{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Run the fusion EasyVVUQ campaign\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": "2021-03-03T17:45:45.532182Z", "start_time": "2021-03-03T17:45:43.365458Z" } }, "outputs": [], "source": [ "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 pandas as pd\n", "import matplotlib\n", "if not os.getenv(\"DISPLAY\"): matplotlib.use('Agg')\n", "import matplotlib.pylab as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-03-03T17:45:45.540372Z", "start_time": "2021-03-03T17:45:45.535466Z" } }, "outputs": [], "source": [ "# routine to write out (if needed) the fusion .template file\n", "\n", "def write_template(params):\n", " str = \"\"\n", " first = True\n", " for k in params.keys():\n", " if first:\n", " str += '{\"%s\": \"$%s\"' % (k,k) ; first = False\n", " else:\n", " str += ', \"%s\": \"$%s\"' % (k,k)\n", " str += '}'\n", " print(str, file=open('fusion.template','w'))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-03-03T17:45:45.571012Z", "start_time": "2021-03-03T17:45:45.543130Z" } }, "outputs": [], "source": [ "# routine to run a PCE campaign\n", "\n", "def run_pce_case(pce_order=2, local=True):\n", " \n", " times = np.zeros(9)\n", "\n", " time_start = time.time()\n", " time_start_whole = time_start\n", " # Set up a fresh campaign called \"fusion_pce.\"\n", " my_campaign = uq.CampaignDask(name='fusion_pce.')\n", "\n", " # Define parameter space\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", " }\n", "\n", " # Create an encoder and decoder for PCE test app\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", " # Add the app (automatically set as current app)\n", " my_campaign.add_app(name=\"fusion\", params=params, encoder=encoder, decoder=decoder)\n", "\n", " time_end = time.time()\n", " times[1] = time_end-time_start\n", " print('Time for phase 1 = %.3f' % (times[1]))\n", "\n", " time_start = time.time()\n", " # Create the sampler\n", " vary = {\n", " \"Qe_tot\": cp.Uniform(1.8e6, 2.2e6),\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", " \"Te_bc\": cp.Uniform(80.0, 120.0)\n", " }\n", " \"\"\" other possible quantities to vary\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", " \"\"\"\n", "\n", " # Associate a sampler with the campaign\n", " my_campaign.set_sampler(uq.sampling.PCESampler(vary=vary, polynomial_order=pce_order))\n", "\n", " # Will draw all (of the finite set of samples)\n", " my_campaign.draw_samples()\n", " print('Number of samples = %s' % my_campaign.get_active_sampler().count)\n", "\n", " time_end = time.time()\n", " times[2] = time_end-time_start\n", " print('Time for phase 2 = %.3f' % (times[2]))\n", "\n", " time_start = time.time()\n", " # Create and populate the run directories\n", " my_campaign.populate_runs_dir()\n", "\n", " time_end = time.time()\n", " times[3] = time_end-time_start\n", " print('Time for phase 3 = %.3f' % (times[3]))\n", "\n", " time_start = time.time()\n", " if local:\n", " print('Running locally')\n", " from dask.distributed import Client, LocalCluster\n", " client = Client(processes=True, threads_per_worker=1)\n", " else:\n", " print('Running using SLURM')\n", " from dask.distributed import Client\n", " from dask_jobqueue import SLURMCluster\n", " cluster = SLURMCluster(\n", " job_extra=['--qos=p.tok.openmp.2h', '--mail-type=end', '--mail-user=dpc@rzg.mpg.de', '-t 2:00:00'], \n", " queue='p.tok.openmp', \n", " cores=8, \n", " memory='8 GB',\n", " processes=8)\n", " cluster.scale(32)\n", " print(cluster)\n", " print(cluster.job_script())\n", " client = Client(cluster)\n", " print(client)\n", "\n", " # Run the cases\n", " cwd = os.getcwd().replace(' ', '\\ ') # deal with ' ' in the path\n", " cmd = f\"{cwd}/fusion_model.py fusion_in.json\"\n", " my_campaign.apply_for_each_run_dir(uq.actions.ExecuteLocal(cmd, interpret='python3'), client)\n", "\n", " client.close()\n", " if not local:\n", " client.shutdown()\n", "\n", " time_end = time.time()\n", " times[4] = time_end-time_start\n", " print('Time for phase 4 = %.3f' % (times[4]))\n", "\n", " time_start = time.time()\n", " # Collate the results\n", " my_campaign.collate()\n", " results_df = my_campaign.get_collation_result()\n", "\n", " time_end = time.time()\n", " times[5] = time_end-time_start\n", " print('Time for phase 5 = %.3f' % (times[5]))\n", "\n", " time_start = time.time()\n", " # Post-processing analysis\n", " my_campaign.apply_analysis(uq.analysis.PCEAnalysis(sampler=my_campaign.get_active_sampler(), qoi_cols=[\"te\", \"ne\", \"rho\", \"rho_norm\"]))\n", "\n", " time_end = time.time()\n", " times[6] = time_end-time_start\n", " print('Time for phase 6 = %.3f' % (times[6]))\n", "\n", " time_start = time.time()\n", " # Get Descriptive Statistics\n", " results = my_campaign.get_last_analysis()\n", "\n", " time_end = time.time()\n", " times[7] = time_end-time_start\n", " print('Time for phase 7 = %.3f' % (times[7]))\n", "\n", " time_start = time.time()\n", " # Save the campaign and results\n", " my_campaign.save_state(\"campaign_state.json\")\n", " pickle.dump(results, open('fusion_results.pickle','bw'))\n", " time_end = time.time()\n", " times[8] = time_end-time_start\n", " print('Time for phase 8 = %.3f' % (times[8]))\n", "\n", " times[0] = time_end - time_start_whole\n", "\n", " return results_df, results, times, pce_order, my_campaign.get_active_sampler().count" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2021-03-04T06:00:37.308120Z", "start_time": "2021-03-04T06:00:37.268715Z" } }, "outputs": [], "source": [ "# routines for plotting the results\n", "\n", "def plot_Te(results, title=None):\n", " # plot the calculated Te: mean, with std deviation, 1, 10, 90 and 99%\n", " plt.figure()\n", " rho = results.describe('rho', 'mean')\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', '1%'), results.describe('te', '99%'), color='b', alpha=0.05)\n", " plt.legend(loc=0)\n", " plt.xlabel('rho [$m$]')\n", " plt.ylabel('Te [$eV$]')\n", " if not title is None: plt.title(title)\n", " plt.savefig('Te.png')\n", " plt.savefig('Te.pdf')\n", "\n", "def plot_ne(results, title=None):\n", " # plot the calculated ne: mean, with std deviation, 1, 10, 90 and 99%\n", " plt.figure()\n", " rho = results.describe('rho', 'mean')\n", " plt.plot(rho, results.describe('ne', 'mean'), 'b-', label='Mean')\n", " plt.plot(rho, results.describe('ne', 'mean')-results.describe('ne', 'std'), 'b--', label='+1 std deviation')\n", " plt.plot(rho, results.describe('ne', 'mean')+results.describe('ne', 'std'), 'b--')\n", " plt.fill_between(rho, results.describe('ne', 'mean')-results.describe('ne', 'std'), results.describe('ne', 'mean')+results.describe('ne', 