\nBAlmPqYXlaPN5jkRgjMfKsquosM9Z0uPAlvZ2PgwDEYdjXXKz5Vz0Wg03PrlFZzcXcGZQ74r870Y\nDrsTnQ/LrgCK52RQdbqVoQExJiFjrF5eit3hEtZ4fsecItoGBtlVpU4oJVjCuCmzkFcrjzPoUGag\no4ag+PADrdYjuHFOu6nmR3tPUz3UxB1pV6ORpsdHx+r0ZCfMAsVH9Jj4GPz4gPAmqm0y6kmJi6Cq\nUU3TeS4AH+3ybenVeHJnZ3HPd1fz3299n7Vdf+X3B3/Ol371CDlzsihdOpPffvRTnnzpn4Xb6U6W\ngYFhQgSIj7HSB7V9H7PTPE3nRxpahM26SQoJZ1FCOm/WnPSrU0mQjznd6xEf+ZFiI+iikWWZjuGh\n4OdmlKpez/03J0JskMQ42nCuKPMxVnbV6/29R6PRkJIWI1R8AFz/8DJMIUbW/u9Goet6g33Y7tPM\nB0DJnAxkWebkMbE29vkZcRRlJ7Lug+NCvnvL8rOJMJtYd1S9mHmkcD4DDhuvVR5XvZa3TI8nyEuM\nluH9aCUD8aYSf2/FK95q3km4PoRl8fP9vZVJ4xhNTRo04noOEkZT4639HmcMJVHtgswETtUon1Ya\nlxBB3oxkdr7vnwi4Vqsld04Wt3/9Jv7j9W/z76/9CwXzcy7+Rh/S2dpPbHy46nXCQzwCpt+qLgKW\nER1JuMlIWXOb0Fk3N2UWUt3fzZk+ceUVQZRT3d9NsiWcEIGlnaJxud388663WPDqUyx87bd8fed6\nXjlzlMZBcXMhphunejswaXWkh4obMAhg0nvEx4jDe/ERYjZgNurpUGj1nZETLzwbHhoZwk2PX8vW\nf3xIc5UY9z5vcDldtNd3kpDuW3FfWJKKRqvh5FGxTecAtywtprqpS8jEc4NOyw1F+Wwtr1Jc+j3G\nnLhk5sQm81z5QdxTHJQIig8/0GLdT7x5FlqNuNkTvqbT1sO+ruNcn7gYg8a3EQiRjNkOagT2pyRH\neB5wm/s802SVRLWLchJp6exX1dh81XVFnD7RRGuT9w1jIvoPAo221l7iEyNUrxNq8XwvB4fUpaIl\nSaIoKZ4TLe1CZ92sSMtHAjbVqZtCfyl+BvxBbX8PmQLnRIhGlmX+be9m3qg+wb15s1mckMGullq+\ns2cTV6z9PUvf+AP/umcTu1v9Z7vpD051t1MQFYdWI/YxyDxq6z6kYBicJEkkxITR2qVsUnl2XgJt\nLb3CS4fu/PYqdHotL/7PWqHrToaW6jacDhdphb41qTGZDWTnJgjPfICn8dxo0LFhh5g5TbeUFDLi\ndPJ+eaXqtT43Yz41Az281zB1VRQQFB9TjtXZSa+9hmTzAn9vxSu2tO7DjczKxMv9vRWvGJs0qxN4\nwIQYDUSYTTT3eg4IJVHtohxPSc4JFZGkpdcXI0kSW9464tX7RPUfBBID/cMM9A2TlKq+fvus+BhW\nXwdblJxARWsH37w2V9ism3hLKPPiUnmn/rTifV2KnwF/UTsQuOJDlmV+tP89Xqo8yldLLucni1fy\nm6tuZf+d/8TmWx7lhwuuIS8ilrdqy7nv3Rf54b53GXaqm6A8HZBlmfKedmb6wCTAYvCIj2GFk6gT\nYsJo71ZmbZudnwhA1WmxGYqYpChufPxatrywgxYVGXsl1Jd77knpM1J9fq0ZpalUnGjCpWDOyoUI\ntRi5ekEe7+4pZ8Sm/vs1Jy2ZlMhwNhwrV73WDRkFZIdH8/7wzvoAACAASURBVP2970xpJjQoPqaY\nVqvHWSDJMn3Eh1t2827rXmZHFpBkDuy65nNxyuIzHwDJEWG09HsOCCVR7cLMeLQaiRNVyq1YE5Ii\nmXtZDu+8ecirm6Wo/oNAoqneU+c85viihlDzqPiwqhcfxckJONxuCpONQmfdrMzI51RPu2KbxEvx\nM+AP+mwj9NiGyQwLPPEhyzI/O7SdZ8sP8uiMBXxr9pVn/0ySJAqi4vj8jAX86eo17L/rn3h0xgKe\nrzjELRufpaxr6strppKmoX567SPM8KH4sCoVH9FhtCqcq5E309NvV3FCfBDh7u+uRqPV8OL/vCF8\n7QvRUO6ZkZFW4Ptewpml6Qxb7dT6wMjl5quKGBq2s+2A+myFRiNxc0khu6vr6RxUZwuv12h5Zvkd\n2FwuHvvgNYYc6kq5JktQfPiQicoamq37MWrCiTbm+Xt7k+ZwTwXttm5WJi326n2BUNYxVseoE9wg\nnxgeRkuf54BQMsHdZNSTkxbLSZU1tDfcNo/Otn4O7J78DU1k/0GgMCY+UjMEiA+Lp3Z/0Kr+JlyU\n5Hm4KWtuEzrrZmW657OltPTqUvwM+IOaAY/lcSCKj6eO7+YPJ/Zyf/4cnpx/9QWt0U1aHT9YcA1/\nu/YeBuw2btv0PL8v26vazjNQ2d7scW66PDFD+NoWg+f+YbUru38kxITR3WfFrqBnJDIqhISkSE6f\nFH/WxiZHc+Nj1/Duc9torfW9y+IYDeVNRCdGEhopbgr9+ZhR6smu+KLvY25hGslxEWzYUSZkvVtK\nCnHLMm+XKc+Aj5EbEcPvlq7mTG8nX9+5fkr6P4Liw0dMXNZwjOq+fSRa5iFNE7cogM2tuwnXhXBZ\nzOQb5AOlrMM5enhqBf97J0V8LD6UTnAvykniRHWrqnkSl12VT2R0CJvemLxXt8j+g0Chqb4LjUYi\nMUX9Q6BBr8Oo1zKgsuEcIDUqggiTkRPNYksVUkMjKI1JZFO9MvFxKX4G/EFtvyfzlCV4UJ1a/nhi\nH//vyE5uzy7mvxZdP+mZTFckZ/LOLY9ybWoePzu0jfu2vEj1JThTZmtjJemhkcKdruDjno9hh/Ky\nK0Bx03n+zGROn1Q/UXsi7v7uajQaiZd+MnXZj/ryRtJnTM1Q4sSUKCKjQzh1vFH42hqNxE1XzuTA\nyQaaO9SXN+XGxzAjMY63jqsvvQK4KjmLHy64lvcaK/nZoW0Xfb3awMT0eQKeZkxU1mAxdyBrukgy\nTx+3qAHHEPu6yrg6YQF6LxrNA6WsQ2b0wV7wPMSUyHD6R2z0D3seUJVEtUtykxgatquy3NXrday4\ndQ77dlZMuvFcSaYm0KmtaichOQqDIC94i9nI0LD6zIckSRQlJ3CiRXykcEV6AUc7W2gZ8r45daLP\ngAQsLwzOqvCG+sFeANLCxDomqeHvpw/z3wc/4KaMQn5++Y1el5xGmcw8vXQ1v7j8Rsq62rhm3TN8\nd/fb9NnFNjH7iz77CB+21HFNWq5PBuWOlV0NKaztT4zxGJq0dChrOi8oTqG1qYfuTmWlWxciLjWG\nlY9ewzt//YCGCt8HEq0Dw1QfrSOzON3n1wLP/bqwJJWKMt/83W6+sghJgrd3inGpvLmkkGNNrdR1\n9QpZ76GCuTyQP4f/O7GP16omtt91yzLra05yzZt/VHWtoPjwEROVL2Qn1wKQZJk+4mNX51Gcsovl\n8d71qARKWcdYuZXo8oGMaM/DRq2KL/28GZ5J3AdOqEvx3nr3IjQaDa/9bfekXq80UxOoyLLMyaMN\nzCwV15Bo0GtxOMV8ZgoS4qhs78IpuIlxRXo+AFsUuJSsnpPCHfNSPqHJZeD1g01ozAEWxg9gWq0D\nRBvNmLS+HYA2WSp6Onhy72auTsnh11feothoQ5Ik7swtZdttT/DYzIW8WnWcFev/zNZG9fXq/ubt\n2nJsLie3ZRX5ZH2DTotJp2PApqxnLDXBc7Y0tCk7W0rmZAJwXPC07jEe/OEajGYDz3znBZ+sP54d\nr+3FNmxn+T1LfH6tMfIKk2iq72JEQPDpXBJjw5k3I423d4mZ03RjsSdguLFMTPZDkiT+feG1LEnM\n4F/3bGJ/2yedvz5sruXWjc/ytZ3rMenU3fOC4sNHTFS+kJ1cw8BQJGF637s2iGJb+wFSzfHkhHq3\n50Ap6xg7fJ2CxUdWrKe8p7ZLWcMveG5E6YlRfKRSfMTGh3PNTaVsfvMQvd2TS9WL7D/wN82N3fR0\nDVI0W1x0TK/V4HR6P6F4IgoSYrG7XNR1K/+sTERuRAy5ETGKXa8+KO/g3ONv2OFCGxo9fT8MU0yb\ndYAES5i/t3GW5yoOYtDq+OWSm9ELmG0UZw7h3+ZfzbobHiLCYOLzW1/jmx9uoGdk+vYGvV5VRm5E\nDCUxiT67RpjJyMCIMvGREB2GQa+lUaH4yC1MwmwxcPxQraL3X4yohEju/dfb2LvhIIfe9+1wunef\n+4CUvCRmXJbv0+uMJ6cgCVmWhTuGjXHTlUU0tfdx5LT67EpSRBjzM1LYeLxC2PBQvUbL00tvIzUk\ngie2raVhsJeyrlYe3PIyD7z3Ej22YX51xc28ffPnVV0nKD58xLllDZLkJiu5jmjDHJ+ken1Bp62X\nsr4qlsbP83rPgVLaM3YAO84RH2qb4dOiItFIEjUqxAfAgqJ0Dpc34lD5oLvmwSU47C7efGmfqnWm\nIyePeKIzRbPFNY/qdFphmYqCBI9DXHmr+KGAK9Lz2ddWr+hh8HxZSEmrC9xpeQFGq3WQxAARH/32\nEdZVn+DWzBlEmcQGeUpjk9hw0yN8vXQJG2pOcd36P7KpTky0dSqp7e/hQEcjd+SU+PQcDjcZ6Vco\nPjQaieS4CBralJ0tOr2WotnpHD1Yq+j9k+H2b9xEYmYcf/jnZ3EodPW6GC3VbRzfcYrrH142pc9M\nuYUeG/yqCuVOlBdi2fxczEa9uNKr4gKqOrupaBN3vkQYTfzp6jU4ZTer336emzc+y/GuFp6cfzXv\nr/4Ct2UXq3YQDYoPH3FuaUtpRi9m4wiXpS3199Ymzc6OQ8jILI2b5/V7A6W052zmQ/744V5EM7xB\npyU1MlxV5gNgYXE6wzYHZSosdwHSs+K4fFkhr724lyX/9e5nanBc2ZE6QsPNHO61C3NX0+u0qgXh\nGDlx0eg0GiraOoSsN56V6QW4ZJn3Gr0vvQo2l6unzTpAoiXU39sAPBF9q9PBQ4Xe368ng0Gr5Zuz\nr2T9TQ+TaAnjS9vX8eXtb9A1YvXJ9XzB2urjaCSJ27J9U3I1hprMB0BaYpTizAdA6dxM6qs7Jp0J\n9xaDycAX/98j1Byv56cPPoXLJeZeOZ4tz29HkiSuffAq4WtfiNj4cCKiQqgs9434sJgMXL0gj/f2\nnWZEgHBbMTMfnUbDRkGN52PkRMTw+6W3YdTo+FLxZWy//Ys8NnOhsBLToPjwIeNLW358lyclNp2a\nzbe1HyQ3NI0UizIv9EAo7RkTH+MzH6Ka4bNio6npVCc+5s5IQyNJ7C9Tb+2XsLgAu9WO9WT9Z2pw\n3Ikj9cRkxvH9dWXC3NX0Oo0w8WHQ6ciKjRIamRqjODqBlJBwNisovZooOxlk8thdLjpHrAFRdiXL\nMi9UHGJ2bLJPy4kAZkYnsO7Gh/nOnKW811DJ9ev/pOjzN9W4ZZnXq8pYkpjp82xVmIrMB0BaQiSN\nbb2KnRBL52cCvuv7AFiyeiFf+PmD7Hh1D79+4hlhZT8AbrebLS9sZ841xcSnTe1sMUmSyC1M8pn4\nALjxyplYR+xsP1ileq2oEDOXZ6ezsey0KufMiViSlMnuNV/mu3OXEWEwCV07KD6miBbrAaIMOZh1\n06OXs8naTuVgA8vifRNFmyo+Lrv6+EFSVDN8ZkwktV09qr7w4SEmZmQl8FGZ+kPi+TM9WKPCiKpr\nRRoVW5f64Li+niEaajs5LWuFuquJLLsCT9O5LzIfkiRxfXo+O5prGHR497AzPjsZxHvahz1R5UAo\nu9rVUkd1fzcPF86dkuvpNBq+XLKYDTc9QqIljCe2reVrO9bTrMB5barY21ZP01A/d+QU+/xaYSbj\nWSdEJaQlRGJzuBTb7eYVJmMyG3xaegVw57/cyv1P3sE7f9nK09/4qzABcuSDE7TWtHP9w8uFrOct\nuQWJ1Fa2Y7d7P2tlMswtTCMpNpy3d54Qst5NJQU09/VzpNE3Fsu+ICg+pgCn20bbyDESp5nLFcAV\nsXP8vBN1mLUe28MR58c3EVHN8LlxMYw4nTT0qPPsvqw0kxNVrfT0qytfaO4dpisrGb3NQWRD+yd+\nfqmyZ7sn1dxqnvh3p/TvLiEJjSLlx8fQ2j+oqhTjfFyXlofd7WJXi/cCdiw7OT260AKL7tFyo1iT\nxc87gT+f2k+sycKNGYVTet2CqDjeuOEhvl66hHfqK1i+7hl+eXiH10J4Kvjtsd3EmCxnXeJ8SaTZ\nRJ8K8ZGeNGpo0qxsxopOr6V0bgYHdlcKzUhMxMM/ups7vnET657axFNf/TNuleYutmEbv/3qn4hL\njWHJbQsF7dI7svIScbncNI8OrxWNRiOx8vIZfFRWT1efugnlANcU5mLUaYUMHJwqguJjCugYOY5b\ntpNs8c6u1p/s6TpGXmg6cabAm9zrDSH60WnV4w5DUc3wM0anV59qVTfDYem8XNyyzIdHqlWtkxxp\nxhoTwVB0ONE1zWhGJ+ReyrX9H2wuIzktmpj0iVPzSv/uTpcLvU7c7TE71pPxVFumNxHz41IJ1RvY\n1qT883Mpf0Z8xdjcC9HlCN5S2dvJB01VPFgwF6MfLH/HekHeX/0416fl8dTx3Sx74xlePH1EuMug\nUna11LK7tY6vlCzGrJv8vCqlRFnM9I3YcCjshchJ9dzPqlXMgFp4ZT4tjd001vnmAXoMSZJ44pcP\nc9e3V7Hh95v59RPPqBIgf/n+izRUNPMvf/kyJotR4E4nT2qGZ/hko4/EB8D1iwtwyzJbP1IvGEKN\nBq7Ky2LzydPCxwr4iqD4mAKarfuR0JJgnu3vrUyKTlsvpwfqWBxb6u+tqEan0WDW6Rl0fOzZLaoZ\nPj8+Bp1Go3qAXH5GHIkxYWw/oM5Df0xUdeSloXM4ia5rmfbDAy9EV8cAxw7UsGxFCd9eWSjUXc3p\ncqPTiuuHyI7ziI+qTvGHmUGrZUlSJtubqhVHOYP9H94zJj7C/Sw+/nzqAEatjgcKpqbk6nykhUby\n1FWreOOGh8gMi+Jf977D9ev/xIaaU7h9HH2/ELIs84vDO0iyhHFf/tRk8qNDPGK+16os+xEVbiEq\n3KJqAO2iKzwZnn07fV92K0kSj/30fu5/8g42/fl9/r/PP62oCf3othOs/d+N3PrlFcy91n/PH8lp\nnvt1kw+FW3ZqLLlpsby7R8zv58aifDoGreyvmx49nkHxMQW0WA8QZypGr/F/en4y7OvyeHcvjinx\n807EEKo3fKoMYKJmeG/tdw06HblxMZxSKT4kSWLZ/Dz2Hq9jcFh5ucKYqIpNj6U/MZrouja+e3na\ntJ7hcSF2bCnD7ZZZvrJEuLuay+VGJzDzkRYVgV6jodoHmQ+AZcnZNFv7OdOn7GEl2P/hPf12z3c1\nwug/8dE1YmVtdRm3ZxcTEwDlXwBz4pJ5deX9/HH5Heg1Wv5p55vc/NZf+aCxyuclQBPxXmMlRzqb\n+fqsK6ZsGGS0xfM96rEqL3nNSY1RJT7ikyLJyk1g386pKcWRJIlH/vMeHvnPe9jy/Ha+UPotDm45\nOqksiMvpYt/bh/j5I78lOTeRx372wBTs+PyEhJqIjg3zaeYD4LrLCjh2ppm2bvXT6JfmZ2PW69hU\nNj16PIPiw8fYXP102cpJskyfxu29XcdJNseRZvGta8pUEaY3nn1QmIh1h5uY85/v8o2Xj3jtljQz\nKZ6TLe2qD9VrF+XjcLrYodL9YkxUvfXs5wgLMXDklT24BE/WDhS2bS4jpyCR9Kw4QKy7mifzIe72\nqNdqSY+OpLpDWQ33xViWkg2gqvQqiHcEQtnV308fxuZy8uiMwOonlCSJ69LyePvmz/HrK25h0GHn\nc1tf5a7Nf+ejc6Ym+xK3LPPLwzvIDIuakkbzMaJCPEKwW4X4yE2Lo7qxS1UZzcIr8yk7Us/gwNT1\n/d3/5B388NVv0dvez/dW/JiHcr7KCz96lfb6TxtuVB2t5Q/feo57057gyZt/gs1q43svfA1ziH+z\nieApvfJl5gPg6gWe7NS2/d5bpZ+LxaBneX42756qFGqW4iuC4sPHtA4fBmSSpkm/x6DTytHe0yyO\nKZ02wxAvRpje+Imyq/GMzfzosX7ab3sybkkzkuLotg7TPqCuaaw4N4nEmDDe2ycmahETF86Xv3Mj\np441sPbvu4WsGUg0N3RTXtbIshW+yc45nS6h4gM8pVdVnb4RH0kh4RRExikWH+Nn3wSZHH22EfQa\nzZRF089lxOXk+fKDLE/JITdyau1IJ4tWo2F1dhHvrXqcHy9aQd1AL3dt/jv3vfsiWxrO+Lw+fUPt\nKcp7O/jm7CuFTHyfLGczH0PKTURy02MZsTtpalduaLLoynzcLjcH9qi3dPWGK++4jBcb/sD3//EN\nUvISef5Hr/BA1lf43sofs/XFD3n1lxt4Yva/8MU53+bN325i5uUF/Mfab/Ni4/8xY1HelO71fKSk\nx/g885GeFEVuWixbBYgPgBuKC+ixDrOnRr11v68Jig8f02Ldj04yE2ua6e+tTIqD3adwyW4uu0RK\nrsBTdjVwHveViWZ+jOdibklFo03nZc1tyjeIJ1J4zaJ89h2vo1dQlOrqG0q5fFkhzz291aee5f7g\nvY1HAFh2vW+imQ6XG63Ang/wuKM1dPdid/rGvnFZSjb72xsYOo/QvhAX+x4E+TT9jhHCDSa/BWne\nrD5B54iVR2cEfmDLoNXyQMEctt/2BN+ft5ya/m4e/+B1rnrjDzx9fA+dw+odf8bjcrt56cxRfrBv\nM4WRcdySOUPo+hdjrOeja0hd5gPgTJ1yi+7C4lTCIyzs2Tb10+gNJgPL71nCz979IS9U/477n7yD\n+lON/OT+/+WZbz+PwWzgn377GC83/5H/eP3bLFm9EL3B92YAkyUlPYa+niGfZ42WL8jj6OkmunrV\nfweuys0kzGhk4/HAL70Kig8f02LdT6J5DlopcL5UF+JgzynCdBYKwjP9vRVhxJhC6BqZ+It9MXFx\nMRegmUkJ6DUaDtWrb/K68YqZOF1uNn14UvVa4BE0X3/yViKiQvjxd1+Z0tS7L7EO2Xjz5Y+4bGkB\n8UmRPrnGoNVGmGCnlcyYSFyyTGOvb2YhLEnKxOF2c6C90ev3Xsp2zL7C5nL6Levhcrv5fdleiqMT\nWJKU4Zc9KMGs0/OFokXsvP1LPL10Nelhkfz88HYuf/1pvr5zPQfaG1WXsB5sb2T1puf53p5N5EfE\n8durVqGZYoEYZTGjlSQ6BpU/UOakxqDXaTlZ3ap4Da1Ww5KrZ7B3RwUjw94HJUSRmBnPwz+6mxeq\nf8cvt/2IP5/8NU/t+R9u/fIKwmP8PydnImLjwwHo7vTNlPgxls7LRZZhl0q3SwCjXsc1hTm8X16F\nXdCQXF8RFB8+ZNDRQr+jYdqUXMmyzJGeCuZEFaKVLp2PRpw5hI7zRNYuJC4m45Zk0usoSUnkgACH\nidy0OIpzk1i37biwxszIqBC+/5M7aW/p5Zf/sc4vDZ+ieeu1/Qz2D3Pv56/yyfpOp4uhYTvhoWLr\njtOjPUKpvrtX6LpjzI9LQSdp2NPqfco9aLXrPXaXC8MUlvKM5+26CmoHevhKyeJpWR6r02i4MaOQ\nF6+/j/dufYz78meztbGKNe/8jcWvP823d21kfc3Js7NUJkObdYBvfriBO975Gx3DQ/zvFbfw6sr7\n/VKSptVoiAsLoa1f+YOrQa8jPz1OlfgAWL6yhJFhO3t3+D8artVqKb1qJumFgW+CEhkdAngG2fqS\n3LRYEmPC2HFYTL/eDUX5DNhs7K723XR7EVw6T5gBSLN1P8C0ER/Nwx102fuYFen7IUxTSbw5FKvT\nMeHgq/NZjEaa9ZN2S5qfkcKJlnas9k/3jXjL6uUl1DZ3c/S0uEmlRbPTefRr17F7Wzlr/75H2Lr+\nwDbi4PW/7WbuohwKi1N9co3+Ic/nJFxw02N6lG/Fh0VvYFZsEnvbvBcfQatd73G4XegFl+ZNBlmW\n+cOJveRExLAiffrbaOdGxvIfC69j75qv8IvLb2ReXArvNpzhazvXM++V33Drxmf5xeHt7Giu4WBH\nE0c7WyjrauVkdxsVPR1U9nby+7K9LF/3DBtry/lKyWLeX/U4q7KL/CrMEsJCaR9QFzWfmZPIqZo2\nVb0xxXMyiI0P54PNx1Xt5bNGZJRHfPR0+VZ8SJLElXNz+KisjhEBzxCLs9MJNxnZdCKwBw76J2f8\nGaHFuh+zNpZIQ5a/tzIpjvV6mp5KInP9vBOxxJk9N5GO4SFC9Z8spRkTF7/YXEFz7zDJkWa+vaLA\nK6ek+RkpPPPhfo42trA4O13VXq9dWMCv/raNdR8cY3aBuOjQ7fcv5sSRev70my0UFqdSNFvdPv3F\npjcO0ts9xH2P+SbrAdA/NDq/QXDmIzrETIjBQF238gbSi7E4MYPfl+1h0GH71Gf9Qoz/Hlxa3UG+\nw1+ZjxPdbZzobuO/Fl4/5eVEviREb+DO3FLuzC3F5XZzvLuVHc017Gyu4Q9le/nd8QsHTq5Ly+PJ\n+VeTERYYg3Hjw0NVu9sV5STy6pYj1DR1ne0B8RatVsPS64t586V99PdZCY8IDEvmQCcqxvPc0Nvj\n27IrgCvmZPPqliMcONHAFXOyVa1l0Gm5pjCH905VYXc6MegC8zE/MHd1CSDLblqsB0gNuXzapMWP\n9Z0hxhDx/7N33uFRldkf/9ypmZn03jspQCD03kEQUBAVRcAuuuq6u7qs+LOtdXXZXXvvbVGwAEqX\novReQg0JCekJpJdJv78/JmEBE0ky985Mkvt5njxMhrnvezLJ3Pc97znnewh06thNzlHxNTgDFucj\nwtXzN/8/s1+QVbKs/UICUQkCe89mWe18GJy0TBkez0+/HuXh+eMkO30XBIFHnp7JA/Pe48XHlvHW\nf++7cLLTWSg8V84X722mz4BwEvqHyzZPaYWl/sFNYudDEATCPN3JlCnyATDMP5Q3k3awNz+LccFR\n7bq2+XMgPJayXybzuhR1jQ02VVBq5tvUJHQqNddGdA4Rk46gVqlI9A4k0TuQh/qMoKy2mmNF+dQ2\nNNAgNtIgijSIjTSKIvWNjQSZXBngK08ktKP4uTiz84x1qkO9IgMAOJ6a12HnAyypV999uYNtG48z\ndZZjyTI7Ki5uRgRBkD3yAdA/Lhijk5atB1Otdj7Aknr1w6HjbE/NYFys9ePJgZJ2JRNFNaepaSwl\nwOiYH/TLG+r9cCCLpNIUEtyiO42z1FaaIx8FZnlOMFyc9MT5+bD/rCVVqr3NCi9n5rgEauoaWLv9\nhKR2mlycePKfsyktqeLZR76msqJj3XftgSiKvPGPn6itredPj18j61xlTe+Lmwxa8yGebpyV0fno\n7xOEVqXqUOqVQvuobWxAZ+O0q9qGBlakHWdSSA+7Nje0Na46J4b5hzEmKJLxwdFMCunBlNBYpobF\ncW1ET4dzPAD8XJ2pqKmlsqbjhd4h/u64GPUcTbWu7iM6LoDgMG82r1VSr9qKWq3C1d1Iicw1H2Cp\n7xmaEM62g2dobLS+LnNohCX1aq0Dp14pzodM5FTtBhyz3uNiTf/mhnpPrdtNcW0ZvbtYyhX8L/KR\nV2V9F9HWGBQexMHMHJbuPfub97YtzQovJibMl16R/izdcFByHfyo2AAefW4WJ49msXDBJxSek+89\nkZIlH//Kzl9Ocvv9EwgOk7eAtKjMUuTq5iJ9EXaohxvZJWWSLDAtYdBoSfQOZLcNG7l1V+obG9HY\nWJjj56zTFNeYuSG660ihd1X8XS0qTrmlHb/HCoJA7+gAjpy2rgZQEAQmTu/Lkf3ppJ22Tha+O+Hi\naqCizDZKgKP6R3G+pJLkjAKrx9Jp1EyMi2bjKcdVvbKL8yEIgqcgCBsEQTjd9O9vkjQFQUgUBGGn\nIAjHBEE4IgjCTRf936eCIKQJgnCo6SvRtj/Blcmp2oOHLhqjxvGaP7Wk6a9ytjTTiXftHPUp7cFd\n74RBoyW3Ur6N9ugeEdQ2NLB4/YHfvLdtaVZ4OXOnDiQzr4Rf9qdIaSYAoyb24tlX55KdUcRf7viQ\njLSO68jbgo2rD/PZ25uYMK0vs+YOk32+7IJS1GoVvp7SS0D6u7lQ39hIoRXNx65Ef58gjhXlUd0g\nTz8RW+Oo64VKEGjEtupxS5IPE2h0ZXRA17tPdzVCPNwAyCy2rsarf3wwadmFFJZadwI/7fqBGIw6\nvv5kq1XjdCdsmQQypLdFMnvXEWlUqq7qGU1FTS270xzzIMpekY9FwEZRFHsAG5u+v5wq4FZRFHsB\nU4BXBUG4WNR/oSiKiU1fh+Q3ue3UNVZRYD5CkGmIvU1pkZY0/Y0eJTTUaQg1+tvBInkRBIFAkys5\nlfL0VwAYFBaEUaelxFzc4v+3t4/C2EHRBPu58/mPe2WRxx04PJp/fXAHNTV1PHzXRxw77JhpOof2\nnOE/z6yg78AI/vLktbKkBF6eJrfnVC4B3q6SdziH/52G5pXJ5wj39wmirrGRY4XWpWo4EA65XqgE\ngQYbSldnVpSwLTeNG6MTUKuUpAVHJ9Sz2fmwLs1yYE9LHeH+49ZtIl3djEy/YRC/bjhKdqa8nbsV\n2o+Xu4mYMB92J6VLMt6wiFBMOh3rT0jTPV1q7HUHmwF81vT4M2Dm5S8QRTFZFMXTTY9zgALAqkro\npOzSDuXgt5e8qgM0Uk+g0TGdj5Y0/Y3uJTRWeKLqQv09LibQ6EpOlXzOh06jYURUGFpNFbRwGtre\nPgpqlYr50wZyIi2ffVYuOq3RIz6QVz+5G1c3I4v+h51qkwAAIABJREFU8Bk7NktbY2It6Sn5PLvw\nG4LCvHjqXzeh1Uqvj9FSCuLR9HNoneTJp/d3bUoBtEL//0r097GIJxw4J+99zobYZb24EmpBZdO+\nOUtPHwFgdnQfm82p0HE8jBZ1uwwr1e1iwnxxNuolWQdmzR2GWqNm6afbrB6rO2DrtlhDE8I5fDqH\nSgkaQuq1GsbERPDzyVTJ07elwF47TT9RFJsVHfMAv997sSAIgwEdkHrR0y80hddfEQShVU1JQRAW\nCIKwTxCEfQ1VpR3KwW8v2VW70AhO+Do55iJxuaa/SlOP3qWCIX497GiVvASaXGSNfACM7RFBI3U4\naS9Nd2lLs8KWmDqyJ97uJj77cY9UJv6GgGBP/vPxXUT28Oe5v33Dj8vkm6s9FJ4r44mHvkLvpOX5\n1+biLEP9BbScgijU1ZJeZr3eekvYIvLhYzAR4uzGgXPS9YqxMzZZLy5eK86du3IqotqGkY/6xkaW\nphxhTFAkQc5uNplTwToEQSDEw83qtCuNWkW/2CD2n7De+fD0dmHKjH78/NNhzuXLJ/ndlbClAM+Q\nhDAaGhol+V0DXBUfTXGVmf0ZjrcWyOZ8CILwsyAIR1v4mnHx60TL0VGrd3BBEAKAL4A7RFFsdt8e\nA+KAQYAn8Ghr14ui+L4oigNFURyoNlpu2h3JwW8POVW78Tf0R63SyTaHNczsF8Q/ZiUQ5G5AAEKC\nzAgCXBfjmM6SFASaXDlnrqRGxjz40T0sedhX9TJdeG+D3A1tblZ4OTqthpun9GfvsQyru9z+Hu4e\nJl5+9zYGjejBmy+tYvFT31N03n6F6JXl1Tz5p68oLzPz3Gtz8Q1wv/JFHeTydDihsQGV2EhZgzy3\nRk+TAa1aTZ4VRahtob9PEPvPZXeajvaOsF5cvFb4+Fw5aKISVDSItjlR3JKdSr65gpt79LXJfArS\nEOJpvfMBMKBnKFn5JeSdt/4A7cbbRiKKIt9+scPqsRSkpW9MEAa9ll1H0iUZb1R0OHqNmvXHHS/1\nSjbnQxTFiaIo9m7hawWQ37RINC8WLZb3C4LgCqwCHhdFcddFY+eKFmqAT4DB7bWvvTn4baW0NoPy\numwCTUNlGV8qZvYLYvui8aS9NI37projIBDrGm5vs2Qj0OQKIGvRuY+LiYRAP/IrCi+8t9sXjbeq\nh8h14/vgYtTzwffSdSZvSQrYyaDj6X/dzJy7RrNl3VHumvUGyz7fTm1t2501ayWGAfZsS+b+ue+S\nllLAEy/PJjouoN1jtIfL0+HU9ZZwt5ubPD1QBEHA39WZXBnTrgAG+gZTYK4gq6JznG46+nrREmpB\noNFGzt3Xpw/j7WRiQnDXUyPsyoR6uJFVXGq1ut3AniEAkqRe+QW4M/7qPqz5fj/FhfI30Ovc2Pbw\nRqtRMyA+hF0S1X2Y9DpGRYez4USKwx1E2SvtaiVwW9Pj24AVl79AEAQd8APwuSiK3172f80LkYAl\n//doew1obw5+W8mstORShphGyDK+HCSXZxBs9MWkkec9cQRCXSyn52fLWy4Il4oJcVEczsqV7GTb\n2aDn9muHsONwGjsOp1k9Xks1Ds1piGqNmtvvn8B7S++nd2IoH762nntueJOtPx+74o3r98ZtCxlp\n53j8j1/w5J++QqNRsfi92xk0Qv40wMtTELV1NQDcPVG+Bm4+ziYKK+RTuwLo5x0IwKHzXaJfud3X\ni5bQqtXUNsgvY1lgrmBzdio3RCXYpamhQseJ9PaktqGBrBLrDgGigr3xcjOx/dAZSey6+c5R1Nc3\n8MV7myUZr6tSVmLG5GLbfjqDe4eSXVBKrgRRLoCJcdHkl1dwLNd6CV8psZfz8RIwSRCE08DEpu8R\nBGGgIAgfNr1mNjAauL0FicSvBEFIApIAb+D59kze0Rz8tpBZ8Sue+hictfKe2EpJSkUGMc5h9jZD\nVqJcvQBILZNX5WNKrxgA1kjY3Oemyf0IC/DgP19uprbOurSxlmocLk9DDA7z5rnX5/Him/NxctLy\n/KNLeeSuj39XEast47ZEeZmZd/61hvtuepsTR7K49+HJvPvN/fTuZ5u/x8tTEN2ow8lJx53j5Lk/\ngCX1qrhKXu34GHcfdCo1SYVdwvmw63rRGkaNFnO9PLVBF/ND6jEaRJHZPbpuWmxXJcbPIrV/Kv+8\nVeOoVAKjB0Sx80g6Ne2IRrdGcJg3028YxJof9pOe6libUkehsqKastIqAoJ+o+wtK/3iLFGugyez\nJBlvTI8IVILAplOpV36xDbGL8yGKYqEoihNEUezRFG4vanp+nyiKdzc9/lIURe1F8ogXJBJFURwv\nimJCU1h+niiKbY4dWpODfyXM9UUUVCcRYhol+dhyUVhTSlFtGdEuIfY2RVa8nIy46ZxIKZXX+Qj3\n8qBngK+kzodWo+bh+ePIzCthydoDVo3VWrphS88PGBbN20v+wJ8ev4acrCIevvMj7pr1Bh+8uo6k\ng2dpuKh5UXvGBSjILWHF17u4c+brrPh6N5Nn9ufj5Q8xa+5wWVStfo+LUxAjTAL9YgJlLTL0MBoo\nrpI38qFTq4nz8CGpqPPL7dpzvfg9DBotVTI7H6IosjT1CAN8goh09ZR1LgXpifbxQgBO5VvfS2nM\ngCjMNXXsPS6NLPrce8ZgMOr58LX1kozX1cjLsUgk+wfa1vmIDvHG1aTngERF5x4mA/1DAtl8Spqo\nmVTYdpW3MwlBbmxfNF628S0pVyKhzqNlm0NqTldYbmTRzl3b+RAEgWg3L1Jldj4ApvWOZfGGrWQW\nlRDiKU2x9NCEcMYMiOKTFbuZMiIevw42wAt0N5DdgkPQWhqiWq1i6qyBjJ2cwNaNx9myNonlS3bz\n7Rc7cHEzMHhkDENHxRLkpCa7sg5RJVzSmSnQ3UBjYyPpqQUcO5jB0UMZHDuUcUFppc+AcO57ZApR\nsfaPFFaYa0jLKWTC4BhZ57E4H9WIoiirk5PgFcDKtONtnmf5wWwWrzuFzj96gGxGdSEMavkjHwfP\n55BaWshLw66WdR4FeTDotIR5eVgd+QAYEB+C0UnHr/tTGJkYafV4bh4mbrl7NB+8up79O1MYMEyp\nJ7qY/GxLinZAsG2dD5VKIDE2WLLIB8C42EgWb9hKdkkZQe6uko1rDd3K+ZCbzIpfcdYE4KHrPB/i\n0+UZqBCIdA62tymyE+XmxaYs+UOPU3rFsHjDVlYfS+beUZLUtgLw51vGcvOiT3ljya88/8C0Do2x\ncHIsj32fdEmKVFvSEI0mPZOv7cfka/tRWVHN/p2p7Np6ij3bktm46jAmIAZLeV6jRk2jWgUaNQFe\nJm4Yt5vKimrAIvXYu18oNyYOp1diGFGx/jaVMvw9TpzJRxShd7S8jpCH0UB9YyPl1TW4GuTLJ07w\n8uer5IOcLS8h3PX3F9Dmmp3LU+cUWseo0WJuqJPViVyWkoSTWsO0sDhZxleQn1g/b07mWR/50Gk1\njEiM4NcDZ3j0jkZJGk1ee9MQflq2l/dfWcfbgyNRy9BYtbOS2+R8+AXKp7bYGv3jgvn1QCr5ReUd\nPmi8mPGxUSzesJXNp84wb0jilS+wAYrzIRF1jZXkmPcR63adw2ym2kJKeSahpgCc1I4pCywlUa5e\nLK0+QmlNNW56+TZ9Qe6u9AsJYPXRU5I6H4G+bsyfPogPf9jFrPF96B/f/mhVc7rh4nWnyCkxE+hu\nYOHk2BbTEJtPwi9/ncnZidGTejF6Ui8a6hs4fiSTM8l57E8tZOuJPCora3BWC8R7G/HUqfEaEE7v\nfmH0TgzFL9DdYT8fx1It9RE9o/xlncfTZIkyFVdVy+p89Pa0tMNIKsy7ovPRUs2Owu9j0GhpFEVq\nGhtwUku/lJrr6/gp/QRTw2Jx0bXaykrBwYnx9Wb98dNU1tRi0lu3zo4ZEM2GXac4mpJL3xjrU8d1\nOg13PTSJ5x9dyroVB5g6a6DVY3YV8nKKMTk74eJqeyGe5rX94IkspoyIt3q8CG8PIrw82HgyRXE+\nuhrZlbtpFGsJ7UT1HqIoklKRyUBP+ZR9HIkoN0vOdErpeQb4yhvpmdo7lhfWbOFU/nlim4oOpWD+\n9EGs2nqclz/dyOfPzUOva/9HeGa/oCvWPF1+Et6sXtV8fTNqjZqE/uEk9A9nRosjOT7NTlZlymn0\nOj2bkgtlqQlrxsPY7HyYCfOS71Stuej8aFEe10T8/gIml/R4V8ao0QJQVVcri/OxLiOZ8roablA6\nmndqYv28EYHkgvP0Cwm0aqxhfcPRatRs2nNaEucDYOSEniT0D+ODV9fTd2AEQaFekozb2clMP09A\nkIddDsuiQ71xNuo5lJwtifMBcHWvGN75dTf5ZRX4uTpLMqY1KDE2iUiv2IST2gNfQ+dZKIpryyip\nKyeqG6RcAfRqOgk+WpQv+1zTe8ehU6v5Zt8RScd10mlZdMdE0nOK+OB7+ZpEdVS9qrPR7GTlFFWg\nq6miUmtsl0RwR3BuOv2srK2VbQ6wFJ1HunmSXHLlfHO5pMe7Ms3RiIo6eX6PS1OOEOLsxlC/UFnG\nV7ANvQMt686xHOtVpZwNekYkRrB+10nqG6RpcCkIAgufnYVao+K5hd9QbZb3vtQZqCyvJmn/WfoO\nirDL/GqVipgwH5LPSqdENj0hDhFYd1w6MRxrUJwPCahrNJNVuZ0w57GohM4TTDpTadlgRZrkO+V1\nJPyNLng7mThiA/lRD5OBKb16sOLwCSprpL2ZD+0TzoyxCXy1ej9Jp3MkHbuZ9qpXdVaanSxddSUC\nIjUGZ9mdLKPO4nxU1cov09rDzZvTpVd2Pi7vd6JwZVx1lpS5stpqycdOKytiR95Zbu7RF5WDpikq\ntA0/V2e8TUaScqRRnps6oidFpVXslqgRHVgaDz72wg2kpxbw6vMrHa4hna3ZvTWZ+voGRk6wX1ZI\ndLA3Z7IKrW5Q2Uykjyexft6sPqo4H12G7MqdNIg1hDnLp6QlB2cqLGoKEc6O53xI0S37cgRBIMHL\nn6OF8kc+AG4e2JfK2lpWHZV+I/unW8bg5+XCM++vxVwt/Sa2tZPwrnZC3uxMOZnLaVCpqdMZLnle\nDgzapnQdmSMfADHu3mRVlFJ1hdP5i/udKLQN16bIR6kMzsfXpw+jFgRujOo8kXSFlhEEgd5BfhzL\nkWbdGZ4YgbuLgZW/SNIr8wIDhkVz6x/GsXltEiu/2S3p2J2NbZuP4+XjQlxv++2NokK8MdfUkXve\nugaVF3N1r1gOZeWSUyJNA0NrUJwPCUiv2IiT2gM/g2MU8rSVM5XZ+Ok9Ha6zubXdsn+PBC9/Tpee\nv+JmTAr6hQQQ4+vN13uPSH6SZDLoeOLuq8jKL+GlTzZIPn5LJ+FyNue0F4HuBhAb0ddUUmNwviAT\nLKeTZdQ1Ox82iHy4W+qN2tLfprnfSW1eyn657eoKyBX5qG1o4NvUJCaG9MDXaP/cbAXr6R3oR+q5\nIiokiIJrNWquGd2LrQdSKSgql8C6/3HzHaMYOjqW9/6zjqMHz0o6dmeh2lzLvu0pDB8Xj0oCRbGO\nEh3iA0BKhvUyzc1M7S19E+SOojgfVmJJudpBmPM4VMKlmzU5Tu+lJK0i+zcSu45gs5z1Bn28/GkU\nRY4Xy9/VVRAE5gzqw/G8ApKypY+2DOwVyoJZw1m74yRfrzso6diXd/6WszmnPVk4ORaXOjOCKFLj\nZJE0lNvJsqnz4WZxPtqSeqXQPly1lshHWW2NpONuyDxNYXUVc3p0rsMshdZJCPRHBE7kSrPuzBzX\nh4ZGUfLoh0qlYuGz1+EX6M4Ljy6l8Jy0zk1nYN/OFGpq6hg5TppC744SGWwp/E/Jku7eHerpTi+J\nmyB3FMX5sJLsyh00iDWEO0+45Hk5T++loLqhhmzzOSIvSrlyFJvlrDdI8LLIqNqi7gPgmj7xGHVa\nluw7LMv4t187hDEDonhjyS/sOyZN59tmLu78vX3R+C7neIDlZxzsrQa1mjq90SZO1v/SruR3PsJc\nPNCp1G0qOldoH81y3VKnXS05fYggkyujAsIlHVfBfjQXnSdJlHoV7OfOkIQwVmxJkqzwvBlnFwNP\nLb6ZysoaXnxsGfXdTIJ705ojuHmYSOgfZlc7jE46gn3dSMmwvkfMxUztHcvRnHzOFpZIOm57UZwP\nKzlTvh6D2us3KleOrhaUXpmLiEjERcXmjmKznPUGfkYX/I0uHDgnT6H25TjrdczoE8+qpFMUlFdI\nPr5KJfDUvVMI8fdg0es/ciZb/g7uXYkKcw1n0nK4ZkQcaS9Pt4mTpVIJ6DVqquvkdz40KhURrp6k\ntiHtSqF9mDQ61IIgqfORW1nGttx0bozuI0kTOQXHwMvZSJC7KwczpFt3rh/fl4KiCjbtkf4UO6KH\nH395cgZHD57lledWdJsC9EN709ix+SRTZvRDrbG/AEdEsDfpOUWSjjmllyX1asOJ05KO216Uu1sr\ntCX9qLqhhOzKnUS4TPpNypWjqwWdrbTcBMNN/+vm7Cg2y11vMNQvlF15GTa7od4xfAD1jY18uvOA\nLOM7G/S88sh1aLVq/rL4e84VS+/kdFV+3HKUquo6rp/Q16bzqgUVEomYXJFQF3cyK6QrWlSwIAgC\n7noDJTXSOR+rzp4EYEZE9+i91J0YFhHKrrRMySIVo/pHER7oyacrd0umiHQx46YkMP/ecfy86jCv\nv/gjDfVdOwJSXmZm8dPfExTqyS13j7G3OQAE+biRc65U0r1KkLsr8f4+bDyVKtmYHUFxPlqgrelH\n6eUbaaSeKNerfzOGo6sFna3KRa/S4ef0v4ZCjmKz3PUGw/xDOV9d2aYiXCkI9XRnWu9Yvt57hJIq\n6ZVxwNL9/D+PXEdpRTUP//sHKhWt9itSaa7lsx/3MCA+hPhIebuaX44gCDTayPkNdXYno6Kk25xe\n2hI3nRMlNdIdzvyYdoIEL38iXD0lG1PBMRgeFUp5TQ1HJUq9UqkE7rh2CKlZhfx6IEWSMS9n7j1j\nuOn2kaz+fj/PdvEeIG++tIri8xU8+vz1OBms60QvFYE+rlTX1lNcJu0B8PjYKA5l5lJYUSXpuO1B\ncT5aoK3pR6nla/HQReGp7/GbMRxdLSi9Mpcwkz8q4X9/Ao5ks5z1BsP8LbmcO/Nsp+Zxz8hBVNXV\n8cVuaQvDLyY+wo8X/zid1MzzPPbGj9R38ZMqa/l63QGKy808cNNIm8+tEgSbOQOhLu6Y6+s4X22/\nhaar4qE3SOZ8nC0v5nBhLteE27fQVUEehkWEIgA7zki37kwcGkuwrxsfr9gty/1EEATu/OMkHnx0\nGnu2JfO3ez+lpLhS8nnszabVR9iyLol5944lpqfj1DYG+rgBkHNO2sj1hLgoRGBL8hlJx20PivPR\nAm1JPyqtzeB89TEiW4h6gOOrBaVX5hBmDLzkOUe3WSpCnN0IMrmyM0/aAu3fI8bPm4lxUXy5+yAV\n1dKq41zM8L4RLLpjIruTzvLiRxtkCcd3BUrKzXy5ah9jB0bTKyrgyhdIjErAppEPgIwK+xYYdkXc\n9U4US+R8/JRuSbmaFhYnyXgKjoWHyUB8gC87UqVbdzRqFbddO4RT6QXsPJIu2biXc83swTy5+GbS\nUvL5yx0fkpMpbR2CPcnPLeGNl36iV99Qbrp9lL3NuQS5nI94fx8C3VzsmnqlOB8t0Jb0ozPlaxFQ\nEekyqdVxHFUtqKS2nNK6CsJMv910OarNUiIIAsP8w9iZd9ZmG0CA+0YPobS6hi92H5J1nmvHJnDP\nrGGs2nacp95ZTZ0SAfkNn/24h+qaOu67YYRd5rdp2pVLk/NRXmyT+boTUtZ8/Jh+nAE+QQQ5u0ky\nnoLjMSIylENZuZL0+2jm6hHx+Hu58PHyXbJGU4ePjePld2+noqyaP9/xIaeOOYZypzU0NDSy+Knv\nAfjbc7NQqx1rSxzg4wpAzjlpmwIKgsC42Ch2pGZgtoHqYks41jvtIFwp/ahRrCelbDUBxkEYNT72\nMNEq0i8Umwde4ZVdl2H+oZTUVnPCBv0+mukd6MeE2Cg+2bmfUrM8tR/N3H3dMB68aRQbdp3ikf8s\np8IsX7Sls5GVX8K3Px9i2qieRAR5XfkCGVCrVDZzPoKc3RCAs+VK5ENqPPQGimutj3yklJznZPE5\nJeWqizM8Koz6xkb2pGdKNqZWo+bW6YNJSsllr8Ry65fTs08Ir3xyFwajjoULPmH7phOyzicnoijy\n2dsbSTpwlvv/NhX/IA97m/QbjE46PFyNkkc+ACbERlJdX8/OM7bLALkYxflogSulH6VXbKKqvoA4\ntxvsa2gHyajKAyDMaNsiW0diVEAEAJuzbBt2fGj8cCpqanlryy7Z55o/fRCP330V+45lsODZr8k9\nL+3pSWekrr6BJ95ahV6r4Z7rh9vNjvqGBptJqTqpNXgbTORWKr9/qXHXGTDX11HbYF10cVO25T40\nOTRGCrMUHJQBoYG4OulZc1Raedzpo3sR4O3Ka//9hYZGaft+XE5wmDevfnI34VG+PLvwa/7xf99S\nKPHJvNzU1zXw+os/8s2n25gysz8Tp9lW7bA9+HiYKCqVvs5mYFgwRp2Wban26WSvOB+t0Fr6kSiK\nHCtegqs2lGDTMDtb2TEyqvJw1hjx0Lna2xS74Wt0pp93IOszbdvpM9bPm9kDEvhqzyFSCuRX27p2\nTG9eXTiL/KIK7vz7fzl+Jk/2OR2Zt5du40RaPo/ffRV+ni52s6O6vh4nG+rI+xtdyDcrEsxS46aT\nptHg1pw0Yty9CTB133tyd0Cn0TClVww/n0yhUsLUK71Owx/njCYl8zwrtkjb9bwlPLyc+dcHdzBv\nwVi2bz7BXbPe4Lsvd3SKhoQnj2bx4Lz3WP39fm6+cxR/fuJaBEGwt1mt4mJ0oqxS+swFnUbNoLBg\nJfLRWcg3H6So5hS9POYgCJ3z7cuqyifE6OfQHzhbcFVoDEcK88ix8YnwQ+OGYdLr+Me6X2yieDS4\ndxgfPHUzeq2G+15Yyua99m0uZC+2HTrDf9fs54aJfRk36LcKdbZCFEVq6hvQazU2m9PP4ExeVbnN\n5usuuDZ3Obei6NxcX8fu/MwL0ViFrs3MvvGY6+rZcEJaedzxg3rQLzaId5dto7RC/t5cOr2W+feO\n4/2lD5DQL4z3X1nH/XPf5cj+dNnn7gjmqhre+dca/nz7h5SXmXn633O444GJDr8PcnV2oqxSnjTt\n4ZGhpBUWk1tq+7Whc+6e7cix4v/ipHYnymWKvU3pMDnmcwQZfO1tht25KsSyAf0507abcU+TkQfH\nDmV76lm2JKfZZM7IIC8++vscokO8WfT6j3z4w07Jml11BvKLynn2vbXEhPnw0Bz7NpCqaRIAcNLY\n0PkwulBQpUQ+pMZdgsjH7vxMahsbGB2oOB/dgX4hgYR4uLHyiLT1EoIg8PD88VRU1fDaV79IOvbv\nERjiybOvzeXv/5lDtbmWhQs+4aXHHSsVa+/20yy48S2WL9nF9BsG8v6yBxg+tnOoyrmanCirkMf5\nGBoZCmCX6IfifLSDktp0sqp2EOd2A2qV3t7mdAhzQw2FtaUEGTpfobzURLl5EeXmxXobOx8Acwb1\nJdLbk5fW/UKtjdSovNxMvP1/NzJ5WBwffL+Tu55ZQkrmOZvMbU/qGxp5+u3V1NY18MID09HrbLfp\nb4nqunoAnGwZ+TA6U1Rjpqah3mZzdgfc9NY7H1tz0tCp1AzxC5HKLAUHRhAErukTx84zGeRJfOIc\nE+bDrdMHs2rbcXYcts3BFjQpSI6J44NlDzL3njFs23SC2655lZce/5akg2ft1uC0pLiSl5/4jice\n+hK9k5Z/f3gnDy6ajsnZyS72dAS3psiHHO9hjK8XXiaj4nw4OseLl6AWdMS6XWdvUzpMjtmi7qRE\nPixcFdKDXXkZlEokl9lWtGo1j00Zw9miElkbD16Ok07Ls/dP5cUHp5N/vozbnvyKj5bv6rINCZsL\nzA+eyuZvt08gNMD+iiY19RYHQG/LyIfBGYACpe5DUqSo+fg1J40hfiE4abRSmaXg4Mzo0xMR+Cnp\npORj3zlzCJFBXrz40QYqqmyrcqh30nLrfeP5YNkDTLt+IHu2neavd3/MvTe9zYpvdlNZLv86K4oi\nqcl5vPnyKu6Y8Rq/bjjGvAVjeXvJH+jdL0z2+aXGxaSnrr6BmlrpD44EQWBYZCg7z2TY3EFUnI82\nUlV/jtTydUS5TMVJY/8NTEfJrrKcdAcqkQ8AJoX0oF5sZHO27ZvtjIoOZ2xMBG//stvmOZcThsSw\n5KXbGDeoB+9/t4PbnvqKY6m5NrVBbgpLKnno5e/YvPc0f75lDFNH9rS3SQCY6yy66raMfPgam5wP\nJfVKUpqdj472+iioquB06XlGKSlX3YowL3cSgwP47uAxyRvB6rQanlwwmcKSSl7+9Ge7RB0Cgj35\nw8Kp/HftIzz81Az0eg1v/3M1cyb/i+cfXcqmNUfIyy6WzLaGhkaSDp7l/VfWced1r3P/nHdYu/wA\nw8bE8tZ/72P+vePQ2Tni3VGcjZZ7jFx1H8MiQzlfWUXKOfkFcC6mc/427EBS0ReIYgO9PefZ2xSr\nyG6KfCjOh4VE70D8jS6sPnuSmZG9bD7/E1eP49q3v+CpH3/m/bkzbVr85uFq5PkHpjFpSCyLP9/I\nXc8s4cZJ/Vgwaxgups4Tlm6Jg6eyePyNVVSYa/j7fVO4eoRjOB4AxVWWYlAP46XNTJcfzGbxulPk\nlJgJdDewcHKsZE0+vfRGAIok6satYMGk1QFQVd+xRl37zmUBMMA3WDKbFDoH84Yk8tfv1rA5+QwT\n4qIkHbtnpD8Lrh/Ou99up0+PQG6c1E/S8duKk0HH5Bn9mTyjP8nHs1m34iA7Np9g68/HAHB1M9Kj\nZyCxPQOJ6RVEj/hAXFwN6PSaFtfChvoG8nNLyc0qIieriNysYnKzijh2KIPSkio0GjV9B0Uwa+4w\nxkzqjau70dY/suSoVZb3QS4fsl+wpdl0Unb+QG8SAAAgAElEQVQ+PXy95ZmkBRTnow1U1uWTXLaC\nHq7TcdF27sZ82eYCfPQe6NU6e5siG+3ZxKkEgalhsXx56iDltTW46GxbyxPs4cbDE0fy/JrN/HDo\nOLP62d4BGjMwmgE9Q3h76TaWbTjIqq3HuH5CX26e0h8vN5PN7bEGURT575r9vPXNVgJ93Xj90VlE\nhziWo11UaXEAPE3/WxiXH8zmse+TMDdJVWaXmHns+yQASRwQd73F0SlRnA9J0anUqAWBqvqOyaau\nzziNu86JPl7dt+dSd2VKzxhe3bid97ftZXxspOQHT7ddM5hjqbm8+tUvxIX7kdDDvnuXmJ5BxPQM\n4g9/vZq0lHySj2eTfCyHU8ez+frTbTReJoCi02vQO2nR67Xo9BoaG0UK8koveZ1Wp8E/0J3+Q6MY\nNiaOgcOjO1U9R1tojg7JdS4Z7uWBl8nI2mPJNt1/KM5HGzhS/DmIIgmet9nbFKvJNp/r0lGPjmzi\npoXH8/GJffycdZrrInvbzNZmbhnUl7XHknlhzRYGhQUR4ulucxucjXr+dvsEZo5L4LMf9/DFqr18\ns+4A00f3Zt60gQT6uNncpvZSUVXDcx+sY8u+FMYOjObJeybjbHQ8YYiiyioAPC+KfCxed+rC32wz\n5roGFq87JZHz0ZwepDgfUiIIAkaNrkORj5qGejZmpTAlNAatynY9XxQcA41axR3DB/Dc6s3sz8hm\nYJi00S+VSuDpe6dw21Nf8dgbP/H5c/PwdLN/JECjVdMjPpAe8YFMu97yXLW5ltRTeZxJzqOqsoaa\nmjpqquuoqamntukxCIyd3JvAYE8Cgj0JCPbAy8cFlY2atdqL5qw8ubIiVCqB+UMSeXXTDk7mnSPO\n3zb7Q8X5uAIVdbmklP5ID7drcdZ27tMpURTJNhcwxmeAvU2RjY5s4vp5BxJodGVV+km7OB8qlcDL\ns6Zw3btf8sh3a/jyjtnobNiA7mJiwnx54cHp3JtbzBer9rJiSxLLNx/hqmFx3Dp9EJHBtgvLtpXq\n2jp++vUYX67aR0FROQ/NGc0tVw9wWP32whYiHzklLTsFrT3fXly0ejSCimIbCyt0Bwwa7YU6nvaw\nI/cs5XU1XB0WK4NVCp2BWYm9eGPzTj7cvk9y5wPAxeTESw9dw93PLOGJt1bx+qPXo1E73mbdyaCj\nV2IovRJD7W2K4yFz5AMs6pvvb9vLB9v28u8bprbRLOvywBzvr9DBOFL0KQgqEjxutbcpVlNWX0ll\nvblLy+y2ZRO3/GA2I17aRMSiVYx4aRMrD+UwNTyWX3PSrO5U3FGC3F157tpJHMnO47VN2+1iw8WE\nBnjw+N1X8f1/7mL2Vf3YvPc0cx77nFuf/JJPV+4hI6/Y3iZSWmHmo+W7mPnnD1n82Sa83E28/X+z\nmTt1oMM6HmCJfJh0uksKzgPdDS2+trXn24sgCLjrnShWIh+SY9RoOxT5WJNxChetnhEB4dIbpdAp\nMOi0zBuSyJbkNE4XnJdljpgwX/52+0T2n8jk3WXbZJlDQT5EmSMfAG4GJ+YM7MOaY8lkFJVc8fU1\ndfXc/tl3Vs2pOB+/Q3ldNillq4l1m4FJ2/mlabOrmovNO//P0hpX2sQ1p2Vll5gR+V9alnONF7WN\nDTZvOHgxk3v24OaBffhox362nk63mx0X4+fpwp/njmXFq/fw0JzRaNQq3lm2jRsXfsK8x7/g4+W7\nSM8psqlNGbnFvPLlFmb8+UPe/24H8ZH+vPv4bD586mYSY6Up0JaTwsoqvEyX/p0unByLQXtptMug\nVbNwsnSn4u56A6W1ivMhNQaNtt01H/WNjWzIPM344Cj0aiUBoTszd3AiBq2Gj7bvl22O6aN7cd34\nPnyxah/f/nxItnkUpKexOfKBvAdqtw3rj1ql4qPt+6742mdWbWJ3eqZV8yl3vVYQRZHdBf9GLWjp\n7THf3uZIQrbZIrPblSMfCyfHXlLzAZdu4lpLy1q6tZCQGDeWpSRxfVSCTW2+mEWTx3AgI4e/frea\npffcQpiX7es/WsLdxcDcqQOZO3UgeefL2LwvhU17knnvux28990O/Lxc6BsTSHyEP3HhvsSE++Js\nsL7eorFRJDO/mKMpuRxNySUpJZfTGedQq1VcNTSWedMGOlxB+ZUoKK/E2/nSQv7mlEC51K7AIgtr\n63423QEntabdzRtPFBdQXGNmQnC0TFYpdBY8jAZu7J/Al3sOcfuw/rLl3P91/jjOF1ew+LNNiKJo\nNwUshfZR29SUVqeVNxXb18WZmX3jWXH4BAsnjcLZqeX1e3daJt8fOsa9owbzsBXzKc5HK5wuW0F2\n1S6G+DyCUeN4ee4dIducj1pQ4efkZW9TZONKm7jW0rJyS6pZ2CORfx78hZSS80S72+d37qTV8NbN\n13DjB0v4w5IVfHP3zbi0chOwF/7ersyZ0p85U/pTUFTOL/tTOXgyi0Onslm/89SF14X6exAX4UuQ\nrztuzgbcnJ2avgy4uxhwMempqa2nwlxLZVUNleZaKsw1VFTVcL64kqOpuRxLzaWs0tIoy2TQ0Ssq\ngAduGsnUkT3xdne211tgFWeLihke+dtmVzP7BUnqbFyOUaOloq5jqkwKrdORdIgTxZYodIKicqUA\n3D9mKD8mneTZVZv46s7ZsqTYaDRqXvzjdB5/cxX/+nwz1bX1zJ82SPJ5FKSlsLQSvVaNySC/QukN\n/Xuz7MBR1h4/zQ39f1v/Kooir27ajq+LiT+MHtL5nA9BEDyBb4BwIB2YLYrib5LIBUFoAJKavs0Q\nRfHapucjgK8BL2A/MF8URclW1fK6bPaee4MAw6BO3c38crLN5whw8kbTxZVVfm8TF+huILsFByTQ\n3cDs6D68engbXyYf5O+DJ8ltZquEeLrz+k3XcOfn3/Hwt6t595YZqB1U0cPX04UbJyVy46REwHKj\nPJVewIm0fE6m5XM4OYefdyVfCB23FUGAyCAvxg2KoXd0AL2jAwgP8ESlctxajrZQVVtHQXkl4XaI\naBk0Ws6ZK20+r7U4+noB0N7SyxPFBRg0WkKdHSOyqWBf3I1O/HXiSB5fuYHlh49zXaI8kqc6rYZ/\n/HE6T7+7lje/3kpNTT13XTfUoWvkujuFpVV4upls8jvqE+RPhJcHyw8db9H5+OV0Ggczc/n79AlW\nN8m1V+RjEbBRFMWXBEFY1PT9oy28ziyKYmILz78MvCKK4teCILwL3AW8I4VhotjI9vwXEAQVI/z+\nD0FwzE1fR8iuKiDI2HXrPdrC76VleRtMTA2L47vUoyzsN+ZCAzF7MDg8mKemjeepH39m8YatLJo8\nxm62tAcvNxPD+0YwvO//OjY3NoqUV1VTWlFNaYXZ8m+5mfKqGvRaDSaDDmejHmeDHmejDpNRj5vJ\nCSe91o4/iTxkNhXzhdlBTtmk1VHZwX4UdsZh1wugQ5nYJ4sLiHX3cdhDBQXbc11iL5YeOMri9VuZ\nEBuFq0GefhUajZpn778avU7DBz/spKaunvtnj1QcEAelqKQSL3fb9NsSBIHrEnvyn43bOVtYckna\nd2OjyKsbdxDi4cb1EvQDsdedbwbwWdPjz4CZbb1QsHxCxgPfduT6K3G8ZCn55kMM9vkLJq2fVMPa\nnQaxkRzzOYK6cLF5W5jZL4h/zEogyN2AAAS5G/jHrIQLkZL5sf0or6thZdpx+xoKzB6QwPwhiXy6\n8wBf7ztib3M6jEol4OZsINTfg4ToQEYmRjJtVC9untyf68b34aphcQzvG0GfmEAig73x83Tpko4H\nQHqT8xFqB+fDoNFi7mAnbjvjsOtFM+2RnRRFkZPF54j36Fy1SgryolIJPD1tPCXmal7bvFPWudQq\nFU/cfRXXT+jL5z/t5T9fbKaxUaYW2gpWUVhaibeNnA+AGX17ohIEVhy+dA+09ngyJ/PP8dC4YWjV\n1mfP2Cvy4SeKYm7T4zygtV2+kyAI+4B64CVRFJdjCZ2XiKLYXOGXBbSaKC0IwgJgAUBo6O9rSJfU\npnOg8F1CTCOJcrm6zT9MZ+BcdTF1Yj3B3dz5gN9Py+rvE0S8hy9fnDrAzT362v006NGrxpBRVMoz\nP23EpNNxTZ84u9qjYB3NMoZhXh42n7ujkrAOgE3Wi/asFZdc187YR765guIaM3Eeyr1Y4VJ6Bvgy\nZ1Bfluw9zKzEnvQKlO8AVKUSWHjbeHRaNUvWHqC8qobH7pyEXqeUAjsS50sqSYyVvgdMa/i5OjM8\nMpTlh4/z4NhhqFQC9Q2NvLZpBzG+3kzrLc0eRLbIhyAIPwuCcLSFrxkXv060HBm15nKHiaI4ELgF\neFUQhKj22iGK4vuiKA4URXGgj0/rJ00NYh3b8p5FKxgY5rvI7ptOqcky5wN0+8jHlRAEgfmx/Tle\nXMD+c9n2NgeNWsVrs6czODyERT+sZe2xZHubpGAFZwtL8DYZcdbbPqXP2BT5aG/9jS1whPWirWtF\ni9e247XNxebxivOh0AJ/GjcMd4MTz6zaRF1Dw5UvsAJBEPjTLWNYcP1w1mw/wYLnvyEr/8p9HhRs\nQ119A6UV1TbvTD8zsSc5peXsPZsFwI9JJzhbVMKfxw+XrO5SNudDFMWJoij2buFrBZAvCEIAQNO/\nBa2Mkd307xlgC9APKATcBUFods+DAat3ifvPv0lhzUmG+S3CoPG0djiHI6vK4nwEG7tOKplczIzo\niYfewLtHd9nbFMCigPX2nGtJDAng4W9Xs/yQ/VPCFDrGibwCon3tozanV2sQsfSYcDQ623pxMdUN\nde3q1XGuqgKAAJOLlGYodBFcDU48MXUcR7LzeH3TDtnnEwSBu2YOZfFfZpCdX8L8J75g9TZljXEE\n0rItPbRC/Gybpjs+NgqtSsWvp9MA2HTyDEHuroyLjZRsDnvVfKwEbmt6fBuw4vIXCILgIQiCvumx\nNzACON508rUZuOH3rm8P6eWbOFGyjHj3mwhz7hyFve0lsyofF40RN23nlCe1JUatjjviB/JzVsqF\nU0p7Y9Lr+GDeLIZGhLBo+TqW7D1sb5MU2kltfT3J+edJkDGV4vdQN4lnNIiO53xcAYdaLy6nvK4G\nF23b5bArmor+23ONQvdiau9YZg9I4IPt+9h4MtUmc47uH8WXL8wnJsyXZ95by9PvrqHCXGOTuRVa\n5mRaHgDxkbaV5DbqtPQNCWBXWiaNjSJ7z2YxODxY0owgezkfLwGTBEE4DUxs+h5BEAYKgvBh02vi\ngX2CIBzGsni8JIpiszv+KPCwIAgpWHJ6P+qoIYXVp9hR8CLeTr0Y4H1/R4dxeDKr8gkx+ne5dDK5\nuC12AM5aHW8lyVv41x6MOi3vzJnBuJhInlm1iY93yNcRV0F6Tuadp66xkd5B9untoG767LcW+Vh+\nMJsRL21C5x89wJZ2tQGHWS9aory2Bhdd2x2JyqZeK/ZU01NwfB6fMpZeAb48+sNa0gt/oywtC/7e\nrrz9fzdyz6xhrN9xkluf+JJjqblXvlBBFk6k5eNs1BPsa3uBkmERoRzPLeBAZjYl5moGhUlbd2IX\n50MUxUJRFCeIotijKdxe1PT8PlEU7256vEMUxQRRFPs2/fvRRdefEUVxsCiK0aIo3iiKYofc8/PV\nx1mf/RA6lQtj/J9DLXRNhR2AzKo8QpSUqzbjpndifmx/VqWfILW00N7mXECv1fD6TdOZ2iuGf67/\nlTe37GyX0o6C/UjKsZxi2S3yoWo98rH8YDaPfZ/UYg8ce+Mo60UrtlFeV4NrO5yPirpadCo12i7e\nb0nBOiz3+mtQq1Q89M1PVNXaRixCrVJx93XDeOfx2TQ0NHLPc9/w1jdbqarulDLdnZoTafnEhfva\npb/V0IgQROCtLZb088HhXcD5cAQKzEmsz/4TOpULU4LfxlnbdTvNltaWU1ZfqTgf7eSu+EHo1Rre\ncZDaj2a0ajWLr7+a6xJ78uaWXTy+YgM1dfVXvlDBrhzOysXbZCTAzT65/poLaVe/dVYXrzt1Se8b\nhbZR3VBPXWNj+9Ku6mrbFSlR6L4Eubvyr+uv5nTBef7+0882PWhKjA3iixfmM2VYHJ//tJfZf/uU\ndTtPKoddNqKuvoGUzPPER9hn35YQ5I9Rq2VnWiYBri4EubtKOn63dD7yzAfZkP0XDGrPJscjwN4m\nyUpmU7F5iLHrOlhy4G0wMScmkeVnjpFZ4VgKIGqViheuvYr7xwzh+0PHmPfJUvJKy+1tlkIriKLI\n7rQsBkmcN9seLkQ+Wki7ynHAiEdnoLzWEkRpb9qVSaOkXCm0jVHR4fxx3DBWHjnJkr227ffkanLi\nqXun8MGTN+PpZuSpt1dz3wtLST57zqZ2dEdSs85TV99AfIR99m06jZr+oYEADAoPknzd6nbOR2bF\nNn7OfhiTxofJwW9h0nZ9ucNm5yNUcT7azYKeg1EJAm8ckV91pL2oVAIPjRvOmzddw5nzxVz33lds\nTUm3t1kKLXDmfBH55RWSh67bQ3PBeX0LaVeB7gZbm9MlKK2tBsBV1/Zu1FX1tRg0XTfFV0F67hs1\nhDE9Inhx7RZ+SU6z+fx9YgL55JlbeOzOiaTnFHHrk1/w3AfryC9SDrzkIum0pdbGXpEPgGAPNwAi\nvaVXaOxWzkd1QwmbcxfhrotgcvBbGDXe9jbJJqRX5WBQ6/HR276xWWehudg2YtEqRry0ieUHLWqc\nASZXbosbwLKUIxwtzLOzlS0zMT6aZQvm4ONs4p4vf+CVjdupb+h0ikZdmtVHkxGwSBjai+b+HuoW\nTrAWTo7FoFVqENpLVmUpAEGmtqckdOJO8wp2QqUS+Nf1VxPj581DS39kV1qmzW1Qq1TMHNeHZYvv\nYM6UAazbcZIb/voxL3y4npRMJRIiNdsOphLi706Aj7TpTu3BqLMckshRctKtnI/K+jwCjYOZHPxm\nl+zl0RrplTmEmQIUpatWuLjYVgSyS8w89n3SBQfkwT7D8dAbeHbfRofNd4309uSbu2/mxv69eW/r\nHm7/7FvyyyrsbZYClpSr1UdPMSg8GD9X+0ldN6dbqYTf3vZn9gviH7MSCFIiIO0iq9zifIQ4u7X5\nGhetnvI6RcJUoX24OOn5aN4sQjzcuP+/KziQkWMXO1xNTvzpljEs/eftTB/Vi3U7TzL3/77gwZe+\nZdvBMzQ2OuYa2ZnIyC1mz9EMJgyOseu+bXxTX4/B4SGSj92tnA+D2ovxgf9Eq7Jtt0h7Iooi6ZW5\nhBsD7W2Kw9JSsa25roHF604B4KZz4uHE0ezJz2Rtxil7mNgmDDotz107iX9eN4XjuQVc+84XfHvg\nqLIY2JmTeedIKyxmWu9Yu9rRrHKlacH5AIsDsn3ReGrzUhQN5zaSUVGCXq3Bx9B2p9JFp6eirsZh\nDzIUHBcPk4GPb70eHxcTd3/xPXvSs+xmS6CPG4/eMZEfX7uHB24aydncIh75z3JmP/oJyzYcpNKs\nqGN1lE9X7karVTP7qn52tWNgWDDHnvoTiSHS10V3K+fDqPFBJbS9E21XoLC2lIr6KsJNivPRGq0V\n2178/M09+hLn7sML+zdT3eDYylLX9o3n2wW3EO3jyRMrNzDvk6Wcyj9vb7O6LauPnkKjUnFVfA+7\n2tFc62EP2cauSmZFCcHObqjacTrprNVT19hIjYPfRxQcE18XZ76440YC3V1Y8OUPbEs5a1d73JwN\n3Dp9MD/8+y6ef2Aabs4G/vX5ZqY++C6Pvf4jP+8+pcj0toOs/BLW7jjBrPF98HIz2ducC0IlUtOt\nnI/uSHqlJTQbburail7W0Fqx7cXPa1Qqnhw0gayKUj4+vtdWpnWYSB9Pvrh9Ni/MuIoz54uY9e6X\n/HP9r1TWKIuALRFFkVVHkxkeGYqHyb4pTc01H61FPhTaT0Z5CaHO7WsA5toky1umpF4pdBBfF2c+\nv/1Gwr08+MOSFWw+dcbeJqHRqJk0NJaPnp7DR0/PYdqoXhxKzubxN1cx5YF3efS1lazfeVJxRK7A\npyt3o1GrmDdtoL1NkRVlFerinK20KCYokY/WaanY1qBVs3DypWkyIwLCmRgczVtJOymocvx6CpVK\n4Pp+vVjzx9uZ1a8XH+/Yz/S3Pmf98dNKyoeNOJSVS05pGdMS7JtyBf/rbC7XSVZ3QxRFMitK21Xv\nAf+T5W2W6VVQ6AieJiOf3nYDcX7e/PGbH1l7LNneJl2gd3QAf7t9Aj+9voB3/u9Grhndi6TTuTz5\n9mqm3P8Of3z5Oz5avot9xzIwVyviC81kF5SwevsJZozrg7e7/eoDbUH3ykHqhpypzMZb546L1v7h\nO0dlZr8gwFL7kVNiJtDdwMLJsReev5jHB45n8sqP+PveDbw95jpbm9ohPIwGnrt2Etcl9uKZVRt5\naOlPDAoL5o/jhtlV+rU78OXuQxi1WibYUeWqmbpGS12TEvmQhnPmSsrragh3bZ+KoIfeEgE7X11J\nlJv0EpYK3Qd3oxMf33o99/13OX9etoq/FJWwYOQghxGXUatU9I8PoX98CA/PH8eR5Bw27T3NgROZ\nvP/djqbXCESH+tC3RyAJPQKJCvYm2M8dva57bU/rGxp55r116DRq5nfxqAcozkeXJ6U8kygXZYN5\nJWb2C2rR2bicCFdP/tR3JIsP/sKasye5OizOBtZJQ//QQL5bMJdv9h/h3V/3cOunyxgUFsyDY4cy\nJEJ6NYvuzpnzRaw5lsydwwfg7GT/jtZV9XXoVGo0SuRDEo4UWqLKfbzal9Ia4WpRWkwvK2aIX6jk\ndil0L1yc9Hw8/3oeX7mBVzZuJ/VcIc9eMwknrWNt79QqFf3igukXZ9mPlFVWczQllyOncziSnMPK\nX46ydMMhAAQBArzdCAvwICzAk7AAD0L8PfD1dMbHwxmjU9dr0vnet9s5nJzNs3+4Gl9PF3ubIzuO\n9depIClV9dVkmwsY49vf3qZ0KRb0GszajFM8vmsdA3yD8W2H0o290ahVzB2cyPX9erN0fxIfbNvL\nbZ99y6CwYB4YO5QhduzA3dV4b+sedGo1dwwbYG9TADDX12FUmttJRlJhHipBoKdH+xrVBppc0apU\npJUVy2SZQndDr9WweNYUorw9eW3zDk7mnefVG6cR6eO4LQVcTU4M7xvB8L4RgOXk/0zWedJzijib\nW8TZ3GLO5hZx8GQW1bWXijMYnXQXHBFvdxPe7iY83Ux4uBrwcDXi6WrEw9WIh4sBjcbx+xdtO3SG\nz3/ay3Xj+zB5eLy9zbEJivPRhTlTmY2ISLSzcqotJVqVmldGTGfaqk95dMcaPh5/Q6fbsDtpNdw6\ntB83DUhg6YEk3t+6l9s/+5aBYUHcOXwAY3pEKLUBVpBZVMJPR04yb0g/vJwdQ9q7qr4Oo6brnRja\ni6TCPHq4eWPUtu891ahUhLp4kFZeJJNlCt0RQRD4w5gh9A70428/rOWG9//L36dP4Nq+nWMzq1Gr\niAnzJSbsUme+sVGkoKicrIISzhVXWL6KKjhXUsm54goOnMyisKSy1ca67i6GC06Kj0eTw+LhjK+H\nMyH+7gT5uNnVQck7X8Yz760lJsyHv8wdazc7WuJ8RSVP/7iR52dMwsMorWCK4nx0YVIrLF1QFedD\neqLdvXms/1j+vvdnvko+xLxY++pxdxS9VsP8If2Y3T+BZQeO8sG2vdy/ZCUBri7cOKA3N/Tvja9L\n54nsOArvb9uLWqXirhGOEfUAS+TDoFUiH1IgiiJHCvMYExTRoesjXDxIVyIfCjIwqkc4y++bxyPf\nruZvP6xld3omT1w9DoOuc372VSoBf29X/L1b7/QtiiIVVTUUl5kpKquiuOmrqLSKwlKLk3KupJLk\ns+coKqvkYr0VtUog0NeNUH9LileIvwcRQZ7EhPpiMsh7WFNX38Djb62ivr6RF/843eHqXN7YvJON\np1IZlhTKvCGJko7tWD+pgqSklGfiqXPFU98+NRaFtnFr3AA2ZqXywv5NDA8II9LVcUPcV0Kv1TBv\nSCI3DUxgS3IaS/Ye5vXNO3n7l92Mj43k5oF9GBoRqvSIaAPZJWX8cOg4swckOJTjVqWkXUlGXlU5\n56sr213v0UyEqydbc9NpFMV29QhRUGgLfq7OfHrbDbyxZSfvb93Dkaw8XrlxGtG+XVPgQBAEXExO\nuJicCA34fQGI+oZGikoryS8qJzOvhIzcYjLyLCle+45nUtOU4iUIEBbgSc9If+Ij/IiP8KNHmA9O\nEjlxJ9Lyee/b7RxNyeXFB6cT4tc+4QpbkFNaDoCbQfqaRcX56MKkVGQSpUQ9ZEMlCPxrxFSuWvkR\nf9q6kmVT5uGk7twfKa1azaT4aCbFR3O2sISl+4/w3cFjrD+RQpinO9f0iWN6QhzhXo53o3QU3tu6\nBwG4Z+SgDo+x/GB2m9TX2kNVfS0GxfmQhMNNxeYJXv4duj7C1ZOahnpyKssIbqdUr4JCW9CoVfxl\nwggGhQXzt+/XcOMH/+XRq0Yze0Cfbn2IpFGr8PV0wdfThYToS1sQNKd4pWSd52RaPifO5LMrKZ3V\n244DlihJRJAXseF+xEf4EhvmR0yYD076tt1XK8w1bN57mtXbjnPgRBYuRj1/njuWCUNiJP85rUUU\nRVLPWVJD5egP1rl3SgqtUllvJrMqn1E+nTMdqLPgZ3Rh8fCpLNjyPY/tXMN/RkzvdPUfrRHm5c7C\nq0bz0LjhrD9xmmUHjvLWll28uWUXvQP9mJ4Qx9W9YvBzdZzTfXuzKy2TZfuTmDs4kQC3jimWLD+Y\nzWPfJ2Gus0jjZpeYeez7JACrHJCy2hqCTK2nLii0nT35mejVGnp6+nXo+lgPHwCOF+UrzoeCrIyM\nDuOH++ax6Ie1/H3VJpYfPsEz0ycQ6+9jb9McjotTvEYmRgKWTXhBcQUnz+RzPC2PU+kF7Dicxqqt\nxyzXCALhgZ6EBXoS7OuGyaDHZNBd9KWn0lzDhl2n2HoglZq6BoL93Ll/9kiun9gXZxmiClKw8sgJ\nckrLACioqJR8fMX56KIkl2cgIhLnEgYD5rUAACAASURBVG5vU7o8V4XG8EjiKP59aCsx7j78ofdQ\ne5skKXqthmv6xHNNn3jyyypYdfQUPyWd5KV1v/Dyul8YEhHC1N6xjIuJxMel+/aTScrO44ElK4n8\n//buOz6qKn38+OdkMuk9Ib2RQkIJvYYivTcpil2xrG11v7vi6rrFXd1Vl5/urmt3UVQUFZAmvYP0\nEkqAAAFSSCOQ3pPJ/f0xEwwYIGVm7szkvF8vXiSTO/c+uTOZc597znmOnw/Pj0xs9X7mbzhzLfFo\nUFmrY/6GM21KPoqrq+jayotl6Xp7ctPp5x/a6p7Ort7+2As7jl3NYWy45d31lGxLgIcbnz04kxXH\nTvHPjbuY8fHXPDiwN88OH4iroyxCcStCCAJ83AnwceeOvjGAPiHJLywjJe0yKRfzSEnL41xGPruP\nXqDmhs/uBl7uzkwdnsD4xM50jQ606JuUucWlvL52O73DgsksLCarqMTox5DJh406U5oGQKx7hLqB\ntBPPJiRypugK/zyynVhPX0aHxaodUqvcbrhPgIcbcxP7MDexDxfyC/gxOYU1J87w59WbAegeEsjI\nuChGdIqiU4CfRX/AGlPq5as8vmj5tUW/3Nuwrkd2UWWLHm+uoprKawvcSa13taqClMJ85vXq0up9\nONlrifPuwPErOUaMTJJuTgjBnT27MrxTFO9s/onP9x5m3ckz/HHCCEbFR7ebz2pjEEJcG7o1rPf1\nC8jW1umoqKyhvLKGssoayquqAUiIDrKKsr+KovDKqk3U1et4Y/o4Xl6xgeyiUqMfRyYfNupcaQah\nzv64ay2jzKetE0IwP3Ei6aWFPL9rNUsn3E/nFtb/V1tLh/tEdfDhuRGJ/Hr4IM7mXWHb2QtsPXOB\nf2/dw7+37iHY04MRcVHcERtJ34hQXKy02srtXCos5tGvfsDezo7PHpjZ5mFowV7OZDWRaAR7tT5x\nqNbVUVFXi5ejU1tCk4C9uekAJAa27cZOd98g1qSfRlEUeeEnmY23izOvTR3DnT278OqPW3n2u9WM\n6BTFKxOGE+othwC2ldZeg6e7M57u1nmj57vDJ9h9Pp0/TxxJhK8XIV4eHM7INvpxZCF/G6QoCmdK\n0+kkez3Mytley6cjZuLu4MiDm78jvdS6SmnearjPrQghiAvswJPDBvD94/ew83eP89qU0cQH+rHs\nSDJPfL2CAW99yIMLl/DRzgOcyMpFV990TXZrk19aztwvl1FZW8uCB2YQ4evV5n3OGxeHs/b6O2TO\nWg3zxsW1ep/F1VUAeDpYZ4NoSfbkpuOudWz1ZPMGPf2CKKmpJs3KPick29A7PIRlv7qXeWOGsu9i\nBhP+u5DX127jignG90vWIbOgiH9u2EliVDhz+nYHIMTLg7yS0puuo9JasufDBl2tKaKwpkQmHyoI\ndHHnq9F3M3v9Iu7f9C1Lx99PgEvrJh6bm7GG+/i7uzG7TwKz+yRQVVvH4Yws9pxPZ8+FDP69dTf/\n3robTydHBkaF0zcihD7hIcQF+FndoobFlVU8+tUP5JeV89mDM402gbOhl8mY1a4Kq/WvoRx21XZ7\nc9IZEBCGfRvfr9399GV6j13JoaMVl+mWrJdWo+HRwX2Z1C2O93fsY/HBY/yQdJKHBvVmbmKfNg0f\nlaxLfb3Cyys2Ymcn+Pu0sdcqogV7eaBTFPJKywjxMl7BEpl82KCUkjQAYt3D1Q2knYr18mPh6Lu4\nb+O33LNxMYvGzCHYCqoMmWK4j5PWnsHREQyO1ifCV8sq2Hsxgz3nM9h7IYMNp84B4OnkSN+IUAZ0\nDKV/ZBid/P0suhzkpcJinlq8krSrRXx07zR6hQXf/kktML1XSJtL6zbWkHzIYVdtk1VWzMXSQu6P\n693mfcV6+uFsr+XolWymR3U1QnSS1DqBnu68NnUMcxP78u62PXy4cz/fHDjK3MF9ub9/Tzkp3cYV\nllfy8soNHMrI4h/Txl5XqbEh4cgqKpHJh3RrJ4sv4GjnQLRbqNqhtFs9/YJZOGo2c7cuZdKqL3C4\nFM3lq4rR1mwwhXnj4q6b8wFtH+5zI183FyYn6NcKAcguKuFQehYH0i5xIC2TLWfOA+Dp7ETP0CD9\nv7AgEkICcbOABjCvpIyvDxxl8cHjCAGf3DedQVGWn+RfriwDwN9ZlkVui53ZFwEYFty6lc0bs7ez\no7dfMPvzMtu8L0kyho5+3vxr9iQeG9yXd7ft5V9bdvPF3iPcP6Anc/p2x8dVziG1Nbr6euYs+Jbs\n4lJemTCcO3teX0gjzDAPKLOwmP6RxrumlMmHDUouTiXeIxKtnXx51dQvIIwnIkbxdsoG8D0FZR3J\nKsIoazaYgimG+9xOsJcHU708mNqjM6BPRg6mX+JgWhZHL2Wz45z+Yk8Asf5+9AwLontIIJ0DOxDr\n74uDvXne46dzLrNw7xHWJp9BpyiM6RzD/40abDWLLV5LPlxk8tEWpwov4+HgSIyncVaKHhAYzr+O\n7qK4ugpP2SslWYiuwQF8fN90jmbm8MGOfby7bS8f7TzA1O6deWBgL+IC/NQOUTKSY5dySS8o4q07\nxzGtxy8r+AV5uqMRgkuFxUY9rrw6tTFldRVcLM/m3ojxaodiM9qy2vS3O69ARRREXITIC5ARSWWl\nS5vXbDAVYw/3aalgLw+meXW59iFYUlnF8aw8jl7K5mhmDuuSz/L9YX3yZm9nR5SfD52DOtA50J/4\nwA5E+XnTwc3VKNWD6usVdpy7yMK9R9iflomLg5b+kdGcvKRh1ZF6Dl1IstherBvlVZThpLHHQyvH\ncLdFdnkxIa6eRqtO1csvGAU4WZjX5upZkmRsPcOC+OT+Ozmff5Wv9h9lxdFTLE1KJjEqnAcH9mJY\nTEeLHh4r3d7OcxfRCMHwTlFN/lyr0RDk6U6mTD6kWzlVfBEFhW6eMWqHYhPautq0frK2E6RF6xOQ\niIuQFUp2kSmjth0ezk4MiYlgSIz+wqy+XiGjsIiU3HxO5+aTkpvP3gsZrDx2+tpznOztCfX2INTb\nkzBvT0K9PAnx8sDV0QFHe3uctPY42dvjaPi/rr6ezMIi0guKySgoIrOgiPSCIjIKiimtribQw415\nY4biovXlb6vPGH3lcXPIqygjwMVNlnRto+zyUoJdjVdAopOX/g7yuaIrMvmQLFZ0B19enTyK50cm\nsuTwCb4+cIwnv1lJhI8X03p0ZkpCPGE+ba/0J5nfznNp9AoLxtP55j2vYd6eZBYY96JFJh82Jrk4\nFXuhIU5WujKKtq42fW0Sd60DpEVBaDqEZeBaGoSuvt7qKjypzc5OEOnrTaSvN+O7/rwy9JWyclJy\nr+iTh8JiLhUWk1lYzIG0S1TU1DZ7/xohriUtPUKD6BsRwpjOMWg1Gga/udUkK4+bQ15lKQFyvkeb\nZZeX0NffeOOe/Z3dcNc6cq7oitH2KUmm4u3izBND+/NIYh82nkrl20PHeXfbXt7dtpeeoUFM6R7P\nhK6d5NwQK5FXUsap3Mv8dtTgW24X6u3JlpTzRj22TD5sTHJxKnHuEThq1J+cawvaWn72ukncdVpI\nj0ITnEuZZw4Pb1nCv4dOwddJflC3lZ+bK0NiXIHrk25FUSiqqCKruISKmlqq6+qorq2jyvB/dZ0O\nIfQfrhE+XgR5uqPVNL0KralWHjeHyxVldG3juhTtXXltDcU1VUatXCeEoJOXH2eLZfIhWQ+tRsOk\nhDgmJcSRXVTCmuQzrD6ewmtrt/HG+h0Mjo5gUrc4hsZE4u0qy3tbqp9S0wC4I/bWBTTCfbwoqKik\nrLrGaIVfZPJhQ0prKzhXmsnssNFqh2Iz2lp+9heTuD1dmTdkIpWu+fzlwCbGr17A24MnG6V6TnvR\nkjk4Qgi8XZ2N0gCaohSxOSiKQnZFKaPC5FDMtsipKAUgyMjr9nTy8mN9xlmj7lOSzCXYy4PHh/Tj\n8SH9OJObz+oTKfx4IoUd5y5iJwQ9QgO5IzaK4Z06EhfgJ4d+WpBNKakEebjT6TYFBEIblds1VrEB\nmXzYkKNFKdRTT1+fX1YskFrHGOVnm57EHUIPvyCe37WaBzd/x6Od+/Fi7ztw1Fjmn2RbJt0bO462\nzMFpC3OUIjaF/MpyqnV1hLvJMdltcdmQfAQYuWJYtKcvhdWVXK2qkL2gklWLC+xAXGAHfjtqCCdz\n8th29gI7zl68trhsoIcbw2I7khgVTu/wYPzd5VBQtRRXVrE7NZ37BvS8bUIY4KG/4ZJXUiqTD+mX\nDhacwt3ehTiPSLVDsRmmLD/bxSeA1ZMe4u+Ht7Hg9EF2Zl/kL/1GMyQ4ss37NiY1L/hv1NY5OG2h\nRiliY8go008UDHOXyUdb5BnKFQcYuecj1vPnSee+gZa/ZozUNrr6eqp1dVTrdFTpanHU2ONjY0mn\nnZ0gISSQhJBAnhuRyOXSMnadS2P72Yv8eCLlWsXCcG9PeoeH0DcihN7hwXT09ZY9I2ayJeU8tfX1\nTOx6+5tnDYsO5paUGe34qiQfQggf4DsgEkgD7lIUpfCGbUYA/2r0UDwwR1GUFUKIhcAdQEPtr4cV\nRTlq4rAtWr1Sz+GC0/Tyjkcj5CRmYzJl+Vkney2vDRjLyJBoXvhpHfdv/hZK3Qmo6MjLo3tYxIWt\nmhf8N1J73oXapYhbI7Mh+bDSng9LaS9yKwzJh5En7scaKl6lFl9loI0kH4UVlVy8UkiP0MB2XVRD\nURRWXDzJ/0vaSVF1FdW6OuqU+l9sF+PpS2JgBIlBEQwMCMfL0bKHcraUv7sbM3t3Y2bvbtTqdJzO\nyedwRhaHM7LYce4iK46dAvQT2ruHBNItOICEkAASggPxdbOtxMxSrDt5llAvDxJCAm67rZ+bC3ZC\nkFtSarTjq9Xz8RKwRVGUN4UQLxm+/33jDRRF2Qb0hGuNTyqwsdEm8xRFWWqmeC3e+bJLFNWW0k8O\nubJKxflOlJ+KAvc88Msnz+0EL+zIpUo3gjl91Z0PovYFf2MtnXdhKcPF1JRRqk8+Qt08VY6k1Syi\nvcirKMVd64ir1rjFPIJc3HG1dyDVRiad7zqXxssrNnClvIIIHy8eSezD9B5dcNK2r4EWRdWVvLJv\nA2vSU+jpF8z48Dh9iW+NPY529jhqNDjZaymqrmRvbgZLzp/gyzNHEEBXnwAGB0UyKjSGfv6hNtUb\noNVo6B4aSPfQQB5J7IOiKFy8WsiRjGyOZGRzIiuXnecuohi2D/Z0p1twAN1DAukZFkS34MB2914y\ntsKKSvZeyOCRQb2b9d7SajT4ubmQZ+09H8A0YLjh6y+A7dzQmNxgFrBOUZQK04ZlvQ4VnEIg6O3d\nWe1QpFaYv+EMVTUKXPWHYm/wz6PO5zJ/OPEDwnM0s6ITVLuDaEkTrVsy78KShoupKaOsiEAXd5ws\ndD5RM1hEe3G5sswkK8QLIYjx8rX6crs1dXW8vXk3X+w7Qqy/L88OH8iSI8m8+uMW3t26h/v69+Te\nfj3aRfWjn7LTeGHPGq5UljOv1zCe7Drwlp/fT3YbSI1Ox7Er2ezOTWdPbjqfnT7Ixyf3E+vpx32d\nejIjuhseDjdfi8FaCSGI8vMhys+HWb27AVBeXcOpnMucyM4jOSuXE9l5bDydCugXl40P7EDP0CB6\nhQXTMyyIYE93m0rQTG3T6VTq6uuZ0K358xUDPdytf9gVEKAoSo7h61zgdv0+c4B3bnjs70KIPwNb\ngJcURalu6olCiCeAJwDCw22jS7spBwpOEusejpeDcccjS+ZxXS9CnRayQ6HAh/rAHH6/dx3/O3WQ\np7oNZErHzmjtmi4FayqWNNG6JfMuLGm4mJoyy4oJs95eDzBTe3G7tiKvogx/Z9cWht48sZ5+7My+\naJJ9m8P5/Ku8sGwdp3Pzua9/T+aNGYqT1p67+3bnQNolPttzmP9u38unPx1kWGwk9/bvycCOYWqH\nbRKLziTxx/0biPLwYfnEB0loZolrB42GfgFh9AsI4zc9hlBeW8OatNMsOpvEqwc381bSDiZFxDMn\ntgd9OoTY9MW2q6MD/SJD6Rf585o6BeUVHM3MIelSDkczc1iWlMyiA/rRkyFeHoyOj2Z0fAy9w4Pb\n9VC/5lh/8iwRPl50DuzQ7OcEeLhx8UqB0WIwWfIhhNgMNPVX90rjbxRFUYQQShPbNewnCEgANjR6\n+GX0jZAD8An6u2B/a+r5iqJ8YtiGvn373vQ41iyv6ipnS9N5MHKy2qFIrdRk70KVC8FFXXl5XDDv\nndjDb3f/yDvHdvFEl/7cFdMdJ3utWWKztInWzZ13YUnDxdR0ofgqI0Mtu8yuJbQXt2srCqoqTLZW\nSoS7F5cry6iqqzXb37UxKIrCd4eO8+aGnTg7aPngnqmMjIu+9nMhBAM6hjGgYxjnLl/h6wPH2JKS\nypaU8/xzxgQmJVh2pbiWSi8t5PVDWxga1JFPRszAuQ2vpavWgbtie3BXbA+OX8nhm7NHWZ12mqXn\nTxDl4cPD8X3M2g6ozcfVhZHx0YyM17+/anU6zuRdISkzm93n01l88Dhf7EvCx8WZUfHRjOkcw8CO\nYTjYW22Pr0lcKStn38VMnhjSr0UJrI+LM0kVVUaLw2SviqIoN11sQgiRJ4QIUhQlx9BYXL7Fru4C\nliuKcm2Z4kZ3waqFEJ8DLxglaCu1Kz8JgGEdeqscidRaN+tdeHFcPFM6hjApMp6tl1L5IHkffz6w\niXeP7+aRzv14IK6XWbrirXGitSUNF1NLUXUlV6oqiPH0VTuUW7KG9qK4pgpPE/2thbjqe6ayykuI\ntvDXqkFVbR0vLFvL5pTzDI6O4I3pY29ZOjXW349XJ4/ihTFDefKbFbywbC0VNTXM7pNgxqhNR1EU\nXtq7Dq2dhn8mTmhT4nGj7n5BdPcL4k/9RrEmPYVvzh7lzwc28Z/ju5nbuS/3x/U22XvTUmk1GroF\nB9AtOIAHBvSirLqGXecusul0KmuSz7DkSDJujg5M69GFuYl9CPEy3uKg1mzDqXPUK0qLE383RwdK\nq5scYNQqavVNrQIeMnz9ELDyFtveAyxu/IChAULo07bpQLIJYrQaOy4fppN7BEHOxqm/LJnf9F4h\nvDEjgRAvZwQQ4uXMGzMSrl3w2wnB6LBYlo2/n2/H3ksXnwDmJ+1g8LIP+eO+DZy4moui2GTHXqvN\nGxeHs/b6IWrWsC6HMaUWXwWw+OTjNlRvLxRFMW3y4WZYxKu8xCT7N4XvDh1nc8p55o0Zyqf33dns\nNRvcHB349L47GRITyZ9Wb+aLvUdMHKl5fJd6nL25GbzcZwRBrqa50HXVOnBXTHeWT3iA78bdSzef\nQOYn7WTwsg944/A2Llcab0y+tXFzdGBCtzjemT2JvfOe5KN7pzEqLprvDx1n7H8+4/c/rOfcZeue\nV2UMa5PPEOvvS6x/y64X3Z0cqa7TUVOnu/3GzaBWf9SbwPdCiEeBdPR3qxBC9AWeVBTlMcP3kUAY\nsOOG538thOgACOAo8KR5wrY8mRV5XCjP4vGoO9UORWqj5vQuCCEYGBjOwMBwkq/msuD0QZacP8Gi\ns0l09vZnTmwPpnfsiqdj+7oL1hRLGy6mhp+TD6u+MaF6e1FeV4NOUUzf81FWfJstLUOtTscX+47Q\nNzyERwf3bfHznR20vD9nCi8sW8cbG3ZQXlPDU8MGWO08hhqdjjcPb2NgQDj3xPYw+fGEEAwICGdA\nQDgnC/L4MHkfn546wOenDzE7pjtPdhtgtaW1jcFRa8/wTlEM7xTFb0YNZuHew3x/+AQrj59mVFw0\nTwztR4/QILXDNLuc4lIOZ2Tzm5GJLX6uq6O+yl95dQ0O9m0fPaBK8qEoylVgVBOPHwIea/R9GvCL\nKwVFUUaaMj5rsiv/CALBUDnkqt3p5hvIv4ZM4dX+Y1h14RTfpR7jLwc28fdDWxkfHsddMd0ZFBje\nriffWeNwMWNKLb6Ck8aeEBPdiTUHS2gviqv1Y51NldQHurijEYJsK+n5WH/yHNnFpfxx4ohW78PB\n3p53Zk3ilVUbeXfbXsqra3hhzFCrTED25qZTVFPFY11aNo7eGLr6BPDesGmklQzj45P7WZJ6nO/O\nHWNGdDeeSRhEhLu3WeOxNEGe7rw8fjhPDhvAov1HWbQ/iS1nzjMgMow/jL+DuBZMurZ2606eBWBC\nMxYWvJG7oyMApdXVRqlYJ2fiWDFFUdhx+TDdPKPxdbTqajZSG3g6OPFAfG8eiO/NyYI8vj93jOUX\nT7Iq7RT+zm5Mjoxnascu9PANssqGXWq91OKrRHn4tOsE1BiKawzJh4OjSfZvb2dHoIs7WeWW3/Oh\nKAqf7TlElJ8Pw2Oj2rQve40db0wbh6uDAwv2HKa8ppY/TRxhde/XDZlncbHXMiRYvTWZIj28eWPQ\neJ7rnsjHJ/ez+Nwxlp0/wbSOXXm2eyJRHj6qxWYJvF2c+fWIQcxN7MOSI8l8susAMz/5hieG9OPJ\nYf3bxcT0tcln6BrkT4Rvy3vF3Aw9H2XVNUaJxfbPtg1LLcvkUuVlpoe0/u6TZFu6+gTw1wFjebnP\nCLZmnWflxVMsOpPEZ6cPEeHuxZTILkzt2JlOXu3nbk97dq7oCn06hN5+Q+mWSmv1Ey3dtaYbzhjk\n4kFOhfFWEDaVbWcucDo3n9enjsHOru03M+zsBH+aOAJXBy2f7j5Ena6e16aOtqobJbtz0hgSFGkR\na+kEuXrwav8xPN1tEJ+c2s+iM0msvHiS2dHdeb7HYJPNR7EWro4OPDyoN9N6dObN9Tv4YOd+9qdl\n8t7dU216DZqc4lKSs/OYN2Zoq57feNiVMaj/lyK12vqcPTjaaRnmL4dcSddzstcyMSKeiRHxFNdU\nsSH9DKvSTvNB8l7eO7GHOK8OTIrU/9zKJyNLN1FYVUlWeQkPxPmrHYrV0xmKOWiMcLF9My5a7bUe\nFktVU6fjrY076ejrzbQexlvQVgjB78YMRWNnx0e7DhDq7cGTwwYYbf+mlldRxpiwWLXDuI6/ixt/\n7DuKX3UdyAfJe/n6TBI/XEjm4fg+PJ0wCC9H273Qbg5vF2femjGeOzp15OUVG7jrf4v5+N7pRHWw\nzR6iA2mZAAyOjmjV83X1xv0MtK6+TemaSl01O/IPM7RDb1yNMPlHsl2eDk7cFduDRWPmsH/Ws/y1\n/xg8HRz519FdjF75KeNXLeDd47uvTU6WbMOpwjxA3xsmtU1DJTk7E96Nd7bXUlVXZ7L9G8Pig8dI\nLyjipXF3oNUYf7HT50cmMrV7PP/euofVx08bff+mUFFbQ5WuDh9HF7VDaVIHZ1f+0m80W6Y/zuTI\nznx66gBDf/iID07spbKu9vY7sHETu8Xx5cOzqaip5e7/fcveCxlqh2QSB9Oy8HRypFMLq1w10NXX\nA2BvpEWOZfJhpXZePkylrppxgYPUDkWyIh2cXXkovg/fj7+ffbOe4dV+o3F3cOSdGxKR8zIRsXon\nC2TyYSwNVawFpks+nDT2VOks92KwsKKS93fsY3B0BMNiI01yDCEEr08dQ7+IUP6wchMH0i6Z5DjG\nVFCtX0vI18kyk48GYW5evDNkMuumzKWffyj/TNrB8OUfs/jsUeoMF5btVY/QIL57bA6Bnm48vmg5\nSw6fUDskozuZk0dCSGCrh0o2vEdkz0c7tz53L+EugXT2UG+Cm2TdAlzcebhzX5YYEpG/9BuNq9aB\nd47uYpQhEfmvTESs1smCPIJc3PGx8Isia6Bg+p4PJ429Rfd8vLd9H2XVNbw0bphJ52M42Nvz3pwp\nhHl78utvV3Ehv8BkxzKGgqoKAKv5O4v39uezUbP5ftx9hLh58vK+9Yxd9T/WpKVQ347Xigr19mTx\n3LsZFBXOn1ZvZukR21k+rk5Xz/n8AuICWl9yvVanX9/D3kg9njL5sEIXyrI4W5rO+KBEq5qUJ1mu\nQBd3Huncl2UTHmDvzKf5c79RuGkdefuGRCS9tFDtUKVmOlmQJ3s9jKThosyUn7b6ng/LTD5SL1/l\n24PHuLtPQosXJ2sNT2cnPrlvOvYaDY9/vZwrZeUmP2ZrXa22ruSjQf+AMJaNv5+Ph8/ATgie2bmC\ncasWsOriqWtDbNobNydH3p8zlaExkfx59WbWG0rTWrv0gkJqdDo6tSH5aOj50BqpEp1MPqzQhtw9\naIU9I/37qR2KZIOCXD2Y27kfSyf83CPSkIjcsfxj7lz7JV+mHKbIMNxAsjyVdbVcKCmQyYeRXLsf\nbMqeD3utRSYfiqLw5oYduDg48OsR5hvmG+rtyYf3TONqWQVPL15FSaVlTsa/1vNhhRO4hRCMC+/E\nhimP8u7QqQA8t2sVY1cvYF16yrW5Tu2Jg72Gd++aTK+wIOYtW8fu8+lqh9Rm5y7rRy+05cZBnc4w\n50Mjk492qbi2jE25+xnaoRfuWle1w5FsXEOPyNIJ97Nn5tO81Hs4lXW1/PnAJvoveY+nti9ny6VU\naut1aocqNXKyII96RaGbb6DaodgEB8PdvhoTJgc6pd6kPSuttXDvEX46n86vRwzCx9W8d/e7hwby\n9qyJnMq5zN3/+5b8UsvrAdGZoRiBqWns7JjasQsbpj7K+8OmoxGCp3as4MHN33OxxLKHvZmCs4OW\nj+6dTqSvN6+s3EhFjeXOxWqO7GJ9Ce8w79avB9ewvoezVmuUmGTyYWVWXtpOTX0ts8NGm2T/K5Ky\nGPzmVjq+tIbBb25lRVKWSY4jWZ9gVw+e7DaQ9VMfZc3kR7g/rhf78zJ4dOtSEpd9wNtJO61mhWZb\nl5Sv/7vt6ResciS2wdswpKbQhL19lyvK8Xd2M9n+WyOrqIR3Nv/EmM4xPDCgpyoxjIqP5vMHZ5Jb\nUspz36+mxsLmxYQY1s3IsoHPPjshmBQZz9rJc/lLv9EcvZLNuFULeO3gFq4aenjaC3cnR16dPIrc\nkjI+2XVA7XDapKZOf3PQ0b718zVyikvQajT4GukGRLtKPk5kFVv1BXVZXQWrs3eS6NeDcNcgo+9/\nRVIWL/9wgqyiShQgq6iSl3844jxVlAAAHypJREFUYbXnSzKdrj4B/LnfaPbPfpZPhs8gwSeQ907s\nYcgPH/LY1qVsz7rQricvqu1wfhahbp50cJa9o8bgayijasoLsMuVZRaXfHyy6wAIwR/GD1d1fmG/\nyFD+MW0sSZk5vLZ2m0UNBwpx1d9Nziqz/NXpm8vezo5HOvdly/THmdaxC5+nHGLYDx/xdtJOi1+L\nxpj6RIQwJSGeBXsOk1FQpHY4rdYwWbwt5bFzSsoI8nAzysKi0M6SD7DuC+rVWTup0FVxd/hYk+x/\n/oYzVNZeP3ymslbH/A1nTHI8W9Mee420dhrGhnfis1Gz2TnjSZ7sOpCkK9k8vOV7Rqz4mI+T91NY\nJeeGmFO9orA/L5MBAWEtel7D+9chMKaPiUKzWt5O+vH8BSZOPgJcLCf5yC4q4Yekk8zq1ZUgT3e1\nw2FCtzh+NbQ/S44ks/jgcbXDuSbIVX9ubKHn40b+zm7MHzyJjVMfY3hIFP89sYdhP3zEh8n7qKg1\nzkrXlu6FMUPRaux4Y/0OtUNptRqdDq1G06YbCDnFJQR5ehgtpnaXfIB1XlBX1FWxMms7/X26Ee0W\napJjZBc1fZF4s8eln8leI30d+Rd738GemU/zn6FTCXB2440j20j84QNePbCJzDLrvXNkTc4U5VNY\nXcmgwOavZNv4/Sv9ktZOg4eDo8mTD0vqqfr0p4MAPD7EcgqbPD8ikTtiO/KP9dstZg0QR409/s5u\nNtXzcaMYT1/ev2M6P056mN4dQnjryHaGLf+Yz08fsvkkJMDDjWfuGMi2sxfYee6i2uG0Sk2dDm0b\nJ4rnFJcS6Gm8myPtMvkA67ugXpezm9K6CpP1egAEezVdreNmj0s/k71GP3PU2DOtYxe+H38/66fM\nZWJEHIvOJDF8+cc8v2vVtcXvJNPYl6tfoXdgQHizn9PU+1e6nq+jy7UF5YytvLaGstoaixl2lVtc\nytKkk8zo1ZVgL+Pd7WwrOzvB/5s5gTBvT57//keyiiyjtyHUzdMmez5u1M03kM9HzWbp+PuJ8vTh\nrwc3M2Dp+7x2cItNl2F/YEAvOvp68/d12y1uzlFz1Op0OLRhyFWtTsfl0nKCZc9H21nTBXWlrpof\nLm2ll1cc8R6RJjvOvHFxOGuvf4M6azXMGxdnsmPaCmvvNTLVkLF4b3/eHjyZXTOeZG7nfmzOTGXS\nj5/z8JbvOZLffnqFzGlvbjphbp6EujW/som1vE/V5OPkYrI5H7kV+mo0/hYy7Oq97ftAUXhiaH+1\nQ/kFdydH3r9nKrU6HU99s9Ii1gAJcfWw6YvvG/X1D+W7sfeydPz93BESxRcphxm+/GP+76fV5Feq\n/3oYm4O9hj9MGE56QZFFDflrrlqdDvs2rM+RV1JGvaIQ6CF7PtrE2i6ol1/aSlFtKfdFTjTpcab3\nCuGNGQmEeDkjgBAvZ96YkcD0XiEmPa4tsKZeoxsTjT+uOGHyIWNBrh680ncke2Y9zbxed3DsSg4z\n1n3F49uWyRXUjahGp2NPbjpDgjq26HmW+D61NJEe3pwrvmKSfe/PywSguwWURt557iJLk5J5cGAv\nQiyo16OxKD8f3r1rMhkFRdz32fdcKlR3yFPvDiFklZe0q88yIQR9/UN5b9g0ds98il91HciatBRG\nrviEr1KO2NxChUNjIukS6M/G0+fUDqXFgjzduVpeca1cbkslZ+tHK8QHdjBaTO0u+bC2C+rLVQUs\nzdzMEL+edPZo2QVFa0zvFcLul0Zy8c1J7H5ppNWcJ7VZS69RU3NTvt6XYbYhY54OTjyTMIifZjzF\nvF7D2JubzrhVC/jL/o3trpSjKRy6nElZbQ0jQ6Nb9Lym3r/S9br6BJBfWc7lijKj73vrpVRCXD2I\n9TT96uG3UlheySsrNxLr78tzIxJVjeV2EqMj+OzBmRRWVPLgwiUUlKv3+TE+vBMA6zPa3zBbgAAX\nd17qM5x1U+bS3TeQPx3YyOQ1C1mffsamqh4OiYngaGYOpVXVaofSIt2CA1CAUzmXW/X8wxlZONnb\n0yXI32gxtavkIyHE0+ouqD8+vwwQPBZ1p9qhSLdgLb1GTY3tv1nTYMqhOK5aB55JSGT79F8xJ7YH\ni87q54R8lLzPIld5thbbsi7gYKchsQWTzeH696/UtG4++l4JY89ZqtLVsTs3nZGhMaqWs1UUhb/8\nuJmiiirmz5iAo9ZetViaq3d4MAsemMHV8gp+s2TNtVWYzS3I1YNefsGsTW+fyUeDaE9fFo2Zw7tD\np1JZV8uTO5YzYfVnrL542iZ6QobGRKJTFPZdzFQ7lBbpFhwAwIms3FY9/3B6Nj1Cg9pUqvdG7Sr5\nsDYHrp5k39UT3BMxjg5O3mqHI92GNfQatSShMMdQHD9nV14fOI4NUx6lf0Aobx7ZzqgVn7Dy4imL\nquVvLbZlnWdAQBiuWocWP7fh/VuTm3rYBKFZvS4++rt+yQWta8Bv5kBeJpV1tYwMaVlvlbGtOn6a\njadTeW5kolGHV5haQkggf5symgNpl/h/m3epFsekyHhOFuS1q7kfTRFCMLVjFzZPe5x/D5mCTqnn\n17tWMmbV//jhfDJ1VpyE9AwLwtXBgZ9S09QOpUV8XF0I9vTgZHbLb5yUVVWTkpdPnwjjLlgrkw8L\nVa2r4aPzSwlzCWB6yAi1w5FsxM0Sihvvt5p7yFiMlx8LRs7mmzFz8HJ05vldq7hn42JSi0wzxt4W\nZZYWkVp8leEqX8TaKjetI1EePiQbuedj66VUHDX2DApsfnUyY8suKuG1tdvoEx7M3ETrW+ZlWo8u\nPDCgJwv3HmH18RRVYhgfrv+8bO+9Hw3s7eyYHtWVjVMf4/1h03HQaPjt7h8ZueITFp1JorKuVu0Q\nW0yr0TCwYxg/nU+3uptjvcOD2X0ho8XVuo5eyqVeUegTbtybqTL5sFDfZ24ir+oqT8XMRmtn+d3f\nknW42dyU+waGW8SQscSgSFZPeph/DBzP6cLLTPjxM/55ZIdVNlTmtj3rAgAjWjjfQ2q+rj4BJF81\nXs+HoihsyzpPYmAETvZao+23pf62div1isJbd45H04aqOGp6ceww+kaE8KdVmzjdyrHtbRHq5kkP\nvyDWpauT/FgqOyGYFBnP2slz+WT4DLwcnfjj/g0MWvo+bx3ZbnXVsYbERJBVVELaVetat2paj84U\nV1ax9cyFFj3vSEYWGiHoGRpk1His81PGxp0vy2Rp5mbu6NCHHl6d1A5HsiE3m5vy+vQEixkyZicE\n93bqyZZpjzO1Yxc+SN7LxNWfcfg2pXnb4wrzjW2+lEqEuxcd3eUQTVMZFBhBVnkJKy+eMsr+fspJ\nI720iFGhMUbZX2tsSTnP9rMX+dXQ/oR6N788s6XRajT8e/YkPJ2deOLr5ZzPN3/lqckR8Ry/mmvU\nBNVW2AnB2PBOrJz4EN+Pu4+BgeF8fHI/U9csJK3EeoaqDYgMA+DopWyVI2mZxKhwgj09mL9pV4uq\nw+1KTaNLkD+uji0fynsrMvmwMFW6av55+gs8tW78Kmam2uFINsga5qaAfj7I24Mn882YOdTU65i9\nfhFvHt5OdRMT0tv7CvPF1VXszkljfHicqpOWbd3smAT6dAjhD3vXc6GkoE37Sisp5NmdK4n19GNm\ndDcjRdgyOcWl/GHFBroG+fPIoN6qxGBMfm6uLHhgBooCDy5cytk88w7bvDu2B54OTrx9VL25J5ZO\nCEH/gDA+Gj6DVRMfolpXx90bvraaMsUNhRisbNQVGjs7/nPXJEqrqnlw4RIyC27dc6MoCt8eOs6J\n7DwmJcQbPR6ZfFiYj88vI6syn9/FP4Cn1jIWnJIkNSUGRbJ+yqPMjk7go5P7mLbmC87dMBekva8w\nv+nSOeqUeiZGGL+RkH6mtdPw32HT0NrZ8cyOFa2uzFZSU8Wj25ZiJwQLRs7CWYUhV3W6en63dC21\n9fW8M2sSDva2Mbw3xt+XLx+ZjcZO8ODCJaTk5pvt2B4OTjzVbSDbss5zMM+6KiKpoZtvIIvH3otO\nqefuDd/84nPdEjVU7WrLon1qSQgJ5PMHZ1JeXcODC5eScZME5FJhMXO/XMarP26hf2Qos3p1NXos\n1nf2bNiu/CQ25u5jdthoOdxKkhpxd3DkrcSJfDZyFvlV5UxZs5DFZ49em/Rn7SvMt9XatBRCXD0s\nYpE6Wxfs6sHbQyZzuvAyrx/c0uLn19XX8+udq0gvKeTDO+4k3N3LBFHe3vs79nEkM5u/Th5NhK86\nMZhKlJ8PXz18F05ae574ejmXS42/NsvNPBTfhw7OrsxP2mF1k5LVEOfdgW/H3osQMGfjNxZfZKSh\nWpe1zo3qGhzAwodmUVlbywOfLyHt6s9D3urrFb7an8SUD77keFYer04aycIHZ+Hm5Gj0OKzz7Nmg\ny1UF/Pfst8S5R3BfhGlXMpckazUyNIZ1k+fS1z+Ul/et59mdKymuqbKqFeaNraSmil05F5kYES+H\nXJnJqNAYnujSn0Vnk/gx7XSLnvvG4W3syL7AawPGMlClClf7LmTw0c79zOzVlSndbbO3LMLXi4/u\nnU5pVTW//u7HFlf5aS1ney3PJQzmwOVL7Mi+aJZjWrsYLz++G3cfAsHDW5dY9CR03bXkw3o/azsH\n+fPFw7Op1el44PMlXLhSwIUrBdz/+ff8fd12+kWE8uMzDzKnXw/sTPR7yuTDAlTpqnn91P+op555\n8Q9hbydXGpakm/F3cePL0XfzUu/hbMg4y8TVnzFriLdVrDBvCpszU6mtr2dChO3/rpZkXu876OUX\nzEt71zV7wux3546x4PRBHuncl3s69TRxhE27WlbBvB/W0dHPh1cm2HYZ9/jADrx553iOXcrh1R+3\nmq0n4u7YHoS5eTI/aYdNrfBtSlEePiwYOYsrleU8vm0ZVRZa4VBXr389rXHYVWNxAX588fAs6hWF\nie99wcT3vuB8/lXenD6Oj++bTpCnu0mPb91nzwbolHrePrOIC2VZvBj/EEHOfmqHJFmQ9l7B6Wbs\nhODJbgNZOuF+NMKO9y5uZOQQCPZyUr1csLmtTU8h2EW/wrJkPg3zPzTCjmd2rqCstvqW22/PusAf\n929gWHBHXukz0kxRXq9OV8/vl6+nuLKaf82aiIuDeuV9zWVcl1ieHjaAH46e5It9SWY5poNGw//1\nGMrJgrwW94y1Zz38gvjP0Kkcu5LNS3vXqx1Ok6x92FVjsf5+fPnwLGb37saUhHh+fOYhpvfsYpYe\ndNuYYWal6pV63j27mD1XjvF41J3091Wn4olkmRoqODVMpG6o4AS0i4vq5ujpF8yayY/wh33rWZ12\nlAkD49g8eBIurVjh2xoVVVeyI/sCD8X3kUOuVBDq5sk7QybzxLZl3LNxMX/tP4a6+nrK62qorKul\noq6WytpaUouv8OWZI8R5deC/w6apcte0TlfPC8vW8tP5dP42ZTRxVrSKeVs9O3wQ5/Kv8uaGHdjb\n2XH/ANP3Ok3r2IUFpw/ylwOb6OcfSpCrh8mPaQvGhXdiUGAEh/IvqR1Kk9IN63v4urqoHIlxRHfw\n5bWpY8x+XJl8qERRFD5MXcrmvP3cGz6e6aG23f0ttdytKjjJ5ONn7g6OvDt0Kt19A3njyHbS1xfy\n6YiZhLhZ75oFzbU67TS19fXcGSVvXKhlVGgMn46YydM7VjBj3Vc33W52dAJ/7T9GlcRYURRe/XEL\n60+d48Wxw7irT4LZY1CTnZ3g7ZkT+L8la3l93TZ09fU8ZOLSwho7O94dOpUpaxby3K5VLB57r9UP\n1TGHwqpKDl7O5KH4PmqH0qSd5y7i5exE12B/tUOxajL5UIGiKCy4sIK1OT8xM3QU90ZMUDskyQK1\n9wpOLSGE4PGuA4jx8uO5nasYt+pznHI6cjXfnmAvZ+aNi7PJhO2H88nEe3Wgi7dsCNU0MjSGdVPm\ncrboCq72DjhrtbjYa/Vf22tx0zqoUk63wed7j7A0KZknh/ZnbqJlXtSZmoO9Pf+aPYnfLVvLGxt2\nUFdfz6OD+5r0mNGevvxj4Hh+89NqXj+0hVf7m/8Os7VZk55isTdU6usVdqWmMSQm0iaGXalJlbMn\nhJgthDgphKgXQtz0r18IMV4IcUYIkSqEeKnR4x2FEPsNj38nhLCqMRZfpa1hedY2pgQP45GOU+Vw\nCalJ7bmCU2uNCInmmchxlFfUc8U3BcWz0GYXHLxQUkDSlWxmRHez6c8Qa2kvOnr4MC68E0OCI+nT\nIYTO3v6Eu3vRwdlV1cRj65nzzN+4k3FdYnluRKJqcVgCB3sN78yayISunZi/aReL9h81+TGnR3Xl\nsS79WJhymK9Sjpj8eNZu+YVkOnn5WeQNlZM5eRRUVHJHbKTaoVg9tXo+koEZwMc320AIoQHeB8YA\nl4CDQohViqKcAt4C/qUoyrdCiI+AR4EPb3fQE1nFRL60hsHRPnz9+KAWB70iKYv5G86QXVTZqrup\nK5KyeDd5Fc4Rp6nOiyDAbSArj2bz19UnKazQV3bwctby6tSuFn2Xtq3nwdz7NfYxViRlNes1a3ys\nhy7u5sVdX+KSmw3h4fD3v8N99930GH9ccYKc4l/2cNxYwel2v485zumNGo6ZVVSJABpqvXi7aPnL\nFOO9txv/bp7OWoSAoopa7IRAEdEQmgEhl8Cpisq8QF5ZfsKi/65a6tVdO0GBfyzO4R91a3DW2uGk\n1VBUUfuL17o574OGbRwCYyzt1rgq7YUtSMnN54Wl6+gaHMCb08eZrGymNdFqNMyfMYGaOh3/WL+d\nYE93RsZHm/SYL/cewcWSAl49uIkID2+GBXc06fGsVUZpEYfzs/h97+EWeUNl57k0BDAkOlLtUKye\nKj0fiqKcVhTldksP9wdSFUW5oChKDfAtME3o35EjgaWG7b4Aprfk+LvPF3Dfp3tbFHPD5N+sokoU\naPHd1OVHLvHP40twjjhNUVYQqYfjeHHZcX77/dFrF7EARZW1zFtyzGLv0rb1PJh7v8Y+xoqkLOYt\nPXbb16zxsaac3MaLP7yDS04WKAqkp8MTT8DXXzd5jD+uOMGifRnU31Ch0Vlrd10Fp9v9PuY4pzdq\nfEz4OfEAKKyoZd5S47y3b/zdiiprKayoRQF0igL19pDREQp8wfcKhKVRXlfDH1ecaPOxLcFXB1PZ\nmX8Gir2hTn9XvbK2/to5aPxaN+d9cOPrZknUbi+sVX5pOU99sxJ3J0fenzMV53ZQ2aq57DV2zJ85\nga5B/vxu2VpOZOWa9HgaOzv+M3QqsV5+PLNjhcUvpKeW5ReSEegn61uinalpdA8JxNtVjj5oK0se\ntBYCZDb6/pLhMV+gSFGUuhseb5Hd5wtatP2tJv82xzs7j+AZnkZBRihZx7sBglqd8osLTIDaeqXZ\n+zW3tp4Hc+/X2MeYv+EMtbpfvmg3vmaNj/Xizi9xqbuhDGdFBbzySpPHWLw/s8nHa+qU6+5W3+73\nMcc5vVFTx2ysVmec9/btjqMnIDcYskPArQw8im96bq3Nf3YlQ70Grty8NHfDa92c90HzzqdFM2l7\nYY32p2VSXFXFB/dMJcDDTe1wLI6Lg5YP752Gj6sLa5PPmvx4blpH/jdiFo4aezZmnjP58axRSU01\nw4KjCLbAymC6+nqc7O25o5PstTIGYapFd4QQm4HAJn70iqIoKw3bbAdeUBTlUBPPnwWMVxTlMcP3\nDwADgFeBfYqixBgeDwPWKYrS5OwkIcQTwBMAaOz7OHSIvPazmtzUw839fW41FKE5+2nuUAZdRTEa\nF88Wx2cuDoExfRrH2Fhb4m3r+W2CH3Dd7SVjHON2r2PDfhpvl5CbetPtD0N6a+O83XZGPKe/OJc3\n09z3eVvf2zce52bvSVMcuw2afR5vx1hDo5p6v9ZevUR9TaVZxzxYQntxXVsB3dAP97J0RntPmZCM\n0TisIUawjjhljMYRpyhKq1YjNNmcD0VRRrdxF1lAWKPvQw2PXQW8hBD2hrtZDY/fLI5PgE8AhBCH\nqnPOmba8RRsJIQ7VFV+WMbaREOKQoigWHSNYR5zWEqN8TxqHEOIXF/emZgntxY1thbW8VpYep4zR\nOKwhRrCOOGWMxtGWtsKSh10dBGINlUocgDnAKkXfVbMNmGXY7iFgpUoxSpIkSeqT7YUkSZKVUKvU\n7p1CiEvAIGCNEGKD4fFgIcRaAMNdqmeBDcBp4HtFUU4advF74LdCiFT0Y3oXmPt3kCRJkkxPtheS\nJEm2RZVSu4qiLAeWN/F4NjCx0fdrgbVNbHcBfXWTlvqkFc8xNxmjcVhDjGAdccoYjcMaYgQLi1Ol\n9sKizsEtWEOcMkbjsIYYwTrilDEaR6tjNNmEc0mSJEmSJEmSpMYsec6HJEmSJEmSJEk2xKaTDyHE\nfCFEihDiuBBiuRDC6ybbjRdCnBFCpAohXjJzjLOFECeFEPVCiJtWNhBCpAkhTgghjpq7Gk0LYlTz\nPPoIITYJIc4Z/ve+yXY6wzk8KoRYZabYbnlehBCOQojvDD/fL4SINEdcTcRxuzgfFkLkNzp/j5k5\nvs+EEJeFEE2WQBV67xriPy6E6G3O+JoZ43AhRHGjc/hnFWIME0JsE0KcMvxdP9/ENqqfS3OyhrbC\ncHzZXhgnRtlemDZGVdsKQwyyvTBOjKZpLxRFsdl/wFjA3vD1W8BbTWyjAc4DUYADcAzoYsYYOwNx\nwHag7y22SwP8VDqPt43RAs7jP4GXDF+/1NRrbfhZmZnP3W3PC/A08JHh6znAdyq8xs2J82HgPTXe\ng4bjDwN6A8k3+flEYB0ggIHAfguMcTjwo1rn0BBDENDb8LU7cLaJ11r1c2nmc2LxbYUhBtleGCdG\n2V6YNkZV2wpDDLK9ME6MJmkvbLrnQ1GUjcrPK9vuQ1/j/Ub9gVRFUS4oilIDfAtMM2OMpxVFsczl\nzA2aGaOq59FwrC8MX38BTDfjsW+lOeelcexLgVFCCLMu8ob6r99tKYqyEyi4xSbTgC8VvX3o13cI\nMk90es2IUXWKouQoinLE8HUp+upQN676rfq5NCdraCtAthdGJNsL08aoOtleGIep2gubTj5uMBd9\nZnajECCz0feX+OWJtQQKsFEIcVjoV+K1NGqfxwBFUXIMX+cCATfZzkkIcUgIsU8IYY4Gpznn5do2\nhgugYvQlQc2pua/fTEO36lKhXy3akqj9HmyuQUKIY0KIdUKIrmoGYhiy0QvYf8OPrOVcmoK1txUg\n24vbke1F69lCWwHqvwebyybbC1VK7RqTEGIzENjEj15RFGWlYZtXgDrga3PG1qA5MTbDEEVRsoQQ\n/sAmIUSKIWu2pBhN6lYxNv5GURRFCHGzMm4RhvMYBWwVQpxQFOW8sWO1UauBxYqiVAshfoX+7ttI\nlWOyNkfQvwfLhBATgRVArBqBCCHcgGXAbxRFKVEjBnOyhrbCEINsL4xAtheqkm2Fcdhse2H1yYei\nKKNv9XMhxMPAZGCUYhicdoMsoHFWHmp4zGhuF2Mz95Fl+P+yEGI5+q5PozUmRohR1fMohMgTQgQp\nipJj6O67fJN9NJzHC0KI7eizeFM2Js05Lw3bXBJC2AOewFUTxtSU28apKErjmP6Hfty0JTH5e7Ct\nGn9oK4qyVgjxgRDCT1GUK+aMQwihRd+QfK0oyg9NbGLx57KlrKGtANleGItsL0zGFtoKsILPOFtu\nL2x62JUQYjzwIjBVUZSKm2x2EIgVQnQUQjign8BllqoWzSWEcBVCuDd8jX5yZJPVEVSk9nlcBTxk\n+Poh4Bd334QQ3kIIR8PXfsBg4JSJ42rOeWkc+yxg600ufkzptnHeMIZzKvqxn5ZkFfCgofLGQKC4\n0dAKiyCECGwYny2E6I/+M9isiabh+AuA04qivHOTzSz+XBqTrbQVINuLZpLthQljtIK2AqzgM86m\n2wtFxVn0pv4HpKIfh3bU8K+hQkQwsLbRdhPRz+A/j77b2Jwx3ol+fFw1kAdsuDFG9FUljhn+nbTE\nGC3gPPoCW4BzwGbAx/B4X+B/hq8TgROG83gCeNRMsf3ivAB/Q3+hA+AELDG8Xw8AUeY8dy2I8w3D\n++8YsA2IN3N8i4EcoNbwfnwUeBJ40vBzAbxviP8Et6gGpGKMzzY6h/uARBViHIJ+TsDxRp+NEy3t\nXJr5nFh8W2E4vmwvjBOjbC9MG6OqbYUhBtleGCdGk7QXcoVzSZIkSZIkSZLMwqaHXUmSJEmSJEmS\nZDlk8iFJkiRJkiRJklnI5EOSJEmSJEmSJLOQyYckSZIkSZIkSWYhkw9JkiRJkiRJksxCJh+SZCZC\nCC8hxNONvl8vhCgSQvyoZlySJEmS5ZBthWTrZPIhSebjBTzd6Pv5wAMqxSJJkiRZJtlWSDZNJh+S\nZD5vAtFCiKNCiPmKomwBStUOSpIkSbIosq2QbJq92gFIUjvyEtBNUZSeagciSZIkWSzZVkg2TfZ8\nSJIkSZIkSZJkFjL5kCRJkiRJkiTJLGTyIUnmUwq4qx2EJEmSZNFkWyHZNKEoitoxSFK7IYT4BugO\nrAMGAvGAG3AVeFRRlA0qhidJkiRZANlWSLZMJh+SJEmSJEmSJJmFHHYlSZIkSZIkSZJZyORDkiRJ\nkiRJkiSzkMmHJEmSJEmSJElmIZMPSZIkSZIkSZLMQiYfkiRJkiRJkiSZhUw+JEmSJEmSJEkyC5l8\nSJIkSZIkSZJkFjL5kCRJkiRJkiTJLP4/bz4RYTUn7kYAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "bolfi.plot_state();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It may be helpful to see the acquired parameter values and the resulting discrepancies:" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7IAAAEKCAYAAAAvhmnFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "bolfi.plot_discrepancy();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note the high number of points at parameter bounds. These could probably be decreased by lowering the covariance of the noise added to acquired points, defined by the optional `acq_noise_cov` argument for the BOLFI constructor. Another possibility could be to [add virtual derivative observations at the borders](https://arxiv.org/abs/1704.00963), though not yet implemented in ELFI.\n", - "\n", - "We can now infer the BOLFI posterior (please see the [paper](http://jmlr.csail.mit.edu/papers/v17/15-017.html) for details). The method accepts a threshold parameter; if none is given, ELFI will use the minimum value of discrepancy estimate mean." - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:elfi.methods.posteriors:Using minimum value of discrepancy estimate mean (-1.0113) as threshold\n" - ] - } - ], - "source": [ - "post = bolfi.infer_posterior()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can get estimates for *maximum a posteriori* and *maximum likelihood* easily:" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((array([ 0.55780718, 0.17812642]), array([[ 0.69314718]])),\n", - " (array([ 0.55780722, 0.17812648]), array([[ 0.69314718]])))" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "post.MAP, post.ML" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can visualize the posterior directly:" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD8CAYAAABpcuN4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "post.plot()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, samples from the posterior can be acquired with an MCMC sampler (note that depending on the smoothness of the GP approximation, this may be slow):" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:elfi.methods.posteriors:Using minimum value of discrepancy estimate mean (-1.0113) as threshold\n", - "INFO:elfi.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 100/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 200/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 300/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 400/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 500/1000...\n", - "INFO:elfi.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 600/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 700/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 800/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 900/1000...\n", - "INFO:elfi.mcmc:NUTS: Acceptance ratio: 0.244, Diverged proposals after warmup (i.e. n_adapt=500 steps): 6\n", - "INFO:elfi.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 100/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 200/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 300/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 400/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 500/1000...\n", - "INFO:elfi.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 600/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 700/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 800/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 900/1000...\n", - "INFO:elfi.mcmc:NUTS: Acceptance ratio: 0.212, Diverged proposals after warmup (i.e. n_adapt=500 steps): 6\n", - "INFO:elfi.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 100/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 200/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 300/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 400/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 500/1000...\n", - "INFO:elfi.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 600/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 700/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 800/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 900/1000...\n", - "INFO:elfi.mcmc:NUTS: Acceptance ratio: 0.226, Diverged proposals after warmup (i.e. n_adapt=500 steps): 8\n", - "INFO:elfi.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 100/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 200/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 300/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 400/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 500/1000...\n", - "INFO:elfi.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 600/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 700/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 800/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 900/1000...\n", - "INFO:elfi.mcmc:NUTS: Acceptance ratio: 0.199, Diverged proposals after warmup (i.e. n_adapt=500 steps): 8\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "4 chains of 1000 iterations acquired. Effective sample size and Rhat for each parameter:\n", - "t1 1863.04625881 1.00045708142\n", - "t2 1977.62113509 1.00060969673\n", - "CPU times: user 4min 15s, sys: 3.11 s, total: 4min 18s\n", - "Wall time: 1min 4s\n" - ] - } - ], - "source": [ - "# bolfi.model.computation_context.seed = 10\n", - "%time result_BOLFI = bolfi.sample(1000, target_prob=0.9)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The sampling algorithms may be fine-tuned with some parameters. If you get a warning about diverged proposals, something may be wrong and should be investigated. You can try rerunning the `sample` method with a higher target probability `target_prob` during adaptation, as its default 0.6 may be inadequate for a non-smooth GP, but this will slow down the sampling.\n", - "\n", - "Now we finally have a `Result` object again, which has several convenience methods:" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Method: BOLFI\n", - "Number of posterior samples: 2000\n", - "Number of simulations: 200\n", - "Threshold: -1.01\n", - "Posterior means: t1: 0.598, t2: 0.134" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "result_BOLFI" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8IAAAHjCAYAAADohKYXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwmZmZmZmZlYr/wMimZD4TukCewAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "result_BOLFI.plot_traces();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The black vertical lines indicate the end of warmup, which by default is half of the number of iterations." - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAEKCAYAAAAfCnjkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "result_BOLFI.plot_marginals();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### That's it! See the other notebooks for more topics on e.g. using external simulators and parallelization.\n", - "\n", - "Full documentation can be found at http://elfi.readthedocs.io/. Limited user-support may be asked from elfi-support.at.hiit.fi, but the [Gitter chat](https://gitter.im/elfi-dev/elfi) is preferable.\n", - "\n", - "If you create something that you think would benefit other ELFI users, please consider opening a pull request in an appropriate [category](https://github.com/elfi-dev), like ELFI itself or the Zoo." - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python 3", - "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": "3.5.3" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} diff --git a/ELFI_non_python_operations.ipynb b/non_python_operations.ipynb similarity index 90% rename from ELFI_non_python_operations.ipynb rename to non_python_operations.ipynb index 30a7c93..197353f 100644 --- a/ELFI_non_python_operations.ipynb +++ b/non_python_operations.ipynb @@ -1,10 +1,30 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Using non-Python operations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If your simulator or other operations are implemented in a programming language other than Python, you can still use ELFI. This notebook briefly demonstrates how to do this in three common scenarios:\n", + "\n", + "* External executable (written e.g. in C++ or a shell script)\n", + "* R function\n", + "* MATLAB function\n", + "\n", + "This tutorial is generated from an [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks). Let's begin by importing some libraries that we will be using:" + ] + }, { "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -22,52 +42,21 @@ ] }, { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Using other than Python operations with ELFI" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If your simulator or other operations are implemented in a programming language other than Python, you can still use ELFI. This notebook briefly demonstrates how to do this in 3 common scenarios:\n", - "\n", - "* External executable (written e.g. in C++ or a shell script)\n", - "* R function\n", - "* MATLAB function\n", - "\n", - "**Note:** to run some parts of this notebook you need to either compile the simulator, have R or MATLAB installed and install their respective wrapper libraries." - ] - }, - { - "cell_type": "markdown", + "cell_type": "raw", "metadata": {}, "source": [ - "## External executables" + ".. note:: to run some parts of this notebook you need to either compile the simulator, have R or MATLAB installed and install their respective wrapper libraries." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "ELFI supports using external simulators and other operations that can be called from the command-line. ELFI provides some tools to easily incorporate such operations to ELFI models. This functionality is briefly introduced in this notebook. For an introductory tutorial on ELFI, please see the ELFI_tutorial notebook. \n", + "## External executables\n", "\n", - "### Birth-Death-Mutation process\n", + "ELFI supports using external simulators and other operations that can be called from the command-line. ELFI provides some tools to easily incorporate such operations to ELFI models. This functionality is introduced in this tutorial.\n", "\n", - "We will consider here the Birth-Death-Mutation process simulator introduced in *Tanaka et al 2006 [1]* for the spread of Tuberculosis. The simulator outputs a count vector where each of its elements represents a \"mutation\" of the disease and the count describes how many are currently infected by that mutation. There are three rates and the population size:\n", - "\n", - "- $\\alpha$ - (birth rate) the rate at which any infectious host transmits the disease.\n", - "- $\\delta$ - (death rate) the rate at which any existing infectious hosts either recovers or dies.\n", - "- $\\tau$ - (mutation rate) the rate at which any infectious host develops a new unseen mutation of the disease within themselves.\n", - "- $N$ - (population size) the size of the simulated infectious population\n", - "\n", - "It is assumed that the susceptible population is infinite, the hosts carry only one mutation of the disease and transmit that mutation onward. A more accurate description of the model can be found from the original paper or e.g. [*Lintusaari at al 2016*](https://doi.org/10.1093/sysbio/syw077) *[2]*.\n", - "\n", - "\"BDM\n", - "\n", - "This simulator cannot be implemented effectively with vectorized operations so we have implemented it with C++ that handles loops efficiently. We will now reproduce Figure 6(a) in [*Lintusaari at al 2016*](https://doi.org/10.1093/sysbio/syw077) *[2]* with ELFI. Let's start by defining some constants:" + "We demonstrate here how to wrap executables as ELFI nodes. We will first use `elfi.tools.external_operation` tool to wrap executables as a Python callables (function). Let's first investigate how it works with a simple shell `echo` command:" ] }, { @@ -76,22 +65,34 @@ "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 3., 1., 123.])" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Fixed model parameters\n", - "delta = 0\n", - "tau = 0.198\n", - "N = 20\n", + "# Make an external command. {0} {1} are positional arguments and {seed} a keyword argument `seed`.\n", + "command = 'echo {0} {1} {seed}'\n", + "echo_sim = elfi.tools.external_operation(command)\n", "\n", - "# The zeros are to make the observed population vector have length N\n", - "y_obs = np.array([6, 3, 2, 2, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0], dtype='int16')" + "# Test that `echo_sim` can now be called as a regular python function\n", + "echo_sim(3, 1, seed=123)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's build the beginning of a new model for the birth rate $\\alpha$ as the only unknown" + "The placeholders for arguments in the command string are just Python's [`format strings`](https://docs.python.org/3/library/string.html#formatstrings).\n", + "\n", + "Currently `echo_sim` only accepts scalar arguments. In order to work in ELFI, `echo_sim` needs to be vectorized so that we can pass to it a vector of arguments. ELFI provides a handy tool for this as well:" ] }, { @@ -104,7 +105,9 @@ { "data": { "text/plain": [ - "Prior(name='alpha', 'uniform')" + "array([[ 4.81966633e-01, 0.00000000e+00, 1.08163575e+09],\n", + " [ 1.46447661e+00, 0.00000000e+00, 2.81716645e+09],\n", + " [ 8.85613616e-01, 0.00000000e+00, 3.66083810e+09]])" ] }, "execution_count": 3, @@ -113,53 +116,83 @@ } ], "source": [ - "m = elfi.ElfiModel(name='bdm')\n", - "elfi.Prior('uniform', .005, 2, model=m, name='alpha')" + "# Vectorize it with elfi tools\n", + "echo_sim_vec = elfi.tools.vectorize(echo_sim)\n", + "\n", + "# Make a simple model\n", + "m = elfi.ElfiModel(name='echo')\n", + "elfi.Prior('uniform', .005, 2, model=m, name='alpha')\n", + "elfi.Simulator(echo_sim_vec, m['alpha'], 0, name='echo')\n", + "\n", + "# Test to generate 3 simulations from it\n", + "m['echo'].generate(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Wrapping External executables\n", + "So above, the first column draws from our uniform prior for $\\alpha$, the second column has constant zeros, and the last one lists the seeds provided to the command by ELFI.\n", + "\n", + "## Complex external operations $-$ case BDM\n", + "\n", + "To provide a more realistic example of external operations, we will consider the Birth-Death-Mutation (BDM) model used in [*Lintusaari at al 2016*](https://doi.org/10.1093/sysbio/syw077) *[1]*.\n", + "\n", + "### Birth-Death-Mutation process\n", + "\n", + "We will consider here the Birth-Death-Mutation process simulator introduced in *Tanaka et al 2006 [2]* for the spread of Tuberculosis. The simulator outputs a count vector where each of its elements represents a \"mutation\" of the disease and the count describes how many are currently infected by that mutation. There are three rates and the population size:\n", + "\n", + "- $\\alpha$ - (birth rate) the rate at which any infectious host transmits the disease.\n", + "- $\\delta$ - (death rate) the rate at which any existing infectious hosts either recovers or dies.\n", + "- $\\tau$ - (mutation rate) the rate at which any infectious host develops a new unseen mutation of the disease within themselves.\n", + "- $N$ - (population size) the size of the simulated infectious population\n", + "\n", + "It is assumed that the susceptible population is infinite, the hosts carry only one mutation of the disease and transmit that mutation onward. A more accurate description of the model can be found from the original paper or e.g. [*Lintusaari at al 2016*](https://doi.org/10.1093/sysbio/syw077) *[1]*.\n", + "\n", + "\"BDM" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + ".. For documentation\n", "\n", - "We now need to wrap the executable as an ELFI node for the model. We can use `elfi.tools.external_operation` tool to wrap any executables as a Python callables (function). Let's first investigate how it works with a simple shell `echo` command:" + ".. image:: ../images/bdm.png\n", + " :width: 400 px\n", + " :alt: BDM model illustration from Lintusaari et al. 2016\n", + " :align: center" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This simulator cannot be implemented effectively with vectorized operations so we have implemented it with C++ that handles loops efficiently. We will now reproduce Figure 6(a) in [*Lintusaari at al 2016*](https://doi.org/10.1093/sysbio/syw077) *[2]* with ELFI. Let's start by defining some constants:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { - "collapsed": false + "collapsed": true }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 3., 1., 123.])" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "# Make an external command as an elfi operation. {0} {1} are positional arguments and {seed} a keyword argument `seed`.\n", - "command = 'echo {0} {1} {seed}'\n", - "echo_sim = elfi.tools.external_operation(command)\n", + "# Fixed model parameters\n", + "delta = 0\n", + "tau = 0.198\n", + "N = 20\n", "\n", - "# Test that `echo_sim` can now be called as a regular python function\n", - "echo_sim(3, 1, seed=123)" + "# The zeros are to make the observed population vector have length N\n", + "y_obs = np.array([6, 3, 2, 2, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0], dtype='int16')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The placeholders for arguments in the command string are just Python's [`format strings`](https://docs.python.org/3/library/string.html#formatstrings).\n", - "\n", - "Currently `echo_sim` only accepts scalar arguments. In order to work in ELFI, `echo_sim` needs to be vectorized so that we can pass to it a vector of arguments. ELFI provides a handy tool for this as well:" + "Let's build the beginning of a new model for the birth rate $\\alpha$ as the only unknown" ] }, { @@ -172,9 +205,7 @@ { "data": { "text/plain": [ - "array([[ 1.23623071e+00, 0.00000000e+00, 8.11524093e+08],\n", - " [ 8.41518312e-01, 0.00000000e+00, 6.34595311e+08],\n", - " [ 7.87740154e-01, 0.00000000e+00, 1.28446951e+09]])" + "Prior(name='alpha', 'uniform')" ] }, "execution_count": 5, @@ -183,27 +214,8 @@ } ], "source": [ - "# Vectorize it with elfi tools\n", - "echo_sim_vec = elfi.tools.vectorize(echo_sim)\n", - "\n", - "# Add it to the model\n", - "elfi.Simulator(echo_sim_vec, m['alpha'], 0, name='sim')\n", - "\n", - "# Test to generate 3 simulations from it\n", - "m['sim'].generate(3)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "So above, the first column draws from our uniform prior for $\\alpha$, the second column has constant zeros, and the last one lists the seeds provided to the command by ELFI.\n", - "\n", - "### More complex wrapping of external operations $-$ case BDM\n", - "\n", - "Lets now wrap the actual BDM simulator in place of the echo simulator. We assume the executable `bdm` is located at the same directory where this notebook is run from.\n", - "\n", - "**Note**: The source code for the BDM simulator comes with ELFI. You can get the directory with `elfi.examples.bdm.get_source_directory()`. Under unix-like systems it can be compiled with just typing `make` to console in the source directory. For windows systems, you need to have some C++ compiler available to compile it." + "m = elfi.ElfiModel(name='bdm')\n", + "elfi.Prior('uniform', .005, 2, model=m, name='alpha')" ] }, { @@ -218,7 +230,7 @@ "output_type": "stream", "text": [ "make: Entering directory '/l/lintusj1/notebooks-elfi/resources/cpp'\n", - "g++ bdm.cpp -O -o bdm --std=c++11\n", + "g++ bdm.cpp --std=c++0x -O -Wall -o bdm\n", "make: Leaving directory '/l/lintusj1/notebooks-elfi/resources/cpp'\n" ] } @@ -235,6 +247,13 @@ "!mv ./resources/cpp/bdm ." ] }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + ".. note:: The source code for the BDM simulator comes with ELFI. You can get the directory with `elfi.examples.bdm.get_source_directory()`. Under unix-like systems it can be compiled with just typing `make` to console in the source directory. For windows systems, you need to have some C++ compiler available to compile it." + ] + }, { "cell_type": "code", "execution_count": 7, @@ -275,7 +294,7 @@ "cell_type": "code", "execution_count": 8, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -353,16 +372,16 @@ "\n", "%3\n", "\n", - "\n", - "alpha\n", - "\n", - "alpha\n", - "\n", "\n", - "sim\n", + "sim\n", "\n", "sim\n", "\n", + "\n", + "alpha\n", + "\n", + "alpha\n", + "\n", "\n", "alpha->sim\n", "\n", @@ -372,7 +391,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -382,8 +401,7 @@ ], "source": [ "# Create the simulator\n", - "bdm_node = elfi.Simulator(bdm, m['alpha'], delta, tau, N, observed=y_obs)\n", - "m['sim'].become(bdm_node)\n", + "bdm_node = elfi.Simulator(bdm, m['alpha'], delta, tau, N, observed=y_obs, name='sim')\n", "\n", "# Ask ELFI to provide the meta dict\n", "bdm_node.uses_meta = True\n", @@ -403,9 +421,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "[[11 1 1 1 1 1 1 3 0 0 0 0 0 0 0 0 0 0 0 0]\n", - " [ 5 3 4 1 1 2 1 1 1 1 0 0 0 0 0 0 0 0 0 0]\n", - " [11 3 1 2 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0]]\n" + "[[ 3 1 2 1 4 2 1 1 1 1 1 1 1 0 0 0 0 0 0 0]\n", + " [ 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 1 1 1 0 0]\n", + " [15 4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]]\n" ] } ], @@ -477,81 +495,81 @@ "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", - "\n", - "d_T2\n", - "\n", - "d_T2\n", + "\n", + "\n", + "sim\n", + "\n", + "sim\n", "\n", - "\n", - "d_T1\n", - "\n", - "d_T1\n", + "\n", + "T1\n", + "\n", + "T1\n", + "\n", + "\n", + "sim->T1\n", + "\n", + "\n", "\n", "\n", "d_sim\n", - "\n", - "d_sim\n", + "\n", + "d_sim\n", + "\n", + "\n", + "sim->d_sim\n", + "\n", + "\n", "\n", "\n", "T2\n", - "\n", - "T2\n", - "\n", - "\n", - "T2->d_T2\n", - "\n", - "\n", + "\n", + "T2\n", "\n", - "\n", - "alpha\n", - "\n", - "alpha\n", - "\n", - "\n", - "sim\n", - "\n", - "sim\n", + "\n", + "sim->T2\n", + "\n", + "\n", "\n", - "\n", - "alpha->sim\n", - "\n", - "\n", + "\n", + "d_T1\n", + "\n", + "d_T1\n", "\n", - "\n", - "sim->d_sim\n", - "\n", - "\n", + "\n", + "T1->d_T1\n", + "\n", + "\n", "\n", - "\n", - "sim->T2\n", - "\n", - "\n", + "\n", + "d_T2\n", + "\n", + "d_T2\n", "\n", - "\n", - "T1\n", - "\n", - "T1\n", + "\n", + "T2->d_T2\n", + "\n", + "\n", "\n", - "\n", - "sim->T1\n", - "\n", - "\n", + "\n", + "alpha\n", + "\n", + "alpha\n", "\n", - "\n", - "T1->d_T1\n", - "\n", - "\n", + "\n", + "alpha->sim\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 12, @@ -574,12 +592,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 4.04 s, sys: 40 ms, total: 4.08 s\n", - "Wall time: 4.85 s\n", - "CPU times: user 28 ms, sys: 0 ns, total: 28 ms\n", - "Wall time: 26.5 ms\n", + "CPU times: user 4.19 s, sys: 60 ms, total: 4.25 s\n", + "Wall time: 5.19 s\n", + "CPU times: user 24 ms, sys: 4 ms, total: 28 ms\n", + "Wall time: 26.3 ms\n", "CPU times: user 28 ms, sys: 0 ns, total: 28 ms\n", - "Wall time: 28 ms\n" + "Wall time: 28.9 ms\n" ] } ], @@ -617,7 +635,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD8CAYAAAB0IB+mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYA2+xWKx1BP+H2+Tgfy7JvScAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -661,9 +679,7 @@ "source": [ "It is possible to run R scripts in command line for example with [Rscript](http://stat.ethz.ch/R-manual/R-devel/library/utils/html/Rscript.html). However, in Python it may be more convenient to use [rpy2](http://rpy2.readthedocs.io), which allows convenient access to the functionality of R from within Python. You can install it with `pip install rpy2`.\n", "\n", - "Here we demonstrate how to calculate the summary statistics used in the ELFI tutorial (autocovariances) using R's `acf` function for the MA2 model.\n", - "\n", - "**Note:** See this [issue](https://github.com/ContinuumIO/anaconda-issues/issues/152) if you get a `undefined symbol: PC` error in the import after installing rpy2." + "Here we demonstrate how to calculate the summary statistics used in the ELFI tutorial (autocovariances) using R's `acf` function for the MA2 model." ] }, { @@ -681,6 +697,15 @@ "np2ri.activate()" ] }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + ".. Note:: See this issue_ if you get a `undefined symbol: PC` error in the import after installing rpy2 and you are using Anaconda.\n", + "\n", + ".. _issue: https://github.com/ContinuumIO/anaconda-issues/issues/152" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -692,11 +717,10 @@ "cell_type": "code", "execution_count": 16, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ - "\n", "robj.r('''\n", " # create a function `f`\n", " f <- function(x, lag=1) {\n", @@ -771,7 +795,7 @@ "t1\n", "\n", "\n", - "t2\n", + "t2\n", "\n", "t2\n", "\n", @@ -790,8 +814,13 @@ "\n", "\n", "\n", + "\n", + "t2->MA2\n", + "\n", + "\n", + "\n", "\n", - "S2\n", + "S2\n", "\n", "S2\n", "\n", @@ -801,15 +830,10 @@ "d\n", "\n", "\n", - "S2->d\n", + "S2->d\n", "\n", "\n", "\n", - "\n", - "t2->MA2\n", - "\n", - "\n", - "\n", "\n", "S1\n", "\n", @@ -834,7 +858,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 18, @@ -906,7 +930,7 @@ "cell_type": "code", "execution_count": 20, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -924,7 +948,7 @@ "cell_type": "code", "execution_count": 21, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -942,7 +966,7 @@ "cell_type": "code", "execution_count": 22, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -1015,7 +1039,7 @@ "t1\n", "\n", "\n", - "t2\n", + "t2\n", "\n", "t2\n", "\n", @@ -1034,43 +1058,43 @@ "\n", "\n", "\n", + "\n", + "t2->MA2\n", + "\n", + "\n", + "\n", + "\n", + "S2\n", + "\n", + "S2\n", + "\n", "\n", - "d\n", + "d\n", "\n", "d\n", "\n", - "\n", - "S1\n", - "\n", - "S1\n", - "\n", - "\n", - "S1->d\n", + "\n", + "S2->d\n", "\n", "\n", "\n", - "\n", - "S2\n", + "\n", + "S1\n", "\n", - "S2\n", + "S1\n", "\n", - "\n", - "S2->d\n", + "\n", + "S1->d\n", "\n", "\n", "\n", - "\n", - "t2->MA2\n", - "\n", - "\n", - "\n", - "\n", - "MA2->S1\n", + "\n", + "MA2->S2\n", "\n", "\n", "\n", - "\n", - "MA2->S2\n", + "\n", + "MA2->S1\n", "\n", "\n", "\n", @@ -1078,7 +1102,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 24, @@ -1093,9 +1117,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "Replace the summaries S1 and S2 with our R autocovariance function." ] @@ -1143,7 +1165,7 @@ "cell_type": "code", "execution_count": 26, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -1168,10 +1190,10 @@ }, "source": [ "### References\n", - "- [1] Tanaka, Mark M., et al. \"Using approximate Bayesian computation to estimate\n", + "- [1] Jarno Lintusaari, Michael U. Gutmann, Ritabrata Dutta, Samuel Kaski, Jukka Corander; Fundamentals and Recent Developments in Approximate Bayesian Computation. Syst Biol 2017; 66 (1): e66-e82. doi: 10.1093/sysbio/syw077\n", + "- [2] Tanaka, Mark M., et al. \"Using approximate Bayesian computation to estimate\n", "tuberculosis transmission parameters from genotype data.\"\n", - "Genetics 173.3 (2006): 1511-1520.\n", - "- [2] Jarno Lintusaari, Michael U. Gutmann, Ritabrata Dutta, Samuel Kaski, Jukka Corander; Fundamentals and Recent Developments in Approximate Bayesian Computation. Syst Biol 2017; 66 (1): e66-e82. doi: 10.1093/sysbio/syw077" + "Genetics 173.3 (2006): 1511-1520.\n" ] } ], diff --git a/parallelization.ipynb b/parallelization.ipynb new file mode 100644 index 0000000..42157a5 --- /dev/null +++ b/parallelization.ipynb @@ -0,0 +1,494 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Parallelization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Behind the scenes, ELFI can automatically parallelize the computational inference via different clients. Currently ELFI has two clients:\n", + "\n", + "- `elfi.clients.native` (activated by default): does not parallelize but makes it easy to test and debug your code.\n", + "- `elfi.clients.ipyparallel`: [ipyparallel](http://ipyparallel.readthedocs.io/) based client that can parallelize from multiple cores up to a distributed cluster.\n", + "\n", + "We will show in this tutorial how to activate and use the `ipyparallel` client with ELFI. This tutorial is generated from an [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks).\n", + "\n", + "\n", + "## Activating parallelization\n", + "\n", + "To activate the `ipyparallel` client in ELFI you just need to import it:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import elfi\n", + "# This activates the parallelization with ipyparallel\n", + "import elfi.clients.ipyparallel" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Starting a local ipcluster\n", + "\n", + "Before you can actually run things in parallel you also need to start an `ipyparallel` cluster. Below is an example of how to start a local cluster to the background using 4 CPU cores:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "!ipcluster start -n 4 --daemon\n", + "\n", + "# This is here just to ensure that ipcluster has enough time to start properly before continuing\n", + "import time\n", + "time.sleep(10)" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + ".. note:: The exclamation mark above is a Jupyter syntax for executing shell commands. You can run the same command in your terminal without the exclamation mark.\n", + "\n", + ".. tip:: Please see the [ipyparallel documentation](https://ipyparallel.readthedocs.io/en/latest/intro.html#getting-started) for more information and details for setting up and using ipyparallel clusters." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Running parallel inference" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will run parallel inference for the MA2 model introduced in the [tutorial](tutorial.html). A ready made model can be imported from `elfi.examples`:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "S1\n", + "\n", + "S1\n", + "\n", + "\n", + "d\n", + "\n", + "d\n", + "\n", + "\n", + "S1->d\n", + "\n", + "\n", + "\n", + "\n", + "t1\n", + "\n", + "t1\n", + "\n", + "\n", + "MA2\n", + "\n", + "MA2\n", + "\n", + "\n", + "t1->MA2\n", + "\n", + "\n", + "\n", + "\n", + "t2\n", + "\n", + "t2\n", + "\n", + "\n", + "t1->t2\n", + "\n", + "\n", + "\n", + "\n", + "MA2->S1\n", + "\n", + "\n", + "\n", + "\n", + "S2\n", + "\n", + "S2\n", + "\n", + "\n", + "MA2->S2\n", + "\n", + "\n", + "\n", + "\n", + "S2->d\n", + "\n", + "\n", + "\n", + "\n", + "t2->MA2\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from elfi.examples import ma2\n", + "model = ma2.get_model()\n", + "\n", + "elfi.draw(model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Otherwise everything should be familiar, and ELFI handles everything for you regarding the parallelization. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "rej = elfi.Rejection(model, 'd', batch_size=10000, seed=20170530)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When running the next command, take a look at the system monitor of your operating system; it should show 4 (or whatever number you gave the `ipcluster start` command) Python processes doing heavy computation simultaneously." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 3.07 s, sys: 168 ms, total: 3.24 s\n", + "Wall time: 15.2 s\n" + ] + } + ], + "source": [ + "%time result = rej.sample(5000, n_sim=int(5e6)) # 5 million simulations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `Result` object is also just like in the basic case:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Method: Rejection\n", + "Number of posterior samples: 5000\n", + "Number of simulations: 5000000\n", + "Threshold: 0.0428\n", + "Posterior means: t1: 0.771, t2: 0.513\n" + ] + } + ], + "source": [ + "result.summary" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAHjCAYAAAAABBM8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRERERMSX/h+c50nAvR7MXgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "result.plot_pairs()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To summarize, the only thing that needed to be changed from the basic scenario was enabling the `ipyparallel` client." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Working interactively" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All imports and definitions must be visible to all `ipyparallel` engines. You can ensure this by writing a script file that has all the definitions in it. In a distributed setting, this file must be present in all remote workers running an `ipyparallel` engine. \n", + "\n", + "However, you may wish to experiment in an interactive session, using e.g. a jupyter notebook. `ipyparallel` makes it possible to interactively define functions for ELFI model and send them to workers. This is especially useful if you work from a jupyter notebook. We will show a few examples. More information can be found from `ipyparallel` documentation. \n", + "\n", + "In interactive sessions, you can change the model with built-in functionality without problems:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "d2 = elfi.Distance('cityblock', model['S1'], model['S2'], p=1)\n", + "\n", + "rej2 = elfi.Rejection(d2, batch_size=10000)\n", + "result2 = rej2.sample(1000, quantile=0.01)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But let's say you want to use your very own distance function in a jupyter notebook:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def my_distance(x, y):\n", + " # Note that interactively defined functions must use full module names, e.g. numpy instead of np\n", + " return numpy.sum((x-y)**2, axis=1)\n", + "\n", + "d3 = elfi.Distance(my_distance, model['S1'], model['S2'])\n", + "rej3 = elfi.Rejection(d3, batch_size=10000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This function definition is not automatically visible for the `ipyparallel` engines if it is not defined in a physical file. The engines run in different processes and will not see interactively defined objects and functions. The below would therefore fail:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# This will fail if you try it!\n", + "# result3 = rej3.sample(1000, quantile=0.01)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ipyparallel provides a way to manually `push` the new definition to the scopes of the engines from interactive sessions. Because `my_distance` also uses `numpy`, that must be imported in the engines as well:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "importing numpy on engine(s)\n" + ] + } + ], + "source": [ + "# Get the ipyparallel client\n", + "ipyclient = elfi.get_client().ipp_client\n", + "\n", + "# Import numpy in the engines (note that you cannot use \"as\" abbreviations, but must use plain imports)\n", + "with ipyclient[:].sync_imports():\n", + " import numpy\n", + "\n", + "# Then push my_distance to the engines\n", + "ipyclient[:].push({'my_distance': my_distance});" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above may look a bit cumbersome, but now this works:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Method: Rejection\n", + "Number of posterior samples: 1000\n", + "Number of simulations: 100000\n", + "Threshold: 0.0189\n", + "Posterior means: t1: 0.771, t2: 0.483" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rej3.sample(1000, quantile=0.01) # now this works" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, a simpler solution to cases like this may be to define your functions in external scripts (see `elfi.examples.ma2`) and have the module files be available in the folder where you run your ipyparallel engines." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Remember to stop the ipcluster when done" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2017-05-30 18:21:46.329 [IPClusterStop] Stopping cluster [pid=3011921] with [signal=]\r\n" + ] + } + ], + "source": [ + "!ipcluster stop" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.5.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/quickstart.ipynb b/quickstart.ipynb new file mode 100644 index 0000000..73ef793 --- /dev/null +++ b/quickstart.ipynb @@ -0,0 +1,319 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Quickstart\n", + "\n", + "First ensure you have [installed](installation.html) Python 3.5 (or greater) and ELFI. After installation you can start using ELFI:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import elfi" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ELFI includes an easy to use generative modeling syntax, where the generative model is specified as a directed acyclic graph (DAG). Let’s create two prior nodes:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "mu = elfi.Prior('uniform', -2, 4)\n", + "sigma = elfi.Prior('uniform', 1, 4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above would create two prior nodes, a uniform distribution from -2 to 2 for the mean `mu` and another uniform distribution from 1 to 5 for the standard deviation `sigma`. All distributions from `scipy.stats` are available.\n", + "\n", + "For likelihood-free models we typically need to define a simulator and summary statistics for the data. As an example, lets define the simulator as 30 draws from a Gaussian distribution with a given mean and standard deviation. Let's use mean and variance as our summaries:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import scipy.stats as ss\n", + "import numpy as np\n", + "\n", + "def simulator(mu, sigma, batch_size=1, random_state=None):\n", + " mu, sigma = np.atleast_1d(mu, sigma)\n", + " return ss.norm.rvs(mu[:, None], sigma[:, None], size=(batch_size, 30), random_state=random_state)\n", + "\n", + "def mean(y):\n", + " return np.mean(y, axis=1)\n", + "\n", + "def var(y):\n", + " return np.var(y, axis=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let’s now assume we have some observed data `y0` (here we just create some with the simulator):" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 3.7990926 1.49411834 0.90999905 2.46088006 -0.10696721 0.80490023\n", + " 0.7413415 -5.07258261 0.89397268 3.55462229 0.45888389 -3.31930036\n", + " -0.55378741 3.00865492 1.59394854 -3.37065996 5.03883749 -2.73279084\n", + " 6.10128027 5.09388631 1.90079255 -1.7161259 3.86821266 0.4963219\n", + " 1.64594033 -2.51620566 -0.83601666 2.68225112 2.75598375 -6.02538356]]\n" + ] + } + ], + "source": [ + "# Set the generating parameters that we will try to infer\n", + "mean0 = 1\n", + "std0 = 3\n", + "\n", + "# Generate some data (using a fixed seed here)\n", + "np.random.seed(20170525) \n", + "y0 = simulator(mean0, std0)\n", + "print(y0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we have all the components needed. Let’s complete our model by adding the simulator, the observed data, summaries and a distance to our model:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "mu\n", + "\n", + "mu\n", + "\n", + "\n", + "sim\n", + "\n", + "sim\n", + "\n", + "\n", + "mu->sim\n", + "\n", + "\n", + "\n", + "\n", + "S2\n", + "\n", + "S2\n", + "\n", + "\n", + "d\n", + "\n", + "d\n", + "\n", + "\n", + "S2->d\n", + "\n", + "\n", + "\n", + "\n", + "sigma\n", + "\n", + "sigma\n", + "\n", + "\n", + "sigma->sim\n", + "\n", + "\n", + "\n", + "\n", + "S1\n", + "\n", + "S1\n", + "\n", + "\n", + "S1->d\n", + "\n", + "\n", + "\n", + "\n", + "sim->S2\n", + "\n", + "\n", + "\n", + "\n", + "sim->S1\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Add the simulator node and observed data to the model\n", + "sim = elfi.Simulator(simulator, mu, sigma, observed=y0)\n", + "\n", + "# Add summary statistics to the model\n", + "S1 = elfi.Summary(mean, sim)\n", + "S2 = elfi.Summary(var, sim)\n", + "\n", + "# Specify distance as euclidean between summary vectors (S1, S2) from simulated and\n", + "# observed data\n", + "d = elfi.Distance('euclidean', S1, S2)\n", + "\n", + "# Plot the complete model (requires graphviz)\n", + "elfi.draw(d)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can try to infer the true generating parameters `mean0` and `std0` above with any of ELFI’s inference methods. Let’s use ABC Rejection sampling and sample 1000 samples from the approximate posterior using threshold value 0.5:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Method: Rejection\n", + "Number of posterior samples: 1000\n", + "Number of simulations: 120000\n", + "Threshold: 0.498\n", + "Posterior means: mu: 0.726, sigma: 3.09\n", + "\n" + ] + } + ], + "source": [ + "rej = elfi.Rejection(d, batch_size=10000, seed=30052017)\n", + "res = rej.sample(1000, threshold=.5)\n", + "print(res)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's plot also the marginal distributions for the parameters:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAEKCAYAAAAfCnjkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAGLdJREFUeJzt3X+wpXddH/D3x6yCQClhsi4hP3ozbWoHkAqzTVFsmzYg\nkTCGtpaGFo02MxkdbNHRwQ1Oi86Udh2tP1qENsU0caQwqYjZGkRDhFId+bEJwfwCkoGFbNxkV2lR\ntIOGfPrHfWCuy717z95z7p7nnPN6zezcc57nOc/5PD/Ofe57v9/ne6q7AwAAAPP2VfMuAAAAABIB\nFQAAgJEQUAEAABgFARUAAIBREFABAAAYBQEVAACAURBQAQAAGAUBFQAAgFHYNqBW1Q1Vdbyq7tlk\n3g9VVVfVORumXVdVD1bVx6vqJbMuGAAAgOW0Z4JlbkzyxiS/uHFiVV2Q5FuTfGbDtGcluSrJs5M8\nM8l7quqvd/cXT/UG55xzTq+trZ1W4QCwlTvuuOMPunvvvOtYZK7NAMzSpNfmbQNqd7+/qtY2mfUz\nSV6b5JYN065M8vbu/kKST1XVg0kuSfK7p3qPtbW1HD58eLtSAGAiVfXpedew6FybAZilSa/NO7oH\ntaquTPJwd3/0pFnnJXlow/OjwzQAAAA4pUm6+P4FVfWkJK/LevfeHauqa5NcmyQXXnjhNKsCAGbA\ntRmAedtJC+pfTXJRko9W1ZEk5ye5s6qekeThJBdsWPb8YdpX6O7ru3t/d+/fu9dtQgAwb67NAMzb\naQfU7r67u7+uu9e6ey3r3Xif392PJDmU5KqqekJVXZTk4iQfmmnFAAAALKVJvmbmbVkf5Ojrq+po\nVV2z1bLdfW+Sm5Pcl+TdSV693Qi+AAAAkEw2iu8rt5m/dtLzNyR5w3RlAQAAsGp2NIovAAAAzJqA\nCgAAwCgIqAAAAIzCaX8PKgAA47V24NaZrOfIwStmsh6A06EFFQAAgFEQUAEAABgFARUAAIBREFAB\nAAAYBQEVAACAURBQAQAAGAUBFQAAgFEQUAEAABgFARUAAIBREFABAAAYBQEVAACAURBQAQAAGAUB\nFQAAgFEQUAEAABiFPfMuAGDW1g7cOpP1HDl4xUzWAwDAZLSgAgAAMAoCKgAAAKOgiy8AAF9hVrdL\nJG6ZACa3bQtqVd1QVcer6p4N036yqj5WVb9XVe+sqqdtmHddVT1YVR+vqpfsVuEAAAAsl0m6+N6Y\n5PKTpt2W5Dnd/dwkn0hyXZJU1bOSXJXk2cNr3lRVZ82sWgAAAJbWtgG1u9+f5LMnTfvN7n5sePqB\nJOcPj69M8vbu/kJ3fyrJg0kumWG9AAAALKlZDJL0L5L8+vD4vCQPbZh3dJgGAAAApzRVQK2qH03y\nWJK37uC111bV4ao6fOLEiWnKAABmwLUZgHnbcUCtqu9O8rIk/7y7e5j8cJILNix2/jDtK3T39d29\nv7v37927d6dlAAAz4toMwLztKKBW1eVJXpvk27v7TzfMOpTkqqp6QlVdlOTiJB+avkwAAACW3bbf\ng1pVb0tyaZJzqupoktdnfdTeJyS5raqS5APd/b3dfW9V3Zzkvqx3/X11d39xt4oHAABgeWwbULv7\nlZtM/oVTLP+GJG+YpigAAABWzyxG8QUAAICpCagAAACMwrZdfAEA2H1rB26ddwkAc6cFFQAAgFEQ\nUAEAABgFARUAAIBREFABAAAYBYMkwYqa1WAcRw5eMZP1AACAFlQAAABGQQsqMJVZfi2C1lgAgNWm\nBRUAAIBREFABAAAYBQEVAACAURBQAQAAGAUBFQAAgFEQUAEAABgFARUAAIBREFABAAAYhT3zLgAA\ngOW2duDWmaznyMErZrIeYLy0oAIAADAKAioAAACjIKACAAAwCtsG1Kq6oaqOV9U9G6Y9vapuq6oH\nhp9nb5h3XVU9WFUfr6qX7FbhAAAALJdJWlBvTHL5SdMOJLm9uy9OcvvwPFX1rCRXJXn28Jo3VdVZ\nM6sWAACApbXtKL7d/f6qWjtp8pVJLh0e35TkfUl+ZJj+9u7+QpJPVdWDSS5J8ruzKRdYZrMa5REA\ngMW003tQ93X3seHxI0n2DY/PS/LQhuWODtO+QlVdW1WHq+rwiRMndlgGADArrs0AzNvUgyR1dyfp\nHbzu+u7e39379+7dO20ZAMCUXJsBmLdtu/hu4dGqOre7j1XVuUmOD9MfTnLBhuXOH6YBM6ALLAAA\ny2ynLaiHklw9PL46yS0bpl9VVU+oqouSXJzkQ9OVCAAAwCrYtgW1qt6W9QGRzqmqo0len+Rgkpur\n6pokn07yiiTp7nur6uYk9yV5LMmru/uLu1Q7AAAAS2SSUXxfucWsy7ZY/g1J3jBNUQAAAKyeqQdJ\nAgAAgFnY6SBJAABwRs1ysMAjB6+Y2bqA2RFQAbbgDyFgO0ZXB5gtXXwBAAAYBQEVAACAURBQAQAA\nGAUBFQAAgFEQUAEAABgFARUAAIBREFABAAAYBQEVAACAURBQAQAAGAUBFQAAgFEQUAEAABgFARUA\nAIBREFABAAAYBQEVAACAURBQAQAAGAUBFQAAgFEQUAEAABgFARUAAIBRmCqgVtUPVtW9VXVPVb2t\nqp5YVU+vqtuq6oHh59mzKhYAAIDlteOAWlXnJflXSfZ393OSnJXkqiQHktze3RcnuX14DgAAAKc0\nbRffPUm+tqr2JHlSkt9PcmWSm4b5NyV5+ZTvAQAAwArYcUDt7oeT/FSSzyQ5luRz3f2bSfZ197Fh\nsUeS7Ju6SgAAAJbeNF18z856a+lFSZ6Z5MlV9aqNy3R3J+ktXn9tVR2uqsMnTpzYaRkAwIy4NgMw\nb9N08X1Rkk9194nu/vMkv5Lkm5M8WlXnJsnw8/hmL+7u67t7f3fv37t37xRlAACz4NoMwLxNE1A/\nk+QFVfWkqqoklyW5P8mhJFcPy1yd5JbpSgQAAGAV7NnpC7v7g1X1y0nuTPJYko8kuT7JU5LcXFXX\nJPl0klfMolAAAJiVtQO3zmQ9Rw5eMZP1AOt2HFCTpLtfn+T1J03+QtZbUwEAAGBi037NDAAAAMyE\ngAoAAMAoCKgAAACMgoAKAADAKAioAAAAjIKACgAAwCgIqAAAAIyCgAoAAMAoCKgAAACMgoAKAADA\nKAioAAAAjIKACgAAwCgIqAAAAIyCgAoAAMAoCKgAAACMgoAKAADAKAioAAAAjIKACgAAwCgIqAAA\nAIyCgAoAAMAoCKgAAACMwp55FwCwCtYO3DqT9Rw5eMVM1gMAMEZTtaBW1dOq6per6mNVdX9VfVNV\nPb2qbquqB4afZ8+qWAAAAJbXtC2oP5fk3d39HVX1NUmelOR1SW7v7oNVdSDJgSQ/MuX7AADMzKx6\nNQAwWzsOqFX1l5P83STfnSTd/WdJ/qyqrkxy6bDYTUneFwEVYCZm+Ue17sIAwNhM08X3oiQnkvy3\nqvpIVb2lqp6cZF93HxuWeSTJvmmLBAAAYPlNE1D3JHl+kjd39/OS/EnWu/N+WXd3kt7sxVV1bVUd\nrqrDJ06cmKIMAGAWXJsBmLdp7kE9muRod39weP7LWQ+oj1bVud19rKrOTXJ8sxd39/VJrk+S/fv3\nbxpiYVm41wlYBK7NcPrcegGzteMW1O5+JMlDVfX1w6TLktyX5FCSq4dpVye5ZaoKAQAAWAnTjuL7\nL5O8dRjB95NJvifroffmqromyaeTvGLK9wAAAGAFTBVQu/uuJPs3mXXZNOsFAABg9UwzSBIAAADM\njIAKAADAKAioAAAAjIKACgAAwCgIqAAAAIyCgAoAAMAoCKgAAACMgoAKAADAKAioAAAAjIKACgAA\nwCgIqAAAAIyCgAoAAMAo7Jl3ATBWawdunXcJAACwUrSgAgAAMAoCKgAAAKMgoAIAADAK7kEFWFGz\nus/6yMErZrIeAAAtqAAAAIyCgAoAAMAoCKgAAACMgoAKAADAKAioAAAAjMLUAbWqzqqqj1TVrw3P\nn15Vt1XVA8PPs6cvEwAAgGU3ixbU1yS5f8PzA0lu7+6Lk9w+PAcAAIBTmiqgVtX5Sa5I8pYNk69M\nctPw+KYkL5/mPQAAAFgN07ag/myS1yZ5fMO0fd19bHj8SJJ9m72wqq6tqsNVdfjEiRNTlgEATMu1\nGYB523FAraqXJTne3XdstUx3d5LeYt713b2/u/fv3bt3p2UAADPi2gzAvO2Z4rUvTPLtVfXSJE9M\n8tSq+qUkj1bVud19rKrOTXJ8FoUCAACw3Hbcgtrd13X3+d29luSqJL/V3a9KcijJ1cNiVye5Zeoq\nAQAAWHq78T2oB5O8uKoeSPKi4TkAAACc0jRdfL+su9+X5H3D4z9Mctks1gsAAMDq2I0WVAAAADht\nAioAAACjIKACAAAwCgIqAAAAoyCgAgAAMAoCKgAAAKMgoAIAADAKAioAAACjIKACAAAwCgIqAAAA\noyCgAgAAMAp75l0AAMAk1g7cOu8SANhlWlABAAAYBQEVAACAURBQAQAAGAUBFQAAgFEwSBIAAIzA\nrAYCO3LwipmsB+ZBCyoAAACjIKACAAAwCrr4snR8Tx6cWbP8zOmWBgCrTQsqAAAAo7DjgFpVF1TV\ne6vqvqq6t6peM0x/elXdVlUPDD/Pnl25AAAALKtpWlAfS/JD3f2sJC9I8uqqelaSA0lu7+6Lk9w+\nPAcAAIBT2nFA7e5j3X3n8PiPk9yf5LwkVya5aVjspiQvn7ZIAAAAlt9M7kGtqrUkz0vywST7uvvY\nMOuRJPtm8R4AAAAst6lH8a2qpyR5R5If6O4/qqovz+vurqre4nXXJrk2SS688MJpywAApuTaDMvB\n6OossqlaUKvqq7MeTt/a3b8yTH60qs4d5p+b5Phmr+3u67t7f3fv37t37zRlAAAz4NoMwLxNM4pv\nJfmFJPd3909vmHUoydXD46uT3LLz8gAAAFgV03TxfWGS70xyd1XdNUx7XZKDSW6uqmuSfDrJK6Yr\nEQBYZLPsbgjActtxQO3u305SW8y+bKfrBQAAYDXNZBRfAAAAmJaACgAAwCgIqAAAAIzC1N+DCgAA\nLKdZDXLm+1SZlIDKKBjhEQAA0MUXAACAURBQAQAAGAUBFQAAgFEQUAEAABgFARUAAIBREFABAAAY\nBQEVAACAURBQAQAAGAUBFQAAgFHYM+8CAACA5bZ24NaZrOfIwStmsh7GSwsqAAAAoyCgAgAAMAoC\nKgAAAKPgHlSmMqv7CQAAYDuz/NvT/azjpAUVAACAUdCCukC0VgIAwGyMcWThMdZ0pmlBBQAAYBR2\nLaBW1eVV9fGqerCqDuzW+wAAALAcdqWLb1WdleTnk7w4ydEkH66qQ919326830ZjbBbXNRcAAJaT\nv/Vna7fuQb0kyYPd/ckkqaq3J7kyya4HVAAAgFW2yKMd71YX3/OSPLTh+dFhGgAAAGxqbqP4VtW1\nSa4dnn6+qj4+r1pOck6SP6ifmHcZM3FOkj+YdxEzsCzbkdiWMVqW7UiWYFuG372z2I6/MnUxK2jE\n1+bdtPCfm11k35ya/bM1+2ZrC7dvZpiLJro2V3fP7B2/vNKqb0ryY939kuH5dUnS3f9+5m82Y1V1\nuLv3z7uOWViWbVmW7Uhsyxgty3Yky7Mty7IdLAbn29bsm1Ozf7Zm32zNvtnebnXx/XCSi6vqoqr6\nmiRXJTm0S+8FAADAEtiVLr7d/VhVfX+S30hyVpIbuvve3XgvAAAAlsOu3YPa3e9K8q7dWv8uun7e\nBczQsmzLsmxHYlvGaFm2I1mebVmW7WAxON+2Zt+cmv2zNftma/bNNnblHlQAAAA4Xbt1DyoAAACc\nlpUPqFX1T6rq3qp6vKq2HFGrqo5U1d1VdVdVHT6TNU7qNLbl8qr6eFU9WFUHzmSNk6iqp1fVbVX1\nwPDz7C2WG+0x2W4f17r/OMz/vap6/jzq3M4E23FpVX1uOAZ3VdW/mUed26mqG6rqeFXds8X8hTge\nyUTbsijH5IKqem9V3Tf83nrNJssszHFh3CY83xbiszNrVfXEqvpQVX102Dc/vskyK/lZnHDfrOR5\ns1FVnVVVH6mqX9tk3kqeO1+yzb5Z+XNnK3P7HtQRuSfJP0ryXyZY9u9395i/t2jbbamqs5L8fJIX\nJzma5MNVdai77zszJU7kQJLbu/vgEIoOJPmRLZYd3TGZcB9/W5KLh39/O8mbh5+jcRrnyv/u7ped\n8QJPz41J3pjkF7eYP/rjscGNOfW2JItxTB5L8kPdfWdV/aUkd1TVbYv2OWFhTHK+JYvx2Zm1LyT5\nB939+ar66iS/XVW/3t0f2LDMqn4WJ9k3yWqeNxu9Jsn9SZ66ybxVPXe+5FT7JnHubGrlW1C7+/7u\nXoovIp9wWy5J8mB3f7K7/yzJ25NcufvVnZYrk9w0PL4pycvnWMtOTLKPr0zyi73uA0meVlXnnulC\nt7EI58pEuvv9ST57ikUW4XgkmWhbFkJ3H+vuO4fHf5z1C/h5Jy22MMeFcZvwfFtJw+fr88PTrx7+\nnTxAyUp+FifcNyutqs5PckWSt2yxyEqeO8lE+4YtrHxAPQ2d5D1VdUdVXTvvYqZwXpKHNjw/mvFd\npPd197Hh8SNJ9m2x3FiPyST7eBGOw6Q1fvPQbefXq+rZZ6a0mVuE43E6FuqYVNVakucl+eBJs5bt\nuDACpzjfkgX77MzK0A3xriTHk9zW3T6Lgwn2TbKi583gZ5O8NsnjW8xf2XMn2++bZLXPnS2tRBff\nqnpPkmdsMutHu/uWCVfzLd39cFV9XZLbqupjQ0vGGTWjbZm7U23Hxifd3VW11f9WjuKYrLg7k1w4\ndH96aZJfzXo3HuZnoY5JVT0lyTuS/EB3/9G862G5bXO+LdRnZ5a6+4tJvrGqnpbknVX1nO7e9D73\nVTPBvlnZ86aqXpbkeHffUVWXzrueMZlw36zsubOdlQio3f2iGazj4eHn8ap6Z9a7P57xMDSDbXk4\nyQUbnp8/TDujTrUdVfVoVZ3b3ceGbiDHt1jHKI7JJibZx6M4DtvYtsaNf+B197uq6k1Vdc7Y7gue\nwCIcj4ks0jEZ7ul6R5K3dvevbLLI0hwX5m+7822RPju7pbv/b1W9N8nlWR/X4ktW/rO41b5Z8fPm\nhUm+fQhXT0zy1Kr6pe5+1YZlVvXc2XbfrPi5c0q6+E6gqp48DKqQqnpykm/NX/zFvUg+nOTiqrqo\nqr4myVVJDs25ppMdSnL18PjqJF/RMjzyYzLJPj6U5LuG0e1ekORzG7o1j8W221FVz6iqGh5fkvXf\nKX94xiud3iIcj4ksyjEZavyFJPd3909vsdjSHBfma5LzbVE+O7NWVXuH1sFU1ddmfWC8j5202Ep+\nFifZN6t63iRJd1/X3ed391rW/0b4rZPCabKi584k+2aVz53trEQL6qlU1T9M8p+S7E1ya1Xd1d0v\nqapnJnlLd7806/dAvnM4h/Yk+e/d/e65Fb2FSbalux+rqu9P8htJzkpyQ3ffO8eyN3Mwyc1VdU2S\nTyd5RZIsyjHZah9X1fcO8/9zkncleWmSB5P8aZLvmVe9W5lwO74jyfdV1WNJ/l+Sq7p7dANIVNXb\nklya5JyqOprk9Vkf7GJhjseXTLAtC3FMsv6/y9+Z5O5av78rSV6X5MJk8Y4LozfJ+bYon51ZOzfJ\nTbU+cvtXJbm5u39t0a5Zu2SSfbOq582WnDtbc+5MpuwHAAAAxkAXXwAAAEZBQAUAAGAUBFQAAABG\nQUAFAABgFARUAAAARkFABQCATVTVW6rqWfOuA1aJr5kBAABgFLSgwshU1VpVfayqbqyqT1TVW6vq\nRVX1O1X1QFVdUlU/VlU/vOE191TV2vyqBoDFVlVPrqpbq+qjw3X1n1bV+6pq/zD/muG6/KGq+q9V\n9cZh+o1V9eaq+kBVfbKqLq2qG6rq/qq6ccP631xVh6vq3qr68TltJoyegArj9NeS/Ickf2P498+S\nfEuSH07yujnWBQDL6vIkv9/df7O7n5Pk3V+aUVXPTPKvk7wgyQuzfm3e6Owk35TkB5McSvIzSZ6d\n5Buq6huHZX60u/cneW6Sv1dVz93NjYFFJaDCOH2qu+/u7seT3Jvk9l7vj393krW5VgYAy+nuJC+u\nqp+oqr/T3Z/bMO+SJP+ruz/b3X+e5H+c9Nr/ueE6/ehJ1/C1YZlXVNWdST6S9fDq3lbYxJ55FwBs\n6gsbHj++4fnjWf/cPpa/+B9MTzxDdQHAUuruT1TV85O8NMm/rarbT+PlG6/TJ1/D91TVRVnvBfW3\nuvv/DF1/XbthE1pQYTEdSfL8JBkuphfNtRoAWHBDN94/7e5fSvKTGa6zgw9nvVvu2VW1J8k/Ps3V\nPzXJnyT5XFXtS/Jts6gZlpEWVFhM70jyXVV1b5IPJvnEnOsBgEX3DUl+sqoeT/LnSb4vyU8lSXc/\nXFX/LsmHknw2yceSfG6rFZ2suz9aVR8ZXvdQkt+Zce2wNHzNDAAAbKOqntLdnx9aUN+Z5Ibufue8\n64Jlo4svAABs78eq6q4k9yT5VJJfnXM9sJS0oAIAADAKWlABAAAYBQEVAACAURBQAQAAGAUBFQAA\ngFEQUAEAABgFARUAAIBR+P/OP+uFCXSJfQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "res.plot_marginals()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For a more details, please see the [tutorial](usage/tutorial.html)." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.5.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/tutorial.ipynb b/tutorial.ipynb new file mode 100644 index 0000000..0e89d43 --- /dev/null +++ b/tutorial.ipynb @@ -0,0 +1,1881 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ELFI tutorial\n", + "\n", + "This tutorial covers the basics of using ELFI, i.e. how to make models, save results for later use and run different inference algorithms. Please see also our other tutorials for [parallelization](parallelization.html) and using [non-Python operations](external.html) in ELFI models. This tutorial is generated from an [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks).\n", + "\n", + "Let's begin by importing libraries that we will use and specify some settings." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import scipy.stats\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "\n", + "import logging\n", + "logging.basicConfig(level=logging.INFO)\n", + "\n", + "# Set an arbitrary global seed to keep the randomly generated quantities the same\n", + "np.random.seed(20170530)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Inference with ELFI: case MA(2) model\n", + "\n", + "Throughout this tutorial we will use the 2nd order moving average model MA(2) as an example. MA(2) is a common model used in univariate time series analysis. Assuming zero mean it can be written as\n", + "\n", + "$$\n", + "y_t = w_t + \\theta_1 w_{t-1} + \\theta_2 w_{t-2},\n", + "$$\n", + "\n", + "where $\\theta_1, \\theta_2 \\in \\mathbb{R}$ and $(w_k)_{k\\in \\mathbb{Z}} \\sim N(0,1)$ represents an independent and identically distributed sequence of white noise." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The observed data and the inference problem" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this tutorial, our task is to infer the parameters $\\theta_1, \\theta_2$ given a sequence of 100 observations $y$ that originate from an MA(2) process. Let's define the MA(2) simulator as a Python function:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def MA2(t1, t2, n_obs=100, batch_size=1, random_state=None):\n", + " # Make inputs 2d arrays for numpy broadcasting with w\n", + " t1 = np.asanyarray(t1).reshape((-1, 1))\n", + " t2 = np.asanyarray(t2).reshape((-1, 1))\n", + " random_state = random_state or np.random\n", + "\n", + " w = random_state.randn(batch_size, n_obs+2) # i.i.d. sequence ~ N(0,1)\n", + " x = w[:, 2:] + t1*w[:, 1:-1] + t2*w[:, :-2]\n", + " return x" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Above, `t1`, `t2`, and `n_obs` are the arguments specific to the MA2 process. The latter two, `batch_size` and `random_state` are ELFI specific keyword arguments. The `batch_size` argument tells how many simulations are needed. The `random_state` argument is for generating random quantities in your simulator. It is a `numpy.RandomState` object that has all the same methods as `numpy.random` module has. It is used for ensuring consistent results and handling random number generation in parallel settings.\n", + "\n", + "### Vectorization\n", + "\n", + "What is the purpose of the `batch_size` argument? In ELFI, operations are vectorized, meaning that instead of simulating a single MA2 sequence at a time, we simulate a batch of them. A vectorized function takes vectors as inputs, and computes the output for each element in the vector. Vectorization is a way to make operations efficient in Python. Above we rely on numpy to carry out the vectorized calculations. \n", + "\n", + "In this case the arguments `t1` and `t2` are going to be vectors of length `batch_size` and the method returns a 2d array with the simulations on the rows. Notice that for convenience, the funtion also works with scalars that are first converted to vectors." + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + ".. note:: there is a built-in tool (`elfi.tools.vectorize`) in ELFI to vectorize operations that are not vectorized. It is basically a for loop wrapper.\n", + "\n", + ".. Important:: in order to guarantee a consistent state of pseudo-random number generation, the simulator must have `random_state` as a keyword argument for reading in a `numpy.RandomState` object." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's now use this simulator to create toy observations. We will use parameter values $\\theta_1=0.6, \\theta_2=0.2$ as in [*Marin et al. (2012)*](http://link.springer.com/article/10.1007/s11222-011-9288-2) and then try to infer these parameter values back based on the toy observed data alone." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAo0AAAFpCAYAAAD5kBJEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBAKBoCH/Px7UVLepMxaMAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# true parameters\n", + "t1_true = 0.6\n", + "t2_true = 0.2\n", + "\n", + "y_obs = MA2(t1_true, t2_true)\n", + "\n", + "# Plot the observed sequence\n", + "plt.figure(figsize=(11, 6));\n", + "plt.plot(y_obs.ravel());\n", + "\n", + "# To illustrate the stochasticity, let's plot a couple of more observations with the same true parameters:\n", + "plt.plot(MA2(t1_true, t2_true).ravel());\n", + "plt.plot(MA2(t1_true, t2_true).ravel());" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Approximate Bayesian Computation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Standard statistical inference methods rely on the use of the *likelihood* function. Given a configuration of the parameters, the likelihood function quantifies how likely it is that values of the parameters produced the observed data. In our simple example case above however, evaluating the likelihood is difficult due to the unobserved latent sequence (variable `w` in the simulator code). In many real world applications the likelihood function is not available or it is too expensive to evaluate preventing the use of traditional inference methods.\n", + "\n", + "One way to approach this problem is to use Approximate Bayesian Computation (ABC) which is a statistically based method replacing the use of the likelihood function with a simulator of the data. Loosely speaking, it is based on the intuition that similar data is likely to have been produced by similar parameters. Looking at the picture above, in essence we would keep simulating until we have found enough sequences that are similar to the observed sequence. Although the idea may appear inapplicable for the task at hand, you will soon see that it does work. For more information about ABC, please see e.g. \n", + "\n", + "* [Lintusaari, J., Gutmann, M. U., Dutta, R., Kaski, S., and Corander, J. (2016). Fundamentals and recent\n", + "developments in approximate Bayesian computation. *Systematic Biology*, doi: 10.1093/sysbio/syw077.](http://sysbio.oxfordjournals.org/content/early/2016/09/07/sysbio.syw077.full.pdf)\n", + "\n", + "* [Marin, J.-M., Pudlo, P., Robert, C. P., and Ryder, R. J. (2012). Approximate Bayesian computational\n", + "methods. *Statistics and Computing*, 22(6):1167–1180.](http://link.springer.com/article/10.1007/s11222-011-9288-2)\n", + "\n", + "* https://en.wikipedia.org/wiki/Approximate_Bayesian_computation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Defining the model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ELFI includes an easy to use generative modeling syntax, where the generative model is specified as a directed acyclic graph ([DAG](https://en.wikipedia.org/wiki/Directed_acyclic_graph)). This provides an intuitive means to describe rather complex dependencies conveniently. Often the target of the generative model is a distance between the simulated and observed data. To start creating our model, we will first import ELFI:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import elfi" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As is usual in Bayesian statistical inference, we need to define *prior* distributions for the unknown parameters $\\theta_1, \\theta_2$. In ELFI the priors can be any of the continuous and discrete distributions available in `scipy.stats` (for custom priors, see [below](#custom_prior)). For simplicity, let's start by assuming that both parameters follow `Uniform(0, 2)`." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# a node is defined by giving a distribution from scipy.stats together with any arguments (here 0 and 2)\n", + "t1 = elfi.Prior(scipy.stats.uniform, 0, 2)\n", + "\n", + "# ELFI also supports giving the scipy.stats distributions as strings\n", + "t2 = elfi.Prior('uniform', 0, 2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, we define the *simulator* node with the `MA2` function above, and give the priors to it as arguments. This means that the parameters for the simulations will be drawn from the priors. Because we have the observed data available for this node, we provide it here as well:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "Y = elfi.Simulator(MA2, t1, t2, observed=y_obs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But how does one compare the simulated sequences with the observed sequence? Looking at the plot of just a few observed sequences above, a direct pointwise comparison would probably not work very well: the three sequences look quite different although they were generated with the same parameter values. Indeed, the comparison of simulated sequences is often the most difficult (and ad hoc) part of ABC. Typically one chooses one or more summary statistics and then calculates the discrepancy between those.\n", + "\n", + "Here, we will apply the intuition arising from the definition of the MA(2) process, and use the autocovariances with lags 1 and 2 as the summary statistics:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def autocov(x, lag=1):\n", + " C = np.mean(x[:,lag:] * x[:,:-lag], axis=1)\n", + " return C" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As is familiar by now, a `Summary` node is defined by giving the autocovariance function and the simulated data (which includes the observed as well):" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "S1 = elfi.Summary(autocov, Y)\n", + "S2 = elfi.Summary(autocov, Y, 2) # the optional keyword lag is given the value 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, we choose the discrepancy as the common Euclidean L2-distance. ELFI can use many common distances directly from `scipy.spatial.distance` like this:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Finish the model with the final node that calculates the squared distance (S1_sim-S1_obs)**2 + (S2_sim-S2_obs)**2\n", + "d = elfi.Distance('euclidean', S1, S2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One may wish to use a distance function that is unavailable in `scipy.spatial.distance`. ELFI supports defining a custom distance/discrepancy functions as well (see the documentation for `elfi.Distance` and `elfi.Discrepancy`).\n", + "\n", + "Now that the inference model is defined, ELFI can visualize the model as a DAG. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "t2\n", + "\n", + "t2\n", + "\n", + "\n", + "Y\n", + "\n", + "Y\n", + "\n", + "\n", + "t2->Y\n", + "\n", + "\n", + "\n", + "\n", + "S2\n", + "\n", + "S2\n", + "\n", + "\n", + "d\n", + "\n", + "d\n", + "\n", + "\n", + "S2->d\n", + "\n", + "\n", + "\n", + "\n", + "Y->S2\n", + "\n", + "\n", + "\n", + "\n", + "S1\n", + "\n", + "S1\n", + "\n", + "\n", + "Y->S1\n", + "\n", + "\n", + "\n", + "\n", + "t1\n", + "\n", + "t1\n", + "\n", + "\n", + "t1->Y\n", + "\n", + "\n", + "\n", + "\n", + "S1->d\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "elfi.draw(d) # just give it a node in the model, or the model itself (d.model)" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + ".. note:: You will need the Graphviz_ software as well as the graphviz `Python package`_ (https://pypi.python.org/pypi/graphviz) for drawing this. The software is already installed in many unix-like OS.\n", + "\n", + ".. _Graphviz: http://www.graphviz.org\n", + ".. _`Python package`: https://pypi.python.org/pypi/graphviz" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Modifying the model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Although the above definition is perfectly valid, let's use the same priors as in [*Marin et al. (2012)*](http://link.springer.com/article/10.1007/s11222-011-9288-2) that guarantee that the problem will be identifiable (loosely speaking, the likelihood willl have just one mode). Marin et al. used priors for which $-2<\\theta_1<2$ with $\\theta_1+\\theta_2>-1$ and $\\theta_1-\\theta_2<1$ i.e. the parameters are sampled from a triangle (see below).\n", + "\n", + "### Custom priors\n", + "\n", + "In ELFI, custom distributions can be defined similar to distributions in `scipy.stats` (i.e. they need to have at least the `rvs` method implemented for the simplest algorithms). To be safe they can inherit `elfi.Distribution` which defines the methods needed. In this case we only need these for sampling, so implementing a static `rvs` method suffices. As was in the context of simulators, it is important to accept the keyword argument `random_state`, which is needed for ELFI's internal book-keeping of pseudo-random number generation. Also the `size` keyword is needed (which in the simple cases is the same as the `batch_size` in the simulator definition)." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# define prior for t1 as in Marin et al., 2012 with t1 in range [-b, b]\n", + "class CustomPrior_t1(elfi.Distribution):\n", + " def rvs(b, size=1, random_state=None):\n", + " u = scipy.stats.uniform.rvs(loc=0, scale=1, size=size, random_state=random_state)\n", + " t1 = np.where(u<0.5, np.sqrt(2.*u)*b-b, -np.sqrt(2.*(1.-u))*b+b)\n", + " return t1\n", + "\n", + "# define prior for t2 conditionally on t1 as in Marin et al., 2012, in range [-a, a]\n", + "class CustomPrior_t2(elfi.Distribution):\n", + " def rvs(t1, a, size=1, random_state=None):\n", + " locs = np.maximum(-a-t1, t1-a)\n", + " scales = a - locs\n", + " t2 = scipy.stats.uniform.rvs(loc=locs, scale=scales, size=size, random_state=random_state)\n", + " return t2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These indeed sample from a triangle:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n48ZgZmZ53BjMzCyPG4OZmeX5P2ah6H+8DBMyAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t1_1000 = CustomPrior_t1.rvs(2, 1000)\n", + "t2_1000 = CustomPrior_t2.rvs(t1_1000, 1, 1000)\n", + "plt.scatter(t1_1000, t2_1000, s=4, edgecolor='none');\n", + "# plt.plot([0, 2, -2, 0], [-1, 1, 1, -1], 'b') # outlines of the triangle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's change the earlier priors to the new ones in the inference model:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "t2\n", + "\n", + "t2\n", + "\n", + "\n", + "Y\n", + "\n", + "Y\n", + "\n", + "\n", + "t2->Y\n", + "\n", + "\n", + "\n", + "\n", + "S2\n", + "\n", + "S2\n", + "\n", + "\n", + "d\n", + "\n", + "d\n", + "\n", + "\n", + "S2->d\n", + "\n", + "\n", + "\n", + "\n", + "Y->S2\n", + "\n", + "\n", + "\n", + "\n", + "S1\n", + "\n", + "S1\n", + "\n", + "\n", + "Y->S1\n", + "\n", + "\n", + "\n", + "\n", + "S1->d\n", + "\n", + "\n", + "\n", + "\n", + "t1\n", + "\n", + "t1\n", + "\n", + "\n", + "t1->t2\n", + "\n", + "\n", + "\n", + "\n", + "t1->Y\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t1.become(elfi.Prior(CustomPrior_t1, 2))\n", + "t2.become(elfi.Prior(CustomPrior_t2, t1, 1))\n", + "\n", + "elfi.draw(d)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that `t2` now depends on `t1`. Yes, ELFI supports hierarchy." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Inference with rejection sampling" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The simplest ABC algorithm samples parameters from their prior distributions, runs the simulator with these and compares them to the observations. The samples are either accepted or rejected depending on how large the distance is. The accepted samples represent samples from the approximate posterior distribution.\n", + "\n", + "In ELFI, ABC methods are initialized either with a node giving the distance, or with the `ElfiModel` object and the name of the distance node. Depending on the inference method, additional arguments may be accepted or required. \n", + "\n", + "A common optional keyword argument, accepted by all inference methods, `batch_size` defines how many simulations are performed in each passing through the graph. \n", + "\n", + "Another optional keyword is the seed. This ensures that the outcome will be always the same for the same data and model. If you leave it out, a random seed will be taken." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "seed = 20170530\n", + "rej = elfi.Rejection(d, batch_size=10000, seed=seed)" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + ".. note:: In Python, doing many calculations with a single function call can potentially save a lot of CPU time, depending on the operation. For example, here we draw 10000 samples from `t1`, pass them as input to `t2`, draw 10000 samples from `t2`, and then use these both to run 10000 simulations and so forth. All this is done in one passing through the graph and hence the overall number of function calls is reduced 10000-fold. However, this does not mean that batches should be as big as possible, since you may run out of memory, the fraction of time spent in function call overhead becomes insignificant, and many algorithms operate in multiples of `batch_size`. Furthermore, the `batch_size` is a crucial element for efficient parallelization (see the notebook on parallelization)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After the ABC method has been initialized, samples can be drawn from it. By default, rejection sampling in ELFI works in `quantile` mode i.e. a certain quantile of the samples with smallest discrepancies is accepted. The `sample` method requires the number of output samples as a parameter. Note that the simulator is then run `(N/quantile)` times. (Alternatively, the same behavior can be achieved by saying `n_sim=1000000`.)\n", + "\n", + "The IPython magic command `%time` is used here to give you an idea of runtime on a typical personal computer. We will turn interactive visualization on so that if you run this on a notebook you will see the posterior forming from a prior distribution. In this case most of the time is spent in drawing." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZgAAAEKCAYAAAAvlUMdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZmaWiv8PYa3aEB8crcgAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "Threshold: 0.11621562954973891" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 30.6 s, sys: 1.73 s, total: 32.3 s\n", + "Wall time: 32.2 s\n" + ] + } + ], + "source": [ + "N = 10000\n", + "\n", + "vis = dict(xlim=[-2,2], ylim=[-1,1])\n", + "\n", + "# You can give the sample method a `vis` keyword to see an animation how the prior transforms towards the\n", + "# posterior with a decreasing threshold (interactive visualization will slow it down a bit though).\n", + "%time result = rej.sample(N, quantile=0.01, vis=vis)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `sample` method returns a `Result` object, which contains several attributes and methods. Most notably the attribute `samples` contains an `OrderedDict` (i.e. an ordered Python dictionary) of the posterior numpy arrays for all the mnodel parameters (`elfi.Prior`s in the model). For rejection sampling, other attributes include e.g. the `threshold`, which is the threshold value resulting in the requested quantile. " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.5574475023785852" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result.samples['t1'].mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `Result` object includes a convenient `summary` method:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Method: Rejection\n", + "Number of posterior samples: 10000\n", + "Number of simulations: 1000000\n", + "Threshold: 0.116\n", + "Posterior means: t1: 0.557, t2: 0.221\n" + ] + } + ], + "source": [ + "result.summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Rejection sampling can also be performed with using a threshold or total number of simulations. Let's define here threshold. This means that all draws from the prior for which the generated distance is below the threshold will be accepted as samples. Note that the simulator will run as long as it takes to generate the requested number of samples." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 2.09 s, sys: 320 ms, total: 2.41 s\n", + "Wall time: 2.41 s\n", + "Method: Rejection\n", + "Number of posterior samples: 10000\n", + "Number of simulations: 340000\n", + "Threshold: 0.2\n", + "Posterior means: t1: 0.555, t2: 0.219\n", + "\n" + ] + } + ], + "source": [ + "%time result2 = rej.sample(N, threshold=0.2)\n", + "\n", + "print(result2) # the Result object's __str__ contains the output from summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Storing simulated data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As the samples are already in numpy arrays, you can just say e.g. `np.save('t1_data.npy', result.samples['t1'])` to save them. However, ELFI provides some additional functionality. You may define a *pool* for storing all outputs of any node in the model (not just the accepted samples). Let's save all outputs for `t1`, `t2`, `S1` and `S2` in our model:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 7.3 s, sys: 20 ms, total: 7.32 s\n", + "Wall time: 7.33 s\n" + ] + }, + { + "data": { + "text/plain": [ + "Method: Rejection\n", + "Number of posterior samples: 10000\n", + "Number of simulations: 1000000\n", + "Threshold: 0.115\n", + "Posterior means: t1: 0.558, t2: 0.221" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pool = elfi.OutputPool(['t1', 't2', 'S1', 'S2'])\n", + "rej = elfi.Rejection(d, pool=pool)\n", + "\n", + "%time result3 = rej.sample(N, n_sim=1000000)\n", + "result3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The benefit of the pool is that you may reuse simulations without having to resimulate them. Above we saved the summaries to the pool, so we can change the distance node of the model without having to resimulate anything. Let's do that." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 940 ms, sys: 0 ns, total: 940 ms\n", + "Wall time: 939 ms\n" + ] + }, + { + "data": { + "text/plain": [ + "Method: Rejection\n", + "Number of posterior samples: 10000\n", + "Number of simulations: 1000000\n", + "Threshold: 0.144\n", + "Posterior means: t1: 0.557, t2: 0.221" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Replace the current distance with a cityblock (manhattan) distance and recreate the inference\n", + "d.become(elfi.Distance('cityblock', S1, S2, p=1))\n", + "rej = elfi.Rejection(d, pool=pool)\n", + "\n", + "%time result4 = rej.sample(N, n_sim=1000000)\n", + "result4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note the significant saving in time, even though the total number of considered simulations stayed the same. \n", + "\n", + "We can also continue the inference by increasing the total number of simulations and only have to simulate the new ones:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 2.3 s, sys: 8 ms, total: 2.31 s\n", + "Wall time: 2.31 s\n" + ] + }, + { + "data": { + "text/plain": [ + "Method: Rejection\n", + "Number of posterior samples: 10000\n", + "Number of simulations: 1200000\n", + "Threshold: 0.132\n", + "Posterior means: t1: 0.559, t2: 0.223" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%time result5 = rej.sample(N, n_sim=1200000)\n", + "result5" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Above the results were saved into a python dictionary. If you store a lot of data to dictionaries, you will eventually run out of memory. Instead you can save the outputs to standard numpy .npy files:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 32 ms, sys: 0 ns, total: 32 ms\n", + "Wall time: 32.2 ms\n" + ] + } + ], + "source": [ + "arraypool = elfi.store.ArrayPool(['t1', 't2', 'Y', 'd'], basepath='./output')\n", + "rej = elfi.Rejection(d, pool=arraypool)\n", + "%time result5 = rej.sample(100, threshold=0.3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This stores the simulated data in binary `npy` format under `arraypool.path`, and can be loaded with `np.load`. " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d.npy t1.npy t2.npy Y.npy\r\n" + ] + } + ], + "source": [ + "# Let's flush the outputs to disk (alternatively you can close the pool) so that we can read them\n", + "# while we still have the arraypool open.\n", + "arraypool.flush()\n", + "\n", + "!ls $arraypool.path" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now lets load all the parameters `t1` that were generated with numpy:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-0.12340269, -0.61543342, 1.81350569, ..., -0.81334552,\n", + " -0.69193058, 1.50342724])" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.load(arraypool.path + '/t1.npy')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can delete the files with:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ls: cannot access './output/arraypool/3389189735': No such file or directory\r\n" + ] + } + ], + "source": [ + "arraypool.delete()\n", + "\n", + "!ls $arraypool.path # verify the deletion" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualizing the results" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Instances of `Result` contain methods for some basic plotting (these are convenience methods to plotting functions defined under `elfi.visualization`).