septum-mec/actions/stimulus-lfp-response-mec/data/20_stimulus-lfp-response-me...

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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": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"10:47:08 [I] klustakwik KlustaKwik2 version 0.2.6\n"
]
}
],
"source": [
"import os\n",
"import expipe\n",
"import pathlib\n",
"import numpy as np\n",
"import spatial_maps.stats as stats\n",
"import septum_mec\n",
"import septum_mec.analysis.data_processing as dp\n",
"import septum_mec.analysis.registration\n",
"import head_direction.head as head\n",
"import spatial_maps as sp\n",
"import speed_cells.speed as spd\n",
"import re\n",
"import joblib\n",
"import multiprocessing\n",
"import shutil\n",
"import psutil\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"from distutils.dir_util import copy_tree\n",
"from neo import SpikeTrain\n",
"import scipy\n",
"import seaborn as sns\n",
"from tqdm.notebook import tqdm_notebook as tqdm\n",
"tqdm.pandas()\n",
"\n",
"from spike_statistics.core import permutation_resampling\n",
"\n",
"from spikewaveform.core import calculate_waveform_features_from_template, cluster_waveform_features\n",
"\n",
"from septum_mec.analysis.plotting import violinplot, despine"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"plt.rc('axes', titlesize=12)\n",
"plt.rcParams.update({\n",
" 'font.size': 12, \n",
" 'figure.figsize': (6, 4), \n",
" 'figure.dpi': 150\n",
"})\n",
"\n",
"output_path = pathlib.Path(\"output\") / \"stimulus-lfp-response-mec\"\n",
"(output_path / \"statistics\").mkdir(exist_ok=True, parents=True)\n",
"(output_path / \"figures\").mkdir(exist_ok=True, parents=True)\n",
"output_path.mkdir(exist_ok=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"data_loader = dp.Data()\n",
"actions = data_loader.actions\n",
"project = data_loader.project"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"identify_neurons = actions['identify-neurons']\n",
"sessions = pd.read_csv(identify_neurons.data_path('sessions'))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"lfp_action = actions['stimulus-lfp-response']\n",
"lfp_results = pd.read_csv(lfp_action.data_path('results'))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"lfp_results = pd.merge(sessions, lfp_results, how='left')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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",
"lfp_results['action_side_a'] = lfp_results.apply(action_group, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"lfp_results['stim_strength'] = lfp_results['stim_p_max'] / lfp_results['theta_energy']"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"lfp_results = lfp_results.query('stim_location!=\"ms\"')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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"<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>signal_to_noise</th>\n",
" <th>stim_strength</th>\n",
" </tr>\n",
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],
"text/plain": [
" action_side_a channel_group signal_to_noise stim_strength\n",
"68 1833-010719-1-0 4 0.006686 NaN\n",
"66 1833-010719-1-1 2 0.034550 NaN\n",
"580 1833-020719-1-0 4 0.008427 NaN\n",
"578 1833-020719-1-1 2 0.019033 NaN\n",
"372 1833-020719-3-0 4 0.001076 NaN"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lfp_results_hemisphere = lfp_results.sort_values(\n",
" by=['action_side_a', 'stim_strength', 'signal_to_noise'], ascending=[True, False, False]\n",
").drop_duplicates(subset='action_side_a', keep='first')\n",
"lfp_results_hemisphere.loc[:,['action_side_a','channel_group', 'signal_to_noise', 'stim_strength']].head()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"colors = ['#1b9e77','#d95f02','#7570b3','#e7298a']\n",
"labels = ['Baseline I', '11 Hz', 'Baseline II', '30 Hz']\n",
"queries = ['baseline and Hz11', 'frequency==11', 'baseline and Hz30', 'frequency==30']"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/numpy/lib/histograms.py:898: RuntimeWarning: invalid value encountered in true_divide\n",
" return n/db/n.sum(), bin_edges\n"
]
},
{
"data": {
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kfXVHmLt4AVOvW3Fk0PU7H8boIXGXZsiCZfDjZ1fYf9Chkxg2rBb/20kN+Jq7/6Xti2mK5l8R48KvNbPJaU6Kerc/cUuz+xMP9BM198vh7s1m5sTiABOLpTGzQbSuMpT7ggnS+xpHjmPgyqtWuxidMmDRMOYNXrELxdhx6zB2aKzeOH/YYmDFgD1+7XUZObInlr6WvsrdZ5vZAcCrxKiYHYhJYuqau79c7TLUm1pdXvPBtN22xP6tiYuNRUBeaySLiNQkd59NNJlDNJFLP1RzNezkamKWtL3M7Hh3n9Nm/+Fp+zvNciZd0dzSzNzFHXZ/KGvOou4dL9JJg9L23bY7zGwg8AXgc8QUrGOJCWNeI2agPNfd27VGmtmOwFeBbYj75fOIC4OrgV+4+5Iix6xMLF36WWIN9wHAi8Ta5ue5+9uVvJlinc4ynfD+C6xJLMd6KK19jZ4Efg5MLzbxTV5lq1VVDdhmtg5xD6OpTfPIXcRKXR8FbjCzvd39v2lSlW8A+xAL0J/d22WWvmHu4iY2v/L7HSeUbhl/2QmNxLrXfcGcfx94VmdHseTCzNYnatbNtGkON7NhxCImH08vzQT+RawDvkH629fMPubuj2aOOxL4cXr6GvAY0TdoSvrb28w+6e7LM8dsRPRYn0iM6HmBGGK7CXAKcICZ7eTuK94L6rwG4r79fsDbxK3P9YgLi22I2exOaPM59FbZqqbaTeK/Bp5J2/ekK6f9idnTPgbMMrN/EvdwziaGOxzo7s/0bnFFpFLjLzthbyIQvNFH/l5L76lXmFmjmY01s12B24jf6zPdfVabpN8kgvVbwNbuvq67b+Xu6xC3D/9DTOP87Uzeo2it8HzB3ddKx6wL7EgEuqnA3pljRhDztE8EbgTWcXdz9y2IaalvJSazuildRHTHasAXidryOHf/IFHj/k3af2xaea0aZauaagfsktz9RWBL4EdEoN6UGOZ1B/A/7n5FFYsnVdbc3ML8+Yu7/Nc0fwlDlg3M/a9p/pL3zrFgQbvWxP7mEuKHt69YjXhPPeVuM2sp/BFN2m8BNxGdzc4GTi5y3CeJmvd33f2h7I70/Kfp6aaZXUb8ns4lljLOHvNH4EzgWiD7JT6YaGZ+BNgzuyBKWvVsb2AWUaOfVvG7Lu0n7n5+oYafljc9mqiwDSQuRqpVtqro0SZxd5/Ywf6pHex/Czgm/Ym8p6lpCaedfGe38tiTbXIqTasLnr4/9zyl32g7DruRWD1sEjHM9evACDM7OttM7e7bpZEzpSaRKnS2yA5peIm4IBgNTDezc9398Uye3yuSzx5pe1X2/JljFprZtcCxwK60Xih01c1FzjHbzN4kLp5GVbFsVVGrnc5EpP4dAlxI36llvwEc0YP5lxqHPZioFV6Yzt9IrOv9nrQg0mgz24aoja+XtlsS97Ih06Lq7m+Y2dnAicTtx/3N7HWi/9AfgduKLG1c6J1+iJntXuI9FBYJ2KjDd9uxV0u8XuhonI1fvV22qlDAFpEe8e8Dz7pm/GUnXIc6nXVL6qn9czNbEzgVONTMznT3VwDMbCWi89i+tPYkh2jOfoQY+rpTkXxPMrOHiYuA/0cEtH3S3zIzuwo4wt0Ltf5V0rbQka2cUR3sr0RH95QaMo97u2xVoYAtIj0mBbi6m/+6Rt1IBOxGoub8Sub1jxM1zwuAB4CngOdSzfsQigRsaF1ONA2HmkJ0NPs0UQvdlwiEu6XkC9LzXd39lpzfW3fVctlyo4AtfcaxJ0xhxIjBQIyznre49BD9uYsXssdtK97G+sseX2f00BE9Wsbhwwf3aP7Sp2WnI20ASE3gheFcO7v73UWOG9/2hdRTegOgwd0fT2uI35z+jjWzE4iOZ7ua2Sqplu1ER69NgKJB0cw2IALnrF5eqKSWy5YbBWypSc3NLTQ1lW4RK9YDe8SIwe9N+zl70Xy2vfYH5U/S5ts/fORgRg7VtKFSs3ZO2xbg4fR43cz+h2nDzIYTE6rAit/4Q4kROE+a2WZFJiG5kwjYEDV6iGC+NXCwmZ3fdtKqNHnLjcBkYqjuARW+rzzUctlyo4AtNSmPXuAifYGZNRC9oE9ML13r7v9Oj7OTgJxiZt9y96XpuI2J3tCFe7rZXuJXAz8gOmudZ2YnuvuCdNw44PSU7sHMTJMXEZ3dJhHjmb9UmPAqjYn+GREQlwA/7P4775RaLltuFLBFRGrDBWY2r81rg4jJQAo97R+mdWpm3P1RM7uamJL0WGCamb1ETE1aqH3fCWwPrGRmK7v7O+7+HzM7iJiI5CjgS2b2AhET1ifGaL8FfClzrrlmthtRm/0k8JKZPU001Rsx9GwZMRFLry4BWstly1PNTpwi0llzFy1g9qL5zF40X/N8Sz16PzEdc/ZvM2K54VuAA4Ft0kIgWV8kmrgfIn7TNycC1M3ALu6+A1CY+nnXwkFp8qmpxAQpbxPzdU8AniOawye7+1PZE7n7P1M5TwOeIC4mJhNzf/8a+KC7X9etT6GLarlseWloaSk11r7vM7OnJk2atPGtt95a7aL0K8veeZMXj1xjhdfWO//1FZbXnD9/caebxH+/8QMsHris5P679/g6Y4YOL7l/9JDhDGjQNWxGQ8dJRKS3qElc6ka2F/jcRQuYev25K+xf3Fg6WAOMGTr8vbWqRUTqjQK21I1sL/DFA5eWrU2LiPQ1CtjSTktzM8vnt71Nlp/l89vOeCgiIh1RwJZ2ls+f3e4ecz2o5B61iEi9UsCWPkP3qEWkL1OXWBERkTqggC0iIlIH1CQuFZlwxpM0jhzXY/k3jhzbY3mLiPQFCthSkcaR41aY2ERERHqXmsRFRETqgAK2iIhIHVDAFhERqQMK2CIiInVAAVtERKQOKGCLiIjUAQ3rkprU3NLc7rW5ixaweOBSAOYsaurtIomIVJUCttSkeYsXtntt6vXnaklNEem31CQuIlJjzOzLZtZiZgd38rivpuOmdeGcA9OxLWa2bwXpD05pdRXdS1TDll7X3NxCU9OSsmmampb2UmlEaouZbQWc04XjPgycnX+JpFYoYEuva2pawmkn31ntYojUHDObClwHrNTJ4/4H+D0wogeKJTVCAVvqxvWfPpy1xq5Scv/oIcN7sTQi+TGzocAJwElAYyeOGwZ8O/3pFmcfp4AtdWP0kGGMHTqy2sUQyZWZTQL+DKwNLCeC9iHAhA6OM+BPwHhgGXAicASwVk+WV6pHAVtEesyMaY2NwJhqlyMnczacvnx5D+Q7ngjWDwBHuPvDZnZIBcetnY69Px33qJkd0QPlq5iZDQQq7YDyS3fvVKe6/k4BW2rCsSdMYcSIwe89n7toAVOvP3eFNMcPn9LbxZJumDGtcW/gQmC1apclJ2/MmNZ4xIbTl1+Tc77/BnZ299s6edzLwKfc/Y6cy9MdLcB9ZfaPAyw9ntXzxelbFLAldx31Al+woP2+ESMGM3LkkPeeLx64tN2Y64YBDfkVUnrDJUDpTgf1ZzXiPeUasN39eeD5Lhw3A5iRZ1m6y92XA9sV22dmKwH3pqd/BM7orXL1FQrYkjv1Ahepe5eb2eV5ZZaayq8BNgOeAT6Xgrt0ggK2iPSUQ+hjTeJEp67+YAbwZgdpVgcmVZjfRcCOwGxgF3ef142y9VsK2FITsvOEg+YK7ws2nL78mhnTGq9Dnc7q0ffc/TflEqRZ2C7pKCMz+yZwKLAE+Ky7v5hPEfsfBWypCZonvG9KAa6jmpr0UWa2N3Bmevpld/9rNctT7xSwpVdke4EX6wG+uFHBWqQvMbNtgV8DDcDZ7j69uiWqfwrY0iuyvcCL9QAXkb7DzNYHbgKGAjcA36puifoGTWUnIiK5MbMxwG3EmOvHgH3dvaW6peobVMOWmnD3Hl9nzNDyc4FrrnCR2mZmQ4ga9YbATODT7r6gqoXqQxSwpSaMGTpc84SL1L+jgI+lx28Bl5jZCGBQkbTL3H1qbxWsL1DAFhGRvKycefyhDtL2lyFyuVHAFhGpMe4+sYvHje/GOZcRPborTf8L4BdtXjuJWG1MeoA6nYmIiNQBBWwREZE6oIAtIiJSBxSwRURE6oA6nUnumlua272WXdxDC3uIiHSeArbkbt7ihe1e0+IeIiLdoyZxERGROqCALSIiUgcUsEVEROqA7mFLr7j+04ez1thVSu7Xwh4iIuUpYEuvGD1kmBb3EBHpBjWJi4iI1AHVsKXTmptbaGpaUnJ/U9PSXiyNiEj/oIAtndbUtITTTr6z2sUQEelX1CQuIiJSBxSwRURE6oCaxPuZluZmls+fXTbN8vlv9VJpRPo3M5sIvFRidwswF3gZuB04z93f7KWi5cbMpgGXAa+6+/jM638BpgCnu/tJ1SldeWY2HTgAuMfdp1a6r6coYPczy+fP5sUj18g932NPmMKIEYOBWOhj6vXnrrD/+OFTcj+nSB/zJDAv83wgMBp4P7AFcIiZfcLd/1WNwkn1KWBLLkaMGMzIkUMAWDxwabuFPhoGNFSjWCL15Gvu/pe2L5rZWOBXwM7AtWY22d3bL4lXf/YHhgNq0quQAraISA1z99lmdgDwKrAhsANwR3VL1X3u/nK1y1Bv1OlMOq3UetezF81n9qL5Wu9aJGfuPptoModoIpd+SDVsYcIZT9I4clzZNI0jx773WOtdi1TFoLR9t+0OMxsIfAH4HPABYCywDHgN+DNwrrvPKHLcjsBXgW2I++XziAuDq4FfuHu7GZLMbGXgKOCzwCSi4vcicB3RMe7tSt5MsU5nmU54/wXWBA4CDgU2Toc9CfwcmO7uLT1VtlqlgC00jhzHwJVXrXYxpA86/phbGoEx1S5HTub84LxdllfjxGa2PlGzbqZNc7iZDQNuBT6eXpoJ/AtYHdgg/e1rZh9z90czxx0J/Dg9fQ14DBhHBNEpwN5m9kl3X545ZiOix/pEYDnwArAQ2AQ4BTjAzHZy92e7+ZYbiPv2+wFvAzOA9YgLi20AA05o8zn0VtmqRk3iItIjjj/mlr2JQPBGH/l7Lb2nXmFmjWY21sx2BW4jfq/PdPdZbZJ+kwjWbwFbu/u67r6Vu68DbA38BxgBfDuT9yjg7PT0C+6+VjpmXWBHItBNBfbOHDMCuJkIiDcC67i7ufsWwNrERcME4KZ0EdEdqwFfJGrL49z9g0SN+zdp/7Fm9l4to5fLVjUK2CLSUy4hfnj7itWI99RT7jazlsIf0aT9FnAT0dnsbODkIsd9kqh5f9fdH8ruSM9/mp5umtllwFBinPfv2hzzR+BM4Fog2yR+MNHM/Aiwp7u/ljnmdSK4zyJq9NMqftel/cTdzy/U8N19EXA0MT59IHExUq2yVYWaxCUXWu9apNvajsNuBFYiAtEQ4OvACDM7OttM7e7bmdkgIpAVU+gFmv1P+BJxQTAamG5m57r745k8v1cknz3S9qrs+TPHLDSza4FjgV1pvVDoqpuLnGO2mb1JXDyNqmLZqkIBW3Kh9a6liEOAC+k7tew3gCN6MP9S47AHE7XCC9P5G4GvZNO4+1IzG21m2xC18fXSdkviXjZkWlTd/Q0zOxs4kRgPvb+ZvQ7cBfwRuM3d246PLvROP8TMdi/xHgqzMm3U4bvt2KslXi/0es3Gr94uW1UoYItIj/jBebtcc/wxt1yHOp11S+qp/XMzWxM4FTjUzM5091cAzGwlovPYvrT2JIdozn4EeBTYqUi+J5nZw8RFwP8jAto+6W+ZmV0FHOHuhVp/oQmt0JGtnFEd7K9E6TV8Q3Y2pt4uW1UoYItIj0kBru7mv65RNxIBu5GoOb+Sef3jRM3zAuAB4CnguVTzPoQiARvA3a8Hrk/DoaYQHc0+TdRC9yUC4W4p+YL0fFd3vyXn99ZdtVy23Chgi4jUh+yMRQ0AqQm8MJxrZ3e/u8hx49u+kHpKbwA0uPvj7v4Occ/4ZqIH9glEx7NdzWyVVMt2oqPXJkDRoGhmGxCBc1YvL1RSy2XLjXqJi4jUh53TtgV4OD1eN7P/Ydows+HEhCqwYgXtUOBx4DdmVmyi/zszjxvTttAJ7OBiQ6PS5C03Ag8BPyz9NnpELZctNwrYIiI1zMwazOyzRAcxgGvd/d/pcXYSkFNSb/HCcRsTE4kU7ulme4lfTdwjfgezSSAAACAASURBVD9wXhrHXDhuHHB6evqgu89Jjy8ixnRPIsYzr5M5ZtWU5+SUb28HxVouW27UJC4iUhsuMLN5bV4bREwGUuhp/zBweGGnuz9qZlcTU5IeC0wzs5eIqUkLte87ge2BlcxsZXd/x93/Y2YHERORHAV8ycxeIGLC+sQY7beAL2XONdfMdiNqs58EXjKzp4mmeiOGni0jJmLp1SVAa7lseVINW9ppbml+byGPYn9zi8wlLiLd9n7go23+NgMWE/dlDwS2SQuBZH2RaOJ+iPhN35wIUDcDu7j7DkBhZaxdCwe5+xVEJ7Nriek/NyZmA3uOuH892d2fyp7I3f+Zynka8ARxMTGZmPv718AH3f26bn0KXVTLZctLQ0tLqbH2fZ+ZPTVp0qSNb7311moXpdcse+dNXjxyjRVeW+/811eYS3z2ovlsfuX3S+YxZNlA9nx6mxVe+9qJH2HtcX1l9I4kWsRcpIbk1iSeOjccD3yeaIp5l2i++ZG7396F/CYSs/GU83iaK1Zy1NLcwpBlpb8aQ5YNKrlPRER6Ri4BO3VYuAv4MLCUmGJvLLHQ+g5mdqq7f7eT2W6etnOAZ0qkea4LxZUOLGxa2q4GLSIi1ZVXDfsiIlg/BuyWmYFnP+BS4FQzu8/d/9SJPAsB+2p3P7xsShERkT6u253O0jqt+xK98fYpBGsAd78cOCs9PbWTWRcCdt326OtPVhlStyvWiYjUhTx6ie9HDKz/u7s/XWT/xWn70ezYuAoUAvaT3Smc9I4BDRpwICLSk/JoEt82be8tttPdXzWzWcRwgSnA5R1laGYjidVmQDXsmvClY7ZirTGl58wfPnxwL5ZGRKT/ySNgT0rbF8qkmUkE7A0rzHMzYkjJa8CqZvYNYrL7gcAM4Ep3v69LpZUuGT58ECNHDql2MURE+q08AnZhBp5yk6kXBvqPqzDPQnP4aOBpWueyhZix56tmdilwmLsvrbSgIiIi9SqPgF2Yn3ZRmTSFqbGGl0mTVQjYQ4GfEUvGPU+s17of8B3gIGIGoK8UyyDLzJ4qsWv9CssjIiJSVXkE7OVU3nmt0mnV/pbyfNTdf5p5/WXgdDObScyBe5iZXdR2+jwREZG+Jo+APZ9ouh5aJk1hzE9TJRmmOW6vKLffzL5DrEKzO7FYe7n8Nin2eqp5b1xJmURERKopj7E4b6Xt2DJpCveu38jhfAWPpu26ZVOJiIj0AXkE7MK0oRPLpCnsm1FppmY2yMwayyQplF2dzkREpM/LI2A/mLbbFttpZuOBwoQp93eUmZmNNrM5xELju5dJumXaFpusRUREpE/JI2Bfk7ZTzcyK7D8sbe9x95kdZebuc4HX09NpxdKY2V5ED+8lQF2vbyoiIlKJbgdsd38O+C0xVvo6MytMpIKZ7Qt8Mz1tt8Cyma1vZhuZ2Zptdp2Ztrua2ZlmNiRzzF7AZenpD9z9te6+BxERkVqX12pdRwKbpr9nzexfRM/xCWn/iSVW6rorpfkVmdq0u19uZpsB3wBOICZKeQ5YHVgrJfsFMR5bRESkz8slYLv7bDPbFjgO+BwwmegMdg9wvrt3utna3Y8zsz8ARxD3xzcj1sa+BbjY3W/No+wiItVmZhsQlZPtiQmi5gAPABe5+51ljhsLnET09xkPzAXuI1ofH+hkGaYCd6en63Z0C9PMpgMHELc7p3bmXNI1edWwcfcFxBKap3bimIkd7P8T0Jk1tEVE6oqZ7QhcT8xX0UR0pF2VCMK7m9kP3f24IsetTgTn9dNxTxBBew9gNzM71N0v7Z13Ib1BayKKiFSJmY0DriSC9VXA+9x9C3dfC9iHmEnyG2a2Z5HDf0cE6zuB8e7+IeB9RE29EbjYzCb3wtuQXqKALSJSPQcT/X1mAtPcfV5hh7v/FrgkPT0se1Bqvp5CzDT5xTS6BndvdveziambBwEn9nD5pRcpYIuIVM9LRA37J+6+uMj+J9J2QpvXp6Xtje7+Fu1dnLafMbNhRfZLHcrtHrbUh5aW5navzV28gAGLhmWeL2yXRqQrXt/4nEZgTLXLkZM5azx93PI8M3T33xFN26V8KG2fa/N6YaKqe0sc9w9gGTAi5fG3rpaxM9p0XOvIge4+vedK0/coYPczcxc3sbBh5RVe+9+rL+Cdwa0Be8iyQezCB3u7aNLHvL7xOXsDFwKrVbssOXnj9Y3POWKNp4+7puOk3WNmo4CjgAOJwHt2Zt8AYL309IVix7v7UjN7laiZb0gvBWxgHtERrpT1gMK8Gy/3fHH6FgXsfmZh03KuGHX5Cq9t/3yVCiN93SXAKtUuRI5WI95TjwXs1Lnsu8AkYAjwCnC4u/81k2w0rb/db5bJbjYRsMeVSZMrd38U2K7YPjPbmNbpqU9z9z/3Vrn6CgVsEZHasTWQXQ54NLCLmf3V3d9Nrw3P7F9UJq/Cva3hZdKU8lLxmaa7Jg1Bu424gLuaTgz/lVbqdCYiPeUQ8l1St9reIN5TT7oAGEkMz5pGBN3DgD+bWaGC1dn76C1dKMc/iabtcn8V/dua2XDgZqK2/w/gAHfvSpn6PdWwpSKrDFFHU+mcNZ4+7prXNz7nOtTprGLu/u/0cAHwKzN7AHiM6Di2LzCdGMpVMLRMdoX/tE1dKMrenZjprFyaAcRaE1sRzfu7u3u5VgEpQwFbOOjQSYxfe92yaYYPH9xLpZG+JAW4cvdZpQx3dzO7DvgiMJXWgL2YuMc9tszhhXvX1WzlOJeYsW0BsJu7v95BeilDAVsYNmwgI0cO6TihiOTKzMYA6wKzSoynBpiVtmtATI5iZk6srzCxRL6DiGZ1gBm5FbgTzOxrRE/3ZmAfd3+sGuXoS3QPW0Skeh4i7hcfVCZNYdKUVzOvPZi221Lc1kSFbBHwaHcK2BVmtivwo/T0BHe/sbfL0BcpYIuIVM8f0/bgVCtegZlNJBbzgOi4VXB12u6VaultHZ62v3P3Xp0Jycw+SMzeNgC4zN3P6c3z92UK2CIi1XMO0RN8A+C3aTEQAMxsS+APROexvwLZWupdRE/tVYAb0rApzGyAmR1PLByylMyEK73BzNYhLixGEGX/cm+ev6/TPWwRkSpx9xfN7HPE9KR7Abum+9NDiRnKINbF3jM7FMrdW8xsf+Ae4GPALDN7EliLuNfdQkz9+UzvvRsgZrYrzGTWANyUhnU1Fkn7qLt/rddK1gcoYIuIVJG732JmmwPHATsAk4mhWPcSq25d6u5Lixz3YqqFnwjsBmyajrsD+IG7Vzqnd56y8x7v0EHaZT1ZkL6ooaWl/45fN7OnJk2atPGtt95a7aLkprm5haamJSX3//uVl7j05yvORfrVozZiwsRJPV00qT8N1S6AiLRSDbuPaWpawmkn31ntYoiISM7U6UxERKQOKGCLiIjUAQVsERGROqB72P3AsSdMYcSImAt89luv8PZ3t1ph/7Dhj1SjWCIi0gkK2P3AiBGD35srfOHCgSxueWeF/Q0N6gwsIlLr1CQuIiJSBxSwRURE6oACtoiISB1QwBYREakDCtgiIiJ1QL3E+5jmluZ2r81dtIDFA2PtgLmLm3q7SCIikgMF7D5m3uL2a9VPvf5cFg+MhXFWWdLE9b1dKBER6TY1iYuIiNQBBWwREZE6oIAtIiJSB3QPux+4/tOHs9bYVQBofvct5v79ohX2jxo8rBrFEhGRTlDA7gdGDxnG2KEjAVi2ZCFz2+xvaFBDi4hIrdMvtYiISB1QDbvOtDQ3s3z+7JL7m+fPK/LaHJYNXg7A8vlv9VjZRESk5yhg15nl82fz4pFrlNy/sGFlGHX5Cq+9/d2t2i2pKSIi9UVN4iIiInVAAVtERKQOKGCLiIjUAd3D7gMmnPEkjSPHAfDqnHnw42dX2D/qOw+x1phVSh7fOHJsj5ZPRES6TwG7D2gcOY6BK68KwIAlje32Dxg5hoErj+ntYomISI7UJC4iIlIHFLBFRETqgAK2iIhIHVDAFhERqQMK2CIiInVAAVtERKQOKGCLiIjUAQVsERGROqCJU+pMc3NLrMiVMX/BUgYOWAxAU9PSahRLRER6mAJ2nWlauIwr2iyfyQ8eqU5hRESk16hJXEREpA4oYIuIiNQBBWwREZE6oHvYfcDRR2zGyquvDsDcRQuYev25K+w/fviUahRLRERypIBdb1qa2720tHEJiwdG7/BFA5exeOCyFfY3DGjolaKJiEjPUcCuM/OWLGr32mdu/SlvDh9UhdKIiEhv0T1sERGROqCALSIiUgfUJF5jWpqbWT5/dsn9zQvm9GJpRESkVihg15jl82fz4pFrlNy/sGFlaDPT2fTtpzF+nXVLHjN6yPDcyiciItWhgN0HjBo8jLFDR1a7GCIi0oN0D1tERKQOKGCLiIjUATWJ14EJZzxJ48hxALw6Zx78+NkV9jeMGFWNYomISC9SwK4DjSPHMXDlVQEYsKSx3f6GBjWUiIj0dfqlFxERqQMK2CIiInVATeI1pqXI4h5zFy9gwKJh6fHC3i6SiIjUAAXsGvP2kvYBeep15zJvcEx+MmTZQPZkm94uloiIVJmaxEVEROqAAraIiEgdUJN4jWlpaYn5wjMGLxvEkAHxTzVkmda9FhHpjxSwa8zCpuVc0WZxj+2fL3/MKkOG9WCJRESkFqhJvA8YoIlTRET6PP3Si4iI1AEFbBERkTqge9h14KBDJzF+7XVL7h8+fHAvlkZERKoht4BtZsOB44HPA+sC7wIPAz9y99u7mOc6wCnATsBqwJvAXcCZ7v5MHuXubc3NLTQ1LSm5f+HCZe1eGzZsICNHDunJYomISI3LJWCb2QgikH4YWAo8CYwFdgB2MLNT3f27nczTgPtSPvOAx4H1gP2Avc3sM+7+hzzK35uampZw2sl3VrsYIiJSZ/K6h30REawfA9Z39w+4+wRgf2AZcKqZfbLSzMxsIHALEawvB9Z0962ANYELgaHAVWY2Nqfy95rmInOFi4iIdKTbAdvM1gf2BZqBfdz9lcI+d78cOCs9PbUT2e4LTAJeBg5294UpvyXAkcDfgFHAMd0tf2+bp8U7RESkC/KoYe8HNAJ/d/eni+y/OG0/mu5JV2Ja2l6egvR73L0F+Fl6+oVOllVERKQu5XEPe9u0vbfYTnd/1cxmAROAKUQTd0lmNgDYulyexL1tgPXMbO1srb4e3bLhwyweuBSAlZcsZPo/L11h/7Dhj1SjWCIiUkPyCNiT0vaFMmlmEgF7wwryWwsozLVZKs9XgOVEzX7D9LxXzZrZwXyhJbw+b36714Y0v0NDcwTsYS0LGdbyzgr7GxoaunQuERHpO/II2Kul7Ztl0sxO23GdyK9knu6+3MzmAWMqzDN3F/342dzymv7PS9sF6axRgzVXuIhIf5dHwB6etovKpCn0tBpeJk3b/HLL08yeKrFro5dffpmdd965gmKt6L+vv9vpY0p5ePkYGlil5P7B/7s/DY2a40Z61/PPP3+Tu+9W7XKISMgjCiyn8s5rLRXm1xmV5FlK85IlSxY8//zznW1SXz9ty90GqNi7DKTsP8VLM/M4jfSuXL8jIiJ5BOz5wGhibHQphTbdpgrzKxhK6Vp2xXm6+yYVnLdihRp73vlK36HviIjkLY9hXW+lbblJTAr3md/oRH4l80wTqxTakCvJU0REpK7lEbALc3pPLJOmsG9GR5m5+2vEVKTl8lyb6CFeUZ4iIiL1Lo+A/WDabltsp5mNBwoTptxfYZ7/KJcn8JG0nZUCvIiISJ+WR8C+Jm2npgU72josbe9x95kV5nl12h5oZsXWjizkOb3C/EREROpatwO2uz8H/JZoor7OzAoTqWBm+wLfTE+/3/ZYM1vfzDYyszXb7PoN0bt2PeC3ZrZSSj/YzM4HtiOazS/obvlFRETqQUNLS3dGRYW0atbdwKbEsKx/ET3HJ6QkJ7r7GUWOm5nS/Mrdp7XZtxVwJ9G5bD7wLBHAxwBLgJ3c/e5uF15ERKQO5LK8prvPJu43f5foBDaZ6OF9D7BnsWBdQZ4PAZsDvwTeTo+bgd8DH1awFhGR/iSXGraIiIj0rFxq2CIiItKzFLBFRETqgAK2iIhIHVDAFhERqQMK2CIiInWg3y+ybGbDgeOBzwPrAu8CDwM/cvfbu5jnOsApwE7AasCbwF3Ame7+TLljpfbk/R0xs4nASx0ke9zdt+hs3iLSd/XrYV1mNoIIpB8GlgJPEuPHC3Ofn+ru3+1kngbcl/KZBzxH64Qvi4DPuPsfcnkD0uN66DuyO3ADMIfWxXPaes7dD+xSoUWkT+rvAXs6cADwGLCbu7+SXt8PuJRogdje3f9UYX4DiR/gScDlwJfdfWGaD/3/gCOISWAmpclmpMbl/R1Jx55CTDJ0sbsfnnuhRaRP6rf3sM1sfWBfYva0fQo/xADufjlwVnp6aiey3ZcI1i8DB7v7wpTfEuBI4G/AKOCY7pZfel4PfUcgZu2DmMJXRKQi/TZgA/sRC5b83d2fLrL/4rT9aLonXYlpaXt5CtLvcfcW4Gfp6Rc6WVapjp74jkBrwH6yO4UTkf6lPwfswlrb9xbb6e6vArPS0ykdZWZmA4Cty+VJ3NsGWM/M1q6wnFI9uX5HAMxsJNGnAVTDFpFO6M+9xAvLgL5QJs1MYjWxDSvIby1gWAd5vkKsZtaY8nylRDqpDXl/RwA2AxqA14BVzewbwJbE/8UZwJXufl+Z40Wkn+rPAXu1tH2zTJpCx7BxncivZJ7uvtzM5hE9xivJU6or7+8ItDaHjwaeJi7eCrYHvmpmlwKHufvSSgsqIn1ff24SH562i8qkWdgmbSX55ZmnVFfe3xFoDdhDgUuATYAhRC39JGLo2EHAjztVUhHp8/pzDXs5lV+wVDL2bXknz99/x9PVj7y/IxAjBQYAj7r7TzOvvwycbmYzgd8Ah5nZRe7+VIX5ikgf158D9nyiWXJomTSFe9JNFeZXMJTStbLO5CnVlfd3BHe/Arii3H4z+w6wAbA7oIAtIkD/bhJ/K23HlklTuC/5RifyK5lnmlhllU7kKdWV93ekUo+m7bo55ikida4/B+zClJATy6Qp7JvRUWbu/hoxFWm5PNemtZNRh3lK1eX6HSkws0Fm1lgmSeH/pTqdich7+nPAfjBtty2208zG0zpf9P0V5vmPcnkCH0nbWSnAS23L9TtiZqPNbA6whGjuLmXLtC02WYuI9FP9OWBfk7ZT04IdbR2Wtve4+8wK87w6bQ9M84eXynN6hflJdeX6HXH3ucDr6em0YmnMbC9gfSKoX9eZwopI39ZvA7a7Pwf8lmiivs7MCpNkYGb7At9MT7/f9lgzW9/MNjKzNdvs+g0xycZ6wG/NbKWUfrCZnQ9sRzSbX5D3+5H89dB35My03dXMzjSzIZlj9gIuS09/oFYYEcnq76t1jQXuBjYlhvD8i+gVPCElOdHdzyhy3MyU5lfuPq3Nvq2AO4nOZfOBZ2ldXnMJsJO7353/u5Ge0EPfkXOAb6Sn7xJLsK5OzJYH8AtipbfmHN+KiNS5flvDBkhLXG5LLHU4A5hM9Ai+B9iz2A9xBXk+REyO8UtiKc3NidWefg98WMG6vvTQd+Q4YlazG4mJVzYDBgG3ALu4+yEK1iLSVr+uYYuIiNSLfl3DFhERqRcK2CIiInVAAVtERKQOKGCLiIjUAQVsERGROqCALSIiUgcUsEVEROqAAraIiEgdUMAWERGpAwrYIiIidUABW0REpA4oYIuIiNSBgdUuQDWZ2TRa1x/ujHvcfaqZTQReSq9t4O7P51W2csxsILCeu8/ojfNJ/sxsR+B24AB3v7zCY04FvgPc5+7bFXm9mCXAW8ATwJXA5e6+woo/ZjaIWDb0TWCKVgoTqU39OmAD/wXuK/L6OsDawGLgn0X2/6snC1WOme0AnA9cC5xUrXJI15nZaGA68BDwmxyzLvZ9HQqsCeyU/v7XzHZ392WFBO6+1MyOAW4DvgmcmWOZRCQn/Tpgu/vtRC1nBZkay+vZmkyN+DZg1S6EdMtZwBrA59rWdrup5PfVzD4C3Ax8GjgB+H52v7vfbmZ/Ak42s9+5+4s5lktEcqB72CK9yMw2AQ4G/uzuf+ut87r7/cAp6elXSyQ7DRiGatgiNUkBW6R3fYf4f/ezKpz7nrRdw8zGtd2ZLiCeBvZOFxYiUkP6dZN4zhrM7ADgUGAzoAVw4JfAz4o1fZrZEOAw4PPAxsBg4GXgVuAcd/9PJu00Vuwgd6KZnQj8yt2nZdJtAXwF+BiwFnEPcy7wMHCpu1/b2TdmZqsDxwK7ABOB5cCzwFXARe6+qE36U4nAdDbwQ+BkYDfgfcDbwN3A6e5etC+AmW0OfB34OLA6MJ+4N/tzd/99kfR/AaYQzb0fAo4AVgJeBPZy92dTug8BxwPbAKsCs4DLUxkdmACs6+4zzexK4t/lZnffrUQ59yHuQT/r7pNLfHzZ9GsBewDvAjeUSDMAOAA4hPhOQPSzOLWj/CswKG1biM+0mF8TTfZHAIfncE4RyYlq2Pn5BdGRaDIwA1hKBI+fEkF7BWa2JvAA8CPgw8AconazDnAM8KSZfTRzSKGD3Dvp+Svp+YxMnocTgfkQItA9D7wArAJ8CrjGzE7vzJtKZXgKOA6YRATBl4EPEoHuATNbo8ThE4DHgK+l588A44D/Tcd9oMj5vprew/7A6HTu+cAOwLVmdoWZNZY434lEs+67xOezMvBcynca8XnvDYwEnkxl+T7wZ+LCJuvStN2pWG00OSBtKx1psBdxkfwnd1/SdqeZDQZ+n869LdG7+0Vge+Lf+pMVnqeUz6Ttn9teZGXckbafSxcPIlIj9B8yP9sRtdDV3f2DRKein6R9B5rZezUwM2sgenlvAdwLTHb3dTPHXQqMAW4oBEN3vz11KHo0ZfNrd9/O3c9IeW4A/Jj4Nz0pleMDqeb3PuDqdNxxqZdyh1KN8EZgLHAJsJq7v9/dNwE2AB4ENs/k3dbniWC7dXp/WxC1xn8Dw2m9p1o436eAC4ga/FHAqPQeJhDB6g3gi5SubX4U+Ka7T3J3Az7o7svNbONU/kbi/uwa7r4V8VmfSATH1dvkdRdxYTIovY9in83/pLJWNCyL1oB7b4n9xxFBdR6wfXofHyBaNe5P769TzGyIma1rZicQHRabiO9pKU8QFzxjgHYXVCJSPQrY+fmlu5/r7kshhsoA36C1RvyxTNrdgI8ArwE7ubsXdrj7PKJT0oNEDfCYCs+/A7AMeNjdTy+UI+U5J5UFIgBV2sv8G0SwvsndD3X3tzN5vgDsnt7fx1KwLeaL7v7PzHEOnJeetg1AZwANwAnufr67L88cdxcwLT091szGFjnXLOCczDFvpoffIWq217r7twu1W3dfli54Lm6bURqLPD093a/IufYj/v/ckb11UUqqrU5JT58ssn8Q0VwPcJS7/ylTlteIpvTZHZxmgpm1ZP+ARUQt/UxgITDV3R8vlUG6dVMo3yc6el8i0nsUsPPT7t6quy8kNckS90wL9kjbG9x9QZHjWmgdn7trJSd394vcfTgrXhhkNWUeD68kz0w5i44Vdvf/Anemp8XK+Zq7P1Lk9WfSdlThhTQJzRYdnO92opl4GFG7bev+IpOCDCbubUPcnijmRyVev4y437u1mbW9yNk/k6YSY4n76hC3Ktr6GNGEv4joG7ACd58L/K6Dcywmms6zfw8DM9P+lYhWm106yKdwAbleB+lEpBep01l+Xi3xeqFzz7DMa+9P211TB6tiCs3WG5pZQyfG6y4xs63TOdZPf5sCG2XSdHihZmYjiXvQAKeY2VElkk5M242K7Cv1mSxM2+z37/2Zx9e3j4/vKdxrLna+YjXdicQ9a4CiNUt3n2Fm79IaUAuvzzSzu4ma5n6kiWrMbCuir8JsYmxzJVbLPH67yP7CG37e3ReXyOOxDs5Rbhz2WsQtkz2Jz3equxebNChbvtVK7BeRKlDAzk+pTjzFrJK2a6e/chqJQPJOB+lIvdTPJGa2ynqJ6Ph2SBfKCCsG01JGFXmtXceqCs9Xyb3aYudbWOS1bIexUj2jIT7flYq8fikRsPc1s5PThVOhs9kVxTqPlZDtN9BUZn+5Ms6t8FztuPurZvZ5onVjEnGbYIcSyQutPhX1dRCR3qGAXR2FH8SvufuFeWSYgvX09PQO4HriXuQz7j433SPtTMDONtVv6u7t7rvmrHC+2e5eqld2d/KFaHJ+s0S6YsEa4DqiE9gE4KNm9gCtndA6Mw999oJuFPB6m/2F+9Mrl8ljWJl9HXL3ZWZ2K9Gh70NlkhYCdbELIBGpEgXs6nCid3XJySnMbG1iHPXLqdNRR76Vtr929wOK7B/fqQK6v21m/yV6T29CkY5SqZybEq0As9J91q4q3Dcda2ZruHvbgFY433ZEcJuZ+ghUku8SYoz7ZkTv77Z5TqREoHT3hWlM9mHAZ1M+Y4HH3L2jJuqs7PsZR/uAXXj/G5jZiGJ9GyjzfemEwsIeDWXSFC6Y/pvD+UQkJ+p0Vh2F+56fN7NS9wkvBf5OrLCUVeoHd920fbhEfgdnHld6oXZL2h5RbEyuma1CTILyKHB0hXkW5e7P0NoZ62vF0qQx4YXZuLapMN9FtM4X/6USyb7cQTaFcfR7ED3jofOrvL1Ka3N3sYunvxHD1gax4r8VAGY2nBjS1mVp/PpO6elDZZIWyvdsd84nIvlSwK6O3xErfo0C/pCdBtLMVjKznxBjdltoP69z4Ud/QpvXCz+uX04djAr5rZxmHjshk7bSXuJnpfNtB/wmO4GImU0gZmQbSzQZX1RhnuWcnLYnmNnxqYd34XzbEWPXAR5w97s7ke/3iPHSXzCzk9PtAcyswcwOo3XIW1FpWNoTRAe2g4ga+xWdOH+h5//f09OPFNm/nNb3f1a630wq51hirHtH/R1KMrOViV7yhfkAivaMT7PvfTA9LTVeXESqQE3ib7e53AAAA0lJREFUVZCWM/wMUfPbgpjVzInOSBsCI1LSY9z9jjaHP0oModrHzDYD/ubuXyUmALmRmJjkxZQfxAQnQ4mxuC1Er/GKmsfd/Xkz+xxxgfEFYC8ze4poFt6Q+P4sAD7t7m908mModr6r0gQw3yWmNf22mc0ghsRNLCSjtZZbab4Pm9mRwIXETGhHm9nzxEXP6sSY9w+n5MuK58JlxPjxkcDv3b2jMdHF3E7MWla0J7e7/zzdYjgCuNLMziZq3e8HhhDTmX6m2LHJGmbWNsg2EBdok1MeLcD33P22EnlsldLNBv5RyZsSkd6hGnaVpOULP0DMbvUg0bN7U6K38rXAFHf/cZFDzyamQZ1NBM3NUn63ED+2NxD3RycT05z+i7i/vTmttcKKxnanfG8n7p2eRzRZG9HLeCYxk9umaSWoXLj794iZx64gPovNiYD9KFED/VBXLg7c/SfExCW3ELcVtiB6XX+TmCq1oFgPboix4YWJXDrbHF5wJXFBsG26nVCsnF8jmt7/TFwcTCaar3ekyFj/NoYQPeyzf9sQ46mfA34OfNjdv1Mmj8IEOFdlJ98RkepraGnJczlekfqTbkk8SUw8MqzEQi2bEs3i/wHWzs7C1slzXUbM2HaEu+dxGyE3ZjaQmC1uNcBca2KL1BTVsKXPM7M7zOyfZrZTiSSFmdAeKzNBTWFI3GVdDdbJ6URNvTND7HrLLsS8879RsBapPQrY0h88TXSk+j8zW7/wYup09hliEhFo03HOzLY0swlm9hViqcnFtC7o0iXu/jwxXn5zM9u+O3n1gG8Q7/H71S6IiLSnJnHp88xsVWK1q0nE/evnifvj69A6/eb57n5Um+Oc6CdQcGJhdbRulmcU0bdgNvCBtNBIVZnZnkTfiW+4+/9Vuzwi0p5q2NLnpVW7tiRm+PoHMQ3qpkRt8vfAjm2DdXJ/SvNv4Ft5BOtUnreJ4WGb0TrNadWkYW5nAX+ldSU1EakxqmGLiIjUAdWwRURE6oACtoiISB1QwBYREakDCtgiIiJ1QAFbRESkDihgi4iI1AEFbBERkTqggC0iIlIHFLBFRETqgAK2iIhIHVDAFhERqQMK2CIiInVAAVtERKQOKGCLiIjUgf8PNFL+ba/1Km0AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 525x300 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x300 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 525x300 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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zuUPWLF7Iq6dtVj6hVNWypgH8ZqP8WTYlTZdc3lBzw4h0e404NWnfxOtSVaHcc+u+JdIAYbx1kVMjKy2UiIhIPTViwF5TPslaqjfzi4hIFZnZcOC1IqdbCZNFvU5Y+vNydy/V6tiQ4qIqUwnTxw5NHH+AMBroInc/t/DV9WVm0wiz2D3o7mPrW5rGDNjJoR2lpvfrE7dLy2Xo7gXnS4417zGVF01EpGqeIyw6ktOD8IhwB+BTwGQz29fdn61H4aT+GjVgryAs+1dqDdrcs+t3ql6iMrb60XM096/po/Rub/GSVXDJk2sdO/3UnejbtwcfrFjKv8+ofO2FaftPYqP1+5RPKFJd34id+NYSp2i+jrAu9y1mNjrOSZF1xxIeaXZ+MoNuouECtru3mJkDOwHDC6Uxs56EWc8AZteoaEU19x9CjwEbl0zT0tLK0qUra1Sirm/Feuv+Lgdsuin9+/dizfLFvNu3Z4GrChs6bASDe2spY2lM7r7QzI4D5hFGxRxAWFEs0/JXYJPyGi5gR48RAvYehLWP8+1KKPtywrq4DW/p0pVc+L176l0MEcmgGLSfAz5DaCLPfMCW9mvUgH0TYZa0I83sLHdflHf+a3H7O81yJjnvLV/Cih6rWLS8bLcGkSzKNRt9lH/CzHoARwFfAj5NeJy4GniLMAPlZe6+TmukmR0InALsTnhe/gHhWfpNwLXuvk5TlpkNAL4JfJEwLe16wKuEdcEvd/f3K3kzhTqdJTrh/QvYHDgBOJm2vkbPEdYnn+bu63Q4TqtsjaquAdvMhhGeYSzNax65l7CM5p7AH8xsgrv/K06q8m3gaGAVcHGtyyyNa+xtl7GiR+HJVO4//D8Z1LvwCMCBvcqODJQOGjr17GZgUL3LkZJFbx7/4/aOYkmFmY0k1KxbyKtdm1kfYAZheleAOcCzhFUOt4k/E83s8+4+M3HdacDP4u5bhPW8hxCC6N7ABDPbz93XJK7ZjtBjfThhRM8rhCG22wPnAceZ2UHu/mIn33IT4bn9MYT1yWcTJtTaPf4YYd2K5O+hVmWrm6otr1mhXwEvxO3H4jenYwmzp30emGtm/yQ8w7mYMNzheHd/obbFlawa1Lsvg3v3L/izXlO9/xt0TUOnnj2BEAje6SI/b8X3VBNm1mxmg81sPHAX4e/1FHefm5f0O4RgvQDY1d1HuPsu7j6M8PjwbcI0zv+VyHsj2io8R7n7FvGaEcCBhEA3FpiQuKYfcCchIN4ODHN3c/dPEaalnkGYzOqO+CWiMzYBvkyoLQ9x988Qaty/jufPMLOPOw7VuGx106hN4rj7q2a2M2FFrkOBHQlDuP4EXOLuaSw4UFdnnL03/fqtX+9iZNJ7y5cw9rbL1jq2orkDU5VKNf0C2LDehUjRJoT3dHOV8r/fzEqdvxj4XoHj+xFq3t9398eTJ9z9cTP7H+BCwt/QHCMMm32PsJRx8pq7zWwKoR9Rskn8JEIz85PAEcmat7vPN7MJhArYNoQFnCofqlHYf7v7FYl7LDez0wktrD0IX0Zm1KlsdVHVgO3uw8ucH1vm/ALgW/Gn4ZXqCb5kybrH+/Vbn/79e1W7WF3Sih6rijZ/i2RU/jjsZmADQiDqBfwn0M/MTs8LSHvFkTPFJpHKdepIPvt5jfCMeyAwzcwuc/enE3n+oEA+h8ftjcn7J65ZZma3AGcA4+l8ULyzwD0Wmtm7hC9PG9WxbHXRsDXsLFJP8PZraW3hvRXt7yRWqGOZnlM3nMnAlYQ/rl3BO8CpVcy/2Djs9Qm1wivj/ZuBryfTxAWRBprZ7oShX1vH7c6EZ9mQeATq7u+Y2cWEFsxjgWPNbD6h/9DdwF0FljbeIW4nm9lhRd5DbqGF7cq+2/LmFTme62icjF+1LltdKGBLXb23Yimf/O0PU8kr95xaGsObx//45qFTz74VdTrrlNhT+xoz2xy4ADjZzKa4+xsAZrYBofPYRNp6kkNozn6SMPT1oAL5nmtmTxC+BPwbIaAdHX9Wm9mNwKnunqv15x5v5DqylbJRmfOVKDdxRXKVuFqXrS4UsEWkamKAy9z81w3qdkLAbibUnN9IHN+HUPP8OfAoMAt4Kda8J1MgYAO4+23AbXE41N6EjmYHE2qhEwmB8NCYfEncH+/u01N+b53VyGVLjQK2iEg2JKcjbQKITeC54VzjinTGHZp/IPaU3gZocven3f1DwjPjOwk9sM8GpgDjzWzDWMt2Qkev7YGCQdHMtiEEzrk1XqikkcuWGgXsKivVE7xv367TQzzNZ9EiUtC4uG0FnoivRyTOP0EeM+tLmFAF1v57fzLwU+A5M9upwCQk9xACNoQaPYRgvitwkpldkT9pVZy85XZgNGGo7nEVvq80NHLZUqOAXWXdpSd4ms+iS3UeK0Udy6QrMrMmQi/oc+KhW9z9zfg6OQnIeWb2XXdfFa8bQ+gNnXumm/wPchNwCaGz1uVmdo67L4nXDQEuiukeS8w0eRWhs9sownjmE3MTXsUx0f9LCIgrgZ90/p23SyOXLTUK2NJw1HlMuqmfm9kHecd6EiYDyfW0f4K2qZlx95lmdhNhStIzgElm9hphatJc7fseYH9gAzMb4O4fuvvbZnYCYSKSbwInmtkrhJgwkjBGewFwYuJe75nZoYTa7H7Aa2b2PKGp3ghDz1YTJmKp6RKgjVy2NGmKJxGRxrADYTrm5M9OhOWGpwPHA7u7+8K8675MaOJ+nPA3/ZOEAHUncIi7HwDkpn4en7vI3X9D6GR2C2H6zzGE2cBeIjSHj3b3Wckbufs/YzkvBJ4hfJkYTZj7+1fAZ9z91k79FjqokcuWlqbW1mJj7bs+M5s1atSoMTNmzCifOFr94bu8etpmax3b+or59BiwMYsXr1hnHPZ5P9i/bJN4R5//NpJFy5eyT97MYx319FHnqobdGJrKJxGRWlGTeANI8/lvI9GzaBGR9ChgS9XoWbSISHr0DFtERCQDFLBFREQyQE3iDaqjz38biZ5Fi4ikRwG7Qen5r4iIJKlJXEREJAMUsEVERDJATeLt1NLSyrKmAWsdW7xkFT3WW8GSJcWXby01OYoWwBARkXIUsNtp6bLV/Gaj69c+eMmTZa/rqpOjiIhIbahJXEREJAMUsEVERDJATeLt1drSruTvLV/Cih6r9JxaREQ6RQG7nT5YuXydYw+OeJgFfZoLpr/hjoeKrnlUanIUTToiIiJJCtgpWNm8khU9erb7Ok2OIiIildIzbBERkQxQwBYREckANYmnYNr+kxg6bES7r9NzahEpxMy+AlwNTHb3a9tx3SnAlcDx7j6tnffsAayKu8e4+6/LpD8J+AWwxt0VS2pAv+QUbLR+Hz2LFpFUmNkuwKUduG434OL0SySNQk3iIiINwszGAn8GNmjndf8vXtevCsWSBqEatohInZlZb+Bs4Fyg8BjRwtf1Af4r/qgC1sXpH1hEpI7MbBQwGzg/HjoXmFvBdRavOxdoAb4LzKtSMaUBqIYtIlUze1JzMzCo3uVIyaJtp61ZU4V8hwJbAo8Cp7r7E2Y2uYLrtozXPhKvm2lmp1ahfBXL67hWzv+5+0nVLE9Xo4AtIlUxe1LzBEKP5U3qXZaUvDN7UvOp205bc3PK+b4JjHP3u9p53evAF9z9TymXpzNagYdLnB8CWHxdthVB1qaALSLV8gtgw3oXIkWbEN5TqgHb3V8GXu7AdbMJTeINw93XAHsVOmdmGwAPxd27gR/VqlxdhQK2iIjku97Mrk8rs9hUfjOwE/AC8KUY3KUdFLBFpFom08WaxIG6PiOuodnAu2XSbAqMqjC/q4ADgYXAIe7+QSfK1m0pYItIVWw7bc3Nsyc134o6nWXRD9ox01lJZvYd4GRgJfBFd381nSJ2PwrYIlI1McCVq6lJF2