'std'), color='b', alpha=0.2)\n", " plt.plot(rho, results.describe('ne', '10%'), 'b:', label='10 and 90 percentiles')\n", " plt.plot(rho, results.describe('ne', '90%'), 'b:')\n", " plt.fill_between(rho, results.describe('ne', '10%'), results.describe('ne', '90%'), color='b', alpha=0.1)\n", " plt.fill_between(rho, results.describe('ne', '1%'), results.describe('ne', '99%'), color='b', alpha=0.05)\n", " plt.legend(loc=0)\n", " plt.xlabel('rho [$m$]')\n", " plt.ylabel('ne [$m^{-3}$]')\n", " if not title is None: plt.title(title)\n", " plt.savefig('ne.png')\n", " plt.savefig('ne.pdf')\n", "\n", "def plot_sobols_first(results, title=None):\n", " # plot the first Sobol results\n", " plt.figure()\n", " rho = results.describe('rho', 'mean')\n", " for k in results.sobols_first()['te'].keys(): plt.plot(rho, results.sobols_first()['te'][k], label=k)\n", " plt.legend(loc=0)\n", " plt.xlabel('rho [$m$]')\n", " plt.ylabel('sobols_first')\n", " if not title is None: plt.title(title)\n", " plt.savefig('sobols_first.png')\n", " plt.savefig('sobols_first.pdf')\n", "\n", "def plot_sobols_second(results, title=None):\n", " # plot the second Sobol results\n", " plt.figure()\n", " rho = results.describe('rho', 'mean')\n", " for k1 in results.sobols_second()['te'].keys():\n", " for k2 in results.sobols_second()['te'][k1].keys():\n", " plt.plot(rho, results.sobols_second()['te'][k1][k2], label=k1+'/'+k2)\n", " plt.legend(loc=0, ncol=2)\n", " plt.xlabel('rho [$m$]')\n", " plt.ylabel('sobols_second')\n", " if not title is None: plt.title(title)\n", " plt.savefig('sobols_second.png')\n", " plt.savefig('sobols_second.pdf')\n", "\n", "def plot_sobols_total(results, title=None):\n", " # plot the total Sobol results\n", " plt.figure()\n", " rho = results.describe('rho', 'mean')\n", " for k in results.sobols_total()['te'].keys(): plt.plot(rho, results.sobols_total()['te'][k], label=k)\n", " plt.legend(loc=0)\n", " plt.xlabel('rho [$m$]')\n", " plt.ylabel('sobols_total')\n", " if not title is None: plt.title(title)\n", " plt.savefig('sobols_total.png')\n", " plt.savefig('sobols_total.pdf')\n", "\n", "def plot_distribution(results, results_df, title=None):\n", " te_dist = results.raw_data['output_distributions']['te']\n", " rho_norm = results.describe('rho_norm', 'mean')\n", " for i in [np.maximum(0, int(i-1)) \n", " for i in np.linspace(0,1,5) * rho_norm.shape]:\n", " plt.figure()\n", " pdf_raw_samples = cp.GaussianKDE(results_df.te[i])\n", " pdf_kde_samples = cp.GaussianKDE(te_dist.samples[i])\n", " plt.hist(results_df.te[i], density=True, bins=50, label='histogram of raw samples', alpha=0.25)\n", " if hasattr(te_dist, 'samples'):\n", " plt.hist(te_dist.samples[i], density=True, bins=50, label='histogram of kde samples', alpha=0.25)\n", "\n", " plt.plot(np.linspace(pdf_raw_samples.lower, pdf_raw_samples.upper), pdf_raw_samples.pdf(np.linspace(pdf_raw_samples.lower, pdf_raw_samples.upper)), label='PDF (raw samples)')\n", " plt.plot(np.linspace(pdf_kde_samples.lower, pdf_kde_samples.upper), pdf_kde_samples.pdf(np.linspace(pdf_kde_samples.lower, pdf_kde_samples.upper)), label='PDF (kde samples)')\n", "\n", " plt.legend(loc=0)\n", " plt.xlabel('Te [$eV$]')\n", " if title is None:\n", " plt.title('Distributions for rho_norm = %0.4f' % (rho_norm[i]))\n", " else:\n", " plt.title('%s\\nDistributions for rho_norm = %0.4f' % (title, rho_norm[i]))\n", " plt.savefig('distribution_function_rho_norm=%0.4f.png' % (rho_norm[i]))\n", " plt.savefig('distribution_function_rho_norm=%0.4f.pdf' % (rho_norm[i]))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-03-03T22:02:56.844113Z", "start_time": "2021-03-03T17:45:45.602651Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time for phase 1 = 0.394\n", "Number of samples = 32\n", "Time for phase 2 = 0.829\n", "Time for phase 3 = 0.069\n", "Running using SLURM\n", "SLURMCluster('tcp://130.183.15.203:43277', workers=0, threads=0, memory=0 B)\n", "#!/usr/bin/env bash\n", "\n", "#SBATCH -J dask-worker\n", "#SBATCH -p p.tok.openmp\n", "#SBATCH -n 1\n", "#SBATCH --cpus-per-task=8\n", "#SBATCH --mem=8G\n", "#SBATCH -t 00:30:00\n", "#SBATCH --qos=p.tok.openmp.2h\n", "#SBATCH --mail-type=end\n", "#SBATCH --mail-user=dpc@rzg.mpg.de\n", "#SBATCH -t 2:00:00\n", "\n", "/toks/scratch/dpc/GIT/EasyVVUQ/env/bin/python3 -m distributed.cli.dask_worker tcp://130.183.15.203:43277 --nthreads 1 --nprocs 8 --memory-limit 1000.00MB --name dummy-name --nanny --death-timeout 60 --protocol tcp://\n", "\n", "\n", "Time for phase 4 = 38.989\n", "Time for phase 5 = 0.774\n", "Time for phase 6 = 1.332\n", "Time for phase 7 = 0.000\n", "Time for phase 8 = 0.266\n", "Time for phase 1 = 0.107\n", "Number of samples = 243\n", "Time for phase 2 = 4.614\n", "Time for phase 3 = 0.495\n", "Running using SLURM\n", "SLURMCluster('tcp://130.183.15.203:37597', workers=0, threads=0, memory=0 B)\n", "#!/usr/bin/env bash\n", "\n", "#SBATCH -J dask-worker\n", "#SBATCH -p p.tok.openmp\n", "#SBATCH -n 1\n", "#SBATCH --cpus-per-task=8\n", "#SBATCH --mem=8G\n", "#SBATCH -t 00:30:00\n", "#SBATCH --qos=p.tok.openmp.2h\n", "#SBATCH --mail-type=end\n", "#SBATCH --mail-user=dpc@rzg.mpg.de\n", "#SBATCH -t 2:00:00\n", "\n", "/toks/scratch/dpc/GIT/EasyVVUQ/env/bin/python3 -m distributed.cli.dask_worker tcp://130.183.15.203:37597 --nthreads 1 --nprocs 8 --memory-limit 1000.00MB --name dummy-name --nanny --death-timeout 60 --protocol tcp://\n", "\n", "\n", "Time for phase 4 = 79.990\n", "Time for phase 5 = 5.198\n", "Time for phase 6 = 2.574\n", "Time for phase 7 = 0.000\n", "Time for phase 8 = 0.236\n", "Time for phase 1 = 0.179\n", "Number of samples = 1024\n", "Time for phase 2 = 17.050\n", "Time for phase 3 = 1.879\n", "Running using SLURM\n", "SLURMCluster('tcp://130.183.15.203:34707', workers=0, threads=0, memory=0 B)\n", "#!/usr/bin/env bash\n", "\n", "#SBATCH -J dask-worker\n", "#SBATCH -p p.tok.openmp\n", "#SBATCH -n 1\n", "#SBATCH --cpus-per-task=8\n", "#SBATCH --mem=8G\n", "#SBATCH -t 00:30:00\n", "#SBATCH --qos=p.tok.openmp.2h\n", "#SBATCH --mail-type=end\n", "#SBATCH --mail-user=dpc@rzg.mpg.de\n", "#SBATCH -t 2:00:00\n", "\n", "/toks/scratch/dpc/GIT/EasyVVUQ/env/bin/python3 -m distributed.cli.dask_worker tcp://130.183.15.203:34707 --nthreads 1 --nprocs 8 --memory-limit 1000.00MB --name dummy-name --nanny --death-timeout 60 --protocol tcp://\n", "\n", "\n", "Time for phase 4 = 54.878\n", "Time for phase 5 = 27.460\n", "Time for phase 6 = 8.579\n", "Time for phase 7 = 0.000\n", "Time for phase 8 = 0.073\n", "Time for phase 1 = 0.287\n", "Number of samples = 3125\n", "Time for phase 2 = 56.527\n", "Time for phase 3 = 5.088\n", "Running using SLURM\n", "SLURMCluster('tcp://130.183.15.203:43565', workers=0, threads=0, memory=0 B)\n", "#!