\n", + "\n", + "For example one can plot the marginal distributions:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA68AAAEKCAYAAAD91mOdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result.plot_marginals();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Often \"pairwise relationships\" are more informative:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAHjCAYAAAAABBM8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nk5zwSpIkSZKa5IRXkiRJktSk/wVZ7XpENJr6lgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result.plot_pairs();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that if working in a non-interactive environment, you can use e.g. `plt.savefig('pairs.png')` after an ELFI plotting command to save the current figure to disk." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sequential Monte Carlo ABC" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Rejection sampling is quite inefficient, as it does not learn from its history. The sequential Monte Carlo (SMC) ABC algorithm does just that by applying importance sampling: samples are *weighed* according to the resulting discrepancies and the next *population* of samples is drawn near to the previous using the weights as probabilities. \n", + "\n", + "For evaluating the weights, SMC ABC needs to be able to compute the probability density of the generated parameters. In our MA2 example we used custom priors, so we have to specify a `pdf` function by ourselves. If we used standard priors, this step would not be needed. Let's modify the prior distribution classes:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# define prior for t1 as in Marin et al., 2012 with t1 in range [-b, b]\n", + "class CustomPrior_t1(elfi.Distribution):\n", + " def rvs(b, size=1, random_state=None):\n", + " u = scipy.stats.uniform.rvs(loc=0, scale=1, size=size, random_state=random_state)\n", + " t1 = np.where(u<0.5, np.sqrt(2.*u)*b-b, -np.sqrt(2.*(1.-u))*b+b)\n", + " return t1\n", + " \n", + " def pdf(x, b):\n", + " p = 1./b - np.abs(x) / (b*b)\n", + " p = np.where(p < 0., 0., p) # disallow values outside of [-b, b] (affects weights only)\n", + " return p\n", + "\n", + " \n", + "# define prior for t2 conditionally on t1 as in Marin et al., 2012, in range [-a, a]\n", + "class CustomPrior_t2(elfi.Distribution):\n", + " def rvs(t1, a, size=1, random_state=None):\n", + " locs = np.maximum(-a-t1, t1-a)\n", + " scales = a - locs\n", + " t2 = scipy.stats.uniform.rvs(loc=locs, scale=scales, size=size, random_state=random_state)\n", + " return t2\n", + " \n", + " def pdf(x, t1, a):\n", + " locs = np.maximum(-a-t1, t1-a)\n", + " scales = a - locs\n", + " p = scipy.stats.uniform.pdf(x, loc=locs, scale=scales)\n", + " p = np.where(scales>0., p, 0.) # disallow values outside of [-a, a] (affects weights only)\n", + " return p\n", + " \n", + " \n", + "# Redefine the priors\n", + "t1.become(elfi.Prior(CustomPrior_t1, 2, model=t1.model))\n", + "t2.become(elfi.Prior(CustomPrior_t2, t1, 1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Run SMC ABC\n", + "\n", + "In ELFI, one can setup a SMC ABC sampler just like the Rejection sampler:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "smc = elfi.SMC(d, batch_size=10000, seed=seed)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For sampling, one has to define the number of output samples, the number of populations and a *schedule* i.e. a list of quantiles to use for each population. In essence, a population is just refined rejection sampling." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:elfi.methods.methods:---------------- Starting round 0 ----------------\n", + "INFO:elfi.methods.methods:---------------- Starting round 1 ----------------\n", + "INFO:elfi.methods.methods:---------------- Starting round 2 ----------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 6.95 s, sys: 336 ms, total: 7.28 s\n", + "Wall time: 2.06 s\n" + ] + } + ], + "source": [ + "N = 1000\n", + "schedule = [0.7, 0.2, 0.05]\n", + "%time result_smc = smc.sample(N, schedule)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can have summaries and plots of the results just like above:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Method: SMC-ABC\n", + "Number of posterior samples: 1000\n", + "Number of simulations: 180000\n", + "Threshold: 0.0497\n", + "Posterior means for final population: t1: 0.557, t2: 0.228\n" + ] + } + ], + "source": [ + "result_smc.summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `Result` object returned by the SMC-ABC sampling contains also some methods for investigating the evolution of populations, e.g.:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Posterior means for population 0: t1: 0.544, t2: 0.229\n", + "Posterior means for population 1: t1: 0.557, t2: 0.231\n", + "Posterior means for population 2: t1: 0.557, t2: 0.228\n", + "\n" + ] + } + ], + "source": [ + "result_smc.posterior_means_all_populations" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAACoCAYAAAAviq3pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nl0lOFgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAACoCAYAAAAviq3pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9v85EC8TPeNOLwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAACoCAYAAAAviq3pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nqCVJajELtSRJLWahliSpxf4fN2ShQCtoSNsAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_smc.plot_marginals_all_populations(bins=25, figsize=(8, 2), fontsize=12)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Obviously one still has direct access to the samples as well, which allows custom plotting:" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8YAAAGDCAYAAADpmwk3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_populations = len(schedule)\n", + "fig, ax = plt.subplots(ncols=n_populations, sharex=True, sharey=True, figsize=(16,6))\n", + "samples = [pop.samples_list for pop in result_smc.populations]\n", + "for ii in range(n_populations):\n", + " s = samples[ii]\n", + " ax[ii].scatter(s[0], s[1], s=5, edgecolor='none');\n", + " ax[ii].set_title(\"Population {}\".format(ii));\n", + " ax[ii].plot([0, 2, -2, 0], [-1, 1, 1, -1], 'b')\n", + "ax[0].set_xlabel(result_smc.names_list[0]);\n", + "ax[0].set_ylabel(result_smc.names_list[1]);\n", + "ax[0].set_xlim([-2, 2])\n", + "ax[0].set_ylim([-1, 1]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It can be seen that the populations iteratively concentrate more and more around the true parameter values.\n", + "\n", + "Note that for the later populations some of the samples lie outside allowed region. This is due to the SMC algorithm sampling near previous samples, with *near* meaning a Gaussian distribution centered around previous samples with variance as twice the weighted empirical variance. However, the outliers carry zero weight, and have no effect on the estimates." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## BOLFI" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In practice inference problems often have a more complicated and computationally heavy simulator than the model `MA2` here, and one simply cannot run it for millions of times. The Bayesian Optimization for Likelihood-Free Inference [BOLFI](http://jmlr.csail.mit.edu/papers/v17/15-017.html) framework is likely to prove useful in such situation: a statistical model (e.g. [Gaussian process](https://en.wikipedia.org/wiki/Gaussian_process), GP) is created for the discrepancy, and its minimum is inferred with [Bayesian optimization](https://en.wikipedia.org/wiki/Bayesian_optimization). This approach typically reduces the number of required simulator calls by several orders of magnitude." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When dealing with a Gaussian process, it is advisable to take a logarithm of the discrepancies in order to reduce the effect that high discrepancies have on the GP. In ELFI such transformed node can be created easily:" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "log_d = elfi.Operation(np.log, d)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As BOLFI is a more advanced inference method, its interface is also a bit more involved. But not much: Using the same graphical model as earlier, the inference could begin by defining a Gaussian process (GP) model, for which we use the [GPy](https://sheffieldml.github.io/GPy/) library. This could then be given via a keyword argument `target_model`. In this case, we are happy with the default that ELFI creates for us when we just give it each parameter some `bounds`.\n", + "\n", + "Other notable arguments include the `initial_evidence`, which defines the number of initialization points sampled straight from the priors before starting to optimize the acquisition of points, and `update_interval` which defines how often the GP hyperparameters are optimized." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "bolfi = elfi.BOLFI(log_d, batch_size=5, initial_evidence=20, update_interval=10, \n", + " bounds=[(-2, 2), (-1, 1)], seed=seed)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sometimes you may have some samples readily available. You could then initialize the GP model with a dictionary of previous results by giving `initial_evidence=result1.outputs`.\n", + "\n", + "The BOLFI class can now try to `fit` the surrogate model (the GP) to the relationship between parameter values and the resulting discrepancies. We'll request 200 evidence points (including the `initial_evidence` defined above)." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:elfi.methods.methods:BOLFI: Fitting the surrogate model...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 44.4 s, sys: 656 ms, total: 45.1 s\n", + "Wall time: 14.7 s\n" + ] + } + ], + "source": [ + "%time bolfi.fit(n_evidence=200)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Running this does not return anything currently, but internally the GP is now fitted. \n", + "\n", + "Note that in spite of the very few simulator runs, fitting the model took longer than any of the previous methods. Indeed, BOLFI is intended for scenarios where the simulator takes a lot of time to run." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The fitted `target_model` uses the GPy libarary, which can be investigated further:" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Name : GP regression\n", + "Objective : 133.39773058984275\n", + "Number of Parameters : 4\n", + "Number of Optimization Parameters : 4\n", + "Updates : True\n", + "Parameters:\n", + " \u001b[1mGP_regression. \u001b[0;0m | value | constraints | priors \n", + " \u001b[1msum.rbf.variance \u001b[0;0m | 0.259297636885 | +ve | Ga(0.033, 1) \n", + " \u001b[1msum.rbf.lengthscale \u001b[0;0m | 0.607506322067 | +ve | Ga(1.3, 1) \n", + " \u001b[1msum.bias.variance \u001b[0;0m | 0.189445916354 | +ve | Ga(0.0082, 1)\n", + " \u001b[1mGaussian_noise.variance\u001b[0;0m | 0.150210139296 | +ve | " + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bolfi.target_model" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAGDCAYAAABKn620AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bolfi.plot_state();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It may be helpful to see the acquired parameter values and the resulting discrepancies:" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAEKCAYAAAAxT1l2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bolfi.plot_discrepancy();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note the high number of points at parameter bounds. These could probably be decreased by lowering the covariance of the noise added to acquired points, defined by the optional `acq_noise_cov` argument for the BOLFI constructor. Another possibility could be to [add virtual derivative observations at the borders](https://arxiv.org/abs/1704.00963), though not yet implemented in ELFI.\n", + "\n", + "We can now infer the BOLFI posterior (please see the [paper](http://jmlr.csail.mit.edu/papers/v17/15-017.html) for details). The method accepts a threshold parameter; if none is given, ELFI will use the minimum value of discrepancy estimate mean." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:elfi.methods.posteriors:Using minimum value of discrepancy estimate mean (-0.9865) as threshold\n" + ] + } + ], + "source": [ + "post = bolfi.infer_posterior()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can get estimates for *maximum a posteriori* and *maximum likelihood* easily:" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "((array([ 0.57407864, 0.09641608]), array([[ 0.69314718]])),\n", + " (array([ 0.57407869, 0.09641603]), array([[ 0.69314718]])))" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "post.MAP, post.ML" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can visualize the posterior directly:" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD8CAYAAABpcuN4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "post.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, samples from the posterior can be acquired with an MCMC sampler (note that depending on the smoothness of the GP approximation, this may be slow):" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:elfi.methods.posteriors:Using minimum value of discrepancy estimate mean (-0.9865) as threshold\n", + "INFO:elfi.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 100/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 200/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 300/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 400/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 500/1000...\n", + "INFO:elfi.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 600/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 700/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 800/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 900/1000...\n", + "INFO:elfi.mcmc:NUTS: Acceptance ratio: 0.215, Diverged proposals after warmup (i.e. n_adapt=500 steps): 8\n", + "INFO:elfi.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 100/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 200/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 300/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 400/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 500/1000...\n", + "INFO:elfi.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 600/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 700/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 800/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 900/1000...\n", + "INFO:elfi.mcmc:NUTS: Acceptance ratio: 0.201, Diverged proposals after warmup (i.e. n_adapt=500 steps): 32\n", + "INFO:elfi.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 100/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 200/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 300/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 400/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 500/1000...\n", + "INFO:elfi.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 600/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 700/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 800/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 900/1000...\n", + "INFO:elfi.mcmc:NUTS: Acceptance ratio: 0.223, Diverged proposals after warmup (i.e. n_adapt=500 steps): 10\n", + "INFO:elfi.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 100/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 200/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 300/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 400/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 500/1000...\n", + "INFO:elfi.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 600/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 700/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 800/1000...\n", + "INFO:elfi.mcmc:NUTS: Iterations performed: 900/1000...\n", + "INFO:elfi.mcmc:NUTS: Acceptance ratio: 0.221, Diverged proposals after warmup (i.e. n_adapt=500 steps): 5\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4 chains of 1000 iterations acquired. Effective sample size and Rhat for each parameter:\n", + "t1 649.78032882 1.00225844622\n", + "t2 1037.40102821 1.00448229202\n", + "CPU times: user 4min 5s, sys: 3 s, total: 4min 8s\n", + "Wall time: 1min 2s\n" + ] + } + ], + "source": [ + "# bolfi.model.computation_context.seed = 10\n", + "%time result_BOLFI = bolfi.sample(1000, target_prob=0.9)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The sampling algorithms may be fine-tuned with some parameters. If you get a warning about diverged proposals, something may be wrong and should be investigated. You can try rerunning the `sample` method with a higher target probability `target_prob` during adaptation, as its default 0.6 may be inadequate for a non-smooth GP, but this will slow down the sampling.\n", + "\n", + "Now we finally have a `Result` object again, which has several convenience methods:" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Method: BOLFI\n", + "Number of posterior samples: 2000\n", + "Number of simulations: 200\n", + "Threshold: -0.986\n", + "Posterior means: t1: 0.599, t2: 0.0688" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result_BOLFI" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8MAAAHjCAYAAAAHRs0pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSpMZxMCxJkiRJahwHw5IkSZKkxvkFMEEFxXEhdb4AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_BOLFI.plot_traces();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The black vertical lines indicate the end of warmup, which by default is half of the number of iterations." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAEKCAYAAAAfCnjkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_BOLFI.plot_marginals();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That's it! See the other documentation for more topics on e.g. using external simulators and parallelization." + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "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": "3.5.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From ea0182538517e4b9eb7c7dc32f5768dd2bf541e3 Mon Sep 17 00:00:00 2001 From: Jarno Lintusaari Date: Thu, 1 Jun 2017 17:13:42 +0300 Subject: [PATCH 02/19] Image URL updates for the documentation --- non_python_operations.ipynb | 6 +++--- parallelization.ipynb | 2 +- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/non_python_operations.ipynb b/non_python_operations.ipynb index 197353f..085148d 100644 --- a/non_python_operations.ipynb +++ b/non_python_operations.ipynb @@ -17,7 +17,7 @@ "* R function\n", "* MATLAB function\n", "\n", - "This tutorial is generated from an [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks). Let's begin by importing some libraries that we will be using:" + "This tutorial is generated from a [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks). Let's begin by importing some libraries that we will be using:" ] }, { @@ -45,7 +45,7 @@ "cell_type": "raw", "metadata": {}, "source": [ - ".. note:: to run some parts of this notebook you need to either compile the simulator, have R or MATLAB installed and install their respective wrapper libraries." + ".. note:: To run some parts of this notebook you need to either compile the simulator, have R or MATLAB installed and install their respective wrapper libraries." ] }, { @@ -158,7 +158,7 @@ "source": [ ".. For documentation\n", "\n", - ".. image:: ../images/bdm.png\n", + ".. image:: http://research.cs.aalto.fi/pml/software/elfi/docs/0.5/images/bdm.png\n", " :width: 400 px\n", " :alt: BDM model illustration from Lintusaari et al. 2016\n", " :align: center" diff --git a/parallelization.ipynb b/parallelization.ipynb index 42157a5..ada7f72 100644 --- a/parallelization.ipynb +++ b/parallelization.ipynb @@ -16,7 +16,7 @@ "- `elfi.clients.native` (activated by default): does not parallelize but makes it easy to test and debug your code.\n", "- `elfi.clients.ipyparallel`: [ipyparallel](http://ipyparallel.readthedocs.io/) based client that can parallelize from multiple cores up to a distributed cluster.\n", "\n", - "We will show in this tutorial how to activate and use the `ipyparallel` client with ELFI. This tutorial is generated from an [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks).\n", + "We will show in this tutorial how to activate and use the `ipyparallel` client with ELFI. This tutorial is generated from a [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks).\n", "\n", "\n", "## Activating parallelization\n", From 96d6ad683b72e3d87a7a535449e72d07595bec88 Mon Sep 17 00:00:00 2001 From: Jarno Lintusaari Date: Thu, 1 Jun 2017 17:14:22 +0300 Subject: [PATCH 03/19] Rerun tutorial.ipynb --- tutorial.ipynb | 290 ++++++++++++++++++++++++------------------------- 1 file changed, 145 insertions(+), 145 deletions(-) diff --git a/tutorial.ipynb b/tutorial.ipynb index 0e89d43..cfa1650 100644 --- a/tutorial.ipynb +++ b/tutorial.ipynb @@ -6,7 +6,7 @@ "source": [ "# ELFI tutorial\n", "\n", - "This tutorial covers the basics of using ELFI, i.e. how to make models, save results for later use and run different inference algorithms. Please see also our other tutorials for [parallelization](parallelization.html) and using [non-Python operations](external.html) in ELFI models. This tutorial is generated from an [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks).\n", + "This tutorial covers the basics of using ELFI, i.e. how to make models, save results for later use and run different inference algorithms. Please see also our other tutorials for [parallelization](parallelization.html) and using [non-Python operations](external.html) in ELFI models. This tutorial is generated from a [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks).\n", "\n", "Let's begin by importing libraries that we will use and specify some settings." ] @@ -121,7 +121,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAo0AAAFpCAYAAAD5kBJEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBAKBoCH/Px7UVLepMxaMAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -329,7 +329,7 @@ "t2\n", "\n", "\n", - "Y\n", + "Y\n", "\n", "Y\n", "\n", @@ -338,20 +338,25 @@ "\n", "\n", "\n", - "\n", - "S2\n", - "\n", - "S2\n", - "\n", "\n", - "d\n", + "d\n", "\n", "d\n", "\n", - "\n", - "S2->d\n", - "\n", - "\n", + "\n", + "t1\n", + "\n", + "t1\n", + "\n", + "\n", + "t1->Y\n", + "\n", + "\n", + "\n", + "\n", + "S2\n", + "\n", + "S2\n", "\n", "\n", "Y->S2\n", @@ -368,15 +373,10 @@ "\n", "\n", "\n", - "\n", - "t1\n", - "\n", - "t1\n", - "\n", - "\n", - "t1->Y\n", - "\n", - "\n", + "\n", + "S2->d\n", + "\n", + "\n", "\n", "\n", "S1->d\n", @@ -387,7 +387,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -469,7 +469,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n48ZgZmZ53BjMzCyPG4OZmeX5P2ah6H+8DBMyAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -511,76 +511,76 @@ "\n", "%3\n", "\n", + "\n", + "t1\n", + "\n", + "t1\n", + "\n", "\n", - "t2\n", + "t2\n", "\n", "t2\n", "\n", + "\n", + "t1->t2\n", + "\n", + "\n", + "\n", "\n", - "Y\n", + "Y\n", "\n", "Y\n", "\n", + "\n", + "t1->Y\n", + "\n", + "\n", + "\n", "\n", - "t2->Y\n", + "t2->Y\n", "\n", "\n", "\n", - "\n", - "S2\n", - "\n", - "S2\n", - "\n", "\n", - "d\n", + "d\n", "\n", "d\n", "\n", - "\n", - "S2->d\n", - "\n", - "\n", + "\n", + "S2\n", + "\n", + "S2\n", "\n", "\n", - "Y->S2\n", + "Y->S2\n", "\n", "\n", "\n", "\n", - "S1\n", + "S1\n", "\n", "S1\n", "\n", "\n", - "Y->S1\n", + "Y->S1\n", "\n", "\n", "\n", + "\n", + "S2->d\n", + "\n", + "\n", + "\n", "\n", - "S1->d\n", + "S1->d\n", "\n", "\n", "\n", - "\n", - "t1\n", - "\n", - "t1\n", - "\n", - "\n", - "t1->t2\n", - "\n", - "\n", - "\n", - "\n", - "t1->Y\n", - "\n", - "\n", - "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 13, @@ -661,7 +661,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZgAAAEKCAYAAAAvlUMdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZmaWiv8PYa3aEB8crcgAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -683,8 +683,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 30.6 s, sys: 1.73 s, total: 32.3 s\n", - "Wall time: 32.2 s\n" + "CPU times: user 31.6 s, sys: 916 ms, total: 32.5 s\n", + "Wall time: 32.4 s\n" ] } ], @@ -775,8 +775,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2.09 s, sys: 320 ms, total: 2.41 s\n", - "Wall time: 2.41 s\n", + "CPU times: user 2.1 s, sys: 112 ms, total: 2.22 s\n", + "Wall time: 2.21 s\n", "Method: Rejection\n", "Number of posterior samples: 10000\n", "Number of simulations: 340000\n", @@ -817,8 +817,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 7.3 s, sys: 20 ms, total: 7.32 s\n", - "Wall time: 7.33 s\n" + "CPU times: user 7.04 s, sys: 8 ms, total: 7.05 s\n", + "Wall time: 7.05 s\n" ] }, { @@ -828,7 +828,7 @@ "Number of posterior samples: 10000\n", "Number of simulations: 1000000\n", "Threshold: 0.115\n", - "Posterior means: t1: 0.558, t2: 0.221" + "Posterior means: t1: 0.556, t2: 0.218" ] }, "execution_count": 19, @@ -862,8 +862,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 940 ms, sys: 0 ns, total: 940 ms\n", - "Wall time: 939 ms\n" + "CPU times: user 956 ms, sys: 0 ns, total: 956 ms\n", + "Wall time: 954 ms\n" ] }, { @@ -873,7 +873,7 @@ "Number of posterior samples: 10000\n", "Number of simulations: 1000000\n", "Threshold: 0.144\n", - "Posterior means: t1: 0.557, t2: 0.221" + "Posterior means: t1: 0.557, t2: 0.219" ] }, "execution_count": 20, @@ -910,8 +910,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2.3 s, sys: 8 ms, total: 2.31 s\n", - "Wall time: 2.31 s\n" + "CPU times: user 2.33 s, sys: 8 ms, total: 2.34 s\n", + "Wall time: 2.33 s\n" ] }, { @@ -920,8 +920,8 @@ "Method: Rejection\n", "Number of posterior samples: 10000\n", "Number of simulations: 1200000\n", - "Threshold: 0.132\n", - "Posterior means: t1: 0.559, t2: 0.223" + "Threshold: 0.131\n", + "Posterior means: t1: 0.556, t2: 0.22" ] }, "execution_count": 21, @@ -952,8 +952,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 32 ms, sys: 0 ns, total: 32 ms\n", - "Wall time: 32.2 ms\n" + "CPU times: user 32 ms, sys: 8 ms, total: 40 ms\n", + "Wall time: 36.7 ms\n" ] } ], @@ -1010,8 +1010,8 @@ { "data": { "text/plain": [ - "array([-0.12340269, -0.61543342, 1.81350569, ..., -0.81334552,\n", - " -0.69193058, 1.50342724])" + "array([ 1.2228635 , 0.84295063, 1.52794226, ..., -0.15726344,\n", + " -0.72876666, -0.93158204])" ] }, "execution_count": 24, @@ -1041,7 +1041,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "ls: cannot access './output/arraypool/3389189735': No such file or directory\r\n" + "ls: cannot access './output/arraypool/4213416233': No such file or directory\r\n" ] } ], @@ -1078,7 +1078,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA68AAAEKCAYAAAD91mOdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1107,7 +1107,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAHjCAYAAAAABBM8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nk5zwSpIkSZKa5IRXkiRJktSk/wVZ7XpENJr6lgAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1230,8 +1230,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 6.95 s, sys: 336 ms, total: 7.28 s\n", - "Wall time: 2.06 s\n" + "CPU times: user 5.97 s, sys: 200 ms, total: 6.17 s\n", + "Wall time: 1.73 s\n" ] } ], @@ -1311,7 +1311,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAACoCAYAAAAviq3pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nl0lOFgAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1321,7 +1321,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAACoCAYAAAAviq3pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9v85EC8TPeNOLwAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1331,7 +1331,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAACoCAYAAAAviq3pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nqCVJajELtSRJLWahliSpxf4fN2ShQCtoSNsAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1360,7 +1360,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8YAAAGDCAYAAADpmwk3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1471,8 +1471,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 44.4 s, sys: 656 ms, total: 45.1 s\n", - "Wall time: 14.7 s\n" + "CPU times: user 42.7 s, sys: 620 ms, total: 43.4 s\n", + "Wall time: 13.9 s\n" ] } ], @@ -1539,7 +1539,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1549,7 +1549,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAGDCAYAAABKn620AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1578,7 +1578,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAEKCAYAAAAxT1l2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1609,7 +1609,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "INFO:elfi.methods.posteriors:Using minimum value of discrepancy estimate mean (-0.9865) as threshold\n" + "INFO:elfi.methods.results:Using minimum value of discrepancy estimate mean (-0.9865) as threshold\n" ] } ], @@ -1665,7 +1665,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD8CAYAAABpcuN4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1694,55 +1694,55 @@ "name": "stderr", "output_type": "stream", "text": [ - "INFO:elfi.methods.posteriors:Using minimum value of discrepancy estimate mean (-0.9865) as threshold\n", - "INFO:elfi.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 100/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 200/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 300/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 400/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 500/1000...\n", - "INFO:elfi.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 600/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 700/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 800/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 900/1000...\n", - "INFO:elfi.mcmc:NUTS: Acceptance ratio: 0.215, Diverged proposals after warmup (i.e. n_adapt=500 steps): 8\n", - "INFO:elfi.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 100/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 200/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 300/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 400/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 500/1000...\n", - "INFO:elfi.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 600/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 700/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 800/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 900/1000...\n", - "INFO:elfi.mcmc:NUTS: Acceptance ratio: 0.201, Diverged proposals after warmup (i.e. n_adapt=500 steps): 32\n", - "INFO:elfi.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 100/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 200/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 300/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 400/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 500/1000...\n", - "INFO:elfi.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 600/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 700/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 800/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 900/1000...\n", - "INFO:elfi.mcmc:NUTS: Acceptance ratio: 0.223, Diverged proposals after warmup (i.e. n_adapt=500 steps): 10\n", - "INFO:elfi.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 100/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 200/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 300/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 400/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 500/1000...\n", - "INFO:elfi.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 600/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 700/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 800/1000...\n", - "INFO:elfi.mcmc:NUTS: Iterations performed: 900/1000...\n", - "INFO:elfi.mcmc:NUTS: Acceptance ratio: 0.221, Diverged proposals after warmup (i.e. n_adapt=500 steps): 5\n" + "INFO:elfi.methods.results:Using minimum value of discrepancy estimate mean (-0.9865) as threshold\n", + "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 100/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 200/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 300/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 400/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 500/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 600/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 700/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 800/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 900/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.215, Diverged proposals after warmup (i.e. n_adapt=500 steps): 8\n", + "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 100/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 200/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 300/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 400/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 500/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 600/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 700/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 800/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 900/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.201, Diverged proposals after warmup (i.e. n_adapt=500 steps): 32\n", + "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 100/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 200/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 300/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 400/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 500/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 600/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 700/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 800/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 900/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.223, Diverged proposals after warmup (i.e. n_adapt=500 steps): 10\n", + "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 100/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 200/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 300/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 400/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 500/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 600/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 700/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 800/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 900/1000...\n", + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.221, Diverged proposals after warmup (i.e. n_adapt=500 steps): 5\n" ] }, { @@ -1752,8 +1752,8 @@ "4 chains of 1000 iterations acquired. Effective sample size and Rhat for each parameter:\n", "t1 649.78032882 1.00225844622\n", "t2 1037.40102821 1.00448229202\n", - "CPU times: user 4min 5s, sys: 3 s, total: 4min 8s\n", - "Wall time: 1min 2s\n" + "CPU times: user 4min 11s, sys: 2.9 s, total: 4min 14s\n", + "Wall time: 1min 3s\n" ] } ], @@ -1808,7 +1808,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8MAAAHjCAYAAAAHRs0pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSpMZxMCxJkiRJahwHw5IkSZKkxvkFMEEFxXEhdb4AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1837,7 +1837,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAEKCAYAAAAfCnjkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, From 671134b5fbcaaac96f8a560eca4ee333fb5b6774 Mon Sep 17 00:00:00 2001 From: Henri Vuollekoski Date: Wed, 21 Jun 2017 19:56:35 +0300 Subject: [PATCH 04/19] Update README --- README.md | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index b6a88fc..d10b782 100644 --- a/README.md +++ b/README.md @@ -1,10 +1,12 @@ # [ELFI](https://github.com/elfi-dev/elfi) Notebooks -This repository contains tutorials and examples in the [Jupyter Notebook](http://jupyter.org) format. These should be maintained, so please let us know if something doesn't work with current release of ELFI. +This repository contains tutorials and examples in the [Jupyter Notebook](http://jupyter.org) format. These should be maintained, so please raise an issue if something doesn't work. Full documentation can be found at http://elfi.readthedocs.io/. Limited user-support may be asked from elfi-support.at.hiit.fi, but the [Gitter chat](https://gitter.im/HIIT/elfi?utm_source=share-link&utm_medium=link&utm_campaign=share-link) is preferable. -## About running these notebooks - -These notebooks have been run with Python 3.5.3 using ELFI version 0.5.0. +## Differences between versions and/or branches +* The *master* branch of this repository reflects current functionality in the most recent release of ELFI in [PyPI](https://pypi.python.org/pypi/elfi/). +* The *dev* branch may provide more cutting-edge functionality as introduced in the *dev* branch of ELFI's [GitHub repository](https://github.com/elfi-dev/elfi). +* Other branches may exist temporarily (until merged to *dev*) to demonstrate functionality in respective branches in ELFI's GitHub repository. +* Legacy versions of these notebooks are available for PyPI [releases](https://github.com/elfi-dev/notebooks/releases). From 4fdb8bc345190cdac916cbebe89b625ef0e6051b Mon Sep 17 00:00:00 2001 From: Henri Vuollekoski Date: Wed, 21 Jun 2017 19:57:24 +0300 Subject: [PATCH 05/19] Update notebooks to current dev, separate BOLFI --- BOLFI.ipynb | 551 +++++++++++++++++++++ non_python_operations.ipynb | 517 +++++++++---------- parallelization.ipynb | 200 ++++---- quickstart.ipynb | 153 +++--- tutorial.ipynb | 955 ++++++++++-------------------------- 5 files changed, 1251 insertions(+), 1125 deletions(-) create mode 100644 BOLFI.ipynb diff --git a/BOLFI.ipynb b/BOLFI.ipynb new file mode 100644 index 0000000..2073981 --- /dev/null +++ b/BOLFI.ipynb @@ -0,0 +1,551 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This tutorial is generated from a [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks). " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## BOLFI" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In practice inference problems often have a complicated and computationally heavy simulator, and one simply cannot run it for millions of times. The Bayesian Optimization for Likelihood-Free Inference [BOLFI](http://jmlr.csail.mit.edu/papers/v17/15-017.html) framework is likely to prove useful in such situation: a statistical model (e.g. [Gaussian process](https://en.wikipedia.org/wiki/Gaussian_process), GP) is created for the discrepancy, and its minimum is inferred with [Bayesian optimization](https://en.wikipedia.org/wiki/Bayesian_optimization). This approach typically reduces the number of required simulator calls by several orders of magnitude.\n", + "\n", + "This tutorial demonstrates how to use BOLFI to do LFI in ELFI." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import scipy.stats\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "%precision 2\n", + "\n", + "import logging\n", + "logging.basicConfig(level=logging.INFO)\n", + "\n", + "# Set an arbitrary global seed to keep the randomly generated quantities the same\n", + "seed = 20170530\n", + "np.random.seed(seed)\n", + "\n", + "import elfi" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Although BOLFI is best used with complicated simulators, we will use the familiar MA2 model introduced in the basic tutorial, and load it from ready-made examples:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "\n", + "MA2\n", + "\n", + "MA2\n", + "\n", + "\n", + "\n", + "S1\n", + "\n", + "S1\n", + "\n", + "\n", + "\n", + "MA2->S1\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "S2\n", + "\n", + "S2\n", + "\n", + "\n", + "\n", + "MA2->S2\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "d\n", + "\n", + "d\n", + "\n", + "\n", + "\n", + "t1\n", + "\n", + "t1\n", + "\n", + "\n", + "\n", + "t1->MA2\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "t2\n", + "\n", + "t2\n", + "\n", + "\n", + "\n", + "t1->t2\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "S1->d\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "t2->MA2\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "S2->d\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from elfi.examples import ma2\n", + "model = ma2.get_model()\n", + "elfi.draw(model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can immediately proceed with the inference. However, when dealing with a Gaussian process, it is advisable to take a logarithm of the discrepancies in order to reduce the effect that high discrepancies have on the GP. In ELFI such transformed node can be created easily:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "log_d = elfi.Operation(np.log, model['d'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As BOLFI is a more advanced inference method, its interface is also a bit more involved. But not much: Using the same graphical model as earlier, the inference could begin by defining a Gaussian process (GP) model, for which we use the [GPy](https://sheffieldml.github.io/GPy/) library. This could then be given via a keyword argument `target_model`. In this case, we are happy with the default that ELFI creates for us when we just give it each parameter some `bounds` as a dictionary.\n", + "\n", + "Other notable arguments include the `initial_evidence`, which gives the number of initialization points sampled straight from the priors before starting to optimize the acquisition of points, `update_interval` which defines how often the GP hyperparameters are optimized, and `acq_noise_cov` which defines the covariance of noise added to the acquired points (here diagonal)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "bolfi = elfi.BOLFI(log_d, batch_size=5, initial_evidence=20, update_interval=10, \n", + " bounds={'t1':(-2, 2), 't2':(-1, 1)}, acq_noise_cov=[0.1, 0.1], seed=seed)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sometimes you may have some samples readily available. You could then initialize the GP model with a dictionary of previous results by giving `initial_evidence=result.outputs`.\n", + "\n", + "The BOLFI class can now try to `fit` the surrogate model (the GP) to the relationship between parameter values and the resulting discrepancies. We'll request 200 evidence points (including the `initial_evidence` defined above)." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:elfi.methods.parameter_inference:BOLFI: Fitting the surrogate model...\n", + "INFO:elfi.methods.posteriors:Using optimized minimum value (-1.3920) of the GP discrepancy mean function as a threshold\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 53.8 s, sys: 1.37 s, total: 55.2 s\n", + "Wall time: 30.8 s\n" + ] + } + ], + "source": [ + "%time post = bolfi.fit(n_evidence=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "(More on the returned `BolfiPosterior` object [below](#BOLFI-Posterior).)\n", + "\n", + "Note that in spite of the very few simulator runs, fitting the model took longer than any of the previous methods. Indeed, BOLFI is intended for scenarios where the simulator takes a lot of time to run.\n", + "\n", + "The fitted `target_model` uses the GPy library, and can be investigated further:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Name : GP regression\n", + "Objective : 253.31486348498046\n", + "Number of Parameters : 4\n", + "Number of Optimization Parameters : 4\n", + "Updates : True\n", + "Parameters:\n", + " \u001b[1mGP_regression. \u001b[0;0m | value | constraints | priors \n", + " \u001b[1msum.rbf.variance \u001b[0;0m | 0.300995620531 | +ve | Ga(0.25, 1) \n", + " \u001b[1msum.rbf.lengthscale \u001b[0;0m | 0.528838270955 | +ve | Ga(1.3, 1) \n", + " \u001b[1msum.bias.variance \u001b[0;0m | 0.0846526401753 | +ve | Ga(0.063, 1)\n", + " \u001b[1mGaussian_noise.variance\u001b[0;0m | 0.254309692789 | +ve | " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bolfi.target_model" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAGDCAYAAABKn620AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHxKJRCKRSCQSicQu/H+iyuK3RIQmLQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bolfi.plot_state();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It may be useful to see the acquired parameter values and the resulting discrepancies:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7IAAAEKCAYAAAAvhmnFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bolfi.plot_discrepancy();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There could be an unnecessarily high number of points at parameter bounds. These could probably be decreased by lowering the covariance of the noise added to acquired points, defined by the optional `acq_noise_cov` argument for the BOLFI constructor. Another possibility could be to [add virtual derivative observations at the borders](https://arxiv.org/abs/1704.00963), though not yet implemented in ELFI." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### BOLFI Posterior" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Above, the `fit` method returned a `BolfiPosterior` object representing a BOLFI posterior (please see the [paper](http://jmlr.csail.mit.edu/papers/v17/15-017.html) for details). The `fit` method accepts a threshold parameter; if none is given, ELFI will use the minimum value of discrepancy estimate mean. Afterwards, one may request for a posterior with a different threshold:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "post2 = bolfi.extract_posterior(-1.)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One can visualize a posterior directly:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD8CAYAAABpcuN4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nluVGYWZmWW4UZmaW5UZhZmZZ/wHui9eDbkOgygAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "post.plot(logpdf=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, samples from the posterior can be acquired with an MCMC sampler (note that depending on the smoothness of the GP approximation, the number of priors, their gradients etc., this may be slow):" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:elfi.methods.posteriors:Using optimized minimum value (-1.3920) of the GP discrepancy mean function as a threshold\n", + "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", + "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.222\n", + "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", + "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.247\n", + "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", + "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.226\n", + "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", + "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.227\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4 chains of 1000 iterations acquired. Effective sample size and Rhat for each parameter:\n", + "t1 1815.55861798 1.00546193997\n", + "t2 1792.76344374 1.00020369358\n", + "CPU times: user 4min 7s, sys: 3.79 s, total: 4min 10s\n", + "Wall time: 2min 12s\n" + ] + } + ], + "source": [ + "%time result_BOLFI = bolfi.sample(1000, info_freq=1000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The sampling algorithms may be fine-tuned with some parameters. The default [No-U-Turn-Sampler](http://jmlr.org/papers/volume15/hoffman14a/hoffman14a.pdf) is a complicated algorithm, and in some cases one may get warnings about diverged proposals, which are signs that [something may be wrong and should be investigated](http://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup). You could try rerunning the `sample` method with a higher target probability `target_prob` during adaptation, as its default 0.6 may be inadequate for a non-smooth posteriors, but this will slow down the sampling. Note also that since samples outside the region allowed by either the model priors or GP bounds are rejected, a tight domain may lead to suboptimal overall acceptance ratio.\n", + "\n", + "Now we finally have a `Sample` object again, which has several convenience methods:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Method: BOLFI\n", + "Number of posterior samples: 2000\n", + "Number of simulations: 300\n", + "Threshold: -1.39\n", + "Posterior means: t1: 0.626, t2: 0.159" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result_BOLFI" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8MAAAHjCAYAAAAHRs0pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGIZhGKbkYGWYYRiGYRiGYRiGKTn+P1ktuzDNhoAGAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_BOLFI.plot_traces();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The black vertical lines indicate the end of warmup, which by default is half of the number of iterations." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAEKCAYAAAAfCnjkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAACMggIVAACAUVCgAgAAMAr/HxGddEHPWIukAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_BOLFI.plot_marginals();" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python [default]", + "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": "3.5.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/non_python_operations.ipynb b/non_python_operations.ipynb index 085148d..0aa602b 100644 --- a/non_python_operations.ipynb +++ b/non_python_operations.ipynb @@ -1,5 +1,12 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This tutorial is generated from a [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks). " + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -17,7 +24,7 @@ "* R function\n", "* MATLAB function\n", "\n", - "This tutorial is generated from a [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks). Let's begin by importing some libraries that we will be using:" + "Let's begin by importing some libraries that we will be using:" ] }, { @@ -62,9 +69,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -98,16 +103,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 4.81966633e-01, 0.00000000e+00, 1.08163575e+09],\n", - " [ 1.46447661e+00, 0.00000000e+00, 2.81716645e+09],\n", - " [ 8.85613616e-01, 0.00000000e+00, 3.66083810e+09]])" + "array([[ 1.78154613e+00, 0.00000000e+00, 8.49425160e+08],\n", + " [ 1.48064044e+00, 0.00000000e+00, 8.49425160e+08],\n", + " [ 1.94733396e+00, 0.00000000e+00, 8.49425160e+08]])" ] }, "execution_count": 3, @@ -198,9 +201,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -221,17 +222,13 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "make: Entering directory '/l/lintusj1/notebooks-elfi/resources/cpp'\n", - "g++ bdm.cpp --std=c++0x -O -Wall -o bdm\n", - "make: Leaving directory '/l/lintusj1/notebooks-elfi/resources/cpp'\n" + "g++ bdm.cpp --std=c++0x -O -Wall -o bdm\r\n" ] } ], @@ -257,9 +254,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -354,9 +349,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -364,34 +357,37 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", + "\n", "\n", - "sim\n", - "\n", - "sim\n", + "\n", + "sim\n", + "\n", + "sim\n", "\n", "\n", - "alpha\n", - "\n", - "alpha\n", + "\n", + "alpha\n", + "\n", + "alpha\n", "\n", "\n", - "alpha->sim\n", - "\n", - "\n", + "\n", + "alpha->sim\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -413,17 +409,15 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[[ 3 1 2 1 4 2 1 1 1 1 1 1 1 0 0 0 0 0 0 0]\n", - " [ 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 1 1 1 0 0]\n", - " [15 4 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]]\n" + "[[12 1 1 2 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [18 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [19 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]]\n" ] } ], @@ -445,9 +439,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -482,9 +474,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -492,84 +482,97 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", + "\n", "\n", - "sim\n", - "\n", - "sim\n", + "\n", + "sim\n", + "\n", + "sim\n", "\n", "\n", - "T1\n", - "\n", - "T1\n", + "\n", + "T1\n", + "\n", + "T1\n", "\n", "\n", - "sim->T1\n", - "\n", - "\n", - "\n", - "\n", - "d_sim\n", - "\n", - "d_sim\n", - "\n", - "\n", - "sim->d_sim\n", - "\n", - "\n", + "\n", + "sim->T1\n", + "\n", + "\n", "\n", "\n", - "T2\n", - "\n", - "T2\n", + "\n", + "T2\n", + "\n", + "T2\n", "\n", "\n", - "sim->T2\n", - "\n", - "\n", + "\n", + "sim->T2\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "d_sim\n", + "\n", + "d_sim\n", + "\n", + "\n", + "\n", + "sim->d_sim\n", + "\n", + "\n", "\n", "\n", - "d_T1\n", - "\n", - "d_T1\n", + "\n", + "d_T1\n", + "\n", + "d_T1\n", "\n", "\n", - "T1->d_T1\n", - "\n", - "\n", + "\n", + "T1->d_T1\n", + "\n", + "\n", "\n", "\n", - "d_T2\n", - "\n", - "d_T2\n", + "\n", + "d_T2\n", + "\n", + "d_T2\n", "\n", "\n", - "T2->d_T2\n", - "\n", - "\n", + "\n", + "T2->d_T2\n", + "\n", + "\n", "\n", "\n", - "alpha\n", - "\n", - "alpha\n", + "\n", + "alpha\n", + "\n", + "alpha\n", "\n", "\n", - "alpha->sim\n", - "\n", - "\n", + "\n", + "alpha->sim\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 12, @@ -584,20 +587,18 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 4.19 s, sys: 60 ms, total: 4.25 s\n", - "Wall time: 5.19 s\n", - "CPU times: user 24 ms, sys: 4 ms, total: 28 ms\n", - "Wall time: 26.3 ms\n", - "CPU times: user 28 ms, sys: 0 ns, total: 28 ms\n", - "Wall time: 28.9 ms\n" + "CPU times: user 2.95 s, sys: 96.3 ms, total: 3.05 s\n", + "Wall time: 5.05 s\n", + "CPU times: user 30.4 ms, sys: 1.7 ms, total: 32.1 ms\n", + "Wall time: 31.9 ms\n", + "CPU times: user 33.8 ms, sys: 728 µs, total: 34.5 ms\n", + "Wall time: 34.4 ms\n" ] } ], @@ -620,9 +621,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -633,9 +632,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD8CAYAAAB0IB+mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYA2+xWKx1BP+H2+Tgfy7JvScAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD8CAYAAAB0IB+mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVlG6AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -685,9 +684,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import rpy2.robjects as robj\n", @@ -741,9 +738,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -771,9 +766,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -781,84 +774,97 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", + "\n", + "\n", + "\n", + "d\n", + "\n", + "d\n", + "\n", "\n", - "t1\n", - "\n", - "t1\n", + "\n", + "t1\n", + "\n", + "t1\n", + "\n", + "\n", + "\n", + "MA2\n", + "\n", + "MA2\n", + "\n", + "\n", + "\n", + "t1->MA2\n", + "\n", + "\n", "\n", "\n", - "t2\n", - "\n", - "t2\n", + "\n", + "t2\n", + "\n", + "t2\n", "\n", "\n", - "t1->t2\n", - "\n", - "\n", - "\n", - "\n", - "MA2\n", - "\n", - "MA2\n", + "\n", + "t1->t2\n", + "\n", + "\n", "\n", - "\n", - "t1->MA2\n", - "\n", - "\n", + "\n", + "\n", + "S1\n", + "\n", + "S1\n", "\n", - "\n", - "t2->MA2\n", - "\n", - "\n", + "\n", + "\n", + "MA2->S1\n", + "\n", + "\n", "\n", "\n", - "S2\n", - "\n", - "S2\n", + "\n", + "S2\n", + "\n", + "S2\n", "\n", - "\n", - "d\n", - "\n", - "d\n", - "\n", - "\n", - "S2->d\n", - "\n", - "\n", + "\n", + "\n", + "MA2->S2\n", + "\n", + "\n", "\n", - "\n", - "S1\n", - "\n", - "S1\n", + "\n", + "\n", + "t2->MA2\n", + "\n", + "\n", "\n", "\n", - "S1->d\n", - "\n", - "\n", - "\n", - "\n", - "MA2->S2\n", - "\n", - "\n", + "\n", + "S1->d\n", + "\n", + "\n", "\n", - "\n", - "MA2->S1\n", - "\n", - "\n", + "\n", + "\n", + "S2->d\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 18, @@ -881,9 +887,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -891,8 +895,8 @@ "Method: Rejection\n", "Number of posterior samples: 100\n", "Number of simulations: 10000\n", - "Threshold: 0.11\n", - "Posterior means: t1: 0.597, t2: 0.168" + "Threshold: 0.111\n", + "Posterior means: t1: 0.599, t2: 0.177" ] }, "execution_count": 19, @@ -985,9 +989,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1015,9 +1017,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1025,84 +1025,97 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", + "\n", + "\n", + "\n", + "d\n", + "\n", + "d\n", + "\n", "\n", - "t1\n", - "\n", - "t1\n", + "\n", + "t1\n", + "\n", + "t1\n", + "\n", + "\n", + "\n", + "MA2\n", + "\n", + "MA2\n", + "\n", + "\n", + "\n", + "t1->MA2\n", + "\n", + "\n", "\n", "\n", - "t2\n", - "\n", - "t2\n", + "\n", + "t2\n", + "\n", + "t2\n", "\n", "\n", - "t1->t2\n", - "\n", - "\n", - "\n", - "\n", - "MA2\n", - "\n", - "MA2\n", + "\n", + "t1->t2\n", + "\n", + "\n", "\n", - "\n", - "t1->MA2\n", - "\n", - "\n", + "\n", + "\n", + "S1\n", + "\n", + "S1\n", "\n", - "\n", - "t2->MA2\n", - "\n", - "\n", + "\n", + "\n", + "MA2->S1\n", + "\n", + "\n", "\n", "\n", - "S2\n", - "\n", - "S2\n", + "\n", + "S2\n", + "\n", + "S2\n", "\n", - "\n", - "d\n", - "\n", - "d\n", - "\n", - "\n", - "S2->d\n", - "\n", - "\n", + "\n", + "\n", + "MA2->S2\n", + "\n", + "\n", "\n", - "\n", - "S1\n", - "\n", - "S1\n", + "\n", + "\n", + "t2->MA2\n", + "\n", + "\n", "\n", "\n", - "S1->d\n", - "\n", - "\n", - "\n", - "\n", - "MA2->S2\n", - "\n", - "\n", + "\n", + "S1->d\n", + "\n", + "\n", "\n", - "\n", - "MA2->S1\n", - "\n", - "\n", + "\n", + "\n", + "S2->d\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 24, @@ -1125,9 +1138,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -1135,8 +1146,8 @@ "Method: Rejection\n", "Number of posterior samples: 100\n", "Number of simulations: 10000\n", - "Threshold: 0.111\n", - "Posterior means: t1: 0.6, t2: 0.169" + "Threshold: 0.113\n", + "Posterior means: t1: 0.602, t2: 0.178" ] }, "execution_count": 25, @@ -1200,7 +1211,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python [default]", "language": "python", "name": "python3" }, diff --git a/parallelization.ipynb b/parallelization.ipynb index ada7f72..ebc0af1 100644 --- a/parallelization.ipynb +++ b/parallelization.ipynb @@ -1,5 +1,12 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This tutorial is generated from a [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks)." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -11,12 +18,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Behind the scenes, ELFI can automatically parallelize the computational inference via different clients. Currently ELFI has two clients:\n", + "Behind the scenes, ELFI can automatically parallelize the computational inference via different clients. Currently ELFI includes three clients:\n", "\n", "- `elfi.clients.native` (activated by default): does not parallelize but makes it easy to test and debug your code.\n", + "- `elfi.clients.multiprocessing`: basic local parallelization using Python's built-in multiprocessing library\n", "- `elfi.clients.ipyparallel`: [ipyparallel](http://ipyparallel.readthedocs.io/) based client that can parallelize from multiple cores up to a distributed cluster.\n", "\n", - "We will show in this tutorial how to activate and use the `ipyparallel` client with ELFI. This tutorial is generated from a [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks).\n", + "A client is activated by importing the respective ELFI module. \n", + "\n", + "This tutorial shows how to activate and use the `ipyparallel` client with ELFI. For local parallelization, the `multiprocessing` client is simpler to use.