septum-mec/actions/comparisons-power/data/20_comparisons_power.ipynb

3029 lines
1.1 MiB

{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import pathlib\n",
"import numpy as np\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import re\n",
"import shutil\n",
"import pandas as pd\n",
"import scipy.stats\n",
"from functools import reduce\n",
"import statsmodels\n",
"import seaborn as sns\n",
"import exdir\n",
"import expipe\n",
"from distutils.dir_util import copy_tree\n",
"import septum_mec\n",
"import spatial_maps as sp\n",
"import head_direction.head as head\n",
"import septum_mec.analysis.data_processing as dp\n",
"import septum_mec.analysis.registration\n",
"from septum_mec.analysis.plotting import violinplot, savefig, despine\n",
"from tqdm.notebook import tqdm\n",
"tqdm.pandas()\n",
"\n",
"from septum_mec.analysis.statistics import (\n",
" load_data_frames, \n",
" make_paired_tables, \n",
" make_statistics_table, \n",
" estimate_power_lmm, \n",
" estimate_power_lmm_paralell, \n",
" LMM, \n",
" estimate_sample_size_lmm, \n",
" estimate_sample_size_lmm_paralell\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"project_path = dp.project_path()\n",
"project = expipe.get_project(project_path)\n",
"actions = project.actions\n",
"\n",
"output_path = pathlib.Path(\"output\") / \"comparisons-power\"\n",
"(output_path / \"statistics\").mkdir(exist_ok=True, parents=True)\n",
"(output_path / \"figures\").mkdir(exist_ok=True, parents=True)\n",
"(output_path / \"data\").mkdir(exist_ok=True, parents=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load cell statistics and shuffling quantiles"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of sessions above threshold 194\n",
"Number of animals 4\n",
"Number of individual gridcells 139\n",
"Number of gridcell recordings 230\n"
]
}
],
"source": [
"data, labels, colors, queries = load_data_frames()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Calculate statistics"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"columns = [\n",
" 'average_rate', \n",
" 'gridness', \n",
" 'information_specificity',\n",
" 'max_rate', \n",
" 'information_rate', \n",
" 'in_field_mean_rate', \n",
" 'out_field_mean_rate', \n",
" 'speed_score', \n",
" 'spacing', \n",
" 'field_area'\n",
"\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"results, labels = make_paired_tables(data, columns)"
]
},
{
"cell_type": "code",
"execution_count": 151,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f54b4eddcc0>"
]
},
"execution_count": 151,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 900x600 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.rc('axes', titlesize=12)\n",
"plt.rcParams.update({\n",
" 'font.size': 12, \n",
" 'figure.figsize': (6, 4), \n",
" 'figure.dpi': 150\n",
"})\n",
"\n",
"results['gridcell']['gridness'][labels].plot.density()"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Baseline I</th>\n",
" <th>11 Hz</th>\n",
" <th>Baseline II</th>\n",
" <th>30 Hz</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Average rate</th>\n",
" <td>9.040 ± 6.369</td>\n",
" <td>8.934 ± 6.545</td>\n",
" <td>8.368 ± 6.154</td>\n",
" <td>7.553 ± 5.359</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gridness</th>\n",
" <td>0.527 ± 0.353</td>\n",
" <td>0.393 ± 0.369</td>\n",
" <td>0.579 ± 0.287</td>\n",
" <td>0.479 ± 0.355</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Information specificity</th>\n",
" <td>0.245 ± 0.229</td>\n",
" <td>0.208 ± 0.264</td>\n",
" <td>0.218 ± 0.177</td>\n",
" <td>0.226 ± 0.209</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Max rate</th>\n",
" <td>37.533 ± 15.081</td>\n",
" <td>32.799 ± 14.292</td>\n",
" <td>37.684 ± 16.860</td>\n",
" <td>34.584 ± 12.544</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Information rate</th>\n",
" <td>1.324 ± 0.617</td>\n",
" <td>0.906 ± 0.543</td>\n",
" <td>1.177 ± 0.640</td>\n",
" <td>0.983 ± 0.555</td>\n",
" </tr>\n",
" <tr>\n",
" <th>In field mean rate</th>\n",
" <td>14.973 ± 8.381</td>\n",
" <td>13.344 ± 8.073</td>\n",
" <td>14.126 ± 7.835</td>\n",
" <td>12.109 ± 6.060</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Out field mean rate</th>\n",
" <td>6.389 ± 5.358</td>\n",
" <td>6.712 ± 5.898</td>\n",
" <td>5.787 ± 5.225</td>\n",
" <td>5.265 ± 4.488</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Speed score</th>\n",
" <td>0.142 ± 0.081</td>\n",
" <td>0.105 ± 0.090</td>\n",
" <td>0.120 ± 0.060</td>\n",
" <td>0.104 ± 0.073</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Spacing</th>\n",
" <td>0.439 ± 0.121</td>\n",
" <td>0.456 ± 0.123</td>\n",
" <td>0.416 ± 0.093</td>\n",
" <td>0.424 ± 0.080</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Field area</th>\n",
" <td>0.431 ± 0.053</td>\n",
" <td>0.417 ± 0.051</td>\n",
" <td>0.423 ± 0.051</td>\n",
" <td>0.431 ± 0.052</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Baseline I 11 Hz Baseline II \\\n",
"Average rate 9.040 ± 6.369 8.934 ± 6.545 8.368 ± 6.154 \n",
"Gridness 0.527 ± 0.353 0.393 ± 0.369 0.579 ± 0.287 \n",
"Information specificity 0.245 ± 0.229 0.208 ± 0.264 0.218 ± 0.177 \n",
"Max rate 37.533 ± 15.081 32.799 ± 14.292 37.684 ± 16.860 \n",
"Information rate 1.324 ± 0.617 0.906 ± 0.543 1.177 ± 0.640 \n",
"In field mean rate 14.973 ± 8.381 13.344 ± 8.073 14.126 ± 7.835 \n",
"Out field mean rate 6.389 ± 5.358 6.712 ± 5.898 5.787 ± 5.225 \n",
"Speed score 0.142 ± 0.081 0.105 ± 0.090 0.120 ± 0.060 \n",
"Spacing 0.439 ± 0.121 0.456 ± 0.123 0.416 ± 0.093 \n",
"Field area 0.431 ± 0.053 0.417 ± 0.051 0.423 ± 0.051 \n",
"\n",
" 30 Hz \n",
"Average rate 7.553 ± 5.359 \n",
"Gridness 0.479 ± 0.355 \n",
"Information specificity 0.226 ± 0.209 \n",
"Max rate 34.584 ± 12.544 \n",
"Information rate 0.983 ± 0.555 \n",
"In field mean rate 12.109 ± 6.060 \n",
"Out field mean rate 5.265 ± 4.488 \n",
"Speed score 0.104 ± 0.073 \n",
"Spacing 0.424 ± 0.080 \n",
"Field area 0.431 ± 0.052 "
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"summary = pd.DataFrame()\n",
"for key, df in results['gridcell'].items():\n",
" Key = key.replace('_', ' ').capitalize()\n",
" for label in labels:\n",
" summary.loc[label, Key] = \"{:.3f} ± {:.3f}\".format(df[label].mean(), df[label].std())\n",
"summary.T"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"simpletable\">\n",
"<tr>\n",
" <td>Model:</td> <td>MixedLM</td> <td>Dependent Variable:</td> <td>val</td> \n",
"</tr>\n",
"<tr>\n",
" <td>No. Observations:</td> <td>119</td> <td>Method:</td> <td>REML</td> \n",
"</tr>\n",
"<tr>\n",
" <td>No. Groups:</td> <td>4</td> <td>Scale:</td> <td>0.0932</td> \n",
"</tr>\n",
"<tr>\n",
" <td>Min. group size:</td> <td>7</td> <td>Log-Likelihood:</td> <td>-49.4026</td>\n",
"</tr>\n",
"<tr>\n",
" <td>Max. group size:</td> <td>81</td> <td>Converged:</td> <td>Yes</td> \n",
"</tr>\n",
"<tr>\n",
" <td>Mean group size:</td> <td>29.8</td> <td></td> <td></td> \n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <td></td> <th>Coef.</th> <th>Std.Err.</th> <th>z</th> <th>P>|z|</th> <th>[0.025</th> <th>0.975]</th>\n",
"</tr>\n",
"<tr>\n",
" <th>Intercept</th> <td>0.409</td> <td>0.048</td> <td>8.488</td> <td>0.000</td> <td>0.315</td> <td>0.504</td>\n",
"</tr>\n",
"<tr>\n",
" <th>label[T.Baseline I]</th> <td>0.124</td> <td>0.062</td> <td>1.997</td> <td>0.046</td> <td>0.002</td> <td>0.246</td>\n",
"</tr>\n",
"<tr>\n",
" <th>unit_idnum Var</th> <td>0.036</td> <td>0.090</td> <td></td> <td></td> <td></td> <td></td> \n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<class 'statsmodels.iolib.summary2.Summary'>\n",
"\"\"\"\n",
" Mixed Linear Model Regression Results\n",
"============================================================\n",
"Model: MixedLM Dependent Variable: val \n",
"No. Observations: 119 Method: REML \n",
"No. Groups: 4 Scale: 0.0932 \n",
"Min. group size: 7 Log-Likelihood: -49.4026\n",
"Max. group size: 81 Converged: Yes \n",
"Mean group size: 29.8 \n",
"------------------------------------------------------------\n",
" Coef. Std.Err. z P>|z| [0.025 0.975]\n",
"------------------------------------------------------------\n",
"Intercept 0.409 0.048 8.488 0.000 0.315 0.504\n",
"label[T.Baseline I] 0.124 0.062 1.997 0.046 0.002 0.246\n",
"unit_idnum Var 0.036 0.090 \n",
"============================================================\n",
"\n",
"\"\"\""
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mdf.summary()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"vss = [\n",
" ('Baseline I', '11 Hz'),\n",
" ('Baseline I', 'Baseline II'),\n",
" ('Baseline II', '30 Hz'),\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [],
"source": [
"\n",
"ps = pd.DataFrame()\n",
"ci = pd.DataFrame()\n",
"ef = pd.DataFrame()\n",
"mf = pd.DataFrame()\n",
"for key, df in results['gridcell'].items():\n",
" Key = key.replace('_', ' ').capitalize()\n",
" for vs in vss:\n",
" pval, low, high, mdf = LMM(df, *vs, key)\n",
" ps.loc[f'LMM {vs[0]} - {vs[1]}', key] = pval\n",
" ci.loc[f'LMM {vs[0]} - {vs[1]}', key] = f'{low}, {high}'\n",
" ef.loc[f'LMM {vs[0]} - {vs[1]}', key] = mdf.params[1]\n",
" mf.loc[f'LMM {vs[0]} - {vs[1]}', key] = abs(df[vs[0]].mean() - df[vs[1]].mean())"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\n",
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" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>average_rate</th>\n",
" <th>gridness</th>\n",
" <th>information_specificity</th>\n",
" <th>max_rate</th>\n",
" <th>information_rate</th>\n",
" <th>in_field_mean_rate</th>\n",
" <th>out_field_mean_rate</th>\n",
" <th>speed_score</th>\n",
" <th>spacing</th>\n",
" <th>field_area</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>LMM Baseline I - 11 Hz</th>\n",
" <td>0.928209</td>\n",
" <td>0.054459</td>\n",
" <td>0.427792</td>\n",
" <td>0.088252</td>\n",
" <td>0.000080</td>\n",
