septum-mec/actions/lfp_speed_stim/data/20_lfp_speed.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import pathlib\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import re\n",
"import shutil\n",
"import pandas as pd\n",
"import scipy.stats\n",
"\n",
"import exdir\n",
"import expipe\n",
"from distutils.dir_util import copy_tree\n",
"import septum_mec\n",
"import septum_mec.analysis.data_processing as dp\n",
"import septum_mec.analysis.registration\n",
"from septum_mec.analysis.plotting import despine, plot_bootstrap_timeseries, violinplot, savefig\n",
"from phase_precession import cl_corr\n",
"from spike_statistics.core import permutation_resampling_test\n",
"import matplotlib.mlab as mlab\n",
"import scipy.signal as ss\n",
"from scipy.interpolate import interp1d\n",
"from skimage import measure\n",
"from tqdm.notebook import tqdm_notebook as tqdm\n",
"tqdm.pandas()\n",
"import scipy.signal as ss\n",
"\n",
"\n",
"from tqdm.notebook import tqdm_notebook as tqdm\n",
"tqdm.pandas()\n",
"\n",
"import pycwt"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams['figure.dpi'] = 150\n",
"figsize_violin = (1.7, 3)\n",
"figsize_speed = (4, 3)\n",
"plt.rc('axes', titlesize=10)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"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\") / \"lfp_speed\"\n",
"(output_path / \"statistics\").mkdir(exist_ok=True, parents=True)\n",
"(output_path / \"figures\").mkdir(exist_ok=True, parents=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"data_action = actions['lfp_speed']\n",
"output = exdir.File(\n",
" data_action.data_path('results'),\n",
" plugins = [exdir.plugins.git_lfs, exdir.plugins.quantities])\n",
"\n",
"ignore = ['wavelet_power', 'wavelet_freqs', 'signal']\n",
"results = []\n",
"for group in output.values():\n",
" d = group.attrs.to_dict()\n",
" d.update({k: np.array(v.data) for k, v in group.items() if k not in ignore})\n",
" results.append(d)\n",
"results = pd.DataFrame(results)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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" <th></th>\n",
" <th>freq_score</th>\n",
" <th>sample_rate</th>\n",
" <th>power_score</th>\n",
" <th>action</th>\n",
" <th>channel_group</th>\n",
" <th>max_speed</th>\n",
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" <th>position_low_pass_frequency</th>\n",
" <th>mean_freq</th>\n",
" <th>mean_power</th>\n",
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"text/plain": [
" freq_score sample_rate power_score action channel_group \\\n",
"0 0.191729 1000.0 0.432532 1833-010719-1 0 \n",
"1 0.255882 1000.0 0.434938 1833-010719-1 1 \n",
"2 0.169116 1000.0 0.338942 1833-010719-1 2 \n",
"3 0.071480 1000.0 0.141405 1833-010719-1 3 \n",
"4 0.216792 1000.0 -0.012191 1833-010719-1 4 \n",
"\n",
" max_speed min_speed position_low_pass_frequency \\\n",
"0 1 0.02 6 \n",
"1 1 0.02 6 \n",
"2 1 0.02 6 \n",
"3 1 0.02 6 \n",
"4 1 0.02 6 \n",
"\n",
" mean_freq \\\n",
"0 [7.154332133229601, 7.106500202042717, 7.13862... \n",
"1 [7.035831237674811, 7.05973079549096, 7.120455... \n",
"2 [7.156957284750235, 7.121730043055997, 7.17760... \n",
"3 [7.256682286107137, 7.237350035531646, 7.27254... \n",
"4 [7.095817125902336, 7.050223640391819, 7.12869... \n",
"\n",
" mean_power \\\n",
"0 [18.005621200653046, 18.66435212100411, 20.504... \n",
"1 [16.966011451769536, 17.60417640800431, 19.452... \n",
"2 [14.747162413722597, 15.548073560884317, 16.81... \n",
"3 [13.017027147293039, 12.651121743582284, 13.91... \n",
"4 [32.456068185302364, 23.01562486642484, 21.395... \n",
"\n",
" speed \\\n",
"0 [0.02795137493203615, 0.0283076211590443, 0.02... \n",
"1 [0.02795137493203615, 0.0283076211590443, 0.02... \n",
"2 [0.02795137493203615, 0.0283076211590443, 0.02... \n",
"3 [0.02795137493203615, 0.0283076211590443, 0.02... \n",
"4 [0.02795137493203615, 0.0283076211590443, 0.02... \n",
"\n",
" speed_bins \\\n",
"0 [0.02, 0.04, 0.06, 0.08, 0.1, 0.12000000000000... \n",
"1 [0.02, 0.04, 0.06, 0.08, 0.1, 0.12000000000000... \n",
"2 [0.02, 0.04, 0.06, 0.08, 0.1, 0.12000000000000... \n",
"3 [0.02, 0.04, 0.06, 0.08, 0.1, 0.12000000000000... \n",
"4 [0.02, 0.04, 0.06, 0.08, 0.1, 0.12000000000000... \n",
"\n",
" theta_freq \\\n",
"0 [6.799999999999997, 6.799999999999997, 6.79999... \n",
"1 [6.799999999999997, 6.799999999999997, 6.79999... \n",
"2 [6.799999999999997, 6.799999999999997, 6.79999... \n",
"3 [6.399999999999999, 6.399999999999999, 6.39999... \n",
"4 [6.399999999999999, 6.399999999999999, 6.39999... \n",
"\n",
" theta_power \n",
"0 [3.990633076071412, 3.992883430179942, 3.99513... \n",
"1 [3.649171825378523, 3.6511305369806806, 3.6530... \n",
"2 [3.069575227276876, 3.0713927350182493, 3.0732... \n",
"3 [1.9508693636836856, 1.9523977795413874, 1.953... \n",
"4 [1.2545438245339104, 1.2553897239251606, 1.256... "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results.head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"identify_neurons = actions['identify-neurons']\n",
"sessions = pd.read_csv(identify_neurons.data_path('sessions'))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"results = results.merge(sessions, on='action')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
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],
"text/plain": [
" freq_score sample_rate power_score action channel_group \\\n",
"0 0.191729 1000.0 0.432532 1833-010719-1 0 \n",
"1 0.255882 1000.0 0.434938 1833-010719-1 1 \n",
"2 0.169116 1000.0 0.338942 1833-010719-1 2 \n",
"3 0.071480 1000.0 0.141405 1833-010719-1 3 \n",
"4 0.216792 1000.0 -0.012191 1833-010719-1 4 \n",
"\n",
" max_speed min_speed position_low_pass_frequency \\\n",
"0 1 0.02 6 \n",
"1 1 0.02 6 \n",
"2 1 0.02 6 \n",
"3 1 0.02 6 \n",
"4 1 0.02 6 \n",
"\n",
" mean_freq \\\n",
"0 [7.154332133229601, 7.106500202042717, 7.13862... \n",
"1 [7.035831237674811, 7.05973079549096, 7.120455... \n",
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"3 [7.256682286107137, 7.237350035531646, 7.27254... \n",
"4 [7.095817125902336, 7.050223640391819, 7.12869... \n",
"\n",
" mean_power ... i ii \\\n",
"0 [18.005621200653046, 18.66435212100411, 20.504... ... True False \n",
"1 [16.966011451769536, 17.60417640800431, 19.452... ... True False \n",
"2 [14.747162413722597, 15.548073560884317, 16.81... ... True False \n",
"3 [13.017027147293039, 12.651121743582284, 13.91... ... True False \n",
"4 [32.456068185302364, 23.01562486642484, 21.395... ... True False \n",
"\n",
" session stim_location stimulated tag date entity_date Hz11 \\\n",
"0 1 NaN False baseline i 10719 1833-010719 True \n",
"1 1 NaN False baseline i 10719 1833-010719 True \n",
"2 1 NaN False baseline i 10719 1833-010719 True \n",
"3 1 NaN False baseline i 10719 1833-010719 True \n",
"4 1 NaN False baseline i 10719 1833-010719 True \n",
"\n",
" Hz30 \n",
"0 False \n",
"1 False \n",
"2 False \n",
"3 False \n",
"4 False \n",
"\n",
"[5 rows x 27 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results.head()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"results = results.query('stim_location!=\"mecl\" and stim_location!=\"mecr\"')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def action_group(row):\n",
" a = int(row.channel_group in [0,1,2,3])\n",
" return f'{row.action}-{a}'\n",
"results['action_side_a'] = results.apply(action_group, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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>action_side_a</th>\n",
" <th>channel_group</th>\n",
" <th>min_speed</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>1833-010719-1-0</td>\n",
" <td>7</td>\n",
" <td>0.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1833-010719-1-1</td>\n",
" <td>3</td>\n",
" <td>0.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>1833-010719-2-0</td>\n",
" <td>7</td>\n",
" <td>0.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>1833-010719-2-1</td>\n",
" <td>3</td>\n",
" <td>0.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>1833-020719-1-0</td>\n",
" <td>7</td>\n",
" <td>0.02</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" action_side_a channel_group min_speed\n",
"7 1833-010719-1-0 7 0.02\n",
"3 1833-010719-1-1 3 0.02\n",
"15 1833-010719-2-0 7 0.02\n",
"11 1833-010719-2-1 3 0.02\n",
"23 1833-020719-1-0 7 0.02"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lfp_results_hemisphere = results.sort_values(\n",
" by=['action_side_a', 'channel_group'], ascending=[True, False]\n",
").drop_duplicates(subset='action_side_a', keep='first')\n",
"lfp_results_hemisphere.loc[:,['action_side_a','channel_group', 'min_speed']].head()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"colors = ['#1b9e77','#d95f02','#7570b3','#e7298a']\n",
"labels = ['Baseline I', '11 Hz', 'Baseline II', '30 Hz']\n",
"# Hz11 means that the baseline session was indeed before an 11 Hz session\n",
"queries = ['baseline and i and Hz11', 'frequency==11', 'baseline and ii and Hz30', 'frequency==30']"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def make_entity_date_side(row):\n",
" s = row.action_side_a.split('-')\n",
" del s[2]\n",
" return '-'.join(s)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"lfp_results_hemisphere['entity_date_side'] = lfp_results_hemisphere.apply(make_entity_date_side, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"from functools import reduce"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"keys = [\n",
" 'freq_score',\n",
" 'power_score',\n",
" 'speed_bins',\n",
" 'mean_freq',\n",
" 'mean_power'\n",
"]\n",
"\n",
"results = {}\n",
"for key in keys:\n",
" results[key] = list()\n",
" for query, label in zip(queries, labels):\n",
" values = lfp_results_hemisphere.query(query).loc[:,['entity_date_side', key]]\n",
" results[key].append(values.rename({key: label}, axis=1))\n",
" \n",
"for key, val in results.items():\n",
" df = reduce(lambda left,right: pd.merge(left, right, on='entity_date_side', how='outer'), val)\n",
" results[key] = df.drop('entity_date_side', axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Scores"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [],
"source": [
"vss = [\n",
" ['Baseline I', '11 Hz'],\n",
" ['Baseline I', 'Baseline II'],\n",
" ['Baseline II', '30 Hz'],\n",
" ['11 Hz', '30 Hz'],\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [],
"source": [
"ylabel = {\n",
" 'freq_score': 'Frequency score',\n",