\n", "\n", "\n", "## Activating parallelization\n", @@ -81,15 +91,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We will run parallel inference for the MA2 model introduced in the [tutorial](tutorial.html). A ready made model can be imported from `elfi.examples`:" + "We will run parallel inference for the MA2 model introduced in the basic tutorial. A ready made model can be imported from `elfi.examples`:" ] }, { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -97,84 +105,97 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", - "\n", - "S1\n", - "\n", - "S1\n", + "\n", + "\n", + "\n", + "S2\n", + "\n", + "S2\n", "\n", "\n", - "d\n", - "\n", - "d\n", + "\n", + "d\n", + "\n", + "d\n", + "\n", + "\n", + "\n", + "S2->d\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "S1\n", + "\n", + "S1\n", "\n", "\n", - "S1->d\n", - "\n", - "\n", + "\n", + "S1->d\n", + "\n", + "\n", "\n", - "\n", - "t1\n", - "\n", - "t1\n", + "\n", + "\n", + "t2\n", + "\n", + "t2\n", "\n", "\n", - "MA2\n", - "\n", - "MA2\n", + "\n", + "MA2\n", + "\n", + "MA2\n", "\n", - "\n", - "t1->MA2\n", - "\n", - "\n", + "\n", + "\n", + "t2->MA2\n", + "\n", + "\n", "\n", - "\n", - "t2\n", - "\n", - "t2\n", + "\n", + "\n", + "t1\n", + "\n", + "t1\n", "\n", "\n", - "t1->t2\n", - "\n", - "\n", - "\n", - "\n", - "MA2->S1\n", - "\n", - "\n", + "\n", + "t1->t2\n", + "\n", + "\n", "\n", - "\n", - "S2\n", - "\n", - "S2\n", + "\n", + "\n", + "t1->MA2\n", + "\n", + "\n", "\n", "\n", - "MA2->S2\n", - "\n", - "\n", - "\n", - "\n", - "S2->d\n", - "\n", - "\n", + "\n", + "MA2->S2\n", + "\n", + "\n", "\n", - "\n", - "t2->MA2\n", - "\n", - "\n", + "\n", + "\n", + "MA2->S1\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -217,16 +238,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 3.07 s, sys: 168 ms, total: 3.24 s\n", - "Wall time: 15.2 s\n" + "CPU times: user 3.59 s, sys: 417 ms, total: 4 s\n", + "Wall time: 20.9 s\n" ] } ], @@ -238,15 +257,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The `Result` object is also just like in the basic case:" + "The `Sample` object is also just like in the basic case:" ] }, { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -255,8 +272,8 @@ "Method: Rejection\n", "Number of posterior samples: 5000\n", "Number of simulations: 5000000\n", - "Threshold: 0.0428\n", - "Posterior means: t1: 0.771, t2: 0.513\n" + "Threshold: 0.0336\n", + "Posterior means: t1: 0.493, t2: 0.0332\n" ] } ], @@ -267,15 +284,13 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAHjCAYAAAAABBM8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRERERMSX/h+c50nAvR7MXgAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAHjCAYAAAAABBM8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd0VOXWwOHfmcmk9046CTWhk9B7VRHFjqKCvV+71964\n1/bZFQvYrlhQbCDSpXcINQklhQTSe89k2vn+GBgSklADg2E/a7mWOefMmTcJa0322fvdW1FVFSGE\nEEIIIYQQoq3R2HsBQgghhBBCCCHEuSABrxBCCCGEEEKINkkCXiGEEEIIIYQQbZIEvEIIIYQQQggh\n2iQJeIUQQgghhBBCtEkS8AohhBBCCCGEaJMk4BVCCCGEEEII0SZJwCuEEEIIIYQQok2SgFcIIYQQ\nQgghRJvkYO8FnAv+/v5qVFSUvZchhBCiDUhMTCxWVTXA3uv4p5PPZiGEEK3ldD6b22TAGxUVxbZt\n2+y9DCGEEG2AoihZ9l5DWyCfzUIIIVrL6Xw2S0mzEEIIIYQQQog2SQJeIYQQQgghhBBtkgS8Qggh\nhBBCCCHaJAl4hRBCCCGEEEK0SRLwCiGEEEIIIYRokyTgFUIIIYQQQgjRJknAK4QQQgghhDihiloj\nqqraexlCnDYJeIUQQgghhBAnNOa91fy2PcfeyxDitDnYewFCtFVRT//VKvfJfGNCq9xHCCGEEOJM\nfXt7P6L83Oy9DCFOmwS8QgghhBBCiBPq2s7T3ksQ4oxISbMQQgghhBBCiDZJAl4hhBBCCCGEEG2S\nBLxCCCGEEEIIIdokuwa8iqJ8pShKoaIoSS2cVxRF+VBRlDRFUXYritLnfK9RCCGEEEIIIcQ/k70z\nvN8Al5zg/KVAxyP/3Q18eh7WJIQQQgghhBCiDbBrl2ZVVdcoihJ1gkuuBL5VrVOuNymK4q0oSjtV\nVfPOywLFRam1xgkJIYQQQggh7MveGd6TCQUON/g6+8ixJhRFuVtRlG2KomwrKio6L4sTQgghRMvk\ns1kIcaGrqDPaewniHLvQA95TpqrqTFVV41VVjQ8ICLD3coQQQoiLnnw2CyEudEPeWMHiJCkebcvs\nWtJ8CnKA8AZfhx05JoQQQgghhBBn5Ye7BtAxyN3eyxDn0IWe4Z0P3HqkW/MAoEL27wohhBBCCCFa\nQ/cwL5x1WnsvQ5xDds3wKoryIzAC8FcUJRt4CdABqKr6GbAQuAxIA2qB2+yzUiGEEEIIIS5sFbVG\n9CYzQZ7O9l6KEBcMe3dpvvEk51XggfO0HCGEEEIIIf6x3v/7ABlFNfzv9n72XooQF4wLfQ+vEEII\nIYQQrUpvNLfJMtYnx3fGYLLYexlCXFAu9D28QgghhBBCtJq1qUX0nb6sTQaGro4OeLs62nsZQlxQ\nJOAVQgghhBAXjYQoX2ZNjcfRofk/g+duO8z499ac0zV8tymLh+fsaJV77c+vYv6u3Fa5lxBtkQS8\nQgghhBDiouGs0zIoxr/F88M7B/D85V3P6Rp6R3hzSVxwq9xrd3Y5i/bIEBNxbtWbzFz32QZScivt\nvZTTJnt4hRBCCCGEOCLQw5lAj3Pb5TguxIu4EK9Wudd18eFcFx/eKvcSoiU6jYZhHQPw9/jnlcxL\nwCvEBS7q6b9a5T6Zb0xolfsIIYQQQoiLi0aj8NDojvZexhmRkmYhhBBCCHHOHSyuobzWAFjLIyvq\njHZekRDiYiABrxBCCCGEOOce+nE7M1amAfDh36nc9e02O6/on+mb9QdtP0chxMlJSbNoM1qr9FcI\nIYQQrS/U24WyGmuG9+6hMUxO+OdmeFVVxWRR0WnPf+6onbcLeqP5vL+vEP9UEvAKIYQQQohz7v0b\neqMo1v/3ctXh5aqz74LOwudrMliSnM/v9w8+7+89/jS7OyflVLA1s5TbBrc/RysS4sImJc1CCCGE\nEOKcc3HU4qzT2nsZpy27rJbJMzfa9hybzBau7hPKK1fE2XllpyavQs/u7Ap7L0MIu5GAVwghhBBC\ntLqHftzB1sxSey/jrHk46egV7oOTg/XP5qs/3cD8nbn0CPO288pOzdjYIN67oZe9lyGE3UhJsxBC\nCCGEaHXt/d3wcvnnli0f5eWq4+lLu9i+fuWKOEJ9XOy4IiHE6ZCAVwghhBBCtLrHxnay6/vrjeZz\nUkLdO8Kn1e8phDh3pKRZCCGEEELYxWM/7eTJubuYtzOnVe/7a2I2o99Z3ar3/Kd6f/kB1qUW23sZ\nQtiNBLxCCCGEEMIuJveLoJ2XC5sySlr1vmPjgvjwxt6AtUtx95eWcKi0plXf43z6a3cemcVntn6j\n2YLJYmnlFZ2d8loDI99eRVphtb2X0uZZLKq9l2B3EvAKIYQQQgi76Nfel8fGdeL1q3uc0eu/35xF\nSXV9k+Oezjr6RlpLjzsEunNN31Cu/mTDWa3Vnn7ccogdh8vO6LVPju/CiM6Brbyis+PhrGPaoCja\neTnbeylt3tSvt/DesgP2XoZdyR5eIYQQQghxUkuS8+kc5EGUv5u9lwJYxwP9b0MmnYM88HN3avE6\nZ52Wpy/tyuR+EedxdWevotZom1X83Z397bya1qXVKEwdFGXvZVwUnhzfGV83R3svw64kwyuEEEII\nIU5q9sYstpxgzNCOQ2UYzeevdNZBq2Hpo8OJj/IFILe8jsVJec1e66zT0iXY87yt7WwtTylgwOt/\nY5Zy1H+UAwVVF9zvrEeYN2E+rvZehl1JwCuEEEIIIU7quzv7c318eLPn6gxmbpi5ya5zd7dllfHZ\n6oxWu99fu/PY3Mp7i0/VsE4B/HzPQLQa5azvdcc3W0nMOrNy6AtBRa3R3ks4JfUmM5d/uI51adIg\n7EIjAa8QQgghxEXOYlExmM4sO7s3r5J7v0tk09Oj6GPHkT1X9AzhjwcGt9r9tmWVsjevstXudzoc\nHTR0D/NqlXt1D/PC7x9a0ro+rZiE15ajN5rtvZSTcnLQsvbfIxneKcDeSxHHkYBXCCGEEOIi9/7f\nqUz9assZvdbTRUdciCfr0ooZ+tbKVl6ZdZ7u7I2Z57VcGuCliXFMG9y+1e63NrWIOsP5D9weGdPp\ngtl3fbr6t/dl7j0Dz8k85XMhyFOacF2IJOAVQgghhLjITekfwUtXxJ7Ra0O9XXjqki6M6hrEp1P6\ntPLKoLCynplrMyirNVBcXc+zv++xS+B4Kir1RvpOX0ZSTgWlNQamfLGJwko9RrOF+77bfsLS4sIq\nPc/8thu90YzRbGFjun3Kqe//PpHthy6MEmgHrYae4d72Xob4h5OAVwghhBDiIhfk6XzWTZ3cnRxs\nDaQAFifl88Xas99TG+HnytqnRhHo4YzRbKG4qh6zemE1BjrKw8mBFyfGEhPgjrNOQ2w7T1wctei0\nGna8OJYdh8q4/Zutzb7WZFYprzViUVV2Z1cw9estVOrP//7V9v5ueDrrzvv7CnGuSMArhBBCCCGa\ntTQ5v9E+1lX7C0kvrOaxn3ZSVNV0/m1DJosFQ4MyZIPJguUsO9i283Jh5q3xuDud3WRNvdHMyn2F\nZ3WP5iiKwpW9QnFxtJbgPjchFo8jwaNOq2FizxDuHxHT7GtDvF349Oa+uDo60DfSh10vjrNL4Pnk\n+C50CHQ/7+8rxLkiAa8QQgghhGjWvF25bGvQefndZQfYkFGCWVVROXHwenmPEO4f0cH29c1fbuaj\nFWnnbK2nY09OBQ/+sP2clUYbTBb6Tl/O2tSiRsej/N0aZcFP5GjQ3Bapqspbi/eRU1530mv35Vfy\n8vzk87Aq0Vad3eMxIYQQQgjRZs24qfGe3PkPDgHglgGRJ3zd56vTGd01qFGm8OWJcfi7n5tuwZsz\nSugd4cOfu3IZExuEl4uO6noTFlVtNkuaEOXL7pfHt8rYn+Y4Omj49o5+9GilTsttjdmikpJXSUWt\nkVBvlxNeazKrVOlN52lloi2SDK8QQgghhGDa11uYvyu3Ve713aYsErMaz+SNDfEk8Bx0sdUbzdz6\n1RY2ZhTz7rIDpBVWAfDK/GSe+W1Pi68722B30Z48sstqWzyfEOWLk0PbzdIelVFUzdSvtpzW6CAH\nrYZvbutHbMjJ9413C/Xinet7ns0SxUVOAl4hhBBCCMGkXqHEnUIAcrzDpbX0mb6MQ6U1VNRZmywl\nRPnSLfT8ZDeddVp2vDiW4Z0CWf/0KPpGWkuGn7msKy9PjDtn7ztrbcYJuy63FWaLypQvNrEnu6LZ\n8+5ODnQKcsfhHGXLhThbdg14FUW5RFGU/YqipCmK8nQz570URflTUZRdiqIkK4pymz3WKYQQQgjR\n1k3qHUpMQPPNijakF2M0WzCYms7CDfZy5vkJXVmxt5ArP14HwLs39CIu5PyV87o6Nt2l5+vmSICH\n0zl7z9/uH8yVvUJP+fp3lx1gxsoLYw/z6dBqFBKifPFtoRw90NOZ5ybE4qA9+7DiUEktmzLsM45J\ntF12C3gVRdECM4BLgVjgRkVRjh8A9wCQoqpqT2AE8I6iKOdm84cQQgghRBtwoKCKAwVVrXa/6noT\nt329lW2ZZfR+dSnr04obnddpNVzdJ4xr48OZeWt8q73vqXpj0T6e/6Pl0uUztetwOYPfWNFqja16\nhHqdUQb9QvDImE4n3WvbGhYn5/HxBdLYTLQd9szw9gPSVFXNUFXVAMwBrjzuGhXwUBRFAdyBUkB2\nrQshhBBCtOCrdQdbnH+7cE8e/9uQecLXF1bpG31dbzSz66VxDIzxY+at8fSN9Gn2ddbSVo8zWvPZ\nuLRbMFf0PPVM66mKDnDjkTEdm+2WXKU38ktidouvLazUYzI3zoaPiQ1iROfAVl9nazKZLZjPcnSU\nyWzhzcX7Tjq2qjl3D4vhuzv7N3vOYLJQbzo3XbVF22bPgDcUONzg6+wjxxr6GOgK5AJ7gIdVVW1a\nSwMoinK3oijbFEXZVlRU1NwlQgghhDiP5LPZPt64pgdvXtOj2XMGkwW90YzJbGl2JExRVT39X/ub\npBzrfs3th8ro99rf1BstmMwW/N2dSC2o5upP1mM0N/snGWDNMq/cX8hfu/OYNGN963xjLegZ7k2/\n9i2P+vlgeSqPzNnR6JjeaOa53/ecMCjzcNZxXXx4s+fSCqt5b9mBFhs1Xf7ROn7bkXMKq7+wPDxn\nJ/fOTmTk26vOeGay0ayyO7ucSr2x0fGZa9LJr9C38KqTe/6PPTz1y+4zfr24eF3oTavGAzuBEKAX\n8LGiKM3WgqiqOlNV1XhVVeMDAgLO5xqFEEII0Qz5bLYfa3FcU5N6h3LP8Bh+3Z7N5R+ubXI+wMOJ\nBQ8NsZXe9grz5o/7B+PlqmNNahFXfLwOPzcdY2ODT9ikaG1qMT9tOUyvCG/uHNr+lNf9zG+7ee73\n1i1PHhcXxA0JEY2OWVSV4up6Nh8sYdaa5rPhJ9I7wof1T4/CWdc0+1tdb+Knuweg0ypkFtec8brt\n4dGxnfjX6A48OLIDmjNsQuXiqOX7Owc02g9usagsSS44pbm7LfnX6I48Ma7zGb9eXLzsGfDmAA0f\nm4UdOdbQbcBvqlUacBDocp7WJ4QQQgjR5lgsKtMX7OXfl3Shos7Iin3WQOTe2YnUGkzEhXjZAmaN\nRqH7kVmyo7oEsfbfI2nn7cKN/cJt17yzdD9bMxuPILpjSHs+u6Uvod4uXN4j5JTXdvOASKb0P/GM\n3xN5/OddTfYYd23nycAYv0bHXB0d+PyWeHRaDfmVZ551bM7499awNbOMXxKz2ZVdflqvTcqpaJIZ\nbc6rf6aQUVR9pktsUYdAd7qHeXNN37Am55Ym5/PJqjPbX6vRKPx636AWy+FPRZiPK+G+rmf8enHx\nsmfAuxXoqChK+yONqCYD84+75hAwGkBRlCCgM3D6j+GEEEIIIdooVVWZtSbjlPdMajQKX01LYFLv\nUBKzSnnql93otAq+7o5oWsgMHxXo4cyfu/MY/n+ruOXLzaQVVlNrMFNZZ2y2g/NRX647SOopNNKK\nC/EiNsSTHYfKyC2vIyW38pS+p6Oi/FzxctE1e+6Jubt4fdHeRsfGxwXzwuXH90w9O29f14P0omq+\nntbvtLo4Azzww3YW7Mo74TWqqlJQpUdvbPnnLYQ4xm4Br6qqJuBBYAmwF/hZVdVkRVHuVRTl3iOX\nTQcGKYqyB/gb+LeqqsXN31EIIYQQ4uJjNKv8uTuXvIrG5aLTF6S0mJHrHeHNjkPljOoSxLbnxxLo\n4cxrV3VvtkR3yhebWJZSYPt6XGwQ39/Zj9gQTzydHXjh8li+Wn+Qd5btb3GNWw6WNFvO+seOHJ6Y\nu6vJ8Sfm7uLdpQeY+vWWFu/ZnIdGd7TN/82v0PPxilRU1boX9ab+EVzZys2tDhRUsTevcVAe4u3C\njkPlZ9RgadHDQ7mxX/P7ho9SFIUZN/Uh9gw7Pm/OKGHX4dPLPAOMiwvm/hEdzug9z6UqvbFJVv9M\n1JvMZ92wS1yYmg4tO49UVV0ILDzu2GcN/j8XGHe+1yWEEEIIcSGrM5iY8sUWXr+6O6U1Bt69vhcd\nAo/tmTSZLRhMZrqHNj8Ld3d2BVO/3kLi82PwcD6WEc2v0BPg4YS2wf7NK3qG0LHBvZ11WrqFetMt\n1Nt27LWruuPu1PKflZ/f0vy4ovb+bhhMFlRV5eMVaVzRK4RIPzcWPjwUR62GyjoTFouKCo3WdCqK\nqupZk1rMvcNjcNAq9InwobzW0OiavIo6Aj2cT/veR32yMg2NovDuDb1sxyL93Pj53oFndL/m5gm3\ntnm7cvFx1dEz3PvkF/8DbEwv4enf9rD9hbFndZ97ZyfSMciDZy/r2korExeKC71plRBCCCGEOM4H\nf6dSXmvAz92Rr9cfZElyfqPzpbUGVuwrIqKFPY99I33Y9eI4PJx1VNebmLkmHaPZwqUfrGH+LmtL\nlYPFNeSW16GqnHTvZKSfG37uTqf1PWQW19At1IvrE8IxWVQWJuUx9r3V1BpMODloURQFL1cdz/6+\nhyd/OZYF3pxRQkVdy/tcU3IrKamup3uYFz/fMxAHrfXP3YyiavpMX8bh0lrbtePeW8PkmRt5feHe\nlm53QpsPlpJwXIfooqp6Co/bF3yijtbHm7czh7IaQ5PjK/YV2Lpnn43XrurOk+ObtsTZlll6Vl2U\n7WVcXDBbnxtz1vd5bkJXbhscdfYLEhccCXiFEEIIIf5hpvSP5KObeuPv7sTMW+OZ0j+Cp37ZRdWR\nhkeBHs6sf3oUkX5uLd7DxVHL9kNlvLVoL78m5lCtN/HHA4NtTaaenLuLj/5O5YO/U6lsEGAazRZu\n+HzjWQVfFovKpR+sZflea6n01oOlzL1nIF9P69cky3n3sOhGpbSP/rSTVfsLW7z3s7/vYc7Ww02O\nRwe488t9gxoF738+OISnxnfm6j5NmzSdil/uG4SHk5Yavcl27M3F+3h1QQpVeiMZRdXszi6n+8tL\nmmSXj1dUVc+2zFLeXrqflCNl0iv2FvDQD9uta92Vx6aMkjNaZ0t2HCqjzmAtvf7vwr0s2J170tfs\nOlzOsw06aS/YndvieKbz5Uwz9A11CPSgnZdLK6xGXGjsWtIshBBCCCFO3/EZV7NFpbrehOVIIjEp\np4IIP1c8nZtv4HSU3mBGRWHJo8MA8HFzBKyNkSb1DmX1gUKGdwqwHQdw0CgkRPkyf2cuHYPccXJo\nuu/3ZDQaheWPD6edpzN6o5k7/reNr6YlMLiDf5NroxuMtwFY/dTIEzbXurpPKOtTi5m9MZNLurUj\nwONY5rlPROMuwVH+bkT5t/xQ4GS8XXQ8+3sSAR6p3DIgkmmD2/PqlXFYVPh+Uxa/78jhz4eG8OnN\nffF2dTzhvf7ancvcxGzWPjXKdiwxq4xVB6wzrN87Ujb9zfqDXNq9HUGezme87qOmfb2V16/uzmXd\n2/HbfYNaHGfVkFaj4ORgzZkl51TwzG97iLrLzbZ3WrTsTMvzxdlRjm7kb0vi4+PVbdu22XsZ4jyL\nevovey/hgpb5xgR7L0GIfyRFURJVVW1+A6I4ZfLZfH6NfHsVdwxpz80DzmzET029idHvrOY/V3Wj\nW4gXwV6Ng6vssloe+H4739zWzxYMJ+dWEBdiDXpmrExjQLTfKY2hmbEyjT05FXx2c99TXt/lH63l\n2j5hTBvcdMbvgYIq0gqq+WhlGq9MjGVrVhkDo/0I9XFplSBxzYEicsrruLHfsdm+WzNLifB1bXR/\nk9lCjcHcYtdogNzyOmauyeD5CV1x0GowmS22EuyjzBbVFiCpqsqkTzbw/ISuuOi0hPu44uV64oca\nJ1Jdbzrh3uuTeea3PdTUm/jwxt6AtfHT7I1ZTOkfiYvj6T8IaeumL0ghu6y2xT3t4tSdzmezZHiF\nEEIIIf4BXl+4l4QoX8bEBp3wuu83Z/HgqBiu7m0t003OrcBFp22SKT1ercHEoDdW8NY1PbCoKpue\nHd3itWE+rsx7cIjt64yiaiZ8uI61T40k3NeV/Aq9rby6oZfmJVFQVU+IlwsvTrSOAxrTNYjeRxoo\nPTJnBwNj/LiiZygfrUjl/pEdbAHZc7/voc5opqbexCtXxNmy3A98v53BHfy5qX8E1fUmOgV50CnI\ng8t6tKNKb+S/C/eycl8h8VG+PH1p072rDemNZhy1GjRHAsyV+wtJyrH+/FbuL+T7OwdQWFXfaB8w\nQEJU4328mcXVTPhoHd/f0Z9eES0H/XVGM7nldRxtDnx8sAuNs4GKojDvgcEAjH5nFdMGRXHLwKgT\nfk8ncnywq6oqZova7Dqa859J3WiYPKuoMzJn62Eu6RZMmKPMzD3etEFR1BrsW/59MZKAV4iLRGtl\nwCVTLIQQ9uHiqCXxUOlJA97aemvQpigKby3ex968SqID3E86b9bV0YHXrupOld7E/zZay4FPVXSA\nO1ueHU3gkQzn9EndmlyjqirldUYuiQumU5CH7XjnYA/A+vWorkFE+7tRazCxLbOMmgYZSA9nHYNi\n/Gjn7dKoNHliz3ZE+bvx994C7v9+O89c1oVpg9rbXvPmtT1QVRq9Z0tu/XILgzr48ciYTgC8t+wA\nOWV1TBsUxfXx1nFB1/Y9+X7fOqOFIA9nIvysQZ/ZonLljHW8ckUcfSOPBccxAe7MvPXESarc8jq2\nZpY2mem74KGhOOtatx3PJ6vSWbW/kLn3Djql663B+LGAPNDDmeWPDW/22jlbDhEX4kX3sIu39Plk\nzd/EuSEBrxBCCCHEP8CIzoHcOzuRf43q1KRcdOTbq3jh8q6M6hLEXcOiAet+wf35VTw6thM9whqP\noHl/+QHyKvS8PDHOdq/Hft5JtxAvbh/SnmtOIag7XuAJyoWr9EaySmr5YHLvE97jip4htv8/frTP\n8dnZmWvSmdAjxBaYR/m5cd/wGKrqTI2u+2xVOh7OumaD8IaMZgvTJ3XDt8F+5buGRuPn5sig4/YW\nJ+dWsD6tmLuHxdheO2ttBjcPiMTTWUfXdp6seGKE7XqtRuHaPmHNBjwWi8rEj9fx0sQ4+h3X8Rlg\nT04FX63PJL9Cz6HSWv57VXeAJv8G5mw5xIBov7Pak3xt3zCGdmy6j7o1bMksxdXJ4aIOeIV9SJdm\nIYQQQogLnKqqLErKY+69A5vdG/nEuM70PC6o1WgUvpyWwN68Sn7dns0Tc3fZSnE7BLozf0cOiVll\nAKQWVOGgURoFXCaz5bTG6TSnzmBmQ3oxC3bncd/3iY3OfbQilcs+XMPcbYc5WFxDVkkN/9uQaTv/\n994CLnl/TYv3XpyUz+YGXYuddVoeGduJXdkVbEgvth1/74ZeJw1216YW0fvVZaiolDYYCTSxZ0iT\nYFdVVYqq6knJrbQd+2HzIT5blU5JdcudmKcNbk+gR9OHAhqNwuSEcIoq9Tw6ZydFVfUUV9fz2/Zs\nAMbHBTPvgcEktPdlVJfAFu//15480gqrT/h9Nic5t4I3F+8DIMjTmSXJ+Sw9bszV2TJbVDyddbbS\n9ZMprNJz97fbTjh+qi15eX4ybx35HYjWJwGvEEIIIcQFzqJCemE1VXpTs+cn9Ghnm4P709ZDLNyT\nZztXU2+mzmC2dog9st3y8h4h7HllPEOOZPNyK/RU1Bkbddp9cX4yj/6084zWm5xbwc1fbGZ9ejF3\nfLMVX1cdix8e1uiaL9ceZGiHAH7ccohfEg+TVVLLshTrmKJag4nuoV7cNyKmxfcYGxvMV+sPklFU\n3WhPbd9In0bNo47vPJxbXsfvO7JtX+dX1NE73IfPbu7L7I1ZfL46vcn+Y4PJwowVafT77zK6vbSE\nfu19eb9Btrp/tC//vao77c8wu3rLwCi2Hy5nc2YJFXUG9uVV8d6yAzwyZwemIw8d+kT4MLpry+Xs\ns+/of9Jyd4BfErP5at1B6k1mFiflU2cwU1xVbzvv4axr9YZTFlUlv0JPvenU9q/qNBr83J1wuEi6\nGV/SLZjRXVt+mCHOjnRpFm2GdGk+P2QPr7jYSJfm1iGfzcfkV+jJq6ijd4QPVXojqw8U2WbftoaZ\na9LxdNYxuUEX4VM1+p1VaBQFRbGW88ZH+Z5SELflYClFVXo6BHqwO7ucSF8X1qWV8OjYTny8Io06\no5mnLmlcklxWY8DbVcfMNRmkFlbz9nU9AUjMKuXGWZtJfH4MBZV6th8q5/k/khjSwZ+vpiUAUFxd\nj06rwUGj8NSvu/F20XFlr1Ci/FyblFbvPFzOfxak8NM9A9FqFJalFPDxyjTmPTCYRXvyeOCH7bx2\nVXcm94tAVVUSs8q4cdYmEl8Yi6ezjopaI6PeWUV1vQkXnYbnJ8Ry7ZH9vCdTZzCzv6CKXqeY2QRr\nJ99+7X3pGuzJJ6vS+M+kbs02kZr61RZu7BfO6K5BOGgUFEWhtMbAr4nZ3Dm0fYsjhubtzKFKb6JX\nuDeTZ25i/b9H2To9P/Pbbi7vEdJkPFRaYTWv/JnMrFvjcdZJ92V7W5KcT+9w7xNuI2jrTuezWTK8\nQgghhBDn0R87c/jvX3sBSMmt5OX5KSfNfOmNZmasTENvPHbdE3N38eOWQ02uvXtYTIvBrqqq/LU7\nD4Op+VLlq/qEct/wGExmC04OGvzdHRnz7mr251edcH1frM3g45Vp/Lo9m2d+28N3mw/z2LjOKIrC\nQ6M78tRoPD+YAAAgAElEQVQlXfh8dTo/bT22Xh83RxRF4Z7hMfQK9+bGmZsA6BHmzbe398PDWcem\njFKWJhfw+NhO3DEkyvbaR+bs5KO/U3FzcuD9G3rxyhVxTF+QwqIkaynu4qQ8auqt2fBPVqVRUKXn\n2s82YDJbGBsbxLwHBrMhvZgADyfuGRrNpN7WhlCKotAr3Jsf7xpgm2GclFPBpN6hbH9hDDtfGn/K\nwS5YA5MpX1i/r5fnJ/PgD8fKul/4I4nvNmU1eU2wpzOezg48Py+Jyf0iWuyYPLSjP//bkMk1n27g\n8zUZABzIr+SnbYepb+H3C3Blr1BuHhBJt1Av9rw8rtFYo2BPFzycm7b48XR2IDbE85xkXFcfKLJl\nsc9WSXU97y7d32r3u1C9u/QA245sRxAnJwGvEEIIIcR5dO/wGH66x9qQqX+0H9ueH4OTw7Gs2cGi\naga9/jeFVXrbsYo6I3/tzqOizkhhlZ6knAoGRPvRNfjknYcbKq428NCP2/lqXQZ/7c4jMau00fkH\nR3bk6r5h3D4kmgW789iTXcGU/hH4uul4beFeymute1SHvbWSJQ32ec68NZ5FDw/j2cu6sv2Fsba5\nrEepqoqLTouHc9OZsbUGE7X1Zu4eZu2srNNqGBDtxzfrDzIoxo8vpsZz68AoZm86ZAvw37ymB3cM\nsV6/LKWAvAo98x8czNRBUeiNZp75bQ/JR/bY3jc8hmv7hFFVZ+STVemUVFvLd99avJ//bTjIkpQC\nnHVaVu0v5PvNWSxJLsC9QdC3NasUB62Cm5OOshoDaYVV3DN7G2mFjR8CFFbpeXl+cqOHCcFeztTW\nm1mWnM/G9BJcHY/dN6G9L12a+f3dNSyagTH+9A73xq9BA63jXd0njI5BHrwwIZar+1gD9l3ZFTg5\naE6Yhb320w18s/4g0LTc++ExHZs0OANrQ7JnLu3Ku8sO8NK8pBbv3VBhlZ4ZK9M4UTVpUVU9d327\njdQz2HvcnPI6I5sySjG08YB3yaPDuKz7qXdRv9hJl2YhhBBCiPNM20KmbH9+FZNmrOPRsZ3wdT0W\n7AR5OrPw4aGANWO5PKWAWoOZa/uGnXDO6/ECPJwY3MGfFfuL8HYpx9PFodGYnPwKPffM3sYXUxMo\nqTbg4+bIbYPbU1FnJDm3ghqDGW9XeH5CV/pGNv++ni469Efm5fq5O1Fea+Cv3XnMWpvBokeGNbn+\nYHENX6zLYPnj1nE2HyxPJaO4mso6I1H+bkQHuKMoYDarTF+QwqXdgpm9KYtdh8v58e4BfLMhkyn9\nI2wdkJ11Wna8OM52/94RPvSO8CHSz41Z6zIY0sEfV0cHnhrfmdu+2cqOF8YCUFpjIK9cz/q0YoZ3\nCqBLsCeAbUQRwJfrDrLlYCkRvq58ue4gL0+Mw+lIcKk3WNicUcLWg6VszCghu6yW9yf3xtNFx6Gy\nWpY82vh7b9iRujmPju1EcXV9i+d93Rx59crGzbjuHBrNLQMjm1y75WApPcO9cHLQ8vi4zrZxSSv3\nF/LivCTWPjXKdm1STgWfr8ngoxubdtQeExvUYnXA8X5LzGZxUj53DY3G0aH5f+8BHk4kvTweR4fW\nycHFBLg36e4thAS8QgghhBAXiOgAN967oTfj44Js2bdH5uygQ6A7l3QLpqjKwH3DY7hzSDRphdWE\neFv38KUVVvHRijTevb6XrezZzan5P/NmTOmD3mhmWUoBBxqUKquqiqeLA6O6BOHh7MDDYzoC1uzy\nk3N38d4NvWxdhsfFBZ/w+/hkZRrr0or57f7BDH1rJS9dHoe/uxPvLTvQaB7wz9sOc2m3YLY8N4ad\nh8uJDnBjfLcgymp8GRjjZ32v91Zz34gYZk2NR1VVaxn0sGgq6oxsTC/h53saBzhHM4oNs5cZRdW8\nvnAvfSJ9ePTnnQxo78fLV8Rx59D2aI7EWlf3Ofkopn+N7ojBbCG7rJYX/kiixytL2PLsWLxcdUT4\nudIz3JtDZbVc1j2YWoP19zCqSyBpBdV8te4gtw2OwmC22DL6GUXVRAe4N/teiVmlXP/5Jra/MBYv\nF2tm/JNVaQR7Ore4Vq1GwdXRgY3pJXQMcsff3QmDycLUr7bw+S19GdYpwPZzBegZ5s3Tl3RtdA8X\nRy0BRxqgHS+rpIaU3EoGRPs1e/6o5NwKfknM4YnxnZoNZl9ftJeRnQMZEO3XasGuuLBV1Bp5/+8D\nPDm+c6NKh/NB/oUJIYQQQlwgdFoNy1IKeGl+MlklNazaX8j18dbGREuSC/hmw0EURcHRQUNsiCfe\nR7LADhoNbk4OKMBzv+/hkZ92Mvbd1ZTVNB2T4+msI9DDmSn9I5ncL4L4/yzjnaX7uWnWZlwdrYFu\nw5JYB42Cv4cTOk3TPxs3pBXz+iLrfuSDxTXUGqz7Zu8eHsOMKX0A+GRKH3pFeNE1xIOiqnpbQF5n\nMFuzuUU1ADzw/XaWJOXTMdADF0ctqqry2E876d/elw1pxezOLrcFsT5ujpgsFm75cjN5FXVsSC9m\n4kfrKK818NwfSTw+d1ejdU6euYmu7TyJCXDn+QldeWJ8Z6rqjfxvQxbj319ru66gUk9OWS1Gs4X3\nlx/gsZ93MvLtlVTpDVgsKo4OGtydHGjn5UJ+hZ4XLo/Dy1XH4dJa2/e1NDmfqz/dYOuafVP/CHqG\ne/NLYjZGs8rQN1fy4d+p5FXUMeqdY/ujc8vruPmLzaxNLQKgd7gP8x4YjEaB7DJrF2oPJ4dTChZe\nnJfEir2FADg6aEh8fgxPzt3FZ6vTbdcUVulJzCpjQo/GpbGujlpenHjsocRtX2+xjXkK8nQ+pTm/\nP2w+RL9oX9uMZNE6SmsMvLV43yln2S8kepOZjKIajKbz3zBZujQLu5Puyv8s0qVZXGykS3PrkM/m\nxmoNphYDl+TcCqrrTdw4cxOh3i6s/feoZq9rqN5ktmUNC6v01BpMLE8pZOqgKHQtND0CyCmrZUtm\nKfGRPhRWGVosUwb4NTGbhChfWzns/vwqXp6fRI8wL565LJZR76zi5v6R3D6kPdX1Jh6Zs4NLu7Vj\nd3Y5OeV6fNx07D5cwU/3DLAF6g3pjWbm7czh4xVpZJfV8edDQzhcWsuh0lreWLSPN6/pwfUJjRtG\n1dSbcHNyYGtmCa8v3EeQpzOPj+vMB3+n0i3Ek3uGx3Dvd4kkZpai1Si8dW0PhnUKpLzWwOHSOtp5\nO7PrcDnhvq5sPljKqn2FJOdWcmXvEAZE+7HrcDlfrT+Ij4uO6xMieGBkBwAsFpUfthziqt6hVNUb\nufbTjdw5pD0TeoRgMltIyq1kVJfARqXr5bUG0oqq+b/F+2nn5cz7k3tzqKSWCD9XCiv19Hvtb6YO\ntP78Iv2OBZUfLE9lxf5C5j0wuMXfTVJOBbHtPNEceT+DyYyjQ+N9vO8vP8Bnq9PZ+eI4nHVaFuzO\n5cO/U1n66HDbNdlltQx5cyXLHxtGh0Dr/uLPV6czLi64Ubfuo//ePlieSs9wL0Z0vjBH6hhMljaV\nQc4sruHp33bz5dSEFis4Lhan89l8cf+khBBCCCHOsy/WpvOfv/ax5bnRthLhhuJCrLNwf7xrAAlR\nvk3OH6+63kT8f5bx3R39iY/ytd3zzqGNS2WTcirIKK6hT4Q3BwqqyCvX8/KfyXw9rR/hvm6E+544\nc/dLYjZuTlpbwFtWY2BrZhlDOgbwzG97+OjG3nQOsgZJL81LpqTaQLdQLyb2DMFsUU8629VZpyUm\nwI2yWgMvXxFHt1AvuoV6Ef+fZbx+dTd6RXjz1bqD3H6kWRVYy7bLaw1c/9kmXpoYy4Qe7QjwcGZS\nrxC8j3QfDvJ0su3HHdwhAIB5O3OZtTaDWbfGs/pAEVsOllJTb6K81sh3d/QjxMeVAA8nRnYOxEWn\npaTawPUNujNrNNZuznvzKrn5y82YzSo39Y+0BVftvF2afH9vLNrHvJ056LQaSo5k3o/+LAM9nfnp\nngHcOHMTV/UObRTw3jsimlub2Zd7VEWdkStnrOfnewbY9mMPfH0F/72qOw4ahSBPZ7qHefHImE7c\nOzzGlr2/vEdIk3FYYT6uLHnkWLALcM/wprOQR/zfKv59SRcs6rHZzhcak9lCn+nLmDGlD8M7Bdh7\nOa0iyt+NOXfLHuXT1XYeeQghhBBC/ANc1j2Ef43u0Gywe9TB4hreXXaAOuOJxxUBuDs5MOvW+Ga7\n6zaUklvJir0FfLM+k3tnb+enrYd4fkJsoz2dzckqqSEpp4If7x5gK1HNLa8jo6QGNyct18WHUaU3\n4u7kYBuh8+xlXZh5azydgz1wdNDg4qil1mDi4xWpjUYrASxOyue1v1JYtb+Qh+fsYnTXQK7pG8o1\nn24gJbeSPx8cgt5kYdbqDDZllDRZn7erI/cOj+bVBSnc/MVmXv0zmfwKvS34e+WKbrxyZRw39Y+w\nZVxvHRhJr3BvliYXEOHrSkWdkaWPDueFibFcP3MTDZsX3zM8hmcndKWoqp4qvdF2fMHuXD5ckcr0\nK7rx5jU9cHTQ8NnqdN5bdoDCSj07D5cz6u1VLEspAOC5CV159/qeuDpqefbSLszddphvN2ba7te/\nvR8Dov14a/G+Rt+fk4MWn+O6NX+xNsM27sjLRcfmZ0c3aj72weReDOnoz6KkfLZkHuvE7azT2srO\nWxIT4EZaQRVvL9nf4jUf3dibUV0DrT/DlPwWr7MnB62Gmbf0pX/7kz80Em2bZHiFEEIIIVqRqqrc\n/W0iV/cJZXjngCalyyHeLtw3vANvLt7HfSNibPNeG/Jy0REf5dOoHDMxq4zuoV7NlmgO7dg4g/XB\n8lR83XRsPVhKjcGMBZV7hsVwfUJvymsNpBZUERfqxdRBUSf9fn7YfIiDxTXMvNVaPVhYpWfwmyv4\n3239eOvangR6OPPxTX0avcbvuKZHry3cS05ZLVmltVyfEN5oj7Cbk5a8Cj2P/rST0V2DCPJwokZv\nZmTnAAI8nKioM/DZqgzcnR2YfUc/2+syi2uI9HOlut7E0pQCPJ0dMJpVNmWUsj+/iikDIlFVlZ2H\ny3n1zxQOldbi6eJAuI8LS1MKefmKOPbmVeLm6MCBjlWU1hq4uncoAe5O1qZdc3aQXVrHpd2DWb63\ngOTcSm7qH8GKvYX89a+hXNMnjC8+WEtlnYkxXQN5Z+l+Ivxc+W17Ds46DYuTC3jqks50DHTnUEkN\n2w+V0ynIA0cHLX0iffhuUxY7D5dTpTfZSqUTonxZl1rc5Hfw/vIDDIz2IyHKF41GYVxssK0SYE92\nua1DNVhLkJemFPDrfYN45/qeje6TV1HH0DdXsujhoXQMan6k1c1fbibKz42KOmOz5wHio3wpqqrH\nZFEbZaMvNIM6+Nt7Cafk522H8Xd3ZFSXIHsvpU2SgFcIIYQQohUtTspnTWoRj4/vxLC3VvHC5V25\nsldoo2v0RjPbs8qoqTfh6azj4xWpODlouWtYNKqq4uvmyJPjuzS6/qZZm/hyagJDOjb/R/zRDsaH\nS2spq62nW6gnY+OC+M9fe7mqdygBHtYg1NvVkftGdrAFztsySzFbVPo303l3aXI+y/cW8NQl1rVY\nLCqBHs4seWQYnYI80BvNLE7KO2lzokm9QtGbzPQ5MkJJVVWe/T2JO4e2Z2jHAAbH+FNWa8DNyYGp\nX21haKcAFuzOY1LvUDoEerDp2dGAdYyOqlpH8ox9bzUPjerI56vT2f7CWPIq9Gg1CqENyomTcyu5\n+pMNuDpqmTooiofn7CTMxwWTRaVfe19+35FDlJ8b5bVG6gxmHLQaRnYJpN5kxlGroVJvZOfhMtIK\nq7kkLoib+kUQ7uNKWmE1d8/exkMjY6iqNxMT4E55nYEB7X35eethJieEc8uASNyddby7dD+rDxRx\nuKyOr6fFc9ewaAoq63l76QFev6ob/g0y/Y+O7cSjYztxvKySWr7dmMW/L+nMDQkRbMsqpUpvpFuo\nJ1d8vJ5r+obx9nU9+WNHDjnldTxzWZcm9wBo5+XCt3f0I6aFztAAz0+Ixd/diaySGuL/s5wNT49q\n9iHL+8sPUFRVb3sQIs5cTlkdFssFWhveBkjTKmF30rTqn0WaVomLjTStah0X02ezwWQhrbCa2BBP\ndhwqo1OQx0kbzCzck4dOq2FsbBCTZqxnYs8Q7miwVxWgSm/E47hscEpuJWtTi3B00PDHzlzmPTCY\nqV9tZk9OBZ9O6dsoiD0aEB+1NrWIgsp60gqrMZgsjTrzltcaeH95KtMGRfH5mnSyy+qYfUd/Jn60\nDlVVef7yWAZE+7E7u5yrZmzgnet7Mql346C+JdV6EzfN2oi/hzPPXNqlUaZx1+FyeoR5YTBb+Hp9\nJrcOjLRlyOtNZq78aD2X9WjHv0Z35HBpLQEejuzLr6ZXuLWc+48dOSxKyuOq3qG2IPxgUTWfrErn\n6Uu7kF+px8lB02iPanOWp+TTOdiTcF9XFu7O4/G5u/B3d+T2Ie25bXB7qvRGJn60jsySWrxcdEwd\nGMmG9BJm3RrPsLdWMi4uiOJqA/+7vR/1JjN1BjPero58sDyV8joDL02MI79CT7BX07L2FfsKyCqp\n5bbBjX//aYVVhHi5sC+/kms/28jgDv7MvqM/69OK6Bvpi7NOyyNzdrB8byFrnxpJndHMJ6vSeGli\nHDqthr15lUz9agvLHh2Op4uD7d/CvJ05DIz2I9Cz8Vqq9EZWHyhqss/3KL3RjNmi/mObJ1ksKlO/\n3sKT4zufdDuAuPBI0yohhBBCCDs5OjIIoHdEy12PG7qs+7EM6fMTuhLmYy1RtWZrDfQI824S7AIU\nVdeTkleJ2aLSN9L6R/u0Qe2Zm5jN9kPltoDXbFHpM30ZL14ei4ezA+PigkktqObjlWn8cu/AJrNg\n600Wskpq8HFz5PWrewDWgNlFp6G63mRrCNUjzJvHx3fCx63p2u74Ziu3DIykR5g3by/dzw0J4fQM\n8+bhOTtwctDy5jU9bFlngB+3HOLZ3/eQEOnLW9d255o+YY3Kwf/7115qjGaScioA2HKwlA6B7nQJ\nto47CvBwor2/G7X1Jj78O5W527KZPqkb7QPc+b/revLAD9vxdHbghctjbQ8P8irqeHLubj6+qTfe\nro58sTaDfu19ue/77fSJ9GH6ld2YsSqNbc+PwWRRcT8S3Hk46/jhrgEk5ZQzNjaYg8U1lFQbmLEy\njT2vjKewUk9VvXWvrKNWQ5XZRGl1PYM7+Nnm8x4Ndo9/kFFTb262nDjc15U3F+3jq/WZzLmrPwNi\nrJn+o424AN6f3Nv2/8mpRfyxPYdhnQIYFxtMO09nuoV6oaIy5YvNDO7gzwMjO/DpqnTcnRwYfVzA\n6+Gs4/IeIdQZzKxPK2ZMbONy24Zl6SeyYHcus9YePGGXaXvQaBT6RPjg00zHcNG2SMArhBBCCHEO\nHC6tRQUiGuyvPCq3vI6bZm1izt0Dm2T54ht0Zp6bmM3Ow+V0C/GkaztPJvZsnG0b3imA4Z0CWJyU\nT4i39T4juwQyskvjMTFajcL7N/Qip7yOn7YdZlxcMLcOjMRsUSmrNfLr9mxenp/M7Dv6kV9RT/cw\nL76+rV+je1z76Ub0JjOzpiZQXFXP7d9s5cup8aQXVrNwTx4xAe4s3JPH3cOsXX2HdPQn3NeVNQcK\nOVxSy6SP13NZ92CeuawrG9OLSS2owsPZAWedFpPZQpXeyL3DY9AbzazYV8jbSw+w48WxtnFLD47q\nwB1D2rPmQDGb0ov5ZkMml3YLZkN6CT9tPcST47vg66ZjfXoJvm6O7M+vtgWXAP8e3wUHrcKrC1Io\nqTYw69Z4XHUOxIZ44qzT8vCcHdToTUT5uZEQ6UOgpxOBHk5c0TMEZ50WrUZhQ3oxod4uRPq5EeLt\nQsiR8uk/duTw6/Zs4qOsDzgCPZ0JBGasTGNdajGZJTU467SsfGJEo59pRa2R+P8u4+d7Btoejhz/\nO84tr2P7oTJMZgs/bcniX6M70usED1IW7M5l4Z488iv0DO7oj8WiYrFYs/s19SZqDGaeGN+ZwCMP\nGxY/MqzFewF8vf4gby3Zz+ZnR+Os05JfoadzsAcl1fX4uDraRiG1pE+ED/cMO/E1zXl7yX5Gdw08\n5YdGeqP5lIPwo5orHxdtjwS8QgghhBDnwJNzd5F4qIx2Xs4sfHiYLTsI1j2o0wZFNcmMztlyiOV7\nC/hiagJJORUkRPnwyOiOfLsx05ZVbWhZSgHzduZw7/AYnpi7iz8eGNzoj/7/W7IPF52WB0d1tAXB\nNw+wjrhx0GoY0tGfyz5cy+zb+tEvypcn5u6izmDm/hEdmDIgktIaA75ujiTnVtAt1JOYQDe2ZZby\n5NxdJET5oigK0wZF8e9f93DdpxvwdXfirqHRKIrCbYPbY7aoXDVjPc9NiMVRp8Hf3YkOge78vO0w\nGcU13PbNVrY9P4b7vttOqLcLb17bA6PZQv//LifQw4nBb6zglSu6kdDeh5+3Hub+ER1IyavAZLFQ\nazDx1pL9/N+1PegV7s3nq9MJ83Xh4dEdQYU9uRXUGkzc9vUW6oxmogPcKa81sCS5gHVPjWT2piwq\n64w8e1lXwLrfd1hHf8bEBtHe340x763mzqExjcbyfLoqnWEdA7hrWLTtWE29iU9WpfPt7f0Y1MGf\nV/9MITbEk2v7hnFlrxAGxvihqOCoa7wPdt7OHLxcdMy+oz8fr0jjqUu60Dm4can1p6vS2ZpZSnF1\nPakF1bx4eTcMZssJA7sOge4M7xTAZd3bUV5rZMTbq1j4r6FE+rkyfVI39uVV0jnYw1ZFcNTmjBI6\nB3s0mZF834gYhnbyJ8jTmS/XHeSnrYdY+uhwxr+/hmcu7co1fcNaXAvQ6MHA6SivM6A3Wk7p2sJK\nPUPeXMmfDw1p8jMUQgJeIYQQQohzYMbNfdiYVkJBlR7X4wIUZ52Wacft0QSYtTaD9KIacsrr+Hx1\nOguT8kl5dXyz1wL4uztSXmukss7IdX3DcDquuVDfSB8ctS0HR13beTLzlr68vCCFRQ8PpbzWyNrU\nIl5buI/rE8IZ+Prf/GdSN578ZTcfTO7FloOlmMwqUf5uuDpp2XW4nJ7h3vz1ryF8v/kQl8QFU11v\nspXoajUK658exYd/p+LkoOGliXEAPHtZVwwmC2E+LixKymdDejFT+kWSUVRNdIA7/xrTkaEd/FmS\nUkBClA+vzk9hY0YJdw2LtpVY3za4PakFVUz8eB2f3tyXkZ0D2ZBeTGw7T1vQlvDf5dTUm3j1yjjC\nfVxx1mnp394PZ52WfXmV9I08lj18eWKc7QFETnkdtw9uT7dQr8a/n1vjURS4/vONjOsayJ3DYnBz\ncmD+g0PociTQ8nV3ZPqCFIZ28GNrZimXdmuHs07L9AUpFFXVM6JzIBV1Rr5Ye5A9ORW8dW13Ugur\ncXOy/p5W7S/EzcmBhChfekd4E+jhyJW9Qqk90ujsmw2Z9I7wZlNGiS2b3lCXYE/b3GEPZx3bXxjL\n4dJaliTn8/L8ZKID3JmcEM518daA97GfdjK8cwBvL93Po2M6cXWfxgGsoih0D7WWy982KIphnfyZ\ntzOHOXcPaBI0z9+VS1pBFY+N69ziv7lT9Z9J3U/52kBPZ76cFk9OWS3P/r6HX+8bdNbvL9oOmcMr\nhBBCCHEO+Lk54eqk5Z2lBziVFqEVdUbm3D2Q3+4fSKi3C+9c34uf7h5gK+ltjsFkIbuslpu+2IyT\nTouiKGxML+HDv1MBGNUlqMWuzkf1jfTl9sHtyS6ro6hKT1F1PdOvtDY6+u3+QUzqHcrQDn7sz68i\nNsST6xPC+fOhIeiNZq6csZ77vttGpd7Epd2CefnPZG6atdl275TcSspqjKzaX8T0K7vZyl/NFpWi\nKr213Le4hin9I5i9OYtrP9vA0uR8pg1qT1ZpLW8t3s8LfySxPr2Yru08cXLQkldRx7C3VpJbXkfH\nIA82PzOGkZ2t2esHf9jB3MTDFFXV89hPO3HSKix7dBg+ro7sOBKcTx0UxcGSGjZllNAl2JPpC1IA\nawn20VE/dUYzLg0eUlgsKl1fWMS491bz7G97uH94DG8s3s+tX27GYlGJDfFkW1YZ499bw57scroE\ne2CyqLw8P4Wk7ArbPe7/fjtXfryOnq8s5b0berHl2dEkRPlxbd8wW/C4an8Rm4/MGx4Q7cfbSw8w\nNzEbT2cdIzoH8s1t/SiutjYbOxVJORVc/ckGxsUG8ffjI/j1vkFcFx9uO98/2pdof3dWPj6iSbB7\nPI1GIaOohjcW7WPhnvwmmWaLxdphvLXsy6/kzePmErdkaMcAOrfz5LoTZJyzSmrYn1/V7LmlyflM\nnrnxjNYpLmyS4RVCCCGEOEcGd/Dnh7sGoD3JPkewNnkaFONny445Omhs+3nTCquI9ndnU0YJWzPL\neHhMRwAyS2roEuzB9fHhtr2f9SYz1UcaJh2VlFNBbDtPLKpKZklNoy7FmzJKGN45gEvfX4OfuxP1\nJjOvXNENwBYAju4aRF55HVP6W8uh9+dXkZRTiYuDhrTCGlRV5ccth1i0J48nx1vXX1il57IP13L7\nkChm39GfyTM38dyErvy4+RA7s8txctBydFrIE+M6szevCm9Xna178LCOAfzfNT2I9Hdl2qAo8ivr\nqTWYrOXggyPxcrH+GbvqQCGVehO3DIikWm9k56FyLolrR0mNgZsHRBHk6cyenEoMpmPlsTEBbix9\ndDh78yo5WFxDYaXe1qX4QEEVEb6ujI8Ltl2v0SjcMjCKhXvy0BvNPD53F8M7BbAnu5xqg3W0VHSA\nG1MHRdGlnQe3f72FdWnFODlomLPtEPd+n8jnt8QT7uvCkuQCJieEExPgRr3JzOA3V/DgSGum9r9/\npXDzgEg6BFqbiL2xaB/dQr24vEc7jGYLOq2GxKwyPl+dwZy7BzT6HR8urcXP3bHJ3OfBHfzZ+Mwo\n5u/KpW+kb5OA9IaECABe+TOZa/qENclqH298XDAOGgWj+djPM79CT0Glnsd+3sm258ee8PWno9Zg\nJuHRP+IAACAASURBVL9Cf8rXh3q7MLlfRIvnv16fSVFVPTOm9GlyrkuwJ9ecJOAX/0wS8AohhBBC\nnCNODlrbyJyTee+GXng663jql12U1hiY1DuUy3uEoDeaufSDtXxzWz+MZgt1xmONmG5IiLAFLEfF\nBLjbAuXErDL251fxwrwk5t47kOKqeh6es5PkV8bbsq2vLdyLv7sjP989AIPFQlyId5MA/Zq+YfSZ\nvoyxccHER/myO7uccF9X7hseQ68Ib7xdHbl/RAei/d147OdddA72ZGSXQN68pjt7c62B7PXx4WQU\nVbMls5RofzeS8yrZ++olvLVkP16uOn45UoZaUKln+oIU1qUW0zvCm6TcCrZmlpJeVEM7734MiPZj\nS0YZSTmVvHJFHAeLanA6kmnc+MxoPJx1ODpo+N/t1qZbmcU1/8/efYdHVWePH3/f6ZnMZNJ77wkp\nEAg99C6oIIoNEey9u2Lvrm3tdUVYFAsqKiJFei+BhCSkkEZ678lMps/vjwmBGFB3dd3ffve+nieP\nTz65c3OTuZE5c87nHF7aXMQ/lqUz4aWd3Dgxgse+zWdKgi/vXJlGU9/3e35BMlqVnFUHKqho0TMj\n0a+/lPxgWStXjgqh02Dm62M13DghintnxCKXDiyWPF7djlYlpaPXSpSPhmXjwrE5HMT7u1He3MNV\no8NYNj7yrEcIaFVyfPtm8dZ3Guk9q9HW/GFB6M1Wlq/LQ6uS8cKCFPx1KtLC3Nlf2joge3/tx0cI\n9VLz/uLhg6oCvDRKthY0onOR9wfTpy1ecZg7p8ZgtNix/cZZsFMTznRsPlrRxqIPD5H12DR+uGP8\nH5rhTQv16J/d/Ed4Yl4i5/sRQ73UhHoNbjAn+u/3Hw14BUGYBbwBSIGPHA7HX89xzCTgdUAOtDgc\njol/6kWKRCKRSCQS/QmCPVwQBIGUYHcqWvTsK2khr7aT5bMT2PPgZAJ0zsY/k+J8Bz22s9eCRHDu\n2bx1TRYzh/hx+5QYShq7OVHXyeGHp+KtUeJwONj9wKQBnXVXLElnW2EjF717gDh/LetvH4/N7hgQ\n9GpVckZFeLG/tIWkIB25NZ0sSAti9lnjlCQSgcZuEx6uCuo6ep1rgsCm/HqevGgIS8aGk/TkFj5Y\nPByD0cq9X+WwMbeeLfkNXJgawNMb8nl87hA2n2jgx9w67poawxV9GeUlHx9hRJgHo/vGLKnkErYX\nNuHlquDb7Foem+ucIeylOTPmKLuqne+P17F4dBgxvhqe31hITbuBXUXNeLoqaOoy8sT3+VS3GZBK\nYNEHh9h4VwbPz0/m++O11LT3ctuaLKYn+vHg17kMCXKjoK6LEE81PlrloGDXYLZS2WrgipFqbpwQ\nwVdHawj1UnO4vI29JS24uchIDXEn9qy5wyq5FG+Ngu+O17Epv4HVy0YNOOfpBkxeMxXI+r5fkLsL\nIR6uvPzTyQEB75yUAH7IqUNvsp2zDP6jJemD1pavy8PTVYGfVsULC377ntnT3txeQoBOxaa7MtC5\nKNC5/P894kcQBKT/fMPo/3oVLXrmv7ufTXdNOOfs5//r/mMBryAIUuAdYDpQA2QKgrDe4XAUnHWM\nO/AuMMvhcFQJgjD4//AikUgkEolEfxC73dFfovpnqGjR461VolHKGP3Cdp66MKm/i/KB0hb0fdm+\n08HuaXtLmhkd6dUfdD30TS5qhYybJ0Zy5ahQYv00jH9xBz/dM2FAiacgCP2lu6fF+WsJ9VQT66fB\nXS3n6R/y2ZzfwJrrRxPoruLN7aUsHB7MDRmRPLexAKvNwbbCRhIDY/rPsfpgBWqFlIwYbzxdFf1Z\nxLkpgaQEu9OuN7NiXzkBbioC3FRER2uYUdCIv7uKGzMi+exINV8frSGrsp3Jcb5oVTKe+bGQ5GAd\ntR29HDnVyjMXncl5zB8WxHfH61iUHsJd02IHdMDu7LVQ19FLl9GK1W6noctIYUMXBrONdbeMYe3R\nGgDUChnXjAnjnumxPLOhAKP1TGb1oqFBAHxyqJL4AC2fXDeSfaUtJAfpuHp0WH/Q8MWRKr7NrqWh\ny8iwEHcOn2qjpcdMoM6F8dHO3+fh8la8tUr+sXTkgGAXoL6zl6HB7mw8UY+LXMrydbnckBFJpI+G\nvJpOFq84zNc3jyHaT8uB0haauowMC/XgylGhXDnK+bzetiaLQ+WtzE0J4I4pMf0Z1vy6ThavOMLO\n+yahO0eHb4DEAC1DgnSDMpsOh6O/tNxosfFddi2XjggZlPn30ijwUCsG/VwAVa0GHv3+BO9fnTao\nzFr05wp0d+HxeYkD5l7/L/lP3n0jgVKHw1EOIAjCF8BFQMFZx1wJrHM4HFUADoej6U+/SpFIJBKJ\nRP9ntevNyKRCf1fhzzOr+GB3OXsenPyrj/1obzk5NZ28dcWw/rX6zt5BwSlAh8GMTCoZEJgB3PjJ\nUS4dHsINEyJ58ZIUhoU4yze7jBZGhHui+FnX5cL6LvQmK9euzOSpeUO4ekwYBrOVHUVNvHtVGjk1\nnewoauoLfqIHNF46l/U5NazNrOHjJensOtlMdlU7nq4KvDVKTjZ0k1/XyQe7yxgR5kFGjDe+biqa\nuo0sGRvOPw6c4s3tJWy+awJ7ipvZXdxMlI8rm+8+E5juPNnEF0eq0Krk1LQbuGJkKO/sLCU5WNf/\ne9tT3MLe4iZumRjJgbJWSpt6eHBWPD/lN7LmcBVbCxoZGeHZH5R9sLuMsuYeIr3VBLi54KqU8ca2\nEr48WoXeaEUuk2CxORgS6EZSkA4/NxXJgTo25TfwZWYNG080sOeByQOCwCfmJfb/fh/8Ohe1QorO\nRU58gJbLPziEq1LGzZOiUMmlvLOzFKVMyp1To4n00TA60ovcmg4CdCpWXDOCHrOVHpOVCbE+AFw5\nKgyN0jnvt11vxoFzLNXSlUcI83KlrEXPuGhvrhkdxtpjNdgdDtYfr+XlLScxWm0UN/YQ7adlXVYt\nggDhXq58k1XDdeMjEASBSB81P+bVc8/0WNzVCj45WAHApSNCeGJeIm4u53+5v3hM+DnX7/8qF6Vc\nwvPzk6lp7+WN7SVMT/QbkEE3W+0U1HUxZcrAfJTN7qDHZEWtlBLrq0EmOXMP2+0O7v86h1smRhFz\njiD5t3A4HJxs7O7vRC36dQqZhPnD/nf3J/8nuzQHAdVnfV7Tt3a2WMBDEIRdgiAcEwThmj/t6kQi\nkUgkEv2f98DXOQO6wF40NIgPrxn+mx47LtqbBWlnXrr0mm1kvLiT7YWN/c2YTrv/qxz+uqlw0DnW\n3jSGa8eFA85S5dNB2LKVmby9o2TQ8X/dVMTD3+YxNFiHoy/ZplbI+PjadKrbDaSFuvP3a0agVclZ\nlB7an6U72+YTDdzy6TEaOo3c+XkOh8rbKGnq4apRYdwxJYaD5W18uHgEs5L8uSA5gMxHpjE53heZ\nVMKn143ixYWp3DwxitGRXlw8LAiNSsbLC1NZODyYGydEsWr/Ke7+IhtwZlvd1XJ+zKvnxYUp3Dwp\nigXDg2nXW/gpv4FhT//Ein3lRPlqGRnhSbSvhrkpgdyw+hjfZtcQ6a3hmjHhWGwOfsytx2y1s/pg\nBftKWjjVYmDh+/sxW+109ZpxU8mw2h206c1cMTKE1xcNxWKzs/C9/XSZLADsPNnMmEhPrvzoICWN\n3Vz+4UFauk34uqnwdVPh56bigpQAvDUKPF0V7C5u4YkLh/DDHeNYPDqMSXE+TIz1YV1WDa9sKcLu\ncHDP9FhWLElnX2krOrWc5m4TcqmEA2UtAMxK8md8jDe3fHqMJSuP8NQP+f2/mw25dSyfHc8Hi0fw\neWY1jZ1G/NxUrMuqobHLSKSPhjkpzrLxlBAd+XVd1HX28k1WLRUtet7aXoLeZOPpi4aweMURwFkm\nrZBJUMml+GiVdPY6f/by5h5u+yyLvSXNXPn3Q794b+tcZIyNcpaPR/tquG1yNF/1ZcZPszucv+s1\nh6pYn1PXv77mcCUXv7Mfb42SR+cmDnjTRhCc+9olv6GJ29lNxs6WXd3BnDf20mmw/Oo5RCL4/79p\nlQwYDkwFXICDgiAccjgcxT8/UBCEG4EbAUJDz9+dTSQSiUQi0Z/jv+Hf5r9ekjJgL6ZGKfvNmaOE\nADcSAs4c66KQsumuDJatyqSxy9Rfcrr6YAVDQ9xZPDp80DlOz4s1W+39gcHBslamJPhy1ciwQcff\nOTWG3cXNVLXqiTmr+VBSoI67vsimXW/GYLZxzZhwAnQq3ttVxuIxYf3fByDC25XxMd7461Q8c9EQ\nVuw7xcf7K3j1slQSA93IjvHGTSWnpceEq0KGx8+aEK3PqSPOTwsIrD9exw85dQwNccdDLWdBWjCb\n8upRK2X87aeT3DsjjitGhvLoBUbcXOTUdvQ65+WWtlDVZmBkhCcjwz25fGQoG3LrWJddy8MXJPD4\n3AS+zKxBpZDw4qZCBEFg+ex42vUmdC5yrDYHoyO9KGzo4pusaj45VMnkeF8+uHo4F79zgBV7yvnu\neB1NnUbsgNXmYNGIENRKGQX1XZgsdpauysRHo2TEc9sQgJRgN0xWO4/PHcLNEwfOtzVbbDyzIZ+J\nsb4sSAtmQqwPI57dRlFDD5eNCCFAp+L1y4fS1Wshp6YTs9VGu8GMl6uSbYXOZlHDwzzYdKKB5bPj\n6TJaeGh2AuuP1xLk4YLZaufH3Ho8XBW8sa2EvLouVl47Eq2LjLd3lHDTxCiuGRPOVaPCkEoENt2V\nQfKTW4j21dBttLJ4TBgVLQZ6jBZ2FjVhtNpJCXbnvrU5/GVWPCMjPMmr7cTdRU6Ih5op8efeJWiz\nOzBabBjMNlzPqkbotVh55aeTzE8Lwq+vJF4ll/Le1cNZse8UZ4evC9KCGdO31/rnBEH4TXuFdxQ1\nctcXx8l5fMag4Dgt1IODy6eet0z7f8Udn2czOtKzv3O66Pz+kwFvLRBy1ufBfWtnqwFaHQ6HHtAL\ngrAHSAUGBbwOh+ND4EOAESNG/LYWcyKRSCQSif5t/hv+bfbW/LF72mL8tLy/eDihnmf2RGpVMrQq\n2YAX6DuKGvFzUzEkUMfekmZu+TSL7MenI5dKqGk30NpjHvSC/qO95ew82cTSsRHcPTUGiUSg22ih\nstVAmJeaaQl+fLS3nCgfLRcPC8JdLWdbURNzUgIGBLxx/tr+ZkiLx4SjVcnRm85ky2w2B0//UMD2\nwgYSA3XcNyOWYA81nb0W8us62ZhbjznRToyvhsPlrRQ2dBPnp6WyVU99Ry+3fpbF7ZOiKW3qIePF\nHaxcOpJoXw0f7S3ni8xqtt07kUcuSOS77FpKGnsIdHeWJc9KCkAulaBWyFg2PhKzzcHwUE8WDA9i\nXVYt2wobya7qoLC+G43SOdJoWoIPqw9WEuTuwu7iZt6+Mg0/nQqDxUpDpxGdSsYlaUGMifbGS6Mk\nLdSDoxVtPP59PvNSAxka4s4Nq48yJNCN7OpOFFKBj/efYmz0mWZQdruDO744zvbCRjp7naXK3hol\nn143ki8zq+kyWtCoZHybVUtpUw9PXJjIofJWDpS28smhCoaGeKBVyZg5xJ8JsT78fW85168+ytZ7\nJvLsfGfw19xt4u0rh6GSS0kK0vFoXxOuE7WdfJNVw8gIT55cX8CKa0cQoHPhonf289jcBBYMC0Ym\nlZBf18kPuXWkBOvYV9rCulvH8dQP+cwfFsSYKC+25DewLquGpeMi8NepuD7j7E7RZ6zcf4qvj9Ww\n+e4JA9aXjYsk2lfbH+ye7brxEQM+1yhl/1K5ckuPiSfX5/P8gmTGRHrzweLh580En+s6/tfMSfIn\nzMv1P30Z/xX+kwFvJhAjCEIEzkD3cpx7ds/2PfC2IAgyQAGMAl77U69SJBKJRCLR/6Tj1R1E+rj+\n0w2sTs+uPe1ce+fWH68jKUjHZ4erSAnWkRbq3p9pvnREyKDjASbG+iAIDm5dc4wLhwaRHu5BUUM3\n2wub+PHO8eTXdfHZDWNIPWsM0uuLhhLhPfBFscPhwGS1o+rb32u02PqbY3X2WugxWSht7qHHZKVN\nb+bqj44wf1gQxY1dbC9q5p0r04j21XDPl8d5dG4inx6q5IUFyajkUlKf3EKcn5ZIX1c+2ltGXIAO\njVJKU7eRTw9Vcs/02P7rCHR3obrdwFWjQpn1+h7mpQZw3fhIypp7OFzexlV9GfJNeQ1Y7c7S4Mlx\nvlyYGkRpUxerDlRy4bAg/N3UZFW18+YVacilEmx2O2ar8/0Vs83BwhGhFNV38c7OMpbPjueR705Q\n297LWztK+fyGUdwxNYYbxkeQ8PgWlDIJFa0G9CYrDpwzeRd/dJgYPy2zk/y4YuSZ5ybIQ02kjysX\nJAcglQhc1ve83bbmGNlVHUyK92XZuAgifc5k4mP9tGiVMmL9NHj0vQlhstoY9fw2xkZ50Wux803f\neCZwzjJu7TGjU8m5MDWAiS/vYsWSEVw5MoTx0T79nZvVChm7H5iEWiFjTnIACpmEj69Np7Cui9Ev\nbCfzkWlcmBrIlFd3E+unHVCZcLZLh4eQEeMzaF0qEZh8Vndwq82O3cGgPeZWm536TiMhngObYFls\ndipa9L8YCAs4s8YSQcBFIWVslPd5jxUxoEO66Jf92/bwCoLwi1OnHQ6HFbgd2AIUAmsdDke+IAg3\nC4Jwc98xhcBmIBc4gnN00Yl/1zWLRCKRSCQSnXbH51lszmv4Q851wZt7WZd1Zg/k65cP4/qMSGx2\nB2qFtD/jarTYePS7PJq6jIPOcai8lVUHKtlyz0T2FDezPqeOaF8Nm+7KwEUuZVaSPxty6jhW2UZV\nq4GRz21j8iu7aO42Ac5y1WOV7aw5XMXYv+7gze3OPcKXjwzlxgnOEt4F7+5n3lv7eerCIQS6qxGA\njXdlsDGvHkEQiPJxZUqcDyq5hOLGbpavyyPWT4u7WoFKLmXxmDBKm3p47adiZiYFUFjfxaIPDnHt\nykzunRHH+GhvvsuuZcJLO3lxcxGXjgjh6R8KGBnuwZeZ1TR1mThQ2spzGwuY/MouLnp7H90mG6Ee\nLix4dz+X//0QUb6uPDQnkaJnZzM13o/ixm4mxvqQHKwju6qdkiY9DsBFLrByyXASA914ZetJPNVy\nQjxcmJXkh7+bErlUYNWBCsqb9agUMkI81Tw+bwh2h4MHv8ph4ks7SQxwc2agFRIivDUsW3WUr4/V\nYDBbmfPGXt7YXsqrW09y79qc/uepqq0XuVSgskXP3Lf2YTqr+zOAzkVOdlUnac/8xNrMapatymRB\nWhBtehP2viGxRosNo8XGlHg/Ynw1bCtq4uZJ0Xx10xgkgsCi9FD2ljSzIde5d/ayDw4y/50DwJkg\nVC6VkBysY+OdGXhrlLirFWQ9Nv28wW5Lj4kTdZ3E+Wspbuwm7ZmttPaYBhzz/u4ynvuxgGc2FHDn\n59mDzrHxRANz3tw7aH1HURMXvr1/0N72s3lplLxyaeqgxm4i0e/177yjVgC/uGHH4XBsBDb+bO39\nn33+MvDyH351IpFIJBKJRL9g6z0TWb4uj7KWHpbPTjjvcRabnSfX53Pb5Ghn1rLN4AzY4nx5bWsJ\nux+cxP0z4pBJBR79Lo9nLz6zh9HXTUW0r5Z5qc7mV3aHg6YuE2bb4IY9l48MZcYQf/zcVDw3Pxmj\nxcacvuyize7Ay1VBfUcvWwsauSEjkjunxjA20qt/FMmxyjau+PAQW+6ZwC0Towh0d+kPsE6Xjr53\nVRo7ipr45GAF+fWdxPpq8XRVsPbmMYx/cQd2u4Oihm6GhXmw+e4MZr+xl+o2ff81Pjp3CHtLWnFR\nSLhwaCAvL0zlse9PcFl6MCqZjMo2A7uLm7Hb7YR4uLDrZBMCsKekhYdmxxPqpWZ/aTO+GiVmq62/\ny3RDl4lbJkYzJMitP4N+9xfZGC02/HUqVHIpo5/fzvrbx5ER401udTtdRhtv7yojMdidhk4jMxP9\n+du2El65NJWR4Z5c83EmY6O8uGS4MzProZaz9mgN4Z5qNuU3IJNIeHt7MQqpwMHyNq7PiCLO39kt\nubSxm3HRXkT6uHL/jDi2FzYy5PFNRPpoWTg8mGc2FLDu1nHk1nT2z8TtNlr46mgNtR29pIe7Y7I6\n+PRwJbdPjibC25XnNxbyweIRADzwdS6VrXrGRHrxxU1jkEkEqloN3Pl5NtVtBjw1CgxmG/OHBTE3\nJZD3rhpGUUMPR061serAKd69ytl4TRCE8wa4W/Ib0Cpl/eXbu042896uUjbckUGop5rH5yb2Z6FP\nSw12p8dkJTHQDZPFNuicFyQHkBbqPmDtmQ0FzE0JYPeDk87ZRO00o8VGebOexECx+7Loj/W7MryC\nIKw/z8cPwLl3q4tEIpFIJBL9F1DJpVwzJowFvzLOw+5wdhDeV9Lc//nJhh52nmxi+Zx4lDIpk+N9\nMVlsZFd2DHhsVauert4z+2fVChlLxoYDsO5YDenPbcNgtgLOjN3pvYujIz2558vjZFW1A86xR3/b\nWkxBfRfrsmqp7zRy9egwIvsaW2VWtOGmkiOXSXj8u3y8tQouSAlg+bo8Hvwmt//7x/q7ccnwELYV\nNnL/tFgemh0PQLfRypR4X0ZFejL/vQPUtBsI9XTlylEhTIh1lrr+kFPH6oMVvHt1GomBOt7eWcrn\nmVX89ZIUUoM9+O54Lc9uKGBbQSMjwj3JiPGmsdNIbYeRly5JZv4wZ9CfVdWBRCKw+8EpjIr0BMBs\ns/P2rhJsdgcKmYSf8hvIr+tkc34ja49Wc+RUKw4c3P5ZNgE6FV/cOIYp8T7461Rc9ffD+LupaNOb\nsNjsvLW9hC8yq7kkLYg9JS39pd3LZ8dztKKNUC81MT4abHY7a45UIwgC624dR35dF2sOV7G3pIWS\npm4mx/tyY0YU8989QHFjD/H+OiK81GSeamX+sCCKGropqOvsz2o2dBr57EgVj1yQwNqbxvLOlWnc\nNCGKURFemKx2Vi4diUIm4cn1+cT5a8iv6+JQeStyqQRBEJBLBaYm+HLkkamEebly+6RIjpxqY/m6\nPNr1Fpq7jTR3m4jzcwaMb20vobaj97z3bVZlOyfqOgHoMVmZlxrAhjvGM/Tpn8iu6uDiYUGD9tCO\nifJieqIf/m6qQaXy4Cx9DvYYWM58uvzZV/vL+243n2hg8YrDv3iMSPSv+L0Z3gzgaqDnZ+sCzjm7\nIpFIJBKJRP+1ihq6sdod/SXH56KUSVk+J55xMT7Y7Q7CvFzZef8kHA7HgIxWdnUHnhrFgPXXLx82\n6HyvbytmXmogeTWdxPhqUCvOvFyraNET7u2KViUn85Fp/R2UvTRKVl6bzoubi1hx7QiSggbuI/7L\nN7kkB+l4eE4CO4uacO075/REP/x0Kipb9RjMNhIC3Nhf2sKrlw3l2Q0FvPRTMQeXTyG/rpPqNgPx\n/m5svDODYA81epOVME9XXt9WzMXDgrDa7WRXtTMhxofEADesNgdKqYTajl5uW5PFrCF+PDwngYL6\nLux2eHtHCXH+Wq4YGUpRQw8tejPtejOB7i7oTRZe/ukkVpszWJwQ48Wh8nYqWpwvOb8+VkNjlwmd\niwyrzU5Dp5EQDzXRvhq+za5ha0EjXb0Wpg/xI7+ukyEBWtbn1HNDRjivbi3GRSZhaIg7r/fNAr51\nzTG8XRXIpAISJAR6uHD9hEh0Kjn3fnWch9flUdbcwz3TYvDSKHhoVjxHK9uZ8douTFYHr20r4fKR\nQXxxpBaZBILc1RQ3dlPRamDh8BD8dCpi/LRsu/fMjOIQTzUhnmpW7T/FmsNVfHPrWF7aXOScs3us\nBpvdwbKzGkJtK2zku+N1VLToya5qZ+nYcFwUUuo7exEEgdp2A29sL+XDxcOx2x0cLG8lI9aHIPfB\nc6EBls9JwGixkfLkFgRBICVYR0aMN2mh7gwP8zjv/Q6wbFUmSUFuPDAz/hePA3jqoqRfPQbgoqGB\njAj34FB5K6PP0+VZJPpX/N49vIcAg8Ph2P2zj13Ayd9/eSKRSCQSiUR/joZOIyWN3QPW5FIJOwob\neXdX6S8+dlF6KEHuLox7cQc/5tYDDAh2TVYbG/MauGd67C+WdYKz6+3QEHdevjSVz24Y3b/eYTAz\n+ZVdHCxrwWixUdY8MN9Q2txDXaeRRR8cGrBXcvOJBmrbe9l8ooGSxm4OlrcS6qWmus3A/V/lcKK2\nk9UHK3ljm3NPb1ZVO6VNPXx181iOPDwVrUrOt9m1XJ4eSmWbnoQAZ/A/8eWdfJFZzZc3jQGczbma\nuk385ZtcPtxTzqHyVr47Xseb20tYkBbEa9uKaeg0snh0GNVtek619lJQ383h8la8NXL8NUpSgtxZ\nOi6c0iY9YyI9ifDRcOXIEB6+IBG5TOClLcU0d5t4aWEK2++diMFkI8RDzfAwD45XdxDq5YKbSsb8\noUGMjvTCanNw2YgQtC5yHH3Pk7erHIfgfAPCW6Oky2gh1NOVEE81FpuDKF9X9pW20NJj4nhNB0qZ\nBIkAYZ5qFqQF82NuPVf9/TCjIjzpNNq4Z1osT81LwFUhx1ujYFioB4/PS6SuoxeFTGDGa7to15sH\nPFeLVxzuD8wjvV15bG4CFqszcE8Ncae8pYeXL0nhoqFBWGx2Mk+1cWFqIEvGhNJptLDz/kn4uqkI\n9nBh1dKRmKw2vs6q466p0YwI90QiEfjshtEMDXGnqcvIjqLG/u99vLqDR9blYe5rXPbKpancOimK\n2ydHMyHWh5snRQ9qRvVzD8x0jpv6LWx2xy/u3T1NEASOV3ecc2+wSPR7/K4Mr8PhmA0gCMKLDofj\nLz/78sHfc26RSCQSiUSiP9OqAxUU1HexetmZIrWFw4Nxd5H3l72ey/bCRj49VMn7i4fz8sJUkvuy\nq9sLG9mY18Crl6WilEnZef8kABq7jFyz4gj/WDYSf93gMs+3d5RS1NDNmutHMeqsTJe7WoFGJaPd\nYGFfSQt3fZlN3hMz+8tOL0gOoKbdwKykAARBwGy1c7SijYmxPqxeNpL4ADeauowkBemI93djF7hX\nWgAAIABJREFUX0kLUT6uLBoRgiDA6Zjk6b6MXFO3EV83FUaLjQhvVxIDtZxsdKNdb8ZTo+SGjAjW\nHq3Bp2+000d7y3lwVhy51Z0Ee7jwl2/yOFjeSrfJQqS3K5eNCOHBb3IZGenJ2Ghvfipo5Oubx/DJ\noSpKGvW8tKUYCTAt0YdYfw3Pbyzim1vGMur57ewvbeH+GXHE+Wnx0SqZ88ZeCuu7cAAmm50Jsb6c\nqO0iIcCNEC9XVAop+8taSQzQMj3Bj++O1xLm6cKj3+XTabTgcAhY7Q4ufnsfaeEebMipp9toITlI\nx5rDVTw0O56UYB3PbCikx2RF5yKnuLEHlULKuGhv3F3kSCUSNtwxnvXHa/lgTzmHHp7K0cp2PF0V\nOHAQ5++Gt1aBm0rONR8f4Yc7xmOy2qhu66Wp20Sop5prVhzBz01FS4+J3Cdn8tGSdAAKn57d/7we\nLm9jycojJAW58dIlqXhrVYR5uRLm5YqrUsrOokbnqKHxEdwzPW7Q/XSwvJX3dpWRHu6J0WKnpdvE\n2mPVjI7yYl5qIDOG+A84Pt5/0CkG+XkFwc9Vtuo5VN7KovRQbvrkKFE+GpbPOf8++NPmpgQyc4g/\nRovtF//mRKJ/xh/VpflcHZln/0HnFolEIpFIJPq3e2BmHH+/Zvig9WmJfoyPOf+IFLsD9pe1cqpF\nz/gY7/75uX5uKny0Cr4+VjPgeJ2LnAVpQRjMVjbl1Q8638dL07k+I4IoX82grx1aPpU5yQEcOdWK\n2WIns6INgIK6Loobu9l0ogGLzU5uTQc5NR0sXZWJ3eHAW6tk2t924+Gq4GhFOx/tLWdEuAdf3zKW\no5Xt3P9VDrm1ndjsDp5Yf4K1R6sY+8IOXttazGvbinli3hBGhHthszuY/OouGjqNXJAcyBUjQ5FI\nBNbn1PHhnnKe+C6fQHcXRoZ7MjclgIdnx+PvpuKFTUW06s3kPzWTzw5Xcd/aHGo7evlobzkKKfxU\n0MATcxNwVUo5UNZGdVsv14+PZNWBCibF+hDg7sIrP52kvtPIofJWHpwZh7QvUd5jtKJRSWnvtbD6\nQCU3ZERyxchQ3NVyTrXoeWpDAY/NTQAErhgVwrMXJ/PKpSlcPz6cGydG0tlrxV0tZ3iYB8NC3alt\n1/PerjIK6rqoajVw5agw/rZoKGtvHkPGiztp05v426KhPLOhgL/vLXfudRUEXt1yErvdwamWHmJ8\ntUyK8yG/tosHZsbx7lVp7CluZvFHR1hzuIJJcT6kBLuT9+RMxkR54a0dOA+696yGUONjvNn9wCTe\nujyNA2UtaPvGZG3Mq+eit/fz1vZSsio7eHRu4jkzqUqZlE+vH8XwZ7dx86fH2F7UxP6/TGFHURPP\nbCgYdHxzt4luo2XQ+m/x8b5THChrobixh/U5zg7S982I4+rRYYCzcdfPu1b/nM3uYNjTWzlY1vov\nXYNI9HO/K8MrCMItwK1ApCAIuWd9SQsc+D3nFolEIpFIJPp3MlltFDf0kBzszFZJJQJSyT+fVZqe\n6Efxs4Pf508K0lHZauCbrBoWDj/T+Eoll3LTxCjW59Sxcv8pZiX5Dyhz9tWqeOgcXaGr2wzsKGpi\nydhwon213Dghkl1FTUT7anhtWzER3q5suCODnUVN3PTJUdLDPfnqptEUN3aTEODGgzPj8FArmDnE\nH183JbNe38ONE6L4JquG3OoOPF0VJARo2V/aysbceqYm+BLi6cKT6/O5elQYVruDLzKruTw9hEve\nO8Dc1AAW9c2erWrVsyAtkMoWAzesPoq3RkG8v5ZJcb6cqOtCAswa4o/Jauf9XWX461SMjvTk4/2V\nqOQSLkwN4GhlB90mG+OjvTlR085zGwtIC/XgYFkrsX5a5BKBR77LIzHADU9XBWHertjsdmrae1m2\nKpNbJ0VjsztICdbx+Pcn0Chl6I0WfLQq3thWysa7nON5TvN0VdJrtpJf20F5s563rxzG0pWZPHlR\nEsu/yeWlzScJ9VJzz/RYjBYb7+0qxWy1YbU5+MvXuYyP8WZbQSMvbCxiZIQnvRYbRQ3dzEkKoNdi\nY3y0F2Fealp6zER4u3Lzp8eYOcSfBWlBNHQaeXFTEQ/MimP+sCCCPVyo7+wlQOfcbzvmhe28tDCF\nWUnOWaunG0HZHeDo66xd3NjNhBhvPl46krd3lLApr55nfywg3NuVNdc7S+HNVjsPf5vHc/OTeGVh\nKmOjvFAppGiUMpaOCx+QRT1Q1sJta7JICHAjMcCNR+cm/tN/Cw1dRvx1KuYkBzA90Q9gQJfoWz7N\nIjHQjYd/IdurkktZsWQEaWHu5z1GJPpn/N4M72fAPGB9339Pfwx3OBxX/c5zi0QikUgkEv3b7Clu\nYdGHB/tH8/w7XJASwMfXpp/zaxNivEkK1HH7Z79tz2Jlq4FNJ5wZ4cvSQ5gxxJ9Pj1Tx+rZiUkN0\nLBsXDsDkeF+mJvhxoLyVY5XtLF5xBKVMwqUjQpBKBKYl+pES7M6rlw0lNcSNa8aEkffUTC4eFsS+\nkhY23DGe728fzweLRzAtwQ+9ycb8d/ZTVN/FlrsnMCnOh0+vS2dnURNfH6uhTW/mZGM3U+P92JTf\nSHq4O03dZoobe7jz8yzW59Th5iInJdgdlVzKO1emIREgwN2FIUFu6M02Nuc3svlEPbdOiuSyEcHc\nNCkKuwMUUglyqYSGLiM9JhtGix2b3c62wibmJAVQ1dZLrJ+W7l4rr28rYVF6CM9vLGRrQRNSwcGt\nk2OcwajZynWrjmCzO9h1solbPz3GjauPctOnWZQ0OccqVbf1YrTa8dWqKHp2DnNTAiis7+b7rBoy\nK9rZVtiIv5uKmvZeYvxceW9XGbF+WjxcnfN9N+Y1sGrpSN64YhgPr8tj0YeHeOy7E3yZWQ3Aj3dm\nMD7GmyOnWlm84ghFDV28ub2EUC81OhcFl7x7Jlf06mWp5NU4OzyvPVrNrpNNAFisdpZ/m0dmRRtS\nQSAp2B2Hw4HebCOnpoNes40QTzWlTc793QqZhKzHpnO8uoOvjlXjrVX2z7lNCXbHV6vkig8PUd/Z\nS0qwO3+9JIW3rhjGPdNjqW4zUNNuoOVns3gBVu0/xYubiwatPzwngTnJAee9h19YkMwtE6N+9V4f\nG+3dP85JJPq9fu8e3k6gE7jij7kckUgkEolEoj/H9EQ/Dj40ddDolXPZXdxMXUfvb27Ucy4r9p0i\nt6aDlxem0qo38cyGAhwOB7dPifnVxzZ2Gbl37XG+unlM/1pqiDsHHpqCAFy7MpMJMT7492UIX1s0\nlCtOtTEh1odL00MHdouuaue2NVk0dBlxVcroMVnJe2Im9355nEAPF+ID3Mip7iDQ3YWP951ifLQ3\nY6K86LXYePTbXI5WdnDt2HCKG3u4ICWA2vZefsip51SLHqVcQnO3mXunx3CqxcB902O5YfVRLh4a\nyJRXd7Hl7gm8t7sMb42Sb7NqSQ7WIQBR3q5E+WnJrupgbWYNerMNo9UZxPWYrGiVUqx2B6EeKk42\nOIO57UWNeGuUPDlvCNsKG/n0cBVKqYTrx4fT0m3i0hEhlDX1UFjfhclq42RjD0lPbGZavB8Hylo5\n+ug0Fr5/ALPVQbfRwl83FWEwWREEuHH1USw2O3KpwJMbCkkKcuPJC5O498vjpIbo6DbauG58BFeP\nDqPDYGbCSzsBeOaHfFJDPLh+fDgPf5uPVCLhyKlW5r65l5qOXlQyKTdNiOCjJSPwUMu5/bNsMiva\n+eia4WTEeFHa1I2/zoUAnQsrqyuw2R1Utxn635TRmywMD3Nn98lm9pe1cNnwEGIf3UTB07OQSyU8\nNDuBS947wG1rsthyz4T+5/zmCZG4KAa/7Jf0dWdWK2RolDJm9u3nrWo1MOHlnYyO9CTe340nLxyC\n0WJDb7LipVES7avFS6McdL5fE+KpHrR2sKyVGD/NgOy7SPRH+r1jiUQi0f+Y8Id+/EPOU/HXC/6Q\n84hEItHvcXq/7a9p7jZR0274Tcd2GS3UtPWSGOgs5azt6MVqszM60pNwLzVfHavm3Z1lrL99HFKJ\ngLtacd5zHatsY/3xeh6bm8AtE6OQ/iw4v3VNFteODefrW8YOWFfJpUyI9QHoz+itOVRJc4+Jhk4j\naoWUe6bFkh7uQaSvBlellIwYH5aMDWfF3nI+O1LFnOQALkgJJCPWh4K6Ll7cfBJfrYKbJkZyY0Yk\nX2RWc7K+G41SzuXpIUyM9WHN4UrqOowMD/PkzqmxWKx2Xr40lX8cqECrkrHw/QNoVXJauk3MSw3g\nWFUHU+J9uXpMGGOjvHhyfT5LxoZz65osJMCUeF8OlLXi56aiy2SlVW/h4mFBfH2shgdnxnH759mo\nlTKmJPiRV9OBSiFl5f5KAt1deOibXFwUMjp7LSQFulHc2E20rwYvrYKOXgsXvbOf2ydH8+rWYiQS\ngVMtehzAh7vLya3tRCaBpEA3TtR2cu2YcBo7jfhplRyr7CCnupNn5zube+nNzuBXq5KzNrOKE7Xt\nZFa00WOyMCnOm1MtBu6ZHovebGNdVg1HKtp5ekMh81IDcFXK8NEquXVNFmlhnvyYW8fVo8PYUdTE\nnVNjkEkl3DfjTCMqqVTC5elhzE7yR6OUUtzYzdgob+RSZ9GmxWbHQy1nTN/8YnC+WTL2rzv48c7x\nxPufKS/+4kgVH+4pZ0dfM7WzhXqp2XbvRAJ0KooaurDZHby/u4ydJ5v5/rZxv7in/Z/1+PcnuD4j\ngkXp//qbSSLRLxEDXpFIJBKJRKKf+f54LVE+mv5utGfvwf3Vx2bXsnJ/RX8g8faOUsqae5gY68Nt\nk6MxWW1MjPX51QzZzpNNvPBjIdXtvTx10RAOlbfy8pYi7pkex/UZEQiCwOykACJ9Bje3OpvRYiO/\nrpNHvjtBrJ+G2vZedj4widzqTqL9tHT1WmjpNlPdbuBQeSsXJAcwJsoZ0MT5azle1c73x2t57uIh\nTEt0ZgB3n2zihQXJeLgqkEsFAnUqNp6ox12twF/ngkou4W9bi9mSX09JYw83TohiRJgHO4qa0Shl\nrLlhFEMCdby7q5Quo4Wc6g4e+TaPug4jHXozj89N5OUtJ+nsNdPYZSTEw4Uekw2tSka0r4Yn5iVy\nwyfHCHR3YXthI6sOVNBusDD11d28tDAFX60ShUzCV0drkEvhRF0XKpkErUrG7ZNjWH2gkg6Dhec3\nFjI60ov0cE/+tvUkHb1WIr3VTIrz6cvId2JzwKtbiwnQqYj119JtshLrq+F4VTuXDg+hudvE1sJG\nFFKBU60G3FxkeLsqWTw6nP1lLZQ29eCikOCrVfHG5cOw2e14uSr4PLOa6Qm+pAbrGBvljUIqkFXZ\nxrQEP8xWOwE6FT/m1lHeoueOviqAu6fF9j+vbQYLh061sukuZyb3wz1luMil7DrZPGB2s5+bivev\nHk5Fix6rzY7DIZAcrGPmEH9kUoEXNhaes4Nyr9mG3eFg0QeH+PzG0VyfEcllfXu2/xUOhwOr3dEf\nnJ+25e4Jv6nKApz3ck51x4Du5SLRrxEDXpFIJBKJRP+nPfBVDvNSA/sznr/FzqImTFb7r45fOZer\nRoWxIO1MgPz0Rc6S24K6LsDZNfd0E6LTcms66Oq1Mj7GG5PVhkwiwVOtYH5aEHOSA5j66i4uHR5M\niJeab7JqWDwmDJVcypWjBmbFXt5SxNQEP9JCPTBabGwvbGLTiXpyajrYfHcG8f5uHKtsJ6uynTs+\nzybS25XSJj0SCbx62VDWH69le2ETge4uxPtrqWw1cMPqTJaNi2DFvlOUNuu5PD2Ea1dmEuPrSkmz\nnn1/mUJQlAuvbysh2EPF21emkfrUT9wzLYYOgwWNUsbRijZqOnqde3d1LgwPc2YgP95XwYQYby4Z\nFkJTlwmFTKCiRc/wMA9kUoHtRc24KGQcOdVKsE7J21cNZ/GKI/RarLi7KAj3UnPxsCBW7q/o69rs\nwGC2cv0/cqntMOKrVVDfacJFIUFAIK+2C3e1nIlxPtwyOYpIbw0yiUBJUw8zh/jzQ249Hx+oZO+D\nk7l2XASLPjjAscoOWntMvLIwhSd/KOCh2fEsSAtm8iu7mPvmXjbdPYG6DiNtemdzqm6jBY1KxqoD\nFcT5uSIIAh/sKifQw4UXFqTw+Pcn2FrYyK2Tonh7ZynPXJyMj1aJ0WIj2leLVCKQWdHGrCR/XttW\njLdG2R/w9pptrDlcyZR4X2J8NUT5uPY/929sK2FirA9HH53WXzXgHINkwGCy8uaOEsw2O0azjZVL\nR/LurlIMJtugN16MFhsljd1c+M5+XrtsKEcemYanq/N8p6sFfkmnwUJTt5EYP+2A9RX7TrE+p471\nt48fsP5bg12Aw6fauOXTY+Q8MWNQ4CwSnY8Y8IpEIpFIJPo/LdzbFY9fKBs+l9cvHzZo7f6vcgjz\nVHPH1F/ecyuRCLgqZRgtNlp7TGwvauLS4SHMTjp/M59dJ5upbe9lfIw3N64+Rry/luVzEkgNccdg\nttLaY2bVwUpeWZjKqAivQTNKW3pMtOvN9BitmCx2AG759Bgmq52Klh5aeszoTTa6jBYOlrVQ1qwn\nxFONViXDw1WOzkVOdZuB+cOCmJbgh8XuDBzBwUdL0kkIcCO8sJHkIB3LVmbir1OybFwEuXVdGExW\nOnstlDR1kxqi44nvT7B62UjkUoFXfjqJQiqhqs1AuJeadr0ZtULKvLf2Mj3Rj0XpweCA+AAtk+N8\nmZrgy6w39lDeoufw8qksXXWUYE8VXx2tpabTRIS3hknxPrR2mzlQ3kpRfTd7S1qYkejH+pxaWvUW\n7v8qF4PZit5sQ2+2oZQKxPho+WjJCPaUNHPv2hx2FTdTUN9FWqgH7109nPRwT0616Nlb2oKnWoFW\n5XyJfO2YCI5WZJEc7I6XRomPVsm+khaq2w10GS08caGzk/H628exPsf5ZsH9M2IZEebJx/tPUd1m\nwOqApy5Korajl/Rnt2G02vBUK7hvRhwXDQ3CR6vsz6Y+eeEQzFY7wR5qXORSLkkLJtDdZcDz/PmR\nKixWO7uKm/nyJuee7r9uKmLV0pEMDXVHLpXw4Nc5eGuUtPSY2JhXzz3T49h+3yQ69Gb2ljaz4N0D\neGnkjIrw4tXLUvvP32t2dqPeU9LCdeMieHpDAVmPnWv66Pl9nlnFDzl1/HhnxoD1i4YGkR7ueZ5H\n/TYTY3049uh0MdgV/VPEgFckEolEItH/abdNjh7w+drMamYl++Om+m37d0+bPywInctvf8zK/RV8\ncqgCux0yYnyI8HY977F39gXRD6/Lo8NgZum4CDafqCcjxgdXpYw7p0az+mAlebWddBkt/SNfTvvk\nYCUHylr46uaxNHUZWfTBQWL9NKSHe1JQ18nf957i5k+O8ZfZ8Vye7pxRK5NK+NvWk/hoe3A4HHyZ\nWc13t43rz+a9tLmInwoauWpUKPetPY5aKaOn10Kn0cqsIf489n0+s5MDMFrsuKlkzEsNxGy1ozfZ\nSArSsaOoiWAPNbOS/AnxUBPnr2XuW/voNFiobe/lje0lBHuo2f3AZO77Mptvsut45uJEiht7eGt7\nCQFuSuo6DEhwoJCC2QZ2h4NLhgVx7aqjaBQS3Fzk5NR08NWxGj67fhQvbikiKVDHxFhvbvssm1cv\nTeWDPeUkBmpZvi6P/aUtGK12FFKBcC81vRYbB0tbaerp5bIRIazYW46bixx3tQKHw0FSsA6pVIJM\nIiHGT8sjFySw8L2DGPKt7H5gMn5uKu798jhLxoYzLcGfFXsrWHO4En+dim+za+nqNTMq0ou3dpSQ\nX9fF0nHhrM+pY1S4BxkvbueNy4fxxPp8Pj1YAcAPd2QQ5qWmucdEl9HCuztLWTI2ov95DvFUs/2+\nSQDc0ndfZ1e1c7SijWkJvsilElp7TKSFeZAUqMPTVUFamAfTE/xwOBy4uyoorO/m+flJ7Cxu5qmL\nkgbcR8tWZZIUpOPdq9K4/h9HuWvqwL+d3+KGjMj+ubtn89E63zD4JYfLW4n00fzicS4KsXuz6J8j\nBrwikUgkEon+ZxgtNt7aWUKsv5ahIf/cnM9x0d44HA5KGrsHlWuey9Jx4RTUdZIcrPvFYPe0g2Wt\nlLf04KVR4q6Ws3xdHh8sHsEPuXUU1nUxf1gQI8I9BmTJWnpM3Ls2B5vdzuQ4XwxmK2abndYeEycd\nDmwO2FPczGc3jCY5WMfJhm7Sn9vGXdNiuGtqDLtPNlPZqueGCVG06s1sOlHPVaOcwcrUBF82nWjg\n+R8LECQSrhoVxg+5dUT5atld3IyPVkmATsWW/Hpe3FzEvtIW/N2U3D0thnaDmWOV7ShkEnadbGb1\nsnTu/jIHAciv6+TZ+cm8u6uUQJ0L7+wsoctoRS4VuCApkLe3l1LarOeR707Q1G2ipsPIdeMj+OJI\nFZ8cqiSnugMAnYucHpOV77NrkQlw1YrDDA1xZ9YQP5aszGRynA9fZlZjMFv5IrMGpUzAZHUwPtoL\nAdhX2sriMaEs/vgQVjt8sLscV6WMLqOVwrouLnn/AK8uTOWROQkMC3HncHkroyK9yHxkGhty6wj2\ncGHGa7upbDWwLruW5bPjcVFI6bXYWbziCAazDYDRkV609JiI89dy88QoYvw03LD6GB5qOY9+l0+v\n2YqnqwI/nYp4fy0mqx1XhZTSph4MZjvXjDkTPHYbLQDY7c7Ab+H7B5g1xJ8YPw0j+u6Lb7Nr+e54\nLRvuyMBis/PU+gLe3VnGlaNCSQp0o7LNwPgYb965Mq3/vFabHZlUwrPzk3BTyfHRKtl418AM7W8l\nlQi/qfT5XJ78oYCrRoVyeXoIZpt9wF5kkehfJd5Fon/ZH9WtVyQSiUSiP4tKLmXvg1P+5cfn1HQy\n/939ZD06HQ/XXy6TVkglTIxz7rU8W5fRwvJ1eTwxLxFfrap/vbPXTHKQjkcucJbJZj8+A3AGOVvy\nG6hu66Wh0whAU5eRq1cc5umLhtDaY2LpuHA25NRz+FQrcqmEuamBAxocnZYUpOPFS1KYOcSfv+8t\np9di4+9L0kkP98RgshHpfeZaX9lSjK9WyZa7JzDhpR2cqOtk810TqGozcOPqTPx1Kgrquyhr7kEp\nk+KqkNLQZeKJ9QVYbA4mxfoQ5K7ize2lpD61lUB3JQ5gaqIfFw4NZH1OHbOS/Hn8+3wuSA6g5Lk5\nVLbqsdlBIsCIMA9KmvT4ahXcNimaI6fa+dvWYtxdZMxO9sdssdPYZUQqCPhoFejNNrKrOli6MhO7\nA8ZGefPOrjLAOdLHbHMwJ8mPBcOD2ZhXj5ergrr2XgAWjQhmf1krvm4qCuu7WJddjcFs49WtJ3lg\nZjxLVh6h3WAh3l/DAzPjGRftzbMbCrDaHLip5ET4uJJZ0cY1Y8K4PD2El7cUs2BYIDq1gqYuE0Ee\nLoR4qnlzewmrDlRwQbI/12dE8tzGQkZFeOKqlDE22guJRMBFIWX57ATaDWbeX5zGj3n17C9tIVCn\nYs2RasI81QS6q3hsbiIzEv24LD1kwEif68ZHsLgvSJZLJRx9dBrlzXr2FDdxx+fZeLoqSArS8cHu\nMvaWNDM8zJOvj9Ww8c4MOgxmon6lCRrAko+PcNOESMZG/3HdmgF+vGM8EonAG9tK2F3cxLpbx/2h\n5xf9bxIL4EUikUj0/9i7z/ioyrz/458zfTIz6b33AoQACSX0jiCC0kSsWBALi23tupZ17bquXcGu\nSBMUFJAqvYQUkkAaCUkmvU4ymUw//wfBCAsq9/69F/U+70fMzJlzDjMnr5nfXNf1+0okkgs0IMKb\nfQ+M/9Vi92hlG6lPbOGTA6fYd7L5rMdkgoDT5WbJFznYnK7e+y/pF9Jb7ALkVbfz/OaeJlSHH57I\nS/PSuCwtFABPrZI56eH4aFUEGNSYrU5ONptZOiGBepP1dDdekSvfPcDCDw8DsDqrmlHP7+TS/sE4\n3W6GxPhx44gYdhY1sv9kMyuzqjhR39F7/P4RXqRH+ZBfY6Khw8bfZ6ayfG85l72xl4oWC746NTMH\nhOLjoeLS1BA8tUqSg/XYnW7+ua2UDcdq2XqiEZ1ajkYpQy70NOIK0KvZkFvL/pMthHlrSQjUkRHt\nA8AtH2fh46HELcK8wZGkhHhySb8QPj9URW51O3KZwOBoP/aVNtPSZcdksSOXCUT4enCq2UKYl5rJ\nfYNRyuCVrSW4XG5auxxMTA7ET6ei3erkka8K+Cq7luYuO9uKmhge68eqLCPdjp7u2R4qBWabi4em\nJqPXKLh/dS4d3Q58PJQUN5i5d3UeFruTylYLAyK8USllTO0bglwmcPWQSG78KIvZ6eHI5TLyqttZ\nsOwgo17YSWWzmflDIvjkxiG8ftUgRODhqSncMjqW+6YkMTzOH6vDRVuXneV7K3jwq3zsTpEVh6s4\ncqoNvUbBFzcPRSYIzBoUxqy392Nzus/JrxUEAbXip2m/T28sZNGnWUzsE8yDU5PRqRW0dzkYFuuH\nUi5DIRd4eV4ab+4q4/bPsy/o72BkvP9Za4svlMPl7s0UPp8fG1hdmxnFC3PSfnY7ieR/QhrhlUgk\nEolEIvkfuJAv+n1DPfnXVQNZcbiapDOmP9udblRyGU/N7McHeyt4b3c5NwyPxnCe9cQ2p5uObsc5\n93daHXxxqIqbRsagkMv4aOGQnuJ2cCRalZyNfxmF2eqgs9uB0+3mkn5hwI9TgB1Mf30vMkFg691j\nkAsCa7ONvLXrJLMHhfLcd0VcPTSSFrOdqf1CuGbZITw1Sl6Zl8ZTGwvZVFDP49NT+P54I4lBBu5b\nfYx/zU/jyKl2Fg6PJtLPg5ONnbz0fSl+OhV3jIvHbHVSa+pmd0kTcpnADyVN5FS3kxnny62fHsXl\nFlmXU8O45ECcbhFjm4VFo2O44q39qBUy5qSHMSYhgBe2FBMfoGNvWRNKuYxX5w1g6cpsjhk7qGzt\nyUh2iXD7uHguSwvhkfUF+HioePe6DMxWJ+0WB/1CvUgI0LEhr5ZWixOA28bG4a1TYbb9l+a6AAAg\nAElEQVQ5aeywMjcjnGazna3HGzColQhygX5hXgQY1MxND8ctQlWrhaGxfvQL8+QvExPRKGWsy63h\nm7xacqra8dIoePybQvx0Knb9dRy3fXaU57cUk2808cLc/gBcu+wQr80fyKAon9739s2dZRw42cIX\ntwzD5nRh0CgZlejPP749zqLRcRg0SgI91XhpVUzpE8zMAaG/ei3OHhSOwyWiV8t5csNxll2fQaSf\nB5F+Hny4cAj7yppp67Jjc7iYfYHxW7eMjr2g7f7dok+ySAw28NDUc2OQzuSrU/WuJf/f1G6x/2IO\n9sVw5FQrDqf7Nx89/79MKnglEolEIpH8nyaKIoJw4dEoF0KjlDMhJYgJKWc3l3rwq2MAvDJvALeN\njePqZYeYkRZ63oK3ztSN8fSU2zPd/PERatutzB8cyeFTTfh4KMmI9iW7qo3395Tz0cIhTHxlNzq1\nvLfBUUOHlc8PVSG6RVq77PjqVFz+5l7umZxEsKcahQw6rS4uSwtBrZDz8Lp8Inw8cIsib+wowc+g\nYXxyIG9dPainqKtuI8CgQibA5D4hfJNXR3mTmQPlLUT5eBDipWF9bi13jO9ptlXd2sWJug6mpQZT\n0mAmPtCDBpMLf4OKIL2aghoTp5q7GJ8cwMosIx0WOzJgUkoAf994grUhRrw9lHTanDhcIpelBfPx\nwVMYW3ten3mDwlidXYPF3pPVe9/qY9wyKhZjezf7Tzazp6SJxk4745ICWPzZUcxWJ1cMCCXaX0d7\ntxM/vZqNeXXsKGrioanJTEgJQi6Dd3aVE+njgadWSaCnhk6rkwe/yufBqcl8X1jP+pwaTN0O9j4w\nng1LRjLmhR3461XEBPTkHaeFezH1n7t5cW4agZ5qntl4gqoWC3tLmlk0JpbYAB0Jj3zHtNQQtEo5\nD1+awvwhkagUMlSKnomYu0uaOFjeyscHTrF0QiKjEwN4cUsxm+8afUHX4uAYPxo77ZQ3d5H7+OTe\n/f7oRF0He0ubiQ/Uc/+U5F/c1/K9FYiiyM2j/rOC98GpKb0dsC+2PaVN3PRxFvlPTD5rRPxi213S\nhMXukgre39Dv44qTSCQSiUQiuUiufPcgE1ICuXVM3P/4uZsL6hmfHHhOEfFz7p6YiNPdM63T20N1\nTnTLj6wOF+uyjXhrlfR/Yguf3jSUtNNNti7tH0qQQcOukkayK9sI9/EgI9qXUG8tI+P9aeq00WV3\nsuiMokQmCBg0CqanhbEyq5p+oV4sGBrJok+OkhJiINhLQ99QTwZF9ow2Lh4Ty7I9FRx/6hL2ljZx\nzfLDzM0I56G1+fjp1YyI8+fWMXEkBBqobO2ioqmLCSkBdFqd1Ju6SQzxRCmD5Mc2Myren71lzbhF\nyKlsQwDkgkBZcxcGjYKwSA/GJAXioVKwbO8pdCo5u0qa8dQqyapsRwRq2630P910a2iML+tyavDW\nKmk/PQKuUSv4+o4RvLGzjBAvLfdNSWL53gpazTZsLhGFTCD/iSmszqrG5nSzcGQMa44aGWxz8sbO\nMoI9NWTG+/H6VYPQqxWkPfk9T87sw9TUYHYWNeKrU/HEjH7sL2tGJgiEemlwuETunpiAsa2bZXvK\nWTgihrsmJWBziORUtXGqpYvypi5mpIXSbLYxPM6POenh7C1t5nBFK7GBem4fG8/C4TEkBOlpMtvw\n1CjP6h7e2GnlcEUr3Q4Xa4/WkFPVzrz0cJ7+t+7KRfUdPPPtCfz1am4eFUNysCdymYDd6WZvWRPH\njO3o1HJGJZybRX3zqFj6hHr2/njwSwINan6ckOxwuVn0SRYPTE0mOdizd5uqFgvhPtrz5usmBf96\ns7f/lmGxfqxdPPx3VewC3Ds56WKfwp+OVPBKJBKJRCL5U6ozdXPbZ9ksuz7jnHWOZ3pgahIhXr88\nTXlVVjV2p/usuJW2Ljv3rspl1eJM+oZ6AT2F6qGKVsYknltYQE+szKJPsojw9eCx6X3Ou82P3MC+\nky08fXk/dhU3sqe0iTvHJ3BdZjSrs6rZV9bcmxdcVN+B2erk5lGx2Jwuwny0xAf1dIZe/FkW9SYb\nx4ztPdFAqSHUmrrJN3aw9Z7R/GtbKfk1Jl7fUcqa23qaBK3Pqe0dXTZoFHio5Bw91cbyGwbjcLoR\nZFDV0s2mgjrWHDVS3Wbhm7w6npjRl1BvDQ+sLUCrEDCoFeTXmBiTGEBZo5nSpi5Eer7U3/55Dl1W\nJ8eM7fQP8yIjyoeHpybx3OZi/PQqPFRyms02lo6PZ3CMH8Pj/DB1OzC2d3PZ63vxN6h4aFoKG4/V\nsiqrmhtHxPDedRkAfHm4CmNbNzqljBfn9OfLw9WsOVrNI+sLuHJwBAtHxHDgZAvD4/2JC9RTXN+J\nxe7CV6difU4Nr8xLwyWKfHKgktyqNsafHqnPjPNDIRcobTQzISWQCB8df1mRg0Ylp6XLzom6Doxt\nFny0KpQyAVEQWXGkmhAvDdF+HlS0mNlSWM/y6wcz6vQ18vClP03vbTHbONnUxZCYno7LN3+cxcSU\nIK4dFoUgQJfNxcqsaib2CWZwzE/dur20SvqHe9HR3TNNu9/fNhPh68HdExO5e2Uuf52SzAf7KvjL\nhHMbmUFPgy8u4PeeH9eQQ8+PFonBhrNmJ7jcIpNe/YE3Fgw6Jzrr90Ypl5Ea7nWxT0PyXyAVvBKJ\nRCKRSP6UPDVKxiQG/GpESnqU7y8+DiAA/z7r2UenouDJKWdNh86tbue2z46S/dgkNMqfRo6azbbe\novu+KUlolb88qqRRyvnkxqG9t7cdb8At/tTsZ25GBHMzInpvv7XzJDaHi6TTBcjmpT9Nd+0T4onN\n0Y5bhNQwT+IDDTw4LZkp/9zNh/sruH9KEhvz6xgQ4cWACG92lzTRbLYR5NnTQbq920mQp4bEIANf\n59TwwpZiBkV6c/hUG9cNi+Kj/ae4PjOKiX2DCPf2INpfx6alo1h5pIq3d5Uhl8nwUMpp6bKx675x\nPPFNAYs+zSYhUEe/ME+67C5e3VZCfo2J4nozfUI8SQnRs6e0hU6rCy8PJdlVbRwsb+bmUbGkhnkx\nONqHMG8tswaFU93aTUmDmZe3lvD6VQNp7bJT2mhGLkCXw81X2TV4ahV8caiKuyYm4KtTcdunR0kJ\n8eRgeQsjEwLYV9ZMSYOZY8Z2thbWcbTKxFMz+3K4ohVvrYLNBfUs213O4Bhflk5IINfYxvcFDcxM\nC+Pm0XF8sLect3edZEiMD243dNmdzEoP59lZ/Smu7+CS1/bwXUE9RXUdzBoUzvJ95bhEkbFJgWe9\n71uPN/Du7nK23DWakoZOpqWGkBHtQ2mDmauGRP7s9RLipeWvU5Jp7bKz+NOj3Ds5CaVcxtMbj/Po\n9D7MSQ9nYp/An33+f0ImE3hoagqLPz3KgqGRjE4MQC4T2HbPGML+g4ZWF0tDh5Vnvj3Bs7NS0f2H\ncUqS3zfpXZVIJBKJRPKnpFMruHvS+Ue0/qfOLC7P9O9rf4fF+pH3t8kozpjO+cG+Cp7ecJxv7hyJ\nSiGj2+Ei8Tw5vrXt3fh4qKg1dZ8TDTPxV0bL9p1sxukSufnjLFbemsn1HxxmbFIA/cO9WJVlpNVs\n4/nZqTy18Tgj453MGhTOgiERfHGoiuQQT/z1Kg5VtHHDB4f5oaSJJRMSuGdSIqZuBwfLW3j7mkHc\n+NERHpiSxMAIbx6+NIVtx3u6O189LIKDFa18dKASmQBXDAzn7kkJvL+7nMqWbry0SmZNDePbgnqu\n//AwxfWdyAS4c1w8D35VQKCnCptT5LphUZQ2dZER5cPSL3NpMtvx8lAwqU8w963O41BFK4OifBif\nHERNWzdtXQ7W59TwTZ6RLpuTQRHevLmzDI1Szn2Tk8iM9aO1y87OkkZmDQzv7aw8PM4PuSCAAFcP\njWLZnnJi/XUMjvZl1lv7EQS4pG8wt312lEhfDbXtNjxUcrYcr+ef20sx25yEeWuJDdDx2vYSnp3V\nn4/2ljMhOYDlNwzB6ujpvK1RytlSWM+z351g/4Pj2VfazOosI6MTA1hz1Mjc9Ag6rQ7W5dTw7q6T\nPDe7P/OHRPLB3go+2l9BqLeWoroOwn20fJNbyz+3lTApJZC7JyXhoVLw1zV5PDQt5aziUquUkxHt\nw5WDI2jrsvPGjlL6h3mhUcqJ8vv1LOgf/WVFDiPi/bhy8M8X2T/KiPYhxOuneK0IX48LPs7vgSD0\njPb+xsv4Jb8jUsErkUgkEonkT+PpjcdRymU8OPWXm+/8b1qfU8O7u8vZds8YALw0Sm4bF0e/ME+e\n3VTE8VoTZpuLdbcP7y2Y95c1c90Hh3nk0hSW7alg34O/nhVc296Nr06FRinn7zP7cvfK3N7/900j\nY4jw9cCgUXDTyBjGJwcSYFDjqVEyNTWEee/up7jezPf3jCXIoObvl6fyVbaRzDg/5mWE868dZUzu\nE4SPTkV2ZRupoQYQIauyjYLaDgprOjhQ3sLKRZk43SKiKLLwo8OAQJvFxlXvHaTNYkcE2rsdPLyu\ngKRgPR4qOcEGDSarg6mpofjrNdxwOjZp78kW1hw1opALuFwifYINFNR28NjXBQyI9MZPp8LY2s1t\nnx3FLYoMifbl6Y3HabfYUSlkbDtRT0OHHXDT7XDz8YFTJAUZ6BfqxdGqVt77oZyWLjuvzE3jZJOZ\nlUequax/KBVNXfh4qIjx1zEuKYDSRjMTUwL5Lr+OqlYrvjolFpuTI6faGBXvR6SvB+3dDjRKOT46\nFZ8cOIXNJeKnV9NitvH85iKGxPgyONqXhEA9Ph4qvi+sZ0JKEPdPSeKytBDSwr2pbe9m+ut7+fTG\noTy/qYgNx2oZGuvH8hsGn57SrWB6/1DaLXYKjCbGJ/vz/OYS0qN9mdovBA+VnEPlLewta+aVeQMA\n0Krk3H9JzzXwdW4NTWY7nVYnI57bwerFmRccJTSxTxBxAT9fIDtcbpwuEa1K/h83sPq9CDRoeHme\nFIH0ZyYVvBKJRCKRSP40JvcJOm+znP+mccmBZ426nRn18vC0FOpNVjYV1J01Ojws1o/Nd40i2FPL\nzAFhF3Sca5Yf4uqhUdw0MoapqaFMTf1pfeXoxAA6rA4u/dceXps/kA/3nWJsUgAPrD3GuORAXpk3\nAA+lnFe3lfJ1bg3jkwPJrzFxw4hoAg1qrhgYSkWzmYUfneCaoRHc8UUuggBf59YyOz2MyweGMTU1\nhBHP70CvVjAtNYT9J1tJDjLwypUDsNidLP0yh0CDGmOrhVBvLR8uHMyOokYe/7oAm8uNqduB1eni\nmswodhY18n1hPS63m7+MT2JzYR251e18cctQHlybz96SJvz0KnaVNHH72Di2FzXwVa6R3Mcns6+s\nmf1lzSzfd4rLB4RS3dZNldHE4Bgfdpc2s+9kM3qVgvhAPTani6c2HsfU7WBQlA+vbS/l88NVhHhp\nCDS202HpKWQbOm3oNQpCvbQsGR/PPavyAJE8o4niBjMRPloUChmjEwK4b00en940lORgA1uPN3Ci\nroOcqnae2XgCi8PJsFg/3t9dgY9OxbObiugT6smXR6pJDfPEbHUiCLDjvrEU13eQ/NgmXps/gMvS\nfroGqlu7+exQJdP7h3LPpEQaO2wcqmiltNHMdZnRtJjtFNaaCPHSUtnSxZ1f5LD93jEsGBLF8Dh/\nwn08uH1c3C+uY/9RvclKsJeGGWmhlDR0MvONvYxJDOCef2uk9NL3xRTWdPDZzUN/Zk8Sye/HhbUU\nlEgkEolEIvkDGBrrx+DoX1+T+1tr7bL3/ttfrz4nUuS1baUs+iQLgGAvDQtHxJz1uEwmUNZoZsTz\nO342f7TT2tOR+KN9FRTUmFhxyzCuGXbulNP9Zc3kVrejVym4bUw8AXo15U1m+oZ6EenrwR2fZxPi\npcVHp6LD6uDhaSkkBulZNCaW7/LrGPXCLlZlGXn2uyJUMgG7U0StALcIHVYnfUN6psiKosiIOD+G\nxfpyzbAo9Go5IxL86RPqSUa0LzaHm4YOG1H+Oho6rdz8cRaBBg3PzerPVYMj+aGkkWGxfvztsr7U\nmaw0mW1sWjqa0qZOjhlNJAQZ2FJQR2WrBbkMmjrtWOwuQODQQxP44IbBvfFPC4ZFEmhQMSDCi+zK\nNuakh9He1fN6pYV78f71GVS0WNj7wARaLQ4EQaBvqCcb82pJCTbQYraRV21i/pBITjV3YbE7cbpE\nUkI8uWtlLjq1gmExvsxLD2dOevjpoteD4oZOVHIZe0ubyalq57lNRWxYMoqt94yhy+7E5hRp67Iz\nINIL0S3i66FkfXbPtObi+k7aLHZ8dCqCPDUMifHj1tFxDIjwQRRFCmpMAKSGe5H16CTuHB+PQibQ\nbLaTEKhnbno4/cK8uGV0LPevOcbao0biAvWkRXjx2rZSNhyrJTZAj0oh4+qhUZhtTo7XdtDaZae4\nvvOc6ybfaCLzue20mG10211Y7C5CvLWcsXS8180jY3n68n7nPiCR/A5JBa9EIpFIJBLJ/weTxcHg\nZ7aRXdX2s9tc2j+EW0b/8tTP0YkBLL8+A6fLfc5j2VVtDHp6K6ZuB3lGE7Xt3QR5as4bqfJtfh07\nTjQAsGBoJMv3VnDMaGJfWTM3jIimztSNzelCEATumpjA8boOShrMrDhUxfqcWgCGxviiUshQKgTe\n2nWSsUlB9A/3IshTzfJ9FTzxTSF3fpHN7pImcqra+ezgKcw2FwXGdpwuN2WNnXywcDD3X5JEaWMX\niNBhdRAToGNTQT2fH6zkoa/y+Xh/BV02Jw6nm8HRPsx4Yx8quQyHS6SquYu1R40A2FwQE6Bj5oBQ\nihs6qGixkB7pw5XvHeD2z45isjh59NI+VLZY8NWp2FxYT2FdB0OifDhWbeKb3BpuGRXD7Lf346mW\nM3tQGGuP1uASRRo6rNhdIh/dkNEzVVit4ODJVlQKGYW1JgZH+/L49BQKazvYXtRIbICOt68eRJi3\nlk35dWiUMlotdr7KqWHFLUOxOV1YHS6mpYaw/vZMrhoayaaCBpauzKPV4uDrvDqm9AlCpZChUyt4\nbVsJxjYLE17+gXHJgWiUck7UdXLZG3tp7LQCPeuB1xw1sqO4ke/y69h4rJanNh4n89nt/FDSxNrb\nhnPTyBg8NUrCvLW0Wex0nI5s+tHqrGoeWHuMFYereGDtsXOum35hnmxeOho/vZoP9lXwyLp83rkm\nnXunnBuTE2BQE+N/4WuCf8389w6wt7T5N9ufRHImaUqzRCKRSCQSyf8HLw8l624fTr9QLxo7rcx7\n5wCvXjmAgaczbQHiA3uaUG3Iq2XbiQZeOx0ndCYPlYKMaF8uf3Mf01KDWTT6p5yYtHBvVtwyDC+t\nklevHHDe8xBFkes+OMwNI6L5cO8pJv9zN5/cOISqVgt3jItjTGIAPjoVc9J7GnA5XW6ueu8QjZ1W\nRBGmpYagUshZc9twXt1aTFWLBYNWQbCXGoVMoMPiwGSxs3hMHEcr23h+dn/WHDXy3u5yuh0uwr21\nFNR28N6ecl7YXMzQGF9cbhF/vYpOm5OBkV6EeWu5cnAEQZ5qVh6p5oUtJby4pQSlXGBHURNb7hrd\nk+MbZOCNnWWMiPdjw7F6pvQN4rX5A3n7h5O8t7ucyweEkvzYZkQg1EvDXStzqG234qdXEeip5sYR\nMTy3qYjDlW1MTQ3i80PVxAfqMbaa6XbC6qNGLukbjLeHkvW5tajlAsfrOgjy0mJ3ujFoFSQFGYgN\n1HGq2cL+k6102px02pxsyKujormLsYn+BBg0zBgQynu7y7l6aCRz3z3IUzP7YnO4WJ9bS3ygnnd3\nl7NkXBztFgdTU0NY+OFhZr+9H3+9iv7hXny8/xQb8mqZOSCMKF8Phj+3nY8WDuHIIxN7pyGbuh20\nmm28fXU6RfWdJAbpifbTYXO6eptSOV1uHE430/uHYne5GRzti8Pl5v41x1g6IYF+YV78UNLE4jFx\n3PhvMwygpwHbjzm5N42M4XhtB8Of286Wu0afFT30v+GSvsFE+f2xml1J/jikglcikUgkEonk/1P/\ncG+gJ5bI4XQjP886Yrdb5N7VeehVCkwWB14e5y8inpjRF61SzoCnvue2MXFcMTCMQE8NL2wuRi4T\nWLFoGNCTeSqXCdidbsa9tItHpyVT1mgmt6qdzFhfjO3dWOxOzFYH09NC8fm3qdI/lDQR7efBVUMi\nevaRHIjLLRLsqeGuiYl8k1fHiFg/sqra2JhfjwxYvXg4oT4aXG6RMB8Plk5MJMRby3Obish+bBLQ\nM+V6/uBwdhY30d5lZ8n4eD7cfwpPrQqL3cmLm4soauhk1sAwVmcZifTT4nYLqJUCL24pprypi6Rg\nPd5aJQ2ddpRygW/z65mQUsvL35cwe1AYE1KCWTA0kg15NUxKCeShS/uw4L0D+OpVbDvRhIBIkKea\nGWkh/HVKMrmVP1DaaAZgWIwvdpeL7wrqyYj0JiPKh5r2bj49UElcgJ5uh4t56REcqWzls4NVRPt5\nkFfVxtAYHwRBYOHwaJ7+tpC1OTW8c3U6fcM8WZtl5OP9lex5cBzHqk04XW4CDSoOVbSyenEmB8pa\nWJll5PHL+vLi3AF8nVvDySYz716bQXWrhV0lTazLMTIywZ9v7hxJYpABuUzA6nCxZEUOhytaSDt9\njcUF6PDTq5ncN7j3vfw6t4YP91YQ5KUhxl/P9hMNpEV4c8/EBJRyge/y66hssTAuKRC5TECr+vlY\nrJs/zmJSn0B0Kjnddtd5r+Xf2g3nKcAlkt+KVPBKJBKJRCKR/EaW76lgwbCo3gL4TDKZwMY7R7Lm\naDX/2HSca4ZGkxrudc52AyK8EUWRJ2f05c2dZdS0dTOhTxDpUd6Ybc7e7Yb+Yzt/v7wvk/oEo1cr\n0KgUDIv14+vcWtQKGZG+Huw/2cKRU208/nUht4yK5cipVu4YF4/F7mTJihw+vnEIg6N9sTvdGNss\nxAboeXx9PkUNZpQyAavDTafVSWaML3eOj2feewe4f0oSa7KNhPloaTbbuXZYFFP7/VR83TAihuZO\nG+G+Huwva2L5vlOoFTImpAQx790DFDd0EuypoW+oJ5u1SjqsLmL8PRgZH8AxYzsx/jqyKtuQCwIe\nKgXXZEaxu7iZobG+pIZ5cevoWG7++AhqhYxofz0lTWbuXZWHWxQR6Fmbu6WwnhN1nZQ0dJIU7Mkz\ns/qx9MscZAhM7BPIZwcqAThR34nV6SbSR0tGtC+PfV1IjJ8HmwrquWlENF5aFcdrTZQ2mon20+Gv\nU7HkyxzuGBfPK1uLeWlrMflGEy/N6c99a46xuaCe93eXn87XFUgONvDSlmJCvLRsvWcMMpnApf1D\nGJXoz9++LqTD6iQ92pfSRjNT+oaw9qiRf54x+i+KPSP3905O4rrMaEzdDjL/voNrhkXy5Myf1tDq\n1QrGJQcyY0AYMf466k3ddFgcjH35B16YnUprl4OMaJ/eeC1Tt4OtxxuYc0ZDtU6rg20nGsitbuO+\nyYkXFEkkkfwRXNSCVxCES4DXADmwTBTF535mu8HAAWC+KIpr/ounKJFI/pdEP/jtb7KfU89d+pvs\nRyKRSP5TbV12DBoFCrmMFbcMO6tLdGlDJ746FQaNkn9tL+XmUTE8fGkfHv+64BdzP11ukZkDwsg6\n1UZlq4WmThsPTE0BYG9pM5sK6vjnlQNYlVXNyaYuttw9GgBjm4Xv8usYFOnNHePiiQ3Q4XC5md4/\nhOO1nRTUmCisMXGgvIWsRyfioer5Kvhdfh1Pbihk133j+OxQFeHeWmakhfL3K1Jxud0sWHaImnYr\nby0YyLEaEw0mK102Jx3dDqwOFzanmx+Thbceb+C93eWUNXbSZXMyNyOcimYLepWCzFg/uu0u/jV/\nINlVbSwdH8/2Ew10WB2sPFJNbIAHpm4Hr185gBVZ1Tx+aR9WHzXSbLbxfWEDpm4H2VXt7C5pRikX\nCPXWUlhrYkScP7nGDib30XLflCTuWpGDXNaT9VvR3IW3hwqLzYWnVslLW0qYkBJIYrCBSD8dCkHg\nw33lVLRYuHlkNEcr29l4rJbc6jY0SgVuUeTpmf14a9dJ6kzdTE8NoazRzFVDItlcUM/zs/uzu7SZ\naf2CeWtnGTeNjMXlFll+fQYxAXqyK9t4c0cZZw6UemqUON1ib2bvqqxqEoMMPHNFKg99lc9fpyTh\nq1OhVcl5ed4ANMqetjteWiXPXNGPb/JqAChr7CTQU8OElCAmpATR1GmjoMbUWzSXNHRyoLwn7um7\npaN6j1/W2Mk/t5VwWVpI7zrwFYerWJ1l5MGpKSSHeP6Hfw0Sye/PRSt4BUGQA28CkwAjcEQQhG9E\nUTx+nu2eB77/75+lRCKRSCQSyS+b885+FpyOB/qx2BVFkXyjiSc2FDI2KZAbRkRzuKKVeRkReHuo\neGrmz3e4/SrbyKvbSthz/3gGx/gyc0AoWpWc+e8dYNn1GRwqbyFAr2Zkgj9uUTyrq/O1mdFcmxl9\n1v6uy4xGJgiMS9by6tYSPjlYSXZlG7MHheNx+qkz0kIZHueHxe5kRLw//7iiH+E+HgiCwPz3DhMX\noGdkgj/T/rUHp8uNxeaissXCvZOTeHlLETtLmti4pKegKm8y02axY7I48FAruGpwJC98X4xbFAn2\n0jJ/cCQvbikmt6oNi8OFwyWiVAhoFHLya0xcmhrC6uwaTBYn96zKJauynX5hnlS3WpDJ4IXNxYR4\na4jx03GgvIWUYE/sTjdKuUCYtxaFTCA2QEdOtYkvj1QR6u3B2KQAZqaFsqmwnjvGxfHu7gqm9Qvm\nwMkWNtw5ksRgA/etzmNtdg3Zj03i7V0n0WvkvLSlBL1GgSCAQi6glsvIrW6nosWCSi6wcEQMczMi\niPT1YPFnR2m3OEgKMvDc5iJuHBnDa9tLOVTewrBYP5Tys3vFvn7VTyO56VE+qBQyXKJIa5ftrMZl\nV79/kC67i813jUKtkDN/SCTzh/SMvt75RQ6zBoVx/fBo1IqexlZbCutZf8cIAA5yaRIAACAASURB\nVBKDDCQGGbh2aNRZx06P8mXvA2dnPd84IoYZA8IIuID4Ionkj+RijvAOAcpEUSwHEAThS2AmcPzf\ntlsCrAUG/3dPTyKRSCQSieTXLbt+MIGGs4uE74/Xc+un2ay+dRiDonyRywRWLc68oP2NP53j22Vz\nMiMtlLtX5jIs1odhsX40dtj44nAV716XDvR0dv41S77IIdhLwxMz+qJTK0iP8kEpF5jy2m423DGC\nIC8tMplAoKeGIxUtmK3O3mIX4NFL++CvVxNoUPPFLUNZ9MlR/PQCO4oauGlkDG/vLufNBYN6j+d0\nu2kx29Cp5aSEGLhrVS41bd3sLmkmLkDH8Dg/dpU0kRRkIMBThcspMic9nEfW5WN1iRw42UplqwU/\nvQqnUyTES8OCoVF8vP8U909OZv/JZiqau7C5XIxLCqChw0q0vw69RsHIBH/kgkB1mwWVQoaPh5rC\n2g6uev8Q4xIDGJ8cxKxB4byzu5ztRQ3E+utps9j5cN8pQrw01JmsvPx9CUsmxKNWyDle20mEr5Z9\nZc3YHW7W3zGcL48Y0anlRPvpuGJQOG63yNBYPxaOiMbbQ8nY5EBGJwbw1MbjXDU4kumpIfjoVFgd\nrnOKXoAWs41PD1by1W0juHdVHsPj/Aj01PQ+/sSMvqzLqUF+nikBqxZnolMpyHx2O49O78PiMbHc\nODL6nO0uJJtaIZdx22dHe9f5LhgSec66b4nkj+hiFrxhQPUZt43AWenVgiCEAVcA4/iVglcQhEXA\nIoDISGnNgUQikUgkF9v/lc/mH+NZbE4X3x6rIy3cm7+syOXhacmkR/leULFxJm8PFW0WB8Oe3U7+\nE1OQC/DMt0Uce2IKAK9eOYCr3jtI/t8mszG/HrdbpLy5ix9KGmm3OHjk0hSm9w/t3d9No6IJ9tQC\nsGLRMO78IhuDRkFTh40r3z/IykWZPLmhELcb0iK8QaC32AXoF9azznjcS7sYEuNLsKea0YmB5FW3\ns/V4A0/N6MsnByrJrW7n/ilJ7CxqpM3iINCgps5kZenEBD47WElutQljWze3jI5lZZYRp8vFsWoT\nd46P5/JB4azJMVJS30lla8/oaYvZjkYho6HTSnZlG1mVbWRXtfWMCMvAS6uiucvOmwsGMC45iK3H\nGxidGMDx2g5i/PSUN3dR0tDJpD5BxAcayIzzY0S8P1WtFjQKOZf1D6GooZPRL+5EIZNhtjl44JJk\nthTWMy4pkIRgPYEGNSsPV1Pd1s2CoZGE++p4aFoKO4samZASiNXh4oq39rNgaCR6tRK9uqcRmdMt\nUm+y8tzmE+wqbiIt3IvRSYHcMykRgG67izXZRq4aHIHTLRLjr2N1VhV51W3sP9mMVilj24kmll2f\nQUa0L356NU63yJkpVB/uq+CytFA8NQJvXj2I5GADgiCcE1UliiI2pxuN8ucbVf3ouVn9KW8y89au\nMiamBEkFr+RP4feew/tP4AFRFM8NpPs3oii+J4pihiiKGQEBv/5rp0QikUgkkv9d/9c+m6tbu3nm\n2xPo1AreXDCIW0bF/myxK4oi967K43BFa+99ZpuTU81dAIxNCuDjG4cA8OTMfrx/XQZfHq6i7+Ob\nSQ3zZM3iTKxONy9sLqLDaqeypYuHpibjrVWyOb8e6FmTOfnVH1jw/iGq2yy9x/HWKqlssbDilmF0\ndDv4x3cn2H+yhUWjY5idHsbT55lubXO6eHx6CmMS/Zk5MJztJxpwuFz0D/dmWKwfbV02PthbwaCn\nt3LMaEIuwMtz03hpbhpz0iNYOiERnVpOQqCOBpOVIdE+1LZ3Y7Y6eXFLMdNe242AgK9OjZdWSZ9Q\nT2QCONwiaqWMb4/VopILeGkV6FRy3lgwiGDvnlFQL62KcS/t4pF1Baw6Us3qrGpyje2Yuu2kRXiz\nubCB1VnVbMyrpcVso7iuA5vTzcnmLhICDbx9dTphPloMaiX5NSY+u3koD36Vxxs7yui0OmnvdnDf\n5CSeuSKVJStyeHx9Prd+lsXJJjMDn9rKlRnhXNI3mJQQT6yOnq+sL28txup00WK2ERvgwQcLh3D7\n2J9ipoxtFt75oYwOq5Pi+k6qWy18V1DPl4sy+dv0Pmw93kikr5aa9m4AFrx/kPU5Nb3Pd7jcrDlq\npLq1530dHO37s9FBH+47xeVv7vulS7dXXICOe1fncc/kpN6IIonkj+5ijvDWABFn3A4/fd+ZMoAv\nT//K6A9MEwTBKYri+v/OKUokEolEIpFcmPhAPUdPR/MEe2l+cduGDhvrc2pIj/RmSIwvzWYbj39d\nQFmjme/vHoNGKWdQpA82pwudWsHQWD8eWV/A5QPD0KmVzH33IO9em87hRyZSUGNi9dEaumwuNiwZ\niSAI5FS1sXxvOeVNXTxzRT+Gxvj1HttXr2Z9bg3D4vxICfZkQnLgWbnA/9peik+hinsnJ9HaZcdX\np+If356grMmMWi7j9QWD+HBvBdVt3SQFG5j3zgGO13WikMGIuEB2FDUiCAK3fJLFqsWZbD3ewINf\nHWNG/xBWHDEy992DqBUyXG5IDjbgFEWKG8wY2rsJ89Fy6+hYfihpIj5AT2WrhVfmpvHxgUrq2rsp\nrO1gYkoQ96/Jw2R14adTcc3yw3io5EzpG8zfvilEo5Thq1Phr1fx1e0juOWTLHYWNbIyqxq32LNG\nun+kF5f0DSY2QE9Nu4XLB4TR2NHNJweqGJ1YS4SPjo/2nUIhExgc48uGY7VE+Go5VN7CkGhfXG64\n7oPD3D8liQkpQSz+7CgzB4RS2WLB7RZJCTYwa2AYd6/KQ6dWnrXOGmBTQT1BBg2+OhWCADMHhPHM\nFakABHpq2F7UyJdHqvj4QCX5T0zmmztH4nNGjFVxfSdJQYazsp5/zuUDwxgc7fvrFzA905rPbGYm\nkfwZXMyr+QiQIAhCDD2F7nxgwZkbiKLYG8olCMJHwEap2JVIJBKJRPJHF+ylofjvl6A4vaazrNFM\naUMnXy76aZ3vruJG7vg8m6xHJ6FVydly1+jeTNRv7hxBQqCBdTlGxiYG8vj0Ptz+eTYT+wShkAmo\nFDJSQjyZlx7BrEHhZ2Wp3j42jrnp4TR0WMmuaketlDMhJQiduudrYb7RRIiXlsZOK8P+sZ0NS0Zy\nx/h4ShvMXP/BYV75vpgPFw5GIZdRb7KikgssGRfPXyYm4HK7uXrZIYI8NZTUd7LySDUFNSZCPDWM\nSQpk5REjWqWMJy/vx1s7T7JwZDSX9Q/jqxwjr20rpayxi88PVXLf5CTuXZ2HQaNgSIwf/9pRRmFd\nJwq5QI3JgsnqIjnYQHF9J2HeajqtTrIqWnC6RTw1Sho6bFyRFsbSL3PQq2U43SKvzkvDx0PFmmwj\nDodIbnU7czMieHjdMU41W5jSN4hFo2OI8dcT49/JsLhEEoIMuFwuHlpXSKfVyRUDw3j8sr6YbU7W\n5Rjx1PQUs8Pj/JibHsHnhyqZ8cZeiuo72XzXaL6+fThZlW3nvP9XD41kXFIgAKMSAhiVEEBJQyfR\nfjr0agVvX53O17k1JIcY8FApegtQq8PFrLf2c+f4eDy15x/R/SrbyDGjiSdm9AXAV6fCV6eiorkL\nURSJDdCftf13+XWkhHj2Ts2Xil3Jn81Fm9IsiqITuBPYApwAVomiWCgIwmJBEBZfrPOSSCQSiUQi\nOZPd6aa4vvM336/ijAZGw2L92HrPWPzO6JA7NMaP1HAvntrY08/zzKI1OdgTAXh1aykn6jsYEe9P\n7uOTUMplVDR30TfUi9evGsSiMXG9azof+iqfLw9XseaokUBPNf56NQ9NS0YURRynuwI/t6mI5+f0\nJzXcC6vdzbrbR9AnxBOtUs71Hx5mcLQP3x+vRy7r6Yj8ly9ziPTTsSbbyLPfnaCty0FZg5m9pc1s\nvWcMvjoVC4ZEEOajZXN+PWG+WrocbgwaJZF+HjzzbREPrzvGo+sK6BNiIMrXg1EJAdy9Ko8Ag4rU\nMG/uX3MMf72aGWkhBHtqsNp7zvWF2f25LDWYQE8tL88bwMjEAKb0DWReRgSRvlpKm8y0mu3sP9mK\nDDhR38GdK7LpG+qJ3elkbbaR8S/v5PrMKIbG+qKQyVh5pJrrlh8mNlDPkVNteGuV3PJJNlqlnKuH\nRfHkzH7IZQJNnTYifDz4x3cn0Cjl3Ds5iW/yaggwqPHVqZiTHs7kV3+goKaDq5cd6p2avGRFNjd/\nfASVQsbsd/ZztLIVURQpqDEx6639bD3eAPQ0mbpiUDgpIWfnNKsVMmYNCmNYrB+XpYVy6emu2WcK\n9/Eg+TzTkd/aWcabO0/23n5o7TGe3nicL49Uk32eolwi+bO4qGt4RVH8ThTFRFEU40RRfOb0fe+I\novjOeba9QcrglUgkEolE8t+2/UQDs9/e/18/rlYl54XZaSwZH3/ex2Uygd33j2N4nD/Q02iqsdPK\nuJd2UVhrOmf7QZHe+OlVvL3rJE2dNuQygesyo/lw4RC8T+cTNXZYsdhd7Chq5PbPs+gb6okgCNgc\nbuamh1PWaGbB0Cie+KaQb/Nqcbrc6NUKUkIMHK/tIKe6HZPVyUc3DmFLYT1v7izDV69CJgg0d9nQ\nqxVcMTCMJ78pJD5AR2q4F94eKkTgYEUrY5MDmZ0ehlwm0O1w02axo5QLp6d922ntcuCtVaJTyZnx\n5j6+ya/H4XSz9qiRjXl19A315q5JiaxanElpo5l9J5vRKgVCvNQs21PBzaNiWDA4gpLGLp6fncpN\no2J5bVspdqfIg9OSGZ0UwPS0EOamR/DkjL7c9lk2UX4eTO8fzPTX9/S+lvPfO0ibxUHWo5OQywS2\nnWjggbX5LP0yl8w4P24aGcOUvsEMjPIh57HJ7ClpYn9ZExvy6lDKZWzIq2P59RmsyjKys6iRy97Y\nS7BBxde5xrPes/nvHWBvaXPvbUEQGB7nz4f7Koj09WBuevhZP5wADInx7Y0tOtNzs/vzwpz+dFgd\nXPnuAarbLBTVdfDJjUOYnR5+YRelRPIH9HtvWiWRSCQSiURyUdS0d9Pn8c2khBjY9dexF+Ucak3d\nPLIu/1e323a8geHPbifQoGH3X8fRN9TrnG3mZkQwqU8w+x4cT7iPx7nHau9myYQE3thRxq2jYyio\n7eSTA5Us31POmBd3UljbwTvXpjO9fwjBXhoSggzMzYggM86PKwdHcqzGhKdWwdrbMhkU6UNqmBd9\nQjz5x7dFbD/RgF6twO508+SMvoxPCWDZ3lO0W+yo5DJmDOjZ52PT+5Ac7MlDU5OJ8fWgosnMupwa\n1h41IhMgJcSAXqvobQamkAmo5DL2lDazZHw8N4/qWQ235mgNLrcbhUygutVKrcnGbWPjSAv3Yf7Q\nKJKCDdS2W1l1uJq2bicTUwIxtnWzPqeWJy7ry51fZLOloJ7bxsYS4qWhvNnCwhHRZFe10dxpxe50\nEeatZs7b+xn09Fbe2XWSOYPC8derOF5rIiHIwNvX9ERHeXkoyTO202S2c+ih8VybGcVnBysZFuuH\nxe4iJkDPjnvH4GvQMC01lKxTPY3MqlstGNu68dWdPXXZbHNS09ZNgEHNDSNiuFBymYBcJqBWyEiP\n8uGNBYP4/JZhF/x8ieSPSip4JRKJRCKRSM4jxFPDy3PTiPDV4a9X//oT/hfYnW52FTdR2dLTvbmm\nvZsRz+2g9vQU2R9lRPvw5OnuypF+PxWzpm4HT204jsXu/NVjPbq+gHd3lRHmreGHkiam9w9mU0Ed\nOo2cV+alYbG7WLIih10lzcT663llazEj4vwJ8dZwssnMGwsGcqi8lac3ngCgoLaDmvZunG6RxEA9\nmwsbeHhqMu/8UMZnB6vx8VDwt8v6YLI6ae1ykBnnxw/FTRg0SobH+ZNX04HF4UajkKFRysiuauNo\nZRsquZxAgxqFrCf+RxCgy+7Cy0PJpFd2s2xvOVF+HmxeOpqSZ6ax5e7R3DslkWNGE+Wnu2A/Mi2F\nxk4bAyO8SAjUMaVfEP3DvNBrFDy6Lp+jlW08ufE4e0qbefe6DLJOtXLvqmPMfns/bV12Agxq6kw2\nAvQqUoINTEgJZOuJBuIC9PQN9abeZMXtFntf22dn9WfmgDCCvLQEGjR02Z2YrU70agVdNifL9lRw\n7bAorA4X8949wMf7K7A53MweFE584NnTk4fE+PLKlQN6bzd1Wkl8dBMHTv40EnzPqlyePj0V/t+p\nFXLuvyS5d1RfIvmzkwpeiUQikUgkkvOQyQSmpoactXb2v210YgCrF2cS5dfTUChAr+a2sXHnFODe\nHiom9Qk65/k7ihrYf7IZ2+m4nLYuO1e8uY+yxk7+9nUBD3+Vz62fZtFtd/Ha/AFUtFhQKeR8fqia\nkfEB3DMpCa1SwciEAOIDddwxNo75gyMYmeBP/3Bvxr+8C2NbNyfqOvm+sIGcqjY+vGEwTpebQ+Wt\n7PrrOARBoKnLDsAdX+Tw4b5TxPp7IBNkvbnBj0xLobShi5s/OUJTh5VbP83ivsmJrFmcSb8wL1q7\n7JhtLu6bkkRRfScbl4wiPcqXhEAd5c1dPHhJElsK6gnz1rA+28gT3xSyJttIh9XB+pwa1ufUMCkl\niNEJPdO/w308qGq1sL24CaVcRoPJhodawZJx8eRUtwMiOpUctyjyyvclfH3nCC4fEMaWpaNosTh4\nbnZ/nttcRGqEN5/fMow56RHcNTEBH50Kp9vN+Jd2Mvz5HRTVdwCwbE85FaeL7VBvDTePjMFTq0Qh\nExAESA7xJNRby/whkbx9zSA25NWxubCOuyclolKc+3X9X9tLWb63AqfLjVIuI9xbS6Dhp2vihuHR\nzMuIOOd5Esn/RYIoir++1R9MRkaGmJWVdbFP408v+sFvL/YpSCSceu7Si30Kkj85QRCOiqKYcbHP\n449O+mz+bb2/uxyL3cXSiQl0WB1szq9nbkY4p6Mce32wt4L6Dit+OhU3jojBJYpMeHkXoxMDSA72\nZFNBHa1dDh67NIXMOD+K6jvw12t4fnMRmbF+2FxuKpu7mD8kgkv+uYcwbw2NnTa+/csoOrodfLT/\nFC/PG0DWqVa2nWigocPGhJRAKlssvLK1hDvHxRHsqWF1VjU+OhWZcX58tP8U7RYHAyO9mXO6i3RV\ni4UvDlfS0e2goLaD6zKjmZgSyN+/PU5tu5W0cC++OFyNUi6QGGTA1O3gvesycLrdbM6v5+1dJ7ku\nM4qvc2vRquS8OCeNUB8NY17Yidnmwl+nJCXUi4PlLWTG+iEIAh/fOIQtBXXc8UUO45MDee+6nj9z\nURQx25zoVAoqWrp4flMRz8/uj0YpZ3VWNa9sK+HluWnsLm3ib9P7IpMJiKJ41mtf1tjJD8VNzMmI\nwEurZPZb+5idHo6vTs2TGwo58NCEX3x/nS43DR1WfihpZsHQc9fjbjxWy76yZo4ZTXz7l1G/wRX1\n++Y4XdhLJD/6n3w2S33HJRKJRCKRSC6ipk4bj6zL58U5aXh5nD9q5t/9P/buO7qqMuvj+Pfclt57\nAikQIPQSepMiTVRGbKgoDjr27syo44y9t9EZK6+9jIxl7CCIiEpvofeSkECAhPSem5z3j0AgJEAS\nQy6Jv89arsU95znP2fckeNn3Kbt9qBdZBWUUl1WQnFnIv+Zv57yekXg4rDXaTR8ax7YD+Vzy+hI2\np+cxdWAM+3NLuWVUPFH+nkzqFclXa/bx8Leb8Pe0k1/i5I2pibQP8SLS34Ohh0dEATY9Mp7vN6Qz\ne8N+2gR4sqU0D39PBxv35TL1rWVcMzSOxJgA/vrZOuKCvfjgmv7c8MEqvNxsRAV44OVm55zukfxr\n3nYcNgvLdmVRacIFvaPILS7n/SXJlJZX8vYf+xHi7Y6/p4Nlu7MoLqugV1s/pvRrQ4cwX9buyeaj\nZXsY/ex8zu/dhrFdwuka6ctNI+OragADVgtUVJqUlFdiAG9O60fg4Zq9v2zPZOzh0fAnZ2/B283G\nvy7rzfNzt9I2wJNwP3ce/XYTd43piAlM7tOGP3+2liAvB5f0bUtBSTlv/rqTj68bTJmzkse+2cin\nK9O4a0wHhncMpVO4D/GhPjWmIu/PK+GdRcl8esMgHjqv6yl/vjarhV2ZhXy6KrXOhPfcHpEMiAsi\nNbuoXr8vLdnBvBKGPfMT39w6lI5htXefFjkVfVUiIiIi4kJ2q0GQtxtWa/2nTo9KCOPrdek8N3cr\nPdr4s/CeUbWS3SM6hvnw2Y2DuWVUB5bvzuL6s+KI8vdkc3oefR+bx5IdmcQEevDXsR3pHO6DzWrw\n1sLdHMgrocx5tOSNw2bh/F5RvDY1EYfNQo82/vztnM7EBntx04h4bBYL3m42bhjRjm9uGcKwDiFs\nfGQ8fh52LurThlV7spj65jI87FZME+6f2JnVKdlc98FKEiJ88Hazc9PIeKyGhT+8soiNe3PYm1VM\n/9gAvlmbzrLd2VzQO4prhsUxrlsY3h4O/rd6L9e+v5L7J3bh23XpmIC3m42J/1rIy/N3EOjlYNrg\nGIrLKxj9ws98fsNAbhsdz0tTegPw1/EJXDUoBjebhTYBVdOCt+7Pp22gJ2/8spO/f7GeW/6zmr4x\nAfxlXAJ9YwOZ0i+aVSm59H3sB1YmZ7EyJYv7Jyawek9O9bTl/bklNXZXfn96f96b3p8fNh3gH19t\nIK0eieqwDiF8cdOQOs8VlTnx97TTJzqgvr8yJ7Q5Pe8395FTVMZFry2u1/tqqBAfN16b2of2x9UP\nFqkvJbwiIiIiLuTv6eDJyd3xdmvYxLunL+x+wpJFx4sP9SY+1BtPh7V6B+e4YC/+cW4XTAOW7c7C\nz9PBi1N6E+TlxptX9eWRbzZywwer6uxvXVoOPR+eS+9H55KRV8Kcjfu5OLENq/ZksyujiPzSCu79\nfB3dHpzD9oMFlFdU8NdxCbQN9KBjhC8XJbblkxWplFeYrNidxa3/SWLqwGgu6Vu1PnjxfaPoFO7L\nraPj+XXHITwdVj68dgBvLtzF6Od/ZtnubM7qEMzozqFYLfDAl+sZEBeIt5uVkZ3DmHFVItv253Oo\noJT1e/O4c2YSk3pG4uawccNZ7flsdRob9+by87YMXl+wgz6P/sCEbhEkxgbwzqLdBHja8bDb8Pe0\nYxgwbXAsIYfXyJ7bM4KyikpuOKsdPdv6M+u24UwdGMtrUxMZ3y0cgAVbD/LU95urn1f7UB8i/T0w\nDAj3c+eDJSn1+rllFpRy/QcryS0qr3H82vdW8sIP2wAoKa+osUFWQyRnFjLhpV9JPpyoN5aHw8qg\n9kH4etRvhkJDGIbBqIQwl66ll5ZNU5pFRERETqLMWcnj323ippHxhPm6/+b+Ssor+GjZHtal5VSP\nNNZXyqFC2gR4YrUYRPh5VB/PKyknNauoznJEULUm1Ga18MIP23j0D1W7ObvbrUwbHMtl/aO5879J\nlFdUJU0zV+zh/SUpXDEwmjGdw+vsr32IN/dNSOBQYRmhvu60CfDgzYW7ufGs9iTtyWbY0/MJ8nbw\n0HldWL0nh3A/T8Z3C8c0IdjHwS/bMknOKsLdbsECdG/jS1SAJ2c9+xPndIvgykEx9IsN5M4xnaoS\n4J2HuPrtZWxOzycmyJMebfz4dt1+OoX74GG3suVAPjszCpg2OJboQC+6Rfkxpks4K5Oz+Mtn68Cw\nMCIhlJs/Wo2vu53yikoCPewUlDj5+7ldeXvRbv49fzvhfh4svm80ucXlFJU5ifDzqLE+99k5Wwj1\ncePSvm35cXMG+SUVxAZ7ckHvmnVsp/SP5sctB3l74W6mDz1aOmjGL7u4ekgse7OKqaw0q8srncji\nHZnYrZZao/+PX9AdH/eqf8ZPfnUxk/tEce2wdiftqy6xwV4svW804X6/7ffazWbl7rGdflMfIqeL\nRnhFRERETqLSNNmbU0JJecVv7qu8opI+j/6Aw2pwfs/IhsVRaTLuxV+Yt/lA9bHvN6Tz05aDfJW0\nl1v/k1Sj/aqUbA7ml3Drx6vp/I/v2X4gn69uGUqojxsDn/iRUmfV+3HYLEQFeOLpsLIqJYu1qTl8\nesMgbFYrL8zbVmcsXm42JvaI4M1fd7EiOYsXLu3FfeckEODlINzPjZggT/bnltAr2p+YIM/qskrL\nk7NYuyeHwe2DME0I9XUjq9hJuK875/eI5JFJXUlKzWb6u8vp8uD3lFdU4rBaefGH7RSUOnn+kp7c\nO6EzK1NysNkMgrzs+HrYGRofzBPfbWbW+v10izqa9PeNDSTS350HzuvCuT0iifL3oKDUyYyr+jKx\nZyTPXtyDhAhfFvxlJL3aBtAhtGrarJ+HnQg/D75M2stTs7fwwtytQNX08Lhgb+47J4G/T+zM7sxC\nKk4wuhrk5eCRbzeRmlU1zXfL/jwu7RdN77YBzNtykG/W7avRPr+knMRHf2B9Wi5QNU34zk/WEhfs\nVWv0Py74aKmsZy/uwYV9aibcdRny1HzmbTpQ6/jxyW5yZiFzNu4/ZX8iLYVGeH+HtLuyiIhI/bnb\nrbw5rWk26rZbLbw1rR+9o/1xt9e95vZELBaDD68ZQO+2/tXHNqfn4+VmZWSnEM7tGVF9/JMVqTw1\nezO3jOpAlwhferXxZ8+hIoZ1DCHI28GVg6JZnZJDYkwAxWUVpGUXUVRWlQAv2nmIfTlFXNqvLZ3D\na28SdN//1jFtcCz/+nE7QV4ORnYKrR4BfXLWZtal5fLmtH6k5xYTH+rDnf9dU73Z0LAOwdz2cRJ/\nGtaOFy7pxfCOwezPLWHiv34lLaeY5buy8HG3kZ5bQv/YQOxWCzOXp+DrYefszmEMbBeEr7uddiFV\nU7QBzvv3r2zcl4fNYvDtunQyCpZw68gO3D4ziWX3jeaixDZ0ifAF4IkLujPhpV+46aNV/H1iF1Yk\nZ/HnT9fy5U2DcbdbGHbMJl2ZBaXc+d819Ir2p39cIACTekXVePbztxzkYH4JFyVWlQByVlRy/Qer\n+Mv4TmQWlDF1YDRtA6vqIqfnlJC0J5trhsZxcWIb/rc6jfIKk4sSq5JVZx4DkwAAIABJREFUH3c7\nD5zXhfTcYp7/YSvvXN2Pl6b04uzOtctNHetEo/rHe/C8LiTGnHrN7/LkLL5es49xXese3RdpaTTC\nKyIiItKMBrUPanCyC1VToafMWMKinUc3Q7pzTEeuG96eS95Yys9bjx7PKirjjjEdmD40jhtHxDOw\nfRDXvL+S819eSGZeKW8t3M17i3dXlfN5ZzmvXpFItyg/QrzdyC4sY/Iri3n0m43c+NFqFu3IpM+j\nP3DRa4sBOFLRcurAGIK83Xh74W7i/zaLTem53Da6A/++vDefr0rjuTlVo8P3jO/MTSOr1hoPjQ8m\n0NNBsLeDv32xnuW7s3h5/g4SInz597zttAvxYuv+AmKCPLlmWBzpucUkpeby/MU9mbvpAL0f+YFP\nV6Uy4aVfKD6coAd5OcgtLufb24bRLdKXrhG+tA3wIKuwjHV7c/G023h81ia+WJ3GXZ+sYUSnUErK\nK7nt4yS2Hyhgcp827M8v5aaPVrM/rwSAn7YcpLisgn9e2ouNe/O4enBsjZ9FalYRvaP9Wfn3s3l9\namL1cYth4Odh591Fu3l9ah8eOb9b9bmRCaG8fHkfAK4d1o5xXSMI9Dq65rXUWUFMkBfxod7VXyKc\n2yOyUb8rdRnbNZwAL8cp213Sty0fXjugSe4pcibQCK+IiIhIC+ButxIV4MmujEKGd6x5bu6dZxF0\nTDLz3uJkHr+gG7nF5bjZLHQM8+HB87rw89aDvLpgBwYGN4+MJyrAA2dFJUVlTtxsVia9soh7xieQ\nGBuAw2rhosQ2eLtZsVkMEmMC6Pf4PF69vA8xgV4khPsyuH0wfR/7gS4RvkT4euDlZsPLzcatozsc\nTXI7BLMmNYc9h4qIDvJkzl3D2XOoiPvOsXP7zCQe+0N3bon05Q+vLGLbgXwiAzxIzizC193O+rRc\ngr3d6BrpS5mzEofNYEznMIZ2CKnelfrlKxJJzizE3W5lSHwwE7qFExPsxTVD43jw6w2s35tHzzZ+\n/LDpAG52KxcmtmH57iwmdo/AYTX46+friQn0ZOPD47AdrvX6yk87uCixDYVlFQxoF0jKoSJe/Wln\n9frnaW8vZ+rAGIbEB1PqrMDfs+rZWywGUwfF8OnKNApKnZRXmDz67SZ8PWw89ofu5BaVk55XTEK4\nb61yQ4t2ZHLLf5JY/9A42h3ekTivpBwfN1ut+spHrErJ5rNVaTw5uftv/O0Sab00wisiIiLSQrxy\neR/+0Duq1vEQH7caGyAtuW80oxLCuOmjVbzwwzZKnZU8NXsLKYeKWLc3l4X3jOIfX21kZ0Yh321I\n52BeKVaLwbgu4byzeDd9ogNoE+CBt7udzuG+OGwWIv3daRfsxf1frufdxcnV91p4zyi+umUIU2Ys\nZfExo8/bDuSTnlsMwEvztvHZqlQApr65nCvfWsb9X2zg9SsTGd8tjM3787igdxSpWUXkF5cT7O1g\nVUo2D3y1gbaBHkT4e/D9HcN55qKe+HvaifL34IOlKWQVluHtZqNblB9Wi8Hm9DymzFjKrowCdh4s\nIC27mCv6tyX5UBHPXtyTf17ai/wSJ+8u2k1xeQUeDhuLd2ayaPuh6mQXqkr1PDtnCyM7hXD98Pa4\n2SzYrUb1Ou6Z1w9k6sAYPlmZyruLkrnhg1XM3bifb9ftI8LPnScnd+eZOVv52xfr8fOwsSI5G4DP\nVqdx+8dr6vzZBnq5cdOI9jV2I57w4q98sjK1Rrs7ZiaxYW/VOl+H1VK9eZUrLN6ZyUNfb3TZ/UXq\nQyO8IiIiIi3EsRsynciv2zPo0cYfPw87T1/YA283G95uNt75Yz/6xQZSVFrBpTOW0D8ukPYh3sy/\newQABaVOMKiudzp/y0Gen7uNrMIybhkVz6ReUUwbHMfB/BL8jik/82XSXl5ZsIMrBsTQIfTomt/H\nv9tM72h/7h7bibev7lc9SvnipT2xWizkFJXx0NcbGdQ+iLcW7sbdbuXZi3pw28w1tA/x5lBBKX4e\nDp6c3AOoGuFuF+xNh/tn0zcugOTMIjqEevP07C1c0DuKAe2CWLwzkzvHdOLGD1dR5qwku6ic9iFe\n2K1VyXDf2EASYwIY3SWMuz5Zw8uX9yG/xElkwNEdrwGuP6sdy3ZlERfsRbsQbyoqTe7/Yj3/98su\nbh3dgVCfqo2eOoX7MHP5Hib3aUNssBd3f7KWm0a0J6K7B387pzN7DhVSVFbBtMFVOzX/cXAsU/q1\nrfPnlpFfyt6c4hrH3pzWl+jDa4CPCPBy4G63kF9SToiPG1cNimHD3txT/m6k5xbz8fJU7jy7wwlH\njBvKzWZ1acItUh/6DRURERFxsenvruCsjiFMO26taGPc/claHpnUlfHdImgTcDRZGty+akMmDweM\n6RzGtCGx+LofTVxf+WkHOw4W8Kfh7ShzVjK5TxtGdArhyreW07utX/W03VAfdxbtyGTm8j38+/I+\nDIkP5rUFO3l5/g4KSsrxcNi48az2vPPHflgPJ1ZHEqzv1qXTPy6wuqbtXWM70j7Em6yCMs7uEsb4\nbuH0iQngwa82sv1gAfdOSKjx3iL93RnbNZw/9I7gvs83smFvDhv25rJ+bw6r/j6GkQmhfLg0hZgg\nTyb3acO+nGLGdY/guR+28/DXG3l3en+CvN2Y0DWC83pEEuztxuZHx2O31pz0mFNUzrq9uVz19nIG\ntgsi5VAh+SXOGiWGAIbEBxPs7WBUQhh5JeVsP5hfveuxt5uNL5L2sjuzkDen9QOqpjx7naDe8pgu\nYYzpUnODqs6HN9s6Yt6mA9w3oTMOm4Vnvt/CyuRs+scFsn5vLu9N719nv0dkFZaxMjkLZ6WJ3do0\nCW9iTEC9NsIScSVNaRYRERFxsasGxRDh5843a/eduvEpLL1vNOO7RZzwvMNm4dbRHfB22Hhy9mb2\n5RSTV1IOwOOTu3Hbx0ls2JdLblE561Jz2bo/n0U7MvlgaUp1Hw9+vYG0nGJenLeNLen5fHvbUMZ1\nDSfS34N5mw/wxi87eePnnRSWOWvc+5/ztrF81yFeW7CD+VsOMCohjCBvN7ZlFNA50gfDMMgvcbI8\nOYve0QGMTAitvnZVShYBng5em5pIUVklVouBzWLhven9Wfa3s5m5IpXH/9CNIfHBDIsPoVdbf+44\nuyNR/p789OcRJET48Lcv1gPw4o/b+HZdOpWVZq1kFyApNQc/DxuTekXisFoY1iGEd/7Yn7cX7qbH\nQ3NIzy3mL5+uZXdmIVH+VV8q+LrbeX1qIl0j/fhpy0GKypzcOz6hxqZWdXnm+y088s2mU/xUIbuw\njFs/TmLbgXwAbh3VgdevTOTusR15++p+p7y+a6Qf//nTwDrfr0hrpt94ERERERcb0SmU7KIy5tZR\nJ7Whjl3LezIVpsnW/fl8siKVWz9KYtmuQ4R6u7PuobH0iPKj16NzWb47iz8Nb0d8qA9r9mQzc/ke\nAN6bPoAPrxnAgq0Z3PDRKgCev6Qnlw+I4YubhrB4xyHeWZRM4qPzWLbrEE/N3sK8TQd4ZFJXnpm7\nlZd+3E5yZlV92pLyCram57MmJZeznv0JA/B0WLEYMOLZn1iZnEVWYRmXvLGUjfvyKCh1si4tl+uH\nx3H1kDiCvN0wMflm3T6yisp57uKe3DwqvroUEkCYrzv/OK8rTx2eHv3AuZ35eetBJr2yiEMFpVw2\nYykHD+/QDPDZDYP59a+juCixLX8a3o7zekZS5qyksNTJ2C7h+HvY2X4wn79/sZ43f91Vfd2ITqEY\nBtw+M4knZm3m4jeW1FgbXJdRCaG1RnaPtXFfLhe/vhgvNxsbHh5XPXXZw2El0MuBYRg11v2KSE2a\n0iwiIiJyBri0XzSX9os+dcMmYrdaePeP/dm6P59O4T5M6F41Krwro4DbZiYxfUgsVwyKrh7B9HKz\n8fHyPUzpH02Uf9Wa1y9vHkJWYRk+x0yNBvjnlF488s0mxncNI7uwDB93Kx4OK5F+HtgtFq4eHMv0\noVVlh0K83RjRMYQ1qTlMHxJH20BPZt8+HE+HlQh/D+JDvfH3dJD0wBje/GUXlcAXSXtZ9fcxQNV0\n8FtGxXPv+M642Y6W8MktKsdZWUmQd9X06WOnb29Oz2fHwQJeuKQXHg4rPdr44eGwkllQSpmzkkj/\nmmt6AR76eiNlzkq+vGUIM5fv4aLEtng6rEzu06bWc13zwFgO5JeQll1cq5/j9Y0NPOn5EG83ukf5\nkVdcRvDhtcMiUn9KeEWkRYu997sm6Sf5qYlN0o+IyMm8+esuxnQJIybI67TeJy27CG83W/W627oc\nKijljv+u4YVLetEp/OgUaD8PO+d0j2BC13CmzFjK5zcMJtS3au3s2K7hAGzYm8u369K5oHcUczft\nZ0j7YHKLy6unIBuAzWpQ6jT52xfruDAxiptHVq0hnnf3WQB8vGwPD3+7kb9NSOC1KxNJzykmwt8D\nq6VqN+TtBwroEuHLk7O3MHt9Ou9N74+vh534UG/uHtOxel3wrNuG4eNuY+pbyzCBtgEe3HF2R/49\nfweHCkqZcVVfTNPkk5WpfL56L/+5dgATe0RyTvcIejw8l386enHfOZ0BuOD5BYT4uPPxdQMxTbPG\n5k5/HBLDG7/srprqnZZLcbmThycdrbN7LIvFIMLPgwi/2olzQ4X6urMpPY+3FyVz08h4LAZ4OvRP\neJH60pRmERERkWayYGsGe7OLySkqo6S8go37qtbINrW/fraO1xbsrH795KzNPPjVhhpt3OxWOoT6\n4G4/+s/B95ckc8Wby7hpRDwR/h5cN6wdAV61k+ZSZwXZhWUczC/hrYW7ueO/a7j5P6tZn5ZDqbOC\nB77aSKcwHy7oE8XXtwzBz8PO6OcXUHR4Te9PWw5y/5frKSmv5MFvNvHWwl0Mf/an6jXMI59fwF8/\nW8s7i5LZcTCfAE8HsUFeXDus3eFpw0cTUTe7hRd+2Mq9ExLILSpj9ob9FJU6+ds5CTx9YQ9yisrY\nmVHAvZ+vp3db/+opxoZh8PrUPgT7HH1/vWMC+Mv4qiLHQ56az3fr0qvPDW4fQoCnnVJnBfedk8D6\nvXnszz06Dfp0yC8pZ/TzC7hvQmfuHNORez5fx4Nf1SwDZJpVO0jvzCg4rbGItFT6ekhERESkmXx4\n7QAALnptMYPaB5GeW4Knw8ojJxgpbKzXpibiZjuayI7vFk5FpQnAY99uIqOglKcv7MED53Wpcd3E\n7hF42m0UlTnxdNi4clAsAH94ZRF3nN2BEZ2qRnBXp+QwvFMw//xhG/+8tBfRAZ7c8ckaLnljKSvu\nP5uFOzLYnJ7L6M5h3PjhalKzi7hqUAzuh6ccD4kP5t+X9eKRbzbz8KSu9IkOwNvNzsQeVSPNA2ID\nGZEQypR+0Tw5azM5RWXViXd2YRn5JU6ig6qmWheVVfDB0j2kZhfz0bUD+Xx1Gu1DvTEMA2dFJV0f\n/J6Hz696vmd1Cua5OVsZ1iGYpNQcovw9uPHD1ax7aBwAz17Us/pZPHVhD3q0OVrqx8/Tzjt/PLoT\n8utTE/nzp2v56NoBJ9x5+bfydNi4cmAM7UK8sFstPHhulzrXaBeXVeCsME9LDCItnRJeERERkWb2\n4pRe+HrYa6wrbUrH1skF6B19tHTMuT0juebdFXyZtJcp/WuuGQ7yduOJ2ZvJLioFDC7t3xZfdzuX\n9W9L2DHrR/NLnVRWwrAOIfRpG4Cfp53/XjeQ1Sk5/C8pjbhgb+xWgxW7D5GWU8R/rx9IfKgPt81M\n4h/ndiHM152JPaKY2COKglInpmly+YCjsbx+ZV8qDyfoR6YbHzHj110k7clm5nWD+GBJMh3CfPj2\n1qHYrAZ5JeUs3JHJFQNi8HBYsVktDI0P4cctB7llVDyb9uXz2s87CfC0k3KokOuHt2NIfDCVlSYP\nfbORa4e2q06kh3cMqb5ncmYh13+wiv9eP7B6mniQl4PRCaHVXyxMf3cFA9sFct3w9nX+TErKK/j7\nlxu4e2zH6qnOOUVl/LItg3N7RNaZyFotBlcPOVoKKdS39hpewzB44dJedd5TRDSlWURERKTZtQnw\nPG3J7qn0auvP3DuHc3HftnWen9g9gi+S9vLZqlQO5pUC0DHMh3NfXkhOURkAd43pyHk9I7lzTEf8\nPKveh6fDxtAOwaxNzeXqwTGk55awbm8ul/RtS1ywN28v3EVJeQWWY6YjZxWWcefMNfzti5rTrX/a\ncpA+j/2AadYetbzz7I7831V9yS0q46Nle3jgy434utuJ8PPAw2GlfYh3jV2LHzivC0Pjg0jak8O1\nw9qx84lz6B8XhLPCZNuBAtztFgpLnRwqKKOsoqLOZxLs48aFiVE1RnIDvBzcOrpD9RTpa4fGcXbn\nE++2DFBeUUnlMW/p9plJ3PnJWvbmVG1ulZFfyu0zk8g/XCaqLpWVJhn5pbWOF5Q6eW3BTsqclSeN\nQeT3RiO8IiIiIq1AcVkFP287WF2Dd8PeXLKLyhjWIaRW2yM7Fx+vvKKSm0e256xnU/nk+kF8tWYv\n7y9JIekfY/j8xsHVo5tViZtZY1fkI56/pCcphwrJLCilQ5g304e0Y/Kri7AYBref3YEQn6P3/mBJ\nCgfyS3hrWj9mLt+D7+ENs/rFBfLSlN411uoe4bBZcNgsjH5+AQYGHcO9sVqr2oX6uPOPc2tO044J\n8mLa4DguHxDDT1sOMjIhlH/N307KoUJKnRXcfzjZfuWKPnU+k+zCMkqdlTisFvbnltA20LPOdoPj\ng+s8foS73cpLU3rXOPbsRT0xDAg5PHpuGFWjunW97yO+WbePB77ayNoHx9Y4nlVQxtdr9zGlX1sc\nthNvVibye6OEV0RERKQZ7Mwo4Pm5W3lpSm/sp6jN2hib0nP562frOKtjKB4OKz9vy2B3ZmGdCe+J\n3PjhamKDPFn/0DgcNgvJWYX0auvPlP9byofXDKhu99DXG8kuKuPVKxLr7CfM150Hz+vKxYlVJXuu\nHhJHYkxAdTmjI24ZFc91w9vh4bCSW1zOkTzP283GWR1rx51bVF49ovza1EQi/NxrlUQ6IjWriFcX\n7OTRSV2xWS1sP1DADR+uYvG9o5hxZWJ1UnnvhIQa1z05ezNpWcXVCfDT329hwdYMogI86BjmUyvh\nvfHDVQyJD+b5uVtZcf/Zp6y7e6zjpygHe7vxwiUnn548oVsEXSN9ax2PDvJk9u3D6n1vkd8LJbwi\nIiIizcBhtRDs7VZjSm9TSowJrN58CeDmkfHVf96fW0K436lruI7vGsaj323mL+M7ATCpZxSD4oKY\nuSIVu/Vo3DePjKe84sRTZ93tVi47Zn3w+T0j62xntRh4OKy8tziZxTsP8d70/nW2+++KPQR4Orjh\nw1UsuW80BaVObBaDzIIyViRnMSohrHr685FEtqLSpKDUSaVZNQ04LtiLDQ+Pq/Vlg4fDiof96Ej1\nhX3asGJ3VvXrO8d0JLuojMcv6E5wHSPj0YGe9Grrz9MX9mhQsttYDpuFHzYdpMxp0qWOxFdEatIa\nXhEREZFm0DbQk0cmdauxvvR0Mk2Tsw6X+hn45I9s2Z93ymvGd4/gqcnda0xVDvV157bRHWpMs430\n92jSWsLDO4bQNzaA95cksz4tt9b5uRsPUFFZyWc3DsZZafLnT9by+s87WbQjk/cWpwBw28w1PPzN\npuprYoO9+PdlvXHYLLy1cDcXvra4OtktdVZwqKBqHewlbyzh9WNKOAE8+PXG6pJDYb7uvHFl3zqT\nXajaVKtblF91jeLT4f0lyazek139euv+PDILaq/jFZHalPCKiIiItBALt2dy9ydrT9qmzFlJSXkF\nhmFw59kdGRIfzPd3DCMh/NSjgd5uNiZ0j2hUbIt2ZDL06fmUllewO7MQgBm/7OT5uVtPeW1csBde\nDhvfrN3HM3O2VB9/cvZmdhws4K2r+zGheyR9ogPYnVGIxWLw1OQeTB0YUz0qfNOI9lw1KKbO/i9K\nbMNzFx8tOfTmr7uZ9s5yViZnsW1/Phf0jqo+1zHMh1m3D2VNak6jnsPpsDk9v0bN3xen9K6xi7SI\nnJgSXhEREZHTaE1qDq8dN4LYWP6eduKC69406YhHvt3IHTPXAPCH3lEEejnqlezW15Gdmo/XNdKX\nv4zrxJxNB5j08kIAOoX70iHUmwe+2sBj3x4dfU3LLiItu6jG9YkxATx4XlfePabW7e6MQp6avbnG\nPYd2CObzGwdjsRg88/0WFu3IBKBzhC/tQrwB2HOoiJHPLageBQ3wclRP/03LLqK4rILXpybSNzaQ\n+XePoM1x63I37cvn/37dxQWvLuLX7RkAbE7Pa7Kf48mUOiu47eMkUrOOPp8nJ3fnnEZ+ESHye+fS\nhNcwjPGGYWw1DGOHYRj31nH+CsMw1hmGsd4wjMWGYfSsqx8RERGRM1V2URl7sopO3bAeukX5ccuo\nDidtc/PIeO6dkHDCxBTghblbmb0+vdbxZ+dsYf6WA9WvS50V5BaV13jd/4kfq5PAY/l7OpjUK4pz\nu0cw986zgKras/d/uYGxXcJ4f0kyC7dXJafPfL+VS99YyoG8o6OWM1ek8tmqtOop38VlFZzTPRyH\nzUJFZe3yRAAWw8AAPlyawszle+j3+DwqKk1CfNyYNiimVj1iqCr9syY1p3oDrdjg2lOz/9A7is9v\nHMxFiW2qk+jMglI2p596WvhvZWDgbrfUWZdXRBrOZQmvYRhW4BVgAtAFuMwwjC7HNdsNnGWaZnfg\nUWBG80YpIiIi8tuM7BTKk5O7N+ra5buz+GbtvpO2yS8p5+2Fu6uTwgg/D1YkZzHuxV9OeI2Pux0P\nR82SQuUVlXy6Ko09WcXVx16Zv4Pp762ofu1ms/LZDYMY2C7ohH1bLEb1BlnDO4Twl3GdeOnH7Xz0\np4H0jwsE4JFJXRnULqjGeuYnJ3fnofO78tOWgzzw1QbW783lH19t5IVLelFpwhOzNtfaKOvP4zox\nOD6YxTszcbdbeeT8rlgtBnkl5fy45SCFpc5a8XWP8uP96f1rrEmet+kAfR+bV6vtFQNiqhPjYR1C\n+NdlvWu1aWoOm4VnLupZa0drEWkcV+7S3B/YYZrmLgDDMGYCk4Dq+S6maS4+pv1SoE2zRigiIiLi\nQlsP5LPzYAHnnWCXY6jagfk/y/dwUd82+B4u0XNuj0h6tPE/4TV/Gt6u1jG71cL1w9tzbo+jU2ev\nGdaOi/u2rdHuZP0ez8Nh5ezOYZQ5K+kXG1h93N/TwXOX1D1xz9fDRpivO/3jAhnbJYz5mw/y2KxN\nBHk5cFZ05MiGys6KSgzDwGoxapRHWrwjk6KyCjqF+TBrfTo92/rTNdKv+vzN/1lNlL8nD5x3dJyl\nX1wgz17Uo97vyxU27cvjhg9XMev2YXi7qdCKSH258m9LFJB6zOs0YMAJ2gJcA8w+0UnDMK4DrgOI\njo4+UbMWLfbe71wdgoiISL39Hj6bT7crB9a9CdOxOoT5MO+us2oc83BY6RTu0+D7XTM0rsZrPw97\nndOCGyLS34Nrh9VOsE8kMSaQxJiq5LhnW3/aBHrwl3GdGHG4vvARd32yFm93G09cUHP0/OftGdgs\nBn8/twu3z0zC02GjshKclZX0jg7grjGd8DxudNvPw87IhNAGv7dv1u5jeMeQ3/yM6iM6yJPrz2qH\n13GxH/H9hnQe/XYzi+4dddpjEWlJWsTXQ4ZhjKQq4R16ojamac7g8JTnvn371r3QQ0RERJqNPpt/\nH0qdFaTnlNS5FrYum9Pz8HG30Sbg5JtvAVw1KBaoe1T5ttEdWJOazQ+bDjCmS1j18fsmdK7+80tT\nqqYgP/rtJorLK+gdHdCoLwLq4qyo5IlZmwnydjC4fXCT9Hky3m42rhhw4i9ABsQF8dgfup32OERa\nGlduWrUXOHaOTJvDx2owDKMH8CYwyTTNQ80Um4iIiIjUw5dJe7l0xpJ6tS0/nCR+uHTPb75vfKg3\ni3Zk8sOm/bXObdyXy4vztlW//se5XXjigu58u24f//fLrhP2mVVYxtJd9fvnps1qYcl9o5sl2a2P\nAC9Ho0apRVo7V47wrgA6GIYRR1WiOwW4/NgGhmFEA/8DrjRNc1vtLkREmkZTLBlIfmpiE0QiInJm\nSMsu4unvt/LsRT1wt9c9jRbgwj5t6p1ovTx/B4WlTu4Z36lJYjQwaqzPzSsp56V52xkSH0TqMZtv\nHdveOMnmxz9uPsBrC3Yy/88jmiQ+EXE9lyW8pmk6DcO4BZgDWIG3TdPcaBjGDYfPvw48AAQBrx7e\nSc9pmmZfV8UsIiIi8nthtRh42C0nTRChaqQz1Me9Xn1OHxLHBb2jauyQXJe1qTl0DPOptZP08V64\ntFeN1yVlFWw7kM/NI+MZlRBWq/3EHhFk5JfW2dffvljPhX2iaq2HFpGWzaV1eE3TnGWaZkfTNNub\npvn44WOvH052MU3zWtM0A0zT7HX4PyW7IiIiIs0gws+DZy7qiZvt5ElnQ/h52okN9uK5OVt55JtN\nJ2w37Z3l/HhMPeD6CvV154NrBhDo5ajz/IrkLAY9+SP5JeW1zvm42bBbVf9WpLVxacIrIiIiIi2X\naZpc/PpiVqVkNei6EZ1COLvLiadBL7xnFOf2OHEpJoAPlqZw/ssLG3TfxOgAvrplCD7utXdVvu+c\nzg0quSQiLUOL2KVZRERERM48K5Kz6RrpR6S/R4Ou63tMTd661KfO7JjOYcSHeDfovhZLzTW/J7Mm\nNYfuUX5YNeIr0qJphFdEREREGuV/q9PwdFiJ8GtYwtsUwv3cGdQ+6LT0nVdSzkWvLWZNavZp6V9E\nmo9GeEVERESkUZ66sEez3Key0uR/SXs5t0fESXeMbiq+7nZW/v1s/D3rXgssIi2HRnhFREREpFFS\nDhWyZX/eab9PTnE5T3+/hT1ZRaf9Xkco2RVpHTTCKyLSRJqili+onq+InPnKnJUUlDp5d3EyB/JK\nePWKxNN6v0AvByvuP/u03kNEWiclvCIiIiK/c7szCwnwtNd7VPPkZ7t9AAAgAElEQVSdRbv5Imkv\ns28fRqV5moMTEfkNNKVZREREpJlVnmFZ4l2frOG9xSn1bj91YAz/d1VfDMPQLsYickbTCG8zaKpp\njiLy+6Cp0SKt25u/7mLW+nT+d9MQV4dS7f3p/Ru0GZSXmw2vepQOEhFxNY3wioiIiDSjc3tEcv/E\nzq4OowYfdzt2a8v7Z2FGfimXvLGEg3klrg5FRM5Q+mpOREREpBmF+7kT7ufu6jCaXGWliaWZpzd7\nuVlJjAnAU6PNInIC+r/DSWgqsoi0ZJoaLSLN5dt1+3j8u80suW90s97X02HjnvEJzXpPEWlZlPCK\niMhJKXEWkVMZFh/Ccxe3zrq1uzIKeHL2Fl6+vDdutvqvcxaRM4MS3pPQP85ERERETs3P086Q+GBX\nh3FaeDisRPl7YDW0G7VIS6SEV0RERETkBCL8PHjo/K6uDkNEGqnlbccnIiIiIiIiUg9KeEVERERE\nRKRVUsIrIiIiIiIirZISXhEREREREWmVlPCKiIiIiIhIq6SEV0RERERERFolJbwiIiIiIiLSKinh\nFRERERERkVbJME3T1TE0OcMwMoAUV8fhYsFApquDaEH0vBpGz6th9Lwa5kx7XjGmaYa4OoiW7gz+\nbD7Tft+agt7Tma+1vR/Qe2opWst7qvdnc6tMeAUMw1hpmmZfV8fRUuh5NYyeV8PoeTWMnpc0p9b4\n+6b3dOZrbe8H9J5aitb4nk5FU5pFRERERESkVVLCKyIiIiIiIq2SEt7Wa4arA2hh9LwaRs+rYfS8\nGkbPS5pTa/x903s687W29wN6Ty1Fa3xPJ6U1vCIiIiIiItIqaYRXREREREREWiUlvCIiIiIiItIq\nKeEVERERERGRVkkJr4iIiIiIiLRKSnhFRERERESkVVLCKyIiIiIiIq2SEl4RERERERFplZTwioiI\niIiISKukhFdERERERERaJSW8IiIiIiIi0iop4RUREREREZFWSQmviIiIiIiItEpKeEVERERERKRV\nUsIrIiIiIiIirZISXhEREREREWmVlPCKiIiIiIhIq6SEV0RERERERFolJbwiIiIiIiLSKinhFRER\nERERkVZJCa+IiIiIiIi0Skp4RUREREREpFVSwisiIiIiIiKtkhJeERERERERaZWU8IqIiIiIiEir\npIRXREREREREWiUlvCIiIiIiItIqKeEVERERERGRVkkJr4iIiIiIiLRKSnhFRERERESkVVLCKyIi\nIiIiIq2SEl4RERERERFplZTwioiIiIiISKukhFdERERERERaJZurAzgdgoODzdjYWFeHISIircCq\nVasyTdMMcXUcLZ0+m0VEpKk05LO5VSa8sbGxrFy50tVhiIhIK2AYRoqrY2gN9NksIiJNpSGfzZrS\nLCIiIiIiIq2SEl4RERERERFplZTwioiIiIiISKukhFdERERERERaJSW8IiIiIiIi0iop4RURERER\nEZFWSQmviLRouUXlrg5BRERERM5QSnhFpMX6fkM6Q5+e7+owREREROQMZXN1ACIijTWiUygfXzfQ\n1WGIiMgJxN77XZP0k/zUxCbpR0R+fzTCKyItlrvdSrcoP1eHISIiIiJnKCW8IiIiIiIi0iop4RUR\nEREREZFWSQmviIiIiIiItEpKeEVERERERKRVUsIrIiKNZpomW/bnuToMERERkTop4RURkUZbm5bL\nOS/9SnZhmatDEREREalFCa+IiDRar7b+LLlvNAFeDleHIiIiIlKLEl4REflNwnzdXR2CiIiISJ1s\nrg5ARERERORkYu/9rkn6SX5qYpP0IyIth0Z4RUREREREpFVyacJrGMZ4wzC2GoaxwzCMe+s472cY\nxjeGYaw1DGOjYRh/dEWcIiIiIiIi0vK4LOE1DMMKvAJMALoAlxmG0eW4ZjcDm0zT7AmMAJ43DEM7\no4iIiIiIiMgpuXKEtz+wwzTNXaZplgEzgUnHtTEBH8MwDMAbyAKczRumiIiIiIiItESuTHijgNRj\nXqcdPnasl4HOwD5gPXC7aZqVdXVmGMZ1hmGsNAxjZUZGxumIV0RO4unvt/Drdv3dE5Gj9NksIiKu\ndqZvWjUOWANEAr2Alw3D8K2roWmaM0zT7GuaZt+QkJDmjFFEALvFwGoYrg5DDitzVjLq+QWsSsl2\ndSjyO6bPZhERcTVXliXaC7Q95nWbw8eO9UfgKdM0TWCHYRi7gQRgefOEKCL1ddfYTq4OQY7hsFm4\ndmg72gV7uToUEREREZdx5QjvCqCDYRhxhzeimgJ8fVybPcBoAMMwwoBOwK5mjVJEpIW6fEA0AV7a\n509ERER+v1w2wmuaptMwjFuAOYAVeNs0zY2GYdxw+PzrwKPAu4ZhrAcM4B7TNDNdFbOIiIiIiIi0\nHK6c0oxpmrOAWccde/2YP+8DxjZ3XCIiIiIiItLynembVonIGaCg1MmwZ+azaV+eq0NpkM3peWw/\nkO/qMERERETERZTwisgpeTms3DQinuggT1eHAsCyXYd46OuNp2z35q+7eXdx8ukPSERERETOSC6d\n0iwiLYNhGFzWP9rVYVSz2yx4OKynbPf8JT2bIRoREREROVMp4RWRFqdPdAB9ogNcHYaIiIiInOE0\npVnEhZwVla4OQURERESk1VLCK+IiuzML6fLgHPbmFLs6FBERERGRVkkJr4iLRAd68toVfYj0c3d1\nKGeclEOFfLoy9bT0/ev2DH7dnnFa+hYRERGRM4sSXhEXsVoMRncOwzAMV4dyxtmyP58vkvaelr6X\n785ixe6s09K3iIiIiJxZtGmViJxxxnUNZ1zX8NPS991jO52WfkVERETkzKMRXhGRY6RmFfHSvO2u\nDkNEREREmoASXhGRY2QWlLJqTzamabo6FBERERH5jTSlWUTkGL2jA3h/en9XhyEiIiIiTUAjvCIi\nIiIiItIqKeEVEWnhNqfnsXFfrqvDEBERETnjKOEVEWnhPlyawgdLUlwdhoiIiMgZR2t4RURauMcv\n6O7qEERERETOSBrhFRERERERkVbJpQmvYRjjDcPYahjGDsMw7j1BmxGGYawxDGOjYRg/N3eMIiIi\nIiIi0jK5bEqzYRhW4BVgDJAGrDAM42vTNDcd08YfeBUYb5rmHsMwQl0TrYiIiMjvR+y937k6BBGR\nJuHKEd7+wA7TNHeZplkGzAQmHdfmcuB/pmnuATBN82AzxygiIiIiIiItlCsT3igg9ZjXaYePHasj\nEGAYxgLDMFYZhnFVs0UnIiIiIiIiLdqZvmmVDUgEJgLjgH8YhtGxroaGYVxnGMZKwzBWZmRkNGeM\nInIS2w7kU+asdHUYTaqozOnqEERaBH02i4iIq7ky4d0LtD3mdZvDx46VBswxTbPQNM1M4BegZ12d\nmaY5wzTNvqZp9g0JCTktAYs01Pq0XNJzi10dhktNfnUx8zYfcHUYTWZ9Wi49H55LdmGZq0MROePp\ns1lERFzNlQnvCqCDYRhxhmE4gCnA18e1+QoYahiGzTAMT2AAsLmZ4xRptMdnbeLTlWl1nluTmkNB\naesfKfzpzyOY0C38pG0qK03+s2xPi3geXSJ9eX/6AAK8HK4OpdX414/buemjVa4OQ0RERFohlyW8\npmk6gVuAOVQlsZ+YprnRMIwbDMO44XCbzcD3wDpgOfCmaZobXBWzSEN9eM0Abh0VX+e5Gz9cxZwN\n+5s5ouYX4uOGYRgnbVNY5uS1n3eQmlXUTFE1ntViMKh9kKvDaFXO6R7OtEGxrg5DREREWiGXlSUC\nME1zFjDruGOvH/f6WeDZ5oxLpKnYrCf+Tmn+3SPwcFibMZrmVeas5MGvN3LrqHgi/T1O2tbH3c6v\nfx3VTJHJmSY+1Id4FZ0TERGR0+BM37RKpNVqzckuQKVpkldcjrPCdHUoIiIiIvI7pYRXRE4Ld7uV\nV67oQ3SQZ5P0t3V/PnM3tv4p4CIiIiLSdJTwikiLsDw5iy+Sjt/IXURERETkxJTwikizuPa9FaxK\nyWr09VcOjOG1qYn1avvT1oNMfXNZo+8lIiIiIq2DEl4RaRbdo/wJ9HLjpXnb+fOna0/rvdoFezHu\nFKWQfouUQ4WkHCo8bf2LiIiISNNw6S7NIvL7cfvZHQAY3TmUvJLy03qvmCAvrgzyOm39v/TjdiyG\nwXMX9zxt9xARERGR304Jr4g0SG5ROav2ZDEqIaxR13eL8mviiJrf0xf24OSVhUVE5EwUe+93TdJP\n8lMTm6QfETn9NKVZpIWZt+kA099d4bL7L0/O4t7P17vs/mcCu9Vy0hrLR2jas4iIiIhrKeGVFiU1\nq4hZ69NdHYZLxYV4MSoh1GX3H9MljOX3n+2y+7cU+3KKOevZBWzdn9+g61alZJNdWHaaohIRERH5\nfVHCKy1KUmoOby/c7eowXKp9iDdTB8a4Oox6+XbdPu6YmVTnueKyimaOpnlF+nvw059H0Cncp0HX\n/eWztXxfz3rDl//fUn7cfKAx4YmIiIj8LijhlRbl/J6RfHbjYFeHcVrd9d81LNl5qMn6+yIpjW0H\nGjbKWJcHvtrAWw38siE2yIsB7YJqHf/f6jRGPrfgN8fUUKXOCkY8+xOrUrKb5X5xwQ3fOGvOHcO5\nrH90vdqe3zOS+FDvBt9DRERE5PdCCa/IGSYmyAs/Dzs7Mwr45w/bfnN/s9fvZ3N6XvXr7QfyueDV\nRRSVOQHILyk/YYKdll3E3MOjjYPbB9GzTcM2nOoW5Vdn8ja2azivX1m/mrpNyc1m5cYR7YkPcU2S\nOG/TAe7/4uTrn+31WBt8xJT+0cScxt2oRURERFo6JbwijbB01yG+SEo7LX3ffnYHukT6klNUViNR\nPZmTlfmZcVVfJvWKqn4d5O3G6IRQ3GxWABZuz+TWj1fXee3y3Vm88csuAMZ3i6BvbGB938ZJebvZ\n6NXWv0n6aqhL+0Xj52l3yb0DvBzEKkEVERERaTZKeEUaYXdmIevSck/rPRJjAplxVd9Ttlu0I5N+\nj82jpLx+a2IDvRzcMqoDVktVYZ0J3SNYct/oOttO7tOGz1vgFPKJ//qVT1akujqMWhJjAvjT8HYn\nbVNeUdlM0YiIiIi0fkp4RRrhsv7RPHheV1eHAUD/uEA+vm4g7nZro/toyDTaI8qcrk/McovKefib\njdXTs4+4Z3wCZ3UKcVFUjVfmrKT3Iz+waEdmk/W5Li2HHg/NOeksABEREZHWSgmviAs5Kyq557N1\nDarXuiolu0aCZ7da6BMdUKvd+0uS+XrtvqYIs5bPV7lm06njlTgr2JlRSLnTrHF8eMcQwnzd67zm\n2BFU0zTJLCg9PbHVc8T9WA6bhVev6ENiTO2fZ2N1DPPhyck98HV3zTRuEREREVdSwiviYmUVlVSa\np253xLXvreCnLRmn7tdZifOY5C49t5hSZ91JmLOisjqJnrtxP1NmLDlp32d3CeOlKb3qH/RJrEnN\n4UBeSaOuDfN15/3p/eu9JnfTvjy6PTiHQ4eT3Fnr9zPy2QWNuvfJrEnNocfDc8ktavio6vCOIb9p\ntP547nYrE3tENFl/IiIiIi2JEl4RF7JZLfzz0l4NKl+z+N7R9Upgrh3Wjsl92lS/vmzGUj5etqfO\nti/O284f31kBQEK4Lxcec11d/Dzs9I0NpKDUyScrUjHNBmTsx3n02018kbS30ddD1WhqSXkFe3OK\n+WnrwRO26xjmzetXJhLk7QbAmC5hp6XMVddIX96e1s9lm2OJiIiISBWbK29uGMZ44CXACrxpmuZT\nJ2jXD1gCTDFN87NmDFGkyZSUV+CwWrAc3iyqoQ7ml3Awr5RuUQ0rDQRwyetLuHtsR8Z2Da/z/B+H\nxDK5T9VOztFBnkQHeZ6wrz2HiigoddIl0peUQ4W89ON2zukRgbdb4/538sn1g6o30Gqo5+ZspXOE\nL3M37cdutdAvNoBPVqYxslNone1tVkuNcw6bhU7hPo2698nYrRaGdgimzFnJGz/v5OohsfhoSrGI\niIhIs3PZCK9hGFbgFWAC0AW4zDCMLido9zQwt3kjlDNJZUPm/J6hrnp7OS/9uL3R13+6Mo0Hv97Y\noGveW5zMd+vSmdgjgt7RAdWliI4X5O1Gu8O1aT9dmcp17688YZ8fLkvhn/Oq6gN3jfRj0b2j6kx2\nd2UUMOdwDd9dGQVc/n9LKS6rPaW6sckuVJX58Xa38dfxCdw9tiOX9ov+TbtKf7IilfEv/tLo649X\nWOrkh80HyGnE1GYRERER+e1cOcLbH9hhmuYuAMMwZgKTgE3HtbsV+Bzo17zhyZlk7Iu/cN2wdlzS\nr62rQ2mQUmcF5RUm3m42HpnUlUAvR6P7umlEe/407OQlbY5X5qykrKKCaYNj631Nz7b+eDjqToxL\nyiuYOiCaqICTjwBvSs8jr7ic79anM65rOL4ednq29cdubXxyW5drhsY1aX8jEkKICvCofl1ZaWLS\n+KQ8wMvB17cMPWmbFclZ2K0Wl9UlFhEREWnNXLmGNwo4tlBm2uFj1QzDiAIuAF47VWeGYVxnGMZK\nwzBWZmScekMfaX57c4qZ8NKvZOQ3fFfcRyd1Y1Tnuqepnsme/X4rN364CqhaG7txXx7frUtvVF+G\nYeCwNeyv7J+Gt+OC3idfj3u8jmE+nNsjss5z/12RypVvL2ddWg6frjz613dnRgG3z0zCWVHJypQs\n3luczCX92vLe9P4ABHu7cc/4BGxWCxWV5ik3c1qZnIVpmuSVlHPevxeyK6MAgAN5Jfz507WN2gG5\nPkJ93BkSH8yTszbz1Zq9PPzNRm6bmXRa7nXE12v2MXtD434nRM50+mwWERFXO9M3rXoRuMc0zVMW\n/DRNc4Zpmn1N0+wbEtLy6m/+HgR42jmvZwQ+7g2fWDCofRDBhzcaOhOVOiu4bMZStu7Pr3H8ppHx\nPHFB9+rXOw8WsPVA/vGXV0vak81rC3Y2Oo6VyVn86STTkY/1xKzNLNxeu97rc3O28vHyuje3unxA\nNJ/eMIhdGYWsSsmuPm6zGHg6bBiGweQ+bfj4uoFAVZ3caW8vZ/b6dFKzigD4z/I9nP/KwhPGlZZd\nxCVvLGFXZiGedivju4UT5O3Gkp2H+GhZCmXOSn7DHln10ibAgxBvN6YPjft/9s47PKo6+8PvnZlM\nJpPee09IBwKEGnrHhigiCisKioq6dsVeVmzYFQVFEVBEUESkSm8JoaaQQhLSe530TLu/PyYMCQlt\nfyq77n2fx0fy7XPnJjPnnnM+h/5+Dn9qDdvXp0azcHLEn7a+hMS1RPpslpCQkJC41lxLg7cE6Byf\n6tPR1pkBwA+CIOQDtwJLBEGY+tccT+KPRq1U8OCokD+05Mp/ChYyk2CS4wWqvE7WSnydzof/zhse\nxOPje7HiUB5f7Otu2Na36iiqa7mqvbMrGsmvNtXxdbRWEu11ZaJWKoUMxQUhxpUNbWxLK7voQwkL\nuQw3WxW39PfhrVt6m9v9na15c1pMt9BfpUJGsKsNXx/KM3sxh4c6oxAESutbe9zDx1HNyZcmEOxq\ng0IuY8HoEOytLNC0amluN/DxzFhzyLXOYGTG0gTSSjTm+Z/symZlQv4VXYOLMXtIAENDXPBxVPP5\nvrOkFGkuO+dofi3N7frLjpP48zEaRWqbtdf6GBISEhISEhL/AVzLHN6jQKggCIGYDN3bgTs6DxBF\n0ZygJwjCCuA3URR/+SsPKSFxJchkAo9PCLvi8e52KrSG7oELo8PcLqowfCFGo4jWYOST3TnYWSn4\n19QYgl1t+Oe40Cua39N5rZRyxkS4Mya8+xnmfXsUJ2slNU1als8xpdT/eLSIIcHOXYz6C9d76Yau\nWnQedlZM6+9Du87A4z+e4q1pvbuFattbdVc0nhTtyaTo8+WYapracVRbMCzEpYv339dJjXUnEa1R\n7+7hhesiGRfp3uMZL4VcJnD0+XFXNPb+Vcd5fWo0U2KurObtjtPltOmN3Nin5/BxiX+f9SeKeW9H\nFkeeu7L3TkJCQkJCQuLvyzUzeEVR1AuC8BCwHVNZoq9FUTwtCML9Hf1fXKuzSUj0hKZVx7vbMpkU\n40F8SNfQvFs/P8yYCDceHBVyRWtNvkKjCEyGbVlDGxYygVNF9YyPdMcowpI9Oew7U8Xa+UMQMBlQ\niWdreOmGqKt5WV2wVVnw3JSew2sXjA6hRasn8WytuW39iWKcbZQXNXh7QmUhZ8HoELafLmfjqVIW\njA4huEMhGiAhtwa1Uk6fy4g4jXlvH69PjeaRsV0N/KmxXaQAeGZSOLF+f74g1KFnx1xV9EJJfavk\nEf6TuLGPF/3+gvdcQkJCQkJC4j+fa5rDK4riFlEUe4miGCyK4hsdbV/0ZOyKojhHqsH79yajrKFb\nDuyfSXO7Hq3eSLmmjcXbsy5Z+qhVa2BbWjnfJxXy/g5TaaG5K46yrSNMVy4TKKk7H6J7MLuaN7dm\n/CHn3JVZydj39rL+eDFvb8vkg9/PMOebJG4f6MfrU6ORywRkMoE1SYUczT+fV1vXrL1o2PCFr03f\nyds87K3dbEntLqIU6+dITbMOV1uTN3XRlgzuHOTH2Iir95wCTIzyIHfRlC7GLsCvyaXsyqhA06pj\nTVIhN33aPd9Xqzfy4/whTIwy7W00iqw9WkiLtrsBOTnGE+dOHuDcqqY/pczVhcZucV2L+f7oibuH\nBfLQmCvzxoPpfZIM5CtDZSEnxO2Pr68sISEhISEh8d/Hf7polcT/EN8cyuPbhPy/bL97Vx7j/d/P\nUNeiJSmvlgXfn0DTel6cKCmvluUHz3LTZ4dYcTifbw7lkfbKRL6bNwgwGWwhbrasTizgvdv68EYn\ncSq5TMBSfmW/XqIocqKwjtL6Vvad6a5iujerkjdvjuFEYT3jIt2ZMdCPZyaF42prSYSnnXnc89dF\n8sGMPuafH1pzgqfWJfe4Z3O7nqmfHSKnspF5K4/y3u9nMBhFfjlZwqs3RjEkyNk8dvH2LN7ZlgmA\nwWhEqzcZx35OalwvIiSmNxipbuquxn0lBvib02J4fEIYS/bksP54EfMuKMWUlFdLn1d34OekNtcV\nbmzT89HObIpqu65vNIos/DnFnOPcqjUw6cP9JJytMY85mF3N7csSLnmm2mYtdVeZE7o7s5Kn16dQ\n3/LH5JK+8utpnl6f8oesJSEhISEhISHxv8K1zOGVkOjCO7f26bFdqzdedTmezrTpDNS1aPG0t+rS\nvujmGGxVCpxtLFk6uz+LtmTQWXPpvR1ZxAU48vDoEOJDXbilnzfqTrmh52oCP/tTCn5Oanw61aYd\nEuzMkODzRuOFfHs4n7NVTUyM8sDR2oJbPz/MU5PC2XG6nNrmdsZHemDTsZeTtZJAVxuWze6PIJjK\nE3k7WHVbM8TNxvx6LeQySutbeen6yG7jAFq0BorrWvj1VCmv3RSNncqCysY2Xtl0mo0LhuHYqV7w\n0GBnzvlDO5c4mjXYv8e1Kxvb2JVRySe7sjm8cKy5Pb1Uw42fHmTF3YOID3XpMqe+RYvKQt7FS/ro\nuF606QxdzgLQx9eeZf/o36VWsL3aoste5xCBNp0RfYdHVyaDpyeFM7iTQe/vrGZy9KVDzF/ddBqZ\nIPDBjL6XHNeZm/p4k1fd/P+6dzvz5MQwDH+CZ1pCQkJCQkJC4u+MIP7Z9T2uAQMGDBCPHbuy0iwS\n/9loWnQMenMna+8bctmczgtpatez/ngRbTojv5wsYdujI/6kU149R/NrKa5tZeGGFL69eyBhHrZY\nyGXMX3WclOJ6vr1nILF+jubxBqOITDDNA/juSCG93G3NubD9/R1xsbHkx6NFfLonh/1PjzbPTS6q\nJ9zT1uwNBVO488BFO7m5rzfvTO9DTmUTLjZKHNRdjcsrpbKxjVc3pfPo2FDGf7CfTQ8Nw0ZlQaCL\nNQANbTpiX/udxdP7cFMfL2QXqDnf9kUCcYGOPDUx/Ir2O5xbjZutZZew1Tc2p9OqM/CvqTHdxm9L\nK8fDXoWtSsGMpYls/edwc2j2pfh8by59fO2J6lC+7klMS+LvjyAIx0VRHHCtz/HfjvTZ/N9FwLOb\nr/UR/qPJf+u6a30ECYn/aa7ms1ny8Er8R2OvtmDp7AFEetldfnAnVibk09pu4M1tmayeO5BpFwgZ\nXQk/HS/mywNnL2oop5c2IJcJhHlcfa5gXIATcQEwOcbD7NVs0xlQygUMokiMt8nAqmpsRymX8dT6\nZCzkMramlSGXCSybPQAPexUAb23N5NnJ4UyM8mBitAch7udzYo1GkZlfJvLx7bGoLeVsSyvn5lhv\nYv0c2bggngAXk1f6sbWnmBTtwYLRlxbd0uqNrDtexK39fboY0HJBQG0hx8vBis2PxJsNxHPYqSzY\n99QoBEFAazCikp2f++3hfIaFOHN3fGCXOedUqHsSgvr2cD59fR27GLw39PFCZxDRtOpo1RrM1wdM\nYeEKucArN0Rx7IUrV+6tb9HS0m7oZuhqWnWUaVoJ97i6+1JCQkJCQkJCQuKvRcrhlfjTOVPRyOaU\ni4v3dKa5XY+mRdelbWQvVyyuMB/2HOmlDfg6qzn4zGjc7FT8O5Ggw0NdeHZyV49jclE9iR35nx/s\nzOLDnWeufuFOqCzkHC+oY8neHAAO5dYwZ0gA497fh6ZVx3MbUnl7eyaPT+hFiJsNU2I8mRTtwTvb\nMs35u3ueHMXEKA/A5IHs18kzLJMJPD6uF4dzq2nVGjhZWM+648UARHrZoVaannmtuW8w80d0zZU1\nGEXe2ppJRUObue10qYZ3t2VR1dg1P9fZxpJ3p/fB2lJBlJc91U3tXfKhwRSafdOnB/kuscDcdjS/\nlvRSDf7O1hzKruZE4XnRrS8PnOW2pT3n1o7s5cb4SDca287v0dvHgf7+jizZk8Nja091Gf/MpHB+\nPFZMRtnViaItnBLRYzmjn44X88iak1e1loSEhISEhISExF+PZPBK/OmcKqzn1+SSKxr71tZMnlh3\n6vIDL7fOLb2ZEuOJj6Oaf23OYMXh/C79rVoDG0+VcKmQ/ngh4IwAACAASURBVLoWHbYqk0G4aEsG\nn+3J4dfkEjaeMr0WN1tVtxDggppmPt+b2+N6d3yZyA9HC2nXG/jH10lkV5iMr4ZWHcfya3l7Wyar\n5w2iqK4FdzsVL2xIZcYAH56bEkG4hx1zhgbw8g1RBDipya9uNoshrUzI51RRvXmfXRkVzF5+BDCF\nGq8/UUxedTMje7kye7A/L9/QPa/XxlKB4oKHCjq9gdOlGso1rYx5by9Z5Y00tOkJcrXukq/cE8+s\nT2Hx9iwAGtt0fHXgLPnVzVjIZdzQ18usNlxc14LKQs7UWG8O5FSTWqwxr3Frfx/enNY9PBlg3fEi\nXt2UzrM/pwLw5tYMznRcz0fH9WLJnf26jHe0VpLy8gRifOy7rfXvMGdoABseHPaHrPX/pU1noPYK\nBLUqGtqo6UFI7EL2n6misKbljziahISEhISEhMQ1RwpplvjTuS3O1yzwdDmemNDLrAL8R/HVPwYg\nvyBnNLeqidc2pTM63A07Vc95mZuSSymsbWZTchnhHrb4O1uz8OcU7ukIve2synyOck0bG04Wc6qo\njgH+jtw7IpivD+aZatU6qvnmYB7T+/sS6WmHbce+o8PdOF2q4f3fz/DQ6BA+nmky1m7+7BBvb8vi\n98dN3tsbPz2Ii40l3987GF8na/O500sbcLWxpG9HjnOQqw2Toz3JLG9g8kcHWH//EIJcbKht1vLe\n71kMCnLC39mUW1vXrMVKKe8xbPij3TkoZALRXvaMCXPD3krBF/tKWDq7a7rEj8eKiPG276IY/e70\nPljITde8oqGddceKmT7Al4SFYynXtNHn1R1s+edwgl1tyK9u4ZeTJUR42DJ7SIB5DWcbS3M5oa8P\n5qE3GrlvRDAAGx4cRnVTu7m8UIWmzWxEWynlXQStznE1NXIvh0wmYG35n/Hn89PdOSSerWH9A0Mv\nOe7ljadxtLbgzWm9Lznu8725TI7x4B+d3gsJCYn/HqTcWwkJCYmuSKJVEn8Lfksp5WB2NW/d0vOX\n+cSzNfg4Wl3WM3khBqPIw9+fYO+ZKp6Y0AsHtZJJUR5mY2fakkNm1V+jUUQmE5i1/AjppQ1MifHg\nlRui+OZwPnlVTfyWWsZHM2IZHe7W416tWkMXQy27opETBXXMGOhHZUMbt35xmJdviGRshId5zJbU\nUsaEu9Pcrqdc00ZNs5YRvVzN/WklGqK9L+7VvOXzwwwLdubxCWHd+orrWtC06pDLBKZ8dICls/qz\n9lgRb07rjZVSTnppAwMDnVjw3QkmRXtwQx+vK76uR87WkFxcz6Itmdw5yA9PexX7s6v5bt4gFDIB\nQRDIrjB5lPv7O7IltYxTRfU4WSu5f2SweZ03t2QwLMSly2u+kHPvy9+VxjYdTe36birkPY2TywRz\nGLvElSOJVv0xSJ/Nfw2SwfvXIIlWSUhcW67ms1kKaf6bseFkMcV1f0w44qbkUg7nVv8ha/3ZeDtY\nXdKwe//3M2xLK7+itV759TTv7TCF48plAktm9WeAvyOnCutZvD2ri2cvtURDdkUjv6dXMHDRTgBW\nzx3EiRfH86+pMby1NZNDOdXcHR9IkIs1qcUatqSW9rjvhV7J5GIN3x8tAkBtqWBKjBdDgl2ob9Gy\nJ7OCz/Zk8/CaU2SUNfDe72d4+qcUFm3JoFVr4O4VSYx4Zzc6Q3dveWu7Hq3OwIPfHSfW14F7RwSx\n/0wVQ9/c1SXE28dRTZSXPSqFHLVSzk8nSvC0t8LV1pJ9WVU8+N1xAD67sx9xAU6U1LeyKbmU/Wcq\nySq/dK5sf39HVhzK54tZ/Xjj5hgeGhPKj/OHMO69fcz8MhGAjadK+eZQHgBTYjzp5+fYzfuvspD3\nmN898YP9HMiuYvnBPKZ9frhbf5vO8If9nlxrbFUWlzV2z427Vsbu3qxKZi5LvCZ7S0hISEhISPxv\nIz3q/5uxOrEQtVJx1Z7MnkgprsfHUc3Q4K41U9NKNGw4WcKLF6nxeiG7Myvo5+d4VSVv2nQGimpb\nCHW/vAJyXnUzqxMKCO6kTnwhP84fcsk1SutbeWdbJm/d0psJUe5dFIgBZILAttPlbH44vkt7wsKx\nbEktI7Osgfdu616j9d4RQTS36wlyteGXBfHMWJrAzswKpsRc3ht6a38fbCwVVDW2s/ZoIX187FEr\nFXy8K5Mv9uWy8p6BrLl3MLF+joR52KI3GLGzUpJb1cSxvDo8HVTmWr7HC+ro6+uAplXHgH/9zu1x\nvtQ2azldoqG4rpW3bonh+esiKapt5abPDjKylysf3h4LgJudJTqDyO0DfRkV5saUjw6wYHQI6+4f\nwpI9OTS16yioaUEmk+Flr6KxTc/PJ4s5/eqkbqHk51DIZT3Wzb0nPhCDwcjerEqemNALQTg/f2Qv\nVw7nVlPbrMWpozbvY+N79bj+vOGB+DpZoZAJ9PGJ6Nb//ZFCVicWsPvJUZd9HySujF0ZFUR62fVo\nfAe52HB9n0vXOpaQkJCQkJCQ+DOQPLx/M356YKhZsff/y/PXRXLX0IBu7TqDkRat4YrWaNMZePzH\nZLOyMUBhTQuxr+2gtL71ovM2p5Qx88sjF+0v07SyLc2k/Kxp1ZFb3UyFpq3buAPZVRzM7tlLbTCK\nlHfMEQTMYa/7zlRR2dB1rWn9fdi4IJ5eHWVoMssbeGp9Mi42ljhZK/FysGJkL1de3XSalzem0dCm\nQ6s34m6nIsj1vCH+9i29WdRD7m99i5aSuhbKNKZrklHWwOu/pfPu9kyOF9RhIZeZRaWemhjGuvmD\nKa1vJcBFzcnCOt7bcYb+/9rJvjNVBLvacO+IQKYP8EUhl/H53hxu/fwwqSUanKyVvHh9JAMCnXh2\ncgS+TtaklWhQKxX09rGnTadncrQH7nbnS/qolQqW3xVHb28H4t/eDYj093ektlnH9tPlfL73LLF+\njrx7a28WTolg0bQY9j89+qLG7qW4a2gAzToDc745Sk5lU5c+vdFISV0r7frL33u39PPhlV/TeWp9\nCp4OVt0Uo2cN9ueH+wZ3m1dQ00xTRy6wxNXx0a5sEnJreuzzc1Zz5yD/v/hEEhISEhISEhKSwSsB\nrD1ayFcHznZpy65o5NfknkNvY/0cL6qeeyH5Nc0ADAp0BkzeWE8HFS/dENnFqLqQm2O92fHYCFKL\nNdz1dZJZnOgcxwvq+GxPLvNXHaOmqZ1fFgzj1ZuiAZOR/c2hPHQGI0fO1pKUV0Njm47GNh2DFu1k\nx2lTaPNvKaVM/HA/AJ72Vrx/W19UFnLcbFXYWVnQ2Kbj64N5lGvauLGPV5dawNkVTaw/XkxNUzvX\n9/ZCazBy06cHuamvN1NjvZm74iif7M7ucma9wUhDm84cen0op9qsLPzA6uPMXXGUx9cmk5RXS1Gt\nKX921xOjmBTtwfyRwfg6WTHkzV00teuRyWQs3X+WDSdKePnX08wc6Mut/Xx4a0sGVY3tZJQ1Utes\nZUtqGTtOVzBrsL9Z1OruYYEczatj3bEi1EoZgmAyJid9uJ8n1ydT2ahl4ZQI87X85w8n8XdW88Ox\nQtp1Rqb18+ZQTjUWcoGND8Vz5o3JzBsehFIuY+S7eziUU42TWsnSfbnmskFfHTjLvG97zt1rbNPR\n3K6nVWtg2pJDHMuvZeODw8ze/X/9ls6iLRnYqixYPifuisJ3dUYjrVo9H8zowxM/nuqmnK1UyHDr\n4f67f/UJViUUoDMYKbnEA5kL0eqNPLku+W8TJt2Z+hYth3Iun9rw60PxTOvn8xecSEJCQkJCQkLi\nypEM3r8hRqPIRzuzu9VKvRhqpcIc+nqOlGINmy5i8ALsTK/g3pWXFh95c2sGAKdemoCjtZKzVU2M\nXryXsvo2bo71uaQHUCYTcLJW4qC2oLePfTfRoet7e7Hp4XiGhbjg59Q1fLuqsZ2VCQXUt+h4cmIY\nj08I48Vf0njxlzTemtbbbHxPifHklwXdS8vMjQ9kWIgL5Zo2vjtSwIh39rAnqxKAhg4Dzt9ZjSjC\nqaJ6jEaRpftyua63J/5OalYlFODnbMWosK6h4El5tUxbcpgtHTWJvz9SyK6MSkRR5GRRPXOGBVLX\nomX+qmPsO1PF4ul9usy3tVRQ2dDO2com+vs7sufJUcwfGczPDwzlt5Qy3O1UDAl2ZuAbO7k9zpen\nJ4WjVsoZHOzM61NNDwNSiusZtGgn80cEsv10OVnlTcwa7I+AgJ2VBemlDXwww7TvxlMlrDtWhEIm\nIJcJ3DMskM2PxDNnaCCrjxSQXtrAicI6Gtv05vfs0XGhRHja0dxuYMPJEvM9OCrMjbuG+vPyxjQW\n/pxiLnvz5f6z3PjpQfq+toNmrQ6FXMZNfb2xsTp/P06M9mBCD7VwwaQyPf2Lw92MU0uFnLXzhxIX\n4MzSWQN4dFxot7kpxfXm0lDn+H7eIObGB7LhZAlTPztkbte06kgr0Vy4RBcMRpG/oQYg+7OreXp9\nyrU+hoSEhISEhITEv8Ulc3gFQbADXEVRzL2gvbcoitI3oP9QtAYjB3OqmBTtgaut5UXHLT+Yh95g\nZH4n1dtz3NLfh1v6X9xbY2dlwfAQF6oa23no+xN8ekc/XGyULNmby/QBPrjZqqhsaO8S+hzkasO+\np0bh53zl+cX2ague6EFB+Bw9lU7xdVKz54LczBc68o1dbM5fj+d+TuX2gX4Eulib29YeLUQEbu3n\nQ6i7LbueGEVWeSNtOj0f7zzDp3tzWTEnjqEhLtwx0I/tp8sZG+HOg6NCSC2u575Vx/CwU1FZ38Yd\nXx7hmUkRzBzoh5VSztAQF2K87XluQyrpZRradAbiQ1wQBIHnp0RiqZBhbWkSiOpJ8djbUc2a+wbT\nu8NTew6FXEawqw3WlnJcrC2xspAT1eFFDnWzNd8Dj/1wklJNG89MCsfD3orJ0R4cyK7mnvhAGtv0\n+DqpefmGSKyVCo7m19KuM1LXomVTShlzhgbibqfCzU5FVWM7lQ3tDApyZv6qY8weEsDswaZw1Ztj\nffjqwFnKNW1se3QEYPISCwIMD3XFyVpJeUMbI97dw9LZ/TheUMe9w4NwUCtxsVHx4/wh/HS8mGlL\nDjMlxpM3p8UQF+DU5fXqDUZ+PlHC1FhvrJRyBgU6m+sl94S9uueyU8sP5iETBKbEeDK+w6B27MgN\nvjnWm6HBzuaxvyaX8s3BvIvm/CoVMj6Y0T2H+1qjadHx6NqTvH1L7x492lfCjX28uD5Gyr+VkJCQ\nkJCQ+O/koh5eQRBuAzKBnwRBOC0IQlyn7hV/9sEk/n1UFnLW3T+UMI9LCz552qvwcrh8eGhPLPj+\nBFZKk3EW6+eIWilHZxDZnVlJZYPJq/fBjL7083PsMq+ioZ2n1ydfdN3tp8u5d+UxVhzKQ9Oio99r\nv3OysK7LmPTShouGW39/pJCkvFo+35vLhpPF5nYXG0tcbCxp1xl4a6sp7NfJRolS0dVzfCinmud/\nTiO5uN7cFuJmw/SliWxKKeP7ewcRF2gywF68PtKcj3tbnC9hHrbUteh459Y+fHvPIBbd3JuPd2dz\ntsqUi/rSxjRifOyZPsCHpfvPYm9lgV2HJ1NvNJJWquFUkYab+noxOMiZlQn5HMqpYuHPKTyw+jjb\n0soZGOjEcz+nMuebJLMHHeCGPl6MCXfn9c3pKBVys2EfH+rC9b1NxnOUtz3teiPT+vmgspDz+tQY\n1tw3mPTSBk4V1vPAqGAmRXuSXtbAzGWJRHnZsWRvLq/dGMUbWzL4cOcZAKqb2lk8vQ8KmYCXgxW5\nlU3m0GyAKC97BgQ4suC7E/yQVMjGUyXc2ZGPHeFhx3vbz9DX14HqJi1fzO7PHYP8mdLJoJoa680n\nM2NxvIihWt2kZfGOLCoa2lBZyLlzsB9fH8zjwhJrRbUtZpVqncHIRzuz0bTozOHxH90eS28fe7am\nlnXbw0Iuw8dRzcPfnyDixW2Eu9uw+ZHhPZ7nr8BoFK8od1l/gSq3hULAz0ndTYTtavk7l3WSkJCQ\nkJCQ+HtzKQ/vc0B/URTLBEEYCKwSBGGhKIobAOnbz38hxwtq2ZVRydOTwgG6GBkXo6FNh52qu+Gx\n9r7BeDlYobKQ8+zkcHP7Tw8MveR6aqW8R6/z+uPFDPB3pKlNj1Iuw8PeCnu1BWvnD6G3T1ePZlqJ\nhgM51dzY4QV95dfTRHjaEh/qypmKRtRKOdaWcqwsun/JX5VYwNcH8yjTtPHkhDAeXXuKwUFOPDXR\n9Bo+ntmPRdNM+aTnkMsEfns4niAXaxRyGUW1LXg7WDFv5VF6+zjwTMf1nDUkgFmdPM4+jlZYKxVY\ndpwj1M2GCE87BgQ48cSEMFSdznf3sEAWb89iYIAjT04wrZeUV8vpkgYyyxuYGuuNv7OaXRkV1Ldq\nmRDpTrinHclF9axOLODdjvDnxja92YhevD2LWD8HxkaYvJfzhgcxb3gQdc1aPt+Xy5aUMlp1emxV\nCvJrWgl2tSa5qJ5Hx/Xi5EvjsVYq+Oj2WMZFuNPP3xF7KwWf7s5m++kKyjWt6AwidlYKDEaRqsZ2\nenXk3A7p8IwaRQhytSbUzRY/JzVFtS34OqmZOdCXidEeuNme9zhWN7VzNK+WyTGeyGUCI3q5XrS2\nroe9iqTnx5l/rmnScuRsLfrRIhby83+abl5yiGcnRxDoYk2gs5q9Zyop07RS16Jl6ewB5ut+KeYO\nDyLGxx4/Z2s0rbpupaP+Kt7//Qwni+r4bl53oa3OTProAHPjA5k50A8wpSucy22XkJCQkJCQkPhf\n5FI5vHJRFMsARFFMAkYDLwiC8AjwN8xU+/uj1YtXrK4MpjDOke/s6bEvyNWmi8F2JRTVtpBb1cRT\nE8MRRZHP9uRQ2WhSQ/7lZAmZ5Y0o5AJDgp2ZFG1Smu7v79gt1/e2OF8+mRlr/jncw5asikbGLN6L\nl4OKqbHe9PFxMNfLzatuNtdvvWOQH5sfGY5Wb6SlXU8vdxt+SCpizOK9bO7IrVXIBIa9tZsD2VUA\nVDa2cbaqCYVcht5gZNz7+9iRXs6DI0O4p8Ng2pNZwZSP9tPcSeH3yfXJLBgdwsHsKm77IoHZQwIY\n0BGe2/na3fV1EqsTC5gY5cHDY0PN3rRP7+hHlLcdEyI9+MeQACI87WjXG4nyssfHUc2JgjqUChk1\nzVpe+fU0AIumxZjDoa2UPdeobdbq2ZdVxeBgJ2bG+VPVqGXrP4fz4vWR9PF1QG8wciy/lne2ZzIx\nygO5TKCXuy3/+i2DH5IKua63B/ePDOG5KREsurk3EZ52DAvpmq+8J7OSlGIN4R52yGUCyw/mszqx\nAIDZQwK6GLsAJwvreXd7Vrez3rPiKI/+cJJ7Vx4jq7yR1zalm96Thjae25BKQm4N0d72rLlvcLfX\nuunheKZEe3DnV4mkljaw4cFhxAU4dlNsvhRNbXoGBjqzOrGABd+fuOi493dk8dPx4ov2/3+ZPcSf\naC97kovqLznuzWkxF813lpCQkJCQkJD4X+RSBm+jIAjm5M4O43cUcBMQ9UdsLgjCJEEQsgRByBEE\n4dke+u8UBCFFEIRUQRAOC4LQp6d1JK6MIcHOvHLjlb91EyLdWTV3EDVNVyZ+1ZlDOdXmEjvnSCnW\n8F1iIWDKM96dWWkWNVo9bxCToj3QGUTa9cZu612K2wf6Ud2oZW58IJOjPckoa+Cmzw7x+NpT5FQ2\nMm3JITanmkKg1UoFgS7WxAU4se54EWuPFjEvPpBAF2vOVjfx47EiDEYRJ2slTW167vo6iYTcGt7b\ncYbP9+Yya3kSc+MDyatqYsGaE2ZvtUImo65FR2Obnpc2pjHlowOMDXfn9jhfxkW6dxNNevGXNGZ+\nmQDAP4b4MzTYmRgfe3PN46S8WqJf3s4Afyc+25vDkr05gMkr/8jYUJrb9dS1aInwtKO6qR1RNNKu\nN9DPz5FPdmXz+I+nWDA6BD8nNZtTysgqb+C5n1PZmlqGvZUFM+J88XVU4+Gg4ugL44jwtGNUmBub\nTpWy8OdUvjtSyLL9Z7uodx/Iqaa4vo2zVc2cqWjktjhf9mdXkVqsoe+rO4h8aSsJZ01qviIieVVN\ntOlMD1g+vr0vNioFRbUtPLLmJA1tOtp0Bqo77q3xke495sfePSyAm/p6cV2MJ1q9kfoWLQm5NQx9\nazf2KgXqS3hcPe2tUFsqOPr8OEZ2eIvTShvIrTIphy8/mMe6Y0Xd5rVozz+02Jxaxv4zVSwYHcKy\n2f0vupe7vQonmyuvM321uNupqG/RUdHQvfRWZ+ICnHC2uXjevoSEhISEhITE/xqXMngfAGSCILx9\nrkEUxUZgMlDy/91YEAQ58FnHepHATEEQIi8YlgeMFEUxBngdWPb/3VfiylFZyMkqb2TAGzuvqCxJ\nZ97ZnsWujMoubdf19uTH+4cAJhXdnx4YSpSXSVxpT2YlWr2RW/v7MDf+0mGmF9KmM5BV3kg/f0d8\nndT4OakZHe5KjI8Dtc1alt8Vx419vM3jG9r0rD5SQB9fB0LdbAlxt2X5nDicrJW0tOtRK+U8Oi6U\nME9bXGyUTIzy4PfHR3J9b0+m9vFi6b5c3t5+hhGhLhiNIhtOFvNtQj73Dg/Cw15FZWM7rrZKdmZU\noDUY8XFUM/QCD6haKSMh11R+KC7QyezxbdcbuO2LBNKK63GwUnDTZwcJcFZ3yYXecLIYhVzG9P6+\nzFiaQC93G8o0bdz06SHe2JxObx8H7hjkh85g5FRRPWuSCtmSWs6Gk8U8suYEiWdruKdDiXpVQgFK\nuQyjUeTrg3nMGuzHzowKru/txdgI9y7e9W3/HMHmh+PJqWzigVFBHC+oZU1SIbF+DijkAqN6uTFv\nxTEMRpHdGZVsT6/gx6Mmg7JFZ+C3lFKe25CKzmBEAL7Yl8vci5QqKte0MvmjA1gqZDS2G7iprxcx\nPva8P6MvgwKd2PzIcO4bEcwPRwu7eNU7c7Kwjpqmdmw7heS/fEMUSc+NBUBlITOHm58jr7qZ3q/s\noKjWpCL95rQYHhkbispCfklD8s5B/owOc7to/x/B27f2ZsIfVGNbQkJCQkJCQuJ/hYsavKIoJoui\nmA2Mv6BdCzT/AXsPBHJEUTzbseYPmLzHnfc6LIriOcWiREAq8vgX09vHnkfHhjI4yPnygzuxccEw\nZnUo914OTauOB787wc8nipny0QGyKxq71E09ml9LdVN7t1q85wR6ZIKAu70lJXUmj3JGWQN1zTre\nvqU3Wr3IjGUJZvGinMpGJnywn3Xzh1DTpEVnNJoVeu8c5M+cYYEIgsDtA/3wsrdiU3IZSXm1NLTp\nuOHTgzTp9MQFOKGQQ3FdK3qjyN6sKg7n1rAlrQyt3khBTQv3jwxmXIQ7b23NYE1SIYdzq9HqDTS0\n6SisbWb5wXxevD4CXyc1X+zN5dEfTgFgIZPRz98BFxtLapq1uNupOFPRiLeDimX7czmaV0NCbg3b\n08oYtXgvedXN+DtZcyinhhevj0AQBFp1Bp5Zn8KHO88wNdab1fMGcUMfT2YN9md8lAdfHcijTNPK\ngAAntj82AoVcRrveyA9Jhaw4nE9di479Z6qY2teb6f19WPDdCX5PL8fDXoWng4rTpQ1sP13BrV8k\n8MzEcB4aE8KxF8azZFZ/kp4fh1wm8ML1kay8J45J0e68uCGVX06W8NU/4kgr0RDoYo2tyoJ7hwfx\nxax+3e6HrPJGhry1mzHhrmj1Ii9tTCOvuplyTRvfHMqjRWegVWcgvVRDYW0LemPPGRYLf07lt5Tu\nglSCIJjf7xsvUMMOcFaz8p6B+Dj+e2Ju/8vUNLUT98ZOciqbrvVRJCQkJCQkJCTMXFS0ShCEB4AH\ngSBBEDqXILIFDvU866rwBjrHExYDgy4xfi6w9WKdgiDcB9wH4Ofn9wccTwIg1N2WUVoDr/+WflXh\n0BejVWtgyFu7WH5XHP39TV5LeysLUl+ZQHJxPb3cbahu0nK8oJZl+02e4DVJhfT1dWDfmSoSFpq8\nc8v257IltZxfFgxDqZAxJszNnJ9c3tCGv7Oae1ceQwDGhruZPag+jmqenRyOo1rJLf19uuWedkZl\nIefAM6Nx7yjn8tqNUeRVN5GUX8uGB4cxf9Vxrvv4AGPD3RgX4U5lYxt51c1s/edwMso0/HC0kHvi\nA6lr1vLixjQeGh3Ckr253Ds8kL6+DkyK8uC6jw8Q5+/I0o5wWUGAtUeLsLKQMzXWB6VCYHKUJxM/\nPIBcJqDVG5k/IgitwciP8wejM4isPVpIoIs1eoNIUW0LQS7WRHnZc/fQAJLyavn+SEGHaFQrH8zo\ny4c7z6BWdv3VX7b/LAunRPDImpOMDXfD2lLOsz+lsPGhYWSVN7DmiB6VhZy0kgYWjA5hZ0YFiQvH\nmq/NOTStOqws5Kgs5Izo5cY72zJZfaSQ63p7EuNtz/6nR5vfC2tLhTnPGmD6F4e5e1ggk6M9WDEn\njsW/n0GlkHPqpQk8/uMptqaWotWL+DpasSqxEKNRpLpRi6Wi+3O7+hYt4yLcmBx9eY9oZUMbCrkM\nJ2slgiB088b/0eRUNtHcrqfPBeWlLsbZqiZuX5bI5keGY20pp6ZJi6/TlZf2+qtwVCt5emKY9LBA\nogvSZ7OEhISExLXmUiHN3wM3AL92/P/cf/1FUZz1F5zNjCAIozEZvM9cbIwoistEURwgiuIAV9ee\n1V0l/j1EwCj+MTpltS1abuzjhVIhkFqsMbcr5DKqm7TUtugYEuzMV3fF4WarwtXWks2PDGfh5Aje\nvbUPCbk1xL62g1atgRkDfHh4zUkA5gwL5IFRppRzfydryjVtqBQyYv0cuH2gn9kbrLKQc2t/H2Qy\nAVuVBaHuttz5ZaJZoOoc648XszuzAnc7Fcfyaympb2X76QrqWvSsmjuIL/efpbalncKaZgRBYFyE\nG2qlglc2naZFq8fVRoWtSsHYcDf2ZFUyqpcr4yPdCXKxZnSYG+sfGIrWYCTA2Zp1J4rJrWpi9vIj\nbE4t4/Wp0Wx+JJ43p8WQU9nEo2tP8ekdsQS7WrP5Pm/jqwAAIABJREFUkXh6+zqwLa2cUHdbor3s\nuWtoIPeNCGLON0eRd3inP54ZS32rjplfJhLlZc+EKA/uHhbAqaJ6np4Ujo1lV4M3t6oJK6Wc1Fcn\nsnxOHK9PjSH11YkEudqw84lRfDQzlsTcGioaWvloVzYjQl1xt1NhNIpsSS1jzZEC7l91jJHv7mFr\nWjlgEnKK8bHnln4+hLjaMPvrJGSCYBaXenljGn1f3WEuJzR7SAAxHaWTnv4phTh/R2YPMUUJvH5T\nNI+M6YWFQoafszUr7o5jxT0DGRrszO3LEsmpbKRdbyC1WEOZppV3t2fy9aF8cqou72184Zc0Fu/o\nLph1jsKaFt7cmtGt7NG/y7rjRSzrlBt9ObwcrHhyYhhO1kpWJxYw7yJh4NcamUxg+gDfqxazk/h7\nI302S0hISEhcay7q4RVFUQNogJl/0t4lgG+nn33oITdYEITewFfAZFEUa/6ks0hcgr6+DvS9Qm9U\nQm4NIqJZfEkURUYt3ssbU2OID3UhuaiefVmVWMhlVDa2d1FbVivlvDe9Dy/+ksaoMFfGRbpjY6lA\nFEXs1RbEh7pQpmllcrQnYyPcUSpk5FY1oWnRYd+pZqurrSXxIS48NCaENp2RSR/uZ86wAHMJmllf\nHaFc08YXs/sx8YP9GDEJesWHuCAIAuPf30cvdxuGhZi+nL2zLRN7tZI5Q/xJLWng093ZWCsVzIsP\nQgS+PZTH8FBXGtt0FNa08NGubMZHuNPUZiDcw44x4e542Fny1LoUsiubsFEpWHeskKfWp/LGzVFE\nedmRdLaGk4X1FNW2sPep0YDJYCyoaUYhE9h4spQyTRthHnZMW3IYg1HkqXXJ7MyoZGKkOwuvi0Au\nE5DJYMneHLallbP8rjhOvTSe0vo2MssbyChrRNOq5al1pxgW6sqzk8J57bd0HhoTwsed3ocVh/II\ndrMhyNUGbwcrRFHk8725fJ9UyPEXxvP0pHCzh7iysZ2n1iUzb3gg29MriPV1YGKUO5/vzWX76Qp+\nz6jgq7viWH4gjxVz4rp4dAtqWnCzszSHGJ8LLy6qbUEuCMwZFoCDWslne3Kwt7LggdEhPDA6xDxf\nLsD9o4J5al0yG0+VEu1tz+NrTzE63M0sNPXoD6d44frIbqHLnVl8m6mm8DmRNU/78x7KdceKcFIr\nya1sRhRNHvhL0dyu50xFI7EX1J/uzMLJEZdeBDhT0UiIqw0ymYDKQs5tA3zZklqGQi7w3b2XCoSR\nkJCQkJCQkJDozKU8vH82R4FQQRACBUFQArdj8iabEQTBD/gZmC2K4plrcEaJq+RAdhWvbDzNyUJT\n6rUgCDw2rheRXnaAqYRQq87I/SODeeWGSD7ZlY3BKJJZ3sDzG9I4kF1FbbOWhT+nsqUj/3Let8dY\n3FGyxtPeikXTYoj2tqeXuy1nq1qY9NF+s9ozmOq0Pjw2FEEQGLhoJ0V1LbjYKFlxKI+d6RXcEx9I\nsJs1ty9L5O5hASyaGs17O85wotBU8mXO0ABcbS25Y5AfpfWtJBdryCxrILO8ibe2ZZJX3cK+7Cqe\nnhTOvPhAWnRGKhvbya5swsvBiofHhBLjY8/S2f2xtlQwLMSZj3flYKWUYTCKvPRLGk+tT+X92/rw\n6q8ZeDlY8eXBPFbeE8c3dw8ETCrXyw6cpbpJy4AARzanljGxQ7AowtOONr2RGG97Jka6c6aikWd/\nSuGhMSFsSi7jvR1ZJqNRBrYqC9JKNPxyosTkARdFiuvbuKmPJzszKvg1uZRNp0zPmfafqWLt0ULS\nyxp46Zc07l91nOUH80gr0fB9UiHfzRvEU+uS+XhXtvlaN2v1fHh7LI+ND8NJbcHdQwN57bd0kvJr\nmDXYl8Y2PRmlDTS0admSWs6hnCp+T69AbzDy+IRevH9bX/NaqxLymf7FYdzsLDm8cCy2lhYMXrSL\n6sZ23Hqo3bwns5KfT5Swcu4gnpgQxomCOqbEePLOrb1ZOXcgswb589md/Rgddmmvkp3KgoTcGoa/\nvYcF353s0vfziRIMosit/X2obu6uVl7T1M7LG9PMatRL9+Vy36rj5v553x7l1GVKCV1Ii1bPlI8O\nkJjX9fleu95AeX0bLpIKs4SEhISEhITEFXNRD++fjSiKekEQHgK2A3Lga1EUTwuCcH9H/xfAS4Az\nsKTDC6QXRXHAtTrz/wKtWgNKhaxb7dsThXV42VvhYa+6yEwTT08KR28UseooF7MpuZSS+lacrJW8\nuz0TLwcrkp4fB5jEifZkVXLnYD+u//gg394Tx7AQV6b186GpXY91xxqPjA3FQW2BpkVHXk1zF2/z\n61OjeGztKR794ST/HBfKyoQCIjzt+CGpEEuFjOevC6O13chja5MJ87DlvhFBTIj0ILuykbHh7kwf\n4IMgCMhkAr3cbQBIzKuhoKqZmcsSefXGSAYGOlHd2MaMgT4EuVqzNaUMLycrjEYRZxtLVs0dSEFN\nCwHOamYvT+JgdhWToj0Z0VEKZ9n+XIrrW/BycMLTXsXKuYOobmpnzOJ9PDgmmF9OleDjaMWrv2Ww\nccEwwCS85WhlgYVChpVSjpO1kr4+JkXr4roWgl2t2ZdVSUpJA708bFDKZezOqGDZ7P7k1zZhNArI\nBYGwF7by8g2RtOoNTP5oPyvmxDE2woN//pCM1mAAUWTfmWpmxPnx6qbTjApz4/kpkQx9exdhnnbs\nP1NFqJsNT08Mx89JTUl9K/UtWvKrm3G0VnLkbC0/HC1kdWIBx14Yz/bT5WxOKWVUmBsToz0prmvj\nX5vTGdHLFSsLOaX1bby4MY1ND8XT28eBzSmlJORWc++IYIaHuvLhzmzWHy8m0NmaOd8c5YMZfXln\nW2aP6sSnSzV8dSCPe4cHsjeriuMFddw9LID3dpzh+SkRyGQCcR11jy+kXW+gqrEdH0dTLmx8qAvf\n3TuIEFebLuPW3DcYgIkf7OfRcaFMjvHs0t+mN5rFy4rrWvhsby4bHxpm7g/3sMPByoKrQa1UcOjZ\nMd3yo0NcbXn8x2TuGxksGb0SEhISEhISElfINTN4AURR3AJsuaDti07/ngfM+6vP9b+K3mDk5iWH\nmBztyT8vqBv7r9/SmRTtwX0jgi8y+zzPTTkfsqlUyFBZyDEaRYJcbFiZkE+wqw2Dg5wJ87Dl5wdN\nxsHhZ8fg1ukLfucc03PiPisT8vlkVzZ3xwfy4ChTaKu3o5pXb4rmiXXJzP32GM9PieBYfi31LToa\n2/X8dLyEdfcPI9bPERE4XlDHzyeKWZtUxI/3D6Fdb+R4fh3vbs/Cx1HNsBAXdpyuYHioCxlljbTq\nDBzIrkYmQPTLO3h6YhhF9a0U1reQU9nEc1MiyCxv4ERBPRMio/j5waH8mlzKB79nYxRFFowOYVdG\nJTqDyGPje7FoSwZgEs+6uZ8X4yPcGRvmxk2fHWL5XXG8+IvJW5hb2YhRhAH+ToyLcKOkrpXKDi92\nRUM7Iu2smz+Y25clMijQmTlDA5i25DBPrEsm3MMOHycriupaMRhFPtuTw93DAvnywFlKNW0MCXZG\nLoOWZj1eDlbcPzKIbxPyya1q5u1bPGjVGXhqQhizBvujkMtoatfz7E8pWMgFVs0dhCDArV8kMDbc\njeGhLlQ0tJkVsm1VFkyJ8eL1qdEALJwSQV51M1NiPM1K314OVqxKLODF6yN56PuTuNhaMjc+CLlM\noFWnZ1iwMz6OatzsLLFRKXhoTAhhHrb8crKE7afLefG6SB754STv3NobdzsVCrmMQFdrpsZ6E+pu\nyy+nSjGKIjJ6jj9e8N0JNK1aCmpbOPD0GMAkjjYosKsS+eGcaj7encPHM/uy/bERPa7l7WDF8jlx\n5nv21Evju5RBenJiWI/zLseFxi5AjI89+58aLRm7EhISEhISEhJXwbUMaZb4A2nVGpi74iiFNS3/\n9hpJ+bXkVjVxS3/vbn3r7x/K3cMCeXljmjnXsVzThqZFZx4jiiIrE/IZ//4+ViXkAzAxyoO58YEs\n+P4E6WUNTIr2ZPH2LFYlFnTbI/KlbaxOKKBFq2fSh/vJKGsw99U2a6lpakcmE7qEL+sNRprb9Xw4\noy8r7o7juQ2ppBRr+PiOWPY8OZLV8waz43Q5xfWtxPo5Ut+iQ2c08vWcOJ7fkMqB7Crmrz5O4sKx\nZsXmA0+PYnCgM4OCnNiaahJgeveW3vxjsD92VhYoZAJVDW2kFmt46PsTfJdYSLmmles+2s/0LxJw\ntbHEw94Sf2c1Xg4qorxsGRfhxonCOlJLNOYQV02Lntd+SyfGx4Edj40gysuOVYkFWCll5NW0UNHY\nTlZFI7+nV7Jy7iAeGBVCU7uOocFO3DnQlwEBTkzp7cXoMDf8na1ZN38IAwOceG96HzLLG7jzqyO8\nfUtvenvb06Yz0Ko1UNPcTlJ+LaPC3VBYyDAiMn/1CW7t78tnd8bSz8+Bu74+whtbMjiaXwuYDLmh\nwS58ujuHI2dryK9uZuU9A3lgVDA1zVoqG9pZPL0PgiAwLMTFbOwCfLo7hxB3a7w65cWqlXLsVBZY\nyGUsnd2f7Y+OQCYTSC/V0Ko18vPxEkRAJsDi7Zn083ckrUTD4h1ZbEsrB0QGBzkjlwlMiPIgIbeG\n39MruKG3F73cbfnyHwNQyC/+p+3+kcG8cF0k380bfNExYDLMW7R6XtuUDoDBKDJ7+RFSizW8uz2T\nhT+ndpvT2dgFMBrFLr8jF9Ki1Zuv85XwV6kz/1ECXRISEhISEhIS15pr6uGV+OOQywR8ndSolP/+\nM4yhwS4cfX4cDmpltz6ZTECrM1KmaaNdZ1I8fvqnFIJdrQl0sSajrIGXb4hiVUIBMd72vLbpNDf1\n9cauI5zz4TGhqJVyAlysCfewxcZSwc1LDrFs9gBcbS1xsbFkZC9XtEYDKoWcIcHOzFyWyG8Px/P5\nvlzKNK0U1LTw0OgQFDIZ9S1a6pp1TPpoP94OVtwdH8iQIOcO48yZ0WFu3LPiKA+OCqaortWcY2kQ\nRT7ZnUNqsYaGVh21zTqOvTDObCD9c81JtqSVIYoiN/TxZkCAE33O1vBdUgGFta18n1TIwilhbEmt\nQNOi5aXrI0k8W8vS/bmM7OWKIAhkljdib2VBVWM7T65Loai2hfFR7twe50t+dTPzVx1n/9OjGRLs\nyOu/ZXIwu5r4UJOxba9SYG+l5P6RwZQ1tHHXED/e2XaG139Lx1alYFdGJWklGu4c5I8gCBzMrqS4\ntpk9mZW8fGMUMT4OvLk1g5zyRoaFuhLlZYemVcuerCpSXpnIT8eL2ZZqqhc8Nsyd8VHuRHjY8fpv\np+nr64innYasiiasFKZ6vue4ro8nWRWNPLEumSkxnuzNquSe+EDuGOjHh7f3ZXioCyX1rWhadIR5\n2JJT2cRvKaUk5taQXFxPcpEGHwc1/fwdmBHnZxZ16hyqnFbSgEyALWllKC1kvHlzDN8mFKAzGFl3\nvJjZg/25a2gAKgs5T04MY9ZXRwj3sGVQkDPH8mr5dHcOx14Yy8NrTvHclAgCXay73MOmhyMGYnzs\nOZxTzS2fH+bES+OxVJxXFW5u1/PjsSJmD/YnwMWaNfcONiuUy2UC/fwccbJRMjHKg1atgcvxw9Ei\nluzN4eAzY3rsP5BdzVPrkkl5ZeJl1/ozScitIdLTziz+NvHD/cyND2RGnFRGRkJCQkJCQuK/G8ng\n/ZugVMguWyf39/QK5DIYE+5+0TEOaiVnq5pQKxVd8nXLNK142KlY9o/zKdSzBvmRmFeDn5Oa5KJ6\ndmVUsHb+EE6XatiSVsYnu7N5/rpI2vUGAlzUHDlbS4CLNaPD3ahpamd4qKs5dFkmE/h8Vn/z2kfO\n1nLHID/kcoHKxnau7+3Fkbxa3t2eRavOwNpjRVgqBCZEufP+9L5o2nQ8+1MKQa7WhLjbAhDjbY+L\njSVz4wPN68oAHwcVG06WMHOgH6IoorKQU9esRWUh52RhHbaWcgxGyKlsZN1xPcGuNtS3avF1ssbd\nRskPSUXk17QwI86PQFcbTpc1YKmQkVxUR0FtK+/c0psmrZ5Xfk3HUg73Dg9icowHO9JNIkv9AxwZ\nvGgXAwMdGRTkRJCrmjMVjdyy5BDN7QaUcoFZg/2xtlRQ09ROQU0LW9PK+WZOHBtPlXL42TE8/mMy\nQW42NLTpOVWs4VSxhlJNK5UN7YwOd2VnRiXJRXXsSK/g0z05LLo5BqNR5P0dWZRq2nCzs2R0mBtj\nwty4/pOD2KgUfHngLPeNCCTC05ahwS4MCTpfjzavqpnF03vjZqvC0VrJzZ/V896OLHwcrbiprzfH\nC+r4dHc2WeWN3NLfh6X7zjI81AVBBhMi3alr0TI0xBl/Z5MRetfXSdwxyM8sxAXw+IRe9PN3JMBF\njbONJTOWJtLHx55gV5suat7n+PSOWCwVcqyUckb0cuF0qYbBi3YzOMgZlUXXBz/b08p5Y0s6ILD/\n6dH083dk6ewBXYxdg1GktL6VVYkF3BzrjYNa+X/snXd4VOX2tu/pJTOZ9N57J4XeqyAiIKIiAmKv\n2EU9ehR77/XYxV5ARUSa9A5JCOm99zYzmUwv3x8TIxxQT/H36Tln7uviIrP3u9/Zybw72WuvZ63n\nlK7SALfOSgLcUuZ/hIU5YYyM+eWOzbPTQ5iS9MdbtdzxZRGr5ySzINut7lgzP53EIPUffFYePHjw\n8Ocl5u7vf5d5Gp4453eZx4MHD7+MJ+D9N/j2eCsuFyzMOV0C/GekrE2PWCT4xYD3YG0v351oI7+h\nn4mJAfx1XhrgDgSmPr2LV5fmMjPt52PVcgleUjF+XlIqOwc4Ut/HQwsyyIzQsHp2CvOyQlnzXSk/\nFLfz/EXZ3PRZIfn3zaJDZ2bGs7vYftsUFFIRrVoTwWoZg1YHHxxo4Nop8aycEMPkxEBCNHJeuCib\nvkELKSFqzs4I4Z71xTy0IB2JSIjL5UIiFjLz2d1oTTYWZIcxISGAZ7ZUsrm0gwXZYXx1rBmFVExy\niIq399Vz26xE/FVyLp8QQ0u/icvfO8LxZh3zs8NID9fQ1GckNcSbfTU9dOktLB0bxYkiLe1aE4tH\nRlLfY0QiEvL50SbGxfnTZ7DQb7TRYXdnvp/aUklSsJr0MG8q2vVsL+9gYW4YzX2D7F49FW+5lFd2\nVCMRCihu0/PC9mq8ZCJEIiEuHLz0Yw3rC1vZecc0/FUy5o8IY/WcZEbF+OEtF3PbF4UEeyv4uqAF\nL6mI6SnBTEwMYEtJOyqZiPPzInhuWzVRfmoWZIexv6aH7Ahvjjb0obfYCfOR8/xF2VzzYT42hxOH\ny8X989IQiwQsfv0gfiopuyq6EAnd9cIigYCvj7eyYlwMDw49VPn6hgm8sqOapzZXkhGuYVtZJ4MW\nOzqzDS+piH13TaPPaOVEi477vi4mM0IzHEwBzM0MITHI3SCqa8BMgJeMVq2JKz44ypz0EJaMjqSq\nQ09t1wBLRkcNNyrrGjDz2s5aWvqM3DcvjZgAtxpBJhaRG+XHE+dnMWnIvurH8k5mpAbz6ZEmnt9W\nhd3p5M7ZKYDbj/mnrDq4G4E9uKEUtVzCjtun/h6XG+BuQJUU/OuB45/Bt3b3nVMpbx/g4Y1l/HVe\n2rCtmAcPHjx48ODBw386noD330BrtA3LHX8vBsw2egzW0+SYvwdXTIrlivePMist+Iw34WKRAJPF\njsPlZPVJzXZEQgGbbp5EjP/P51TXbSDCV8HtZ7nHbVw16ZS5Lp8YS0mrjk8PNbJ6Tgrj4wMouv8s\n+o1WIv0UjI714629dTxyXibzXtrL8nExHK7tJb+pn0vGRHHhyJ8tmic/tRO704lSIiY6QMlNMxLJ\nCNNQ2qZnwav7ePvSkZyXE4bN7iQmUMWnR5rYX9NDTqSG6c/uRiiAqyfFMS7enyC1jM+ONhMfqOKs\nF/ayanoCh+r7ABfXT43n9i+LUElFrCto4e0VI7nmo3xUUjEGs51IPyUfHmzkkQUZrD3YyMSkAD47\n0sD+mj7GxPkTpJZS0qqnY8DM/pqe4UCmsdfIO3vrWFfQRl33II8tyuTjI00oJCI0CglRfgre299I\npK8Cg9lGXKAXt89O4kh9H+E+cp7YXMH981KJD1RR1KJDKgKhUIfF5kQpFTE61o+7151AKhZhsjqY\n99I+Xr8kl8wIDRuOt6GUiqjtMXL9xwUopUKMFjs7KroxmG3squwiJcSbp7ZUUt2px1cpo76xn7dX\njOT+DaWMiPDhgpGRLMoLPyXj+/7+er441kyErxK1TMLVk+NY/k43M1ODWTo2Gm+5hCBvOSkh3sxO\nC0Ytl+BwuhAJBZhtDkbF+BE31BF5xrO7eey8TM4dEcaKcTHsqOjkUJ0SF7D91ilEnXQtFDXr2FXZ\nRVyAF9Oe2cUT52eeIrudk+HOGB+o7WVvdQ8zUoNRy8VcOTGWi0ZHoTlDx+Sr1x6jXWeitnuQ71ZN\n/M3r6F+lrE3PhqI27j475Xed99vjrcxIDT6l0ds/i1gkxO50niJj9+DBgwcPHjx4+G/AE/D+G1w6\nPuZ3n/PTI02sL2hl8y1n7gp7MkarHaX0H/8IpSIhI2N8WfzGAZ46P4s5GaF06c088UMFj5yXwagY\nP3oNVq6aHI/s77JO8X9n1/Ls1ip8vSQ8sjDzF9/v5s8KsDhcFDT1cwVQ221g1vN7GBGh4cnFWby6\ns5b39tez4caJ9Bos6M02Lp0Qg/9JXWgrOwbQm23cMSuJjcXttPabCFLLEAoFZIR7s+HGiVz3cT7N\nfSaEAghQyfjkqrGMiNDQobfw7Q3R7Kvu5c29ddw9N5V5WaG8f7CRnEgfxsT6Ee2vZPed09hS0kGQ\nt5z5I8IwWR2YbU5WrzuBt1zMxMRAZqWF8MQP5ehNdkRCAbU9BmQSIXU9g3jJRCzIDuOb463U9gzi\nLRfjAqx2B7PSgmnsNRLmo+TbG8bx0MYK1he0smRUFHfOTubVnTW8uaeWc7NCuf2sJG77oojSNj3X\nrC1ALBLw3srR7L5z6rAUeO0Vo2juM+KrlLG9rIOvC9t4Z1893goJcrGIBSPC+KqghSBvGfuqe3hq\nSyXnZoXwXVEbR++dycMbyxi02MHlIifaj0+vGstZz++mtnsQgAvyAjnerOOrghZeuTiXEI0cX6WE\nIVuwYdYVtKIbtLJqeiIKqQih0C3PVcvFLH3rEMvGRDM7PQRfLykapZSv8lt4dWcNO++YyobjbTy7\nrZJ3V47iuo8KeHh+Ord/UUSYj4I189NZMz+dz4424XKBUibCaLVjsjrwV8mYlRZMTpQP+6p7qOsx\nnrb+G3oG6TdaWTEuhhXjYgC3b/Hhuj685We+VhbnReAlE9M/aD1tnf+emGz2Uxqu/S5zWh088n05\nkX5KcqN+WTr9j5AT5TtcW/2v8u6+esbF+5Ma6v1vzePBgwcPHjx48PB74Ql4/2RcNiGWi0aeuVFM\nh85Mj8FCRriG4hYdi17fz+G/zMTP6/QmUz+hM9lQycSIhAKkYiF3zk5hanIQ6WE/35CenKX+vrid\nMbF+pJ20X2ey0a4zkRLy87YXlmRT2qpn0Wv7qeky8OPtUwlUn2qXct3URPoGLSwdEw1AQpCKaybH\nEqh2Z/7OyQwhUC1HIIDUMG+yT7rZ3lTcTl60L7EBXuRF+1Lcpue5C7N56LsyqjsHmJEajEAgICNc\nQ5BaRlu/iYmJAQSqpLy8o5r756Xhr5KR9/A2HE4n101NwGxzcLi+j1HRvpjtTvf8/ip2VnZy/4YS\nitu0RPt5IRMLSQxWEeYr54eSTl7dWc3+2l6unRLHppIOPjnSxF/mptLSb6RlqCHWuoIWfJVS0kLV\nVHcZ2HbrZG79/Dj5jf0sHRPFV/ktjIv354trxnGwthepWMgnhxtZV9DCveek8f2JNo7U91HQpGX5\n2Cg+PNTEFRNjuPKDo9w6K4n1Ba1Dn4Ga4lY9LlwkBqmZmRrMvpouhAIhUb4Kxsb506I14e8l5enj\nrYyM9mX+iDCu+rCA7Egf9lR1E6iS0tAzyMy0YEY9uo0wjYIJ8X7kN/ZT2TlAuK+SsjY9X+U381V+\nC/MyQ9hZ1U20vxfvXzYauUTENZPjuPHTwmGPWZlYxKrpCbRpTcQHeLHmuzISg9XkDa3N6SlBw3Wv\n/l5S3liWR7vWxOgYP7aUdTIhIYBI35/rYpeMimJmajABKhmP/1BOUbOW22Ylc6yxD6VUxMMby9lx\n+5ThBwE/8dGhBvZU97D11inD2+wOFwNmd6fkKz84Sk6UL0tGRQ4/WPFXybj36+L/0+wuQF60H3nR\nZ/YF/ldRSEUcHfK1/jNQ0NRPTIDSE/B68ODBgwcPHv40eALePxkSkRCN8sydlr881szemh6+uGYc\naWHerL18zK8GuwDnvbafFWOjWTnh58ZNo2L8sNqddOnNDFjsrBgfM5wp+6k5UFXnAI29RmalBbMu\nv4XPjjYNBxH9g1Z8vaQEesuYkBDAygmx+HtJMVrt3PFlEfedk0aYj4LFeRGnnEt1l4EpyUEkBas5\nUt/H7PQQBAIB4x//kdkZIdw0PRGNQoJQKODlHTWsGBvFW3vrWDk+lsUjI1BKxdT3DrJifAzdAxaO\nN/ejN9v54prxfFPYitFqJ0gt4409ddidLraVduCrlDI+wY8XtlexsagNjVKCv0pGj8HCV/ktbDzR\nTlPfIAqxkG1lXUT4ynG5BFR06LE7XAjBXZt8bhpf5rciEkCItxyVTEygWoZaLsbmcNKltxDuI6eq\nc4D7zknDaHWQHeXDwdpetpZ10jdow1suYeTD25BJRNw1J4XNlV106syUt+uZlxXGYz9UIBUJiQnw\nQioS8taeehKDVZyTFYpSKkKjkPLu/jpumpHAtrJOWvqN1HQNYLK5kImclLUbeHdfHUqZmAe/K6PX\nYGV0tC9v7K4jWC3D7nCiN9sYG+eHWCjgh5IOQjUKYgKU5EX5IZOI8VFIeGxRJtkPbiVtsjf6/XYK\nm/pp11lo11l4a08Nq2YkM29EGInBapKCVbyt+0tMAAAgAElEQVS9t4691T1khHuzvayT15flcd3U\neEZEaIY7I/t5SRkX7/a5fW13LRPi/Xljdx3vXTaK0jbdaf7ORxv6eG9/Pa9dksel42J4zVJDQ4+B\n9/bVkxPlwyMLMwhQSTHbHKfUwM4bEc6h+j70JhteQw96YvyVzExzPyC5clIc+Q39zH1pL4f/4g4U\nY/yVXDImCsmvWBkBtGpNFLdomZMR+qvjrHYnUvH/puPbK0tz/+hT8ODBgwcPHjx4OIX/zbuy/1Bu\nnJ7AJ1eOAdx1tT8FEL/G35blsfiketif+PBgAxe9eYhvClt5c3fdafsP1/Xy6eEmjjdrWTk+hq+v\nn4DT6eJYQx8jH91O36CVcB8FQd5ySlp1CIUCmnqN9Bks7K3uPuO5XPDGQe74oojPjjRx8VuHqOsZ\nxOF0sTAnjLUHGpjx3G6+LmwF4IebJ5Ec4k1Lv4k1G0qHLWC85WIe3ljGY5vKeXxTBbd/UcScF3YT\nppGzfFwM131cQGGTlh6DhVWfFmKy2xkw23nmghEA1HUP8vxF2dw1J4U7ZycTopbhdMLklCCWjYnk\n0nGxvHDRCM7PjWBaUgAXj4mkQ2/h0yNNzMkIxuWCDr2Z1etO8OWxFtq0ZgLUUnRmG5uKO5CJhSSH\nqDlQ24PN7uK1S/K4bkocMokApVTElOQgjFY796w/wVOLs3jsvAwaugf54EA9g2Y7oRoZj31fjtXh\nRChwS3R3VnYzJSmQmq4BvrlhItdNTeDlpbmMiPAhJVRNXIAXQqGARxamU909yNGGPnZVdqM1WhFL\nhDT1GXlpaQ5v7qklNlDJzTOSePqCbK6eHMsHl49m5fhY4oJUvLEsj2kpQeyu6MJHKSEt1JtDd0+n\ntsfExaPda2hdQRu3fX4ck9VBcogagUDAjNRgrpoUS4/BQm2XgT1VPTy5uZLeQSsfHGzk/DcO0D9o\nHfYCPjsjhBunJ1L0wFkkBKl4bFMFZW36U9bK23vr6B+0AiAQQEFjP0KBAG+FhLvPTuXi0VG8tKOG\nOS/s4av8FgBKWnVsKm5n46pJLHr9AE9uLgfghe1VrPqkkO4BC2Pj/LliUuwpHrz+KhnLh+TPv8bB\n2h7u+LKIig79L44ZMNvIenALBU39lLTqsDucvznvmbDYHfQYfl/5swcPHjx48ODBw/8ingzvfwj9\ng1ZEIgHe8lOb7jidLoRCwWnjd1Z0EemnIPGk5lSfHWnCRylhTkYoAxY7XjLRcNOpv2dxXiTPbq3i\n5k8L2b16Gl4yMXevO0FFxwDrrxs/nFmOD/Aaro1c/s4RXLho1ZqxOZzMfG43Ty8ewehYP060aLHY\nHOy8fQq7qrp5aH468YEq2nUmPjrcxDlZoZyTFcaUpEBcLhcCgYCqzgGCNXI23DABXy+3/PTqyfEU\nNffTY7Dy+PkZeMulvLe/nuXvHuHEmrNYmB3GobpekoLVLBsbzb6abraUdvJ1YRsvXDSCL461UNk+\nwOObymnVmogJ8GLN/DQe21TOiWYZHTozkxIDEYsEjIjyYVtZFwqxgAN1feyr7UMogGC1jIwwFeVt\nBtRyCSHecnoGrIiEAqYkBbHqk0J0Zhvf3DCBILWMdQUDqGUSvspvISZASZhGTm3PIFevPUZyiDfV\n3Qa0RisOl4vGPhN/OTuF9QUtVHQauGVWIo9+X0ZlbjgfHW5GJBRw88wk9lX3sLemB6fTBQg4OzOE\nRbkRvLG7FpFQQF33IJtunkSgWs6D8zN45PsyBswO+oyDLHnrILNSQ/iqoJnmPiP5jdphCeqqTwuR\niYWMjvVj7kv7WDomkh9vn8KqTwsI9pYR4Sun22Dh2+OtLBkdRY/BQpSfkvkv72PQaufyibFsLm0n\nxl9JsLeci0ZFMiUpkKvWHmN8vD8XjIzkk8NNzEgNQiwUsr+mh72rpxHppzxl/QWq5QQOSY5DNQpi\nA1V06M106i3UdQ8SF6jiigmxKCQiREJ37XtSsBq9yS1d9lVKEOC+Lq6flkCYj4IfyztZMjoKuURE\nQtA/X6u7KCeCln4T/l6yXxyjlkt4c/lIkoLU5D2yjTdXjPyXbIfe2VfPxqJ2Nt086bcH/wn54EAD\noRr5KT7LHjx48ODBgwcPfwSeDO9/CHevP8Hjm8pP2fb8tioufe/IGcd/cqSJfdU9p2zrM1rRm+wA\nLB0TxROLsrA5nNhOykIZrXZu+rQQvdnGX85JZf314zFa7dgdTj472kyYRo6P0h10l7bq2FjczsgY\nd13ix1eOYf11E7htVhJGi4OscA0Jge4ay5QQb169JBc/lYxBix2Hy0Vzn5F71hXz3IUjKGzSsruq\nG7lExPRnd/PSj1U8taWSqybF4evlluM29xnZeKKN9w408n1xO7d/cYIAlYwnz89i+21TsNqdpIZp\nuHZqAhKRkEGrHbPVgb+XlLMzQrjtiyISglSs+qwAkVDADdMTSAnxZn52OGNi/bllZiIjIn3oN1qp\n7BhgU3EH/UYrL16ci49CgkwsYEK8P1vLuyhuNeCvlvHU4iwO1vZhczhRycRsK+tgRKSG3ChfEoPU\n6Ew2Chv73fJuF+yt7sZbIcHlAn+llI8PNfLmsjxSQr2RiSAlREVetC/jEgJQSoT8WNaJ2ebko8PN\nTEkKIDbAi5quAV7eUU12hIbFeRGkhqooatYy+emd9BltLB0dTeEDZxGo/tlHOcZfic3pwksqxOGE\n0bE+OJyw4XgbTX1GbjsrifzGfrbdOpnXLskd7pI9MSGASD8l5+dFopSIyY70o6Cxn+9PtPLED+WM\nenQ75e16wn0VjI7x44fidjp0ZsKH6nFVMjFRfkpevDiHqybHEemnxGRzcMX7x6jqHOCb462YbQ62\nlHYMn+vjm8rZWNSGw+XCanevz1eX5nLj9ETev2wUcUNral9NDyvHx/BdURuPfl9OgErK1ORA7llf\nzGdXj2PpGHctvFouQS4R0dxv/GcuudPQmmxUtA8g/rsHTK1aExuK2oZfT04KRCUXc/CeGf+yx+7K\n8TG8uSLvtwf+BjqT7V/OMv87DJhtno7PHjx48ODBg4c/BZ6A9z+Ex87L5O45qadsW5wXwZ1D9kED\nZhtZa7ZQ1KwF4K0VI0+p2wW4fmoCF45yBzJBajkZ4RruXlfMXetODI8RIEAiEiIALhzpbuxz+ftH\nuWvdCVbPTibYW85Va49R3zPIOS/vo11rwjbkP5sUoibK352pa9OZqO4yUNczSPJ9P3DV2mOo5e4s\np0goZNmYaP76TQnHGvvJivBh713Teey8TPIb+7l5RiLn50aSHub2jp3zwh42nmhn7ot7eeXiXB48\nN43lY6Po0pv5y/oTFDRpOe+1/Xxd2MpHhxrZU9VN7kNbWV/Qit5ix08p4Wh9H2Pj/Ll8QixVnQYq\nOwbo0VtYl++2B3r8/Cze3ddAUbOWc0eEERvgRbvOTN+g1S1Pdjix2F3srenFTylBIRawMDsM+VCH\n4sL7z+KmmYnYnXC4vo/UUG/EQgHFrToqOwf48lgzRxv7uCAvkkvHx5AR7s2CnHBcwNpDjVw3JZ6Y\nQDV2Jyx+4yDv7W/AaHNS2KxjXJwf2RE+pISo8RsKklv6TbRrzXx6pJm8GH+a+020ac3EB6h4fHMF\nF795kE69mbu+OkF1p9tfdWS0L+E+SgJVUv76TSlCAQR6y8mL9uWcF/eyubidJzdXkBmu4ektlQhg\n2IpoUU44OrMNocCFUiJkb00fb+yuIyHQi8WvHyAtzJvyDj1nZ4QgFgpYmBMGwNeFLUx7ZhfhPgrU\ncgl9g1bsTidjYv2YkRrMZ1eP42hD/7AsuVVrorRNR2KQim8KW7ngbwdYs6F0eH1KxAKmP7ub57ZW\n8uzWKha8sp9lY6NJC/Xm48NNBHvLSQ5WsbmkgylP7+L5bVW8sqOacF/FsAfvyeys7KK4RTf8etnb\nh3lqc8UZr0GRUICPUnKaouJEs5b399efNl5rtPLRocYzzvVbKKViInyVvz3wN1jy5iHe2F3LrZ8f\np+XfDPj/GW6cnniK77IHDx48ePDgwcMfhUfS/B/CyVY9P2+TDndGVsslPHl+Fskhai5//yhz0kNY\nlBtOfc/gKbLmyo4BEoNUwzftt8xM5KcmzQdqejhQ28uzF4445X0ePS+Tr44106k3E6iWIROLiA3w\n4uA90xELhXx7vJUrJ8WdckxqqDebb5mMzmTj4tGR7Knq5qHvSsmN9mVraQfdBjO7q7rJi/ahuEXH\nyBgRAoG73nJ0jB8Lc8KRi0WUtenpH7Tw12+L+dvyPLIf3kpGmDfHGt2BfXn7AN0DFp5aPIJx8f6k\nhXqz4t3DWOwuZqcFAQKKW7X0Ga24gAhfBWEaGcEaOc//WI0AWPDKPpwu6NSb8VZIaOgxsLe6h5eX\n5mCy2nl+WzWTkwLJjfLFZnfy8s4awnyUvLWnHrPVgdMF7x9o4N199biAO85KZlFeBEKhgK/ym5FL\nRGiUUtq0JkRCeODbUgatDjr0Fi7Ii2RaSiAnWnTUdg1gdYBQAKkhalr6Tbg/GgHzs0N5enMlb+2p\nZ0ipS2O/iQCVlG0l7TicLnwU7uD75YtzeGZrJbOe3YVULGJdQTMJQWqeWpzF8ncOs3xsDEUtWgoa\n+yls0lLXbWBRTgRquZi6bgNOl4sL8iLoHjBz/cf5XDQyipI2HX2DVl7aUYtI4P45XjUxFpFISJBa\nxs7KTkZG+3LfvHSsjhLCfdzB2thYf6L8FJS06mjoGeSmzwoJUMkYEen+3CN9FSSHqIezsRKhAH+V\njG+Pt7FiXDRLRkWiUf7cmE0sFCIWCvBXSfnx9im8s6+esXH+TEwIRCQUIBIKyInyxeF0MS8zhNpu\nA+E+Ciy2M2c5vz/RTkKQiswIDQDpYd58eKiRqyfHUd8zeIpNj0Yh4YnzswBo05p4cXs1Dy/M4OzM\nUM7OPL2RVX3PINvKOlk2NvqM730ynx9tYmyc/2ldp/9dXlmag0Yh4fFNFQgEArRGK97y04N2Dx48\nePDgwYOH/1Y8Ae9/IK1aEwqJiPu+KXbfzC5y34T/dNMd7qMgzEfOzspuVn1aQOmDcxAJBRitds55\naS9rrxjN+Hh35u7k2kkXp1oU/UR8oIrz8yJJCFLhcrm4anIczX1GNAoJW0o72FDUxqXjY07rcmtz\nODnv1f08cG4aJquTDUWtlLfpWTkhFj+llAXZYTy0MIO8h7cxOtYPb7mED68YM3z8K5fk0GewsuqT\nAvpMNrckOVDFX+el8ddvS93vKRTw9JYKVoyLQSkRMSbOH41CgsHiIMxHyQcHG9h6y2QWvLofIS7+\n+m0J10xJYM2GUoLVMroHLTT1mZiVFgxOF9U9g3x0uJnkEBV3fVWE0epEAGwr6yRILSc6QIHJ5mDV\njASe3FzJh4eb8JaLsdudCAUuZCJ4YXs1b++tZ/3143lxSQ7Tn91FaZsekQAe+q4ci93BkXtnsruq\nm73V3UT5K/ngQAMKqRiH2U56mDd6sx0XsGxMNHMzQzn3lX1E+shp1prBBSvGRZMe5s2be+po6Blk\nfJwfmZE+zEoN5qq1x9CbbCQGq2nVmoj096K2a4BPjjTSqjXT1D/IjJQg9lV3D3edvmF6Agtf3U+H\nzsy+mh4GzHYcLghUSbnli+P89NGOj/Nj+bhoJGIR7+2rp7bbwJ7V0/FRSvnksDub+dCCjOHP8Kv8\nFqo6DYhFAtLDNdw6M4lrp8azpaSD+a/sw0cpQWeycf+8NCJ83d2UX1ySw+o5KYT7KHhnXx244Iqh\nByrpYRqyI32QiUVUdxqIDfA6oxf1I9+XMSExkItHn27xdaiul/hAFYFqGc9cMAKr/edg+J65qdww\nPYGNRe289GMV981LY15WGAdqegjWyId9eh1OF0ab44zXy0/MSA1mRmrwL+4/mQ1Fbfh7yX73gPen\n8/3pIdaoR7dz95wUzv+7DuoePHjw4MGDBw//rXgkzf+B3LO+mFd21HDvOWncOjPptP1VnQOYbU5m\npgax585piIQCHt9UTkXHAPvvnj4c7AJsL+ukpNUt6ZyQEMDqOafLPktadcx6fjfdAxYEAgEysYg5\nL+zhxk8LWLOhlJumJ9KhMw+Pb+4z0tAzyIkWLY19RlZ9WoCXTMToWH8uGBXJu/vrmZQYyAtLcrjp\n00LeXjGS4lYdZe161uU3s7mkHXB7uz7yfTkz00OYlxmKQCCgpE1PXbeR0jY9VruDmz47ToSvgue3\nV/HKzmoA3rl0NAfvnk56uIZD98wgzFeBzenkUF0fXx5r4cujzcgkQu46O4UIHyW775zKnbOTuWZa\nPIlBKh46N435WaGkh2mYnhLEHbOTkIpFvH+ggdgAFSvHx3D7lycw2xw8OD8do9VBYbOWboON+dkR\nPLIwnRatCa3Rio9SyhOL3N2YN9w4kecvymbzLZN5eUcNWqMVpVTE4fpePrl6DLfNTEQkFHCiVU+r\n1kRWuIZQHzlPbangphkJSMUiRAIYH+fLvKxQfihp5+WLcxgd68+ivAhunZlE/6AVi83JxaOjOD83\nghcuyua+uancNSeVL4+18uTiTEQCAY98X0awtxyBQAAC2HC8lbWXj2Z8gh+DVgfeCgkauZiUUG8C\n1VKuGJLHJ4Woqew0cPXaY+yv7cVXKcHmcDI61o8XluScsm7yG/t4eUc1985N4bbPixgw21g1IxGJ\nSMjxZi0+SjFWh5PVc1Jo1Zq49uP84Q7f4T4Kytv1vLqjhme2VfH6rprheS+fEEtjn5G9Nd1sLe08\n4zWSGa4hNsCLA7U91PcMnrLvgW9L2V7uPq6xd5D0+zdz4ycFw7Wu3nIJS8dEcflEt/wd4N39DWwv\n+/m9Iv2UvHxxzimWSDd9Wsgnh5vOeD6/xa0zk3j/QMO/dCxA94CFNRtKsdh/vW72oyvGcE7Wr9sq\nefDgwYMHDx48/DfhyfD+H6A1WukbtBIX+M93gv1HeGVpDlKRcPhm2+F0ITpJovj5NeOGvw7ylnPz\nZ4W068zMTAsm2Ft+ylybittJDFaRHubtDn5OwuF0UdGhJyNcw97V0whUy3h1Zw3rC1pYNjaa3Chf\nJsQH8ObeOs7PDUfZLGZuZiiv7arBYHHw8sU57Lx9Crd+UYRQKGBktC/LxkaRG+VD1FBmOdJXydbS\nTuZlhfJtYRvfF7dT1z3I4fo+XC5QykRIhQIMLhdTkwNZNjYag9lOXIAX+2t6mZIYgNnm5OEFGTzw\nbQlWuwu5RMibe+pwulw4XXDw7hlkR/hQ0qbDaHUyYLGxODeCt/bWE+WvJGjoZ7KltIN2nZlnt1dh\ntDqwOVwsGRlJRYcBH6WYCF8FU5KCeGxTOTKRgF13TEWjlDIxMYDpz+xGLBJwvFnL2RnuzrTPbq3k\nbytGsfFEO3XdBlr6TDT2G7l8fAwmm4MDtb009Q1S0z3Inip3g7HFeeEcqu3F4XSxv7aXys4BzssJ\n53iTlhumx3PbFyc4WN+PdkMZ1Z0DXNJ8mML7z2LZ24cpbtHx4cFGnMD+2h4GzDaON/cDcKJFx2Pn\nZWKy2fn4cBOrpifwxbEW/jI3mT3VvTy/vZqXd9Rw66wkbpmRRLC3gld21vDAuWnc/Nlxvi1qI8Rb\njt3pIj3Mm0hfJY19Ri4aHYWXzP1rxO5wsr28k9npIdT3DHKsoY+5maGMjfen32QnVCNnZ0UXU5MD\n+exoEzPTggnXKLh2ituDd3Z6CFkRPljsDnRGGydatBgsDuIDvXhqcyXR/ko+PNjEPXOTeXVXDTaH\nk0W5p2Yqy9r02J0/b1/53hHGx/sTqJaRHelLbIAXP9w8aVjSG+mr5OHzMjhY00thUz8ikZDcIRnz\nyd7Ab1868jevyzkZIcT8Soa2oWeQvTU9LD+DxHlnZRd257/eXMpsc9DUZ8TucCH7ld/qySHqX97p\nwYMHDx48ePDwX4gn4P0/4MODjWyv6OLbGyb823M98UMFF4+OPEXq+JM10ZSnd7Lm3HSe317Fwuxw\nLp8Yy6bidqL8lGSEa4bHn5sVRqiPnIr2AV7cXs1HV/4sG37uomxGP7qdYG/5KcFDTZeB57dVsamk\nndtnJVPSquON5XnMywrF5YJIPwWzhwK7a6bE09xnZO6Le8mO9OGhBRnY7E42nmjjYF0vdd0GOvVm\nLh4dRb/RxoWjfpaZzssKZe3BRvbVdDM9JYhx8QG82V3L9vJOTBYHQd5yipq1tGlNGK0OpGIhsf5e\njInzY3JiIN8cb6WhTU+n3oTWZGNzSTsKqYgBsx0B8MbyPC57/wgZYRoaeo04nFYa+0xE9Q6ikomQ\niISMenQ7985N5XBdHz5KCSKBAKvdgkjg4PNjzVyQF45IKOSaKXGMfWw7nXoLYpGAmz8v5P3LxhAb\noGLfXdNp6DVgtTq57INjiIUCjja4g81rp8Sz+qsiitt0KCQiLnv/CHKJmACVFIlIhM3hwAWkhqpZ\nMjqKpj4TnToTADH+XtiHHjy8ttPEm8vyOFTfg49CQm33AHfOTqau28Cg1cYVE92Zz8qOAUxWB1vK\nOglSyWjqNxHtJ+eGTwp4dGE62VE+fH60BYPFxiMbK3ACE+L9GRXjS7vWxHv7G/j4yjFojVbe29fA\ntrIO4gO9GBXrR1XHAN4yMZdNjMFic7JyfCy9BgtGq4OmvkFu+vQ4++6aRmOvkUN1fbx32WgArpgY\nS33PINd8lM8rF+cQ4+/F1KRAPjnSzKG6XsbG+Q93+35jdy1rDzZw4O4ZuFwwLSUIg8WOr1JKcaue\nlBAN3980iea+QR7+voyS1oDh9f7J4UasDidPLfYB4P2h91/+zmGkIhEbjrdxTlYI/l4yytv1jE8I\nYMmoKJaMiuKh78pwulzDAe8/y9wz1PGeTH3PIFtLO84Y8I6J9ScjTHOGo/4xIv2UvLty1PDrvkEr\nK987wmuX5P4uza88ePDgwYMHDx7+U/lDA16BQDAHeBEQAW+7XK4n/m6/YGj/XMAIrHS5XAX/30/0\nn+S6qfGsnBDzb8/jcrmo7TYwYLafcf+ds5PJitDwwLlpRA7d1G4p7XDfPJ8U8M5Mc9cReknFKKU/\nSzBf21VDqEaOzmQ7LfOzpbSDHoOZh+anMzbOn/hAL57eUsHNM5K4cXrCaecS6adkYU44OpONup5B\nbvg4H6VUzJOLs6hsH0AkgC0l7TT1GnlycdbwcUnBahDA7jun4TPUnOj57VWYrXb8VTISgrwQCQTU\ndRkYEeHDhwcaUSskPDg/jXadmasmxbF63QlKWvUIBdDcb0KjkODCXZO8rawDq8PJqBhfPjnSRISv\nnJZ+M6VtOjLCfbA7nHQPWLhr3QlunZWEUipiX20PIyI1lLTqsDudmGxOHj8vk9RQb57bWoVr6Lyv\nPqlRl9Fq55K3jyAARkX7Mis9mBe3VzPhiR18dMVoqrsMaBRihAgYtLglw75eUpKCVGjkEgqa+6nu\nMvDd8Ta0RitBajk9g1YqOvQUNmvx95JQ0z3IHV8VYbY5WJwXgdXuok1rwmJz0NZvZvqzu8AFl02M\n5ePDTby2NJfLPzhGiFpGu84CwJH6PhZmh+NwuDjW1Me2si5UUjHTUoLYXNLBlZNiWTommjAfBa8v\nyyPlrz8gQMBFo6N4d1898zLDeGNPHTKxEKFQwDVT4nltVy3VXQbMVre389/21NFjsAwHuzd/VshF\noyIZHx9AyZrZtOtMbp/iwjbGxvqxvqCF7EifYcXCiEgNPVst6M02lgzV4P5UCXvXSZL7SD8vov28\nhtf03upu1hW0UvTAWYC71v2cl/by3Y0Th2vDr/son3Hx/pS26XlmayV7V08fnu+v81Kx2J3srOzi\nyR8q2HzL5OF9Rc1avGQiEoL+9QzptJQgpqUEnXHf5H/Avqi220CIt3w4o/5reMlEzEoNHr6mPHjw\n4MGDBw8e/lf5wwJegUAgAl4FZgEtwFGBQLDB5XKVnTTsbCBx6N8Y4PWh///UiEVC1KJ/rDza6XRx\nqK6X8QkBp+0TCAS8teKXpZTzstzWLyd3cH7xpDrKLr0ZoVBAwND+mAAvYgJ+zhSbrQ68pGJeujiH\nklYd28o6uWWoJviGaQncMO3nwFYqFvL+gQasDidS8anfW1mbnhXvHmZ6ShAul1va+srSXKYmu2/u\nx8X5k7lmC75KCd/cMBGA9/fXY7E7KWnVcbS+b1hO7XK5WDkuhuZ+I0aLnQ1F7nre1y/JZWZqEB8f\naSK/sZ9Hvi9HKIC1l4/BZnfgJRUxNzOUjSfaWT42ih8ruyhv09OqNVPbZeDVndUIBBAXqKLHYCPa\nX8WJFh3n54azp7oHX6WEeVmhVHUOYLc7KGrWcvXkODYUtTE5KZBQjZwxj//Ia0tzuPbjAnQmKx16\nC7d/cZwdFV0opSImJvhT2z1In9HK1ZPj8ZZLOFjXS6iPgr8tz+NgbS/tOhONvUbqugeod7rYX2NB\nLRNhdbjwUUix2BxoB61UdRoYF+eHAOjQW3jtkhyqOg1sLukYkr+6mJgYQHm7npwoHwYsNtQyCf0m\nGx8dbEClkPL50SYEwOvLc0kJ0bCrqovUEG9e3VlDfJAXWeE+zEoJJtLfC4vdMdxp+9oP85mcFMDS\nMdFsv3UyM57bw6s7ajBaHSwfF80N0xKY+sxOJiW61+zqOcnYHO7gWyoSYnM42V/bi9nmQC4RER+o\nwlsupnvAglgoQCkVsygngpouA7edlUxRs5asNVt5Z+VI3t5bzzmZoRQ/OBuZWES7zoTd4aKl38Tx\nZi3XTY0/Ze3de07a8NejY/2YlRbM67tquHF6IsFqGWvOTSdILcNqd6/b15f97G177tD18xOrvzpB\nYbOWT64awzVTTu06/tbeOsJ9FNwz91RrsP+fXPnBMVaOj+HS8TG/OVYmFrFqRuL//Ul58ODBgwcP\nHjz8yfkjM7yjgRqXy1UHIBAIPgMWACcHvAuAtS6XywUcEggEPgKBINTlcrX//z/d/xvqegysePcI\ne1ZPI8xH8bvMaXM4Of/1A6jlYkI1CsqfRg0AACAASURBVJ65wN2htddgod9oHc5S3XaW28N31aeF\nKCVCsn9Fyhnt7zVcG9zYO8i9X5fw6iU5LHv7CDNTg7j3nFQWZofTY7Cy6PX9bLhx4vCxcomIfXdN\nx89LilAowOZwolFIOFLfx6bids4dEcaWkg6yIjXMeWEvIyK8kYpF2J0uvrl+PC/+WE1CkIr0NVsJ\n1cjZtGoSK947TGOPkTkv7iXSV8HHR5pZNmRtc6xRy3WTE/ihpJ1NxR1ckBeBVCKkqquBln4TMrGQ\nWH8lgWop7+xvIC5QyaDFzo/lXQSqZWSE+2C2OdhY1E5WhA+FTVrmZYWikIh4c08d95+TxpTkQO5Z\nV8yBul4kQtCbbIiFQtp1ZlYNPSh4ekslfYNWVoyLZmpyEFOTg6jvGWTNhhIEAiH9gzbGx/u7JckD\nFoQC+OZ4G0Hecq6dEkFZq56D9b3YHC4WvLIfi8PdEVgpEbLheCsWhwuJUMDuym6iA7wI0yg4VNuD\nye4ixUfBoboeXMCaDWVE+SkxWOxcNCqKdQUtLMqN4HhzP21aM2IBDFgdLB8dSbPWTGFTPwIBPLm5\nkunJgYyM9qFzwEKISMi6/Ba+Kmjm4yvHoDPZ2FLSTmWngbhAL6o7DRS36vjL2Sk8uKGUQC8p54wI\nY25mKNd9lE+r1sT8EWFojTbeWP5z4NmuM5MX48uoGD8GLQ6SglXIxO6s7TVr83EBN89IpG/QwsYT\nbcxICeKivx3CYney5dbJVHYMYLDYyIv2I9pfycs7ajgrPYTUUG/Ozgxh5btHadOa2L162ilr+mRr\nHpvDyY7KLm6dmUSQWs55OafWBr+yNJcuvZnXdtVw3ZT40+rd/3/w9fXj0ZlsXPruEV69JBfVP5Dp\n9eDBgwcPHjx4+F/nj7xjCgeaT3rdwunZ2zONCQdOC3gFAsHVwNUAUVGnW5H8WUkIUlO8ZjaKk6TG\n/y4lrToaegf58ppxaBQSrvsonwcXpPPJ4Sb2VfcwKy2Ypj4jj56XCcCi3HBCvOWkhnqfNlePwYJU\nLByuGwZ3fWB+Yz8vbKtGIhJgsjmGA4RHvi/jofkZw3N1D1gIVMvYVdmFt1yCRiHh0U3l5EX7smR0\nJJ8fa+bKyXFc/t5RPrxiNDF+CsbFBrBsfDQSkZDdld0ca+xnyZuHiNAomDcilMwHtzAlKQCJRMiO\n26fQN2jhgjcOsb6wlYxQbw7WdLO7qpuXLs4mO9KH7060o5SImJ0eQoBKhp+XhDatmcJGd41tjK+C\nHVW9bCvtwGRzIBEL6dBbuGFaPAEqGWsPNnDP+mJ8FGJK2/V06i08sKGUpCC3jNzmBB+lmJgAJeCi\nqEXLnBf2sHxcNPuru7n5s+M4nC6i/ZXMyQghv6EP21CjMbVcSFaEhooOAxqFhDeXj2LBa/soaNJS\n2qrD4XRx64xEXvqxmnAfGamhGg7X9mKyO0kJVtPUZ2REjAadyU6QWorNBZnharoHLOjMTi6fEENc\noIrabgNbyzqRSUTk3zeLt/bW0akzkx6m5miDFqVEyNrDzUT4KBAJBfxQ0oFEJKBVZ2b52Gje2lNL\nm87MSzuqmZsRQrvOzAcHGyhr0zMjNZjEIC/OywlnSnIgvl5SFFLRcEC5Pr+Z+h4DD5ybznm5Efxt\ndy2rvyrikYWZdBsszMkIYc5QPficjBCKmrUYLHZUMjEXjoqgS29hTJwfo+P8mPTkTmKuHENGhIb9\n1T18cKCBrgEzrf0m8qL9WDI6iqwIzfD6e3xTBQNm2yk2PN8UtmKw2E/xx3W54G/L8obriM9Ep97C\nj+VdXDUpDonI/b29/GM12VE+TEr8bUnyv4uPUorD6SI+UDX8/h48/Nn5T/3b7MGDBw8e/nv4r0kR\nuFyuN4E3AUaOHPnL5ph/Qv6RYHdHRSev7qxl3XXjf3NsQpCK++el4wLe3FOHRiFBLBSyanoi10yO\np7xDT2KwCp3JhkYhYVrymesKwS3zjPBVnOKt+kNJB5nhGtYXtvLGsjzGxfsP78sK1/Dk5nJK2nRk\nRfrwl/XFvL4sl6c2VzI3I4RBqwOz1U5KiJp7vy7hwyvGUNTcT7/RyhM/VNA7aOOL/GayonyYmxnK\nhaMiuXBUJB8damTtwQZmpYfgr5IxOTGA5n4Tm0s76DVYuW1WEi9sr8LicHLt1AQ+PtzEM5sraeo3\nkRbqTU3XACarE5vDycTEAPRmG14yMd2DNnZU9QJwoK6XpGAVa2anseztI6jlEs5KD+GmzwoJ1cgR\nCQUsygln2dgY5r28F5PNiZ9SgtZk4/kLsqnvHaSwScvsDDX5jf28sauWCF8FNrsToUCAw+Hioe/K\nEAkFRPoqmJAQwIeH3DY205IDkUuEFDb3IxYKkYggyl9JefsA0f4KVk6IweGCe89JZe3BRh77vozy\njgESg1QIBQJK2/T0DLitoW6dlcw964vxU0rYVdGF3myjutPA1ORAdEYb6wpaAEgMUpMZ7kOASs7U\n5EDyG/vZUdFFv9FGVriGu85OYcKQ1D7KT8lVa4+x/bbJTH92Dzsqu9m7ehpVHQaWvn2IynY98UEq\n1HIJdd0GxsT6M3FI8jwzLYTDDX0syo3ASyZmc0kHNV0GEgJVvLOvnifOz2JqcuBw1vTaj/K5alIc\nudG+LBsbw8hHtpES4s301CAeWpBOmEZOeZue66clMD7ef9hLenNJB/treiht0zErzR1AXz8tnsIm\nfzYV//yMzO50DVsQ/cTh+l6uWnuMEw/MPk2y/xOZEZrTrr/NpR1Udg6cFvD+JKH+vfFXybj/3LTf\nHujBw5+E/+S/zR48ePDg4b+DP9KHtxWIPOl1xNC2f3bM/wRJwWouGhX52wMBtVzC4rwIjFYH/UYb\nT5yfha9Swhu7axmw2MiN8iU11JvsB7fy0cEGwG2l5HS670XK2vSsy3cHRc9cMOI0b94F2WHMSQ/m\n/LzwU4Jdh9PFiVYdC3MiSAhSEeGjYMONE5icEMiC7DA+PNzE0fo+6nqMvLKjBpFQwIMbSnlkYwUy\nsZAQbzlWu4OxcX6s+qSARa/tHz6nWWnBBKnlNPcNcrS+l+e2VbHmu1Lyonyp6RxALhVR8Nez2HLr\nFG6akcg1U+JYmBNOjJ+SEZEaxEIBedEaXMCUpAAW50bQb7JxkqoVuViEWCik32hDKRPz5TG3uOCS\n0VE09RoJVMto7DMhlwjZc+c0bE4YnxBAcoiaALWMaH8lXjIxuyq7CVTLeHlpDm8sG8n01CAcLhfH\nW7SkBKuwO11Y7S4+P9rMa0vdNdc7K7up6Rrk26I2xsT5UdCgZX5mKCKBWxp9olXH98XtdOrNXDEx\nltRQb+RiIVnhGh49L5MwHzkBahkCoLrTwGdXjyEhSIXBYqewSUtZu54tpZ1YbA6CveWkhXlT021A\nKRFxtKGfgiYtxxr7eWh+OueOCCMuSEW/0Tr8sxkR6cPkpED21fQyIkLDOZmhmGwOVr5/hEg/BYkh\nKs5KC6ZdZ+L6aQk8c0EWarmEDw82cMnbh4gLVDFgtgFw6fhoXlySzWUTY7llZiJXfnCU+a/sp2so\nYP/x9ilY7E4e2VjGkfpecqN8+eu3xXx0qJGHvivjpR3VdA1YmJkaxIkWHb0Gd0Ouuh4D4b4K1l/v\n7o5usjpQSsXEBngRMmQ9ld/YR1XnACuHfIV/YlJiILNSg3l2W+UvXlf1PYNc+cHRU4Ln++elcfXk\nU+t9d1R0MvKRbbgrMTx48ODBgwcPHjz8kfyRGd6jQKJAIIjFHcQuAZb+3ZgNwI1D9b1jAN1/U/3u\nP0OEr5ILR/5z9iK5Ub7DFitWh5MfyzuZkhRIkFpOqEbBhaMiMNocAJz94l5umZnIRaOiqOzUs6uq\nm6nJgXTqLRxr7GPFuJjhedPDNNz4SQGdegv3z0sH3DWQuQ9vY+GIcI429HFeTjh9g1ae31bN25eO\nxDZUf3rnnGRcLrh7fTHTk4PYVtGJVCQgO8qX4y1aKh45m2ONfYiEQkJ9FFz81iEmJwUQoJLRpjOx\nu7KHyi4D9d2DbFw1kZRQb34o6eDR78tp6TNyw/QEfizv4snNFTickBGmpl1rxmxz4qOU4ucl5blt\n1RitDs7OCOaWmUl06Mzc8EkBQgGclxPO9R8X4gJatUY+O9JEoLeU7EgfWvpNvLI0mylP7yLcR06E\nr4LDdb1Y7E4WvLqfC/IiMNscOIb8VB/8roxpSYGsy29hRIQPz12YRV60P3d9dYKYACX1PYPcte4E\n05IDmJEaQkaYN98WtRGklnH1pFgO1PXhcEGrzoLF4eLYfbPQmWyYbQ4ywjVUdg4wYLHTY7Dw5vKR\ndOvN3PtNMY//UMETmysI91FwwchI+ow2JiUG8uGhRmp7DMjEQuICvTDbHJw/MoIFOeEIBbCvuptv\nj7dxx+xklrx1iJJWHSOj/QjRyDFZHfw/9s4zvIlra9u3umRZ7r13jCsG03snQEIJkBASSCMVAum9\n914gvQI5QCAJCS1005sNBoO7jXvvli1LVvt+yAhMz/fmJO97ztw/uCTPnpktzx6sNWs9z3JWyZBL\nxPT0dcLfVcW7W3PoG+LK4AgP3t6SS4vOxNJbeiOX2oyrzgaGBpOFX4+Vk1/TipNKgZ+zkiZdJzf0\n8ketlDEp3pcgd7Vdk+ogl3L/iHDGx3oz6v09hLg78OqUeIZGeXD30DBa9UbuGRaOu6OCd7bm8NL1\nsYyM9uKBERF8mlLAj4dLuHVAMK9uyqJea+CruckMi/Lkp9RSVDIJRfXtl7xf7hwSioNcysHCeorq\n25nTP5infz1FlLcjdwwORSEVI5OIeOLnDEb08MRihYQAl4sqNAaEufPFrX3+EZ3vlXh7Sw439vb/\nHzlNCwgICAgICAj8X+MfC3itVqtJJBItALZia0v0ndVqzRSJRPd1bf8C2IytJVEBtrZEd/xT8/2n\n0XWacJD//12uZl0nhXVtrJw/wN76BeDtGxPtr5ff2c/er3NaUgA9fZ1Ifn0Hb02PJ7W4qVvA++We\nQmpbDZjMVhatTie7qpVtDw/nk9lJ9A914/sDRbipZagVNudigDaDiQAXFcHuDhjNVrYsHsq8747y\n7owE3t6Sw019A2lst81z4ap0qlsMzB8aikYp5YNtecikYrw1Sl6fFse/DpdQ2aInxMMWtN0+KIRA\nNyXbMmupau7gtY1Z3Ds0jKKGdrZm1hDhZeWBEeE8OCqS7/ef4Yu9Z+g0mtmRXcvxkmYC3Rw49dJ4\n9EYzPV/YikQEZiu8NT2RTaeq+OFgMX2CXNCbLDyyJgMAF5WMm/sGcLKslb6hrhTWtnPHkFA2ZFTh\n7eTAmbo2HBWQXtbMizfE8v62XB5afYIYXyfqWg2cqW8j1EONTComJbeeAaHuaA0mtpyupqHNwMAw\ndxp1nXw2J4nMimYKa9vRGUw8+K/jGExm/FxU7H1iJG9szuae5cf46Z4B3LEsjbPSzmlJ/mzKqOLT\n3YXM6O1PuKeaTQ8NYVNGJW9syqKurZM+QS6EuKuJeWELBpMFqViEo1LKdZ/sY8fi4Tzz2yl+PlbG\nglGRjP9oL70CnXl+cgw/HilhW1YNwyI9eGRcD3oFuBDqoebRNSdZdqiYyfG+VLfqefznk4zq4cXa\newfy4oZMYnydUcqkOCklSMUiLBYrNyT6cUPiObdkrd7IgYIGJsT5EObpyK8PDGLJznwGhLuj6dKR\nOylldk35+FgfMitb7O1+vJ2UaJS2++SRsVEYu0qXK5s7OFPfTmuHkdIGHV/sKeS+4d0dn5O6Hg79\nlt5KcVdQPDzKA28nJVtOVzMw3J3Pb03GarUiEom4d0Ua7o4K3ujSwp/FQS69pOv6P012ZSsT951h\ny+JhhHk6/ql9OzrNiER0+/9DQEBAQEBAQOD/AqL/xLK75ORka1pa2j89jb+M4vp2xnywh5THRtj1\niu0GE2KRCIPJzOrUMuYPDUMivnRGafXRUj7ekU9TRycnXhh3TV9arVYrpypaSAhwuWjb5lNVfLAt\nl+qWDpJD3Jmc6MeMPgH8eLgEbycF72/LQy4Rs37hOafm1OJGlFIJ2zKr+XrfGdYvHMKhwgayKlup\n1epJDHQhzMORjPJmKpo6+COzmmA3B+IDnDmQX4dCJmF0jBfr06vQGkzcMzSMtcfKSA52JcjdgR8O\nFiMG/lg0jHEf7cVTI2dwhCdSkYharZ7KFj2r7xlA/9d3YrRYWTQ6gq/3nkEsEqE3mVErZDgqpFQ0\ndzAwzI2M8hZSnxtDWkkjO7NqWX+yEoVUTJy/E2WNevJrtagVUgxGC7sfH4Gfi4olO/MpaWjHYLJw\n99BQ5i8/xsAwN7Zk1uClkVPZrOeOwSFsOlVFVYuBYDclkV4aiht0XZpiGdcn+vHA8DBu/PwgepOF\nWcmBLE0poN1gYkCoG+/N6kVpgw5dp4mefk6oFVKmLNlPtK+Gradr8HdT4aVREuiqwtlBxvKDJfT0\n1VDSqCPjxfHEvLCFOD9njpc2oZRJyH51Ar+ll/NZSiHFDe3cNzycz/cU8vXcZNoMJswWK1N6+bN4\ndToT4nxIK27iaHEj781MZF9+PZMTfPF2UrL8UDGrU8soa2gn2EONq4OM46XNOCqkfDuvL1YreDsp\n8HJSsiOrhmWHim2u13OTOV7aREVTB9/sO8PkBF++2HOGw8+MRnYNrb1ScmpRyiTdSuuvtKaHvJ3C\njX0CEIuwt+A6S0Z5MzlVWmZdIB2wWKz0f3Mn789M7NYvt6qlA5lEbG/79b8dq9XKjuxaRkV7Xfb/\nisuxeHU6YrGID2b1+jfN7n83IpHomNVqvXyPOIFr4j/tb/P/VkKe2vRPT0HgT1D81qR/egoCAv8n\n+TN/m/9jTKv+kwl2d+jKwJ5rW/TY2pO4OMi4Y3AoGzMqmTsw+LIZ4Jv7BRHqoaakUXfN5xSJREjE\nIg4U1KOUiXnrjxzW3DsQkUjExHhf/F1UeGoU3VopbcyoJK24iaQgFxaMiuCe5WkMCnfn9sGh9O1y\nv82ubsXDUYZYJGLeoBDMFivPrMtgTVoZlc16Dj41ig0nKylpbOebeX2RScQMeHMnPV0dOFbShN5k\nxsdJzqIxEaw6WkqbvpNv99fi66TAzVGOh0bBm9PjOVbcRFWrHp3BxLHSZr6bl8yUpQfQKCU06kxs\nyqji2ck9OVbSTE2Lnk6TBbVSQk2rnmeui8bfTc3hMw3c/+Nxwj3VuKnlDIn04ExdO1sfHsbRokaW\npuSj7TCSXdWKi4OMD3fkcefgUHZk13DfijRqtZ2UNekY2cOT3sGuvLE5h99PVBLk5kBtaydlTXrq\n24yMj/PheEkTno5yGtr1PLDyOI06I1Uteg4W1DO6pzebMyo5dKaRVzZmoZSK2ZFdQ5vBzPhYb8Ri\nEduza3l1aizLDpbwzo3xpJU0dZUhS0kOduOVKXFUNOmI9XPiuUk9UchEWK0iTpQ18/BPJ/F3UfLu\nzER+P1HJ+FgfkkPc2JNbx7BID46VNOLnomJCnC8RXo5M6eVPuKcjj/+cgaejgi/2FPLm9Hjc1QqW\nHSriy1uTmbx0PyLgq9uSifN3tq+Rjk4zoZ5q5g8N5bv9xezIqqFGq+d0RSszkgMZ29Ob+cNsmVe9\n0cxPaaWUNXTw3OTuRk0bTlbw7f5i1j0wCF2nmU9TCpg3MJgWvQl/FxVmi5VPUwq4dUAwbmq5fU0f\neGoUABXNHd2MpWq1eu78IZXkELeLAl6xWETqs2Muukd8nf+aNmIXYrZY+W5/EbP6BuKskl19h2tE\nJBIxNsb7T+2TU93K4cIGbukfxMnylr9sLgICAgICAgICfxf/pGmVwDUiEokYFOHRTRP44vWxPDK2\nB1HeGjYuHHrJYLe+zcC9K9Jo0Rn54UAxx0uaSH5tBym5NufeKzH2gz18tecMvxwrx8NRQZiHmlqt\ngZVHSrh+yX7mfneEI0UN7M6tZcWhYgwmMy9eH4tCJubLW/swPMqL2f2C7C6/Z5mVHIhaIedoUSMA\nErGIt6Yn8Oa0eD6Z3Ys1aWUkh7jy6tR4VDIJG05W8uzEaBzkEhq0nWxdPIw6rZH0shZu6hfIqQot\nImzZw/yadnq/sp0v9hRisVqZ0SeA7Got03v7E+jmQJ9gV+RSCRGeDohEInbn1PFbegXHS5s4UdbM\n7tx6PDUKMipbcVPLGRrpiUYpRSQS8dVtyQS4qDha1MjHO/N4dM0JXFQyKlv0rDhUwl0/pPHezESc\nVVIMJjN12k5UMjEuKjmnKlpZdaSMcTFe6DtNZFS0IJXAwpERWKzw/sxERvTw4kx9O2tTyzlR2ozJ\nYqF/iBv+ripG9vDk3mFhxPpqOJBfx/oTlUR6awj3VNNhNFPfZsDNQcaBwga8nJS8uy2Xw4UN/HG6\nmoHhHqw7UcErGzJ5dVM2/ULdeXrdKXbl1PHMulOcLm/hp3sHEOyhJiHAhTenxxPn58yPh0t4Y3M2\nGRUtGM1WdJ02rXeEl4YOo5nZXx1icLg7a9JKcZBL8HNREerhwMR4X1zVcn6+ZyAWi5XGdpvx1Zub\ns/nxcAm/HC9n3ndHKahtRySCB1ceZ2dWDW9Oj+e2AcH4OCvta2Xx6hPsy6vvFjCDLSBcl15JUV0b\nuk4zpY3trDpays/Hy7lhyX7A5pK8O7fWbmiVVdnKF3sKKa5vR6s3MvPzg/zcZcwG4OogZ8HICD66\n6c9lMHOrtfR7fQctuovvJ73RTEVzx586HtjkC78cL6e2Vf+n9/2rqWjqILW4iWadkd25tf/0dAQE\nBAQEBAQE/jRChvf/KOcHBpdDKhbhppYjkYgwWizIJGK+mZeMWiEh6ZXtHHhy1GWPMzXJn2GRHny8\nM5+iujZ+P1nJ6YoWCurauXVAEK9MiaVXoAtf7zvDRzvyKG/q4JFxUUxL8mfR6nQ+u7WPXVd5lm/2\nnWFivC+vTIkl3OuchrCxvZNDhQ3IpGJOlDXj7aRkXIw3+bValqbk06wzMjXJn1h/Z/xcVMhlYvbn\n1eGtUdIn2JW6NgNzB4WyJ6+OjScrEYtE+LioWHmklABXFY+O68H3+4uoatGjlEmY0sufhaNt5ax7\ncmvZmFFFanEjLR1Gwj0d2Z1Ty4aTlcjENq1ufZuBJ37JIK+6lZnJAaxJK0cqtrUCivLWUNako6pF\nT6u+k6J6HbpOM2Kgw2jB11nFjD4BPLAyHZPFgrbTgo+TAmeVDI1Syne3JyMSiXjphlh+TislOdiV\nEA81q1LLGBimYOXRMuYODOHX4+Xk1LTZ9KkiM3qjGV2nmeoWA5/e0ochkR50dJq5Z3kqW07XoJSK\nGR/njVouJTHAmXAvR5YdLKHIq42FoyJ56peTfD23L44KGQcK6/nqtmTUCik/Hytn2aFijGYLz0zs\niVZv5L09Z3h1ahzNuk5cHOT4uSiRSsSsOFTCj3f3p6evE3KpmO8PFJFW3MTtg0JZn1GJp0bJRzvy\nGBjuTrSvBi+NkgFh7oyP9WHykn18MKsXT10XzUc78u3HPp+nJ0ajkEq6rVGt3si2zGq0eiO/PDAY\ntUJKQ5sRk9nKLf2CGB1ty2Cq5BK7WzPYHv4cKWrgt+MVTEny5+f7B3UrRZZJxBc5N18LQW4OPDEh\n2q4bPovZYuXb/UWsSStjz+Mj/9QxNUoZWxYPs7//am8hvQJd6Rd6+R7B/xNKGtrJrdYyLtbnom2j\ne3ozuqftd3qp7QICAn8dQimygICAwL8HIcP7H4yLg5w3pyfgqJDywU29eGZiT0TAvw6XsPqeAVcM\nmlenlrIzp5Y9eXVUtHRw99AwCuvbUcrE7Muv554VxxCJRNwzLJx3bkxk+aESAOYODCGjopXrl+yn\nVqu3O+JarVb+OF1NRXMH/cPcuwUb0z47iL+ritsGBrPirv58u7+I4e+msPJIKSLgmYk9+WBWL168\nPpbyJh29ApwpaWznna05nKlvZ/OiYUzvHUCcnzOPj+/BN/P6cl2cD44KKTP7BPLCb6cxW63c2Nuf\nkgYdn+8uZMrS/Yz9YA9eTkq2Z1VT3KCjSWektLGdQ2caOHKmkaPFzdzcL4gjz4whyE2FWCzCRSWn\nXW9kdE9PNiwcwvfz+gLg56JEIZWweHQkSqkYiRh6+mjIrGrF00nJi5Nj+OLW3oi7rsugCHfyatq4\nZ8Ux+r+xg5u+PISHRolKLmXx2CgeHB5OY7uR1fMHEOmtQS2X8uR10Xx/R1+C3ByY0TuABH9nHhod\nQUO7LYspEtn+8dYoMFmsrD9RRayfEz/ePYCJcb6IRDAiyou8Gi0dRiu51VosWNmXX8fgt3by0oZM\n1AoJga4OKCRidmbX8OrGLDRKKbtzaun7+g5aOox8tfcMz1wXzW8LBpMY6IJcKsZiseKokPLi9TGk\nFTeSGOjCktlJXBfvC1YrwyI9GRzhgUQswlOj4MgzYxgc4UGIh5rsqlYK6y52Tg52V3dbowcK6kl+\nbQebTlVzS/8gIroemqgVEmq1etoNZrvG/SzP/3aaAwV1DIvyJK+6jVl9A7l7aKjtwckl+uSWNepI\neGnrNWdmVXIJM/oEIL5AE/vLsXKWHSzmp3sGXvUYUz49wC/Hy+n/xg6yKlsv2l7ZrKel48oVGf8T\njpxp5IeDxf+24wsICAgICAgI/JMIplV/EdlVrUT7aP7XtSK5kIzyZrZl1lDepOPWAcEkh1w6a6Q3\nmu3mVkt35VPdoufmfkEsO1RMu8GERiHjgZHh+LmokEnE3cafLm+hrdPEjqwaNp+q5Ns7+tHTxwmA\nPXl1BLqqurnEFtW3024wMXnJfvY9MRI3tZx7Vxxj/tBQSpt0fJZSyKGnR6M3mhn+bgoiRMT6OfHh\nTb2Y8/VhXrg+ht7BbsS8sIW3psfj7CBjRJQX8S9vZVyMN8dLmpGI4dYBIfTwceSxtRnUaw0YLVbW\n3DuAT3YWEOapJs7PmezqVh4dG8Wdy9JYNDqSviFu9oCuRW/koVXpuKvl7M6pZc7AYOYPDWNjRhUB\nrio+TSlgwagIlu4qQG80k1nZmlmDfQAAIABJREFUyrOTenLXEFuf1na9kcVrTnC4sAGNQkZjRycx\nvk64O8oZ0cOL1zZk4qCU4eusJLOilb4hrtzSP5gpvfwY9NYuege7MndAMNuzagh0VdHWaeZMnZbN\np2r45f6BTPpkPzF+Glp0Rlr1RhyVMpraOnlkXBQtHSYmJfjSZjDx4u+nKWvq4O3p8agUUqqa9fT0\n1bDueAUKmZg9eXXk1bThppZxW/9g/F1VfLIzn/dv6kXvIFcWrU7nhkQ/sqtaqWzW8/zkGKQSETM+\nP4Srg4y6NgP9Q92ZkRzATV8e4ua+gRwvbWb9ApuJWUpuLTlVrYhFIu69wCn5ShjNFjLKW0gIcGb5\noRJm9wvEQS7FarWSW6MlumuNnU/0838wLNKTr+Ym06IzolFKLwpOz2dffh2VzR3M6BN4TcZO5+uA\nz+dsOXP4JdyQTWYLT/ycwYJREYR5OrLhZCW9g1w4dKaRifE+V3VjN5ktLPrpBA+PibS3GDpT10Z9\nW+e/LQv8345gWvXXIJhWXRkhwyvwP0EwvxL4b+PP/G0WMrx/AfVtBiZ+so/MS2RnLofVaqWpS994\nIe0GEwAtHUZ+PV5+yTFnScmp5c3N2dd83oQAFx4b34MAVwcclZf/Yn2+k/OCUZG8Ni2eOH9nhkV6\nIpOIOVLUwLgP9/L2HzndxlutVrQGE/1D3XhiQg8adUZeWHeaSZ/s4/cTFSw7WMyevDoAfj5my2p9\nsaeQOH9nNi4cQqCbA2qFlCWzk5i//BjRPhruGhLC4tXptOqNOCllRHk7Mm9QCFagts1ATrWWxT+d\n4PcHByMVi3llQxa/HC/nodGRbMusYWC4O7seG8mcAUHszK6lukWPyWIl3FPNTV8eZkKcNy9eH4tS\nLuHpCdG8vjmbN6fHMzjCwx7MiMUiVh0t5foEPybG+9CiN/FpSiH78+v5/kARKw+XkFrcREObgbX3\nDQJEWK3w0Y48dufWUljXxjtbc9ieVcv7M3uhVEiI83PGbLGi1ZuY0z+Yab0DMJuttOqMyKUijhY3\n8dxvp2hs72RAmDuuKhkfbM9DLhVT22ZgW1YNN/YOZHycDxqlDAeFBK3exPAoT2b3C2bJ7N4kBLqw\nNbOGlJxaTle00DfEjc2LhvHujESSglwprG2juqWDpCBXnpoYzbOTYlj3wGAOPDmKt29MoG+oO45K\nGW0GE3O+PkJlcwefzemDyWLlx8OlbMuq4Y7vU3GQS9m8aCjvzkzkX3cP4NWpcXg5KgjzcKRXoCuf\n39rHvp7e/iOH7Vk1ZFa28vaWHEoabNnd309UsPW0rVz5Qo6XNjHx433E+zvT2mFk5ZESjpc0ATaN\n+6WCXQB/FxXNOtt95uwgu2KwC/DQqnRcHOTXFOxWt+iJe2krBbVaAJYfKqZOa7DfD5cKds/OVyYR\nk1ej5cbPD3JdnA/+rg7M6BNwTa3HRCIRbg5ydmTV8PYW2/23+VQVX+0tvOq+AgICAgICAgL/bQgB\n71+Ah6OCw0+Pvshc51LUavW0GUxszKhixHu7L9pe2dxB4svbKKjVklej5f1teXSaLJc9nkImvkg/\neC08Nr7HJYMEmzbUdMl9WvVGPtmZx4KREdw2MBhPjZyDBfXdxpQ26rjlm8PM/vowYpGI5Xf245Wp\nsfQOckUkEvHd7X25o0sr+dXeQmJ8nVHLJdyzPI116RV0mizM++4oGzIq+eGOvhTV69iVU0efEDe8\nNEq2PzKcfqFufLmnEF2niR2PDGddegVmswUPRznX9/Jj9+MjWZdeQXZlK9/d3pff0ivYk1dHbauB\n9ScqCHS19fPd9NBQZiYH0NRupKqlg2d+zWBXTi0GkwWLxYrFYuWl9ZmUdblbuzrIcVLJ+P1EFX1C\nbD1bP9yRx4w+gUzvE4BCKqZfqK09zstTYnl+ck+wwopDJby0PpPVqeVEejkyLs6H2/oHUdqoY+HI\nCBrbO7lh6X7q2jp5fVoc42J9kIrFjIzy4Pjz42gzmGjSdRLg5sBP9w4kxF1NVbOe3x+0aViL6tr4\n/UQFE2N98HdRMSzKE4VMQry/M69OjePzW/vw+a192HSqCl2niXtXpKHrNLE6tYyNGVU8Mq4HeTVa\nYl/Yyk+ppSS+vI0FK4/jIJNQ1dLBc7+dRi4VIxaLWHagCIA+Qa5olDLemBrHM5Oi7dffz0VlXz/3\nrDhGa0cnr27M4ulfM0jJsZke/bFoKHcOCSXax5H8Gi2tHbbxq46W8vS6U/xxurrbmvpyTyEH8uto\n1Rvp9Yptbu/NTOTWb49S3XJlY6fPb+3DuzMTrzjmfI48M4bxsT7oOk0cLKy/4lgfZyVf3taH2lYD\nBbVtrD5aZg/er4RELOLtGQkkBbkypqc30mtov3Th/q9OjSPW35ngrhLuBaMi+aarvF5AQEBAQEBA\nQOAcQsD7F+HtdHUTKbBlkJbsymdcrDer7xlw0XY/FxUr7upPuKcjfUPcOPDUqEuWTJ5lULgHC0ZF\nXvW8p8pbONaVEbsSL2/I4tE1Jy+5bXNGFfVtnXg7K7lrSBj3DY+g/oIsdbC7mg0LhjA4woPEl7dx\n81eHcVcreHVqHDck+tFmMPHZ7gI6TRa2PTyc7+/oyw29/GjvNFFQq8VssXL74BCGRnoyKMKDXTm1\nNLZ3ctuAYPs57hoShoNcSk5VK3KpmL6hbjgopDz162n7mNpWAwFuDvQPc+e9mYmIsBLo5sCa+wZR\n2qTntU3ZPLb2JN5OSurbDXyyM5+kIFcWrEpHKhJx9/I0fjxcQmpxIwW1WuZ9d5RpSf5MiPPh3ZkJ\nOMolBLqqWDQ6kjkDgojxc+K5STF4aZQsO1jMjM8PEuvnzNMTe1LV0oGu08TSW3qz8aEhmC1W0sua\n0XWaeH9HHr0CXHBWyThYUM8ja07yxIRojBYrpytbGf5uCq9syKS4vp0IT0du++YIT/6Swe8nKjlY\nUE9ioAsJAS6sOlrGr+kVHClqxEuj5EBBPa9syOSzlEKMZgsdRjNhHo5IxWLya9o4Vd7C/SPC+WZe\nMkX17ZgsFm7pH8igcA9enxpHRnkzD6w8zszkQFKfHcOIKC9C3FVMTvQHIK9GS5vByK7cWj7cns+z\n606x7GAxZY06hr+7m8K6Ns7UtRHpreHHu/vhrVHy1h/ZHCpsIOzpzWRWtPDetjweHx9NjJ8TrR1G\nxsV4s+PhYcxKtrUFOlbSyKRP9qGUS/B3deCm5ECenBBNDx8NMX5O7H185CV16O9vy+WhVekARHlr\nCHZXX3Xdn+XsvXawoIH7VhzDarWycFU6X+y5dPZ0ZA8vPt9TwL0r0vh6XnI3icCyg8V8tCPvsufy\ndlJy/4jLl3Q/8K9jrE0ru+z2oZGe3Nwv6GofSUBAQEBAQEDgvxrBpflvZuktvVHJJCikEnr6XroM\nc2C4+19+3g0ZlWj1JvoEu15x3MNjIzGZz+m6a1r11LcZiPVzZkKcDxFejjgpbb1BZ/cL4rq4c86t\nPx4uwWi2MLtfEGq5hIQAFxL8nXFVn3PfbWzrZH16JZ+lFPDezEQGR3hgtUBxvY71CwajkksY2eOc\nu/PS2UlYLpCZlzfp2J5dQ1ZVC9N7+/P0dT3Zk1fLg/86zqHCBnydlcxMDuDTlAIsFgs51VoKattw\nd1Tg6ajgwZHhDI30QCmT8uhPJwj3cqTTbEEhFfPo2Cg+3pWPh1qBg1zC7YNC+GLvGZRSMRllzXSY\nLDjKxezNt2X/orw1LF6VzunKFjw1SjacLCe3pp1FoyMRi2DF4VJyqrS8MS2eUdFeSMQi7vwhlTqt\nnsQAF0bHePPj4RIWj47kaFEDcf7OiEXw7owEPNVy7lyWRnGDjormDg4U1DMlyY+GNgMLR0fSt0uv\neVNyIGnFjVQ2g0QMIR4O/HL/IF74/TTrT1RQ0dxBtI+GV6fGsf5kJSN6eHH30FCe/vUU9w0P48fD\npRwsrGdMTy9u/z6VtfcNpFnXyWd7ztD/9R1se2Q4bZ0mFoyKonfX+hnew4u058Yy84uDZFa2Mi3J\nn9MVLbR3mvjhjr7Uaw0ce34sAJ1mC4+Mi2LEu7spqm8j2kfDkEgPSht1pJc2sSmjkr359RTWtXH4\nTCNfzbXJMYLc1MxKDmTewBD7tT9a1EiYpxqFVEKQe3eDKoAWnREPRwXDozyvuM6vxpgYb9KeG4tI\nJGJmnwA8NYrLjv16bl/e3JyN8rwHU0//ego3BzlRPufKmssaddz05SHWPTj4qg/INp+q4lBhAw+N\nvvrDrPNpN5j44WAxdw8NRSGVXH0HAQEBAQEBAYH/cIQM79+Mh6MCteLve86g1RtpaDPwzMSevDk9\n/opj69sMLFiZjghbux6t3sjqo2W8siELsLkLP7zmBNuzagBbaaX7eW7LGqUUR4WUHw+XMOfbI0gQ\n8e3+MwDk12g5XtrERzvyGB3jRQ8fJyqaO0h6ZTsf7MjjwFOjuh3rLFKJ+KIMd6S3hm0PD0MulZBR\n3gLAikOlDInwxGq1MOK93fQKcuGdGYnkVrdxuqKVlfMHcEu/IKJ9NHyaUoivs4pegS48Oj6KskYd\n387ryzfz+jIjOZBJ8b7M6R/EB9vzmJkcyJREP2paOpj11WHu/iGVrMpWJCIRE+N9WX6oiF25dcgk\nYjIrW6lvN7LjkeF8tfcMH+3M57cHBrF50RCWpORz34o0Jny0lzqtnnh/ZyxWOFLYYC+FvqlvEBNi\nfXlnay4vr89kf2EDYpGIjk4zIe4OvHhDLBPjfTFZrdS06nni5wyK6tuZvHQ/ZquVj2f34vNb+zDg\nzV18lpKPj5OSe4aH8dqUWJ6d1BOwtaDZmVODSGRzdZ799RESA52ZmuTP3vx6gtxU1LTqeXdbLiHu\nDijltqDpszl9uCHRr9t1MJotJAe7Mis5kGlJ/tRqDVS16DlV3sL3B4pRyiS8vSWHhSvT2ZNbi5NS\nyrJDJay9fxByqYSsKi0tHUbmDgrh3RkJrHtgMH4uKpYdLKJZ14mnRkFlcwenK1rs5zxYWM+e3Dr7\n+2ZdJ+M+3GN3A08tbuSz3QUkh7iRWtxIfo32imv+SsilYlp0RoZFeeKulnOyrLnb9tTiRnbn1qKU\nSXh5Sly39Rvp5ciYGC/c1QoMJlsPYy8nBZHeGpamFFz13IPC3Xl3ZuJltcmXo0nXyaaMKtr0l5Yl\nCAgICAgICAj8tyEEvP8HWZtWxtO/nrqmse9vy+PRtZcuUb4QB7mEPsGu7C+s5/YfUvn1eAUPjY5g\n8ZhIe+Dw/KSYblniu35I5Y9TVQBM6eWPVm+i02SmXtvJx7vyWHXUVpL524kKFq5Mp1eQM5Pi/fjl\n/kGM6OGFv4uSgto2arU2Lea+/LpuZaD/OlLC079mXDTXIDcHHhoVQXqpLQj56KZEAl1VLE0pZFC4\nGwajmaGRHnx7e1+OPjsGsUjE57sLuaV/MJsfGmovc50Y78cfi4fZTYpaOowUN+iYmuTP69Pi0RvN\nfLe/iII6W0umz+Yk8d3BYhyVUvbk1mFFxLBIdyqa9Xg4yvnopl4oZWKswKNjo1DIJAS5qYn1deKO\nQSGMj/VhYLgH42N9cFbK2JpVg9UKKpmEgWHu5NW0UlCr5ZFxPZBJROhNZq5P8KWHjxNGswUHuZSa\nVgMGk4UYXydCPdSkPDaCNfcOZPHqE6gVUkI8HPj5WAWf7MqnttXAgyuP2w3Vpvby56FRkfg6qxgU\n7o5KLuaGRH8Wjorkg1m9AJuOfEQPLxICnDGYLKw4VMzqo6UXXYMjZxr5cu8ZvDUKxGIRn87pzcge\nXiwcHckXt9lMqh4aFcmb0+MZE+PDdXG+6I1mVDIJfUPcSHlsBPcOD8fDUYGbWk59mwF/FxUrDpfw\n3X6bVrhVb7QHjACLx0Tx3OQY+3tHhZRZyYH2DOyYGG/uHx5OfZuBHw4UszGjyj42v0bL65uyrnAH\nnCOvRsua1DKSXt1GdYue5347zZO/dF+HR840sPu84Pt87hwSSg8fDXcvT7U/lFFIJSwaE8nkeN+r\nnr+0UccD/zpuN9y6VgJcHdi8aOglHx4JCAgICAgICPw3IpQ0/x8k3MsR8TW2P3p0XBQGkwWDyXzF\nEsfTFS34OitZNDoSi9VKiJsDj6w5SZS3I4//nMH1Cb64Oyq4bWAwCqmEhjYDJouV8bG2MueZXxzk\nyQnR/Hi4BKlERMZL49h8qooRXeXJj4+PplVvol+oOyJE6I1mwj0dGRThwcaTlaxNK+euIaHk17TR\nabKg6zTx8E8nqGrRY7ZYMZotDHhjJ0tuSWJQuAc3LN3PzX2DWH5Xf0a8l0KcnzMtHUZG9vDk092F\nLFx1gnmDgll5pJT9T47CTS1nQpwPd3x/lFXzz2mnrVYrhXXtRHg50mmy0NLRyS/3D6KwVsvLGzOJ\ncFdT3arnoVGRfLKrgMJ6HaWNOgaFuxPk6sCatHIkYhH3DAtFo5RxoqyZD7fnkfLYcL7dV4Su04yL\ng5zt2bU4KmW2INZoYXgPL9akldM7yIUxMd44KCRcF+/Lnrw6Gto6GR7libeTEl2nmcmJ/nx3oAir\nFQpr23BUSBgQ5k5ioAvtXW2GzFYr/7q7PwPC3Nm6eDgAq4+W8vaWHNwc5WzNrKZPsCuBbg4Eujnw\n4+ESOjpNyMRiLFYrk5fsQyYWIxLZHJFbO4yo5BJcVDJ+P1FJUpCLXS9qMJnZm1fP2Bhv4v2dOFDY\ngJ+riim9/C9aV/vy6wj1cCQ+wBkPjYKkQBckYhE/Hi6hf6gbkd62tjo7c2r5Yk8hux4dwc39Au1r\n9c3pCVdc31KJmLuH2to+HSyoJ9RTzZq0chICXdAaTMilYp74+SQGk4W7hoRS2+WifCE/HyunoqmD\nRWNsJcTbMqvJrtKy9r5B+DgrUcokLLqgvPhq2nkHuZQ3psUT7aOx/6x30JUlBWfp6evEt/OScXGQ\nX32wgICAgICAgIDAZREyvH8TZou1W6bqf0LvIFdu7BNw1XE1rXpGvreHlUdKmfjxviuOffrXU/xy\nvJzHf87g5fVZ9A52s2ffkoJcmZkcyKqjpbTobC1j3tuWy4u/ZzKrbyCR3hrGxnjj56Ji12Mj+GZu\nX7IqW3h/Wx4HC+t5+KcT5NdoWXGoBLlEzOyvD3P/j8d44ueT3D00DFe1nM9SCsiqbOWNzdmMifFG\nLBLh4ajgm3nJbHpoKDKJmOcm9WThqnTe2JTN+zN7Mb23v63/qLaTp6+LJtzTkW/2FfHOjQkcfno0\nkxP80OpN1LTqUcokDI30pLJFT6f5nOv1kTMNjP9wL616I0eLGpnzzREMJjMHChsob+zggZGRjIr2\n5rp4XwremMj4WB9GRHnx/qxe7M6rx0EhpdNsIcLLkdsHhVCnNXBL/yB2Ztex/FAJn6YU4uIg44fb\n+3JTciBTevnzzowECmrbkElEfDI7CaPJyld7C6ls7qBXoAu/LxiCxWrl631neGRsD3r6apgU74vJ\nYuHgmXpqWw18tbeQT3bmIwYC3RxwVEgpb+rg0bUn7a7Sjkop/i4qJsX78szEnt2u95EzDfi6qNj9\n+EiUMgm39Avm0zm9WX5nP77ZV4RKLmXJ7N48PzmGZyb15J0Z55yOs6u0LF6dzkc78jhTp0MlF6OS\nSThQUM9dP6Ta22qdKGti0eoT7MyxlcDH+DoxNNKTo0WNvPj7aZam5NPUlcGclRzIjodtgbpGKbui\nUdtZWvVGalvPuTS/tCGTfXn1bF40lN5BriwcFcHkBF9Scus4WFhPQoALb9+YQFZXtntTRhU7s21z\nc3WQUdrYzk1fHgJsweync3rbqxk+mZ3E8B6eJL687bLmb0eLGqlvOxdQG0xm3vwjh5zqK5dV51Zr\nL8qgyyRihkZeXodcXN+O5UJxu4CAgICAgICAwEUIGd6/ife25XK6ooUVd/X/287p4ajgqeuiGRLp\nztBIjyuOXXvfQBRSMeVNHUjEIiRiEbd2OSMvmZ0EwM5HR9jHPz85BvN5X7jvGWZzm31pfSatHUaa\ndJ0ceGoUFc0d7MqpJdDNgR2PDCPM05Els5OobukgzNOREHc1393ejwgvRw4VNuCskhHv74xMImZW\nciDjP9zLuBhvMspb+OCmRG5I9GNrVjV9Qlzp4e2IyWJl2Z198XNRUd6k4+t5ySQEuAAQ7unI+7MS\n8XFSsimjiglxPqQ/P5azyfFv9p3hyJkGHJVSnJQyhkR6kPbcWBRSCXMHhvD9gWIyq1r4pOvzA7y3\nJYdDZxp4ef1pFDIxCQE2reWd3x9lTVo5ta16bh0QzLbMagwmC+Geaoa8ncLUXn7syK7FQSZi4Zge\nbM+sZl9+PZPifVh2qAistvmuTi3j5n5B1GkN7M2rY1dODcnBbvx4uIQgNwfeujGBAWFutHQY2ZNX\nxz3Dwnh9Wjz/OlLCuvRyLOd3sLJCZmUrU5O6Z16PlzaxMaOKV6fGAdDU3snM5ABkXe1xtiwehqnr\noUC7wUR5Uwcje9hKnT/akccTE3rw1vR4tmRW8/TEaKb3DkApkzD7q8M0tnfy0vpMvJ2VhHs4EOCq\n4sEuJ+K1x8q4pX8wPbwduXdYGJ/tOUOUt4YHR9oypeKuzK+Ho4IJ55mhXY5XNmRSWNfGugeGALCt\nK2A+S98ux+RPbu6Fk8pmtLYju4Znfj1FxkvjKaxrw6FLozy6pzdR3ppLBqenyltobDfw6e5C3poe\nT8wlzOaqW/Q8+XMGdw8LZU5/232jkEpIfXbMVT/Hmbo2dufWXbPjcqfJwrgP9/LV3D72CgoBAQEB\nAQEBAYFLIwS8fxPzBobQqjf+reeUiEXM6BOA1WpFo5BdcaxSZvviH+h2sfPtWcwWq13r6iCXUtnc\nwZSlB1g5f4C9PYxaIUElk9j7kfq7qOza0AgvDb+fqOBQYQMikYgb+wSSklPLPSvSOPLMaOL8nXh1\napw98IrytjkL78yuwWq1ct3H+0l9dgx+ziqclDI+3pXPpymFrJ7fH5FIdFEfUolYxOQEP8qbdDzy\nUzrfH3AhyM1mxPTS9bG8szUXL42CwRHuPLfuFIvHROKhOeeeu2HhEBxkEk6UNaM3mukT7Mqe/Hp0\nnWa2nK7hk1uSGB3tjVImobRJh9kMGx8a0vV7kHLPsDC2ZlbjrpZTrzVw55BQCmvb2JRRSU2rnqQg\nZ1RyGXcMDuXbfUW0G8y8OyOBJ3/OwEklpbpFT5inI3cPDaO0UceunFoOFTZw8EwjHmo5B58ebb8e\nc/oH88G2PJp0nfZrWFjXhqdGwYioc0HRgpXH8XNW4ueispfLzv76MNOS/Ll3eHjXWhDj62HTOBu6\nysvPvk7JraNZZ2RHdg1xfs7c0v9cu6hld/ZDKhbxysYs0oobifV1Yt+To+zb+4a44eespKRRx/LD\npex9YgRBbmquX7KfUT29wGozilJ1rcUWna2sWi4Vc6CgnpNlzaw8aitRB7BaIdDVNs+DBfXszbeV\nWWeUN9t7PQMMDD/3sGdSvC9DIjzYkVXDgDA3ks4rMT5b7n0+dVoDUz7dz9dzk7k+0Y/ruvS3pyta\ncFbJ7OO/2XeGYA8He7CbUd5MpJcGlfzqTsnXxfvaj3styKVidj46nABX1TXvIyAgICAgICDw34oQ\n8P5N+DgrL9kz9O9gbVo5H+/M58BTo64++DKkFTcy77uj3D44hGGRnvQPc8dNLefWAcG4qs8F04+P\nj6a8SUe/MLdu+4/7cA/PTOzJ57sLuXtoKNE+Tny5t5D3t+bSP9Sdd7bk8taNCRTVt/Ph9jweHhuF\nUiZmcoIfkxP82JFdTVZFK64OMoLdHUgIcGL9yQrCPdXUXEaXWdLQTkVzB4PCPdj68HBOV7YQ6q7m\nlU1Z3PlDKo+NjeJIUSOnK1opbdRxqqKFNfcNJL2kmdc2ZbFh4RBEIhE7smpo0nUyIMyd16bG4uus\nJDHQFalYxO7cOgZHuPPalHh6Bbng4agg/qWtWKxWNiwcgkwiYk9eHanFjdw9LIzU4kb6hbpS0dTB\nL8crKapvo7K5g9emxjE50Y/8Gi1WrNzYO4CShnbuGBSKp0bBc5NjmDMgiDu+TyXARYlMIqaj08Sv\n6RXMSg5k9teHadJ1duvrWljXziNjo1iVWspj43qgkttaYbk6yJic6Eur3khVs55+IW7M6crm782r\n4/bvj/LGtHhu7hfE9ec5M4d6qFlz7wCeWXeaR8dGcd/wsG6/77NlyE9dF82JsmYGhHVvr3VWawtw\n6qVxiEQiiuvbuaW/TbNb0qDjwZER9jFzvz/K6GgvTGYLvx4vJ9xLw1PXRdu3vzfzXJm1SCTCYDTz\n9h/ZyKRiRMCQSA8ivM7pZ8+Oc3GQs+5EBalFjcwfGsb8Yd0/x/l4ahSkPjvmIhOoD7bnEe2j4YkJ\n0fbPnFejJeGlrex4ZDi3f5/KSzfEckOiH2WNOnydlUglf52C5EoPpgQEBAQEBAQEBM4hBLz/BUxM\n8CXG78+1N7mQOH9nltySxMGCBgwmC7VaPS4qOXcOCb1obICrAwGu3b+Q3z8inBg/Jz6d05sZnx9E\nBKy4qz9LJPl4auTMGxwCQIyfE2azlZzqVqZ/dpC9T4zE1UHOgpXpLJndm4K6NhauSmfjwiFUtehR\nySQYjJaL5gCwLbOGNWllvDIljoHh7oR4qDFbrMT7OaOUSxgZ7UVOjZYHR4YzOtqb1amlXL9kPyOj\nvGjuMGKyWFmw8hiPj+9hD5ymJp3TTudWt/LAymNYrXD0mTEcKKznj9PVrJo/gAgvR7acruLT3YW8\nMDmGOD8nXt6QRYfRzOqj5cT7O6GWS3h1YzZiMRwqbGDZoWLW3jfIrpdNya2jh48Tnk4KjhQ1cmPv\nACbG+/LkhGj8XFR8llLAO1tzadObmDswmLwwdx4ffy4g/GR2EjWten44WMz8oaGo5CoGR3hw42cH\nUcpEjIjypKShneWHS9idV8f8oaH8crychaMiLvtwxlOjJMrLkdsGhSCRXDp7ebSokft+PMbJF8fZ\ns/UXIuqqK1/00wmivBz5EbddAAAgAElEQVSZ1tuf6b2769I/uikRN7WC/fn1BLmr8dIomJzgd9Ex\nwNa7OsLLkTc2Z6OUiVmdWobOaL4o4DWZLaw6Wsp7MxKpbtVfsb/uWS7lePz13GTE5/nGSSViIr01\nvDYtHg9HBXufGIljV/uxSZ/s49WpcZc09RIQEBAQEBAQEPj38o8EvCKRyA34CQgBioFZVqu16YIx\ngcBywBuwAl9ZrdaP/96Z/mfgqJAS5+98yW3LDxWzN6/uonLgC1HKJIyK9mZUtDcAo9/fzex+Qd2y\ndldiWleguCu7lBB3NUtvScLf1YH4ABdScuoYG+NDtLeGHw+XoDea+f72fnwwqxfuajkikYjfHxxC\nuKealUdLUcslfLgjj+/m9aWiuQMPRwXrT1Ze1Cd2/rAwqlv1VDZ32H8mEYt4bnIMJrOFfx0p5fWp\n8ajkEmq1ekobdLw+LZ5wT0dm9g1ALBLh6iDnsTUneXhcFMOjvEjJqWVAmDtrj9n6E+9/aiS51Vpu\n/OIgD4wIZ1ikB3H+zjS1d7L8UAnTk/zZcLKS39LLya3WsnROEgPDPXhszUkSAlz4Zl4yxQ3tbDhZ\nSd0FmerTL41nf0E985cfQykVs/5EJQGuKtafrEQmEZNd1UpigDPB7momJZwriW3pMFJQq6VPsBtq\nha30vLrVgE9X7+Gevhqyq1rRmyw8/3smX9zam5YOI4kBLhhMliteU0eFlJenxF12e61Wj0gEGoWU\nTpPlkgFvTasebydbQL3irn4s3VXA3rx6Bp1Xery/oI75y47x9dw+TErwRSIWdTOEuhSeGgUf3tTr\nimNKG3W8vSWX3kGuxJ53T6w6WoqbWs742KtrhwF7Kfn5yCRi+xp0PK/X9qaHhuL7D1V3CAgICAgI\nCAj8t/NPuTQ/Bey0Wq2RwM6u9xdiAh61Wq0xwADgQZFIFHOJcQJXoLxJR3F9+2W3L9lVQJS3Y7ef\nvb4pi4MF9Vc87rI7+zHxT+gOz+KqlpNXo8XPRYXFYmXVPQM48eI4evho+Hx3ISX1OkZHeyOXipkQ\n52PP4vXw0SDtMrJ6f1YvxsZ4sz27hrEf7iG3upWX1meivYRG+vnJMd0crZ/6JYOez29he2Y1b2/J\nobrL5ddgtNDUYSTWzwk3tZwILw0SsYgRPTw5Ud7CkcIGDCYzC1YeZ116ORqllPGxPvg4qRge5cWg\nMHc+TSnkpr4246GtmdUUN+i4Y3Aovz4wmD4hbgzr4cmoaG+clDK+mpvMs5N6opJJiPVzZm1aGb8c\nr6Cq5VxwnlerZf7yNOYOCGbpnN6UN+lIya3ldHkz3k4KltzSm98XDOkW7AJ8sbuQu35IIyWnBkeF\nlO/v6MeL6zPtJmO3Dgjmm3l9GRrhwbfz+jIhzpeb+gYR7evE3UPDeO63U9z5/dFux7xvxTE+211w\nyWu6P7/e3i/25fVZ/Hq8gicmRKNWXPw8rdNkYeg7KaTk1gLgpJTxzMSeLBwVQVuXuzPAT6nlqGRi\n+7gJcT52E7WzHCystztSXytOKhmDwt3x79K/nihrJv6lrVS1dNgdyMHmsGy1XuyCXNqgY1eX6/TG\njErWppVd9ZyBbg5/aTmzgICAgICAgIDAtfNPfQubAizrer0MmHrhAKvVWmW1Wo93vdYC2YBQE/gn\n+TSlkPe25drfrzpayqrzWqC8NzPR7rB8FoVUcskM1vnUt3Uy9J0Umto7rzqHFYeK7UH3yB5e/HTv\nQEQiETd/fZjPdxcCcNs3R9iWVcPTE6MvWSZ9FqXMVoo8LSmAMT292bZ4OL2CXDn+/Fg0yu7GXGtS\nyy4yClt/ooL4ACcivDXM6R9kL2kNdHPg67nJOMjPBWlpxY08tCqd/iGuZFdrkUvEBLs78My60wyN\n9OTRcVG8tD4TgIfGRPLkhB72ff1cVLQbjER19Zl9YXIs387rS9Ir2xn+bgqdJjOTl+zn/e22a/P2\njYn88dBQ3t2Sy/cHigAI9XBEJLJpgMM9HRkW5cWzE3vy1o2J3Up7L2T9yQqaO4x8vCOf+cvTCHRV\ncX1XlhRgTIw3rmo5UomYYVGeWK1WVhwuoUVnRGcwsTGjisRAl27H7BPigqvDxcZnhXVtPP7zSfbl\n11PaoMPPRclrU+PsDxkOFNTz2NqT9vFyqZhNC4cw7IKWOy/8nsnUpQd4dO0J1qaV8coNsTR3GBkW\ndXkX4rf/yGHR6vRubuGXo05r4OlfT+GokPLV3HP9baN9NLw7I4F7h4WTXtZsX88zvzjEN/uKLjrO\ngcJ6vt5r+3lLh5GWjmszotueVcNXewuvaayAgICAgICAgMBfxz+l4fW2Wq1VXa+rsZUtXxaRSBQC\nJAFH/r3T+s/jlSmxnJ+oujCOHR7VPfDoNFnYnVfL2JgrXhIS/J1Z98AgXNXyq85hW1YNgW4OhHio\nkUvF9vLqp66LxsdJidFsYcPCIbg4yJGIRZwoaybaR2N3jr4cErGIIPfuWuH6NgMVTR308NGwJCWf\nKB8NvbqCt/waLWvuG2Q/f2FdO5M/2YdGKWXDwqEXHT+vpg2z1UpVq5419w7ktxMV5FRpeXx8FB6O\nCuq0BhraO7FarXhplEyIs2Vaa1r1tOg6SQhw4WRZM0lBLpQ1dRDqoebNaXF0WqxsyaxhSLgHC7ta\n8oyJ8aaxvZO9+XXkVGuJ9nGip6+G5yfHEOqupri+nTenx3PnD6nkVGt5dtLlix32PD6SiuYOOk1m\ndmTX4uWk5Odj5Xg7Kbk+0Y/fjlfw0c481tw7iMrmDj7emUd1i4EID0f2FtQR7+/MfSPCWXawmJv7\nBXK6ooW3/8hlSIQHcomEYHcHkrta/ixanc7sfoH0D3WjptVAYV27vdUPgLNKRvAFBkuVLXq8NEqc\nuwLopvZOnpzQg2fXnUIlk+DnosJVLWfTQ0OJ9umuwT2fD27qxZKd+WzPrGZsrM8VH9KYLBaa2ju7\nBcdW6/9r777jo6ryPo5/zmTSKylASAihd6SErgh2sHfZFdFV17ZF113b7uq6Td19dN3yWFj0sS0q\nrmtZC01EioCA0kJL6C2kQEJ6Pc8fM4wJSUgiSSaZfN+vV17OzD3c+d3jzL33N6dZ/P0cXDQknrzi\nco4WllLuXo7pD1cMJT4qCGst731zkKlD4gkO8GP6mCSmu5cP+v7YHnW+V53vX1lFWUXdY81FRERE\npOW0WAuvMWaRMWZzHX+XVy9nXf0G622iMcaEAe8C91prj5+i3A+NMWuNMWuzsrKa7Tjas+teXMln\nWzM9s+cCXD86ydPtti7+foYrhid4unzWx+EwnvVuG/L6rWPrXC90ZJJrpuPBj80nu8CVjGQeL2HG\nS6tZ4u7KWpf//Tzd07J6sve/OcivP9hMkL8fyx44x5PsVlVZZi3dxesr97IsLYtrnv+Sp64eRtfI\nIErrSETKKqqYOqQrKx8+l7l3jGfSn5Ywb3MGv71iCNPHuBKdgfER/H36iBqTJ4Grq+3vP9nK5oN5\n3Dd3PfNSM7j078sBuHR4AlePTCQ0wI9pw+IJqpYczlm9l8hgf8b07MQ3+44y4ncLuWhwV1IP53HP\nnK8BeHjqgBpL7gCUlFd6Hk/60+d8uOEQEUH+ZOWX8czCHRSXVXL/Bf0Z29OVpN56Vk9mjEsmKsSf\nQd0iuGl8D0ID/QjwdzBzfDK/vmQQOQVlvLR8N4u3ZjK4WyR3nO0aD71+fy67slyt9fe9vZ4R3TsR\n7O/HDf9cxdDESF6+eXSN+ggLdPKvr/Yx6NF5LE93fS/ve2s9K9K//Y6e/5cvmJeaAUBecQUT+8R6\n6rf6vv65dBfTZ63yPO8dF8YDFw3g3rnr2ddA1+b4yGBemDGqRjfrpxfs4AevrAFcifmLM1Lo7B5b\nPDQxktiwQI6XVPDEp9vY7e6h8MWOLF5bucezjxXp2Qz/7QLPusX1mTo0nh+d0/eUZUR8ka7NIiLi\nbaaucWot/qbGbAcmW2sPG2PigSXW2v51lPMHPgLmW2ufaez+U1JS7Nq1a5sv4HbqP18fYHRydJtf\nwuTzbZlM6hfHv1bvZfay3Xz8kzNrdU/OLijl6QU7ePSSQaQeymN3ViGXDu9WqxXYWkt5pa2R5P/t\nszRW787hjVvHAnDgWDFf7MiiqKyCOav38dTVwxh70hI6zy/ZyYcbDjHntrG8sWovYUF+pCRHMzSh\n/iT/lRW7OaN7FCOSOlFRWcWBY0XkFlcwLCGSI/klxEcG8/W+Y3QJD2TiU5+z4L5Jni7P4Frn+Lxn\nljC+VywJnYJYkZ7DnNvHUV5ZRVFppadFtLplaVnc8fo61j96AQFOB0t3ZHlmfH7hxlHEhgXw1e6j\nTOoXR5eIINbuPVarVf9gbjHL07I8P4QcLSxj0ZYj7D9WxKylu1j/6AWe9WQrqyxV1uIwhjW7c4gO\nCyQpOoTsgtJaM3MDTJ+1ivBgJ1hLWKA/j106mJQ/LGTuHeM9a+Buz8hnQWoGC7Yc4Z07x9fbsr//\naBEHc4trLXd0Yn3otCP5zNucwY/PdSWWs5ftYkhCZK3yJxw4VkRuUXm9E7qdrKKyipeW72bzwTxm\nTkgmJTmagtIKVu7MabBHhLRvxph11toUb8fR3unafGrJD33s7RCkHdvz5MXeDkGkVTXl2uytLs0f\nAjOBJ93//eDkAsbVtPMSsLUpya586+RlXk4oKa+sc53U1lRVZSkuryQ00Mnk/nEYY7gupTtT+ncm\nuI6Ep6LScrSwlEprSUmO5r656ymuqOSm8ckAbDyQS3FZJWN7xRDgrNnietXIBCb1c71HdkEpFz67\nlP/cPYFgfz+GJkTx5Lxt3H9+fxI7BbM7p5Ap/Tuz40g+00d3J6ewlM+2ZTLn9rE1xveCqx6fWbiD\nuyf3JiokgO1H8j3L+Tj9HCTHfjsZWHxkMIdyi7nm+S+Zf+8k/v69ESzaeoTbXl3L67eOoUdMKH4O\nw+OXDeHx/6by2VWTucfd3dnfz0F2YRFhQU5Pt91PNx1mcv/OjE6O5uWbR3sS/En94hiRFEVwgINe\ncaEsT8vmiU+30SUiiL1Hi7j3rfV88+vzcVTr/pt2JJ+31+zn+tFJHC8pZ8wfFjG4WwTBAX788uKB\nNboKP/7fVLZl5DM6OZpPNh3maGEZH/34zFo/qhSUVrA3p5DZM1Pw93PU+AHim0cvqDGLcf+u4fTt\nHMbtk3qdsht79+iQOn+8ORFfTmEZb63Zx4ikTpzZN5bDeSV1JuEnuJbPqndzLUu2Z/GXRTu4PiWJ\nVbtySEmOJizQqWRXREREpA3z1qRVTwLnG2PSgPPczzHGdDPGfOIuMxGYAZxjjFnv/pvmnXB9y9o9\nx7jl/9ZQWlHZcOEW8vqqvVz2j+VsPpjHkMfmk1tURpC/H9bC4Mfm15p9t2tkEC/OSPEkSv++cwI3\nVOuaPT81g/fXH6zzvRI7hXi6NseEBnDjuB58uOEQd//ra8b3juHqkYn0igtlWVoWf12URtqRfEYm\nRXFG9yj6dA7n/Xsmctcb6/jVe5s8+zwxtnPjgVzP7MJPXDXMM473ZPkl5Tgdhq9/fT59u4Tj73Cw\nIyOf28/q6VmiB1wJ62f3T+aZhTtIPZQHuBLSaX9dxqebD7NiZzZFZRX84t8bmfDkYl74YifjesVQ\nUVnF66v2UlxWSXiQP1/tPsa+nCKuGJHApz89i6lD4yktr8Rg+cfn6dzq7soLMLl/Z/5z90TANWvy\nLy7sT0SwP9PHJPHc5zv58Ztfs8I9a3fvuDC2HT7O80vSuWdKb357+eA6l9z5cP1B7nxjHaGBzhrJ\nLny7ZE9mfonnNYfDeJLdyirLC1/srDFrcn2eXbTDM1PyuF4xfG9sD6JC/NmVVcD4XjFcNKTmMkNH\nC8t4bkk6Ve6xvH/7LI3HPtgMwBOfbPV0Xa7LuQM7s/SBKTx++WB1TxYRERFpJ7zSwmutzQHOreP1\nQ8A09+PlwKmnCpZT2ptTSGSwv2dG2hPO7BvLN4+eT6Dz1JNCtaQrRyYwpmc0veJCeeb64Z4YEzsF\n89z3R5IQdeoxxNWTRIA7z+7NfzccZu2eHJJjw4gNC/Rs25NdSHJsKADGGCKD/SmrqOKWiT3ZnuFq\n3ayqsvTuHEZSdAhvr9nPvef3o6Ssgofe3cjPzu9HWKA/ldW6/x8vqeDP87fz+q1jTtmKeMI/Fqez\n8UAeL988mhe/2MnNE5NrJWMn7Msp4oUl6axIy+LlW8bw9IIdXDosnvQjBTz7WRqD4iNY9ci5PPTu\nRnZnFZDjXp921tKdTOwdQ6+4MKYM6ExipxCC/P3oFedqaT6zbxwvzEihS0QQE3rX37o/sU8swQF+\nXD48gcuHJ/CPxWl0cv//mTkhmWtTEsnKL6VHTGid//6LHVk8NW87Sx+YUu97bD18nGl/W8ZrPxjD\nmJ7RNT6LxeWV/HfDIc4b2LnObtzVdYkIYtOBPAKcDi4fnsA9U/oAMGf1PuanZnDeSa2vmfklzN+c\nwS0TehIc4MfEPjEUlrqWINqbU0RBSUVdbwO4Pjudw7WeroiIiEh74pUxvC1N44Rcrnn+Syb0juFn\nF9QaHu1zNh/M4+5/fU2Q08GM8T2Y4e7qvG7vUa59YSWv3jKGJz7dxgc/moh/tTVRs/JL+OMn24gJ\n9WdAfCTXuJfTuX/uBorKK3BgGNY9kldW7OHuKX2YMa7xM/NWV1RWwbK0bH7zYSoBfg4emTaAN9fs\n55VbxgDwi3c2ML53DFeNTKSsooo5q/fy1Z6jDOgazp1n98FhwGEM81IzCPBzUFReyasr9rDpUB6P\nTB3AzRPrX8rphLKKqhqtrYWlFfz8nQ1sPXycZ28Y4WkFb0hJeSWl5VU1ktGisgrue3s9j146mNLy\nSvYeLWLKSROVvbR8N3NW7+WxSwczqV8cqYfyuP7FVfzPtfW3jINrIrJzBnYmwj2ue29OIT9/ZwPT\nxyRx1chEXlq+m/BAJ9eN7t6o+EWaSmN4m4euzaemMbxyOjSGVzqa9jCGV1rBy7eMJsiLrbitaUhC\nJEsfmEJFZRXOagntqB7RfP7zyYQGOrk2JbFGsguuWYHnp2bw+c8n0yUiiO0Z+Tz47kb+8b0RBDr9\niAsP5HhJOaEBTt78ah/ThnTlL4t28Mi0gbXG9J6w9fBxwgKdNcabhgQ4Gd49ii4RQVw9MoH+XSMY\n4541GWBMz2h6u1tiA5wObp7Yk+FJnXjgnQ2M6xXDmJ4x/P6jLVw2vBvDEqNYvz+Xa1ISeXXYGMKC\nGv4aH8ot5synFjO+VwyPXjqY/l3DKSmvZMeRfC4/I4Fk9/JOa/YcJb+knHMG1GwZfeGLnQT4OfjB\nmT15esF2th7O543bxnq2O4whJiyQNbtyuO+dDax48JxaMXTvFExYoJMdR/KZ2CeWwd0iWfbAFM/S\nVh9tPERZRVWNsedlFVU8NW8bCZ2CGe1eCmnLoePkFpVx4Fgxs5bu9KwjnZ6Zz8HcEhZuySDI6cev\nLql/6SYRERER6RiU8PqwiKBTdwdtKc8tScdguGtyb8/Y3IbW1G0uTr/aw9JPdL2dOiSeFenZvPrl\nHm4c14NJ/eLo0zmM1Mcv9Cx/ExceyPmDuhAfGeyZDCkiyJ8bx/XgxnE9OHK8hIy8UircY0CPFpYx\nfdYqZt00yvM+D727kaEJkfz+yqE14ugSEcT790z0PL97ch/P42tTarZO/uKdDZw3qAtllVXc/84G\nlj1wDiUVlWw9fJxhiVEM7x7V6BZZgPjIIK4f3Z0jeSWesdv+TgfJMaFMH5vk6VK+Zs9RMo+X1kp4\nu0UFE+Dnqo8fTelLYdm3XX/nrtlPj5gQ/njlULILShnTI5oAp4OVO3NYs+coP3HPmpx6KI8NB/LY\ncvg4Z/WNo3/X8BrrOB8tLKO0vIr0zHx6x4VhjHHt5+Gaox+mDo1n6tB4Pt54uMY44CXbs/hq91Hu\nnNwb5ynW5BURaU5qmZW2oLk+h2opFl+khFeabFdWAd2jQ2q1lp7QKzaME8un3vnGOoZ378RDUwec\n9vsWl1Uy6c+f8+KMUYxMasL0um6Lt2Xy5lf7uHx4N7pFfTsWs/par9GhAZ5xoHXpEhHE7Jnf9p4I\nD3Jy9aiEGmOGyyqrGNWj6fFVN7hbBF0jgnjv7ome5PruyX2Y+NRiRiZ1om+15YxOtuXQcXp3Dq0x\nLtYYwxNXDatRLiLIn5duHg24uikb820SPn9zBq+v2ssbt43lZ3PXMyg+gtvO6gVAZIi/pztzdkEp\nWw4fx+EwjAViwwJ5+87xgKub+YkJvQDuPa8flwzrRlJMSJ3jx28an8zxknKGP76AuXeMJyU5ulaZ\n6i4eVrMb9G1n9fLEeMK6vccIDfRjQNeIU+5LRERERHyTxvBKk5RXVjHitwt54qqhXHpGtwbLH8ot\nJjTQSWRw01qbd2UVEBrorDU51QfrD3LuwC41lrVpqvmpGby7bj9/uuaMWhN6naygtILQAL8aSXFz\nOVpYxllPLeadOycQ4DRkHi9lQp/YBv9NdGjdMf9r9V4qKi3/s2A7T141jEn9Yvn+7NU8e/1wz8RV\n9bnv7fUYA89cNxyA33+0hfmpGbx9x3g2H8yjW1RwrfVqF205wo/e/JrUxy+qsXRRY73/zUFGJEXV\nmvzqYG4xBSUVbD+Sz2WN+Iydyn1vr6drZBAPXnT6P7hIx6UxvM3DV6/NauEVX6IWXmkvmnJt9tay\nRB1CUVkF177wJemZBd4Opdm89dU+IoKdXDw0nrKKKkrKT720Ubeo4CYlu1sPH+eVFbv53Udb+OfS\nXbW2Xz484bSSXYBlO7JIzyykrLKqwbLnPf0F7359kOVp2azelcPaPTm1lkyqbu6a/dz6yhq2Z+TX\neL2kvJKfvPkNB3OLPa9l5Zfy5NXD6NM5jIVbMnnlyz387O31nmVy6lJXsvvMwh08vWA7IQF+hAT4\nsfQXU5g2tCvB/n5cOLgrMaGBpB3JZ+hv5pOVX1rnfn9+YX/urza52V2Te/PPmSlc8b8ryC0qr5Xs\nApzdP47375n4nZJdgLlr95N66Hit1xOigtl0MI9PNh6u8foNs1Zy5lOLm/QegU4HA7rW3xouIiIi\nIr5NXZpbUICfgwm9Y+nUwNIqbcXKnTn88r1NLPrZ2TjqSWKuTenO5P6dcTgMj72/mbziMp77/qhm\ni+FQbjFr9x7j+RtHtdg4zJPH1p6ssLSCV77cw21n9WT2zBR6xobyh0+2Mn9zBpHB/lw9KtHT7bms\noopNB3MZ1cPV/XZEUhTrD+Tyg1fWsPSBKTWSwUCng+qHdNVzK3j6ujMIcDq4a7Jr4qXUQ3kE1NNV\nvLr0zAICnQ66R4cwOrkTWfmlvPXVfmbNSPF0N3b6GU+cwQF+/PHKocSGBWCt5e+L07kupTt//SyN\nRPdkUt/sO8azN4zgaGEZnUICiAkL5N27JtRqZS8sreBoYRndo0NOq6vwnNvH1bvtmlGJnhmzT7h8\neMIplw2qyxndo0iKbnjZKBERERHxTerS3IE8tySdvOJyHp46sM7tRwvLWLwts1aiUZ+MvBLKK6tq\nzEbsCzYfyOUX727kjVvHElNtbO7mg3l07xRSYzme5WnZ3PbaGjY8doFnXGpVleXRDzbz342HeeKq\noUwbWveSO9kFpcSEBmCMISu/lLjwQPYfLSKxU7CnC3V6Zj7do0OYvWw3t0xM9swMfdcb6yivrCI2\nLJAnrx5GXnE5L3yxk5+e27fGBGHL0rI4o3tUjQnMKiqruPGl1fzq4kHkFJYRGeyPv5/h4LFiLhjc\nlZG/W8ijlwziihEJnn+zbu8xXlu5h7/eMILnl+zkg/UHmXfvpEbVZ3pmAZn5JUzo7equ/cmmwwxN\niKz3c1NRWUVxeSXhXpp0TeRk6tLcPHz12qwuzeJL1KVZ2gstSyR1Gp4YRVFZ/V2Qo0MDGp3sAnSN\nDGq4UDuRlV/Kn+Zt446ze/PkvO1M7B1bI9kF6uzWe2bfWNb+6vwakzA5HIaecWH85Jw+nNm3/jG5\nJya6KiytYNwfF3HThB68vmof/3fzaM7qG0fm8RLOe2Yplw6LZ/Xuo1wxIsGT8P5t+gg2Hchj5a4c\nACKD/escp3rf2+v5w5VDCQ908uxnacy9YzxOPwdv/XC8p4y1lnV7j/LEp9sICXDy1g/H1WoVDQt0\n0i0qGIAfnJnMdSmN/5ws3HKEr/cd8yS8v/kwlcoqy6c/PYvOEbU/Qy8u3cW8zRnMnplCXFhgvb0N\nREREREQaojG8HciEPrGcN6hLwwU7kJU7czjj8QWkZ+bz6eYM1u87xjPXn8FPz+vrKZNfUk52gWvs\n6z3/+prPth2psY/qY4r35hRy4V+WctWIBG49qxcRQf7szCpg8Un/prrQQCdv/nAcC7dk8uKNo5jo\nTgw7RwSx/MEpXHpGN/5y/XAS3AkngL+fg0N5xXyzL/eUx7f6kfO4cHBXkmJCmDakKwC5RWVUVX3b\ns2NnViHXvrCKQD8HA+PD6dclvNYyUv27hjOgazjvrjuAv8NBaBPGUd81uTf/vOnbH+D+59ozSEnu\nRICz7tNPfGQQ5ZVVnPv0F8xLzWj0+4iIiIiInEwtvNJh/f2zNFbvOcqfrxnG+N6xbH78wjrLPb1g\nB7uzC3nlltGsSM9mQNdwzh3QhZLyylqJYUxYIFePSiAs6Nuv1pfp2SzZnlVrbdvqxvSMYfmD59R6\nPbFTCImd6u76279LOBe5k9j6nBhD3Dk8iJsn9gTg4r8t50fn9GH6mCQAokL8mXvHOIrLKmu1ald3\nvLic8krL81/sZNHWI7x398R6y57KpH5xTOoXV+/2sb1i8HMYBneLpEeMb3WXFxEREZHWpTG80mHt\nzSkku6DUM+EUuCah+vX7m/nxuX08iWZBaQWl5TWTwbKKKob/dgGzZqScstvyyepKklvazqwCLnhm\nKWf3j+Plm0eTdiSfhE7BhAQ4OZRbzMSnFnPF8AQKSitqtMTWJ7uglKz8UgbGa21b6Rg0hrd5+Oq1\nWWN4xZdoDK+0F+3fz7gAAA1ESURBVBrDK9IIPWJCa60BC1BcXklVtRWLwgKdtZZCCnA6eGnmaEYk\nRTX6/eas3sfsZbtY/PPJ3zXk76RnTCi/uWwQwQGuRLtvl2+X6ekWFcyH95xJTFgAxQ0sMXVCbFgg\nsWGB3DBrJT+/oD8pydEN/yMRERERES9QwitSTYDTwd+mj2hU2fG9Y5q074uHxjOoW8OtoivSs3EY\n0+T918fhMMwYn1zv9qGJtSfjaozJ/Tv71MRlIiIiIuJ7NGmVtEkFpU1bb7Wt256RT3lVFcO7N9wi\nvDQtiy93Ztd47WBuMbe+sqbeetl0II+MvJJmibWx7jy7d73ji0VERERE2gIlvNLmfJmezajfLaSk\nkV1sT1ZW4eqPfN4zX7BoS/2zI7emX763iTmr9zWq7MNTB3L/Bf1rvBbkdJDYKRhnPUv0/P7jLbyz\ndn+D+96dXchNL3/FwWPFbMs4XmNb6qG871znIiIiIiJtkSatkjanvLKKjQdya0wm1VhzVu9j9vJd\nLL5/Mh9tPMTYnjHEhdc/83BrKSmvxN/P4Zk1+XSlHcmnV1yYZ38VlVX4OQzGnHr/mfklzF62m9AA\nP5bsyKox0/LI3y3ksUsHkZIczV8W7uAPVw6psb6wSEelSauah69emzVplUhtmvxKWpomrZJ2zd/P\n8Z2SXYBpQ7syIN41KdMlw7o1Z1inpTlnZi6vrOKSvy/nhRtHMWVAZwCcfo3rrNE5PIhHpg2kqspy\nx9m9a2z7/P7JRAQ7OXCsmIrKqnr28K1tGcfJL6lgtCatEhEREZE2yisJrzEmGngbSAb2ANdZa4/V\nU9YPWAsctNZe0loxSvsUFRLAyKQAb4fRovz9HCx9YAqdm9hyvW7vMX7/8RbevXMCDochyFEzCY8M\n8Qege3QIz97Q8MRdH288zP6jRUp4RaRdUsusiEjH4K0xvA8Bn1lr+wKfuZ/X56fA1laJSqSF5RaV\ncftra8kuKD2t/XSJCGqw+/LJEqKCuXhoPI7T7FadV1zO1sPHuf+C/o1KjEVEREREvMVbCe/lwKvu\nx68CV9RVyBiTCFwMzG6luERalNPPQVx4IP6OlvvqzV2zn0v/vrzW610jg7jtrF6nvf//fH2An7z5\nzWnvR0RERESkpXlrDG8Xa+1h9+MMoEs95Z4FHgDCG9qhMeaHwA8BkpKSmiNGkWYXFujkj1cObVTZ\nY4VlPL1wOw9PHUhoYOO/qpP6xbXo+rgzxydzXUr3Ftu/iPgOXZtFRMTbWizhNcYsArrWsemX1Z9Y\na60xptZU0caYS4BMa+06Y8zkht7PWjsLmAWumSC/U9AibUh5ZRUZeaVUVDXt49w1MqhFE16HwzQp\nAReRjkvXZpGOqbnGyGu2Z2kOLXbXaq09r75txpgjxph4a+1hY0w8kFlHsYnAZcaYaUAQEGGMecNa\ne2MLhSzSYiqrLOWVVU2arblzRBCzZ9acbX1BagYbDuTyiwsHNHeIIiIiIiI+x1tjeD8EZrofzwQ+\nOLmAtfZha22itTYZuAFYrGRX2qvnPk/ne/9cddr7CQ7wIzzIvxkiEhERERHxfd7ql/gkMNcYcyuw\nF7gOwBjTDZhtrZ3mpbhETkteUTlbM44zrldMjdenj03igsF19fBvmrP6xnFW37jT3o+ISHul5YRE\nOg51jZbm4JWE11qbA5xbx+uHgFrJrrV2CbCkxQMTOU2Ltx/h6QU7WP7gOTVejw0LJDasaevmiohI\nbbpxFRGRptDMMyLN6MoRiVw6rJu3wxAREREREbw3hlfEZzn99LUSEREREWkLdGcuIiIiIiIiPkkJ\nr4iIiIiIiPgkJbwiIiIiIiLik5TwioiIiIiIiE9SwisiIiIiIiI+SQmviIiIiIiI+CQlvCIiIiIi\nIuKTjLXW2zE0O2NMFrDX23F4WSyQ7e0g2hHVV9OovppG9dU0ba2+elhr47wdRHvXhq/Nbe3z1hx0\nTG2frx0P6JjaC185pkZfm30y4RUwxqy11qZ4O472QvXVNKqvplF9NY3qS1qTL37edExtn68dD+iY\n2gtfPKaGqEuziIiIiIiI+CQlvCIiIiIiIuKTlPD6rlneDqCdUX01jeqraVRfTaP6ktbki583HVPb\n52vHAzqm9sIXj+mUNIZXREREREREfJJaeEVERERERMQnKeEVERERERERn6SEt50zxlxkjNlujEk3\nxjxUx/bvG2M2GmM2GWO+NMac4Y0424qG6qtaudHGmApjzDWtGV9b05j6MsZMNsasN8akGmO+aO0Y\n25JGfB8jjTH/NcZscNfXLd6Isy0wxrxsjMk0xmyuZ7sxxvzNXZcbjTEjWztG8U3GmGhjzEJjTJr7\nv51OUdbPGPONMeaj1oyxqRpzTMaY7saYz40xW9znn596I9ZTacQ5tN2dF3zxPs0X76V87X5H9yMn\nsdbqr53+AX7ATqAXEABsAAadVGYC0Mn9eCqw2ttxt+X6qlZuMfAJcI23427L9QVEAVuAJPfzzt6O\nu43X1yPAU+7HccBRIMDbsXupviYBI4HN9WyfBnwKGGBcRz536a95/4A/AQ+5Hz904jtZT9mfAXOA\nj7wd9+keExAPjHQ/Dgd21HUN9OIxNOYc2q7OC754n+aL91K+dr+j+5Haf2rhbd/GAOnW2l3W2jLg\nLeDy6gWstV9aa4+5n64CEls5xrakwfpy+zHwLpDZmsG1QY2pr+8B/7HW7gOw1nbkOmtMfVkg3Bhj\ngDBcF5iK1g2zbbDWLsV1/PW5HHjNuqwCoowx8a0Tnfi4y4FX3Y9fBa6oq5AxJhG4GJjdSnGdjgaP\nyVp72Fr7tftxPrAVSGi1CBvWmHNoezsv+OJ9mi/eS/na/Y7uR06ihLd9SwD2V3t+gFNfvG7F9cto\nR9VgfRljEoArgedbMa62qjGfr35AJ2PMEmPMOmPMTa0WXdvTmPr6BzAQOARsAn5qra1qnfDanaae\n30Qaq4u19rD7cQbQpZ5yzwIPAO3hO9rYYwLAGJMMjABWt2xYTdKY73x7Oy/44n2aL95L+dr9ju5H\nTuL0dgDSOowxU3CdSM/0dixt3LPAg9baKtePXtIAJzAKOBcIBlYaY1ZZa3d4N6w260JgPXAO0BtY\naIxZZq097t2wRHyLMWYR0LWOTb+s/sRaa40xtdZnNMZcAmRaa9cZYya3TJRNc7rHVG0/Ybha3u7V\nuaft8LH7NF+8l/K1+50OdT+ihLd9Owh0r/Y80f1aDcaYYbi6ZE211ua0UmxtUWPqKwV4y32CjgWm\nGWMqrLXvt06IbUpj6usAkGOtLQQKjTFLgTNwjQ3raBpTX7cAT1rXoJl0Y8xuYADwVeuE2K406vwm\nUhdr7Xn1bTPGHDHGxFtrD7u7w9bVNXEicJkxZhoQBEQYY96w1t7YQiE3qBmOCWOMP65k91/W2v+0\nUKjfVWO+8+3tvOCL92m+eC/la/c7uh85ibo0t29rgL7GmJ7GmADgBuDD6gWMMUnAf4AZ7fhXqObS\nYH1Za3taa5OttcnAv4G72/AJuqU1WF/AB8CZxhinMSYEGItrXFhH1Jj62ofr12GMMV2A/sCuVo2y\n/fgQuMk9K+s4IK9al02R0/EhMNP9eCau81gN1tqHrbWJ7mvBDcBibya7jdDgMbnH6r0EbLXWPtOK\nsTVWY86h7e284Iv3ab54L+Vr9zu6HzmJWnjbMWtthTHmR8B8XDOyvWytTTXG3One/gLwKBADPOf+\npa3CWpvirZi9qZH1JW6NqS9r7VZjzDxgI65xbrOttXUuM+PrGvn5+h3wijFmE65ZRh+01mZ7LWgv\nMsa8CUwGYo0xB4DHAH/w1NUnuGZkTQeKcP0aLdIcngTmGmNuBfYC1wEYY7rhOodN82Zw31Fjjmki\nMAPYZIxZ7/53j1hrP/FGwCdr5Dm0XZ0XfPE+zRfvpXztfkf3I7UZV0u2iIiIiIiIiG9Rl2YRERER\nERHxSUp4RURERERExCcp4RURERERERGfpIRXREREREREfJISXhEREREREfFJSnhFOghjTJQx5u5q\nz+cZY3KNMR95My4REZGOqvq12Rgz3Biz0hiTaozZaIy53tvxifgCLUsk0kEYY5KBj6y1Q9zPzwVC\ngDustZd4MTQREZEOqfq12RjTD7DW2jT3GsrrgIHW2lxvxijS3qmFV6TjeBLobYxZb4z5s7X2MyDf\n20GJiIh0YJ5rM3C7tTYNwFp7CMgE4rwZnIgvcHo7ABFpNQ8BQ6y1w70diIiIiAD1XJuNMWOAAGCn\nV6IS8SFKeEVERERE2ghjTDzwOjDTWlvl7XhE2jt1aRYRERERaQOMMRHAx8AvrbWrvB2PiC9QwivS\nceQD4d4OQkRERDw812ZjTADwHvCatfbfXo1KxIdolmaRDsQYMwcYBnwKjAMGAGFADnCrtXa+F8MT\nERHpcKpdm0OBRCC12uabrbXrvRKYiI9QwisiIiIiIiI+SV2aRURERERExCcp4RURERERERGfpIRX\nREREREREfJISXhEREREREfFJSnhFRERERETEJynhFREREREREZ+khFdERERERER80v8DI4Dz+l7w\nZ2kAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -308,7 +323,7 @@ "source": [ "All imports and definitions must be visible to all `ipyparallel` engines. You can ensure this by writing a script file that has all the definitions in it. In a distributed setting, this file must be present in all remote workers running an `ipyparallel` engine. \n", "\n", - "However, you may wish to experiment in an interactive session, using e.g. a jupyter notebook. `ipyparallel` makes it possible to interactively define functions for ELFI model and send them to workers. This is especially useful if you work from a jupyter notebook. We will show a few examples. More information can be found from `ipyparallel` documentation. \n", + "However, you may wish to experiment in an interactive session, using e.g. a jupyter notebook. `ipyparallel` makes it possible to interactively define functions for ELFI model and send them to workers. This is especially useful if you work from a jupyter notebook. We will show a few examples. More information can be found from [`ipyparallel` documentation](http://ipyparallel.readthedocs.io/). \n", "\n", "In interactive sessions, you can change the model with built-in functionality without problems:" ] @@ -379,9 +394,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -413,9 +426,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -423,8 +434,8 @@ "Method: Rejection\n", "Number of posterior samples: 1000\n", "Number of simulations: 100000\n", - "Threshold: 0.0189\n", - "Posterior means: t1: 0.771, t2: 0.483" + "Threshold: 0.0117\n", + "Posterior means: t1: 0.492, t2: 0.0389" ] }, "execution_count": 12, @@ -453,26 +464,33 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2017-05-30 18:21:46.329 [IPClusterStop] Stopping cluster [pid=3011921] with [signal=]\r\n" + "2017-06-21 16:06:24.007 [IPClusterStop] Stopping cluster [pid=94248] with [signal=]\r\n" ] } ], "source": [ "!ipcluster stop" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python [default]", "language": "python", "name": "python3" }, diff --git a/quickstart.ipynb b/quickstart.ipynb index 73ef793..1c33067 100644 --- a/quickstart.ipynb +++ b/quickstart.ipynb @@ -6,14 +6,14 @@ "source": [ "# Quickstart\n", "\n", - "First ensure you have [installed](installation.html) Python 3.5 (or greater) and ELFI. After installation you can start using ELFI:" + "First ensure you have [installed](http://elfi.readthedocs.io/en/stable/installation.html) Python 3.5 (or greater) and ELFI. After installation you can start using ELFI:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -80,9 +80,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -117,9 +115,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -127,79 +123,91 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", + "\n", + "\n", + "\n", + "d\n", + "\n", + "d\n", + "\n", "\n", - "mu\n", - "\n", - "mu\n", + "\n", + "mu\n", + "\n", + "mu\n", "\n", "\n", - "sim\n", - "\n", - "sim\n", + "\n", + "sim\n", + "\n", + "sim\n", "\n", "\n", - "mu->sim\n", - "\n", - "\n", + "\n", + "mu->sim\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "S1\n", + "\n", + "S1\n", + "\n", + "\n", + "\n", + "sim->S1\n", + "\n", + "\n", "\n", "\n", - "S2\n", - "\n", - "S2\n", + "\n", + "S2\n", + "\n", + "S2\n", "\n", - "\n", - "d\n", - "\n", - "d\n", + "\n", + "\n", + "sim->S2\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "S1->d\n", + "\n", + "\n", "\n", "\n", - "S2->d\n", - "\n", - "\n", + "\n", + "S2->d\n", + "\n", + "\n", "\n", "\n", - "sigma\n", - "\n", - "sigma\n", + "\n", + "sigma\n", + "\n", + "sigma\n", "\n", "\n", - "sigma->sim\n", - "\n", - "\n", - "\n", - "\n", - "S1\n", - "\n", - "S1\n", - "\n", - "\n", - "S1->d\n", - "\n", - "\n", - "\n", - "\n", - "sim->S2\n", - "\n", - "\n", - "\n", - "\n", - "sim->S1\n", - "\n", - "\n", + "\n", + "sigma->sim\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -233,9 +241,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -244,8 +250,8 @@ "Method: Rejection\n", "Number of posterior samples: 1000\n", "Number of simulations: 120000\n", - "Threshold: 0.498\n", - "Posterior means: mu: 0.726, sigma: 3.09\n", + "Threshold: 0.492\n", + "Posterior means: mu: 0.748, sigma: 3.1\n", "\n" ] } @@ -266,15 +272,13 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAEKCAYAAAAfCnjkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngFEQUAEAABgFARUAAIBR+P/OP+uFCXSJfQAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAEKCAYAAAAfCnjkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAEZBQAUAAGAU/j9PIIFtjDw6mgAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -286,18 +290,11 @@ "res.plot_marginals()\n", "plt.show()" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For a more details, please see the [tutorial](usage/tutorial.html)." - ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python [default]", "language": "python", "name": "python3" }, @@ -315,5 +312,5 @@ } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/tutorial.ipynb b/tutorial.ipynb index cfa1650..1ef6e54 100644 --- a/tutorial.ipynb +++ b/tutorial.ipynb @@ -1,12 +1,19 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This tutorial is generated from a [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks). " + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ELFI tutorial\n", "\n", - "This tutorial covers the basics of using ELFI, i.e. how to make models, save results for later use and run different inference algorithms. Please see also our other tutorials for [parallelization](parallelization.html) and using [non-Python operations](external.html) in ELFI models. This tutorial is generated from a [Jupyter](http://jupyter.org/) notebook that can be found [here](https://github.com/elfi-dev/notebooks).\n", + "This tutorial covers the basics of using ELFI, i.e. how to make models, save results for later use and run different inference algorithms.\n", "\n", "Let's begin by importing libraries that we will use and specify some settings." ] @@ -25,6 +32,7 @@ "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline\n", + "%precision 2\n", "\n", "import logging\n", "logging.basicConfig(level=logging.INFO)\n", @@ -113,15 +121,13 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAo0AAAFpCAYAAAD5kBJEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBAKBoCH/Px7UVLepMxaMAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -197,7 +203,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As is usual in Bayesian statistical inference, we need to define *prior* distributions for the unknown parameters $\\theta_1, \\theta_2$. In ELFI the priors can be any of the continuous and discrete distributions available in `scipy.stats` (for custom priors, see [below](#custom_prior)). For simplicity, let's start by assuming that both parameters follow `Uniform(0, 2)`." + "As is usual in Bayesian statistical inference, we need to define *prior* distributions for the unknown parameters $\\theta_1, \\theta_2$. In ELFI the priors can be any of the continuous and discrete distributions available in `scipy.stats` (for custom priors, see [below](#Custom-priors)). For simplicity, let's start by assuming that both parameters follow `Uniform(0, 2)`." ] }, { @@ -305,9 +311,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -315,79 +319,91 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", - "\n", - "t2\n", - "\n", - "t2\n", - "\n", - "\n", - "Y\n", - "\n", - "Y\n", - "\n", - "\n", - "t2->Y\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "S2\n", + "\n", + "S2\n", "\n", "\n", - "d\n", - "\n", - "d\n", + "\n", + "d\n", + "\n", + "d\n", "\n", - "\n", - "t1\n", - "\n", - "t1\n", - "\n", - "\n", - "t1->Y\n", - "\n", - "\n", + "\n", + "\n", + "S2->d\n", + "\n", + "\n", "\n", - "\n", - "S2\n", - "\n", - "S2\n", + "\n", + "\n", + "Y\n", + "\n", + "Y\n", "\n", "\n", - "Y->S2\n", - "\n", - "\n", + "\n", + "Y->S2\n", + "\n", + "\n", "\n", "\n", - "S1\n", - "\n", - "S1\n", + "\n", + "S1\n", + "\n", + "S1\n", "\n", "\n", - "Y->S1\n", - "\n", - "\n", + "\n", + "Y->S1\n", + "\n", + "\n", "\n", - "\n", - "S2->d\n", - "\n", - "\n", + "\n", + "\n", + "t1\n", + "\n", + "t1\n", + "\n", + "\n", + "\n", + "t1->Y\n", + "\n", + "\n", "\n", "\n", - "S1->d\n", - "\n", - "\n", + "\n", + "S1->d\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "t2\n", + "\n", + "t2\n", + "\n", + "\n", + "\n", + "t2->Y\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -461,15 +477,13 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n48ZgZmZ53BjMzCyPG4OZmeX5P2ah6H+8DBMyAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -493,9 +507,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -503,84 +515,97 @@ "\n", "\n", - "\n", "\n", - "\n", - "\n", + "\n", + "\n", "%3\n", - "\n", - "\n", - "t1\n", - "\n", - "t1\n", + "\n", + "\n", + "\n", + "Y\n", + "\n", + "Y\n", "\n", - "\n", - "t2\n", - "\n", - "t2\n", + "\n", + "\n", + "S2\n", + "\n", + "S2\n", "\n", - "\n", - "t1->t2\n", - "\n", - "\n", + "\n", + "\n", + "Y->S2\n", + "\n", + "\n", "\n", - "\n", - "Y\n", - "\n", - "Y\n", + "\n", + "\n", + "S1\n", + "\n", + "S1\n", "\n", - "\n", - "t1->Y\n", - "\n", - "\n", + "\n", + "\n", + "Y->S1\n", + "\n", + "\n", "\n", - "\n", - "t2->Y\n", - "\n", - "\n", + "\n", + "\n", + "t1\n", + "\n", + "t1\n", "\n", - "\n", - "d\n", - "\n", - "d\n", + "\n", + "\n", + "t1->Y\n", + "\n", + "\n", "\n", - "\n", - "S2\n", - "\n", - "S2\n", + "\n", + "\n", + "t2\n", + "\n", + "t2\n", "\n", - "\n", - "Y->S2\n", - "\n", - "\n", + "\n", + "\n", + "t1->t2\n", + "\n", + "\n", "\n", - "\n", - "S1\n", - "\n", - "S1\n", + "\n", + "\n", + "t2->Y\n", + "\n", + "\n", "\n", - "\n", - "Y->S1\n", - "\n", - "\n", + "\n", + "\n", + "d\n", + "\n", + "d\n", "\n", "\n", - "S2->d\n", - "\n", - "\n", + "\n", + "S2->d\n", + "\n", + "\n", "\n", "\n", - "S1->d\n", - "\n", - "\n", + "\n", + "S1->d\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 13, @@ -653,15 +678,13 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZgAAAEKCAYAAAAvlUMdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZmaWiv8PYa3aEB8crcgAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZgAAAEKCAYAAAAvlUMdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -670,7 +693,7 @@ { "data": { "text/html": [ - "Threshold: 0.11621562954973891" + "Threshold: 0.116859716394976" ], "text/plain": [ "" @@ -683,13 +706,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 31.6 s, sys: 916 ms, total: 32.5 s\n", - "Wall time: 32.4 s\n" + "CPU times: user 2.2 s, sys: 182 ms, total: 2.38 s\n", + "Wall time: 2.39 s\n" ] } ], "source": [ - "N = 10000\n", + "N = 1000\n", "\n", "vis = dict(xlim=[-2,2], ylim=[-1,1])\n", "\n", @@ -702,20 +725,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The `sample` method returns a `Result` object, which contains several attributes and methods. Most notably the attribute `samples` contains an `OrderedDict` (i.e. an ordered Python dictionary) of the posterior numpy arrays for all the mnodel parameters (`elfi.Prior`s in the model). For rejection sampling, other attributes include e.g. the `threshold`, which is the threshold value resulting in the requested quantile. " + "The `sample` method returns a `Sample` object, which contains several attributes and methods. Most notably the attribute `samples` contains an `OrderedDict` (i.e. an ordered Python dictionary) of the posterior numpy arrays for all the model parameters (`elfi.Prior`s in the model). For rejection sampling, other attributes include e.g. the `threshold`, which is the threshold value resulting in the requested quantile. " ] }, { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.5574475023785852" + "0.56" ] }, "execution_count": 16, @@ -731,25 +752,23 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The `Result` object includes a convenient `summary` method:" + "The `Sample` object includes a convenient `summary` method:" ] }, { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Method: Rejection\n", - "Number of posterior samples: 10000\n", - "Number of simulations: 1000000\n", - "Threshold: 0.116\n", - "Posterior means: t1: 0.557, t2: 0.221\n" + "Number of posterior samples: 1000\n", + "Number of simulations: 100000\n", + "Threshold: 0.117\n", + "Posterior means: t1: 0.556, t2: 0.219\n" ] } ], @@ -767,21 +786,19 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2.1 s, sys: 112 ms, total: 2.22 s\n", - "Wall time: 2.21 s\n", + "CPU times: user 215 ms, sys: 51.8 ms, total: 267 ms\n", + "Wall time: 269 ms\n", "Method: Rejection\n", - "Number of posterior samples: 10000\n", - "Number of simulations: 340000\n", - "Threshold: 0.2\n", - "Posterior means: t1: 0.555, t2: 0.219\n", + "Number of posterior samples: 1000\n", + "Number of simulations: 40000\n", + "Threshold: 0.185\n", + "Posterior means: t1: 0.555, t2: 0.223\n", "\n" ] } @@ -789,7 +806,7 @@ "source": [ "%time result2 = rej.sample(N, threshold=0.2)\n", "\n", - "print(result2) # the Result object's __str__ contains the output from summary()" + "print(result2) # the Sample object's __str__ contains the output from summary()" ] }, { @@ -809,26 +826,24 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 7.04 s, sys: 8 ms, total: 7.05 s\n", - "Wall time: 7.05 s\n" + "CPU times: user 6.14 s, sys: 102 ms, total: 6.24 s\n", + "Wall time: 6.38 s\n" ] }, { "data": { "text/plain": [ "Method: Rejection\n", - "Number of posterior samples: 10000\n", + "Number of posterior samples: 1000\n", "Number of simulations: 1000000\n", - "Threshold: 0.115\n", - "Posterior means: t1: 0.556, t2: 0.218" + "Threshold: 0.036\n", + "Posterior means: t1: 0.56, t2: 0.227" ] }, "execution_count": 19, @@ -854,26 +869,24 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 956 ms, sys: 0 ns, total: 956 ms\n", - "Wall time: 954 ms\n" + "CPU times: user 848 ms, sys: 12.1 ms, total: 860 ms\n", + "Wall time: 895 ms\n" ] }, { "data": { "text/plain": [ "Method: Rejection\n", - "Number of posterior samples: 10000\n", + "Number of posterior samples: 1000\n", "Number of simulations: 1000000\n", - "Threshold: 0.144\n", - "Posterior means: t1: 0.557, t2: 0.219" + "Threshold: 0.0447\n", + "Posterior means: t1: 0.56, t2: 0.227" ] }, "execution_count": 20, @@ -902,26 +915,24 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 2.33 s, sys: 8 ms, total: 2.34 s\n", - "Wall time: 2.33 s\n" + "CPU times: user 1.96 s, sys: 29.4 ms, total: 1.99 s\n", + "Wall time: 2.02 s\n" ] }, { "data": { "text/plain": [ "Method: Rejection\n", - "Number of posterior samples: 10000\n", + "Number of posterior samples: 1000\n", "Number of simulations: 1200000\n", - "Threshold: 0.131\n", - "Posterior means: t1: 0.556, t2: 0.22" + "Threshold: 0.0409\n", + "Posterior means: t1: 0.56, t2: 0.23" ] }, "execution_count": 21, @@ -944,16 +955,14 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 32 ms, sys: 8 ms, total: 40 ms\n", - "Wall time: 36.7 ms\n" + "CPU times: user 25.6 ms, sys: 2.58 ms, total: 28.2 ms\n", + "Wall time: 29.3 ms\n" ] } ], @@ -973,16 +982,17 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "d.npy t1.npy t2.npy Y.npy\r\n" - ] + "data": { + "text/plain": [ + "['d.npy', 't1.npy', 't2.npy', 'Y.npy']" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -990,7 +1000,8 @@ "# while we still have the arraypool open.\n", "arraypool.flush()\n", "\n", - "!ls $arraypool.path" + "import os\n", + "os.listdir(arraypool.path)" ] }, { @@ -1003,15 +1014,12 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 1.2228635 , 0.84295063, 1.52794226, ..., -0.15726344,\n", - " -0.72876666, -0.93158204])" + "array([-0.51, 0.09, 0.72, ..., -1.23, 0.02, -0.66])" ] }, "execution_count": 24, @@ -1033,22 +1041,25 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "ls: cannot access './output/arraypool/4213416233': No such file or directory\r\n" + "No such file or directory\n" ] } ], "source": [ "arraypool.delete()\n", "\n", - "!ls $arraypool.path # verify the deletion" + "# verify the deletion\n", + "try:\n", + " os.listdir(arraypool.path)\n", + " \n", + "except FileNotFoundError:\n", + " print(\"No such file or directory\")" ] }, { @@ -1062,7 +1073,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Instances of `Result` contain methods for some basic plotting (these are convenience methods to plotting functions defined under `elfi.visualization`).\n", + "Instances of `Sample` contain methods for some basic plotting (these are convenience methods to plotting functions defined under `elfi.visualization`).\n", "\n", "For example one can plot the marginal distributions:" ] @@ -1070,15 +1081,13 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA68AAAEKCAYAAAD91mOdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAEKCAYAAAAfCnjkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1099,15 +1108,13 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAHjCAYAAAAABBM8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nk5zwSpIkSZKa5IRXkiRJktSk/wVZ7XpENJr6lgAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAHjCAYAAAAABBM8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1213,25 +1220,23 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:elfi.methods.methods:---------------- Starting round 0 ----------------\n", - "INFO:elfi.methods.methods:---------------- Starting round 1 ----------------\n", - "INFO:elfi.methods.methods:---------------- Starting round 2 ----------------\n" + "INFO:elfi.methods.parameter_inference:---------------- Starting round 0 ----------------\n", + "INFO:elfi.methods.parameter_inference:---------------- Starting round 1 ----------------\n", + "INFO:elfi.methods.parameter_inference:---------------- Starting round 2 ----------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 5.97 s, sys: 200 ms, total: 6.17 s\n", - "Wall time: 1.73 s\n" + "CPU times: user 1.36 s, sys: 241 ms, total: 1.6 s\n", + "Wall time: 1.62 s\n" ] } ], @@ -1251,19 +1256,17 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Method: SMC-ABC\n", + "Method: SMC\n", "Number of posterior samples: 1000\n", - "Number of simulations: 180000\n", - "Threshold: 0.0497\n", - "Posterior means for final population: t1: 0.557, t2: 0.228\n" + "Number of simulations: 190000\n", + "Threshold: 0.0492\n", + "Posterior means for final population: t1: 0.552, t2: 0.205\n" ] } ], @@ -1275,23 +1278,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The `Result` object returned by the SMC-ABC sampling contains also some methods for investigating the evolution of populations, e.g.:" + "The `Sample` object returned by the SMC-ABC sampling contains also some methods for investigating the evolution of populations, e.g.:" ] }, { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Posterior means for population 0: t1: 0.544, t2: 0.229\n", - "Posterior means for population 1: t1: 0.557, t2: 0.231\n", - "Posterior means for population 2: t1: 0.557, t2: 0.228\n", + "Posterior means for population 0: t1: 0.547, t2: 0.232\n", + "Posterior means for population 1: t1: 0.559, t2: 0.23\n", + "Posterior means for population 2: t1: 0.552, t2: 0.205\n", "\n" ] } @@ -1303,15 +1304,13 @@ { "cell_type": "code", "execution_count": 33, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAACoCAYAAAAviq3pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nl0lOFgAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeQAAACoCAYAAAAxQ51aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\npBb4f72C/EVjAKTLAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1319,9 +1318,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAACoCAYAAAAviq3pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9v85EC8TPeNOLwAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAACoCAYAAAAviq3pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSWqYiVqSpIb9L74fJGdiMD9XAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1329,9 +1328,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAACoCAYAAAAviq3pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAEV9JREFUeJzt3XmwZGV9xvHvExSNQGSZCQ7LMC6YoAZGHXGNUYlhUQMY\nC8EFRIqRcimoSlIOGiMpoyKuScVgIaHAiIIbSBQ1gHtkcYaMMEAhoCAzrLKUYIwG+eWPPjM2w525\nfW9v597+fqpu3dPnnO7zdN8+76/fc859O1WFJElqp98bdwBJkrRpFmpJklrMQi1JUotZqCVJajEL\ntSRJLWahliSpxSzU0jyQ5EVJ1vZx/08kedcgM0kaDAu1NGBJbkzyqyT3J7k9yelJth53rvWSvCHJ\n97vnVdUxVfWeIWzriCSrkvwiydokJyV5xKC3I81nFmppOF5RVVsDzwCWAX835jzj8hjgOGAB8Gxg\nH+BvxppImmMs1NIQVdU64GvA0wCS7JTkvCR3J7k+ydHr101yQpIvJDk7yX1JLk+yV9fySvKkrtun\nJ/nHqbabZEWSG5rHuTrJwc38PYBPAM9tevz3TvVYSY5u8t3d5N1poxzHJLkuyb1JPp4km3j+J1fV\n96rqN81rcSbw/Nm8ltKkslBLQ5RkV+AA4L+bWWcBa4GdgFcB70vykq67HAh8Htge+AxwbpJHzmLT\nNwB/CjwW+Afg00kWVdU1wDHAxVW1dVVtO0XmlwDvBw4BFgE3Nbm7vRx4FrBns96+PeZ6IXDVzJ+O\nNLks1NJwnNv0Vr8PfIdOQd6VTm/y7VX1v1W1GjgVOLzrfquq6gtV9X/AR4BHA8+Z6car6vNVdUtV\nPVhVZwPXAXv3ePfXAqdV1eVV9WvgeDo98CVd65xYVfdW1c+AbwFLp3vQJG+kcxrgQzN4KtLEs1BL\nw3FQVW1bVbtV1Zur6ld0etF3V9V9XevdBOzcdfvm9RNV9SC/633PSJLDk6xuDk3fS+fQ+4Ie775T\nk2t9jvuBuzbKeVvX9P8Am71YLslBdHrp+1fVz3vMIQkLtTRKtwDbJ9mma95iYF3X7V3XTyT5PWCX\n5n7QKYiP6Vr3cVNtJMluwCeBtwI7NIe31wDrzyNP95V5twC7dT3eVsAOG+XsWZL9mjyvqKorZ/MY\n0iSzUEsjUlU3Az8A3p/k0Un2BI4CPt212jOTvLL5F6bjgF8DlzTLVgOvSbJFU/z+bBOb2opOMb4T\nIMmRNBezNW4Hdkmy5Sbu/1ngyCRLkzwKeB9waVXdOLNnvOF895nAX1XVZTO9vyQLtTRqhwFL6PRa\nzwHeXVUXdi3/MvBq4B7g9cArm/PVAMcCrwDupXMe+dypNlBVVwMfBi6mU5T/BPivrlW+SeeCrtuS\nPOwwdJPnXcAXgVuBJwKHzvypQvM4jwXOb64yvz/J12b5WNJEStV0R8EkjUKSE4AnVdXrxp1FUnvY\no5YkqcUs1JIktZiHviVJarFWDI6/YMGCWrJkybhjSK23atWqn1fVwnHn2Bz3Z6k3ve7PrSjUS5Ys\nYeXKleOOIbVekpumX2u83J+l3vS6P3uOWpKkFrNQS5LUYhZqSZJarBXnqCVJD7dkxVc3uezGE182\nwiQaJwv1HOTOK0mTw0PfkiS1mD1qSeqTR7k0TPaoJUlqMXvU6snmegxgr0GShsVCLUljMt0HYAl6\nOPSd5LQkdyRZ0zVv+yQXJLmu+b1d17Ljk1yf5Nok+w4ruCRJk6CXc9SnA/ttNG8FcFFV7Q5c1Nwm\nyVOAQ4GnNvf51yRbDCytJEkTZtpD31X13SRLNpp9IPCiZvoM4NvA25v5Z1XVr4GfJrke2Bu4eDBx\n1S+vTpWkuWW2V33vWFW3NtO3ATs20zsDN3ett7aZJ0mSZqHvf8+qqgJqpvdLsjzJyiQr77zzzn5j\nSBoj92dpeGZbqG9Psgig+X1HM38dsGvXers08x6mqk6pqmVVtWzhwmm/N1tSi7k/S8Mz20J9HnBE\nM30E8OWu+YcmeVSSxwO7A5f1F1GSpMk17cVkST5L58KxBUnWAu8GTgQ+l+Qo4CbgEICquirJ54Cr\ngQeAt1TVb4eUXVPw/zIlaX7p5arvwzaxaJ9NrP9e4L39hJIkSR2OTKYN7I1LUvv4pRySJLWYhVqS\npBazUEuS1GIWakmSWsxCLUlSi1moJUlqMQu1JEktZqGWJKnFLNSSJLWYhVqSpBZzCFFJmoOmG/L3\nxhNfNqIkGjYLtSQNkWPoq18e+pYkqcVm3aNO8kfA2V2zngD8PbAtcDRwZzP/HVV1/qwTSpI0wWZd\nqKvqWmApQJItgHXAOcCRwEer6kMDSShJY+bha43ToM5R7wPcUFU3JRnQQ0qSZmtzHy680GxuGdQ5\n6kOBz3bdfluSK5KclmS7AW1DkqSJ03ePOsmWwF8CxzezTgbeA1Tz+8PAG6e433JgOcDixYv7jaEx\n89P7ZHN/loZnED3q/YHLq+p2gKq6vap+W1UPAp8E9p7qTlV1SlUtq6plCxcuHEAMSePi/iwNzyAK\n9WF0HfZOsqhr2cHAmgFsQ5KkidTXoe8kWwEvBd7UNfukJEvpHPq+caNlkqQx81TV3NJXoa6qXwI7\nbDTv9X0lkiRJGziEqIbOMYklafYcQlSSpBazRz0mjnQkSeqFPWpJklrMQi1JUotZqCVJajELtSRJ\nLWahliSpxSzUkiS1mIVakqQWs1BLktRiFmpJklrMQi1JUos5hKgkaQO/RKd97FFLktRiffWok9wI\n3Af8FnigqpYl2R44G1gC3AgcUlX39BdTkqTJNIge9YuramlVLWturwAuqqrdgYua25IkaRaGcej7\nQOCMZvoM4KAhbEOSpInQb6Eu4MIkq5Isb+btWFW3NtO3ATtOdccky5OsTLLyzjvv7DOGpHFyf5aG\np99C/YKqWgrsD7wlyQu7F1ZV0SnmD1NVp1TVsqpatnDhwj5jSBon92dpePoq1FW1rvl9B3AOsDdw\ne5JFAM3vO/oNKUnSpJp1oU6yVZJt1k8DfwGsAc4DjmhWOwL4cr8hJUmaVP38e9aOwDlJ1j/OZ6rq\n60l+CHwuyVHATcAh/ceUJGkyzbpQV9VPgL2mmH8XsE8/oTRZNjcSkqMgSZp0jkwmSVKLWaglSWox\nv5RDkpj+yyikcbFHLUlSi1moJUlqMQ99D5GH0iRJ/bJHLUlSi1moJUlqMQu1JEkt5jlqtZqjlkma\ndBZqSVLP/PA8eh76liSpxSzUkiS1mIVakqQWm3WhTrJrkm8luTrJVUmObeafkGRdktXNzwGDiytJ\n0mTp52KyB4C/rqrLk2wDrEpyQbPso1X1of7jSZI02WZdqKvqVuDWZvq+JNcAOw8qmCQNmsP6DpdX\nhA/HQP49K8kS4OnApcDzgbclORxYSafXfc8U91kOLAdYvHjxIGJIGhP3Z01nug9JFvJN6/tisiRb\nA18EjquqXwAnA08AltLpcX94qvtV1SlVtayqli1cuLDfGJLGyP1ZGp6+etRJHkmnSJ9ZVV8CqKrb\nu5Z/EvhKXwmlTfATuqRJ0M9V3wH+Dbimqj7SNX9R12oHA2tmH0+SpMnWT4/6+cDrgSuTrG7mvQM4\nLMlSoIAbgTf1lbDFvDBFahf3Sc1H/Vz1/X0gUyw6f/ZxJElSN0cmkySpxSzUkiS1mIVakqQWs1BL\nktRiFmpJklrMQi1JUosNZKxvSZL64Rd6bJqFehoOoCBJGicLteYtP6FL88Okj+vvOWpJklrMHrW0\nkUn/9C7NNfP96Jk9akmSWmwietT2kLQxLxKcu/zbaVDmSm2YiEItSZpM8+GD3dAKdZL9gH8CtgBO\nraoTh7Wtfs2HP6QkaX4aSqFOsgXwceClwFrgh0nOq6qrh7E9SXPLfL/4RxqkYfWo9waur6qfACQ5\nCzgQ6KtQu3OrDfp5H/oenp5HuKSHGlah3hm4uev2WuDZQ9qWJEkD18+HxkF+8B7bxWRJlgPLm5v3\nJ7l2hg+xAPj5hsf7wKCSjcxD8s9Rc/05DDx/P+/DHu+72+y3MDyz3J/b+P4xU2/MNI1mf54uU0/7\nc6pqAJE2etDkucAJVbVvc/t4gKp6/wC3sbKqlg3q8UZtrueHuf8c5nr+ua6Nr7+ZemOm3gwq07AG\nPPkhsHuSxyfZEjgUOG9I25Ikad4ayqHvqnogyVuBb9D596zTquqqYWxLkqT5bGjnqKvqfOD8YT0+\ncMoQH3sU5np+mPvPYa7nn+va+PqbqTdm6s1AMg3lHLUkSRoMv5RDkqQWa32hTrJfkmuTXJ9kxRTL\nX5vkiiRXJvlBkr3GkXNTpsvftd6zkjyQ5FWjzDedXvIneVGS1UmuSvKdUWfcnB7eP49N8h9JftTk\nP3IcOSdBku2TXJDkuub3dlOss2uSbyW5uvl7HDukLNO9L5Lkn5vlVyR5xjByzCDPyNu5NrZdbWyP\nRtLGVFVrf+hciHYD8ARgS+BHwFM2Wud5wHbN9P7ApePOPZP8Xet9k845/VeNO/cMX/9t6Yw4t7i5\n/Yfjzj3D/O8APtBMLwTuBrYcd/b5+AOcBKxoplesf903WmcR8Ixmehvgx1PtMyN4XxwAfA0I8Jxh\ntittbOfa2Ha1sT0aVRvT9h71hqFIq+o3wPqhSDeoqh9U1T3NzUuAXUaccXOmzd94G/BF4I5RhutB\nL/lfA3ypqn4GUFVteg695C9gmyQBtqazEz0w2pgT40DgjGb6DOCgjVeoqlur6vJm+j7gGjojHQ5S\nL++LA4FPVcclwLZJFg04R895xtDOtbHtamN7NJI2pu2FeqqhSDe30x5F51NwW0ybP8nOwMHAySPM\n1ateXv8nA9sl+XaSVUkOH1m66fWS/1+APYBbgCuBY6vqwdHEmzg7VtWtzfRtwI6bWznJEuDpwKUD\nztHL+2Kmbc+w83QbRTvXxrarje3RSNqYefN91EleTOcN/IJxZ5mhjwFvr6oHOx+45pxHAM8E9gF+\nH7g4ySVV9ePxxurZvsBq4CXAE4ELknyvqn4x3lhzU5ILgcdNseid3TeqqpJs8l9OkmxNp6d2nH+L\n32lZO9fGtquN7VHfbUzbC/U6YNeu27s08x4iyZ7AqcD+VXXXiLL1opf8y4Czmjf6AuCAJA9U1bmj\nibhZveRfC9xVVb8Efpnku8BedM4tjlsv+Y8ETqzOCaTrk/wU+GPgstFEnF+q6s83tSzJ7UkWVdWt\nzWHkKQ9LJnkknSJ9ZlV9aQgxe3lf9NT2jDDPqNu5NrZdbWyPRtPGDPNE+wBO1D8C+AnweH53ov6p\nG62zGLgeeN64884m/0brn067Libr5fXfA7ioWfcxwBrgaePOPoP8J9MZlx46h2LXAQvGnX0+/gAf\n5KEXk500xToBPgV8bMzvi5fx0IvJLhtznpG2c21su9rYHo2qjRn6H3wAL8QBdD4N3QC8s5l3DHBM\nM30qcA+dQwurgZXjzjyT/But26pC3Wt+4G/pXGm5hs6hyrHnnsH7ZyfgP+mcO1oDvG7cmefrD7BD\n04heB1wIbN/1Nzi/mX4BnYtvrujapw8Yw/siwMeb5VcCy4b82rSunWtj29XG9mgUbYwjk0mS1GJt\nv+pbkqSJZqGWJKnFLNSSJLWYhVqSpBazUEuS1GIWagGQZNskb+66/fUk9yb5yjhzSZqZ7n05ydIk\nFzff2nRFklePO59mzn/PErBhXOWvVNXTmtv70Bkw4E1V9fIxRpM0A937cpIn0xmx9bokOwGrgD2q\n6t5xZtTM2KPWeicCT2y+x/WDVXURcN+4Q0masQ37MnB0VV0HUFW30Bm2deE4w2nm2j7Wt0ZnBZ2h\n9paOO4ikvky5LyfZm84wlzeMJZVmzUItSfNc8yUo/w4cUX6N65zjoW9JmseS/AHwVTrjUF8y7jya\nOQu11rsP2GbcIST1bcO+nGRL4BzgU1X1hbGm0qx51bc2SPIZYE86X+/3HDrfmbo1cBdwVFV9Y4zx\nJPWoa1/eis53JF/VtfgNVbV6LME0KxZqSZJazEPfkiS1mIVakqQWs1BLktRiFmpJklrMQi1JUotZ\nqCVJajELtSRJLWahliSpxf4fN2ShQCtoSNsAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAACoCAYAAAAviq3pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiS1mIVakqQWs1BLktRi/weV6KiecTam0wAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1352,15 +1351,13 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8YAAAGDCAYAAADpmwk3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8YAAAGDCAYAAADpmwk3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIpLV/j+Y70cbg50sOAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1395,471 +1392,23 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## BOLFI" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In practice inference problems often have a more complicated and computationally heavy simulator than the model `MA2` here, and one simply cannot run it for millions of times. The Bayesian Optimization for Likelihood-Free Inference [BOLFI](http://jmlr.csail.mit.edu/papers/v17/15-017.html) framework is likely to prove useful in such situation: a statistical model (e.g. [Gaussian process](https://en.wikipedia.org/wiki/Gaussian_process), GP) is created for the discrepancy, and its minimum is inferred with [Bayesian optimization](https://en.wikipedia.org/wiki/Bayesian_optimization). This approach typically reduces the number of required simulator calls by several orders of magnitude." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When dealing with a Gaussian process, it is advisable to take a logarithm of the discrepancies in order to reduce the effect that high discrepancies have on the GP. In ELFI such transformed node can be created easily:" + "That's it! See the other documentation for more advanced topics on e.g. BOLFI, external simulators and parallelization." ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], - "source": [ - "log_d = elfi.Operation(np.log, d)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As BOLFI is a more advanced inference method, its interface is also a bit more involved. But not much: Using the same graphical model as earlier, the inference could begin by defining a Gaussian process (GP) model, for which we use the [GPy](https://sheffieldml.github.io/GPy/) library. This could then be given via a keyword argument `target_model`. In this case, we are happy with the default that ELFI creates for us when we just give it each parameter some `bounds`.\n", - "\n", - "Other notable arguments include the `initial_evidence`, which defines the number of initialization points sampled straight from the priors before starting to optimize the acquisition of points, and `update_interval` which defines how often the GP hyperparameters are optimized." - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "bolfi = elfi.BOLFI(log_d, batch_size=5, initial_evidence=20, update_interval=10, \n", - " bounds=[(-2, 2), (-1, 1)], seed=seed)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Sometimes you may have some samples readily available. You could then initialize the GP model with a dictionary of previous results by giving `initial_evidence=result1.outputs`.\n", - "\n", - "The BOLFI class can now try to `fit` the surrogate model (the GP) to the relationship between parameter values and the resulting discrepancies. We'll request 200 evidence points (including the `initial_evidence` defined above)." - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:elfi.methods.methods:BOLFI: Fitting the surrogate model...\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 42.7 s, sys: 620 ms, total: 43.4 s\n", - "Wall time: 13.9 s\n" - ] - } - ], - "source": [ - "%time bolfi.fit(n_evidence=200)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Running this does not return anything currently, but internally the GP is now fitted. \n", - "\n", - "Note that in spite of the very few simulator runs, fitting the model took longer than any of the previous methods. Indeed, BOLFI is intended for scenarios where the simulator takes a lot of time to run." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The fitted `target_model` uses the GPy libarary, which can be investigated further:" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "\n", - "Name : GP regression\n", - "Objective : 133.39773058984275\n", - "Number of Parameters : 4\n", - "Number of Optimization Parameters : 4\n", - "Updates : True\n", - "Parameters:\n", - " \u001b[1mGP_regression. \u001b[0;0m | value | constraints | priors \n", - " \u001b[1msum.rbf.variance \u001b[0;0m | 0.259297636885 | +ve | Ga(0.033, 1) \n", - " \u001b[1msum.rbf.lengthscale \u001b[0;0m | 0.607506322067 | +ve | Ga(1.3, 1) \n", - " \u001b[1msum.bias.variance \u001b[0;0m | 0.189445916354 | +ve | Ga(0.0082, 1)\n", - " \u001b[1mGaussian_noise.variance\u001b[0;0m | 0.150210139296 | +ve | " - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "bolfi.target_model" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAGDCAYAAABKn620AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "bolfi.plot_state();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It may be helpful to see the acquired parameter values and the resulting discrepancies:" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAEKCAYAAAAxT1l2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "bolfi.plot_discrepancy();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note the high number of points at parameter bounds. These could probably be decreased by lowering the covariance of the noise added to acquired points, defined by the optional `acq_noise_cov` argument for the BOLFI constructor. Another possibility could be to [add virtual derivative observations at the borders](https://arxiv.org/abs/1704.00963), though not yet implemented in ELFI.\n", - "\n", - "We can now infer the BOLFI posterior (please see the [paper](http://jmlr.csail.mit.edu/papers/v17/15-017.html) for details). The method accepts a threshold parameter; if none is given, ELFI will use the minimum value of discrepancy estimate mean." - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:elfi.methods.results:Using minimum value of discrepancy estimate mean (-0.9865) as threshold\n" - ] - } - ], - "source": [ - "post = bolfi.infer_posterior()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can get estimates for *maximum a posteriori* and *maximum likelihood* easily:" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "((array([ 0.57407864, 0.09641608]), array([[ 0.69314718]])),\n", - " (array([ 0.57407869, 0.09641603]), array([[ 0.69314718]])))" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "post.MAP, post.ML" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can visualize the posterior directly:" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD8CAYAAABpcuN4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "post.plot()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, samples from the posterior can be acquired with an MCMC sampler (note that depending on the smoothness of the GP approximation, this may be slow):" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:elfi.methods.results:Using minimum value of discrepancy estimate mean (-0.9865) as threshold\n", - "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 100/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 200/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 300/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 400/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 500/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 600/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 700/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 800/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 900/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.215, Diverged proposals after warmup (i.e. n_adapt=500 steps): 8\n", - "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 100/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 200/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 300/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 400/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 500/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 600/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 700/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 800/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 900/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.201, Diverged proposals after warmup (i.e. n_adapt=500 steps): 32\n", - "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 100/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 200/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 300/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 400/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 500/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 600/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 700/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 800/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 900/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.223, Diverged proposals after warmup (i.e. n_adapt=500 steps): 10\n", - "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 100/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 200/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 300/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 400/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 500/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 600/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 700/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 800/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Iterations performed: 900/1000...\n", - "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.221, Diverged proposals after warmup (i.e. n_adapt=500 steps): 5\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "4 chains of 1000 iterations acquired. Effective sample size and Rhat for each parameter:\n", - "t1 649.78032882 1.00225844622\n", - "t2 1037.40102821 1.00448229202\n", - "CPU times: user 4min 11s, sys: 2.9 s, total: 4min 14s\n", - "Wall time: 1min 3s\n" - ] - } - ], - "source": [ - "# bolfi.model.computation_context.seed = 10\n", - "%time result_BOLFI = bolfi.sample(1000, target_prob=0.9)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The sampling algorithms may be fine-tuned with some parameters. If you get a warning about diverged proposals, something may be wrong and should be investigated. You can try rerunning the `sample` method with a higher target probability `target_prob` during adaptation, as its default 0.6 may be inadequate for a non-smooth GP, but this will slow down the sampling.\n", - "\n", - "Now we finally have a `Result` object again, which has several convenience methods:" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Method: BOLFI\n", - "Number of posterior samples: 2000\n", - "Number of simulations: 200\n", - "Threshold: -0.986\n", - "Posterior means: t1: 0.599, t2: 0.0688" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "result_BOLFI" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8MAAAHjCAYAAAAHRs0pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSpMZxMCxJkiRJahwHw5IkSZKkxvkFMEEFxXEhdb4AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "result_BOLFI.plot_traces();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The black vertical lines indicate the end of warmup, which by default is half of the number of iterations." - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAEKCAYAAAAfCnjkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "result_BOLFI.plot_marginals();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "That's it! See the other documentation for more topics on e.g. using external simulators and parallelization." - ] + "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python [default]", "language": "python", "name": "python3" }, From 491aed6de57b91144d3f27102d63a7e94b3e3f29 Mon Sep 17 00:00:00 2001 From: Henri Vuollekoski Date: Thu, 22 Jun 2017 13:51:13 +0300 Subject: [PATCH 06/19] Update notebook --- BOLFI.ipynb | 162 ++++++++++++++++++++++++++-------------------------- 1 file changed, 82 insertions(+), 80 deletions(-) diff --git a/BOLFI.ipynb b/BOLFI.ipynb index 2073981..b3ee5ea 100644 --- a/BOLFI.ipynb +++ b/BOLFI.ipynb @@ -43,7 +43,7 @@ "logging.basicConfig(level=logging.INFO)\n", "\n", "# Set an arbitrary global seed to keep the randomly generated quantities the same\n", - "seed = 20170530\n", + "seed = 20170622\n", "np.random.seed(seed)\n", "\n", "import elfi" @@ -75,81 +75,81 @@ "\n", "%3\n", "\n", - "\n", + "\n", "\n", + "d\n", + "\n", + "d\n", + "\n", + "\n", + "\n", "MA2\n", "\n", "MA2\n", "\n", - "\n", + "\n", "\n", - "S1\n", + "S2\n", "\n", - "S1\n", + "S2\n", "\n", - "\n", - "\n", - "MA2->S1\n", + "\n", + "\n", + "MA2->S2\n", "\n", "\n", "\n", - "\n", + "\n", "\n", - "S2\n", + "S1\n", "\n", - "S2\n", + "S1\n", "\n", - "\n", - "\n", - "MA2->S2\n", + "\n", + "\n", + "MA2->S1\n", "\n", "\n", "\n", - "\n", - "\n", - "d\n", - "\n", - "d\n", + "\n", + "\n", + "t2\n", + "\n", + "t2\n", + "\n", + "\n", + "\n", + "t2->MA2\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "S2->d\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "t1\n", "\n", "t1\n", "\n", "\n", - "\n", + "\n", "t1->MA2\n", "\n", "\n", "\n", - "\n", - "\n", - "t2\n", - "\n", - "t2\n", - "\n", "\n", - "\n", + "\n", "t1->t2\n", "\n", "\n", "\n", "\n", - "\n", - "S1->d\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "t2->MA2\n", - "\n", - "\n", - "\n", - "\n", "\n", - "S2->d\n", + "S1->d\n", "\n", "\n", "\n", @@ -157,7 +157,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -167,7 +167,7 @@ ], "source": [ "from elfi.examples import ma2\n", - "model = ma2.get_model()\n", + "model = ma2.get_model(seed_obs=seed)\n", "elfi.draw(model)" ] }, @@ -214,7 +214,7 @@ "source": [ "Sometimes you may have some samples readily available. You could then initialize the GP model with a dictionary of previous results by giving `initial_evidence=result.outputs`.\n", "\n", - "The BOLFI class can now try to `fit` the surrogate model (the GP) to the relationship between parameter values and the resulting discrepancies. We'll request 200 evidence points (including the `initial_evidence` defined above)." + "The BOLFI class can now try to `fit` the surrogate model (the GP) to the relationship between parameter values and the resulting discrepancies. We'll request only 100 evidence points (including the `initial_evidence` defined above)." ] }, { @@ -227,20 +227,20 @@ "output_type": "stream", "text": [ "INFO:elfi.methods.parameter_inference:BOLFI: Fitting the surrogate model...