" <td>0.285853</td>\n",
" <td>0.759764</td>\n",
" <td>0.016639</td>\n",
" <td>0.441497</td>\n",
" <td>0.112510</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM Baseline I - Baseline II</th>\n",
" <td>0.626481</td>\n",
" <td>0.587566</td>\n",
" <td>0.618199</td>\n",
" <td>0.955198</td>\n",
" <td>0.265741</td>\n",
" <td>0.595705</td>\n",
" <td>0.642428</td>\n",
" <td>0.040733</td>\n",
" <td>0.985474</td>\n",
" <td>0.535198</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM Baseline II - 30 Hz</th>\n",
" <td>0.556933</td>\n",
" <td>0.107195</td>\n",
" <td>0.839598</td>\n",
" <td>0.315473</td>\n",
" <td>0.081515</td>\n",
" <td>0.195477</td>\n",
" <td>0.665571</td>\n",
" <td>0.382314</td>\n",
" <td>0.603904</td>\n",
" <td>0.729193</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" average_rate gridness information_specificity \\\n",
"LMM Baseline I - 11 Hz 0.928209 0.054459 0.427792 \n",
"LMM Baseline I - Baseline II 0.626481 0.587566 0.618199 \n",
"LMM Baseline II - 30 Hz 0.556933 0.107195 0.839598 \n",
"\n",
" max_rate information_rate in_field_mean_rate \\\n",
"LMM Baseline I - 11 Hz 0.088252 0.000080 0.285853 \n",
"LMM Baseline I - Baseline II 0.955198 0.265741 0.595705 \n",
"LMM Baseline II - 30 Hz 0.315473 0.081515 0.195477 \n",
"\n",
" out_field_mean_rate speed_score spacing \\\n",
"LMM Baseline I - 11 Hz 0.759764 0.016639 0.441497 \n",
"LMM Baseline I - Baseline II 0.642428 0.040733 0.985474 \n",
"LMM Baseline II - 30 Hz 0.665571 0.382314 0.603904 \n",
"\n",
" field_area \n",
"LMM Baseline I - 11 Hz 0.112510 \n",
"LMM Baseline I - Baseline II 0.535198 \n",
"LMM Baseline II - 30 Hz 0.729193 "
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ps"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"data": {
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" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>average_rate</th>\n",
" <th>gridness</th>\n",
" <th>information_specificity</th>\n",
" <th>max_rate</th>\n",
" <th>information_rate</th>\n",
" <th>in_field_mean_rate</th>\n",
" <th>out_field_mean_rate</th>\n",
" <th>speed_score</th>\n",
" <th>spacing</th>\n",
" <th>field_area</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>LMM Baseline I - 11 Hz</th>\n",
" <td>-2.180247281054466, 2.390356722874524</td>\n",
" <td>-0.0023867695467641864, 0.25185586146463945</td>\n",
" <td>-0.051885367585011555, 0.12239826383625366</td>\n",
" <td>-0.6829644446775598, 9.804487199879677</td>\n",
" <td>0.19919191566537162, 0.5924315270050661</td>\n",
" <td>-1.331724110761481, 4.516001132500179</td>\n",
" <td>-2.2810214616259765, 1.6653183103649472</td>\n",
" <td>0.006403510267647752, 0.0641586683092662</td>\n",
" <td>-0.03396312071531312, 0.014810117866574444</td>\n",
" <td>-0.0034073546240015826, 0.03240571021475902</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM Baseline I - Baseline II</th>\n",
" <td>-2.9916621645393118, 1.8014641972655332</td>\n",
" <td>-0.08520533103529787, 0.15040363600350248</td>\n",
" <td>-0.09750576854071875, 0.05796956577487157</td>\n",
" <td>-5.89536982035741, 6.243311205778393</td>\n",
" <td>-0.33674475640623824, 0.09282359337229243</td>\n",
" <td>-3.975512425442468, 2.2816253105581294</td>\n",
" <td>-2.481648525103001, 1.531057021714961</td>\n",
" <td>-0.05295935481734079, -0.0011404936657067148</td>\n",
" <td>-0.01536441943997291, 0.015081590471976884</td>\n",
" <td>-0.025402212987792654, 0.013191871767799448</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM Baseline II - 30 Hz</th>\n",
" <td>-1.6613041417405623, 3.083251607547346</td>\n",
" <td>-0.02440548847993497, 0.2496890970945263</td>\n",
" <td>-0.06538802363578307, 0.08044872106578226</td>\n",
" <td>-3.155261296686419, 9.780244204335176</td>\n",
" <td>-0.02805504733315664, 0.47641353819177146</td>\n",
" <td>-1.0103474044666294, 4.941540621504646</td>\n",
" <td>-1.5577059549335808, 2.439136826914514</td>\n",
" <td>-0.015556136704263908, 0.04057715367485169</td>\n",
" <td>-0.01107815629347443, 0.019054030954896606</td>\n",
" <td>-0.023819756067117653, 0.016668142405318446</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" average_rate \\\n",
"LMM Baseline I - 11 Hz -2.180247281054466, 2.390356722874524 \n",
"LMM Baseline I - Baseline II -2.9916621645393118, 1.8014641972655332 \n",
"LMM Baseline II - 30 Hz -1.6613041417405623, 3.083251607547346 \n",
"\n",
" gridness \\\n",
"LMM Baseline I - 11 Hz -0.0023867695467641864, 0.25185586146463945 \n",
"LMM Baseline I - Baseline II -0.08520533103529787, 0.15040363600350248 \n",
"LMM Baseline II - 30 Hz -0.02440548847993497, 0.2496890970945263 \n",
"\n",
" information_specificity \\\n",
"LMM Baseline I - 11 Hz -0.051885367585011555, 0.12239826383625366 \n",
"LMM Baseline I - Baseline II -0.09750576854071875, 0.05796956577487157 \n",
"LMM Baseline II - 30 Hz -0.06538802363578307, 0.08044872106578226 \n",
"\n",
" max_rate \\\n",
"LMM Baseline I - 11 Hz -0.6829644446775598, 9.804487199879677 \n",
"LMM Baseline I - Baseline II -5.89536982035741, 6.243311205778393 \n",
"LMM Baseline II - 30 Hz -3.155261296686419, 9.780244204335176 \n",
"\n",
" information_rate \\\n",
"LMM Baseline I - 11 Hz 0.19919191566537162, 0.5924315270050661 \n",
"LMM Baseline I - Baseline II -0.33674475640623824, 0.09282359337229243 \n",
"LMM Baseline II - 30 Hz -0.02805504733315664, 0.47641353819177146 \n",
"\n",
" in_field_mean_rate \\\n",
"LMM Baseline I - 11 Hz -1.331724110761481, 4.516001132500179 \n",
"LMM Baseline I - Baseline II -3.975512425442468, 2.2816253105581294 \n",
"LMM Baseline II - 30 Hz -1.0103474044666294, 4.941540621504646 \n",
"\n",
" out_field_mean_rate \\\n",
"LMM Baseline I - 11 Hz -2.2810214616259765, 1.6653183103649472 \n",
"LMM Baseline I - Baseline II -2.481648525103001, 1.531057021714961 \n",
"LMM Baseline II - 30 Hz -1.5577059549335808, 2.439136826914514 \n",
"\n",
" speed_score \\\n",
"LMM Baseline I - 11 Hz 0.006403510267647752, 0.0641586683092662 \n",
"LMM Baseline I - Baseline II -0.05295935481734079, -0.0011404936657067148 \n",
"LMM Baseline II - 30 Hz -0.015556136704263908, 0.04057715367485169 \n",
"\n",
" spacing \\\n",
"LMM Baseline I - 11 Hz -0.03396312071531312, 0.014810117866574444 \n",
"LMM Baseline I - Baseline II -0.01536441943997291, 0.015081590471976884 \n",
"LMM Baseline II - 30 Hz -0.01107815629347443, 0.019054030954896606 \n",
"\n",
" field_area \n",
"LMM Baseline I - 11 Hz -0.0034073546240015826, 0.03240571021475902 \n",
"LMM Baseline I - Baseline II -0.025402212987792654, 0.013191871767799448 \n",
"LMM Baseline II - 30 Hz -0.023819756067117653, 0.016668142405318446 "
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ci"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
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" <th></th>\n",
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" <th>gridness</th>\n",
" <th>information_specificity</th>\n",
" <th>max_rate</th>\n",
" <th>information_rate</th>\n",
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" <th>spacing</th>\n",
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" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>LMM Baseline I - 11 Hz</th>\n",
" <td>0.105055</td>\n",
" <td>0.124735</td>\n",
" <td>0.035256</td>\n",
" <td>4.560761</td>\n",
" <td>0.395812</td>\n",
" <td>1.592139</td>\n",
" <td>-0.307852</td>\n",
" <td>0.035281</td>\n",
" <td>-0.009577</td>\n",
" <td>0.014499</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM Baseline I - Baseline II</th>\n",
" <td>-0.595099</td>\n",
" <td>0.032599</td>\n",
" <td>-0.019768</td>\n",
" <td>0.173971</td>\n",
" <td>-0.121961</td>\n",
" <td>-0.846944</td>\n",
" <td>-0.475296</td>\n",
" <td>-0.027050</td>\n",
" <td>-0.000141</td>\n",
" <td>-0.006105</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM Baseline II - 30 Hz</th>\n",
" <td>0.710974</td>\n",
" <td>0.112642</td>\n",
" <td>0.007530</td>\n",
" <td>3.312491</td>\n",
" <td>0.224179</td>\n",
" <td>1.965597</td>\n",
" <td>0.440715</td>\n",
" <td>0.012511</td>\n",
" <td>0.003988</td>\n",
" <td>-0.003576</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" average_rate gridness information_specificity \\\n",
"LMM Baseline I - 11 Hz 0.105055 0.124735 0.035256 \n",
"LMM Baseline I - Baseline II -0.595099 0.032599 -0.019768 \n",
"LMM Baseline II - 30 Hz 0.710974 0.112642 0.007530 \n",
"\n",
" max_rate information_rate in_field_mean_rate \\\n",
"LMM Baseline I - 11 Hz 4.560761 0.395812 1.592139 \n",
"LMM Baseline I - Baseline II 0.173971 -0.121961 -0.846944 \n",
"LMM Baseline II - 30 Hz 3.312491 0.224179 1.965597 \n",
"\n",
" out_field_mean_rate speed_score spacing \\\n",
"LMM Baseline I - 11 Hz -0.307852 0.035281 -0.009577 \n",
"LMM Baseline I - Baseline II -0.475296 -0.027050 -0.000141 \n",
"LMM Baseline II - 30 Hz 0.440715 0.012511 0.003988 \n",
"\n",
" field_area \n",
"LMM Baseline I - 11 Hz 0.014499 \n",
"LMM Baseline I - Baseline II -0.006105 \n",
"LMM Baseline II - 30 Hz -0.003576 "
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ef"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>average_rate</th>\n",
" <th>gridness</th>\n",
" <th>information_specificity</th>\n",
" <th>max_rate</th>\n",
" <th>information_rate</th>\n",
" <th>in_field_mean_rate</th>\n",
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" <th>spacing</th>\n",
" <th>field_area</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>LMM Baseline I - 11 Hz</th>\n",
" <td>0.105449</td>\n",
" <td>0.133233</td>\n",
" <td>0.036166</td>\n",
" <td>4.734064</td>\n",
" <td>0.417936</td>\n",
" <td>1.629185</td>\n",
" <td>0.322805</td>\n",
" <td>0.037336</td>\n",
" <td>0.016343</td>\n",
" <td>0.014129</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM Baseline I - Baseline II</th>\n",
" <td>0.671719</td>\n",
" <td>0.052668</td>\n",