" 'power_score': 'Power score'\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 255x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 255x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 255x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 255x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 255x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 255x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 255x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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sZo5SirZQ2bmnzxDg+gglEArRYl6jHh5MrzWWUeO2UZlGRtjkRetujclKIBSipfbrD2xkJZIRts18GaG1FuVJRihEG6gD/ymBsG1UNuV6J5r1EQbhqhLJCIVoAzXz1hgJhG00fx+hBS+caxgjEghF+80MehbcMKUEwnZR2dTCE6pzqba3q5MkEIr2U/Jj11GZBHhuHuEBcwkb8wjl1liIFltgY3HRWiqb2leGa/Z/hfQRCiHiwPUR4pbQzfqlND1qLLfGQrTaHCsaRFuohOcqyzTrJ5xeYieBUIjWahT/hH1VaCQQttX0gMns73ujKKtkhEK02swP34xNnETbTE+hmSMjlJUlQrSYDfx9/wg77a1ttt5LtIrLCJn71lgCoRAtFvjMqLbg/j4zOIqWU9kkylMHJuKNrRPk1liIFrPBjAUlEgg7QeVSc9waEw6WSEYoREvZ6Yxwuijh/rfLovUyzWsS2satsWSEQrSWrVf3lYQPM0Lr1zrdrFhptt5431aeUphViNbza/sqUzd2swvqnW5VrKhmGWHjrzJYIkTrWb+2b9Mm5bk1r/Vqp5sVK43VJfvNZArcqhK3eVO8CuVKIBRt1wiESqnwwyiBsN1Uxo0a758RhpOp04lY7WAHEghFB9haxY0cKxVWopFA2G6NPsL9qs9YG8sRY5BAKDrA1sq4jd09lPLABuFzom3STYqzBrjeipjdFoMEQtEBtlZ2K0kao8YSCNtOpRpFF2Y8Ob25uwRCIVouqJXDD503Y7Ck0ulmxYpKJ6b7Z6dN9xHKrbEQLWerJQgCd1usFAQBQaXQ6WbFSzrRZB4h7tY4JRmhEC1nq4VwsMRz+xnbwAVH0TYq6R04faYxkp+KX1iI31csOi4oF7DWdxu9Kw9rJSNsu6R34IZZjYwwGb+wEL+vWHRcUC3uuzX2PAh8rF+TKTRtpJLh7W+TPkKScmssRMsF5anpW+PpHe1s4J4X7eGpxjLvpq/FjQRC0XZBecJVm/HCFQyehw18gvJkp5sWH4lwnfdMjVvjhARCIVouKI5D4KM8dwumVAICn6A03uGWxch0/2CTlDBmy+tAAqHogKA0Pp0RAu4x8PGLEgjbZnqdd7PX2t2YzpNAKNouKLmMcGYgtJIRttnMXQSFBELRVjYI8Iuuj1B5bgWDCjPCoDDS4dbFiA3/NIuEs8v3x4AEQtFWQXHMFWG1wYyMMIkN6vhTo51tXJw0C3aNnRMkEArRWn5hBOvX940YAyqRhKCOLxlh+/iBK8E1OyG0gB+/QBib1dVa6/cAfw1ooAj8CvioMWb7It//cuDvgOcD/cDTwJXAp40xe2cd+yrg5/Oc7ixjzJ1L/iJ6gF8YgaA+fVsMuIywWsKfGu5cw2LG1pvsI91Ye+zHb4/pWARCrfVngY8ADwFfBo4G3g78ntb6bGPM1gXe/4fA14ES8BNgN3AO8N+A12mtzzHG7JrxltPDx28ATzQ55dPL/2pWN39ij8sIE/t+9FQiSeDX8Sf3zvNOEamaP12IdVo4imxr8dtRsOcDodb6NFwQvAk43xhTDZ+/FBfU/gV4/TzvXwf8P2AKl8mZGa99Gvg48L+B9854WyMQftQYszO6r2b188d3Y4O6ux0OKS8JQQ1/Yk8HWxYvtlJ3/YQz5gwqpQisda/FTBz6CP8qfPx0IwgCGGN+CtwAXKi1PmKe978GGAC+NjMIhv4BqACvm/X8acBeCYIHqk/sAb+GSszYNzeRwvp1gvKUFF9oE1vx99taGpje1c6WJRD2ovOAOi7ozXYt7kfh5fO8/2Hgo8CPmrzmAzVcnyEAWusccCJw7zLb29P8id3hYMnMjNALl9nVqY/v7mDr4sMWqy4j3O/WOAyEpfjtMd3Tt8Za6zTwDGCbMaZZCeQt4eMz5zqHMeZu4O45Xn4VLgjOfP1UIAFMaq2/CrwSOBh4DLgY+LIxZlHDclrrB+d46fjFvL8b1cd2Yv0a3syMEFyG6Nfwx3fBwcd1qHXxYUs1VwHIm5ELefENhL2eEa7HZXxzzctoLGVYu9QTa63XAP8c/vPfZrx0Wvj4xvDvlwKXAIcC/wp8V2sdy/n81lrqo09DvYpKpvd7TSXS2HqN+uiTHWpdvNhC1c0XnJkRJvYFQhuzkeOezgiBxqdtrg0xGs9nl3JSrfUAcBXuFvjnuBHlhgwu0/yGMeYzM95zEO5W/J3he7670HWMMc+e4/oPAicvpc3dICiMYKslt854Vkbo+gmrLlCKlgsmK26+YGr/jNBa64LhZAW1Nte5BrZZr2eEjfrv6Tlez4SPiy6Ep7U+FLgOOBe4DXjbzFtdY8y/GmOOnxkEw+f3Ah8K//nuxV6vl9RHnsT6VVQidcAG4ioZZoQjkhG2g52ouPmC3v6jxirMCoOJeO0q2OuBcBy3YeFct75rZhy3IK31KcDtwPOA3wCvMMYspYje7eHjqu3jW4nayJNYv3ZgNojrI7R+ldrIjg60LH6CsRLWtweW5U942HpAMCaBsGeE02W2AEdrrQ/89O0LSA8tdC6t9Xm4uYhH4W5rX90sCGqtT9Vav2KOfsB8+BjLnYpqQ9uw9QoqmTngNZcRVqiP7HC3zqKlgtGiywgTBwZC/AA7Gq8f0Z4OhKHrcLfG5zZ57XzcbKrfzXcCrfWLgZ8Bg8DnjDHvnjkncZZLcMv3zmjy2kvCx9ubvNbz6nu3YmtVVKpJT0UiBdZiq2Xqo0+1v3ExYqs+wXgZ6oHbxGmmpAf1AH84XvM54xAIGwMZnwvn+AGgtX4j8GLgCmPMnB1TWusNuJHfHPBxY8xHF7jeJeHjP4bTdxrneQbwj7i5h19a8lfRA2pDW+fOCJWazgprQ9va37gYaWSDFg7Yn0Qlw1vjoXgFwl4fNcYYc4vW+svAXwD3aq0vA44E3opbM/y3jWO11i8DXgZsMsZcFj79IdzUlzEgqbX+1ByX+rQxJgC+iFuNcj5wv9b6atw0notwfZJ/bYy5J8qvcTWw9ZrrI2wydaZBJTPYepXani2gX9L0GLFy/u4pbC1ApbwDBq1IelCqEeyJ10ZaPR8IQ38JPAL8CW7J3TAuc/uEMWbLjONeBnwS+BbQCISvDh/Xhq/N5TNAYIwphgH174B3AH+Oq3ZzG/B/jDHXRvD1rDq1oa3YWsWtXvCa/9i5QFihtvvxNrcuXoJdE67oQpNtO1UqQTBRwd8dr420YhEIw+ktX2KBW1JjzKeAT8167rnLuF4Z+HT4RwDVnWb6tviALCSkUln8qSGqux5tc+vixd85OZ0RHiCVgJofZo0+KhWPPY7j0EcoukB112PYWhmVmnvuukplsbUKteHtBNV4Td9oJ3/HmMsI002CXEK5vsOaj78rPlmhBELRFrVdZsFAiJcApVww3CO3x61S3zGGrdZRTQKhUgqVTmCrvguYMSGBULScDQJ3a1wro1IHjhg3KKXCrLBE9emH29jC+AgmKwTDRagF7ja4CZVOQLWOvz0+e8hIIBQtVxvahl8axwZB06kzM3npHLZapvLUXIV3xErUt45AtQ5JDzV7MnVDOomt+NS3xGcPmZYMloTrcZ8LrDfGfE9rfQgwbIyJX8VHQfXJ+7HVEiqVnXOgpEGlcm7A5Mn729S6ePG3DLsK1M36B0MqkyQYL1PfMoy1dsH/s14QaUaotT5ca30l8BRuJca3wpc+AGwLl6mJmKk8+SC2VsZLL1zNxN0al6kNPYFfmmhD6+Kl9uhebLmOys6TA6UTblL1aCk28wkjC4Ra643AzcBrgU3AfewrBF4BDgeu1Fo/J6pritWhsuNegmoJlVpEIEwkXQGGWlmywohZa6k/uhdbmT8QKk+hMglspU7dxGNDrSgzwo/hdod7rzHmDPZNSMYY8wXcyoo08OEIrym6nF8Yo7ZnC7ZWQi0iIwRQ6RxBtUh521yFwcVyBDsnCUaK2FoA6fl7xVQ2iS3VqD0cjw21ogyEFwFXG2O+0+xFY8yVuH2AmxU/ED2qsv1u1z+YSO+3c918VDqPrRSpSCCMVO3BXdiSywaVt0BfbTaFLdeoPbhr3uN6RZSB8HDc7fB8HgUOi/CaosuVt99DUC2gMn2Lfo+X7iOoFqk8/RBBpdjC1sVL7f6d2FJt/v7BhmwSKj7+U+P4e3u/nzDKQDjMwgVHdXiciInKtruwlSJeevGBUCVTKC/hssInNrWwdfFh/YDafWEg7GtWmnN/KuFBJuFuj+/t/e0TogyE1wJv0Fqf3uxFrfULgAuB30Z4TdHF/Em3bjiolVBLCIQAKtNHUC1Q3nxbi1oXL/XHhgjGSq4Ya2aRXRS5FLZYo3pP7wfCKOcRfhp4A3CT1vo/gJMAtNZvBs7BVWGpAp+P8Jqii5U230pQKbpCC4vsH2zwMv0EhVFKm29lXYvaFyfVO3ZgCzXoSy96XqDKpwl2TVLb9HS4JK93a7RElhEaYx7DTZ0Zx9X4uxA3feaH4b+LwJuNMbJkICbKj9+KrUzhZfqX/F6VyRPUStR2b5ZN31fIWkv1jh0ExSoqv/Bt8bRw0rWdLFO7r7cHTSKdUG2MuQE4Flf09AvA13B7/74HOMYY8/Morye6lw0CSptvI6gUUJn8wm+YRXkJVCpLUC1QevzmFrQwPvwnxvCfHINyHZVbfCBUSrmscKpK5dbtLWxh50WW62qtvwfcYIz5CvCj8I+IqeqT9+NP7sUG9UXPH5zNy+QJylOUHr2JgTPeGHEL46N68zbsVBX6UnOvL56DyqcJ9hao3v4EtnpO04o1vSDKjPANuPXFQlB85HqC8iRepn/Za1VVdgBbnqT8+K0E1XjtqhYVay2Vm7YRTFVR/XNt7z2PbBKsJRgtUb27d/ecjjIQysJQAbgPX/GR61wgzA4s+zwqmQHlEZTGZfR4meoP78F/atwNdvQtPRAqpVD9GexUhcr1WxZ+wyoVZSD8BPBurfX7tdZrFjxa9Kza3q3U925z9QeXMVDSoJRCZQcIylMUH7k+whbGR+W6zQSTFbx8esHVJHNRA2nsVJXqXU+6KTg9KMrx8NcBk8BXgK9orUdxI8WzWWPMMyK8rugyxYeuJahM4aXzKG9lv2u97AD++E5K5gZsvYZKLmHUM+aCQpXK77ZhJyt4By99wKpBpZOQ9LCTFSrXbyZ3Ue/VTYkyI7wQOBg3ZUbhtrA8ssmfoyK8pugy1lqKD/yKoDSByg2u+HwqncMGAf7kXspb5PZ4Kao3bnUZnIfr61sBNZghmChTvuYxbGCjaWAXiSwjNMZItWtBbffj1HZvJqgWSa07YsXnU0rh5QYIShMUHriG3EkviqCVvc9aS/mXBjtRRg0uXBB3Iao/QzBcxN8xRu3ep0k/d+X/t91EgpeIVPGBawjKE2602ItmqoWXGyQojbsBmFolknP2utp9O6lvHSYo1ZY3WjyL8hTeQJgVXtV7+8lEvmYmXFP8QdxUmjyuyML9wLeMMTdFfT3RPWwQUHjgl/ilCRL59ZGd1xV0VQRTw5QevZH8sy+I7Ny9qnzVwwTjZbyBzJLnDs5FrckSPDlO9e6nqO8YI3nU2kjO2w2iLtX/UeAm4L3AqbhqNGcDfwxcr7X+eJTXE92l8sQmakPbsbXKikaLZ3O3xy4rLGz6WWTn7VX1J0ap3vkkdrKCGpxn+9QlUqkE5FIuK7zyocjO2w2iLNX/GuAfcPuV/CFwHJABDgXeCWwDPqW1ll/nPaqw6WcEpTG83OCKR4tn8/rW4hcnKD12M/7kUKTn7jWlyx8kmChDLhX5ShBvbRY7XqZy/Wb84UKk5+6kKH9a/wZXcOElxphvG2O2GWNqxpg9xphLgPNxk67/OsJrii4RVIoUHvw1QXEcry/6aaQqmUalMm7Q5L6rIz9/r/B3T1K5YQt2vIy3dnlLG+ejsilIJwjGSpSv6J2sMMpAeCZwhTFmW7MXw+evAJ4f4TVFlyg+9Gv8qWFQ3qI2aVoOL7eGoDjG1D0/w9rem8IRhdJP7seOlSGTWFwl6mXw1uYIRkuUf2UIRnujgniUgTALjC5wzBgQXeeR6BpTd11GUBzDy61p2T64Xm6QoFqiuvsxqVzdhL9nivJvNxOMlfDWteaXEQA5N8E6GClSurw3qupFGQg3A+dprZueU2udAOpbMQkAACAASURBVM4DtkZ4TdEFqrsepbJ9k1tb3Ne6kUTlJVwwLIwydedPWnad1ar4w03Y0WKYDbZuBY5SCm9dn8sKf2Hwh1Z/X2GUgfCHwHOAf9NaZ2a+EK49/hpwMnBphNcUXWDyjh/jl8bwsgNLrkS9VF7fWoLiGMUHr8UvLHQDEh/1HWNUrt9MMFbGW7e0bRGWJZeEVMJlhT9aaM+27hflT+0XgDfh5hC+RWt9G27w5AjcVJpB3C53X4jwmqLDgkqRwv2/ICiMkVjb+g0KvXQOP5HCL4xQ2HQlg+e+p+XXXA2K37+bYLQE2WTL+gZnUkrhrc8R7JqifO1jZC98FskjV++8wihL9ZeBl+KKLqSBVwFvA16EC7gX40aUe6N3VQBQ2HQl/sReUGrJGzQtl5dfR1AYZfKOH2ODoC3X7Ga1h3ZTvfUJN1K8vj3/BxCOIGeTBCNFit9b3XtQR12qf8IY82e4ggun4ILgqcBaY8yfGmOkZmEPsUHA5O2XEhRG8PLrWjZIMpuXHSSoV6jt3UrJxLs8lw0shW/fSTBaQvVn2l5B2lvfhx0vU731CWoPrN59TaJeWaK01q8HnmuMedAYc7Mx5gHg38Pd7EQPKT9+M9VdjxNUS3i59t0WKc8j0bcWvzDC5K2XtO263ahy4xbqD+3BTlVQrRwpnoNKJ1xBhpEihW/duWor00S5siQL/Az4KW43u8bzfbgldj/UWl8Sjh6LHjBx6yX4hRG8vrWRryRZiJdfR1CaoLz1Dqq7Hm3rtbuFLdUofu9u/OECal0OlexMDRW1PkdQqFI3e6j85rGOtGGlol5Z8mrgcuAHjSfDPsFTgf8C3gJ8KMJrig6p7tlM+fFbCEoTJPLt33lYJVKuaGthlImbv9f263eD4k/ux39yHOpBpGuKl0olPLx1OfyhIsXv30MwtfoqBEUZCN8F3GGMeZMx5pGZLxhjHjDGvB3YBLwvwmuKDpn43XfwC6N4mTwqufIyT8vh5dcTFEYp3P+L2O197D89QfmKBwmGingb+pZdhj8qak0WggD/6QlKP7y3o21ZjigD4THAdQsc8xvcvsdiFauP76Zw38/dIEn/ho61w0vnIJkhmBph8tYfLPyGHmGtpfD1291E5rQHfZ3fvkAphbchTzBcpPTzR6hvG+l0k5Yk6l3sFgpyRwBTEV5TdMDkrZcQTI1AMuOCUQcl+je4QZO7fkpQmuxoW9qlest2qnfucNNlNuTbNlq/ENWXglySYLhA4eLbVtXASZSB8AbgIq31Wc1e1Fqfhtv7WIqzrmJ+aYLJu36CXxgm0cFssEFl8oDCH9/N5J0/6nRzWi4oVil88w6CoQJqTbbrNlz3NuSxkxVqD+xaVQMnUU5B/z+4QHet1vqrwC24lSVrcBVn3g8kgM9FeE3RZlO3X4o/vttVmcksf2e0qCil8Po34E8NM3HLDxh4/jvw0p0bOGi10iWb8HeMY2sB3iGdzcabUUkPtS6HPzRF4Tt3kz7zqJaUA4talCtL7gbeAVRxI8g/BH4RPn4It7Pdu4wxt0d1TdFeQaXIxC0/wJ8aItG/sWtuybzcIAQ+9dEnmbr7sk43p2Xqjw9RuvoRgqEC3sZ8xwdI5qLWZMFCsHOCwrfv6nRzFiXqlSU/xQ2avB2XIf4n8C+4keKjjTG9f+/Sw6bu+gn1safBWlR2oNPNmdbICoPJYSZu/g62Xut0kyJn/YCpr9xKMFRwlae7YIBkLkopvI15gpEild8+TvXepzvdpAVFvjrbGDOFqzAjVWZ6iK1Xmbj5e/hTw3j9G7omG2zw+tZQmxqiPrSdwr1X0X/GGzrdpEiVr3qY2iN7sIUq3pHRVwCPmsomUQOZ6YGT1D+9DpVpfTGI5Yp8KrrW+tBZ/36H1vo/tNb/IyzHJVahqbsvozb8BPg1vFz3/Tcq5ZHIb8CfHGL8xm9g/XqnmxQZf88UxUs2EeydQq3v3AqSpVLr+7DlOvWtwxQv7e65hVEusUtprb8HPKW1Hgyf++/Ad3Gluf43cJvWuv3LEMSK2HqV8Ru/hT85hNdFfYOzeX1rCWplanu29My+JtZaChffir9nChIeaiCz8Ju6hPLCW+ShAqXLH6S+tXvnFkb5q+VDuMGSh4E+rXUS+DBQwG3v+WngROAjEV5TtMHU3ZdTH9oGfrUlGzNFRXmem1c4uZfxG76BDfxON2nFqjdspXrHDuxYyQ2QdOkvobmofNqV6houMPUft2D97iybFmUgfDvwIK7yzC7gJbhyXN8xxnzHGPMp3Chyb3Xe9DhbrzJ+0zfDbHADSnX3bZnXt85lhbsfp3DfLzrdnBUJJsoUvnUH/lABtTbXdXMGF8vbkMdOVak9tJvy1Y8s/IYOiPKn+gTgF8aYxpDdKwELzLxHuQ84MsJrihabuucK6nu3E/jVlu5HEpV9WeEQ4zf856rOCgvfuhP/qXHwA9Ta1Ts3UiU9V6Fm7xTFH9zjbvO7TJSBsIqbK9jwCsDHrThpWIfbyU6sAq5v8Bv4k3tJrIJssMFlhSVqux6jcN/PO92cZane+zSV3zxOMFzEO6h/1d0Sz6YGMpDw8PdMUbj41q7bjjXKn+xHgAu01p7W+lTgdOBmY8wkgNZ6I/BGwER4TdFCU3dfRn3vNuwqyQYb9ssKr199WaGt1ClcfJtbRjeQacseJK3WmFtox0pU79hB9XfbOt2k/UQZCL+JqztogEb99IsBtNbvBe4BNgJfivCaokVcNrh6+gZnm84Kdz9O4d6rOt2cJSn+133Utw5jK3VUG/cgaTWVTqDW5vCHChS+cQfBZPfULYxyid3FwCdxa4t94DPGmO+HLx8HbAD+XlaXrA5Td/2U+tD2VZcNNuw3gnz9f66aeYX1baOULn+g65fRLZdamwU/wH9ynOJ3u2f5XaQ5tzHmH4B/aPLSV4AvNm6TRXcLahXGb/wm9cm94bzB1ZUNNnh966hNDVPbs9mtNnneRZ1u0rxs4OYMBkMFyCTd1JMeo5TCOyjvtgG95jEyLz2e1MmHdLpZ0a8sacYY87QEwdVj6q6fhKtI6qsyG2zYfwT5612/Brnym8eoPbALO1nB29j5yj6torIpVD7llt999TZsvfNzC1fnr3rRMkGtwsSN38Kf3NuVa4qXanpe4Z7NTG26stPNmVMwUabw3bvxh6Y6uhFTu6j1fdhijdpjQ5SvfrjTzZFAKPY3deePqY2s/mywwWWFG/Enh5i48RvYerXTTWqq+P17CHZOQmBdGasepxLh3MKhKYqX3os/XOhoeyQQimlBtczETeGa4oHuXVO8VF5+LUHNbQg/telnnW7OAeqbhylf8yjBSHFVLqNbLjWQAU8R7Jmi+L17OtoWCYRi2tRdP6E2ssNlg11YYWa5lNrXV+iywu7pK7TWuqkkI0VXZzDXvXUGo7Zf3cLrNlMzezrWliirz7xpdgkusXoEtQoTN3276yvMLNd+WeG93ZMVVm/eRu3+nW6AZEPvzBlcLBWOjgcjRQrfuKNjGz5FmRH+O64itViF9ssGu7jCzHLtlxXe0B1Zoa36rm9wuOg2YurxAZK5qPV92KkK9Yf3UL1lW0faEOV3fgC4P8LziTax9WqYDfbGSPFc9mWFWyjc3/k1yOVfGurbR7HVOmoVbHDUKirpodZmCYaLFL9/D7ba/iWRUQbCK4E3aa3XR3hO0QZT91xJvVF9ugdGiufissL1YRXrb2KDzs1fs6UapZ/c77LBdbmeW0GyVGpNDlutU98+Svna9m8DGuXKkqtxNQi3aK1/A2wBik2Os8aYT0Z4XbEC1q+7keIu3YskatOrTXY/TvHBa8if8nsdaUfpqofxd4fTZVZR1elWUZ5Crc0RjJQo/fh+sued0NY9TqK80jdm/H2+4qsWtyZZdIHC/b+gtncrQa1Man3vl4pUnkciv356b5O+Z78C5bW3by4oVild8SDBSNHtQdLjv3wWSw1msOMl/J0TlK95lNyFJ7ft2lEGwvdFeC7RBjYIwmxwaFXVG1wpL7+O2u7HqT71MKVHb6TvmS9t6/Urv3rUrSeGnlxPvFxKhVnhaInSFQ+RfaVuW1XuyAKhMeZbUZ1LtEfpsZuo7nyUoFIktfbwTjenbZSXIJFfh18YZuJ332lrILRVn9LPHiIYLbny+5IN7kf1Z7CjJfynJ6jcsJnsBSe15botSQG01odqrV+ttX5X+O9Dws2cRBeZ+N138AvDJPLrUN7q3A9jubz8OoLSBOVtd1HZcV/brlu5aSv+rilXfr9fssHZlKdQa7LY8RLlqx5pWyXrSAOh1vpwrfWVwFPAz4BGlvgBYJvW+rworyeWr7Ljfspb7yQoTeDl47fDqkqk8HKDBIVRJn733bZc01pL+eqHseMlN29QssGm1ECGoFSjvnWE2v272nLNKFeWbARuBl4LbMJt1NT4n64AhwNXaq2fE9U1xfJN3PxdgsIoXm4QlYjPsq6ZEvkN+IVRig//xpUda7H6o3upbx7GlmoyUjwPlfDwBjIE4yXKv2zPzh5RZoQfA44G3muMOQO4rPGCMeYLwEVAGrfXseig+tguig//Fr84SiK/odPN6RiVyuCl+/ALY0ze3vrC6ZXfPO7K0+fTqEQ8BqaWSw1ksFNVqnfsIBgvt/x6Uf5vXARcbYz5TrMXjTFX4iZdnxvhNcUyTN75Y4LCKCqVRaXinZl4+XUExVEK91xBUGk27TUatlKncvN2t6ZYssEFqUwSkh52skLlxi0tv16UgfBw3O3wfB4FDovwmmKJbL3K1F0/xS+MkuiTRUAq4ypB1yf3ULjv6gWOXr7qPU8RjJXAWuiBXenawWWFFaq3bG/5taIMhMPA8Qsco8PjRIcU7v8l/tgusAEq29/p5nScUspVsZ4aZfK2S1s2Slm99QlsoYrqz8ggySKpfNpVsX5kT8sLt0YZCK8F3qC1Pr3Zi1rrFwAXAr+N8Jpiiabuvgy/OIrXt1Y+kCGvbw1BtUh116NUnrg38vNbP6B6z5MuEObjOTC1HCrpQSbhguFdT7b0WlEGwk8DVeAmrfUXgTMAtNZvDv99bfj65yO8pliC2t6tVLZvIihP9nRxhaVSXgIvN0BQGqfQgn1N6o8PYcfLEATQxvWzvUD1pbClGrX7drb0OlHua/wYburMOPC3uOxPAT8M/10E3myMeTCqa4qlmdr0M4LSOF4mj0rIB3ImL7eWoDhO4YFrIh80qd2/C1usQTYlWfgSqVzaBcIHdrW0aGvU+xrfoLU+FjeCfCawDpgE7gEuM8ZMRXk9sXjWr1PY9DP84jiJ/o2dbk7XUekcKIU/NUzxoV/T/9zXR3bu+qN7seV6rMrwRyaTwNYDgoky/tPjJI9szZ1MZIFQa/0S4CZjTBX4r/CP6BLlLbdTH9uJ9WsySNKEUgovt4agOEbh3qsjC4TWWndrXKnjxWB3uqgppVCZBLZcp755uGWBMMo+wuuA3Vrrb2qt36i17t0dqleh4kPXuuV