{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# EasyVVUQ fusion tutorial\n", "\n", "Run an EasyVVUQ campaign to analyze the sensitivity of the temperature\n", "profile predicted by a simplified model of heat conduction in a\n", "tokamak plasma.\n", "\n", "This is done with PCE." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:37.132227Z", "start_time": "2021-06-08T06:48:37.129524Z" }, "code_folding": [ 0 ] }, "outputs": [], "source": [ "#!pip install EasyVVUQ\n", "#!pip install future\n", "#!pip install fipy" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:41.336616Z", "start_time": "2021-06-08T06:48:37.134726Z" }, "code_folding": [ 0 ] }, "outputs": [], "source": [ "# import packages that we will use\n", "\n", "import os\n", "import easyvvuq as uq\n", "import chaospy as cp\n", "import pickle\n", "import time\n", "import numpy as np \n", "import matplotlib.pylab as plt" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:41.341405Z", "start_time": "2021-06-08T06:48:41.337918Z" }, "code_folding": [ 0 ] }, "outputs": [], "source": [ "# Define parameter space\n", "\n", "params = {\n", " \"Qe_tot\": {\"type\": \"float\", \"min\": 1.0e6, \"max\": 50.0e6, \"default\": 2e6}, \n", " \"H0\": {\"type\": \"float\", \"min\": 0.00, \"max\": 1.0, \"default\": 0}, \n", " \"Hw\": {\"type\": \"float\", \"min\": 0.01, \"max\": 100.0, \"default\": 0.1}, \n", " \"Te_bc\": {\"type\": \"float\", \"min\": 10.0, \"max\": 1000.0, \"default\": 100}, \n", " \"chi\": {\"type\": \"float\", \"min\": 0.01, \"max\": 100.0, \"default\": 1}, \n", " \"a0\": {\"type\": \"float\", \"min\": 0.2, \"max\": 10.0, \"default\": 1}, \n", " \"R0\": {\"type\": \"float\", \"min\": 0.5, \"max\": 20.0, \"default\": 3}, \n", " \"E0\": {\"type\": \"float\", \"min\": 1.0, \"max\": 10.0, \"default\": 1.5}, \n", " \"b_pos\": {\"type\": \"float\", \"min\": 0.95, \"max\": 0.99, \"default\": 0.98}, \n", " \"b_height\": {\"type\": \"float\", \"min\": 3e19, \"max\": 10e19, \"default\": 6e19}, \n", " \"b_sol\": {\"type\": \"float\", \"min\": 2e18, \"max\": 3e19, \"default\": 2e19}, \n", " \"b_width\": {\"type\": \"float\", \"min\": 0.005, \"max\": 0.025, \"default\": 0.01}, \n", " \"b_slope\": {\"type\": \"float\", \"min\": 0.0, \"max\": 0.05, \"default\": 0.01}, \n", " \"nr\": {\"type\": \"integer\", \"min\": 10, \"max\": 1000, \"default\": 100}, \n", " \"dt\": {\"type\": \"float\", \"min\": 1e-3, \"max\": 1e3, \"default\": 100},\n", " \"out_file\": {\"type\": \"string\", \"default\": \"output.csv\"}\n", "}" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:41.344773Z", "start_time": "2021-06-08T06:48:41.342567Z" }, "code_folding": [ 0 ] }, "outputs": [], "source": [ "# Create an encoder, decoder and collater for PCE test app\n", "\n", "encoder = uq.encoders.GenericEncoder(template_fname='fusion.template',\n", " delimiter='$',\n", " target_filename='fusion_in.json')\n", "\n", "\n", "decoder = uq.decoders.SimpleCSV(target_filename=\"output.csv\",\n", " output_columns=[\"te\", \"ne\", \"rho\", \"rho_norm\"])\n", " \n", "\n", "execute = uq.actions.ExecuteLocal('python3 %s/fusion_model.py fusion_in.json' % (os.getcwd()))\n", "\n", "actions = uq.actions.Actions(uq.actions.CreateRunDirectory('/tmp'), \n", " uq.actions.Encode(encoder), execute, uq.actions.Decode(decoder))\n", "\n", "#collater = uq.collate.AggregateSamples(average=False)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:41.348731Z", "start_time": "2021-06-08T06:48:41.345477Z" }, "code_folding": [ 0 ] }, "outputs": [ { "data": { "text/plain": [ "' other possible quantities to vary\\n \"H0\": cp.Uniform(0.0, 0.2),\\n \"Hw\": cp.Uniform(0.1, 0.5),\\n \"chi\": cp.Uniform(0.8, 1.2), \\n\\n \"a0\": cp.Uniform(0.9, 1.1), \\n \"R0\": cp.Uniform(2.7, 3.3), \\n \"E0\": cp.Uniform(1.4, 