" <td>0.026500</td>\n",
" <td>0.151797</td>\n",
" <td>0.147302</td>\n",
" <td>0.847032</td>\n",
" <td>0.602720</td>\n",
" <td>0.021480</td>\n",
" <td>0.023525</td>\n",
" <td>0.008499</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LMM Baseline II - 30 Hz</th>\n",
" <td>0.814797</td>\n",
" <td>0.100659</td>\n",
" <td>0.007509</td>\n",
" <td>3.100584</td>\n",
" <td>0.193361</td>\n",
" <td>2.016844</td>\n",
" <td>0.521574</td>\n",
" <td>0.016176</td>\n",
" <td>0.007847</td>\n",
" <td>0.008441</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" average_rate gridness information_specificity \\\n",
"LMM Baseline I - 11 Hz 0.105449 0.133233 0.036166 \n",
"LMM Baseline I - Baseline II 0.671719 0.052668 0.026500 \n",
"LMM Baseline II - 30 Hz 0.814797 0.100659 0.007509 \n",
"\n",
" max_rate information_rate in_field_mean_rate \\\n",
"LMM Baseline I - 11 Hz 4.734064 0.417936 1.629185 \n",
"LMM Baseline I - Baseline II 0.151797 0.147302 0.847032 \n",
"LMM Baseline II - 30 Hz 3.100584 0.193361 2.016844 \n",
"\n",
" out_field_mean_rate speed_score spacing \\\n",
"LMM Baseline I - 11 Hz 0.322805 0.037336 0.016343 \n",
"LMM Baseline I - Baseline II 0.602720 0.021480 0.023525 \n",
"LMM Baseline II - 30 Hz 0.521574 0.016176 0.007847 \n",
"\n",
" field_area \n",
"LMM Baseline I - 11 Hz 0.014129 \n",
"LMM Baseline I - Baseline II 0.008499 \n",
"LMM Baseline II - 30 Hz 0.008441 "
]
},
"execution_count": 96,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mf"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [],
"source": [
"effect_ranges = {\n",
" 'gridness': (.01, .3, .01),\n",
" 'average_rate': (.5, 6, .2), \n",
" 'information_specificity': (.01,.2,.01),\n",
" 'max_rate': (1,15,.5), \n",
" 'information_rate': (.1,.4,.02), \n",
" 'in_field_mean_rate': (.5, 6, .2), \n",
" 'out_field_mean_rate': (.5, 6, .2), \n",
" 'speed_score': (.01,.1,.005), # if run again, change this to go to 0.1\n",
" 'spacing': (.01,.1,.005), # if run again, change this to go to 0.1\n",
" 'field_area': (.01,.1,.005),# if run again, change this to go to 0.1\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "13f4f0aa63f84c6f8f32526954e607fd",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, description='Baseline I - 11 Hz', max=10, style=ProgressStyle(description_…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c65251a34561404d910166151ed0b7e8",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, description='Baseline I - Baseline II', max=10, style=ProgressStyle(descri…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "7ae981b7b1f0402aad9c533789909c5e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, description='Baseline II - 30 Hz', max=10, style=ProgressStyle(description…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"powers = {}\n",
"for vs in vss:\n",
" powers[vs] = {}\n",
" for key, df in tqdm(results['gridcell'].items(), desc=' - '.join(vs)):\n",
" power, effect_size = estimate_power_lmm_paralell(results['gridcell'][key], *vs, effect_range=effect_ranges[key])\n",
" powers[vs][key] = {'p': power, 'e': effect_size}"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {},
"outputs": [],
"source": [
"plt.rc('axes', titlesize=12)\n",
"plt.rcParams.update({\n",
" 'font.size': 12, \n",
" 'figure.figsize': (3.7, 2.2), \n",
" 'figure.dpi': 150\n",
"})"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {
"collapsed": true,
"jupyter": {
"outputs_hidden": true
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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cUNXAdd5vcUSczthQ0TNz7IZZH6YMUVtKmQyrPob/LhHxTkpN3ijjh+G9izICZxnwiRg/Z8WTGDt/Z6S66OkM3X1bRDywvj7KnASdGxN9vtpnI/Da6rVXRsTJnYukiFhQ9ZvoTPzVGd/fOU93B86PMgNn5z12o1zMHExp13/NLPL/NTbv/z/nWL2/dXlbREyszlpImXCm0znlIsauhMnMn0TEuZTpd/8BODkirqb8iHRqAb4EPBLYISLukpl/zMzfRpkp60OU8b9/FRFXUb4z+1OGAN5Emeij8163RMSfU66qHwFcHRGXUpodgtI5az1lsp9Gb/87yHkbZhFxBPDy6ulvgb+vgsFiupe2XpCZF1c1M52Lg39mLLhMKTNvioiHUwLYEZQRL2+JiF9RqvB3pny/RyjDEJ+RmT+bJLlLKDViT42IpATY3SiT87ykS5+Bp1H6CBwOfLd6z1soF6KdUu2/Z+Z7avldW402uYAy89+lEXEZpX/OgYz1K/ibzPxSbb87IuKJlAD8aOC6iLiEUqLem1IzsDcluM7UaZT+KPcBfhgR11B+A/aopfO2zNzUNyUz3xUR96JU4b8PeH2UaYz3p7TNrweem9X0vZl5c+08fTBwVXWerqdUzS+s3vPEnP2UubP+/89FlvS3LodSTrr64z6UEtL5lKqyB9Unzqg8jfLj9EPKMT+M8qP6WUpV6nGMTVSyaaxvZp5DqXr7OOUH8RDKD8UVlPb8g3PCXNvVpBeHUq7Cf065IDmY8gP6AeABE8b2N2aQ8zbE6h3N9qF8/x5O+cGf+F0/mqk7eM1IlglfHkQZfnY2cCVj7d87UOYUeDlwUD2QdvH/KJ1Zr6BMbLWRUmN0VGa+feLGVT+RB1MmzvkGJegdRqld+hylk+nLu+x3ZZW30yjt5veo3u9W4GPAgzPzHV32+wnlQuFNwK8p3/15Vb4fyfSjXyamdxvwEEpn4R9T/mf3pVwgfQp4bGa+uMt+L6FceHyWUvV/3+q9zwWOzMyzJ2zfOU9fS+lwvB8lMF8G/Ctw7/qFxSzyv1n//7lmZHR0TvZVkDQEqlLguzPzTnPd9/E9OzfcOWViwJIGnSV9SVulqjf5PSlt3pJmwKAvaasTZRbKL1KG3U1VBS+pxqAvaatTjeF/IfCo7HIvBUnd2Xtf0lYpM7/Rdh6krY0d+SRJGhJW70uSNCQM+pIkDQmDviRJQ8KgL0nSkDDoS5I0JIZ6yF5E3EC5s9x1020rSdIA2AtYmZl335ydhzroA9suWrRoh2XLlk13X21Jklq3fPly1q6d1b2Sxhn2oH/dsmXLDvnc5z7Xdj4kSZrW8ccfz5VXXrnZtdO26UuSNCT6WtKPiOcBZwHPycx3b8b+S4FXAY8D9gRuodzr+o2Z+b1e5lWSpLmubyX9iDgc+Pct2H834PvA3wK7AT8HRoEnAN+KiFN7kU9JkoZFX4J+RBxLue3lDluQzP8C+1Num7lnZj4QuAfwCmA+cFZEHLyFWZUkaWj0NOhHxJKIOAP4MrDTFqRzLHAMcDvwtMy8BSAzN2bmmcCHgIXAK7c0z5IkDYueBf2IOAC4HDi9eulVwLWbmdzJ1fLTmXlTl/VnVcvHR8Q2m/kekiQNlV6W9PekTBrwPeDIzHzdFqR1VLX81iTrfwCsB7YDHrgF7yNJ0tDoZdD/NXB8Zh6VmRdtbiIRMQ/Yr3p6VbdtMnMd8Jvq6YGb+16SJA2Tng3Zy8wrgSt7kNROjOXr91NstwLYG9ilB+85EFauXc8LPvRjvnvVirazIknqofvsuSPvftYDueu2i1rNxyDOyLdt7e/VU2y3qsv2W7ULLr6Br18+1XWOJGlr9KNrb+ELl9zAU49Y1mo+BnFGvg2z3H60L7lowY23rWk7C5KkPthp24Uctf/StrMxkCX922t/L5liu06v/ZV9zEujVq8bu9457pDdOO0xB7WYG0lSr+y107YsWtB+OXtQg/4aYDEw1WVRpy3/xr7nqCGr148F/bvtsJj977Z9i7mRJM017V92TJCZG4Gsnu7TbZuIWEiZnQ/K3ABzwuq1Y0F/ycL5LeZEkjQXDVzQr3y/Wh41yfojKLUUq4GfNJKjBqxet3HT30sWDuqhkSRtrQY1spxbLZ8UETt3Wf+Cavm/mbmqy/qtUr16f8kCS/qSpN5qtU0/IpZRhtytzMzltVUXUm6hezTwqYh4cmb+rpq456XA04F1wJlN57mfVtWq97dZZNCXJPVW2yX9DwC/rJabZOYo8EzKLH8PAa6NiB9RZuE7kzJM75TM/GWz2e2v1evHqvcX26YvSeqxtoP+pDLzV8D9gLdQgv29KUP4vgA8PDPPaTF7fVEfsrdkAIZ2SJLmlr5W72fmPtOsP3aa9TcBf1c95rw166zelyT1j8XJAbJqnR35JEn9Y9AfIOOH7Bn0JUm9ZdAfIOPa9B2nL0nqMSPLABlXvW9JX5LUYwb9AbLG6n1JUh8Z9AfEho2jrN3gNLySpP4xsgyINbUpeAG2saQvSeoxg/6AqE/BC1bvS5J6z6A/IOpT8IJBX5LUewb9AVEfrrdw/gjz5420mBtJ0lxk0B8Q9ep9S/mSpH4w6A+Iekc+g74kqR8M+gNi/BS8HhZJUu8ZXQZEvU3f4XqSpH4w6A8Ip+CVJPWbQX9AjKve97a6kqQ+MOgPiHr1/mLb9CVJfWB0GRC26UuS+s2gPyBW26YvSeozg/6AcMieJKnfjC4Dwup9SVK/GfQHhEP2JEn9ZtAfEPXq/cUGfUlSHxj0B8TqcXPve1gkSb1ndBkQq9fapi9J6i+D/oBY7V32JEl9ZtAfEA7ZkyT1m9FlQDhkT5LUbwb9AbFq3Nz7Bn1JUu8Z9AfEGu+yJ0nqM4P+gBg/976HRZLUe0aXAVGv3t9mkSV9SVLvGfQHwOjo6PiSvtX7kqQ+MOgPgHUbRtk4OvbccfqSpH4w6A+A+sQ8YJu+JKk/jC4DoD4FL1jSlyT1h0F/ANRn4xsZgcULPCySpN4zugyAevX+4gXzGBkZaTE3kqS5yqA/AFZ5hz1JUgMM+gNg/MQ8Bn1JUn8Y9AfA6vX1O+wZ9CVJ/WHQHwD1kr6d+CRJ/WKEGQCrnYJXktQAg/4AcApeSVITDPoDoD5O39n4JEn9YoQZAN5hT5LUBIP+ALB6X5LUBIP+AKhX7y92yJ4kqU8M+gNg/OQ8HhJJUn8YYQbAuCF7lvQlSX1i0B8ATsMrSWqCQX8AOGRPktQEI8wAWGX1viSpAQb9ATBu7n2DviSpTwz6A8C77EmSmmDQHwBrxk3O4yGRJPWHEWYAOA2vJKkJBv0B4JA9SVITDPoDYNyQPefelyT1iUF/AIyv3veQSJL6wwjTso0bR1lb672/2JK+JKlPDPotW1ML+GCbviSpfwz6Lat34gOn4ZUk9Y8RpmWr7hT0LelLkvrDoN+yekl/wbwRFs73kEiS+sMI07Lxd9izlC9J6h+DfstWOTGPJKkhBv2WjZt33058kqQ+Msq0bPV6S/qSpGYY9Fs2vk3fwyFJ6h+jTMtWra1NwWtJX5LURwb9llm9L0lqikG/ZfXqfefdlyT1k0G/ZavtvS9JaohRpmX1oG+bviSpnwz6LVvt5DySpIYY9FvmkD1JUlOMMi1bZfW+JKkhBv2W1av3Fxv0JUl9ZNBvmXfZkyQ1xaDfMofsSZKaYpRpmUP2JElNMei3zGl4JUlNMei3zCF7kqSmGGVaVr/LniV9SVI/GfRbtsbqfUlSQwz6LRtXve9d9iRJfWTQb9kqh+xJkhpilGnRug0b2bBxdNPzbRZZ0pck9Y9Bv0X1Mfpg9b4kqb8M+i2qt+eDHfkkSf1l0G/RxJL+4gUeDklS/xhlWjTuDnsL5jFv3kiLuZEkzXUG/RZ5hz1JUpMW9CqhiNgWeDnwVGBf4DbgIuAtmXnBZqS3D3D1NJv9LDPvO9u0B4XD9SRJTepJ0I+I7YALgSOBdcAlwFLgOOC4iDgjM189y2QPq5Y3A7+cZJsrNiO7A8M77EmSmtSrkv47KAH/p8CfZ+Z1ABHxDOC9wBkR8e3M/PIs0uwE/XMz8wU9yudAWb3OKXglSc3Z4jrliNgfOAnYCDy9E/ABMvODwBuqp2fMMulO0L94S/M4qFavH2vTX2zQlyT1WS8akp8BzAe+m5mXdll/VrU8OiKWzSLdTtC/ZEsyN8hWr61X79umL0nqr15EmqOq5be6rczM3wDXVk+PmUmCEbE9sF/1dA6X9K3elyQ1pxdt+gdUy6um2OYaYG/gwBmmeR9gBLgeuFtEvBS4HyW/lwMfycxvb1ZuB8i4Nn2n4JUk9Vkvgv6u1fL3U2yzolruMsM0O1X7OwGXUpoPOh4JvCgi3gs8PzPXzTSjg2bV2vo4fav3JUn91YtIs221XD3FNqsmbDudTtBfAvwPcC9gMaW24FWUYYGnAv85q5wOmHr1vnfYkyT1Wy9K+huY+cXD6PSbAPDNKs2fZOZ/115fDrwuIq4BPgQ8PyLekZm/mGG6A2X8NLwGfUlSf/Ui6N9OqYZfMsU221TLlTNJMDPPAc6Zan1EnA7cE3gcsJUGfafhlSQ1pxfV+zdVy6VTbNNpy7+xB+/X8ZNquW8P02zUaqfhlSQ1qBeRpjNF7j5TbNNZd/lME42IhRExVfG3k/ettiOf0/BKkprUi6D//Wp5VLeVEbEn0JmU5zvTJRYRO0XEzcBaStX9ZO5XLbtNCLRVcBpeSVKTehH0P1Ytj42I6LL++dXy65l5zXSJZeYtwA3V05O7bRMRTwL2p1wYnDebzA4S77InSWrSFkeazLwC+DBlLP15EdGZrIeIOAk4rXr62on7RsT+EXFQROw+YdXrq+UJEfH6iFhc2+dJwPuqp2/MzOu39DO0xY58kqQm9eouey8G7l09LouIiyk9+veu1r9ykjvsXVht835qpfrM/GBE3Ad4KfAKymQ8VwC7AXtUm70bOL1H+W+F1fuSpCb1pE45M1dQ2vRfTemsdzClN//XgSdm5r9tRpovo8y+92nK5D73ARYC5wN/lpnPycyNUyQx8Nast6QvSWpOr0r6ZOYdlNvnnjGLffaZZv2XgW41BHPCqrX1ufdt05ck9ZeRpkVOwytJapJBv0W26UuSmmTQb8no6Oj43vvOvS9J6jODfkvqnfgAlizyUEiS+stI05J61T5YvS9J6j+DfkvqVftg9b4kqf8M+i2pT8E7bwQWzh9pMTeSpGFg0G/JxDvsjYwY9CVJ/WXQb4nD9SRJTTPot2SVQV+S1DCDfkvWjLvDnodBktR/RpuWWL0vSWqaQb8l9Xn3DfqSpCYY9Fuyaq3V+5KkZhltWjJxyJ4kSf1m0G9JvXp/sUFfktQAg35LVq+ttek7Ba8kqQEG/Zasrt1lbxvvsCdJaoDRpiXjhuxZ0pckNcCg3xLH6UuSmmbQb8kqZ+STJDXMaNMSS/qSpKYZ9Fti0JckNc2g3xKDviSpaQb9lqyutek7I58kqQkG/ZaML+l7GCRJ/We0aYl32ZMkNc2g3xLvsidJaprRpiVr7MgnSWqYQb8lVu9Lkppm0G/B+g0bWbdhdNNzg74kqQkG/RbU77AHsGSBh0GS1H9GmxbUh+sBbLPIkr4kqf8M+i2YGPS9ta4kqQkG/RbUg/6i+fOYN2+kxdxIkoaFQb8Ff1y9ftPf2y22lC9JaoZBvwU33752099Lt1/cYk4kScPEoN+CFXes2fT3ztstajEnkqRhYtBvwYo7xkr6u2xv0JckNcOg34IV9er97azelyQ1w6DfghW3W70vSWqeQb8FVu9Lktpg0G/BCnvvS5JaYNBvgb33JUltMOg3bHR0lJut3pcktcCg37A/rl4/7ra69t6XJDXFoN+wes/9+fNG2HGbhS3mRpI0TAz6DatX7e+07SJvtiNJaoxBv2E33W57viSpHQb9htlzX5LUFoN+w7zDniSpLQb9htVn41tqSV+S1CCDfsNuqvXeN+hLkppk0G9Yvfe+1fuSpCYZ9Bs2ft59S/qSpOYY9BtW771v9b4kqUkG/QZt3Dhq9b4kqTUG/Qb9YdU6No5Nu2/1viSpUQb9BtXn3V84f4QdFi9oMTeSpGFj0G/Q+DH6ixkZcd59SVJzDPoNsmtT2wcAAA2dSURBVOe+JKlNBv0GOe++JKlNBv0GrRh3hz177kuSmmXQb5Bj9CVJbTLoN6he0t/ZNn1JUsMM+g2q997fZTur9yVJzTLoN6g+Tt/e+5Kkphn0G1Qv6dt7X5LUNIN+Q9Zv2MgfVq7b9Nze+5Kkphn0G3LzyrXjnlu9L0lqmkG/IfWe+0sWzmPbRc67L0lqlkG/ITdPmHdfkqSmGfQbclOt5/4uVu1Lklpg0G/IuIl57LkvSWqBQb8h46r37bkvSWqBQb8h4+bdt3pfktQCg35Dbrq93pHPoC9Jap5BvyH23pcktc2g3xDn3Zcktc2g35AVt1vSlyS1y6DfgDXrN3DbmvWbnlvSlyS1waDfgHp7PjhOX5LUDoN+A+pV+9svXsCShfNbzI0kaVgZ9BuwYtzEPJbyJUntMOg3YFzPfav2JUktMeg3YPy8+/bclyS1w6DfgHr1vnfYkyS1xaDfACfmkSQNAoN+A+pD9qzelyS1xaDfgJus3pckDQCDfgPG9963pC9JaodBvwHjq/ct6UuS2mHQ77OVa9ezcu2GTc+t3pcktcWg32f1MfoAO1nSlyS1ZEGvEoqIbYGXA08F9gVuAy4C3pKZF2xmmsuAfwEeDewK/B64EHh9Zv6yF/nut3rV/o7bLGThfK+zJEnt6EkEiojtgK8ApwP7Ab8A7gCOAz4fEadvRpoB/Bj4K2B74GfAEuAZwI8j4lG9yHu/rbjDMfqSpMHQq2LnO4AjgZ8C+2fm/TNzb+CZwHrgjIh4xEwTi4gFwPnAUuCDwO6ZeTiwO/B2SvD/aEQs7VH+++amWvX+LvbclyS1aIuDfkTsD5wEbASenpnXddZl5geBN1RPz5hFsicBBwDLgWdn5qoqvbXAi4FvAncF/m5L899v9tyXJA2KXpT0nwHMB76bmZd2WX9WtTy6aqOfiZOr5QerQL9JZo4C76yenjjLvDbOKXglSYOiF0H/qGr5rW4rM/M3wLXV02OmSywi5gFHTJUm8O1quV9E7DXDfLai3nt/6fZW70uS2tOLoH9Atbxqim2uqZYHziC9PYBtpknzOqAz+H0mabamfoe9pVbvS5Ja1Ishe7tWy99Psc2KarnLLNKbNM3M3BARtwI7zzDNvlu3YSOfv/i3/PqWVeNev/x3t2362+p9SVKbehH0t62Wq6fYphMJt51im4np9TLNvvufb/6KN34hp9zGefclSW3qRfX+huk32WS0x+nNNM2+u3XluinXL14wjwN3276h3EiSdGe9KOnfDuxEGTs/mU4b/coZptexhMlL+7NJs+9e9LADmDdv5E7V+wAL54/wuPvuYUc+SVKrehH0b6IE/akmyum0u984w/Q6lgJ/mLhBNXnPjrNIs+/usmQhpz36oLazIUnSpHpRvd+ZA3+fKbbprLt8usQy83rg1mnS3IsyN8CM0pQkSb0J+t+vlkd1WxkRewKdSXm+M8M0fzBVmsCfVMtrq4sESZI0jV4E/Y9Vy2Orm+RM9Pxq+fXMvGaGaZ5bLU+JiG7j3Dppnj3D9CRJGnpbHPQz8wrgw5Tq9vMiojNZDxFxEnBa9fS1E/eNiP0j4qCI2H3Cqg9RJubZD/hwROxQbb8oIt4KPJjSBPC2Lc2/JEnDohcd+aDcBOfe1eOyiLiY0rlv72r9KzPzy132u7Da5v2MzbdPZq6OiBOBLwFPBB4VEZdRLgJ2BtYCT8jMFXdKUZIkddWTW+tWwfco4NWUjnUHU3refx14Ymb+22ak+UPgMOA9lB78h1Hu5PcJ4MjM/Gov8i5J0rDoVUmfzLyDcvvcM2axzz7TrL8WePaW5EuSJBU9C/pbqb2WL1/O8ccf33Y+JEma1vLly6EMW98swx70V65du5Yrr7zyurYzIknSDOzFFsxEOzI6OhBT10uSpD7rSUc+SZI0+Az6kiQNCYO+JElDwqAvSdKQMOhLkjQkDPqSJA0Jg74kSUPCoC9J0pAw6EuSNCQM+pIkDQmDviRJQ8KgL0nSkDDoS5I0JIb91rpExLbAy4GnAvsCtwEXAW/JzAs2M81lwL8AjwZ2BX4PXAi8PjN/2Yt86876dCyPAF4CPAS4O7AKuBT4CHBWZq7tQdY1QT+OZZf32Au4BLgLsG9mXtOLdDVen87LecApwLOAQ4HtgGuBTwP/lpm39CDrc9JQ31o3IrajBOMjgXWUH4ClwLJqkzMy89WzTDOAb1fp3ApcAewH7AysBh6fmV/syQfQJn06li8B3kSpEVtFOZa7APeoNvk+cFxm/nGLP4A26cex7PIeI8D/AY+oXjLo90GfzsvtgM8AD6teurxaHkA5V68BHpKZv96izM9Rw169/w7Kl/GnwP6Zef/M3Bt4JrAeOCMiHjFVAnURsQA4n/Kl/iCwe2YeDuwOvB1YAnw0Ipb29mOI3h/Lo4E3U86RNwI7ZeZhmbkH5cfm+ur93tnbjyF6fCwn8ULGAr76px/H8r+pnYOZGZkZwH0pF+b74Hk5qaEN+hGxP3ASsBF4emZe11mXmR8E3lA9PWMWyZ5EudpcDjw7M1dV6a0FXgx8E7gr8Hdbmn+N6dOxfBkwAnw2M0/LzDW1NL9KqVYEeGpVTawe6NOx7PYeZwIrNz+nmk4/jmXV3PYMYAPw6Mz8QS3Ni4HnVU8fExF7bNEHmKOGNuhTvjjzge9m5qVd1p9VLY+u2uhn4uRq+cGJbb2ZOcrY1eeJs8yrptaPY/nQavmRSdZfSGmbBHjgDNPU9PpxLDep2oLfT2kD/qfNzqVmoh/HsnOx/f4qyE/0NeBVlELWhlnkdWgMc9A/qlp+q9vKzPwNpWMIwDHTJVb9mBwxVZqUtn6A/Swd9lQ/juVTgOdSame6Gan9PX9m2dQM9PRYdvEPwNHAhyidvtQ//TiWj6yW502S5mhmvi4z356ZN8w4p0NkmHvvH1Atr5pim2uAvYEDZ5DeHsA206R5HeXqc36V5nWTbKfZ6emxzMyNwBem2ezRwA7V37+YLk3NWK/Py00i4hDgX4HfUkqCO25G/jRzPT2W1SiA/aunv4iIHSjNBw8DdqJcQJxrR+mpDXNJf9dq+fsptllRLXeZRXqTppmZGyg9+meapmam18dyShGxPaVXP8CPHIbZU305llUn2w8Ai4HnOqSrEb0+lnsxFrP2pIwE+C/gScDDgVOBL0TERyNi8eyzOxyGOehvWy1XT7HNqgnbziS9Xqapmen1sZxURCwCzgWCUmvzt1uSnu6kX8fylcADKG3B529OxjRrvT6WO9T+Pg8YBR5P6Z+xC/DXVXpPAd4yq5wOkWGu3t/AzC96ZjKZwWw7jQzvBAm91+tj2VVEbAN8HHhM9dLLM/PbU+yi2ev5sYyI+1OC/m/wIq1JvT6W29T+XgwcnpmdPgErgXdExErgvcBzI+ItmZkzzu2QGOaS/u3VcskU23S+ZDMZ2nN77e9epamZ6fWxvJOI2BX4CvDY6qXXZOabpthFm6enx7Kq5n0/sBB4Tmb+Ycuyp1no9XlZ3+Z9tYBfdzalbX8ecMIM0hw6wxz0b6qWU02U02lnunEW6U2aZtWu2Ok8NJM0NTO9PpbjRMTBlNn3HkQpkfx9Zp4+23Q0I70+lq+hTNP63l5N36sZ6/WxrF+w/bTbBtXQ6E7H2v1mkObQGeag3+l8tc8U23TWXT7FNgBk5vWMddKbLM29GBveNW2amrGeHsu6iDgW+E61/2rgLzPzzbPKnWaj18fyKdXy1IgYrT+Aq2vbXV29fsZsMqsp9fpYXsNY/4CpOuqtr5ZrpthmaA1z0P9+tTyq28qI2JOx+aG/M8M0O7NDdU0T+JNqeW11kaDe6MexJCKOAT5PmUVxBfCwzPz4FuRT0+v1sfwhZX6Mbo8f1bb7UfXa8tlnWZPo6bGsRj/9sHp65BSbHlQtpxoqOLSGOeh/rFoeW90kZ6LnV8uvz+JGHOdWy1OqXt6TpXn2DNPTzPT8WEbEvpTJW7YBfg0cnZnf3dKMalo9PZaZ+eTMfHC3B/Dk2qad7d67ZdlXTT9+Y8+plk/uNsFZRDyGMuZ/I/DJWeR1aAxt0M/MK4APU6rbz4uIzkQSRMRJwGnV09dO3Dci9o+IgyJi9wmrPkS5utwP+HA1eQQRsSgi3go8mNIE8LZef55h1qdj+W5K/4tVwPH2Am5Gn46lWtCnY/k+Spv99sAF1YRLnX0eALyrevquasY/TTDMQ/agzMp17+pxWURcTJnZae9q/Ssz88td9ruw2ub9jM23T2aujogTgS8BTwQeFRGXMXZr3bXAEzJzxZ1S1Jbq2bGMiAcydtvOlcB/dS+obPI6O4n1VE/PS7Wq17+xayPiBMptke8FXFL9xo4Ch9T2fWnvP8rcMLQlfYAq+B4FvJrSkeRgSk/TrwNPzMx/24w0fwgcBryH0tv0MEpV0ycot4H8am9yr7oeH8v6POBLKXO1T/XYbUvzrzH9OC/Vjj79xl5N+V19JfAzSr+APSh9CF5IufveHT35AHPQyOioc8RIkjQMhrqkL0nSMDHoS5I0JAz6kiQNCYO+JElDwqAvSdKQMOhLkjQkDPqSJA0Jg74kSUPCoC9J0pAw6EuSNCQM+pIkDQmDviRJQ8KgL0nSkDDoS5I0JAz6kiQNCYO+JElDwqAvSdKQMOhLkjQkDPqSJA2J/w9qCS8FvWUSywAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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UKbnry9HeLL81O/XYyZE8MPV0bHlFDYIvLfDy5e5+eYHX2i0qFbjLzE4itPfYh5CNXxvFUENo6X42LT9rhlA8eTV5ihbd/TYzeyuhzdEcwgn6XdHf96IT+qfd/flokfg7z63iKWQXunay78z+0FOxpakj30tr4hKH1sZWeDPx/0BaJiJtJSEAG1t5rUODNJrZuwjHvck5L71KqHZ7F6HEtyvi7+TNVudqfj1fw9NibR8Iv9s7CQ1BDyS0ift49LfFzH5OqILJfc/XKSzubRYfK5KNbme1I6Z4uaF51tlT4vfu1veNLvCuILSbOZnmRCSululyaQiUaCKScCMhEakllHQsSzz/dsKB4FKaq3QWRiUlnyRPIgLg7n8C/mSh2+vhhCvtdxGy3LiFeNwIcGM0/R53v6nIn62rSiW2wRSu8729mG/k7veY2broPWcRJSKENiDnR///jtAA8TnCfRM2REW6+eo4cfcngROiapmDCPvDUYTPdBihd8CUqB4+Pqn8n7ufWczPVgSlHFupWk84cRfq/QEtT+yFrr67XdTD5q+E0o6HgN8Q2q/Mi666MbNX6HoiEn/GQa3O1fw+3fqdRBchlwOXR1Wys6O/OYQSitMJiU1u99L+raw23t5xSUUyWRzoebrFF9BiOXp2/I/4vdvdA6kLriL0zHybmY0lnHePIZTc5a3K6qhST0SSVww1AFFVzNuj5+ZEjady5buhT19CyUGNuz/l7m8Sfth/JRT5nUVosPoeMxsclYo4oeHbXoSGizuJTnKDgSXeszfoK4nYoqq1ot2crB3ifSLeH+oIpSEAX3f38/Isk29/qCW0ot/d3f/pYcTDe6O/b0St4e8jtEB/ByH59WjxvQoFZ+H2BNMISfOyAm08ukMpx1aq5gMHE8ZfuL7APPEV8tqoHUpavkxIQu4Ejs5tFxbV2Q/Lt2AHxaN+9rNwa41C1TPx99Jt49JEJd9TgQ0erAJ+T+gSexphyIXPEC4ychORPc2spsA+vm/0GHe1foHQELWW8Pt5uEA8byX04HkpSlaSy+1Nzoio0TKzCG1tFlLcBqtxF+zJZtaQrxrKzE4lNMi9zd3/t7Nv5O4vm9nfCRf3/04ohekN/LlY55W0G6u2ZU70mKG5rjbZjW6nuqmoAdEJ0WQy0foUoR7vmjyNzqBlt7u4IV/cKO4T+brARt2/biT0xe70hu6kUo6tW0TdxeIrsbinwTBCy3AoXNf/icT/8T6xN+HgcKeZjdx5ER6k+Wovd394R9S1MJ9vERKYu+nZBK2UYytV8Xf20XxdHKO2anHbtFt7LKr84uPeU/kapxPavcXtFXIvMFsk763xMAhknNR+Lt88UZIe90zqzu/l64Rxfv4v94UowYgHKMzX8HoEUaPSpKi6P25g+/toXetpTiIKDdw1gfDbeZqoW3W0XNweq1CS8WFC6eqEIif+9xISgvroPXLj7UU47h1J8/GxkJ0u+POIe/+8j6iRL0WqloESTUSi8SPeT3OXuT946PYGLcfp/1qyp0PUrepWmttMJFuPX0+ou9ybUP/fP7HcMJq7rD3s7nH94mWEMUkmE8bjGJtYZrdondOj9fb0yb6UYys6CwNPxd0elxBu4AShp0S8vc4ws10Ty+xmZj+m5Q+1H4C7P0Uo2q4ljCkwOrFcH8L+MIhQBPrPaJn7CI3kegO3RAfkeJl6MzuX5qTnkgINEbtFqcVmZsPMbJqV9oB6PyE0rBwB3GyJsULMbDjhRLU3ISE9P40AE+Lj3gnJRNPMGqLSgR8m5s3tNRNXNYyjfeLu3Z8yswui0pb4/WYDf4wmb6PI1a85riFchM4xsy/mHOvH0nx+uCXfwsCvLNG92MKopn8hnJjvJnRSiJ1HKN34sJl91xIDl1kYd+cWQqK3hOYqYQjjrGQI45mcbS3HJvkozYnNt9v5mdslSoK+F01+z8LYW/H79iW0JXoLof1ToR49sWRVVKF95C+EoTXeRhjrZgWFv/cOS7tq5tKozj+pjtAgKW5w9xih+A0IfbrN7HpC3+gvAHPN7CVC4534QPIPQj3/QDMb5O5vuvtrZnYKYef+H+DjZvYC4TuYROj+tprEYDvuvtbMjiNcOb0DeMnMnidkkEbIRncQBkhrdRS8Yivl2LrgFDN7R85zvQj7wqRoejXwobiluLvviE6yPybUHS8zswWEzz+FsH2fIAzyNoxQTfN4tK7jCd0QZwMvmtmLhC6VEwgN0hqBT+X0pjqR0CXzQOD+aN97PYovbsT2PXdv68ffHUopttMIB3co0dIXd38jOoDfTKiiWRT9hrbT3AtlDWFQrLSHxv864Zg2Engm2se3Ei5EBhAScif0psmtinyC0FX5xCihv9fdC95t1d1/b2ZnE5LxrwGfMzMn9BwaH812D3BSd1bvuftj0W/7m4QT+dnRPt2PsE/3JlSPfD7P4usI1Sj3RrFvJjRyryWUjJ+cjN3d74/aFv6MMIjaqdG+MJCoSp9w8j3aW46rcoeZnQF8N4rzzOi8Mobm3ptfd/einbQTvk441v8H4WJ0GWE/mBLFvZlw/H+t8CqAUM2zkdCu5uHoOPhxd497F+Hu2yz0YPofwnd4WYFu5J2SdonI3oRiq+TfDMIP7CbC0NsH5amb/TChquVRwmeYSTjx/BV4t7sfTXOPgGym6O6/IZx0/kC4X8GehAxwIaF9yHR3bzFEs7v/K4rz64RiufGEkoYVhO6kb/GWY4/0mFKOrZPGsPP+MItQMnEv0e3MfedB7H5CKIL8B2G77k1IXh4iDFp1IM3Ze3J/eJ4waNRPCOPMjCPsE2sJDeRmunvy6icer+JthNsI3EM4wc8knLxuAd7r7vkOjN2ulGMrVR4Gq4p/Q88SusROIZzUvwnM8DDgYaqiLpIzCRdSSwgn4kmEE/FFhM/wg2j2OTnVz5cQejusIbS5mEEbPIyfcxDh6v/N6L37EapDPgoc0RNtZjyMAvs+wv67lZBMjCIkV2cTfqM73ZOHcJV/AOFzDyF87ucIXfYPTZSwJ9/rCsLn/DmhtHlvQhfdeYREaIbnuX+Zu/+A8F1dRzj5zyQksbcARxVot9ZlUSJwPKEH4T8IicQMwva6EtjX3dusOovau3yQkKD1J/wG8o0kfGXi/6JVywDUZDLV3l5NRLpDVL16jbt3eoAtkY6wPDd2k+KISg//Ajzq7u0dvbhd0i4REZHK9Xbg+TbnEpFy8MnocacRa7sq7TYiIlKBzOx4QvVpviHARaTERUMczCS0M5tLqNZeSZHGDklSIiIi3eFOYFYZNZQWkZaaCI35kzcVPMPbvq1Bh6lqRkSKzt1XKgkRKV9Rr6L7CUNALCL0pLm29aU6R41VRUREJDUqEREREZHUKBERERGR1CgRERERkdQoEREREZHUKBERERGR1FT1OCJmtpxw/4RlacciIiLSDmOATe4+Mu1AiqWqExGgX58+fQaOHTt2z7QDERERacvSpUvZtm1b2mEUVbUnIsvGjh27580335x2HCIiIm2aM2cOixYtqqhSfLURERERkdR0a4mImX0a+CnwSXf/ZSeWHwqcC7wXGA2sJQw5+213f6iYsYqIiEjP67YSETN7K/CdLiw/AngY+BwwAngayADvA+4zs1OKEaeIiIikp1sSETObDfwNGNiF1fwOmAT8Axjt7rOA3YGzgFrgp2Y2vYuhioiISIqKmoiYWYOZnQ/cDgzpwnpmA4cDG4APu/taAHdvcvdLgGuAOuCcrsYsIiIi6SlaImJmk4EFwHnRU+cCSzq5urnR443uvjrP6z+NHv/dzPp28j1EREQkZcUsERlNGGjlIeBAd/9mF9Z1cPR4X4HXHwF2AP2BWV14HxEREUlRMRORl4E57n6wuz/W2ZWYWS9gYjT5Qr553H078Eo0ObWz7yUiIiLpKlr3XXdfBCwqwqqG0BzXqlbmWwOMA4YV4T1FpMQ99OIaLr51PvNefTPtUEQ6bMbowfzyo7PYpV+ftEMpOaU4smq/xP9bWplvc575RaTCrN24jYtumcfvH3s57VBEOu1fS9Zy27PLOf6AsWmHUnJKMRFp7OD8mW6JQkRSlclkuOHxV/jmLfN4fWNl3VtDqs+QfnUcPGlo2mGUpFJMRDYk/m9oZb64t8ymboxFRFLw4qoNnPvnZ3nghTUtnt9r90GcM2c6Iwa1dmgQKT1jhvSjT2/dVSWfUk1EtgL1QGvpY9w2ZGW3RyQiPWLrjkZ+eveLXHbXIrY1NmWf71tXyxeOnsrcQ8bTu1YHc5FKUnKJiLs3mZkDM4Dx+eYxszrCKKsQxi4RkTL38ItrOPtPz/DCqo0tnj9y2nAueO9ejB6i5mAilajkEpHIw4RE5GDgV3leP4AQ+xbgiR6MS0SKbO3GbVx86zyu/1fLxqgjBtVzwXF7ccxeI6mpqUkpOhHpbqVaxnl99PhBM9s1z+ufiR5/5+6b87wuIiUuNEZ9mSO/e0+LJKSmBuYeMp7bP384x+49SkmISIVLtUTEzMYSut9ucveliZfuAO4HDgX+bGYfcvcV0WBnZwInAtuBS3o6ZhHpupdWb+TcPz/D/YtaNkbdc9QgLnr/Puw7ZpeUIhORnpZ21cyvCTe3uweYHT/p7hkz+0j0/NuAJWb2LLAHMJLQZfdj7j6vxyMWkU7buqORn93zIj+6axHbdrRsjPr5o6bysUPVGFWk2qSdiBTk7i+a2X6EO+weB+xD6Kp7G/Btd78rzfhEpGMeeel1zv7TMyxauaHF80dMG87X1RhVpGp1ayLi7uPbeH12G6+vBs6I/kSkDL2xaRsX3zKf3/1rWYvnhw8MjVGP3VuNUUWqWcmWiIhIectkMtz45Kt846bnWZMYGbWmBk4+aBxnHmMMaqhLMUIRKQVKRESk6Jau2cTZf3qG+xatbvH8tJEDufj9+7Df2CEpRSYipUaJiIgU1ZoNW3n/Tx5g9Yat2eca6npxxjumcsphE6hTY1QRSVAiIiJF9f3bF7ZIQmbbbnzjvXszZlc1RhWRnSkREZGiWbhiPdc+0jwk0BnvmMrpR05WY1QRKUhlpCJSNBfdMo/GpgwA44b249TZE5WEiEirlIiISFH8c8Eq7vJV2emvvHMa9b1rU4xIRMqBEhER6bIdjU1cePPz2ekDJuzKMXuNTDEiESkXSkREpMt+969lLFgRRkytqYGvztlTVTIi0i5KRESkS9Zv2c53/74gO/3+/Uazz+jBKUYkIuVEiYiIdMlld72QHTm1b10tXzzGUo5IRMqJEhER6bRlr2/i8vteyk5/+vCJjBzckGJEIlJulIiISKddctt8tjU2ATBiUD2f+reJKUckIuVGiYiIdMpjS17npqdfy05/6Zhp9OujMRJFpGOUiIhIhzU1Zfj6TfOy03vvMYj37bdHihGJSLlSIiIiHfbXp1/lqWVvZKe/OmdPevVSd10R6TglIiLSIVu2N3LJrfOz08fuNZIDJw5NMSIRKWdKRESkQ35574u8um4LAHW1NZz1zmkpRyQi5UyJiIi028r1W/jx3S9kp+ceMp7xw/qnGJGIlDslIiLSbt/9+wI2bWsEYEi/Ok47YkrKEYlIuVMiIiLt8vyrb/K7fy3LTp9x1FQG961LMSIRqQRKRESkTZlMhgtvfp5MJkxP2q0/JxwwNt2gRKQiKBERkTbdMW8lD7ywJjt97pw9qavV4UNEuk5HEhFp1fbGJi66pXnwsrdNGcZs2y3FiESkkigREZFWXfPQEl5cvRGAXjVwzpzp1NRo8DIRKQ4lIiJS0BubtvH92xdmp//zrWOZNnJQihGJSKVRIiIiBV165yLWbd4OwID63nz+qKkpRyQilUaJiIjk9dLqjfz6wcXZ6f96+yR2G1ifWjwiUpmUiIhIXhffMo/tjaG/7h679OWUQyekHJGIVCIlIiKykwdeWM3fn1+RnT7rndNoqKtNMSIRqVRKRESkhcamDBfe1Nxdd7+xu/DuGaNSjEhEKpkSERFp4Y+Pv8zzr72Znf7qu/dUd10R6TZKREQka+PWHfzv3zw7fdzM3dl/7JAUIxKRSqdERESyfvbPF1m5fisA9b178aVjLeWIRKTSKREREQBeW7eZn//zhez0J942gdFD+qUYkYhUAyUiIoqnnk0AABuTSURBVALAd25ztmxvAmDYgHo+M3tyyhGJSDVQIiIiPLXsDW544pXs9JlHT2VAfe8UIxKRaqFERKTKZTIZLrz5+ez0tJED+dCsMSlGJCLVRImISJW77dnlPLp4bXb63Dl7UttL3XVFpGcoERGpYlt3NHLxrfOz00dOG85hU4alGJGIVBslIiJV7KoHFrP09U0A9O5Vw1feNT3liESk2igREaliv35wSfb/kw4ax+ThA1KMRkSqkRIRkSq1btN2Xl67OTv98cN0d10R6XlKRESq1PzlzfeTGdjQm9FD+qYYjYhUKyUiIlXKV6zP/j995CDd2E5EUqFERKRKzXutORGxkQNTjEREqpkSEZEq5YmqmWmjlIiISDqUiIhUoaamDAtWbMhOT1OJiIikRImISBV65Y3NbNi6Izs9dYQSERFJhxIRkSo0f3lz+5DRQ/oysKEuxWhEpJopERGpQvNfS7QPGTkoxUhEpNopERGpQvMTXXfVPkRE0qRERKQKtSgRUY8ZEUmREhGRKrNleyMvrd6YnVaJiIikSYmISJVZtHIDTZnwf5/evRg/tH+6AYlIVVMiIlJlkj1mpgwfQO9aHQZEJD06AolUmWT7EA3tLiJpUyIiUmVyb3YnIpImJSIiVUY3uxORUqJERKSKrN6wldUbtman1XVXRNKmRESkiniioequ/fuw24D6FKMREVEiIlJVkj1mpo0cSE1NTYrRiIgoERGpKuoxIyKlRomISBVRjxkRKTVKRESqRGNThgUr1GNGREqLEhGRKrFkzUa2bG8CoKYGpo5QIiIi6VMiIlIlkj1mxg/tT98+tSlGIyISKBERqRLzEomIqTREREqEEhGRKuHLm3vMaCAzESkVSkREqkTuGCIiIqVAiYhIFdi4dQdLX9+UnZ6mrrsiUiKUiIhUgQUr1pPJhP/71tUydtd+6QYkIhJRIiJSBZI9ZqaOHEivXhraXURKgxIRkSrQon2IesyISAlRIiJSBearx4yIlCglIiIVLpPJtCgR0dDuIlJKlIiIVLiV67fyxqbt2Wn1mBGRUqJERKTCzXutuVpm+MB6du3fJ8VoRERaUiIiUuGSPWamjVJpiIiUFiUiIhXONaKqiJQwJSIiFW6eEhERKWFKREQq2PbGJl5YuSE7rR4zIlJqlIiIVLCXVm9kW2MTALW9apg8fEDKEYmItKRERKSCJccPmTisP/W9a1OMRkRkZ0pERCrY/ETXXVXLiEgpUiIiUsGSPWamq+uuiJQgJSIiFazF0O662Z2IlCAlIiIV6s0t23nljc3Zad3sTkRKkRIRkQqVrJYZWN+bPXbpm2I0IiL5KRERqVC5d9ytqalJMRoRkfyUiIhUKPWYEZFyoEREpELpZnciUg6UiIhUoEwmo5vdiUhZUCIiUoFeeWMz67fuyE6rakZESlXvYq3IzPoBXwKOByYA64HHgO+7+62dWN944KU2ZnvK3fft6LpFKl2yNGSPXfoyqKEuxWhERAorSiJiZv2BO4ADge3As8BQ4GjgaDM7390v6OBqZ0aPrwPzCsyzsBPhilS8+aqWEZEyUawSkcsISciTwHHuvgzAzE4GLgfON7P73f32DqwzTkSud/fPFClOkaqQ23VXRKRUdbmNiJlNAk4CmoAT4yQEwN2vBr4VTZ7fwVXHicgzXY1RpNqo666IlItiNFY9GagFHnT35/O8/tPo8VAzG9uB9caJyLNdCU6k2mzd0ciLqzdmp3WzOxEpZcVIRA6OHu/L96K7vwIsiSYPb88KzWwAMDGaVImISAcsWrmBxqYMAHW1NUwY1j/liERECitGG5HJ0eMLrcyzGBgHTG3nOmcANcCrwG5mdiawHyHeBcB17n5/p6IVqXDJHjOThw+krla99EWkdBUjERkePa5qZZ410eOwdq4zrpYZAjxPqPqJHQV81swuB0519+3tDVSkGqjHjIiUk2JcKvWLHre0Mk98L/J+rcyTFCciDcAvgL2AekKpyrmELsKnAD/oUKQiVUCJiIiUk2KUiDTS/oQm08757o3W+YS7/yTx/FLgm2a2GLgGONXMLnP359q5XpGKpx4zIlJOipGIbCBUoTS0Mk/f6HFTe1bo7r8BftPa62Z2HjAFeC+gREQEeH3jNlau35qdVo8ZESl1xaiaWR09Dm1lnrhtyMoivF/siehxQhHXKVLW5i9vLg3ZpV8dwwfWpxiNiEjbipGIxMOvj29lnvi1Be1dqZnVmVltK7PEsauxqkgk9467NTU1KUYjItK2YiQiD0ePB+d70cxGA/FAZg+0tTIzG2JmrwPbCNUuhewXPeYbRE2kKs1/LZmIqFpGREpfMRKR30ePs83M8rx+avR4j7svbmtl7r4WWB5Nzs03j5l9EJhESFZu6EiwIpVs/gr1mBGR8tLlRMTdFwLXEsb6uMHM4gHOMLOTgC9HkxfmLmtmk8xsmpmNynnp4ujxPWZ2sZnVJ5b5IHBFNPltd3+1q59BpBI0NWVYoJvdiUiZKdbdd08H9on+5pvZM4SeNOOi188pcOfdO6J5riJR+uHuV5vZDOBM4CzCAGYLgRHAHtFsvwTOK1L8ImVv6eub2Ly9EYCaGpg6QomIiJS+ooz97O5rCG1ELiA0SJ1O6EVzD/ABd7+oE+v8ImEU1RsJA6LNAOqAm4B3u/sn3b2pGPGLVILkQGZjd+1H//piXWeIiHSfoh2p3H0jcH70195lxrfx+u1AvpIUEcmR7LprKg0RkTKhu2GJVIgWXXc1kJmIlAklIiIVQveYEZFypEREpAJs3tbI4jUbs9NKRESkXCgREakAC1asJxPdUrKhrhfjhvZPNyARkXZSIiJSAZLtQ6aOGEhtLw3tLiLlQYmISAWYpx4zIlKmlIiIVAD1mBGRcqVERKTMZTIZ9ZgRkbKlRESkzK3asJXXN27LTisREZFyokREpMzNf625NGTYgHqGDqhvZW4RkdKiRESkzCXbh0wfpdIQESkvSkREypx6zIhIOVMiIlLm1GNGRMqZEhGRMrajsYmFKzdkp9VQVUTKjRIRkTK2eM1Gtu1oAqBXDUwePiDliEREOkaJiEgZS44fMmFYfxrqalOMRkSk45SIiJSxZNfdaSPVPkREyo8SEZEyphFVRaTcKRERKWPzk113lYiISBlSIiJSptZv2c7Lazdnp6er666IlCElIiJlasGK5mqZ/n1q2WOXvilGIyLSOUpERMpUsn2IjRxIr141KUYjItI5SkREylSyx4ypx4yIlCklIiJlSje7E5FKoEREpAxlMhnd7E5EKoISEZEy9Nq6LazfsiM7rcHMRKRcKRERKUPJ8UNGDW5gcL+6FKMREek8JSIiZUgjqopIpVAiIlKG1GNGRCqFEhGRMuQqERGRCqFERKTMbNvRxAurNmSnp6nrroiUMSUiImXmhVUb2NGUAaB3rxomDhuQckQiIp2nRESkzCSrZSYPH0Cf3voZi0j50hFMpMy0GMhM7UNEpMwpEREpMy0bqqrHjIiUNyUiImUm2XVXPWZEpNwpEREpI29s2sbyN7dkp9VjRkTKnRIRkTKSHFF1UENvRg5qSDEaEZGuUyIiUkZatA8ZNYiampoUoxER6TolIiJlJHmzO7UPEZFKoEREpIzMV48ZEakwSkREykRTU6ZF1YzGEBGRSqBERKRMvLx2M5u2NWanlYiISCVQIiJSJpIjqo7ZtS8D6nunGI2ISHEoEREpEy2qZUaofYiIVAYlIiJlIpmITNdAZiJSIZSIiJQJ3exORCqREhGRMrBleyOLV2/MTqvrrohUCiUiImVg4YoNNGXC/31692L80H7pBiQiUiRKRETKQHJE1akjBtC7Vj9dEakMOpqJlIGnX16X/V89ZkSkkigRESlxG7fu4M9PvpKd3m/sLilGIyJSXEpERErcDY+/zPotOwAYUN+b9+67e8oRiYgUjxIRkRLW1JThivsXZ6c/NGs0Axvq0gtIRKTIlIiIlLB7Fq7ixajbbk0NzD1kfLoBiYgUmRIRkRJ2+X0vZf8/ctoIxg3tn2I0IiLFp0REpEQtXLGeexeuzk6fctj49IIREekmSkREStQVDyzO/j9t5EAOnjg0vWBERLqJEhGREvTGpm3c8PjL2elTDp1ATU1NihGJiHQPJSIiJei6R5axZXsTALv278Nx6rIrIhVKiYhIidne2MSvH1ycnT7xwLE01NWmFo+ISHdSIiJSYm57djmvrdsCQF1tDScdNC7liEREuo8SEZESc8X9zV123z1jd0YMakgxGhGR7qVERKSEPLnsDR5f+kZ2+mOHjk8vGBGRHqBERKSEJEtDZo0bwozRusGdiFQ2JSIiJWL5ui3c/PRr2elTDpuQYjQiIj1DiYhIibj6ocXsaMoAsMcufTl6zxEpRyQi0v2UiIiUgC3bG7n24aXZ6Y8cPI7etfp5ikjl05FOpAT8+YlXWLtpOwB962o5/q1jU45IRKRnKBERSVkmk+GK+xdnpz/wlj0Y3K8uvYBERHqQEhGRlD3wwhp8xfrs9NxD1EhVRKqHEhGRlF1+X3OX3cOn7sbk4QNSjEZEpGcpERFJ0UurN3Knr8xOq8uuiFQbJSIiKbrqgcVkQo9dJg8fwL9NGZZuQCIiPUyJiEhK3tyynd//a1l2eu4h46mpqUkxIhGRnqdERCQl1z+6jI3bGgEY3LeO9++/R8oRiYj0PCUiIilobMpw5QOLs9PHHzCGfn16pxeQiEhKlIiIpOD2eSt4ee1mAGp71fCRg8enG5CISEqUiIikINll99i9R7LHLn1TjEZEJD1KRER62HOvruPhl17PTp9y6Pj0ghERSZkSEZEelhzOfebowew/dkh6wYiIpEyJiEgPWrV+K3958tXs9CmHTVCXXRGpakpERHrQtQ8vZVtjEwDDB9bzzr1HpRyRiEi6lIiI9JCtOxq5+qEl2emPHDyOPr31ExSR6qajoEgPufnp11i9YSsAfXr34oQDxqYckYhI+pSIiPSATCbDrxJddt+37x4MHVCfYkQiIqVBiYhID3h08Vqee/XN7PTHDhufXjAiIiVEiYhID7ji/ubSkEMmDWXayEEpRiMiUjqUiIh0s2Wvb+Jvzy3PTp9y6IQUoxERKS1KRES62dUPLaEpE/4fN7QfR0wbnm5AIiIlRImISDfauHUH1z2yNDs995Dx9OqlAcxERGJKRES60R8ff5n1W3YAMLC+Nx+aNSbliERESosSEZFu0tSU4crEfWU+NGsMA+p7pxeQiEgJUiIi0k3uWbCKF1dvBKCmJlTLiIhIS0W7PDOzfsCXgOOBCcB64DHg++5+ayfXORb4GnAsMBxYBdwBXOzu84oRt0h3uTzRZfeo6SMYO7RfitGIiJSmopSImFl/4E7gPGAi8BywETgauMXMzuvEOg14HPg4MAB4CmgATgYeN7NjihG7SHdYsGI99y5cnZ3+mLrsiojkVayqmcuAA4EngUnuvr+7jwM+AuwAzjezd7R3ZWbWG7gJGApcDYxy97cCo4AfERKS35rZ0CLFL1JUVyTahkwfNYiDJu6aXjAiIiWsy4mImU0CTgKagBPdfVn8mrtfDXwrmjy/A6s9CZgMLAU+4e6bo/VtA04H7gV2Ac7oavwixbZ24zb+9MTL2emPHTqemhp12RURyacYJSInA7XAg+7+fJ7Xfxo9Hhq1+WiPudHj1VHykeXuGeBn0eQJHYxVpNtd9+hStmxvAmBo/z4cN3P3lCMSESldxWisenD0eF++F939FTNbAowDDidUtRRkZr2AA1pbJ3B/9DjRzMYkS2FEesrGrTtY/uYWVkR/y9dtZcWbW/jrU69m5znxoHE01NWmGKWISGkrRiIyOXp8oZV5FhMSkantWN8eQN821rkMaCSUxEyNpkWKYkdjE6s2bGX5ui2seDMkFy0Tji2sfHMr67fuaHU9dbU1nHRQewsBRUSqUzESkfjGGatamWdN9DisA+sruE53bzSzdcCu7Vxnt9ve2MQtz7zGy2s3px2KdMCOxgwr17dMOFZv2Eom0/V1H//WsQwf2ND1FYmIVLBiJCLx4AhbWpknPju3ZyCF5DzFWme3+8W9L/Lt2zztMKSH1faqYfjAeoYPamDkoHpGDmpg+KAGJu02QDe3ExFph2IkIo20v9Fre64zGzv4/kW4du26dZu2px2CFNngvnWMGFTPiEENjBzUwIhBDYwYHP4P0/UMHVBPrW5iJyLSacVIRDYAQwhjexQSt/nY1M71xRooXCrSkXV2u88eMZlevWpUNVNmetXA0P71jByck3AMaqBvHzUyFRHpbsVIRFYTEpHWBheL23GsbOf6YkOBN3JniAY8G9yBdXa7QQ11fPnYaWmHISIiUlaKMY5IfM+X8a3ME7+2oK2VufurwLo21jmG0GOmXesUERGR0lSMROTh6PHgfC+a2Wgg7sP4QDvX+Uhr6wQOiR6XRImLiIiIlKFiJCK/jx5nRzeqy3Vq9HiPuy9u5zqvjx4/ZmZ9Wlnnle1cn4iIiJSgLici7r4QuJZQVXKDmcUDnGFmJwFfjiYvzF3WzCaZ2TQzG5Xz0jWEwcwmAtea2cBo/j5m9kPgMEL1zaVdjV9ERETSU4zGqhBuRLdP9DffzJ4hNGAdF71+jrvfnme5O6J5rqL5/jK4+xYzOwH4B/AB4Bgzm09ITHYFtgHvc/c1O61RREREykYxqmaIEoKDgQsIjUenE3q83AN8wN0v6sQ6HwVmAr8i9JyZSbjD7x+BA939rmLELiIiIukpVokI7r4ROD/6a+8y49t4fQnwia7EJSIiIqWraIlImRqzdOlS5syZk3YcIiIibVq6dCmEISwqRrUnIpu2bdvGokWLdPdeEREpB2MokRHFi6UmU4zbjIqIiIh0QlEaq4qIiIh0hhIRERERSY0SEREREUmNEhERERFJjRIRERERSY0SEREREUmNEhERERFJjRIRERERSY0SEREREUmNEhERERFJjRIRERERSY0SEREREUmNEhERERFJTe+0A5DKZGb9gC8BxwMTgPXAY8D33f3WTq5zLPA14FhgOLAKuAO42N3nFVhmNnBXG6u+0d3/vTMxVYru2F553uO6aP1T3H1RK/N1eDtXo1LZZmY2HnipjVU95e77FiMmqTwqEZGiM7P+wJ3AecBE4DlgI3A0cIuZndeJdRrwOPBxYADwFNAAnAw8bmbHFFh0ZvT4GnB/gb/nOxpPJemO7ZXnPU4lnNDamq+z27mqlNI2o/k39jqFf2NPdDUeqVwqEZHucBlwIPAkcJy7LwMws5OBy4Hzzex+d7+9PSszs97ATcBQ4Grg0+6+2cz6AP8HnAb81swmu/uanMXjg+QP3P2Srn6wClXU7ZXLzD4HfLcd83VlO1ebkthmkfg3dr27f6Yz7yfVTSUiUlRmNgk4CWgCTowPkADufjXwrWjy/A6s9iRgMrAU+IS7b47Wtw04HbgX2AU4I8+y8UHymQ68X9Xopu0Vr3uUmf0B+B5Q045FurKdq0aJbTPQb0y6SImIFNvJQC3woLvnq/L4afR4aNQWoD3mRo9XRyelLHfPAD+LJk9IvhZdYe8VTT7bzveqNt2xvTCz9wELgQ8Aa4HPtmOxudFjh7ZzFSqlbQbNiYh+Y9IpSkSk2A6OHu/L96K7vwIsiSYPb2tlZtYLOKC1dRLqoAEmmtmY5OJAPbDO3Ze29V5VqqjbK2Em0A/4DbAncEtrM3dxO1ebkthmAGY2gNBGBVQiIp2kNiJSbJOjxxdamWcxMA6Y2o717QH0bWOdy4BGwlXi1Ggamq/UnjOz/QnF2XtH8z4HXOXu1X7wLPb2iv0TmBl/v1HPitZ0ZTtXm1LZZgAzCFU4rwK7mdmZwH6Ec8sC4Dp3v7+V5UWUiEjRDY8eV7UyT9zQcFgH1ldwne7eaGbrgF1z1hknIjMI3RqTjgXOMLOL3f3cdsRRqYq9vQBw9zs7GUfBWFrZztWmVLYZNP/GhhB6n9UmXjsK+KyZXQ6c6u7bO7F+qQKqmpFi6xc9bmllns0587ZnfZ1ZZ3yQbAC+SShCrgemAN8nXMmdY2ZfakcclarY26urcZRCLKWuVLYZtPyN/YLQJqueUBpzLrAdOAX4QTfHIWVMJSJSbI20P8HNtHN9HZFc502EIuOb3f2PiecXEUpDVgMXAueZ2eXuvrqD71UJir29uhJHR3RnLKWuVLYZhJ5MvYAn3P0nieeXAt80s8XANcCpZnaZuz/XzfFIGVIiIsW2gVBM29DKPHFbgE3tXF+sgcJXgTut091/1Ma6/xc4izBw1tHAte2Ip9IUe3t1JY5Yh7ZzFSqVbYa7/4bQuLXg69HgalOA9xLaZom0oKoZKba4VGFoK/PE9dYrO7C+guuMuukO7sA6AXD3rTSPqjqhvctVmGJvr67GUTCWzm7nClQq26y94lFVq/U3Jm1QIiLFFt8LZHwr88SvLWhrZe7+KrCujXWOobmRXIt1mllrV43Q/Buo1oZ0Rd1endXV7VxlSmKbxcyszsxqW5ml2n9j0gYlIlJsD0ePB+d70cxGA/EgSw+0c52PtLZO4JDocUl0QsPMZkQ9LDZHXXfzxdJAGC8Bqvd+M92xvTqrw9u5SpXENjOzIWb2OrCNUO1SyH7RY7X+xqQNSkSk2H4fPc6ObmCW69To8R53X9zOdV4fPX4suu9IoXVemXjOCUNgQ/OInblOI/QqWE24u2s16o7t1Vmd2c7VqCS2mbuvBZZHk3PzzWNmHwQmEZKVG7orFilvSkSkqNx9IaHRZy1wg5nFgy9hZicBX44mL8xd1swmmdk0MxuV89I1hMGbJgLXmtnAaP4+ZvZD4DBCsf6liTi20nzTrtPM7PRo9E7MrJeZ/RdwcfT6WfF9TapNN22vzurwdq5GJbbN4t/Qe8zsYjOrT7zXB4EroslvV3kplrSiJpOp5l5w0h3MbChwF7APoavhM4RW/uOiWc5x94vyLLc4mucqd5+b89pbgX8QGituAOYTTli7Eq62jnX3u3KWqSWc3OJbmb8OvEioPx9G6Np4gbtf0IWPW/a6Y3vlmXc88FI0OcXdFxWYr8PbuRqV2Db7DnBmNLmecL+aEYTRcgF+SbiTclOexUVUIiLFF92i/WDgAkJjuemEFv73AB/Id4BsxzofJQye9Cvgjej/JuCPwIH5Tk7u3ujuJwD/Afw9enomodHc9cBh1Z6EQPdsry7E0uHtXI1KbJt9kTCK6o2EgdRmAHWEcXze7e6fVBIirVGJiIiIiKRGJSIiIiKSGiUiIiIikholIiIiIpIaJSIiIiKSGiUiIiIikholIiIiIpIaJSIiIiKSGiUiIiIikholIiIiIpIaJSIiIiKSGiUiIiIikholIiIiIpIaJSIiIiKSGiUiIiIikholIiIiIpIaJSIiIiKSGiUiIiIikholIiIiIpIaJSIiIiKSmv8Hol58AtqMgeoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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0BvKEQX8DvDGldC/5GFlEHiq0DXhjxc96OKX0p+RPY+cA96eUVpFTeiJ37DlEnjCpNLa8Jhq5tgF4Q0rpnE7fG0E+FhYV69uA84vhmESeNe69wKfIzaIbUkp3k3//E8n/v7eTPxHNIDfJ3lbs6xXkIZHLgftSSveRh4UtJL/5tAIXdxqt8mry5FFnAzcUx96Oor5SB66PRcR/Degv0T+NVNtfkad7huq0TlxN/uRe+j16MxqhX8dG8Qn9q+Rz0Y8j4gsV+1yRUvoAefjih1NKP6vonNov/T2nFd+/mxxeJwI3F8fwGyPiD8BHyf/3F5FnT/1osd855EmOILcgOcGRGsqp5E5elf9OJ89j8ENyOn9qMZa/0qvITXu/I/8fLyW/2H8A/ElEnEtHj+vyGP5iko/l5PH9j5CHLs0nNylfCpxSjF2m4jm3FHX+I3lM/QLyJ/GHyMPnntxp7oOaaeTa+ul4Hn88nEn+5P5rcs/y1MUEMJ8mD2P8Gfn/9VRymLiJPFPg2eRrxHD48bCKPH770+R5LuaTj4mHySfSpRFR6uBYes524JnkKWqvJb9RLSV/irwKeFFEvH3Af4l+aOTaBqq4/v3dYnVNcez35nn9OTb+hRyud5LPM51dSr4sOY48k+SYvv4+XejvOW038PKinonkIY4Li8faI+Ji8syu3yF/UHgS+fLCTeQWj+dFxLC77XdLe3uz9K+RpKGjuBz41Yjo7aQ8Uk3YYiBJ9fEcYEDN7NJgsI+BJNVYSukV5KbxF9e7Fqkzg4Ek1d4vgDObqOOrhhH7GEiSpDL7GEiSpDKDgSRJKjMYSJKkMoOBJEkqMxhIkqQyg4EkSSob1vMYpJQ2k+/GtaHetUiS1AvHA3sjoqvboVfFsA4GwIQxY8ZMnjdv3pJ6FyJJ0pGsX7+eAwcODOrPGO7BYMO8efOW/OhHP6p3HZIkHdF5553HmjVrBrWV2z4GkiSpbFBbDFJKbwY+A1wUEZ/rx/OnA+8FXgTMJd8H/gbgoxFxUzVrlSRJg9hikFJ6CvDPA3j+scDNwP8BjgX+ALQDLwGuTym9oRp1SpKkDoMSDFJKy4GfApMHsJtvAIuAnwFzI+JMYDbwbmAk8JmU0ikDLFWSJFWoajBIKY1LKV0C/ByYNoD9LAeeDewGXhURDwNERFtEfAT4KjAaeM9Aa5YkSR2qFgxSSouBu4H3Fd96L7Cun7t7XbH8XkRs6+LxzxTLF6eUxvfzZ0iSpE6q2WIwlzzxwk3A2RHxwQHsa1mxvL6bx38LHAImAmcO4OdIkqQK1QwGDwDnRcSyiLi1vztJKY0ATihW7+1qm4g4CGwsVk/q78+SJEmHq9pwxYhYA6ypwq6m0VHX1h622w7MB2ZU4WdKGmTbd+/nmtVbuPrOh7j5vu3sP9RW75Kkmjl97lQ+99ozOWrCmHqXckSNOPPhhIqv9/Ww3WNdbC+pgWzYsZef3rmZq1c9xC1rd9DWXu+KpPq4Zd3D/GTlZl5x1rx6l3JEjRgMWvu4vacaqUG0t7dz56ZHuXrVQ1x952ZWb95V75KkhjBtwmiWLZpe7zJ6pRGDwe6Kr8f1sF1pNMLeQaxF0hEcam3jt2t3cPWdD/GzVQ+x8ZHHut121pRx/NGSY/mjJccyZ5oDijR8HD9tAmNGNcddCBo1GOwHxgI9xatS34Itg16RpMf5zb3b+NatD/CL1Vt4ZO/Bbrc7ceYkzn3CsZy7ZBanzZnKiBEtNaxSUl81XDCIiLaUUgCnAwu62ialNJo8CyLkuRMk1dCN927nVZ+9ucvHWlrgjHnTOLdoGTjhmEk1rk7SQDRcMCjcTA4Gy4DPd/H4WeTa9wG317AuScBl1x0+knjMyBE8bfF0zl0yi3OWzGTm5J6uAkpqZI0aDK4ELgJenlJ6Z0Ts6PT4XxTLb0RE9xc0JVXd2m17+NXdHSOJ/+FPlnD+mXOZPG50HauSVC11DQYppXnk4YZ7I2J9xUPXkG+v/HTguyml8yPioWLyo3cArwYOAh+pdc3ScPflG9fRXowFWjxzEq9/+gJaWuw3IA0V9e4i+WXgrmJZFhHtwGvIsyk+E1iXUrqFPNvhR8hDFF8fEXfVtlxpeNuz/xDfvGVDef21y+YbCqQhpt7BoFsRcR/wJODfyYHgNPLwxZ8Az4uIK+pYnjQsffu2B9i1/xAAk8eO4qVnzK1zRZKqbVAvJUTEgiM8vvwIj28D3lb8k1RH7e3tfOnGjhumnn/m8Uwc26jdlCT1V8O2GEhqLDes2c6aLXn+sZYWeM2y+XWuSNJgMBhI6pUv/mZt+evlJx3DghkT61eMpEFjMJB0RBt27OWa1Q+V11/7tAX1K0bSoDIYSDqir9zUMURx4YyJPOvEY+pbkKRBYzCQ1KO9Bw7x9d92TDPymmXzvd+BNIQZDCT16Lu3b+LRfXmI4sQxI3n5kx2iKA1lBgNJ3Wpvb+dLFZ0OX/Zkpz6WhjqDgaRu3XTfDuKhXeX11yxbUL9iJNWEwUBStypbC5554gwWz/QWytJQZzCQ1KWNjzzG1as2l9df5xBFaVgwGEjq0ldvWkdbMURx3tETWJ5m1rcgSTVhMJD0OPsOtj5uiOJIhyhKw4LBQNLjfP/3m3h470EAxo8eyflnHl/niiTVisFA0mHa29sPuy/CS86Yw9TxDlGUhguDgaTD3LLuYVY9+Gh5/bUOUZSGFYOBpMNUthYsO2E6adbk+hUjqeYMBpLKNu/cx09WdgxR9C6K0vBjMJBUdsXN62gtxijOOWo855ziEEVpuDEYSAJg/6FWvnZzxxDFC5fNZ9RITxHScOOrXhIAP7zjQbbvOQDA2FEj+HOHKErDksFAUr6L4o1ry+svfuIcpk0cU7d6JNWPwUASt294hD88sLO8bqdDafgyGEg67C6KZy04miWzp9SvGEl1ZTCQhrktu/Zx1YoHy+u2FkjDm8FAGua+dvN6DrbmIYqzpozj3CccW+eKJNWTwUAaxg4cauOKiiGKFzx1HqMdoigNa54BpGHsxysfZOuu/QCMGTWCV541r84VSao3g4E0jF1xU0drwQtPn830SWPrWI2kRmAwkIapfQdbuW39w+X1V51ta4Ekg4E0bK168FEOFfdFGDtqBKfPnVrniiQ1AoOBNEytqJjQ6Amzp9jpUBJgMJCGrTseeKT89elzj6pjJZIaicFAGqYqp0BeeryXESRlBgNpGNq9/xD3bt1dXrfFQFKJwUAahlY8sJP23O+QyWNHsXD6xPoWJKlhGAykYWjFxo7+BafOmcqIES11rEZSIzEYSMPQHRX9C063f4GkCgYDaRj6Q8WIhKX2L5BUwWAgDTM79hxgw47HyutObCSpksFAGmYqWwumTxzDnKPG17EaSY3GYCANM5UzHp42dyotLXY8lNTBYCANM4d1PLR/gaRODAbSMHN4x0P7F0g6nMFAGkY279zHll37y+u2GEjqzGAgDSOVN06aPXUcx0weW8dqJDUig4E0jHTueChJnRkMpGHEWy1LOhKDgTRMtLe3s2Jjxa2WDQaSumAwkIaJ9Tv28sjeg+V1LyVI6orBQBomKucvWDhjIlPHj65jNZIalcFAGiZWVPQvOG2OrQWSumYwkIaJw2c8NBhI6prBQBoGWtvaWVnZ8fB4Ox5K6prBQBoG7t26m70HWgEY0QJPmD2lzhVJalQGA2kYuGNDR/+Ck46dzIQxo+pYjaRGZjCQhoHK+QvseCipJwYDaRg4rOOh/Qsk9cBgIA1xBw61cdemR8vr3mpZUk8MBtIQF5t3caC1DYAxI0dw8iw7HkrqnsFAGuIqb5x0ynGTGTPKl72k7nmGkIa4FYdNbGT/Akk9MxhIQ1xli4E3TpJ0JAYDaQh77EAr92zZXV73VsuSjsRgIA1hd27aSWtbOwATxoxk8cxJda5IUqMzGEhDWOX8BafOnsrIES11rEZSMzAYSENY5a2WvaOipN4wGEhD2B8qWgzseCipNwwG0hC187GD3LdtT3ndjoeSesNgIA1RKytunDR1/GjmT59Qx2okNQuDgTRE3dGpf0FLix0PJR2ZwUAaog6f8dD+BZJ6x2AgDVGHdTycY/8CSb1jMJCGoG2797PxkcfK60uPt8VAUu8YDKQh6A8V/QuOmTyWWVPG1bEaSc3EYCANQXds6LiMsNSOh5L6wGAgDUErNnqrZUn9YzCQhpj29vbDLiU446GkvjAYSEPMpp372Lb7QHndGQ8l9YXBQBpi/rCho7Vg7rTxHD1xTB2rkdRsDAbSEFN5q2VbCyT1lcFAGmJWbPRWy5L6z2AgDSFtbe2HzXjoiARJfWUwkIaQtdv3sGvfIQBaWuDUOVPqXJGkZmMwkIaQytaCE2ZMZPK40XWsRlIzMhhIQ0jlrZbteCipPwwG0hDirZYlDZTBQBoiDrW2sXJTRTA43hYDSX1nMJCGiHu27GbfwTYARo1oYclxdjyU1HcGA2mIqLw/wknHTmbc6JF1rEZSszIYSEPEYTMeHm//Akn9YzCQhogVTmwkqQoMBtIQsP9QK6s3P1ped0SCpP4yGEhDwF0P7uJgazsAY0eN4KRjJ9e5IknNymAgDQGVHQ+XzJ7C6JG+tCX1z6hq7SilNAF4J/AKYCGwC7gV+PeI+HE/9rcAuP8Im90REU/s676loeYP3mpZUpVUJRiklCYC1wBnAweBlcB04Fzg3JTSJRHx/j7udmmx3AHc1c029/SjXGnIqWwxsH+BpIGoVovBJ8mh4PfAn0bEBoCU0oXA5cAlKaUbIuLnfdhnKRhcGRF/UaU6pSFnz/5DrNmyu7zuiARJAzHgC5EppUXABUAb8OpSKACIiK8AHy5WL+njrkvBYMVAa5SGspUbd9KW+x0yaewoTpgxsb4FSWpq1eihdCEwErgxIlZ18fhniuXTU0rz+rDfUjBYOZDipKFu5aaOYYpPmD2FESNa6liNpGZXjWCwrFhe39WDEbERWFesPrs3O0wpTQJOKFZtMZB6sPrBymBg/wJJA1ONPgaLi+W9PWyzFpgPnNTLfZ4OtACbgGNSSu8AnkSu927gvyPihn5VKw0xd1VMbHTKcc5fIGlgqhEMZhbLrT1ss71YzujlPkuXEaYBq8iXKkr+CPjLlNLlwFsi4mBvC5WGmkOtbdz9UEfHw1O8o6KkAarGpYQJxXJfD9s81mnbIykFg3HAZ4EnAGPJrQ7vJQ+JfAPw8T5VKg0x923bw4FD+VbLI0e0sHjmpDpXJKnZVaPFoJXeB4z2Xm7362Kft0fEpyu+vx74YEppLfBV4C0ppU9GxJ293K80pNxV0b9g0TETvdWypAGrRjDYTW7yH9fDNuOL5d7e7DAirgCu6OnxlNL7gBOBFwEGAw1Ldz24q/y1lxEkVUM1LiVsK5bTe9im1LdgSxV+XsntxXJhFfcpNZXKFoOTZxkMJA1cNYJBabriBT1sU3rs7t7uNKU0OqXUU7toqXY7H2rYqgwGjkiQVA3VCAY3F8tlXT2YUpoLlCY2+s2RdpZSmpZS2gEcIF8m6M6TimVXkypJQ9723fvZsmt/eX2JlxIkVUE1gsE3i+XylFLq4vG3FMtrI2LtkXYWEQ8Dm4vV13W1TUrp5cAicnj4dl+KlYaK1Zs7+hdMnziGYyaPrWM1koaKAQeDiLgH+Bp5roFvp5RKEx6RUroAeFex+oHOz00pLUopnZxSOq7TQ5cWyxemlC5NKY2teM7LgS8Uqx+NiE0D/R2kZnRY/4LjJtPS4lTIkgauWndXfCtwWvFvdUppBXmkwvzi8fd0c2fFa4ptvkRF60BEfCWldDrwDuDd5AmN7gGOBeYUm30OeF+V6peazqrK/gV2PJRUJdW4lEBEbCf3MXg/uYPhKeRRCtcCL4uID/Vjn39HnuXwe+QJkk4HRgM/BP4kIi6KiLZq1C81I4cqShoM1WoxICL2kG+tfEkfnrPgCI//HOiqpUEa1g62trFmi8FAUvVVpcVAUm3du3U3B1vzRKKjRrSwaObEOlckaagwGEhNqLLj4eKZkxg7yqmQJVWHwUBqQvYvkDRYDAZSE3LGQ0mDxWAgNaHKFgPvkSCpmgwGUpPZums/23Z3TIXspQRJ1WQwkJpM5WWEGZPGOhWypKoyGEhNZvVm+/Ukf1YAAA9LSURBVBdIGjwGA6nJOCJB0mAyGEhNxhEJkgaTwUBqIvsPtbJmy+7yui0GkqrNYCA1kTVbdnOoLU+FPHpkC4uOmVTniiQNNQYDqYmsruhfsHjmZEaP9CUsqbo8q0hNxP4FkgabwUBqIndVDFVcYv8CSYPAYCA1ifb2docqShp0BgOpSWzdtZ8dew6U10+e5aUESdVnMJCaxKqK/gUzJ49l+iSnQpZUfQYDqUl4GUFSLRgMpCZx+IgEg4GkwWEwkJqEN0+SVAsGA6kJ7DvYyr1b95TXbTGQNFgMBlITWLNlN63FVMhjRo3ghBkT61yRpKHKYCA1gcoRCScdO4lRToUsaZB4dpGaQOU9Ek6Z5WUESYPHYCA1gcoRCSfbv0DSIDIYSA2uvb39sHskOCJB0mAyGEgNbvOj+3hk78HyujdPkjSYDAZSg6u8jHDc1HEcNWFMHauRNNQZDKQGVzkVsjdOkjTYDAZSg3MqZEm1ZDCQGpzBQFItGQykBrbvYCv3b3MqZEm1YzCQGtjdD+2imAmZsaNGsGD6hPoWJGnIMxhIDazyMkKaNdmpkCUNOs8yUgO7y6mQJdWYwUBqYKsedMZDSbVlMJAaVHt7O6u9R4KkGjMYSA1q0859PLrvUHndSwmSasFgIDWouzZ1tBbMOWo8UyeMrmM1koYLg4HUoO6yf4GkOjAYSA1q9ebKeyR4GUFSbRgMpAblVMiS6sFgIDWgvQcOcf/2yqmQvZQgqTYMBlIDis27aC+mQh4/eiTzp0+sb0GShg2DgdSAKvsXpFmTGTmipY7VSBpODAZSA3JEgqR6MRhIDciOh5LqxWAgNZg8FXLFzZMMBpJqyGAgNZgHHn6MXfs7pkJOs7yUIKl2DAZSg6m8jDB32nimjHMqZEm1YzCQGsxdXkaQVEcGA6nB2PFQUj0ZDKQGc9fmjmCwxKGKkmrMYCA1kD37D7Fu+97yujdPklRrBgOpgVTOeDhxzEjmHT2hjtVIGo4MBlIDqexfkGZNZoRTIUuqMYOB1EDseCip3gwGUgOpvJRwssFAUh0YDKQG0dbWzuoHHZEgqb4MBlKD2PDwXvYcaC2vJ0ckSKoDg4HUICr7F8yfPoFJY0fVsRpJw5XBQGoQlVMhn+yNkyTVicFAahCOSJDUCAwGUgPYs/8QN9+/o7xuMJBULwYDqQFcecsGdj52EMgzHi5bNL3OFUkargwGUp0dam3j89ffX15/5VnzmDJudB0rkjScGQykOrtq5WYeePgxAEaNaOENz1hY54okDWcGA6mO2tvbuey6e8vrL1w6m9lHja9jRZKGO4OBVEc33rudlRs7RiNc9MwT6liNJBkMpLr6r+vuK3/9zBNnsGS2oxEk1ZfBQKqT1Zsf5dq7t5bXL36WrQWS6s9gINXJZRWtBUuOm8IzFs+oYzWSlBkMpDp4cOdjfP/3m8rrFz/rBFpaWupYkSRlBgOpDr54w1oOtbUDMHvqOM47/bg6VyRJmcFAqrFd+w7ytZvXl9ff8IyFjB7pS1FSY/BsJNXYf/92Pbv2HwJg8rhRvOKseXWuSJI6GAykGjpwqI3Lr19bXr/gqfOZNHZU/QqSpE4MBlIN/eCOTWx+dB8AY0aO4PVPW1DfgiSpE4OBVCPt7e189tcdQxRf/KTZzJwyro4VSdLjGQykGrn27q2s3ryrvO70x5IakcFAqpHKCY2ee/JMTjx2ch2rkaSuGQykGli5cSe/uXd7ed3pjyU1KoOBVAOVN0taOncqZy88uo7VSFL3DAbSINuwYy9XrXiwvH7xsxY5/bGkhmUwkAbZ56+/n9Zi+uN5R0/gBafOqnNFktQ9g4E0iB7Ze4Arb9lQXn/TMxcycoStBZIal8FAGkRX3LyevQdaAZg2YTTnP/n4OlckST0zGEiDZN/BVr5ww9ry+oXLFjB+zMj6FSRJvWAwkAbJd2/fyLbd+wEYO2oEr102v84VSdKRGQykQdDW1s5lFdMfv/zJc5k+aWwdK5Kk3jEYSIPgmtVbuG/rHgBaWuBNTn8sqUkYDKRBcNl195a/PnfJsSycMbGO1UhS7xkMpCq7bf3D/G7tw+X1i5+1qI7VSFLfjKrWjlJKE4B3Aq8AFgK7gFuBf4+IH/dzn/OAfwBeAMwEtgLXAJdGxF3VqFuqtsuu7ehbcOb8aTx5/rQ6ViNJfVOVFoOU0kTgF8D7gBOAO4E9wLnAVSml9/Vjnwm4DXgjMAm4AxgHXAjcllJ6fjVql6plzZZdvOObd/DTVZvL3/NmSZKaTbUuJXwSOBv4PbAoIs6IiPnAa4BDwCUppXN6u7OU0ijgh8B04CvAcRHxFOA44D/JAeHrKaXpVapf6rfb1j/MxV++hXP+7Tq+desDtOfZjznhmImcc8qx9S1OkvpowMEgpbQIuABoA14dEeX5XyPiK8CHi9VL+rDbC4DFwHrgTRHxWLG/A8BbgV8DRwFvG2j9Un+0t7dz7d1becVlN/LST/2Gq1c9dNjjc44azydfdQYjnP5YUpOpRovBhcBI4MaIWNXF458plk8v+gz0xuuK5VeKMFAWEe3AfxWrr+xjrdKAtLa184M7NnHeJ67ntZf/lpvu23HY4ycdO4mP/flSfvV3yznluCl1qlKS+q8anQ+XFcvru3owIjamlNYB84Fnky8NdCulNAI4q6d9AjcUyxNSSsdXtlJIg2HfwVb+57YHuOy6+1i3fe/jHj9j3lH87+WLee7JM20lkNTUqhEMFhfLe3vYZi05GJzUi/3NAcYfYZ8bgFZyS8VJxbpUdY/uO8gVN63n89ffX