VmE4Apcfcr7v7XepYn6zQOW0REUmdmewC/ApqAi9s7t7msSwFbRERSZWYjgTuA3sAfCJO6SCcpYIuISGrMbBBwF2HM9VPARHdvrW+pugYFbBERSYWZ9SLUqLcF5gAHu/uSuhaqC1GnMxERScs3gc/H1wuAX5hZP6BngbSr3X1srQrWFShgi4hIWgYkXn+2TNruMkQuNQrYIiINxt2Hd/C6oZ2452pCj+5K018LXJt37FzC6mFSBXqGLSIikgEK2CIiIhmggC0iIpIBCtgiIiIZoIAtIiKSAQrYIiIiGaCALSIikgEK2CIiIhmggC0iIpIBCtgiIiIZoIAtIiKSAQrYIiIiGaCALSIikgEK2CIiIhmggC0iIpIBCtgiIiIZ0KPeBRAR6a7MbDjwWpHTrcB7wOvAH4HL3f3dGhUtNWY2CZgKzHP3oYnjDwB7Axe5+7n1KV1pZjYNOA540N3HVnquWhSwRUQaw3PAB4n9HsBAYAfgU8BkM9vX3Z+tR+Gk/hSwRUQawzfc/YH8g2Y2GLgOGAfcYmaj3b2l1oWrgmOBvsCCehckKxSwRUQamLsvNLPjgHnAtsABwJ/qW6rOc/fX612GrFGnswJaWlpZvHhFwZ9ly1bXu3gi0s24+0JCkzmEJnLphlTDLmDp0pVc+L176l0MEZGknnH7Uf4JM+sBHAV8Cfg0MBhYDbwF3Adc5u6zC1x3IHAKsDvhefkHhC8GNwHXuvvKAtcMAL4JfBEYRaj4vQrcSugY934lb6ZQp7NEJ7x/AZsDJwAnA2PiZc8B1wDT3L21WmVrVArYIlI1Z31rejMwqN7lSMmiSy4/ZE09bmxmIwk16xbymsPNrA8wA9gnHpoDPAtsCmwTfyaa2efdfWbiutOAn8Xdt4CngCGEILo3MMHM9nP3NYlrtiP0WB8OrAFeAZYB2wPnAceZ2UHu/mIn33IT4bn9McD7wGxga8IXi90BA87O+z3Uqmx1oyZxEamKs741fQIhELzTRX7eiu+pJsys2cwGm9l44C7C3+sp7j43L+l3CMF6AbCru49w913cfRiwK/A20A/4r0TeGwEXx92j3H2LeM0I4EBCoBsLTEhc0w+4kxAQbweGubu5+6eALQlfGrYC7ohfIjpjE+DLhNryEHf/DKHG/et4/gwz27hOZasbBewCWlq7QgdMkbr7BeEPb1exCeE9Vcv9Ztaa+yE0aS8A7iB0NrsY+F6B6/Yj1Ly/7+6PJ0/E/f+JuzsmThnQmzDO+3d519wNTAFuAZJN4icRmpmfBI5w97cS18wnBPe5hBr9pIrfdXH/7e5X5Gr47r4cOJ0wPr0H4ctIvcpWF2oSL+CDFcvWOTZ92ydY0WMVA1YuY9o/f7nWuT59n6xV0USk68ofh90MbEAIRL2A/wT6mdnpyWZqd9/LzHoSAlkhS+O2b+LYa4QvBAOBaWZ2mbs/ncjzBwXyOTxub0zeP3HNMjO7BTgDGE/bF4WOurPAPRaa2buEL08b1bFsdaGAXaEVPVaxosdqVrasok/rh2uda2pqqlOpRBraZOBKuk4t+x3g1CrmX2wc9vqEWuGV8f7NwNeTadx9lZkNNLPdCbXxreN2Z8KzbEi0qLr7O2Z2MXAOYTz0sWY2H7gXuBu4y93zx0fneqdPNrPDiryHzeJ2u7Lvtrx5RY7nalTJ+FXrstWFAraIVMUllx9y81nfmn4r6nTWKbGn9jVmtjlwAXCymU1x9zcAzGwDQuexibT1JIfQnP0kMBM4qEC+55rZE4QvAf9GCGhHx5/VZnYjcKq752r9G8ZtriNbKRuVOV+JdXqo50nWlGpdtrpQwBaRqokBLnPzXzeo2wkBu5lQc34jcXwfQs3z58CjwCzgpVjznkyBgA3g7rcBt8XhUHsTOpodTKiFTiQEwkNj8iVxf7y7T0/5vXVWI5ctNQrYFbrt4K+xxeANafloAe/9/aq1zm20fmY7HYpIdiR7wzYBxCbw3HCuce5+f4HrhuYfiD2ltwGa3P1pd/+Q8Mz4TkIP7LMJHc/Gm9mGsZbthI5e2wMFg6KZbUMInHNrvFBJI5ctNeolXqGBvfowuHd/Bvbqt865pib9GkWk6sbFbSvwRHw9InH+CfKYWV/ChCqwdgXtZOBp4NdmVqgTTnLmqOa4zXUCO6nQ0Kg4ecvtwOPAT4q/japo5LKlRpFGRKSBmVmTmX2R0EEM4BZ3fzO+Tk4Ccl7sLZ67bgUVJywAABTNSURBVAxhIpHcM91kL/GbCM+IdwAuj+OYc9cNAS6Ku4+5+6L4+irCmO5RhPHMwxLXbBzzHB3zrXVQbOSypUZN4iIijeHnZvZB3rGehMlAcj3tnwC+ljvp7jPN7CbClKRnAJPM7DXC1KS52vc9wP7ABmY2wN0/dPe3zewEwkQk3wRONLNXCDFhJGGM9gLgxMS93jOzQwm12f2A18zseUJTvRGGnq0mTMRS0yVAG7lsaVINW0SkMewA7Jn3sxOwgvBc9nhg97gQSNKXCU3cjxP+pn+SEKDuBA5x9wOA3MpY43MXuftvCJ3MbiFM/zmGMBvYS4Tn16PdfVbyRu7+z1jOC4FnCF8mRhPm/v4V8Bl3v7VTv4UOauSypaWptbXYWPuuz8xmjRo1asyMGTPWOv7GgkX8/KJH1jr2jXM+x5ZDBrH6w3d59bTN1jq39RXz6TFgY0S6GE0wINJAUmsSj50bzgL+g9AU8xGh+ean7v7HDuQ3nDAbTylPx7liRUREurRUAnbssHAvsBuwijDF3mDCQusHmNkF7v79dmb7ybhdBLxQJM1LHSiuiIhI5qRVw76KEKyfAg5NzMBzDPBL4AIze9jd/9KOPHMB+yZ3/1rJlCIiIl1cpzudxXVaJxJ64x2dC9YA7n498OO4e0E7s84F7Mz26BMREUlLGr3EjyEMrP+7uz9f4PzVcbtncmxcBXIB+7nOFE5ERKQrSCNg7xG3DxU66e7zCOuQQpirtiwz609YbQZUwxYREUnlGfaouH2lRJo5hPF921aY506EISVvARub2bcJk933AGYDv3X3hztU2gq0trasc6xl8SJWr7+GNYvzV5wTERGpvjQCdm4GnlKTqecG+g+pMM9cc/hA4Hna5rKFMGPPKWb2S+Cr7r6q0oJWqnXJ++sce//7u7Aibx1sERGRWkkjYOfmp11eIk1uwfG+JdIk5QJ2b+B/CUvGvUxYr/UY4HzgBMIMQF8vlEGSmc0qcmpkheURERGpqzQC9hoqfxZe6bRqf4t5znT3/0kcfx24yMzmEObA/aqZXZU/fZ6IiEhXk0bAXkxouu5dIk1uubOllWQY57j9TanzZnY+YRWawwiLtZfKb/tCx2PNe0wlZRIREamnNAL2AkLAHlwiTe7Z9Tsp3C9nJiFgjyiXMA0Dvv1nttyy8K2a+5d66yIiIp2XRsB+gRA4h5dIkzs3u9JM47quLe6+pkiSXDN86p3OCt6s3yAt8CEiInWTxjjsx+J2j0InzWwokJsw5ZFCafLSDzSzRYSFxg8rkXTnuC00WYuIiEiXkkbAvjlux5qZFTj/1bh90N3nlMvM3d8D5sfdSYXSmNmRhB7eK4FMr28qIiJSiU4HbHd/CbiBMFb6VjPLTaSCmU0EvhN3f5h/rZmNNLPtzGzzvFNT4na8mU0xs16Ja44EpsbdS9z9rc6+BxERkUaX1mpdpwE7xp8XzexZQke0reL5c4qs1HVvTHMdidq0u19vZjsB3wbOJkyU8hKwKbBFTHYtYTy2iIhIl5dKwHb3hWa2B3Am8CVgNKEz2IPAFe7e7mZrdz/TzP4MnEp4Pr4TYW3s6cDV7j4jjbKLiNSbmW1DqJzsT5ggahHwKHCVu99T4rrBwLmE/j5DgfeAhwmtj4+2swxjgfvj7ohyjzDNbBpwHOFx59j23Es6Jq0aNu6+hLCE5gXtuGZ4mfN/AdqzhraISKaY2YHAbYT5KpYSOtJuTAjCh5nZT9z9zALXbUoIziPjdc8QgvbhwKFmdrK7/7I270JqIY1OZyIi0gFmNgT4LSFY3wh8wt0/5e5bAEcTZpL8tpkdUeDy3xGC9T3AUHf/LPAJQk29GbjazEbX4G1IjShgi4jUz0mE/j5zgEnu/kHuhLvfAPwi7n41eVFsvt6bMNPkl+PoGty9xd0vJkzd3BM4p8rllxpSwBYRqZ/XCDXs/3b3FQXOPxO3W+UdnxS3t7t7oTV/r47bfzezPgXOSwal9gxbRCTf/DGXNgOD6l2OlCza7Pkzi8282CHu/jtC03Yxn43bl/KO5yaqeqjIdf8AVgP9Yh5/62gZ2yOv41o5x7v7tOqVputRwBaRqpg/5tIJwJXAJvUuS0remT/m0lM3e/7Mm8sn7Rwz2wj4JnA8IfBenDi3HrB13H2l0PXuvsrM5hFq5ttSo4ANfEDoCFfM1kBu3o3Xq1+crkUBW0Sq5RfAhvUuRIo2IbynqgXs2Lns+8AooBfwBvA1d/9rItlA2v52v1siu4WEgD2kRJpUuftMYK9C58xsDG3TU1/o7vfVqlxdhQK2iEjj2BVILgc8EDjEzP7q7h/FY30T55eXyGtZgfSVeq3wTNMdE4eg3UX4AncT7Rj+K23U6UxEqmUy6S6pW2/vEN5TNf0c6E8YnjWJEHS/CtxnZrkKVnufo7d2oBz/JDRtl/qp6N/WzPoCdxJq+/8AjnP3jpSp21MNW0SqYrPnz7x5/phLb0Wdzirm7m/Gl0uA68zsUeApQsexicA0wlCunN4lssv1Dl/agaJMaMdMZ6XSrEdYa2IXQvP+Ye5eqlVASlDAFpGqiQGu1HNWKcHd3cxuBb4MjKUtYK8gPOMeXOLy3LPrerZyXEaYsW0JcKi7zy+TXkpQk7iISJ2Y2SAz+0yc8ayYuXG7GYTJUQCPx4YXybcnoVkdYHYKRW03M/sGoad7C3C0uz9Vj3J0JQrYIiL18zjhefEJJdLkJk2Zlzj2WNzuQWG7ElpQlwMzO1PAjjCz8cBP4+7Z7n57rcvQFSlgi4jUz91xe1KsFa/FzIYTFvOA0HEr56a4PdLMCvUR+Frc/s7dlxU4XzVm9hnC7G3rAVPd/dJa3r8rU8AWEamfSwk9wbcBbkg2jZvZzsCfCZ3H/goka6n3Enpqbwj8IQ6bwszWM7OzCAuHrCIx4UotmNkwwheLfoSyf6WW9+/q1OlMRKRO3P1VM/sSYXrSI4HxZuaE3t/bxmSPAkckh0K5e6uZHQs8CHwemGtmzwFbEJ51txKm/nyhdu8GCDPb5WYyawLuiMO6mguknenu36hZyboABWwRkTpy9+lm9kngTOAAYDRhKNZDhFW3funuqwpc92qshZ8DHArsGK/7E3CJu1c6p3eaBiReH1Am7epqFqQrampt7b7j181s1qhRo8bMmDFjreNz57zMVT97ca1jp3xzO7YaPqqWxROpt6Z6F0BE2ugZtoiISAYoYIuIiGSAAraIiEgGKGCLiIhkgAK2iIhIBihgi4iIZIACtoiISAYoYIuIiGSAAraIiEgGKGCLiIhkgAK2iIhIBihgi4iIZIACtoiISAYoYIuIiGSAAraIiEgGKGCLiIhkgAK2iIhIBihgi4iIZIACtoiISAYoYIuIiGSAAraIiEgGKGCLiIhkgAK2iIhIBihgi4iIZIACtoiISAYoYIuIiGSAAraIiEgGKGCLiIhkgAK2iIhIBihgi4iIZIACtoiISAYoYIuIiGSAAraIiEgGKGCLiIhkgAK2iIhIBihgi4iIZIACtoiISAYoYIuIiGSAAraIiEgGKGCLiIhkgAK2iIhIBihgi4iIZIACtoiISAYoYIuIiGSAAraIiEgGKGCLiIhkgAK2iIhIBihgi4iIZIACtoiISAYoYIuIiGSAAraIiEgGKGCLiIhkgAK2iIhIBihgi4iIZIACtoiISAYoYIuIiGSAAraIiEgGKGCLiIhkgAK2iIhIBihgi4iIZIACtoiISAYoYIuIiGSAAraIiEgG9EgrIzPrC5wF/AcwAvgIeAL4qbv/sYN5DgPOAw4CNgHeBe4Fprj7C2mUW0REJAtSqWGbWT/gPuB8YGtgFrAEOAC4y8zO70CeBjwJnAj0B54GegPHAE+a2YFplF1ERCQL0moSvwrYDXgKGOnun3b3rYBjgdXABWa2X6WZmVkPYDowGLge2NzddwE2B64kBO4bzWxwSuUXERFpaJ0O2GY2EpgItABHu/sbuXPufj3w47h7QTuynQiMAl4HTnL3ZTG/lcBpwN+AjYBvdbb8IiIiWZBGDfsYoBn4u7s/X+D81XG7Z3wmXYlJcXt9DNIfc/dW4H/j7lHtLKuIiEgmpRGw94jbhwqddPd5wNy4u3e5zMxsPWDXUnkCD8ft1ma2ZYXlFBERyaw0eomPittXSqSZA2wFbFtBflsAfcrk+QawhlCz3zbud9jcOS+vtT//7XmdyU5ERCR1aQTsTeL23RJpFsbtkHbkVzRPd19jZh8AgyrMs6SrfvZiZ7MQERGpqjQCdt+4XV4izbK8tJXkl1qeZjaryKntXn/9df41/5KyhXrquV70XH/9sulEuoqXX375Dnc/tN7lEJEgjYC9hsqfhbdWmF97VJJnMS0rV65k5cp/raJ0kz4fLe7EXaQrGRm3JT8vIiJpSyNgLwYGEsZGF5N7Jr20wvxyelO8ll1xnu6+fbFzudp3qTQiOfq8iEi9pNFLfEHclprEJPec+Z125Fc0zzixyobtyFNERCTT0gjYuTm9h5dIkzs3u1xm7v4W8EGZPLck9BCvKE8REZGsSyNgPxa3exQ6aWZDgdyEKY9UmOc/SuUJfC5u58YALyIi0qWlEbBvjtuxccGOfF+N2wfdfU6Fed4Ut8ebWaGu2bk8p1WYn4iISKZ1OmC7+0vADYQm6lvNLDeRCmY2EfhO3P1h/rVmNtLMtjOzzfNO/ZrQC3dr4AYz2yCmX9/MrgD2IjSb/7yz5RcREcmCptbWzoyKCuKqWfcDOxKGZT1L6Dm+VUxyjrv/qMB1c2Ka69x9Ut65XYB7CJ3LFgMvEgL4IGAlcJC739/pwouIiGRAKstruvtCwvPm7xM6gY0m9PB+EDiiULCuIM/HgU8C/we8H1+3AL8HdlOwFhGR7iSVGraIiIhUVyo1bBEREakuBWwREZEMUMAWERHJAAVsERGRDFDAFhERyYA0VuvKHDPrC5wF/AcwAvgIeAL4qbv/sZ5lk8ZhZl8BrgYmu/u1RdLosyQiNdHtathm1g+4DzifMBHLLGAJcABwl5mdX8fiSYOIE/dcWiaNPksiUjPdLmADVwG7AU8BI9390+6+FXAssBq4wMz2q2cBpb7MbCzwZ2CDMkn1WRKRmulWAdvMRgITCTOmHe3ub+TOufv1wI/j7gW1L53Um5n1NrMLgL8QptYtlVafJRGpqW4VsIFjCIuU/N3dny9w/uq43dPMhhU4L11UXLRmNqF5G+BcYG6JS/RZEpGa6m4BO7e+9kOFTrr7PNr+SO9dkxJJoxgKbAk8Spir/qIy6fVZEpGa6m69xHNLf75SIs0cwgpi21a9NNJI3gTGuftdFabXZ0lEaqq7BexN4vbdEmkWxu2QKpdFGoi7vwy83I5L9FkSkZrqbk3ifeN2eYk0y/LSihSiz5KI1FR3C9hr2pFW645KKfosiUhNdbeAvThue5dI0ydul1a5LJJt+iyJSE11t4C9IG4Hl0iTe974TpXLItmmz5KI1FR3C9gvxO3wEmly52ZXtSSSdfosiUhNdbeA/Vjc7lHopJkNBXKTXDxSkxJJVumzJCI11d0C9s1xO9bMrMD5r8btg+4+pzZFkozSZ0lEaqpbBWx3fwm4gTCl5K1xOkoAzGwi8J24+8M6FE8yRJ8lEam17jZxCsBpwI7x50Uze5aw0MNW8fw57v6XehVOMkWfJRGpmW5VwwZw94WE547fJ3QGGk3o6fsgcIS7/6iOxZMM0WdJRGqpqbVVczqIiIg0um5XwxYREckiBWwREZEMUMAWERHJAAVsERGRDFDAFhERyQAFbBERkQxQwBYREckABWwREZEMUMAWERHJAAVsERGRDFDAFhERyQAFbBERkQxQwJZOM7MpZrY8tya0mU0zs1Yze6DC61vjz6ROluMYM2sxswM7k4+ISCNSwJZOMbO9gLOAK9z95ToX59fAP4BpZjawzmUREUmVArZ0mJn1AK4G3gfqvvazu7cC3wY2A35c5+KIiKRKAVs64yRge+Cn7v5+vQsD4O4PAfcBJ5nZ9vUuj4hIWhSwpUPMrCdwLrAG+L86Fyff1YTP9nn1LoiISFp61LsAkllHAFsAd7v7W2lnbmbTgOMqSevuTXmHbgc+BL5oZlu4+7yUiyciUnOqYUtH/X9xO6NK+c8GHi7xsyamez3/QndfSWgW7wEcWaXyiYjUlGrY0m5m1gzsE3cfqsY93P1HFOnIZmbnAHsCi4HxRbJ4CPh3YH/gZ9Uoo4hILSlgS0fsDGwItADPl0i3t5m1pnljMzsK+EG891Hu/kyRpM8mytDs7muKpBMRyQQFbOmIEXE7z92Xl0j3IW2Bs5Q9K7lpHPM9FWgCvu3u00sk97jtD2wMzK/kHiIijUoBWzpik7gtN5RrpruPLZdZJbVwM9sG+APQC7jW3S8rc0mybJuggC0iGadOZ9IRuVnEltbiZmY2BPgjMBi4H/h6BZctSbzWrGciknkK2NIRuWbwjap9IzPrTRimNRJ4CTjS3VdVcGkySC+rRtlERGpJAVs6Ite8PKSaNzGzJuA64HPAe8Ah7r6owsuTZftX2mUTEak1BWzpiFyHroFm1reK95kCfAlYDUxw99ntuHZo3C6lwFhtEZGsUcCWjniK8Ix4PWD3atzAzCYD3wFagRPd/d52ZpHref5IXBRERCTT1Etc2s3dV5nZvcChwF6EWcVSY2abAv8ddxcSphg9BuhNGNKV7yJ3/2Pesb3i9q40yyYiUi8K2NJR1xMC9heAC1POuw9tn80hwGFl0m+a3DGzAYTn3quB36ZcNhGRumhqbVVrobRfnJ70RWAUsIO7z6pzkT5mZl8HrgKmuvsJ9S6PiEga9AxbOiRO9XlR3J1cz7IUMJmwOMhF5RKKiGSFArZ0xq8Jtezj4+QmdWdm+wGfItSuX6l3eURE0qKALR3m7quBSUA/4Pz6lgbMbD3gJ8CbwJl1Lo6ISKoUsKVT3P0x4MfAV+J83/V0HLATcLy7l5vnXEQkU9TpTEREJANUwxYREckABWwREZEMUMAWERHJAAVsERGRDFDAFhERyQAFbBERkQxQwBYREckABWwREZEMUMAWERHJAAVsERGRDFDAFhERyQAFbBERkQxQwBYREckABWwREZEM+P8BQDW/ugWoRcEAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 525x300 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"density = True\n",