1.6), \\n \"b_pos\": cp.Uniform(0.95, 0.99), \\n \"b_height\": cp.Uniform(5e19, 7e19), \\n \"b_sol\": cp.Uniform(1e19, 3e19), \\n \"b_width\": cp.Uniform(0.015, 0.025), \\n \"b_slope\": cp.Uniform(0.005, 0.020)\\n'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create the sampler (here simplified to two uncertain quantities)\n", "\n", "vary = {\n", " \"Qe_tot\": cp.Uniform(1.8e6, 2.2e6),\n", " \"Te_bc\": cp.Uniform(80.0, 120.0)\n", "}\n", "\n", "\"\"\" other possible quantities to vary\n", " \"H0\": cp.Uniform(0.0, 0.2),\n", " \"Hw\": cp.Uniform(0.1, 0.5),\n", " \"chi\": cp.Uniform(0.8, 1.2), \n", "\n", " \"a0\": cp.Uniform(0.9, 1.1), \n", " \"R0\": cp.Uniform(2.7, 3.3), \n", " \"E0\": cp.Uniform(1.4, 1.6), \n", " \"b_pos\": cp.Uniform(0.95, 0.99), \n", " \"b_height\": cp.Uniform(5e19, 7e19), \n", " \"b_sol\": cp.Uniform(1e19, 3e19), \n", " \"b_width\": cp.Uniform(0.015, 0.025), \n", " \"b_slope\": cp.Uniform(0.005, 0.020)\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:41.387431Z", "start_time": "2021-06-08T06:48:41.349908Z" }, "code_folding": [ 0 ] }, "outputs": [], "source": [ "# Set up a fresh campaign called \"fusion_pce.\"\n", "\n", "my_campaign = uq.Campaign(name='fusion_pce.')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:41.410289Z", "start_time": "2021-06-08T06:48:41.388413Z" }, "code_folding": [ 0 ] }, "outputs": [], "source": [ "# Add the app (automatically set as current app)\n", "\n", "my_campaign.add_app(name=\"fusion\", params=params, actions=actions)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:41.489966Z", "start_time": "2021-06-08T06:48:41.413881Z" }, "code_folding": [] }, "outputs": [], "source": [ "# Associate a sampler with the campaign\n", "\n", "my_campaign.set_sampler(uq.sampling.PCESampler(vary=vary, polynomial_order=3))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:43.263633Z", "start_time": "2021-06-08T06:48:41.491271Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 16/16 [00:01<00:00, 10.25it/s]\n" ] } ], "source": [ "my_campaign.execute().collate(progress_bar=True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:43.283743Z", "start_time": "2021-06-08T06:48:43.264566Z" } }, "outputs": [], "source": [ "results_df = my_campaign.get_collation_result()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:44.111721Z", "start_time": "2021-06-08T06:48:43.284665Z" } }, "outputs": [], "source": [ "results = my_campaign.analyse(qoi_cols=[\"te\", \"ne\", \"rho\", \"rho_norm\"])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:44.158967Z", "start_time": "2021-06-08T06:48:44.121881Z" }, "code_folding": [ 0 ] }, "outputs": [], "source": [ "# Get Descriptive Statistics\n", "\n", "rho = results.describe('rho', 'mean')\n", "rho_norm = results.describe('rho_norm', 'mean')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:44.463046Z", "start_time": "2021-06-08T06:48:44.164338Z" }, "code_folding": [ 0 ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the calculated Te: mean, with std deviation, 10 and 90% and range\n", "plt.figure() \n", "plt.plot(rho, results.describe('te', 'mean'), 'b-', label='Mean')\n", "plt.plot(rho, results.describe('te', 'mean')-results.describe('te', 'std'), 'b--', label='+1 std deviation')\n", "plt.plot(rho, results.describe('te', 'mean')+results.describe('te', 'std'), 'b--')\n", "plt.fill_between(rho, results.describe('te', 'mean')-results.describe('te', 'std'), results.describe('te', 'mean')+results.describe('te', 'std'), color='b', alpha=0.2)\n", "plt.plot(rho, results.describe('te', '10%'), 'b:', label='10 and 90 percentiles')\n", "plt.plot(rho, results.describe('te', '90%'), 'b:')\n", "plt.fill_between(rho, results.describe('te', '10%'), results.describe('te', '90%'), color='b', alpha=0.1)\n", "plt.fill_between(rho, results.describe('te', 