57euNJz0jH8xfLFPGXBNFpaDASSml81gsHMYrm1h222F8sZfdhft/uMiNaU0k7g6F7uc9AdbG3jqhUP8sDDj9W7FFXJtt37+dYtD7Br/6HDvj+iBV64dDZvftYilsz2coGkoaUawWBCsdzXwzald8sJPWzTeX/V3Oeg++yv7+OjP4l6l6FBNGbUCP7szLlc/MxFzJveEIedJFVdNYJBK73vxNjey/31RW/2Oeh27j1Y7xI0SCaPHcWFy+bz+qcv5JjJ3ghJ0tBWjWCwG5hGnlugO6U+A4/vtdX1/krG0X2rQV/2Oej+8rmLGTGixUsJQ0gLcPrcqfzZU45nyrjR9S5HkmqiGsFgGzkY9DTZUKkfwJZe7q9kOvBI5w2KCZCm9mGfg27KuNG86wUn17sMSZIGpBrzGJTuWbCgh21Kj919pJ1FxCZg5xH2eTx5REKv9ilJknqnGsHg5mK5rKsHU0pzgdLERr/p5T5/29M+gacVy3VFkJAkSVVQjWDwzWK5vLjxUWdvKZbXRsTaXu7zymL5+pTSmB72+cVe7k+SJPXCgINBRNwDfI3ctP/tlFJpwiNSShcA7ypWP9D5uSmlRSmlk1NKx3V66KvkyY1OAL6WUppcbD8mpfQJ4Bnkyw3/MdD6JUlSh2p0PoR8Y6PTin+rU0oryB0S5xePvycift7F864ptvkSHfdHICL2pZReCfwMeBnw/JTSanJQOBo4ALwkIrY/bo+SJKnfqnLb5eINehnwfnJnwFPIIwquBV4WER/qxz5/BywFPk8embCUfAfH/wHOjohfVqN2SZLUoVotBkTEHvKtlS/pw3MWHOHxdcCbBlKXJEnqvaoFgyZ1/Pr16znvvPPqXYckSUe0fv16yEP2B81wDwZ7Dxw4wJo1a7w7oySpGRzPIM/429Le3hC3GpAkSQ2gKp0PJUnS0GAwkCRJZQYDSZJUZjCQJEllBgNJklRmMJAkSWUGA0mSVGYwkCRJZQYDSZJUZjCQJEllBgNJklRmMJAkSWUGA0mSVDbcb7ssHSaltBaYf4TNpkXEI4NfjZpFSunNwGeAiyLic91sMwF4J/AKYCGwC7gV+PeI+HGtalVj6uUxtJYanJ8MBlIhpXQU+UXXCtzUw6aHalORmkFK6SnAPx9hm4nANcDZwEFgJTAdOBc4N6V0SUS8f7BrVWPq5TFUs/OTwUDqcHqxvCcinlHXStQUUkrLgW8Dk4+w6SfJoeD3wJ9GxIbi+RcClwOXpJRuiIifD2K5akB9OIZqdn6yj4HUYWmxXFHXKtTwUkrjUkqXAD8Hph1h20XABUAb8OpSKACIiK8AHy5WLxmUYtWQ+nIMFWp2fjIYSB1KL7yVda1CDS2ltBi4G3hf8a33Aut6eMqFwEjgxohY1cXjnymWT08pzataoWpY/TiGoIbnJ4OB1MEWA/XGXOB48nXesyPig0fYflmxvL6rByNiIx1vCs+uSoVqdH09hqCG5yf7GEhASmkkcGqxuiml9DbgmcBUYCPwI+CbEdFWpxLVOB4AzouIq3q5/eJieW8P26wldyw7aQB1qXn06Riq9fnJYCBlJwHjiq9/xuM7Al0IvD2l9OKIeLCmlamhRMQaYE0fnjKzWG7tYZvtxXJGv4pSU+nHMVTT85OXEqRsacXXvwOeBUwkDym7ANgMnAVclVIaU/vy1MQmFMt9PWzzWKdtpUo1PT/ZYiBl64BPkHuO/21Fk9xe4IqU0u+A24EnAm8EPl2XKtWMWun9h7D2wSxETaum5yeDgQRExI3AjT08fndK6QrgIuAlGAzUe7vJw9HG9bDN+GK5d/DLUbOp9fnJSwlS791eLBfWtQo1m23FcnoP25T6FmwZ5Fo0dFXt/GQwkAoppRFHuD5Xer0crEU9GjLuKpYLetim9Njdg1qJmlYtz08GAwlIKV0HHAD+pYfNziiWXU1SI3Xn5mK5rKsHU0pzgdLERr+pSUVqKrU+PxkMpGwleXa6l6aUHjdneUppPvDnxerXa1mYmt43i+XylFLq4vG3FMtrI2JtbUpSk6np+clgIGUfA/YDc4BvpJRmlR5IKS0FfkoeHnQd+YYnUq9ExD3A18gn9m8X0+ECkFK6AHhXsfqBOpSn5lDT85OjEiTyyTul9Grgq8D/AtallO4mv0ZOLja7BXiJsx+qH94KnFb8W51SWkEeqTC/ePw93llR3an1+ckWA6kQEf9DHgf8WWATebax48jDhP4aWBYRO+pXoZpVRGwn9zF4P7mD4SnkUQrXAi+LiA/VsTw1gVqen1ra251PQ5IkZbYYSJKkMoOBJEkqMxhIkqQyg4EkSSozGEiSpDKDgSRJKjMYSJKkMoOBJEkqMxhIkqQyg4EkSSozGEiSpDKDgSRJKjMYSJKkMoOBJEkqMxhIkqQyg4EkSSozGEiSpDKDgSRJKjMYSJKksv8P4P3BttNzDe8AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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or/jv2i7t6tFFRrbWoXFhtj62X/y37RGK836UNCX9MmRmFVF751ejh/7gDaNLxQcw+Ub8/mIz25tQKsy2ccd7ud5JaBubClwdvwXJzIYA2QEqnozdQvNzQrXoBML97qNixwyNzjklOm9nJ9ZSjq1Q7iI021QRmmRywzGb2e7AHwkltVXAD7LbonvM/ydavcXMDogddzxh5j0IHfI6WkJrtegi5U+EpqQlwLvdvbn25uxxvc1scvTX2p7b2Q58K2iYYCevqA/NDdHqobbz4C/ZW0d/T7gY/nb08E15zrORhrEwfmZm58WTkIXR7X4erd7u7ota+Vrm05DYvhy/yLUwKuAf2blWp3cs7uygVleb2Smx4/oCvwYOyfM6XqfhQulOM3t37LhuZvYJGm4lvrY172ErxH/Xvm47zyUxFbif0FkZdu29H3/+bM1XMd+Pkqbq/dJ2rZmtb/RYd8KVfban6rPESh/u/ryZ3UmohrwMON/MFhI6bWWvlh8gtOn2M7P+7r7B3d80swsJ7aiXEiZpeY3wGRlPKA2sBj4ae651ZvYeQsnxOGChmb1C+AEyQgeZWkJpLVuV2ClKObZCidox30t4P/cFZkfv2WbCxVsV4cLnPb7rvPDfIQxocgzwtJm9TLgNKzsC36/d/QY616dp6HC4CvhllMR75Ns5ujUVQjNOthnraEIJrklRUsyWCm9t5T3/vyIMelVJ+L41LvHfSOjo149Q6v9TE+e5kpCcLiS0+f+3mS0iVE3vEe0zi/yjAObl7iuiDpv/RWjXP9XMFhDa6icQagEeIvzfVkbPlZ1k6RpCYj8duNvMFhP+76cQ+jE8Rfj/bfx/dAmh5Psu4F4zW074rI2hoYPg72m4D75D3P1pM7uL0C/hcsLv06LoucZEu2V/1waaWR93z7bZO6EfQG/CSIELgY94mGiq4O9HqVNJv7RNJVQZxv+mEe7Tv4dQZXdoo1u1IIwk9XFC1XUlobTXk5AAT3H3EwglKYjdo+7uvyX8MPyB8MO1N+HKeD7hyzHF3XcarMPdn4ni/DahOnYM4QfjLUKb5gGN7u3vNKUcW6G4+2uETpzfIpT6RxAS91zgu4Rpc3e57Soq5Z1ESBSzCT98IwmfmY8RhmrubPEOZQcQmq+OZtfvQPavvT5AQ8/tVt0hEZXy7otWz45KwvHtT9EwkM0d8c5+jfard/ePEpLlnwkd7/YnJNgnCOO/Hx+NI9EWnyd0JHycUHs1jfD/OZNQdX8coUMv7Pydr4uOuyjaPpjwvX+BMPbAz6Jdd7p1M4rvFEJT4f2E35f9CLUdDxGqxT9c4KaZMwgXVk9HzzONUAj6K6FW6ARC35WKKLZsrOsJFzUvAn0Jn/Vx0bZivR8lqyKTac/YGyIipcPMdiO0Tx8SJWApADO7lFAbcJ+7a5rhLkDV+yLSFRxNGMCnqVsXpZGotsIJEy99KE8TEDTcFVL2g9JIoOp9ESlrFoZS+zVhOte1Le0vQdTBbg3hVrgfm1m2yQMLI/t9izCm/xbaMFeClDZV74tIWYt6XB/t7g8lHUu5MbOjCH0VehEG81pAuAV4HKH9eythMpo7mzyJlBUlfRGRFItuZ72EUKofRWj2XU7oDf8zd5/XzOFSZpT0RUREUkJt+iIiIimhpC8iIpISSvoiIiIpoaQvIiKSEkr6IiIiKZHqEfnMbAVhEobGU2CKiIiUopHAFnffvT0HpzrpA7179OjRb9SoUXsnHYiIiEhLlixZQk1NTbuPT3vSXzpq1Ki977333qTjEBERadHJJ5/MggUL2l07rTZ9ERGRlChqSd/MPgFcB3zM3a9vx/GDga8B7yXME76OMF/0j9z9380dKyIiIjsrWknfzA4CrurA8cOBJ4HPAsOBOYSJIN4PPGZmFxYiThERkbQoStI3sxnA/UC/DpzmDmA8YdKHEe5+ILAn8CWgG3CdmU3pYKgiIiKpUdCkb2bVZnYFMBMY1IHzzACOAjYBH3b3dQDuXu/uPwRuA7oDX+1ozCIiImlRsKRvZhOAV4FvRg99DVjcztOdHy3/4u6r82y/Llq+z8x6tfM5REREUqWQJf0RhEED/g0c4u7f68C5DouWjzWx/SmgFugDHNiB5xEREUmNQib9ZcDJ7n6Yuz/b3pOYWSUwLlp9Ld8+7r4DWB6tTmrvc4mIiKRJwW7Zc/cFwIICnGoQDXGtama/NcBoYEgBnlNEOkFdfYZfPLyAm/+1mA1bdyQdjkinmTZiANd/5EAG9u6RaBylOCJf79i/tzWz39Y8+4tIiVq3uYZL73iBf77a3LW8SNf0zOJ1/P2lFZx58KhE4yjFpF/Xxv0zRYlCRArmpeXrufi2Z1m2bmvLO4t0QYN6d+ew8YOTDqMkk/6m2L+rm9kv22t/SxFjEZEOuvOZpXztzy9RU1ufe+zEfYZz2QlGt8qKBCMT6TwjB/WmR1XyI9+XatLfDvQEmrssyrblryx6RCLSZttr67jir69w+1NLco9VVsAXT5rMJ/5jHBUVSvgina3kkr6715uZA9OAMfn2MbPuhNH5IIwNICIlZPnbW/nP255l9rL1uccG9+nBtWftzzsnqO+tSFKSr2vI78loeVgT2w8mXLBsA57vlIhEpFUeX7CaU699bKeEP33kQO7+zBFK+CIJK9Wkf2e0PM3Mdsuz/ZPR8g53V88gkRKQyWT4xSMLOPeGJ1m7uSb3+NmHjOLOTxzKngM1eKZI0hKt3jezUYRb7ra4+5LYpgcJU+geDvzZzE5397eigXs+D5wN7AB+2Nkxi8iuNmzbwRf+bzb3v/xW7rGeVZV8931TOf3AkQlGJiJxSbfp30KYWGcWMCP7oLtnzOy86PEjgcVm9hKwF7A74Ta9C9x9bqdHLCI7efWtjVx867O8vnpz7rGRu/Xif88+gKl7DUgwMhFprFSr93H314H9gWsIQ+7uS7iF7+/Ase7+2wTDExHg7tlv8N6fPb5Twp9hQ7n700co4YuUoKKW9N19TAvbZ7SwfTXwuehPREpEXX2G7/9tLjc8tnCnxy89diKXHjuRSt1/L1KSkq7eF5EyU1Nbz+fueIF7X3wz91j/6iquOXM/jpk8PMHIRKQlSvoi0mpba+q4+LZnmRUbP3/KHv355TkHMGqwpsEQKXVK+iLSKhu27eCjNz3N04vW5R47atJQrjvnAHr16JZgZCLSWkr6ItKi1Zu285HfPMXLb2zIPXbyvntw9Rn7lcR44iLSOkr6ItKsN97eyjk3PMnrqxp66J9x4Ei+/4F9NWGOSJlR0heRJi1cvZlzrn+S5W83DHx50RFj+erJUzRhjkgZUtIXkbzmvrmBc294itWbtuceu+z4SXz6mAlK+CJlSklfRHbx3JJ1nP+bp9iwrTb32BWn7s35h49NMCoR6SglfRHZyWPzV/PxW59hS00dAJUVcNVp0/ngASMSjkxEOkpJX0Ry7n95BZ/53fPU1NUD0KNbJT89a39Omrp7wpGJSCEo6YsIAHc9t4wv/GEOdfUZAHp178avzjuAIycOTTgyESkUJX0R4ZZ/LeIbf3k5t96/uoobLziIA0bvllxQIlJwSvoiKZbJZPjFI69x1f2ee2xI3x7ccuEh7L1n/wQjE5FiUNIXSbFfP/r6Tgl/zwHV3HbRIYwb2jfBqESkWJT0RVKqpraeax9ckFsfN6QPt150CHsN7JVgVCJSTEr6Iin11MK1bNwe7sPvWVXJHZ84jKH9eiYclYgUk2bKEEmpmXPfyv37iAlDlPBFUkBJXySFMpkMD7zSkPSP23t4gtGISGdR0hdJoXkrNu40ic6xk4clGI2IdBYlfZEUmhkr5U8fOZBh/asTjEZEOouSvkgKxdvzj5+iUr5IWijpi6TMWxu2MXvZ+ty62vNF0kNJXyRlHpy7MvfvEYN6YcP7JRiNiHQmJX2RlIlX7R83ZTgVFRUJRiMinUlJXyRFttTU8tiC1bn141W1L5IqSvoiKfLo/NXU1NYD0K+6ioPHahY9kTRR0hdJkfitejNsGN276SdAJE30jRdJibr6DA/Na+jEd5xu1RNJHSV9kZR4Yek61myuAaCqsoIZk5T0RdJGSV8kJR54paGUf/DY3RjQu3uC0YhIEpT0RVLiwUa36olI+ijpi6TAotWbmb9yU25dSV8knZT0RVIgPiDPpOF9GTW4d4LRiEhSlPRFUqDxKHwikk5K+iJd3Ntbanh60brcuibYEUkvJX2RLu4RX0VdfQaAIX17sN+IgQlHJCJJUdIX6eIeiFXtHzt5OJWVmmBHJK2U9EW6sJraemb5qty6qvZF0k1JX6QLe3LhGjZtrwWgZ1UlR0wYknBEIpIkJX2RLiw+wc6RE4fQq0e3BKMRkaQp6Yt0UZlMhplz4xPsqGpfJO2U9EW6qLlvbmT521tz68doVj2R1FPSF+mi4gPy7DdyIMP6VScYjYiUAiV9kS4qnvSPV699EUFJX6RLemvDNuYsW59bV3u+iICSvkiX9GCsA9/I3XoxaXjfBKMRkVKhpC/SBTWeYKeiQqPwiYiSvkiXs6WmlscWrM6tH6+qfRGJKOmLdDGPzl9NTW09AP2qqzho7G4JRyQipUJJX6SLiY/Cd7QNo3s3fc1FJNCvgUgXUlef4aF5DZ34jtWAPCISo6Qv0oW8sHQdazbXAFBVWcGMSUr6ItJASV+kC3nglYZS/sFjd2NA7+4JRiMipUZJX6QLaXyrnohInJK+SBexcPVmFqzclFtX0heRxpT0RbqIB2OlfBvej1GDeycYjYiUIiV9kS7igditesftrQ58IrIrJX2RLmDd5hqeWbwut66qfRHJR0lfpAt45NWV1NVnABjStyfTRwxMOCIRKUVK+iJdwMzYrXrHTRlGZaUm2BGRXSnpi5S5mtp6Zr26Kreuqn0RaYqSvkiZe2rhWjZtrwWgunslh08YknBEIlKqlPRFytwzi9fm/n3ouMH06tEtwWhEpJQp6YuUuTnL1uf+vf/IQQlGIiKlTklfpIxlMhnmLHs7tz5t5IAEoxGRUqekL1LG3li/jdWbanLrulVPRJqjpC9Sxl6MlfJHDOrFbn16JBiNiJQ6JX2RMjY71p4/bYSq9kWkeUr6ImVsp/Z8Ve2LSAuU9EXKVH19Zqee+yrpi0hLlPRFytSiNZvZuC0MylNRAfvupaQvIs1T0hcpUy8ubyjljxvSh37V3ROMRkTKgZK+SJmavTReta/2fBFpmZK+SJnauROfqvZFpGVK+iJlqLaunpfeUElfRNpGSV+kDM1fuYltO+oBqKqsYJ89+ycckYiUAyV9kTL0YuxWvUnD+1HdXTPriUjLlPRFytBsteeLSDso6YuUoZ0H5VF7voi0jpK+SJnZXlvHvBUbcusq6YtIaynpi5SZuW9uZEddBoCeVZXY7v0SjkhEyoWSvkiZiU+nu/ee/eneTV9jEWkd/VqIlJmdptPVePsi0gZK+iJlRtPpikh7KemLlJHN22tZsHJTbn36SJX0RaT1lPRFyshLy9dTH/rw0bdnFeOG9E02IBEpK0r6ImUkPp3u1L36U1lZkWA0IlJulPRFyshsDcojIh2gpC9SRjSdroh0hJK+SJl4e0sNi9dsya1PV0lfRNpISV+kTMTH2x/UuzsjBvVKMBoRKUdK+iJlIt6Jb9qIgVRUqBOfiLSNkr5ImZi9tKE9f7ra80WkHZT0RcpEvHp/X7Xni0g7VBXqRGbWG/gicCYwFtgIPAtc4+73teN8Y4CFLew22933a+u5RcrNyg3bWLFhW25dJX0RaY+CJH0z6wM8CBwC7ABeAgYDJwAnmNkV7v6tNp52erRcC8xtYp/57QhXpOzE78/fvX81w/pXJxiNiJSrQpX0f05I+C8A73H3pQBmdi7wG+AKM3vc3We24ZzZpH+nu3+yQHGKlKUXdX++iBRAh9v0zWw8cA5QD5ydTfgA7n4r8INo9Yo2njqb9F/saIwi5S5e0p8+Uu35ItI+hejIdy7QDfiXu7+SZ/t10fJwMxvVhvNmk/5LHQlOpNxlMpmdRuLbdy+V9EWkfQqR9A+Llo/l2+juy4HF0epRrTmhmfUFxkWrKulLqi1bt5V1W3bk1lW9LyLtVYg2/QnR8rVm9lkEjAYmtfKc04AK4ASWTzcAABPSSURBVA1gqJl9HtifEO+rwO3u/ni7ohUpM7NjpfzRg3szsHePBKMRkXJWiKQ/LFquamafNdFySCvPma3aHwS8Qmg+yDoe+JSZ/Qa42N13ND5YpCt5UTPriUiBFKJ6v3e03NbMPlsb7duSbNKvBn4N7AP0JNQWfI1wW+CFwE/aFKlIGYqX9HV/voh0RCFK+nW0/uIh08r9Ho3O+by7/2/s8SXA98xsEXAbcLGZ/dzdX27leUXKSn19hpeWb8itqxOfiHREIZL+JkI1fHOjhWSnA9vSzD457v5b4LfNbTezbwITgfcCSvrSJb2+ehObttcCUFkBU5X0RaQDClG9vzpaDm5mn2xb/soCPF/W89FybAHPKVJSZi9taM+fMKwvfXoWbORsEUmhQiT97BC5Y5rZJ7vt1dae1My6m1m3ZnbJxq6OfNJlzdlpJD514hORjilE0n8yWh6Wb6OZjQCyg/I80dLJzGyQma0FaghV903ZP1rmGxBIpEuYszw2Ep868YlIBxUi6f9ftJxhZpZn+8XRcpa7L2rpZO6+DlgRrZ6fbx8zOw0YT7gwuKstwYqUix119bzyRqwTn0r6ItJBHU767j4f+B3hXvq7zCw7WA9mdg5webT63cbHmtl4M5tsZns02nRltDzVzK40s56xY04DboxWf+Tub3T0NYiUIl+xke219QB071bBlD36JRyRiJS7QvUKugTYN/qbZ2YvEnr0j462f7WJGfYejPa5mVip3t1vNbNpwOeBLxEG45kPDAf2ina7HvhmgeIXKTlzYoPyTN69Pz2rmuviIiLSskJU7+Puawht+t8idNabQujNPwv4oLt/vx3n/AJh9L2/EAb3mQZ0B+4BTnH3j7l7fSHiFylFczSdrogUWMHu/3H3zYTpc69owzFjWtg+E8hXQyDS5cVL+tPVni8iBVCQkr6IFNa2HXX4Wxtz6/uqpC8iBaCkL1KCXn5jA3X1YdTq6u6VTBzWN+GIRKQrUNIXKUHx9vypew6gqpu+qiLScfolESlBczSdrogUgZK+SAmKl/Snj1R7vogUhpK+SInZuG0Hr6/enFvXdLoiUihK+iIl5sXl68mEPnz0q65izOA+yQYkIl2Gkr5Iidm5PX8AlZUVCUYjIl2Jkr5IidF0uiJSLEr6IiVm55H41J4vIoWjpC9SQtZs2s6ydVtz65pOV0QKSUlfpITMWd5Qyh/Stwd7DqhOMBoR6WqU9EVKyJylOw/KU1GhTnwiUjhK+iIlRNPpikgxKemLlIhMJrNT9b6m0xWRQlPSFykRKzZsY9XG7bl1TacrIoWmpC9SImbH2vP3GtiLIX17JhiNiHRFSvoiJULt+SJSbEr6IiVC0+mKSLEp6YuUgG076nhm8drcuqbTFZFiUNIXKQGPL1jNth31APTtWcUBowclHJGIdEVK+iIlYObct3L/PmrSUHpWdUswGhHpqpT0RRJWX59h5tyVufVjpwxLMBoR6cqU9EUSNmf5+tz9+ZUVcLQp6YtIcSjpiyRs5isNVfsHjtmNQX16JBiNiHRlSvoiCYu35x8/ZXiCkYhIV6ekL5KgpWu3MG/Fxtz6cXsr6YtI8SjpiyQoXsofP7QPY4f0STAaEenqlPRFEhRP+irli0ixKemLJGT91h08+XrDKHxqzxeRYlPSF0nIrFdXUVufAWC3Pj3Yf5RG4ROR4lLSF0lI/Fa9YyYPo1tlRYLRiEgaKOmLJGBHXT0Pe8MofMepal9EOoGSvkgCnl60lo3bagHoUVXJkROHJByRiKSBkr5IAma+0lDKP3z8YPr0rEowGhFJCyV9kU6WyWR4YO6K3Lpu1RORzqKkL9LJ5q/cxNK1W3Prx05W0heRzqGkL9LJHoj12p82YgC7D6hOMBoRSRMlfZFOttMofOq1LyKdSElfpBOt3LiNF5a+nVtX0heRzqSkL9KJHp63kkwYhI+9BvZiyh79kg1IRFJFSV+kEz3wSnxAnmFUVGgUPhHpPEr6Ip1ka00djy1YlVvXrXoi0tmU9EU6yeMLVrNtRz0AfXtWccjYwQlHJCJpo6Qv0knivfaPmjSUHlX6+olI59KvjkgnqK/PMHNurD1/72EJRiMiaaWkL9IJZi97m9WbtgPQrbKCo01JX0Q6n5K+SCeIV+0fOHoQA3v3SDAaEUkrJX2RThCfVe949doXkYQo6YsU2ZI1W/C3NubWj9UofCKSECV9kSKLV+1PGNaXsUP6JBiNiKSZkr5IkWmCHREpFUr6IkW0fssOnly4Nrd+vG7VE5EEKemLFNEjr66krj7MsDO4Tw/2Gzko4YhEJM2U9EWKKD4gzzGTh9GtUhPsiEhylPRFimRHXT2PeHwUPrXni0iylPRFiuTphWvZuK0WgB5VlRw5cUjCEYlI2inpixTJA7Fe+0dMGELvHlUJRiMioqQvUhSZTEa36olIyVHSFymCV9/axNK1W3Prx07RrXoikjwlfZEiiJfyp48YwPD+1QlGIyISKOmLFMEDr6hqX0RKj5K+SIGt3LiNF5a+nVvXrXoiUiqU9EUK7KHYgDx7DezF5N37JRiNiEgDJX2RAou35x+/93AqKjQKn4iUBiV9kQLaWlPHo/NX59bVa19ESomSvkgB3fvim2yvrQegb88qDhk7OOGIREQaKOmLFMj22jqumflqbv3EfXanR5W+YiJSOvSLJFIgv3tyCcvWhQF5qior+MwxExKOSERkZ0r6IgWwaXstP3toQW79zINHMmZInwQjEhHZlZK+SAHc8OhC1myuAaBX925ccszEhCMSEdmVkr5IB63ZtJ1f/fO13PqFR4xhmIbdFZESpKQv0kE/f/g1NtfUATCwd3c+cdT4hCMSEclPSV+kA5at28Jt/16cW//PGePpX909wYhERJqmpC/SAVc/MJ+aunBf/h4DqjnvsDHJBiQi0gwlfZF28hUbuev5Zbn1zx43keru3RKMSESkeUr6Iu101f1OJhP+PX5oHz74jhHJBiQi0gIlfZF2eHbx2p0m1vnCiUZVN32dRKS06VdKpI0ymQw/vM9z69NHDuTEfXZPMCIRkdZR0hdpo0d8FU8tWptbv/wk0/S5IlIWlPRF2qC+PsMP/z4vt37kxCG8c/yQBCMSEWk9JX2RNvjr7DeYt2Jjbv3ykyYnGI2ISNso6Yu0Uk1tPT9+oKEt/5RpezB1rwEJRiQi0jZK+iKtdPtTS1i6tmHq3MtOsIQjEhFpGyV9kVbYvL2Wax+an1s/46CRjNXUuSJSZpT0RVrhN48tZPWmMHVudfdKLjlWU+eKSPlR0hdpwdrNNfzyn6/n1i88fCzDNXWuiJQhJX2RFvzi4QVs2l4LwIBemjpXRMqXkr5IM5a/vZVb/tUwde4nZ4xnQC9NnSsi5UlJX6QZ1zzwam7q3OH9e3L+O8ckG5CISAco6Ys0Yf5bG/njc/Gpcydp6lwRKWtK+iJNuOp+pz6aOnfckD6cfoCmzhWR8qakL5LHs4vX8Y9XGqbO/bymzhWRLqAq6QBESkl9fYbfPrWEH93XMKnOtBEDeNdUTZ0rIuWvYEnfzHoDXwTOBMYCG4FngWvc/b52nnMU8A3gJGAYsAp4ELjS3ecWIm6RrLlvbuDLd73IC0vf3unxL500WVPnikiXUJD6SjPrAzwEfBMYB7wMbAZOAP5mZt9sxzkNeA74KNAXmA1UA+cCz5nZiYWIXWRLTS1X3jeXU659bKeE37+6iv/50HTeOUFT54pI11CoRsqfA4cALwDj3f0d7j4aOA+oBa4ws+NaezIzqwLuAQYDtwJ7uPtBwB7AzwjJ//dmNrhA8UtKPewrOeHqf/LLWa9Tl+21B7xn+p7MvOwoPvAOdd4Tka6jw0nfzMYD5wD1wNnuvjS7zd1vBX4QrV7RhtOeA0wAlgAXufvW6Hw1wCXAo8BA4HMdjV/SaeWGbXzqd89xwY1Ps2zd1tzjI3frxc0XHsxPz9qfYf001K6IdC2FKOmfC3QD/uXur+TZfl20PDxqo2+N86PlrVGiz3H3DPDLaPWsNsYqKVdfn+HWfy/m2B/P4t45b+Yer6qs4JMzxvOPzx7FUZOGJhihiEjxFCLpHxYtH8u30d2XA9lxTI9q6WRmVgkc3Nw5gcej5TgzG9nKOCXl5q3YwAeve4Kv//klNkZj6QO8Y9RA7rnkCC4/aTK9emjwHRHpugrRe39CtHytmX0WAaOBSa04315ArxbOuRSoI9QwTIrWRfLaWlPHTx6cz/WPvk5trN2+X3UVl580mQ8fPIrKSvXOF5GurxBJf1i0XNXMPmuiZWu6QQ+L/TvvOd29zszWA7u18pxFt6Ounr+9+OZO7cOSvPr6DHc8s3SX9+WUaXvwjVP2ZpimyBWRFClE0u8dLbc1s0/2F7d3M/s0Pl8hz1l0v370dX70d086DGnBiEG9+M77pnK0DWt5ZxGRLqYQSb+O1vcNyLS8C3VtfP7WnLPo1m/ZkXQI0oxulRV87MhxXHrsRLXbi0hqFSLpbwIGEe6db0q2jX5LK8+XVU3Tpf22nLPoPnXMBCorK1S9X4IG9e7OWQePYsoe/ZMORUQkUYVI+qsJSb+5gXKy7e4rW3m+rMHA2413iAbvGdCGcxZd/+ruXH7S5KTDEBERaVIhbtnLjoE/ppl9sttebelk7v4GsL6Fc44k9Nxv1TlFRESkMEn/yWh5WL6NZjYCyA7K80Qrz/lUc+cE3hktF0cXCSIiItKCQiT9/4uWM6JJchq7OFrOcvdFrTznndHyAjPr0cw5b2rl+URERFKvw0nf3ecDvyNUt99lZtnBejCzc4DLo9XvNj7WzMab2WQz26PRptsIA/OMA35nZv2i/XuY2U+BIwhNANd2NH4REZG0KERHPgiT4Owb/c0zsxcJnftGR9u/6u4z8xz3YLTPzTSMt4+7bzOzs4AHgA8CJ5rZPMJFwG5ADfB+d1+zyxlFREQkr4JMrRsl38OAbxE61k0h9LyfBXzQ3b/fjnM+DUwHbiD04J9OmMnvj8Ah7v5wIWIXERFJi0KV9HH3zYTpc69owzFjWti+GLioI3GJiIhIULCkX6ZGLlmyhJNPPjnpOERERFq0ZMkSCLett0vak/6WmpoaFixYoFn6RESkHIykAyPRVmQyJTF0vYiIiBRZQTryiYiISOlT0hcREUkJJX0REZGUUNIXERFJCSV9ERGRlFDSFxERSQklfRERkZRQ0hcREUkJJX0REZGUUNIXERFJCSV9ERGRlFDSFxERSQklfRERkZRI+9S6kkJmNgK4DDgJGB09vBC4B/ixu69MKjYpT2ZWBTwBHARc4O43JRuRlDozOwb4NHAYMBhYDTwEfM/d5xbreVXSl1QxsyOBF4HPAhOBJcBywIAvArPNbFpyEUqZ+jIh4Yu0yMx+ADwIvB/IAHOB3YCzgefM7PhiPbeSvqSGmQ0E/ggMBP4OjHT3ye4+EZgEPA7sDvzZzKqTi1TKiZntB3w96TikPJjZhcDlwA7gAmAvd58O7AncC1QDt5lZn2I8v5K+pMn5wFDgDeBD7v5mdoO7v0646l4HjAVOSyJAKS9m1gO4BegGbE84HClxUWHiqmj1Une/yd0zAO6+llDS3wgMA95TjBiU9CVNjo6W97j7xsYb3X0VoV0WVFUrrfMtYF/gp8CKhGOR0ncqoRp/PvCrxhvdfT3wGeC/gHnFCEAd+SRNvgv8AXi1mX0qomW34ocj5czMDgW+QPg8fYVQUyTSnGxb/V/cvS7fDu5+czEDUNKX1HD3p4Gnm9puZkOAGdHqy50Rk5QnM+sF3Ey4SLzA3beaWcJRSRnIdhJ+2cwqCBeK7wFGAGuB+4Fb3H1HsQJQ0hdp8BOgN7CF0OFPpCk/IHT+/LG7P9HSziKR7C3CO4BZwJGNtp8OXGpmJ7v70mIEoDZ9EcDMvgZ8OFr9tu7Vl6aY2QxCu+s84GvJRiNlpl+0vJrQb+izhE57fQjt/YsIfUTuiTqJFpxK+pJ6ZvZN4Ipo9S/Aj5KLRkqZmfUDbgTqgfPdfVvCIUl56RUthwLvd/c/x7bdY2bzCeOITAM+Avy60AGopC+pZWZVZvZLGhL+/cCZ2VtoRPL4H2AMoVr/yYRjkfKzJVrObpTwAXB3B26PVt9bjACU9CWVzKw/8Dfg49FDdwDvUclNmmJm7wIuIoye9o2Ew5Hy9Ha0fKGZfV6KluOKEYCq9yV1orH37wOmRg9dBVyuEr604IxoOQXY1kxv/RvN7EZglrvP6IzApGzMJfTU79nMPrXRsiiDPSnpS6qY2Z7AI8B4oA74tLtfl2hQUi5eJQzV3JQDCT/m84GVhLZZkbh/E+7VP7iZfSZHy9eKEUBFJqPCjaRD1Bv2CeAAoIbQfv+nZKOSrsLMFhFuydIse5KXmU0mlPYBPtD498fMhgELCL38z3L33xc6BrXpS5pcTkj4AJ9SwheRzuTu84Dro9UbzezU7DYz253Qt6gfMAe4qxgxqHpfUiEq5X8uWq0Fzjez85s55G/u/v2iByYiaXMJsAdwMvBXM1sKrCL0MeoBLAbOcPeaYjy5kr6kxb7AoOjfVcDhLey/oLjhiEgaRUM2n0oYDOyjwP7AEOB1wkigV7v7mmI9v9r0RUREUkJt+iIiIimhpC8iIpISSvoiIiIpoaQvIiKSEkr6IiIiKaGkLyIikhJK+iIiIimhpC8iIpISSvoiIiIpoaQvIiKSEkr6IiIiKaGkLyIikhJK+iIiIimhpC8iIpISSvoiIiIpoaQvIiKSEkr6IiIiKaGkLyIikhJK+iIiIinx/8YOWLI0KSMkAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 555x330 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for vs, vals in powers.items():\n",
" for key, val in vals.items():\n",
" plt.figure()\n",
" plt.plot(val['e'], val['p'])\n",
" plt.title(' - '.join(vs) + ', ' + key.replace('_', ' ').capitalize())\n",
" savefig(output_path / 'figures' / f\"{'-'.join(vs)}_{key}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Store data"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {},
"outputs": [],
"source": [
"np.savez(output_path / 'data' / 'powers.npz', powers)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Create nice table"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"from scipy.interpolate import interp1d"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {},
"outputs": [],
"source": [
"effect_size_power_80p = pd.DataFrame()\n",
"for vs, vals in powers.items():\n",
" for key, val in vals.items():\n",
" e = interp1d(val['p'], val['e'])(0.8)\n",
" effect_size_power_80p.loc[key.replace('_', ' ').capitalize(), ' - '.join(vs)] = e"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Baseline I - 11 Hz</th>\n",
" <th>Baseline I - Baseline II</th>\n",
" <th>Baseline II - 30 Hz</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Average rate</th>\n",
" <td>2.669697</td>\n",
" <td>2.775000</td>\n",
" <td>2.814286</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Gridness</th>\n",
" <td>0.144211</td>\n",
" <td>0.136500</td>\n",
" <td>0.154615</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Information specificity</th>\n",
" <td>0.105789</td>\n",
" <td>0.091765</td>\n",
" <td>0.087297</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Max rate</th>\n",
" <td>6.108696</td>\n",
" <td>6.951613</td>\n",
" <td>7.593750</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Information rate</th>\n",
" <td>0.231034</td>\n",
" <td>0.253158</td>\n",
" <td>0.285000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>In field mean rate</th>\n",
" <td>3.410345</td>\n",
" <td>3.646667</td>\n",
" <td>3.468000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Out field mean rate</th>\n",
" <td>2.285000</td>\n",
" <td>2.340000</td>\n",
" <td>2.404762</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Speed score</th>\n",
" <td>0.365714</td>\n",
" <td>0.029091</td>\n",
" <td>0.036545</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Spacing</th>\n",
" <td>0.029259</td>\n",
" <td>0.018495</td>\n",
" <td>0.018404</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Field area</th>\n",
" <td>0.260000</td>\n",
" <td>0.358824</td>\n",
" <td>0.378481</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Baseline I - 11 Hz Baseline I - Baseline II \\\n",
"Average rate 2.669697 2.775000 \n",
"Gridness 0.144211 0.136500 \n",
"Information specificity 0.105789 0.091765 \n",
"Max rate 6.108696 6.951613 \n",
"Information rate 0.231034 0.253158 \n",
"In field mean rate 3.410345 3.646667 \n",
"Out field mean rate 2.285000 2.340000 \n",
"Speed score 0.365714 0.029091 \n",
"Spacing 0.029259 0.018495 \n",
"Field area 0.260000 0.358824 \n",
"\n",
" Baseline II - 30 Hz \n",
"Average rate 2.814286 \n",
"Gridness 0.154615 \n",
"Information specificity 0.087297 \n",
"Max rate 7.593750 \n",
"Information rate 0.285000 \n",
"In field mean rate 3.468000 \n",
"Out field mean rate 2.404762 \n",
"Speed score 0.036545 \n",
"Spacing 0.018404 \n",
"Field area 0.378481 "
]
},
"execution_count": 144,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"effect_size_power_80p"
]
},
{
"cell_type": "code",
"execution_count": 147,
"metadata": {},
"outputs": [],
"source": [
"effect_size_power_80p.to_latex(output_path / \"statistics\" / \"effect_size_power_80p.tex\")\n",
"effect_size_power_80p.to_csv(output_path / \"statistics\" / \"effect_size_power_80p.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Estimate required sample size to detect effect size of 0.1 "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"effect_sizes = {\n",
" 'gridness': .1,\n",
" 'average_rate': 1, \n",