diff --git a/.ipynb_checkpoints/dram-ac-checkpoint.ipynb b/.ipynb_checkpoints/dram-ac-checkpoint.ipynb new file mode 100644 index 0000000..41449a8 --- /dev/null +++ b/.ipynb_checkpoints/dram-ac-checkpoint.ipynb @@ -0,0 +1,615 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "os.chdir(\"..\")\n", + "import pints\n", + "import pints.toy\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from plotnine import *\n", + "import pandas as pd\n", + "import pints.plot\n", + "\n", + "from pints.functionaltests.dram import (test_dram_acmc_on_banana,\n", + " test_dram_acmc_on_two_dim_gaussian,\n", + " test_dram_acmc_on_correlated_gaussian,\n", + " test_dram_acmc_on_annulus)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def run_replicates(iterations, n_replicates, test):\n", + " df = pd.DataFrame(columns=['iterations', 'replicate', 'kld', 'ess'],\n", + " index=np.arange(len(iterations) * n_replicates))\n", + " k = 0\n", + " for it in iterations:\n", + " for rep in range(n_replicates):\n", + " result = test(it)\n", + " df.iloc[k] = {'iterations': it, 'replicate': rep,\n", + " 'kld': result['kld'], 'ess': result['mean-ess']}\n", + " k += 1\n", + " df['iterations'] = pd.to_numeric(df['iterations'])\n", + " df['kld'] = pd.to_numeric(df['kld'])\n", + " df['ess'] = pd.to_numeric(df['ess'])\n", + " return df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Two dimensional Gaussian" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/plotnine/facets/facet.py:552: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "low = np.log10(4000)\n", + "high = np.log10(20000)\n", + "test = run_replicates(10**np.linspace(low, high, 8), 10, test_dram_acmc_on_two_dim_gaussian)\n", + "test_2_gauss = test\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sometimes the method just takes a while to reach convergence: stripping out those outlier cases." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/plotnine/facets/facet.py:552: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test1 = test_2_gauss.query('kld < 0.4')\n", + "df = pd.melt(test1, id_vars=['iterations', 'replicate'])\n", + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Show example run results." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "param mean std. 2.5% 25% 50% 75% 97.5% rhat ess ess per sec.\n", + "------- ------ ------ ------ ----- ----- ----- ------- ------ ------- --------------\n", + "param 1 0.02 1.28 -1.96 -0.73 -0.03 0.67 2.09 1.01 1990.38 72.99\n", + "param 2 0.06 2.10 -2.18 -0.70 -0.02 0.72 2.19 1.02 1405.16 51.53\n" + ] + }, + { + "data": { + "text/plain": [ + "0.0008908688166251455" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 10000\n", + "n_warmup = 5000\n", + "log_pdf = pints.toy.GaussianLogPDF(mean=[0, 0], sigma=[1, 1])\n", + "\n", + "# Get initial parameters\n", + "log_prior = pints.ComposedLogPrior(\n", + " pints.GaussianLogPrior(mean=0, sd=10),\n", + " pints.GaussianLogPrior(mean=0, sd=10))\n", + "x0 = log_prior.sample(n=n_chains)\n", + "controller = pints.MCMCController(\n", + " log_pdf, n_chains, x0, sigma0=None, method=pints.DramACMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\n", + "chains = controller.run()\n", + "\n", + "# Show traces and histograms\n", + "pints.plot.trace(chains)\n", + "\n", + "# Show graphs\n", + "plt.show()\n", + "\n", + "results = pints.MCMCSummary(chains=chains, time=controller.time())\n", + "print(results)\n", + "\n", + "chains = chains[:, n_warmup:]\n", + "log_pdf.kl_divergence(np.vstack(chains))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Correlated Gaussian" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/plotnine/facets/facet.py:552: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "low = np.log10(5000)\n", + "high = np.log10(20000)\n", + "test = run_replicates(10**np.linspace(low, high, 8), 10, test_dram_acmc_on_correlated_gaussian)\n", + "test_cor_gauss = test\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Example run of results." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "param mean std. 2.5% 25% 50% 75% 97.5% rhat ess ess per sec.\n", + "------- ------ ------ ------ ----- ----- ----- ------- ------ ------ --------------\n", + "param 1 0.05 0.90 -1.73 -0.56 0.03 0.65 1.83 1.02 721.51 31.15\n", + "param 2 0.02 1.28 -2.53 -0.84 0.01 0.89 2.54 1.01 794.36 34.30\n", + "param 3 0.10 1.57 -2.98 -0.97 0.10 1.17 3.24 1.01 805.29 34.77\n", + "param 4 0.05 1.81 -3.33 -1.19 -0.02 1.38 3.57 1.02 617.21 26.65\n", + "param 5 0.02 2.01 -4.03 -1.32 -0.04 1.43 3.92 1.01 742.71 32.07\n", + "param 6 0.05 2.23 -4.28 -1.49 0.01 1.56 4.38 1.01 718.07 31.01\n" + ] + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 8000\n", + "n_warmup = 4000\n", + "\n", + "log_pdf = pints.toy.HighDimensionalGaussianLogPDF(dimension=6, rho=0.8)\n", + "x0 = np.random.uniform(-4, 4, size=(n_chains, 6))\n", + "controller = pints.MCMCController(\n", + " log_pdf, n_chains, x0, sigma0=None, method=pints.DramACMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\n", + "chains = controller.run()\n", + "chains = chains[:, n_warmup:]\n", + "\n", + "# Show traces and histograms\n", + "pints.plot.pairwise(np.vstack(chains), kde=False, ref_parameters=([0] * 6))\n", + "\n", + "# Show graphs\n", + "plt.show()\n", + "\n", + "results = pints.MCMCSummary(chains=chains, time=controller.time())\n", + "print(results)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Banana" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Volumes/Samsung1.5TB/Github/pints/pints/_diagnostics.py:16: RuntimeWarning: invalid value encountered in true_divide\n", + "/Volumes/Samsung1.5TB/Github/pints/pints/_diagnostics.py:27: RuntimeWarning: invalid value encountered in less\n", + "/usr/local/lib/python3.7/site-packages/plotnine/facets/facet.py:552: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n", + "/usr/local/lib/python3.7/site-packages/plotnine/layer.py:467: PlotnineWarning: geom_jitter : Removed 1 rows containing missing values.