'min'), results.describe('te', 'max'), color='b', alpha=0.05)\n", "plt.legend(loc=0)\n", "plt.xlabel('rho [m]')\n", "plt.ylabel('Te [eV]')\n", "plt.title(my_campaign.campaign_dir);" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:44.531243Z", "start_time": "2021-06-08T06:48:44.463921Z" }, "code_folding": [ 0 ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the first Sobol results\n", "\n", "plt.figure() \n", "for k in results.sobols_first()['te'].keys(): plt.plot(rho, results.sobols_first()['te'][k], label=k)\n", "plt.legend(loc=0)\n", "plt.xlabel('rho [m]')\n", "plt.ylabel('sobols_first')\n", "plt.title(my_campaign.campaign_dir);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:44.605553Z", "start_time": "2021-06-08T06:48:44.532100Z" }, "code_folding": [ 0 ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the second Sobol results\n", "\n", "plt.figure() \n", "for k1 in results.sobols_second()['te'].keys(): \n", " for k2 in results.sobols_second()['te'][k1].keys():\n", " plt.plot(rho, results.sobols_second()['te'][k1][k2], label=k1+'/'+k2)\n", "plt.legend(loc=0) \n", "plt.xlabel('rho [m]')\n", "plt.ylabel('sobols_second')\n", "plt.title(my_campaign.campaign_dir+'\\n');" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:44.674493Z", "start_time": "2021-06-08T06:48:44.606403Z" }, "code_folding": [ 0 ] }, "outputs": [ { "data": { "image/png": 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P34bR4DY58j68XV73J7153IK7YjD8Ip6rgA3iDnfeSMiFKuouPnkBV/N6sZFwpuKuvvyPt7E6QjPrIKr6Bu5qxr/ilt803H/pkZBiU4C/4NaFStz/fSPuvHiwiWXxKDDcO+z1T69bk+uxlzSeBdZ5w/SmdduI8Hlehjs3/h5u/Tged2i4MY2uY43Nl4j8t4g01BYa3eaFaW4dbW7dDp2X/wA/wf0HtuGOaFzewnQj8QHuApFdwC+BL6lqw6H/q3A7/Ctw57++58UyH7fjdJ8X9xpCtgsi8pqI/PcxxPS2N87/4E4PTA8voKqVXrzvev+VU5oY1+XAF8LWx4lNlD1Kw+XsjfcUmQbcp6ptOp4dz0TkAWCJqj4Q61jai4hcADykqv1bLHxs0/kKbsX6SiuG2YA78f9WS2VDhmnX30xEbsNdUn1be4y/ken9FHfS/coWC7d/LD/HXdV7hqqWdfSy6CgtzVcib/NE5BrcOnV6rGOJVy3dyDcLmNkBccTCQty9cp2Gd8hvEq7W1AN32PWlDph0Gd4lzu1sIe37m21o5/Ef4h3G/SZurzvmVPWnIrIDdw7vdTpwWXSwDTQ/X7PovNu8Lq/ZGp5JLCKSjjt8MAx3vvHfwHdVNe6eFtOWGl5nISLfwh0i/5uq3hjjcEwCEZGHOPIezgZP4Q6pWw2vGZbwjDHGdAn2eiBjjDFdQsK93aA1CgoKtLi4ONZhGGNMQlmwYMEuVS2MdRzR1qkTXnFxMfPnz491GMYYk1BEpLEnIyU8O6RpjDGmS7CEZ4wxpkuwhGeMMaZLsIRnjDGmS7CEZ4wxpkuIi4QnIo+JyA4RWdJEfxGRP4rIGhH5RNwbeo0xxpiIxUXCw70JeHIz/S/APQG8BPdKmwc7ICZjjDGdSFzch6eqs0WkuJkiFwNPeu8/e19EckWkV2OvTYmGVxZtZc32/Ud2FDn0lkkRaGjzidcucqi7iOvuk4Yy4tp9gojgb2gXwecT/L6GMoLfd/izobv77oZL8rv+ST4ffp9r9/uEJK9MwO87qr3huxzxXkhjjOla4iLhRaCII1/1Xup1Oyrhicj1uFog/fo19pLtlr2+ZBuvLTn81vrO8rjRJC9BBnw+kvxCkt9HwOc+k/xCsvcZ8PsI+HwEkrzvfh/Jfh8Bv5Cc5DvcLcnr5vcTSHLDpyQd7peS5Cc5qeH74c+UJL/36SMlcPi7JWRjoqCmEvaVQkGJ2xs3hyRKwmvsV2s0DanqI3gvuhw7dmybUtUDXxvTZD9VPZQA1WsPKiiuu4Z8D3r98L7XqxL0hq8Puu/BIIe6B4OuTH3wcPeGcnX17rM+6Jq6YOj3oPusV2qDQYJe/4b2unqlrj7ougWV2nqvWzBIrdevNqjU1gUP9a+pC1JVG2R/VR01dUFq613ZmrogdUHXv8brVh+Mzh5BSpKPVC8Bpgb8pAa8zyQ/KQEfaQE/acl+0gJ+Ur3v6Q3dvO7pyX7SkpPI8LplJCeRnuI+0wJ+fD7bAJhObt0seO4KuPY16D8h1tHElURJeKVA35D2PsDWWATScOgypEsswogr9UE9lACP+Gxo6uuprgu6ptb1r66tp8rrX11XT1Wt61ZdF6Sqtt5rglTVue/7q+rYub+aqtp6DtbWU1lTf2hckRKB9ICfjJQkMlOSyEhJIiPFT2ZKgKxU1y0zNYms1CSyUpLISg2QneZ9et9z0gKkBfxWGzXxa+0MCGRAUdM77l1VoiS8V4ApIvIcMB7Y117n70zr+X3ialj4O3zadfVBKmvrqapxSbCipo6D3vfKmjqvWz2V1XVU1NRTUV3nmpp6DlTVUlFdz5ayg1RU13Gguo79VbXU1jdfY03yCbnpAbLTAuSmBchNTyY3LUBOeoBu6cnkZiTTLT2ZvIwA3TKSXZOeTJI/Xq4RM53a2hlQfDokpcQ6krgTFwlPRJ4FzgQKRKQU96buAICqPgRMAy4E1gCVwLWxidTEmyS/j2y/j+zUQFTGp6pU17lDueVVteyvcklw30H3fd/B2iOassoaduyvYtX2/ZRV1nKguq7JceemB8jPSCY/M4XCzBQKs7zG+949O4Ue2al0S0+2Q6+mbfZuhD1rYdz1sY4kLsVFwlPVK1ror8DNHRSO6cJExDt/6Kcwq/V7yDV1QcoO1rC3opY9FTXsraxhd0UNew7UsLuiml0Hqtl1oIbln5Yze3U1+6uOTpBJPqFHdio9c1zTKzuVXrlpFOWm0js3jaLcNLplJNthVXO0dTPd56BJsY0jTsVFwjOms0