/usr/bin/env bash\n", "\n", "#SBATCH -J dask-worker\n", "#SBATCH -p p.tok.openmp\n", "#SBATCH -n 1\n", "#SBATCH --cpus-per-task=8\n", "#SBATCH --mem=8G\n", "#SBATCH -t 00:30:00\n", "#SBATCH --qos=p.tok.openmp.2h\n", "#SBATCH --mail-type=end\n", "#SBATCH --mail-user=dpc@rzg.mpg.de\n", "#SBATCH -t 2:00:00\n", "\n", "/toks/scratch/dpc/GIT/EasyVVUQ/env/bin/python3 -m distributed.cli.dask_worker tcp://130.183.15.203:43565 --nthreads 1 --nprocs 8 --memory-limit 1000.00MB --name dummy-name --nanny --death-timeout 60 --protocol tcp://\n", "\n", "\n", "Time for phase 4 = 127.078\n", "Time for phase 5 = 90.212\n", "Time for phase 6 = 47.667\n", "Time for phase 7 = 0.000\n", "Time for phase 8 = 0.094\n", "Time for phase 1 = 0.303\n", "Number of samples = 7776\n", "Time for phase 2 = 131.295\n", "Time for phase 3 = 14.674\n", "Running using SLURM\n", "SLURMCluster('tcp://130.183.15.203:45773', workers=0, threads=0, memory=0 B)\n", "#!/usr/bin/env bash\n", "\n", "#SBATCH -J dask-worker\n", "#SBATCH -p p.tok.openmp\n", "#SBATCH -n 1\n", "#SBATCH --cpus-per-task=8\n", "#SBATCH --mem=8G\n", "#SBATCH -t 00:30:00\n", "#SBATCH --qos=p.tok.openmp.2h\n", "#SBATCH --mail-type=end\n", "#SBATCH --mail-user=dpc@rzg.mpg.de\n", "#SBATCH -t 2:00:00\n", "\n", "/toks/scratch/dpc/GIT/EasyVVUQ/env/bin/python3 -m distributed.cli.dask_worker tcp://130.183.15.203:45773 --nthreads 1 --nprocs 8 --memory-limit 1000.00MB --name dummy-name --nanny --death-timeout 60 --protocol tcp://\n", "\n", "\n", "Time for phase 4 = 309.130\n", "Time for phase 5 = 317.019\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/toks/scratch/dpc/GIT/EasyVVUQ/env/lib/python3.6/site-packages/chaospy/descriptives/correlation/pearson.py:45: RuntimeWarning: invalid value encountered in sqrt\n", " vvar = numpy.sqrt(numpy.outer(var, var))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Time for phase 6 = 256.071\n", "Time for phase 7 = 0.000\n", "Time for phase 8 = 0.463\n", "Time for phase 1 = 0.090\n", "Number of samples = 16807\n", "Time for phase 2 = 289.740\n", "Time for phase 3 = 28.485\n", "Running using SLURM\n", "SLURMCluster('tcp://130.183.15.203:45497', workers=0, threads=0, memory=0 B)\n", "#!/usr/bin/env bash\n", "\n", "#SBATCH -J dask-worker\n", "#SBATCH -p p.tok.openmp\n", "#SBATCH -n 1\n", "#SBATCH --cpus-per-task=8\n", "#SBATCH --mem=8G\n", "#SBATCH -t 00:30:00\n", "#SBATCH --qos=p.tok.openmp.2h\n", "#SBATCH --mail-type=end\n", "#SBATCH --mail-user=dpc@rzg.mpg.de\n", "#SBATCH -t 2:00:00\n", "\n", "/toks/scratch/dpc/GIT/EasyVVUQ/env/bin/python3 -m distributed.cli.dask_worker tcp://130.183.15.203:45497 --nthreads 1 --nprocs 8 --memory-limit 1000.00MB --name dummy-name --nanny --death-timeout 60 --protocol tcp://\n", "\n", "\n", "Time for phase 4 = 675.316\n", "Time for phase 5 = 1086.559\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/toks/scratch/dpc/GIT/EasyVVUQ/env/lib/python3.6/site-packages/chaospy/descriptives/correlation/pearson.py:45: RuntimeWarning: invalid value encountered in sqrt\n", " vvar = numpy.sqrt(numpy.outer(var, var))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Time for phase 6 = 1209.963\n", "Time for phase 7 = 0.000\n", "Time for phase 8 = 0.334\n", "Time for phase 1 = 0.426\n", "Number of samples = 32768\n", "Time for phase 2 = 567.269\n", "Time for phase 3 = 61.354\n", "Running using SLURM\n", "SLURMCluster('tcp://130.183.15.203:46415', workers=0, threads=0, memory=0 B)\n", "#!/usr/bin/env bash\n", "\n", "#SBATCH -J dask-worker\n", "#SBATCH -p p.tok.openmp\n", "#SBATCH -n 1\n", "#SBATCH --cpus-per-task=8\n", "#SBATCH --mem=8G\n", "#SBATCH -t 00:30:00\n", "#SBATCH --qos=p.tok.openmp.2h\n", "#SBATCH --mail-type=end\n", "#SBATCH --mail-user=dpc@rzg.mpg.de\n", "#SBATCH -t 2:00:00\n", "\n", "/toks/scratch/dpc/GIT/EasyVVUQ/env/bin/python3 -m distributed.cli.dask_worker tcp://130.183.15.203:46415 --nthreads 1 --nprocs 8 --memory-limit 1000.00MB --name dummy-name --nanny --death-timeout 60 --protocol tcp://\n", "\n", "\n", "Time for phase 4 = 1249.848\n", "Time for phase 5 = 3318.427\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/toks/scratch/dpc/GIT/EasyVVUQ/env/lib/python3.6/site-packages/chaospy/descriptives/correlation/pearson.py:45: RuntimeWarning: invalid value encountered in sqrt\n", " vvar = numpy.sqrt(numpy.outer(var, var))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Time for phase 6 = 5340.825\n", "Time for phase 7 = 0.000\n", "Time for phase 8 = 0.673\n" ] } ], "source": [ "# Calculate the polynomial chaos expansion for a range of orders\n", "\n", "if __name__ == '__main__':\n", " local = False\n", "\n", " R = {}\n", " for pce_order in range(1, 8):\n", " R[pce_order] = {}\n", " (R[pce_order]['results_df'], \n", " R[pce_order]['results'], \n", " R[pce_order]['times'], \n", " R[pce_order]['order'], \n", " R[pce_order]['number_of_samples']) = run_pce_case(pce_order=pce_order, local=local)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-03-03T22:02:59.857257Z", "start_time": "2021-03-03T22:02:56.846218Z" } }, "outputs": [], "source": [ "# save the results\n", "\n", "pickle.dump(R, open('collected_results.pickle','bw'))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-03-04T18:58:53.412182Z", "start_time": "2021-03-04T18:58:53.382793Z" }, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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TotalPhase 1Phase 2Phase 3Phase 4Phase 5Phase 6Phase 7Phase 8
142.6543760.3940700.8289830.06896138.9887490.7739371.3320410.0000150.265560
293.2158560.1065084.6142810.49512179.9896555.1982222.5737490.0000070.236456
3110.1000180.17948217.0503721.87860654.87837127.4600718.5790370.0000070.072885
4326.9565100.28734656.5272865.088021127.07833790.21168847.6674560.0000090.093648
51028.9572350.303292131.29485914.674330309.130466317.019216256.0705850.0000050.462544
63290.4884360.090095289.73982028.484852675.3161601086.5588521209.9634070.0000030.333902
710538.8245070.426233567.26885861.3540361249.8482613318.4266175340.8249350.0000030.673086
\n", "