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "low = np.log10(2000)\n", + "high = np.log10(10000)\n", + "test = run_replicates(10**np.linspace(low, high, 8), 10, test_dram_acmc_on_banana)\n", + "test_banana = test\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Example run of results." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 4000\n", + "n_warmup = 1000\n", + "\n", + "log_pdf = pints.toy.TwistedGaussianLogPDF(dimension=2, b=0.1)\n", + "log_prior = pints.MultivariateGaussianLogPrior([0, 0],\n", + " [[10, 0], [0, 10]])\n", + "x0 = log_prior.sample(n_chains)\n", + "sigma0 = np.diag(np.array([1, 3]))\n", + "\n", + "levels = np.linspace(-50, -1, 20)\n", + "x = np.linspace(-50, 50, 250)\n", + "y = np.linspace(-100, 20, 250)\n", + "X, Y = np.meshgrid(x, y)\n", + "Z = [[log_pdf([i, j]) for i in x] for j in y]\n", + "\n", + "# run model\n", + "controller = pints.MCMCController(\n", + " log_pdf, n_chains, x0, sigma0=None, method=pints.DramACMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\n", + "chains = controller.run()\n", + "chains = np.vstack(chains[:, n_warmup:])\n", + "\n", + "plt.contour(X, Y, Z, levels=levels, colors='k', alpha=0.2)\n", + "plt.scatter(chains[:, 0], chains[:, 1], alpha=0.2)\n", + "plt.xlim(-50, 50)\n", + "plt.ylim(-100, 20)\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Annulus" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def run_replicates_annulus(iterations, n_replicates, test):\n", + " df = pd.DataFrame(columns=['iterations', 'replicate', 'distance', 'ess'],\n", + " index=np.arange(len(iterations) * n_replicates))\n", + " k = 0\n", + " for it in iterations:\n", + " for rep in range(n_replicates):\n", + " result = test(it)\n", + " df.iloc[k] = {'iterations': it, 'replicate': rep,\n", + " 'distance': result['distance'], 'ess': result['mean-ess']}\n", + " k += 1\n", + " df['iterations'] = pd.to_numeric(df['iterations'])\n", + " df['distance'] = pd.to_numeric(df['distance'])\n", + " df['ess'] = pd.to_numeric(df['ess'])\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/plotnine/facets/facet.py:552: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "low = np.log10(3000)\n", + "high = np.log10(20000)\n", + "test = run_replicates_annulus(10**np.linspace(low, high, 8), 10, test_dram_acmc_on_annulus)\n", + "test_annulus = test\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Example run." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 4000\n", + "n_warmup = 2000\n", + "\n", + "log_pdf = pints.toy.AnnulusLogPDF()\n", + "x0 = log_pdf.sample(n_chains)\n", + "\n", + "# run model\n", + "controller = pints.MCMCController(\n", + " log_pdf, n_chains, x0, sigma0=None, method=pints.DramACMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\n", + "chains = controller.run()\n", + "chains = np.vstack(chains[:, n_warmup:])\n", + "\n", + "num_points = 100\n", + "x = np.linspace(-15, 15, num_points)\n", + "y = np.linspace(-15, 15, num_points)\n", + "X, Y = np.meshgrid(x, y)\n", + "Z = np.zeros(X.shape)\n", + "Z = np.exp([[log_pdf([i, j]) for i in x] for j in y])\n", + "plt.contour(X, Y, Z, colors='k', alpha=0.4)\n", + "plt.scatter(chains[:, 0], chains[:, 1], alpha=0.2)\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.show()" + ] + } + ], + "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": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/dram-ac.ipynb b/dram-ac.ipynb new file mode 100644 index 0000000..41449a8 --- /dev/null +++ b/dram-ac.ipynb @@ -0,0 +1,615 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "os.chdir(\"..\")\n", + "import pints\n", + "import pints.toy\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from plotnine import *\n", + "import pandas as pd\n", + "import pints.plot\n", + "\n", + "from pints.functionaltests.dram import (test_dram_acmc_on_banana,\n", + " test_dram_acmc_on_two_dim_gaussian,\n", + " test_dram_acmc_on_correlated_gaussian,\n", + " test_dram_acmc_on_annulus)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def run_replicates(iterations, n_replicates, test):\n", + " df = pd.DataFrame(columns=['iterations', 'replicate', 'kld', 'ess'],\n", + " index=np.arange(len(iterations) * n_replicates))\n", + " k = 0\n", + " for it in iterations:\n", + " for rep in range(n_replicates):\n", + " result = test(it)\n", + " df.iloc[k] = {'iterations': it, 'replicate': rep,\n", + " 'kld': result['kld'], 'ess': result['mean-ess']}\n", + " k += 1\n", + " df['iterations'] = pd.to_numeric(df['iterations'])\n", + " df['kld'] = pd.to_numeric(df['kld'])\n", + " df['ess'] = pd.to_numeric(df['ess'])\n", + " return df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Two dimensional Gaussian" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/plotnine/facets/facet.py:552: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "image/png": 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9+vXccsstfPjhhwA0atQIgFatWjFr1ixatGjBZZddxvLly2nWrBmhoaFFMkRHR7udBJqWluaxH0JnX7/RnE6nKXKAOWZipnmA987k6NGjrkNolStXZtKkSaXyOswwDxHxTYYXozfeeIOVK1e6Hm/cuJFWrVrRrVs3Fi9ezB9//IGfnx81atRg/PjxVK1aFTi9K33MmDEsWrSIBQsWULNmTcaNG4e/vz8A1113HQ888AATJ04kJyeHRo0akZiYaMhrFCmPnE4nI0aMID09HYDZs2drz42ImJ7hxahHjx706NGj2HXz5s0778c2bNiQ5OTkc67v2LEjHTt2vKR8InJx1q5dy/vvvw/A/ffff85rlYmImInp364vIt7n8OHDjBw5EoCqVasyadIkgxOJiFwYFSMRKVVOp5Phw4e7TrCeM2cOFStWNDiViMiFUTESkVL19ttv89FHHwHQs2dPWrdubXAiEZELp2IkIqUmNTWV0aNHA1CtWjUmTJhgcCIRkZJRMRKRUuF0OhkyZAgnTpwATr95IiwszOBUIiIlo2IkIqVi5cqVfPrpp8Dpq8f/+aKpIiLeQsVIRC7ZoUOHGDt2LAA1atTgmWeeMTiRiMjFUTESkUvidDoZNGgQWVlZwOlDaH+9gbOIiLdQMRKRS7J8+XLWr18PQJ8+fbj11lsNTiQicvFUjETkoh04cIDx48cDEBcX5/q7iIi3UjESkYty9hDayZMnAR1CExHfoGIkIhfltddeY8OGDQD069eP5s2bG5xIROTSqRiJSInt37+fp59+GoDatWu73pEmIuLtVIxEpEQcDgeDBg0iJycHi8VCUlISISEhRscSESkVKkYiUiJLlizhq6++AuDJJ5+kadOmBicSESk9KkYicsH27t3ruv9Z3bp1GTVqlMGJRERKl4qRiFwQh8NBYmIiOTk5WK1WkpKSCA4ONjqWiEipUjESkQuycOFCvvnmGwD69+9PkyZNDE4kIlL6VIxE5G/9+uuvros31q9fnxEjRhicSESkbPgZHUBEzM1ut5OQkEBubi42m42kpCSCgoKMjlVqQkNDsVrL7ndEi8Xi2o7T6Syz7VwoPz8/wsLCDM2gmRRlppmYYR5g3ExUjETkvBYvXsyWLVsASEhI4LrrrjM4UenKzs4u089vs9kICAggOzsbu91eptu6EGFhYa4b/hpFMynKTDMxwzzg4mYSGBh4ydvVoTQROac9e/YwZcoUAK666iqGDRtmcCIRkbKlYiQixTp7CC0vLw+bzcZLL71UKr+NiYiYmYqRiBRr4cKFfPvttwAMHjzY5w6hiYgUR8VIRIrYtWsX06ZNA04fQhs8eLDBiUREPEPFSETcFBYWMmDAAPLz8/Hz8yM5OZmAgACjY4mIeISKkYi4SUpKYvv27QAMGzaMq6++2uBEIiKeo2IkIi47d+5k5syZAFxzzTUkJiYanEhExLNUjEQEgIKCAgYMGEBBQQH+/v4kJyfj7+9vdCwREY9SMRIRAObNm8eOHTsAGDFiBFdeeaXBiUREPE/FSETYsWMHzz33HADXXXcdAwYMMDiRiIgxVIxEyrn8/HwSEhIoLCwkMDCQpKQk/Px0tyARKZ9UjETKuTlz5vDjjz8CMHLkSOrXr29wIhER46gYiZRj3333HXPmzAGgSZMmPPXUUwYnEhExloqRSDl16tQpEhISsNvtBAUFkZSUhM1mMzqWiIihVIxEyqlZs2bx008/ATBmzBjq1q1rcCIREeOpGImUQ9u2bWP+/PkA3HjjjfTr18/gRCIi5qBiJFLO5OXlMWDAABwOB8HBwcyfP1+H0EREzlAxEvEBO3bsoFu3btxyyy3079+fo0ePnvO5M2bMYPfu3QCMGzeOyy+/3FMxRURMTxcrEfFya9ascTsUtnv3bjZt2sSGDRsICwtze+6WLVtYsGABAM2aNeOxxx7zaFYREbPTHiMRL5aenk7//v3dljmdTg4ePMi7777rtjw3N5eEhAQcDgchISHMnz8fq1XfAkRE/kzfFUW82LZt2ygoKCiy3Ol0cvz4cbdlU6dO5ddffwXgmWeeIS4uzhMRRUS8ioqRiBcLDAzEYrEUWe50OmncuLHr8TfffMMLL7wAwK233krv3r09FVFExKuoGIl4sSZNmhAeHl5keadOnWjWrBkAOTk5JCYm4nQ6CQ0NZe7cuTqEJiJyDvruKOLFvvrqK06cOFFk+U033eT6++TJk9m7dy8AEyZMoGbNmh7LJyLibVSMRLzYihUril3+6quvArBx40YWL14MwG233UavXr08lk1ExBupGIl4MYfDUezyU6dOcfLkSQYNGgRAhQoVmDNnTrHnI4mIyP+oGIl4sR49ehS7/I477mDixIns27cPgIkTJ1K9enUPJhMR8U4qRiJerG3btvTt29dtWcOGDWnTpg2vvPIKAK1ateLBBx80Ip6IiNfRla+LERAQQGBgYJlu4+whjdDQUJxOZ5lu60L4+fkVuUqyp5lpJmaYB1zYTJKSknj44YfZsWMHVapU4aabbqJp06YAVKxYkcWLFxf7zrWSMsNMzPQ1IiK+ScWoGPn5+eTn55fpNmw2GwEBAWRnZ2O328t0WxciLCyMrKwsQzOYaSZmmAdc+Ezq169PxYoVeeutt3j66adJSUkBYNKkSVSsWLFUXosZZnKxXyNl/YuOiPgOFSMRH/Drr7/Srl07srOzKSwsBKBu3brcd999BicTEfEuOsdIxAeMHj2akydPukoRwC+//OLacyQiIhdGxUjEB/zyyy9FDi1ZLBb2799vUCIREe+kYiTi5VJSUkhLSyuy3Ol06i36IiIlpGIk4sVOnDhBu3btyM3NLbKubdu21KlTx4BUIiLeS8VIxIt9+umnxe4tAvjkk0947733PJxIRMS7qRiJeLGtW7eed/2oUaM8lERExDeoGIl4qYyMDNauXfu3zxERkQunYiTipcaOHUt6evp5n1O7dm0PpRER8Q0qRiJe6KOPPuKtt94CoEuXLkydOpXg4GC35wQHB7Nw4UIj4omIeC1d+VrEyxw7doyhQ4cCEBMTw7Rp04iKiuKxxx5j+/btfPbZZ4SGhtKhQwdq1KhhcFoREe+iYiTiZUaPHs3Ro0cBmDlzJlFRUa51jRo1olGjRkZFExHxejqUJuJF3nvvPVavXg1AfHw8HTp0MDiRiIhvUTES8RJpaWmMGDECgNjYWKZMmWJwIhER36NiJOIlRo4c6bqY43PPPUelSpUMTiQi4ntUjES8wJo1a3j33XcB6N69O3feeafBiUREfJOKkYjJHT58mOHDhwNQpUoVJk+ebHAiERHfpWIkYmJOp5Mnn3ySY8eOATB79mwiIiIMTiUi4rtUjERMbPXq1axZswaABx54gDvuuMPgRCIivk3XMRIxqdTUVNchtMsuu4yJEycanMhYBQUFLF26lJ9//pnMzEwqVapEx44duemmmwA4cOAAS5cu5cCBA0RFRdGzZ0+uvPJKg1OLiLdRMRIxIafTybBhwzh+/DgA8+bNo2LFiganMpbD4SAyMpJJkyYREBDAzz//zLx584iOjiYuLo758+fTokULRo4cybZt20hOTmbq1KmEh4cbHV1EvIgOpYmY0FtvvcW6desA6Nu3L61btzY4kfECAwPp1q0bVapUwWKxUK9ePerWrcsvv/zCrl27yM/Pp3379vj7+3PjjTdSrVo1tmzZYnRsEfEyKkYiJpOamsqYMWMAqF69OrNmzTI4kTmdOnWKffv2Ub16dQ4ePEi1atWwWv/3La1GjRocPHjQwIQi4o10KE3ERJxOJ0OGDOHEiRMAzJ8/n/DwcDIyMgxOZi4Oh4OXX36Z2rVrc9VVV/Hbb78REhLi9pyQkBDS09OLfGxaWprrQpkAfn5+bvebK202m83tT6NZLBbDs2gmRZlpJmaYBxg3ExUjERNZuXIln376KQC9e/fmtttuMzaQCTmdTpYuXcrx48cZMmQIFouFoKAgcnNz3Z6Xm5tLUFBQkY9ftWoVL774outx3759efzxx8s8t5nOdQoICDA6AqCZFMcsMzHLPMDzM1ExEjGJQ4cOMXbsWABq1qzJM888Y3Ai83E6nbzwwgukpKQwbNgwV/GpVq0aH374IQ6Hw3U4LSUlhaZNmxb5HPHx8bRs2dL12M/Pr0z3yNlsNsLDw8nMzMRut5fZdi5UaGgo2dnZhmbQTIoy00zMMA+4uJlERkZe8nZVjERMwOl0MmjQILKysoDT70KrUKGCwanM5/XXX2fv3r0MHz7cbW9Q/fr1CQgI4KOPPqJt27Zs376dgwcPcsMNNxT5HNHR0URHR7sep6WleeQHkd1uN/wHHpz+WjNDDtBMimOGmZhpHuD5magYiZjAsmXLWL9+PQCPPvoot9xyi8GJzCctLY3PPvsMf39/Bg8e7FreoUMHOnbsSGJiIkuWLOHdd98lOjqa/v37m+awhIh4DxUjEYP9/vvvPP300wDExcUxfvx4gxOZU3R0NK+++iqRkZFkZGQU+Q2yevXqmp2IXDK9XV/EQE6nk8GDB3Py5Eng9CG00NBQg1OJiJRfKkYiBnrttdfYsGEDAP369aN58+YGJxIRKd9UjEQMsn//ftchtNq1a7vekSYiIsZRMRIxgMPhYNCgQeTk5GCxWEhKSipygUIREfE8FSMRAyxZsoSvvvoKgCeffLLY6+2IiIjnqRiJeNjevXuZMGECAHXr1mXUqFEGJxIRkbNUjEQ8yOFwkJiYSE5ODlarlaSkJIKDg42OJSIiZ6gYiXjQiy++yDfffANA//79adKkicGJRETkz1SMRDzk119/ZfLkyQDUq1ePESNGGJxIRET+SsVIxAPsdjuJiYnk5uZis9lITk4u9s7vIiJiLBUjEQ9YvHgxmzdvBiAhIYHrrrvO4EQiIlIcFSORMrZnzx6mTJkCwJVXXsmwYcMMTiQiIueiYiRShux2OwkJCeTl5WGz2UhKSiIwMNDoWCIicg4qRiJlaOHChXz77bcADBo0iGuvvdbgRCIicj4qRiJlZNeuXUyfPh2Aq666iiFDhhicSERE/o6KkUgZKCwsJCEhgVOnTuHn50dSUhIBAQFGxxIRkb+hYiRSBpKTk9m2bRsAQ4cOpWHDhgYnEhGRC+FndACA999/n88//5x9+/bRrFkzhg8f7lq3f/9+kpKS2LdvH5UrV6Zfv35u52ls3LiRV199lWPHjvGPf/yDxMREYmNjXeuXLVvGxx9/TGFhITfffDNPPPEE/v7+Hn19Ur7s3LmTGTNmANCwYUMGDhxocCIREblQpthjVKlSJbp3707btm3dlhcWFjJx4kRuvPFGVqxYwf3338/UqVM5fvw4AL///jvz5s3jySefZPny5cTFxbl+IAF88sknbNiwgVmzZrF48WIOHDjA8uXLPfrapHwpKCggISGBgoIC/P39SU5O9lgRf+utt+jevTvdu3fnzTff9Mg2RUR8jSmKUfPmzbnpppsIDw93W75jxw5OnTrFPffcg7+/P7feeis1a9Zk48aNAHzxxRc0btyY6667jsDAQHr06MHevXtJSUkB4N///jedO3emSpUqhIeHc//99/PZZ595/PVJ+TF//ny+//57AIYNG0aDBg08st3nn3+eAQMGsH79etavX09CQgLJycke2baIiC8xRTE6l5SUFOLi4rBa/xezTp067N+/Hzh9mK127dqudSEhIVSpUsW1PiUlhTp16rh97IkTJ8jIyPDQK5Dy5IcffmDWrFkAXHvttSQmJnpkuw6Hg0mTJuFwONyWTZkyxW2ZiIj8PVOcY3Quubm5hIaGui0LDQ3lyJEjAOTl5RW7Pjc3t9j1Z/+em5tLZGSka3laWhppaWmux1arlZiYmNJ9MX9hs9nc/jSaxWIxPIuZZlLSeeTn55OYmEhhYSEBAQEsXLiwVC7keCEzycvLIz8/v8jygoIC8vLyCAsLu+QcoK8RESkfTF2MgoODyc7OdluWnZ1NcHAwAEFBQeTk5Litz8nJcVv/548/+9yz689atWoVL774outx7969GTBgQOm9kPP46+FDI5nl7eRmmUlJ5vHPf/6THTt2ADBhwgSaN29eqlnON5PIyEhq167N/v37XXuIrFYr1atXp2cg9a4AACAASURBVGbNmqWaQ18jIuLrTF2MatasyapVq3A4HK7DaXv37qVFixYA1KpVi99++831/NzcXFJTU6lVq5br4/fu3es6z+O3336jYsWKbnuLAOLj42nZsqXrsdVqLfPDbTabjfDwcDIzM7Hb7WW6rQsRGhpapIR6mplmUpJ5fPfdd0yePBmA66+/nj59+pTa18+FzuSVV16hS5cubuV/6dKlpfp17M1fI3/9Py8ici6mKEZ2ux273Y7D4cDhcJCfn4/VaqVhw4YEBASwevVqOnfuzH//+1/279/PzTffDMBtt93G0KFD2b59Ow0aNOBf//oXcXFxrt+SW7duzapVq7j++usJDQ1l5cqVtG7dusj2o6OjiY6Odj1OS0vz2A/ms6/daE6n0xQ5wBwzudB5nDp1iv79+1NYWEhgYCBJSUlYLJZSz/93M7n66qvZtGmT640JN998MzExMaWaQ18jIlIemKIYvfHGG6xcudL1eOPGjbRq1YpBgwYxbtw4kpOTWblyJbGxsYwePZqIiAgAatSoQWJiIgsWLCAjI4P69eszYsQI1+dp27YtR48eZejQodjtdpo3b86DDz7o8dcnvuu5555j586dAIwePZorrrjCsCwxMTF06dLFsO2LiPgCi9PpdBodwmz+fCJ2WbHZbERGRpKRkWGK33zDwsLIysoyNIOZZnIh89i+fTt33nkndrudG264gffee6/UTwr2tpmUtYudx5/3CP9VWf9/N9O/IXj3v2NZ0UzcmWEecHEzOd//9Qtl6rfri5jVqVOnGDBgAHa7naCgIJKSkvROKRERH6BiJHIRZsyYwa5duwAYO3Ysl19+ucGJRESkNKgYiZTQt99+67qq9E033US/fv0MTiQiIqXloopRWloao0aNonXr1tSrV48ff/wRgHnz5vHNN9+UakARI+zcuZNPPvmEPXv2uC3Pzc0lISEBh8NBcHAw8+bNc7syu4iIeLcSf0f/v//7P6644gpWrlxJ9erV+fXXXzl16hQABw8eZM6cOaUeUsRTnE4n48aNo3Hjxjz00EM0b96cKVOmuNZPnz7dVZbGjx/vdssZERHxfiV+u/7gwYNp1qwZ77zzDhaLhddff921rmnTprzxxhulGlDEk9555x1eeuklANe7IObOnUvdunWJi4tj4cKFwOkbHz/66KOG5RQRkbJR4mK0ZcsWVq9ejb+/f5G3z8XExLjuYybijbZu3VpkmdPpZOjQoVSuXBmn00lISIgOoYmI+KgSf2cPDQ0lMzOz2HUpKSlERUVdcigRo4SEhBR7vYy8vDz2798PnL4vWlxcnIeTiYiIJ5S4GLVr145JkyaRnp7uWmaxWMjNzWXevHm0b9++VAOKeNI//vGP865v0aIFDz/8sIfSiIiIp5W4GE2fPp3MzEyuuOIKunfvjsViYdy4cTRo0ID09HQmTZpUFjlFPCI0NBSLxVLsuoCAAObOnatDaCIiPqzE3+GrVavG9u3bSUhI4I8//uDyyy8nPT2dBx98kK1btxIbG1sWOUU84ux5RMWZMGECNWrU8HAiERHxpIu6iWxERATPPvsszz77bGnnETHMyZMnz3mYLDo6mj59+ng4kYiIeJqOCYic8Z///IfDhw8Xuy4tLY0VK1Z4OJGIiHhaifcY1a5d+5znYJz122+/XXQgEaPk5eVhtVrPeRfnwYMHc91113HllVd6OJmIiHhKiYtR586dixSjjIwMNmzYgNPppFu3bqUWTsSTmjRpcs7ziwD8/f3ZunWripGIiA8rcTGaO3duscvz8/Pp0qULtWvXvuRQIkaoWbMms2fPJjExsdj1drud8PBwD6cSERFPKrVzjAICAhgwYAAzZ84srU8p4nGbN28+57rq1avTpk0bD6YRERFPK9WTr9PS0sjKyirNTyniMRs2bGDZsmXFrqtfvz4ffPABoaGhHk4lIiKeVOJDaatXry6yLD8/n59++onk5GRatWpVKsFEPCkrK4tBgwYBYLPZXCdgW61WHnvsMSZNmvS3bzoQERHvV+JidM899xS73N/fn27dupGUlHTJoUQ87ZlnnuHAgQMAOBwO13KHw8GKFSsYM2aM9haJiJQDJS5Ge/fuLbIsKCiI2NhY/UYtXmn9+vW8/vrrwOk9RH8uRnB6b9KcOXMYO3asvsZFRHxciYtRrVq1yiKHiCEyMzNdh9AiIiI4ceJEsc+bP38+VquVMWPGeDKeiIh42AUVo//7v/8r0Sdt3LjxRYUR8bSnn36aQ4cOATB16lSGDx/OyZMnizzP6XQyd+5cEhMTqVChgqdjioiIh1xQMWrSpMkFHUJwOp1YLJZzXjlYxEw+++wzli9fDsBdd91FfHw8P/74I88//3yxX8NOp5OMjAwVIxERH3ZBxWj9+vVlnUPEo06cOMHgwYMBiIyMZObMmVgsFsaMGUNubi4vv/xykY+pWLEiVapU8XRUKWOhoaFYrWV328izv1SGhoae98rqnuLn50dYWJihGTSTosw0EzPMA4ybyQUVo5YtW5Z1DhGPGj9+PH/88QcA06ZNo3LlysDpd1dOmzaN/v3706ZNG7KysrBYLFitVpYsWYK/v7+RsaUMZGdnl+nnt9lsBAQEkJ2dbYq96WFhYYZfb04zKcpMMzHDPODiZhIYGHjJ2y3xydci3u6TTz5hxYoVAHTo0IGuXbsWeU6DBg3YtGkTGzZsoLCwkGbNmlG9enVPRxUREQ+7qGL0+uuvs2jRInbv3k1eXl6R9ZmZmZccTKQsHD9+nKFDhwJQqVIlZsyYcc7z5ypVqlRsaRIREd9V4gPry5Yto2/fvlx99dWkpaXRvXt34uPjCQgIIDY2lmHDhpVFTpFSMW7cOFJTU4HTh9BiY2MNTiQiImZS4mL03HPPMX78eBYsWADAU089xZIlS9i7dy8xMTF6x46Y1rp163jjjTcA6NixI126dDE4kYiImE2Ji9GePXu4+eabsdls2Gw212GzsLAwRo4cyfz580s9pMilysjIcB1Ci4qKOu8hNBERKb9KXIwqVqzIqVOnAKhWrRo7d+50rbPb7aSnp5deOpFSMnbsWA4fPgzA9OnTiYmJMTiRiIiYUYlPvm7SpAnff/897dq14+677+bZZ5/F4XC43uZ80003lUVOkYv28ccf89ZbbwHQuXNnOnfubHAiERExqxIXo9GjR7N//34AJkyYwP79+xk0aBAOh4MbbriBRYsWlXpIkYt17Ngx1yG06Ohopk2bZnAiERExsxIXox07dnDvvfcCp2+6+c4773Dq1ClOnTpFeHh4qQcUuRRjxozhyJEjAMyYMYPo6GiDE4mIiJmV+ByjAQMGUKVKFe6++25WrlxJbm4ugYGBKkViOh988AGrVq0CoGvXrnTq1MngRCIiYnYlLkapqakkJSWRnZ1Nz549iY2NpUePHrz//vsUFhaWRUaREktPT2f48OEAxMTEMHXqVIMTiYiINyhxMYqMjKRv37589tlnHDhwgEmTJrFv3z7uvvtuKleuzOOPP14WOUVKZPTo0Rw9ehSAmTNnEhUVZXAiERHxBpd0S+kqVaowcOBAvv76az7++GOCg4N56aWXSiubyEV57733WLNmDQDx8fF06NDB4EQiIuItLukmsgcOHGDlypWsXLmSbdu2UalSJfr161da2URKLC0tjREjRgAQGxvLlClTDE4kIiLepMTF6OjRo7z11lusWLGCTZs2ERISQpcuXZg4cSJ33HEHfn6X1LVELsmoUaNIS0sDTt++plKlSgYnEhERb1LiFnPZZZfh5+dH+/btWblyJR07diQoKKgssomUyDvvvMM777wDwL333sudd95pcCIREfE2JS5GL730El27dtXb88VUjh49ysiRIwGoXLkykydPNjiRiIh4oxIXo4cffrgscohcNKfTyYgRI1z36Zs9ezaRkZEGpxIREW90Se9KEzGDtWvX8v777wNw33330bZtW4MTiYiIt1IxEq925MgRRo0aBZy+fIQOoYmIyKVQMRKvdfYQ2rFjx4DTh9AqVqxocCoREfFmKkbitdasWcMHH3wAwAMPPMAdd9xhcCIREfF2KkbilQ4fPuw6hFa1alUmTpxocCIREfEFuhpjMQICAggMDCzTbVgsFgBCQ0NxOp1luq0L4efnR1hYmKEZLnQmTqeTPn36kJGRAcCiRYuoXr16qWYxwzzAXF8nZpiJmeYhIr5JxagY+fn55Ofnl+k2bDYbAQEBZGdnY7fby3RbFyIsLIysrCxDM1zoTN5++23ee+89AB588EGaNWtW6tnNMA8w19eJGWZysfMo6190RMR36FCaeJXU1FRGjx4NQLVq1ZgwYYLBiURExJeoGIlpFBYWsmfPHvbt24fD4Siy3ul0MmzYMI4fPw7AnDlzdAV2EREpVSpGYgopKSk0b96cevXq0bhxY9q1a+e6GexZb731FuvWrQOgV69e3H777UZEFRERH6ZiJIZzOp08+OCD7Nu3z7Xsxx9/5IknnnA9Tk1NZcyYMQBUr16dZ5991tMxRUSkHNDJ12K49PR0fv75Z7dlBQUFfPXVVzgcDiwWC0OGDOHEiRMAzJ071/B3R4mIiG/SHiMxXFBQULHL/f39sVgsrFy5kk8//RSA3r1707JlS0/GExGRckTFSAzn7+9PXFyc2zKLxUKvXr1ITU1l3LhxANSoUYNnnnnGgIQiIlJeqBiJofLz87nzzjvdzi86q3LlygwePJjMzEwA5s2bR4UKFTycUEREyhOdYySGeuONN/jpp5+KLHc6nSxfvpy9e/cC8Mgjj3Drrbd6Op6IiJQz2mMkhvr9999dt3n4q/379wNQq1Ytnn76aU/GEhGRckrFSAxVp06dc97a4exFHnUITUREPEXFSAx19OjR894MtF69etx8880eTCQiIuWZipEYxm63M3Xq1PM+R9crEhERT1IxEsOcPHmSgoKC8z4nNzfXQ2lERERUjMRA4eHhVKlS5ZwnX8Ppt+yLiIh4ioqRGMZisTBt2rRznmNks9m46667PJxKRETKMxUjMdTmzZux2WzFruvbty+9e/f2bCARESnXdIFHMdSxY8eKvF3f39+fAQMGMGbMGINSiYhIeaU9RmKoWrVqFVlWUFBAkyZNDEgjIiLlnYqRGMbhcPDZZ58VWW6xWJg/fz7Hjx83IJWIiJRnKkZimMWLF7N169Yiy51OJ//973+57bbbSEtLMyCZiIiUVypGYohff/2VyZMnn/c5R44cYfr06R5KJCIiomIkBrDb7SQkJJCXl4fNZqNevXrFvjOtoKCAPXv2GJBQRETKK70rTTzu+eefZ8uWLQAMHDiQJ598kt69e7Nx40a35/n7+1OnTh0jIopJffrpp3zzzTfs27ePxo0b88QTT7jWHThwgKVLl3LgwAGioqLo2bMnV155pYFpRcQbaY+ReNSuXbuYNm0aAFdddRVDhw4lIiKCNWvW0K1bN/z8/PDz8yMgIIDIyEhGjBhhcGIxk8jISLp3707Lli3dlhcWFjJ//nwaNWpEUlISnTt3Jjk5mczMTIOSioi30h4j8ZjCwkISEhI4deoUfn5+JCUlERAQAJx+J9rixYu5++672bRpE5UqVeKhhx4iOjra4NRiJk2aNCEyMpKdO3eSlZXlWr5r1y7y8/Np3749VquVG2+8kX//+99s2bKF1q1bG5hYRLyNipF4TFJSEtu2bQNg6NChNGzY0G291Wrl4Ycf5u677y5y0UeR8zl48CDVqlXDav3fTvAaNWpw8OBBA1OJiDdSMRKP+PHHH5k5cyYA11xzDQMHDjQ4kfiSvLw8QkJC3JaFhISQnp5e5LlpaWlul4Hw8/MjKiqqzLKdfWPBuW5942kWi8XwLJpJUWaaiRnmAcbNRMVIylxBQQEDBgygoKCAgIAAkpOT8ff3NzqW+JCgoCByc3PdluXm5hIUFFTkuatWreLFF190Pe7bty+PP/54mWcMDw8v821cqLOHsI2mmRRllpmYZR7g+ZmoGEmZmzt3Lj/88AMAI0aM0DuFpNRVq1aNDz/8EIfD4TqclpKSQtOmTYs8Nz4+3u3kbT8/PzIyMsosm81mIzw8nMzMTFMcIg4NDSU7O9vQDJpJUWaaiRnmARc3k8jIyEveroqRlKnvvvuO2bNnA9C4cWP69+9vcCLxZna7nfz8fOx2Ow6Hg4KCAiwWC/Xr1ycgIICPPvqItm3bsn37dg4ePMgNN9xQ5HNER0e7ndSflpbmkR9Edrvd8B94cPrK8mbIAZpJccwwEzPNAzw/ExUjKTOnTp0iMTGRwsJCAgMDSUpKws9PX3Jy8d59913Wrl3rerx161ZuvvlmHn30URITE1myZAnvvvsu0dHR9O/f3zSHJUTEe+inlJSZWbNmsXPnTgDGjBlDvXr1DE4k3q5r16706dOHjIyMIr9BVq9enfHjxxuUTER8hS7wKGVi27ZtzJ8/H4AbbrjBIye3ioiIXCoVIyl1eXl5DBgwAIfDQXBwMElJSaZ466eIiMjfUTGSUjd9+nR2794NwLhx47j88ssNTiQiInJhVIykVG3evJkFCxYA0Lx5cx577DGDE4mIiFw4FSMpNTk5OSQkJOB0OgkJCWHevHlut2gQERExO/3UklIzZcoUfvvtNwD++c9/EhcXZ2wgERGRElIxklLx9ddfs3jxYgBatGjBww8/bHAiERGRklMxkkt28uRJBg4ciNPppEKFCsydO1eH0ERExCvpp5dcsokTJ7Jv3z4AJkyYQI0aNYwNJCIicpFUjOSSfPnll7zyyisAtGrVip49exqcSERE5OKpGMlFy8rKYuDAgQCEh4czZ84cLBaLwalEREQunoqRXLR//vOf/P777wBMnjyZyy67zOBEIiIil0bFSC7K559/zmuvvQZAu3btuO+++wxOJCIicun8jA7wd+bOnct//vMf/Pz+F3XBggXExMQAcPToUZKSkvjpp5+oWLEiDz30EC1atHA994cffuCFF14gNTWVmjVrkpCQQO3atT3+OnzJiRMnGDRoEAARERHMmjVLh9BERMQnmL4YAXTu3Pmc18WZNWsWcXFxjB07lt27dzNp0iRq1apFrVq1yMzMZPLkyfTt25dbb72VDz74gEmTJvHCCy/g7+/v4VfhnXJycjhx4gSxsbGuG8GOHz+eP/74A4Bp06ZRpUoVIyOKiIiUGq8+lHbo0CF2795Nr169CAwMpGHDhtx44418/vnnAGzatImqVavSqlUr/P396dy5M06nk+3btxuc3PycTifTpk2jdu3aXHPNNTRo0IBNmzbxySefsGLFCgA6dOhAt27dDE4qIiJSerxij9G6detYt24d0dHRdOrUiTvuuAOA/fv3ExMTQ4UKFVzPrV27Nt9//z0AKSkpbofNLBYLcXFxpKSkcMMNN3j2RXiZZcuWMXfuXBwOBwAZGRncd999rllHRUUxc+ZMHUITERGfYvpi1KlTJ/r06UNoaCg//vgj06dPJzQ0lObNm5OXl+dWigBCQ0PJzc0FIDc397zrz0pLSyMtLc312Gq1us5hKitnD0ud/dNoFovFLct7772H3W53PXY6nZw6dco1u5kzZ5b6ITQzzeSv8zCKZuLOTPMQEd9k+mJ0+eWXu/5+zTXX0KFDBzZu3Ejz5s0JCgoiOzvb7fk5OTkEBwcDEBwcTE5Ojtv67Oxs1/qzVq1axYsvvuh63Lt3bwYMGFDaL6VY4eHhHtnOhQgICCj272ed3Xt033338cgjj5RZDrPMpLgZGEUzcWeWeYiI7zF9Mfori8WC0+kEoFatWhw9epSTJ0+69gz99ttv1KpVC4CaNWuybt0618c6nU727dvHXXfd5fY54+Pjadmypeux1WolIyOjTF+HzWYjPDyczMxMtz0zRgkNDXWVzLy8PHbu3Fns86Kiopg0aVKZzMdMM/nzPIykmbi72HlERkaWYSoR8SWmL0ZfffUVjRs3JigoiJ9//pkPPviAfv36AXDZZZdRt25dli1bxiOPPMKePXvYvHkzM2bMAKBZs2YsXbqU9evXc8stt/Dhhx8C0KhRI7dtREdHEx0d7XqclpbmsR9Cdrvd8B94cLo0ns3xr3/9i9TU1GKfN2fOHCIiIso0sxlm8ud5mIFm4s4M8xAR32T6YvT++++zYMECHA4H0dHR9OzZ0+06RcOHD2f+/Pk8+OCDRERE8NRTT7n2GIWHhzNmzBgWLVrEggULqFmzJuPGjdNb9f/GoUOHij2puk6dOkX2tomIiPgS0xejadOmnXd9TEwMEydOPOf6hg0bkpycXNqxfFq9evVc5xP92QMPPGBAGhEREc/x6usYSdno1KkT1atXL7K8bt26BqQRERHxHBUjcVNYWMj999/Pvn37iqxLTEx0nfguIiLii1SMxM3s2bP58ssvi12XlZXFiRMnPJxIRETEc1SMxOXkyZMkJSWd9znnereaiIiIL1AxEpcffviBvLy88z4nMzPTQ2lEREQ8T8VIXNLT08+73mKxUK9ePQ+lERER8TwVIwFO3+5j0aJF531O9erViYiI8FAiERERz1MxEgCef/55Nm3adN7nxMfHeyiNiPiijRs3cv311xMbG0udOnXYuHGj0ZFEilAxEn755RfGjh0LQGBgYLHPqV+/PsOHD/dkLBHxIT///DP33nsvv//+O4WFhezbt4/4+Hh27dpldDQRNypG5VxhYSEJCQnk5eVhs9nO+byXXnrJNHdWFxHvs3btWrebgJ/9c+3atUbGEilCxaicW7BgAVu3bgVg0KBBXHbZZUWeY7FYqFy5sqejiYgPyc/PL/YCsQUFBQakETk3FaNybOfOnUyfPh2Aa6+9liFDhjB16lSsVitWqxWLxYLVamX48OFERkYanFZEvFmbNm0oLCx0W1ZQUEDr1q0NSiRSPNPfRFbKRn5+Pv3796egoAB/f39efvllAgICaN26NR988AErVqwgLy+PNm3a0LVrV6PjioiXa968OXPnzmXYsGEUFBQQEBDA7NmzadasmdHRRNyoGJVTs2fP5ocffgBg5MiRXH311WRlZQHQpEkTmjRpYmQ8EfFBPXr0oGvXrqSnp1O/fn3y8vKw2+1GxxJxo0Np5dD27duZO3cuANdffz39+/c3OJGIlBfBwcHUqlWL4OBgo6OIFEvFqJzJy8ujf//+2O12goKCSE5Oxs9POw5FRERAxajcmTZtGrt37wZg3Lhx1K1b1+BEIiIi5qFiVI588803LFy4EDh9ImTfvn0NTiQiImIuKkblxMmTJ0lISMDpdBIaGsr8+fOxWvXPLyIi8mf6yVhOTJgwgX379gEwceJEatWqZWwgERERE1IxKge++OILlixZAkCrVq3o2bOnwYlERETMScXIx2VmZjJw4EAAKlasyNy5c7FYLAanEhERMScVIx83duxYDh06BJx+R1rVqlUNTiQiImJeKkY+7OOPP2blypUAdOjQgfj4eIMTiYiImJuKkY86duwYQ4YMASAqKoqZM2fqEJqIiMjfUDHyUSNHjuTo0aMAzJo1i5iYGIMTiYiImJ+KkRf7+OOPadKkCTVq1KBZs2Z89dVXAKxZs4a1a9cCcM8999CxY0cjY4qIiHgNFSMvNW/ePHr16sX+/fvJy8vjl19+4Z577uGLL75g5MiRAFSpUoWpU6canFRERMR76O6hXmjXrl1Mnjy5yHK73c7QoUPJyMgAYM6cOURERHg6nohXCQ0NLdOrwJ89ty80NBSn01lm27lQfn5+hIWFGZpBMynKTDMxwzzAuJmoGHmh77//HqvVit1uL7IuJSUFgF69etGmTRtPRxPxOtnZ2WX6+W02GwEBAWRnZxf7f9bTwsLCyMrKMjSDZlKUmWZihnnAxc0kMDDwkrerQ2leKCIiAofDcc71NWvWZMKECR5MJCIi4htUjLxQhQoVzrtbsW/fvlSoUMGDiURERHyDipEXSkpKOu/6d99910NJREREfIuKkRc6e32ii10vIiIixVMx8kJNmjQ57/rGjRt7KImIiIhvUTHyQk2bNj3v+meffdZDSURERHyLipEXysrKOu91V8LDwz2YRkRExHeoGHmhK6+88pxv1w8MDCQkJMTDiURERHyDipEX+vTTT8+5LjEx0YNJREREfIuKkZfZtm0b8+bNO+f6xx9/3INpREREfIuKkRfJzc2lf//+5700+urVqz2YSERExLeoGHmRKVOmsGfPHgDq1KlTZL3FYuHnn3/2dCwRERGfoWLkJTZu3MiiRYsAuOWWW3jsscew2Wxuz/H396dq1apGxBMREfEJKkZe4OTJkyQmJuJ0OqlQoQLz58+nR48e1KlTB39/f+B0KYqNjeWRRx4xOK2IiIj38jM6gPy98ePHk5KSAsDkyZOpUaMGAOvWrSM5OZk9e/YQFxdHQkICFStWNDKqiIiIV1MxMrlPPvmEZcuWAdCuXTseeOAB17qwsDBGjx5tVDQRERGfo0NpJnbs2DEGDx4MQKVKlXjuueewWCwGpxIREfFdKkYmNmrUKI4cOQLAzJkzqVy5ssGJREREfJuKkUmtXbuWNWvWANCtWzfuvvtugxOJiIj4Pp1jVIyAgAACAwPLdBtnD4mFhobidDrd1v3xxx+MHDkSgKpVq5KcnExYWFiZ5vHz8yvzbfyd883E08wwD9BM/spM8xAR36RiVIz8/Hzy8/PLdBs2m42AgACys7PdrmTtdDrp168fx44dA2D27Nn4+/uTlZVVpnnCwsLKfBt/51wzMYIZ5gGayV9d7DzK+hcdEfEdKkYelpGRwfLlyzl27BjNmzenbdu2buuXL1/uuknsQw89RJs2bYyIKSIiUi6pGHnQkSNHaNOmDenp6TidTp5//nnuvfde5s2bh8ViISUlhXHjxgFQq1Ytnn32WYMTi4iIlC86+dqDpk+fTlpaGvn5+RQUFFBYWMgbb7zBpk2bcDgcJCQkkJ2djcVigVBc8gAAGclJREFUISkpiQoVKhgdWUREpFzRHiMP2rNnDwUFBW7LbDYb3377Ld9//z1ff/01AE8++STNmjUzIqKIiEi5pmLkQXXr1mXr1q1u5aigoIAJEya4bghbv359Xc1aRETEIDqU5kEjRowgMjKy2KtX2+12rFYrCxYsICgoyIB0IiIiomLkQVWqVOGqq6465/VXrrjiCq699loPpxIREZGzVIw86NSpU6xfv/6c66+//noPphEREZG/UjHyoJycnPOu79Onj4eSiIiISHFUjDzo764aXLFiRQ8lERERkeKoGHnQ/7d351FRXmcYwJ9hGJaBuCCDEJVNo6LBhB5rUVMXMJQmx6qIuEQN7iYVtxaXNAvGxrpGE8QleKoecYv7RsWqaVIsUpXYuOPCUhTCoEgEBmaGuf3DceowAyIMM2Ce3zk5J9z7Le9957vycr+Zb5713U75+flWioSIiIjMYWFkRS1atKi139/f30qREBERkTksjKwoPT29xr4OHTqgbdu2VoyGiIiIqmNhZEUXLlyosa979+5WjISIiIjMYWFkJcXFxdi+fbvZPqlUij/+8Y9WjoiIiIiqY2FkJQsWLIBSqQQAuLi4GNo7deqElJQUPtiRiIioCeB3pVnBwYMHsX//fgBAREQE1q1bB6VSCT8/P6jValRVVdk4QiIiIgK4YtToCgoKMG/ePABA27ZtsXTpUkilUrRr185o5YiIiIhsj4VRIxJCYM6cOSguLgYAfPHFF2jdurWNoyIiIqKasDBqRElJSTh58iQA4N1330VoaKiNIyIiIqLasDBqJNnZ2fjoo48AAL6+voiLi7NtQERERPRMLIwaQVVVFWJiYlBWVgaJRIL4+Hi4urraOiwiIiJ6BhZGjWDjxo04e/YsAGDGjBkIDg62cURERERUFyyMLOz69ev47LPPAAABAQGYP3++jSMiIiKiumJhZEFqtRrvv/8+1Go1ZDIZEhIS4OjoaOuwiIiIqI74gMcGqKqqwo0bN6DRaNClSxesWbMGly5dAgDExsYiMDDQxhESEdGL6ObNm0hNTYVMJkNYWBg8PDxsHdILg4VRPSmVSgwZMgQ3b94EADg4OECr1QIAevbsiZiYGFuGR0REL6jk5GRMmjQJUqkUQgjExcXh6NGj6Nq1q61DeyHwVlo9CCEQFhZmKIqAx7fRdDodnJycsHbtWtjbs+YkIiLLUqlUmD59OrRaLSorK6FWq1FaWorf//73tg7thcHf3vWwdetW5OXlme3r1asXOnbsaOWIiAgAysvLsWXLFly6dAlOTk747W9/i7CwMFuHRWQx9+7dg0qlMmqrqqpCZmamjSJ68bAwqof169fX2FdeXm7FSIjoaUlJSdBqtfj8889x//59rFixAp6enggJCbF1aEQW4e7uDolEAiGESTtZBm+l1UNFRUWNfefPn0dBQYEVoyEiAKisrMT58+cREREBZ2dntG/fHv369UNqamqDjvvtt9/Cw8MDCoXC8J+HhwcyMjJq3S81NRUKhQJubm6QSCRwc3PDzJkzUVVV9Vznz8nJQefOnY3Or1AoEBkZafLL8Xm99957Jsf18vIyfJWRpa1atcokJwqFAn/5y18a5Xy10Wq1GD58OBQKBZycnAzj9/T0xJUrV6weT10IITBlyhSzr/uSJUtsEJHlabVavP/++ybXydChQ5977tQXV4zqYciQIbWuGi1evBgJCQlWjIiICgoKIIRA+/btDW3e3t7PLGBqU1hYiMjISJN2IQR+85vf4Pvvv0fLli0N7RKJBMDjD2cMGzbMZL+dO3dCJpNh0aJFZs/3ZP8nHj58iODgYMMHO5727bffIioqClu3bq0x/urHAwB7e3uoVCosXLgQe/fuNenXarUYPXo0Tpw4gYCAgBqP/azzVLdz504sXbrUbN/nn38ONzc3TJgwoU7ns4SIiAikp6ebtFdVVWHAgAHIzMyEi4uL1eKRSqVQq9VQq9U1FgDjx4/HN998Y7ZPq9VCo9FYJBaNRmOxYz2vGTNmYP/+/SbtZ86cwciRI81es5YmEQ39k+MFVFRUVGu/RqNBu3btavxrbeDAgfj6669rPYZUKkXr1q1RXFxstSq4Ni+99BIePXpk0xiaUk6aQj4A5qS62vKRmZmJtWvX4ssvvzS0XblyBX/961+NioeioiKjOW5vb482bdqYPd+sWbOwbds2C4+CiOpLqVRCKpXW2N+6desGn4MrRvUgk8kglUrN/hUHAL/61a+sHBEROTo6mrwpVaVSwcnJyaht3759SExMNPw8ZcoUTJs2zewx+Z5BoqZFLpdDLpc36jlYGNVTz549ce7cOZO/WgMCAjB79mwbRUX08+Xp6QmJRIK7d++iXbt2AIDc3FzD/z8xfPhw9O/f3/Czvb09iouLzR5z/Pjx2LdvX43nnD17Njp06AAARivIGRkZ2LFjh9l9PDw8EBsba9JubgU6Ly/PaAWsOgcHByxevNhsX00r2g4ODlCr1Vi2bFmN4waA8PBwozzVpK43HTZt2oQ7d+7U2O/j44OpU6fW6ViW8PHHH9e6Cjtx4kT4+/tbLR47Ozs4OTmhoqICOp3O7Daffvop1Gq12b6goCAMHz7cIrE8uUZsYcmSJTX+QeLs7IzKykpUVlbWuL8lVox4K82MZ91KA4D8/HxERETg1q1bAB7/tTpjxgzExsbWusz3RFO6RQI0/dsk1tYU8gEwJ9U9Kx9fffUVKisrMXnyZNy/fx8rV67ExIkTa/1U2rPm++TJk3Ho0CGT9ujoaKxYsaLG/QYOHIjLly8btTk4OODChQvw9PSs9ZxPW7NmjeH7F58mkUiQnp4OPz+/Oh8L+P/rWFhYiNdee83syvcvf/lLJCcnP9dxn0WtVqNr165mr6GXXnoJN27cgEwms+g5a3Pp0iWEhoaaLezq8nYIS6vLXL99+7bZLyVXKBS4cOECnJ2dLRKLLef6jRs30L9/f7M5+Ne//oVXXnml1v0t8ek8FkZm1KUwAh5/CuaHH36AVqtFYGAgXF1d63yOpvQLD2gev/SsqSnkA2BOqntWPmp6jlFt/1jWZb5fu3YNq1evxvXr1xEQEICFCxfC19f3mfulpKTg448/hk6nw8yZMzF69Oh6Pfw1Ly8PK1euRFpaGuzs7BAWFoaFCxea3Casi6dfR61Wi/Xr12P//v1QqVTo2rUrJkyYUKeVovoQQmDLli04fPgw1Go15HI53nrrLURHR9fpDdyW9ujRI6xevRpnz55FUVERFAoF5s2b12jjr01d53pFRQWWLFmCgwcPQi6XY9asWRg5ciTs7Cz3IXNbz/WysjIkJiZi69at0Gg0GDx4MD766KM63UJjYdRI6loYNURT+oUH2H4iAE0rJ00hHwBzUl1989HQwqghmtJrCDTv17GxMCfGmkI+gPrlxBKFEZ9jRERERKTHwoiIiIhIj4URERERkR4LIyIiIiI9FkZEREREeiyMiIiIiPRYGBERERHpsTAiIiIi0mNhRERERKTHwoiIiIhIj4URERERkR4LIyIiIiI9fomsjRQVFWHfvn0YPny4Rb707kXAnJhiTow1x3w0x5gbG3NiijkxZauccMXIRoqKipCYmNjo3+zdnDAnppgTY80xH80x5sbGnJhiTkzZKicsjIiIiIj0WBgRERER6Unj4uLibB3Ez5WzszN69uwJuVxu61CaDObEFHNirDnmoznG3NiYE1PMiSlb5IRvviYiIiLS4600IiIiIj0WRkRERER69rYO4EWwZs0afPfdd7C3/386ExISoFAoAABKpRLx8fG4du0aWrZsifHjx6Nfv36GbS9fvowNGzagoKAA3t7eiImJgZ+fn6H/6NGj2Lt3L8rLyxEUFISYmBi4urpab4B1cPToUZw+fRrZ2dno3bs3YmNjDX05OTmIj49HdnY22rZti6lTp+K1114z9J85cwZbt27FgwcP0LVrV8ycORMeHh6G/qSkJBw/fhxarRZ9+/bF9OnTIZPJAAClpaVISEhARkYGnJ2dMWzYMAwZMsR6A69BbfmYPHkyHj58CDu7x3+XKBQKJCQkGPobcj1oNBokJibin//8J+zs7BAWFobx48dDIpFYaeQ102g02LBhA/7zn//g0aNHcHd3R1RUFPr37w+geVwnnOuc6+Zwvhtr9nNdUIOtXr1abNmypcb+efPmiXXr1omKigrxww8/iKioKJGdnS2EEKKkpESMGjVKnDp1SqjVanHgwAExceJEoVarhRBCZGRkiDFjxohbt26JsrIysXTpUrFs2TKrjOt5nDlzRqSlpYn169eL5cuXG9o1Go2YNGmS2L17t1Cr1eK7774TI0eOFMXFxUIIIXJzc8WIESNERkaGqKioEImJieIPf/iDYf+UlBQxefJkkZ+fL0pKSsS8efPE5s2bDf0rV64UixcvFmVlZSIrK0uMHTtWnD9/3mrjrklN+RBCiEmTJtUYY0Ovh23btom5c+eK4uJiUVhYKKZPny6OHTvWeAN9DiqVSiQlJYn8/Hyh0+nElStXxMiRI8W1a9eazXXCuc65bg7nu7HmPtd5K62R3bt3D5mZmRg3bhwcHR0RGBiIXr164fTp0wCAtLQ0eHl5ISQkBDKZDEOGDIEQAhcvXgQAnD59GqGhoejYsSPkcjnGjRuHtLQ0lJWV2XJYJvr06YPg4GC0aNHCqP3SpUuorKxEZGQkZDIZfv3rX8Pb2xtnzpwBAPzjH//AL37xCwQFBcHR0RFjxoxBVlYWcnNzAQAnT57EkCFD4OnpiRYtWmDUqFE4deoUAKCiogJnzpzBuHHjIJfL4evri7CwMPz973+37uDNqCkfz9LQ6+HkyZMYNWoUWrVqBYVCgaFDh+LkyZMWH199ODk54Z133oGnpyckEgm6deuGgIAAXLt27YW4TjjXm/9rWF+c78aa+1xnYWQhKSkpGDNmDGbOnGn0IuTk5EChUBgth/v5+SEnJwcAkJuba7RsKpFI4Ovra7gIcnJyjPpffvll2NvbIy8vr7GHZBG5ubnw9fU1LCMDgL+/v2H81ccnl8vh6elplB9/f3+jfUtKSlBcXIy7d+9CCAEfHx9Dv5+fnyF3TdmaNWswduxYfPDBB7h69aqhvSHXQ2lpKR48eGDU7+/v32TzUVFRgVu3bsHHx6dZXSec6+Y1p9fQ2n7u8725zXW+x8gCBg8ejIkTJ8LFxQVXrlzBsmXL4OLigj59+qCiosLkPQIuLi5QqVQAAJVKVWv/s/Zv6lQqFVxcXIzaXFxcUFhYCODx+Mz1Pz3+p/uf/L9KpUJFRYXJsy2aQ27mzp2Ljh07AgBOnTqFRYsWIT4+Hh4eHg26Hp5sUz1farUaVVVVkEqljTms56LT6bBmzRq88sorCAoKQmZmZrO4TjjXa8a5bt7Pfb43x7nOFSML6NixI1q0aAGpVIoePXrg7bffNiwLOjk5mSyFl5eXw9nZGcDjh1eVl5cb9ZeVlRn6n7V/U+fs7GwSf/XxVR//0+OrPv4n2zo7O8PJycnkgm8OuenWrRscHR3h6OiIt956C/7+/rhw4QKAhl0PT7Z5ev+ysjI4ODg0mX8kAUAIgXXr1uHBgweIjY2FRCJpNtcJ53rNmstraG0/5/neXOc6C6NGIJFIIPTPzfTx8YFSqURpaamh/86dO4alPm9vb9y5c8fQJ4RAdnY2vL29DftnZWUZ+u/duweNRoP27dtbYygN5u3tjZycHOh0OkNbVlaWYfw+Pj5G41epVCgoKDDKz9Pjv3PnDlq2bInWrVujXbt2AGC0TJqVlWXIXXNhZ2dnuF4acj24urrCzc3NaP+mlg8hBDZs2ICsrCzExcUZ/sFqrtcJ5/r/NdfX0Np+LvO9Oc91FkYWkJqaivLycuh0Oly9ehXHjh1DcHAwgMf3hDt16oSkpCRUVlbi8uXL+Pe//42QkBAAQO/evZGfn49vvvkGGo0Ghw8fBgC8/vrrAICQkBCcPHkSt2/fhkqlwvbt29G7d2+TpUZbq6qqglqthk6ng06ng1qthlarRWBgIBwcHLB//35oNBqkpqYiJycHffv2BQAMGDAAGRkZuHjxItRqNXbs2AFfX1/DhRwaGopDhw6hoKAAjx49wq5duxAaGgrg8V8Offv2xbZt21BeXo6cnBycOHECb775ps3y8ERN+VAqlbhy5Qo0Gg00Gg1SUlJw8+ZNBAUFAWj49RAaGordu3ejpKQESqUSBw8exKBBg2yTBDM2btyIGzduYNGiRUZL3s3lOuFc51w3h/PdVHOe6/xKEAtYsGCBoQJ2d3fH4MGDER4ebuhXKpX48ssvce3aNbRq1Qrjxo0zPM8BePxpjo0bNxqeYzFjxgyjN5c9/RyL119/HTNnzmxyzzbZsWMHdu3aZdQWEhKC2bNnIzs7G2vXrkV2djY8PDwwbdo0o2dWpKamYuvWrSguLkaXLl0wa9YswzMrhBDYvn07/va3v6Gqqgp9+vTBe++9Z/TMirVr1xqeWREREdEknm1SUz4iIiKwatUq5Ofnw97eHh06dMDYsWMRGBho2K4h14NGo8FXX32F1NTUJvVcEwAoLCzE5MmTIZPJjJb6IyMjERUV1SyuE851znVzON+NNfe5zsKIiIiISI+30oiIiIj0WBgRERER6bEwIiIiItJjYURERESkx8KIiIiISI+FEREREZEeCyMiIiIiPRZGRERERHosjIiowaKjo/Hqq68CAC5evIi4uDiTL4K0hocPHyIuLg5Xr141as/OzoZEIsHevXutHhMRNS988jURNdjt27dRVlaGHj16YMuWLZgwYQKUSiXc3d2tGkd2djb8/PywZ88eREZGGtorKyvx/fffo3PnznBzc7NqTETUvNjbOgAiav46duzYaMeurKyETCaDnV39F7gdHR0NX/ZKRFQb3kojogZ7civtyWoRACgUCkgkEvj6+hq2y8vLw9ixY+Hu7g5nZ2f069cPFy5cMDqWr68vZsyYgeXLl8PHxwfOzs548OABrl+/jlGjRqFDhw6Qy+Xo1q0bVq1aBZ1OB+D/q0UAMGLECEgkEkgkEmRnZ5u9labT6fDnP/8Zvr6+cHR0RNeuXbFx40ajWOLi4uDq6opLly7hjTfegFwux6uvvoqUlBSj7Q4fPoyePXvC1dUVrVq1Qs+ePZGcnGyx/BKR9bAwIiKLefvtt/Hhhx8CAI4fP460tDQcOHAAAFBcXIw33ngDFy9eRHx8PPbt2wcXFxeEhISgsLDQ6Dj79u3D0aNH8cUXX+DQoUNwcXHB3bt30aVLF6xbtw7JycmYOnUqPv30UyxevBgA4OXlhf379wMAlixZgrS0NKSlpcHLy8tsrLGxsYiLi0N0dDSOHDmCsLAwTJ8+HWvXrjXaTqPR4J133kF0dDQOHDgADw8PDB8+HPfv3wfw+DZiZGQkunfvjgMHDmD37t2IiopCcXGx5RJLRNYjiIga6N133xXdu3cXQgixefNmAUAolUqjbT7++GPRsmVL8eOPPxraKioqhLe3t4iNjTW0+fj4iDZt2ojS0tIaz6fT6YRGoxGfffaZ8PLyMrRnZWUJAGLPnj1G21dvVyqVQiaTiQULFhhtN3r0aKFQKIRWqxVCCPHJJ58IAOLYsWMmx9q2bZsQQog9e/YIAOKnn356dqKIqMnjihERWcWJEycwcOBAuLm5QavVQqvVQiqVon///jh37pzRtgMGDICLi4tRW0VFBT755BN06tQJjo6OkMlk+NOf/oT8/HyUlpY+Vyzp6enQaDQYMWKEUfvIkSOhVCqRmZlpaLOzs8OgQYMMP/v6+sLZ2Rl5eXkAgB49ekAqlWLMmDE4cuQISkpKnisWImpaWBgRkVUUFRXh4MGDkMlkRv9t27YN//3vf422bdu2rcn+8+fPx4oVKzBlyhQkJyfj3Llzhtt2FRUVzxXLk9tc1c/z5OcHDx4Y2pydneHg4GC0nYODg+GcnTt3xtGjR1FSUoJhw4ZBoVDgd7/7HXJzc58rJiJqGvipNCKyCjc3N4SHhxveE/Q0R0dHo58lEonJNnv27MG0adMwf/58Q9uxY8fqHQsAFBYWol27dob2H3/80ai/rsLDwxEeHo6ffvoJx48fx5w5czBhwgScOnWqXvERke2wMCIii3qyulJ9FWfQoEFISkpCQECAyW2yulCpVEYrN1VVVdi1a1edzl1dr169IJPJsGfPHgQFBRnav/76a3h4eKBz587PHR8AtGjRAlFRUUhPT8fOnTvrdQwisi0WRkRkUQEBAQCAhIQEDB06FHK5HIGBgZg7dy62b9+O/v37Y9asWfD29oZSqUR6ejpefvllzJkzp9bjvvnmm0hMTES3bt3g7u6OdevWobKy0mgbT09PtGrVCjt37oSfnx8cHR3Ro0cPk2O5u7sjJiYGK1asgJOTE4KDg5GcnIwdO3YgPj4eUqm0zuPduHEj0tLSEB4eDi8vL2RlZSEpKQlhYWF1PgYRNR0sjIjIooKCghAXF4dNmzZh+fLl6NChA7Kzs9GmTRucPXsWH374IebPn4/79+/Dw8MDwcHBGDZs2DOPGx8fj+nTpyMmJgZyuRzR0dEYNmwYpkyZYtjGzs4OmzdvxgcffIDQ0FBUVlYiKyvL7PFWrFiBVq1aYdOmTYbnGW3YsAHTpk17rvH26NEDR44cwdy5c3H//n14enpi9OjRZm8ZElHTx68EISIiItLjp9KIiIiI9FgYEREREemxMCIiIiLSY2FEREREpMfCiIiIiEiPhRERERGRHgsjIiIiIj0WRkRERER6LIyIiIiI9FgYEREREemxMCIiIiLSY2FEREREpPc/TqZ8DochpBoAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "low = np.log10(4000)\n", + "high = np.log10(20000)\n", + "test = run_replicates(10**np.linspace(low, high, 8), 10, test_dram_acmc_on_two_dim_gaussian)\n", + "test_2_gauss = test\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sometimes the method just takes a while to reach convergence: stripping out those outlier cases." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/plotnine/facets/facet.py:552: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test1 = test_2_gauss.query('kld < 0.4')\n", + "df = pd.melt(test1, id_vars=['iterations', 'replicate'])\n", + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Show example run results." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "param mean std. 2.5% 25% 50% 75% 97.5% rhat ess ess per sec.\n", + "------- ------ ------ ------ ----- ----- ----- ------- ------ ------- --------------\n", + "param 1 0.02 1.28 -1.96 -0.73 -0.03 0.67 2.09 1.01 1990.38 72.99\n", + "param 2 0.06 2.10 -2.18 -0.70 -0.02 0.72 2.19 1.02 1405.16 51.53\n" + ] + }, + { + "data": { + "text/plain": [ + "0.0008908688166251455" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 10000\n", + "n_warmup = 5000\n", + "log_pdf = pints.toy.GaussianLogPDF(mean=[0, 0], sigma=[1, 1])\n", + "\n", + "# Get initial parameters\n", + "log_prior = pints.ComposedLogPrior(\n", + " pints.GaussianLogPrior(mean=0, sd=10),\n", + " pints.GaussianLogPrior(mean=0, sd=10))\n", + "x0 = log_prior.sample(n=n_chains)\n", + "controller = pints.MCMCController(\n", + " log_pdf, n_chains, x0, sigma0=None, method=pints.DramACMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\n", + "chains = controller.run()\n", + "\n", + "# Show traces and histograms\n", + "pints.plot.trace(chains)\n", + "\n", + "# Show graphs\n", + "plt.show()\n", + "\n", + "results = pints.MCMCSummary(chains=chains, time=controller.time())\n", + "print(results)\n", + "\n", + "chains = chains[:, n_warmup:]\n", + "log_pdf.kl_divergence(np.vstack(chains))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Correlated Gaussian" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/plotnine/facets/facet.py:552: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "low = np.log10(5000)\n", + "high = np.log10(20000)\n", + "test = run_replicates(10**np.linspace(low, high, 8), 10, test_dram_acmc_on_correlated_gaussian)\n", + "test_cor_gauss = test\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Example run of results." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "param mean std. 2.5% 25% 50% 75% 97.5% rhat ess ess per sec.\n", + "------- ------ ------ ------ ----- ----- ----- ------- ------ ------ --------------\n", + "param 1 0.05 0.90 -1.73 -0.56 0.03 0.65 1.83 1.02 721.51 31.15\n", + "param 2 0.02 1.28 -2.53 -0.84 0.01 0.89 2.54 1.01 794.36 34.30\n", + "param 3 0.10 1.57 -2.98 -0.97 0.10 1.17 3.24 1.01 805.29 34.77\n", + "param 4 0.05 1.81 -3.33 -1.19 -0.02 1.38 3.57 1.02 617.21 26.65\n", + "param 5 0.02 2.01 -4.03 -1.32 -0.04 1.43 3.92 1.01 742.71 32.07\n", + "param 6 0.05 2.23 -4.28 -1.49 0.01 1.56 4.38 1.01 718.07 31.01\n" + ] + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 8000\n", + "n_warmup = 4000\n", + "\n", + "log_pdf = pints.toy.HighDimensionalGaussianLogPDF(dimension=6, rho=0.8)\n", + "x0 = np.random.uniform(-4, 4, size=(n_chains, 6))\n", + "controller = pints.MCMCController(\n", + " log_pdf, n_chains, x0, sigma0=None, method=pints.DramACMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\n", + "chains = controller.run()\n", + "chains = chains[:, n_warmup:]\n", + "\n", + "# Show traces and histograms\n", + "pints.plot.pairwise(np.vstack(chains), kde=False, ref_parameters=([0] * 6))\n", + "\n", + "# Show graphs\n", + "plt.show()\n", + "\n", + "results = pints.MCMCSummary(chains=chains, time=controller.time())\n", + "print(results)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Banana" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Volumes/Samsung1.5TB/Github/pints/pints/_diagnostics.py:16: RuntimeWarning: invalid value encountered in true_divide\n", + "/Volumes/Samsung1.5TB/Github/pints/pints/_diagnostics.py:27: RuntimeWarning: invalid value encountered in less\n", + "/usr/local/lib/python3.7/site-packages/plotnine/facets/facet.py:552: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n", + "/usr/local/lib/python3.7/site-packages/plotnine/layer.py:467: PlotnineWarning: geom_jitter : Removed 1 rows containing missing values.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "low = np.log10(2000)\n", + "high = np.log10(10000)\n", + "test = run_replicates(10**np.linspace(low, high, 8), 10, test_dram_acmc_on_banana)\n", + "test_banana = test\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Example run of results." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 4000\n", + "n_warmup = 1000\n", + "\n", + "log_pdf = pints.toy.TwistedGaussianLogPDF(dimension=2, b=0.1)\n", + "log_prior = pints.MultivariateGaussianLogPrior([0, 0],\n", + " [[10, 0], [0, 10]])\n", + "x0 = log_prior.sample(n_chains)\n", + "sigma0 = np.diag(np.array([1, 3]))\n", + "\n", + "levels = np.linspace(-50, -1, 20)\n", + "x = np.linspace(-50, 50, 250)\n", + "y = np.linspace(-100, 20, 250)\n", + "X, Y = np.meshgrid(x, y)\n", + "Z = [[log_pdf([i, j]) for i in x] for j in y]\n", + "\n", + "# run model\n", + "controller = pints.MCMCController(\n", + " log_pdf, n_chains, x0, sigma0=None, method=pints.DramACMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\n", + "chains = controller.run()\n", + "chains = np.vstack(chains[:, n_warmup:])\n", + "\n", + "plt.contour(X, Y, Z, levels=levels, colors='k', alpha=0.2)\n", + "plt.scatter(chains[:, 0], chains[:, 1], alpha=0.2)\n", + "plt.xlim(-50, 50)\n", + "plt.ylim(-100, 20)\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Annulus" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def run_replicates_annulus(iterations, n_replicates, test):\n", + " df = pd.DataFrame(columns=['iterations', 'replicate', 'distance', 'ess'],\n", + " index=np.arange(len(iterations) * n_replicates))\n", + " k = 0\n", + " for it in iterations:\n", + " for rep in range(n_replicates):\n", + " result = test(it)\n", + " df.iloc[k] = {'iterations': it, 'replicate': rep,\n", + " 'distance': result['distance'], 'ess': result['mean-ess']}\n", + " k += 1\n", + " df['iterations'] = pd.to_numeric(df['iterations'])\n", + " df['distance'] = pd.to_numeric(df['distance'])\n", + " df['ess'] = pd.to_numeric(df['ess'])\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/plotnine/facets/facet.py:552: PlotnineWarning: If you need more space for the x-axis tick text use ... + theme(subplots_adjust={'wspace': 0.25}). Choose an appropriate value for 'wspace'.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "low = np.log10(3000)\n", + "high = np.log10(20000)\n", + "test = run_replicates_annulus(10**np.linspace(low, high, 8), 10, test_dram_acmc_on_annulus)\n", + "test_annulus = test\n", + "\n", + "df = pd.melt(test, id_vars=['iterations', 'replicate'])\n", + "(ggplot(df,\n", + " aes(x='iterations', y='value')) +\n", + " geom_jitter(width=100) +\n", + " geom_smooth(stat='smooth', se=False) +\n", + " facet_wrap('variable', scales='free'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Example run." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n_chains = 4\n", + "n_iterations = 4000\n", + "n_warmup = 2000\n", + "\n", + "log_pdf = pints.toy.AnnulusLogPDF()\n", + "x0 = log_pdf.sample(n_chains)\n", + "\n", + "# run model\n", + "controller = pints.MCMCController(\n", + " log_pdf, n_chains, x0, sigma0=None, method=pints.DramACMC)\n", + "controller.set_max_iterations(n_iterations)\n", + "controller.set_log_to_screen(False)\n", + "chains = controller.run()\n", + "chains = np.vstack(chains[:, n_warmup:])\n", + "\n", + "num_points = 100\n", + "x = np.linspace(-15, 15, num_points)\n", + "y = np.linspace(-15, 15, num_points)\n", + "X, Y = np.meshgrid(x, y)\n", + "Z = np.zeros(X.shape)\n", + "Z = np.exp([[log_pdf([i, j]) for i in x] for j in y])\n", + "plt.contour(X, Y, Z, colors='k', alpha=0.4)\n", + "plt.scatter(chains[:, 0], chains[:, 1], alpha=0.2)\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.show()" + ] + } + ], + "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": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}