hO8tE9K5XuWakRla+qrWfn/mp27K9m5/4qtpdX82l5FdvLq/h0XxXLt5YzY/kODtbWHzFcWsBPUV4a/bql069bOn27pdO/WzrFBen0yUsnNdDxh5dNHFg7A7KLoGBIrCOJS5bwjImh1ICfvl7CaoqqUlZZy5ayg67Z6z5L91ayec9BPly/54hDqSJQlJvGwMJMBhZkMKh7JoMLMynpkUm+1Qw7r2A9rHsbjrvIbkdogiU8Y+KciJCXkUxeRjIji3KO6q+q7K2sZePuCjburmT9rgrW76pg3a4DzN+wh8qaw7XDbhnJDOmRydAeWQzrlc3wXtkM7ZllNcLOYOtCqCqDgXY4symW8IxJcCJy6GrQE/vlHdFPVdm2r4o1Ow6wescBVm/fz8rt+5m6oJQKLxH6BAZ3z2RkUQ7HF+VwQp9cRvTOtiSYaNbOAMQSXjMs4RnTiYkIvXPT6J2bxhlDCg91DwaVzXsrWb6tnGVby1mytZx3Vu/ixY+2AO7CmeN6ZXNSv1zGFHdjbP88euemxWo2TCTWzoBeoyAjP9aRxC1LeMZ0QT6f0D8/g/75GUwe2etQ9+3lVSzcXMaizWV8vKmMfywo5Yn3NgLuvOApA/MZP7AbEwbl0yev6fOOpoNV74fSD2HCLbGOJK5ZwjPGHNIjO5XzR/Tk/BE9AXdj/4pP9zNvwx4+XL+HmSt38MJHpQAU56dzekkBE0sKOW1wAZkptjmJmQ1zIFgHg86KdSRxzf6hxpgmJfl9jCzKYWRRDteeNgBVZfWOA7y7ZhdzVu/ipY+28NT7mwj4hfED8pk0rDvnDe/R7FWnph1seh98AegzLtaRxDXRzvIqgEaMHTtW58+fH+swjOm0auuDzN+wl1krdzBjxQ5W7zgAwPBe2Uwe2ZOLTujFwMLMGEfZBTx+EdRUwPUzozI6EVmgqmOjMrI4YgnPGBM1G3ZVMH3Zp7yxdDsfbdqLqkt+nxvVmy+cWETPnMhuyDetEKyH/+kLJ34NLvx1VEZpCS8BWcIzJnY+3VfFvxdv49VFW1m4uQyfwGmDC/jSmD6cP6Kn3fYQLZ8ugYdOgy88AqMui8ooO2vCs3N4xph20TMnlW+ePoBvnj6ADbsqePGjUl74aAvffW4heekBvjSmD18d358BBRmxDjWxbfF26vt0uvwUdVbDM8Z0mGBQeXftLp75YBNvLttOXVCZNLSQb54+kNMG59tjz9ri5Smw4t9w27qoPVLManjGGHOMfD5hYkkhE0sK2VFexTMfbuKp9zdy5aMfMKxnFjedOYjPHt/L3h3YGqXz3ctebWehRfavMsbERPfsVL53zhDm3H4W//elE6gPKt99biFn/+5tnp+3idpWvM2+y6oqh50roM/JsY4kIVjCM8bEVGrAz1fG9uWN753BQ1eOITs1wO0vLOac373Nywu3EAx23tMux2zrx4BCnzGxjiQhWMIzxsQFn0+YPLInr0w5jUevHktawM93n1vIZ/80hzmrd8U6vPhUOs99FlnCi4QlPGNMXBERzj6uB9O+M5E/XD6aA9W1XPnoB1z/5Hw27q6IdXjxZcsCyB8MaXktlzWW8Iwx8cnnEy4eXcSb//UZfnj+UOas2cW5v5vNvW+uorquvuURdHaq7oIVO38XMUt4xpi4lhrwc/Okwcy89Uwmj+zJH/6zms/+cQ7zNuyJdWixVbYJKnbY4cxWsIRnjEkIPbJT+eMVJ/LXa0/mYE09X37oPe5+ZSlVtV20tmc3nLeaJTxjTEKZNLQ70//rDK6ZUMzjczfwuT/NYcmWfbEOq+OVzoekNOgxMtaRJAxLeMaYhJORksTdnx/Bk98Yx76DtXzhgXf5yzvr6MxPjjrK5g+g6CTwB2IdScKwhGeMSVhnDCnkje+dwaSh3bnn38u5+ZmP2F9VG+uw2l/tQdj2iV2w0kqW8IwxCS0vI5mHrxrDf184jDeWbufi+95l1fb9sQ6rfW1dCMFa6Ds+1pEkFEt4xpiEJyJcf8YgnrluPOVVdVz6wFxmr9oZ67DaT+mH7tNqeK1iCc8Y02mMH5jPK1NOoygvjWsfn8fTH2yMdUjtY/OH0G0gZBbGOpKEYgnPGNOp9M5NY+pNEzijpIAfv7SE/3lteee6mEXVJbw+42IdScKxhGeM6XQyU5L489fH8rXx/Xj47XX8+J9LqO8sD6Heu8HdcN7XEl5r2fvwjDGdUpLfxz2XjCQ7LcCDs9ZSUV3Hb748ikCiv2uv4YHRlvBaLS5+eRGZLCIrRWSNiNzRSP8cEXlVRBaJyFIRuTYWcRpjEouIcPvkYfzw/KG8vHArU575KPHfs7f5A0jOhO7DYx1Jwol5whMRP3A/cAEwHLhCRMJ/yZuBZao6CjgT+K2IJHdooMaYhHXzpMH89KLhvLF0O7f+Y1FiH97c/KF7fqbPH+tIEk7MEx4wDlijqutUtQZ4Drg4rIwCWSIiQCawB6jr2DCNMYnsG6cP4LbJrqZ35z8XJ+aFLNUHYPsSu/+ujeLhHF4RsDmkvRQI/zXvA14BtgJZwGWqmuDHJYwxHe3bZw6msrqe+2auISM5iTsvSrDDgls/Ag3a+bs2ioeEJ410C9/1Oh9YCJwFDALeFJF3VLX8qJGJXA9cD9CvX7/oRmqMSXg/OG8IB6rr+Muc9fTJS+Oa0wbEOqTIbf7AfdobEtokHg5plgJ9Q9r74Gpyoa4FXlRnDbAeGNbYyFT1EVUdq6pjCwvtpkxjzJFEhJ9cNJzzhvfg5/9axn+Wb491SJHb+J67WMXecN4m8ZDw5gElIjLAuxDlctzhy1CbgLMBRKQHMBRY16FRGmM6Db9P+P3loxnRO4dbnv04MV4vVF/nanj9To11JAkr5glPVeuAKcAbwHLg76q6VERuFJEbvWK/ACaIyGLgP8DtqrorNhEbYzqD9OQkHr16LLlpAa57Yj67DlTHOqTmbV8MNQeg/4RYR5KwYp7wAFR1mqoOUdVBqvpLr9tDqvqQ932rqp6nqser6khVfSq2ERtjOoPu2an8+eqx7K2s4TvPfhzftytsnOs+LeG1WVwkPGOMiZURvXP4xSUjmbt2N797c2Wsw2naxrmQVwzZvWMdScKyhGeM6fK+MrYvl5/cl/tnruWtZXF4EYuqS3j9T4t1JAnNEp4xxgB3f34EI4uy+f7fF7Jt38FYh3OknSvh4B67YOUYWcIzxhggNeDnvitOoi6o3PqPRQTj6XzeJjt/Fw2W8IwxxlNckMGdnx3Ou2t288R7G2IdzmEb50JmD/fSV9NmlvCMMSbEFeP6ctaw7vzqtRWs2bE/1uGEnL+bANLYg6lMpCzhGWNMCBHhV5ceT0ZKEt97fmHsXydUtgnKt9gFK1FgCc8YY8J0z0rll5eMZMmWcv767vrYBtNw/51dsHLMLOEZY0wjJo/syTnH9eDeN1ezeU9l7ALZ+C6k5tgLX6PAEp4xxjRCRPjZxSMQgbteWRq79+dteAf6nw4+21wfK1uCxhjThKLcNL5/7hBmrNjB60s+7fgAyjbB3g0wYGLHT7sTsoRnjDHNuGZCMcN7ZXP3q0s5UF3XsRNf/477HHBGx063k7KEZ4wxzUjy+/jlF0ayvbyaB2et6diJb3gH0vOh8LiOnW4nZQnPGGNacGK/PD4/qjd/eWc9W8s66LFjqq6GV2zn76LFlqIxxkTgtslDUeDXb3TQGxX2rofyUii283fRYgnPGGMi0CcvnW+ePoCXPt7CJ6Vl7T9BO38XdZbwjDEmQt8+cxD5Gcnc8+/l7X+bwvrZ7vmZBUPadzpdiCU8Y4yJUFZqgO+dO4QP1+9h5sod7TchVXfBSvFEe35mFFnCM8aYVrj85L707ZbG799a3X61vF2r4cB2u/8uyizhGWNMKwT8Pm6ZVMInpfuYsaKdankbZrtPu2AlqizhGWNMK33hpCL6dUtvv1re+ncgu8jefxdllvCMMaaVAn4fU84azOIt+3hreZRrecF6WP82DDzTzt9FmSU8Y4xpgy+eWET//HR+/9aq6Nbyti2Cg3th4KTojdMAlvCMMaZNkvw+pkwazNKt5dE9l7dupvsceGb0xmkAS3jGGNNml5xYRFFuGo/MXhe9ka6dCT2Oh8zC6I3TAJbwjDGmzQJ+H9eeVswH6/ewaHPZsY+wphI2fwCDzjz2cZmjWMIzxphjcNnJfclKSeLP70ShlrdxLtTX2Pm7dmIJzxhjjkFWaoCvju/HtMXb2Lyn8thGtm4m+FOg/4ToBGeOkBSNkYjI95vrr6q/i8Z0jDEmHl1zWjGPzlnPY++u567PjWj7iNbOhH6nQCAtesGZQ6JVw8tqoTHGmE6rV04anxvVm+fnbWZfZW3bRrJ/O+xYCoPscGZ7iUoNT1V/Fo3xGGNMorpuont10PPzN3H9GYNaP4J1s9ynnb9rN1E9hyciqSJys4g8ICKPNTQRDDdZRFaKyBoRuaOJMmeKyEIRWSoib0czbmOMOVYjeucwtn8ez3ywiWCwDTeir5sJ6fnQ84ToB2eA6F+08jegJ3A+8DbQB9jf3AAi4gfuBy4AhgNXiMjwsDK5wAPA51V1BPDlKMdtjDHH7MpT+rNhdyVz1+5u3YDBIKyd4W4299m1hO0l2kt2sKr+BKhQ1SeAzwLHtzDMOGCNqq5T1RrgOeDisDJfBV5U1U0AqtqOL6Iyxpi2mTyyJ3npAZ7+YGPrBvz0E/c6oJLz2icwA0Q/4TWcrS0TkZFADlDcwjBFwOaQ9lKvW6ghQJ6IzBKRBSLy9aZGJiLXi8h8EZm/c+fO1kVvjDHHIDXg58tj+zJ92Xa2l1dFPuCaN93noLPbJzADRD/hPSIiecCdwCvAMuB/WximsceBhx8ATwLG4GqM5wM/EZFG33uvqo+o6lhVHVtYaI/mMcZ0rK+O60d9UHl+3uaWCzdY/Sb0PskeJ9bOop3w/qOqe1V1tqoOVNXuwPQWhikF+oa09wG2NlLmdVWtUNVdwGxgVNSiNsaYKCkuyGBiSQHPfriJuvpgywNU7oHSeVBybvsH18VF5baEEC8AJ4V1m4qrnTVlHlAiIgOALcDluHN2oV4G7hORJCAZGA/c25YAa2trKS0tpaqqFYcbOqnU1FT69OlDIBCIdSjGdCpfG9+fG59awMyVOzl3eI/mC6+dARq083cdIFpPWhkGjAByROSLIb2ygdTmhlXVOhGZArwB+IHHVHWpiNzo9X9IVZeLyOvAJ0AQ+IuqLmlLrKWlpWRlZVFcXIx04Zcrqiq7d++mtLSUAQMGxDocYzqVc47rTkFmCv+Yv7nlhLf6TUjrBr1P7JjgurBo1fCGAhcBucDnQrrvB77V0sCqOg2YFtbtobD2XwO/PtZAq6qqunyyAxAR8vPzsQt7jIm+JL+PS0b35on3NrCnooZuGcmNFwwGYc1bMPgc8Pk7NsguKFpPWnkZeFlETlXV96IxzvbU1ZNdA1sOxrSfS8f04S9z1vPqoq1cPaG48ULbPobKXXb+roNE+6KVzSLykojsEJHtIvKCiPSJ8jSMMSbuHdcrm+N6ZfPiR6VNF1r9JiB2O0IHiXbC+yvudoTeuHvpXvW6mRClpaVcfPHFlJSUMHDgQKZMmUJ1dXWrxrFhwwaeeeaZFsstXLiQadOmtVjOGBN9l55UxKLSfazZ0cQDp1ZPh6IxkJHfsYF1UdFOeN1V9a+qWuc1jwN2Y0kIVeWLX/wil1xyCatXr2b16tUcPHiQ2267rVXjsYRnTPy7eHQRfp/wwkdbju65/1PYsgCGTu74wLqoaN+WsFNErgSe9dqvAFr5ULmO87NXl7Jsa3lUxzm8d3az78OaMWMGqampXHvttQD4/X7uvfde+vfvz89//nPuueceZs2aRXV1NTfffDM33HBDo+O54447WL58OaNHj+bqq6/mpptu4qabbmL+/PkkJSXxu9/9jtNOO42f/vSnHDx4kDlz5vCjH/2Iyy67LKrza4xpWmFWCp8ZUshLH23h1vOG4veFnDdf6e2IDv1sbILrgqKd8L4B3Ie7R06BucC1UZ5GQlu6dCljxhx5W2J2djbFxcU8/PDD5OTkMG/ePKqrqznttNM477zzGr1t4Fe/+hW/+c1v+Ne//gXAb3/7WwAWL17MihUrOO+881i1ahU///nPmT9/Pvfdd1/7z5wx5iiXntSHGSs+4r21uzm9pOBwjxXTIK8Yuh8Xs9i6mmgnvL6q+vnQDiJyGrApytOJimN6M3EbqWqjV0eqKtOnT2fTpk1MnToVgH379rF69eqI7pObM2cOt9xyCwDDhg2jf//+rFq1KrrBG2Na7ezjupOVmsRLH285nPCq98P6t+Hkb4FdLd1hop3w/sTRT1pprFuXNWLECF544YUjupWXl7N9+3YGDRrEn/70J84///xWj1e1De/fMsa0u9SAn/OG92T6sk+prhtJSpIf1vwH6mtg2IWxDq9LicpFKyJyqoj8ACgUke+HNHfjnp5iPGeffTaVlZU8+eSTANTX1/ODH/yAKVOmcP755/Pggw9SW+teOrFq1SoqKioaHU9WVhb79x++8uuMM87g6aefPjTcpk2bGDp06FHljDEd76JRvdhfVcec1btch5XTIC0P+p4S28C6mGhdpZkMZOJqjFkhTTnwpShNo1MQEV566SWmTp1KSUkJ+fn5+Hw+fvzjH3PdddcxfPhwTjrpJEaOHMkNN9xAXV1do+M54YQTSEpKYtSoUdx77718+9vfpr6+nuOPP57LLruMxx9/nJSUFCZNmsSyZcsYPXo0zz//fAfPrTEG4LRBBeSkBfj3J9ugvhZWvQFDLgB/tA+ymeZINA+FiUh/VW3yzYci8idVvSVqE2zB2LFjdf78+Ud0W758OccdFz8niefOncsVV1zBiy++eNTFLB0h3paHMZ3VbVMXMW3xp3x0ZQrJT18Mlz0Fx32u5QFjQEQWqOrYWMcRbVG9D6+5ZOc5LZrT6wwmTJjAxo0bY5LsjDEd56ITenOguo5tH74ASakw6KxYh9TlWH06zi1evJirrrrqiG4pKSl88MEHMYrIGNMWpw7KJy8ticz1b8DAMyE5I9YhdTmW8OLc8ccfz8KFC2MdhjHmGAX8Pq4btJf8NdupGfo5mnh/gmlH0X60WEvshhNjTJd1SeBDatTPbDk51qF0Se2W8ETEJyLZYZ3/0F7TM8aYuKZK7y2v876M5pWVlbGOpkuKasITkWdEJFtEMoBlwEoR+WFDf+9h0sYY0/WUzkPKt7C1aDIzV+6gpi4Y64i6nGjX8IarajlwCe4N5v2Aq5odwhhjuoKlL4E/he7jLmV/VR0frI/b5+p3WtFOeAERCeAS3suqWot7iLTx7N69m9GjRzN69Gh69uxJUVHRofaampoWhz/zzDMJv7fQGBPngkFY+k8YfA6nHldMasDHm8u2xzqqLifaV2k+DGwAFgGzRaQ/7mkrxpOfn3/oqsu7776bzMxMbr311tgGZYxpX5s/gP1bYcTPSUv2M7GkkLeWbednnx/R6MPkTfuIasJT1T8CfwzptFFEJkVzGlH12h3w6eLojrPn8XDBr1o1yIIFC/j+97/PgQMHKCgo4PHHH6dXr15Nln/qqaf4zne+Q3l5OY899hjjxo3jwIED3HLLLcyfPx8R4a677uLSSy891rkxxkTD0pfczebey17PHd6DN5dtZ+nWckYW5cQ4uK4jKglPRL7fQpHfRWM6nZGqcsstt/Dyyy9TWFjI888/z49//GMee+yxJoepqKhg7ty5zJ49m2984xssWbKEX/ziF+Tk5LB4sUvge/fu7ahZMMY0J1gPy16GknMhJQuAs4d1xycwfdl2S3gdKFo1vKwojadjtbIm1h6qq6tZsmQJ5557LuDentBc7Q7giiuuANwbEsrLyykrK+Ott97iueeeO1QmLy+v/YI2xkRu3Sw48CmMPPwc/fzMFMb278aby7bz/XOHxC62LiYqCU9VfxaN8XRFqsqIESN47733Ih4m/Ji/iDT5YlljTIwtehZSc2DoBUd0Pnd4D345bTmb91TSt1t6jILrWqJ9H14fEXlJRHaIyHYReUFE+kRzGp1NSkoKO3fuPJTwamtrWbp0abPDNLzmZ86cOeTk5JCTk8N5553Hfffdd6iMHdI0Jg5UlcPyf8HISyEp5Yhe5w7vAWBXa3agaN+W8FfgFaA3UAS86nUzTfD5fEydOpXbb7+dUaNGMXr0aObOndvsMHl5eUyYMIEbb7yRRx99FIA777yTvXv3MnLkSEaNGsXMmTM7InxjTHOWvQx1B2HUV4/qVVyQQUn3TP6zwhJeR4n2bQmFqhqa4B4Xke9FeRqdxt13333o++zZsyMaZtasWY12z8zM5IknnohCVMaYqFn0LOQPhj6Nv1pu0rDu/PXd9VRU15GRYs/yb2/RruHtEpErRcTvNVcC9jgBY0zXs3cDbHwXRl0OTZxfP3NoIbX1yrtrdnVsbF1UtBPeN4CvAJ96zZe8bqaVbr755kNPYGlo/vpXOzpsTMJY5M61c8LlTRYZ278bmSlJzFq1s4OC6tqifeP5JuDz0Rxne0iEKxrvv//+dp+Gqj31zZh2oeoOZxZPhNy+TRZLTvJx2uB8Zq3YkRDbpUQX7as0B4rIqyKy07tS82URGRjNaRyr1NRUdu/e3eU39qrK7t27SU1NjXUoxnQ+G96Bveth9NdaLDppaHe27qti9Y4DHRBY1xbts6TPAPcDX/DaLweeBcY3N5CITMa9K88P/EVVG70jXEROBt4HLlPVqW0JsE+fPpSWlrJzpx1CSE1NpU8fu2vEmKib/xik5sKIS1os+pmhhQDMXLGDIT0S8xkeiSLaCU9U9W8h7U+JyJRmBxDx45LkuUApME9EXlHVZY2U+1/gjWMJMBAIMGDAgGMZhTHGNO3ADlj+Koy7AQJpLRbvlZPGsJ5ZzFq5kxs+M6gDAuy6onJIU0S6iUg3YKaI3CEixSLSX0RuA/7dwuDjgDWquk5Va4DngIsbKXcL8AKwIxoxG2NMu/joSQjWwdhrIx5k0rDuzNuwh/1Vte0YmInWObwFwHzgMuAGYCYwC7gJaOlXLwI2h7SXet0OEZEi3GHSh1oKRESuF5H5IjLfDlsaYzpUsB4WPAEDzoCCkogHO3NIIXVBuz2hvUUl4anqAFUd6H2GNy1dtNLYZUnhV5T8HrhdVesjiOURVR2rqmMLCwsjnANjjImCNW/Bvk0wtnV3Y53UP4+s1CRmrbSd9PYU1XN43tvObwLO8DrNAh723nzelFIg9LrdPsDWsDJjgee8S3YLgAtFpE5V/xmFsI0xJjrmPwaZPWDYRa0aLOD3cfrgAmav2mm3J7SjaN94/iAwBnjAa8Z43ZozDygRkQEikoy7svOV0AJeTbFYVYuBqcC3LdkZY+LK3o2wejqceCX4A60e/PSSArbuq2Ldrop2CM5A9K/SPFlVR4W0zxCRRc0NoKp13pWcb+BuS3hMVZeKyI1e/xbP2xljTMy9/yCID8Z+s02DTxzsTsHMWb2LQYWZ0YzMeKKd8OpFZJCqrgV3IzoQyXm3acC0sG6NJjpVvSYKcRpjTPQc3Ouuzhz5Jcgparl8I/rlp9OvWzrvrN7F1ROKoxufAaKf8G7F3ZqwzmsvpuWrNI0xJrHN/yvUVsCEZm87btHpJQW8snArtfVBAv5on3Ey0V6i+cBI4DvAf4DlwL4oT8MYY+JHXQ188DAMPBN6Hn9Mo5o4uIAD1XUs2lwWldDMkaKd8H6iquVANu7JKQ/R8kUrxhiTuJZMhQOfwoRbjnlUEwYV4BN4Z7Xdj9ceop3wGs7XfRZ4SFVfBpKjPA1jjIkPqjD3T9B9OAw6+5hHl5Me4Pg+ucyxG9DbRbQT3hYReRj3TrxpIpLSDtMwxpj4sHo67FgGp05p8iWvrTVxcAELN5dRbo8Zi7poJ6Ov4G4vmKyqZUA34IdRnoYxxsSeKsz6H8jtDyd8JWqjPb2kgPqg8v7a3VEbp3GimvBUtVJVX1TV1V77NlWdHs1pGGNMXFj1Bmz9GM74YZtuNG/KSf3ySE/222HNdmCHG40xprUaand5xTDq8qiOOjnJx/gB3SzhtQNLeMYY01qrXodtC6Neu2swYVAB63ZWsL28Kurj7sos4RljTGscqt0NgBOiW7trcOqgfADeX2fn8aLJEp4xxrTG8ldh2yKvdhfth1U5x/XKJjs1iblrLOFFkyU8Y4yJVF0NvHUXFB4HJ1zWbpPx+4TxA/N5z2p4UWUJzxhjIjXvL7BnHZx3T7vV7hqcOjCfTXsq2VJ2sF2n05VYwjPGmEhU7oG3/xcGnQUl57T75BrO471n9+NFjSU8Y4yJxOxfQ3W5q911gKE9sshLDzB3rd2eEC2W8IwxpiW718KHf3ZvM+8xokMm6fMJpw7K5/21u1HVDplmZ2cJzxhjmqMK026FpFSY9OMOnfSpA/PZuq+KTXsqO3S6nZUlPGOMac6SF2DtDDj7J5DVs0MnbefxossSnjHGNOXgXnj9R9D7RDj5ug6f/KDCTAqzUphrCS8q2ve6WmOMSWRv/Qwqd8HX/gE+f4dPXkQ4ZWA+769z5/EkSq8g6qqshmeMMY3Z9AEs+CuMvwl6j45ZGOMHdGPH/mo27rbzeMfKEp4xxoSrPgD/vBFy+sGkH8U0lPEDugHw4YY9MY2jM7CEZ4wx4abfCXvWwxcehJSsmIYyuHsmeekBPlxvCe9YWcIzxphQq6a7Q5kTpkDx6bGOBhHh5OJulvCiwBKeMcY0qNgNL98M3UfAWT+JdTSHjBvQjU17Kvl0n70f71hYwjPGGIBg0J23O7gXvvgIJKXEOqJDxtl5vKiwhGeMMQBzfgurp8Pk/4GeI2MdzRGG98omI9nPPDuseUws4RljzNqZMOOXcPyXY3KDeUuS/D7G2Hm8Y2YJzxjTte3bAi98EwqHwef+AHF6c/e44jxWbt/P3oqaWIeSsCzhGWO6rpoKeO4KqKuGy/4GyRmxjqhJ4wa452rO37g3xpEkrrhIeCIyWURWisgaEbmjkf5fE5FPvGauiIyKRZzGmE4kWA8vXAefLoZLH4WCklhH1KwT+uSQnOTjw/X2XM22innCExE/cD9wATAcuEJEhocVWw98RlVPAH4BPNKxURpjOp3pP4GV02Dy/8LQybGOpkWpAT+j++TaebxjEPOEB4wD1qjqOlWtAZ4DLg4toKpzVbWhHv8+0KeDYzTGdCYfPALv3++ekzn++lhHE7GTB+SxZGs5lTV1sQ4lIcVDwisCNoe0l3rdmvJN4LV2jcgY03ktfAZe+yEMuwjO/2Wso2mVMf3zqA8qn5Tui3UoCSkeEl5jl0Q1+j57EZmES3i3NzkyketFZL6IzN+5c2eUQjTGdApLX3JPUhk4yZ23i8Erf47FiX3zAFhgF660STwkvFKgb0h7H2BreCEROQH4C3CxqjZ51lZVH1HVsao6trCwMOrBGmMS1MrX3UUqfcfD5U9DIDXWEbVaXkYyAwsz+HiTJby2iIeENw8oEZEBIpIMXA68ElpARPoBLwJXqeqqGMRojElkS1+C56+EHiPhq8/H9e0HLRnTL48FG/ei2uiBMNOMmCc8Va0DpgBvAMuBv6vqUhG5UURu9Ir9FMgHHhCRhSIyP0bhGmMSzcdPw9RvQNEY+PrLkJoT64iOyZj+eeytrGX9ropYh5JwkmIdAICqTgOmhXV7KOT7dUD8Pe/HGBPf3n8QXr/DnbO7/OmErtk1OKm/O4/30aYyBhZmxjiaxBLzGp4xxkRdsB5eu90lu2EXJfxhzFCDCzPJSk2yC1faIC5qeMYYEzXVB9yzMVe9Dqd8G867J+GuxmyOzyec2C/PLlxpA6vhGWM6jz3r4bHJ7jU/F/7GveqnEyW7BmP6uQdJl1fVxjqUhGIJzxjTOax8DR7+DOzbDF/9B4z7Vqwjajcn9c9FFRZtLot1KAnFEp4xJrHV18Jbd8Ozl0O3AXDDbCg5J9ZRtavRfXMRsRvQW8vO4RljEteu1fDit2Drx3DS1XDB/yXkDeWtlZUaYGiPLD7aVBbrUBKKJTxjTOIJBmH+o+6NB4FU+MrfYPjnYx1Vhzqpfx6vLtxKMKj4fPH50tp4Y4c0jTGJZecqePyzMO1W6H8q3PRel0t2ACf2zWV/dR1rdx6IdSgJw2p4xpjEUFsF7/4B3vkNBNLh8/fBiVeCdM3azYn93A3oH28uo6RHVoyjSQyW8Iwx8U0VVvwL3vgxlG2EEV+EC/4XMrvHOrKYGliQQVZqEgs3l/GVsX1bHsBYwjPGxLGtC+HNn8L6t6HwOPcszIFnxjqquODzCaP75vKxXbgSMUt4xpj4s3MVzLwHlr0MaXlwwa9h7DfAb5usUCf2zeW+mWuorKkjPdmWTUtsCRlj4seO5fDO72DJVHee7jO3w6lTIDU71pHFpdH9cgkqLC7dx/iB+bEOJ+5ZwjPGxN7mD90FKSv+BYEM9wzM074HmfYS5+aM6pMLuAtXLOG1zBKeMSY26mth+Svw3gOwZT6k5MAZt8EpN0F6t1hHlxDyM1Pon5/OQjuPFxFLeMaYjlW2CRY8AR//DQ5sh24D3Tm60V+FFHu/W2uN7pvLB+v2xDqMhGAJzxjT/moqYcW/YdEzsHam61ZynrsQpeTcTvlGg44yum8uLy/cyrZ9B+mVkxbrcOKaJTxjTPuor4V1b8OSF2D5q1CzH3L6whk/hJOugtx+sY6wUxjdNxeAhZvK6HW8JbzmWMIzxkRPbRWsm+UuPlnxbzi4B1Ky3aO/Rl0O/U8Hnz3RMJqG984m2e9j4eYyLji+V6zDiWuW8Iwxx2b/p7D6TVj9BqyZAbUVLsmVnAcjL4XBZ0NSSqyj7LRSkvwM753Nx/ZuvBZZwjPGtE5NJWx6D9bNdLW5Txe77tlFcMJXYNhFMGCiJbkONLpvLs/P20xdfZAkv9Wgm2IJzxjTvOr9UDoPNrwLG+bAlgUQrAV/MvQdD2ffBUPOh+7Du+yDnGNtTP88Hp+7gSVbyw+d0zNHs4RnjDksGITda1xS2zIfNn0AO5aCBkH80PtEOPXbUHyGezVPckasIzbAhEHupvM5q3dawmuGJTxjuqr6Opfcti9xbwzftsg11eWuf3Im9BnrbgbvNx76nAwp9hqaeJSfmcLIomxmr97FlLNKYh1O3LKEZ0xnpwr7SmHnSti53D2vcvtS2LkC6qpcGX8K9BwJx38Jisa4pmCI3R+XQCaWFPLn2es4UF1HZopt2htjS8WYzuJgGexdD7vXes1q2OU1tRWHy2X2hO7D4OTroOfx0GMkFA4FfyBmoZtjN7GkgAdnreX9tbs5Z3iPWIcTlyzhGZMoag+6mlrZRijb7B7RVbYR9m5wTeXukMLibvLOH+Ru8i4Y4pJa4XGQYQ8Z7ozG9M8jLeBnzppdlvCaYAnPmFhThap97n62/du8z61QvhXKt0F5qUt0RyQ0wJfkklpeMRz3OfdMytAmYE/d6EpSkvyMH9iN2at3xjqUuGUJz5j2UF8LlXtckqrcBRUNzU6o2AEHdroHJx/Y4T7rq48eR1qeu7ctqxf0Pgly+rgEl9vXfWb1sheimiNMLCnkF/9axpaygxTl2g5POFtbjGmKqrsHrbrc1cCq9rnzZFX74OBeqCpznw1N5R73KK3KvVC9r/Fxig/S8yGju3vXW/5gyOwOmT0gq6dLYlk9XWOX/JtWmlhSALjbEy472Z5VGs4Snuk8VKG+BmoqXFNbCTUHDrfXVLgEVlPhulfv99pDvleVe9/3uU8NNjNBcW/iTuvmamNpeS6BpXdz3TLyXXJLL4CMQsgocGXsykfTTkq6Z9IjO4XZq3dZwmtEXCQ8EZkM/AHwA39R1V+F9Rev/4VAJXCNqn7U4YGa1qmvc4fq6qpdIqqrgrqGz+qwzyp3Ucah71VQd/DIz9pKV+bQ58Eju9VUgNZHHl8gw71/LTnTJa6ULOg2wD0HMiXLdUvNce2p2ZCaC2m5rltanutuycvEERFhYkkhby3fTn1Q8fvsyTehYp7wRMQP3A+cC5QC80TkFVVdFlLsAqDEa8YDD3qfnUsw6DbYwfqwz4buda5bsM7VPIJ1Rzb1dY10q3WPgTrUr/Zw9yP61bqkdET3kPb6mpAmpL2uxiW1+lovsVUf7tZs7SgC4ncXXiSlHv5MTodAuktIWT3d90CaO/wXSHPtyRlee7pLZskZbrjkrMMJLjnDkpXplCaWFDB1QSlLt+7jhD65sQ4nrsQ84QHjgDWqug5ARJ4DLgZCE97FwJOqqsD7IpIrIr1UdVu7RPTaHbB2RkgHdYfLmvquQe87Id+97ofave/B4OHvh5JasHU1k/biS3LPR/QHwBc4/N0fcDcm+71uSSku4fgCkJTs9UsO+R5wZZJSD5dPSnH9Gro3dEtKO9wtkHq4PZBm94UZ0wafGVLIw1eNYVChvT0+XDwkvCJgc0h7KUfX3horUwQclfBE5HrgeoB+/dp4DDunCLofFz5iQBr57jvcfsT3kHbxuQZxtQrxH+7u83v9/Yf7+cLbvTK+pJDG6+5LcmX8gcPtvsDhcv6Q9iO+Jx9u93vd7MG/xiS83PRkzh/RM9ZhxKV4SHiNbWW1DWVcR9VHgEcAxo4d22iZFk24pU2DGWOMiV/x8OKkUqBvSHsfYGsbyhhjjDFNioeENw8oEZEBIpIMXA68ElbmFeDr4pwC7Gu383fGGGM6pZgf0lTVOhGZAryBuy3hMVVdKiI3ev0fAqbhbklYg7st4dpYxWuMMSYxxTzhAajqNFxSC+32UMh3BW7u6LiMMcZ0HvFwSNMYY4xpd5bwjDHGdAmW8IwxxnQJlvCMMcZ0CaLatnuzE4GI7AQ2tmHQAmBXlMOJBZuP+GLzEX86y7xEez76q2phFMcXFzp1wmsrEZmvqmNjHcexsvmILzYf8aezzEtnmY/2Zoc0jTHGdAmW8IwxxnQJlvAa90isA4gSm4/4YvMRfzrLvHSW+WhXdg7PGGNMl2A1PGOMMV2CJTxjjDFdQpdNeCIyWURWisgaEbmjkf4iIn/0+n8iIifFIs6WRDAfX/Pi/0RE5orIqFjEGYmW5iWk3MkiUi8iX+rI+CIVyXyIyJkislBElorI2x0dYyQi+G/liMirIrLIm4+4fIuJiDwmIjtEZEkT/RNlXW9pPhJmXY8ZVe1yDe41RGuBgUAysAgYHlbmQuA13NvWTwE+iHXcbZyPCUCe9/2CeJyPSOclpNwM3Ns1vhTruNv4m+QCy4B+Xnv3WMfdxvn4b+B/ve+FwB4gOdaxNzIvZwAnAUua6B/363qE85EQ63osm65awxsHrFHVdapaAzwHXBxW5mLgSXXeB3JFpFdHB9qCFudDVeeq6l6v9X3c2+LjUSS/CcAtwAvAjo4MrhUimY+vAi+q6iYAVY3HeYlkPhTIEhEBMnEJr65jw2yZqs7GxdaURFjXW5yPBFrXY6arJrwiYHNIe6nXrbVlYq21MX4Ttycbj1qcFxEpAr4APET8iuQ3GQLkicgsEVkgIl/vsOgiF8l83AccB2wFFgPfVdVgx4QXVYmwrrdWPK/rMRMXL4CNAWmkW/j9GZGUibWIYxSRSbiV4PR2jajtIpmX3wO3q2q9q1TEpUjmIwkYA5wNpAHvicj7qrqqvYNrhUjm43xgIXAWMAh4U0TeUdXydo4t2hJhXY9YAqzrMdNVE14p0DekvQ9uL7W1ZWItohhF5ATgL8AFqrq7g2JrrUjmZSzwnJfsCoALRaROVf/ZIRFGJtL/1i5VrQAqRGQ2MAqIp4QXyXxcC/xK3UmjNSKyHhgGfNgxIUZNIqzrEUmQdT1muuohzXlAiYgMEJFk4HLglbAyrwBf967gOgXYp6rbOjrQFrQ4HyLSD3gRuCrOahDhWpwXVR2gqsWqWgxMBb4dZ8kOIvtvvQxMFJEkEUkHxgPLOzjOlkQyH5twtVREpAcwFFjXoVFGRyKs6y1KoHU9ZrpkDU9V60RkCvAG7mq0x1R1qYjc6PV/CHcV4IXAGqAStzcbVyKcj58C+cADXs2oTuPwqeoRzkvci2Q+VHW5iLwOfAIEgb+oaqOXmsdKhL/HL4DHRWQx7rDg7aoad6/aEZFngTOBAhEpBe4CApA46zpENB8Jsa7Hkj1azBhjTJfQVQ9pGmOM6WIs4RljjOkSLOEZY4zpEizhGWOM6RIs4RljjOkSLOEZY4zpEizhGXMMRKS4qde1RDj84yKyvuH+tlYMN1NEDoiI3WdlTIS65I3nxkSD95aAaOw0/lBVp7ZmAFWdJCKzojBtY7oMq+EZ0wpejW65iDwAfIR7BqNfRP7svQR1uoikeWVHi8j73gs5XxKRvAjG/7iIPOjV4NaJyGe8F38uF5HH23fujOncLOEZ03pDce9POxHYCJQA96vqCKAMuNQr9yTucVsn4F6fc1eE48/DvYHgv4BXgXuBEcDxIjI6SvNgTJdjCc+Y1tvovSi0wXpVXeh9XwAUi0gOkKuqb3vdn8C9sToSr3pvIFgMbFfVxd575pYCxcccvTFdlCU8Y1qvIqy9OuR7Pcd+brxhfMGwcQejMG5juixLeMa0A1XdB+wVkYlep6uAt5sZxBjTzmxv0Zj2czXwkPfOu3XE6WtnjOkq7PVAxsSQd+Xlv1p7W4I37CzgVlWdH+24jOmM7JCmMbG1D/hFW248BwYCte0SlTGdkNXwjDHGdAlWwzPGGNMlWMIzxhjTJVjCM8YY0yVYwjPGGNMl/H+oBjhkFT7UsAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the total Sobol results\n", "\n", "plt.figure() \n", "for k in results.sobols_total()['te'].keys(): plt.plot(rho, results.sobols_total()['te'][k], label=k)\n", "plt.legend(loc=0) \n", "plt.xlabel('rho [m]')\n", "plt.ylabel('sobols_total')\n", "plt.title(my_campaign.campaign_dir);" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2021-06-08T06:48:53.807146Z", "start_time": "2021-06-08T06:48:44.675317Z" }, "code_folding": [ 0 ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the distributions\n", "plt.figure(figsize=(12,6))\n", "for i, D in enumerate(results.raw_data['output_distributions']['te'].samples):\n", " pdf_kde_samples = cp.GaussianKDE(D)\n", " _Te = np.linspace(pdf_kde_samples.lower, pdf_kde_samples.upper[0], 101)\n", " plt.loglog(_Te, pdf_kde_samples.pdf(_Te), 'b-', alpha=0.25)\n", " plt.loglog(results.describe('te', 'mean')[i], pdf_kde_samples.pdf(results.describe('te', 'mean')[i]), 'bo')\n", " plt.loglog(results.describe('te', 'mean')[i]-results.describe('te', 'std')[i], pdf_kde_samples.pdf(results.describe('te', 'mean')[i]-results.describe('te', 'std')[i]), 'b*')\n", " plt.loglog(results.describe('te', 'mean')[i]+results.describe('te', 'std')[i], pdf_kde_samples.pdf(results.describe('te', 'mean')[i]+results.describe('te', 'std')[i]), 'b*')\n", " plt.loglog(results.describe('te', '10%')[i], pdf_kde_samples.pdf(results.describe('te', '10%')[i]), 'b+')\n", " plt.loglog(results.describe('te', '90%')[i], pdf_kde_samples.pdf(results.describe('te', '90%')[i]), 'b+')\n", " plt.loglog(results.describe('te', '1%')[i], pdf_kde_samples.pdf(results.describe('te', '1%')[i]), 'bs')\n", " plt.loglog(results.describe('te', '99%')[i], pdf_kde_samples.pdf(results.describe('te', '99%')[i]), 'bs')\n", "plt.xlabel('Te')\n", "plt.ylabel('distribution function')\n", "plt.title(my_campaign.campaign_dir)\n", "plt.ylim(1e-4,1e-1)\n", "plt.savefig('distribution_functions.png');" ] } ], "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": "3.9.4" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 4 }