"cumulative = True\n",
"histtype = 'step'\n",
"lw = 2\n",
"bins = {\n",
" 'theta_energy': np.arange(0, .7, .03),\n",
" 'theta_peak': np.arange(0, .7, .03),\n",
" 'theta_freq': np.arange(4, 10, .5),\n",
" 'theta_half_width': np.arange(0, 15, .5)\n",
"}\n",
"xlabel = {\n",
" 'theta_energy': 'Theta energy (dB)',\n",
" 'theta_peak': 'Peak PSD (dB/Hz)',\n",
" 'theta_freq': '(Hz)',\n",
" 'theta_half_width': '(Hz)',\n",
"}\n",
"# key = 'theta_energy'\n",
"# key = 'theta_peak'\n",
"for key in bins:\n",
" fig = plt.figure(figsize=(3.5,2))\n",
" plt.suptitle(key)\n",
" legend_lines = []\n",
" for color, query, label in zip(colors, queries, labels):\n",
" lfp_results_hemisphere.query(query)[key].hist(\n",
" bins=bins[key], density=density, cumulative=cumulative, lw=lw, \n",
" histtype=histtype, color=color)\n",
" legend_lines.append(matplotlib.lines.Line2D([0], [0], color=color, lw=lw, label=label))\n",
" \n",
" plt.legend(\n",
" handles=legend_lines,\n",
" bbox_to_anchor=(1.04,1), borderaxespad=0, frameon=False)\n",
" plt.tight_layout()\n",
" plt.grid(False)\n",
" plt.xlim(-0.05, bins[key].max() - bins[key].max()*0.025)\n",
" despine()\n",
" plt.xlabel(xlabel[key])\n",
" figname = f'lfp-psd-histogram-{key}'\n",
" fig.savefig(\n",
" output_path / 'figures' / f'{figname}.png', \n",
" bbox_inches='tight', transparent=True)\n",
" fig.savefig(\n",
" output_path / 'figures' / f'{figname}.svg', \n",
" bbox_inches='tight', transparent=True)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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XzXXWN2Vm3Ba7m/UuhAD+CeEu5iIia6S4EMlcILkzyE8IcyfLnWfxvJ8ATcCPCPf1lBydriYY3U5YbeZwMzvL3d/NO35y3E7SajEisobLXYjkVHd/2szGVXDeZvHcx+J5s8zs1HYsZ1lm1pWwWEIlfu/uVQ38aY2aBsG4IG4v4GN3X5BzaBrhlkm7A382syPc/e04kf4M4GjCG6lOXpHV2NwxdXXAhrUuR0reHTaxsT0mT7Z2IZIFwL/H+3Z2Fs2E7/Zi+gIWH5et7aah1jXBmwgLZU8HRiVPunuzmR0bn98TeM3MZgMDgQGEN3Ksu7+wSo4islqYO6buCOAKoH+ty5KSd+aOqTt12MTGO9LMtLULkbj7XDrZmAl3bwT2KHTMzNalZanM+4ELO6JMtQ6CRbn7K2Y2gnCniIMId6b+GLiPcFPdh2pZPhFps+uA9WtdiBT1J7ymVINgJ3Wzmd2cVmaxmfQOwoDIF4BvxYDZ7to1CLr74DLHR5U5vhj4YfwTEZHOYS6ll7WEcDP0oRXmdyXwdcJymAe4+9I2lK0qnbYmKCJrvHGsYc2hQE0HnnSgn7v7LaUSxNVsriuXkZmdDXwXWA58M955pMMoCIpITQyb2HjH3DF1k9HAmMwysyOAi+Luie7+cEeXQUFQRGomBo016x5TUhEzG0kYHNkF+LW7T6xFOTrrZHkREVlDmdkQ4C7C+tB/JkzkrwkFQRER6TBmtiFwD2FO4DPAaHev2d2AFARFRKRDmNnahJrfMGA+8A13/6iWZVKfoIiIdJTvExZAAVgMXGdm6wDdCqRdUW4aXRoUBEVEpKOsl/N4pzJpO2SkbZfm5uzemN3Mnh86dOjwKVOm1LooUiMrPljEK6cPWOm5LS9bqFspVaZLrQsg0lbqExQRkcxSEBQRkcxSn6CkrrmpicaGJbUuRkUaGxbXuggiUkMKgpK6xoYlq/SziYh0RmoOFRGRzFIQFBGRzFIQFBGRzFKfoHSIQRfOpq6+b62LUZG6+j61LoKIdBAFQekQdfV9NQFdRDodNYeKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmKQiKiEhmabK8iEgnZ2ZbAecAXwMGAO8CTwBXuvsDJc7rA/wEOBjYFHgPeBQY7+5PVFmGUcBDcXcLd59fJv1E4DhguruPquZaHUk1QRGRTszMvg48CxwP9AHmAI2EwHa/mV1c5LyNgJnAD4CNgOeAZuBQYIaZHd/+pe/8FARFRDopM+sL/AHoCfwR2MTdd3T3gcDRhGB4hpkdVuD0ScAQ4AFgU3ffCdiEUKOsAyaY2TYd8DI6NQVBEZHO6wSgNzAfGOPuS5MD7n4bcF3cPSn3pNh0uRfQABzl7u/Fc5rc/dfALUA34Nx2Ln+npyAoItJ5vUqoCV7l7p8WOP5c3A7Ke35M3N7p7osLnDchbg8xs55tLuVqTANjRKRmFg6/uA7YsNblSMm7A+ac2Zhmhu4+idCsWcxOcTsv7/mRcTujyHlPAiuAdWIej7S2jNXIG1xTzlh3n9h+pQkUBEWkJhYOv/gI4Aqgf63LkpJ3Fg6/+NQBc868o70vZGYbAN8HxhKC2a9zjq0FbBl3Xy50vrt/ZmZvEGqQw+igIAgsJYxOLWZLYOP4eEH7F0dBUERq5zpg/VoXIkX9Ca+p3YJgHABzATAUWBt4HTjZ3R/OSdablu/2RSWyW0IIgh12t2t3nwXsUeiYmQ0HHou7P3P3BzuiTAqCIiKrj12AbXP2ewMHmNnD7v5hfK5XzvFPSuS1rED6Sr1qZq04rbA4neMewo+i24HzU8u8DA2MEZFaGQe8U+tCpOgdwmtqT5cD9YSpDmMIgewk4EEzSyo11fZLNreiHH8nNGuW+qvo39bMegF/IdRKnwSOc/fWlKlVVBPMmOamJhoblrTrNRobCg1GE1nZgDln3rFw+MWT0cCYirn7v+LDj4AbzewJ4BnC4JbRwETCtIhEjxLZJaNCP25FUY6oYsWYUmnWAm4DdiY07R7s7qVqr6lTEMyYxoYlvHL6gFoXQwSAGDRK9VtJCe7uZjYZOAoYRUsQ/JTQZ9inxOlJX2Ata+O/Iax88xFwkLsv7OgCqDlURKSTMrMNzeyLceWYYl6L2wEQJsQDHp8bXCTfboQmVYC5KRS1amZ2GmGEaxNwtLs/U4tyKAiKiHReTxH630qt85lMlH8j57mZcTuSwnYhtAR+AsxqSwFbw8wOBC6Nu+e4+50dXYaEgqCISOd1f9yeEGtvKzGzwYQFsSEMLkncHreHm1mhPteT43aSuy8rcLzdmNkXCavgrAXc4O4FFwDvKOoTFAZdOJu6+vadKlRXX6prQkSKuJgwuGQr4DYzOzlZBs3MRhAW1e4JPAzk1qamEUZo7g782cyOcPe340CUMwiLb39GziT7jmBmmxOC9TrAX4ETO/L6hSgICnX1fem6Xr9aF0NE8rj7K2b2LcLSaYcDB5qZE0Z9DovJngAOy51W4O7NZnYsMB3YE3jNzGYDAwl9h82EZcle6LhXA4QVgpIVYboAd8UpEnUF0s5y99Pau0AKgiIinZi7321mOwBnAvsC2xCmNcwg3A3ienf/rMB5r8Ta4rnAQcB28bz7CDfVrXQNzzStl/N43zJpV7RnQRJdmps7bE5ip2Nmzw8dOnT4lClTal2UDrPig0WrTJHY8rKFqglKa3SpdQFE2koDY0REJLMUBEVEJLMUBEVEJLMUBEVEJLMUBEVEJLMUBEVEJLMUBEVEJLMUBEVEJLMUBEVEJLMUBEVEJLMUBEVEJLMUBEVEJLMUBEVEJLMUBEVEJLMUBEVEJLMUBEVEJLN0Z/kMaG5qorFhCQCNDYtrXBoRkc5DQTADGhuWrHI3eRERUXOoiIhkmIKgiIhkloKgiIhklvoEM2rQhbOpq+8LQF19nxqXRkSkNhQEM6quvi9d1+tX62KIiNSUmkNFRCSzFARFRCSzFARFRCSzFARFRCSzFARFRCSzFARFRCSzFARFRCSzFARFRCSzFARFRCSzFARFRCSzFARFRCSzFARFRCSzUltA28x6AWcBRwJbAB8CTwOXuvu9rchvMPBqmWTPuvuO1eYtIiICKQVBM1sHmAbsCnwGzAb6APsC+5rZ+e5+QZXZ7hC37wIvFEkzrxXFFRERAdKrCV5JCIDPAAe5++sAZnYMcD1wvpk96u5Tq8gzCYK3u/vJKZVTRETkc23uEzSzIcBooAk4OgmAAO5+M/CruHt+lVknQfCfbS2jiIhIIWkMjDkGqAMed/c5BY5PiNvdzWzzKvJNguDsthRORESkmDSC4Mi4nVHooLu/AbwWd/eqJEMzqwe2jLuqCYqISLtIo09waNy+XCLNfGAQMKzCPLcHugBvAv3M7AxgBKG8c4E/uPujrSptjTQ3NdHYsKQm125sWFyT64qIdHZpBMH+cbuoRJrk279vhXkmTaG9gTmE5tbE14BTzOx64CR3/6zSgtZSY8MSXjl9QK2LISIiOdIIgr3i9pMSaZblpS0nCYI9gGuAy4GXgAGEPsjzgOOBT4HvlcvMzJ4vcmhIheUREZE1UBpBsJHK+xabK0z3SMxzlrtfnfP8AuCXZjYfuAU4ycyudPdiQU5ERKSoNIJgA6HZskeJND3j9uNKMnT3W4FbSx03s/OArYCDgZJB0N23LfR8rCEOr6RMIiKy5kkjCC4mBME+JdIkfYHvpHC9xCxCENwixTw71KALZ1NXX2k3abrq6kv9c4mIZEMaQfAFQjAaXCJNcmxupZmaWTegyd0biyRJmmBXi4ExhdTV96Xrev1qXQwRkcxKY57gzLgdWeigmW0KJJPkHyuXmZn1NrN3geWEps5iRsRtoQn6IiIiZaURBO+I21FmZgWOnxS30919frnM3P09YGHcHVMojZkdThjZuRyYXE1hRUREEm0Ogu4+D7iNMJdvspklk+cxs9HA2XH3F/nnmtkQM9vazDbOO3RR3B5oZheZ2do55xwO3BB3x7v7m219DSIikk1p3UXidGC7+Peimf2TMFhmUDx+bpE7SEyLaW4kp9bn7jeb2fbAGcA5hMnx84CNgIEx2e8I8wVFRERaJZU7y7v7EkKf4AWEwS/bEEaLTgcOc/cLW5HnmYTVYe4kTLbfHugG3A0c4O7j3L0pjfKLiEg2pXZneXf/iHC7pPOrOGdwmeNTgWruQSgiIlKxVGqCIiIiqyMFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERySwFQRERyayutS7Amqa5qYnGhiWrPN/YsLgGpRERkVIUBFPW2LCEV04fUOtiiIhIBdQcKiIimaUgKCIimaUgKCIimaU+wQ4w6MLZ1NX3XeX5uvo+NSiNiIgkFAQ7QF19X7qu16/WxRARkTxqDhURkcxSEBQRkcxSEBQRkcxSEBQRkcxSEBQRkcxSEBQRkcxSEBQRkcxSEBQRkcxSEBQRkcxSEBQRkcxSEBQRkcxSEBQRkcxSEBQRkcxSEBQRkcxSEBQRkcxSEBQRkcxSEBQRkcxSEBQRkczqWusCrK6am5pobFiyyvONDYtrUBoREWkNBcFWamxYwiunD6h1MUREpA3UHCoiIpmlICgiIpmlICgiIpmlPsEUDbpwNnX1fVd5vq6+Tw1KIyIi5SgIpqiuvi9d1+tX62KIiEiF1BwqIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZldoC2mbWCzgLOBLYAvgQeBq41N3vbWWemwM/BfYD+gOLgGnARe7+QhrlFhGR7EqlJmhm6wAPAucBWwLPAx8B+wL3mNl5rcjTgH8A3wHqgWeBHsAxwD/M7OtplF1ERLIrrebQK4FdgWeAIe7+BXcfBBwLrADON7OvVpqZmXUF7gb6ADcDG7v7zsDGwBWEYPhHM9ON+kREpNXaHATNbAgwGmgCjnb315Nj7n4z8Ku4e34V2Y4GhgILgBPcfVnMbzlwOvAIsAHww7aWX0REsiuNmuAxQB3wuLvPKXB8QtzuHvv4KjEmbm+Oge9z7t4MXBN3v11lWUVERD6XRhAcGbczCh109zeA1+LuXuUyM7O1gF1K5Qk8GrdbmtlmFZZTRERkJWkEwaFx+3KJNPPjdlgF+Q0EepbJ83WgsYo8RUREVpFGEOwft4tKpFkSt32ryK9onu7eCCytIk8REZFVpDFPsFfcflIizbK8tJXkl1qeZvZ8kUNbL1iwgP3337+CYq2suXEFyxeu3BLb/Vuj6VKX2tRLkU7tpZdeusvdD6p1OUTaIo1v7EYqr1E2V5hfNSrJs5im5cuXf/TSSy+9Xj7pKobA2pDbZPvq/DYURTJiSNyW6j4QkQ6SRhBsAHoT5u4Vk/TxfVxhfokeFK8NVpynu29bwXWrktQu2yNvWXPpcyPSuaTRJ7g4bktNXE/67d6pIr+iecbJ9OtXkaeIiMgq0giCyRqeg0ukSY7NLZeZu79Jy6CXYnluRpibWFGeIiIihaQRBGfG7chCB81sUyCZJP9YhXk+WSpPYLe4fS0GTRERkaqlEQTviNtRcdHrfCfF7XR3n19hnrfH7Vgz614iz4kV5iciIrKKNgdBd58H3EZonpxsZsnkecxsNHB23P1F/rlmNsTMtjazjfMO3UIYPbclcJuZrRvTdzezy4A9CE2ml7e1/CIikl1dmpvbMsMgiHdzeAjYjjDF4Z+EEaODYpJz3f3CAufNj2ludPcxecd2Bh4gDIBpAF4kBMUNgeXAfu7+UJsLLyIimZXKrZTcfQmh/+4CwkCVbQgjO6cDhxUKgBXk+RSwA/B74P34uAn4E7CrAqCIiLRVKjVBERGR1VFaNzp1QLoAAA2qSURBVNUVERFZ7SgIiohIZikIiohIZikIiohIZikIiohIZmX+5ndm1gs4CzgS2AL4EHgauNTd721lnpsDPwX2I9wkeBEwDbjI3V8oda6sHtL+3JjZYODVMsmedfcdq81bRIrL9BQJM1uHEJx2BT4DZhPmNyZrnZ7v7hdUmacBj8Z8lgLzaJnk/wlwiLv/NZUXIDXRTp+bg4E/A+/Ssih9vnnuPrZVhRaRgrIeBCcCxwHPAAe5++vx+WOA6wk15a+5+9QK8+tK+AIbCtwMnOjuy+L6p5cApxIm/g+NCwzIaijtz00896eExSYmuPvJqRdaRArKbJ+gmQ0BRhNWoTk6+SIDcPebgV/F3fOryHY0IQAuAE5w92Uxv+XA6cAjwAbAD9tafqmNdvrcQFgRCcKSgyLSQTIbBIFjCIt+P+7ucwocnxC3u8c+vkqMidubY+D7nLs3A9fE3W9XWVbpPNrjcwMtQXB2WwonItXJchBM7lU4o9BBd38DeC3u7lUuMzNbC9ilVJ6EvkKALc1sswrLKZ1Lqp8bADOrJ/Qbg2qCIh0qy6NDk1s+vVwizXzCXS6GVZDfQKBnmTxfJ9xloy7m+XqRdNJ5pf25Adge6AK8CfQzszOAEYT/n3OBP7j7oyXOF5FWynIQ7B+3i0qkSQav9K0iv6J5unujmS0ljBStJE/pfNL+3EBLU2hvYA7hR1Lia8ApZnY9cJK7f1ZpQUWkvCw3h/aK209KpFmWl7aS/NLMUzqftD830BIEewDXAdsCaxNqkz8hTMM4HvhtVSUVkbKyXBNspPIfAZXMI2ms8vrZnZuyekv7cwNh1PBawCx3vzrn+QXAL+PNp28BTjKzK939+QrzFZEyshwEGwjNTz1KpEn6+D6uML9ED4rXFKrJUzqftD83uPutwK2ljpvZecBWwMGAgqBISrLcHLo4bvuUSJP06bxTRX5F84yT6devIk/pfNL+3FRqVtxukWKeIpmX5SCYLE01uESa5Njccpm5+5uEZdJK5bkZLYMeyuYpnVKqn5uEmXUzs7oSSZL/qxoYI5KiLAfBmXE7stBBM9uUlrUgH6swzydL5QnsFrevxaApq59UPzdm1tvM3gWWE5o6ixkRt4Um6ItIK2U5CN4Rt6Piotf5Torb6e4+v8I8b4/bsXG90GJ5TqwwP+l8Uv3cuPt7wMK4O6ZQGjM7HBhCCJSTqymsiJSW2SDo7vOA2wjNk5PNLJkEjZmNBs6Ou7/IP9fMhpjZ1ma2cd6hWwiTqLcEbjOzdWP67mZ2GbAHocn08rRfj3SMdvrcXBS3B5rZRWa2ds45hwM3xN3xakEQSVfW7yLRB3gI2I4w9P2fhJF/g2KSc939wgLnzY9pbnT3MXnHdgYeIAyAaQBepOVWSsuB/dz9ofRfjXSUdvrcXAycEXc/JNyCayPCSkQAvyPclaQpxZciknmZrQkCxNsZjSTcwmYusA1h1N904LBCX2QV5PkUYfLz7wm3TdqBcMeBPwG7KgCu/trpc3MmYXWYOwmT7bcHugF3Awe4+zgFQJH0ZbomKCIi2ZbpmqCIiGSbgqCIiGSWgqCIiGSWgqCIiGSWgqCIiGSWgqCIiGSWgqCIiGSWgqCIiGSWgqCIiGSWgqCIiGSWgqCIiGSWgqCIiGRW11oXQIozs2pXN1/q7hu0S2HWUGZ2IjAB+LK7P1LhOROB44Bb3X10gecL+QRYDDxJuJXSXQXy7U24hdL97n5UFS9DRFpJQXD1MA94p4J0H7Z3QdYk8Ya4vwHuqDQAVugDwj0GE12AHsDmwDeBb5rZte5+Yu5J7v6emf0XcJWZ/cXd/5BimUSkAAXB1cOF7j6x1oVYA11BuGffj1LOd5a7jyp0wMwOBiYB3zWzR9z9lrwk1wLfB/7HzO519/dTLpuI5FCfoGSSme0HfB242d1f7qjruvudwOVx99QCxxuBXxLuKp92cBaRPAqCklU/i9tranDt6XH7b0WO3w68C5xqZn07pkgi2aTm0DVYzkCNk4H7gJ8C+wL9gEXxuV+4+/wi538ZOB3YHegDvAc8Dlzm7g8WSD8fGATsAHwHOJbQ3OjA19z93Zjuq8APgS8AG8Tj1wFXA40A7t4lpn0c+BJwubufXqSc5wK/AO5z93+v4H35ErAzMNfdnyySpgdwIuH92wr4FJgK/Fe5/CvQLW4L9uG6+6dmdjtwEuF9/HUK1xSRAlQTzIYvAM8SvtA/Bl4CBhK+YJ80s83yTzCzXxFqLIcBawPPAU3AwcC0eLyYqwjB803CiMhPcwLgfwEPAN8gDBiZDWxB6J+7o0Be18ftkWZW7EfbsXF7Q4ky5fp/cTul0EEz2wCYBlwKjAAWxNdyBPA0xWtwlTqk1PWj++L2yDZeS0RKUBDMhnHAHGAbdx/m7tsCuxFqIv2A/8xNHKcNnA28D4x29w3dfSdgE8KX8kfA2Wb2nSLX2x040t23dffBwEEx330JzZBNhCC5ibvvDAwgBMFvFsjrj4TA3Q/YL/+gmY0EhhFqqXdW9G7AV+N2RpHjFxPen38BX4ivY3tgG0JA/GKF18ktZw8LLiEE7XeA80qckpRtBzPrV+31RKQyag5dPdxgZpXUcvZ2978VeH45cKi7L0yecPfHY3PpaYSgBYCZdQcuiLvHu/v/5ZzTDEwysw0Jtb0LzOxGd1+Rd71H3H1SznmL48Ofx+1v3P3ynOPLgNPMbAiwUnOmu39oZv9LCBzHAHfnXSuZl3ebu39a4LWvJAaUpCY3u8DxAcDxcXe0u8/KKcvcOLrzBVqaNAvZq8wczzcJ8xLfKJbA3ZeY2VvAxsDehH5CEUmZaoKrh3nAoxX8LS1y/t9zA2COF+I2d4L9boSRiR9SvGZ1K6E2N5DQ1JpvlRqWmQ0k9MNB6Psr5NIizydNogeZ2fo5ea5NS9NmpU2hg+O2GSg0KvQbhP8X8919ev7BOJL0gTLX+IBV/23+ASRBbxPgPjPbtUw+HrdblkknIq2kmuDqoa3zBIvVOJbFbe7nIKkldQceNrNieTYSgsXWhFVQcr1VIP22hD7ABnd/pUiefy/y/MOEgDWE0C/3u/j8QYQA/k93f7pYQfP0j9uGOB0hX/KCV6kl5niGECyLKTVPcBhhLuBewFQz26HE+5HMEexf5LiItJFqgtmwvMzxLjmPk5rW2oRm0mJ/SXNgoWXalhV4Lhnq31CiHB8UejI2wyY1vWNyDiVNoZXWAgF6x+3HZY6XKud7VVxvJe4+lzC4aClQD5xTIvlHeWUSkZSpJij5ki/ep+NgmLTzXa9EmnVLHLuRMKhmTzPbnBBovw58BuSvulLKJ3G7fpHjSyooZ88qrrcKd19qZn8jBMNS73ES/Ar9qBCRFKgmKPmSfqhhxaYkmFkXM9vbzLaKA2kqkayl2SsOgClkh6KFcv8XcD+h1noIcCDhR9wUd19UYRkAkr7RHmZWX+hSSVnMrEuB4xCadtuqKW6LXQNaas9vp3A9ESlAQVDyPUxoqlsXGFskzVHAg8CLwCpzDAuJ/V7Pxt1iUytOLPJ84vdxeyihFgXVNYVCS5AD2LTA8bsItcuBxKkdueLo0QOqvGZ+HvWEPkGAp0okTcr3YluuJyLFKQjKStz9I+CiuPtbMxtrZp9/TuIUgQlx9/Yq191M5sWdaWbjkpqWmXUzs/MpPzH8LsLk+z0JK9+8DdxTxfWJtcZ5cXe3AsffBf477l5vZvskx2Iz7J3AOtVcM5eZ9SeMrt0QWEGYH1ko3WDCKFIoPp9RRNpIfYKrhx+b2QkVpv2lu9/bxuuNJ4zEHEeYnjDezF4l1I5yv5iL1egKcvc7zWw8cBZhhOTPzGwBYVmy3sBMYFfi0mkFzl9uZrcS7rJQB1xZYI5iJe6N19yDlukXuS4gjBL9JmEE5zzCQJntYtnuofTo0BFmlh+4uhD6GbeJZV8BfM/dnyuSxx5x+1yp+YQi0jaqCa4etqL0SM3cv43aejF3b3b37xIGnvwf4Qt7BKGJ9AnCai/7uHuxEZal8j6b0Kc3jXCPvR2A+cB3aVm5plS+E3MeV9sUmrg5bvfNreXmlPFTwlSMsYS1UjcizNWbSniPHy+T/3qs+u+yK6F581nCfMjt3P26EnkkiwbcXCKNiLRRl+bmam9eLtI+zGx/woow89x9WJE0BxKaRZ9y913acK2HgFHAAe5eag3PDhdX5HmDMJJ1sLsXWwRBRNpINUHpMGY228weN7NCq8xASxPjP0pkMy5uS9WiKpEsDTeuZKraOJZQS75UAVCkfakmKB3GzCYTRnZOB77t7m/F57sS1uu8ivDDbO9kyTIzqyM0mb4LjCEMrnmHUENq0/w5M5tKqA1u5+4vlEneIeKUkxcJTc9b6c7yIu1LA2OkI51DGPCxF/Camb1EmAg+mDBasgk4M2/NzibgMcIKNokftjUARuMIfXTjCfMOO4PTCLeWOlwBUKT9qSYoHcrM+hBu8nso4Qa86xDWGn0EuMrdZxY4ZxoheC4ALnL3QiM6W1ueEwhNq19x94fSyreVZdmQcK/HKe5+TLn0ItJ2CoIiIpJZGhgjIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZpSAoIiKZ9f8BgeVmgRWL0wgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 480x300 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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1EZGU27Ls2KpMREynrB4DZSV+aVxMnT3HUZDqudEuRBIRM4F/rL768fJXz/XrD+XqartoiP3PpwT4I5TV5SVpvVQtRLKCdTcaPo5yb8rhjovquOOAtcCHKPcLVZO+6wlWvk5ZbeaNEXFMZj4waP87qu3ZrhYjaT3XvBDJuzLz2og4cphjqI6ZB1xRHbc8It41ju0cVkRMA1Z1WPy/MnNEA39Go6chGBHbU6Y4PJSZdzTtuphyy6Q9gW9ExIGZ+dtqIv1RwEGUH6QXeaVJbMWSqVOBLXrdji55YJela8Zj8uRoFyK5A3hVdT/QfjFA+ds+lDlAVI+H7e12Q697gl+mLJR9GbC48WJmDkTE31Svvwi4PSJuAOYC21J+kIdl5s8mvMWSumLFkqkHAp8Btu51W7rknhVLpr5rl6VrzulmpaNdiCQzV9BnYyYycw2wV6t9EfEU1i2V+V3gxIloU69DcEiZ+YuI2INyp4h9gd0o0yH+j3JT3UvbHS+p730O2LTXjeiirSnfU1dDsE+dERFndKuy6jTpOZQBkT8D3lQF5rgb1xDMzB2H2b94mP33Ae+rviRJ/WEF7Ze1hHIz9AUd1ncq8ArKcpivzczfj6FtI9K3PUFJ670jWc9OhwI9HXgygT6amWe2K1CtZvO54SqKiA8Afws8Buyfmb/oThM7YwhK6oldlq45Z8WSqefiwJjaiogDgZOqp2/LzO9PdBsMQUk9U4XG5Lx3lcYkIhZRBkdOAT6RmUt70Y5+nSwvSVpPRcR84FuU9aG/QZnI3xOGoCRpwkTEFsD5lDmB1wEHZ2bP7gZkCEqSJkREbETp+e0C3Aa8OjP/1Ms2eU1QkjRR3kNZAAXgPuBzEbExML1F2dXDTaPrBkNQkjRRNml6/Nxhyk7ISNspAwP1vTF7RNy4YMGCheedd16vm6I+sPoP9/KLd2/7hNd2PuVub6U0tCm9boA0Vl4TlCTVliEoSaotQ1CSVFuGoCSptgxBSVJtGYKSpNpynmAPDaxdy5qV9/e6GaqsWXlfr5sgaYIZgj20ZuX9T5qXJkmaOJ4OlSTVliEoSaotQ1CSVFteE+wzO5x4A1Nnz+l1M1SZOnvLXjdB0jgyBPvM1NlzXLBZkiaIp0MlSbVlCEqSassQlCTVliEoSaotB8ZIUp+LiKcDHwT2AbYFHgCuAk7NzAvbHLclcBzwemAe8DvgcuCTmXnVCNuwGLi0erpTZt42TPmlwKHAZZm5eCTvNZHsCUpSH4uIVwDXA4cDWwI3AWsowfbdiDh5iOO2Aa4G3gtsA/wEGADeACyLiMPHv/X9zxCUpD4VEXOArwIzga8BT83M3TNzLnAQJQyPiogDWhx+NjAfuBCYl5nPBZ5K6VFOBU6PiGdMwLfR1wxBSepfRwCbA7cBSzLz940dmXkW8Lnq6dubD6pOXe4NrATekpm/q45Zm5mfAM4EpgPHjnP7+54hKEn965eUnuBpmfloi/0/qbY7DHp9SbX9Zma2ukfY6dV2v4iYOeZWTmIOjJHUM3cvPHkqsEWv29ElD2x709FrullhZp5NOa05lOdW25sHvb6o2i4b4rgfAquBjas6fjDaNo7EoME1wzksM5eOX2sKQ1BST9y98OQDgc8AW/e6LV1yz90LT37Xtjcdfc54v1FEbAa8BziMEmafaNq3AbBz9fTWVsdn5qqIuJPSg9yFCQpB4PeU0alD2RnYrnp8x/g3xxCU1DufAzbtdSO6aGvK9zRuIVgNgPkwsADYCPgV8I7M/H5Tsc1Z97f93jbV3U8JwQlbsT8zlwN7tdoXEQuBK6qnH8nMSyaiTYagJE0ezwee2fR8c+C1EfH9zPxj9dqspv2PtKnr4RblO/XLiBjFYa1V0znOp3wo+jpwQtcqH4YDYyT1ypHAPb1uRBfdQ/mextOngdmUqQ5LKEH2duCSiGh0akZ6XXJgFO34EeW0Zruvjv5tI2IW8L+UXukPgUMzczRtGhV7gpJ6Ytubjj7n7oUnn4sDYzqWmb+uHv4J+FJEXAVcRxnccjCwlDItomFGm+oao0IfGkVTDhzBijHtymwAnAU8j3Jq9/WZ2a732nWGoKSeqUKj3XUrtZGZGRHnAm8BFrMuBB+lXDNsd1foxrXAXvbG/5Wy8s2fgH0z8+6JboCnQyWpT0XEFhHx59XKMUO5vdpuC2VCPJDVazsOUe90yilVgBVdaOqIRcTfU0a4rgUOyszretEOQ1CS+tc1lOtv7db5bEyUv7Pptaur7SJaez7lTOAjwPKxNHA0IuJ1wKeqpx/MzG9OdBsaDEFJ6l/frbZHVL23J4iIHSkLYkMZXNLw9Wr7xohodc31HdX27Mx8uMX+cRMRf05ZBWcD4IuZ2XIB8IliCEpS/zqZMgL06cBZzadFI2IP4DuUAS7fB5p7UxdTRmhuCnyjmoJARGwQEcdQFt9eRdMk+4kQEdtTwnpjStvfNpHv34oDYySpT2XmLyLiTZSl094IvC4ikjLqc5eq2FXAAc3TCjJzICL+BrgMeBFwe0TcAMylXDscoCxL9rOJ+26AskJQY0WYKcC3qikSU1uUXZ6Zfz/eDap9CA6sWc3qP/RmcNqala3WtZWkdTLz2xHxHOBo4OXAMyjTGpZR7gbxhcxc1eK4X1S9xWOBfYHdquP+j3JT3U7X8OymTZoev3yYsqvHsyENUwYGJmxOYt+JiBufNvPRhaft/qteN+VxO59yN9M22arXzZA6MaXXDZDGymuCkqTaMgQlSbVlCEqSaqv2A2Oa7XDiDUydPWF3FWlp6ux2qxxJkrrJEGwydfYcB6VIUo14OlSSVFuGoCSptgxBSVJtGYKSpNoyBCVJtWUISpJqyxCUJNWWIShJqi1DUJJUW4agJKm2DEFJUm0ZgpKk2jIEJUm1ZQhKkmrLEJQk1ZYhKEmqLUNQklRbhqAkqbYMQUlSbRmCkqTaMgQlSbVlCEqSassQlCTVliEoSaotQ1CSVFuGoCSptgxBSVJtGYKSpNoyBCVJtWUISpJqa1q3KoqIWcAxwF8DOwF/BK4FPpWZF4yivh2BXw5T7PrM3H2kdUuSBF0KwYjYGLgYeAGwCrgB2BJ4OfDyiDghMz88wmqfU20fAH42RJmbR9FcSZKA7vUET6UE4HXAvpn5K4CIOAT4AnBCRFyemReNoM5GCH49M9/RpXZKkvS4MV8TjIj5wMHAWuCgRgACZOYZwMerpyeMsOpGCP50rG2UJKmVbgyMOQSYClyZmTe12H96td0zIrYfQb2NELxhLI2TJGko3QjBRdV2WaudmXkncHv1dO9OKoyI2cDO1VN7gpKkcdGNa4ILqu2tbcrcBuwA7NJhnc8GpgB3AVtFxFHAHpT2rgC+mpmXj6q1kiRVuhGCW1fbe9uUub/azumwzsap0M2BmyinWxv2Af4uIr4AvD0zV3XaUEmSmnUjBGdV20falHl4UNnhNEJwBvCfwKeBW4BtKdcgjwcOBx4F3jlcZRFx4xC75nfYHknSeqgbIbiGzq8tDnRY7gdVncsz8z+aXr8D+FhE3AacCbw9Ik7NzKFCTpKkIXUjBFdSTlvOaFNmZrV9qJMKM/MrwFfa7Y+I44GnA68H2oZgZj6z1etVD3FhJ22SJK1/ujE69L5qu2WbMo1rgfd04f0allfbnbpYpySpRroRgo0lzXZsU6axb0WnlUbE9IiY2qZIo+0OjJEkjUo3QvDqaruo1c6ImAc0JslfMVxlEbF5RDwAPEY51TmUPaptqwn6kiQNqxsheE61XRwR0WL/26vtZZl523CVZebvgLurp0talYmIN1JGdj4GnDuSxkqS1DDmEMzMm4GzKHP5zo2IxuR5IuJg4APV038efGxEzI+IXSNiu0G7Tqq2r4uIkyJio6Zj3gh8sXr6ycy8a6zfgySpnrp1F4l3A7tVXz+PiJ9SRozuUO0/dog7SFxclfkSTb2+zDwjIp4NHAV8kDI5/mZgG2BuVezzlPmCkiSNSlfuLJ+Z91OuCX6YMvjlGZTRopcBB2TmiaOo82jK6jDfpEy2fzYwHfg28NrMPDIz13aj/ZKkepoyMNDp/PX1T0Tc+LSZjy48bfdy96edT7mbaZts1eNWSZPGlF43QBqrrvQEJUmajAxBSVJtGYKSpNoyBCVJtWUISpJqyxCUJNWWIShJqi1DUJJUW4agJKm2DEFJUm0ZgpKk2jIEJUm1ZQhKkmrLEJQk1ZYhKEmqLUNQklRbhqAkqbYMQUlSbRmCkqTaMgQlSbVlCEqSassQlCTVliEoSaotQ1CSVFuGoCSptgxBSVJtGYKSpNoyBCVJtWUISpJqyxCUJNWWIShJqi1DUJJUW4agJKm2DEFJUm0ZgpKk2jIEJUm1ZQhKkmrLEJQk1ZYhKEmqLUNQklRbhqAkqbYMQUlSbRmCkqTaMgQlSbVlCEqSassQlCTVliEoSaotQ1CSVFuGoCSptgxBSVJtGYKSpNoyBCVJtWUISpJqyxCUJNWWIShJqi1DUJJUW4agJKm2DEFJUm0ZgpKk2jIEJUm1ZQhKkmrLEJQk1ZYhKEmqLUNQklRbhqAkqbYMQUlSbRmCkqTaMgQlSbVlCEqSassQlCTVliEoSaotQ1CSVFuGoCSptgxBSVJtGYKSpNoyBCVJtWUISpJqyxCUJNWWIShJqi1DUJJUW9O6VVFEzAKOAf4a2An4I3At8KnMvGCUdW4P/BPwSmBr4F7gYuCkzPxZN9otSaqvrvQEI2Jj4BLgeGBn4EbgT8DLgfMj4vhR1BnAj4G3ArOB64EZwCHAjyPiFd1ouySpvrp1OvRU4AXAdcD8zPyzzNwB+BtgNXBCRLys08oiYhrwbWBL4Axgu8x8HrAd8BlKGH4tIrbsUvslSTU05hCMiPnAwcBa4KDM/FVjX2aeAXy8enrCCKo9GFgA3AEckZkPV/U9Brwb+AGwGfC+sbZfklRf3egJHgJMBa7MzJta7D+92u5ZXePrxJJqe0YVfI/LzAHgP6unbx5hWyVJelw3QnBRtV3Wamdm3gncXj3de7jKImID4Pnt6gQur7Y7R8TTOmynJElP0I0QXFBtb21T5rZqu0sH9c0FZg5T56+ANSOoU5KkJ+lGCG5dbe9tU+b+ajtnBPUNWWdmrgF+P4I6JUl6km7ME5xVbR9pU+bhQWU7qa9rdUbEjUPs2vU3j0znndeVM6obvulgpkzt2tRJab12yy23fCsz9+11O6Sx6MZf/DV03qMc6LC+keikzqGsXT2wAb96eKNVwK388rYxVKUemF9t252Kl6QhdSMEVwKbU+buDaVxje+hDutrmMHQvcGO68zMZw61r9FLbFdG/cl/O0lj1Y1rgvdV23YT1xvX7e4ZQX1D1llNpt90BHVKkvQk3QjBxhqeO7Yp09i3YrjKMvMu1g16GarOp1HmJnZUpyRJrXQjBK+utota7YyIeUBjkvwVHdb5w3Z1Ai+strdXoSlJ0oh1IwTPqbaLq0WvB3t7tb0sM2/rsM6vV9vDImLDNnUu7bA+SZKeZMwhmJk3A2dRTk+eGxGNyfNExMHAB6qn/zz42IiYHxG7RsR2g3adSRnxtzNwVkQ8pSq/YUScAuxFOWX66bG2X5JUX1MGBsYyw6Co7uZwKbAbZYrDTykjRneoihybmSe2OO62qsyXMnPJoH3PAy6kDIBZCfycEopbAI8Br8zMS8fceElSbXXlVkqZeT/l+t2HKQNVnkEZ2XkZcECrAOygzmuA5wD/BTxYPV4L/A/wAgNQkjRWXekJSpI0GXXrprqSJE06hqAkqbYMQUlSbRmCkqTaMgQlSbVVy5vnRcQs4Bjgr4GdgD8C1wKfyswLetk2tdc0t7SdzTPzwfFvjaTJrnZTJCJiY+Bi4AXAKuAGypzGxvqmJ2Tmh3vUPLUREZsBv6MsyHBVm6KvzMyVbfZLElDPnuCplAC8Dtg3M38FEBGHAF8AToiIyzPzoh62Ua09u9renJl79bQlktYLtbomGBHzgYMpK88c1AhAgMw8A/h49fSEiW+dOvCcavvTnrZC0nqjViEIHEJZ6PvKzLypxf7Tq+2eEbF9i/3qrUYI3tDTVkhab9QtBBv3J1zWamdm3gncXj3de0JapJGwJyipq+p2TbBxm6db25S5jXz1luwAAAXuSURBVDL6cJdxb406FhFTgWdVT++KiPcBL6LcZeRO4DzgnMxc26MmSpqE6haCW1fbe9uUub/azhnntmhkdgFmVI8vBJ4yaP8hwD9ExH6Z+ZsJbZmkSatup0NnVdtH2pR5eFBZ9YfnND2+BngxsDFlesvBwN3A84HzI2LDiW+epMmobj3BNXQe/PWaQNn/bgdOoYzsfX/Tac+HgK9ExDXAcmB34K3Af/SklZImlbqF4ErKHe9ntCkzs9o+NP7NUacy80rgyjb7V0TEV4AjgTdgCErqQN1Oh95XbbdsU6ZxLfCecW6Lum95td2pp62QNGnULQR/Vm13bFOmsW/FuLZEIxYRGwxzva/x+7xqItojafKrWwheXW0XtdoZEfNYt4boFRPSInUkIr4PPAb8S5tif1ZtWy2EIElPUrcQPKfaLo6IaLH/7dX2ssy8bWKapA7dQFntZ/+IGDw9gojYAfir6unXJrJhkiavWoVgZt4MnEX5Y3puRDQmzxMRBwMfqJ7+cw+ap/b+DXgUmAucHRHbNnZExHOA71CmTHwfOLcnLZQ06dTxVkpbApcCu1GmTPyUMmK0cY+6YzPzxB41T21ExAHAmZTRvY9RrttOA3ativwIeEVmPtCbFkqabGoXgvD4PQWPBt4E7EwZSHEtcEpm2ovoY9Vp7PcD+wBPpSxucBOlh396Zq7uYfMkTTK1DEFJkqBm1wQlSWpmCEqSassQlCTVliEoSaotQ1CSVFuGoCSptgxBSVJtGYKSpNoyBCVJtWUISpJqyxCUJNWWIShJqi1DUF0XESdFxCON+zVGxNKIGIiI73V4/ED1tWSM7TgkItZGxCvGUo+k9ZchqK6KiL2AYyi3pbqlx805E/ghsDQiNu9xWyT1IUNQXRMR04DTgQeBnt+YODMHgKOAbYGP97g5kvqQIahuOgJ4JvCpzHyw140ByMxlwCXAERHxzF63R1J/MQTVFRExHTgOWAP8V4+bM9jplN/1f+p1QyT1l2m9boDWGwcAc4HvZuZd3a48IpYCh3ZSNjOnDHrpm8AfgP0jYm5m3tnl5kmapOwJqlv+qtqeN071rwAub/O1pip3x+ADM/MxyinRacAbx6l9kiYhe4Ias4iYCrykerpsPN4jM09kiME2EXEssCewEnjdEFUsA/YD9gH+fTzaKGnyMQTVDXsAmwJrgZvalNs7Iga6+cYR8Wbgo9V7vzkzfzJE0Z82tWFqZq4ZopykGjEE1Q07Vds7M/ORNuX+wLowamfPTt60mpP4RWAKcFRmfrtN8ay2s4GtgLs7eQ9J6zdDUN2wdbUdblrE8sxcPFxlnfQWI+LpwDeAjYDPZ+a/DnNIc9u2xhCUhANj1B2N1Vgemog3i4g5wAXAlsClwDs7OOxPTY9dPUYSYAiqOxqnQDcb7zeKiBmUKQ/zgZuBN2bmqg4ObQ6+h8ejbZImH0NQ3dA4tThnPN8kIqYAXwJeCPwOeG1mPtDh4c1t+2232yZpcjIE1Q2NQSebR8SscXyfk4A3AauBAzNzxQiOnVdtH6LFXEJJ9WQIqhuuo1xz2wD4i/F4g4g4EvgAMAC8NTMvHmEVjRGnV1QLa0uSo0M1dpm5KiIuBvYF9qKsztI1EbENcFr19H7K8meHADMo0yMG+1hmXjDotb2q7fndbJukyc0QVLecQQnBVwEf6XLdM1n3uzoHeP0w5bdpfhIRm1CuI64GvtrltkmaxKYMDHhmSGNXLZ32c2AB8KzMvLHHTXpcRLwTOBX4YmYe3uv2SOofXhNUV1TLkH2senpkL9vSwpGUBbY/NlxBSfViCKqbzqT0Bg+rJrT3XES8DNid0gu8tdftkdRfDEF1TWauBpYAGwPH97Y1EBEbAP8C/Bo4usfNkdSHDEF1VWZeDXwceFu1vmcvHQo8GzgsM4db11RSDTkwRpJUW/YEJUm1ZQhKkmrLEJQk1ZYhKEmqLUNQklRbhqAkqbYMQUlSbRmCkqTaMgQlSbVlCEqSassQlCTVliEoSaotQ1CSVFuGoCSptv4/9JREI1rJJI8AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 480x300 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 480x300 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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LvkVdW6uG4LvAuoSrEpSSOxf4apkyLWH4OU/S1q+lTl2KSBcUx1BPp8qJSMxsD8L0dOs3oFldWsuFoLuvMTMHPgmMKFYmXij0Y/Hu/E5qWs3a+m3SoZ50IiLF1DoRiZn1Bb4X/1rx9FfTteqbkhs4W+pq1zsRAnwlYfyRiEi3FCcimQ+cGR86A3ihA9tZ3O4MYA1wGuG6n5Kn5fYEoxsIs80caGanFLmA5vFxeb1mixGRbi5/IpIT3P1RMzumA9sNi9s+ELebbWYnNLCdFZlZL8KFkjvi5+5eVcefWjQ1BM1sC8IQh3fc/cW8VXcT5hncBbjRzA5y91fiQPqTgAmEN1IneUW6sPkT29qAjZvdjoy8PmbK6kYMnqx1IpIXgS+4+x0VS3aedsJ3eymbABZvV9zbzUKz9wSvIUyUPQMYn3vQ3dvN7PD4+G7AC2b2JDAEGEx4I49096c7vcUikon5E9sOAi4lTKjdHbw6f2LbCWOmrJ6WZaW1TkTi7vNpsT4T7r4a2LXYOjPrz9qpMv8AnNMZbWp2CJbk7s+Z2Q6EiXf3BbYlDIe4g3BR3UyvCi4ine4KYMNmNyJDgwivKdMQbFHXmtm1WVUWD5NOI3SIfBr4agzMhmtoCLr7iArrx1dYvwT4TvwTEZHWMJ/y01pCuBj66A7WdxnwecJ0mPu4+5t1tK0qLbsnKCLd3jF0s8OhQFM7nnSiH7j7L8oViLPZXFGpIjP7LvB14D3gK3HS9U6jEBSRphgzZfW0+RPbpqOOMckys4OAc+PdY939vs5ug0JQRJomhkZa16ASAMxsHKFzZA/gPHef0ox2tOpgeRER6abMbBRwM2F+6BsJA/mbQiEoIiKdxsw2Bm4jjAmcAxzq7k27GpBCUEREOoWZrUvY8xsDLAT+xd3fbmabdE5QREQ6y78TJkABWAJcYWbrA72LlF1VaRhdFhSCIiLSWTbIu71jhbKd0tO2R3t7uhdmN7O5o0ePHnvrrbdmVueqv7/GcycO/tBjI3+8WJdSku6oR7MbIFIvnRMUEZFkKQRFRCRZOifY3s6qv2c3Vnf18iWZ1SUiIo2VfAi2r1n9kXN4IiKSBh0OFRGRZCkERUQkWQpBERFJVvLnBIsZfs6TtPXbJLP62voNzKwuERHJjkKwiLZ+m2hwu4hIAnQ4VEREkqUQFBGRZCkERUQkWQpBERFJlkJQRESSpRAUEZFkKQRFRCRZCkEREUmWBsuLiLQ4M9sKOBX4Z2Aw8DowC7jM3e8ss91A4AxgP2AosAy4Hzjf3WdV2YbxwB/j3S3dfWGF8lOAI4AZ7j6+mufqTNoTFBFpYWb2eeAx4ChgIPAUsJoQbH8wswtKbLcZ8BDwbWAz4HGgHdgfmGlmRzW+9a1PISgi0qLMbBPgV0Bf4DrgY+6+vbsPASYQwvAkMzugyObXA6OAO4Gh7r4j8DHCHmUbMNnMtumEl9HSFIIiIq3raGAAsBCY6O5v5la4+1Tginj3uPyN4qHL3YHlwCHuvixus8bdzwN+AfQGTm9w+1ueQlBEpHU9T9gT/Im7v1tk/eNxObzg8YlxeZO7Lymy3eS4/LKZ9a27lV2YOsaISNMsHntBG7Bxs9uRkdcHP3Xy6iwrdPfrCYc1S9kxLhcUPD4uLmeW2O5hYBWwfqzjT7W2sRoFnWsqOdLdpzSuNYFCUESaYvHYCw4CLgUGNbstGXl18dgLThj81MnTGv1EZrYR8O/AkYQwOy9vXU9gZLz7bLHt3f19M1tE2IMcQyeFIPAmoXdqKSOBzePtFxvfHIWgiDTPFcCGzW5EhgYRXlPDQjB2gDkLGA2sC7wEHO/u9+UVG8Da7/bXylS3lBCC2V1BvAJ3nw3sWmydmY0FHoh3/8vd7+mMNikERUS6jp2Aj+fdHwDsY2b3uftb8bH18tavLFPXiiLlO+p5M6ths+LicI7bCD+KbgAmZVZ5BeoYIyLNcgzwarMbkaFXCa+pkS4B+hGGOkwkBNlxwD1mltupqfa8ZHsN7XiEcFiz3F+H/m3NbD3gd4S90oeBI9y9ljbVRHuCItIUg586edrisRdMRx1jOszd/xpvvg1cbWazgDmEzi2HAlMIwyJy+pSpLtcr9J0amnJQFTPGlCvTE5gKfIZwaHc/dy+395o5haCINE0MjXLnraQMd3czmw4cAoxnbQi+SzhnOLDM5rlzgc3cG/8fwsw3bwP7uvvizm6ADoeKiLQoM9vYzD4dZ44p5YW4HAxhQDzg8bERJertTTikCjA/g6ZWzcy+RejhugaY4O5zmtEOhaCISOv6M+H8W7l5PnMD5RflPfZQXI6juJ0IRwJXArPraWAtzOxLwEXx7qnuflNntyFHISgi0rr+EJdHx723DzGzEYQJsSF0Lsm5IS4PNLNi51yPj8vr3X1FkfUNY2afJsyC0xO4yt2LTgDeWRSCIiKt6wJCD9CtgKn5h0XNbAfg94QOLvcB+XtTdxN6aG4I3BiHIGBmPc3sFMLk2++TN8i+M5jZFoSwXp/Q9mM78/mLUccYEZEW5e7PmdlXCVOnHQh8ycyc0OtzTCw2Czggf1iBu7eb2eHADGA34AUzexIYQjh32E6Yluzpzns1QJghKDcjTA/g5jhEoq1I2dnu/q1GN0ghKCLSwtz9FjPbDjgZ2AvYhjCsYSbhahBXuvv7RbZ7Lu4tng7sC2wbt7uDcFHdjs7hmaUN8m7vVaHsqkY2JKdHe3unjUlsOWY2d9SWI8ZeNPiuDz0+8seL6bXBpk1qlUiX0aPZDRCpl84JiohIshSCIiKSLIWgiIgkSyEoIiLJUgiKiEiyFIIiIpIshaCIiCRLISgiIslSCIqISLIUgiIikiyFoIiIJEshKCIiyVIIiohIshSCIiKSLIWgiIgkSyEoIiLJUgiuWd3sFoiISJMkH4LvvfpMs5sgIiJNknwIiohIuhSCIiKSLIWgiIgkSyFYYPjZT9DWb2CzmyEiIp1AIVigrf+m9Oipt0VEJAX6thcRkWQpBEVEJFkKQRERSZZCUEREkqUQFBGRZCkERUQkWQpBERFJlkJQRESSpRAUEZFkKQRFRCRZCkEREUmWQlBERJLVK6uKzGw94BTga8CWwFvAo8BF7n57DfWNAJ6vUOwxd9++2rpFREQgoxA0s/WBu4GdgfeBJ4GBwF7AXmY2yd3PqrLa7eLydeDpEmUW1NBcERERILs9wcsIATgH2NfdXwIws8OAK4FJZna/u99VRZ25ELzB3Y/PqJ0iIiIfqPucoJmNAg4F1gATcgEI4O7XAj+KdydVWXUuBJ+ot40iIiLFZNEx5jCgDXjQ3Z8qsn5yXO5iZltUUW8uBJ+sp3EiIiKlZBGC4+JyZrGV7r4IeCHe3b0jFZpZP2BkvKs9QRERaYgszgmOjstny5RZCAwHxnSwzk8CPYC/AZua2UnADoT2zgd+5e7319RaERGRKIsQHBSXr5UpszQuN+lgnblDoQOApwiHW3P+GfimmV0JHOfu73e0oSIiIvmyCMH14nJlmTIrCspWkgvBPsDlwCXAM8BgwjnIM4GjgHeBb1SqzMzmllg1qoPtERGRbiiLEFxNx88ttnew3J9inbPd/ad5j78InG1mC4FfAMeZ2WXuXirkRERESsoiBJcTDlv2KVOmb1y+05EK3f2XwC/LrTezM4GtgP2AsiHo7h8v9njcQxzbkTaJiEj3k0UILiGE4MAyZXLnAl/N4PlyZhNCcMssKht+9hO09d+Utn7lXoaIiHQnWQyRyE1pNqJMmdy6+R2t1Mx6m1lbmSK5tmfSMaat/6b02mBTevTUnOIiIqnI4hv/obgcV2ylmQ0FcoPkH6hUmZkNMLPXgfcIhzpL2SEuiw3QFxERqSiLEJwWl+PNzIqsPy4uZ7j7wkqVufsyYHG8O7FYGTM7kNCz8z1gejWNFRERyak7BN19ATCVMJZvupnlBs9jZocC3413f1i4rZmNMrOtzWzzglXnxuWXzOxcM1s3b5sDgavi3fPd/W/1vgYREUlTVleROBHYNv7NM7MnCJ1lhsf1p5e4gsTdsczV5O31ufu1ZvZJ4CTgVMLg+AXAZsCQWOxnhPGCIiIiNcmkF4i7LyWcEzyL0PllG0Jv0RnAAe5+Tg11nkyYHeYmwmD7TwK9gVuAfdz9GHdfk0X7RUQkTT3a2zs6fr37MbO5w/q+O/Yn27/EyB8vptcGmza7SSJdSY9mN0CkXhoPICIiyVIIiohIshSCIiKSLIWgiIgkSyEoIiLJUgiKiEiyFIIiIpIshaCIiCRLISgiIslSCIqISLIUgiIikiyFoIiIJEshKCIiyVIIiohIshSCIiKSLIWgiIgkSyEoIiLJUgiKiEiyFIIiIpIshaCIiCRLISgiIslSCIqISLIUgiIikiyFoIiIJEshKCIiyVIIiohIshSCIiKSLIWgiIgkSyEoIiLJUgiKiEiyFIIiIpIshaCIiCRLISgiIslSCIqISLIUgiIikiyFoIiIJEshKCIiyVIIiohIshSCIiKSLIWgiIgkSyEoIiLJUgiKiEiyFIIiIpIshaCIiCRLISgiIslSCIqISLIUgiIikiyFoIiIJEshKCIiyVIIiohIshSCIiKSLIWgiIgkSyEoIiLJUgiKiEiyFIIiIpIshaCIiCRLISgiIslSCIqISLIUgiIikiyFoIiIJEshKCIiyVIIiohIshSCIiKSLIWgiIgkSyEoIiLJUgiKiEiyFIIiIpIshaCIiCRLISgiIslSCIqISLIUgiIikiyFoIiIJEshKCIiyVIIiohIshSCIiKSLIWgiIgkSyEoIiLJUgiKiEiyFIIiIpIshaCIiCSrV1YVmdl6wCnA14AtgbeAR4GL3P32GuvcAvg+sDcwCHgNuBs4192fzqLdIiKSrkz2BM1sfeAe4ExgJDAXeBvYC7jNzM6soU4D/gL8G9APeAzoAxwG/MXMPp9F20VEJF1ZHQ69DNgZmAOMcvdPuftw4HBgFTDJzPbsaGVm1gu4BRgIXAts7u6fATYHLiWE4XVmNjCj9ouISILqDkEzGwUcCqwBJrj7S7l17n4t8KN4d1IV1R4KjAZeBI529xWxvveAE4E/ARsB36m3/SIikq4s9gQPA9qAB939qSLrJ8flLvEcX0dMjMtrY/B9wN3bgcvj3YOrbKuIiMgHsgjBcXE5s9hKd18EvBDv7l6pMjPrCexUrk7g/rgcaWbDOthOERGRD8kiBEfH5bNlyiyMyzEdqG8I0LdCnS8Bq6uoU0RE5COyCMFBcflamTJL43KTKuorWae7rwberKJOERGRj8hinOB6cbmyTJkVBWU7Ul9mdZrZ3BKrtn55ZW++MWcY63z1UHq0ZTZsUqTbe+aZZ252932b3Q6RemTxrb+aju9Rtnewvmp0pM5Seq5q77nmpRXrzuP5hXVUI93IqLgsd3hfRLqJLEJwOTCAMHavlNw5vnc6WF9OH0rvDXa4Tnf/eLHHc3uIpdZLevSZEElLFucEl8RluYHrufN2r1ZRX8k642D6DauoU0RE5COyCMHcHJ4jypTJrZtfqTJ3/xtrO72UqnMYYWxih+oUEREpJosQfCguxxVbaWZDgdwg+Qc6WOfD5eoE/iEuX4ihKSIiUrUsQnBaXI6Pk14XOi4uZ7j7wg7WeUNcHmlm65Spc0oH6xMREfmIukPQ3RcAUwmHJ6ebWW7wPGZ2KPDdePeHhdua2Sgz29rMNi9Y9QtC77yRwFQz6x/Lr2NmPwZ2JRwyvaTe9ouISLp6tLfXM8IgiFdz+COwLWGIwxOEHqPDY5HT3f2cItstjGWudveJBes+A9xJ6ACzHJhHCMWNgfeAvd39j3U3XkREkpXJpZTcfSnh/N1ZhI4q2xB6ds4ADigWgB2o88/AdsDPgTfi7TXAb4CdFYAiIlKvTPYERUREuqKsLqorIiLS5SgERUQkWQpBERFJlkJQRESSpRAUEZFkJXcBPTNbDzgF+BqwJfAW8Chwkbvf3sy2SfbM7FhgMnCMu/+sRJmaPhNxfOwZwH7AUGAZcD9wvrvPyvJ1iEhjJLUnaGbrA/cAZxIG3s8F3gb2Am4zszOb2DzJWJxw4YIKZWr6TJjZZoR5c78NbAY8Tri25f7ATDM7KqOXISINlFQIAlMRK/4AAAfsSURBVJcBOwNzgFHu/il3Hw4cDqwCJpnZns1soGTDzMYDvwf6Vyha62fiesIFeO8Ehrr7jsDHgFMJUwhONrNtsngtItI4yYSgmY0CDiXMOjPB3V/KrXP3a4EfxbuTOr91khUz62Nmk4C7CFP3lStb02ciBuzuhOn8DnH3ZXGbNe5+HmHu297A6fW/IhFppGRCEDiM8Av9QXd/qsj6yXG5i5ltUWS9tLg4eft8wqFNCOfrXiizSa2fiYlxeZO7L+Gjctt92cz6dqTtItIcKYVg7tqEM4utdPdFrP3C3L1TWiRZG0q44PIswvyyZ1coX+tnoux2hOthrgLWB3as0AYRaaKUQjB3iadny5RZGJdjGtsUaZC/Al9093Hu/mgHylf9mTCznoQONCW3c/f3gUX524lIa0ppiMSguHytTJmlcblJg9siDeDuzwDPVLFJLZ+JAaz9f1Npu+HosyTS0lLaE1wvLleWKbOioKx0b7V8JvI/G/osiXRxKYXg6irK6vpSaajlM1HNNvnbiUgLSikEl8dlnzJlcj353mlwW6Q11PKZWJ63Tp8lkS4upRDMdWUfWKZM7vzNqw1ui7SGWj4Ty4F3a9hORFpQSiH4dFyOKFMmt25+Q1siraLqz4S7rwG83HZm1pswe8wH24lIa0opBB+Ky3HFVprZUCA3IPqBTmmRNFutn4my2wE7EXqQrgRm19lGEWmglEJwWlyONzMrsv64uJzh7gs7p0nSZLV+Jm6IywPNbOMi2x0fl9e7+4oi60WkRSQTgu6+AJhKmCZrepxiCwAzOxT4brz7wyY0T5qgjs/E3YRLJm0I3BivKIGZ9TSzU4AJwPvAeY19BSJSr5QGywOcCGwb/+aZ2ROEwc/D4/rT3f2uZjVOmqLqz4S7t5vZ4cAMYDfgBTN7EhgCDCYMizjS3Z9GRFpaMnuCAO6+lHAe5yxCh4VtCD38ZgAHuPs5TWyeNEGtnwl3fw7YAbiIMEXatoQhE3cAe7j7LxvfehGpV4/2do3lFRGRNCW1JygiIpJPISgiIslSCIqISLIUgiIikiyFoIiIJEshKCIiyVIIiohIshSCIiKSLIWgiIgkSyEoIiLJUgiKiEiyFIIiIpKs1C6lJHUys0ozrq8C3gKeI1xR4UJ3fyPjNqwHDMq/0K2ZTQSuAha5+9Asn09Eui/tCUqtFhAuLFv4Nyeu/zRwOjDXzIZl9aRmdgjhkkd7ZlWniKRLe4JSq3PcfUqxFWbWEzgEuBL4GGEPLavQOodw8dpCvwVmEa7oLiLSIQpByZy7rwF+YWZjgP8H7GFmW7n7ggY+55vAm42qX0S6Jx0OlUb6Xd7tTzStFSIiJWhPUBppTd7tHoUrzWx74BvAboRDnH2AZcCjwJXu/uu8spOAM/M2v8LMrgDOcvdJlTrGmNke8bn+ARhI2Gt8BLjC3afX8RpFpAvTnqA00r/G5Rrg4fwVZnY8IeyOATYDngGeBTYEvgBMM7Oz8zZ5kdDx5t14/5l4/8VKjTCzS4C7gK8AvQmdd94D9gZ+Y2bXm1nvGl6fiHRxCkHJnJn1MbMTgf+ID13p7n/NW78VcDHh83cGsJm7f8rdtyF0pLkhFj3ZzAYAuPuV7r4rsDiuO8/dd3X3Kyu05T+BEwhDN75JGFqxk7sPAb4KLI/LC+t+4SLS5ehwqNTqe2Z2dMFjPYENgNHAuvGx64ETC8rtRQilx909f28Pd3/dzE4iBFNvwAi9PqtmZn0IIQvwfXf/ScFzTTOzNuBXwDfN7P/njz0Uke5PISi12ir+FbMAuB24zt0fLFzp7pcBl5lZ3xLbv5N3e7062rgbsBEhcC8rUeZ6wl7gEGAf4NI6nk9EuhiFoNTqyNw4wTgucARwMnAc4ZDmgmIBWOA9M9uJ0HN0VPzbFtg6r0w9h+xz9Sxw978XK+Du7Wb2F0IIWh3PJSJdkEJQ6hbHBT4HHG9mrxB6cV5iZn3cvei5NjM7AjgX2Lxg1fPAzwkdZuq1QVxWGj+YC8j+GTyniHQh6hgjWTsLuDPePi8OTfiQGIBTCAF4B3AssAuwsbuPJHRgycJbcblhhXIDCsqLSCK0JyiZiocXjwTmEsLnajMbW3A48rS4vMbdjyhSTVYTYM+Ly63MbINih0Tjodwd4t2GzWgjIq1Je4KSOXdfBJwU7w4Bzi8osmVcPlqiivxep4U/1HID8D8y+L6ImYTB970ovXf5NcIeaTthr1REEqIQlEb5OXBfvP11M9stb11uD+1YM/tgMmwz2yDODHNqXtnC3qHL43J4pQa4+zuE844A/2Vm34h7frnnOwC4PN79X3efX6lOEeleFILSEO7eDnydMMNLD8I0Z7mxg6cT9ujGAs+Z2eNm9jiQ61SzkDB7DHz00OjsuPyumc02szMo70Lgp4S9wcuAV8zsITNbBPwa6BeX367phYpIl6YQlIZxdwdyg+EN+H58/BbgM8CNhBlgtgG2AJ4gnC/cDvhl3O5LBdWeBPwGeDvWuU2FNrS7+zcIA/RvBFaz9hzg74Avu/tB7r6ytlcpIl1Zj/b2ShcKFxER6Z60JygiIslSCIqISLIUgiIikiyFoIiIJEshKCIiyVIIiohIshSCIiKSLIWgiIgkSyEoIiLJUgiKiEiyFIIiIpIshaCIiCRLISgiIslSCIqISLIUgiIikiyFoIiIJEshKCIiyVIIiohIshSCIiKSrP8DE4S87TXIfOYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 480x300 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"density = True\n",
"cumulative = True\n",
"histtype = 'step'\n",
"lw = 2\n",
"bins = {\n",
" 'stim_energy': np.arange(0, .7, .01),\n",
" 'stim_half_width': np.arange(0, 10, .5),\n",
" 'stim_p_max': np.arange(0, 4, .01),\n",
" 'stim_strength': np.arange(0, 160, 1)\n",
"}\n",
"xlabel = {\n",
" 'stim_energy': 'Energy (dB)',\n",
" 'stim_half_width': '(Hz)',\n",
" 'stim_p_max': 'Peak PSD (dB/Hz)',\n",
" 'stim_strength': 'Ratio',\n",
"}\n",
"# key = 'theta_energy'\n",
"# key = 'theta_peak'\n",
"for key in bins:\n",
" fig = plt.figure(figsize=(3.2,2))\n",
" plt.suptitle(key)\n",
" legend_lines = []\n",
" for color, query, label in zip(colors[1::2], queries[1::2], labels[1::2]):\n",
" lfp_results_hemisphere.query(query)[key].hist(\n",
" bins=bins[key], density=density, cumulative=cumulative, lw=lw, \n",
" histtype=histtype, color=color)\n",
" legend_lines.append(matplotlib.lines.Line2D([0], [0], color=color, lw=lw, label=label))\n",
" \n",
" plt.legend(\n",
" handles=legend_lines,\n",
" bbox_to_anchor=(1.04,1), borderaxespad=0, frameon=False)\n",
" plt.tight_layout()\n",
" plt.grid(False)\n",
" plt.xlim(-0.05, bins[key].max() - bins[key].max()*0.02)\n",
" despine()\n",
" plt.xlabel(xlabel[key])\n",
" figname = f'lfp-psd-histogram-{key}'\n",
" fig.savefig(\n",
" output_path / 'figures' / f'{figname}.png', \n",
" bbox_inches='tight', transparent=True)\n",
" fig.savefig(\n",
" output_path / 'figures' / f'{figname}.svg', \n",
" bbox_inches='tight', transparent=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot PSD"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"psd = pd.read_feather(pathlib.Path(\"output\") / \"stimulus-lfp-response\" / 'data' / 'psd.feather')\n",
"freqs = pd.read_feather(pathlib.Path(\"output\") / \"stimulus-lfp-response\" / 'data' / 'freqs.feather')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"from septum_mec.analysis.plotting import plot_bootstrap_timeseries"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"freq = freqs.T.iloc[0].values\n",
"\n",
"mask = (freq < 100)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/numpy/core/fromnumeric.py:3257: RuntimeWarning: Mean of empty slice.\n",
" out=out, **kwargs)\n",
"/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/numpy/core/_methods.py:154: RuntimeWarning: invalid value encountered in true_divide\n",
" ret, rcount, out=ret, casting='unsafe', subok=False)\n",
"/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n",
" ret = ret.dtype.type(ret / rcount)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 750x300 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"fig, axs = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(5,2))\n",
"axs = axs.repeat(2)\n",
"for i, (ax, query) in enumerate(zip(axs.ravel(), queries)):\n",
" selection = [\n",
" f'{r.action}_{r.channel_group}' \n",
" for i, r in lfp_results_hemisphere.query(query).iterrows()]\n",
" values = psd.loc[mask, selection].to_numpy()\n",
" values = 10 * np.log10(values)\n",
" plot_bootstrap_timeseries(freq[mask], values, ax=ax, lw=1, label=labels[i], color=colors[i])\n",
"# ax.set_title(titles[i])\n",
" ax.set_xlabel('Frequency Hz')\n",
" ax.legend(frameon=False)\n",
"axs[0].set_ylabel('PSD (dB/Hz)')\n",
" \n",
"despine()\n",
"\n",
"figname = 'lfp-psd'\n",
"fig.savefig(\n",
" output_path / 'figures' / f'{figname}.png', \n",
" bbox_inches='tight', transparent=True)\n",
"fig.savefig(\n",
" output_path / 'figures' / f'{figname}.svg', \n",
" bbox_inches='tight', transparent=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Store results in Expipe action"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"action = project.require_action(\"stimulus-lfp-response-mec\")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-stim_energy.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-stim_strength.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-theta_peak.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-stim_p_max.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-theta_freq.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-theta_energy.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-theta_freq.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-stim_half_width.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-stim_half_width.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-theta_half_width.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-theta_energy.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-theta_peak.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-stim_p_max.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-theta_half_width.png',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-stim_energy.svg',\n",
" '/media/storage/expipe/septum-mec/actions/stimulus-lfp-response-mec/data/figures/lfp-psd-histogram-stim_strength.svg']"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"copy_tree(output_path, str(action.data_path()))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"septum_mec.analysis.registration.store_notebook(action, \"20_stimulus-lfp-response-mec.ipynb\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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