0uUG5PZuDlxskKE9R3nY3/tRIJOe0YyWC8TK27kObKqn0GpVJYis+/rbRll0jykD4eeBJ4D3Aj4AhrfVVWusPaq1l7mAHWb9O8eHr3CBJdqDTzelaKplGJdME5UmKD0czucHfOQm1AJVMxL4K9bKlElD38XdNtOwSUZbh+ijw0TDovRZ4DXA+8Grg37TWdwOXA1cYY2RvkzYqb70Df3IvNvBR6fjtlLYUXm6QoDRJ8aFrGTjr91d8Pn/nBLbmQyq6nGOo0rqAEJWNmcHIzqVSCYLJivul0iKRDx0aY3YCXwO+prVOAS/GBcb34abY/K9WXFfMrfjQbwnKE3jZAbktXoCXHaA2OUR56534hTES+ZX1SQVjZVdyK8K1xc+68i8jO1er7H1zhOVJkwr8wE1BapGWBSSt9TOAlwPnhY+Nn6hqq665QHveA/w1bnVLEfgV8FFjzKLW72itj8YF8vOBDbjlgl82xnx1juNfC/xP4BTAB24EPm6MaV/xO8LST4/fTFAukBg4qJ2XXpXc7XGKoFKgvPV28s955YrOZyfLWD8AKbKwfAkPfEswVcFG/EulIcoyXIdrrd+ltf6a1nozbvOmrwPvAJ4G/hF4BW5KTVtprT+Lq42YBb6Mm9z9duDOcLrPQu9/BnAL8E7cypgvAXngYq31/21y/Adw9RiPBL4K/BT3td+qtT47iq9psepD26mPPo2tV+S2eJFUJo+tFChvvm3F57LFGgQWpH9w+Tzllj5at/tfK0SZEe4IH+u44gtXAr8BrjPGdKxTQ2t9GvAR4Cbg/HB6D1rrS4GfAP8CLDRX4v/DFZV4rTHm6vD9n8R9fX+jtf6+Meau8PlDgP8HPAacZYwZD5+/GLgB+KrW+nRjTFtK75Y230pQLaDSfW3fpGi18tJ5/Mk9lDbfirV2Rd0J1g/cdmUSB1fOWvBb87GJMhD64fl8YATYGf5pXQ/n4vxV+PjpRhAEMMb8VGt9A3Ch1voIY8xTzd4cZoNvAG5uBMHw/SWt9UdwwfBPgA+GL30Ql3l+oREEw+Nv01pfghtVfwGuiG3LlTffRlAp4GVkNtNiqUwfdrSKP7qT+tA2UgcteNMwtxashnj4df8a+TlXjRbtRR1lIFwHvBS4AHcb+Hnc78KJMOD8BvhNB0aMz8NlqTc0ee1a3F7MLwfmqtf+Mtzv82ubvHYTrs9z5hYEjb83O/5aXCA8jzYEQhsEVJ64F1sp4vXFrxz/cinlodI5gmqR8vZ7VhQIVTrhfnoijIdRjsiuCo3vnVKQbs2wRpTTZwq4Td4bt46H4oLi+bhgcmH4/F5jzKFRXXc+Wus08AxgmzGm0uSQRsXHZ85zmsY2Wo/PfsEYU9Na7wCO1Vqnw4zzJFzgbTYIs5jrzWz/XOuyFyp3BkB99EmC4hg2qKNSsqphKbxUDlsrUX364RWdR+VSrn+whetke16je0LRsmWKLes0MsbsAr4HfAX4Ji4wKKCdQ5frw2vOtUygces63xyJRi37+c7hAY1f0xuAcWOMv8zrRab61IMEtbKrRC3TZpZEpXLYapnqUyurEaIGMq5v1m/NLV0s+AEkFKov3bJJ6ZHnmWGf2u8Br8TdAq7BBaMncCO20dc5mltjv8Rm2eDM5+dLl5Z6jvQKrzfNGPPsZs+HmeLJC72/8tTD2FpJssFlUOkswViZ6p7NBNUyXnp530NvQ96VnC9KIFy2egBJj8SG1s16iLLowpdwwe949vWK3I4LfFd2aDVJKXycawPZxuYR81XFWeo5Siu8XmRquwy2WkblYtanFAUvCcrD1srUdj9G5qhTlnWaxMY8KuW5D7NYFlt3SxS9Da0b8IsyI/xzoIBbRnclcJUxZk+E51+OcSBg7lvRNTOOm0vjlni+c1igMUVoBDhYa62aTJFZzPUiUxt+AutX8ZKykfhSKaVQyTS2XqU2smP5gfDINZBKYOs+NrCy3ng5qq5gReKoNQsfu0xRBsLX4EaFO7JypBljTFVrvQU4WmudMsbMno3ZGHR4aJ7TPDLr2GnhEsKj3KVMMOP4I8PnZ2+Wu5jrRSKolvAnh7D1GkoC4bI0AmF9dPll4tWaLN6aLCqZcB9o2bhpyWzVx1uTInF062Y+RDlq/AuYXor2PuC5uNUXw8D9wPeNMVujut4SXAe8H7eN6HWzXjsfl839bp73Xx8ecx5uid1ML8bdBt8063oXhMd/s8n1mHV8S9RHn8L6NfA8lCfln5ZDJVLg16iPNJ1iurhzKEXyuA3UHx/GVuooCYRLYq1137dMkuSxrdt1MdJRY631ewEDfAK3WuN84K3APwAPaa3/MMrrLdLXw8fPaa1zjSe11m/EBbIrjDFz/soPX/sV8FKt9RtmvD8HfDb855dnvOW7uEGRj2mtN8w4/vnA24BNxpj5Am8k6iNPuiKsCamKvFzTGeHIjoUPnkfymQejsklsuTXLw3paxUclPLw1WRJHtW6yRZSDJS/AVZ0p4SZT3wA8hZtofR7wP3Brcx80xtwR1XUXYoy5RWv9ZeAvgHu11pfhbl3fCuzG7afS+BpehpvzuMkYc9mM0/wVbq3xj8KleU/iVpuciFtBsmnG9bZrrT8GfAG4T2v9Q9zUmncCNfatQGkpvzACfl32JlmJRBIb1N33cgVSzzrYzX8bLa14yV7c2HINlU26XyYt7F+N8lPyYdwH/SUzA0Podq31z4FbgQ/hCh6001/i+u7+BBfUhoFLgE8YY7bMOO5lwCdxBRqmA6Ex5lGt9TnAZ3BTg7K46jPvZ1/GyYzjv6i1fgoXZP8MN5ByTXi96PeLbCIoTYD1QW6Ll02pBAQ+QXllg/zJkw5CDWZh5wRUpJ9wKWyxhjeYJXXa4S29TpT/I+cClzcJggAYYxrZ2EsjvOaihKO3Xwr/zHfcp4BPzfHaY7hb28Ve8wfADxbdyIgF5Uls4IOSQLhsXgIbBOH3Mlh20QqVSpA69TD8HWPYYlX6CRfJ+gGU66hDU6TPOLKl14qyj3AAV25rPk/TgTJccRSUJiAIZKBkJTwPbABBQFBZWVaYPvsoVH8aW6i6klJiQbZQReVSJI9ZT+Lg1m44FmUgfAJ44QLHnIvrNxQtZmsVrA3cQnWxLEqFHw8bYGtzLRZanPRZR+ENZF0ZqWqz1ZdiNjtVRfWnSZ97TMuvFWWOfjmuNt/HjDGfmfmC1jqBu+U8C/jnCK8p5tKCADhc6P5Rzw35VoySqxUPcHh9adJnHIG/awI7WUFl5PZ4PrbmQ6WOOnSAzItWUAZtkaL83/gs8Bbgf2mt34mbTzcOHIHLFI/FFW/9XITXFPOIOhae8cWm3b9dZdsnz2rNiSP4ZmbOO4HKjVvxnx7Hru+TVSbzsJMVVD5N6pTDWn5bDNFOqB7VWp+LK03/exxYaupXwAeNMcNRXVPMQymkLHKUVv69TJ1+BInDBvH3Trn+r4HMwm+KIWstdrKCd8gA2QtObMs1I83Pw8nHrw639Hwebm3tBHDPXBWgRWtMD5JIx/yyTQ9qKBXJNCTlKTKvOJH69lGCsRK2Py1zCpuwhSokPBKH9JM+++i2XLMlHRXhlp5XteLcYnG83Jpw+od0zC9b4IdB0MPLDkRyyuwFJ1H60X0EwwWo1CErK39mstZix8t4a7JkX6ldhe82WFEg1FofjBsEeR2wEbfi4lLgc2HFatEhXm4Q5SXceuOI3PXfT4/sXKtC4KO8hNsPOqKNr7w1WTIvPZ5gqEAwViZxqATC/ZTrUA/w1uXIvvKkhY+PyLIDYRgEb8dVWWnk98fjVphcqLU+1xjTlrp74kCJvrXudi7CjLA1I7LdywZuZU6iL9ryT7nXP5vytY/BttHpggLCCUZLeGtzZM47EW9tbuE3RGQlv+Y+DByNKzLwTKAPOB23Z8lzcJupiw7x+taCl8T69U43ZfUK6igv6boZIpQ4fJDMC49BDWYJRksLvyEmbLkGVR+1JkvuoqbF2VtmJb+KXgXcZox574zn7gsrtDyEqz7z2abvFC2XXHsYKpGK9NY4bqxfg0SK5NrDIj937vdPoXLTVvztkhU2BCMuG8y+/IS2TJmZaSUZ4VHAjbOfDDctugZXmUV0SHL9Ua4EV+DLgMky2XoVlUyTXH9U5OdOHr2OzIuORa3NSVYI2FINaj7e+hy5N5/a9uuvJBDmcKX5mxnCrT0WHeJl+kgMbJiuqSeWbjoQbmjNFI6+t56Gty4H5boLBDFlrSUYKeKty5G54KS2Z4OwskDoMfe21XaF5xYRSG14BiohgXC5rO8CYapFgTBxxBqyF5yEty5HMFKMbTEGW6iBb/E29tP3lvZngyDBqqelDjoWlcpg6ysrGBBH1q+76TOJNKmNx7TsOn1vPRXvoDz41k0kjhlrLXakiLe+j9zrT27rSPFMEgh7WPqIk1HpHLYqfVBLZWtlVCpL6qBj8LKtu1Xz1vWRu+g5eBv6sCNFbBCvrNCOl92exUcMknt9e0eKZ1rpUNUbtNbHNHn+dACt9QHVmwFrjPnjFV5XLEL6iOegUllsrSwl4pfI1kp4qRzpI1r/4cy9/mTKv36UYLyMHS+j1nUmK2o36wcEoyWShw/S947nuu0MOmSlgfD08M9c/rDJcxaQQNgGqY3HkMitoe55UK9CShb5L5atlvD61pBpQyBU2RT5d53B5D9dj//UOHYgg0r2/s2aHSnh9adJ6oPJvPyEjrZlJYHwfZG1QrSE8jzShz+L6q5HCapFEhIIF8VaS1AtkVhzaFsyQoD0i48l9UtDMFEmGC6SOKT9I6ftZCt17FSFxNFryf/RWR0vSbbsQGiM+VaUDRGtkT32TIoP/pqgUoC87JKwGLZWRnkJEgMbSR82u5pcayhPkf+js6iZPfhPjGFLtY7eKraStZZgqIC3ro/MS48n9axDOt0kGSzpddkTzkFl8gSVQmynZyyVrRRQmTzZY8+MrNjCYiRP2Ej2lRpvfR/BUO/+f9nJCgTgHdJP/t1ndLo5gATCnpc+7FkkBja6SjS1cqebsyoElQJeJk/2uLPbfu2+dz4X77AB8JQbUe0x1g9c3+DGPH1vOx1vfV+nmwRIIOx5yvPIHnMGXjaPXeFObHFgA9+NGGfy5I4/p+3X9wYy5P/geSQ29mNHS9h60PY2tJIdKaH6UqRO3Ej21e3pdlgMCYQxkNMvRmUHCMqTnW5K1wvKU3jpHKlDTiC5rrWbis8lc96JpJ5zKGog4wq49ghbrmMLVbwNfeQ/8PyuGhnvnpaIlsnpl+BlB7H1miy3W4AtT+JlB+l71ss71gblKfIffD7ehrxbh1xc/f9n0wMk63NkXn4CqZM7P0AykwTCGEjkBskeeyaeZIXzsuFG7irbT9/J53W0Lclj1pO78Fl4G/IEQ6t/xYkdL4MC77DBrhkgmUkCYUz0PevleLkBgtJEp5vStWxlyi2r2/gMUod0vopc39tOJ3HUGlTKw46tX/nsqgAAHRZJREFU3mWSth5gR0skNvaT/4PndWw98XwkEMZE37NejpcdwNarUoRhDkFpnERukL6TL+iK5YgqlyL/vrPxNuax42VsdXXWlQyGCqiBDKlTDiVzXud/wTQjgTAmEv3ryZ34QrzcIEFxvNPN6TrWr7tpM7lB8qe9ptPNmZY+52jSZx3tCriuwrmFtliFSh1vY578B87p+AqSuUggjJH8aa8h0beGoDSx6j5QrRaUJ/AyedJHPJv0wcd1ujnTlFLk3382iY15qAfYqdUzcGKDcIBkQ57c604meUz3rmySQBgjOf1SEgMbAbDVYodb012C4jhebk1XZYMNiUMGyL3lNLyD8tjhItZfHXML7VgJlUqSeMZa+t5yWqebMy8JhDHipTL0PfsVeH1r5PZ4BlsrY/0aXt8a8s/5vU43p6nc604mefwGVC6FXQV7nNiq7zZq35gn/76zu37dtATCmOk/4w14fWsJyhOyqVPIL46R6FtD3zNfRqJ/faeb05RKJ+j/wDl4G/uwkxVspXu3aW3MGVRrc6TPPor02dFvfhU1CYQxkz78ZDJHnIyXyUtWSDh3sDiO17eO/jPf1OnmzCv1nEPJvOR4V5Rhb/cOnNhCFeoBiY158n98dleMwC9EAmHMKKXoP+NNeH3rCIqjXfthapegPIEXluTPHntWp5uzoPx7z8ALd3mzk903DcoGFjtcxNuYJ/f7p5A4ZHVsZim7SsdQ/tRXMfqrf8Ef34WtFlGZfKeb1BHWWoLCKIn+DfSf8ca2ltxaLm9dH31vP52pr9xKsGuSwO+uX2SNzeqTx64nd9FzOt2cRZNAGENeJk//aa9lbPQpgsIoXlwDYa0EQd0Fwude1OnmLFr2Vc+kcu3j1Mp1bL27+nlV0sNbmyP/vrNQ6USnm7NoEghjqv/stzB5+6VUJ4emNzKPm6Awite3jvypryKRX9vp5iyaSnr0/+1LKF/9CHThVJrEsetJn3Fkp5uxJBIIYyp98HFkTziH+sQe/OIYycGDO92ktrJ+jaA8SfrgQxg4+62dbs6SJY9aS/+ftL9eYq/q/k4R0TIDz38bifx6N2gSdF9m0UpBYQwvO0jm2DNJH6Y73RzRYRIIYyx34otIHXwcXipHUIrPVBobBPjFURL96xk8522dbo7oAhIIY0x5HoMveAdefj1BYSQ2U2mC0jheKkPqoGPJPbNzBVhF95BAGHP5019Hcu1hgIrFniZuyswIXn4DA+e8Y1VMmRGtJz8FMeelc/Sf+SYS/evxp0Y63ZyWawT75JpD6H/u6zvcGtEtJBAKBs5+i1tjW68QVLt/Qf9K+FMjJPLr6T/zTXiZ7thKUnSeBEJBcvBg+k55tesrnBrudHNaJqiWoF7B61/PwPNlkETsI4FQADD4wneRyK8jqBR6dqe7YGoYL7+e/Kmvjt28STE/CYQCgPQhJ5A76UUk+tbgF3qvr9DWqwSVAon8OgZf+Aedbo7oMhIIxbTBF/6Buz0ujmP97q13txx+YYRE3xpyJ72I9CEndLo5ostIIBTTMseeSeaoU/Cy/QTF0U43JzLWr7uag/n1kg2KpiQQimlKKQbPfTeJ/g34hd5ZdhcUR/Gy/WSOOoXMsWd2ujmiC0kgFPvpO/l8Ugcdi5fK9MSyO2sD/EK4nO7cd6+Kasmi/SQQiv0oL8HAOe/Ay28gmBpe9cvugmJjOd1x9J18fqebI7qUBEJxgP7nXeSW3SkPW57sdHOW7cDldKunUKhoLwmE4gBeOsfAWW92y+5W8VQaW54CFMm1h8lyOjEvCYSiqYHnv5VE/0bwawSrdDN4vzBMon89A2e9WZbTiXlJIBRNJfo3kD/tNXj5dQSrsBiDW05XJdG/gYGz39Lp5oguJ4FQzGngBe8k0bc6l91NL6c77TUkBjZ2ujmiy0kgFHNKH3wcuRPPDZfdrZ4J1m453RSJ/FoGznnH/9/enUfJVZZ5HP/eW3tVd9KdlZCFLB2eQEIIS4BAgigI5AgoigsRdXRcRlAH3FARFNAZF0TEBQfGcURE3AdGRIZh0UEHl1GR9ZHAAZFFWRJI0t3ppe788b6VrjS9VHXX0lX1fM7hFF11q+qt3K5fv/utd3FMA7AgNGNqX7fJL7vbSpSfWpeOHM3gji2Ememku9bZcjpTEgtCM6b0skNJzhPCVJZ899Z6F2dcUT5Pvnurvx6J1QZNaSwIzZiCIGDaYae6q93t2DLlJ1jne7YSJjMk53aR7jq83sUxDcKC0Iwru3ojsel7uAnWU/i6Jm4C9RbCnNt41a5HYkplvylmXGEiRdtBryCW65zSgybRzh1ARGzabHL7n1Dv4pgGYkFoStK+9hTCXCdRXw9R/856F2dE+e4thNkZtK050SZQm7JYEJqSxDvmkV3xImLZDgan4F6FbspMN7HsdNoPfU29i2MajAWhKVnbIa8mzHW4Hayn2F6F+e6thJlppLsOIzFzUb2LYxqMBaEpWXrxwSTmLCNMpsn3Pl/v4uwSRRGD3VvdBOqDX1Xv4pgGZEFoShaEIe0HnUyY7SQ/hQZNot5tBLEE8c4FZOTIehfHNCALQlOW3JoTieVm+F1ppsbF4Ad3bCGW66TtwJMIYvF6F8c0IAtCU5ZYroPsvi8hzLq+wnqLBvqI+nsJM9NpO/AV9S6OaVAWhKZsuQNPIsxOJ9/zHFFU30GTfPdzbpBk2aFuV21jJsCC0JQtvfhgEjMXESRSRD3128o/iiLyPVuJZafTdqDtQG0mzoLQlC0IQ3IHnOjmFPbUbyOGaOcOCEJi0+aSXXFU3cphGp8FoZmQtv1PIExPI+rrJRrsr0sZ8j3PEWank1t9PEE8WZcymOZgQWgmJN65J6nFBxKm28j31H5OYZTPk+/dRpiZTm71xpq/v2kuFoRmwnKrjyfMTK/LheDzvdsIExkSs5eQnL+y5u9vmosFoZmw7MpjiGU7YHCAfH9vTd97t2ZxENT0vU3zsSA0ExbLTCOz93rCzDSiGjaPo8EBor5uwnQ7uf2sWWwmz4LQTEp21TGE6Wnke56v2e7V+d5thKkcyfkrScxcWJP3NM3NgtBMSmb5esJcB0RRzfYpzPduI0xPI7vy6Jq8n2l+FoRmUsJUlszyIwgz7UQ12JFmqFncRnblMVV/P9MaLAjNpGVXHl2z5nG+dxthMkdy/r4kOudX9b1M67AgNJOWWb6eMDsdojwM9FX1vaLe7YSZdrL7vLiq72NaS9PvWSQihwMfBw4CEsBvgAtU9WdlvMYy4FzgpcAcYAvwc+BCVb1z2LFZYBuj/5H5gKpeVObHmNLCVJb00rX0P/MI+d5txBKpqrxPlM+T79tBvGMeGVtSZyqoqYNQRDYC1+GC61tADNgE3CIir1TVa0t4jdW40JsO/AS4F1gGnAycICIbVfXWoqesxoXgrf55w/1y4p9o6srIkey460YGtz1DrH1WVd4j2rmdIJEmPmsvErOXVOU9TGtq2iAUkRTwNeA54CBVfdTffzHwa+CrInKTqnaP81JfwYXgJlX9dtHrHwPcCHxNRLpUtbAf1Rp/e0Xx8c0us/cGwlSOgS2PEQ0OVGWD1HzvdjdIsuJFNonaVFQz9xG+BpgH/EshBAFU9UHgS8AewJg7eYrIfOAI4PfDQ01V/xu4DVgCrCp6aH9/u1uTudnFp80mOX8lYTJHvgoXgY+iiPzO7YSpdjKyoeKvb1pbMwfhS/ztzSM8dvOwY0YzAHwA+NwojxcmzrUX3bcG6AW0hDI2lczywwnTOX+h9cqK+nsJgoAw10FqweqKv75pbU3bNAb29rebR3jsIX+7YqwXUNW/AiMObIjIXGADLizv8/eFwH7Ao8BHRGQTsBj4G/B93CBNyTsUiMg9ozy0rNTXqKVM1zq2ptrIb3uaKIoq2nyNdu4gSLWRWXoIQTxRsdc1Bpq7RjjT3z47wmOFMOqYxOtfCrQB16hq4T26gBywHHgrcBOun3IH8F7glyLSOYn3nNKS81cSa59FEIRE/ZW9sJNrFudId62r6OsaAw1WIxSRzZRQG1LVACjs1DnSuq/CfekJluMLuD7IvwBnFT00GzeqfD9wmqr2+OMTuEB8A/BZXEiOS1VH3F/K1xT3nUjZqykIY6SXHkL/k39yzeNktiKvG+UHifp6CWfkyCw7rCKvaUyxhgpC4EFcU7QUhSpJEhi+hXJholtZvfo+0K4A3gQ8BWxU1acLj6vqL4AXhJeq9ovIu4BTgNeJyDtVtT7bOldZeulatv/2h+4Sm+3jH1+KqK9717SZeOeelXlRY4o0VBCq6nFlHF5ornbgmqbFpvvbcvrrOoAfAUfh+gCPVdX7S32+qj4vIoobTJmLq002nfSStW4azdbHifJ5gnDyvS/5nd1u0vaStRUooTEv1Mx9hIWQGqkpXbjv3lJeSEQW4iZCHwX8AThspBAUkcUicpSIjDajOOdvp8aV0asg3jmfeMc8gniqYv2EUd8OglSO9JKDKvJ6xgzXzEF4m78daYpMYf+m28d7ET86fAuwD/BfwAZVfXyUwz+IW1HydyO8zgLcnMOHVPWZ8d63UQVBQGrJWsJUtiLTaKL8IFF/H2EyQ3rxwRUooTEv1MxBeC3wDPBuEVlauNOvGz4DeBL4QQmvcxVuNPgG4ARVHatf8Rp/+34R2dWZ5dcfX47ririknA/RiNKLDyBIZsn3jbdoZ3xRXzdBMk1i1mJibTMqUDpjXqih+gjLoarbReR04NvAb0WksDLkVGAa8EpV3XWhDRFZjKvJbVXVS/x9xwKFTe8eAM4RkZHe7kpVfUhVfy4iXwTeDdwjIt/DDdQcDyzFzSX8ckU/6BSUWrSGMJlhoL+XKMoTBBP/e5vv6yFMZkntdUAFS2jM7po2CAFU9bsisgX4KG6ktw/4PSPvPrMY+BjwCEO1tuILYrxnjLe6HT9JW1XfIyK/xtU6X+8fvw94J3B50ZrkphWfsZBY+2yCpx9xK0ImMY0m6usmbJtJatH+4x9szAQFtbrOhKkcEbmnq6tr3+uvv77eRRnVU985m+f/92qCWGLCu9FEUZ7+J/5Eco/l7HnmtSRmLKhwKU0TmtBypmbuIzR1lFq4mjCZmdTIcdTfSxB3QRq33ahNFVkQmqpIzl9JkMiQ7+ud8Pb9UV8vQSJDcsEq23bLVJUFoamK5LwVBMm0274/X+pioN1F/T2EyQyp+SOuNDSmYiwITVWEyTTJuV2EiTRR38Sax1FfD0EyTXLBqvEPNmYSLAhN1STnryJIZsj3945/8DDR4ABRfoAgniY1b58qlM6YIRaEpmqS84QgkSaaSBAO7CSIp4jPWECYqdDuDcaMwoLQVE1y3opdQVjugEnU30uQSJOcN+beucZUhAWhqZrk3C6CRAqiqOwBk6i/lzCRJjlvxJU8xlSUBaGpmiCeJDl76YSax0M1QgtCU30WhKaqEnOXEyZSRP0jbRQ+sijKEw30EcRTJOcur2LpjHEsCE1VJeYuc3sTDpQRhP07CWIJwlwnYdvM8Z9gzCRZEJqqKvQTllUjHNhJkEiRnLvMVpSYmrAgNFWVmLt8V40wikrbeCfqd1NnEnO6qlw6YxwLQlNVsfbZhJnpBLE4DJR4vSpfI0zMWTr+scZUgAWhqaogCEjM2qusfsLCQEli1uLqFs4Yz4LQVF1i9hKCeLKkIIzyeaLBfoJ4ksTsJTUonTFNvkO1mRrivkY4sO0p8r3jXdAp70aMsx2E2Y6alM8YC0JTdamFqwkz7cTjyZKOD4KQ1MLVNmJsasaC0FRdeq8D2OMd32Rwe2lXMQ2CkNSiNVUulTFDLAhNTdjmqmYqs8ESY0zLsyA0xrQ8C0JjTMuzIDTGtDwLQmNMy7MgNMa0PAtCY0zLsyA0xrQ8C0JjTMsLyr3Moqk/EXk+mUy2L1q0qN5FMWZK2bx583+q6knlPs+W2DWm7r6+PjZv3vxovQsyScv87YN1LYVp+fNgNUJTNyJyD4Cq2kLkOrLzYH2ExhhjQWiMMRaExpiWZ0FojGl5FoTGmJZno8bGmJZnNUJjTMuzIDTGtDwLQmNMy7MgNMa0PAtCY0zLsyA0xrQ8C0JjTMuzIDTGtDwLQmNMy7MgNMa0PAtC0zBEJBzrZ1MbI5yHoF5lqRTbqt80BBEJVTXv//8U4DpV7atzsVrOsPNwBHCHqg7WuViTZn9RzZQ37Mv3IeC7wEf9zw1fG2kUw87Dh4H/AI71Pzf0ebAaoZnShn35LsAHIJAFUFXbPqkGhp2H84Fz/UMLofHPg9UIzZQ17Mt3IS4Efwj0AssLx9SvhK1hhPNwLvBT//Ae/n6rERpTaSISK/Q9+S/fOcBXgMuBpcAe/svX0DWRqW6U83AZcCOwjqFLgYZAw/YV2l9TMyWIyFIRWVH4uejLdz5DIfhZVf0j7guXVdWo0CRr9BrJVCEis0Wks/Bz0Xm4gKHz8E/AzUA3MG3YcQ15HiwITd2JiAB3AReJyD5F95+Oa4Z9EbhIVR8RkRjuC9gpIjP8cWFRIM6w5vLEiMga4P+AtxSHoYicheuW+BLuPDyG66PtB2YWHRcM/8Pkz9eUZ78wZiqYDzwIvBQ4rygMvwl8GLhUVR+GXTWPx4B2oMPfV+i/ehnwb8CRtSx8EzkOWAC8F9hU+EMD3A+cD1xSOA/A88AzuC6KnG9CF0LwROBKEUk1ytQaC0IzFfwMOAv4NfBaXBjur6rbgM+o6oOwW7PrOSAGZAovICLH4r6sJwFP1LDszeRS4CNAGvgYcKqITFfVG3Dn4aHCgaq6E9jij00UNY2PBc4DXo8fUW4EFoSmrnxzahC4DRdkv8SF4YdEZOWwplbh93U7rmk2xz92PPBp3Ejy/qqqNf0QTcB3L/QAlwAX4wZSPw6cJiKd/jFEJCj6g9QLdOKnMonIcex+HjbX9lNMnAWhqStVjYrC8Ge4PsHbgVOAc0RkVeE4hkaIH/G300XkMFzn/TJgg6reVdMP0CRUNe/DsBf4PPBZXD6ci6sZzvTHRUAhCJ/wx8wRkRcBn8KdhyMb7TxYEJqaGz6Y4cMwpqr9qnorbq5gH3ACLgz38cfl/VO2+tsNuBDsAtb7EWVTouEjvD4M46raDXwG+AGu1v0R4HWFAZSi8/A3XM3xSFxTehkNeh4sCE3NiMhK39zNF4dhUY0QETkUOBlIAH9mqM9w36KX2uJvzwIOxtUEG+7LVy8ispeIzC/UxovuD1R1wP+4BlgBDOCavx9j9wEUcE3jBPBJYC0NfB4sCE1NiMgy3BSZG4vDcNjUl/W4msjhwMtwHe6FPsNzi8Lwz7i5hH3AYap6Z40/TsPy/4Z3AZ8uDsMRzsPFuAnTLwfOxtX8CgMohSkz9/vbiAY/DxaEplaeB24F9gS+IyKrVDVfNPVlPa5mcThwvKreBNyHG0D5BUNhuML3P50BrFLVe+vwWRrZMlzXwitxNe0FfmL6SOdhox8x/jouGGO4MHydiLQBv/WPrVXVe2r/USoniCJboWRqQ0RmA1fgprjcB5yiqveJyJHAhbgv33GqeovvqxrwE3JfjPsCHoJb0XB60Xw2UwYRSeN2jPkEsA8uyM5T1SdFZIO/v/g8JFS13z/vfbg5hjtxAyqfA2Kq2l+Pz1JJFoSmpoaF4b24pvAbgKNwNcGbC4v8CysVfBgehZvaMR/Yz69uMBMgIilgI3ABLgz/FbgJV8s+kqEQLJyHwm0aOBM3QPUQria4ZeR3aSwWhKbmhoXhDiAJrFPV3xUv8vfHFofhBuBhqw1O3rAwXIWbCjMbN+DxqxHOQyEMM8DpwI+bab6m7T5jak5VnxKRt+Pmo52Imxf46CjHFs8zvK12pWxuqrpTRG7wP54LHABcD/zG3xcNO75QM+zBNYmbitUITd2IyBzctlqFPsNTVfWPxfvfmeryzd2NuFUkK4BvABeq6qPFmyg0Oxs1NhVVzs4vqvo34G3Adbi+qqsLo8m2g8zEFO36UtJ2WH4lyU9wg1EKvBn4aGE0uVG31SqX/bKZihCRWTDUhCr1ear6FENhuC9wTdE8w5b4ElZYwt+2F9851nZYfgOFG3CbJdwHvAU3VekFk66blTWNzaT5/QS/B3xNVb/g7yureTtsAOVJ4GhVva8a5W1Wfl32e4CVuNUgPwX+R1V/VOLziwdQuoAfAR9Q1cerU+Kpw2qEphIi3MjjW/xmqhOtGb4VN+l6D9yqEVMiETkY+Dlu4nkWd07OBH4gIpeJSPtYz4fdaobn4PYaPJYWuRSCBaGZFB92fbhJtvsB/ygi74AJheHTwGuARYU9CM34RGQubvfoB4FNqnoAbhT4aNwyuHcAV/lljmPyYXiTf86hqtoSezta09hMmogsB+4EHsA1qbYC56vq5f5xGwWuInFb7N+O2zz1An9fYUXIStwE6BPxAWfzMF/IaoSmEtpwOxV/C/gH3AV9zvVzBcuuGZqy7Y1rDt8Nrq/Ph2Dg1wC/D7gGdymEz4tIYSPVhrieSC3YL6eZFD+ieJL/8XbcHnbvx11PxMKwNu4GevDnwU+W3jUH0O8U/THgx7jdZD7t72+I64nUgv1imknxX7YYbqncnX5Tz6twi/MtDGvjadzKnNNE5LUwtCKncICqPoC7ENYDwBki8oq6lHSKsl9KUxYRecGyTFU9D3gV0Ov7A3cAV2NhWBN+YvrZuE1UTxeRdf7+XWFY1Ew+wz9tXV0KO0XZYIkZl4jsD5ytqpv8z7sW5A9fnD/seTlgE24vu624pVs2gDJBIrIUtwvPUcDDwL2qeo1/bBauxncmbv7fJ1T1D/6xwsYVCdyE6z/grg29AdjeKsvoxmJBaEZV9AX6FPBB4Juq+ib/2KgBOOw1isPwKdy1cS+tZrmbkYgcghvwmIsLs9D/d56qfsIfsy9uDuCpuOu+XKSqd/jHUn5qDCJyD/BXVX1JzT/IFGVNFFOKwpbsbxCRq8F1tJcy6ljUTD4TWAy8XUQ6qlXQZiQie+OC7Vlc03YFbuJ0H/D3IrIQwO/WfTFu9P5k4J9F5NX+sUIInoy73vDdIhJvheVzpbAaoRmXnyB9Ge5iPWngKlV9o3+s1JphG64f8Veqev94x5vdauSfxO0B+DZV/X7R4xfh+mGXAI8VLrzkJ06fDrwLt9XZt4FbcGu5T8L12663SetDrEZoRlVU45uDu3LcGbi9A08TkSuhrJrhduBKC8HSFfXdrQOew+0XWDxglcJdUvO1uJUjXxGRo4HHVfV9uGtDb/a3X8cF4w7gGAvB3VmN0IxLRK7Hbcs+R0TmA3fgtswvu2Zoyuf//dfgLlHwrL8vgduodvjo7zPAV3H9g8/55XezcWvB/wQ86td1myJWIzRj8qORnYCKSM5fK+QI4C9MoGZoSlfUf3cnMA83yltwFi4EL8Ot8V6O27TiWdzqnsIUmr+q6t2qeo2q/s5CcGQWhGZMfiOEr+OmY+wQkaSq/hlYj4VhVRU1jb+Mu+LftUUP340bgDpfVe/xTd1v4a4GOBO3eYUpkTWNzaiKl2mJSNavGtnVDBaRRbhldQvYvZkcL3Tcm8oq/rcVkTZV3T7sPO0F/N7/d7w2waU2a8GC0EzIKGH4DVV9c52L1pJk6CpzcVxN/Veq+vJ6l6tRWNPYTEihGVzUTH4YeJOIXFbfkrWOYWuJC6t03gjMwP1xMiWyy3maCSsOQz9t4zrciKWpjcNEZC1uwvoAbmeZs4DHge/Ws2CNxprGZtIK/VbWN1g7funiv+MmqT+Ba9114pYxblTVu+tXusZjNUIzaUXhZ/MIa8SP4H8Ktw/hAty1Re4ArrAdqMtnNUJjGpi00EXYq8kGS4xpEraBwsRZjdAY0/KsRmiMaXkWhMaYlmdBaIxpeRaExpiWZ0FojGl5FoTGmJZnQWiMaXkWhMaYlmdBaIxpeRaExpiWZ0FojGl5FoTGmJZnQWiMaXkWhMaYlmdBaIxpeRaExpiW9/+3sXaMsJ2d3QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 255x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for stuff in ['freq_score', 'power_score']:\n",
" for vs in vss:\n",
" base, stim = results[stuff][vs].dropna().values.T\n",
" plt.figure(figsize=figsize_violin)\n",
" plt.ylabel(ylabel[stuff])\n",
" violinplot(base, stim, colors=[colors[labels.index(l)] for l in vs], xticks=vs)\n",
" plt.ylim(-0.35, 0.5)\n",
" plt.yticks([-0.25, 0, 0.25, 0.5])\n",
" despine()\n",
" fig_path = output_path / \"figures\" / f\"{stuff}_{' '.join(vs)}\".replace(' ', '_')\n",
" savefig(fig_path)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [],
"source": [
"def plot_speed(results, stuff, colors, labels, filename=None, show_raw=False, ylim=None):\n",
" base, stim = results[stuff][labels].dropna().values.T\n",
" base_bins, stim_bins = results['speed_bins'][labels].dropna().values.T\n",
" \n",
" base = np.array([s for s in base])\n",
" stim = np.array([s for s in stim])\n",
" \n",
" if show_raw:\n",
" fig, axs = plt.subplots(1, 2, sharey=True, figsize=figsize_speed)\n",
"\n",
" for b, h in zip(base_bins, base):\n",
" axs[1].plot(b, h)\n",
" axs[1].set_xlim(0.1,1)\n",
" axs[1].set_title(labels[0])\n",
"\n",
" for b, h in zip(stim_bins, stim):\n",
" axs[0].plot(b, h)\n",
" axs[0].set_xlim(0.1,1)\n",
" axs[0].set_title(labels[1]) \n",
"\n",
" fig, ax = plt.subplots(1, 1, figsize=figsize_speed)\n",
" plot_bootstrap_timeseries(base_bins[0], base.T, ax=ax, label=labels[0], color=colors[0])\n",
" plot_bootstrap_timeseries(stim_bins[0], stim.T, ax=ax, label=labels[1], color=colors[1])\n",
"\n",
" plt.xlim(0, 0.9)\n",
" plt.gca().spines['top'].set_visible(False)\n",
" plt.gca().spines['right'].set_visible(False)\n",
" plt.legend(frameon=False)\n",
" if ylim is not None:\n",
" plt.ylim(ylim)\n",
" despine()\n",
" if filename is not None:\n",
" savefig(output_path / \"figures\" / f\"{filename}\")"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_speed(results, 'mean_freq', \n",
" colors[:2], labels[:2], filename='lfp_speed_freq_11', ylim=(7.3, 8.3))"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_speed(results, 'mean_freq', \n",
" colors[2:], labels[2:], filename='lfp_speed_freq_30', ylim=(7.3, 8.3))"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_speed(\n",
" results, 'mean_freq', \n",
" colors=[colors[0], colors[2]], labels=[labels[0], labels[2]], filename='lfp_speed_freq_baseline', ylim=(7.3, 8.3))"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_speed(\n",
" results, 'mean_freq', \n",
" colors=[colors[1], colors[3]], labels=[labels[1], labels[3]], filename='lfp_speed_freq_stim', ylim=(7.3, 8.3))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Power Familiar"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_speed(\n",
" results, 'mean_power', \n",
" colors[:2], labels[:2], filename='lfp_speed_power_11', ylim=(5, 35))"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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TUs23kaKRHE6nnYsu6Wfd+valbs6ptqBvapJDIYQQouHKZZ1KxVq6QMpunxnkXRZCCNFwtUXBnE47drtMGT0TSEAhhBCi4Qq1RcFkhscZQwIKIYQQDSc1KM488k4LIYRouEJ1yMMlPRRnDJk2KoQQouHy1SmjPv/CTjOlksauHRPY7TbO3dgptSxOA/IOCSGEaLhCfchjYT0Uu3dNEovmAdC0cS68uE/WA1nmZMhDCCFEQ1UqOqWyjqYZC8qhyGZLRCZz9duJeIHDBxONbKJYBBJQCCGEaKh8voJW0bE77Njt8z/NHDpwbPCwf1+MVLLYiOaJRSIBhRBCiIY6kpA5/1NMIV9hYjxTv12rYWGasOONcTTNmO2uYolJQCGEEKKhajUoFpI/cfhQgtqKED6fi/Mv7D3yuIUK6puTjWqmaDAJKIQQQjRUPl9B03Sc8+yhKJU0RkfS9dur14RpbfOzZu2RFX3HRjOMj2VmurtYYhJQCCGEaKhCYWE1KAYPJTEMq3vC7XHQ0xsCYM26VppbvPXj3tw1SSFfaVyDRUNIQCGEEKKhFlIls1LRGR5K1W+vXh3G4bDub7fb2HxeN47qImO6ZrBj+3g9+BDLgwQUYppkMsm9997L9ddfz5YtW3j729/OF7/4ReLx+IzHJxIJvvjFL7J161a2bNnCO9/5Tr7zne+gadqcnu+RRx5BURTuvPPO4x535513oigKjzzyyLxfkxDi1NF1g2KhglYxcDnn3kMxPJhC162ES6fTTt9A87T9Pr+LDRs767dTySIHD8z8uSSWRsMKWymK0gp8FrgRWAVMAj8BvqCqauSoY9uAu4H/BvQAh4HvAf+oqurczkSi4TKZDB/60IfYv38/V1xxBVu3buXAgQP84Ac/4Mknn+RHP/oRPT099ePT6TQf/vCH2bdvH+94xztYtWoVv/nNb/iHf/gHtm/fzte+9rUlfDVCiKVQKFTQdANsYHfMrRCVrhsMHk7Wbw+sbplxyfPunhCxaI6xUSuH4uD+OK1tfsJhX2MaL05KQ3ooFEVpBn4N3A4MAV8H3gBuA15TFGVgyrEtwC+r+14B7gPywL3AQ41oj1iY+++/n/3793Pbbbfx4IMPcscdd/Dtb3+bu+66i8nJyWMChG984xvs3buXu+++m6997Wvcfvvt/O///b95xzvewZNPPslTTz21RK9ECLFU8lMqZM61suXIcJpKRQfA4bAxsKpl1mOVDZ34fK767R1vjNfvO5tKRWd0JMWrL43w82f28fqro5TLx7+PmL9GDXl8HtgA3KOq6rWqqt6hqup/wwoaeoG/m3Ls3cAm4P9SVfUDqqreCVwCPAL8d0VR3t+gNol5Gh4epr29nY997GPTtr/nPe8B4NVXX61vKxaL9R6LP/7jP65vdzgc3HHHHQA89JDEh0KcaQr56nDHHPMnDMPk8KEjhaz6+ptxu2cfKnE67Wze0k0tVikVNXbvmsQ0p+dTaJrO2Gia114Z4b9+foBdOyaJxfLouklkMscLzw2SSZfm/wLFrBo15LEGmAC2HbX9B1i9FVcAKIriA/4CqxfjgdpBqqrqiqLcDrwfuAUruBCn2De+8Y0Zt+/fvx+Ajo6O+rY33niDfD7Pddddd0wlvIGBAfr7+3nxxRfRdR2Ho/GrDT7//PN85CMfOe4x73vf+/jKV77S8OcWQswuX61B4ZzjDI/xsTSlojXSbbPBqrPCJ7xPc4uXtevb2L83BsDEeJa29jSdXSGikRwT4xli0fxxkzaLBY0Xnx9i4+YuuntCc2qrOL6GBBSqqr5vll0bqtdj1etLgQDwiKqq08qdqap6UFGUg8DViqI4VFVdFv1RZqGCeYLutKVmczmwTekCbJRUKsVzzz3HV77yFZxOJ3/1V39V33fo0CEAVq1aNeN9BwYGGB4eZnh4mNWrVze8bX19fdx6663HbNc0jQcffJBischFF13U8OcVQhxfbVEwn//En0mmaXJoyhodPb1NeL1zOy2dtSZMPJYnES8AsHtXhN27IrMGES63g66uIE6XvV7a2zBMdrwxTjpdZP3Z7fWqnGJhFmW1UUVRwsA1wD8CGvDF6q5zqtf7ZrnrAazejjXHOab2HDtn2bVuXo09jvSXf0b+X1+B5T41yW7Df9OFNH32moY95L/9279xzz33ANYwxrZt27jiiivq+5NJK4GqpWXmsc5QyIr40+n0jPuP9uabb/L1r3/9uPun6u/v57bbbjvmuLvvvptisciHPvQh/vAP/3BOzy2EaJx8tex20xxmeExOZMnnjtSTOGvNiXsnamw2G5vO6+L53w5SqRgzBhIul53OriBd3SFawr56wBAO+9j++pEy3oOHkmQzJTZv6TnucIs4voYHFIqi3AJ8q3pTB/5UVdVnq7fbqtezzfWpTUKePSPnFMr/8DQIJgAMk/wPX2loQNHa2srHP/5xIpEITz31FLfffjtjY2PcfPPNAJTLZQDcbveM969tL5XmNka5e/dudu/efVJt/t73vsfDDz/MFVdcwd/+7d+e1GMJsZzksmUGDydYs64Vr7fxvZGNYhimNctjDjUoju6d6OoO4g/M/HkyG6/XxYZNXbzx2lh9m9Npp6MrSHd3kHCrf8Zeh7b2AJdesYo3Xh0lm7U+y+KxAi88N8hbzu8l1OSZVzuEZTF6KCJYMzZ6sHIi/lVRlAFVVbcBtb+W2c4yte3eWfbXqaq6aabt1Z6LjfNq8Sz8H7rw9OihcNjwf+jChj7k9ddfz/XXXw/Abbfdxgc/+EG2bdvGZZddxnnnnYfXa71FlcrM1epqAUcgEJjT850o3+HOO+/k0UcfnXX/M888w7Zt2zjrrLO47777cDoXpfNNiFPOMEzeeH2UaCRHuazzlgt6T3ynJVIsVtA0A8OkXoRqNvFYflpS5FlrWo9z9Ow6u4K85YIekskiLS1e2toDcxq68PtdXHLZALt2TjAxnrXaPyWvYqZpq+L4Gv6pq6rqvwP/DqAoyueB54C/VxTl50ChethsYWgtLMw2ul0L0fTZawj99VvP2ByKmv7+fm6++Wa+8pWv8Oyzz3LeeefR3GwVnZltSCOTseaJB4PBRWtXza5du/jMZz5DMBjkW9/6Vr1tQqwEw0NJIpEc46Np3G4H689uJxCc3zf5U6VQXbbc5bSfcMrowSlLlLe1+0+qV6CjM0hH5/w/axzVGSOhpgT79lgJnrW8io7OAKtWL4vO8tPGon6NU1X1kKIofw/8T+A9wKHqrtnepdqZIDXL/lPO5nMt6sl6uSiXy/VZGVdfffUx+wcGrFIitYqZa9euBWBwcHDGxxscHMTv99Pbu7jfpiYmJrjlllsolUrcf//99XYJsRKUSxr79kaJRnJgs5FKFTl0MM6m87qXumkzmmvJ7WSiQDJRqN+euvjXqWaz2ThrTSuhkGdaXkVkMkexqHH+hX1L1rbTzUn36SiK4lEU5TpFUd45yyEHqtcdQG2QfLbEyXVADpj5LCUWTblc5uMf/zif+tSn6sMVU+3caeXArlmzBoDNmzcTCAR44YUXMIxpE3YYGhpiZGSE888/f1GmjNbk83n+8i//komJCT73uc9x1VVXLdpzCbEU9u2NEY8VAJPu7iCpZJGR4RSFwvJcGKtQTcg80ZTRqbkTLWEvLcug0qWVVzFAcErvTyZdYs/uyHHuJaZqxCCRG3gceEhRlJn64WqD+3uAl4EM8DZFUaY9t6Ioa4GzgN8tlymjZ5JgMMjWrVvJZDLcf//90/bt2LGDBx98EL/fzw033ACAx+PhhhtuYHh4mO9///v1Y3Vd5+///u8BuOmmmxatvYZhcPvtt7Nz505uuukm/vRP/3TRnkuIpZBKFRkcTBCP52lvD+D1uXC5HaTTRQanFIJaTmo1KI63ymgmU7J6XKoWmjuxGPx+N5dcNkBX95HhE0nQnLuTHvJQVTWjKMpPsBIw7wE+V9unKMpFwKewciJ+qKpqUVGUHwKfAP4H8E/V4xwcKYo1c3Ulsej+9m//lh07dvDAAw/w0ksv8Za3vIXR0VGeffZZbDYbX/3qV6cVt/rrv/5rfv3rX/PlL3+Z5557jvXr1/Pb3/6WnTt38q53vYutW7cuWlu/853v8Oyzz9La2kp/fz/f+ta3ZlyQbKappeLUyWXLeLwOnPNYJEpYMyB2vzlJPJbH73fhrQ67toS9RCdzDA0lWbO2FbdneSUf12Z4BI+T43F4Su9EMOShrd1/Kpo2Z1PzKlxOx3HLgIvpGvXX+EngYuCziqK8FSsRczXwXsAAPqiq6nj12P8HuB74qqIo1wC7gOuwejJ+hLWgmFgC3d3d/Pu//zvf/OY3efbZZ3n99ddpamri2muv5ZZbbuHcc8+ddnxraysPPfQQ9913H7/4xS/47W9/S39/P5/5zGf4yEc+Muc6/gtx8OBBwMrpuPfee2c9TgKKpZHNlti7J8rEWAaf38XGzV10dCx+gu5KMTqSJjKRJZsp0T/lhObzubA77KRTRQYHk6w/u30JWzmdaZr1GhSzDXlomlGfUQGwZm14UT8nFspmsxEMemSmxzzZjq5/vlCKonQAd2ElX/YCCeDnwP+nqurrRx3bA3wBuAErEfMg8M/AfaqqHjuAP7927Fy/fv3Gxx577GQeRgixAMWixv59UYYHkyQSBVLJIl6fk47OIGetaeUcpeOUfEjrusGhg3EcdjutbdYMguV44ppJpaLzm18d4tCBOP6A65j8gmy2RCJeYM3aVq5+29pl0/tTLGr84mf7OHQgzpp1rTP+vicnsvWaEU6nnavfvnbZVqeMRnI4nXYuuqSfdeuXT+B2iizoTWlYf1l1ifL/Ub2c6Ngx4OZGPbcQYmlpms6hgwkOHYyTiBdIJAp4vU56+5vIZkoMDyYpFTUSsTybt3TT3LJ4SXiapvPaK6MMD6XQdQOf34Xf56K1zU9rW4C2dv+01SqXmwP7YsRjOXTdoLnl2JI8gYCbRKxAKlVkeDDFWUs4Q6KmUKjw5s4JyiUNp2v2KaORySO9E+0dc6sXIU4fy2sATghxWjEMk+GhJAf2xUgkCsRjeewOG93dwfq4v8fjxOd3E5nMksuVyeZKrD+7nTVr2xp+QqmUdV55ZYSRoSTRSB6P10E0msPpsDM6msbnc+HzuQiGPLS2+Wlr99Ma9uNaJuWWs5kShw4liMXydHQGZjwx22w2WsI+kokChw8nGFjdgsOxNF3zhmEyeDjBvr1R4tE8yWSBto6Zi9mZpkk0mq/fbp/lOHH6koBCCDFvpmkyMZ61TiSxPLFYDkM3aW3z4w+4jjkR+v0u+geaiUZyDB1OUirqRCM5Nm/pITDPcsuzKZc0Xn5phJHhFPFYnp7eEB6vE9M0KRU18oUKyWSBiYksHo8Dn89lJTx6XYRbffT2NdPVHVqycfNaImYilsfjceL3z/57CYbcxOPWCXx0JL0kiYOpVJE3d04wOZklMpnF4bDTe5ylx1OpIpWyNYHPZmPZJWOKkycBhRACsMom53MVdN1aaEnXzfrPhm6gGyZGdVs6XSQayRGL5SkVNcKtvhPmKTgcdrq6Q2QzJcbHMuRzZTKZEsq5nfQPNJ9UjkOxWOHlF4cZHUmTTBTo7QvVZ0DYbDa8vupMiVZrynGhoFHIV4hEcmgVg4kJF6MjaUIhDz19TfQPtBAKndrpghPjWSbGM6TTRfoGjl/t1Waz0dLiIxkvcPhgnL7+5lM2fKBpBvv3RTl0IE4smiebLdPa7iMUOv77H508MlW0Jew77tRScXqSgEKIM5RpmqRSVmAQmcyRShWolHUM08Q0TEzTOsaY4WddM8jnyzS1eOnsCs7rZBYMefB6nUxO5hg8lKRY1IhGcmzc3IVnAdMg8/kyr7w4zMhImnS6SE9f03FXjLTb7QQC7nrPiKbpZDNlIpEs0UiOaDTHoQNxWtsD9Pc3090TWvQhBU0z2KNGiEZzNLV453SyDTV5SCTyJBIFJsYz9PQ2LWobASKRLLt3TdZ/T16vk/5VzXPq1YlMqT0hwx0rkwQUQiwjmUyJfK5MKOTB5z926OBkaZpOLJonEskRjeTI5UrkcxXy+TLFgobTacdmt2G3W9+CrQvWttrPNhser4PW9pYFDw84Xa0BqSEAACAASURBVA56ekOkUkVGh9MU8hUSiTx9fc30D7TMea2KXLbMyy8NMzqcIpsr09vXNO9vvk6ng5awj+YWL4WCRiZdJBEvEI1a62eEmjz09C5ur8Whg3FisRyVsk5Xd2hO97HbbTQ3W7kUBw/E6e4JLdpMllJJQ31zkuHhlLVIWUmjoyMw59VBC4UKueyRCXwdElCsSBJQCLEMlEsae/dGrfyCkobH48TrddLU4qW52UtTs5fmZt9xv3kfzTRNtIpBsaQRj+WJRnLE43kK+TK5ahChaQZ+v4tg0ENnZ/CEK0Q2Uq3b3u9zMTmZJZ0qEovmOXggTkdnkP5VzXR0zN77kUkXrWGO0TSFQoXevqaTyn+w2Wz4/VZehaYZZDOlI70WkSO9FqtWtdDZFWxYr0U+V+bA/hixSG7OK2XWNDV7GDpcJBG3gsTOBSyQVaNpOsWiRqmoUaxeSkWNYqlCMlEgFs2TiBcINbnp7GqZVzsjU4Y7/AHXvJcpF6cHCSiEWEK1WRK15MZ4LI/DaadS0XE6HXi9TjweJx6vE4/bQSDoqQcYoZAHTTMolTTKZY1SSadc0iiVdUpFa5uum+iaUc+PyOfLOBx2/AFXtZyzc8nrM7g9Tvr6mynkK6TTJeJxK8lzdCRFU7OX/oFm+vpb8HqPfFwlkwVeqQYT5bJOb19TQ4clnE77jL0WsWieibFMvV39A9PbtRDq7giJeAGX24E/ML/prA6HnVCzh0SiwKEDcTo6Zp4ZcjRdNxg6nLRyYEpW8FCp6Oi6gaYZ6Jp1bV10ymUdm81GT19oQcNSU0ttS4GzlUsCCiGWSCKeZ/ebk/VvwCYm3T0hvD4XhmFSrgYGpZJGKlVE03Q87mpw4XHidjuqyZPVk0A1YVLXDLTqtWGY2O023B4ngYCLltbZs/CXks1mwx9w4w+4qVR0MukSY2MZolHrd7N/b4yu7lB9NsOrL48wOppC0wx6ehcvx+HoXotMusTEhNWuWDTHgX0xuntCrFodprnFO6/gzDRNIpM5xkbTJJMF+voXlpja3OxleDBJNJIjkSjQ2jr77AnTNBkfy7B3jxXAZtLFeuCg6wZ2uw2H046zenE47fj8LkJNXnwLDD41TScRnzJdtFOGO1YqCSiEOMWKRY29eyIMDyaJx/LkchXCbT6apsySsNtteL3Oad9+dd3qjSgVNXLZEomKgaN6AnA4rGuvy4nDYcfhtFnXDvtpVzzI5XLQ2uYn3Oojly2TTheJRa0ZJcPDSZwOOxPjWQzTpKe36ZS9PqfTTrjVR0vYSy5XJpUsEovlicfzDA+naG31s2p1C13dxwY4hmGSy5bIZMpkMkWymTKZdJFiSbMSMZs8Cw70nE47wZCHZLLAwf3xWQOKRKLAnt2TRCZzxGI5ymWdlhYfLrejHkAsxu8yFs1TK8jsctlpbj62WJdYGSSgEOIUqRUB2r83RjxujUcHgi4GVjfP6Ru2w2HH73cftz7BSmKz2QiGPARDHkoljUy6xMhQCpvdhsfjpLs7tCTBUm2dh2DQU+89GhpMEovmmJzI1odDnE472UyJTKZELlemXNIplTXK1aGpclmnUjHw+Z2EW0+ucmhzi5fhoRSTk1lSqeK0k3Y+X2bfnqhVnyNeIJct0Rz20XWKfn9ThzvmmyMiTi8SUIgVL58rMzaWITKZxTTB43Hg9lg5Ce7q0IHH48TtceBxO6eVDjZNqx5DrQ6DrhtHbuvWNEqgXvm+/lFpA1v1ls1mrc+wf1+MWLUL32a31QsviRPzeJx4Opy0tvkolXS83qXP/ai1q7MziN42fTgkGslhs1HNb7ECCAC3x4Hb7cQXcNEctpJsG3GCdbkcBAJuUkkrl+ItF/RSqegcPBDn0ME4yUSBZKJIIOiif9XCZ+fMl2maRCNHhjs6ZLhjRZNPM7EiFYsVJsaz1vh0omCVfM6WMAwTh8OO02GfNlTgrA4P1Lc57FYRJ8OAWg0Gk2p9hum1GaY5OrCY8lM6VSRfqNDaduIiQGJmdrsdn2/5rQDpcBxJ4szlymQz1hRJj8dBc7MXt8caVljM97ylxcvoSJrxsTTBkIeh6pBaPJazpukuMKHyZKSSRSqVKdUx26Q65komAYVYMcplnYnxDBPjGWKxPLlsiWy2TCFfwetzEgx6cDhs9eRFTTMol6cnM9aSGG1227TiTiZWV7e9WpPBZjtSq6HOhGPX7j2yxedzMbBqbsMb4vQ0dTjkVHN7nHh9LlKpIrt2jBONWuXQ2zoC+BehpslcTC1mFQ77Zl3WXKwMElCI05amGRQL1lTD8fE00UiefK5ENlMmlyvj9jgIhjx0dATmXF+hVmbaME2rkJN9SnEn6VEQy1w47Kv2yhUJt/poal7anrCp5bZldsfKJwGFWLZ03aBYtNZcKBQqFAvWtXXRKJe0ai+DTi5XJpct4XTZCQY9tLY1L+jbkN1uw26Xb1Hi9OTxOulf1VL9O17aADifr5DLHamO2S71J1Y8CSjESSuXdYqFCq5qcuN8P8hM06SQr5DJlsikS2Qz1iVfqKBrBpWKVVxHqxhU6tfWNrvNhtPlwO93HXelQyHOFEu1WurRopFs/edAwI3fP7+iXeL0IwGFmLNySSObK5PNlMhly9VExzKlYgVNM+p1Dzxeq/iSt1o+2utz1UtJe7xOSkWNTDVoqF2Xykem0tUy4ytlHWzWB6TLacfpcljVBP1unK5q4R3JRxBiWZLhjjOPBBRiGsMwKRSsEs35XIV8NWjIZUtHTvQV3ZpLX7FK8moVHYfDjm4Y2LBNq7LnnHaxMt013bCCh9q8/LKOrpu43Q5r6qbHQShkFfqxO2ySuyDEaUar6CQShfptWQzszCABxRnIMEyKhQr5fDVwyB8JIAqFClrFKrhTqVi9BOWyTrmsoWkmTpcNt9uJy23New+HrV4Du91Wr9kwfS0A3XpM7UhJaIfdXp2PfyRwcLkdEjgIsULEYlOrYzpobpHqmGcCCShWoFoyY7GavFgsVqb/XLSSGSvV3oYjFyuIwLRK5NaGGAIhN2G3D5fr+EV4bDYbTqftuGO4pmlK4CDECjd1ddH2Dr/8z58hJKBY5jRNp1jQrCTEin5kBcCKXt1WTVjUrGCgtuSwph857sh9rGMrmoFZDRpcLgculx2fz0VTs/Wzw7F4BXjkg0WIlc0wTGLRqQGFDHecKSSgWEZ03SCbKZFKFUmnS6RTRbKZUn0lQMM0Marlno9cjPo23Tgy3FBLZqxdXC5rKWyn045zkYMGIcSZK5UqUqkYQLU6ZrtUxzxTSECxRAzDJJ+zVlJMJYukUkWy2VJ9uepSUaNYTVy02a2Sw7W55Q6HVXDJUb3tdDrq+2qzH+x2SWYUQpx6U2d3hFv9OJ0ylftMIQHFEohFc+zYPk4uV54WQJRKGtiqCyF5nLSEfXg8zmUzr1wIIU4kMqX+hAx3nFkkoDiFTNNkaDDJm7smmBjLUihW8HisYlChJg/t3sCiLyAkhBCLJZ+zZovVyOqiZxYJKE4RwzB5c9cEhw7EGR/P4PE4WX1WeMnL4wohRKNMXQwsEHTj80l1zDOJBBSnQLmk8fpro4yOpJmYyNLS4qW5xSs9EUKIFSU6JaCQYlZnHgkoFlk6VeS1V0eZGM+QSBTo7AzgD7iXullCCNFQlYpOckp1TCm3feaRgGIRjY9l2LF9jImxDIWiRm9fkyxeJYRYkWLRKdUx3Q6am6U65plGAopFYJom+/fF2KtGGB/PYLfb6OtvkoWshBAr1tThjvZ2qY55JpKAosE0TWfHG+MMDSYZH88QDLppbZN/LnHmKRU1yhWdQMB9ypOPy2WdfK5MqMkjgfwpYBjm9PyJzuAStkYsFQkoGqhQqPDqyyOMj6WJRvO0tfkJNXmWullCLDrDMMlmS6QSRZLJAqlkkWJRA8DhsNPa5qOt3U9bWwCff3Ez/5OJAq+9MoqmGdjtNlrb/HR0BmjvCODxyEdeo+m6wY43xtG0WnVM63cuzjzy39UghmGy/fUxhoeSpFJFunuCeL0yZUqsTJWKblV4TVoBRDpVRNfNGY/VdYPIZK66YFQEv99lBRftAcJhH44GFm6LRXO8/uoYhmG1pfbNufbtuanZS0dngI6OAIGgW3oOT1K5rPP6q6OkksX6tu6eoBTjO0NJQNEgw0NJJsYzJBNF+gaacLkk+VKsHOWyRiJesC6JArlseU73s9moJ+rV5PMV8oMphgZT2Gw2wmEvre2Bkw7CJ8Yz7Hhj/JjnmyqdKpJOFdm/N4bX56SjI0h7pxXYSE2Y+cnnK7z28gj5/JFCVu0dAc7d0LmErRJLSQKKBigUKuxVo0Qmc7S2+SSYEKe9clknEc+TSFhBxFwCCJsNQk3eep2V5hYfLpedRLxALJYnFs1Nq6IIVgJzPF4gHi9wYH+M9We3MbCqZd49B6MjKXbtmKzfdjhsbDm/B7CKLUUnc/UhmJpiQWNoMMnQYBK/38WGTV2EW33zet4zVSpV5PVXRimX9fq2vv4mlA2dDQ3MisUKyXiBcJtfhqtOA/IOnSTTNNm1Y4JoNIfdgeRMiAUrlzVSySIej5NgyHNSH8yGYZJJl0jE8+TzlfricfWLw3bMgnOmCamkFUBk5xBAuFwOmluqAUTYR9MsCZDtHYHqmg4dFAoVYlEruIjHC9bKuLU26yZ7dkeZGM+ycVMXgeDc6rUMHk6wZ3e0ftvptHPBRX00t1jTFtvaA5jnmmQz5WpwkSWdLk17jHy+wssvDtM/0Mz6c9pkQavjiExm2f7GOMaUIa51Z7dx1ppww4eQYtE8DoedifEM/QPN2O0ylLKcSUBxksZG04yPpUkli/T2N8mYrJgXXTOYnMwyPpYhHjsyj9/usNHc7KWlxVc/aTuP0/NlmiaZTIlEvEA8lieZKKLrxqzHL4Tb46C11U847KOl1Yff75r337vP56J/oJn+gWYMwySdKhKN5hgZTlOpfttNJYs8/7tB1q5rZdVxytObpsnB/XEO7I8faaPbwYUX9xEMTQ/sbTYboSYPoSYPa9e1UipqVnARyRKN5OvHDQ+liERybNjYuWwWtqq9t3a7jWBwab+wDA+l2L3rSE+QzQYbN3fR09vU8OcqFjW0ikFvXzOTExmikTydXTJ7ZDmTgOIklEoa6psRJieztIS9UrRKzIlhmMRjecbHMkxOZqd906sfo5v1nIWaYNBtBRdhH80tPgzdIB4vWEMT8UI9y75R3G4H4VYf4VY/4QUGEMdjt9toCftoCftYtboF9c0IE+PWSpWGYbJvb4yJiSwbN3cROipAME2TvWqUwcPJ+jav18mFF/fNqRKtx+usBzapZJFdOyfqwzqlosZrr4zS3RviHKVjSf+vdd3gzZ2TjI9lAKsnYM3a1lPejlptnUMHEvVtDoedLRf00LZIMzrSqSJNzR5aWrz1hRWzmdIxwaJYPiSgOAnqm5NEozlMk3r3qhAzMU2TVKrI+GiGiYls/dv40VwuB5qmz5hYmM2WyWbLjAyn5/ScNpv1d9nU7MUG6IaJoZsYZvXaqF2M+vZAwF0PIhodQByP2+3kvLf00N2T5c1dk5RL1u8nky7xwu8GOWttK2vWtmK32zBNkzd3TjI6cuT34A+4uPDivgUldTa3eLnsilUcOhDn4IF4/Xc/PpohHs2jbOigsyt4ynsfC4UKb7w6RiZzZHhm/94YpmGydn3bKWuHYZjs2jnB+Gimvs3jcXL+Rb3HBHqNomsGuVyZgVUtnLuhk0gkR7mkMT6exeN1Sp7aMiUBxQJNTGQYHkqRiOfp6ZOhjtOVrhsUi5p1KVQoFjXKJa2exxAMuvEt4MSq6wbZTJlspkQmUyIWzVMoVGY81uG009UVpLsnRLjVV89/SCYKJJNFUskClcqJex9sNmhq8lYDAuub/+lW1KmjM0hL2MdeNVoPGEwTDu6PE5nIcu7GTgYPJ5mcyNbvE2rycMFFvbjdC/84s9ttrF3fRmdXkF07J0inrJN4uayz/fVxOjoDnLux85QlBsZjeba/Pjbj+35gfxwTWLuutSGfO7puUKkYaBWdckVHqxhUyjqVik6lYtTritQEgm4uuLAX7yKuJJpOlwj43bS1+Wlu8RFq8hKLWflAkcksPb3ymbscNey/Q1GUIPA54P3AWUAZeBX4J1VVHz3q2OeAy2Z5qMdUVb2hUe1aDJWyzu5dk0QiWZqavZJ9vMyZpmnVTEgVpwUOxaI2a0/BVHaHjWDAXQ8watdujxPTNCkVNTKZEtlMuXpdmjaVbiY2m432Dj/dPSHaOwLTTvwOx5GhgFr787kKyWSBZML6cK89fqjJQ7jVR2urn5awd0UkE7pcDjZu7qKrO8ibOyfrszOy2TIvvTA87diWFi/nX9h73PyS+QiGPFxy2QCDh5Ps3xur17OITOZIxA9zttJO7yJ+gTBNk8HDSfaq0Wnb+weaicfz9VkyB/fHMU2Tdevb5t0Ww7CeY2Q4Ramo1V/jXIRbfWw5v2dRewhM0ySdLtLVFWLV6jBgBXznbekmmykxeDhBMlGUGTnLUEPOhIqihIBfA1uAV4BvAs3AfwceURTlc6qqfrl6rB04DzgIfH+Gh9vTiDYtpj17IkQjObSKQVe3/FEvR6ZpkkwWmRzPMjmRpVTSTnynWRi6STpdOmZmgNvtwDDMeeUuhMM+untDdHYF5/yhbLPZCATdBIJu+vqbAauwlM3GigggZtPWHuDyq1azb0+U4aHUDPv9bDm/p+G9MDabjdVnhenoCPDmzkkS1RU0Nc2oD7Uo53bQ1ODFr47OlwDrRLphUyc9vU2UShqvvDhCLmflehw6kMA0Yf3Zcw8qMukSu3ZOkDnqb3kuuntCbNzcuegzLXK5Mg6HnaZm77QkTL/fzYaNXRSLFUaG0/j8TikeuMw06qv1/40VTHwb+CtVVU0ARVHuBl4EvqAoyo9VVd0HnAP4gadVVb2nQc9/ysSiOQYPJYjF8nR3B6UYzjJimibJRIGJCSuIqI3Dz4XH68Rbvbg9ToqFCtlMedZhCmDaHPyZ2O02giE3oZCHYMhDR2egYR+AZ8oYstNp59yNnXR1B9m1Y7L+fnR2Bdm8pXtR///8ATcXXtLHyHCavWq0PmsmlSzywnND9PY1sf7sNtwN6KEs5Cu8/toY2Sn5El6vky0X9NDUZAUuHo+Tiy7p4+WXRuoJpIcPJsA0WX9O+3GDCl03OHggzuGDiVkLf9kdNlwuBy6XvXp95OfmFi/tHYFTMsyQShZpbvbSP9B8TLDY0xsiFg1TLGhMTmRlKuky06iA4oOACXy2FkwAqKo6oijKt4C/A94NfA14S3X36w167lPG+oYyQTSSIxh0L+oYopgb07RmQ0zWgojjnORbwj7rfasFDz5XPYCY7cSka0Y1GdIa0shmS2Sz5WOGSjxeZzVwOBJAnMqkxpUu3Orn8qtWMT5mrd7b3RM6Jb9bm81G/0Az7R1+1Dcj1fLhltGRNJMTWdaub6ue2BbWnlgsz46j8iXCYR/nnd99TF6I2+Pkokv6eeXF4XqtkMOHkhgmnKPMHFQkEwV27Zw4pqhYb18TA6tbcLscOF32ZZFvUyppVCoGoZCH/oGWY/bbbDbO3dhJMlkgny/LVNJlplEBxT8BzaqqJmfYVwu5Q9Xr86vXp11AsX9flEgkR7GkMdDVvNTNWXLlsm4lbCUKlMo6pjF15sD0S21frfu+qVoTYL45KMWiZpVPThdJp0qkU8VZhxxsNutE1NUVpKMrsKCkPYfTXq36OL17u1TSyGXL2GwQDHpwyZThRedw2OtDPqea1+viLRf0Eovl2fNmpD7soGkGe3ZHGBlOoZzbMa9FsWbLl1i1uoX157TPGqC43Q4uvKSfV14aqfdoDB1Ogmlyzrkd9aBC0wz2740yNDh9uMjrc7JhU9eiTfc8GelUkaYmD909Ibzemf9fXS4Hm7f0kMuVGZ7nVFLDsJKlTdO0Zj9JwN9QDQkoVFX9xkzbFUWxYeVRALxRva4FFBcqivI/gU1YQcczwN2qqi7LHIpkssDBA3GikRwdnYHTtpvNNK0Tu91um/c/U7GoWTMPEvNbz+FohUJl2lLHbreDpmYPoZDXCjKaPHi8TioVY3rwkC6ecBjDZoPWVj+d3UE6OoOLVkPA43FKMu4ZqK3Nz2VXrmJ4KMmBffF6MJvLlnnlpRE6u4KcrbTjm9J7aZompZJOrtq7latesrnytEqhU/MlTsTtdnDRxX288vJIPR9iaDCFaYKyoYN4LD8tobVmYFUL685uW5aLd+m61Rs4sKqFgWoy5mzCYR/rz26nXNIZH8+ccCppqaSRSVsJ0x6vE8MwKRQ0Ortk2LqRFvsT8S+BS4EDwBPVbbUhjy8Bj2Alc16MNWzyLkVRrlVV9cUTPbCiKDtn2bXupFo8A1032LVjglg0h8/vmlPhnOWiNkMgEc9bRZASBSplHbvdhtvjwON24vY4cLsduD1O69rtwONx4nDayaSLJOIFkonicfMJTka5rBON5KdVLHQ47HOu9GizQWubn67uIB0dQektEIvKbrexanWY7u4Q+/bGptXDmJzIEo3k6Otvtr4NV4OHEyXuHp0vMReualXQV18aqScMDw+lSCaL03IxAAIBNxs2d9LSsnyTyDPpEn6fy5qxNIe6PmvXtVWnkpZnnEpqGCb5XJlUqkilrBNq8tLX30xLi498ocLYaJqx0TTd3aGGrnh7Jlu0gEJRlD/CypnQgD9TVbWiKEoAGAUmgRtVVR2ccvwnsJI6/0VRlI2qqs49o26RHToYJzKZJZerMLBq8btca9McI5M5UskCDqcdn8+Fz++yrn0ufH7njBn+pmlSyFemVVCcKa/AMEyKBY1iYeGzH8D6ptQS9hEIunHYbdiOXjNiysVms6HrBpnqjIlMujTr7IvjBRMer5OmJg/NzV5CzV6amzwNmzYoxFy5PU42bu6if6AZdXekXqvBMKyqjnPV3hFg4+bOBQ3JuVzVoOLlUVIp6/mnBhM2G5y1ppU168LLulfVNK0y7J1dwTkvDjfbVNJKRa9/xrhcdpqavIRCHrq6QwysaiHc6iOZLPLayyOMjaUZGUnT0xs6YxKdF5PNPN5avwukKMpfAvdjJWp+WFXVf5vj/X4DXAlcqarq7xb43DvXr1+/8bHHHlvI3Y9hGCa/eHYfBw/ECbf6Fq3sq64bxGJ5IpM5opHcnOojuFxHAg2vz0WpaC0xfTJTJE/E63NaazmEfYTDvgUVfZqq1hVpBRhFMunStG5al9tBUzXXornZGhKRoQax3JimyfhYhr1qdNbEYLfHQTDoJhCw6pgEQm6CAXdDgmFN062gYkoBqlCTh42buk6LBQtz2TKJeJ6169p469vWzitBdHQkzauvDDMynMbjcVAqagSCnvrnRv9AM339zcfMsMpmS7z68ghjo9ZaTN09ITxT8jaikRxOp52LLuln3fr2hr3W08SCPtQb+slcrTGxDfgUVl7Eh1RVfWQeD/ECVkCxDlhQQNFoyUSBfL6CYZhzXv1wrkoljWgkR2QyRzyWn1eBGYBKxaBSObY+wkyCQXd9TYZQkwdNMyiXNMplnXJJp1TWKJf06m1re6Wi4/e7aQl760FEo2e2eDxOPB3OaQsxlcs6+VwZr9eJx+uUxCmx7NlsNnp6m+joDDJ4OEkmXcTrdRIIVoOHoHtRvwE7nQ4uuKiP3W9Okq4uVLhq9ewLqy03qVSRpmZrSGK+s01qU0nLJR1NM+jqCtHRGaR/VTMdHbPnSASDHi65bBWvvjyC05libCxNZ2fwtBrSXm4aWSnTDfwbVqXMOPAeVVV/fdQxbcC5QGSW5MvaWaUww74lEY3myOfLJ/1NvMY0TUZH0oyOpKd9mziazWYlHrVVT7SFQoVCvkKhUKFYOHF1u0CwuiZD2FqXYcbkxGW6yI6Vx7F8x3qFmI3TaWftulO/eFftuTef170kz30yyiWr3H2ot4n+VcdOFT2R2lRSm83q0ezvb5nzlz+v18kll/Xz+qsOa5n0iSxtbeZp0auzHDWqUqYD+DFwI1YFzHepqqrOcOhW4GHgMWBaee1q78ZVWMMkJ0zKPFVi0RyFfKUhf2D5fIVdOyZIJmaOlxxOO+3tfjo6g7S1+2f9RmOaJuWSTqFQIZ+vUCxYgYbDYa8HEY0otiOEEIstlSoSavLS1R2aNjtmPmpTSRei1rvj9jhwOGyMjWYavnLvmaJRZ507sYKJQeCtqqqOzHLcE0AKazbHdaqqPj1l393ARuCRqcmaS6lW86BY1E6qeIppmowMpdi7J4p+1FLVHq+Tjs4AHR0Bwq3+OXVR2mw2PNXhgNp6D0IIcbqpLaLXv6qZVQvonWgUu93G5vO68Xqc2O12xkbTaLpBWD5f5+WkAwpFUVqBz1Zvvgp8XFGUmQ79L1VVf6Yoyl8APwQeVxTlEWAIK2/icmA31lTTZSEey1EoVHC7HQueVlQoVHhzxwTx+PReic6uIGvWthIMuSVHQAhxRspkSvj8LsJh/5Iv9mWz2Thb6cDjtSrnjo+lT3wnMU0jeijeypHch/dULzP5EvAzVVV/pCjKINbKpNdW7zsIfAX4sqqqy+ZdjEZy5PMVfP75d8OZpsnocJo9U9YAAGtmhrLBWptAAgkhxJnKmipaoqMjMOepoqfCqtVhPF4nb7xmp1ioYF8m7TodnHRAoarqT5jnFBNVVZ/DGiJZtgzDrBZNqdDZGTjxHaYoFiu8uWOSWCw/bXtHZ4BzN3bKtEchxBkvn69gs0FTk3dO1UFPpa6uEJdc5mR0JE33MmvbciZntlmk00XyuTKGbkybm3w8pmkyNpphz+7ItKQep9OOsqHjlC1oJIQQy106Za0q2tvftCxLgbe0+JZ1ZdHlSAKKWcSiR4Y75hIEVCo6O7dPTFujAqCt3c/GTV1zDkqEEGKlK5d1ikWN7u4mBpYwGVM0lpzlVb6g7wAAIABJREFUZhGN5ikUKvgDJ86fME2THa+PTxvicDjtKOd20NMrvRJCCDFVOlWkKeShsyuI3y+FpFYKCShmUC7rpBIFCvkK7R0nXuL34P74tGCirc3Phk2dDa8qKYQQpzNNM4hFcxSLGr19TaxaLb0TK4kEFDOoTRd1uuwzLsA1VSya48D+eP12R2eALef3SK+EEEJUmaZJNlMmFs0TDLlZtbqFdevbaW078Rc2cfqQgGIG0ag1u8N/gumixWKFHW9M1G/7fC42be6SYEKIZaBYqOB02mUl2iVWqehEJnPoukF3T4jOriAbN3XR1Dz3pdrF6UECiqOYplktt12mtX326aKGYbL99XEqFWtlQbvdxpbze+TDS4hlIJ0qkogXME2TcKufpmaPBPqnmGmapJJFkokCTc1e2toDnH12O6vOOn0WLRPzIwHFUbKZErlcmUrFwHucmRl790SnLe6lbOiQBWWEmKK25ozdYcPptJ+yE3qxUCEey9Pb1wzA5ESWXK5MR2dgUVf8FEeUShqRyRw2G/T2NdPdE2Ljpi5ZyXOFk4DiKNFonkK+gs/nnDWKnhjPMHQ4Wb/d29dEX3/zqWqiEMuSaZpUKkZ9VdxCoYLDbsMwTGx2G16vE6/XhdfnxO12LEqAoWk6E+NZOjqDrFrdQrjVj7p7kmgkx8hQmtZ2H6GQ9FYsFsMwSSQKZFJFwq1+2tr9KOd20tvXJL/zM4AEFEeJ1ZcrnzmSzuXK7Nox+f+zd+dBkm15Yd+/596b+1qVtXf1/t7L7rfPCoM8M0ICITQMsoEAQxiJMEiBJBssoUCA0ICRkC0pLAYQxjYBEUTILJI1NsYeSdYMjGBg0JsZYObNe/3u636vX++1L7ln3uX4j3MzK6u7qrqqMmvr+n0iKnKtzJtZWXl/95zf+f16l7O5OOWr44e1eUIcK4Efmq63TY9mw0OHmlQ6RjodZ2wsQyoVw/dD2m2fVssEGWtrTXSoSSQdkqkYqaRDPLF9AL9bYaiZn6uRyyfMEfHzUziORamU5rWvzDH3oMrCQo16rcP4RPZYFlM6yTwv4MH9KrGYxezZIrNnC5SvSmXg00T+0n18P2BlxSwXHR19NPs4CEK+/KcPer05bMfixZemsW35YhLHU6vlsbJsGtOlUjFSaYdEwtn30WIQhLRaPq2mR7Pp43UCkkmHVDpGYSpJMhVjZCRFqZRmdCxDLpcwc+lRTsPaapP1tSatlk+z6dFq+SxW6/heSCrlMDaReezKqq10c58sSzE5meOld830AoZ0Js573neW27dWuf7mEkuLNe7eXmdsPE0mK835hsHzAu7fq1AomDbkV5+dHKhDsziZJKDos7LSNM1gbItYfPOXmtaaN15foF7r9K577nmZExTHU39CXGksg1KKZtNjYa5GGGozMpCKkUrHiMW2zm/QWuNFFQ1bLZ92y8f3Q+IJm2QyRqmUJpl0TMJdKcNoyXSMfDTAVoyOpntBehhqqtU2a6smwFhdbdJseqyvNrl3p8LkVHbPNVwqlTbNps/s2QIvvjz9SLEky1JcuDjK2FiGr7w6x8J8tZdbMTaW2Xc3YbE5mDgzW+A97zu7Y/6ZeHLJX73P8qKZ7thquej9uxUe3K/2Lp+7UJQIXBxLvh+yuFAjCDRnZgucPWdyCZaXG6wuN2g0O708h9WVBspSveDCthXtvgBCKZP7kEg65PNJEkmHbDZOsZhitJRmtJTe85C2ZSkKhSSFQpLzF0aiGgVtXv2ymZaYe1BldCxNPr+7ZYWtpsdqlIR55coEpR1WZ2VzCd7/1ee4+fYKieQSS4t17txZZ3w8QyYrBwd7JcGE6Cd/+YjWmqWlOs2GR3F0c0OYSqWF+8Zi73KxmOSpp8cOexPFE0ZrTRBoOm2fdicwp+0g6sCYIJdPYFl7O3JuNDosztfJZuOMz2a5cnWSM7MmIe7suaIZHai0WFlumABjtUm75dFoeNSqbYJAk0w65HIJxsezJJIOhUKS4kiKQjFJsZB6ZPRuUEopcvkk7//qc7z26hzxuMXcgyqddkBpLL3jlMTDSZjnL4489vksS3H5qRLj42a0YnGhxsJ8Dd8PKRSlNsJuSTAhHiZ//Uij4VGrdeh0AlJ9w62eF/Dqnz4gDDUA8bjNCy9NyzpqsSfdFRAmaPDpdALa7QAdauIJm0TcIZWKUSymCEMzXbG60iKXj1MoJh+bV6C1ZmXFZNePT2aZmsrxwkvTZLOblzJblqJQTFEoprh4uUQQhKytNnsBhu+HZvSgmKRYTJHNJQ7ts+44Fi++PE0un8B2bObnqjy4X2FyMrfllEQYauYfbE7C3Es+RL6Q5Ks+cI433UUcx+L+vQpaa4oj0mHycSSYEFuRT0CkW8wqkdycbf7G6ws0m37v8vMvTknn0IdordFao5Q61gluQRASBJowCAlDTRBqwkAThtH1YfcnxFKKTC5BJhMfaIfabvtUK21q1TZKqV7wkMslGRuzicVtstkEuVz0k0/QaHjcfmeV1TWTwHjn1jqZrAkstppe8LyAhfkaSilmzxW5eHGUZ66M7ypZ2LYtSmMZU3Ro369yeJRSXLpcIptL8OqXHjA/V+Xu3XWmpnObXnt3RNGyH03C3AvbtrhydaJXn+L+/Qpaw8ioBBXbkWBCbEc+BZGlqF15f/5Ep2OGU7suP1068bXntdbU6x10SNSrxNpT0aEw1HheQKcd9I60O22/V2sgHjM7yVjcJhaziMdsnJh9JCM6m1ckeHidEMtWWJbCtqyN87bCti1iMXPeshS+r6mut1lebJDOxsjlEiSTu1sdEYYhtWqHSqWN74fkcgnOzBZIpmJko8Ahnzen2VzikR1/CZg9W2Bxsc7td1ZZXKixvt7iwb0K8YRDoZgknY6hlKJWa7O02KBQSDA+keW556eYnMod0Dt6eCYmsnzVB87xpT++z9xclQf3qoyNp8nmzIhLpdKmtUMS5l4opXjq6bFeQHz/3npUYTN1rAPko7ApmDgjwYTYTD4JmB3P6rIpaFXsm0NdWqz3zsfjNhd2MT97nHU6AYsLNbQ2w8u+H+J7AWGosR2LWNQMzfQ/6DZGM9UOzRC9WSboOBbxhEMiYVMoJIknbGKOje+HJtjoBHheQKvh0fECAj/EiVnEYjbxuE08bn43NuTiRmGoe8FDs2mCnUTCJpWKUSplSCYd4nHHvM6YTSxmXmssZve2r/se1OttHtyrsF5pUau2WZyvgaIXEDxccVFrTbvlU6m2qVc7JFMOIyNmymByMsuZ2QIjo+ldB1ZKKSYmskxMZFlfb3Hr5gpzD6pUKi1WlhqsKPOZbLV8pqayTE3neeGl6U3TdSddNpvg/R84x6tffkAsbjP/oEq77ZPOxHedhLkXl58qYVsKFDyIpj9GSzvncJwmnhfwoD+YeL8EE2Iz+TQAa9GyNRSbEs76A4rxicyhfrF0E/YCPzRH/gMkwmmtqay3WV1pUCymKI1nKBZTUR0ALwosQnw/wPNCfN9UO/S9NoAZpk845POJKJBwNg3RZ7MJ0pkYraZPvd6hUe9Q7/14dDomEOkGG/V6h5VlM6rRfexE0jzudksY+19LGJr3xfdD/MBse7Pp0W4HxOMmgBgdTZFMxchlE4yMphktpRgZ3cuKhByXLpdYW21y/16F+bkq1VqbWqXN3dvrJJI22VyCVCpGo25GI8JQk8slOHuuSKFohoNnZvLEByzsUygkefHlGZ4ue9y+tcq9O+usV1o0Gx5nzxa5/PQYl58qPZF5PbGYzcvvOkMum8BxLObnqqyvtZmc2n0S5l5cuDSKshSK7vRH47GJoSeR1ppG3aPd9s0InWPh2Ba2Y2Hb1iOfpW4wkc9LMCG2J58INqY7UtEwMphRi+Wl/oBiuEtEfS+Ijt41fhD2dpBBtJPsBhKObREEIYmkQ7GYIpnaW1Ei3wtYWKgTBiEzZ/JMzxR49vnJ3pGs1pp2O+gd2fcKDkXndajNUXnfEP12Q//ZnN0bku7SWveCiHqt09v5VistWlGCYrvlU6u2WVlqEGptAoyEje1YG+9LEOL7JpDQ6N6Xn2Ob0YbiSIpUMkYmG2d0NN0LIpLJ/R+xK6UYiR7ryrMTLMzXuH+vwtJSnVrV5EUsLdZJp+OUSmlyuQST06YMe7GYHPpOKJWKUb4ywaXLJe7dXWdlpcH58yNDO0I/rixL8XTZ9Mr5yqtzVCvtfSVh7tb5vuZVD+5XWFqsMzZ+uAcUBykIQpYW67TbAdlsnE47wG94vf+1MNRmKjCaDrVti2bTo5CPciYkmBDbkE8FsBy1K88XNnaGqytNgsCs7LBtNbQkLd8PWFlu0qh7xOLmn7Wbx5BIOL3ztmNhWxbxhE275bO+3mJhoYbjWBSLKdKZ2GOP5GvVDstLDfKFBGPjGZ4pj3P2XHHT73XrDCSTzoFktyulogDB2VR9NAw1jUaHynqbSqVFZb1FtdruBRhmeiXEcUyNBKfvy82OCo8lEk6vRkKxmGJkNDXQXPpObNtieibP9EyeZtNj7n6F+/cr1GqdXnLa1HTuUJpPxWI2Fy6OcuHi6IE/13EyNZ0nk00wP1dl9mzhQEtnnz1XxLKinIr7FRYX64w/AUFFo95hcaFOOhPn7LkcZ2YLhEHY938XbBzg9B3opNMxJidzEkyIHZ36T0az6VGptGi3fFJTG6MQiwsbyZijpfTA5bXDUJuyw+stMyx+vkihkNy0U+zueLvn43GTzNhodLh1c5W7d9eprLdYWWmwskK0rO/R0sG+b45AvE7A1EyOyakcz78wReYYVfW0LEU2a6ZLZs7kAfMe1esdKusmwPC8oPdeJB96f46y3HkqFePi5RIXLo3i+6F0sDxE3am2w3BmtmBGKpQZqVhcqB/61OewhKEpTd6oe4xPZJiYzPHcC1MUCpvrbmite71XugFGu+2D1szMFqQvh9jRqf90LEfFrOIJu7eT0lqzuDCc6Q6tTZnh1eUmiaTD7GyBicksT5fHKRZ3NyKQTse5+twkl54qcfvWGndurbK+bsoqr0R5EaYIksn6X15skMnGmZrO8fQz45uGcI8zy1K9HcZJ6N6qlJJg4gk3PZOPVn/Ag3umXPfEZPZEBRWtlsfCfJ143Gb2XJFLl0Z56pmxLYPy7mc6FrMfqWEixOOc+oBiKZru6F8uWllv0+kEACgFY+P7m6Nu1DssLzdMxv5UllIpw9PlMSYm9veFlEg4PP3MGBcujnD3zjq3b6329UNokEg4dDoBE5NZJiZzPP/i1KEdzQnxpJqazmFZsyjucf9+5dCDCt8Pabd8PC/oTfXtZrpHa83qSpPKepvSWDpaVjz5xOfciKNzqgOKMNSsLDdoNjpM9K3dX1zcmO4oFFN7XmHRbvusLDfodAJKpTQjI2kuPVXqzcsOKhazuXhplHPni9y/V+HWzRVWV5s0Gh2mpnJcfnqMS5efzKx/IY7CxGSWd733DHwR7t87uKAiDE0p9laUR9Rq+YSBafUei9m9lRmWrUjEbeJ9U4H9QUan47Mwb7qvzp4tcPZ8cVMBLyEOwqkOKNbXWzQbnWhlwcY/2ubpjt1H80EQsrLcoF4z9SymZ/KcvzDCpUulofc/AJMoePZckTOzBebnqiwv1Zk9V9z1VIoQYvfGx7O86z1ngOEFFYEf0mh4veCh0w6IxS2SCVOKfWQkRTzukMsnSKfjNBodqlUzgtpNXl5bbdJpBybIiAKLWrVDcSTJ+HiWq89NMjV98oudiePvVAcUy93loqmNFRONRmdTi/LdBhRhqJm7XyUWszl7rsDMmQJPPzN2KO3NLUv1ViAIIQ7O+HiWd737DOjBg4patc3SUoNklGhcKqVJJE0gYfqppCgUkuQLiU29XIIgpFrZWB1ViUq7d4vPddp+tEQ8z3MvTA60dFqIvTjVAcVS1K68P/mof3Qik43vahmi1pqFebOk88xsgZffc4YRaTAkxBNpfCLLy72RivU9BxVhGLK02KDV9JiayjE2nqE0lqZQMB1dH1fi3bYtiiOpTcu8fT+kWomCi1qbYjHFzJn8iUoeFSffqQ0oOm2f9bUmraa/aRXHXqc7tNYsLzUIgpDZs0UJJoQ4BSYmsrz87jNoTFCx2yWlZsVFjUTCYfZckaeGlO/kOFavCJsQR+XUBhS1umlV3q0GB6bXxdpqs3ef8fHHLxddX2/RaHicmS3wwovTEkwIcUpMTGZ5+d0zgOb+vZ3rVGitWVttsb7eolQyKy5eeEm+L8ST5dQGFF39//ubmoEl7E2VM7dSq7VZX20xcybP1WcnJPFJiFNmcjLHy+/aSNTcKqjotpcHODOb5+zZIlefm5QVF+KJc+oDin6bmoE9psxuq+mxtNBgajrHpadKnL9wsjuRCiH2Z3Iqx0svbyRq9pfpNv1eTPn78YksV5+dZHomJ7kN4okkAUVkL83AOp2A+bka4xMZzp4vUr4yIV8QQpxiZnRyJsqpMA3FtDal/aems0xO53nhxakD6zUjxHEgAUVkt83AAj9k7kGV4ojJon7hxWkpICWEYGo6z0vmK4T79yrEYqZOzLASL4U47iSgiOymGVgYaubmqqTTMaanc7z87jMH2vFQCHGydGvBWEqRTMV44cUpWXkhTg0JKNhdM7BurQnbtpiezvOu98xK5z0hxCOmZ/KMltI4jnWkXXGFOGzyaWdzMzDYuhlYt9bE1HSOl989QyYrc6FCiK0lEo4EE+LUkU88m5uBFUcebQa2vtaiUTeNt158aVqGMIUQQoiHSEDBztUxw1CzstJgaibPlWcnmZqWfhlCCCHEw059QNHpBDs2A2s1PWIxm1wuwYWLUmtCCCGE2MqpDyhq1Xbv/FbNwOr1DplMjPGJwdoUCyGEEE+yoS1TKJfLWeDHgG8BLgAd4E+Aj7uu+38+dN8S8DHgo8A0cAv4FeCfu67rD2ubdqPWPzrxUDKm1ppGw3QE3G0bcyGEEOI0GsoIRblczgF/APwoUAf+Z+BfAy8BnyiXyz/ad98i8B+B/xb4Y+BngQbwT4DfGMb27JbnBTQbXu/yw8tFuys/0pk4o5KIKYQQQmxrWFMefw94EfhfgPe6rvt3XNf9XuA54AHwD8vl8lPRfT8WXf+3XNf9Ntd1fwR4H/AJ4FvL5fK3DGmbHmtludE7v1UzsHq9QyYdpzSWkSVgQgghxA6GtZf8DkADP+q6ru5e6bruPeAXARv4S+VyOQX8deAO8L/23S8A/m508fuHtE2PtdwXUGzVDKxR90hnYkzIdIcQQgixo2EFFB8Hftx13bUtbutmPeaA9wMZ4DOu64b9d3Jd9yZwE/hQuVw+8L6+vh+wutLsXX54usP3ArxOQCodZ2xMAgohhBBiJ0NJynRd9xe2ur5cLivgW6OLXwaeic7f2Oah3gYuRj/b3Wcobt1cJQy3bwZWb3ik0jFGRlLEpcS2EEIIsaOD3lP+DcyoxNvAvwN+KLp+ZZv7r0enxcc9cLlcfm2bmy7vZsOuv7nUO79VM7BGvUM2m9ixjbkQQgghjAPLNCyXy98O/BzgA3/VdV0P6BZ5aG/za93rkwe1XWCqX/YHFA8HDWEY0mr6pDNxWS4qhBBC7MKBjFCUy+W/AfwLTKLmX3Fd97PRTd2khe06a3WXWdS2ub3Hdd3ntnnu14Bnd/rdhfnapuqYDzcDazQ8EglTHTOTkSZgQgghxOMMNaAol8sW8M+Av4MZbfgu13U/0XeX7lTHdlMaheh0fZvbhyKZMp0AgyAkm40/0gzMrO4woxNSHVMIIYR4vGFWyowDv46plLkC/OW+kYmuN6LT7fIcLmMKY90e1nZtpVhM8V99z7v57O/d5OF4wVTH7FAcKUj+hBBCCLFLw6qUaWMqY34LZunn12wRTAB8EagCfzYazeh/jEuYkt2fi+pSHKjpmTwzM/lHkjHbLR/bsshk4hSLqW1+WwghhBD9hpWU+SPAN2NGFj7ouq671Z1c120Bv4ZZFvoD3eujgOSfRRe3XIJ6WOr1DulMjLHxDJYl0x1CCCHEbgw85VEul0cxPTzANAP7a+Vyeau7/p7rur8D/DjwDcDPlMvlPwe8Dnw98G7gXwG/Neg2DaJR9xibyDzSKEwIIYQQ2xtGDsUHMdUvAf5y9LOVnwZ+x3XdpXK5/DXAPwS+CRNM3AR+GPjZ/tLdh63TCQiCkFTK9O8QQgghxO4MHFC4rvtbwJ7mBlzXfQB836DPPWyNeod0Jk6plCYWO/Dq30IIIcQTQ1po9mk0OqTTUsxKCCGE2CsJKCJBENJuBaQzMVkuKoQQQuyRBBSRRsMjmXQoFJKkUrGj3hwhhBDiRJGAItLNn5DRCSGEEGLvJKCgWx3TI5OJy3JRIYQQYh8koACaTY+YY5HJxskXDrTRqRBCCPFEkoCCjWZgY+PSDEwIIYTYDwkoMOW2M5I/IYQQQuzbqQ8oPC8EDel0jFIpfdSbI4QQQpxIpz6g0FqTzsQYHcs80nlUCCGEELsje1Awy0XHZbpDCCGE2K9TH1BYSpFOxaTcthBCCDGAUx9QpNIxiqNpEolhNF4VQgghTqdTH1Ck01LMSgghhBjUqQ8oMtIMTAghhBjYqR3nt22LeNwmk4mTzcaPenOEEEKIE+3UBhT5fILnX5wmn09IdUwhhBBiQKc2oFBKcWa2cNSbIYQQQjwRTn0OhRBCCCEGJwGFEEIIIQYmAYUQQgghBiYBhRBCCCEGJgGFEEIIIQYmAYUQQgghBiYBhRBCCCEGJgGFEEIIIQYmAYUQQgghBiYBhRBCCCEGJgGFEEIIIQYmAYUQQgghBiYBhRBCCCEGJgGFEEIIIQYmAYUQQgghBiYBhRBCCCEGJgGFEEIIIQYmAYUQQgghBiYBhRBCCCEGJgGFEEIIIQYmAYUQQgghBiYBhRBCCCEGJgGFEEIIIQbmHMSDlsvl3wT+jOu6s1vc9hvAd2zzq6+5rvv8QWyTEEIIIQ7O0AOKcrn8MeDbgXvb3OVlYBX4uS1uWxj29gghhBDi4A0toCiXy0ng54Hv2+E+aeBp4FOu6/7ksJ5bCCGEEEdrKDkU5XL5o8A1TDDxyR3u+kL0nF8axvMKIYQQ4ngYVlLm9wI54G8C37TD/V6OTiWgEEIIIZ4gw5ry+Djw3a7rVgHK5fJ29+sGFOfL5fLvRpcV8Fngv3dd9/O7fcJyufzaNjdd3u1jCCGEEGI4hjJC4bruZ7rBxGO8FJ1+DJOA+UvAHwB/CfhsuVzeaXRDCCGEEMfUgSwb3UEDuAF8m+u6vWmPcrn8jcD/A/xquVy+6Lpu5XEP5Lruc1tdH41cPDuk7RVCCCHELhxqQOG67tdtc/2/jepTfBfwEeDXD3O7hBBCCDGY41Qp85XoVHIghBBCiBPm0EYoyuVyDngOaPZPd/TJRKfNw9omIYQQQgzHYU55XAU+B7wGbFVe+0PR6Stb3CaEEEKIY+wwpzy+ALwFPFcul//r/hvK5fL3AN8AfBGzhFQIIYQQJ8ihjVC4rhtGgcO/B365XC5/K/A6phbF1wFzwHe5rqsPa5uEEEIIMRyHmpTpuu5ngfcCvxGd/iBQBn4ReJfrum8e5vYIIYQQYjgOZITCdV21w23XgO88iOcVQgghxNE4TstGhRBCCHFCSUAhhBBCiIFJQCGEEEKIgUlAIYQQQoiBSUAhhBBCiIFJQCGEEEKIgUlAIYQQQoiBSUAhhBBCiIFJQCGEEEKIgUlAIYQQQoiBSUAhhBBCiIFJQCGEEEKIgUlAIYQQQoiBSUAhhBBCiIFJQCGEEEKIgUlAIYQQQoiBSUAhhBBCiIFJQCGEEEKIgUlAIYQQQoiBSUAhhBBCiIFJQCGEEEKIgUlAIYQQQoiBSUAhhBBCiIFJQCGEEEKIgUlAIYQQQoiBSUAhhBBCiIFJQCGEEEKIgUlAIYQQQoiBSUAhhBBCiIFJQCGEEEKIgUlAIYQQQoiBSUAhhBBCiIFJQCGEEEKIgUlAIYQQQoiBSUAhhBBCiIFJQCGEEEKIgUlAIYQQQoiBSUAhhBBCiIFJQCGEEEKIgUlAIYQQQoiBOQfxoOVy+TeBP+O67uwWt2WAHwa+EzgLzAG/AfxD13UbB7E9QgghhDhYQx+hKJfLHwO+fZvb4sBvAx8DbgIfB24BPwJ8qlwuJ4a9PUIIIYQ4eEMboSiXy0ng54Hv2+Fu3w98LfBPXdf9e32/+3HgB4G/BfzzYW2TEEIIIQ7HUEYoyuXyR4FrmGDikzvc9QeBNvCPHrr+x4EGJuAQQogTTXsBOtRHvRlCHKphTXl8L5AD/ibwTVvdoVwunwcuAa+4rlvtv8113Rrwn4Cny+XyI3kXQghxUgSLNeq/8gr1X3mF1qeu47+zgvbDo94sIQ7csKY8Pg58dzdQKJfLW93nmej0xjaP8TZmOuQKcHdI2yWEEIdG+yHtT13Hu76ErrbxbyxhfTGNNZLCuTCCc6mEfW4EFbePelOFGLqhBBSu635mF3crRacr29y+Hp0Wd/Oc5XL5tW1uuryb3xdCiGHrfOEO3s0V9GoT++Io4XoL//oiKGWCi9F7qGIK5/wIzqVRnAujqMSBLLYT4tAd5ic5Hp22t7m9e33yELZFCCGGKlio0fn8HYKbK9jnR7CKKaxiCn2uiK53CFea+G8tg9YEby3T+RNze6w8TuLPXkbZUhZInGyHGVA0o9P4Nrd3l4zWdvNgrus+t9X10cjFs3vbNCGE2D/th7Q/fR3/1ioqG8caTfduU0qhsgmsbAJ9toBueOjVJsGtVfy3ltC1Nva5EWJPjx3hKxBicIcZEnenOrab0ihEp+vb3C6EEMdS5/N38N5eJlxtYp8b2fZ+SimsTBx7tkDshWnssSzBfA3/2vwhbq0QB+MwA4o3otPtchy6179+CNsihBBDESzU6HzhDsE7qzjnR1Cx3SdcWuNZwpUG/s0VwvXWAW6lEAfv0AIK13XvYVZ4fFW3eT8gAAAgAElEQVRUfrunXC5ngfcDN1zXlVBdCHEi7DTVsRsq6aCyccKVBp6MUogT7rCzgH4ZSPNoYat/FF3/C4e8PUIIsW+7nerYiT2eJVis4V9bkGJY4kQ77PVKPwN8G/Dflcvll4E/Aj4AfBj4feAXD3l7hBBiX4L5Kp3P397XVEc/VUyhb60SLNYIbq/iXBgd8pYKcTgOdYTCdd028Ocw/TouA38bOAP8Y+Aj0e1CCHGsaT+k9enr+LfWzAqOPU519FOWwiplCBfreK/JtIc4uQ5khMJ1XbXDbRXgh6IfIYQ4cTqv3Ma/uYJea+I8PzXw49njGbxr8yY5s97Bymy3ul6I40sqqQghxB4Ec9Xeqg77wv6nOvqpVAyVihEu1/GvLQxhK4U4fBJQCCHELj0y1TGy/6mOh1njWYLFOt61ebSW5Exx8khAIYQQu9R55bbpHrrWxD6/q7ZDu2aNpNCNDsF8leCu1PcTJ48EFEIcI9oP0V4w1Mfzb68SPKgM9XFPG90J8F6bM1MdN1ewL4yinOF2DFW2hTWaJlys478uyZni5JE2d+LE0l5AcG+dYL6GStiodByVjmFFpyQclNo2P/jIaS8gXG4QLtYIFmqEi3WC5ToAztmiaXV9cXTPCXo6CAnurOPfWMR/e4VwtQmWQqVj2ONZrMks9mQOezKLKqYO9D3SWh/rv8FOtNYE9yv41xbw31oiWG4QPqigckmskdSBPKc1niV4cxHvxhKJD11CpWIH8jxCHAQJKMSJEtY7pqnSzRX8O2vo9RZhtWU6NcZsVKx7aqMcqxdk9IKN0TT2bAFrNH2oOzrtBYRLdYLFOuFCjXCpRrDcQDc9dL2DbnQI6x660QHAf2sZ60v3sYop7Jk8zqUSzsVRrOLWOzIdaoJ76/jXl/DfXiZcaZhgZbUBoQZtdpBWJo7KxFHZBCoTx8omsCezWFGAYY1nzfu1j/dGB6F53oXaxutcaaAycexzRZzzI9gzBVR8uEf2wxauNfHcRXx3wQR6S3XC5QYohTWWxprMHdhzW5k4Qdw2lTPdBeIvnzmw5xJi2CSgEMea1ppwuUHwzgr+zRWCBxXCSptwrYlea4JSqFwCrc1OGy8wp34IjmUCi5gNseh8Jo7KJ7HzSewzBexZ86MKyaEFGLrTDR5qhIvRyMNKw3SZbHRMK+t6B93wwFJmRCUTx57IojJx0JpwtUnwoIr/9grWW8t4X5kzwcVkFvtSCedSCauUJrxfwbuxRHBjmWClYXboKw3wQ9RoGvtiCZWNRjg6AbrWJqx3CO9X0I0OKm73AgwrEzerDbrXZRJYuSj4yCawst3zcVTcMc/VN7oSLtcJG1GAFAVJuuFBwsF6fR6rkETlkzhn8tjnR3DOjaBGDnaEZLd028e/sYT3xiLB3TXClQbBUh3d8LBKaexL5n08jG21xrOECzW81+eJvTRzLN4fIXZDAgpx7OhOQHC/YkYi3lkxO+O1JuFak3C9hUrHsQpJrGfGzQ5wiy9cHeqN4MILe8FGsFhH31zFT9iofAIrl8TKJ8zO+kyh92MVko/fTm2eI1ysEyzVoyPzGuFKE93soOtm5xpGO1ZlqWhHHceeypngIWZvuf32dAx7Oo/u+Ca4WKyboCqbwLq2gCqmsNJxwmqLcKVJuFJHdwIzAnN+BJVLPPq4CQeVcLBKmd57pJseutZG1zv4CzV0ywdbmaAi7kDcjs7bEHc2zlsWuuWZIKk3wmJGV1Q6jpWJm9GOVAzd8gnXm/hvLaPDEP96EquQQhWS2NH2OueKJrCLH+5XUrjeovOFO3hvLpoAaamOXmuhsgkT4BVTZvTrEFmlNP6dNYK5KuFcFXs6f6jPL8R+SUAhjpwONWGU2d79ItXVFuF6i3CtCU0flU+giili50d3NWSuLNXbgfazo+fT9Ta60iZYqBG8vQxJBytvjqCtXGJj7loD3SV8Wvcu91b16Win3DABRBiNQCjHMsFDOo49lTfn9zHUr+JOlO+QM9Mm6y3C1Qb69irEbLQXYo2ksM8WUbmked27fewowKEvR6MXiHUC6PjojgnKdN0zQVnHR3shKExeRiaOlTbBg30+DolHAySVipkVDFpDyydcb5lckVsr+MkY1rV5E2DkEtjjGeypPNZMzpzmEnt+z3YjrLZNIPGVOYJ5s+PGtrDGMthnR450WkbZFipKzvRem5eAQpwYElCIQ6e1Rq818e+sE9xdI7i7TlhpoSstM51RMTkRqpDEni6YYGKIR4nKUqhcEnJJE2AEoTnKrrTNyEijA45lggdAo3vn6Qskupd7UylpM6qgMvGhFDt6ZLtjNvZYBsYyZptbvhmh2UMQ8djn2BSIbb0z16GGIJpS2sNwvFIKUjHsVAx7KmdeQ7VNuN4yVSe9YNO0ipWNRo6mcljTeezpHFYpM9DrDWttOl+8awKJuSrh/YoJ+i6PHdqUxm5YYxmCt5dNcuYHLz4SGAtxHMmnVJgdfMMzeQmrTcLVaHphzawOiD0zjnNlYqCjxV7S4JuLBHfWCFabvVEIXWmjg7A3QhCbLRzqCg1lW6h8EvJJbAroIITeEktljsajs5sugzlKP+QhcYi2+YjKMytLgTWE6pC2ZaZuokRT3fHRtQ5htU14d52g6UEyhsqZ4ELlEliZBPZUFmsi10sm3c0qmLDewfvje3RefUA4VyG4X4FkDPupsQMbBRmEysbBUoRLdfzrS8SGUN5biIMmAcUpokONXm+aOffVJuFaw5yuNs2wfds3py3fzI83zXy6f30R63O3cC6M4FydxLk4inIevxPVWpsvxDcX8d9cIlium4z5tRa0PcgkTC7ERG7fKwsOgrItOIIg4bRTcQc16vQabfVGjqptwqUG4TurKFttjGBEU0pWIWlWqUxES2LHs70j+rDRwfuTe3S+PLcRSMRt7EslrPzj82SOilLKJGcu1fFemzvxAYVueWbZ7VLdJPAu1QGNfW7EJBhPZo/N/7/YPwkonkA61Gb6oC/rP1yJgodWFDQ0PegFDh54oUnAS8Ug6Zi19uMOdAKCpTr+rTX826vYr89jjWeIPTOBc3XCDME/JKy08N9cwntzgWC+ZrL/lxvotm+SBs8WzfCy7LTFDvpHjiBKgm16hDWTp+IvNaDlmc9rJo6ViVagpMzyYGs0TXBrlaAbSDi2KUiV3yJh9RiySmn8e+v49ysEizXs8exRb9Jjaa3RlbZZ5bQUrfxZqpuRyN4SaZNrhFJYI/MmB2gkjX1p1NRemcnLd8MJJQHFY4SNDp3P3SJ4UDWj3ZYCpXpJafQuK5SFSezKJVHFpDlyKiRNstwujughCgaqbcKqmQoIKy10249u7L+jfvQ6P9gYcWh5hM0oC7+58UMIKuWYufekg5XLopKOGVreZm7aGsuYx1tq4N9YhmgJp/3FO9hnCsSuTmKfKxLcWcNzzZRGuNokXK6jax2TCzETLc0c4ny/OF2UUpCOY6f7kkiD0CTE1jrmfyWqCNpdaRKut8BW2OdGhro0+DComI0qJs0oxevz2B8+3gFFuN6i+X+/trF8OFrdpBsdk+8T2yg+Z0/lIQxNzY+76/hJB+v6ItZICquYNqOhl0rm4OOY1y0RGySg2IbWGv/NRdq/f5Pg9irBoqlg2AsmiL7gevPrG0GGijvRTtokt6mEg5Uzw/uqkDKBRj5psuerJmgIK210tYWudcxccjswUxBt39RUMFu16eSRbQ5NFr1ueuggRCVNB0OVjpks+lRsyyz83VDJmCkIdSZvikkt1vHureO/s4rnLmLlk+Z1LJtld2TiZv3+5bFdB1NC7JWyrV6CbZdZldJBNz3sc8UTF0j0s8ayZvm0u4j+mgsHkuw7DDrUtD71Jt7r8wQPKtH3jlkibY1nUKn4lt8DVimzMaK62sR7YxFlK/wbS1gjd1GFJM7ZIlYuab5Pu9+p3dNUzExvJRw5WDkGJKDYQlht0/7MW3juAv7NFQg09mzBjEbAxlJCHV3ou6xDDR2zNE4v+GZdv9YP/SOYaQWC0CzPa/lREGECCbQ2QUnCMQFA70vkoX8YtfmMUpgvz9TBlZ1WSvUS6XrVH++s4bd9VDJmgoizxUOvJyBElzmyT8E2VUVPEpVPgNYEy3X8G0vErk4+ch+tNXq9RTBXNYXfFmqoVAz7rKntYY1lDjyg8v74Hv71JcL5GrEXpve0KkVZfd8pWpvia6umbgla419fMt+BjmWCkuhH2dGpY5sDuaRD/N1niL979gBfqdiJfOv30Vrjf2WO9h/ewr+9SviggjWVx5rK7Tv61VqDb5b46bYPbZ+w2kYv1c0/QcJBJWysTHpjuV5sb8vxjoqK2djT5v0h0DISIcSQ9ZIzF+t4ry8QuzppSpwv1QkeVAgeVAkfVMzoYC1KYK2bCqhWPmGqwhZSpiJsN8AYcjJqsFij/bl38N9exjpXHGiJq1JmSbeVS6LPFs1oa6VtvkPbProRov3QjNr60fkgNBVn80lUOiYBxRGSgCISrjVp/c4N/BtLZlRCKZyrkwM351FK9XpLcAyXpw2DUgqc4x8ACXESWWMZ/FcfENxZpfFvXjXl3GttcyQfBRG0fUjHsXKmwqfuBGY11601/LiN9UbSVIbNJ3uJ0U4UZAwSAGgvoPUf3sS/tWryVkrpob1upRQqHYf0zsuCu6vXgvuVoT232J9TH1DoUOP96T3af3Sb4PYq4UIN60wBa0KWMQkh9k63fcJKC2skPZRROxU3ZeL9d1bx31lFV9um0Vu3NkcpY4qpPTyKOpWLqsJ20JVoSuStZRN4vDZnkqVLGVIfuYp9prCvbet87hb+2yvotSbOc1NH8p2pLIWWVSHHwqkOKILFGu3fuWE6V95cgbht/imkKp0QYo+01vivzdP5o1vQCcww/GQOeyZvKn1O5fa9YsE+N0K4UIOEY3b+yd3lSJmqsAnIJbDPFDaqk1ZahDdXCeeqaD8k9dFncc4W97RN/u1V2l+8S3BzBfvS6LFNGBWH59TuOcP1Fo3f/BLBrVXClTrW2RGs0uG2tBZCPBnC5Trtz7xFOF/ru1Kb/IYH0VC8MtMX1kwee6aAPZ1DJXc3paoSDvYed/hbPk5fdVI9qwluLOFfm6epNamPXMW5MLqrx9Etj/anbxC8s4IaTWMVTn4CrBjc6Q0oam10vU240sB5flqiayHEnmkvwPvCXbwv3Ydwm/XcvTtjqkQu1vG/9AAANZoi9tLMlqs3DpqyFPZTYwRvLeNdWwANqW+8gnO5tOPvaa1pf+Zt/HdW0E0f59LO9xenx6kNKHocS4IJIcSe+bdX6fze22YVQh/7qRLxD1xA1ztmGef9CsGDipkGeYheadL53bdAQ+zZIwoqLpcIbi7jXZsHrUn+xTKxp8e3/R3/+hKd1+YI7qxhPzMuVS1FjwQUQhyhXmXU9SZ6vWVan+eT2GcLppjPoI/vBeiWZ4oMyRf/UISNDp3PvkNwY2nT9SqXIP6hSzjnR8wVuQT2VA7edQYdalP+PgouwvsVU7k20vm9t00J6iNoVa4shX2pRHBzxQQVoYa/EG45atKt0eO/vWwas2WfzJVrYn8koBDHmtYaOlHlw3qHsN4xpXzr3R8PwtBU9bI2ftRDl1EKFbNMj4eJrCn2c0gjUzoITRn1KGgIKy1zut4yS/62GSpX+aSpHzBbwD5TeOwSZq2j4GSuSjBfJZyrEi43eo+vMnHTxyKXNDUKcmYZocolzG07BBy6W8gtCM3jKUwDte57fQporfFfj5Iu232jDQpiL88Qe+/ZbT9TylLYYxnssQyxF6dN47zlBu3ffj0qia9p/bs3SH3bi0MJJPdKKYV9cZTg1iretYWoRb3e1JRMa03709fx31kFDdbM4Qc/4niTgEIcG2Gtb2e4aPqA6Eanr/T4cKliCms8gz2exRrPmCBjwBU+3Z4nvaZIy6Yx22Pn17d6rEoL//UW/uvzgGkWZc0WsGeL2DN5UGZOPpiLgoe56qaj3kceLwrCeFDlkcF3ZQIOLAWBNjuUUG8EEDttv22Bo1BWVMXQtlC2iq63euXnVdLpFW/rVo6l/3x8f2XhB6W1hnaAbpsOu7plOu72mudFp+FaC73S2PS71mSWxIcvY23RJG8nSpkAI/GNV2j9X18x72/Tp/3JN0h+ywtHMg2rlMI+P2Iq376xQBMTDMdfmgHA+9J9vDcXCecqOM9OnppAUuyeBBTiSOggNAlq89XeDlHXO4e7DWtNgrUmwfWNoWtVSJrAIh0zJX27ZX6dvjK/fZd1rbMpeNjva1DZuCmbno4TLtTQ661H7hMuNwiXGyahr1tzYB+BypY06No+3/8ghAB0X5iyn61S2Tj2TMGsgjhTONCuoNoLCG6u4N9YIrizBsEetzhuE//qczjPTg3UQ8KeyhH/8CWTR4H5G7c/fZ3EN5SPpqaDUthni4RqHf/aAq2o0q99YcRUEH5rGWu2uOvVKeJ0kYDiMYLFmikGE+qo4qUFTlT5MhYldMZss4OJ2Wad+QE2qtGhNkP+1bYZ3q61e+d1oM2RoaU2hqNtC2wFVt9Ro6J31KkfOgrVgTZTCN2j0phtjiCTsY0jzF5fko3rUJhSuF4AXmB6lHh9lz1zOay2COdqhEu1vX2JW8oMy6fjqEzMnO9ejtlmW3XfkXV0ufcaQ41uembHv1gH79EEOcD0RNhiZz4wZebYrULKBC2FpDnNJ1H5R7vRhtU2wb11grvrhHfX0I2HRh52CCRUIYk9mcOain6KSXTdQ1e7TeiiLrbVNrrSevSxj4iudfDfXIQ3FwEzYtINLuyZ/MBNvrQfEtxexb++RHBrdd8jX/blEvH/7CJWZucKjrsVuzpJuNLorfwI3l7B+8Jd4u87O5TH3yulFFbUu8gEFWAVkwQ3V0yjw/G9jcaI00MCim2Eq006r9w2wcR+xO3eUC9Rvw6VjKESUcARt81hXHfHEOqNeer+08BUuusFDvXO8I5KjyGVS2BN5bAnc6YFfBQ4DLPZWbeZUrhYM1MG0elWWfj7knCwxtJYJTONYpXSWKPpPSVFWrkE1pUJYlcmzPauNnsBRnB/fWMO37GwJrLYUfBgT+a2zLVQBRsKSbYaSNe+KXaka+1ex1wsE4iq7nlL9V02fwcdmKNXghAdhCZA7J73zWXtB9D2e71sdHSe9sblTfkI/dtV7xBcX+qNIPUCjIns5oAyE40mbfUYQWjet+tRSf2d/saKKGCORUF0X9AcnbfGMtgTw28jHv/ABfRK04yWAN7n72CNph+7hPOgKKVMAS1L4V+bx54pREvsj6YapjgZJKB4SFht433hDv4bC/sbt+3qmKN0XW0//r6nlW0aH9lTOZMxPpUb2lHfTvo7phItj9Nam8TJxRrhSsOMsPQaEAUbjYj8/uZEAcQdEzB0A4exqAzyEL90lVKmeNBomtgL070VA4AJVAYcDVOOhRpJwcjeihMN6xV2R93CB1WC++sE9yvo1eaj93sowNgk4ZiAIxMFGOk4uuXjv70MLX/rJ07YOJdKOE+NmaPuA+rQuxvKUiS+/hman/gyes2MkLU/fd2MNu0xP2OY7Ok8WIpgvop9qSRL7MWOJKCI6KZH54t38b8y98gIgFVKm46a0RC+9qKdTd9Qfu+6w5J0sHIJVLeefy4BMdtMVwTaHCVGmdoE4cbURhBNBVgbUyOqfzVE/5GpUiYoansbR5ktf1Pn1C1HSxQbDdH6p4ViZnTGHs+Y4GEsc2yWMiqlelMRx113xcCTQlkKlU1gPZ3AeXoMAN3oENyvRD/r6JVHA4xNotGO4KGkyUc4FvbFUZynx0xjrGPy+QNQSYfkN16l+W++bEZS/JD2vzUrPwZtUjgIe9KMfAnxOKc+oNB+SOeV26bSnbc5IFCFJPH3n8N+qrSrI5feEsf2xg7XnDe1AEwmeXRbdw4/2nGj2HSquucthUrFzNK+XKLXEOg4HClorU1Q1fJBY/JLYlHSogyLigGodBznqTGcp6IAo+n1AgxdaW0sG95hVUuPrbDPjZgg4vzIsfjf2Y41kiLx9c/Q/uQ1kyhbbdP69y7Jjz57rIIfIbZyagMK3fbxvjKH96UHj4wsqEyc2PvO4pT3VgVOKdVbFncaKKUg7qDip+P1iqOjUjGcy6VHcgp0EKKbXl9dkuin0UEH2rTpvjh6ov4nnfMj6A+cp/OHtwAI71fo/P5N4h++dOID9XC1gX9tgWChhpVL4FydwJrOn/jXJYyT8182RGGjw9oP/BbB2w8lXCYd4u8+YxKPtknyEkIcH8q2UNkEPGEVG52XZswSYdesePFfn8cqmRyak0Z7Af6NJfxrC4Rz1d71IeC7i6hiEufqJLHyOCp98DlU4uCcyoAieGd1czARs0yDnpdn5GhbCHHklFLEP3yZcK3Z62Da+f2beH98zyQAd3/GM2YK9Jgd4WutCeeq+NcW8G8s7ZhfptdaeJ+7hfefbmOfH8G5OoF9buTAlt6Lg3Mq957OlQniH7qE9/k7qNEUyb9QPtKkJyGEeJhyLBJ/8Qqt/+PLvYJput4hqHdMHY2uhN0LMOyxLNZYGlVMHUnOhW508N1FvDcWtlypAybJ3b5cMqt6omWyAISa4OaKqXeRieNcmTBTIvnHJ0prHS27F0fqVAYUylLk/8HX0fiXX8R/e0WCCSHEsWRl4iQ+cpX2p64/Uva7px0Q3qsQ3qvQWyBrRauWouXG1mgKayRtioMdQKARrjbofP6uGfndauVX3MZ5egzn6qQZVYlGVMJKC/+NBfxrC5uqzOp6B++Ld/G+eBdVSG7U5Qk1ur/wXq+IHWYFz2h66K9N7N6pDCiEEOKksMcypL7jJXTDM3VSluq9n4dbp/eEUTG01ebm4nxWVINlNIU1msaeLWJNZvc9ZRJWWqZuj7u4Zd0e60ye2NVJ7EujW+alWXmzki723rOmh8i1eYJ3VjcFJVuVod+SH9L5/J19vQ4xHBJQCCHEMaeUigp3jcKF0d71uuWbXjKLdYKlOuFSzUw1bDf6H2r0SoNgpUHAMt4rd1AjKWJXJsyqtl0mRYbRCIL/+vwjIxK96YorE7uu66IshXN+xKxw6U6bXFtArz2m/simB+FEJq0+SSSgEEKIE0olHdPr5EyB7sStDkL0WpNwpUm4YrrdhqsNc6S/RaChV5t0PneLzh/dwr4winNlAvvc1kW/dMvD+5N7eK/OPbrcvlu353JpoIRKlY4Te9cZnJdnTNfhpmdq89h9BfiU2lSQL2x0CBfrxN87u+/nFYOTgEIIIZ4gyrZQpQxWaXM1Ve2HhGtN9EqDcLVJ8KBCeL/Sdwc2kiJTMZzyuEmKHEmjO4FpX/6l+4/0Q1HZOLH3nsW5MjHUlRlKqd33TbHUtkmg4vAcWUBRLpe/H/jFHe4y7rruFkX7RZcOQnStg663zWnLh4RtKmum4+Y06ZzaCns6ar3c678RhBvdU4/pe9LNVD9uywDFyaccy5Rs7yvbHq5HSZFvPJQU2fTw/vQ+3p/ex5rMEq63Hu2JkooRf88sznOTx/b/SRyuoxyheDk6/RmgssXtjynKf/B0EKJXm71mUaZzqL3RurvbOXSHL38dhGZH3/J6nRa7vTCUtVFZU0UdSXuVNh8qX621hrZPWOugayaAoOVBKobKxrFKaVQqZh676Zkhz25XyoQTBRmx3imOHQ0dHt3Oq7fDj3qiaK+vP0on2Jib7ZYh3+l8f9DQf95SpjW4Y5nW7V6w8Z5034/ue3LAzaG0jvqqdIJeiXa8wJRm96KunF70uvv7rNjd/ipRK/otLqvu67OjlvWO1RsOHsZr6gWv3RboTc900E3FN72PxG0Jhk4Qq5Ak/lXniL3vLMHdNVPF8ubKpryIbh2MnoRN7OUzxF6cPtZlzMXhO+qAogn8Xdd1D7Gr1s50qNGVFuFywyQEZeLY/Tvrtm/aiS83zA7ADzcHGjHbNNRqRQ21vNB88XaDkEy08084JkGqr4VzWGtvXFZqo/251oT1DqBNL49MAut8GisdxxpJYXc7dY6m0dW2yQBfaRAs13v9DnTDQzdNlrhueGaH21233b/j6Zuj7LWsdrrNvaxHm35tFfj0ggTTkbMXKGxqqBZdrzCt3B96XJWKmR0kD7V0J7qqu+3dI/poJ9oLHhzbXGdF72My+tvUO4T19tbvSaBRqSj46pZq7nte81T927HRet4saTPX6e5l3X+bNq8XvfF6o8+LlYtHJcxtc5tlQRia9uBRk7dN7cH7Gr3pdhC1DO/eJwqour/bDUzi9qa23ESvcbsjS631pgCCetu0Zc8nsWfypqV8y0c3O4QNzwylNzzz9+wfIYtGyaS/y/GmLIVzbgTn3Ai65eG/uYR/bd58z3U5fQUAT1Apc3F4juRTUS6XLeAF4CvHIZjofnl2E5hUzMIqZbDPFrDHszjPjGNPZs2RWaVFuN4iXG+iKxsBQK8DpxegUg7WSMp8eSccrHQcVUxiFUzLbFVIYhWT4IWElRZhpWUet/v4tbY5io0aiwHY54pY2UTU7juLPZV/bLtvrbVZarZsAoxwqdF7jb2AItrh6VBv3jGGundE3euy2vah3iHsDwhCbXYWtmV2aH5fkOBEQUh0qtIxVCzRCx5UzDats5OxXstp82MCr97RT2/9+dY7cMAcGScdVGJjp2kCPeeRed2wHv2tl+uEyw3zs9IgbJoAQzc96PiYF8JGwzbMae96+m7rBWHRfVR/kBZdFwVlKhUzgWE2avaWjZvGbxlzquI22gvRHd+8932n2gvN6EY0iqM7ftQR1t+43A6g4/cCDx2YwJWWj255Zrlh9LlVcQeSTi/YQGM+g9W22dZ8Ensii8qVsIsp7NkC9mwBayIbBa8NwpXofVxtbryHjSgYma+a5wbz94zbqCh4Im73XWc+L4c9Ytb9H8EPzHsRt0/98L1Kxoi9OI3zwhThUt20i3csYs9PSWlssWlgF5YAAAwQSURBVKOjCjOfBtLAl47o+Xt0J8D/8gMArNE0sSvj2KMZU4TlmfEd12hrrc0IwHo3yGihGx2zcygksYpRALFDNG/P5B99XD80X8brbcJKC7TG3ke7742lZnE4N7Jpu3tHu92pgd55vREYRMPzutE3ytE9X/fQLTPSob3APF40QtALEjZNKcQ3pl3SsY3AIRU79C9wq/uenC1uvCd9I1PBssksV93AwerrBgv0d4hVSm1MO0QjIr1ph+5lx0xdqNRDgdIOVBJg//0pep1gux1uKy1Txnm12TvVjehvGAUa3Tl0azSFfWHEjEacKeBEQYQqpjb/L5Qym5cw+iHhal+AFo2UhbWOGanqmB+8YONz1em7Pgg3RsYeHjGzNv4WyrJMwBh9fkjGdp0MqIPQ/M9W24TVNrre2eiS290OOxrV6gYYiSgASjjmvqE2I0Dd/5H+0aO+88TtaEQxfiKP6JVS2ONZ7PFdJkaKU08dRbnScrn8HcBvAL8E5IEPAqPAq8DPuK7767t4jNe2uelKPB63zp07t+Pvay8wiUZ+GB1hR0eQ8ehLQ4ZnH6879dAdMeg/Kpe37/jrTqX0jWQAG6NKzpACvUdGwPpGnPp/IJpR2jj/8OP0ru997tj02esPPFBq0/P1frpBYDdwsaLArzta9/B0Vf+Um9bRZ/uhXJ7oqk2X9UPPuSk4UvIVM0QmwAtQ6RhWIXXUm3Pi3bhx47dd1/3mvf7eUYXNL0Wnfw34XeBfArPANwO/Vi6XX3Bd98f2+dhWp9MJb9y48cZOd1KgsiQKGq07BK0OgUlSEAfpcnT61pFuhdjOkf59+lOEN8aEemMivV2wZcYobBsrCnuU1Z106jsfjVkoQnQY/QQaHQbowCf0fMKOT+AF6KB/G7qPb2FFp8q2UJaNshXK0r0w2oQe21zWNsp2sGI2VpQi231cZSmU6m6XRgf927AVjR4126dWDuTNP+Es817HW3Wvur7YXn38bwyVfK9FjmqE4n8AvhP4Cdd1f7Xv+ovAHwDTwAdd1/3sPh77NQDXdZ8b0uaKIZG/zfEmf5/jS/42x5f8bTYcSfaR67o/6rruhf5gIrr+JvAT0cXvPvwtE0IIIcR+HMd05lei08s73ksIIYQQx8ah51BES0bfBWRd1/2PW9ylW8ZN6qgKIYQQJ8RRjVB8Bvjdcrk8scVtH4pOX9niNiGEEEIcQ4ceUESFrP41Jov7n0YjFgCUy+WXgB8FasAvH/a2CSGEEGJ/jmqVxwRmNcdTwJ9glo6eAf5zwAa+w3XdTxz6hgkhhBBiX44koAAol8sjwI8D/wWmBkUF+D3gp13X/eKRbJQQQggh9uXIAgohhBBCPDmO47JRIYQQQpwwElAIIYQQYmASUAghhBBiYBJQCCGEEGJgElAIIYQQYmASUAghhBBiYIfey2O/yuXyXwF+ECgDDeD/A/6+67q3dvn754CfAv48UALeBH7Bdd1fOpgtPl2G8Pf5WuCHga8CssB94LeBn3Jdd/FANvqUGPRv89BjKeDTwNcCF13XfWeIm3rqDOH/ZgT4+8C3ADOY/5v/APyk67oPDmSjT5Eh/H1eBn4S+CCQA94B/nfgf3Rdt30Am3ykTsQIRblc/mngV4Ek8AuYL7T/EvhCuVy+uIvfPw98DvguTFXOf4FpQva/lcvl/+mgtvu0GMLf53ui3/kQ8P8CPwfcBf4b4PPlcnnqYLb8yTfo32YLP4AJJsSAhvB/Mwn8EfBDwHXM/83bwF8H/rBcLpcOaNNPhSH8fb4as9/5aPS7Pw+0MQHGJ8vlsn0wW350jv0IRdTf48eAzwJ/3nXdTnT9vwI+Afws8M2PeZifwUTvH3Fd95PR7/8E8DvA3y6Xy78m1Tn3Z9C/T3SE9XOY/i3vc13X7bvtp4B/APwT4K8e1Gt4Ug3pf6f/8crA/9/e3YfqPcZxHH9PjCU7S/yBMYvtKw8xGvK0Zeb5YcpDYkoUpe2PtZjkYVtGiUYjyiQPhWhLotRy1CgUErMv2pZNac3DmIcMxx/f6567u/t3dO7rOvzO+X1edffr3Nfv9zvXOd9z3ed7X0/3vcNQ1cYpFJuHganAPHdf0Xbvu4h/WrcAtxavfAMUis8DRDJymbu/nK7fHXgNmA1cBTw7LD/A/2Qk9FDMT8clraACuPsqYqvuC83soKqLU+/EHOCdVjKRrv+V+IMZA9w4HBVviKz4AOcTXYFPtCcTyVIio7+oYH2bJDc2u6R3U08DW4GPS1e0gXJf1yYClwNvticTyXLgGUBDHr0r0XZOBL5vJRPp+j+A1jD7KQXrWwsjIaE4E/iDCGKnNURCMFgX7Mx0zpouZWuB39P3kN7kxuczYgz4pS5lfwI7iTkVMnS5sWl3GzAduB74qUjtmi03Nuenc17oLHD37e5+rbsvL1HRhirRdr4Fxqde2HYHpuOomxtW6yEPMxsLTAI2VUxg2ZCORwxym6np+GVngbvvNLPNwGQzG9ueicq/KxEfd/8A+KCi+FwimagqlwqF2k7rXtOAO4HH3H2NmS0uV9PmKRSbY9PxEzO7mpg4eDTxIYurgDvcfVuhKjdKwbbzCLEQ4AUzmw9sBs4C7gK+A1aWqXF91L2HYl8iE/yuonx7Ok4Y5B6tiUmD3WM3YPyQaycl4tOVmfURXbcAjw69ao1XJDZmticx1LGFGJOXfCVi03qXu5CIz9fAY8BXwE3EpMx986vaSEXajrsvBeYBM4ie2B3AamIo6iR3/6pIbWuk7gnF2HSsWl7Ten6vYb6HdDcsv1sz24dY7TEFeB14sqfaNVup2CwFjgKuc/cdJSomRWLTGga8BLjI3S919wXEsuvHibZzX25FG6pI20lL4RcRQyfPEYsD3gWOBFaOxoSv7gnFr+k4tqJ8z3Qc7IWuxD2ku+K/27REtB84lWh8V7r7QK8VbLDs2JjZacSSxBXu/lbBujVdiXbzZzq+1DHZfIDoSfoNuMLM6v4aX0cl2s5E4k3RXsBx7n6Nuy9w95OBxcQS+acL1bc26v7Hth34i+qupb6286q0uq0Gu8cAMfYoQ1MiPruY2THAe8DxxJLe2e6uCYC9yYqNme0NPEWMFy8qXbmGK9FuWmXvdxa4+4/EnLE+YP8e69hkJeIzFxgH3O/uX3SULSbic4GZHZBT0bqpdUKRJkluAA4xsz26nHJYOq4b5DbrO87dJd3z4PhW/ldOXZuoUHwAMLMziVU3BxNrs89TMtG7ArGZns45HPjZzAZaD6L3CGBjeu7QglUf9Qq1m9YS66p30a3nfxl6DZutUHwmVZ2TepE+7ThvVKh1QpH0E43j1C5ls4jehbcHuf6tdE63paGnp3uvzatio/WTFx/M7HTgVWJi7DJ3n6sVN0X003tsNhHvpLo9NqdzHkpf/1Cqwg3ST1676U/H2Z0FZrYfMBnYqKS8Z/3kxeebdLSK8inpOKr2ChkJCUVrQt4yMxvXetLMLiUSglfcfUvVxansDWCGmc1pu34ccE/68pHitW6OrPik7YFfJLoH73D324ezsg3Tc2zcfZO7393tQawkAFienlNCMXRZ7Yb4h7eOeF2b23b9bsQOjXvwzwZKMnS58XmRGDZZ2LlNd1pCeiSwtpfP06mzMQMD9Z/vZmYrgJuJ/epXAxOBK4BtwCnuviGdN5PYyOojd1/ddv1UYk/1PiLQW4jdM6cQY1xaDpchJz5mtozYNOkH4h1vlSUalhq63LZTcc+1xDs3fThYhgKva9OITZYmENs5r0/nnQC8A8x0953/zU8z+hSIzwIiudtBbNe9lRhKnEH0YJzRZX7FiDYSeigg1vLOI5brzCcC8jxtQU1mEpuGzGm/2N0/B04GXgbOIf5IfgZuQHvdl5ATn/PScUIqq3qMlL/VuslqOzKscl/XPgSmEZNnjyc+TK+PGIaapWQiW258HgTOJoZGLiY2H5tEfDjltNGWTMAI6aEQERGRetO7PhEREcmmhEJERESyKaEQERGRbEooREREJJsSChEREcmmhEJERESyKaEQERGRbEooREREJJsSChEREcmmhEJERESyKaEQERGRbEooREREJJsSChEREcmmhEJERESyKaEQERGRbEooREREJJsSChEREcn2N9rLFRRbw5n6AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_speed(\n",
" results, 'mean_power', \n",
" colors[2:], labels[2:], filename='lfp_speed_power_30', ylim=(5, 35))"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_speed(\n",
" results, 'mean_power', \n",
" colors=[colors[0], colors[2]], labels=[labels[0], labels[2]], filename='lfp_speed_power_baseline', ylim=(5, 35))"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x450 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_speed(\n",
" results, 'mean_power', \n",
" colors=[colors[1], colors[3]], labels=[labels[1], labels[3]], filename='lfp_speed_power_stim', ylim=(5, 35))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Table"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"from septum_mec.analysis.statistics import make_statistics_table"
]
},
{
"cell_type": "code",
"execution_count": 102,
"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>Freq score</th>\n",
" <th>Power score</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Baseline I</th>\n",
" <td>1.8e-01 ± 1.7e-02 (46)</td>\n",
" <td>1.6e-01 ± 2.2e-02 (46)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Normality Baseline I</th>\n",
" <td>3.4e+00, 1.8e-01</td>\n",
" <td>2.5e+00, 2.8e-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11 Hz</th>\n",
" <td>-6.4e-03 ± 1.1e-02 (44)</td>\n",
" <td>-2.2e-02 ± 3.0e-02 (44)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Normality 11 Hz</th>\n",
" <td>1.1e+01, 4.0e-03</td>\n",
" <td>2.0e+01, 5.5e-05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Baseline II</th>\n",
" <td>2.2e-01 ± 2.0e-02 (32)</td>\n",
" <td>1.1e-01 ± 1.8e-02 (32)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Normality Baseline II</th>\n",
" <td>2.0e+00, 3.6e-01</td>\n",
" <td>1.2e+00, 5.5e-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30 Hz</th>\n",
" <td>1.1e-02 ± 1.4e-02 (34)</td>\n",
" <td>5.3e-02 ± 2.3e-02 (34)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Normality 30 Hz</th>\n",
" <td>2.8e+00, 2.4e-01</td>\n",
" <td>2.0e+01, 3.7e-05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Wilcoxon Baseline I - 11 Hz</th>\n",
" <td>1.6e+01, 2.3e-08, (44)</td>\n",
" <td>1.1e+02, 7.0e-06, (44)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Wilcoxon Baseline I - Baseline II</th>\n",
" <td>1.8e+02, 1.2e-01, (32)</td>\n",
" <td>1.7e+02, 7.3e-02, (32)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Wilcoxon Baseline I - 30 Hz</th>\n",
" <td>7.0e+00, 1.5e-06, (32)</td>\n",
" <td>1.3e+02, 1.0e-02, (32)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Wilcoxon 11 Hz - Baseline II</th>\n",
" <td>3.0e+00, 1.1e-06, (32)</td>\n",
" <td>9.2e+01, 1.3e-03, (32)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Wilcoxon 11 Hz - 30 Hz</th>\n",
" <td>2.2e+02, 3.8e-01, (32)</td>\n",
" <td>1.6e+02, 5.9e-02, (32)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Wilcoxon Baseline II - 30 Hz</th>\n",
" <td>9.0e+00, 1.9e-06, (32)</td>\n",
" <td>1.5e+02, 3.6e-02, (32)</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Freq score \\\n",
"Baseline I 1.8e-01 ± 1.7e-02 (46) \n",
"Normality Baseline I 3.4e+00, 1.8e-01 \n",
"11 Hz -6.4e-03 ± 1.1e-02 (44) \n",
"Normality 11 Hz 1.1e+01, 4.0e-03 \n",
"Baseline II 2.2e-01 ± 2.0e-02 (32) \n",
"Normality Baseline II 2.0e+00, 3.6e-01 \n",
"30 Hz 1.1e-02 ± 1.4e-02 (34) \n",
"Normality 30 Hz 2.8e+00, 2.4e-01 \n",
"Wilcoxon Baseline I - 11 Hz 1.6e+01, 2.3e-08, (44) \n",
"Wilcoxon Baseline I - Baseline II 1.8e+02, 1.2e-01, (32) \n",
"Wilcoxon Baseline I - 30 Hz 7.0e+00, 1.5e-06, (32) \n",
"Wilcoxon 11 Hz - Baseline II 3.0e+00, 1.1e-06, (32) \n",
"Wilcoxon 11 Hz - 30 Hz 2.2e+02, 3.8e-01, (32) \n",
"Wilcoxon Baseline II - 30 Hz 9.0e+00, 1.9e-06, (32) \n",
"\n",
" Power score \n",
"Baseline I 1.6e-01 ± 2.2e-02 (46) \n",
"Normality Baseline I 2.5e+00, 2.8e-01 \n",
"11 Hz -2.2e-02 ± 3.0e-02 (44) \n",
"Normality 11 Hz 2.0e+01, 5.5e-05 \n",
"Baseline II 1.1e-01 ± 1.8e-02 (32) \n",
"Normality Baseline II 1.2e+00, 5.5e-01 \n",
"30 Hz 5.3e-02 ± 2.3e-02 (34) \n",
"Normality 30 Hz 2.0e+01, 3.7e-05 \n",
"Wilcoxon Baseline I - 11 Hz 1.1e+02, 7.0e-06, (44) \n",
"Wilcoxon Baseline I - Baseline II 1.7e+02, 7.3e-02, (32) \n",
"Wilcoxon Baseline I - 30 Hz 1.3e+02, 1.0e-02, (32) \n",
"Wilcoxon 11 Hz - Baseline II 9.2e+01, 1.3e-03, (32) \n",
"Wilcoxon 11 Hz - 30 Hz 1.6e+02, 5.9e-02, (32) \n",
"Wilcoxon Baseline II - 30 Hz 1.5e+02, 3.6e-02, (32) "
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stat, _ = make_statistics_table(\n",
" {k:v for k, v in results.items() if k in ['power_score', 'freq_score']}, \n",
" labels, lmm_test=False, wilcoxon_test=True, use_weighted_stats=False, normality_test=True)\n",
"stat"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [],
"source": [
"stat.to_latex(output_path / \"statistics\" / f\"statistics.tex\")\n",
"stat.to_csv(output_path / \"statistics\" / f\"statistics.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [],
"source": [
"for key, result in results.items():\n",
" result.to_latex(output_path / \"statistics\" / f\"values_{key}.tex\")\n",
" result.to_csv(output_path / \"statistics\" / f\"values_{key}.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Register in expipe"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [],
"source": [
"action = project.actions[\"lfp_speed\"]"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [],
"source": [
"outdata = {\n",
" \"figures\": \"figures\",\n",
" \"statistics\": \"statistics\"\n",
"}\n",
"\n",
"for key, value in outdata.items():\n",
" action.data[key] = value\n",
" data_path = action.data_path(key)\n",
" data_path.parent.mkdir(exist_ok=True, parents=True)\n",
" source = output_path / value\n",
" if source.is_file():\n",
" shutil.copy(source, data_path)\n",
" else:\n",
" copy_tree(str(source), str(data_path))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"septum_mec.analysis.registration.store_notebook(action, \"20_lfp_speed.ipynb\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}