" ], "text/plain": [ " Total Phase 1 Phase 2 Phase 3 Phase 4 Phase 5 \\\n", "1 42.654376 0.394070 0.828983 0.068961 38.988749 0.773937 \n", "2 93.215856 0.106508 4.614281 0.495121 79.989655 5.198222 \n", "3 110.100018 0.179482 17.050372 1.878606 54.878371 27.460071 \n", "4 326.956510 0.287346 56.527286 5.088021 127.078337 90.211688 \n", "5 1028.957235 0.303292 131.294859 14.674330 309.130466 317.019216 \n", "6 3290.488436 0.090095 289.739820 28.484852 675.316160 1086.558852 \n", "7 10538.824507 0.426233 567.268858 61.354036 1249.848261 3318.426617 \n", "\n", " Phase 6 Phase 7 Phase 8 \n", "1 1.332041 0.000015 0.265560 \n", "2 2.573749 0.000007 0.236456 \n", "3 8.579037 0.000007 0.072885 \n", "4 47.667456 0.000009 0.093648 \n", "5 256.070585 0.000005 0.462544 \n", "6 1209.963407 0.000003 0.333902 \n", "7 5340.824935 0.000003 0.673086 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# produce a table of the time taken for various phases\n", "# the phases are:\n", "# 1: creation of campaign\n", "# 2: creation of samples\n", "# 3: creation of run directories\n", "# 4: running the cases\n", "# 5: collation of results\n", "# 6: calculation of statistics including Sobols\n", "# 7: returning of analysed results\n", "# 8: saving campaign and pickled results\n", "\n", "pd.DataFrame(np.array([R[r]['times'] for r in list(R.keys())]), \n", " columns=['Total', 'Phase 1', 'Phase 2', 'Phase 3', 'Phase 4', 'Phase 5', 'Phase 6','Phase 7', 'Phase 8'], \n", " index=[R[r]['order'] for r in list(R.keys())])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2021-03-04T05:37:47.665852Z", "start_time": "2021-03-04T05:37:46.324331Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the convergence of the mean and standard deviation to that of the highest order\n", "\n", "if __name__ == '__main__':\n", " plt.figure()\n", " O = [R[r]['order'] for r in list(R.keys())]\n", " plt.semilogy([o for o in O[0:-1]],\n", " [np.sqrt(np.mean((R[o]['results'].describe('te', 'mean') - \n", " R[O[-1]]['results'].describe('te', 'mean'))**2)) for o in O[0:-1]],\n", " 'o-', label='mean')\n", " plt.semilogy([o for o in O[0:-1]],\n", " [np.sqrt(np.mean((R[o]['results'].describe('te', 'std') - \n", " R[O[-1]]['results'].describe('te', 'std'))**2)) for o in O[0:-1]],\n", " 'o-', label='std')\n", " plt.xlabel('PCE order')\n", " plt.ylabel('RMSerror compared to order=%s' % (O[-1]))\n", " plt.legend(loc=0)\n", " plt.savefig('Convergence_mean_std.png')\n", " plt.savefig('Convergence_mean_std.pdf')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2021-03-03T22:03:03.670451Z", "start_time": "2021-03-03T22:03:02.447879Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the convergence of the first sobol to that of the highest order\n", "\n", "if __name__ == '__main__':\n", " plt.figure()\n", " O = [R[r]['order'] for r in list(R.keys())]\n", " for v in list(R[O[-1]]['results'].sobols_first('te').keys()):\n", " plt.semilogy([o for o in O[0:-1]],\n", " [np.sqrt(np.mean((R[o]['results'].sobols_first('te')[v] - \n", " R[O[-1]]['results'].sobols_first('te')[v])**2)) for o in O[0:-1]],\n", " 'o-',\n", " label=v)\n", " plt.xlabel('PCE order')\n", " plt.ylabel('RMSerror for 1st sobol compared to order=%s' % (O[-1]))\n", " plt.legend(loc=0)\n", " plt.savefig('Convergence_sobol_first.png')\n", " plt.savefig('Convergence_sobol_first.pdf')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2021-03-04T06:00:58.206954Z", "start_time": "2021-03-04T06:00:48.299260Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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CcBTBGPM8oRiO9hHMIFEicoeIeIuxQGIwMApDRh6MYbZgEbldRNwxrv82pdTuyl0FjXYUtZvvRSQTYzjheYxJx/vLyNsRI/5AFsZk5QdKqUId/lcxfrDSReTpSrT/OUbQlySMpab/B8YqLGAcRhChYxg9DNtVUBXFX6hszANbhgLxYsSVeAe4q5w5FivmPophGJP+aRihUYcppVLtbPdSmIqxJHMbsB1jAnnqZdb5OMb1PojRs5yLcT1rDWacjlswegjpGAsibimM3yEiz4nI0mLFCiPRZRarK00plVT4wnBAp9XFiHV/w7gH0zGGX8copVabZVMwVlFNw4iF0YtLj7lyRaPjUWg0Go2mXHSPQqPRaDTloh2FRlPDmEMvpU0OFx+O0WhqBXroSaPRaDTlonsUGo1GoymXWi9sZkuTJk1UQECAo83QaDSaOsOmTZtSlVL+FecsmzrlKAICAti4caOjzdBoNJo6g4iUpVtmN3roSaPRaDTloh2FRqPRaMpFOwqNRqPRlEudmqPQaGoTubm5HD16lJycHEebotHg7u5O69atcXFxqfK6taPQaC6Ro0eP4uPjQ0BAAEWFUjWamkUpRVpaGkePHqV9+/ZVXr8eetJoLpGcnBwaN26snYTG4YgIjRs3rrberXYUGs1loJ2EprZQnfeidhQaTR3GYrEQGhpKcHAwI0aM4OzZs0WOd+vWjR49evCvf/2LggIjbMfq1avx8/MjNDSU0NBQbrjhhlLr/u6773j55Zdr7Fyqm/79+1/SPqz333+fTz6pVUruNY6eo9DULw6tLfq5fZRj7KghPDw82LJlCwD33HMPM2fO5Mknnyxy/OTJk9x9992cOXOGl156CYCoqCiWLCk/ZtMbb7zB4sWLSxzPy8vD2fnK+el44IEH6NOnDw888ICjTXEYukehuXI4tLboq54RFRXF/v37Sxxv2rQpH330Ee+//z72ioDu3bsXNzc3mjQxQqTHxMQwduxYevXqxcSJE4mNjaV3796EhYVx7bXXsmfPHgCio6PZtm0bAGFhYdYeyZQpU5g1a1aRNrKzs4mOjqZHjx4EBwczb948AF5++WUiIiIIDg7m4Ycfttrcv39/nnjiCcLDw+nSpQsbNmzgtttuo2PHjkyePBmAhIQEgoKCuOeee+jSpQt33HGHtZdly88//0zv3r3p2bMnI0aMICvLiIM0adIkunbtSvfu3Xn6aSPGl6enJwEBAcTGxtp17eojV85jgUZTjbwe+zq7T1VthM2gRkE8E1lWaOii5OXlsXTpUoYOHVpqemBgIPn5+Zw8eRKAtWvXEhoaCsCIESN4/vnni+Rft24dPXv2LHLs6NGj/P7771gsFs6cOcPatWtxdnZm+fLlPPfcc3z77bdERUWxdu1a2rVrh7OzM+vWrbO2N3Nm0RDby5Yto2XLlvzwww8AZGRkADB+/HimTJkCwL333suSJUu46aabAHB1dWXjxo2888473HzzzWzatIlGjRrRoUMHnnjiCQD27NnDxx9/bO0FfPDBB9YffYDU1FSmTp3K8uXL8fLy4vXXX2f69Ok89thjLFq0iN27dyMipKenW8uEh4ezdu1aIiMj7fp/1Dd0j0KjqcOcO3eO0NBQwsPDadu2LQ8++KBd5aKiotiyZQtbtmwp4SQATpw4gb9/UR25ESNGYLFYAONHfcSIEQQHB/PEE08QHx9vrXfNmjWsW7eO6OhosrKyOHv2LIcOHaJz585F6gsJCeGXX37hmWeeYe3atfj5+QGwatUqevXqRUhICCtXrrTWDTB8+HBr2W7dutGiRQvc3NwIDAzkyJEjALRp04Y+ffoAMGrUKH777bci7f7xxx/s3LmTPn36EBoayqeffkpiYiJ+fn64u7vz4IMPsnDhQjw9Pa1lmjZtyvHjx+26tvUR3aPQaKoAe5/8qxrbuYjyOHjwIBaLhaZNm7Jr1y676i18wi/Ey8vL+v6FF15gwIABLFq0iISEBPr37w9AREQEGzduJDAwkEGDBpGamsqsWbO4+uqrS7TRqVMn4uLi+PHHH5k8eTIDBw5k4sSJjBs3jo0bN9KmTRtefPHFIks+3dzcAHBycrK+L/ycl5cHlFz9U/yzUopBgwbx1VdflbApNjaWFStWsGDBAt5//31WrlwJGEuhPTw8Krxu9RXdo9Bo6jkpKSmMHTuW8ePH272EskuXLqXOdxSSkZFBq1atAJgzZ471uKurK23atOGbb76hd+/eREVF8dZbb9G3b98SdRw/fhxPT09GjRrFhAkTiIuLszqFJk2akJWVxYIFCypxpgaHDx9m/fr1AMydO5frrruuSPo111zDunXrrOeXnZ3N3r17ycrKIiMjgxtvvJG3336brVu3Wsvs3buX4ODgSttSX9COQqOphxQOSXXr1o0bbriBwYMH849//MPu8n379mXz5s1lTn5PnDiRZ599lrCwMOuTfCFRUVE0bdoUDw8PoqKiOHr0KFFRJVefbd++ncjISEJDQ3nppZeYPHkyDRo0YMyYMQQHBzNkyBAiIiIqd+JA586dmTFjBl26dOH06dM8+uijRdL9/f2ZM2cOI0eOpHv37vTu3Zvdu3eTmZnJsGHD6N69O9dddx3Tp0+3llm3bh2DBg2qtC31hToVCjU8PFzpeBSacilveWwVL53dtWsXXbp0uaw6ajN/+9vfuOmmm8rcZ1EbSUhIYNiwYezYsaPK6ty8eTPTp0/n888/r7I6q4vS7kkR2aSUCr+cenWPQqPRlMpzzz1X6tLSK43U1FReeeUVR5vhUPRktqZucYVtqHMkzZo1s64yqisEBARUaW8CuKKHnArRjkJTr8hJOMbp71cDCv/7btY3uEZTBdj1PRKRocA7gAX4r1LqtWLpbsBnwNVAGnCnUirBTHsWeBDIB/5PKfWTeTwByDSP513uGJrmykXl55O1ahWnPv+Cs3/+ibi6oAoKyFy/hZZv+OBdykSqRqOxnwodhYhYgBnAIOAosEFEFiuldtpkexA4rZS6SkTuAl4H7hSRrsBdQDegJbBcRDoppfLNcgOUUqlVeD6aK4j8zGzSP/6Y01/OJff4cZxbtqDpA7fhN+Q68lJOc/zNjzky5mEa3n03TSc8rSfkNJpLxJ4eRSSwXyl1EEBEvgZuBmwdxc3Ai+b7BcD7YizYvhn4Wil1HjgkIvvN+tZXjfmaK5WCnPMc+ts/yT2RgmdkJE2fnYTPgAHIEePWcvb1JuDd50lZ+CenPv2M7D/+oOXfR+LRsZ2DLddo6h72PGS1Ao7YfD5qHis1j1IqD8gAGldQVgE/i8gmEXm4rMZF5GER2SgiG1NSUuwwV3MlkDZ/GbknUmgz6yPaffYpvoMGIcUUTZ1cXWh213W0/effKcg4RcITr5I6f5mDLK4eakpmPCYmpsLNb6tXr2bYsGFVeHZVS0BAAKmplR/AePrpp607tK9UHNkbv04p1RP4C/CYiJTcugkopT5SSoUrpcKLa89orkwuHD9J2jc/4Tugl13zD15hXQn8zz/wuSaUlNkLydpYtatiHEmhhMeOHTtwdXW1Cu8VHo+Pj+eXX35h6dKlVolxKKr1tHz58lLrfuONNxg3blyNnEdt5vHHH+e1116rOGM9xh5HcQxoY/O5tXms1Dwi4gz4YUxql1lWKVX49ySwCGNISqMpiY00uFKKpP98TYGzhfRhQ1h/II31B9IqrMLi40WrZx7CpWVTkmd9g8rPr7BMXaM6ZcZteeGFF4iJiSE/P59ly5YRFBREz549WbhwoTVPdnY2DzzwAJGRkYSFhfG///2vRD0nTpygb9++1h7R2rXG0udHH32U8PBwunXrVmQ3eUBAAM8++6xVBDEuLo4hQ4bQoUMHq4NcvXo1ffv2JTo6ms6dOzN27FhrT8qWL774wror/JFHHiE/P5/8/HxiYmIIDg4mJCSEt99+G4B27dqRlpZGUlKSXdeuPmLPHMUGoKOItMf4kb8LuLtYnsXAaIy5hzuAlUopJSKLgbkiMh1jMrsjECsiXoCTUirTfD8YqD+htDTVRtYfW8neuAN153Bo4FupsuLiTLMHb+foK/8hfelaGj7ev8rsSvrnPzm/q2plxt26BNH8uefsylsTMuMAEyZMIDMzk9mzZ3P+/HnGjBnDypUrueqqq7jzzjut+aZNm8b111/PJ598Qnp6OpGRkdxwww1FhAXnzp3LkCFDeP7558nPz7cOm02bNo1GjRqRn5/PwIED2bZtG927dwegbdu2bNmyhSeeeIKYmBjWrVtHTk4OwcHBjB07FjCE/Xbu3Em7du0YOnQoCxcu5I477rC2u2vXLubNm8e6detwcXFh3LhxfPnll3Tr1o1jx45Z92HYyoz37NmTdevWcfvtt9v1/6hvVNijMOccxgM/AbuA+UqpeBF5WUQKd+N8DDQ2J6ufBCaZZeOB+RgT38uAx8wVT82A30RkKxAL/KCUql+Dx5oqpyDnPMkz5+EW0BKu73NJdXj3DsWzeydSPl9M/pkzVWxhzVOTMuOvvPIKGRkZzJw5ExFh9+7dtG/fno4dOyIijBo1ypr3559/5rXXXiM0NJT+/fuTk5PD4cOHi9QXERHB7NmzefHFF9m+fTs+Pj4AzJ8/n549exIWFkZ8fDw7d15cN2MrM96rVy98fHzw9/fHzc3N+sMeGRlJYGAgFouFkSNHlpAZX7FiBZs2bSIiIoLQ0FBWrFjBwYMHCQwM5ODBgzz++OMsW7YMX9+LDyJaZtwOlFI/Aj8WOzbF5n0OMKKMstOAacWOHQR6VNZYzZVN2vxl5J5Mo90bT3PI2XJJdYgIzR6+k0OPTyV15oc0mzihSmyz98m/qqlJmfGIiAg2bdrEqVOnaNSoUbnllVJ8++23JWJQ2NK3b1/WrFnDDz/8QExMDE8++aRVbXbDhg00bNiQmJiYapEZHz16NK+++moJm7Zu3cpPP/3EzJkzmT9/vjVWtpYZ12jqABeOnyRtwU/49o/EM6TTZdXl3qENfoOu5dTnn3Oh2FNufaSqZMaHDh3KpEmTiI6OJjMzk6CgIBISEjhw4ABAkfgOQ4YM4b333rPOiWzevLlEG4mJiTRr1owxY8bw0EMPERcXx5kzZ/Dy8sLPz4/k5GSWLl1a6fONjY3l0KFDFBQUMG/evBIy4wMHDmTBggXWYbhTp06RmJhIamoqBQUF3H777UydOpW4uDhrmStdZlwrHGhqPUopkmZ+jTg70/ShO4qk+Sb9Ybxxqtx8hf/omznz22ZOvvkWrd97t6pMrTUUDknl5ubi7OzMvffey5NPPml3+b59+/LUU0+hlCriXEaMGEFmZibDhw/nxx9/5KOPPiI6OhpPT0+ioqLIzMwEjAnvv//973Tv3p2CggLat2/PkiVLirSxevVq3nzzTVxcXPD29uazzz6jffv2hIWFERQUVCRSXWWIiIhg/Pjx7N+/nwEDBnDrrbcWSe/atStTp05l8ODBFBQU4OLiwowZM/Dw8OD++++3Tn4X9jhyc3PZv38/4eFXrniElhnX1Hoyv3qPoy99QNMxI2h8myHQFn+86PxCt5aVcxQAqT/Fk/Lvd2j72ad4XUIsZC0zXvtYvXo1b731VgmndDksWrSIuLi4OqEgq2XGNVckKjfXmMBu15JGwwdUad2NYmJwbtmCk6+9jiplCeWVjpYZN8jLy+Opp55ytBkORTsKTa3mbNxmcpPTaDLqphI7ry8XJ3d3mj75FDk7d5LxXcl1/lc6dVFmvH///lXamwBjuK1BgwZVWmddQzsKTa1l/YE09i7+CWWxcKRl22ppwzf6Rjx69CDl7bfJz8quljY0mrqOdhSaWo3LxvXQORDc3SrOfAmICM2ee5a8tDROPDup/CEomx3iGs2VhHYUmlqLnEzCkngIFVK9E8YePXrQbNIzZP6ynJR36t8KKI3mctHLYzW1FpcNphp996Bqb6vhvfdyft9+0j78ELerOuB3003V3qZGU1fQPQpNrcVl43ryW7SCZtWvGiwiNH9hMp6RkZx4fjLn7Njt7GgSEhLK3AQ2ZcqUMlVhwZAQt5XGqCuMHDmS7t27WwX76hP9+/enti7/1z0KTa2k4Px5nLdu4sLgm3Cxczfx5SKurrR65+JIXC8AACAASURBVN8k3HkXR8Y/Tvv583Bp2dLu8vao2FaG3h0aX3LZwjgSZfHdd98xbNgwunbtesltFJKXl4dzFa9IK42kpCQ2bNhQqkKuI+y5ktA9Ck2t5GxsLHL+PLnh19Rou84NG9LmPx+gcnI4Mu4xCrJr90qo/Px8xowZQ7du3Rg8eDDnzp0DigYamjRpEl27dqV79+48/fTT/P777yxevJgJEyYQGhrKgQMH2LJlC9dccw3du3fn1ltv5fTp0wBs2LCB7t27ExoayoQJE6w9mDlz5jB8+HCuv/56Bg4cSFZWFgMHDqRnz56EhIRYZcUTEhIICgoiJiaGTp06cc8997B8+XL69OlDx44diY2NLXFOOTk53H///YSEhBAWFsaqVasAGDx4MMeOHSM0NNQqSV5ITEwMY8eOpVevXkycOJHY2Fh69+5NWFgY1157LXv27AEgOjqabdu2ARAWFmZ1qFOmTGHWrFlF6szOziY6OpoePXoQHBzMvHnzAMMJR0REEBwczMMPP2yVKenfvz9PPPEE4eHhdOnShQ0bNnDbbbfRsWNHJk+eXOR63HPPPXTp0oU77rij1L0qP//8M71796Znz56MGDGCrKysUv+XNYV2FJpaSdava1BubuSFhNV4224dOtDq7bc5v3cvx555plZvxtu3bx+PPfYY8fHxNGjQgG+//bZIelpaGosWLSI+Pp5t27YxefJkrr32WoYPH86bb77Jli1b6NChA/fddx+vv/4627ZtIyQkxBrk6P777+fDDz9ky5YtWCxFhRjj4uJYsGABv/76K+7u7tYdzKtWrbLKfwDs37+fp556it27d7N7927mzp3Lb7/9xltvvcU///nPEuc0Y8YMRITt27fz1VdfMXr0aHJycli8eDEdOnRgy5YtRJUSsOro0aP8/vvvTJ8+naCgINauXcvmzZt5+eWXec4UbYyKimLt2rVkZGTg7OzMunXrAEN2vW/forHTli1bRsuWLdm6dSs7duywSriPHz+eDRs2sGPHDs6dO1dk34arqysbN25k7Nix3HzzzcyYMYMdO3YwZ84c0tKMHueePXsYN24cu3btwtfXlw8++KBIu6mpqUydOpXly5cTFxdHeHg406dPL/V/WVNoR6GpdaiDa8havgw6B+J7uqSYXE3gHXUdzR7+K1nLV3DskfvI3/GTQ+yoiPbt21vjSlx99dUkJCQUSffz88Pd3Z0HH3yQhQsX4unpWaKOjIwM0tPT6devHwCjR49mzZo1pKenk5mZSe/evQG4++6iYWgGDRpkVZFVSvHcc8/RvXt3brjhBo4dO0ZycrLVxpCQEJycnOjWrRsDBw5ERAgJCSlhL8Bvv/1mlSwPCgqiXbt27N27t8JrMWLECKszy8jIYMSIEQQHB/PEE08QHx8PGI5izZo1rFu3jujoaLKysjh79iyHDh0qoXQbEhLCL7/8wjPPPMPatWvx8/MDYNWqVfTq1YuQkBBWrlxprRuKyqB369aNFi1a4ObmRmBgIEeOGFGhbTWsRo0aVUIG/Y8//mDnzp306dOH0NBQPv30UxITE+36X1YX2lFoah0XjiWTm5SK6l72stjd5xJ4P3keJ3NPVZsdDYcPoOkDt5G5bjOHHnuFs7sOVFtbl4qt1LbFYrFKbRfi7OxMbGwsd9xxB0uWLCkzsNGlYBuE6MsvvyQlJYVNmzaxZcsWmjVrZpUHLy4HbisVXtzeqrLnhRdeYMCAAezYsYPvv//eaktERAQbN2609iDCwsKYNWsWV199dYn6OnXqRFxcHCEhIUyePJmXX36ZnJwcxo0bx4IFC9i+fTtjxoypFhn0QYMGWeOF7Ny5k48//rha/5cVoR2FptaRtWG78Sak5LLY7Lwcpu2fx4vHZvJb5mbeODGH7PxzVdOw7Ya6Q2sRERqPGErAvyaCCIlPv0nqVz+g8mvvUFRxsrKyyMjI4MYbb+Ttt99m69atAPj4+FiVXv38/GjYsKF13P/zzz+nX79+NGjQAB8fH/78808Avv766zLbycjIoGnTpri4uLBq1SoSExMv2eaoqCi+/PJLwJD3Pnz4cLlxLcqyp1WrVoAxn1KIq6srbdq04ZtvvqF3797W+BfFh50Ajh8/jqenJ6NGjWLChAnExcVZnUKTJk3IysqyzgNVhsOHD7N+vbH0e+7cuSVk0K+55hrWrVtnnbTPzs5m7969Zf4vawK9NEDjeIrtdM7esAPXti3IaVI0OM6aUzt4Zd9XJJ9P5y9+fQj2vIrpJz7n30lf8mmrv+HiVMlgRnbusPYICqT9+5NJen8uKZ/9j+wtu2j5buV+uBxFZmYmN998Mzk5OSilmD59OgB33XUXY8aM4d1332XBggV8+umnjB07lrNnzxIYGMjs2bMB+PjjjxkzZgxOTk7069fPOvxSnHvuuYebbrqJkJAQwsPDCQq69L0v48aN49FHHyUkJARnZ2fmzJlT5OncHiZOnMjo0aOZOnUq0dHRRdKioqJYsWIFHh4eREVFcfTo0VLnPLZv386ECRNwcnLCxcWF//znPzRo0IAxY8YQHBxM8+bNiYiIqPT5de7cmRkzZvDAAw/QtWtXHn300SLp/v7+zJkzh5EjR3L+/HkApk6dio+PT6n/y5pAy4xrHI/ND3bBuRz2/PUJGt08kNQbBwNwJj+bz1KX8FvmZgI9m/NSp1G4ZDUBYPWZjcw8uYDbm/fhHx3vtjswz6WglCJj+XqSPvgKJzd3cmf+h25hNT/ZXpNkZWXh7e0NwGuvvcaJEyd45513HGxV3SUhIYFhw4ZZ43JXNdUlM657FJpaRfbmXZCXj3dkCKnAvpzDvHniU7Lzz3F7w4Hc0mgALlkXb9v+vuGcyE3l26TVtPNoyv1tBlWbbSJCg0HX4tm1A0enzyXn1Cnyz5zB4lv5WBh1hR9++IFXX32VvLw82rVrV2QYR3PloB2FxmEUblDzTTKCEHVr6UvWhh04ebjj2bUDecmZfHjyW1zFhefbPEQ7txal1nNno8Gcs5zh7UPf0cajCTc0qd6nfNdWzWj36afs3LyZC0eO4NqmDRa3Yj0ZN59qtaGmuPPOO7nzzjsdbUa9ISAgoNp6E9WJnszW1BqUUmRt2I5Xz66IszM/Z6zn6IVkYprcVKaTAHASJ6Z1vo8QnwCe3T2HHZkJ1W6rxccHS+PGOLm7c+HIEfKzqmhCXaOphWhHoak1nD90lLy0dLwjgkm9cIZvTv1CD89OXO1VscyEu8WVd7o9QmMXX8bvmElSTvUtmy1EnJxwDQgwnEVSinYWmnqLdhSaWkPWBqNL7hURzL8PfceFgjxGN7nJ7gnqJq6+zAgex9n8HKYf+q46TbUiFovhLFxdDGeRrZ2Fpv6hHYWm1pC1YTvuV7Vlp/Np/pf8B9ENrqOla+WUYzt4tWBUqwEsTdnInqyj1WRpUcRiwbVVM8NZnNDOQlP/0I5CUzvIOsu5XQfwDA/mn/vn0dTVj9saXX9JVY1uPQgfiwczEqs2dnJ5iMXJ6ixyk1JRubnV3qaWGb+IrQhiWaxevZphw4ZVp3mXRUBAAKmpqY42o1T0qidN7WDXPihQbAgsYGfWYd4IegD3vEsLf+rn4sno1jfwfuL37MhMINgnoGptLQM5+gcuefnkJqWSd3YvLo0vXSYcgPYlN4HZy5UsM66penSPQlMrkN37EQ833uJ3wv06MtS/pPZOZRjVagANnL14P8HoVcQfP1PkVV04OVuweHtScOYMBecyIfes8aomtMx4SV544QViYmLIz89n2bJlBAUF0bNnTxYuXGjNk52dzQMPPEBkZCRhYWFWe205ceIEffv2JTQ0lODgYGubjz76KOHh4XTr1o1//OMf1vwBAQE8++yzhIaGEh4eTlxcHEOGDKFDhw7MnDkTMHo1ffv2JTo6ms6dOzN27FgKSlEn/uKLL4iMjCQ0NJRHHnmE/Px88vPziYmJITg4mJCQkBoN3qQdhaZ2sOcAJwK8SFc5TOow4rJ3WHs5u/Ngm8GsO72TTRk1+wRq8fVGnJzIz8i8eLDQYVSx09Ay40WZMGECKSkpzJ49m9zcXMaMGcP333/Ppk2bSEpKsuabNm0a119/PbGxsaxatYoJEyaQXSz2yNy5cxkyZAhbtmxh69atVpXeadOmsXHjRrZt28avv/5qjW8B0LZtW6t9hc76jz/+KOJQYmNjee+999i5cycHDhwo4sDA2F09b9481q1bZ73uX375JVu2bOHYsWPs2LGD7du3c//995d+U1QD2lFoHE/6GeTESVY0T+euln3p7N26Sqq9s2U//F39ePfQYqpcqubQWsjLgfOZxssGcRKcfDwpOHee/PMXqrbdYmiZ8Yu88sorZGRkMHPmTESE3bt30759ezp27IiIWOsEIzDQa6+9RmhoKP379ycnJ4fDhw8XqS8iIoLZs2fz4osvsn37dnx8jE2U8+fPp2fPnoSFhREfH19krsdWZrxXr174+Pjg7++Pm5sb6enpAERGRhIYGIjFYmHkyJElZMZXrFjBpk2biIiIIDQ0lBUrVnDw4EECAwM5ePAgjz/+OMuWLcO3BhUBtKPQOJ49hnx3YqAn4wKqbrLRw+LKmLZDiTuzn+3narhX4e2FWJzIz8iiOuXUtMz4RSIiIti0aROnTlW8h0YpxbfffmuV8j58+HAJjaS+ffuyZs0aWrVqRUxMDJ999hmHDh3irbfeYsWKFWzbto3o6OhqkRkfPXq01bY9e/bw4osv0rBhQ7Zu3Ur//v2ZOXMmDz30UOUu0GVgl6MQkaEiskdE9ovIpFLS3URknpn+p4gE2KQ9ax7fIyJDipWziMhmEam55SmaWkdm/DbOukG/qwfh61w1wVgK5yK6qBCaODdgXtpPVd+rKAcRsPj5oC7kUnAup+IC1cSVJDM+dOhQJk2aRHR0NJmZmQQFBZGQkMCBA8aDyFdffWXNO2TIEN577z3rPbF5c8kAWYmJiTRr1owxY8bw0EMPERcXx5kzZ/Dy8sLPz4/k5GSWLl1a6fOLjY3l0KFDFBQUMG/evBIy4wMHDmTBggWcPHkSgFOnTpGYmEhqaioFBQXcfvvtTJ06lbi4uEq3falUuFRBRCzADGAQcBTYICKLlVK2a+seBE4rpa4SkbuA14E7RaQrcBfQDWgJLBeRTkqpfLPc34BdQP1VVdNUSMHuvexpY+HONv2rvG4Xceb2RgP58OS3bDq7i3A7dnlXFU4e7ojrWfIzsoz31SdsWyZXmsz4iBEjyMzMZPjw4fz444989NFHREdH4+npSVRUlNU5vvDCC/z973+ne/fuFBQU0L59+yIhTcGYeH7zzTdxcXHB29ubzz77jPbt2xMWFkZQUFCRSHWVISIigvHjx7N//34GDBjArbfeWiS9a9euTJ06lcGDB1NQUICLiwszZszAw8OD+++/3zr5/eqrr1a67UulQplxEekNvKiUGmJ+fhZAKfWqTZ6fzDzrRcQZSAL8gUm2eYvlaw18CkwDnlRKVTjmoGXG6xfrD6Rx6uh2Ah95lI3RHbl3/IQi6ZVZndStZdFnDduy+Sqfpw6/jas481qb/8NJnErkvxR2ZXnTpdNV5ebJP5vDhWPJuDRpiHNDs806JBioZcarltWrV/PWW2+VcEpVRXXJjNsz9NQKOGLz+ah5rNQ8Sqk8IANoXEHZfwMTgXLDhYnIwyKyUUQ2pqSk2GGupi5xYO0nAFwV2r/a2rCIhRGNbuDwhST+yNpebe2U2ranOxYvD/JOZdSpyHiF/PDDD0WWh06ePNnRJmkcgEM23InIMOCkUmqTiPQvL69S6iPgIzB6FDVgnqaGOHPhFM7b4zjvbsE3oONl1VVR76O3d3cWnV7FwtMruMY75LLaqizOTRpyPvE4eafScfFvVHGBWoSWGa9a+vfvT//+/R1tRqWxp0dxDGhj87m1eazUPObQkx+QVk7ZPsBwEUkAvgauF5EvLsF+TR1mxfGFdEnMp6BzIDhV7wI8J3HitobXc/TCSTZkx1drWyXadnXB4udDXnomBblVt8pHo6kp7Pl2bgA6ikh7EXHFmJxeXCzPYmC0+f4OYKUyJj8WA3eZq6LaAx2BWKXUs0qp1kqpALO+lUqpUWiuGLJzs9m+eyHN08GtS81MMF/jHUILlyYsOrWyylZA2VuPcyNjEjg/PbOCnBrNpVGdq/oqdBTmnMN44CeMFUrzlVLxIvKyiAw3s30MNBaR/cCTXJzEjgfmAzuBZcBjNiueNFcwC/YuoMPBLONDUIcaadNJnLil4QASLpxgzanLjzLm7lRA2ukMu76gTs4WLD5e5J/JROXrr4CmalFKkZaWhru7e7XUb9cchVLqR+DHYsem2LzPAUaUUXYaxsqmsupeDay2xw5N/eBC/gU+i/+MB040pMA3D1o1r7G2+/iEsuDUcj46vJS+jYIvSyqktftZjp46SYqdip8qN5+80xk4ZZ/FYq4k0miqCnd3d1q3rhpVg+Jo9VhNjfPDwR84ee4kXQ/7kBccinM1z0/Y4iwWbm7Yn/+mLOLrA3F09zQm0S9luayLE7T3rJx2U+Lr73EhOYOrfvkZcXGpdJsajSPQEh6aGqVAFfDJjk+4hkDcU0+T171njdvQz/dqGll8WXRqZY233fi2weQlJXFm2bIab1ujuVS0o9DUKKuOrCLhTAL3nQsDIK97mDWtpqTAXcSZmxr2Y1fOIXadO1ht7ZSGV3g3XDt0IG327BqVFNFoLgftKDQ1yuwds2nl3Yr2B7IpaNCQgrbtHWLHQN9I/CzeLDy1qkbbFScnGsWM5vzOXZz9s2QsBo2mNqIdhabG2Jayja0pW7m3yyjOxW4gLyQMhwggAa5OLgxrEMX2c/vYl3O44gJViN/w4VgaNyZt9ic12q5Gc6loR6GpMb7Y9QXeLt5Eu4WTl5zskPkJWwb5XYO3kyff1XCvwsnNjYZ3jyT71zWcN5VNNZrajHYUmhohKTuJXxJ+4baOt6E2GRHB8kLCKihVvbg7uXFjgz5sOruLHw7trpH5kUIajhyJuLlxas6cam9Lo7lctKPQ1Ajz9syjgAJGBo3k7J+xWPybUNC6raPNYojftXg4ufHtqRU12q5zo0b43XILGf9bzB8b97H+QJr1pdHUNrSj0FQ75/LO8c3ebxjQZgCtvFuRHfsnXpG9HDY/YYuXxYPhDfqxITuezdm7a7TtRqNHo3JzcfthUY22q9FUFu0oNNXOkoNLyDifwaguo7hw6BD5Kal49op0tFlWbmrYl9auTflvyiLOFZyvsXbdAtvjPWAArj8shBzHRcHTaCpCOwpNtaKU4sudX9KlUReubnY1Z2ONJaFevXo52LKLOIszD/vfzqm8M8xL+6lG2278wP04ncnAbVHZYUY1GkejHYWmWll/Yj0HMg4wqusoRISzsbE4N2uGS1vHz0/Y0smjHYP8ruGnjPU1ulzWMzycC30H4v71HJwSa3bzn0ZjL9pRaKqVL3Z+QWP3xgwNGIpSiuzYDXj2irwsMb7q4q7GQ2jo7MtHJ78lt6Dm4kacG/t3lKcXnu+8BlpZVlML0Y5CU20s2r6ZtcfWcm3Tm9iUkEns6jjyU1NJCuhWK1f3eDq586D/zRy5kMzso79UWzu2K5zWH0hD+TXk3CN/w3nPTtwWf1OywKG1F18ajQPQjkJTbaw8sRBncaFfcyNsifP2zUBRfafaxtVeXbnGuzszE5dy8GxStbThm/RHkRdAbr9B5EZei/vns7iQmFgt7Wo0l4p2FJpqIeN8Br8nLyPC/3p8XY040c7bN1PQpCkFzVs62LryiWlyE+4WF17aO5cCVVAzjYpw9rEJYHHmxAtTUAU11K5GYwfaUWiqhUX7FnGhIIeBLe8wDiiF8/bNRm+iFs5P2NLA2YcJgbcTd2Y/3yb9XmPtqib+nHtoPGdjY0mfX8oQlEbjIHTgIk2Vk1+Qz9zdc+nk24O23kZgIKcjCTilnyYvJMw63FKbuaVZb5Ykx/LGgW9IOn+a0a0H4uvsWe3tXhg8jCYbfuXkm2/i3a8vLi1aVHubGk1F6B6FpspZd3wdJ7JPcKNnsHUc3nmbOT/hYH0nexERXg2KIapRMB8dXspfYqfw38PLOJtfNRvy0vMy+TnjD6Yd+y8fxj3K6cSFxrVK/pMWr7yCKijgxIsvopQqokFVGxcBaOo/ukehqXIW7VtEIxdvwr26WI85b99Mgb85P5F8xIHW2U9TtwZM7zqGXVlHeD/he95JWMznx1Yxpu0QRrSIws2pcqFMk3JOsTxtC98d28jenEQUipYu/mTmZzPpyHsM8I3gr40G4Zp7iKb3DSf5w3mc+fhN6NKtms5Qo7EP7Sg0VUrauTRWH1nN3S374Szm7aUULltjITgI3+Q/HWvgJdDFuw0zgsexJeMA7ycu4fUDC/j4yM909W5La/cmtPFoYvx196eFe0NijyaTlJtGsvk6a8kg8dxJ9p89AUBb1+bc0WggkV4htHZtSnbBORaeWslPGb+zPnMrj8hfuCe6Hx6/bSLpg6/gH09Ck0YOvgqaKxntKDRVyvcHvidP5XFb82vJyTAPnkhGMrMpCOrgUNsuh/jjZ3DBnyea3M8Oz/3EXogj8dxJNmbsK3c4ykWcaePRhDbuTYhuGsEg/55knXYvksfb4sl9/sO4wa8XX6b9yL8Pfcc3x9cy6cFBtJi8APnvV6iJj4KTHinWOAbtKDRVhlKKhfsX0sO/Bx28WhCfYcZ12G0G5+lcdx2FLcGeVxHseRU0MM45syCb5NxTJOeeIjX3ND4WL5q7NKaZS2MaOfsS0qpBkfLxp0uPd9HS1Z8JLUaT6XGcNw4u4PGUr/lk9EC8//MT6seVMOyGmjg9jaYE2lFoqoytKVs5lHGIl659qchx2X0A1ahBvRw+ERF8Ld74Wrzp6F41+lXXNAxibuhE7t7yBk85/8G7Ed1wXfwzqlsnaH5NlbSh0VQG3ZfVVBkL9y3Ew9mDIQFDLh5UCvYcgKAOtX7/RG3C3eLKv7qMIacgj38NPAt+vsisuXDurKNN01yBaEehqRKyc7P58eBSrm48gG2Hcy6GEz2ejGRlo+rJsFNN0t6zGVM6jmSLHGH5iA5wMg2PWe852izNFYgeetJUCcsOLeN8QQ59mkUXTdhTv+YnLoXLicE9rFkkv5zYySxiCbmhB81/+p4zvwzCd9CgKrRQoykf3aPQVAkL9y+khUc7An26Fjkuu/ejGjcE/8YOsqzuE9PkJtq6NmfK1Qc536EDSS9MITf5pKPN0lxBaEehuWz2n97PtpRt9Gl2Y9E4EwUFsOfgFd2bqApcnVz4e/N7OOeUx4ybXSk4f56kKVMcbZbmCsIuRyEiQ0Vkj4jsF5FJpaS7icg8M/1PEQmwSXvWPL5HRIaYx9xFJFZEtopIvIi8VLxOTd1h4f6FODs5c03TwUUT9PzEJWEr2VE4bNXS1Z8xTW/lD7d97LotlKxffyVz9WrHGqq5YqhwjkJELMAMYBBwFNggIouVUjttsj0InFZKXSUidwGvA3eKSFfgLqAb0BJYLiKdgPPA9UqpLBFxAX4TkaVKqdqvFqcpQm5+LksOLGFAmwH4ujYsmlg4P1GHN9rVJq7zCWMr2byU/z1ftmtJ8quv4nXttTi5ul7MVDy4UfuomjVSUy+xp0cRCexXSh1USl0AvgZuLpbnZuBT8/0CYKAYYxA3A18rpc4rpQ4B+4FIZZBl5ncxX+oyz0VTw6w/kMaHGxdz+vxpgrxKbgaTPQeM+Yl6uH/CUfw1cDxNfVsyZ5CF3MTDnJrzacWFNJrLxB5H0QqwVXE7ah4rNY9SKg/IABqXV1ZELCKyBTgJ/KKUKlUESEQeFpGNIrIxJSXFDnM1NclvyT/S0NWfbg3DiyYUFFzcP6GpMtws7kyMmMgy/xOk9+pM6syZ5CYnO9osTT3HYZPZSql8pVQo0BqIFJHgMvJ9pJQKV0qF+/v716yRmnI5ff4kO09v4Npmf8FJLEUTjycjWWf1/EQ14JkbSpcG4bwSfpyC3FxOvvmWo03S1HPscRTHgDY2n1ubx0rNIyLOgB+QZk9ZpVQ6sAoYWhnDNTXP+gNpRV47TseiUET4X18ys94/UW2ICCMD/4/jfrn8OSCAM0uWcHbTJkebpanH2OMoNgAdRaS9iLhiTE4vLpZnMTDafH8HsFIppczjd5mrotoDHYFYEfEXkQYAIuKBMVG++/JPR1OT7E6Pw8+1MS082pVI0/MT1Utzz7bc0HIE73c/iGramKSp01D5+Y42S1NPqdBRmHMO44GfgF3AfKVUvIi8LCLDzWwfA41FZD/wJDDJLBsPzAd2AsuAx5RS+UALYJWIbMNwRL8opZZU7alpqhOlFLszNhPkF1Z070QhBw/DVQE1bteVRHTbe/H08mf+YC/O79pF+jc6zramerBLwkMp9SPwY7FjU2ze5wAjyig7DZhW7Ng2oG7ExNSUyvGzh8jMPU1Qg6tLpElqCnI6g4LAqlFTdQSXI7tRU7hbPBnRfhyzzr9EdEh7Ut7+Nz4f/QNnX29Hm6apZ+id2ZpLYnd6HABBfiX9vfMec4tNHXYUtZXCGOSFr+vzPIhs0Jk3e58kPzOTlM/+52gTNfUQ7Sg0l8TujM34u7eksXvzEmmWPfEoiwXatHSAZVcWIsKzV/2VvY1z2denOelL13IhOdXRZmnqGdpRaCpNvspjT8YWgvx6lpruvHcntG0JLi41bNmVyVVeLbm7VX/e7n4SJXBq4XJHm6SpZ2hHoak0h7P2kZOfTVCDUhxFfj6WfXugvR52qknGtYumoLEPO3r4kP7TWvIyMh1tkqYeoR2FptIUzk90LmV+wunwISTnHErPT9QY8cfPkHgyl5v9rmd2zyzU+VxOL1ntaLM09QjtKDSVZndGHK08A0uKAKInsh3JQL9I8lo2YVdnd04tXklBznlHm6SpJ2hHoakUEqWTlQAAIABJREFUuQXn2X9mO0ENSl/dbNmzkwIfX2japIYt0ziLhbsaD2FuRC4FZ7JJ/3mdo03S1BO0o9BUioNndpJbcIEgv5L7J8DoUeR36gKlbcLTVDu9vEJw7dqeg22cSVv4Cyovz9EmaeoB2lFoKsXujDiccKKTX4+SiWfP4nT4EPmdu5ZM09QIIsIT7W/hm14F5CWncWbpMkebpKkHaEehqRS70uNo59MZD2evEmnO+3cjSpGnHYVDiWjQCa+IEI43ceLkrI8wZNc0mktHOwqN3eTknSUhc1eZw04WcyI7v5N2FI4k/vgZbvIZxP96CXl795H9m56r0Fwe2lFo7Gbvma0UUFDuRHZ+y9YoX78atkxTnDZuzZFePTnlDcc/+sDR5mjqONpRaOxmT/pmnMWFDj6lxpjCea85ka2pFdzebChLe7mQv2Ez57bvcLQ5mjqMdhQau9mVsYkOvsG4WtxKpEnqSZzSUvX8RC2isbMfBX+5jWw3SPhguqPN0dRhtKPQ2MXpnNMczT5QumwH4PPHdwC4NynAN+mPmjRNUw4DO8bwa4QHavV6zicmOtocTR1FOwqNXcQmxQKUKQQohw6jnC3QplVNmqWpgOap8bS/5S/kC2ye+SpQNKStRmMP2lFo7CL2RCzuFk8CfDqXnuHgYUNW3MWuWFiaGuTmroPZ3c0Ll6VryMzQEuSayqMdhcYu/kz6k46+3bFIKY4gPw8SjkBgydjZGsdjESeC7rgNzxzFjzMnOdocTR1EOwpNhSRlJ5F4JrHUsKcATomHkAu5WjG2FhMccR2n2zagwZLfOZZ1wNHmaOoY2lFoKuTi/ETp+yesirE6BkWtRURo98A42qYo1i+fpndrayqFdhSaCtl8cjM+Lj608gosNd2yZyfK2xOaNq5hyzSVocUtI8jz8aDb2n1sSF3paHM0dQjtKDQVsjVlKyH+IThJ6beL895dRm9CK8bWapzc3fH/60gi9yqWb3mPc3nZjjZJU0fQjkJTLlkXsth/ej89/EtRiwWrYqzSw051gkYj78ZJCdfEnmLJ4U8dbY6mjqAdhaZc/r+9O4+Pqj4XP/55Zs1Cwhp2JAuLsggqIlQFr7iQ1orXpYLa0uqv3v7c6s/25w+91lp73X63drvaqxZQa+uG2ha1laps4gJCCSRhJyAECAlrgJBlJs/9Y04wwMxkgslMknner1fkzDnfM3m+DuHJOd/zfb5Fe4tQNGKi8GwMVYy1Fe3aB1//fgTOu4D8VR4Wb5vDxv0bEx2SaQcsUZioVpWvAmBk1siwx93ri0MbOQPiFZJppuKdlRTvrDw2ya7miqtJPVLLheu9PPTJQ9QGaxMdomnjLFGYqFZVrCK3cy6Zvsywx90bQhVj6XTy+hSmbQqMHkOw/0CuL+zK6j2reeiTh+wpKBOVJQoTkaqyes/qyOMTNCx9aoUA2xURar55NZ237GBG+jW8XfI2MwtnJjoq04ZZvQUT0ReVX3Cw5mDERCF7KnDt20tg6Bn2F6kdOK5Y4/DuaIqfiz7cyupvnstvV/6WgZkDuSz7ssQFaNosu6IwEb1Z7KyMVj0wbAE5z8a1AAQH2xoU7U5qCpx/LpUfLefBnlcyKjOHf1/y7xTvKU50ZKYNskRhIio5VEyKO53eaeFrOLk3rEXdboK5g+McmWkJevH5EAhS9beP+fWwf6NbSjfunH8nZUfKEh2aaWNiShQiMllE1ovIJhE5qaqYiPhF5DXn+FIRyW507D5n/3oRudzZN0BEFojIGhEpFpEftlSHTMspqVxDTsYZESfauTesJZidB/6TFzIy7UDvLDqNH8X+dxbQrd7PU5OeoipQxV3z76KqrirR0Zk2pMlEISJu4GkgHxgGTBORE0cvbwH2q+og4FfAE865w4CpwHBgMvA75/0CwI9UdRgwDrg9zHuaBDpSd4QdVVvIyxgevoEq7o3rCA4+Pb6BmRbV/drJBCuPcOAfHzO462BuHvwT1u1bz63v3cOSTbsTHZ5pI2K5ohgLbFLVElWtBV4FppzQZgrQMM3zDWCSiIiz/1VVrVHVLcAmYKyq7lLVfwKo6iFgLWAr3rQhRXuKUOrJzQyfv107S3EdOWxrZLdzacPySB2Wx7633kcDAUZ2G8f1uXewat/HPL/hcYL1wUSHaNqAWBJFP2B7o9elnPyP+rE2qhoADgLdYznXuU11FrA03DcXkVtFZLmILK+oqIghXNMSVlWEJtrlZIRPFJ0+fxuAlG51tvRpO1a8s5IjF19I3e69rPjDmwBc3Pdq/nXg91lW8QEPfvIg9Vqf4ChNoiV0MFtEOgFvAneramW4Nqr6nKqOUdUxWVlZ8Q0wia2qWEXv1NNI92SEPS5btqM+L/TtFefITIsbNQztnYX/zZfBmXiXP+BGrjzte8zdPJeHP33YkkWSiyVR7AAa12fo7+wL20ZEPEBnYG+0c0XESyhJ/ElV3zqV4E3rUFVWV6wmN9L4BIRWtDutH7jd8QvMtA6XC518EZ7NG/AULD+2+xsDvsPXB9zEmxvf5K5/PMgnm2wZ1WQVS6L4HBgsIjki4iM0OD33hDZzgenO9rXAfA3VBJgLTHWeisoBBgPLnPGLWcBaVf1lS3TEtJxth7ZxoOYAeZkREkUgANt2WH2njmTcOdR37R66qnCICFNOu4XL+01jUdlfea3kKSv1kaSaTBTOmMMdwDxCg86vq2qxiDwsIlc6zWYB3UVkE3APMMM5txh4HVgDvAfcrqpB4Hzg28DFIlLgfH29hftmTlHD+ERuhPEJd8PSp9mWKDoMr4eaKdfhXfk57s0bju0WEa7OvpVJfa9l/q43eXL5k5YsklBMlRdU9W/A307Y92Cj7WrgugjnPgI8csK+JYCtctNGrSpfRbo3nT6RJto5M7Jt6dOOpTZ/Cimv/QH/my9Tde9Dx/aLCN/KuZ2gBnhxzYuclnka3xr6rcQFauLOZmabk6yqWMXIHiNxSfjxB/eGtWhaqi192sFopwxq8qfg/WgBrrKdxx0TEabm3sUF/S7g8WWPW6mPJGOJwhzz6ea9LNiwnQ37N9LdMyRiO/fGdZA9wJY+7YBqplwHLsH/l9dPOuYSF49d8Bg9Untwz8J7OFhzMAERmkSwRGGOs/XQ+tBEu0hPPFVX495aYgPZHVBm2WdkBErgvNH45v0VOXjgpDZdUrrw5MQnKT9azv1L7rfHZpOEJQpznJJDoVsKuRnhZ1y7SzYi9UHUEkWHpZdfhNTW4Xs3/FPrI7NGcu+597K4dDGzCmfFOTqTCJYozHFKKovplTqAdG+EFe0aBrLtiaeOq19vdNQw/HPfgKPhiwNOHTqV/Jx8nip4iqW7whZVMB2IJQpzjKpScmhN5EKAgGfDOuq794CuneMYmYk3/frFuA5V4n/v7eP2N6y7/VnJPvJ730l2Zjb3Lr6X3UesgGBHZonCHFNRvYPDgYPkRppoh7NGti1U1PENyqZu5Fn4//wK1NWGbZLiTuOXF/2So4Gj3Lv4Xurq644lkoYv0zFYojDHbD60BiDiQHZmyQLcO0tx90mPZ1gmQWqu/w6uvXvwzZ8XsU353i7cmPdj/ln+T+5f8J9xjM7EkyUKc0xJZTF+dyp9I0y0Y6tTCNgm2iWFwOgxBAYNxf/GnyAYudz42KxJXNj7m7xX+grF+5fFMUITL5YozDElh4rJzRgWcaIdW5xEkd0/fkGZhMncvRTXZeNw7ywl893fR217fc4d9E3LYfaGRzlQa7ecOhpLFAYIrWhXeqSEvIwREdvIlu1ozx6QnhbHyExCnTUc7dMTefdDMnd9SmbZZ2HXH/G5/dx6+k+pDh5l9vpHqFdb8KgjsURhACjcU4hSH7liLIRuPdn8ieTicqH5/4KU7oLVa6M27ZuWzbTcH7Lu4D/5+/Y/xSlAEw+WKAwABeUFCEJOhIl2sm8Psv+gTbRLRuedjXbrgvxt/rGFjSI5v1c+Y7MuYe62F9h4cHWcAjStzRKFAaCgooA+admkRVjRzr1hXWjDJtolH48bnXwRsmkrbCiJ2lREuCnvHrJS+jBz/c85UH1yGRDT/liiMNRrPavLV5OXGXl8wrNhDepyhVa1M8nnwvPQzE6hq4ompHjS+P7pD1JZt58HPn7A1q/oACxRGEoOlHCo7lDUGdnujetC62P7fXGMzLQZPi966QSkaD18Udpk84GdhnJt9g9YVLqIl9e93GR707ZZojAUVBQARL6iUA0lCps/kdwuGo+mpiDvfhhT84v7XsOE/hP41YpfUXIw+i0r07ZZojAUlBfQ1d+Vninhbyu5dpbiOlRpA9nJLi0VJl2ArCjEtbXpf/hFhIfGP0SKJ4UHljxAoD4QhyBNa7BEYVhVsYpRPUchERYi8hSFrjgYnBPHqExbpJdOQFP8pLzyfEzts9KyeGDcAxTuKbSS5O2YJYokt796P1srtzI6a3TENp7CAuq7dIU+PeMYmWmTOqXBJRfiW7IgpqsKgMnZk8nPzueZVc+wdm/0uRimbbJEkeReW70EAG9dbvgGqniKVhIYPsqWPjWAc1WRmhbzVQXA/efdT5eULty/5H5qg+Gr0Zq2yxJFktt8qAiXuBnYaWjY467du3BVlBMYeVacIzNtVqc0aqZc16yrii4pXfjZ137GpgObeLrg6VYO0LQ0T6IDMIm1ubKY09KH4HP7wx73FIbGJwIjRwMVcYzMtGU1V12P/69zSHnlearu+3lM50zoP4ELen2D54teIMt1dtin7MbndW/pUE0LsCuKJFZXX8fWw2uj1ndyFxVQn5FJ/Wk2kG2+pBmZzb6qAPhWzu108/dk9oZHqQkebcUITUuyRJHE1u9bT119bfQZ2YUrCYwYBS77q2KOV3PV9U2OVZy44l2KJ43vDplBRfVO/rx1ZhyjNV+F/fQnsYJyZ6JdxrCwx6ViN+7duwiOsPEJc7JTvaoY2nk0F/b+JovK/sr+Grud2R5YokhiBRUFdPP3oqs//GOvnqJVAKErCmPCiOWqIpz8/jegWs8HO+a0UmSmJVmiSGIF5QVR6zt5Clei6Z0I5gyKY1SmPTnVq4oeKX04N+tiFpfN5XDdwVaM0LQESxRJquxIGburdkcdn/AVfAZ5A8is+DzsqmYmeTWsdJdZ9hm+8Xloip+M2b+IuAJeOJP730BNfTULdv25laM1X1VMiUJEJovIehHZJCIzwhz3i8hrzvGlIpLd6Nh9zv71InJ5o/2zRaRcRIpaoiOmeY6NT0R44kn27UF2V6BDI0zEM6aBM1tbVqyGrU1Xlm3QLz2XM7t9jfk736I6WNWKAZqvqslEISJu4GkgHxgGTBORE0c/bwH2q+og4FfAE865w4CpwHBgMvA75/0AXnD2mQQoqCgg1ZNKv7S8sMcbxicYEv64MY3p5RPRTunInLebXAWvsfz+N3IkUMlHZe+2YnTmq4rlimIssElVS1S1FngVmHJCmynAi872G8AkCVWYmwK8qqo1qroF2OS8H6q6GNjXAn0wp6CgvIARPUbgcYWfc+kpXIn6/TDQFioyMUhLRa+8FFm3ucm1tRvLyxzOkMxRvL/jNerqrbRHWxVLougHbG/0utTZF7aNqgaAg0D3GM+NSkRuFZHlIrK8osIepWsJVXVVrNu3LnohwKICGJwNbnfENsYcZ+J4tFcP5I13IRh7SfH8ATdyoHYPS8vfb8XgzFfR5gezVfU5VR2jqmOysrISHU6HULy3mKAGGd0zfKKQg/txb9uKDrHxCdMMHjd6zTeQnbvxffD3mE8b1uVcBqQP5r3SVwjWB1sxQHOqYkkUO4DGK9b0d/aFbSMiHqAzsDfGc02craoIjT+c2ePMsMePjU8MtfEJ00xnj0AHZZPyx5lQHVuJDhEhf8CNlFeX8sG2D1o5QHMqYkkUnwODRSRHRHyEBqfnntBmLjDd2b4WmK+hFdXnAlOdp6JygMHAspYJ3ZyqleUryemcQ5eULmGPe4oKQuMT2f3jHJlp90TQ667AtW8v/rdejfm0s7tfSK/UAcwqnIU2YzDcxEeTicIZc7gDmAesBV5X1WIReVhErnSazQK6i8gm4B5ghnNuMfA6sAZ4D7hdVYMAIvIK8CkwVERKReSWlu2aCacuWMfysuWM6TUmYhtPYQGB00eAx4oLm1MwKJva8y8i5c2XkX17YzrFJW4u7zeVtfvW8snOT1o5QNNcMY1RqOrfVHWIquap6iPOvgdVda6zXa2q16nqIFUdq6oljc59xDlvqKr+vdH+aaraR1W9qtpfVW2dxDj4fPfnVAWqmNh/YtjjcqgS19bNBEZEHug2pinV0/8N6mpJeXl2zOeM63kZPdN6MrPQigW2NW1+MNu0rMWli/G7/YztMzbscXfxakTVWX/CmFNT328AtflX4Zv3Dq5tW2M6x+PyMn3YdJbvXs7qitWtG6BpFksUSURVmVcynyGZZ1HwRRWfbj75toCnaCXq9REcGr6irDGxyCz7DO8lI8HvJePZx2I+79oh15Lpy2R2UexXIqb1WaJIIlsObmFPzS7O7DY+YhtPYUEoSfjCr3hnTMwyOqH5/4IUFOMpWB7TKWneNKaePpX52+az5eCWVg7QxMoSRRJZVLoIgJGREsWRw7hLNtr4hGk5l05Ae3Yn9b9/CXWxzby+4fQb8Ll9vFj8YtONTVxYokgiC7cvZED6ILpFXH+iAKmvt/EJ03J8XvSGq3CXbov5cdnuqd25atBVzN08l4oqq8bQFliiSBIHaw5SUFEQ9baTb9EH1HfKIDA8/EQ8Y07JyDNCj8u++gKusp1RmzYsmXpmxhSCGuSltS/FKUgTjSWKJLFkxxLqtT7ybaeqI3g/XUzdhEng9cU3ONPhHf3+neByk/rsb2Jqn5XSl8sGXsac9XM4VHuolaMzTbFEkSQWlS6iW0o3sjudHva47+OFSG0t3tEDmrX4jDGx0KxeVN/wPbzLPsbz2ZKYzvneiO9xuO4wr69/vZWjM02xRJEEAvUBluxYwoT+E3BJ+I/c++F7aK8ekHtanKMzySCz7DP85w1E+/Yi7dlfQ3V1k+cM6z6McX3G8ce1f6QmWBOHKE0kliiSwMrylRyqPRR5NnZ5Gd7Clej4c0AkztGZpOFxo9++Bld5GSmvxfZE080jbmbP0T28s/mdVg7ORGOJIgksLl2Mx+VhfN/w4xO+Bf8IbYw7O45RmaQ0JJfaSfn433oF1/Yvmmw+rs84zuh2Bi8Uv2AlyBPIEkUSWFS6iHN7nUu6N/3kg6r45r9HYPgoyOoe/+BM0jl6822oPyU0t6KJSrEiws0jb2Zr5VYWbF8QpwjNiSxRdHDbKrex5eAWJg4If9vJvXEd7tJt1E6y5ctNfGRUr4erL8O7agWZf366yfaXnHYJ/Tv1Z3bRbCtBniCWKDq4xaWLAZjQf0LY474P30O9PurOvyiOUZmkN2EcOjgHefkvSHlZ2CYNcyo+33KQib2uo3BPIU8v+/Ox/SZ+LFF0cAtLF5LXOY8BGQNOPlhXh3fxh9SNuwDtlBH/4EzycrnQW6ZCvZL2q0ehvj5q8wt6f4MB6YN5ZfOvORKweRXxZomiAztce5gVZSuYMCD81YRnxVJclQeovfjyOEdmDJDVHZ12Jd7V/8Q/942oTd3iYfrgezlcd5A5Jb+LU4CmgSWKDuyTnZ8Q0EDEx2J989+jvnMXAmefF+fIjHFcMBYdNYyU539H5oq/RJ3oeVqnwVzWfyqflP+dNQdiq0ZrWoYlig5sUekiMn2ZjMoaddIxOVSJd+nH1F10qS15ahJHBJ1+HaT6kZmvQCAQtfkVA6bTK3UAL238BVV1VXEK0lii6KCqA9V8VPoRF/a/EI/r5ETgXbIACdThPbOflewwidU5A51+HbJtBzL3/ahNfW4/3x70Y/bWlPFUwVNxCtBYouigni96nv01+7lm8DVhj/vmv4f27QUD+8U5MmPCOGsEev658Lf5uNcURm06pPMoJvaewp/W/smWTI0TSxQd0PZD25lZOJPJ2ZMJHMk99jhhwyOFrl078KwptJIdpk3RaVOgexfSnvw5HI1+W+nq7FvJSs3ip5/8lLpgXZwiTF6WKDqgJ5Y9gdvl5sdjfhz2uP8vr6EiVrLDtC2pKegt03Dt3kXab5+I+shsqied67LvZtOBTTy0+L9sXkUrs0TRwSzcvpBFpYu4bdRt9ErvddJx78cL8b/zFrVXXAPduiQgQmOiGJJL9Xd/gG/xh6G1K6LMxD6z23jGZk3i3e0vse3wxjgGmXwsUXQg1YFqHl/2OHmd87hx2I0nHXft2Ebarx4lMHQYR2+5PQERGtO0mmtuoPrqafjfeZOUl2dHbXt97p1kervyX2tmsPNw9NXzzKmzRNGBzCqaxY7DO7j/vPvxurzHH6yuJv3Rn6BeL0dmPAxeb/g3MSbRRKi++TZqLv0GKS8/j2/unIhNM7xduGv4E9QFa/jBBz/gQPWBOAaaPCxRdBDbK7czu3A2+Tn5jO0z9viDqqT97klcX5RQ9aOfoD17JyZIY2IlwtE7/y+14y8k7dnf4G0ohR9Gv/Rcbhv2CDsO7eDO+XdSHWh6USTTPJYoOgBV5bFlj+FxecIOYPvmvY3vw79TM/W7BMaMS0CExsSuYV5PZsVyPNO/Tt2oc0j75SN4ln0S8ZwhnUfx+ITHWVWxinsX30ugPvrEPdM8lig6gIXbF/LRjo+4bfRtbN7lPu5xWPem9aQ+82vqzh5L9bTvJjpUY5rH6+XIA48RzBtM+mMP4C5cGbHppQMvZcbYGSzYvoBHlz5qJclbkCWKdq70UClPfP4Eg7oM4oYzbjjumByqJO3RB9DOXaj68U/A7U5QlMacuszK1bhunwrdu9Dp/h+S+utHkYrdYdvecMYN3DziZuZsmMOzq5+Nc6QdlxX5aafKjpTx+9W/562Nb+F2uXnu0ue+HMCuqsK3+AP8c9/Ataecw088jXbuamU6TPuV0QmdcQe1C4vxv/0WvoUfUHPltdRcdxOakXlc07vPvpuKqgqeLnia/dX7uWnYTeHL7JuYSSyXZyIyGfgN4AZmqurjJxz3A38AzgH2Ater6lbn2H3ALUAQuEtV58XynuGMGTNGly9P7qqRe47uYVbhLF5f/zr11HPN4Gv4/sjv0yu9F0eLilk/8w/4Fr2PHD1KcGAu1TfdQt3XQtVjLVGY9q6y9zikvIzUP87EO38empZOzfXfoeaKaxg/rO+xdnX1dfzHZ//B3E1zCWqQif0nMu2MaYzvMx5JsmoEIrJCVcd8pfdoKlGIiBvYAFwKlAKfA9NUdU2jNrcBZ6rqD0RkKvCvqnq9iAwDXgHGAn2BD4AhzmlR3zOcZEsUtcFa9lXvY+/Rveyt3svysuW8svZlfFV1XN39Yq7tcQkVmw/h2lOOd/GHeDZvQP1+aidMonbylQSHDidz99JEd8OY1rF9J8F3PsW7/FPqO2XQ6fSh+Abl4c/Nw5eXi3/QIPZ1gjkb5jBnwxz2Ve8jt3Mu006fxsT+E8nwZZDmTcMlHfsOfLwSxXjgIVW93Hl9H4CqPtaozTynzaci4gHKgCxgRuO2De2c06K+Zzinmije+M5EMivaYkliPfaHhv4TelkfRAMBCAZx13PsyxOELkdduAMnlzYIZudRk38lKcO6QVpqHPtgTOJU9h6Hu3Alvvnz6FKxg5rNm6mvrDx2XFJTcaWmgs/LUQlwMHiYw1JDnRtUAASXuHC73Lhcbty4ju3/8r+JN2jgaHKf+f0pndsSiSKWMYp+wPZGr0uBE1e6OdZGVQMichDo7uz/7IRzG8qVNvWeAIjIrcCtzsvDIrI+hphbUw9gT4JjONn6dTDv3eac0Tb70XwdoR8doQ9g/WhFy+HZmc09qaEfA7/qd2/zg9mq+hzwXKLjaCAiy79qdm4LrB9tR0foA1g/2pqW7EcsN+d2AI0fGejv7Avbxrn11JnQoHakc2N5T2OMMW1ALInic2CwiOSIiA+YCsw9oc1cYLqzfS0wX0ODH3OBqSLiF5EcYDCwLMb3NMYY0wY0eevJGXO4A5hH6FHW2apaLCIPA8tVdS4wC3hJRDYB+wj9w4/T7nVgDRAAblfVIEC492z57rWKNnMb7CuyfrQdHaEPYP1oa1qsHzHNozDGGJO8OvYDxMYYY74ySxTGGGOiskQRhoi4RWSliLzjvM4RkaUisklEXnMG4HEG6V9z9i8VkexExt2YiGwVkUIRKRCR5c6+biLyvohsdP7s6uwXEfmt04/VItJmFtMWkS4i8oaIrBORtSIyvr31Q0SGOp9Dw1eliNzd3voBICL/R0SKRaRIRF4RkZT29vMhIj904i8Wkbudfe3isxCR2SJSLiJFjfY1O3YRme603ygi08N9r+Ooqn2d8AXcA7wMvOO8fh2Y6mw/A/xvZ/s24BlneyrwWqJjb9SHrUCPE/b9f2CGsz0DeMLZ/jrwd0ITUccBSxMdf6OYXwT+l7PtA7q0x3406o+bUOWCge2tH4Qmy24BUp3XrwPfbU8/H8AIoAhII/QwzwfAoPbyWQATgLOBokb7mhU70A0ocf7s6mx3jfp9E/3BtbUvQnM6PgQuBt5x/ifvATzO8fHAPGd7HjDe2fY47STRfXDiCZco1gN9nO0+wHpn+1lCtbZOapfgPnR2/mGSE/a3q36cEPtlwMftsR98WYGhm/P3/R3g8vb08wFcB8xq9PonwL3t6bMAsk9IFM2KHZgGPNto/3Htwn3ZraeT/ZrQX5yGgkrdgQOq2rBkVuMyJMeVLgEaSpe0BQr8Q0RWSKgMCkAvVd3lbJcBvZztcGVa+pF4OUAF8LxzK3CmiKTT/vrR2FRChTKhnfVDVXcAvwC2AbsI/X1fQfv6+SgCLhSR7iKSRui37gG0s8/iBM2Nvdl9skTRiIhcAZSr6opEx9ICLlDVs4F84HYRmdD4oIZ+lWjrz0Z7CF1m/7eqngUcwSnbzSk7AAAD30lEQVQ02aCd9AMA5979lcCcE4+1h344976nEErgfYF0YHJCg2omVV0LPAH8A3gPKCC0BELjNm3+s4iktWK3RHG884ErRWQr8Cqh20+/AbpIqDQJHF9uJFLpkoRzfvtDVcuBPxMq9b5bRPoAOH+WO83bakmVUqBUVRtqpb9BKHG0t340yAf+qaoNy7O1t35cAmxR1QpVrQPeIvQz065+PlR1lqqeo6oTgP2Eljxob59FY82Nvdl9skTRiKrep6r9VTWb0C2C+ap6I7CAUGkSCJUq+auzHal0SUKJSLqIZDRsE7ovXsTx8Z7Yj+84T0mMAw42upRNGFUtA7aLyFBn1yRCs/zbVT8amcaXt52g/fVjGzBORNJERPjy82hvPx89nT9PA64m9OBKe/ssGmtu7POAy0Skq3OVeJmzL7JEDsq05S/gIr586imXUI2qTYRuG/id/SnO603O8dxEx90o3lXOVzHw787+7oQG6jcSetqjm7NfgKeBzUAhMCbRfWjUl9HAcmA18BdCT2m0x36kE/ptunOjfe2xHz8D1hH6xeMlwN8Ofz4+IpTgVgGT2tNnQegXjV1AHaEr7ltOJXbgZudz2QR8r6nvayU8jDHGRGW3nowxxkRlicIYY0xUliiMMcZEZYnCGGNMVJYojDHGRGWJwhhjTFSWKEzScur9NJT+LhORHY1e+2I4P1tEjopIQRPt8kSk8IR9fhHZIiLDne9XKyI9vmqfjGkNTa6ZbUxHpap7CU3oQ0QeAg6r6i+a+TabVXV0E222AP1FxKWqDcUmbwUWa2it+NFO2Rhj2iS7ojAmAhG5SUSWOb/xPysi7hjOyRGRv4rIcufcoU5y2EaoPDQikgr8CPhpq3bAmBZiicKYMETkDOB64HzniiEI3NjEOV5gJnCPqo4BHuLLardrgdOd7duBt1V1a8tHbkzLs1tPxoQ3CTgH+DxU/45UvqzKGclVwHDgTeccD6G6QhBKFENFZDFwB3BeK8RsTKuwRGFMeAK8qKr3NeOcUYQKMM4Kc2wtoeTzQ+BP+mWpcWPaPLv1ZEx4HwLXNipJ3U1EBjZxzi7gchFxOeeMdMpxQyhRjCVUtfM/WylmY1qFJQpjwlDVNcADhJaTXQ28T2i94WhmE/qZWus8Mvv/9MvyzBuAkcBzqnqglcI2plVYmXFjTpGIZBNas2REC7zXVkLrBez5qu9lTEuzKwpjTl0Q6NzUhLtoRCTVOd8L1DfV3phEsCsKY4wxUdkVhTHGmKgsURhjjInKEoUxxpioLFEYY4yJyhKFMcaYqCxRGGOMicoShTHGmKgsURhjjInqfwAwbaBLL+bW3QAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot a standard set of graphs for the highest order case\n", "\n", "if __name__ == '__main__':\n", " title = 'fusion test case with PCE order = %i' % list(R.values())[-1]['order']\n", " plot_Te(list(R.values())[-1]['results'], title)\n", " plot_ne(list(R.values())[-1]['results'], title)\n", " plot_sobols_first(list(R.values())[-1]['results'], title)\n", " plot_sobols_second(list(R.values())[-1]['results'], title)\n", " plot_sobols_total(list(R.values())[-1]['results'], title)\n", " plot_distribution(list(R.values())[-1]['results'], list(R.values())[-1]['results_df'], title)" ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "-all", "executable": " /usr/bin/env python", "main_language": "python", "notebook_metadata_filter": "-all" }, "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": "3.6.7" }, "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 }