\n", - "INFO:elfi.methods.posteriors:Using optimized minimum value (-1.3920) of the GP discrepancy mean function as a threshold\n" + "INFO:elfi.methods.posteriors:Using optimized minimum value (-1.3110) of the GP discrepancy mean function as a threshold\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 53.8 s, sys: 1.37 s, total: 55.2 s\n", - "Wall time: 30.8 s\n" + "CPU times: user 14.9 s, sys: 300 ms, total: 15.2 s\n", + "Wall time: 9.91 s\n" ] } ], "source": [ - "%time post = bolfi.fit(n_evidence=300)" + "%time post = bolfi.fit(n_evidence=100)" ] }, { @@ -264,16 +264,16 @@ "text/plain": [ "\n", "Name : GP regression\n", - "Objective : 253.31486348498046\n", + "Objective : 89.21345931570578\n", "Number of Parameters : 4\n", "Number of Optimization Parameters : 4\n", "Updates : True\n", "Parameters:\n", - " \u001b[1mGP_regression. \u001b[0;0m | value | constraints | priors \n", - " \u001b[1msum.rbf.variance \u001b[0;0m | 0.300995620531 | +ve | Ga(0.25, 1) \n", - " \u001b[1msum.rbf.lengthscale \u001b[0;0m | 0.528838270955 | +ve | Ga(1.3, 1) \n", - " \u001b[1msum.bias.variance \u001b[0;0m | 0.0846526401753 | +ve | Ga(0.063, 1)\n", - " \u001b[1mGaussian_noise.variance\u001b[0;0m | 0.254309692789 | +ve | " + " \u001b[1mGP_regression. \u001b[0;0m | value | constraints | priors \n", + " \u001b[1msum.rbf.variance \u001b[0;0m | 0.363759506326 | +ve | Ga(0.12, 1) \n", + " \u001b[1msum.rbf.lengthscale \u001b[0;0m | 0.660605097428 | +ve | Ga(1.3, 1) \n", + " \u001b[1msum.bias.variance \u001b[0;0m | 0.066370955824 | +ve | Ga(0.031, 1)\n", + " \u001b[1mGaussian_noise.variance\u001b[0;0m | 0.211662144731 | +ve | " ] }, "execution_count": 6, @@ -293,7 +293,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -301,9 +301,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAGDCAYAAABKn620AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHxKJRCKRSCQSicQu/H+iyuK3RIQmLQAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAGDCAYAAABKn620AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -328,9 +328,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7IAAAEKCAYAAAAvhmnFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAEKCAYAAAAxT1l2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAaCU6vAAAAACAVqLDCwAAAABopf8Pkg3w5iQFz6AAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -375,7 +375,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "One can visualize a posterior directly:" + "One can visualize a posterior directly (remember that the priors form a triangle):" ] }, { @@ -385,9 +385,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD8CAYAAABpcuN4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nluVGYWZmWW4UZmaW5UZhZmZZ/wHui9eDbkOgygAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD8CAYAAABpcuN4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -402,7 +402,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Finally, samples from the posterior can be acquired with an MCMC sampler (note that depending on the smoothness of the GP approximation, the number of priors, their gradients etc., this may be slow):" + "Finally, samples from the posterior can be acquired with an MCMC sampler. By default it runs 4 chains, and half of the requested samples are spent in adaptation/warmup. Note that depending on the smoothness of the GP approximation, the number of priors, their gradients etc., this may be slow." ] }, { @@ -414,19 +414,19 @@ "name": "stderr", "output_type": "stream", "text": [ - "INFO:elfi.methods.posteriors:Using optimized minimum value (-1.3920) of the GP discrepancy mean function as a threshold\n", + "INFO:elfi.methods.posteriors:Using optimized minimum value (-1.3110) of the GP discrepancy mean function as a threshold\n", "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.222\n", + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.404. After warmup 96 proposals were outside of the region allowed by priors and rejected, decreasing acceptance ratio.\n", "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.247\n", + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.408. After warmup 126 proposals were outside of the region allowed by priors and rejected, decreasing acceptance ratio.\n", "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.226\n", + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.372. After warmup 99 proposals were outside of the region allowed by priors and rejected, decreasing acceptance ratio.\n", "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.227\n" + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.461. After warmup 142 proposals were outside of the region allowed by priors and rejected, decreasing acceptance ratio.\n" ] }, { @@ -434,10 +434,10 @@ "output_type": "stream", "text": [ "4 chains of 1000 iterations acquired. Effective sample size and Rhat for each parameter:\n", - "t1 1815.55861798 1.00546193997\n", - "t2 1792.76344374 1.00020369358\n", - "CPU times: user 4min 7s, sys: 3.79 s, total: 4min 10s\n", - "Wall time: 2min 12s\n" + "t1 2022.00178671 0.999973259741\n", + "t2 1806.17269482 1.00236546195\n", + "CPU times: user 1min 36s, sys: 1.42 s, total: 1min 37s\n", + "Wall time: 51.7 s\n" ] } ], @@ -449,7 +449,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The sampling algorithms may be fine-tuned with some parameters. The default [No-U-Turn-Sampler](http://jmlr.org/papers/volume15/hoffman14a/hoffman14a.pdf) is a complicated algorithm, and in some cases one may get warnings about diverged proposals, which are signs that [something may be wrong and should be investigated](http://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup). You could try rerunning the `sample` method with a higher target probability `target_prob` during adaptation, as its default 0.6 may be inadequate for a non-smooth posteriors, but this will slow down the sampling. Note also that since samples outside the region allowed by either the model priors or GP bounds are rejected, a tight domain may lead to suboptimal overall acceptance ratio.\n", + "The sampling algorithms may be fine-tuned with some parameters. The default [No-U-Turn-Sampler](http://jmlr.org/papers/volume15/hoffman14a/hoffman14a.pdf) is a complicated algorithm, and in some cases one may get warnings about diverged proposals, which are signs that [something may be wrong and should be investigated](http://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup). You could try rerunning the `sample` method with a higher target probability `target_prob` during adaptation, as its default 0.6 may be inadequate for a non-smooth posteriors, but this will slow down the sampling. \n", + "\n", + "Note also that since MCMC proposals outside the region allowed by either the model priors or GP bounds are rejected, a tight domain may lead to suboptimal overall acceptance ratio. In our MA2 case this is unfortunately quite common.\n", "\n", "Now we finally have a `Sample` object again, which has several convenience methods:" ] @@ -464,9 +466,9 @@ "text/plain": [ "Method: BOLFI\n", "Number of posterior samples: 2000\n", - "Number of simulations: 300\n", - "Threshold: -1.39\n", - "Posterior means: t1: 0.626, t2: 0.159" + "Number of simulations: 100\n", + "Threshold: -1.31\n", + "Posterior means: t1: 0.493, t2: 0.148" ] }, "execution_count": 12, @@ -485,9 +487,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8MAAAHjCAYAAAAHRs0pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGIZhGKbkYGWYYRiGYRiGYRiGKTn+P1ktuzDNhoAGAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8MAAAHjCAYAAAAHRs0pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6im4AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -512,9 +514,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAEKCAYAAAAfCnjkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAACMggIVAACAUVCgAgAAMAr/HxGddEHPWIukAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAEKCAYAAAAfCnjkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAEP4/6ABG3gvdzH7AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, From e70cbd0d9c63a980aeea6f9c31c1249b53cf21e9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Kusti=20Skyt=C3=A9n?= Date: Tue, 13 Jun 2017 17:15:57 +0300 Subject: [PATCH 07/19] Add regression adjustment notebook --- ELFI_regression_adjustment.ipynb | 239 +++++++++++++++++++++++++++++++ 1 file changed, 239 insertions(+) create mode 100644 ELFI_regression_adjustment.ipynb diff --git a/ELFI_regression_adjustment.ipynb b/ELFI_regression_adjustment.ipynb new file mode 100644 index 0000000..c22a917 --- /dev/null +++ b/ELFI_regression_adjustment.ipynb @@ -0,0 +1,239 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import scipy.io as sio\n", + "import scipy.stats as ss\n", + "\n", + "import elfi\n", + "from elfi.examples import bdm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Improving the posterior with post-processing" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "m = bdm.get_model()\n", + "seed = 20170511\n", + "threshold = 0.2\n", + "batch_size = 1000\n", + "n_samples = 500\n", + "\n", + "rej = elfi.Rejection(m, m['d'], outputs=['T1'], batch_size=batch_size, seed=seed)\n", + "T1_res = rej.sample(n_samples, threshold=threshold)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Linear adjustment" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from elfi.methods.post_processing import adjust_posterior\n", + "adj = adjust_posterior(m, T1_res, ['alpha'], ['T1']).outputs['alpha']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparison to analytical solution" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD8CAYAAAB0IB+mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkTcyLc3fkgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Load a precomputed posterior based on an analytic solution (see Lintusaari et al 2016)\n", + "matdata = sio.loadmat('./resources/bdm.mat')\n", + "x = matdata['likgrid'].reshape(-1)\n", + "posterior_at_x = matdata['post'].reshape(-1)\n", + "\n", + "plt.figure()\n", + "plt.plot(x, posterior_at_x, c='k')\n", + "\n", + "dists = T1_res.outputs['d']\n", + "alphas = T1_res.outputs['alpha']\n", + "kde = ss.gaussian_kde(alphas[dists<=threshold])\n", + "plt.plot(x, kde(x), c='r')\n", + "\n", + "la_kde = ss.gaussian_kde(np.squeeze(adj))\n", + "plt.plot(x, la_kde(x), c='g')\n", + "plt.xlim([-.2, 1.2]);" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.35199354166477109" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "adj.mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Multiple parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from elfi.examples import ma2\n", + "m2 = ma2.get_model()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "seed = 20170511\n", + "threshold = 0.2\n", + "batch_size = 1000\n", + "n_samples = 500\n", + "\n", + "rej2 = elfi.Rejection(m2, m2['d'], outputs=['S1', 'S2'], batch_size=batch_size, seed=seed)\n", + "res2 = rej2.sample(n_samples, threshold=threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "adj2 = adjust_posterior(m2, res2, ['t1', 't2'], ['S1', 'S2'])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLe5KKeWH/j9EmdhueebijwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "t = np.linspace(0, 1.25, 100)\n", + "plt.plot(t, ss.gaussian_kde(res2.outputs['t1'])(t))\n", + "plt.plot(t, ss.gaussian_kde(adj2.outputs['t1'])(t));" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAD8CAYAAABw1c+bAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "t = np.linspace(-0.5, 1, 100)\n", + "plt.plot(t, ss.gaussian_kde(res2.outputs['t2'])(t))\n", + "plt.plot(t, ss.gaussian_kde(adj2.outputs['t2'])(t));" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "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": "3.5.2" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From 67514c81bdf5e146a281977aca8e4c2f69a26ea4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Kusti=20Skyt=C3=A9n?= Date: Fri, 16 Jun 2017 13:19:13 +0300 Subject: [PATCH 08/19] Add a Gaussian example --- Gaussian_regression_adjustment.ipynb | 115 +++++++++++++++++++++++++++ 1 file changed, 115 insertions(+) create mode 100644 Gaussian_regression_adjustment.ipynb diff --git a/Gaussian_regression_adjustment.ipynb b/Gaussian_regression_adjustment.ipynb new file mode 100644 index 0000000..5828269 --- /dev/null +++ b/Gaussian_regression_adjustment.ipynb @@ -0,0 +1,115 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import scipy.io as sio\n", + "import scipy.stats as ss\n", + "\n", + "import elfi\n", + "from elfi.examples import bdm\n", + "from elfi.examples import gauss\n", + "\n", + "m = gauss.get_model()\n", + "\n", + "from functools import partial\n", + "\n", + "seed = 20170616\n", + "n_obs = 50\n", + "batch_size = 100\n", + "mu, sigma = (5, 1)\n", + "\n", + "# Ptiors\n", + "mu0, sigma0 = (5, 100)\n", + "\n", + "y_obs = gauss.Gauss(mu, sigma, n_obs=n_obs, batch_size=1,\n", + " random_state=np.random.RandomState(seed))\n", + "sim_fn = partial(gauss.Gauss, sigma=sigma, n_obs=n_obs)\n", + "\n", + "# Posterior\n", + "n = y_obs.shape[1]\n", + "mu1 = (mu0/sigma0**2 + y_obs.sum()/sigma**2)/(1/sigma0**2 + n/sigma**2)\n", + "sigma1 = (1/sigma0**2 + len(y_obs)/sigma**2)**(-0.5)\n", + "\n", + "# Model\n", + "m = elfi.ElfiModel(set_current=False)\n", + "elfi.Prior('norm', 5, 1000, model=m, name='mu')\n", + "elfi.Simulator(sim_fn, m['mu'], observed=y_obs, name='Gauss')\n", + "elfi.Summary(lambda x: x.mean(axis=1), m['Gauss'], name='S1')\n", + "elfi.Distance('euclidean', m['S1'], name='d')\n", + "\n", + "res = elfi.Rejection(m['d'], outputs=['S1'], seed=seed).sample(1000, threshold=1.5)\n", + "adj = elfi.adjust_posterior(m, res, ['mu'], ['S1'])" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQggRgCS5CyFEAJLkLoQQAej/B2EWfw0w9zjdAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kde_adj = ss.gaussian_kde(adj.outputs['mu'])\n", + "kde = ss.gaussian_kde(res.outputs['mu'])\n", + "\n", + "plt.figure()\n", + "t = np.linspace(2, 8, 100)\n", + "plt.plot(t, ss.norm(loc=mu1, scale=sigma1).pdf(t))\n", + "plt.plot(t, kde.pdf(t))\n", + "plt.plot(t, kde_adj(t))\n", + "plt.legend(['Reference', 'Rejection sampling, eps=1.5', 'Adjusted posterior'])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From e562b3ef5aa3143de14be01799c7906fc058f596 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Kusti=20Skyt=C3=A9n?= Date: Fri, 16 Jun 2017 13:43:46 +0300 Subject: [PATCH 09/19] Add scatter plot --- Gaussian_regression_adjustment.ipynb | 37 +++++++++++++++++++++++----- 1 file changed, 31 insertions(+), 6 deletions(-) diff --git a/Gaussian_regression_adjustment.ipynb b/Gaussian_regression_adjustment.ipynb index 5828269..0a5d496 100644 --- a/Gaussian_regression_adjustment.ipynb +++ b/Gaussian_regression_adjustment.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -47,12 +47,15 @@ "elfi.Distance('euclidean', m['S1'], name='d')\n", "\n", "res = elfi.Rejection(m['d'], outputs=['S1'], seed=seed).sample(1000, threshold=1.5)\n", - "adj = elfi.adjust_posterior(m, res, ['mu'], ['S1'])" + "la = elfi.LinearAdjustment()\n", + "la.fit(m, res, ['mu'], ['S1'])\n", + "# adj = elfi.adjust_posterior(m, res, ['mu'], ['S1'])\n", + "adj = la.adjust()" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -60,10 +63,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 2, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, @@ -71,7 +74,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQggRgCS5CyFEAJLkLoQQAej/B2EWfw0w9zjdAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -89,6 +92,28 @@ "plt.plot(t, kde_adj(t))\n", "plt.legend(['Reference', 'Rejection sampling, eps=1.5', 'Adjusted posterior'])" ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(res.outputs['S1'], res.outputs['mu']);" + ] } ], "metadata": { From 3ce91f5f35a1822a40cc3d1fa9b9455a8e8dfc0f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Kusti=20Skyt=C3=A9n?= Date: Fri, 16 Jun 2017 14:14:38 +0300 Subject: [PATCH 10/19] Fix analytic solution --- Gaussian_regression_adjustment.ipynb | 28 ++++++++++++++-------------- 1 file changed, 14 insertions(+), 14 deletions(-) diff --git a/Gaussian_regression_adjustment.ipynb b/Gaussian_regression_adjustment.ipynb index 0a5d496..140606c 100644 --- a/Gaussian_regression_adjustment.ipynb +++ b/Gaussian_regression_adjustment.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": { "collapsed": true }, @@ -28,7 +28,7 @@ "mu, sigma = (5, 1)\n", "\n", "# Ptiors\n", - "mu0, sigma0 = (5, 100)\n", + "mu0, sigma0 = (5, 1)\n", "\n", "y_obs = gauss.Gauss(mu, sigma, n_obs=n_obs, batch_size=1,\n", " random_state=np.random.RandomState(seed))\n", @@ -37,16 +37,16 @@ "# Posterior\n", "n = y_obs.shape[1]\n", "mu1 = (mu0/sigma0**2 + y_obs.sum()/sigma**2)/(1/sigma0**2 + n/sigma**2)\n", - "sigma1 = (1/sigma0**2 + len(y_obs)/sigma**2)**(-0.5)\n", + "sigma1 = (1/sigma0**2 + n/sigma**2)**(-0.5)\n", "\n", "# Model\n", "m = elfi.ElfiModel(set_current=False)\n", - "elfi.Prior('norm', 5, 1000, model=m, name='mu')\n", + "elfi.Prior('norm', 5, 10, model=m, name='mu')\n", "elfi.Simulator(sim_fn, m['mu'], observed=y_obs, name='Gauss')\n", "elfi.Summary(lambda x: x.mean(axis=1), m['Gauss'], name='S1')\n", "elfi.Distance('euclidean', m['S1'], name='d')\n", "\n", - "res = elfi.Rejection(m['d'], outputs=['S1'], seed=seed).sample(1000, threshold=1.5)\n", + "res = elfi.Rejection(m['d'], outputs=['S1'], seed=seed).sample(1000, threshold=1)\n", "la = elfi.LinearAdjustment()\n", "la.fit(m, res, ['mu'], ['S1'])\n", "# adj = elfi.adjust_posterior(m, res, ['mu'], ['S1'])\n", @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -63,18 +63,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 4, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl81NW9+P/Xmclk33cIS8IWliQQlihoAQMIuOCuWKWi\nVWvdqm211nvV1t5+u3jvtRVt1Z9bXUpRVKSKggsuXBUEZN83QwIh+57JZGbO74/PTAyQZZJMmMzk\n/Xwwj8zymfN5f0LynpPzOZ/3UVprhBBCBBaTrwMQQgjhfZLchRAiAElyF0KIACTJXQghApAkdyGE\nCECS3IUQIgBJchdCiAAkyV0IIQJQp8ldKRWqlNqglNqqlNqplPptG9uEKKWWKaUOKKXWK6XSeyNY\nIYQQngnyYJsmIF9rXaeUsgDrlFLva62/brXNj4FKrfUIpdRC4E/ANR01mpiYqNPT07sbtxBC9Eub\nNm0q01ondbZdp8ldG/UJ6lwPLa7bqTULLgF+47q/HHhSKaV0B7UN0tPT2bhxY2e7F0II0YpS6jtP\ntvNozF0pZVZKbQFKgA+11utP2SQNOAqgtbYD1UBCG+3cqpTaqJTaWFpa6smuhRBCdINHyV1r7dBa\nTwAGAXlKqazu7Exr/azWerLWenJSUqd/VQghhOimLs2W0VpXAWuBeae8VAQMBlBKBQExQLk3AhRC\nCNF1nsyWSVJKxbruhwFzgD2nbLYSuMF1/0rgk47G24UQQvQuT2bLDAD+oZQyY3wYvK61flcp9Siw\nUWu9EngeeEUpdQCoABb2WsRCCCE65clsmW1AbhvPP9zqvhW4yruhCSGE6C65QlUIIQKQJHchXPZW\n7GXzic2+DkMIr/BkzF2IfuEvm//CdzXfseryVb4ORYgek567EC4nGk5QVFdEk6PJ16EI0WOS3IVw\nKW0oxamdFNQU+DoUIXpMkrsQgM1ho6qpCoDD1Yd9HI0QPSfJXQigrLGs5b4kdxEIJLkLAZQ0lLTc\nP1wjyV34P0nuQgCljUaV0oTQBOm5i4AgyV0IjJOpAHkD8jhcfRgpjST8nSR3ITB67kEqiNzkXBrt\njZxoOOHrkIToEUnuQmCMuSeGJzI8ZjggJ1WF/5PkLgTGsExyWDIZMRmAJHfh/yS5C4ExLJMUnkRi\nWCKRlkhJ7sLvSXIXAiO5J4YlopQiIyZDpkMKvyfJXfR7TY4mqpuqSQ5PBjCSu/TchZ+T5C76Pfc0\nyKQwY9H2jJgMShpKqG+u92VYQvSIJHfR77lLD7T03KONk6pHqo/4KiQhekySu+j33KUHEsMSAVpm\nzByqPuSzmIToKUnuot9zlx5w99wHRw3GrMwy7i78miR30e+VNJQQZAoiNiQWAIvZwuCowRypOeLb\nwIToAUnuot8raywjOSwZpVTLc+kx6dJzF35Nkrvo90oaSkgKTzrpudTw1JPKAAvhbyS5i36vtKG0\nZRqkW2xoLLW2WhxOh4+iEqJnJLmLfq+k8fSee0xwDBpNXXOdj6ISomc6Te5KqcFKqbVKqV1KqZ1K\nqZ+1sc1MpVS1UmqL6/Zw74QrhHdZ7VZqbbUtM2XcYkJiAKhuqvZFWEL0WJAH29iBX2itNyulooBN\nSqkPtda7TtnuC631Rd4PUYje454GeeqwjDu5VzVVMYQhZzwuIXqq05671vq41nqz634tsBtI6+3A\nhDgTTi094CY9d+HvujTmrpRKB3KB9W28PFUptVUp9b5SapwXYhOi15U0GjNi2hpzB6i2SXIX/smT\nYRkAlFKRwJvAPVrrmlNe3gwM1VrXKaUuAFYAI9to41bgVoAhQ+RPXeF77p67jLmLQONRz10pZcFI\n7K9prd869XWtdY3Wus51fxVgUUoltrHds1rryVrryUlJSae+LMQZV9pYSrApmOjg6JOedz+W5C78\nlSezZRTwPLBba/2/7WyT6toOpVSeq91ybwYqRG8obTBWYGp9dSqA2WQmKjhKkrvwW54My5wDLAK2\nK6W2uJ57EIwpBFrrp4ErgZ8qpexAI7BQa617IV4hvKqtC5jcYoJjqGqqOsMRCeEdnSZ3rfU6QHWy\nzZPAk94KSogzpdpWTWpEapuvxYbEyglV4bfkClXRr9U01Zw23u4WExJDTdOpcweE8A+S3EW/Vmur\nbTe5R4dEy5i78FuS3EW/5XA6qG2uJSo4qs3XZcxd+DNJ7qLfchcFa6/nLpUhhT+T5C76rRqbMZ7e\nUc9dKkMKfyXJXfRbtbZaoIPk3qp4mBD+RpK76LfcPfeOZsuAXKUq/JMkd9Fvedpzl+Qu/JEkd9Fv\nuZO7O4mfSipDCn8myV30W+4LlKTnLgKRJHfRb9XYajArM+FB4W2+LpUhhT+T5C76rRpbDVHBUadV\nhHSTypDCn0lyF/1Wra39q1Pd5CpV4a8kuYt+q8bWftEwN6kMKfyVJHfRb3nUc5fKkMJPSXIX/ZYn\nyT06JFqGZYRfkuQu+i2Ph2XkhKrwQ5LcRb/VUS13t5iQGKkMKfySJHfRLzU5mmhyNBEd0klyl8qQ\nwk9Jchf9UktdGUvnJ1RBKkMK/yPJXfRLnZUecJMSBMJfSXIX/VJLud/OhmUkuQs/Jcld9EudrcLk\n5q4MKcMywt9Ichf9knvM3ZOpkPD9h4EQ/kKSu+iXOluow839ugzLCH/TaXJXSg1WSq1VSu1SSu1U\nSv2sjW2UUuoJpdQBpdQ2pdTE3glXCO/obIk9N3dlSBmWEf4myINt7MAvtNablVJRwCal1Ida612t\ntpkPjHTdzgL+7voqRJ9Ua6sl1BxKsDm4023lKlXhjzrtuWutj2utN7vu1wK7gbRTNrsEeFkbvgZi\nlVIDvB6tEF7iruXuiZjgGKkMKfxOl8bclVLpQC6w/pSX0oCjrR4XcvoHgBB9hielB9ykMqTwRx4n\nd6VUJPAmcI/Wuls/6UqpW5VSG5VSG0tLS7vThBBeUdPkec9dKkMKf+RRcldKWTAS+2ta67fa2KQI\nGNzq8SDXcyfRWj+rtZ6stZ6clJTUnXiF8IoaW02nFzC5xYbESnIXfseT2TIKeB7YrbX+33Y2Wwn8\nyDVr5mygWmt93ItxCuFVntRyd4sJiaHOVieVIYVf8WS2zDnAImC7UmqL67kHgSEAWuungVXABcAB\noAG40fuhCuE9NbaaTouGuUUHR7dUhnSXIxCir+s0uWut1wFtLw///TYauMNbQQnRm5zaSV1zncfD\nMu6EXtNUI8ld+A25QlX0O/XN9Ti10/PZMq76MjIdUvgTSe6i3/G0roybu4cvFzIJfyLJXfQ7nlaE\ndHP33KV4mPAnktxFv+Np0TA36bkLfyTJXfQ77qtNuzzmLsld+BFJ7qLf6eqwjMVsISwoTIZlhF+R\n5C76nZYTqh5OhQRjOqT03IU/keQu+p0aWw0KRaQl0uP3RAdHS89d+BVJ7qLfqbXVEmmJxKQ8//GX\nnrvwN8q4uPTMmzx5st64caNP9i0CV3NzM4WFhVit1na3qbRWYnPaSAlP8bjdCmsFdqed5PBkb4Qp\nRKdCQ0MZNGgQFovlpOeVUpu01pM7e78ntWWE8BuFhYVERUWRnp6OUfPudAU1BTQ7mxkeO9zjdovq\niqiz1ZEZn+mtUIVol9aa8vJyCgsLycjI6FYbMiwjAorVaiUhIaHdxA7g0A7Mytylds3KjENLVUhx\nZiilSEhI6PAv0M5IchcBp6PEDkZy78p4OxjJXWuNUzt7EpoQHuvs57gzktxFv+NwOjCbuthzd23v\nSU13s9nMhAkTyMrK4uKLL6aqqvOFPp544gnGjBnDdddd16W4hGiPJHfR73R3WMb93s6EhYWxZcsW\nduzYQXx8PE899VSn7/nb3/7Ghx9+yGuvveZRPHa73aPtRP8lyV30K07tRGvdq8m9talTp1JU9P2K\nk4899hhTpkwhJyeHRx55BIDbbruNQ4cOMX/+fB5//HHq6+u56aabyMvLIzc3l3feeQeAl156iQUL\nFpCfn8+sWbPabe/IkSOMGTOGW265hXHjxnH++efT2NgIwIEDB5g9ezbjx49n4sSJHDx4sN12hH+T\n5C76FfewSpeTexeGZVr25XDw8ccfs2DBAgDWrFnD/v372bBhA1u2bGHTpk18/vnnPP300wwcOJC1\na9dy77338vvf/578/Hw2bNjA2rVrue+++6ivrwdg8+bNLF++nM8++6zd9gD279/PHXfcwc6dO4mN\njeXNN98E4LrrruOOO+5g69atfPnllwwYMKDDdoT/kqmQImD99t872XXs5KtKndqJ1d5ISFAFZuX5\nj79G09jcQHZaE//vsokdbtvY2MiECRMoKipizJgxzJkzBzCS+5o1a8jNzQWgrq6O/fv3M3369JPe\nv2bNGlauXMl///d/A8YMoIKCAgDmzJlDfHx8h+0NGTKEjIwMJkyYAMCkSZM4cuQItbW1FBUVcdll\nlwHGPOquxCX8iyR30U91bSaCe2tN5xf9ucfcGxoamDt3Lk899RR33303Wmt+/etf85Of/KTD92ut\nefPNN8nMPHlO/fr164mIiDhpu7baO3LkCCEhIS2PzWZzy7BMe/vzJC7hXyS5i4D1yMXjTnuu1lZL\nQU0BGTEZhFvCPW5La82u8l0khiV6/J7w8HCeeOIJLr30Um6//Xbmzp3LQw89xHXXXUdkZCRFRUVY\nLBaSk0++6nXu3LksWbKEJUuWoJTi22+/belVn7pdW+21JyoqikGDBrFixQouvfRSmpqacDgcHscl\n/Iskd9GvtIy5d3EqpFIKs6nrFzLl5uaSk5PD0qVLWbRoEbt372bq1KkAREZG8uqrr56WRB966CHu\nuececnJycDqdZGRk8O67757W9vnnn99me2Zz+8f2yiuv8JOf/ISHH34Yi8XCG2+80W47ktz9m9SW\nEQFl9+7djBkzpt3XyxvLKa4vJjM+kyBT1/o2+yv3ExoUyuCowT0NUwiPtPXz7GltGZktI/oVd8+7\nq7Nl3O+RK1SFv5DkLvoVd+mB7lzabTaZsTvl4iHhHyS5i37F4ez61aluUjxM+JNOk7tS6gWlVIlS\nakc7r89USlUrpba4bg97P0whvMOpnV0+mepmVmacThmWEf7BkzNKLwFPAi93sM0XWuuLvBKREL2o\nO3Vl3NyzZbTWPa7YJ0Rv67TnrrX+HKg4A7EI0et6OiwDXa8vI4QveGvMfapSaqtS6n2l1OlXjgjR\nRzi0A5Opez/27uTe2YyZ7pT8nTZtWrdiWrFiBbt27Wp5/PDDD/PRRx91qy1fiow0Fis/duwYV155\npY+j6b7y8nLOO+88IiMjufPOO9vd7je/+Q1paWlMmDCBCRMmsGrVKq/H4o3kvhkYqrUeDywBVrS3\noVLqVqXURqXUxtLSUi/sWoiu6emwDHRePKw7JX+//PLLbsV0anJ/9NFHmT17drfa6gsGDhzI8uXL\nfR1Gt4WGhvK73/2upS5QR+699162bNnCli1buOCCC7weS4+Tu9a6Rmtd57q/CrAopdq8Rltr/azW\nerLWenJSUlJPdy1El3S33K9bd4ZlPCn5C9/3XDva5uWXXyYnJ4fx48ezaNEivvzyS1auXMl9993H\nhAkTOHjwIIsXL25Jjh9//DG5ublkZ2dz00030dTUBEB6ejqPPPIIEydOJDs7mz179pwW986dO8nL\ny2PChAnk5OSwf/9+AC699FImTZrEuHHjePbZZ0+K/7777mPcuHHMnj2bDRs2MHPmTIYNG8bKlSsB\no2TxJZdcwsyZMxk5ciS//e1vT9vvkSNHyMrKatn+8ssvZ968eYwcOZL777+/Zbvnn3+eUaNGkZeX\nxy233NJhLxmMCp333Xdfy/f1mWeeAeDTTz9l+vTpXHjhhWRmZnLbbbfhdDpxOBwsXryYrKwssrOz\nefzxxzts3y0iIoJzzz23pSibT2mtO70B6cCOdl5L5fsrXfOAAvfjjm6TJk3SQnjbrl272n3NZrfp\nHaU7dHljebfatjZb9Y7SHbrKWtXhdhEREVprre12u77yyiv1+++/r7XWevXq1fqWW27RTqdTOxwO\nfeGFF+rPPvvspPe0t82OHTv0yJEjdWlpqdZa6/Jy4xhuuOEG/cYbb7Ts2/24sbFRDxo0SO/du1dr\nrfWiRYv0448/rrXWeujQofqJJ57QWmv91FNP6R//+MenHcOdd96pX331Va211k1NTbqhoeGk/TY0\nNOhx48bpsrIyrbXWgF61apXWWutLL71Uz5kzR9tsNr1lyxY9fvx4rbXWL774ok5NTdVlZWUt7//m\nm29OOv7Dhw/rcePGtWyfkZGhq6qqdGNjox4yZIguKCjQRUVFeujQobq8vFzbbDZ97rnn6jvuuKPD\n/5NnnnlG/+53v9Naa221WvWkSZP0oUOH9Nq1a3VISIg+ePCgttvtevbs2fqNN97QGzdu1LNnz255\nf2VlpdZa6z//+c96/Pjxp93uuuuuk/b34osvdhjTI488oocOHaqzs7P1jTfeqCsqKtrcrq2fZ2Cj\n9iBvdzpbRim1FJgJJCqlCoFHAIvrg+Fp4Ergp0opO9AILHQFIIRvvf8AFG9veWjWTtLtjYQEhUAX\nyv26WXCSGjsIx7w/dbhdT0r+trfN1q1bueqqq0hMNP4odpf9bc/evXvJyMhg1KhRANxwww089dRT\n3HPPPQBcfvnlgFEO+K233jrt/VOnTuX3v/89hYWFXH755YwcORIwlgN8++23ATh69Cj79+8nISGB\n4OBg5s2bB0B2djYhISFYLBays7M5cuRIS7tz5swhISGhJYZ169YxeXL7V9LPmjWLmJgYAMaOHct3\n331HWVkZM2bMaPkeXHXVVezbt6/D78eaNWvYtm1by1811dXV7N+/n+DgYPLy8hg2bBgA1157LevW\nrWPWrFkcOnSIu+66iwsvvJDzzz8fgPvuu4/77ruvw3154qc//SkPPfQQSikeeughfvGLX/DCCy/0\nuN3WOv0J11pf28nrT2JMlRSiT3OX61VdLPfr5n5fZ8MyPSn52942S5Ys6VbM7XGXBDabzW0u2ffD\nH/6Qs846i/fee48LLriAZ555BpPJxEcffcRXX31FeHg4M2fOxGq1AmCxWFqmh5pMppb2TSbTSe2f\nOoW0symlp5Yu7u7yglprlixZwty5c096/tNPP20zpri4OLZu3crq1at5+umnef3113nhhRd47LHH\n2lwKcfr06TzxxBMex5OSktJy/5ZbbuGii7w/k1yqQorANf+PJz1scJX7HRYzjDBLWJebU0BJ+W7i\nPBxz707J3/a2yc/P57LLLuPnP/85CQkJVFRUEB8fT1RUFLW1taftOzMzkyNHjnDgwAFGjBjBK6+8\nwowZMzw+1kOHDjFs2DDuvvtuCgoK2LZtGxkZGcTFxREeHs6ePXv4+uuvPW7P7cMPP6SiooKwsDBW\nrFjRrd7qlClTuOeee6isrCQqKoo333yT7OxsAN5++202bNjAH/7wh5PeM3fuXP7+97+Tn5+PxWJh\n3759pKWlAbBhwwYOHz7M0KFDWbZsGbfeeitlZWUEBwdzxRVXkJmZyfXXXw94r+d+/PhxBgwY0BKz\n+zyDN0lyF/2Ge5ZLd6dCApiUqUtL7Xla8tfde2yv/O64ceP4j//4D2bMmIHZbCY3N5eXXnqJhQsX\ncsstt/DEE0+cNMskNDSUF198kauuugq73c6UKVO47bbbPI779ddf55VXXsFisZCamsqDDz5IREQE\nTz/9NGPGjCEzM5Ozzz7b4/bc8vLyuOKKKygsLOT666/vcEimPWlpaTz44IPk5eURHx/P6NGjW4Zu\nDh48SHR09Gnvufnmmzly5AgTJ05Ea01SUhIrVhgT+6ZMmcKdd97JgQMHOO+887jsssvYvn07N954\nY8sVyad+WHQkPT2dmpoabDYbK1asYM2aNYwdO5abb76Z2267jcmTJ3P//fezZcsWlFKkp6e3nOD1\nKk8G5nvjJidURW/o6IRqWUOZ3lG6Qzc7mrvd/v7K/fq76u+6/f62lJWV6SFDhni1zb6os5OMXVFb\nW6u11rq5uVlfdNFF+q233tJaa33dddfpkpISj9tZu3atvvDCC70SU2/oyQlVKRwm+o2elPt1C1JB\nXr1C9dixY0ydOpVf/vKXXmuzP/jNb37TcqFYRkYGl156KQCvvvoqMs3aIIt1iIDS0WIdx+uOU9VU\nxZiE9hfz6ExBTQE2p40RsSO63YYQnpLFOoTwgEM7ul0R0s1sMndpzF0IX5HkLvqNnpQecJOa7sJf\nSHIX/Ya3krvWWpbbE32eJHfRbzid3V+ow829qLYstyf6Oknuot/wVs/d3VZHVqxYgVKqzaJcbq2L\nfN18880nVXf01JYtW7pVLnbmzJn01oSG7sbk7+V++xpJ7qLfcC+O3ROe9tyXLl3Kueeey9KlSz1q\n97nnnmPs2LFdjqe7ibQ3dScmu93e5XK/3S1F0F9Ichf9Qk/L/bp5UtO9rq6OdevW8fzzz/Ovf/2r\n5XmtNXfeeSeZmZnMnj2bkpKSltda96Rbl/9dvnw5ixcvBuCNN94gKyuL8ePHM336dGw2Gw8//DDL\nli1jwoQJLFu2jPr6em666Sby8vLIzc3lnXfeAYxiZgsXLmTMmDFcdtllNDY2thl7eno6999/P9nZ\n2eTl5XHgwAHAKMWbn59PTk4Os2bNoqCgoMcxvfTSSyxYsID8/HxmzZp1Urlfq9XKjTfeSHZ2Nrm5\nuaxdu7bN94j2SfkB0S+4k3GPp0K6Phzsuv1e4zvvvMO8efMYNWoUCQkJbNq0iUmTJvH222+zd+9e\ndu3axYkTJxg7diw33XSTx/t+9NFHWb16NWlpaVRVVREcHMyjjz7Kxo0befJJo3bfgw8+SH5+Pi+8\n8AJVVVXk5eUxe/ZsnnnmGcLDw9m9ezfbtm1j4sSJ7e4nJiaG7du38/LLL3PPPffw7rvvctddd3HD\nDTdwww038MILL3D33XezYsWKHsUEsHnzZrZt20Z8fPxJ1SOfeuoplFJs376dPXv2cP7557dUfmz9\nHtE+Se4iYP1pw5/YU2GMeTu1k0Z7IyHmkJahle7IjM9kwbAFHfbcly5dys9+9jMAFi5cyNKlS5k0\naRKff/451157LWazmYEDB5Kfn9+lfZ9zzjksXryYq6++uqVk76nWrFnDypUrW1YCslqtFBQU8Pnn\nn3P33XcDkJOTQ05OTrv7ufbaa1u+3nvvvQB89dVXLaWBFy1a1LJwRk9iAqMEcFtJet26ddx1110A\njB49mqFDh7Yk9/beI04myV30Cy3lfjspMdsZhcJsMrfbc6+oqOCTTz5h+/btKKVwOBwopXjsscc8\n30erGN0ldQGefvpp1q9fz3vvvcekSZPYtGnTae/VWvPmm2+SmZnZhaNqf/+dfb96EtP69euJiIjo\ncnzdeU9/JMldBKxf5f2q5X5NUw1Ha492u9xvaweqDrTbc1++fDmLFi06qcrfjBkz+OKLL5g+fTrP\nPPMMN9xwAyUlJaxdu5Yf/vCHp7WRkpLC7t27yczM5O233yYqKgowKh6eddZZnHXWWbz//vscPXr0\ntJK/c+fOZcmSJSxZsgSlFN9++y25ublMnz6df/7zn+Tn57Njxw62bdvW7vEtW7aMBx54gGXLlrVU\np5w2bRr/+te/WLRoEa+99ho/+MEPehxTR37wgx/w2muvkZ+fz759+ygoKCAzM5PNmzd3+D7xPTmh\nKvoF90VHPR1zB6N4WHs996VLl3LZZZed9NwVV1zR8vzIkSMZO3YsP/rRj1oSp5u7l/zHP/6Riy66\niGnTprXU/Aajlnh2djZZWVlMmzaN8ePHc95557Fr166Wk5cPPfQQzc3N5OTkMG7cOB566CHAWPmn\nrq6OMWPG8PDDDzNp0qR2j6+yspKcnBz++te/tqwdumTJEl588UVycnJ45ZVX+Otf/9rjmDpy++23\n43Q6yc7O5pprruGll146aeEO0TkpHCYCSnuFw8obyymuLyYzPrNHY+4AR2uPYrVbGRk3skfttJad\nnc3KlSvJyMjwWpvdkZ6ezsaNG1uW8xO+JYXDhOiEN8r9ugWpIK9eoTpnzhyys7N9nthFYJExd9Ev\nOJzGBUw9PaEKxtCOUztxamePL4oCY+m5vqL1dETh36TnLvoFb5T7dQtSRp9ISv+KvkySuwg4bZ1H\n8kZdGbeWq1Sl9K/oRT09HyrJXQSU0NBQysvLT/vF8GZyl8qQordprSkvLyc0NLTbbciYuwgogwYN\norCwkNLS0pOeL2kowWKy0Bjadk2Vrmh2NlPaUEpTaBNhQT2bMy9Ee0JDQxk0aFC33y/JXQQUi8XS\n5qyT25bdRv6QfB7JfaTH+6iwVnDdsut4IO8BrhtzXY/bE6I3yLCMCHhNjiYqrBWkhKd4pb2Y4BgU\nikprpVfaE6I3dJrclVIvKKVKlFI72nldKaWeUEodUEptU0q1X25OCB8ori8GYGDkQK+0ZzaZiQ2J\nleQu+jRPeu4vAfM6eH0+MNJ1uxX4e8/DEsJ7jtUdA2BAxIBOtvRcXGgclU2S3EXf1Wly11p/DlR0\nsMklwMva8DUQq5Ty3m+RED10vP444L2eOxjJvcLa0a+FEL7ljTH3NOBoq8eFrudOo5S6VSm1USm1\n8dTZDEL0lmN1xzApE8nhyV5rMz40XoZlRJ92Rk+oaq2f1VpP1lpPTkpKOpO7Fv3Y8frjJIcnYzFZ\nvNZmXEicJHfRp3kjuRcBg1s9HuR6Tog+4VjdMa+Ot4MxLFPVVCUlCESf5Y3kvhL4kWvWzNlAtdb6\nuBfaFcIrjtcf75XkrtFU26q92q4Q3tLpRUxKqaXATCBRKVUIPAJYALTWTwOrgAuAA0ADcGNvBStE\nVzmcDk7Un2BghvdOpoIx5g5Qaa1suS9EX9JpctdaX9vJ6xq4w2sRCeFFpY2l2LW9V3ruYFytOpzh\nXm1bCG+QK1RFQOuNaZBgnFAF5KSq6LMkuYuA5r6AaWBE7w3LCNEXSXIXAc3dc0+NSPVqu7GhsQBU\nNMmFTKJvkuQuAtqxumPEhcQRbgn3arsWk4Wo4CjpuYs+S5K7CGjH6o8xILJ3qmHIVaqiL5PkLgLa\n8Trvz3EG9TKfAAAb20lEQVR3k6tURV8myV0ELK11r1zA5BYXGidj7qLPkuQuAlZVUxWN9kavT4N0\nk2EZ0ZdJchcB61h970yDdIsLjaPKWtXjVeqF6A2S3EXAOl5nTIPsrROqcSFx2LWdGltNr7QvRE9I\nchcBq7cuYHJLDEsEoNxa3ivtC9ETktxFwDpef5ywoDBiQmJ6pf2kcGNNgpKGkl5pX4iekOQuAtbx\n+uMMjBiIUqpX2nev7FTaIKuKib5HkrsIWMfqeu8CJoCkMOm5i75LkrsIWO6ee28Jt4QTaYmktFF6\n7qLvkeQuAlJDcwNVTVW92nMHY2hGeu6iL5LkLgJSYV0hAIMiB/XqfpLCkyS5iz5JkrsISIW1ruQe\n1bvJPTksWU6oij5JkrsISEV1RQCkRab16n6SwpMoaSyRq1RFnyPJXQSkoroiwoPCiQ2J7dX9JIcn\nY3faqWySGjOib5HkLgJSUW0RaVFpvTbH3U3muou+SpK7CEiFdYW9fjIVZK676LskuYuAo7WmqK6o\n18fboVXPXea6iz5GkrsIOBXWChrtjb0+Uwak5y76LknuIuCcqZkyABazhfjQeEnuos/xKLkrpeYp\npfYqpQ4opR5o4/XFSqlSpdQW1+1m74cqhGfcc9zPRHIHo/cuJ1RFXxPU2QZKKTPwFDAHKAS+UUqt\n1FrvOmXTZVrrO3shRiG65Ez23OH7ue5C9CWe9NzzgANa60NaaxvwL+CS3g1LiO4rqisiPjSecEv4\nGdlfcrhcpSr6Hk+SexpwtNXjQtdzp7pCKbVNKbVcKTXYK9EJ0Q1nahqkW3J4MuXWcuxO+xnbpxCd\n8dYJ1X8D6VrrHOBD4B9tbaSUulUptVEptbG0VHo6oncU1haesSEZMMbcndpJeaMstyf6Dk+SexHQ\nuic+yPVcC611uda6yfXwOWBSWw1prZ/VWk/WWk9OSkrqTrxCdMjutFNcX3xGpkG6yVx30Rd5kty/\nAUYqpTKUUsHAQmBl6w2UUq2LZi8AdnsvRCE8d6LhBA7tOLM9d1lLVfRBnc6W0VrblVJ3AqsBM/CC\n1nqnUupRYKPWeiVwt1JqAWAHKoDFvRizEO0qqnXNlIk6c8k9OczouUtyF31Jp8kdQGu9Clh1ynMP\nt7r/a+DX3g1NiK5zL9JxJnvu8aHxmJVZkrvoUzxK7kL4i8LaQkzKRGpEaofbaa2xNjupa7JjbXZg\nd2rsDidODWYTmJTCYjYRERJEeLCZkCBTuxUmzSYzCWEJMuYu+hRJ7iKgFNUVkRqeyuFSK0fKyimq\nauRYVSPHqq2U1jZRUW+jvK6JGqsdh9PzBTaCTIq4iGDiw4OJjwgmNSaU1JhQBsaEMjg+nBhLIifq\npecu+g5J7sJvOZ2aQ2X17DxWzZ7iWvYV17KpeRdNzaGc//jnLduFBJkYGBtGUlQIo1IiiR8WT0yY\nhcgQC5EhZkIsZixmRZDJhEkpHFrjdGpsdicNNjsNzQ5qrXaqGmxU1Nsoq7Ox4XAFJ2qs2F0fEKGD\nwBx8iFn/8ymjUqIYmRLF2AHRZKVFkxYb1ut15YU4lSR34TdKa5vYXFDJ5oJKvi2oYmdRNfU2B2D0\nrIcnRWKKr2RM7CR+NHUC6YkRDI4LIz4iuFeSq9OpKa1roqCigb9t+4JtVQUMD41kT3Etq3cW4/7D\nIDbcwvhBseQOiWXC4FgmDo0jOtTS9R067FBXDLWuW0M5NDeArR6cdggKNW6h0RA7FOLSIWoAmKQ+\nYH8kyV30WSU1Vr48WM76w+WsP1TBobJ6ACxmxdiBMVwxaRBZaTFkp8UwPCkSu7Zy1j+rmTtqLJeO\n7/0TqiaTIiU6lJToUKbWDGPjt++x5PpsQswhNNoc7CmuYeexGrYXVrO1sIq/frwfrcGkYHRqNHkZ\n8Zw9LIGpwxKICXcle0czVH4HFQeh/ACUH4SKQ1B5GKqOgnZ0LUhLBAzOg/RzIH06DJoiyb6fkOQu\nus7pgJJdUPC1kYCqCoxbYxXYG8HeBMoElnCwhEFoDEQkGbfIJKM3GTUAolIhMsW4BYfTaHPw9aFy\nPt9fyv8dKGPfiToAokKDyEuP5+opg5k8NI6stBhCLebTwtpbehCA4bHDPTsOraGpBurLjF5wfSk0\nVEBjJVirwFpjHE+zFRw2UApQYAoyjssSDsHhEBJNktWo0FGyYzmDY9IJC4kkNzSE3JEWGB0Lzkjq\nrVb2FZVzoKCQo0V7qNhYzO715dSYyhkVWsVQUymxtmJU6wQeGgvxwyBtEmRdCTGDvv/ehcdDcCQE\nRxgx2a1GrNYqqDwCVd/BiV3w3ZfwyX8Z7cUMhpxrYPxCSBzZ3Z8A4QeUr1Ztnzx5st64caNP9i26\nwVoNe96DnSug4CsjKYLRM4wbagwDhMdDUIgxNKA1NNeDrcHYtq7ESKJ1J8DZfHrzKpQKZwRVOpI6\nFU5wWBRRUTHEx8YQExmOyWwBs8X40FCunmfLUIvxdXnDEX5bvYVVCfkMNocaH0KOJiPh2a1gqzMS\ndlON8UHUWGEMZ7RFmSEkyvUBFQrmYOOY0MZ7mq2thkSa2RwSwg0DU1hSXMrMxkaPv60aRb0lgeMk\nsMcaz2GdQrFpINGDRjNqbC7n5IwiJTrU4/ba1VABBz6Gbf+Cg5+AdsLIuTD9l0bPXvgNpdQmrfXk\nTreT5C7apTUcWQcbnoF9q43ea8wQGDELhkyFIWcZSb0L49kOh5Nt+w+xcccuDhw8gL36BEmqihER\njYyMsjMozEqcasBkbzSSZ3OjMVThbDbGnNFGYtLO72NEA4r/io3k3YgQvjxehUmZjeEHc4iRnINC\njR5uSLQxJh0WB+EJrW6JEJEAYfHGayFRnh2X1mC3Yq0vZerKBSweOp+fDZ4HTbXG98vRbHw1BRkf\nTmaL8ZeMez+RKRAUDECttZkvD5bz2b5SPt1TwrFqKwBZadHMHpPCnLEpjB0Q3fPzB7XFsPkV+Ppv\nxgdc+g9g1iMweErP2hVnhCR30X0OO+x4E756Eoq3Gckv5xrIusIYHuhicrE2O1i3v4zVO4v5eE8J\nFfU2LGbF2cMSmDU6mfzRKQxJ6Hl53h+9/yMUin/Mb7NuXa9b+O5Cwi3hvDD3hR63pbVm74laPtlT\nwse7S9hcUInWkBYbxpyxKZw/LoW89HiCzD0YP7fVw6Z/wP/9xfiLKvtqmP2IMfQj+ixPk7uMuYvv\naQ27/w2f/A7K9kFiJlz8BORcbYwxd0GttZm1e0tZvaOYtXtLaLA5iAoNIn90MnPGpjBjVBJR3Zkx\n0g6ndrK3Yi8Lhi/wWptdNT5pPG8feBu7006QqWe/WkopRqdGMzo1mttnjqCsrolPdpewZlcx/9xQ\nwEtfHiEu3MLsMSnMz07lnBGJhASdfh6iQ8ERMPV2mPgjWPc4fLnE+P+f+SuYeheYJT34M/nfE4aj\n38AHD0DRRkgcBVe/DKMv7tLMiuqGZj7cfYL3tx/ni/1l2BxOEiNDuDQ3jXnjUjl7WALBQb0zU6Oo\ntogGewOZ8Zm90r4nxieN5597/sn+yv2MSRjj1bYTI0O4espgrp4ymPomO5/vK2X1zmI+2FHMG5sK\niQwxPjjnZ6UyMzOZsOAuJPqQSJj1kJHkVz8IH/0GdrwFlzwJA8Z79TjEmSPJvb+rL4OPHoFvXzVm\nYSx4EsZf63GvrbyuiTW7TvD+jmK+PFCG3alJiw3j+rOHMj87lYlD4jCbev8Cnr2VewEYHT+61/fV\nnvHJRiLcWrrV68m9tYiQIOZnD2B+9gCa7A6+PFDOBzuKWbOrmJVbjxFmMXPe6CTmZw0gf3QyESEe\n/prHDYWFr8GulbDql/DseXDuPTDjgZbzAsJ/SHLvr7SGb1+BNQ8Zs0im3Q0z7jdOJHaipMbK6p3F\nvL+jmK8PlePUMDQhnB//IIMLsgaQMyjmjF+RuadiDyZlYkTsiDO639YGRgwkMSyRbaXbWDh64RnZ\nZ0iQmfNGJ3Pe6GR+78hiw+EKVu04zuqdJ1i1vZjgIBMzRiUxPyuVWWNSiAnzYChs7ALI+AGs/k/4\n4n9g3xq4/BlIGdf7ByS8RpJ7f1R+EP79MzjyBQw9Fy76X0jqeDjjaEVDyzDAJtfJveFJEdw+cwTz\ns1O9M4ujB/ZW7iU9Op3QIC9MG+wmpRTjk8aztXSrT/YfZDYxbUQi00Yk8tsFWWz6rpJV24+zemcx\nH+46gcWsmDY8kflZqcwZm0JCZEj7jYXFwaVPwegL4d93w7Mz4bz/gGl3gamLY/vCJyS59ydOB3z1\nFKz9vTFF8OInIHdRm+PqWmv2l9SxZmcxq3eeYHtRNQCjU6O4d/Yo5melMjKl817+mbK3Yi8Tkib4\nOgxyknL4uOBjKqwVxIfG+ywOs0mRlxFPXkY8D180lq2FVXyww/hr64G3tvPg29uZkh7P3HGpnD8u\nhUFx7cxWGn2BMQ/+3XuM4bv9a+CypyF2yJk9INFlktz7i5I98M7tULQJMi+EC/8HogectInDqdlc\nUMmHu07w4a4THHZd7p87JJZfzx/NvKxUhiZE+CL6DlU3VXO8/jjXZF7j61AYn2SMu28r3cbMwTN9\nG4yLyaTIHRJH7pA4Hpg/mt3Ha/nANXTz6Lu7ePTdXYwbGG1MsRybypgBUSf/FRaRCFe/AluXwqr7\n4e/nwPw/G1e5SkG0PkuSe6BzNBvzmD/7s3Gp+hXPG/PVXb+UtdZm1u0v46PdJXy6t4TyVnPQf3xu\nBuePTSHZG1dI9qJ9lfsAfDpTxm1cwjiCVBBbS7f2meTemlKKsQOjGTswmp+fn8nhsvqWYZu/fryf\nv3y0n7TYMGaNSWbWmBTOHhZvTLFUCib8EIZOg7dvgxW3wZ534eK/Gslf9DmS3APZsS3wzp1wYjuM\nuwzmP4aOSORgaT2f7i1h7d4SNhyuoNmhiQmzMGNUkjEHPTOpe1ULfWRvhTFTJjPO98k9NCiUzPhM\nn427d1VGYgS3zRjObTOGU1rbxCd7TvDR7hJe33iUl7/6jvBgM+eMSOS8zGRmZiYxMC4dFr9nXOD2\nyX/BU2fBxX+BMRf7+lDEKSS5ByJbPXz2J/jySYhIov6yl/nclMfna4r5fN92iqqM2icjkyO58ZwM\n8kcnM3loXM+udvShvZV7iQ+NJzGsb/QgvXkx05mUFBXCNVOGcM2UIVibHXx5sIxP9pSwdk8pH+46\nARg/M9NHJfGDkddy9o35hL77U1h2PYy9FC54DCKTfXwUws1/fvKEZ/Z+gHPVLzFVH2Vb8gL+6LiO\nr//lwKk3ExkSxLThCdw2czgzRyUxOL7nl/z3BXsr9pIZl9lnFsRwX8y0s3xnyxi8vwm1mMkfnUL+\n6JSWk+uf7S3l8/2lvPLVdzy/7jDBZhNThvyBO4eu4qw9z6EOf4Y6//fGdRJSVtjnpLZMAKixNrNr\nx7ck/N/vGFn5Oft1Gg/afsxmNYbcwbFMG5HIuSMSyR0Si8VPe+ftaXY2c9ZrZ3H9mOv5+eSf+zoc\nwDjBO/+t+WQlZPHMnGf6zIeOtzTaHGw4UsH/HSjji/1l7D5ew3BVxGPB/x8T1T6ORedQPv3/MXL8\ntDZLM4uekdoyAcq9tNyWo1VsLqhk3+GjzKt4mR+Z12DDwj8iFlM87sfcPiKVyUPjvFq/pS/66thX\nNDubyUrM8nUoLWJCYrhjwh38ccMf+azwsz55YrUnwoLNzBiVxIxRSQBU1NtYf6icdw6ezdq9y7mh\n+kXG/vtiXn8nnzVJixk2bAQTh8QxfnCMLDl4BknPvQ9zOjVHyuvZeayGHceq2V5o3Gqb7ERTz20h\nq7nB9D7huoETI64i+oLfEB7f+ysQ9RVaaxa9v4iShhLeu/w9LKa+80HW7GzmypVXYnfaWXHJCizm\nvhNbb6uuKKX6/UdJO/AaDm3mZedcnrRdRBVRJEYGkzMolqyB0YxLiyErLYaBMaGS8LtASv76Ea2N\ntTgPnKhjf0kde4pr2VNcw97iWhpca4RazEaVwHOTm7jY9j6ZR5dhttUYsxRmPACpfafneqZ8ffxr\nbllzC/951n9yzWjfz3E/1bqidfz0o5/yi0m/YHHWYl+Hc+ZVHIZP/4jetgxnUBj7By7greAFrC2J\n5GBpXcsaszFhFkanRjFmQDQjUyIZlRLFqOSo75ceFCeR5N4HVTc2U1DewJHyegoqGjhYWseh0noO\nl9VT3fj96kQxYRbGDIhidGo0YwdEM25ABKMatmD59kVjNSTthDEXwYxfQWq2D4/It2784EYKagpY\ndcUqQswdXErvQ3d8fAebT2xmxSUrSIlI8XU4vlGyG/7vCdj+hrGK1ah5NGVdw87Iqew8YWXX8dM7\nMwCJkcEMS4pkeFIE6QkRDE2IID0xnMFx4Z4XQwtAXk3uSql5wF8BM/Cc1vqPp7weArwMTALKgWu0\n1kc6ajPQknujzUFJrZXiaivFNVaOV1s5XtXIsWorhZWNFFY2UGs9eUm31OhQMhIjyEiKYGRyJCOT\noxiZEklyVAjKYTPWKN29Ena9Y6zvGRZnlGWdfJOxsn0/tunEJhZ/sJhfTfkV14+93tfhtOtI9RGu\nfvdqEkITeHbOswyOHuzrkHynthi+ec5YBaqu2FiRaswCGDUXMmbgDI6iqKqR/SW17D9hdHwOltZx\nqKyeinrbSU3FRwQzOC6MgbHf31KjQ0mNCSElOpSkqJCu17f3E15L7kopM7APmAMUAt8A12qtd7Xa\n5nYgR2t9m1JqIXCZ1rrDv5P7anLXWtNkd1JjbaamsZnqRjs1jc1UNtiobGimqsFGeb2Nijob5fVN\nlNXZKKttorbp9LU4o0KCGBAbyqC4cAbFhTEoLowh8REMTQhnSPwpvY/6Mji+FY5vMZa2++4rY3Hm\noDDjhz/rchh5fpcXzQhUt665lb2Ve/ngig8IC+rb35Ntpdu4/ePbCVJBPD3naZ+WJe4TnA449Cls\nWwZ7VoGt1liGcFCesdRf2iQYONFYEco1Ft/6r96jlQ0crTA6TMeqGjlWZaWx2XHabmLCLCRFhZAY\nGUxCRAgJkcHEhQcTF24hLiKYmDBLyy06zEJUaJBffCB4M7lPBX6jtZ7revxrAK31H1pts9q1zVdK\nqSCgGEjSHTTe3eRea22muNqKzeHE7tDYnU5sdk2zw4nN7sTm/mp30mR3YG3+/mtjswNrs4NGm4MG\nm4OGZgcNTXbqmuzU2+zUWY37zY72vycmBXHhwcRHBJMQGUxiZIjrB8joMaREG18HxIQSZcFYA7Sp\n1nWrMXrgdSXGrfKIcas4ZPRk3JLGwLAZkDEDMqYbiykImh3NfHL0E97c9yZfHf+Kn0/6OTdm3ejr\nsDxyqOoQP/noJ9TZ6vjhmB9ybtq5ZCdm+9VFTr3C0QxH18OBj+DQZ1C8/fsF1C0RkDAcEkZATJqx\n3kBkirHsY1gshMZCSBQ6KJSq5iCKa20U11g5UW2ltLaJ0romSmqaqKi3UVZvfK1qOH1x9taCg0xE\nhwYRERJERHAQkSFBhAWbCQ82f//VYtxCLGZCgkzffw0yEWw2ERxk3Cxm9021fA0ymTCbFDHhlm5f\nBe7N5H4lME9rfbPr8SLgLK31na222eHaptD1+KBrm7L22u1ucn/+339gefFrXX4fgGrrvqtncNJr\nqo3tlfGM8Vyr75lu/Vh/v2Bzy8LNHTC5Fkw2B0NQiOsWCqrv9x7OFI3GqZ04tZPKpkpqbbUMiBjA\nFSOv4Kasm/xqFkpxfTH/ue4/+ebENzi1kyhLFPFh8SgUJmVq+enq34wFx42bzbXIuM0Yq3cvit4u\n5fpFbfUVTitu1vLbeuqvcTvPuZ9s/dvc0zOVk4Ky+a8bl3brvX1ynrtS6lbgVoAhQ7pXMnR4ykAy\nSqON/7/v22113/UVhXJt0+1pVqrdB5z8g+P6YVIKMBlfTWYjSZtMRhI3BZ2eyFVgXVDUW8zKjFKK\nsKAwZg+ZzbSB0zD7YU3x1IhUnpv7HNVN1Xx9/GvWH19Pna0OJ8aHl+iEwwbNVqO372x2JX2Hkfid\nDiP5t9w04GyVrfXJmdv9XBt3PaXRuP6htetxy33XNq0/GFo9PyKp98+9+N2wjBBC9Gee9tw96Tp+\nA4xUSmUopYKBhcDKU7ZZCdzgun8l8ElHiV0IIUTv6nRYRmttV0rdCazGmAr5gtZ6p1LqUWCj1nol\n8DzwilLqAFCB8QEghBDCRzwac9darwJWnfLcw63uW4GrvBuaEEKI7pIzekIIEYAkuQshRACS5C6E\nEAFIkrsQQgQgSe5CCBGAfFbyVylVCnzXzbcnAu2WNvAzcix9U6AcS6AcB8ixuA3VWid1tpHPkntP\nKKU2enKFlj+QY+mbAuVYAuU4QI6lq2RYRgghApAkdyGECED+mtyf9XUAXiTH0jcFyrEEynGAHEuX\n+OWYuxBCiI75a89dCCFEB/wquSulBiul1iqldimldiqlfubrmLpLKRWqlNqglNrqOpbf+jqmnlBK\nmZVS3yql3vV1LD2hlDqilNqulNqilPLrBQeUUrFKqeVKqT1Kqd2utRn8jlIq0/X/4b7VKKXu8XVc\n3aGUutf1+75DKbVUKRXaa/vyp2EZpdQAYIDWerNSKgrYBFzaerFuf6GM5aEitNZ1SikLsA74mdb6\nax+H1i1KqZ8Dk4ForfVFvo6nu5RSR4DJHS0R6S+UUv8AvtBaP+daiyFca13l67h6QillBoowlvHs\n7nUyPqGUSsP4PR+rtW5USr0OrNJav9Qb+/OrnrvW+rjWerPrfi2wG0jzbVTdow11rocW181/Pmlb\nUUoNAi4EnvN1LMKglIoBpmOstYDW2ubvid1lFnDQ3xJ7K0FAmGvFunDgWG/tyK+Se2tKqXQgF1jv\n20i6zzWUsQUoAT7UWvvrsfwFuB8IhIVANbBGKbXJteavv8oASoEXXcNlzymlInwdlBcsBLq3srSP\naa2LgP8GCoDjQLXWek1v7c8vk7tSKhJ4E7hHa13j63i6S2vt0FpPAAYBeUqpLF/H1FVKqYuAEq31\nJl/H4iXnaq0nAvOBO5RS030dUDcFAROBv2utc4F64AHfhtQzrqGlBcAbvo6lO5RSccAlGB+8A4EI\npdT1vbU/v0vurvHpN4HXtNZv+Toeb3D9ubwWmOfrWLrhHGCBa6z6X0C+UupV34bUfa7eFVrrEuBt\nIM+3EXVbIVDY6q/B5RjJ3p/NBzZrrU/4OpBumg0c1lqXaq2bgbeAab21M79K7q6TkM8Du7XW/+vr\neHpCKZWklIp13Q8D5gB7fBtV12mtf621HqS1Tsf4k/kTrXWv9UZ6k1IqwnWiHtcQxvnADt9G1T1a\n62LgqFIq0/XULMDvJh6c4lr8dEjGpQA4WykV7splszDOG/YKj9ZQ7UPOARYB211j1QAPutZ49TcD\ngH+4zv6bgNe11n49jTAApABvG793BAH/1Fp/4NuQeuQu4DXXcMYh4EYfx9Ntrg/bOcBPfB1Ld2mt\n1yullgObATvwLb14papfTYUUQgjhGb8alhFCCOEZSe5CCBGAJLkLIUQAkuQuhBABSJK7EEIEIEnu\nQggRgCS5CyFEAJLkLoQQAej/B2EWfw0w9zjdAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDXellApDGu5KKRWGNNyVUioM/X98tD6et2oX9wAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -90,21 +90,21 @@ "plt.plot(t, ss.norm(loc=mu1, scale=sigma1).pdf(t))\n", "plt.plot(t, kde.pdf(t))\n", "plt.plot(t, kde_adj(t))\n", - "plt.legend(['Reference', 'Rejection sampling, eps=1.5', 'Adjusted posterior'])" + "plt.legend(['Reference', 'Rejection sampling, eps=1', 'Adjusted posterior'])" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nuAokzYA2si4AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, From 9ab3114808b5ba0e6c0736d0c1a2a84427f5f5e8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Kusti=20Skyt=C3=A9n?= Date: Fri, 16 Jun 2017 14:31:59 +0300 Subject: [PATCH 11/19] Improve the plot and add small fixes --- Gaussian_regression_adjustment.ipynb | 50 ++++++---------------------- 1 file changed, 10 insertions(+), 40 deletions(-) diff --git a/Gaussian_regression_adjustment.ipynb b/Gaussian_regression_adjustment.ipynb index 140606c..5a81dd6 100644 --- a/Gaussian_regression_adjustment.ipynb +++ b/Gaussian_regression_adjustment.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 6, + "execution_count": 31, "metadata": { "collapsed": true }, @@ -27,8 +27,8 @@ "batch_size = 100\n", "mu, sigma = (5, 1)\n", "\n", - "# Ptiors\n", - "mu0, sigma0 = (5, 1)\n", + "# Hyperparameters\n", + "mu0, sigma0 = (10, 100)\n", "\n", "y_obs = gauss.Gauss(mu, sigma, n_obs=n_obs, batch_size=1,\n", " random_state=np.random.RandomState(seed))\n", @@ -41,7 +41,7 @@ "\n", "# Model\n", "m = elfi.ElfiModel(set_current=False)\n", - "elfi.Prior('norm', 5, 10, model=m, name='mu')\n", + "elfi.Prior('norm', mu0, sigma0, model=m, name='mu')\n", "elfi.Simulator(sim_fn, m['mu'], observed=y_obs, name='Gauss')\n", "elfi.Summary(lambda x: x.mean(axis=1), m['Gauss'], name='S1')\n", "elfi.Distance('euclidean', m['S1'], name='d')\n", @@ -55,26 +55,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxu//A2yJApDetnODAAAAAElFTkSuQmCC\n", "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDXellApDGu5KKRWGNNyVUioM/X98tD6et2oX9wAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -90,29 +80,9 @@ "plt.plot(t, ss.norm(loc=mu1, scale=sigma1).pdf(t))\n", "plt.plot(t, kde.pdf(t))\n", "plt.plot(t, kde_adj(t))\n", - "plt.legend(['Reference', 'Rejection sampling, eps=1', 'Adjusted posterior'])" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nuAokzYA2si4AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(res.outputs['S1'], res.outputs['mu']);" + "plt.legend(['Reference', 'Rejection sampling, eps=1', 'Adjusted posterior'])\n", + "plt.xlabel('mu')\n", + "plt.ylabel('posterior density');" ] } ], From ad9f088486796274216dd4ce80128cd55bcee113 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Kusti=20Skyt=C3=A9n?= Date: Mon, 19 Jun 2017 17:58:11 +0300 Subject: [PATCH 12/19] Delete old notebook --- Gaussian_regression_adjustment.ipynb | 110 --------------------------- 1 file changed, 110 deletions(-) delete mode 100644 Gaussian_regression_adjustment.ipynb diff --git a/Gaussian_regression_adjustment.ipynb b/Gaussian_regression_adjustment.ipynb deleted file mode 100644 index 5a81dd6..0000000 --- a/Gaussian_regression_adjustment.ipynb +++ /dev/null @@ -1,110 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import scipy.io as sio\n", - "import scipy.stats as ss\n", - "\n", - "import elfi\n", - "from elfi.examples import bdm\n", - "from elfi.examples import gauss\n", - "\n", - "m = gauss.get_model()\n", - "\n", - "from functools import partial\n", - "\n", - "seed = 20170616\n", - "n_obs = 50\n", - "batch_size = 100\n", - "mu, sigma = (5, 1)\n", - "\n", - "# Hyperparameters\n", - "mu0, sigma0 = (10, 100)\n", - "\n", - "y_obs = gauss.Gauss(mu, sigma, n_obs=n_obs, batch_size=1,\n", - " random_state=np.random.RandomState(seed))\n", - "sim_fn = partial(gauss.Gauss, sigma=sigma, n_obs=n_obs)\n", - "\n", - "# Posterior\n", - "n = y_obs.shape[1]\n", - "mu1 = (mu0/sigma0**2 + y_obs.sum()/sigma**2)/(1/sigma0**2 + n/sigma**2)\n", - "sigma1 = (1/sigma0**2 + n/sigma**2)**(-0.5)\n", - "\n", - "# Model\n", - "m = elfi.ElfiModel(set_current=False)\n", - "elfi.Prior('norm', mu0, sigma0, model=m, name='mu')\n", - "elfi.Simulator(sim_fn, m['mu'], observed=y_obs, name='Gauss')\n", - "elfi.Summary(lambda x: x.mean(axis=1), m['Gauss'], name='S1')\n", - "elfi.Distance('euclidean', m['S1'], name='d')\n", - "\n", - "res = elfi.Rejection(m['d'], outputs=['S1'], seed=seed).sample(1000, threshold=1)\n", - "la = elfi.LinearAdjustment()\n", - "la.fit(m, res, ['mu'], ['S1'])\n", - "# adj = elfi.adjust_posterior(m, res, ['mu'], ['S1'])\n", - "adj = la.adjust()" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxu//A2yJApDetnODAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "kde_adj = ss.gaussian_kde(adj.outputs['mu'])\n", - "kde = ss.gaussian_kde(res.outputs['mu'])\n", - "\n", - "plt.figure()\n", - "t = np.linspace(2, 8, 100)\n", - "plt.plot(t, ss.norm(loc=mu1, scale=sigma1).pdf(t))\n", - "plt.plot(t, kde.pdf(t))\n", - "plt.plot(t, kde_adj(t))\n", - "plt.legend(['Reference', 'Rejection sampling, eps=1', 'Adjusted posterior'])\n", - "plt.xlabel('mu')\n", - "plt.ylabel('posterior density');" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.6.1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From 1b91107c0708f85091367537763082a88daa57e9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Kusti=20Skyt=C3=A9n?= Date: Mon, 19 Jun 2017 17:59:28 +0300 Subject: [PATCH 13/19] Add post-sampling correction notebook --- ELFI_post-sampling_correction.ipynb | 339 ++++++++++++++++++++++++++++ 1 file changed, 339 insertions(+) create mode 100644 ELFI_post-sampling_correction.ipynb diff --git a/ELFI_post-sampling_correction.ipynb b/ELFI_post-sampling_correction.ipynb new file mode 100644 index 0000000..1b37e05 --- /dev/null +++ b/ELFI_post-sampling_correction.ipynb @@ -0,0 +1,339 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "# Post-sampling correction\n", + "\n", + "Small values of the threshold parameter $\\epsilon$ produce more accurate approximations of the posterior distribution. However, this comes at a computational cost as the acceptance probability is consequently also reduced. One approach to remedy this problem is to fit regression models to estimate the approximate posterior with $\\epsilon = 0$. This is discussed in more detail in [*Lintusaari et al 2016*](https://doi.org/10.1093/sysbio/syw077) *[1]* and [*Beaumont et al 2002*](http://www.genetics.org/content/162/4/2025) *[2]*." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import scipy.io as sio\n", + "import scipy.stats as ss\n", + "\n", + "from functools import partial\n", + "\n", + "import elfi\n", + "from elfi.examples import gauss" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "We will use a simple model of a univariate Gaussian with an unknown mean to illustrate posterior adjustment. The observed data is 50 data points sampled from a Gaussian distribution with mean 5 and a standard deviation of one. Since we use a Gaussian prior for the mean, the posterior is also Gaussian with known parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "m = gauss.get_model()\n", + "\n", + "seed = 20170616\n", + "n_obs = 50\n", + "batch_size = 100\n", + "mu, sigma = (5, 1)\n", + "\n", + "y_obs = gauss.Gauss(mu, sigma, n_obs=n_obs, batch_size=1,\n", + " random_state=np.random.RandomState(seed))\n", + "\n", + "# Hyperparameters\n", + "mu0, sigma0 = (7, 100)\n", + "\n", + "# Posterior parameters\n", + "n = y_obs.shape[1]\n", + "mu1 = (mu0/sigma0**2 + y_obs.sum()/sigma**2)/(1/sigma0**2 + n/sigma**2)\n", + "sigma1 = (1/sigma0**2 + n/sigma**2)**(-0.5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "We use a normal distribution with a large standard deviation $\\sigma = 100$ and a non-centered mean $\\mu = 7$ as an uninformative prior for the unknown mean. A large acceptance radius of $\\epsilon = 1$ does not produce very accurate results." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Model\n", + "m = elfi.ElfiModel(set_current=False)\n", + "sim_fn = partial(gauss.Gauss, sigma=sigma, n_obs=n_obs)\n", + "elfi.Prior('norm', mu0, sigma0, model=m, name='mu')\n", + "elfi.Simulator(sim_fn, m['mu'], observed=y_obs, name='Gauss')\n", + "elfi.Summary(lambda x: x.mean(axis=1), m['Gauss'], name='S1')\n", + "elfi.Distance('euclidean', m['S1'], name='d')\n", + "\n", + "res = elfi.Rejection(m['d'], outputs=['S1'], batch_size=batch_size, seed=seed).sample(1000, threshold=1)\n", + "original = res.outputs['mu']\n", + "original = original[np.isfinite(original)] # omit non-finite values\n", + "\n", + "# Kernel density estimate for visualization\n", + "kde = ss.gaussian_kde(original)\n", + "\n", + "plt.figure()\n", + "t = np.linspace(3, 7, 100)\n", + "plt.plot(t, ss.norm(loc=mu1, scale=sigma1).pdf(t))\n", + "plt.plot(t, kde.pdf(t))\n", + "plt.legend(['Reference', 'Rejection sampling, $\\epsilon$=1'])\n", + "plt.xlabel('mu')\n", + "plt.ylabel('posterior density');" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "By regressing on the differences between the sampled and observed summary statistics, we attempt to correct the posterior sample with a linear model. The posterior adjustment is done with the `adjust_posterior` function. It takes as arguments the inference model, the results from an ABC algorithm, the parameter names and the names of the summary statistics.\n", + "Other regression models, instead of a linear one, can be specified with the `adjustment` keyword argument." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "adj = elfi.adjust_posterior(m, res, ['mu'], ['S1'], adjustment=elfi.LinearAdjustment())" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Similarly to other ABC algorithms in ELFI, post-processing produces a `Result` object. As can be seen, the linear correction improves the posterior approximation of this model compared to rejection sampling alone." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/lsnF1h7bw4AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kde_adj = ss.gaussian_kde(adj.outputs['mu'])\n", + "\n", + "plt.figure()\n", + "t = np.linspace(2, 8, 100)\n", + "plt.plot(t, ss.norm(loc=mu1, scale=sigma1).pdf(t))\n", + "plt.plot(t, kde.pdf(t))\n", + "plt.plot(t, kde_adj(t))\n", + "plt.legend(['Reference', 'Rejection sampling, $\\epsilon$=1', 'Adjusted posterior'])\n", + "plt.xlabel('mu')\n", + "plt.ylabel('posterior density');" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "# Multiple parameters" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Posterior adjustment can also be used with models having multiple parameters. In this case, each scalar parameter has their own regression model that is used to adjust them. Non-scalar parameters are not supported.\n", + "\n", + "To illustrate multiple parameter models, we use the moving average model contained in the examples folder. Ww use the values $t_1 = 0.6$ and $t_2 = 0.2$ to generate the data." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "from elfi.examples import ma2\n", + "\n", + "seed = 20170511\n", + "threshold = 0.2\n", + "batch_size = 1000\n", + "n_samples = 500\n", + "\n", + "m2 = ma2.get_model(n_obs=100, true_params=[0.6, 0.2], seed_obs=seed)\n", + "rej2 = elfi.Rejection(m2, m2['d'], outputs=['S1', 'S2'], batch_size=batch_size, seed=seed)\n", + "res2 = rej2.sample(n_samples, threshold=threshold)\n", + "\n", + "adj2 = elfi.adjust_posterior(m2, res2, ['t1', 't2'], ['S1', 'S2'])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nXH4AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "t = np.linspace(0, 1.25, 100)\n", + "plt.plot(t, ss.gaussian_kde(res2.outputs['t1'])(t))\n", + "plt.plot(t, ss.gaussian_kde(adj2.outputs['t1'])(t))\n", + "plt.legend(['Rejection sampling, eps=0.2', 'Adjusted posterior'])\n", + "plt.xlabel('t1')\n", + "plt.ylabel('posterior density');" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nM6txUTAzsxoXBTMzq3FRMDOzmv8BTGnLUqpxVbYAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "t = np.linspace(-0.5, 1, 100)\n", + "plt.plot(t, ss.gaussian_kde(res2.outputs['t2'])(t))\n", + "plt.plot(t, ss.gaussian_kde(adj2.outputs['t2'])(t))\n", + "plt.legend(['Rejection sampling, eps=0.2', 'Adjusted posterior'])\n", + "plt.xlabel('t2')\n", + "plt.ylabel('posterior density');" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "# References\n", + "\n", + "- [1] Jarno Lintusaari, Michael U. Gutmann, Ritabrata Dutta, Samuel Kaski, Jukka Corander; Fundamentals and Recent Developments in Approximate Bayesian Computation. Syst Biol 2017; 66 (1): e66-e82. doi: 10.1093/sysbio/syw077\n", + "- [2] Beaumont M.A., Zhang W., Balding, D.J. 2002. Approximate Bayesian computation in population genetics. Genetics 162:2025–2035" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 991e54bb87d96ab59c0a90faa002cdf05f016da3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Kusti=20Skyt=C3=A9n?= Date: Wed, 21 Jun 2017 10:36:39 +0300 Subject: [PATCH 14/19] Various small improvements --- ELFI_post-sampling_correction.ipynb | 58 ++++++++++++++++------------- 1 file changed, 32 insertions(+), 26 deletions(-) diff --git a/ELFI_post-sampling_correction.ipynb b/ELFI_post-sampling_correction.ipynb index 1b37e05..b8903ef 100644 --- a/ELFI_post-sampling_correction.ipynb +++ b/ELFI_post-sampling_correction.ipynb @@ -9,7 +9,9 @@ "source": [ "# Post-sampling correction\n", "\n", - "Small values of the threshold parameter $\\epsilon$ produce more accurate approximations of the posterior distribution. However, this comes at a computational cost as the acceptance probability is consequently also reduced. One approach to remedy this problem is to fit regression models to estimate the approximate posterior with $\\epsilon = 0$. This is discussed in more detail in [*Lintusaari et al 2016*](https://doi.org/10.1093/sysbio/syw077) *[1]* and [*Beaumont et al 2002*](http://www.genetics.org/content/162/4/2025) *[2]*." + "Small values of the threshold parameter $\\epsilon$ produce more accurate approximations of the posterior distribution. However, this comes at a computational cost as the acceptance probability is consequently also reduced. One approach to remedy this problem is to fit regression models to estimate the approximate posterior with $\\epsilon = 0$. This is discussed in more detail in [*Lintusaari et al 2016*](https://doi.org/10.1093/sysbio/syw077) *[1]* and [*Beaumont et al 2002*](http://www.genetics.org/content/162/4/2025) *[2]*.\n", + "\n", + "Note that some more advanced ABC methods, such as BOLFI, model the discrepancy function directly and the threshold can be specified prior to sampling the approximate posterior." ] }, { @@ -80,7 +82,7 @@ "editable": true }, "source": [ - "We use a normal distribution with a large standard deviation $\\sigma = 100$ and a non-centered mean $\\mu = 7$ as an uninformative prior for the unknown mean. A large acceptance radius of $\\epsilon = 1$ does not produce very accurate results." + "We use a normal distribution with a large standard deviation $\\sigma = 100$ and a non-centered mean $\\mu = 7$ as an uninformative prior for the unknown mean. A large acceptance radius of $\\epsilon = 1$ does not produce very accurate results. The large standard deviation leads to inefficient sampling and is used for illustrative purpse here. In practice, more informative priors are commonly used." ] }, { @@ -94,9 +96,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAJQCAYAAABcuTP3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -112,20 +114,21 @@ "elfi.Summary(lambda x: x.mean(axis=1), m['Gauss'], name='S1')\n", "elfi.Distance('euclidean', m['S1'], name='d')\n", "\n", - "res = elfi.Rejection(m['d'], outputs=['S1'], batch_size=batch_size, seed=seed).sample(1000, threshold=1)\n", + "res = elfi.Rejection(m['d'], output_names=['S1'], batch_size=batch_size, seed=seed).sample(1000, threshold=1)\n", "original = res.outputs['mu']\n", "original = original[np.isfinite(original)] # omit non-finite values\n", "\n", "# Kernel density estimate for visualization\n", "kde = ss.gaussian_kde(original)\n", "\n", - "plt.figure()\n", + "plt.figure(figsize=(16,10))\n", "t = np.linspace(3, 7, 100)\n", - "plt.plot(t, ss.norm(loc=mu1, scale=sigma1).pdf(t))\n", + "plt.plot(t, ss.norm(loc=mu1, scale=sigma1).pdf(t), '--')\n", "plt.plot(t, kde.pdf(t))\n", "plt.legend(['Reference', 'Rejection sampling, $\\epsilon$=1'])\n", "plt.xlabel('mu')\n", - "plt.ylabel('posterior density');" + "plt.ylabel('posterior density')\n", + "plt.axvline(x=mu);" ] }, { @@ -143,7 +146,7 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "collapsed": true, + "collapsed": false, "deletable": true, "editable": true }, @@ -173,9 +176,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/lsnF1h7bw4AAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAJQCAYAAABcuTP3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkkbnD9fEvxxECo06AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -185,14 +188,15 @@ "source": [ "kde_adj = ss.gaussian_kde(adj.outputs['mu'])\n", "\n", - "plt.figure()\n", + "plt.figure(figsize=(16,10))\n", "t = np.linspace(2, 8, 100)\n", - "plt.plot(t, ss.norm(loc=mu1, scale=sigma1).pdf(t))\n", + "plt.plot(t, ss.norm(loc=mu1, scale=sigma1).pdf(t), '--')\n", "plt.plot(t, kde.pdf(t))\n", "plt.plot(t, kde_adj(t))\n", "plt.legend(['Reference', 'Rejection sampling, $\\epsilon$=1', 'Adjusted posterior'])\n", "plt.xlabel('mu')\n", - "plt.ylabel('posterior density');" + "plt.ylabel('posterior density')\n", + "plt.axvline(x=mu);" ] }, { @@ -214,7 +218,7 @@ "source": [ "Posterior adjustment can also be used with models having multiple parameters. In this case, each scalar parameter has their own regression model that is used to adjust them. Non-scalar parameters are not supported.\n", "\n", - "To illustrate multiple parameter models, we use the moving average model contained in the examples folder. Ww use the values $t_1 = 0.6$ and $t_2 = 0.2$ to generate the data." + "To illustrate multiple parameter models, we use the moving average model contained in the examples folder. We use the values $t_1 = 0.6$ and $t_2 = 0.2$ to generate the data." ] }, { @@ -235,7 +239,7 @@ "n_samples = 500\n", "\n", "m2 = ma2.get_model(n_obs=100, true_params=[0.6, 0.2], seed_obs=seed)\n", - "rej2 = elfi.Rejection(m2, m2['d'], outputs=['S1', 'S2'], batch_size=batch_size, seed=seed)\n", + "rej2 = elfi.Rejection(m2, m2['d'], output_names=['S1', 'S2'], batch_size=batch_size, seed=seed)\n", "res2 = rej2.sample(n_samples, threshold=threshold)\n", "\n", "adj2 = elfi.adjust_posterior(m2, res2, ['t1', 't2'], ['S1', 'S2'])" @@ -252,9 +256,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nXH4AAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAJQCAYAAABcuTP3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nREREREREEs7/A2q/50OJFVy8AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -262,13 +266,14 @@ } ], "source": [ - "plt.figure()\n", + "plt.figure(figsize=(16,10))\n", "t = np.linspace(0, 1.25, 100)\n", "plt.plot(t, ss.gaussian_kde(res2.outputs['t1'])(t))\n", "plt.plot(t, ss.gaussian_kde(adj2.outputs['t1'])(t))\n", - "plt.legend(['Rejection sampling, eps=0.2', 'Adjusted posterior'])\n", + "plt.legend(['Rejection sampling, $\\epsilon$=0.2', 'Adjusted posterior'])\n", "plt.xlabel('t1')\n", - "plt.ylabel('posterior density');" + "plt.ylabel('posterior density')\n", + "plt.axvline(x=0.6);" ] }, { @@ -282,9 +287,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nM6txUTAzsxoXBTMzq3FRMDOzmv8BTGnLUqpxVbYAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAJQCAYAAABcuTP3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -292,13 +297,14 @@ } ], "source": [ - "plt.figure()\n", + "plt.figure(figsize=(16,10))\n", "t = np.linspace(-0.5, 1, 100)\n", "plt.plot(t, ss.gaussian_kde(res2.outputs['t2'])(t))\n", "plt.plot(t, ss.gaussian_kde(adj2.outputs['t2'])(t))\n", - "plt.legend(['Rejection sampling, eps=0.2', 'Adjusted posterior'])\n", + "plt.legend(['Rejection sampling, $\\epsilon$=0.2', 'Adjusted posterior'])\n", "plt.xlabel('t2')\n", - "plt.ylabel('posterior density');" + "plt.ylabel('posterior density')\n", + "plt.axvline(x=0.2);" ] }, { From d35bce7449b4701e78d78bd9079607c8495a3378 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Kusti=20Skyt=C3=A9n?= Date: Wed, 21 Jun 2017 12:50:05 +0300 Subject: [PATCH 15/19] Use the new API --- ELFI_post-sampling_correction.ipynb | 46 ++++++++++++++++++++++------- 1 file changed, 35 insertions(+), 11 deletions(-) diff --git a/ELFI_post-sampling_correction.ipynb b/ELFI_post-sampling_correction.ipynb index b8903ef..4d00e55 100644 --- a/ELFI_post-sampling_correction.ipynb +++ b/ELFI_post-sampling_correction.ipynb @@ -98,7 +98,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAJQCAYAAABcuTP3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -131,6 +131,28 @@ "plt.axvline(x=mu);" ] }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['mu']" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res.parameter_names" + ] + }, { "cell_type": "markdown", "metadata": { @@ -144,7 +166,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, @@ -152,7 +174,8 @@ }, "outputs": [], "source": [ - "adj = elfi.adjust_posterior(m, res, ['mu'], ['S1'], adjustment=elfi.LinearAdjustment())" + "adj = elfi.adjust_posterior(model=m, sample=res, parameter_names=['mu'],\n", + " summary_names=['S1'], adjustment='linear')" ] }, { @@ -167,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, @@ -178,7 +201,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAJQCAYAAABcuTP3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkkbnD9fEvxxECo06AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -223,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, @@ -242,12 +265,13 @@ "rej2 = elfi.Rejection(m2, m2['d'], output_names=['S1', 'S2'], batch_size=batch_size, seed=seed)\n", "res2 = rej2.sample(n_samples, threshold=threshold)\n", "\n", - "adj2 = elfi.adjust_posterior(m2, res2, ['t1', 't2'], ['S1', 'S2'])" + "adj2 = elfi.adjust_posterior(model=m2, sample=res2, parameter_names=['t1', 't2'],\n", + " summary_names=['S1', 'S2'])" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, @@ -258,7 +282,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAJQCAYAAABcuTP3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nREREREREEs7/A2q/50OJFVy8AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -278,7 +302,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, @@ -289,7 +313,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAJQCAYAAABcuTP3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, From 21dc82011d75525dc50d117500668f1ba01440f0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Kusti=20Skyt=C3=A9n?= Date: Tue, 27 Jun 2017 13:34:31 +0300 Subject: [PATCH 16/19] Remove old notebook --- ELFI_regression_adjustment.ipynb | 239 ------------------ ...on.ipynb => post-sampling_correction.ipynb | 0 2 files changed, 239 deletions(-) delete mode 100644 ELFI_regression_adjustment.ipynb rename ELFI_post-sampling_correction.ipynb => post-sampling_correction.ipynb (100%) diff --git a/ELFI_regression_adjustment.ipynb b/ELFI_regression_adjustment.ipynb deleted file mode 100644 index c22a917..0000000 --- a/ELFI_regression_adjustment.ipynb +++ /dev/null @@ -1,239 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import scipy.io as sio\n", - "import scipy.stats as ss\n", - "\n", - "import elfi\n", - "from elfi.examples import bdm" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Improving the posterior with post-processing" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "m = bdm.get_model()\n", - "seed = 20170511\n", - "threshold = 0.2\n", - "batch_size = 1000\n", - "n_samples = 500\n", - "\n", - "rej = elfi.Rejection(m, m['d'], outputs=['T1'], batch_size=batch_size, seed=seed)\n", - "T1_res = rej.sample(n_samples, threshold=threshold)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Linear adjustment" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "from elfi.methods.post_processing import adjust_posterior\n", - "adj = adjust_posterior(m, T1_res, ['alpha'], ['T1']).outputs['alpha']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Comparison to analytical solution" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD8CAYAAAB0IB+mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkTcyLc3fkgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Load a precomputed posterior based on an analytic solution (see Lintusaari et al 2016)\n", - "matdata = sio.loadmat('./resources/bdm.mat')\n", - "x = matdata['likgrid'].reshape(-1)\n", - "posterior_at_x = matdata['post'].reshape(-1)\n", - "\n", - "plt.figure()\n", - "plt.plot(x, posterior_at_x, c='k')\n", - "\n", - "dists = T1_res.outputs['d']\n", - "alphas = T1_res.outputs['alpha']\n", - "kde = ss.gaussian_kde(alphas[dists<=threshold])\n", - "plt.plot(x, kde(x), c='r')\n", - "\n", - "la_kde = ss.gaussian_kde(np.squeeze(adj))\n", - "plt.plot(x, la_kde(x), c='g')\n", - "plt.xlim([-.2, 1.2]);" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.35199354166477109" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "adj.mean()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Multiple parameters" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "from elfi.examples import ma2\n", - "m2 = ma2.get_model()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "seed = 20170511\n", - "threshold = 0.2\n", - "batch_size = 1000\n", - "n_samples = 500\n", - "\n", - "rej2 = elfi.Rejection(m2, m2['d'], outputs=['S1', 'S2'], batch_size=batch_size, seed=seed)\n", - "res2 = rej2.sample(n_samples, threshold=threshold)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "adj2 = adjust_posterior(m2, res2, ['t1', 't2'], ['S1', 'S2'])" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLe5KKeWH/j9EmdhueebijwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "t = np.linspace(0, 1.25, 100)\n", - "plt.plot(t, ss.gaussian_kde(res2.outputs['t1'])(t))\n", - "plt.plot(t, ss.gaussian_kde(adj2.outputs['t1'])(t));" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAD8CAYAAABw1c+bAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "t = np.linspace(-0.5, 1, 100)\n", - "plt.plot(t, ss.gaussian_kde(res2.outputs['t2'])(t))\n", - "plt.plot(t, ss.gaussian_kde(adj2.outputs['t2'])(t));" - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python 3", - "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": "3.5.2" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} diff --git a/ELFI_post-sampling_correction.ipynb b/post-sampling_correction.ipynb similarity index 100% rename from ELFI_post-sampling_correction.ipynb rename to post-sampling_correction.ipynb From 2f161b85d402e2fffe4875e0ba1a0b543d7f92f8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Kusti=20Skyt=C3=A9n?= Date: Tue, 27 Jun 2017 14:08:04 +0300 Subject: [PATCH 17/19] Minor fixes --- post-sampling_correction.ipynb | 144 ++++++++------------------------- 1 file changed, 32 insertions(+), 112 deletions(-) diff --git a/post-sampling_correction.ipynb b/post-sampling_correction.ipynb index 4d00e55..1b3a617 100644 --- a/post-sampling_correction.ipynb +++ b/post-sampling_correction.ipynb @@ -2,10 +2,7 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "# Post-sampling correction\n", "\n", @@ -17,11 +14,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -38,22 +31,15 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ - "We will use a simple model of a univariate Gaussian with an unknown mean to illustrate posterior adjustment. The observed data is 50 data points sampled from a Gaussian distribution with mean 5 and a standard deviation of one. Since we use a Gaussian prior for the mean, the posterior is also Gaussian with known parameters." + "We will use a simple model of a univariate Gaussian with an unknown mean to illustrate posterior adjustment. The observed data is 50 data points sampled from a Gaussian distribution with a mean of 5 and a standard deviation of 1. Since we use a Gaussian prior for the mean, the posterior is also Gaussian with known parameters." ] }, { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "m = gauss.get_model()\n", @@ -77,28 +63,21 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ - "We use a normal distribution with a large standard deviation $\\sigma = 100$ and a non-centered mean $\\mu = 7$ as an uninformative prior for the unknown mean. A large acceptance radius of $\\epsilon = 1$ does not produce very accurate results. The large standard deviation leads to inefficient sampling and is used for illustrative purpse here. In practice, more informative priors are commonly used." + "We use a normal distribution with a large standard deviation $\\sigma = 100$ and a non-centered mean $\\mu = 7$ as an uninformative prior for the unknown mean. A large acceptance radius of $\\epsilon = 1$ does not produce very accurate results. The large standard deviation leads to inefficient sampling and is used for illustrative purpse here. In practice, it is common to use more informative priors." ] }, { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAJQCAYAAABcuTP3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAJQCAYAAABcuTP3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -131,77 +110,39 @@ "plt.axvline(x=mu);" ] }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['mu']" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "res.parameter_names" - ] - }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ - "By regressing on the differences between the sampled and observed summary statistics, we attempt to correct the posterior sample with a linear model. The posterior adjustment is done with the `adjust_posterior` function. It takes as arguments the inference model, the results from an ABC algorithm, the parameter names and the names of the summary statistics.\n", - "Other regression models, instead of a linear one, can be specified with the `adjustment` keyword argument." + "By regressing on the differences between the sampled and observed summary statistics, we attempt to correct the posterior sample with a linear model. The posterior adjustment is done with the `adjust_posterior` function. By default this performs a linear adjustment on all the parameters in the `Sample` object, but the adjusted parameters can also be chosen using the `parameter_names` argument. Other regression models, instead of a linear one, can be specified with the `adjustment` keyword argument." ] }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "execution_count": 4, + "metadata": {}, "outputs": [], "source": [ - "adj = elfi.adjust_posterior(model=m, sample=res, parameter_names=['mu'],\n", - " summary_names=['S1'], adjustment='linear')" + "adj = elfi.adjust_posterior(sample=res, model=m, summary_names=['S1'])" ] }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Similarly to other ABC algorithms in ELFI, post-processing produces a `Result` object. As can be seen, the linear correction improves the posterior approximation of this model compared to rejection sampling alone." ] }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAJQCAYAAABcuTP3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkkbnD9fEvxxECo06AAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAJQCAYAAABcuTP3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VPWh///3J5OZJLNlB1lEwLpEIIRFEFFrwb3WXlvb\natFq7eJt7+3yu62t3ezjenvb3m/tprWLVuq1KvWqdam1Xq22V6lUC4qioCKKCAQIZJlJZiazfX5/\nTBJBtpDMmTOTvJ6PRx4kM+d8zjvI4xHf+Zzz+RhrrQAAAAAAKCVlbgcAAAAAAOBQUWYBAAAAACWH\nMgsAAAAAKDmUWQAAAABAyaHMAgAAAABKDmUWAAAAAFByKLMAAAAAgJJDmQUAAAAAlBzKLAAAAACg\n5JS7HeBQNTQ02MmTJ7sdAwCAgni9rUeSNLUx4HISAAAKY9WqVTuttY0HO67kyuzkyZO1cuVKt2MA\nAFAQH/nVCknSnVcscDkJAACFYYx5czDHcZsxAAAAAKDkUGYBAAAAACWHMgsAAAAAKDkl98wsAAAA\ngPxKpVLavHmzEomE21EwilRWVmrixInyer1DOp8yCwAAAIxymzdvVigU0uTJk2WMcTsORgFrrXbt\n2qXNmzdrypQpQxqD24wBAACAUS6RSKi+vp4ii4Ixxqi+vn5YdwNQZgEAAABQZFFww/03R5kFAAAA\nAJQcyiwAAAAA13k8HrW0tGj69Ol63/vep87OzoOec91116mpqUlLliwpQEIUG8osAAAAANdVVVVp\n9erVevHFF1VXV6cbbrjhoOf8/Oc/16OPPqrbb799UNdIp9PDjYkiQpkFAAAAUFQWLFigLVu2DHz9\ngx/8QMcff7yam5v17W9/W5L0z//8z3r99dd19tln68c//rF6enp0+eWXa968eZo1a5buv/9+SdIt\nt9yi8847T4sWLdLixYv3O97GjRvV1NSkT33qU5o2bZrOOOMMxeNxSdJrr72m0047TTNnztTs2bO1\nYcOG/Y6DwmFrHgAAAAB7+MivVuz12rnN43TJgsmKJzO67DfP7PX+BXMm6kNzD1d7T1KfuW3VHu/d\necWCQV87k8noscce0yc+8QlJ0iOPPKL169frmWeekbVW5513np544gn98pe/1MMPP6y//OUvamho\n0Ne//nUtWrRIS5cuVWdnp+bNm6fTTjtNkvTss8/qhRdeUF1d3X7HmzRpktavX69ly5bppptu0oc/\n/GHdc889uvjii7VkyRJdddVVOv/885VIJJTNZvc7zimnnHIof9UYBsosAAAAANfF43G1tLRoy5Yt\nampq0umnny4pV2YfeeQRzZo1S5LU3d2t9evX71UaH3nkET3wwAO69tprJeW2G9q0aZMk6fTTT1dd\nXd0Bx5s0aZKmTJmilpYWSdKcOXO0ceNGRaNRbdmyReeff74kqbKy8pBywTmUWQAAAAB7ONBMapXP\nc8D36wK+Q5qJHRi375nZWCymM888UzfccIM+//nPy1qrr33ta7riiisOeL61Vvfcc4+OOeaYPV5/\n+umnFQgE9jhuX+Nt3LhRFRUVA197PJ6B24z3d73B5IJzeGYWAAAAQNHw+/267rrr9MMf/lDpdFpn\nnnmmli5dqu7ubknSli1btGPHjr3OO/PMM3X99dfLWitJeu655/Y5/mDH6xcKhTRx4kTdd999kqTe\n3t6Bwn0o4yD/mJkFAAAAUFRmzZql5uZmLVu2TJdcconWrVunBQtys73BYFC33XabxowZs8c53/rW\nt/TFL35Rzc3NymazmjJlih588MG9xj7jjDP2OZ7H49lvnt/+9re64oordPXVV8vr9equu+7a7zjv\nzAXnmP7fXJSKuXPn2pUrV7odAwCAguhfhGUot+wBwGCtW7dOTU1NbsfAKLSvf3vGmFXW2rkHO5fb\njAEAAAAAJYcyCwAAAAAoOZRZAAAAAEDJocwCAAAAAEoOZRYAAAAAUHIoswAAFIlS22EAAAA3UWYB\nACgSDzy/VQu+95g2d8TcjgIAQNGjzAIAUCQ27OjW9khCoQqv21EAACh6lFkAAIrEhrYeZa10+o//\nj1uOAYxKHo9HLS0tmj59ut73vveps7PzoOeceOKJh3ydzs5O/fznPx/2OMUgGAwOfF5M38Pll1+u\nMWPGaPr06Y5dgzILAECR2NDWLUnaEe3VGzt7XE4DAIVXVVWl1atX68UXX1RdXZ1uuOGGg57z1FNP\nHfJ19lVmhzJOsSmm7+Gyyy7Tww8/7Og1KLMAABSBbNbqjZ09WnTsGEnSM2+0u5wIANy1YMECbdmy\nRZJ02223ad68eWppadEVV1yhTCYzcFz/zOSBjrn11lvV3NysmTNn6pJLLtFVV12lDRs2qKWlRVde\neeUe40jSj370I02fPl3Tp0/XT37yE0nSxo0b1dTUpE996lOaNm2azjjjDMXj8T0y9/T06L3vfa9m\nzpyp6dOn68477xx475/+6Z80Z84cTZs2TTfeeOPAmMcee6wuu+wyHX300VqyZIn+/Oc/a+HChTrq\nqKP0zDPPDByzZMkSNTU16YILLlAstu+1FYLB4EFz/sd//IeOOeYYnXTSSbrooot07bXXHvC/w8MP\nP6yWlha1tLRo/vz5ymazBzy+3ymnnKK6urpBHTtU5Y6ODgAABiWRzujC4w/XqceM0Qubu/T0G+26\ncN4kt2MBGI3+dJW0bU1+xzxshnT29wd9eCaT0WOPPaZPfOITWrdune6880797W9/k9fr1Wc/+1nd\nfvvt+tjHPjZw/IGOeemll/Sd73xHTz31lBoaGtTe3q5IJKIXX3xRq1ev3uvaq1at0m9+8xs9/fTT\nstZq/vz5eve7363a2lqtX79ey5Yt00033aQPf/jDuueee3TxxRcPnPvwww9r/Pjx+uMf/yhJ6urq\nGnhv6dKlqqurUzwe1/HHH68PfvCDkqTXXntNd911l5YuXarjjz9ed9xxh5YvX64HHnhA3/3ud/WT\nn/xEr7zyim6++WYtXLhQl19+uX7+85/ry1/+8n7//vaX8x//+IfuuecePf/880qlUpo9e7bmzJlz\nwP8Wn/vc5/TEE09o3Lhxe7x+8sknKxqN7nX8tddeq9NOO+2AY+YLZRYAgCLg95Xr39+fe65o/pQ6\nZmYBjErxeFwtLS3asmWLmpqadPrpp+sXv/iFVq1apeOPP37gmDFjxuxx3mOPPbbfYx5//HF96EMf\nUkNDgySprq5OkUhkvxmWL1+u888/X4FAQJL0gQ98QE8++aTOO+88TZkyRS0tLZKkOXPmaOPGjXuc\nO2PGDH3pS1/SV7/6VZ177rk6+eSTB9677rrrdO+990qS3nrrLa1fv16HHXaYpkyZohkzZkiSpk2b\npsWLF8sYoxkzZgyMf/jhh2vhwoWSpIsvvljXXXfdAcvs/nL+7W9/0/vf/35VVlaqsrJS73vf+/Y7\nRr9zzjlHzc3NWrJkycAstSQ9+eSTBz3XaZRZAACKQCSRUpXXI6+nTBfOO1wnHdWgTJZFoAC44BBm\nUPOt/5nZWCymM888UzfccIOMMbr00kv1ve99b7/nWWsPekw+VFRUDHzu8Xj2us346KOP1rPPPquH\nHnpI3/zmN7V48WJdffXV+utf/6o///nPWrFihfx+v0499VQlEom9xiwrKxv4uqysTOl0WpJkjNnj\nOu/8+lBzDtZTTz0la61aW1tVXr5ndSyGmVmemQUAoAj8159e1oLvPSZJOvmoRl00b5I8ZQf+nxUA\nGKn8fr+uu+46/fCHP9S73/1u3X333dqxY4ckqb29XW+++eYexy9evHi/xyxatEh33XWXdu3aNfBe\nKBTaZxGTciXtvvvuUywWU09Pj+699949ZlgPZOvWrfL7/br44ot15ZVX6tlnn5WUu924trZWfr9f\nL7/8sv7+978f0t/Hpk2btGLFCknSHXfcoZNOOumQzu+3cOFC/eEPf1AikVB3d7cefPDBgfcWL148\n8Ixyv7vuuktHH320ysvLZa3dY0b7ySef1OrVq/f6KFSRlSizAAAUhQ1t3ZpU5x/4+q32mP6xkVuN\nAYxes2bNUnNzs55//nl95zvf0RlnnKHm5madfvrpam1tHTjOGKPjjjtuv8dMmzZN3/jGN/Tud79b\nM2fO1L/927+pvr5eCxcu1PTp0wcWgOo3e/ZsXXbZZZo3b57mz5+vT37yk5o1a9agMq9Zs2ZgEap/\n//d/1ze/+U1J0llnnaV0Oq2mpiZdddVVOuGEEw7p7+KYY47RDTfcoKamJnV0dOgzn/nMIZ3f7/jj\nj9d5552n5uZmnX322ZoxY4aqq6uVzWb12muv7bVg00UXXaRf/epXam5u1gknnKD169cP+loXXXSR\nFixYoFdeeUUTJ07UzTffPKTMB2JKbR+7uXPn2pUrV7odAwCAvDr+P/+sdx/dqGs/NFOS9KlbV+rV\n7VEdFq6UJN15xQI34wEY4datW6empia3YxyyXbt2afbs2XvN1I4kGzdu1LnnnqsXX3wxL+N1d3cr\nGAwqFovplFNO0Y033iifz6elS5fqRz/6UV6ucSj29W/PGLPKWjv3YOfyzCwAAC6LJFJqi/bqyMa3\nt4WYP6VOj67drrqATz4PN1IBwDtt3bpVp5566gEXQsLePv3pT2vt2rVKJBK69NJLNXv2bElypcgO\nF2UWAACXvd7WI0k6sjEw8Nr8KfWSpGg8pfpgxT7PA4DRbPz48Xr11VfdjuG4yZMn521WVso9cztS\n8KteAABcNiZUoa+edayaJ9YMvNY0LqRgRbkiibSLyQAAKF6UWQAAXDa+pkqfOfVIHVZdOfBauadM\ncyfXKpJIuZgMAIDiRZkFAMBlL2+LaEcksdfr3zr3OB03LuxCIgAAih9lFgAAl31+2XP6xn17Pw91\nZGNQXhZ/AgBgn/gJCQCAi9KZrDbujGnqbos/7W57JKG2aG+BUwEAUPxYzRgAABdt7ogrmcnusS3P\n7tp7kkpnS2tPeAAACoGZWQAAXPT6zm5Je27Ls7twlVexZEZdMRaCAjDy3XfffTLG6OWXX97vMZdd\ndpnuvvtuSdInP/lJrV279pCvs3r1aj300EOHfN6pp56qlStXHvJ5gzHUTFu3btUFF1zgQKLiR5kF\nAMBFG3bk9pid2rDvmdlQZe4mqmc2thcsEwC4ZdmyZTrppJO0bNmyQR3/61//Wscdd9whX2eoxdFJ\nQ8mUTqc1fvz4gXI/2HNGCsosAAAuOmv6Ybr+olmqDfj2+X6wolxG0jNv7CpsMAAosO7ubi1fvlw3\n33yzfve73w28bq3Vv/7rv+qYY47Raaedph07dgy8t/tMaTD49i8F7777bl122WWSpLvuukvTp0/X\nzJkzdcoppyiZTOrqq6/WnXfeqZaWFt15553q6enR5Zdfrnnz5mnWrFm6//77JUnxeFwXXnihmpqa\ndP755ysej+8z++TJk/WVr3xFM2bM0Lx58/Taa69JkjZu3KhFixapublZixcv1qZNm4ad6ZZbbtF5\n552nRYsWafHixdq4caOmT58uSUokEvr4xz+uGTNmaNasWfrLX/6yz3NGCp6ZBQDARYfX+XV4nX+/\n75cZo1BluTq5zRhAgfzXM/+ll9v3f5vvUBxbd6y+Ou+rBzzm/vvv11lnnaWjjz5a9fX1WrVqlebM\nmaN7771Xr7zyitauXavt27fruOOO0+WXXz7oa19zzTX63//9X02YMEGdnZ3y+Xy65pprtHLlSv3s\nZz+TJH3961/XokWLtHTpUnV2dmrevHk67bTT9Ktf/Up+v1/r1q3TCy+8oNmzZ+/3OtXV1VqzZo1u\nvfVWffGLX9SDDz6oz33uc7r00kt16aWXaunSpfr85z+v++67b1iZJOnZZ5/VCy+8oLq6Om3cuHEg\nww033CBjjNasWaOXX35ZZ5xxhl599dW9zhkpmJkFAMBF96/eoo07ew54TNO4sH7woZkFSgQA7li2\nbJkuvPBCSdKFF144cKvxE088oYsuukgej0fjx4/XokWLDmnchQsX6rLLLtNNN92kTCazz2MeeeQR\nff/731dLS4tOPfVUJRIJbdq0SU888YQuvvhiSVJzc7Oam5v3e52LLrpo4M8VK1ZIklasWKGPfvSj\nkqRLLrlEy5cvH3YmSTr99NP3WUqXL18+kPfYY4/VEUccMVBm93dOKWNmFgAAl3TGkvrC71br6+cc\nq0+fcqTbcQBAkg46g+qE9vZ2Pf7441qzZo2MMcpkMjLG6Ac/+MGgxzDGDHyeSCQGPv/lL3+pp59+\nWn/84x81Z84crVq1aq9zrbW65557dMwxxwz5e9j9+rt/vi/DyfT0008rENj3ooEHMpRzih0zswAA\nuGRDW25Gdn/b8uzukpuf1k//vN7pSADgirvvvluXXHKJ3nzzTW3cuFFvvfWWpkyZoieffFKnnHKK\n7rzzTmUyGbW2tg48B/pOY8eO1bp165TNZnXvvfcOvL5hwwbNnz9f11xzjRobG/XWW28pFAopGo0O\nHHPmmWfq+uuvl7W5rdCee+45SdIpp5yiO+64Q5L04osv6oUXXtjv93DnnXcO/LlgwQJJ0oknnjjw\n/O/tt9+uk08+ediZDuTkk0/W7bffLkl69dVXtWnTpmEV9GJHmQUAwCUb2vq35Tl4me3uTeuJ9W1O\nRwIAVyxbtkznn3/+Hq998IMfHHj9qKOO0nHHHaePfexjA0WxX/8s6Pe//32de+65OvHEEzVu3LiB\n96+88krNmDFD06dP14knnqiZM2fqPe95j9auXTuw2NK3vvUtpVIpNTc3a9q0afrWt74lSfrMZz6j\n7u5uNTU16eqrr9acOXP2+z10dHSoublZP/3pT/XjH/9YknT99dfrN7/5jZqbm/Xb3/5WP/3pT4ed\n6UA++9nPKpvNasaMGfrIRz6iW265RRUVFYP4L1CaTH/TLxVz5861Tu3tBABAIX3/Ty9r6fI3tPaa\nM1Xu2ffvlz/yq9xzVy2TarR0+Rt64dtnqsrnKWRMAKPAunXr1NTU5HaMQzZjxgw98MADmjJliqs5\nJk+erJUrV6qhocHVHKVoX//2jDGrrLVzD3YuM7MAALhkQ1u3jqj377fI7u6EKfVKZaye29RRgGQA\nUPxOP/10zZgxw/UiC/ewABQAAC753gdmqL0nOahj506uVZmR/v5Gu058F7/5B4BHH33U7QgDdt8e\nB4VDmQUAwCUNwQo1BAf3LFOo0quLTzhCUxtG3mqUAIqDtfagq/AC+TTcR165zRgAABds60roZ4+v\n1+aO2KDPueb90/VPsyY4mArAaFVZWaldu3YNu1wAg2Wt1a5du1RZWTnkMZiZBQDABWu2dOnaR17V\nSUc1amKtf9DndcVTstaqxu9zMB2A0WbixInavHmz2tpYNR2FU1lZqYkTJw75fMosAAAu6N+WZ2rj\n4G8b7oqn1HLNI/rGOU365MlTnYoGYBTyer0spISSw23GAAC4YMOObjWGKhSu9A76nHBlubxlZdrZ\nPbhFowAAGMkoswAAuOD1nT068hBmZSXJGKPagFftPb0OpQIAoHRQZgEAcMHmjpimNgYP+by6QIXa\ne1IOJAIAoLTwzCwAAC546qrFiqcyh3xeXcCrjhi3GQMAQJkFAMAFnjKjYMWh/xheMv8IJdNZBxIB\nAFBaKLMAABTYX17eoUfXbdc3zmlS4BAL7TkzxjmUCgCA0sIzswAAFNiK13fpnlWbVen1HPK50URK\nL2+LKJO1DiQDAKB0UGYBACiwDTu6NaUhIE+ZOeRz731ui876yZM8NwsAGPUoswAAFNiGtm4dOYSV\njCWpLuCTJLX3UGYBAKMbZRYAgALqTWf0VkdcUw9xj1lJ6s306ndv/rs8VRspswCAUY8FoAAAKKBd\n3UmNq67Uu8Yc+szsgxse1PPtT8kTrKTMAgBGPcosAAAFNL6mSsu/uuiQz8varG5de6skyZRHKLMA\ngFGP24wBACgBy7cs1+tdr6vMlKlpgnTC1Hq3IwEA4CrKLAAABfT9P72sK+96/pDPu/WlWzXGP0Yn\njDtBvoqeId2mDADASEKZBQCggFa8vktbu+KHdE4sHdPT257WkqYlGhcYp9bu7VrXGnEoIQAApYEy\nCwBAgVhr9Xpbt6Y2HNqs6vae7fKX+3XB0Reo0d+ozt4O/edDLzqUEgCA0kCZBQCgQNq6exVNpHXk\nIWzLk8om1Z5o1weO+oDCvrAaqxolY7UzvsvBpAAAFD/KLAAABbJhR48k6chDeN51e2yHrKyWNC2R\nJDVUNUiSOhKUWQDA6OZYmTXGHG6M+YsxZq0x5iVjzBf2ccypxpguY8zqvo+rncoDAIDbyow0b3Ld\noBdviqViaou1qbaiVhNDEyUpNzMrKZKizAIARjcn95lNS/qStfZZY0xI0ipjzKPW2rXvOO5Ja+25\nDuYAAKAozJ9ar//55wWDPv7e1+5VxmZ0WGDswGuN/lyZTZsuxZJp+X1sGQ8AGJ0cm5m11rZaa5/t\n+zwqaZ2kCU5dDwCAkSSTzei2tbcp6A0q4H17Jre+Mre/7Plzwyov42khAMDoVZCfgsaYyZJmSXp6\nH28vMMY8b4z5kzFmWiHyAADghm/cu0ZLfv33QR37+FuPa3P3Zo3dbVZWkrwer+oq6xQMxOQrp8wC\nAEYvx38KGmOCku6R9EVr7Ts3xXtW0hHW2pmSrpd0337G+LQxZqUxZmVbW5uzgQEAcMjmjri6E+lB\nHfvfL/23JgYnqraiZq/36irrtXbHZrUe4n61AACMJI6WWWOMV7kie7u19vfvfN9aG7HWdvd9/pAk\nrzGmYR/H3WitnWutndvY2OhkZAAAHNMZT6na7zvocat3rNbzbc/r4uMulmT2ej9UXqcXWt/S06+3\nO5ASAIDS4ORqxkbSzZLWWWt/tJ9jDus7TsaYeX15WJ4RADAidcaSqqnyHvS4W9feqpAvpPPfdf4+\n3x8XHCNTHtGunmS+IwIAUDKcXAJxoaRLJK0xxqzue+3rkiZJkrX2l5IukPQZY0xaUlzShdZa62Am\nAABc0xlLqdZ/4DK7ObpZj216TB+f9nH5vf59HpMrs91q7044ERMAgJLgWJm11i7Xvu6N2vOYn0n6\nmVMZAAAoFtZaveeYOtU3bNPrXX7VV9Yr5AupzOx5k9Rt625TmSnTR5s+ut+xxvjHyJisWru5mQkA\nMHqxOR0AAAVgjNH8lvX67tPf1U2v5V7zGI9qK2tVW1mruso61VXW6a9v/VVnTz5bY/xj9jtW/16z\nbTEWRQQAjF6UWQAACmRj10b5y/369oJvqz3RvtfHSztfUsgX0uXTLz/gOI1VuTL7/rmhQsQGAKAo\nUWYBACiAVW926PZVz2tC41idM/WcYY3VUJVb+N/jjeYjGgAAJYnd1gEAKICueFJZT4caq8YOe6z+\n24wff+21YY8FAECposwCAFAAHT0pmfJOjQ+MG/ZYFZ4K+UxQj76yXtksmwAAAEYnyiwAAAXQ1tOt\nsvKYJoUn5GW8YHmt5IkokkjlZTwAAEoNZRYAgALY2r1VkjSpenxexqupqFdZeVS7epJ5GQ8AgFJD\nmQUAoAAaauKSpPHB4d9mLEn1lQ0y5RF1UGYBAKMUZRYAgAKY2NgrSRqXpzI7NjBGpjyqnd29eRkP\nAIBSQ5kFAKAA3opskZHRGP+YvIx3VP14mbKMWo6oyMt4AACUGsosAAAFsOzZF1SuGnnLvHkZb3ww\nt8VPd7o9L+MBAFBqKLMAABRAwrbLb+rzNl5DVYMk6c/r1+dtTAAASgllFgCAAkibdoW8jXkbr9Gf\nG+v/XtuQtzEBACgllFkAABzWm8pI5Z2q8+XneVlJaqzKldmO3p15GxMAgFJCmQUAwGFvdu6QKUur\nsWps3sb0e/0qs5WKpjvyNiYAAKWEMgsAgMM6endIkprHTc7ruJVlNYpnKbMAgNGJMgsAgMO6M7lb\ngRdMeldex/V7apW0nXkdEwCAUkGZBQDAYW92bZEkjcnjbcaSNHPcJE1sTOV1TAAASgVlFgAAh63Y\n9Jps1queeEVexx0fGqP2xC5Za/M6LgAApYAyCwCAw3bGtyubqlFtwJfXccuzNYqn41q/kxWNAQCj\nD2UWAACHdSR3SOkaBSvK8zqux4YlSWta38rruAAAlALKLAAADuvO7JTX1skYk9dxDw/nnsHdHNme\n13EBACgFlFkAAByUzCTVaztVVVaf97GPqBknSWrtpswCAEYfyiwAAA7aHssVzcXvOjrvY0+tPUyS\ntCPOM7MAgNGHMgsAgIO29WyTJL1v+rS8j11TWS1lvepMUmYBAKNPfleiAAAAe2jtaZUk+U1D3sc2\nxmhCeKyOamRrHgDA6MPMLAAADmrtzpXZ3/+j25Hxx/gbtZPbjAEAoxAzswAAOGhzdKuy6aAag0FH\nxk/E/doQe8ORsQEAKGbMzAIA4KAt3a2yqWrV+L2OjB+LBxRJtTsyNgAAxYwyCwCAg1q7W5VN1aim\nyufI+LWVDVJZQrFUzJHxAQAoVpRZAAAcYq1VW2K7bLpGtQ7NzDZWNkqS3uza5sj4AAAUK8osAAAO\niSQj6s3E9d6mJh01NuTINcYGcmX2jY5WR8YHAKBYUWYBAHBI/x6zZx3bpMZQhSPXmFg9VpK0Nbrd\nkfEBAChWlFkAABzSX2Yj0YCsdWYv2HOajpEkVVbyzCwAYHShzAIA4JDWntytv1+/e7Nj16ipqFF5\nWbna4m2OXQMAgGJEmQUAwCGtPa0y8qjaVytjjCPXSGWsPNlqPbd1kyPjAwBQrCizAAA4pLWnVT7V\nqc5f6dg1vB6jeDyg1ugOx64BAEAxoswCAOCQbT3b5MnUqtqhbXkkyRgjr6rVnW537BoAABQjyiwA\nAA5p7WmVTdeqpsq5MitJlWU1StgOR68BAECxocwCAOCAdDattlib3vOuo/TPpx7p6LWC5XVKq0fJ\nTNLR6wAAUEwoswAAOGBnfKcyNqO5E6dq9qRaR681Ljhm4JoAAIwWlFkAABzQvy3PlrZKbemMO3qt\nT53YIklszwMAGFUoswAAOKC1O1dmr/vfNj35qrMls7GqUZLUFqPMAgBGD8osAAAO6J+ZzaZrVOPg\nasaS9OrWPLkZAAAgAElEQVSW3B62b3Zuc/Q6AAAUE8osAAAOaO1pld8TlLIVqvH7HL2WsQFZW6a3\nIpRZAMDoQZkFAMAB23u2K+zNLczk9MxsQ6BKNh3Uth5uMwYAjB6UWQAAHNDa06qAp16SVOvwzGxt\nwCebDmknC0ABAEYRyiwAAA5o7WnV9LGTdcen5qsu4GyZresrsx29bM0DABg9KLMAAORZT6pHkWRE\nU2om6MQjG+T1OPvjttbvU01Fg3oyHY5eBwCAYkKZBQAgz7b15BZiinYH9ee12x2/nq+8TJccP0Ox\ndJfS2bTj1wMAoBhQZgEAyLP+bXlWvJrRtY+8UpBrNlQ1yMpqV3xXQa4HAIDbKLMAAORZ/8xsIh52\nfPGnfg8+2y1JamMRKADAKEGZBQAgz1p7WlVmytQd86s24Oy2PP0SvUFJUluMMgsAGB0oswAA5Nm2\nnm0a4x+jrlhG1VWFmZltrGqQxMwsAGD0oMwCAJBnrT2tGucfp85YSrX+wszMjgs2ylqjnXG25wEA\njA7lbgcAAGCkae1u1fSG6Xrk/ztFwYrC/KitD/hltwW0rXtHQa4HAIDbmJkFACCPsjar7bHtGhcc\np6mNQY0JVxbkukePDSpYXqvtMcosAGB0oMwCAJBH7Yl2pbIpBcoa9OsnX9eWznhBrru4aaxmTZik\nziRb8wAARgfKLAAAedTandtjNp2s1nf+uE5bC1RmJamxqlE7YzwzCwAYHSizAADkUWtPrsyW2zpJ\nUk1VYRaA2twR0x+e7dHO+E5lspmCXBMAADdRZgEAyKP+MluWrpUk1fgLszVPqMKrnphfWWXV0dtR\nkGsCAOAmyiwAAHm0rWebqsqrFEvkSmxNgbbmCVWWy2TCkqS2GHvNAgBGPsosAAB5tK1nm8YFxqkz\nnlKwolxeT2F+1JaVGQXLc7PBbXHKLABg5GOfWQAA8qi1p1XjAuP0lXcfqytOObKg16721WunpJ1x\nFoECAIx8zMwCAJBHrT2tOixwmKp8Hh1WXZg9ZvudfdzRkrjNGAAwOlBmAQDIk0Q6ofZEu8YFxuk3\nf3tD96/eUtDrf+WM6aquqOY2YwDAqECZBQAgT7bHtkuSxgXH6bcr3tSja7cXPENdRZ06EqxmDAAY\n+SizAADkSf+2PIf5D1NHLFmwlYz7/ezx9dqwI6WeVE9BrwsAgBsoswAA5Mm2nm2SpLH+w9QVT6m2\nQHvM9vP7ypXNVKqrt7ug1wUAwA2UWQAA8qR/ZtZfVq+slaqrCjszWxfwyWZ9iiYpswCAkY8yCwBA\nnmzr2ab6ynrFk0aSCj4zWxfwSZlKdSe5zRgAMPKxzywAAHnSnmhXfVW9JtX79ep3zi749XMzsxWK\npymzAICRj5lZAADyJNIbUdgXliT5ysvkKy/sj9lx1ZWaMX6MerMxWWsLem0AAAqNMgsAQJ5EU1GF\nfCGt3Niuq+9/UR09yYJevz5YobOOm6yMzSiZLey1AQAoNMosAAB50j8zu2ZLl25d8abcmBv1mSpJ\nUjeLQAEARjjKLAAAeRJNRhWuCKszlpJU+NWMJen6x96SJMVSsYJfGwCAQqLMAgCQB6lsSrF0TCFf\nSJ2xpMKV5fKUmYLnCHgDkqQeFoECAIxwlFkAAPIgmoxKksK+sDrjKdUGCrstT79gX5nlNmMAwEhH\nmQUAIA92L7PprFW9S2U2XBGUJMXS3GYMABjZHNtn1hhzuKRbJY2VZCXdaK396TuOMZJ+KukcSTFJ\nl1lrn3UqEwAATon0RiTlyuwNH53t2tY41RUhKcHMLABg5HNyZjYt6UvW2uMknSDpX4wxx73jmLMl\nHdX38WlJv3AwDwAAjumfmQ35QpKk3O9rC+/0pkmSeGYWADDyOVZmrbWt/bOs1tqopHWSJrzjsPdL\nutXm/F1SjTFmnFOZAABwSiT59szsF3/3nO5fvcWVHGc2TZYk9SQpswCAka0gz8waYyZLmiXp6Xe8\nNUHSW7t9vVl7F14ZYz5tjFlpjFnZ1tbmVEwAAIasv8z6y4O6b/VWvbHTnTJprK8vD7cZAwBGNsfL\nrDEmKOkeSV+01kaGMoa19kZr7Vxr7dzGxsb8BgQAIA/6y6yyVZKkGhf2mJWkR17aIZup0LZopyvX\nBwCgUBwts8YYr3JF9nZr7e/3ccgWSYfv9vXEvtcAACgpkWRE3jKvYr25H601fpdWM64ql81WKNLL\nzCwAYGRzrMz2rVR8s6R11tof7eewByR9zOScIKnLWtvqVCYAAJwSTUYV8oXUFU9Lkmr87szMVld5\nc2WW24wBACOcY1vzSFoo6RJJa4wxq/te+7qkSZJkrf2lpIeU25bnNeW25vm4g3kAAHBMpDeS22M2\nk9W46krVBypcyVFd5ZWyFepmASgAwAjnWJm11i6XdMB9CWxuE75/cSoDAACFEk1GFa4Ia/7Ueq34\n2mLXcoQrczOzsXTMtQwAABRCQVYzBgBgpIskIwN7zLqpxu/TMWMa5fH0uh0FAABHUWYBAMiDaDKq\nsC+sZc9s0if/+x/K3XxUeL7yMh03tlEZJVy5PgAAhUKZBQAgDyLJ3DOzL23t0qo3O5RbB9EdmYxP\nkd6oa9cHAKAQKLMAAAyTtXZgZrYzllKtS9vy9Pvruoi6Uz2uzQ4DAFAIlFkAAIYplo4pYzMK+ULq\njKVU7dK2PP0qywOyyiiZTbqaAwAAJ1FmAQAYpkhvRJJyM7PxpOszs4FyvySpJ8X2PACAkYsyCwDA\nMEWSfWW2Iqzx1VU6akzQ1TxBX+76Pew1CwAYwRzbZxYAgNGiv8yGfCHd+LG5LqeRQr6glJZ60pRZ\nAMDIxcwsAADDFE3mVg4O+8IuJ8lZdPThkqTuZLfLSQAAcA5lFgCAYeqfmc2kKnTOT5/UIy9tczVP\n8/ixknILUwEAMFJRZgEAGKb+BaDS6UqtbY0okc66mieVyq2m3B6PuJoDAAAnUWYBABimaCoqI6Nk\nqkKSVOvy1jzrt6UkSZs6OlzNAQCAkyizAAAMU6Q3oqA3qK5YWpJUU+Xu1jwNgdyzux3xqKs5AABw\nEmUWAIBhiiajCleE1RnLzYjWuDwz29hXZrt6KbMAgJGLMgsAwDBFkhGFfCFV+72aN7lOdQF3Z2Zr\n/RWyGZ8irGYMABjB2GcWAIBhiiQjCvvCOnPaYTpz2mFux1G4yiubrWRrHgDAiMbMLAAAwxRNRhXy\nhdyOMSBUUa7DQtWqK55IAADkHWUWAIBhivTmZma/9vsXdPkt/3A7jsrKjMYEqpU1cbejAADgGMos\nAADDFE1FFfaFtak9ps5Y0u04kqRU2qvtUfaZBQCMXDwzCwDAMKQyKcXTcYV8IXXFU2oMVrgdSZK0\naWdGKmefWQDAyMXMLAAAwxBJ5mY/wxVhReJpVVe5uy1Pv4oyv9KW24wBACMXZRYAgGHoL7P9M7PF\nUmYrPX6llXA7BgAAjuE2YwAAhmFgZtYX1qnHhNQ8scblRDl+b0A2SZkFAIxclFkAAIYhmoxKypXZ\nn17Y4nKatwW8ASmVUTKTlM/jczsOAAB5x23GAAAMQ6T37ZnZYnLS1ImS3i7bAACMNJRZAACGob8s\ntnZIM779v/rrKztcTpQzoTp3u3MsHXM5CQAAzqDMAgAwDP3PzKZTlYr2plVR7nE5UU5vMrcQ1dZI\np8tJAABwBmUWAIBhiCajqvBUKNZrJKloVjNu787leX3XLpeTAADgDMosAADDEElGFPKFFEmkJEnV\n/uIos/X+3DO8u2IRl5MAAOAMyiwAAMMQSUYU9oXVFe8rs0UyM9vgr5YkdcRZAAoAMDJRZgEAGIb+\nMnvUmJAumDNRAV9xPDM7NpCbme1MUGYBACMT+8wCADAMkd6IGqoa9J5jx+g9x45xO86AseHczGyk\nt9vlJAAAOIOZWQAAhiGajCpcEVYqk5W11u04A2orQ5KkpgkVLicBAMAZlFkAAIYhkowo5A3pk/+9\nUh/8xVNuxxlQZsrkL/crrbjbUQAAcARlFgCAIcra7MDMbFc8pUBFcT2941GlXt6+0+0YAAA4gjIL\nAMAQ9aR6ZGUV9oUViacULpKVjPslkl692tbmdgwAABxBmQUAYIgiydwermFfWJFEqmi25ennNVXq\nzXCbMQBgZKLMAgAwRNFkbtubkC+krnjxldmKMr9SNuZ2DAAAHEGZBQBgiCK9uZnZoDekT548VQum\n1rucaE+VHr8ySrgdAwAARxTXShUAAJSQ/pnZmspqffWsY11Osze/16+sEspmrcrKjNtxAADIK2Zm\nAQAYov5nZivLAuqMJZXJFs8+s5I0c8JY1QazMvRYAMAIRJkFAGCI+svsxjarlmse1YoNu1xOtKea\nypBi6ZgMbRYAMAJRZgEAGKJIMqIyU6beZG7hp2JbACqZ8imVTemNXV1uRwEAIO8oswAADFGkN6Kg\nN6hoIiNJClcV11IU6ZRPkrR+x06XkwAAkH+UWQAAhiiaiirsC6srnpJUfDOzdVUhSVJbjJlZAMDI\nQ5kFAGCIIr0RhXwhRfrKbKiyyMqsPyxJ2hWLuJwEAID8K677oQAAKCHRZFThirBOPLJevvIyeYps\n+5vGvjLbHo+6nAQAgPyjzAIAMESRZERH+o/U/Kn1mj+13u04e6n3524z7kp0u5wEAID84zZjAACG\nKJKMKOwLa0tnXDu7e92Os5eQL1dmT59e7XISAADyjzILAMAQRZO5BaC+sOw5fe6O59yOsxe/1y9J\niqVjLicBACD/KLMAAAxBb6ZXvZlehXwhdcVTRbeSsSQFvUFJ0uOvbHI5CQAA+UeZBQBgCKLJ3KJK\nYV9YkUSq6PaYld6emX1p2w6XkwAAkH+UWQAAhiDSm9vupphnZstMmcpUoUQm7nYUAADyjjILAMAQ\nRJK5MltVHlQilS3KMitJXlOl3gzPzAIARp7iuycKAIAS0F9mw76wvveByZoxoThXDPaVVSlmmZkF\nAIw8lFkAAIagv8zWVVXronmTXE6zf5WegDyeXvWmM6oo97gdBwCAvOE2YwAAhqB/ASiT9euFzZ2K\nJdMuJ9q3KXV1mj3ZT5EFAIw4By2zxpj6QgQBAKCU9C8Atb41rfN+9je9vC3qcqJ9C3gD6k51ux0D\nAIC8G8zM7N+NMXcZY84xxhjHEwEAUAKiyaiqyqvU05v7ulgXgMpmfNrU0aFXtxdn2QYAYKgGU2aP\nlnSjpEskrTfGfNcYc7SzsQAAKG6RZEQhb0iRREpS8ZbZclOlWLpHmztY0RgAMLIctMzanEettRdJ\n+pSkSyU9Y4z5P2PMAscTAgBQhCLJiMIVYXXFcmU2XFmcZba6IiRT1qtIvDif6QUAYKgOuppx3zOz\nFys3M7td0uckPSCpRdJdkqY4GRAAgGIUTUYV9oXVFU+pyuuRr7w411SsrQrKlGW0q4eZWQDAyDKY\nrXlWSPqtpH+y1m7e7fWVxphfOhMLAIDiFklGNNY/Vh9omqg5R9S6HWe/6qrCkqRdsYjLSQAAyK/B\n/Br5m9ba/9i9yBpjPiRJ1tr/ciwZAABFrH9m9rjxYZ09Y5zbcfYrXBGUJGVNwuUkAADk12DK7FX7\neO1r+Q4CAEApifRGFPKFtOrNdq1rLd5Zz6A3V2bPn9PgchIAAPJrv7cZG2POlnSOpAnGmOt2eyss\niVUkAACjVtZm1Z3qVrgirG/c+6Im1lbp15ce73asffJ7/ZKknlSPy0kAAMivA83MbpW0UlJC0qrd\nPh6QdKbz0QAAKE7RZFRWVmFfWNFEWuEi3ZZHentm9sbla11OAgBAfu13ZtZa+7yk540xt1trmYkF\nAKBPJJm7rTjkC6krniraPWYlKeANSJJe3t7mchIAAPLrQLcZ/4+19sOSnjPG2N3fUm772WbH0wEA\nUISiyagkKVAeUndvoiTKLLcZAwBGmgNtzfOFvj/PLUQQAABKRf/MrEd+SQmFK4u/zCYy7DMLABhZ\nDnSbcWvfpzslxa21WWPM0ZKOlfSnQoQDAKAY9c/MjgnU6PZPHqUj6v0uJ9o/f3kuW282pkzWylNm\nXE4EAEB+DGZrnickVRpjJkh6RNIlkm5xMhQAAMUs0pubma2vqtHCdzVoYm3xlllPmUfeskrVh6RE\nKuN2HAAA8mYwZdZYa2OSPiDp59baD0ma5mwsAACKV//MbCzh1YMvbFVXPOVyogOrrgjqzBk1ClQc\n6OkiAABKy6DKrDFmgaQlkv7Y95rHuUgAABS3SDIij/Hopc29+tc7ntP2SMLtSAcU9AZZAAoAMOIM\npsx+QdLXJN1rrX3JGDNV0l+cjQUAQPGKJCMK+UKKJHI71xXzasaSVKYK/d9rm7XqzQ63owAAkDcH\nvd/IWvuEcs/N9n/9uqTPOxkKAIBiFklGFPaFFUnkbi8u5tWMJamqPKBosr3oZ5ABADgUBy2zfSsY\nf1nS5N2Pt9Yuci4WAADFq39mtiueks9TpkrvYG50ck/IF5Qpay36Z3sBADgUg1kJ4i5Jv5T0a0ks\ngwgAGPWiyWhuZrY7pXCVV8YU93Y3NRUhmbJeRSizAIARZDBlNm2t/cWhDmyMWSrpXEk7rLXT9/H+\nqZLul/RG30u/t9Zec6jXAQCg0CK9EY0LjNPn5h2lJfOPcDvOQYUrAjJlvczMAgBGlMGU2T8YYz4r\n6V5Jvf0vWmvbD3LeLZJ+JunWAxzzpLX23EFkAACgaESTUYV8IY2vqdL4miq34xxU0BdUmadXY8OV\nbkcBACBvBlNmL+3788rdXrOSph7oJGvtE8aYyUOLBQBAcbLWDiwAdf/qLWoIVmjhuxrcjnVAAW9A\n1qR10fzxbkcBACBvBrOa8RQHr7/AGPO8pK2SvmytfcnBawEAMGyJTEKpbEohX0g//NOrmjWppiTK\nrCT1pHrk8/hcTgMAQH4cdPlFY4zfGPNNY8yNfV8fZYzJx63Bz0o6wlo7U9L1ku47QIZPG2NWGmNW\ntrW15eHSAAAMTTQZlSSFfWF1xVNFv8es9HaZ/fydf3c5CQAA+TOYvQR+Iykp6cS+r7dI+s5wL2yt\njVhru/s+f0iS1xizz19tW2tvtNbOtdbObWxsHO6lAQAYskhvRJIU9IYUTZRWmX2zY5fLSQAAyJ/B\nlNkjrbX/T1JKkqy1MUnD3oPAGHOY6dvLwBgzry8LP2UBAEUtmsrNzHrLAspalVSZ7U72uJwEAID8\nGcwCUEljTJVyiz7JGHOkdlvVeH+MMcsknSqpwRizWdK3JXklyVr7S0kXSPqMMSYtKS7pQmutHco3\nAQBAofTPzJZl/ZKiCpdQmY2lYrLWFv2+uAAADMZgyuy3JT0s6XBjzO2SFkq67GAnWWsvOsj7P1Nu\n6x4AAEpGJJkrs5Nr6/XElcep2l/8ZTboDUqS0oorkcqqyudxOREAAMM3mNWMHzXGPCvpBOVuL/6C\ntXan48kAAChC/WW2rqpGtZV+l9MMTv/M7PTDK5XMZFUlyiwAoPTtt8waY2a/46XWvj8nGWMmWWuf\ndS4WAADFqb/Mbm2XfvfqBl0073DV+It7u5v+Mnv+nPqSeMYXAIDBONDM7A/7/qyUNFfS88rNzDZL\nWilpgbPRAAAoPtFkVP5yv17cEtV/PfyyzmsZr5oin6D1l+cCxlIxl5MAAJA/+13N2Fr7Hmvte5Sb\nkZ3dtzXOHEmzlNueBwCAUSfSG1G4IrfHrCSFKwez/IS7PGUeVXiq9IsnX9LjL293Ow4AAHkxmK15\njrHWrun/wlr7oqQm5yIBAFC8osmoQr6QuuIpecqMghXFX2al3OxsbyauzljK7SgAAOTFYH4Cv2CM\n+bWk2/q+XiLpBeciAQBQvCLJiMK+sCLxtMKV5SWzzU3QG9SOssTAjDIAAKVuMDOzH5f0kqQv9H2s\n7XsNAIBRJ5KMDMzMltJiSkFfQMbTq0g87XYUAADyYjBb8yQk/bjvAwCAUS2ajCrsC+tbFzQrlsy4\nHWfQgr6APJ6dzMwCAEaMwczMAgCAPv23GVd6PaoLFPeWPLsLeAOqCWQ1fULY7SgAAOQFZRYAgEFK\nZ9PqSfUo7AvrZ4+v10NrWg9+UpEIeAMK+TP6wOyJbkcBACAvDlhmjTEeY8y1hQoDAEAx6052S5LC\nFWHd8tRGLX9tp8uJBi/oDaon1aNM1rodBQCAvDhgmbXWZiSdVKAsAAAUtWgyKilXDLviKYUrS2cB\nKL/Xr87ebr33uifdjgIAQF4MZmue54wxD0i6S1JP/4vW2t87lgoAgCIUSUYkSZWeoFKZRGmtZuwN\nyiqlSCLhdhQAAPJiMGW2UtIuSYt2e81KoswCAEaVrmSXJKks65dUWmU24A1IkiK93S4nAQAgPwaz\nNQ97ygIAoLdvMza2SsaoJMtsT7pH6UxW5R7WgAQAlLaDllljzERJ10ta2PfSk5K+YK3d7GQwAACK\nTf9txjPGjdNr/zlT1pbOYkr9ZdaU9SqaSKu2hLYVAgBgXwbza9nfSHpA0vi+jz/0vQYAwKjSPzMb\n8oXkKTMlNbvZX2bPm1WnMmNcTgMAwPAN5qdwo7X2N9badN/HLZIaHc4FAEDRifRGVF5Wrhc2xfS1\n369RZyzpdqRB6y+zH5zbqGp/6dweDQDA/gymzO4yxlzct+esxxhzsXILQgEAMKpEkhGFfWGtbY1q\n2TOb3I5zSALluTK7M9alRCrjchoAAIZvMGX2ckkflrRNUqukCySxKBQAYNSJJqMK+8LqiqckSaES\n2mc26AtKkr7y+3/oz+u2u5wGAIDhG8xqxm9KOq8AWQAAKGqRZEQhX0hd8ZRCFeXylJXOs6d+rz/3\nSVmvIvG0u2EAAMiD/ZZZY8xXrLX/zxhzvXL7yu7BWvt5R5MBAFBk+mdmI+0phUtoWx7p7duMTVnv\nwMwyAACl7EAzs+v6/lxZiCAAABS7SDKiCcEJykgaE65wO84h8ZR5VFleqbSHMgsAGBn2W2attX8w\nxngkzbDWfrmAmQAAKEpdvV2qrqjWNz/S4naUIQl6g0r6UookKLMAgNJ3wGdmrbUZY8zCQoUBAKBY\nZW12YDXjUhXwBlR3mFeLjx3jdhQAAIbtoAtASVptjHlA0l2SevpftNb+3rFUAAAUmZ5Uj7I2q+qK\nan3pf57XvCm1+sjxk9yOdUgC3oDqK6XFTWPdjgIAwLANpsxWKrev7KLdXrOSKLMAgFGjq7dLklRd\nUa2H1rSqLlBaC0BJuTIb6e3Wls64JtRUuR0HAIBhGczWPOwpCwAY9bqSuTIbKA8rnoqrusRWM5Zy\nZXbt9te15Ka/669XvsftOAAADEvZwQ4wxhxtjHnMGPNi39fNxphvOh8NAIDiEemNSJLKbG6/1lLb\nmkfKlVmZhDpiLAAFACh9By2zkm6S9DVJKUmy1r4g6UInQwEAUGz6Z2ZNNldmS3JmtjygjBLqiqeU\nzmTdjgMAwLAMpsz6rbXPvOO1tBNhAAAoVv0zs5WeoA6vq1JDsLT2mZWkgC+glI1LEnvNAgBK3mAW\ngNppjDlSuUWfZIy5QFKro6kAACgy/QtAzTl8gp78ylSX0wxNoDygjE1JSqsjllR9CRZyAAD6DabM\n/oukGyUda4zZIukNSUscTQUAQJHp6u1SVXmVKjylWwCDvqAk6evvm6q6QOl+HwAASIO7zdhaa0+T\n1CjpWGvtSYM8DwCAESOSjCjkC+mhNa26+NdPK5oovdt0/eW5533fO7NOdQGfy2kAABiewZTSeyTJ\nWtvz/7N33+FxVgfah39nepFm1GXLtixjG4xNx6YaAiGUBEJLAqQBCZuQtvmSTUg2u2m7STZ1U3ZD\nCpsQQoDQkqUFSJbQezPduGDcJFuSLWlG0oymvt8frwRGcpFtSWdGeu7rmmssnZH82JY88+ic9xzH\ncXoH33fz+EUSEREpPYlMgngwzprOPh5evYWgz2s70m4bmpl9obWd9uSA5TQiIiJ7Z4fLjI0xC4BF\nQNwYc+42QzEgNN7BRERESkkimyAeiJNI5wj7vQR85bdIKeqLAvCZ6x/ji2+L88kT5lpOJCIisud2\nds3sfsAZQBXw7m3e3wt8bDxDiYiIlJpEJsHs2GwSW3NleSwPuLsZAwQCWbpTWctpRERE9s4Oy6zj\nOLcCtxpjjnYc57EJzCQiIlJyktkk8WCczekcsfBo9k8sPUMzs9FQga5+lVkRESlvo1kjdY4xJmaM\n8Rtj/m6M6TTGfGjck4mIiJSQZCZJLBBjWizEoqa47Th7ZOia2UgoT7fKrIiIlLnR/Gj5FMdxvmSM\nOQdYC5wLPAhcM57BRERESsVAfoCBwgDxYJwvnHWA7Th7LOJ3dzMOB3NaZiwiImVvNGV26MKg04Gb\nHMdJGGPGMZKIiEhpSWaTAMQCMctJ9s7Q0TyHz4lw+qz9LKcRERHZO6NZZny7MeZV4HDg78aYekD7\n+YuIyJSRyCQAiAfjnPOLR7jy4dctJ9ozPo+PsC9MTYXDsfPqbMcRERHZK7sss47j/DNwDLDYcZwc\n0A+cNd7BRERESsXQzGyFP8ay9T0k0jnLifZcxBehM5Xkvlc7KBQd23FERET22C7LrDHGD3wIuMEY\nczNwCbB1vIOJiIiUiqGZWR/uMt1yPZoH3E2gXtuyhY9c9RQ9um5WRETK2GiWGf8Sd4nxLwZvhw2+\nT0REZEoYKrOmWP5lNuKLgMkAaBMoEREpa6PZAGqJ4zgHb/P2vcaY58crkIiISKkZWmZcLJR/ma0I\nVNCdTwPQnSrf5dIiIiKjmZktGGPmDr1hjNkHKIxfJBERkdKSyCTwGi+xQAXHzK1lWjxkO9Iei/qi\n5IruPo5dOmtWRETK2GhmZi8D7jPGrAEMMBv4yLimEhERKSHJbJJYIMbCpjjXfewo23H2SiwYI114\nFYBulVkRESljuyyzjuP83RgzHxg6kG6F4ziZ8Y0lIiJSOhKZBPFg3HaMMVEXrqMrs4XfXbyYhU2T\n488kIiJT02h2Mw4Bnwa+CXwD+OTg+0RERKaERCZBLBjj94+u5W0/vI+BXPlebVMfridfzHNIS4DG\nmNdlN6MAACAASURBVJ7ORUSkfI3mmtmrgUXAfwM/H/z1H8YzlIiISClJZBPEA3E2JQZo60kT9I3m\n6bM01UfqAbh7+UqeWKOT9kREpHyN5prZAxzHWbjN2/cZY14Zr0AiIiKlJplJsk98H5K9OeJhP8YY\n25H2WH3YLbNXPPoccys8HLlPreVEIiIie2Y0P1p+1hjzxm4XxpgjgafHL5KIiEhpSWQTxAIxEukc\nsTI+lgfeLLOhUJ92MxYRkbI2mpnZw4FHjTHrB99uBlYYY14EHMdxDhq3dCIiIpYVigV6s73Eg3Fe\nSefK+oxZgLpIHQD+QB/d3TpnVkREytdoyuxp455CRESkRPVmewGIB+Mc2lxtOc3eC/vCVPorMSZJ\nd0ozsyIiUr5GczTPuokIIiIiUooS2QQAsUCMD568r+U0Y6M+Uk8xkySRzpEvFPF5y3dDKxERmbpG\nMzMrIiIyZSUzSYBJc84suNfN9nr7ufOzx+Ep482sRERkatOPYkVERHZiaGY25Klgwdfu4nePvG45\n0d6ri9SRyHax//QYHo/KrIiIlCeVWRERkZ1IZNwy6xQiDOSKBH1ey4n2XkO4gY5UJ1c/+jobu1O2\n44iIiOwRlVkREZGdGCqzhXwIgNqKgM04Y6IuXEeumOXrdzzNy21J23FERET2iMqsiIjITiSzbtkb\nyA6W2Wj5l9mGSAMAHl8vPdrRWEREypTKrIiIyE4kMgmi/ig9/XkAaiZBma0Lu2fNGl+Srn6dNSsi\nIuVJZVZERGQnktkk8UCcWTURzl88i/rKoO1Ie60+Ug9AINins2ZFRKRs6WgeERGRnUhkEsSDcZa0\n1LCkpcZ2nDFRH3bLbCTST1e/yqyIiJQnlVkREZGdSGQSxIIxBnIFAl7PpDjKJuKPEPVHOengCF8+\nYqHtOCIiIntEy4xFRER2YmiZ8Weue5YzL3/YdpwxUx+uZ6DYQyzktx1FRERkj6jMioiI7MTQzOzW\n/ixV4fLf/GlIfaSe1V1t/OahNbajiIiI7BGVWRERkR1wHIdENkE8EGdrX3ZS7GQ8pC5cR3t/Bz+/\nb7XtKCIiIntEZVZERGQH0vk0+WKeeDBOV3+W2orJU2Ybwg0MOD0k0lkKRcd2HBERkd2mMisiIrID\nyWwSgIivkr5MntpJNDNbH6mn4GRxzACJtM6aFRGR8qMyKyIisgOJTAKACn8lnz1pPkfuU2s50dip\nC9cB4PH16ngeEREpSzqaR0REZAeGymxDtIbTT97Xcpqx1RBpAMD4kvSkVGZFRKT8aGZWRERkBxJZ\nt8z6TZSO3gGKk+ja0qGZ2e+f38Lhs6stpxEREdl9KrMiIiI7MDQzu2xthiO+83fWbu23nGjsDM3M\n9ua6MMZYTiMiIrL7VGZFRER2YGgDqIGBEAC1FUGbccZU1B8l7Atzx8uvcu+r7bbjiIiI7DaVWRER\nkR1IZBL4PX4SKfB7DbHQ5Npqoj5cz/LOVh5f02U7ioiIyG5TmRUREdmBRCbxxhmz1ZHApFuOWx+p\nxx/oo1u7GYuISBlSmRUREdmBZDZJPOCW2cm0xHhIfbgejy9Jt3YzFhGRMjS51kuJiIiMoWQmSTwY\n57zFs0hlC7bjjLn6SD1FT5IulVkRESlD4zYza4y50hjTYYx5aQfjxhjzX8aY1caYF4wxh41XFhER\nkT2RyCaIBWKcsmgaZx86w3acMVcfrqdoMqRzk2eXZhERmTrGc5nxVcBpOxl/JzB/8PZx4JfjmEVE\nRGS3JTIJYsEYL7Um6JmEs5dDZ83+4qL5lpOIiIjsvnErs47jPAjsbHvEs4CrHdfjQJUxZvp45RER\nEdldiUyCCl+MM/77Ya55fJ3tOGNu6KzZLektlpOIiIjsPpsbQM0ANmzz9sbB94mIiFiXK+ZI5VP4\nTRSAmujk3AAK4Ef3PEkinbOcRkREZPeUxW7GxpiPG2OeNsY83dnZaTuOiIhMAclMEgCP45bZ2oqA\nzTjjoi7iLjN+tm09W/oyltOIiIjsHptlthWYtc3bMwffN4LjOFc4jrPYcZzF9fX1ExJORESmtkQ2\nAYBTDANQG518ZbbSX4nfE8Tj69VZsyIiUnZsltnbgAsHdzU+Ckg4jrPJYh4REZE3DM3MFnJuma2Z\nhGXWGEN1sBbjS9KlMisiImVm3M6ZNcb8ETgBqDPGbAS+AfgBHMf5FXAn8C5gNZACPjJeWURERHZX\nIuPOzB42cwY/fG8j0+Nhy4nGR324njZfLz0pXTMrIiLlZdzKrOM479/FuAN8erx+fxERkb0xtMx4\nv/pGZs2dtYtHl69p0QZeDrRRcBzbUURERHZLWWwAJSIiMtGGlhlv6ja81JqwnGb8TKtoIBpJ8f4j\nmm1HERER2S0qsyIiItuRyCYwGH59fyuX3fyC7Tjjpj5cT3+un1QuZTuKiIjIblGZFRER2Y5EJkFl\noJKu/vyk3Ml4SH3EPSXgP/76hOUkIiIiu0dlVkREZDsSmQTxYJytfdlJuZPxkPqwW2afaV1nOYmI\niMjuUZkVERHZjmQ2STwQp6s/S23F5C+ziexWy0lERER2j8qsiIjIdiQzSSr8lfRlpsYy4/58l+Uk\nIiIiu2fcjuYREREpZ4lsgunRJq655EhmVk/OM2YBYoEYXvyknR4KRQevx9iOJCIiMioqsyIiItuR\nyCSoCsVZOr/OdpRxZYyh0l9DsDJNKpunMuS3HUlERGRUtMxYRERkmKJTJJlN4nGi3PXiJnoHcrYj\njavZVdM4sNmjIisiImVFZVZERGSY/lw/RadIV6+PT177LJ29GduRxlVDpIGOdIftGCIiIrtFZVZE\nRGSYRCYBQDEfAqC2ImgzzrgLEmddz2YeWb3FdhQREZFRU5kVEREZJpF1y2w2G8LvNcRCk3uLidpw\nPUWTZu3WbttRRERERk1lVkREZJihmdmBTJDqSABjJvcOv7Ni0wDY2NtuOYmIiMjoqcyKiIgMk8wm\nAUgNBCb9EmOAGZUNAGzu77ScREREZPQm97opERGRPZDMuGX2yycfTsDELacZfw1Rt8xu0SZQIiJS\nRlRmRUREhhlaZrx/YyMBb8BymvFXH64HIBRKWU4iIiIyelpmLCIiMkwikyDsC3PDk2281JqwHWfc\nVQWr8Hl8LJxlO4mIiMjoqcyKiIgMk8gmqAzE+NqtL3P/ism/9NYYQ324ns6UrpkVEZHyoTIrIiIy\nTDKTJOqrBKAmOvk3gAIo5Cr524pVtmOIiIiMmsqsiIjIMIlsgpCnAoDaisl/zSxAyFSRLnZTKDq2\no4iIiIyKyqyIiMgwiUyCwFCZjU6NMlsdqsP4kiTTOdtRRERERkVlVkREZJhkJonXiQJQM0XKbF2o\nDuNNs7m313YUERGRUVGZFRERGSaZTbJo2jTu/+IJzKqJ2I4zIaZVNAKwtnuz5SQiIiKjo3NmRURE\ntjGQH2CgMEBNuIqWuqjtOBNmTvV0ANJOt+UkIiIio6OZWRERkW0ks0kA1nc6XPvEOstpJs4h05sB\nqIymLScREREZHZVZERGRbSQyCQBe3JDjmsfXW04zcerCdQB0pCb/uboiIjI5qMyKiIhsY6jMptLB\nKbOTMUB1qBocD3e8tMJ2FBERkVFRmRUREdnG0DLj3pR/yuxkDOAxHkwhRnd2i+0oIiIio6IyKyIi\nso2hmdlkv5/aiqlTZgF8xOnLd9mOISIiMioqsyIiItsYmpntSwem1DJjgLCnmnSxx3YMERGRUdHR\nPCIiIttIZBJ4jZfl3zwLx3aYCRb1VtNbWGU7hoiIyKhoZlZERGQbiUyCeDBOOOAjEphaP/OdX9eE\n4+knW8jajiIiIrJLKrMiIiLbSGaThDwV/Pvtr7ApMbXOXH37vPkAbElrEygRESl9KrMiIiLbSGQS\neJwIVz7yOulswXacCVUfqQego19nzYqISOlTmRUREdlGIpvARxSA2oqg5TQT65UN7lXCL3dstJxE\nRERk11RmRUREtpHIJDBOBL/XEAtNrWtmZ1ROA2Bjb7vlJCIiIrumMisiIrKNZDZJMR+mOhLAGGM7\nzoSaFa/DcQyb+7TMWERESp/KrIiIyKBCsUBvthfjRKmbYkuMAWqjYZx8pTaAEhGRsjC11k+JiIjs\nRG+2F4ALDt+P9++31HKaiVcTDeDkK+nKqMyKiEjp08ysiIjIoEQ2AUAsEMPjmVpLjAEiAS+zYo0U\nPQnbUURERHZJZVZERGRQIuOWuBuf2MqdL26ynGbiGWM4Zs4+pArdtqOIiIjsksqsiIjIoGQ2CcAj\nK9Os6eyznMaOqkAtXQNd5Ao521FERER2SmVWRERk0NDMrFMMUxOdehtAAdy5LA1Ae0rH84iISGlT\nmRURERk0VGYphKmtCNgNY0lt0D1rdlP/1FtmLSIi5UVlVkREZNDQBlBOIUxtdGqW2fqIW2Zb+1ot\nJxEREdk5Hc0jIiIyKJlJEvJGCFZEqJ2C58wCzKiYDn3Q1ttmO4qIiMhOqcyKiIgMSmaT1Iarufur\n77AdxZrGygqKGyp5PbHRdhQREZGd0jJjERGRQYlMglggZjuGVUfuU0NTRRMdKV0zKyIipU1lVkRE\nZFAikyCZ8vOlm5+3HcWaBdNiHDp9HzrSm21HERER2SmVWRERkUGJbIL0QIAXW5O2o1jjOA5Rbx2b\n+zdTKBZsxxEREdkhlVkREZFByUySfG7q7mQ85KbH+8k7eTrTnbajiIiI7JDKrIiICO6MZCKbIJsN\nUTOFy6wxhppQI6CzZkVEpLSpzIqIiAD9uX7yxTzpgSC1FVO3zAI0RZsAaOvT8TwiIlK6VGZFRESA\njnQHAPXheubURS2nsaulagagMisiIqVN58yKiIgA7f3tAPzgnONYMq3FbhjLmqurKXZFWZ9stR1F\nRERkhzQzKyIiAnSk3JnZaZFplpPYd8rCRmbFZrBZZ82KiEgJU5kVERHhzTL7yatXsaq913Iau+Y1\nVLKwfjab+7XMWERESpfKrIiICNCeaifsreSljWm8HmM7jlWFogO5atr6NuE4ju04IiIi26UyKyIi\ngltmo95aAGorgpbT2PeXZQNkixm6BrpsRxEREdkulVkRERHcZcYBqvF7DbHQ1N4f0esxVAcbAO1o\nLCIipUtlVkREBHc3Y2+xiupIAGOm9jJjgMbwdADadN2siIiUKJVZERGZ8nKFHF0DXTREGlg6r852\nnJLQHHfPmt3Upx2NRUSkNKnMiojIlNeZ7sTB4d2L9ufH5x9iO05JmFNdh1MIsaF3o+0oIiIi26Uy\nKyIiU97QsTyN0UbLSUrHew+fRXNsJpv7NTMrIiKlSWVWRESmvPZUOwD/cuN6fnn/a5bTlIbm2ghz\na2ayKaUyKyIipUllVkREprz2frfMru/0UygWLacpDQO5AulUjI3JVp01KyIiJUllVkREpryOVAcB\nTxCKYZqqwrbjlIwHXimQLqRIZpO2o4iIiIygMisiIlNeR6qDmL8OMMyujdiOUxJCfi8VXndn5026\nblZEREqQyqyIiEx57al2QqYagOaaqOU0pWPorNnWvlbLSUREREZSmRURkSmvPdVOQ6SR0w+aTl1F\nwHackjGzUmfNiohI6VKZFRGRKc1xHDpSHRzc1MzlHzgMY4ztSCVjdlU9TtFPW1+b7SgiIiIjqMyK\niMiU1p3pJlfMURtqsB2l5Fz6trnMjs+krV9lVkRESo/KrIiITGkdqQ4AvntbGz+7Z5XlNKWlIRai\nOTZDM7MiIlKSVGZFRGRKGzpjNpuppK5S18tuK5HO0ZWIsqFXZVZEREqPyqyIiExp7Sm3zDr5OC21\n2sl4W8Wiw7I1hr5cglQuZTuOiIjIW6jMiojIlNaR6sDgwclX0FyjM2a3VRXx43dqAbTUWERESo7K\nrIiITGntqXZCnjh+r4+mqrDtOCXFGENtqBFAm0CJiEjJ8dkOICIiYlNHqoOGcCMfOHEeXk8ZHMuT\n7oF0N+QHIJeCXBpyg78eel+0AZoOgcrpsJdHDc2smEE3mpkVEZHSozIrIiJTWnt/O/NqW/jcifva\njjJSb7tbXLN9cP3PYdPzkNgw+o8fKrXTD3nzPta0WwW3Od7Ii71ezcyKiEjJGdcya4w5DfgZ4AV+\n4zjO94aNXwz8EGgdfNfPHcf5zXhmEhGREpLPQrLVvSU2QjEPgQoIVkCgcvC+AoKV7r1v7Hcb7kh1\nsKDqULL5IgGfxatvcmnY8ASseww2PQdtz0HfZsh81R0PvwqzjoQjPgbRevCHwR8BX8i994fdmy/k\n/l0OfY5Nz8Hqe8Apup8nWg9zjocjPwGzjthlrK+dsYgX/qLjeUREpPSMW5k1xniBy4GTgY3AU8aY\n2xzHeWXYQ29wHOcz45VDREQscxzofBXWPgxdr0Nyo1u2Eq3Q1w44o/9coSpoXAQNC937xgOgYX+3\n9O6BVC5Fb66XPz/Vx3zfOi5ZOmePPs8eyQ1A69Pw+kOw9iHY+BQUsmA8ULcv7HMCTD8YnpoL/ih8\n8rLRf+74DGg+8s23sylof8ktt23LYMVf4KU/wYzFcNQnYeFZ4PVv91NFgz5mVDSxqW/TXv1xRURE\nxtp4zsweAax2HGcNgDHmeuAsYHiZFRGRycRxoPt1eP3BwdtD0N/hjvkjEJsB8Zkwf6F7P3SLzXQL\nVbYPMn2Q7R283+btRCt0vALPX+++PaS6xS22jQfAjMOg6TCoqN9l1KFjeYq5OLPHeyfjTB+0PQvr\nH3f/XjY+5V7jajww7SA48lJoOR6aj4JQ7M2Pe+Gxvf+9AxF3FnZoJjbTB8//ER7/JfzpEvi/r8MR\nH4fDL4Jw9Vs+dFMiTduWEEmzau9ziIiIjKHxLLMzgG0v7NkIHLmdx73HGHM8sBL4vOM4Iy4GMsZ8\nHPg4QHNz8zhEFRGRvZLugZV/hdcfcIva0HWdFdPcGcY5x8Oc46Bq9l5vSAS4hblnPbS/7N46Bu9X\n3Pnmctp4s1tsZxzu3qYfPGIGtyPllmwnH6OlbgzLrOPA1tVuYd3wJGx82s04lK3xQFj8UWg5DmYf\nA+Gqsfu9RyNY4S5XXnwJrPobPH453PMNeOD7cMgH4KhPQe1cAIoOrGrzE6zfSqaQIegNTmxWERGR\nHbC9AdTtwB8dx8kYYy4Ffg+8ffiDHMe5ArgCYPHixbuxHk1ERMZNLu0WoRdudO8LWXdWr+U4OPb/\nwZy3Qd38sSmvwxkD1bPd24J3vfn+TB9sfgFanxm8PQuv3DL4MR6o2w/q5kHNPlCzDx3ZTncsX8nM\n6j0os9l+6NnglveedW7B7ljulth0t/uYYBxmHg4LLoOZS9xiHanZuz//WPF4YL/T3NvmF92Z2mev\nhqd/B0v+AU78Co2Vcci7eTf1baIl3mI3s4iIyKDxLLOtwKxt3p7Jmxs9AeA4ztZt3vwN8INxzCMi\nInurkIe1D8KLN8Py2yGThIpGd4bvwPe6y3s9FjdRCla4M52zj3nzff1b3FLb+oy7G3DnCncWuZCl\nPR6Dmiqe9V5G6Ne/gOo5EIi6xdfjde+H39Jdbmnt2QCpLW/9/b0BqJ0H+7/bLa4zj3Cvf7X5dzJa\n0w6Es38BJw3O0D71P/DSzfhO+gY1/nr6cc+aVZkVEZFSMZ5l9ilgvjFmDm6JvQD4wLYPMMZMdxxn\naEeJM4Hl45hHRET2VPvL7ozdS392r38NxmD/M90CO+d4t/iVqmgd7HuKextSLECyjfYnv0fF5ifo\nmHchcV8HdK91N2ZyiuAUBu8d9/FD7wvFoarZXbZc1ewuna5qdm/RhvIorjtT2Qhn/BgOvxjuvAxu\n/yw/Cc7j4+isWRERKS3jVmYdx8kbYz4D/BX3aJ4rHcd52Rjz78DTjuPcBnzWGHMmkAe6gIvHK4+I\niOymYgFW3u0uPV37EHiDsO+pcOD7YP4p4A/ZTrjnPF6omkW7z8u0+Czmn/Vj24lKz/SD4KN3w4s3\nse9t/4zXidD27JXQdDxUNNhOJyIiMr7XzDqOcydw57D3fX2bX38F+Mp4ZhARkd00kIBl18CTV7gz\nlbGZ8I5vwmEXlc61nmNkc387AapJpHLEI9s/mmZKMwYOOo+afU+j8eaT2bR1Bfz34XDCP7u7H+/g\nOB8REZGJYHsDKBERKRVbVsOTv4bnrnOPw2k+Gt7xb7DgDPBOzqeLzf3ttLfP4cFVnbz74CbbcUqW\nCcVoqltIW6wfkgX467/AM7+H074L806yHW/sDe1Gne2HYKW7rD5YCb7g+GxoJiIie2RyvjoREZHR\n2/oa3PNNWH6bu4HRAe9xzzxtOtR2snGVK+boyXTh5A6hpTZqO05JW93Ry+ubAxBaDx+8B1bc5Rba\na86F/d4Fp3z7jaN8ylIhD+0vwrpH3dv6xyC1deTjPH631IYGy239/nDsZ93Ns0REZMKpzIqITFXp\nbnjgh+5yYm8Ajv+Se/boFLkecmt6Kw4OTj5Oc+0YnjE7SbVtCRGq30LOyeNf8C53RvbxX8CDP4Jf\nHOWeTXv8F92SV+qKRff4pLUPwrrHYMMT7moEgOoWmH8qzD4aInWQ6XV37c4kB389eBtIuqX+xRvd\nxx//RZh1hNU/lojIVKMyKyIy1eSz8NRv3ONXMkk49ENw4r9C5TTbySZUe6odgIinhnhY137uTFNV\nmGKuGoci7f3tzKyc6S65Xfp5OPj97sz+Iz+F5693r68+6PzS3NW541V44QZ48Sb3bGCAhoVu3qEj\nnWK7sdw83Q1P/sYt9b892T1j+bh/gn1O1HJkEZEJoDIrIjJVOA68egf839eha437gvuUb8O0A2wn\ns6K93y2z0ysaLScpfZGAj6i3jiKwqX+TW2aHVE6Dc34FS/4B7voS3PIJ94clJ/wzzD3Jfqnt3eye\ni/zCDbD5BTBemPt2OOnrMO8de7epWbga3nYZHP0p9xriR/8L/nCOe97ycV9wl2Db/vOLiExiKrMi\nIlPBpufh7q/AukegfgF88Gb3hfwUnj3qSHUA8JVTjrScpDxMi0ynjZ2cNTtzMVxyj1sa//5vcO17\n3SW7iy9xZ/8ncifsdDesuNvN8voD7hnBTYfBad+HA84d+6X0gahbaJdcAs//ER7+CdzwQfda2gv+\nCFWzxvb3ExERQGVWRGRycxz3nNj/+5o7i3TGT+DQCyft7sS7oyPVQcAT4Pi5LbajlIWDp8+hrc/s\nuMyCOwt5yPvdTcRevR2e+q37tXfvt933LfkHmHn4+ATsWuNew7riLncTJ6fglunjvggHnQd188fn\n992WLwiHXwyHfAhe+hPceRlceRpceMvE/P4iIlOMXs2IiExW6R649dPu0uL9ToezL3cLrQCwPtlG\n1FtDZ1+GhsqQ7Tgl7wfvOYxnbqynrX8nZXaIb3BX7APeA+2vwNO/da+nff46d5fsJf/gLsHdm9na\nYgFan4EVd7oFtvNV9/0Ni9xrefd7F8w4zM7qA68PDj4fGvZ3d3y+8lT40J+h6ZCJzyIiMompzIqI\nTEZtz8FNF0FiI5zyHTj601N6SfH2rOvZRGdPmLVbUiqzo9RU0cSmvk2790GNC+H0/4STvuEu+33q\nt+4PWQAitVA73521rJsPdfu6b1e3uIVwIAGJVki2ul/LydbBtze6JTm1BTw+mH0sHP4R2O8092NL\nxfSD4KN/havPhqvOgA9cDy1LbacSEZk0VGZFRCYTx4Gnr3Svj43WwcV3QrOuCd2ezoEOnHwjs3Us\nz6g8s66bFa0+YvENe/YJQjH36Kcl/+AehbPxadiyErauhpV3w7I/vPlYjx98Icj2vvVzGA9UTofY\nDPea7/knu/fhqj3/g4232rnw0bvdjaH+cC6c93vY7522U4mITAoqsyIik0WmF27/HLx0s7uL7Ln/\nA9Fa26lKkuM49Oa24inuS0Nl0HacsuD3GnqSFWSDHRSdIh6zh7v0GgPNR7m3baV73GK7ZaV7yw24\nx+TEZ0BspntfMa08r/eOz4CP3OVuinX9B+HsX7rLkEVEZK+U4TOCiIiM0P4y3HgRdL0Gb/8qLP2C\njgTZiUQmQZEc1YEGjJZfj8qMqjBOrpqCk6cz1UljdIyPNApXuTsiz1w8tp+3VERr4aLb4PoPwP9+\n3N1x+ahP2E4lIlLW9EpHRKTcrXsUfnOye33hhbfC8ZepyO5Ce8o9Y7YxOsZHtExiNdEAPsfdsGlU\nm0DJSMFK+MBNsOAMuPvLcN933UsDRERkj+jVjohIOVv3KFzzXncZ46UPwpzjbScqC0Nl9pNLD7Oc\npHwYY6gPTwN2ctas7Jo/BO/7PRzyQXjge/DkFbYTiYiULZVZEZFytW2Rveh2iE23nahsdKQ6ADhw\n2mzLScrLCfvsB8Cm/t3c0VjeyuuDM38O+74T/vovsOFJ24lERMqSyqyISDkaXmQrp9lOVFZe7dwA\nGIr5CttRysq/n3koNaEaWvtabUcpfx4PnPMriM90r3fv67SdSESk7KjMioiUGxXZvbZiy0aKuQqy\nOW3+tLumR6fv/lmzsn3hKjjvD5Dugps/AoW87UQiImVFZVZEpJyoyI6JjlQHTj7OjOqw7Shl5e/L\n23l5vZd1iY22o0we0w+C038Max+Ce79lO42ISFlRmRURKRcqsmMmkdtCyFTj9+ppcHdUBH1kB+K0\npzfjaBfesXPoB+Hwi+GRn8LyO2ynEREpG3oWFxEpByqyYypd7CIeqLMdo+w0VYUp5qrJFTN0DXTZ\njjO5nPZ9aDoUbvkkbH3NdhoRkbKgMisiUuralqnIjqF0Pk3RpKgP64zZ3TUtHoJ8FYA2gRpr/hCc\ndzV4vHDDhyHbbzuRiEjJU5kVESllve3wxw9ApEZFdowMHcvzvkMWWU5SfvxeD7X+FgBe2vKS3TCT\nUVUzvOc30PEK3PF50FJuEZGdUpkVESlV+Qzc8EEY6IELrlORHSNDZbY53mQ5SXl678EHUuGr5bmO\n52xHmZzmvQNO+Aq8cAM8/VvbaURESprKrIhIKXIcuP1zsPEp9yzK6QfZTjRpPLJ2NQAhU205GGBm\nwQAAIABJREFUSXn64qkLOHbmYpZ1LrMdZfI6/jKYdzLc9c/Q+oztNCIiJUtlVkSkFD12OTx/nTtD\ns/As22kmlZfaNwAwQzPde2xRzUFs7t/M5v7NtqNMTh4PnHsFVDTCny+FXNp2IhGRkqQyKyJSalbd\nA//3Ndj/TDj+S7bTTDqb+zZDMURdNGY7Slm68akNfOtPbrla1qHZ2XETqYGzfg5bV8Hfdf6siMj2\nqMyKiJSSLavg5o9CwyJ3ebFH/02Pta7MFgJoifGeqo8FKQ5MJ+gJ67rZ8Tb3RFjyMXj8F7D2Ydtp\nRERKjl4liYiUinQ3/PEC8Prh/ddBIGo70aTUX9hKpU9nzO6pA5rigJf6wDzNzE6Ek/8Nqlvglk9B\nptd2GhGRkqIyKyJSCgp5uPkS6F4H51/jHtEhYy5fKOJ4E9SF621HKVv1lUHm1EVxBuawsnslqVzK\ndqTJLRB1V2n0rIe/fc12GhGRkqIyKyJSCu75Brz2dzj9P2H20bbTTF6miPH18ra582wnKWuLZ1ez\nqb2RglPghS0v2I4z+TUfBcf8IzzzO1h9j+00IiIlQ2VWRMS252+Ax34OR34CDr/IdppJbWt6K0Wn\nSGOk0XaUsva+xbP4/HEnYzBaajxRTvxXqF8At/6je0mCiIiozIqIWNW5Au74HMw+Fk75ju00k94N\ny14EoDqoZcZ744g5NVx89P7Mr56vTaAmij/kLjfua3fPnxUREZVZERFrsim46WLwR+A9vwWvz3ai\nSe/5TesBmKkzZvfauq39NIX25/nO5ykUC7bjTA1Nh8Lxl8EL18Py222nERGxTmVWRMSWu74EHcvh\n3CsgNt12mimhrW8zAI1RLTPeW9+761WeWB6jP9fP6p7VtuNMHcd/EaYdBLd/Dvq32E4jImKVyqyI\niA3P3wDL/gDHfQHmnWQ7zZSxdaATg4/qoM6Z3VuLW2ro3OL+EEbXzU4grx/O+TVkku4lCo5jO5GI\niDUqsyIiE61zJdzxeWg+Bk74iu00U0a+UKQ3v5WotwZjjO04ZW9JSzVOrppKX43K7ERrXOhuCLX8\ndnjxJttpRESsUZkVEZlIufTgdbIheK+uk51IvQN5YtF+akPa/GksLJweIxLwUWm0CZQVx/wjzDwC\n7vwiJNtspxERsUJlVkRkIt31Zeh4Gc65AmJNttNMKdXRAHVVA+xfP8t2lEnB5/VwWHM1/YmZtPW3\n0d7fbjvS1OLxursbF3Jw66e13FhEpiSVWRGRifLCjfDs72HpP8H8d9hOM+VkcgU6Uh06Y3YMffPM\nRXz3XWcCsKxTS40nXO1cOOVb8Nq98PRvbacREZlwKrMiIhNhyyp399Hmo91r3WRCOY7DyT+7i4HC\nAA2RBttxJo15DRUcNetAwr6wlhrbsvgSmHsS/O1rsPU122lERCaUyqyIyHgbuk7WF9R5spa81tnP\nxl53GWxDVGV2LF3z2EamBedrEyhbjIGzfu7ucvy/nwCd+SsiU4jKrIjIeLvry9D+knuebHyG7TRT\n0v0rOvCEWgFoibXYDTPJ3PJcG8nETFZ0rSCVS9mOMzXFmuBd/wkbn4RHfmY7jYjIhFGZFREZT89f\nP3id7Odh/sm200xZD6zspKp2DbWhWvat3td2nEllyexqNrdPo+AUeGnLS7bjTF0HvhcWng33/Qds\nftF2GhGRCaEyKyIyXjqWu+fJzl4KJ37VdpopK5XN88SaLTihFRw741g8Rk99Y2lxSw0DfbMwGC01\ntskYOP3HEKmBP18K+YztRCIi407P6CIi4yHTBzdeBIGozpO1rOjAhSd6yDp9HDfjONtxJp0lLdVQ\nDFPtn6UdjW2L1sKZ/+0e/3X/d22nEREZdyqzIiJjzXHgjs/B1lXuhk+V02wnmtIqgj6qal/DYzwc\n3XS07TiTTm1FkP0aK6n27MsLHS9QdIq2I01t+54Kh13oXju7/nHbaURExpXKrIjIWHvmd/DiTXDC\nv8A+b7OdZkpzHIc7X9zE/Rse4qC6g4gH47YjTUp3/r/juGTJ2+nN9bK6Z7XtOHLqf0B8pru7cabP\ndhoRkXGjMisiMpbannN3L557Ehz3Bdtpprw1W/r59PUPsKL7FZbOWGo7zqTl9RgOaTgEQOfNloJg\nJZz9K+heC3/TudYiMnmpzIqIjJV0D9x0EUTr4dz/AY/+i7Xt/hWdeCtWArB0psrseEkO5PjCdRuo\n8FVrE6hS0XIsHPtZeOYqeP4G22lERMaFXmmJiIwFx4FbPw2JjfC+q9yNWMS6+1d0UFX7GrWhWvav\n2d92nEmrMujj9S0pwsW5KrOl5O1fd3dTv/3/wWYdmyQik4/KrIjIWHjscnj1Djj532HWEbbTCJDO\nFnji9S04oZU6kmecGWNY0lJNsmcmrX2tdKY6bUcScHdRf++VEIrDjR92V4+IiEwiemYXEdlb65+A\ne74BC86Aoz5lO40MenZ9N3n/Oh3JM0GWtNTQtbUJQLOzpaSyEc77PfSsdzeEKmq3aRGZPFRmRUT2\nRmIj3Hihu3PoWZeDMbYTyaBj59VxyckZHckzQZa01FAcaMJnAiqzpab5KDjlO7DyLnj4x7bTiIiM\nGZVZEZE9NZCEa8+DXAou+COEq2wnkmFe7HpCR/JMkAXTKnnH/jNoqVigHY1L0ZGXwgHvhfu+A6/d\nazuNiMiYUJkVEdkThRzcdDFsWeEu4WtcaDuRbGPtln4+ds39vLz1ZR3JM0F8Xg+/uWgxJ7Qcwatd\nr5LOp21Hkm0ZA2f+F9QvgJsvgZ4NthOJiOw1lVkRkd3lOHDnF+G1v8MZP4G5b7edSIa599UO7lv/\nEKAjeSbavvEDyTt5Xtqi3XNLTiAK5/0Binn38oh8xnYiEZG9ojIrIrK7HvmZe3bj0n+Cwy60nUa2\n4/6VnVTVvkZNqEZH8kygZ9d386krt+LBwwMbHrAdR7anbh6c/Qtoexbu+rLtNCIie0VlVkRkd7z8\nv+7OxYvOhbd/zXYa2Y50tsDjazpxwitYOmOpjuSZQAumVeJ1oswKHsmfV/+ZVC5lO5Jsz/7vhqWf\nh2d+B8uutZ1GRGSP6RleRGS0NjwJf74UZh0JZ/8SPPovtBQ9vmarjuSxJBLwsWhGHCd5HL3ZXu5Y\nc4ftSLIjJ34V5hwPd3xeG0KJSNnSKzERkdHoeh3++H6INbk7F/tDthPJDuQKRZqmr9ORPJYc0VLN\nqnW17F+zkGuXX4vjOLYjyfZ4ffC+30PdfPf/ttcftJ1IRGS3qcyKiOxKqguufR84BfjgzRCttZ1I\nduKURdOY2bROR/JYsrilhmzBYWnD2axJrOGxtsdsR5IdidTAhbdC9Ry47nxY96jtRCIiu0VlVkRk\nZzJ9cMOHoGcdXHCdu3mKlKx0tsDmvk4dyWPRkXNq+NZZizh339OpDdVyzfJrbEeSnYnWwUW3QXym\n+0O79U/YTiQiMmoqsyIiO9K/Fa4+E9Y/5l4jO/sY24lkF65/aj3v+OX/ADqSx5aqSIAPH93CzOoY\n5+93Pg+1PsTaxFrbsWRnKhrgotuhohGueQ9sfMZ2IhGRUVGZFRHZnp71cOWp0P4ynH8tHPhe24lk\nFO5f0UkotlJH8pSAu1/azPKVC/F5fPzx1T/ajiO7UjnNLbTRWvjDOdC2zHYiEZFdUpkVERmu/RX4\n7anQ1wEf/l9Y8C7biWQUBnI6kqeUtPWkue3ZPg6pPoFbVt9Cb7bXdiTZlfgMt9CG4nD12bDpBduJ\nRER2Ss/0IiLbWv84/O40cIrw0bu0tLiMPPbaVnK+9WSdPl0vWwI+fPRs5tZHWb36UFL5FLesvsV2\nJBmNqma4+HYIVMDVZ7mrU0RESpTKrIjIkBV3uy/eInVwyd+gcZHtRDJKjuPwk3tWEqtdjcd4OKZJ\nP4Swze/18LUzFrJhcy3Tg/tz3fLrKBQLtmPJaFS3uJtC+YLw+zNhnXakFpHSpDIrIgKw7Fq4/gNQ\nvwA++leonm07kewGYww/et/BNM9YryN5SsgJ+zXw9gUNbFp/OBv7NvJQ60O2I8lo1c6Fi+6AYCVc\ndTo8+CMoFm2nEhF5C5VZEZnaHAce/inc+imYcxxcfAdU1NtOJbuhrScNQG0sy+u9r2qJcYn56un7\n8+1T309jpFHH9JSbunlw6YOw6Gy491twzTnQ2247lYjIG1RmRWTq6tkA150P93wDFp0LH7jRnYWQ\nsrGhK8WpP32Q/753BVe9fBWgI3lKzT71FZx1cDMXLLiAJzY9waruVbYjye4IxeA9v4V3/5e7p8Cv\nlsJr99lOJSICqMyKyFRULMATV8AvjoK1D8Ep34H3/Ma9PkzKRq5Q5LPXLwNvF4/0f5urXr6Kd855\np47kKVHFxBEYx8+1y6+1HUV2lzFw+EXwsfsgUuMe3fP3b0EhbzuZiExxKrMiMrV0LIcrT4O7LoNZ\nR8KnHoNjPgMer+1kspv+828reLHnXoItP2Vt7yq+s/Q7fP+47+tInhIV9cfJ9BzCratvp2egx3Yc\n2RONC+Fj98KhH4SHfgS/PwMSrbZTicgUpmd8EZka8hm47z/gV8fB1tVwzhXwoT+5u3ZK2bn7lde4\navW3CM+4kUV1C7j53Tdz5twzMcbYjiY7cMGSZmZ6TibvZLlhxc2248ieCkThrMvh3P+BzS/Cr46F\np37r/h8rIjLBVGZFZPJb/7hbYh/4PhxwLnzmKTj4fHfpnJSdR9se5dvPXYK/8mU+ffBnufLUK5lZ\nOdN2LNkFr8fwrdNPJt8/l9+9eC35opaolrWDzoOPPwB1+8Jf/gl+dgg88WvIpW0nE5EpRGVWRCan\nYsE9N/a68+HKU90XWB/8E5x7BUTrbKeTPTCQH+D7T36fS//vUmoiMa4/4zo+ccjH8GqJeNk4Zm4d\nB1ScTn9hC7etutt2HNlbdfPco8w+fIu7yuWuL8HPDoZHfw7ZftvpRGQK8NkOICIyphKtsOwP8OzV\nkGyFikZ425fhmM9CsMJ2OtlDyzqW8fVHvs7a5FoOjp3OFad/nYg/YjuW7IEfnn4BH7/3Fr771L+R\nc/o5b7/ztDy8nBkDc090b2sfdlfA/O1f4eGfwDH/CEsu0S7xIjJuVGZFpPwVC7D67/DM72Dl3eAU\nYe7b4bTvwX7vBK/fdkLZQ/25fn727M+4/tXrqQ42kNlwCZUtxxH2hW1Hkz3UUlvJtadfxVcf+Srf\nfuLb/PLJv3D5qd9jUWOT7Wiyt1qWurf1j8MDP3CPPXvkp3DwB2C/06D5aP1/LCJjyjiOYzvDblm8\neLHz9NNP244hIrb1tsOGx2H9E7D8dkish2g9HPohOOwiqJljO6HspUdaH+Gbj/0b7f2bqcqfyPrV\nb2NmVRV/+cfjiEemzgvi83/9GAA3XHq05SRjq+gU+eRtP+ORrt9DMcI7Gz/Pv59yLuGAlo1PGhuf\ngYd/DKv+BoUsBOMw7yT3h4zz3uEe8yMish3GmGccx1m8y8epzIpIySsWofPVN8vrhsehe6075gvB\n7GPgsAthv9PBF7AaVfZeIpPgB0/+gNvW3EZLbA7rVpxOzMznoqNbOG/JLOLhqVNkYfKW2SEPrn2O\nyx74Mina8PedwE9O+Qpvm69Z2kkl0wdr7oeVd8HKv0F/BxiPezzavqfBnOOhfj93p2QREUZfZsd1\nmbEx5jTgZ4AX+I3jON8bNh4ErgYOB7YC5zuOs3Y8M4lIiSrkobcNetZDz4bB+/XQsw42vwADCfdx\n0QZoPhKWfAyaj4JpB6nAlqCiUyRbyJIpZN68L2bxe/xEfBHCvjAhX2jEmbBXP38b//X898kU+/jY\ngR/j0kMuZf2WLPvUV+D16LrKyej4lkN4YOatfPm+/+Detv/lRy+2MrP+hwSd6QR8HuorgrqmttwF\nK2D/M9xbsQiblrkb9K28212KDICBqmZo2N8ttvVD9yq5IrJj4zYza4zxAiuBk4GNwFPA+x3HeWWb\nx3wKOMhxnE8YYy4AznEc5/ydfV7NzIqUIMeBQg7yacgNDLtPu0V0IAHpHhjoefN+IAHpbnejpkQr\nOIW3ft7K6e6Lm/oFbnGddSTU7KMjdSxL5VKs713P2uRa1ifXsy65jvXJ9bT2tZLOp8kUMuSKuVF9\nrrAvjM+EyOZ8FAqGvLeD4sAMllZ9ih+d9U4qQ1NrFnZ7JvvM7Lbu33A/X3/k66TyKeqLJ7G6LUTI\nVDMrPp15NTM4tKmJjyzdBwDHcVRyJ4NEK7Q+DZ0roGO5e791lbsseUhshnsZyRu3urf+OlILgQrw\nh8Efce99IfDo0A6RcmV9mbEx5mjgm47jnDr49lcAHMf57jaP+evgYx4zxviAzUC9s5NQpV5mv3j1\n2+hOjzw4PBr0EfB5yBWK9A2MPFuvIuTD7/WQLRTp3854ZdiHz+Mhmy/Snxk5Hgv78XoMmVyBVLaw\nw/GBXIH0dsbjET8eY0hnCwzkRo5XRQMYIJXNk8kV3zpooDrizoz1Z/Jk828dNwaqBsf7Mnlyw8Y9\nHvPGssHegTz5ws7Gc+QLb/3y8HoNscEXvMl0jkLxreM+r4fKkLsIIZHOURw27vd5qAi64z2pHMO/\n/AI+D9HB8e5UFoZ9dQb9HiIBHw7Q059luJDfSzjgxXEcelIjX+CHA15Cfi9FxyGxnfFIwEvQ76FQ\ndEimR/7bRwJegj4P+aJD74D78du+vIsGvPh9hnyhSH+mwPA/QDTgwedxx9PZ/ODHOoOfxyHs8+Ax\nDoVCkXwhj8EBHIzjYHDwGgfjFNxCO0oF43vjFgqGMIEwvcUAXVk/WRMi6wmR9QRx8HDIrCo8HsOG\nrhSdvW/93jIGDm2uBmDt1hRdfW8d93oMB8+qAmBNZ9+Iv3+/z8OBM+IArO7oI5l+63jI72VhUwyA\nFZt7R3zvRYJeFkxzx5dvSo743qoM+Zjf6O7i+VJrYsT3RjziZ269u8PyCxt6yA/72qyJBmipc2ck\nlq3vHvFXXF8ZZFZNBMdxWLa+h+EaYyFmVIfJFxxe2DhyvKkqzLR4iGy+yEutCZzBf9uh++nxELUV\nftK5PKs6eik4AwzQQZa3fq6aYB25gVqC1IMTwin6KBa9nDC/ifkN1bR15/jT0x3kCx76shkck8GY\nLOcurqeu0rCycyvPbmgnFMizf/XBfPvtn6AxppmYIVOpzAJsSW/hG49+gwc3Pjhy0PExo7KRhkgD\nK9uKJNMFvB6Dxxi8HkN1JMDBs6owGF7Y2MNAznnjZ18GqI4GmNfgfs89v4PvuTk7+Z6rqwjSXBvB\ncdzx4Ya+5wpFh+c37Pp7briZ1REaYkEGcgVeaUuOGG+uiVBXGaQ/k2fF5t4R43PqolRHAyQHcqxu\n7xsxPrehgnjYT08qx5rOkeP7NlZSEfKxtS/Luq0jj9ZZMD1GJOClszfDhq7UiPFFTTGCfi+bEwO0\n9Yw8b/bAmXH8Xg9tPWk2JwZGjA/9f79xaz+JZA+hYj/hYopgMYXPyRH3FyGfwckPYJziiI8frmi8\nFPFQNF7AEPD7AEOmAAUHihjcZzqD8ZjB1wKG/mzhja8NZ/BZ0esxb/xwrXcgP+xrx+Dzmm1ea+RH\nvtbweqgIle5rjaFx97XGdl6LBL0EfV7yxSK923ktMtrXuTsarwz58Hn1OneiXudGAl7+9bSfM236\noSP+LkpFKSwzngFs2ObtjcCRO3qM4zh5Y0wCqAW2bPsgY8zHgY8DNDc3j1feMbEm30PaO/KbxFsw\neIoGB4e8d+SLfl/BYAoGx9nBeN5gMBQdh8J2xjt2Oe7BwA7HO3PuTy93OJ51xwuOQ3Fn44wcN0DH\nLsbbdzpuaM+6TyZ5HJztjPuGxs3IcQ8G7xvjRZxhe4t4nG3GPcXhzx9v+ficZ+ST57Yfn/Pu/ri3\naPCMYtwB8jsazxsch+1+7XidoXGH3Ihxgw8PHgeKBnI+h+F/uwEfeDxe8l4Pmbz7l+e8UXkN0aAP\nj8dDtuCQyhYpYnCM++LAwVATDeH1eunLOvQMFN548TBkZjyMx2PoSeVIkgUnC4UkDH4brerpxBj3\nyb0399YnOGNgZXcnAF2pLH3Dxj0ew8ruDgC2pDOkhj2B+QqGld3urrgd6cyIJzh/0cPK7pA7PjBA\nZtgTVL/jwTM0nhkY8QSWwovTHXR//2x6xBPUQNpLYWg8lx7xBJRJ+8h2u0+QXbnUiBfW2ZSPtAng\nOO74cPmUn378FIsOXbmRLywL/X6SRT+FwrbjnsF/HQ/+gSAFT5BcwaE3l8Y4PnzF/agsNOAvNnDh\nksW8/9DDWLclzxdveh5j3BdsAa+HgM/D6c3zOHKfWla299Le+hoBr4faigBNVWGa4mEOba564wWA\nyJC6cB2Xn3Q5uUKOznQnHamON25tfZvpymyhI9VBKNyBL1jEcdz/t4qOQ87j4bWerQAkCmnyODD4\nbengkMt4KQ5+z3Xl0iNeFGbTPnI7+55L+xjoDsCYfs+9yekP0FPwkcsX6cqNLHv0BejK+8jsYNzT\nG6Qz62UgV+D/t3c3MXaVdRzHv7/OtPQFBImEtJRYEhU1LqAh9QVkYcFIJOhCDRqN0YUuREFDjLIw\n6lqJO5MGFKIVg7wkRBvFCAs1EYUCKaUEeRdEqWna0lraaefv4p6aoe2dRmemzznN95Pc5N57btPf\n4smd53fu85yzY+roE+sTu09h2WsT7Dtw7OPP7l7KKfsWsXf/QXZMHV2Yntm1lCWTi9jz2rGPP71r\nGZMTYfe+KXZOHV2Intq5jIlFYde/p9h1jOP//b7fd4BXD3Xf5wEmlkNGZR5gx54D7N1/gAmmGdXV\nQ0wAZ66YhCr27p/i4MFDhGkWHf5rFFi+eAIo9k8dYrqKdIOjq7MsqdH/ObVomsqRcwmYPDiaq7x+\nLlHd8ZlzjePMRXo91zj2PPR489g5z3O7485zT8w8d2I67D9w9AmtIRrErXmqagOwAUa/zDaOM6u7\nPv9o6wiSdEK9YyX86ivvH3v8bWefxo2fuOAEJtLJYPHEYladuopVp3oxKEnSsS3kZoKXgHNnvF7d\nvXfMz3TLjE9ndCEoSZIkSZLGWsgy+xfgrUnOS7IEuBq454jP3AN8tnv+MeC+2fbLSpIkSZIEC7jM\nuNsDew3wG0a35vlRVW1N8l3gwaq6B7gZ+EmSp4AdjAqvJEmSJEmzWtA9s1W1Cdh0xHvfmvH8NeDj\nC5lBkiRJknTy8QZckiRJkqTBscxKkiRJkgbHMitJkiRJGhzLrCRJkiRpcCyzkiRJkqTBscxKkiRJ\nkgbHMitJkiRJGhzLrCRJkiRpcCyzkiRJkqTBscxKkiRJkgbHMitJkiRJGhzLrCRJkiRpcCyzkiRJ\nkqTBscxKkiRJkgbHMitJkiRJGhzLrCRJkiRpcCyzkiRJkqTBscxKkiRJkgbHMitJkiRJGpxUVesM\n/5Mk24HnW+c4jjcB/2odQr3k2NA4jg3NxvGhcRwbGsexoXGGMDbeXFVnHe9DgyuzQ5Dkwaq6qHUO\n9Y9jQ+M4NjQbx4fGcWxoHMeGxjmZxobLjCVJkiRJg2OZlSRJkiQNjmV2YWxoHUC95djQOI4Nzcbx\noXEcGxrHsaFxTpqx4Z5ZSZIkSdLg+MusJEmSJGlwLLPzJMm5Se5P8niSrUmubZ1J/ZFkaZI/J3m0\nGx/faZ1J/ZJkIsnDSX7ZOov6I8lzSbYkeSTJg63zqD+SnJHkjiRPJNmW5L2tM6kfkpzffWccfuxO\ncl3rXOqHJF/t5qKPJbktydLWmebCZcbzJMlKYGVVbU5yGvAQ8NGqerxxNPVAkgArqmpPksXAH4Br\nq+pPjaOpJ5J8DbgIeENVXdk6j/ohyXPARVXV9/sB6gRLcivw+6q6KckSYHlV7WydS/2SZAJ4CXh3\nVT3fOo/aSnIOoznoO6tqX5LbgU1VdUvbZP8/f5mdJ1X1clVt7p6/CmwDzmmbSn1RI3u6l4u7h2eS\nBECS1cCHgZtaZ5HUf0lOBy4FbgaoqgMWWY2xHnjaIqsZJoFlSSaB5cDfG+eZE8vsAkiyBrgQeKBt\nEvVJt4z0EeAV4LdV5fjQYT8Avg5Mtw6i3ing3iQPJflC6zDqjfOA7cCPu+0JNyVZ0TqUeulq4LbW\nIdQPVfUS8D3gBeBlYFdV3ds21dxYZudZklOBO4Hrqmp36zzqj6o6VFUXAKuBdUne1TqT2ktyJfBK\nVT3UOot66ZKqWgtcAXwpyaWtA6kXJoG1wA+r6kJgL/CNtpHUN93y86uAX7TOon5I8kbgI4xOiK0C\nViT5dNtUc2OZnUfdXsg7gY1VdVfrPOqnbinY/cCHWmdRL1wMXNXtjfw58IEkP20bSX3RnUWnql4B\n7gbWtU2knngReHHGCp87GJVbaaYrgM1V9c/WQdQblwHPVtX2qpoC7gLe1zjTnFhm50l3gZ+bgW1V\ndWPrPOqXJGclOaN7vgy4HHiibSr1QVV9s6pWV9UaRsvB7quqQZ8l1fxIsqK7oCDdEtIPAo+1TaU+\nqKp/AH9Lcn731nrAC07qSJ/EJcZ6vReA9yRZ3nWX9Yyu8zNYk60DnEQuBj4DbOn2RQLcUFWbGmZS\nf6wEbu2uKrgIuL2qvAWLpNmcDdw9mm8wCfysqn7dNpJ65MvAxm4p6TPA5xrnUY90J8AuB77YOov6\no6oeSHIHsBk4CDwMbGibam68NY8kSZIkaXBcZixJkiRJGhzLrCRJkiRpcCyzkiRJkqTBscxKkiRJ\nkgbHMitJkiRJGhzLrCRJkiRpcCyzkiRJkqTBscxKktRYkjVJnkhyS5Ink2xMclmSPyb5a5J1Sb6d\n5PoZ/+axJGvapZYkqS3LrCRJ/fAW4PvA27vHp4BLgOuBGxrmkiSplyyzkiT1w7NVtaWqpoGtwO+q\nqoAtwJqmySRJ6iHLrCRJ/bB/xvPpGa+ngUngIK//u730BOWSJKmXLLOSJA3Dc8BagCRrgfOappEk\nqTHLrCRJw3AncGaSrcA1wJON80iS1FRG23EkSZIkSRoOf5mVJEmSJA2OZVaSJEmSNDiia1dnAAAA\nN0lEQVSWWUmSJEnS4FhmJUmSJEmDY5mVJEmSJA2OZVaSJEmSNDiWWUmSJEnS4FhmJUmSJEmD8x8c\n364dUSZqHgAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -224,20 +165,14 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "# Multiple parameters" ] }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Posterior adjustment can also be used with models having multiple parameters. In this case, each scalar parameter has their own regression model that is used to adjust them. Non-scalar parameters are not supported.\n", "\n", @@ -246,12 +181,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "execution_count": 6, + "metadata": {}, "outputs": [], "source": [ "from elfi.examples import ma2\n", @@ -271,18 +202,14 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAJQCAYAAABcuTP3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nREREREREEs7/A2q/50OJFVy8AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -302,18 +229,14 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAJQCAYAAABcuTP3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -333,10 +256,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "# References\n", "\n", @@ -361,7 +281,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.5.2" } }, "nbformat": 4, From 5f134a87665c21f2b8b1069a16b11fb68da4e464 Mon Sep 17 00:00:00 2001 From: Henri Vuollekoski Date: Thu, 29 Jun 2017 11:48:10 +0300 Subject: [PATCH 18/19] Add subheadings --- BOLFI.ipynb | 24 +++++++++++++++++++++--- 1 file changed, 21 insertions(+), 3 deletions(-) diff --git a/BOLFI.ipynb b/BOLFI.ipynb index b3ee5ea..6744966 100644 --- a/BOLFI.ipynb +++ b/BOLFI.ipynb @@ -175,7 +175,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now we can immediately proceed with the inference. However, when dealing with a Gaussian process, it is advisable to take a logarithm of the discrepancies in order to reduce the effect that high discrepancies have on the GP. In ELFI such transformed node can be created easily:" + "### Fitting the surrogate model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can immediately proceed with the inference. However, when dealing with a Gaussian process, it may be beneficial to take a logarithm of the discrepancies in order to reduce the effect that high discrepancies have on the GP. In ELFI such transformed node can be created easily:" ] }, { @@ -201,7 +208,9 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "bolfi = elfi.BOLFI(log_d, batch_size=5, initial_evidence=20, update_interval=10, \n", @@ -365,7 +374,9 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "post2 = bolfi.extract_posterior(-1.)" @@ -398,6 +409,13 @@ "post.plot(logpdf=True)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sampling" + ] + }, { "cell_type": "markdown", "metadata": {}, From 19d246ab199878fbd0815451144b222062ced409 Mon Sep 17 00:00:00 2001 From: Henri Vuollekoski Date: Mon, 3 Jul 2017 11:04:14 +0300 Subject: [PATCH 19/19] Update BOLFI notebook --- BOLFI.ipynb | 170 ++++++++++++++++++++++++++-------------------------- 1 file changed, 84 insertions(+), 86 deletions(-) diff --git a/BOLFI.ipynb b/BOLFI.ipynb index 6744966..2da5f0e 100644 --- a/BOLFI.ipynb +++ b/BOLFI.ipynb @@ -18,7 +18,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In practice inference problems often have a complicated and computationally heavy simulator, and one simply cannot run it for millions of times. The Bayesian Optimization for Likelihood-Free Inference [BOLFI](http://jmlr.csail.mit.edu/papers/v17/15-017.html) framework is likely to prove useful in such situation: a statistical model (e.g. [Gaussian process](https://en.wikipedia.org/wiki/Gaussian_process), GP) is created for the discrepancy, and its minimum is inferred with [Bayesian optimization](https://en.wikipedia.org/wiki/Bayesian_optimization). This approach typically reduces the number of required simulator calls by several orders of magnitude.\n", + "In practice inference problems often have a complicated and computationally heavy simulator, and one simply cannot run it for millions of times. The Bayesian Optimization for Likelihood-Free Inference [BOLFI](http://jmlr.csail.mit.edu/papers/v17/15-017.html) framework is likely to prove useful in such situation: a statistical model (usually [Gaussian process](https://en.wikipedia.org/wiki/Gaussian_process), GP) is created for the discrepancy, and its minimum is inferred with [Bayesian optimization](https://en.wikipedia.org/wiki/Bayesian_optimization). This approach typically reduces the number of required simulator calls by several orders of magnitude.\n", "\n", "This tutorial demonstrates how to use BOLFI to do LFI in ELFI." ] @@ -43,7 +43,7 @@ "logging.basicConfig(level=logging.INFO)\n", "\n", "# Set an arbitrary global seed to keep the randomly generated quantities the same\n", - "seed = 20170622\n", + "seed = 20170703\n", "np.random.seed(seed)\n", "\n", "import elfi" @@ -53,7 +53,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Although BOLFI is best used with complicated simulators, we will use the familiar MA2 model introduced in the basic tutorial, and load it from ready-made examples:" + "Although BOLFI is best used with complicated simulators, for demonstration purposes we will use the familiar MA2 model introduced in the basic tutorial, and load it from ready-made examples:" ] }, { @@ -81,75 +81,75 @@ "\n", "d\n", "\n", - "\n", + "\n", "\n", + "t2\n", + "\n", + "t2\n", + "\n", + "\n", + "\n", "MA2\n", "\n", "MA2\n", "\n", - "\n", - "\n", - "S2\n", + "\n", + "\n", + "t2->MA2\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "S1\n", "\n", - "S2\n", + "S1\n", "\n", - "\n", - "\n", - "MA2->S2\n", + "\n", + "\n", + "MA2->S1\n", "\n", "\n", "\n", - "\n", + "\n", "\n", - "S1\n", + "S2\n", "\n", - "S1\n", + "S2\n", "\n", - "\n", + "\n", "\n", - "MA2->S1\n", + "MA2->S2\n", "\n", "\n", "\n", - "\n", - "\n", - "t2\n", - "\n", - "t2\n", - "\n", - "\n", - "\n", - "t2->MA2\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "S2->d\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "t1\n", "\n", "t1\n", "\n", - "\n", + "\n", "\n", + "t1->t2\n", + "\n", + "\n", + "\n", + "\n", + "\n", "t1->MA2\n", - "\n", - "\n", + "\n", + "\n", "\n", - "\n", + "\n", "\n", - "t1->t2\n", - "\n", - "\n", + "S1->d\n", + "\n", + "\n", "\n", - "\n", + "\n", "\n", - "S1->d\n", + "S2->d\n", "\n", "\n", "\n", @@ -157,7 +157,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -182,7 +182,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now we can immediately proceed with the inference. However, when dealing with a Gaussian process, it may be beneficial to take a logarithm of the discrepancies in order to reduce the effect that high discrepancies have on the GP. In ELFI such transformed node can be created easily:" + "Now we can immediately proceed with the inference. However, when dealing with a Gaussian process, it may be beneficial to take a logarithm of the discrepancies in order to reduce the effect that high discrepancies have on the GP. (Sometimes you may want to add a small constant to avoid very negative or even -Inf distances occurring especially if it is likely that there can be exact matches between simulated and observed data.) In ELFI such transformed node can be created easily:" ] }, { @@ -200,21 +200,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As BOLFI is a more advanced inference method, its interface is also a bit more involved. But not much: Using the same graphical model as earlier, the inference could begin by defining a Gaussian process (GP) model, for which we use the [GPy](https://sheffieldml.github.io/GPy/) library. This could then be given via a keyword argument `target_model`. In this case, we are happy with the default that ELFI creates for us when we just give it each parameter some `bounds` as a dictionary.\n", + "As BOLFI is a more advanced inference method, its interface is also a bit more involved as compared to for example rejection sampling. But not much: Using the same graphical model as earlier, the inference could begin by defining a Gaussian process (GP) model, for which ELFI uses the [GPy](https://sheffieldml.github.io/GPy/) library. This could be given as an `elfi.GPyRegression` object via the keyword argument `target_model`. In this case, we are happy with the default that ELFI creates for us when we just give it each parameter some `bounds` as a dictionary.\n", "\n", - "Other notable arguments include the `initial_evidence`, which gives the number of initialization points sampled straight from the priors before starting to optimize the acquisition of points, `update_interval` which defines how often the GP hyperparameters are optimized, and `acq_noise_cov` which defines the covariance of noise added to the acquired points (here diagonal)." + "Other notable arguments include the `initial_evidence`, which gives the number of initialization points sampled straight from the priors before starting to optimize the acquisition of points, `update_interval` which defines how often the GP hyperparameters are optimized, and `acq_noise_var` which defines the diagonal covariance of noise added to the acquired points." ] }, { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "bolfi = elfi.BOLFI(log_d, batch_size=5, initial_evidence=20, update_interval=10, \n", - " bounds={'t1':(-2, 2), 't2':(-1, 1)}, acq_noise_cov=[0.1, 0.1], seed=seed)" + " bounds={'t1':(-2, 2), 't2':(-1, 1)}, acq_noise_var=[0.1, 0.1], seed=seed)" ] }, { @@ -236,15 +234,15 @@ "output_type": "stream", "text": [ "INFO:elfi.methods.parameter_inference:BOLFI: Fitting the surrogate model...\n", - "INFO:elfi.methods.posteriors:Using optimized minimum value (-1.3110) of the GP discrepancy mean function as a threshold\n" + "INFO:elfi.methods.posteriors:Using optimized minimum value (-1.4121) of the GP discrepancy mean function as a threshold\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 14.9 s, sys: 300 ms, total: 15.2 s\n", - "Wall time: 9.91 s\n" + "CPU times: user 13.2 s, sys: 139 ms, total: 13.3 s\n", + "Wall time: 7.09 s\n" ] } ], @@ -273,16 +271,16 @@ "text/plain": [ "\n", "Name : GP regression\n", - "Objective : 89.21345931570578\n", + "Objective : 92.664837723526\n", "Number of Parameters : 4\n", "Number of Optimization Parameters : 4\n", "Updates : True\n", "Parameters:\n", - " \u001b[1mGP_regression. \u001b[0;0m | value | constraints | priors \n", - " \u001b[1msum.rbf.variance \u001b[0;0m | 0.363759506326 | +ve | Ga(0.12, 1) \n", - " \u001b[1msum.rbf.lengthscale \u001b[0;0m | 0.660605097428 | +ve | Ga(1.3, 1) \n", - " \u001b[1msum.bias.variance \u001b[0;0m | 0.066370955824 | +ve | Ga(0.031, 1)\n", - " \u001b[1mGaussian_noise.variance\u001b[0;0m | 0.211662144731 | +ve | " + " \u001b[1mGP_regression. \u001b[0;0m | value | constraints | priors \n", + " \u001b[1msum.rbf.variance \u001b[0;0m | 0.326569075912 | +ve | Ga(0.096, 1)\n", + " \u001b[1msum.rbf.lengthscale \u001b[0;0m | 0.552572833732 | +ve | Ga(1.3, 1) \n", + " \u001b[1msum.bias.variance \u001b[0;0m | 0.0878317664626 | +ve | Ga(0.024, 1)\n", + " \u001b[1mGaussian_noise.variance\u001b[0;0m | 0.21318627419 | +ve | " ] }, "execution_count": 6, @@ -302,7 +300,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -310,9 +308,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAGDCAYAAABKn620AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx8AAAGDCAYAAABKn620AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -337,9 +335,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAEKCAYAAAAxT1l2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAaCU6vAAAAACAVqLDCwAAAABopf8Pkg3w5iQFz6AAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7IAAAEKCAYAAAAvhmnFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAJAUClkAAAAAQFIoZAEAAAAASfn/Vh3/79Cdt60AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -354,7 +352,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "There could be an unnecessarily high number of points at parameter bounds. These could probably be decreased by lowering the covariance of the noise added to acquired points, defined by the optional `acq_noise_cov` argument for the BOLFI constructor. Another possibility could be to [add virtual derivative observations at the borders](https://arxiv.org/abs/1704.00963), though not yet implemented in ELFI." + "There could be an unnecessarily high number of points at parameter bounds. These could probably be decreased by lowering the covariance of the noise added to acquired points, defined by the optional `acq_noise_var` argument for the BOLFI constructor. Another possibility could be to [add virtual derivative observations at the borders](https://arxiv.org/abs/1704.00963), though not yet implemented in ELFI." ] }, { @@ -396,9 +394,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD8CAYAAABpcuN4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAD8CAYAAABpcuN4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1ia92x5cNE4AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -432,19 +430,19 @@ "name": "stderr", "output_type": "stream", "text": [ - "INFO:elfi.methods.posteriors:Using optimized minimum value (-1.3110) of the GP discrepancy mean function as a threshold\n", + "INFO:elfi.methods.posteriors:Using optimized minimum value (-1.4121) of the GP discrepancy mean function as a threshold\n", "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.404. After warmup 96 proposals were outside of the region allowed by priors and rejected, decreasing acceptance ratio.\n", + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.422. After warmup 80 proposals were outside of the region allowed by priors and rejected, decreasing acceptance ratio.\n", "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.408. After warmup 126 proposals were outside of the region allowed by priors and rejected, decreasing acceptance ratio.\n", + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.414. After warmup 85 proposals were outside of the region allowed by priors and rejected, decreasing acceptance ratio.\n", "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.372. After warmup 99 proposals were outside of the region allowed by priors and rejected, decreasing acceptance ratio.\n", + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.408. After warmup 73 proposals were outside of the region allowed by priors and rejected, decreasing acceptance ratio.\n", "INFO:elfi.methods.mcmc:NUTS: Performing 1000 iterations with 500 adaptation steps.\n", "INFO:elfi.methods.mcmc:NUTS: Adaptation/warmup finished. Sampling...\n", - "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.461. After warmup 142 proposals were outside of the region allowed by priors and rejected, decreasing acceptance ratio.\n" + "INFO:elfi.methods.mcmc:NUTS: Acceptance ratio: 0.404. After warmup 74 proposals were outside of the region allowed by priors and rejected, decreasing acceptance ratio.\n" ] }, { @@ -452,10 +450,10 @@ "output_type": "stream", "text": [ "4 chains of 1000 iterations acquired. Effective sample size and Rhat for each parameter:\n", - "t1 2022.00178671 0.999973259741\n", - "t2 1806.17269482 1.00236546195\n", - "CPU times: user 1min 36s, sys: 1.42 s, total: 1min 37s\n", - "Wall time: 51.7 s\n" + "t1 1848.12533825 0.999883608451\n", + "t2 2060.13369699 0.999774254928\n", + "CPU times: user 1min 27s, sys: 1.21 s, total: 1min 28s\n", + "Wall time: 46.6 s\n" ] } ], @@ -467,9 +465,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The sampling algorithms may be fine-tuned with some parameters. The default [No-U-Turn-Sampler](http://jmlr.org/papers/volume15/hoffman14a/hoffman14a.pdf) is a complicated algorithm, and in some cases one may get warnings about diverged proposals, which are signs that [something may be wrong and should be investigated](http://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup). You could try rerunning the `sample` method with a higher target probability `target_prob` during adaptation, as its default 0.6 may be inadequate for a non-smooth posteriors, but this will slow down the sampling. \n", + "The sampling algorithms may be fine-tuned with some parameters. The default [No-U-Turn-Sampler](http://jmlr.org/papers/volume15/hoffman14a/hoffman14a.pdf) is a sophisticated algorithm, and in some cases one may get warnings about diverged proposals, which are signs that [something may be wrong and should be investigated](http://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup). It is good to understand the cause of these warnings although they don't automatically mean that the results are unreliable. You could try rerunning the `sample` method with a higher target probability `target_prob` during adaptation, as its default 0.6 may be inadequate for a non-smooth posteriors, but this will slow down the sampling. \n", "\n", - "Note also that since MCMC proposals outside the region allowed by either the model priors or GP bounds are rejected, a tight domain may lead to suboptimal overall acceptance ratio. In our MA2 case this is unfortunately quite common.\n", + "Note also that since MCMC proposals outside the region allowed by either the model priors or GP bounds are rejected, a tight domain may lead to suboptimal overall acceptance ratio. In our MA2 case the prior defines a triangle-shaped uniform support for the posterior, making it a good example of a difficult model for the NUTS algorithm.\n", "\n", "Now we finally have a `Sample` object again, which has several convenience methods:" ] @@ -485,8 +483,8 @@ "Method: BOLFI\n", "Number of posterior samples: 2000\n", "Number of simulations: 100\n", - "Threshold: -1.31\n", - "Posterior means: t1: 0.493, t2: 0.148" + "Threshold: -1.41\n", + "Posterior means: t1: 0.564, t2: 0.28" ] }, "execution_count": 12, @@ -505,9 +503,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8MAAAHjCAYAAAAHRs0pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6im4AAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8MAAAHjCAYAAAAHRs0pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -532,9 +530,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAEKCAYAAAAfCnjkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAEP4/6ABG3gvdzH7AAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAAEKCAYAAAAfCnjkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAQ/j/r/K6/DBzUu8AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {},