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@Puriney
Created January 23, 2022 22:57
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{
"cells": [
{
"cell_type": "code",
"execution_count": 42,
"id": "a35b9771",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import scipy.io\n",
"import os\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import statistics as st\n",
"import seaborn as sb\n",
"import scipy.stats as stats\n",
"from sklearn.metrics import roc_auc_score as auROC\n",
"import sklearn.metrics as ms\n",
"import random\n"
]
},
{
"cell_type": "code",
"execution_count": 212,
"id": "92d5f2b6",
"metadata": {},
"outputs": [],
"source": [
"base_dir = os.path.abspath('./Calcium')\n",
"\n",
"\n",
"\n",
"FR = 20\n",
"CueN = 15\n",
"BinSize = 3\n",
"TimeRange = 6\n",
"Zsig = 1.96\n",
"CompareRange = 1\n",
"\n",
"FrameRange = FR*TimeRange\n",
"TotalFrame = 2*FrameRange\n",
"Bins = int(TotalFrame/BinSize)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "301fa224",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"66"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Bins"
]
},
{
"cell_type": "code",
"execution_count": 214,
"id": "a3d08e1a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"271 neurons in Hungry\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"trace_aligned = pd.DataFrame()\n",
"trace_sem = pd.DataFrame()\n",
"\n",
"\n",
"for n in range(len(os.listdir(base_dir))):\n",
" f = pd.read_pickle(os.path.join(base_dir, os.listdir(base_dir)[n]))\n",
" cueonset = np.array(np.where(np.diff(np.concatenate(([0],f.loc['cue']>0)))>0)[0])\n",
" start = cueonset-FrameRange\n",
" trace = f[:(len(f)-2)] \n",
" trace = (trace-trace.mean(axis=0))/trace.mean(axis=0)\n",
" tracenew = pd.DataFrame(0, index = trace.index, columns= np.arange(TotalFrame))\n",
" tracenewsem = pd.DataFrame(0, index = trace.index, columns= np.arange(TotalFrame))\n",
" for i in range(TotalFrame):\n",
" tracenew.iloc[:,i] = trace.iloc[:,start+i].mean(axis=1)\n",
" tracenewsem.iloc[:,i] = trace.iloc[:,start+i].sem(axis=1)\n",
" tracebin = tracenew.groupby(pd.cut(tracenew.columns,Bins),axis=1).mean()\n",
" tracebin.columns = np.arange(0,Bins)\n",
" tracebinsem = tracenewsem.groupby(pd.cut(tracenewsem.columns,Bins),axis=1).mean()\n",
" tracebinsem.columns = np.arange(0,Bins)\n",
" tracezscore = tracebin.sub(tracebin.iloc[:,0:int((Bins/2))].mean(axis=1),axis = 0).divide(tracebin.iloc[:,0:int((Bins/2))].std(axis=1),axis=0)\n",
" tracezscore_sem = tracebinsem.sub(tracebinsem.iloc[:,0:int((Bins/2))].mean(axis=1),axis = 0).divide(tracebinsem.iloc[:,0:int((Bins/2))].std(axis=1),axis=0)\n",
" trace_aligned = trace_aligned.append(tracezscore)\n",
" trace_sem = trace_sem.append(tracezscore_sem)\n",
"\n",
"trace_aligned = trace_aligned.dropna()\n",
"tracesorted = trace_aligned.sort_values(by=int((Bins/2)), axis =0)\n",
"ax = sb.heatmap(tracesorted, vmin = -5, vmax= 5, cmap = \"bwr\")\n",
"ax.set_xticks([0,int((Bins/2)),Bins])\n",
"ax.set_xticklabels([-TimeRange, 0, TimeRange])\n",
"print(str(len(tracesorted)) + ' neurons in Hungry')"
]
},
{
"cell_type": "code",
"execution_count": 281,
"id": "24f697c5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 2min 48s\n"
]
},
{
"data": {
"text/plain": [
"array([ 0.80246744, -0.48685397, -0.48490492, ..., 2.99333554,\n",
" 0.47599644, 0.76592323])"
]
},
"execution_count": 281,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"\n",
"change_shift_hungry = np.array([])\n",
"\n",
"for n in range(len(os.listdir(base_dir))):\n",
" f = pd.read_pickle(os.path.join(base_dir, os.listdir(base_dir)[n]))\n",
" cueonset = np.array(np.where(np.diff(np.concatenate(([0],f.loc['cue']>0)))>0)[0])\n",
" start = cueonset-FrameRange\n",
" trace = f[:(len(f)-2)]\n",
" change_shift = np.zeros((len(trace), 1000))\n",
" shift = random.sample(range(len(trace.columns)), 1000)\n",
" trace = np.array(trace)\n",
" for j in range(len(shift)): \n",
" tracenew = pd.DataFrame(0, index = f[:(len(f)-2)].index, columns= np.arange(TotalFrame))\n",
" trace = np.roll(trace, shift[j], axis = 1)\n",
" for i in range(TotalFrame):\n",
" tracenew.iloc[:,i] = trace[:,start+i].mean(axis=1)\n",
" tracebin = tracenew.groupby(pd.cut(tracenew.columns,Bins),axis=1).mean()\n",
" tracebin.columns = np.arange(0,Bins)\n",
" tracezscore = tracebin.sub(tracebin.iloc[:,0:int((Bins/2))].mean(axis=1),axis = 0).divide(tracebin.iloc[:,0:int((Bins/2))].std(axis=1),axis=0)\n",
" before_shift = tracezscore.iloc[:,(int(Bins/2)-int(CompareRange*FR/BinSize)):(int((Bins/2)))].mean(axis=1)\n",
" after_shift = tracezscore.iloc[:,(int((Bins/2))):(int(Bins/2)+int(CompareRange*FR/BinSize))].mean(axis=1)\n",
" change = after_shift - before_shift\n",
" change_shift[:, j] = change\n",
" change_shift_hungry = np.append(change_shift_hungry, change_shift)\n",
" \n",
" \n",
"change_shift_hungry"
]
},
{
"cell_type": "code",
"execution_count": 278,
"id": "0f71e95e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 2min 50s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"change_shift_hungry = np.array([])\n",
"\n",
"tracecombined = np.empty(len(os.listdir(base_dir)), dtype = object)\n",
"startcombined = np.empty(len(os.listdir(base_dir)), dtype = object)\n",
"\n",
"for n in range(len(os.listdir(base_dir))):\n",
" f = pd.read_pickle(os.path.join(base_dir, os.listdir(base_dir)[n]))\n",
" trace = np.array(f[:(len(f)-2)])\n",
" tracecombined.flat[n] = trace\n",
" cueonset = np.array(np.where(np.diff(np.concatenate(([0],f.loc['cue']>0)))>0)[0])\n",
" start = cueonset-FrameRange\n",
" startcombined.flat[n] = start\n",
"\n",
"change_shift = np.zeros((len(tracecombined), 1000))\n",
"shift = random.sample(range(len(tracecombined[0][1])), 1000)\n",
"\n",
"for n in range(len(os.listdir(base_dir))):\n",
" start = startcombined[n]\n",
" trace = tracecombined[n]\n",
" change_shift = np.zeros((len(trace), 1000))\n",
" for j in range(len(shift)): \n",
" tracenew = pd.DataFrame(0, index = np.arange(len(trace)), columns= np.arange(TotalFrame))\n",
" trace = np.roll(trace, shift[j], axis = 1)\n",
" for i in range(TotalFrame):\n",
" tracenew.iloc[:,i] = trace[:,start+i].mean(axis=1)\n",
" tracebin = tracenew.groupby(pd.cut(tracenew.columns,Bins),axis=1).mean()\n",
" tracebin.columns = np.arange(0,Bins)\n",
" tracezscore = tracebin.sub(tracebin.iloc[:,0:int((Bins/2))].mean(axis=1),axis = 0).divide(tracebin.iloc[:,0:int((Bins/2))].std(axis=1),axis=0)\n",
" before_shift = tracezscore.iloc[:,(int(Bins/2)-int(CompareRange*FR/BinSize)):(int((Bins/2)))].mean(axis=1)\n",
" after_shift = tracezscore.iloc[:,(int((Bins/2))):(int(Bins/2)+int(CompareRange*FR/BinSize))].mean(axis=1)\n",
" change = after_shift - before_shift\n",
" change_shift[:, j] = change\n",
"change_shift_hungry = np.append(change_shift_hungry, change_shift)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 216,
"id": "50f4d50d",
"metadata": {},
"outputs": [],
"source": [
"before = trace_aligned.iloc[:,(int(Bins/2)-int(CompareRange*FR/BinSize)):(int((Bins/2))-1)]\n",
"after = trace_aligned.iloc[:,(int((Bins/2))):(int(Bins/2)+int(CompareRange*FR/BinSize))]\n",
"change = after.mean(axis= 1) - before.mean(axis=1)\n",
"\n",
"excited = pd.DataFrame()\n",
"inhibited = pd.DataFrame()\n",
"excitedsem = pd.DataFrame()\n",
"inhibitedsem = pd.DataFrame()\n",
"\n",
"for i in range(len(trace_aligned)):\n",
" if change[i] > change_shift_hungry.iloc[i,:].quantile(0.95):\n",
" excited = excited.append(trace_aligned.iloc[i,:])\n",
" excitedsem = excitedsem.append(trace_sem.iloc[i,:])\n",
" elif change[i] < change_shift_hungry.iloc[i,:].quantile(0.05):\n",
" inhibited = inhibited.append(trace_aligned.iloc[i,:])\n",
" inhibitedsem = inhibitedsem.append(trace_sem.iloc[i,:])\n",
"\n",
"\n",
"excited_mean = excited.mean(axis=0)\n",
"excited_sem = excited.sem(axis=0)\n",
"inhibited_mean = inhibited.mean(axis=0)\n",
"inhibited_sem = inhibited.sem(axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 235,
"id": "76ae84af",
"metadata": {},
"outputs": [],
"source": [
"excited = trace_aligned[np.array(trace_aligned.iloc[:,(int((Bins/2)+1)):(int((Bins/2)+(1/(BinSize/FR))))]>Zsig)]\n",
"inhibited = trace_aligned[np.array(trace_aligned.iloc[:,(int((Bins/2)+1)):(int((Bins/2)+(1/(BinSize/FR))))]<-Zsig)]\n",
"excited_mean = excited.mean(axis=0)\n",
"excited_sem = excited.sem(axis=0)\n",
"inhibited_mean = inhibited.mean(axis=0)\n",
"inhibited_sem = inhibited.sem(axis=0)\n",
"excitedsem = trace_sem[np.array(trace_aligned.iloc[:,(int((Bins/2)+1))]>Zsig) | np.array(trace_aligned.iloc[:,(int((Bins/2)+2))]>Zsig)]\n",
"inhibitedsem = trace_sem[np.array(trace_aligned.iloc[:,(int((Bins/2)+1))]<-Zsig) | np.array(trace_aligned.iloc[:,(int((Bins/2)+2))]<-Zsig)]"
]
},
{
"cell_type": "code",
"execution_count": 217,
"id": "85ff15d3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"10"
]
},
"execution_count": 217,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x=np.arange(Bins)\n",
"y=excited_mean\n",
"err = excited_sem\n",
"fig, ax = plt.subplots()\n",
"ax.plot(x, y, label = 'Excited', color = 'red')\n",
"ax.fill_between(x, y-err, y+err, color='pink')\n",
"ax.set_xlabel('Time(s)')\n",
"ax.set_ylabel('z-score')\n",
"ax.set_xticks([0,int((Bins/2)+1),Bins])\n",
"ax.set_xticklabels([-TimeRange,'0',TimeRange])\n",
"ax.set_xlim(0, Bins)\n",
"ax.axvline(int((Bins/2)+1), color = 'grey', ls = '--')\n",
"ax.legend(loc = 2, framealpha = 0)\n",
"len(excited)"
]
},
{
"cell_type": "code",
"execution_count": 208,
"id": "629c774d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"26"
]
},
"execution_count": 208,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x=np.arange(Bins)\n",
"y=excited\n",
"err = excitedsem\n",
"fig, ax = plt.subplots()\n",
"for i in range(len(y)):\n",
" ax.plot(x, y.iloc[i,:], label = y.index[i])\n",
" ax.fill_between(x, y.iloc[i,:]-err.iloc[i,:], y.iloc[i,:]+err.iloc[i,:], color='lightgrey')\n",
"ax.set_xlabel('Time(s)')\n",
"ax.set_ylabel('z-score')\n",
"ax.set_xticks([0,int((Bins/2)+1),Bins])\n",
"ax.set_xticklabels([-TimeRange,'0',TimeRange])\n",
"ax.set_xlim(0, Bins)\n",
"ax.axvline(int((Bins/2)+1), color = 'grey', ls = '--')\n",
"ax.legend(loc = 2, framealpha = 0, fontsize = 'xx-small')\n",
"len(excited)"
]
},
{
"cell_type": "code",
"execution_count": 218,
"id": "b77f9f13",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"21"
]
},
"execution_count": 218,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x=np.arange(Bins)\n",
"y=inhibited_mean\n",
"err = inhibited_sem\n",
"fig, ax = plt.subplots()\n",
"ax.plot(x, y, label = 'Inhibited', color = 'deepskyblue')\n",
"ax.fill_between(x, y-err, y+err, color='powderblue')\n",
"ax.set_xlabel('Time(s)')\n",
"ax.set_ylabel('z-score')\n",
"ax.set_xticks([0,int((Bins/2)+1),Bins])\n",
"ax.set_xticklabels([-TimeRange,'0',TimeRange])\n",
"ax.set_xlim(0, Bins)\n",
"ax.axvline(int((Bins/2)+1), color = 'grey', ls = '--')\n",
"ax.legend(loc = 0, framealpha = 0)\n",
"len(inhibited)"
]
},
{
"cell_type": "code",
"execution_count": 209,
"id": "a63484b8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"32"
]
},
"execution_count": 209,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x=np.arange(Bins)\n",
"y=inhibited\n",
"err = inhibitedsem\n",
"fig, ax = plt.subplots()\n",
"for i in range(len(y)):\n",
" ax.plot(x, y.iloc[i,:], label = y.index[i])\n",
" ax.fill_between(x, y.iloc[i,:]-err.iloc[i,:], y.iloc[i,:]+err.iloc[i,:], color='lightgrey')\n",
"ax.set_xlabel('Time(s)')\n",
"ax.set_ylabel('z-score')\n",
"ax.set_xticks([0,int((Bins/2)+1),Bins])\n",
"ax.set_xticklabels([-TimeRange,'0',TimeRange])\n",
"ax.set_xlim(0, Bins)\n",
"ax.axvline(int((Bins/2)+1), color = 'grey', ls = '--')\n",
"ax.legend(loc = 2, framealpha = 0, fontsize = 'xx-small')\n",
"len(inhibited)"
]
},
{
"cell_type": "code",
"execution_count": 246,
"id": "21c23b4e",
"metadata": {},
"outputs": [],
"source": [
"before = trace_aligned.iloc[:,(int(Bins/2)-int(3*FR/BinSize)):(int((Bins/2)))]\n",
"after = trace_aligned.iloc[:,(int((Bins/2)+1)):(int(Bins/2)+int(3*FR/BinSize)+1)]\n",
"\n",
"excitedmw = pd.DataFrame()\n",
"inhibitedmw = pd.DataFrame()\n",
"excitedindex = np.array([],dtype = int)\n",
"inhibitedindex = np.array([],dtype = int)\n",
"\n",
"#stats.mannwhitneyu(after.iloc[2,:], before.iloc[2,:])\n",
"for n in range(len(trace_aligned)):\n",
" U, p = stats.mannwhitneyu(after.iloc[n,:], before.iloc[n,:])\n",
" labels = np.concatenate((np.ones(after.iloc[n,:].shape), np.zeros(before.iloc[n,:].shape)))\n",
" data = np.concatenate((after.iloc[n,:], before.iloc[n,:]))\n",
" A = auROC(labels, data)\n",
" if (A>0.9) & (p<0.001):\n",
" excitedindex = np.append(excitedindex,n)\n",
" elif (A<0.1) & (p<0.001):\n",
" inhibitedindex = np.append(inhibitedindex,n)\n",
"\n",
"excitedmw = trace_aligned.iloc[excitedindex,:]\n",
"inhibitedmw = trace_aligned.iloc[inhibitedindex,:]"
]
},
{
"cell_type": "code",
"execution_count": 247,
"id": "1c3290ae",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"107"
]
},
"execution_count": 247,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(inhibitedindex)"
]
},
{
"cell_type": "code",
"execution_count": 248,
"id": "8bcea5c5",
"metadata": {},
"outputs": [],
"source": [
"excited_mean = excitedmw.mean(axis=0)\n",
"excited_sem = excitedmw.sem(axis=0)\n",
"inhibited_mean = inhibitedmw.mean(axis=0)\n",
"inhibited_sem = inhibitedmw.sem(axis=0)\n",
"excitedsem = trace_sem.iloc[excitedindex,:]\n",
"inhibitedsem = trace_sem.iloc[inhibitedindex,:]"
]
},
{
"cell_type": "code",
"execution_count": 249,
"id": "fe36c76e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"47"
]
},
"execution_count": 249,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x=np.arange(Bins)\n",
"y=excited_mean\n",
"err = excited_sem\n",
"fig, ax = plt.subplots()\n",
"ax.plot(x, y, label = 'Excited', color = 'red')\n",
"ax.fill_between(x, y-err, y+err, color='pink')\n",
"ax.set_xlabel('Time(s)')\n",
"ax.set_ylabel('z-score')\n",
"ax.set_xticks([0,int((Bins/2)+1),Bins])\n",
"ax.set_xticklabels([-TimeRange,'0',TimeRange])\n",
"ax.set_xlim(0, Bins)\n",
"ax.axvline(int((Bins/2)+1), color = 'grey', ls = '--')\n",
"ax.legend(loc = 2, framealpha = 0)\n",
"len(excitedmw)"
]
},
{
"cell_type": "code",
"execution_count": 489,
"id": "249a6c7a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"41"
]
},
"execution_count": 489,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x=np.arange(Bins)\n",
"y=excitedmw\n",
"err = excitedsem\n",
"fig, ax = plt.subplots()\n",
"for i in range(len(y)):\n",
" ax.plot(x, y.iloc[i,:], label = y.index[i])\n",
" ax.fill_between(x, y.iloc[i,:]-err.iloc[i,:], y.iloc[i,:]+err.iloc[i,:], color='lightgrey')\n",
"ax.set_xlabel('Time(s)')\n",
"ax.set_ylabel('z-score')\n",
"ax.set_xticks([0,int((Bins/2)+1),Bins])\n",
"ax.set_xticklabels([-TimeRange,'0',TimeRange])\n",
"ax.set_xlim(0, Bins)\n",
"ax.axvline(int((Bins/2)+1), color = 'grey', ls = '--')\n",
"ax.legend(loc = 2, framealpha = 0, fontsize = 'xx-small')\n",
"len(excitedmw)"
]
},
{
"cell_type": "code",
"execution_count": 250,
"id": "a0c0128c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"107"
]
},
"execution_count": 250,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x=np.arange(Bins)\n",
"y=inhibited_mean\n",
"err = inhibited_sem\n",
"fig, ax = plt.subplots()\n",
"ax.plot(x, y, label = 'Inhibited', color = 'deepskyblue')\n",
"ax.fill_between(x, y-err, y+err, color='powderblue')\n",
"ax.set_xlabel('Time(s)')\n",
"ax.set_ylabel('z-score')\n",
"ax.set_xticks([0,int((Bins/2)+1),Bins])\n",
"ax.set_xticklabels([-TimeRange,'0',TimeRange])\n",
"ax.set_xlim(0, Bins)\n",
"ax.axvline(int((Bins/2)+1), color = 'grey', ls = '--')\n",
"ax.legend(loc = 0, framealpha = 0)\n",
"len(inhibitedmw)"
]
},
{
"cell_type": "code",
"execution_count": 491,
"id": "497c9d0f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"10"
]
},
"execution_count": 491,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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VqLm5mR//+MdEIhHOOeccnn/+eZ544okjsrCpKIWSUk6J5UPG09/fb3UIZWXaptcDWw0TsWPHDh599FE2b96Mz+cjlUpRV1eHaZrY7XZSqdR+Q3IVRdnfVBw1NVJ+D/H6+npVEC/QtE0axTBv3jzuvvvuUf/vC1/4QomjUZTyM1WWDxmPlJJwOExFRYXVoZQF1T2lKCXi8XiOuH2qp9LyIWMxTZPe3l6rwygbqqWhKCVyySWXWB1CyZXLkNZUKkUikcDtdlsdypSnWhqKokyaqV4Ez5NSqtZGgVTSGMdLL73EBRdcwKZNm8hms8P7aUQiEf7zP/+Ta6+9lm3btlkdplImHn/88SNqlWTTNMlms1aHUbBIJFJW8Vpl2nZPfXXbXjZFCx8fvszn5vr5+0/SGzlP45ZbbhneT+Pxxx/noosuYunSpfzoRz/iq189/JFayvS3d+9eq0Moqam4fMjB9Pf309DQYHUYU9q0TRrFNDAwQFtbG1u2bMFms7F69erh4XlqmJ6ijG6qLh8ylvyS6XV1dWia6oQZy7RNGge2GiYiP09j5syZXHfddaxfv55oNMrq1au5/vrruf/++/nYxz5WhGgVZfpJJBJllTRg/8ShjM6ypCGEmAHcCTQCJnCblPJHQohq4B5gNrALuERKOWhFjAfO0xi5n8ZNN91kQUSKUj6m8vIhY8kXxKurq9VeG2Owsg2WBa6RUi4GVgGfEkIsAa4FnpBSzgeeGLqtKGUvEAgQCASsDqNkymXk1IHyCxkqo7OspSGl7AQ6h76PCCHeBFqA84E1Q3e7A3ga+KIFISpKUeUHUhwJstls2XVN5eWTRk1NzUEXMsy3TPx+/xEzx2NKVHuEELOBY4EXgIahhJJPLPXWRaYoykSkUqmyHyRSyLyNrq4uent7aWtrK8vuuImwPGkIIXzAn4DPSSnDh/C4K4UQ64UQ69WkHKUcPPLIIzzyyCNWh1ES5TZy6kD5hQzH29u8p6eHgYEBpJSYpklbW1vZzIA/HJYmDSGEnVzCuEtKed/Q4W4hRNPQ/zcBPaM9Vkp5m5RypZRypRrpoJSDrq4uurq6rA6jJMpx5NSBpJTs2LGDnp6et/0s/f399Pb27nfcNE127do17ROHlaOnBPBL4E0p5fdH/NcDwGXAjUNf77cgPEVRDsN06arJ1yxCoRDV1dVEo1Hi8TimaY6aFE3TZM+ePSxYsKDsu+fGYuU8jVOAjwCvCSE2Dh37Mrlkca8Q4gqgHbjYovgURZkAKSXpdNrqMIomv5FUV1dXQa0nwzAIhUJUVlaWILrSs3L01P8CY6Xi00sZi6IoxTNd128qtLvNNE26urqoqKiYlq2NaTsjXFGmmpqaGqtDKIly2HhpshmGQTAYpKqqyupQik4lDUUpkfPOO8/qEEoilUqV1SKFk0FKSVdXF5WVldOutWH5kFtFUaaX6T56qFCmaTI4aMkKSJNKJQ1FKZEHH3yQBx980OowJt14cxuOJFJKuru7p12rq6DuKSHEAuAWcrO1lwkhlgP/JKX85qRGpyjTSH9/v9UhTLpijJxanzbZlJG0Z6HdkDTrgi/4Nfxa+XXzmKZJd3c3TU1NVodSNIW2NH4OfAnIAEgpXwU+NFlBKYpSnvIbL03Ub2Mm14ZM7o5LdhiSel2wLi35fNCg1yi/wnohM8vLTaGfrkdK+eIBx6bnuDpFUSZsopP6pJT8KmZwe9zkDKfgoVqdO6pt3FChc0OFRo8Jnw0a7M6WZ+LYu3fvtBlNVmjS6BNCzAMkgBDiAwytUKsoipKXny19KKSU3BbLtS7OceW6ohwjRhwd69D4fqWOAXwuaLCzDBNHKpWaNkXxQpPGp4BbgUVCiH3A54CrJi0qRZmGGhsbaWxstDqMSTWRkVOPpiR/SEjOdwk+79PQRxmiepRN8KNKHYeAr4QM+sqsqyo/BHc6THw8aCFcCKEDn5RSniGE8AKalDIy+aEpyvRy9tlnWx3CpJpIEVxKyR/iJvN0+LRPG3dOQ5Mu+GZA5/NBg6+GDb5fqeMuozkQUkp6enpobm62OpTDctCWhpTSAI4f+j6mEoaiKKOZyB4aL2Ukuwy4yDN+wsibbxf8n4DGjix8K2xilFGdQErJ4OBg2a/LVWj31MtCiAeEEB8RQlyY/zepkSnKNHPfffdx3333HfyOZWoiy6H/KSGpErDGWXiyWeXU+JRP4x9pyS9i5TUHIj93o5wVuoxINdAPnDbimASm71+AohRZOFzwHmNlKR6PH1LS2JOVvJiWXObZv/BdiPPdGruyuVrIMXaTVc7ymaccDodJpVI4nU6rQ5mQgpKGlPKjkx2Ioijl7VCL4PclTOzAue6J1SU+6dN4I2vwnYjJz2yCBr086htSSjo7O5k9e7bVoUxIQelZCNEqhPizEKJHCNEthPiTEKJ1soNTFKU85PecKFTYlDyWlJzuElRNcKa3Qwi+6tfJAt8KG2TLqL4Ri8XKdqOqQtt0vya3o14z0AI8OHRMURTlkGeC/yUpSQIXug+vW6nVJvgPn8YbWfh1GdU38hP+RpvTYhjGlJ4IWOgnViel/LWUMjv073ZAbcytKIegtbWV1tbp2UA/lCK4lJJHkibL7TDXdvhdSu92aZzrEtyTkGxIl0/iSKfTdHR07HcslUqxZcsWtm3bNmWXHjmUGeH/IoTQh/79C7nCuKIoBTrjjDM444wzrA5jUhxKEbzNgL0GnFbE4vVVPo2ZOtwUMQmZU/cqfSQpJaFQiIGBASCXMHbu3IlpmqTTaXbs2EF/f/+Ua3UU+ql9DLgE6CK3fMgHho4piqIcUhF8bcpEA045hGG2B+MSgi/5dUIm/DBiTrkT7VjyRfFQKMTOnTsxDGO//+vq6mLv3r0WRvh2hY6eagf+aZJjUZRp7d577wXgkksusTiS4jqUIriUkrUpyXL7xAvgY5lvF3zUq/HzmMkjSck5ExyVVWpSSvbs2TPm/4XDYaLRKD6fr8SRja7Q0VN3CCEqR9yuEkL8avLCUpTpJx6PT8td7Q6lCL7LgHYDTi1iK2Oki92CY+2Cn0ZN9pbhwoajGa9oboVCu6eWSymD+RtSykHg2MkJSVGUcnIoRfC1KRMBvHOSkoYmBP/l13AIuD5ikC6TbqqDMQyDvr4+q8MACk8amhCiKn9DCFFN4bPJFUWZxqLR6CEkDcnRdqiexF346vRc4tiRhVujU+Pq/HBJKent7Z0S61YVmjS+BzwnhLheCHE98Bxw0+SFpShKuSi0y213VrLbgNUlWPJjlVPjA27B/UnJs6npkzgOHKJrhUIL4XcKIdaTW3tKABdKKd+Y1MgUZZqZM2eO1SEUnWEYBe8RsTYlc11TjtIUqK/waryWMbg5YnKUTdBUJsuMjCcWixGJRPD7/ZbFUGghfB6wQ0r5E+A14IyRhXFFUQ5u9erVrF692uowiioejxe8HPozKZNldqgp0cnbLgRfCegAXBc2SE2D+oaUkn379llaFC+0nfgnwBBCHAX8ApgD3D1pUSmKUhYK3d51dza3b8apJV6NtlkXfMmvsT0LPyij+RvjsbooXugnaEops8CFwI+klJ8HmiYvLEWZfu666y7uuusuq8Moqmg0WtD9nhya0Ld6kkZNjWeVU+Myj8bjKcl9ifJPGvmieCaTseT1C00aGSHEpcC/Ag8NHbNPTkiKMj1lMhnL/tAng5SyoPWRpJQ8lZSssItJHTU1ng97BO90CG6NmbxURutTjcXKonihSeOjwEnAt6SUbUKIOcBvJy8sRVGmukK3d92ShQ4T3m1BKyMvP39jhg7Xh032GeXf4ohGo8RisZK/bkFJQ0r5hpTys1LK3wkhjpNStkkpb5zs4BRFmboKXaTwyVRus6V3WZg0ADya4PqKXGH8qyGDaJksbDiW/PIjpS6KT6Qq9YuiR6EoStkpZFKfISXPpCQnOgQ+i7qmRmrWBV8P6HQYuRaHUeaFccMw6OrqKulrTiRpWP/JK0oZWrBgAQsWLLA6jKIpZFLfqxlJvwmnuabOaeMYh+Bqn8aGjOS/y3zGuJSSwcHBkq5pVug8jSeEEO8duvmNoWO3He6LCyF+NbSF7KYRx6qFEI8JIbYNfa0a7zkUpVycfPLJnHzyyVaHURTZbHa/ZbzH8mRK4hawqkQT+gp1jlvj4qEZ4/cnyj9xtLe3l6ybqtCWxhzgi0KIr0kp/2fo2MoivP7twNkHHLsWeEJKOR94Yui2oihTSCKROGgRPC0lz6YkpzgEzgInAJbSx70aJzlyK+Kum+CIqm0ZyQMJk0GL6yOl7KYqNGkEgdOBBiHEg0KIimK8uJRyLTBwwOHzgTuGvr8DuKAYr6UoVrv99tu5/fbbrQ6jKGKx2EGvbNelJVEJp1lcAB+LLgRfDmjMHhpRtfsQllLPSMmvYwafChr8OGry4X6DmyMGOy1ajj3fTZXfBXAyFZo0xNDe4P9Obnb4/wL1kxRTg5SyE2Do62S9jqIoE1TIpL4/JyR1Ghw3xbqmRnKL3IgqJ/B/QkZBW8Vuy0g+NWhwV1xyulPwk0qds1yCp5KSKwcN7ogZlsw8z+8CWOiEy4kqNGn8LP+NlPJ24HLg0UmIp2BCiCuFEOuFEOt7e3utDEVRjiiF7NS3NSPZmJFc6NawTcGuqZEadMF1FTr9Jnw+aIzZ4ug2JN8JG/x70CAk4fqAxhcDOovsgs/5dX5Xo3OmU/CbuOSnMRPTosTR3t5e8E6KE1HoPI1bD7i9QUo5WXuEdwshmgCGvvaMEdNtUsqVUsqVdXV1kxSKoigHSiaTB61n/CFh4hHw3ik0amo8i+2CGyo0wiZ8Omiwdmg5dUNKNmckt0YNLh8weDoludgt+EWVzkkHrKMV0ARf8OeWZP+fhOSmiEnWgsRhmiZtbW0FDVSYiKm4kdIDwGXAjUNf77c2HEVRRjrYTn1dRm5uxkVugXcKzM0o1AqHxi1VguvCBteFTZbbTXZmISpz8wzOdAou82o0jLNKryYE/+bVCAjJr+Im+wyDK706R5e4i84wDPbt28fMmTOL/tyWJg0hxO+ANUCtEGIv8DVyyeJeIcQVQDtwsXURKkrxLF261OoQiuJgk/ruS+S2dH2/u7Qr2hZDnS74fqXOz2Mm69OSdzkFx9kFKxyCqgIToBCCD3sF9Tr8PGby+ZDBiQ7Bx7waR9lKkzyklEQiEUKhEBUVRRm3NExMh6WCV65cKdevX291GIpyRNi8efOYGy9FTMml/QbvdAquHdrL4kiWlJL7E5Lfx03iEr4c0Eqyc2GepmnMnz8fu3309WWFEBuklIc0faL8LgUUpUxNh1VuDzap76GkJAlc7FGnFgCXEHzQo3Fntc5iG3wrbPJEsnSTCU3TZM+ePUUdzaU+WUUpkemwn8Z4O/V1GpLfxU1OsAvmlagbplz4NcG3K3WW2wU3Rkz+VsLEkUgk6O/vL9rzqaShKErBxprUZ0jJt8O5FsjVfnVaGY1bCL5ZoXGcXfDdiMmvYgbpEpQHpJR0d3czODhYlOdTn66iKAUba/+G38ZN3sjC53wajSXaA7wcuYTg+gqNs1yCu+OSqwYN3siUJnF0dHQQDocP+7mm4pBbRVGmoLEm9W3KSO6KS85wCk5zqevQg3EIwRf8OmucJj+ImFwdNFhpFzTpudFbs/TcAo9akSdF5vffmD17Nl6vd8LPo5KGoigFyU/qG1lUjZqSG8MGDRp8xqcSxqE4waHxiyrBnXGTl9OSzVmIDL23y+3wHz6d1iLXhvItjvnz50/4OVTSUJQSWbFihdUhHJYDd+qTUvKdiEmvCT+o1MtqIt9U4dEEV/neGpqckJKnk5JbYyafGDT4iFfjErco6lIshzuSSiUNRSmRck8aB07quzcheT4t+ZRXY4ldJYxicAvBOW7BO5yCn0RMfhUzeSUt+L8BbcokZdWeVJQSicfjJd1hrdhGxv5KWvLLmMlqp+AC99Q4mU0n1Zrg/1boXOPT2JiRfD5o0GtMjYnYKmkoSonce++93HvvvVaHMSGZTGZ4qO2AKflm2KBFh2t82kEXL1Qm7hy3xg0VGl0mfCZo3X4dI6mkoSjKQYVCoeHvb4uaxCT834COZ4p0mUxnxzs0fliZq3t8dvCtFXitouLeE3AAACAASURBVJKGoigHFQwGkVKyMyt5IiV5v1swp8Szvk0p2TmYpj+etWSTIyvNteU2e5prg+vCJj+PGhgWvQeqEK4oyriy2ezw/Ixfx3L7ZHywxGtLSSm5dd0AD2/N7UrntQtaK+ysbHZz5jwftd7pfyqr1QXfq9T5adTknoRkW9bkv/watSWeTDn932lFOUKlUik0TcNmsyGEIJPJEIlECIfD2O12Ghsb0fWDr0Sbn0X8eiY3WuqjHo1Aibul/ufNCA9vjXL2UT5mVdnZG8rQNpjhrldD/O61UC55HOXjuCYXTtv07UCxi9wugQttJj+Jmnx80OCTPo33OEXJaksqaShKiaxceUgrUB+WYDDIvn37gNxVuqZpw106UkqEEEQiEWbOnInH4xn3uQYHBzFNk1/GDKoEXOgpbcJ4rj3Or14a5OSZHv79HdX7zZTuimR4dEeUx7bHeHFfL26bYGWLm5Nneji+yY3HMT0TyDlujaPtgu9FDb4bMXkmJbjELVhsFzgnOXmopKEoB5BSYhgG6XQa0zTxer1FuYpbtmxZEaI7OMMw6Ozs3K/f/8BFBqWUZLNZ2traqKmpobGxcdTnymazJJNJ1mckr2bg0z4NdwlHS23pS/G9v/exoNbBNSfXvG1pjUa/nX9dUcWHl1fyaleS59rjPL8nzrO74+gClja4OKHZzUkz3DT6R99Toly12gTfq9B5ICn5RdTkxbTEBiywwalOjfe7BfokfFZqEyZFGWHkFXp+yYyqqiqampoOO3HkRyAVeye1A3V2djIwMFBwsVgIQWtr66hxDQ4OsnPfPv59IEtKwq+rdewlShqJjMmnH+oA4HvnNFHpKmxTJ8OUvNmXYv2+BC/uTdAeyu1hMq/awbtmeTixxU1LwI4+gS62tCFpD6bxOjQafbYpM9w4ako2ZSSvZSSvZHJLkiyywRf9OjMOGLDgcDhYsGABMLFNmFRLQ1GGSCnp6urarxsHcidOKSXNzc2HdZL485//DMDll19+2LGOJZVKHVLCgLfWI/L5fG+rcQwMDPDDsEG7Ad+u0EqWMABuf3mQnpjBd97TUHDCANA1wbJ6F0vrHFy2wk1PNM7f92j8vT3B7S8Huf3lIE5dMLvKzuxKB9VuHb9TI+DMffU7NPxODVPCvnCGveEM7aEMOwbStAcz5OfY1Xt1jml0sbzBxYJaJ01+W9EXGcxLZU02dibZFcwQTBqEkgYZU3J8c64rLuDUWeUUrHLm7v9U0uTHUZN/GzT4mFfjvS5RtOHR0yJpZDIZduzYQV1dHX6/f8pkf6W8hEKhUXelk1ISDAYxTZPW1tYp/fvV0dExoeGopmnS2dlJa2vr8DHDMPjTYJzHUpKPeAQrS1gfeKUrwcNbo5y/yM+SeldBj5FSkslsIpF4jFR6HVK+NYP9XfX1vGfWmcSM1bzW66VtMM3OwTTP74kTSZkc7B2rdGnMrXKwcombedUOgkmTV7oSPLcnwWM7csvFe+yCuVUOGnw2qtw6VS4dr0PDrgnsusCugV0X2HSBQxN4HRq+oX8HtnqklPTEDN7sTfHC3jjr9iVIDk3s89oFFS6drCl5fk+CW14cYEWTi+Ob3SytdzG70s67XRrL7YLvRU1+FjP5ZQyOdwje6RScqqu1pzAMg0QiwZ49e9A0jZqaGqqqqsbcF1dRDnRgK2O0/w+Hw+zevZuZM2eiaVOvwBqJRCa8TImUklAoRFVV1fCy2f/o7uP/RQyOtwv+pYRDbBMZkx8/30+z38ZHVlQW9pjkWmKxuzCMLoTw4nSejK7VIoQThE46tZ5Y7C7gd6ysPZHVMy/Gbj8KyHVnRdMm4ZRJNG0QSZnDiaQlYGdGwIbP+faWzrkL/RimpD2UYVt/mu0DKXYMpHm1K8lg0iB7CHPwfA6NardOvTdFvbuD5/a2Ehxahb7SpbFmjpdTZnpYWu/CMTTEVkrJzsEMz+6O8ffdcTZ05DZZ8tgFR9U4afHbOCFgZ5nfzuua4A1T5x9pwUuxBHcvLjy2A02LpJGXL2D29vbS29uL2+2mpqZm1Gb3kSCdTtPf349hGJimiRCC+vp6nE6n1aFNOeFweNy9ryH3+xWLxdi5cyezZ8/GZps6fz7pdPqw94KWUrJ3717mz59P1JR8Zkc3lRp8KaBNSkF1LPluqRvf04DrIMNnpZTE4n8gFrsLm20egcDncTlPyiWLEbye88lmO0kkHyWR+Bup1D9wOFbi816CzbaACpdOhUsHDu1CU9cEc6oczKly8B58w8dNKYmkTBJZk4wBGVOSMSQZU5I1ct/HMpLIUJKKp6O0eP7CksrHcdkSnDmjgYHsudT4TmNOtXfU+osQgnnVDuZVO7j82Cp6Y1le70mxqSdJ22CatbvjxNJvZS4JOAJ2/LPHHy13MFPnt76I8n848XicZDKJlBKXy0VFRQU+nw+n01nSLoZsNgsw6SeZ/B+9ruvU1dWxb9++t+20Fg6Hqa2tpa6ubkpeLVvhYK2MA++bTCbZsWMHc+bMweFwlCDC8Zmmya5du0bdhvVQZbNZtmzZwvfSdrqyJj+o1Kks4ZyMDR1vdUstPUi3lJQGkcitJJJ/w+VcTSDwGYQY+6RvszXh912G1/MB4omHiccfYGDwvxDCh902D5t9Hnb7Ihz2JWia/7B+Dk3kupAqOPjFajzxV6LR3yBlDKdzFQ7H8dgSjxDI/hKNPxOPn4bLeRI227xxz1t1Xhtr5thYMyfXUpRSEk6Z9MUNdA2cusChC/zOwzsPTYvRU8uWLZO///3vD3q//BsupUTXdYQQ2Gw2nE4nDocDm82G3W7HZrMND0nML9QmhEDTNDRNw+/3j5sATNMkFAoRDoeJx+PDf8y6ruPz+fD5fHi93qJ3nw0ODtLR0TF8e6zPNv+zVFZWUllZidPpPKITSCgUYt++fYd80tU0jVmzZhW8C9qWLVsAWLhw4SHHOJb8hUI4HC7a0hqPJk1uiph81KPxz97S/V6EkgaffqgTv1PjB+c0jjtJT8oUwdB3SafX4fFchM/7kUO+EDTNOKnU38lktpHJbieb3Q1kAYHNNguHYwVu15nYbK0He6oJS6aeJxS6EYf9GHy+j2K3zwFyn2s6vZF44n9Ip18FTDStHpfrZFzO1dhscyZ84SuEYOnSpfnvD3n01LRIGkuXLpX33HNPUZ5LiP1nVo48kYw8HggEqK2txe12Dx/LZrP09fUxMDDwtseOlJ9opWkaHo8Hv9+P1+vF4XBM+Bchk8mwbdu2CV9tOhwO6uvrqaiomNKF3smwfft2ksnk8O1MJkMikSAej+P1evH7x77qFELQ2NhIdXV1yd83KSX9/f10d3cXLWHszeb2rV5oF9xUoWEbMSlwMkkp+dYzvazvSPD9c5qYWzV2C840IwSD15PJbsXvuxKP571FiiFNJrONdOZ1MulNpDOvA1kc9uW43efgdB6HEIUV5QuRye5icPCL6PoMqqtuQIjRf2bTDJNKvUgy9Rzp9EbAQNdn4Hatwe1+D5oWOOTXzs8ZUkmjxIQQuFwuqqqqiEajRCIR4NB3xsqfbIQQeL1eAoEAPp+v4JaIlJK2trai7NWgaRp1dXXU1NQcEa2PTCbD1q1bkVISjUZ59tln39al19LSwuLFi6msHL0oK4QgEAjQ0tIy7nvW19cHQG1tbcHx5RNDNpsdbhUKIYjH43R0dJBKpYp2Us9IydVBg04DflFj54R5c7DZbPT29hIMBofjmQyPbIvwkxcGuOK4Ki5Y7ATsCPH299IwehkMfh3D6KIicA0u18mTEg+AYQZJJh4jnvgbptkL2LDbF+CwH42u1yHJgjQwZZRsdg9Gdg+G2Y3dvhiXczVO5yo0zT3qc5tmmIGB/0SSprrqe+h6TUExmWaYZOrvJJNryWTeAJy43Wfi9ZyPrtcX/LMd8Ulj/uL58r5775s2V8j5n8Nms+H3+wkEAng8HjRNwzRNIpEI2WwWt9uNy+UiFApNeKjleDweD7W1tdN6GHNfXx/d3d1ks1meeuopYrEYixYtwu1243a76e7uZvv27WSzWZqbm1m4cCE1NW//A893dba0tCCEGO7ShFy3pNPp5M477wQKn6eRyWRob28frssJIdB1HbvdPnysWJJSclPEZG1K8o2AxrvcNhYvXjz8M2SzWbq7u4dXuy2mvYM72ND+e2YF+mj29SNlCHCg6w3oeuPQlbSBlAaZzOtImaSy4ss4HEcXNY6xSGmQzrxGOv0K6fRrZLM7gP1b9LrWgG6bia5Vk0q/jGn2AE5crlPweM7Hbps9fN9stp1w5FYymc1UVd2Awz6x7spsdjex+J9JJtcCEpfzXXg8F2C3zz3oY4/4pFHV4pbLvruSYwPHcmzFsSzxL8FrK6yfuRzkZybruj58MsqfRCbSHSWlJBUJ4/D50LTCRpW53W78fj8+nw+32z1tksi2bdtIpVJs2LCBtrY2TjnlFJqamva7TzqdZtu2bWzfvp1MJkNNTQ0LFix4a7Lfvn2g6zBiKY7RujnXrl2LpmlcfPHFBAKBcVuS4XCYvXv3jvv55utuh1sb6zEkXwsbbM/ClV6Niz0aLpeLefPmDf8seZFIhD179hSl6A4QjDxJJPrfZE0bXtc8XPYmNL0eaUYxjC4MowtTRgEdIWxowo/f/8nhvn8rmGZsaA6IjhA6Qrj2G60lpUkms5lk8mmSqWeQMonDfgwOx3KSqeeGko5OwP8Z3O53H3Y8htFLPP4AieSjSJnEbj8aj+c8nI6VCDH63/cRnzSWud3yP654F7eeMEicJALBTPdMFvsXc5T3KJpdzTS7mnFqpRtqahqSbEqSTZmYWYndo+HwTHCXs1gM+vpg5kw4zJN1KhrhtfvvpX/nNoSm46mqxltbh7emDk9Nbe5rZTUOrw8xSldLvh7j8XiGu9EOpxZjpXzX1K5du1i3bh0LFy7k6KPHvnrNr9W0bdu2XL0DmLe7nbkbNuDIZJAnrUJ+4AO5z2kUzzzzDABr1qwBcnWk2tpaKisr93v/8gMaxvvb7Orq4pVXXiESieDz+aipqaGmpoaWlpZDGlL9RkbytZBBCviKX+Mdzrc+c5vNNpyUnE4nHo+HyspKNE1j9+7dJBKJgl/nQFJmCEd+RTL5F7YOzqOm6r9YUj/6+lflzDSjJBJ/I554CNMcwGabh9v1blyud6Fphc1BObTXenTotfrRtEpcrjW4nGuw2Vr3G1l2xCeNpXV18o81tZjLlrLl4+fwmraXzdHNbI1uJS3TAOhS48TMMSxJHcW8ZCst8Toc0o7QNDShDTX7HaBroANCIDVAA2kXSKeGdApMn0a2zoZ0v/XHJaUk2pMl2JEh0p0h3J0hFXn7lZjQwOnVsHs07K7cP5tL4PTqOLwaDq+Gu0LHmd9CU0rE359D3P5rRDCEnDsXecH5yHe8I3dle4CgKdmalSzVJVrmWeLx+xHCjU1vQbe1EO9xsenP68gmU8w6aTUYBrH+XmL9vcQH+pHmW/MUhNBw+v24q2qYdcLJ1C9a8rY+5pG1GJ/PRyAQwO/3F2VOTP73cjKTUV9fH9u2bePxxx+nqqqKU0899W01CZFN4h7cjKd/E87IbpAmiZ1hNq0z2D53Hj0NDWjSZE60kxkbt1G/rxvPfC/ec+Zj1rWS8dST9raQ8s/gyX+8CsDq1auHn1/Tcr97TU1N+P3+4ZFcY/1dRiIRXn31VTo7O/H5fMyYMYNQKER/fz+pVAohBM3NzcyZM4eGhoZx378+Q3LFoEGFgOsrdGYdZFOl/HM5nU4qKiro6emZUFdVJrOdcOSnZLM7+duu02isvoz3HFXcE+hUI2UG0wyh64XXsyb+WllS6Q0kE0+QSq8HDECgadXoej1u1+mccMLngSM5aSxdKu/9t6sQv/g5eLyYn7sali0ja2bpTHZi7owwa2uAyniuyypoj7DTtY+wiKJJgYaGXdqwSxt+4cOLB49w4xJO7NKOyEhESiJGvFWGXyNVqdObNtndlWEwlDvhOv0agQY73hobNqfA5tTQbJCOm6QiJqmoQSZhkklKMkmTTMLEzO7/82g2cPvA27MD397X8fpNPCtm4X7yYbTOTmRDA/LDlyJPPjmX3KTk6ZTkJ1GTkAQ7GZbLl3mHtgOPMIhnI2SESSOdzE1t4/W+xbzYfzxpjmN5YyUrm93MrNBIh0LE+ntJhAZJhcMkIyEG9+wmMdiPr76Ree86jYZFy0ZtgcBbrZD8SaWiouKQ5jFIKUkkEoRCIYLBIIZhDHfz6LpOdXU11dXVBSUl0zQJh8Ok02kMw8AwDGw2G4FAYLh7bcuWLTzyyCPEYjHOPPPM3Eg4aeAe2Iyv+wX8Xf/APbgZIXOfbcZVS3Sfna4nBI4qqD/NTrCyhpcyc3kj1UhK2vFm4sza1saczt0sXroLX2NqOKZfiw9h2tycPztBvHoJieqlZDwNMOJnNAxjzBNxe3s7GzZsQAjB4sWLmT9//nCSy89Y37VrF7t37yadTuNyuZg5cyYzZ858WxFfSslXwiavpiW3Vuu0lGAjH9OME4vdTTzxMCkjwM9f/QCzak/h48dXT/prH4mklPT07iAU/Du6bRCbHkLXg9gdJ3H6adcBR3DSOHruYvmHW+/GiHUgfvx96OlFe/9laMtPxbk9jR4yMSo0kstcZBvsyKElEUxpEs1GGcwM0pXqoi3eRlu8jZ2xnUSNKDYkF1WZzHLqeDVwawa6aUNL1OKINuCJ1+JM1mJP1kC2FhGoQlRXYFY5MSp1pEcctDtJSomRkaRjJqmoSSJkEN/ZS+LVNuKuepKut4quNofA5kkQSuzBPdCOL2DDddYp3FPTwP+mJUeJTs4172SzOIEXOYUB3t5NUW/0cSaPsFr7Gw4jw8bepazrPpb+ZDO1nmpaKyuZXemiwWejwWujygW9b77GzmefJNbfiytQQfPRx9F8zHF4a+rG/LnyV6UOh4PKysoxE4hhGMRiMcLhMJFIBCnlmP3l+ecMBAJUVFTg9XrflkCy2Sz9/f10dPeyu6MLMbAdd2gH/sQeXE4nfn8Ar68CzeFmY2eW5/dJTp+RZanehjOyG1e4DT0TRSJIVC0mVn8c8ZqjeaNiGX/YF8V88010lxP74kW8o7aS4912NCEwDIOOjg527dpFd3c3ABXBIDPdduadOJMGeunu6cER62BR9Hk0M9cCzjoCJCsXkKicT9o3k4yngbSnkYy3Cann3i/TNHnttdfYtm0bNTU1rFq1ar+h3qO9p52dnezevXt40mJ+dFdrayuBQIBHkpLvRU0+7dO4wD35o+RSqfWEI7dgmP1s7D2VX772Xo5pquZL76qb0GqzytiSySQ7d+5k9+7dxGKx4Quv/N/VwoULufTSS4EjOGksb1ok/3LZzwEw3SDixnAByPBBcoWXzCx7wfUAKSVdyX3EIt/Hzw46sgEGUm5ezZxHSGumVeyh1f4mcxxvUKmF3/Z4LePGlqzBFVyII70Ut305BAKYAQ2jQke6xkkmL7+M9t2baV+4nK1XfoKIr4JgzKQzZbJFCPa5BOYBj7WZBhfJe3ivfJhM77l09Z/F3zqytDklx2Zeoq5vKzOOPpboO1bzUFKyJQtOTFZpOzjFvI/Fch3a0JJthqmxKzObf5gnsUk7hm57M45sBmdGUhFLcvzm9cza/A+QkkBTC7XzFlJ71AIqWmaMWVQfORosEAjgcrnIZDKEw+HhLpWJTKyTUmK323G5XLlhqOFB5N71DG55hsaBF5nDWxMdB6UPHRMfCTQhGSTAf/OvzGEPl3I/IVFBu9bKLlrY6V5Gf81KqqtrmFvlQBgRronrJO0O7Jk0hq6TsTkwdZ2adJL3+ey81+cY3nYzmUyyd9cu9rz8Mv1DRWq/z0dzSwvNzc1UVfjxRHbiGXgDV3Ar7uBWnKGdaGZmOF5DdxNpPoXO+jU81S7o6e1j3rx5HHPMMaMO642mDLYPpBlIGASTBsGEScaUaGYaZ6wHR7wHPRlEAGFvNX849hSaslmuEtDid0zaCq2mGSIc+Tmp1LOE0y38dOMl9CTmccXxVZw2pwj7lJhZbKlBbIk+NCOJ1F2YuhPT7iHjroMxCsHTVSqV4qmnniIajVJfX8/s2bNpaWkZvriSUiKlZPny5cA0SxpCiLOBH5GrMPxCSnnjWPedPWu2/Mk3f0Az1VREnUivhtG5GfNPv0KaUeSlH0aecfqodQDTMEgEB8kk47n6hqZjSoOU8SukfQMD/e/jofh7WNvQSMJpw2VIkiOa8rNkH0vN1zkqux5hdIERw5eRNNgMqjxBNN0AKbDHG3BGW3BGW7EHF2IacyBgw+HzoJsawgSxrxttTx/PHTWba4+rJD3idVzSZJHIsNQJC2wSI9FGLLGNFO3Mc7xBZbufvl0fpb+/HntmaARH7GHMzDYcvpMJtJyCt8qOp1qnu9bGMz6dtRLiEupEGr9IE5eCuNQJk5vA1CC7WcjrxPEwQA1dNBHHw/zBN5i7fhN1Hb00JnsQSEy7C+eCY1mw6mRammonvzAuDezxXpyR3Xj6X8XZ8wqegdexyzQpaed1+1IyzSciaxZgrzsKm6+WveEMW3qT7OkZwNG7GUc2zlbHXIKmB9Phx20XOHSN3niWfeEM2azJWX3P8uy5ZxJz+/jMn26nevmxNDdWITV4tKObv1e10N46D900eWc6woerPczzvtUKSPzlr3Q+u5a9ixbR6/MNJ7r6+nrq6+uprq4mEAigC4k92Yc91oU93o279xW27+nmSeM4THROD7Qxr6WeeM0yUoFZJB01vNSV4YW9Cd7oTQ3vGZHn0HMrqyIlJmCaYJdpmrVBOo+dxWBFgEvWP4kzkaLDDNAnKnAGaplZ4+XYQIpj4waVvRoaMXStF5vch8Pcjd1sw55uR8MgWTGPROUCklULSVTMJx2YhdRySTKdNdna8xh+cSc2keDhne/hr7vO5LS5lVy5KE1T/z9wDW7GEduHI9qBLR0iFZhFomI+ycqjyLjrMe1+DIcfkNgS/diTfdgSvcOPccT2YUsOIMZYo9bUHKQCs0kF5hCvWky8djnJyqOmbSLJj9AbGBjg1FNPHXc+0LQrhItcM2ErcCawF1gHXCqlfGO0+7e2tsqPf/zjQG5uQXVVFZUBPxWpFP7770ffth1mziR7/j8RdTuIDvQT6enK9d8HB5D7XeVKWk7ppnJZhD/suYTHGt5H2uniqLY3ecfLz9Aa7MG5+BiSi5bT0TCTpwydfQY4gVVOwWqn4AQ7pIwwnYk9hJIvYWa34DH6CYgIHnsMIcBMVOLtXEV19wmY0gYmOBIJ/jI7yXfmn8wMuY9/M27Bb+vBTQInKQ48DQvpwakdg6tzFq7vPUomlea2Zf+E98zTWdb5HPu6duOpnY3bOxszoWNGnMiIF8HQlaotSfusBG+0ONDsBn47+HxeGnw1rHLZmWETSJnBMDpzY8sze7gj2cSj8mRq6eWD2fvQezy8ubkRT0cH82I7AWj3zSU090Rmz5vNknonC2qcwytz5mmZKI7oPuzxLuzxHuyJbuyJPmzJAWypfmypEBKROwlpOlKzIUXuq5ZNYo93DV+Zm2i8LmfzgrGQgepjWbTiFObWj11Y3bVrF+vXr+fYY48dHla6n0QCc+2zvPjCWn5y0cfpq27gnc9s4B/ZGbnYBcypdLCswcky+yDhPZt4wl/Hq/NXkLU7WNzVxse0FMcsWoSm2xBPPoW45RaePO9c0vX1VNfW0t3dPTz6SAgxvC6ay+XC5XLR0dHBwMAATZVOzvBvpzm8EVdox/AJ0kTQLwN0U03UUY/pa8QVqMfjtOGxwaDNScaUzEz1oBsJyCb4i+so/l/1u2l31vG13b/hhK432ZltYHe2jhi5RewC0qTKrKFKVlBjGrhwYJPVOLDhlU5s6KClEY4wdm03ruxrOOQ27FobQosRdM9ks6OZrtZ+Kqr76Ai30NN9JsudGovt3VT3vYBncDMAWWcVKV8raW8LhsOPK9yGK7gNWzo05mcnEWTc9WS8zaR9zbnv3bVkXTWYNg/CSKEZSfR0BGdkN85wG67QTuzJ3MRKw+YhXrOMRPUy4jXLiFcvxrT732r5m1ns8W4csX3o6TCmzYNp92LY/aQCs6ZswpFSsn79enbv3s2JJ57IzDFG8OVNx6RxEvB1KeVZQ7e/BCCl/PZo91+8uFXe+rPvsnV9O92dXWRdbqRtqP/cMNCTMfREFD0eQ0vG0LMZvKbEh4YXDY9mw1FVTerEOmKtb7DF7uNu8xP06pXM70ryr3qMBe4IyXCQ4N52era8QToWReg6zcesJHPSaay1+3g2JQlKcAHvGEogJzoELiHISMmrGckLqQweYwfHZf5Eg3xrt0EJPMsabuPfOYqtXJy6kVAmScgQBLMCR9bHjEw1LWYl9UYFLf0rqBxcgpA6WWGyhwTurm1UdL3OxhYHbzQFkHquy8Ec8RnbZIZ6GcYvNYRZRybTQizWhGHk3i+BQYWtG28gi7O5HkdjHe5KG+4KHZsr1zf6SnKQ70c19kkvs+VOzuN/ONmWIhg9mrb1abJbXkfPpmhzz+LFqpUMuOs5PhDhg87neEd2Hf+/vTePkuu67zs/9621V/W+At3YF24gCFJcxMUkTWrxUIslRpaieMmMEo1lx459MnFyJlaO4xMlx5OjOeNxbEWWbdmUlEjeJIuRRI0ELiJFgaQAYiEWkgB6Qe/VXfvb7/zxugoNECAaWzdI3s85dWp79d6t7lf3++7v/u731+mNY/tndgyRZhEkO/ETnQSJdkI7DxKEDBBRAFGAkCEiCgg1k1HZzYvVTnbPt/Giv44dazv42A15htus+LJ6agoWFqBQiG+LcwBTU1M8++yzFAoF7rvvvtMjolIJceAA7N2LeO45Xu5u57/8k88w1jfMZ7OCO1MmVTfk8KzH4VmXQzMur0w7+BHoAjYUdNZb80y1mbzYAf2j9AAAIABJREFUv4ZIaNyz/0d8NGMxvPM2rBde4Mn9+8G2ueeee5AbNlCr1Zifn2d+fp6FhQUajQaNRoMgCLAsi5tuuom1a9cy3wj50UidF07MYhdfYUhMsyNb5sZshQGtiNWYxqxPogexCH215738682/iavZZIMam73jTNkFxvRB1gcn+GXn77i3foy0kyTt2khhM1W9nhNzG5kSFYpGidJi1uFSpBREMkUyytJPgc1RnjVRGrF4OVNOH6PS9wNqQz9Bk5Kh1xOsnSiiUW31yfX27ZT776HSfzduduiNYVopMZw5DLeI7lXQvTj86ye7CBbPjeZcz8Vg1idJze4nNbuP1Nz+MwRYIog0G0+sRw8amIwiRPCGfYRmlmr3Lqo9t1HrugkvsyZOibwGOHz4MAcOHGD79u1s3779gtu/HUXjI8B7pJT/6+LzTwLvklJ+5lzbb9liyz/6r4N4NQO31IdlDxGFeepumlpdp9IIqLohUWgQBBapMKK90aBQr2NHDl++82729G/F0U+HFTpLAR8c8fjQu9LY6TOvLqSMKI2PMr7vRcb3vQhS0nfDzay94x5ez3fxpCt5ZomAbDMFRwJJXcbGy81AwvWGzwYxy8mpKq+le6nYWW42Gvz7fJKUZhDJCF/6uKFLLawx789T9IrMerOMN8ZxF6pkF2zWOwOsdwbpdbrYq48wrhfpjvLcVe0l500h5AhessRMZyfjiQ4mfcF8vd7K0tF1nUQiiYmJ7obotRDZSOGH3WhhGi2yEQh0ExJZHSujo2c1ftpj8p02mDRMeuQUP89XuIPnsY0bqE0ZzB4bx6tASmrcKk+wITHPPrmBQ9EQI/RQTw2g5/rJtPfR09nJYN4in9DjsMoZf29JyQn56aTDi+MOe041qHkRWUvjzrUpHtmaZSgpEd/8JmLfPjhxErHESwpAppJMXnc9z6xfR9YwubejHXtqGiZOIY6fQIyOtrY7fOcdfPbe9zPb0cu/yuo8mDz31aUbRLwy47Jv0uHIbFxLoeZLpCUwt9hU+zvomp3ggWceJ5nsJZuQ5Ioz3P/EE4QPPYz4+MfgLLNDL5RMVRxGFkIOzHjsn3I4ueAjgeGCyd1Dae5bl6Ync5ZhppSEQYM/quv8vaez05DcawsOO8c4FkRIkeAR7UlulS+ArCBlcy7OIFHfRuG120kGt+Hc2UGUjbO4qtUqnufh+z51x2VirkyxWMSrLSCiECFC0tl5coU5+rqOk0rPgBSkp3fSc/gTmG6cFSX1EJmCMGsS5k2ivE5Y0AnzOpirMwmu+TWSxUMkJsaRs13I4iDSa3o4SWQqIMpJZNqFVBXDnCFVeYHMzNNYzgwAoZmhUdhCo20zXmYtXmYALzOAn+iMUyBXiNnZWXbv3s2aNWu47bbblhUafjuKxkeBh88SjduklL+2ZJtPAZ8CWNOZveW3fv0u5LDO2s4x8nblvPsOIxvfy+E4SWasNH+c+jTT9HKP3E2ypBOc6iFdS3HnsVfY+nPbSW54czdJp1zi+HNPMfbS80RBQPvwBtbeegftm7ZyINR4yo1r9241BXeaknuKe6hUJ/iu1sm3k5sY1QusGxtlWzTLTR0BDxsOZAdxs2uJzMx5jwvw/Fid//jUJH1tZR5ZU6R2dA4CSUepTpsJNy30k7X60TO9iLMmqQNCFkSNOa3KHAvUaNCQDg3hU9NDoiUXUFoYkayHWJ6BIVLoRhuR7CBqZJHC4Ei/ydPXJZlqMxh0Znk0eoybE0+jLclR9qXO/sbNHJK30ZDd1IM8JT+NPy3wRl3qRNQFIKBgSYbMCm2yQk5WyckqkRRUpE1DJMhlM6zvbeO6NR0UclnMV15B+8IXEJNTyC1b8Navoz64Bjebwao3sMpl5sslfpxKkSuXue8HP8T24itp2dkBg4PI665DXn89R3N5fqcmqCcz/G7B4Pbk8ldbSymZqgWcXPCZrYW8FMHzOQPHNNhx6CfcPvYarrApHDjBe199ibqd5sktd/HMpjtYSBcoOSFl93So1ChYpDZmcfIW91qCX2kzyJ4n0+hkIPkvlZCDATyaFPxKKqJW/UMcZzeJxIPksp9GCKPVziiYRY4fIpx/hWr7HoLkLIIEln0rlnUjlnkduv7G8rZBOInjPE2j/jxh9DpCxOnI5VI3MzNDzMyuJfDT5NJZ8naGvJYhE9lkfJusa5Oq6tih0RqdRClBmNeJcjphTlu815FJEccBl1AP67xee51xZ5xxZ5wJZwJNaGT0DBkjg6VZBDIgkAFhFOJJjyAK8GV8maYJDV3omMKkz+vk3uM3smG2F4mk2hkQDCew7AR6KUQrh+gLIVolOiPVXhogEyGabCBCBy1w0aIaJmMY2jiGGEMXU5DwCFNJglQPXroPL9WHn+7HyQ3jp/taIxQpJadefomFsZNouoGm65jJFL3X3USq7cKpyGEY8sQTTxBFEQ899NCyyy+8HUXjosJTm9evl1/567/hZCnk+LzHfKOOG8wQhbMEYYWG7+GGHgndoSMxT2dqlvHMEF9P/mOMKORnRvewdhQMJyA060hxepGbCWTa2lqW5plMhlQqRTqdPsNOw6tVGdv7AqMv/hintIBhJ+IV1u2dZDMmHe7r9JRfpCBnKVgOWBlqTgdjf+eT6pYM3F/F8CutIbMT6lSsXtz8RpzCJrzCBmTbEFF+AKEZPHuyzGPPHOHd2SlusIscrqQwnQr22Ot84LoG2s5HONo2xGh9jPlTx7BGFsjOOOTnPDpL0OaYaFYGYWXR7CxBMk2YzCCsDLZRQMOmrNUpiTrzosacWKAs6jS0JfM/UqIJF0PUSMiA1zo38cN1t1JMZUl7Pn01l56Gg2t5HCq0UTeS6DLAxEMjitNaRZqkbHBr7SAbqyN4doBjCnzNINkISMwbmDMdWG4C03CRNPDCBnLJ5KcWRhhRiJlK4QuB570xtAKQyqW49faddBQdNAT09YJtE0rJPl+yu+bzg7qPFkX8XgZuart499CzqUWSv6hH/F094oN7nyZXmSf76n5s3yftRbRVyphhRDnXxeSGW5i55W7mCkkOJw1OIkgAm0142YeUgJ9PCu6xNXp1SE5MMH34KF/O9/K9wfUkfI9/+fwPuS9jMn/T03jaAdLpT5BOffT0Qkwvwhz1sfc76NWIoF2nfouN0/YqjrMb132eSMahQ03k0fUeNK0NTcvjB8cJgmMAGMYmLOsGLHMbprkVyFCpVFhYWGiVBahUKm8wf4z3K7ANm6RmkcImFdqkXZN0ZJOSNilpkSaBaZk0LI+iUWJcm+S4GGPGKDJlzTFvV7GySaQG1aBKNajiRR6GZmAIoyUOpmZiChMhBIEMyHopHp68nftnd+GLgG90PMH/bHuGeSMeeWWNLL12L712L912N+16G31OJ12NAlk3SdK1sB0dLVwUNAEEEXopQGucJejCRdenMeVYLCpiAl1MoxklglwKN9nO08dsjo25WJaBFIIogtD3AUHH+o0M3nwb3Vu2oennFoOXX36Zo0ePcvfdd9PT07Osc1LTtFYI6+0kGgbxRPgDwDjxRPjHpZQHz7X9clxuw0iy4IRM1wL21EO+nLTocEPefbDCxpMRKV9wwAr4QcLD0DwGgnk+MPU8uahOqa2NSlsbrn5m/FLTNJLJJKlUilQq1TIQ9IqzNKYnCIpT+NMj1Brxiswmhm3T3tNP908PkHNcgl//NULbxq+VKR8/zPzoSUrz5xstSSw9osOqkchZvJ6/kaqew5qdoCeY57qH309m0y3n/TtIKamEFea9eephnUbYoB7WcSMXN3LxIg9f+li+QbaeIF9Pnb41UiQcCz8MWRB1yqJOSauzIGosiBqBiAiF4FjPGqaybcyncxTTOTQJ2+fn2TlfYeeCg/RKuOIEUeIUx3sK/KTzJvYmbsI/jzU0QFpW6XdKdM1LekeTbBxrgF4nNBoILSChh5hGgC00ktikpIkQkpJWoaRXqel1aokSs+YCc+YCumWStfJMFnbx09QOHM3GCDzWjxxlWP8xWqFKRISt2RTMAgUjQ7eh0ZHYRl9ygKxxcUV6jvmSL43PMBLAbK6NLZVZhk8eIWo0aEhJw0ow2r+OiZ54sn3Ad3gka/Jw2iKjCV4PJF+uRTzjnf69tpfmqaTi0egH9/2Ejx/dR/7QIZyBGeb/eUDmyW70nb+NlV5DcgrMiQB9LkRICNp0nJsSBANnpqLH1S/H8fxD+P4rROEcUbRAFC2g6Z0k7HeTSLx72Y6qzVLMTat513VbN8dxcByHRqOB67pv+KwALHSSWGSjJJkoSQKTpLRISiuepE9aaCkTPW2iZy20rEmU1pApDamLeCcSjEkf67iHMRnPVXgbLZwbkzQsj2lvmilnigl3gil3iklnkkl3kqJfPO/3Sukp0nqatJ4mZaSwhEVapuhzO+kLuujzO2l3cxScDOm6hV49c3EwgBdVqfoVbG2S7sRJDDGNIWZwohKv1JLsn7OpejoJS7BhMMGGdW3kczZa6CFCl6m64OuTa7khMcl7kvvwU7002rbSaNuKU9hIaOUJg4Dy5Clyff3oRjxq1nWdbdvieq9vG9EAEEK8D/g8ccrtl6SUv3++bS/GGr0hJZ8qhgS+5FefLBPOhKQ7DdbfkSY1YDJeDhgpeZwqB5wqe3Tsf4kdh57l5qkjCAHjHb0s9A8Q9HYjOgs00inquk598eQ/F4aIMEwbXdfRpETWqgQL80QyRAQ+IgxaN11oFPr66BgcIlkoxJPBfg29NkVUnWNmZpZKtU4xO4yb6UB4LunZcbbd8W7W3nL7eVdrX1ECiVaL0A6+jv7sXvRKCIU+Gh1dVG0LJwooizrzepUFUaOOR0BIwBvXYiSlRXeUJ6u1ESY66XMNbLeOsAPGUj4n83OM5xqM52xGEp2MiTW4IklnNMvPVZ/igfIIfcWtpIvb8NwspShARAZC6nGnI8ASAlsDY0nn6GrwuW0JvjVocttcwM+fdLlpcp6G4VCyQmoioE5AIwyxOg7RvWE3dnqewEuwMDdMeW4DjfJa/MYAppbC1m1szcZYLIYpBKA1jQsXoxGa4FRBZ3+3wYsZnekl4RcNybpSka0H9jBw4hC5ShEN6Ejn6V6zjo5anfSRY4xWGrw2sIbxDRs5sWUzbrvNOu0QZfd1Jt1J/Eadf9YxQTI0WP+tT5HIb0EYNiERryVHOZIb4bXCBOO5WSzdwlz0I/KlTyADIhm1wji60EnrabJGlpyRI2fmKBiFWETNAjkjd0mp1aEMWfAXGGuMtRbUHq8dp9qokggSpMIUg9og/aKffJjHCAx8z8fzvPOOIpuYUm8JymlxMdGlRmQTz6W0G2hJA8Mw0HUdy7IwTfOMe13XCQkp+2VKQYmSX4pHNGE8qqmFtdZ9PajjSQ8v8ggcB22+Qaaqka+a5OoGmbpBzrHIyRwps0DGbiOtZUnpWbr7N5EkjVYLEeHZf8uAiBL1oE7Fc3HCBrooYdpzWIkKT5pt+ELjF7MHsBI+idoJrFq8NsmPNPaV17Jntp+6r2MaGn3r+um54TYKW3Zy444di+fp20g0LoaNw9vkH//Bl0m1GaTadAzrzI5TRhHR7BT10Tk+b/bzVG+WT/6wwnX1Mts2j9HXXwLdJDKScYqdkSRaXCQkjQQuCY5PVGk89Rza4SMkZyfpr8yQDuKrIykEsrsdezCB3lFDpBZoJJLMtt/KTOftNKSF7/v4ros3O4s3M4ObSuFa1nkyzGOWnsQRGqdKDkEQktV9dCI2bdrEUHcXyXweK3m67u/ZK0CvKlLCyy+jfesf4OWXEVGEHByE/j6kYYBuIDNpyr15xjs1TkUlOn98kM37ZkiINLMdSUbWZpjuytHldjBU6SRptJM08ySNDAk9g7YY/400j1rhGM/0N3isczOH7QFyssSDfIcH+B5ZYWCZW0iaG9HEEEFjLV45R6Mc4pQCgnJEVI2Y0eAvdqQYaTN4/ysNHnl5HykqpO2NpMx2kkKQ0MArvMr01q/i5F/HqgxSGLsPNztCreMgQXKOxUYha10EjTbCyCAMDcIwSaM8TKO0gcDpwxAWutRxKBG4EaKaQwKVpECPoMMS9CV1EmkNIy3Qy5N4Iy+xMHWYKVmjZuvYWoq8niWRzDLfDqNdIbpmkIoSdPgF+qJuev0OrI6Xmbruz+jf+2vIylb8ucOk9j9PxR/hpXt6eeGWAguiFo8oIx9PeggEhjgd1omICGVIIANqQY1yUCaQb8wmsoRFp91Jp9VJWk+T1JMktASGMIiIiGQU7yOsUQ/rLfeFolckWnIB0Wv3MpwaZkNqA+vT61mXWkdSP18digjP81qjlCAICMMwrrLperhVB7fu4DoOTuDhBi5u4L3p7+xcCCHOEBLTNNF1vXVrVvFcWtHTq1U5tXcPodCQpkVk2mDoSCEJtQBPuPihC1EIMqTSBol0jryZJyuyJMMEpm8gvYjADwiDgCAKiaKotSjPJyBsDlkkvMffwWAUu0ZEekQgfPyoRrVewg0cTNOlYC9QrlcYr0MlcOjqrfPQ577Y/J7vTNEY6t4s/9WH/7j13DACbNMlodeIgoiK20YgbV7vMXjsvhzve+0In33tjxi0XkYTy+9YI81CCh0tdEFGBI6GUzRxihaNoklj1iLy4w4u7OpAbNoC69ZBVyfs24fYswdRrSE3bSL6N7+DzGRaV0+e5+G67hnPm1krUyWHqYqLJ3XWdSQYbEuxfv368xYFsm2boaEhTp48ie+fXvTV/F83fwCX41J6TkolxI+fRzz/Y1goQRhCEMSvL8lmkoaBvPvdRO99L42hXmpBjVpYwwmduHOaLWLvOYiwTbRsDivTSYCJM1+mfPIk1ZlJPOkxf/2tPL/j3RzIdGAQcac4xF3y+2yQe0gSH68qNvKC8R5eiG5gQhaYkTohgqSM+Mev72Xgpz+iNjvFml33su6uh0CCZvi4wVdpuH+PRhs5+THS7j1oroZwIoQbEYZTeOI4vnkC1x4hNBeQuofUfEKrQmTEx9edPGZpA2FpLS/OFJDSZJvZhxaZJIMkPW6OdPTmKaShjNDPk9opkUQJgUzrBGmfsU2/jaZ10p7/HCQWkx8OvYL22GOII0eQhQLyA48gH3oIlumGK6XEiRzKQZmSX2LBX6DoF5lxZ5j1Zpn1ZqmHdZzQoRE1iGSEQLRGLGk9TdpIk9JTtJvtdFgddFqd9CZ6GU4OX/UyBs0Od2m556YfWbOkc/P3dvb90sdRFLU+F0VRqzNf+hhAX6zImc5k0HWdIAhOH8f38HyPKIj7nebcXChCfM3H13wiLcIwDRJmgrSVJmtmSRtpdE3HMAwsoRHNlRGzC+izFYQTYWspbD2JradIGGmSiRzJZB4DA+FJlkzTUu+dYvNvfAR4B4vGtjUZ+cwvDrEQDLIQ9FOP2mhEOep0IgyDdDbA7Urzf2y+npQu+dNEEdNIxDGEKIzz/0MPLWygBYu30EELXbTAQTSfB3WEjOJRiJEg0pOEZobpMM2Bks2T8x3MHZti08QxthVPsrk8TmdtHgCZSiF37ULecTvs2AFvUgMhjCRH5zy+/1qVJ0/UcALJlk6L37yjk8H8m2fzCCEYHh4mnU4TRVHLpgPiORjTNFvPq9UqIyMjV39EImVs7T46hpifR+66BfL5S95drTjL1CsHmDp8gPKpMYr5Dn56/e0c2LITz7LRZMQab56UqHPYHEAKjX45xhDHaavPkZquMHDkJIlxl8LAenq2Xs+aXbcDEASvUy7/3wThSZKJh8lkfvm81dfOIFo0tXQlwgkI3BGqwT4ccZDIfhXMMi+//BBIwY3bn0JEFvhJGvVuRp00+0IfX7PplB10ub10ul20u+1kvDSma9LwBKV6RC2McINJAu8YvneUMKqAliCRv47eW+bIb3gc99T/iWFcRyKnkSwYJDJaHC47eBDtG99AHDiIbG9DfvRR5P0/c06nhFXj0Ctof/iH8eOhIeTQWuTOnbB58+q26wK88t1vcvInz3LLx3+Frg0XbutSEQuigGlvmglngkl3knFnnJH6CKON0ZZLtyEM1iTXMJwaZjg5zFBqiLXJtST1JG6lTOnUGLptk27vxM6eI2zoSzQnQjgSmRBsv+Mm4B0sGuaW7fKO//ZXfFCv87NyHtPOENhtoBlUIsk3GhF/05D4Ej5f0Nl6FXPDIyk5seCzf9Jh76TDiZE58pUiI/le1nWluLkvyaZ2i56sQW/GwNQEc/WQyWrAaMln35TDvkmHmhdh64J7hlO8Z1OWzR1vXrOiuaq4p6fnooryOI7D8ePHCcPwwhufRbOSYNOddTXwalWqs9PU5mYoFoscCuCIneFkWw+NRIotp17nXfU5tnb4WG2j6KnXEPb44tyviWluQNd641Xv4ThSVtG0NnLZz2DbF/VbOi/xle0kTz/9PFJ67Lp1ASkdomge3z+ElA4gMIyN2PYubOtWDGP9G/7fUShxyiFuLcKrRTgVn4WxY5TH9+E7h9j66KvUptoY2f0ourUVocUhS6FBMq/H4dt2nVR9itSTj5M8tg+zMw0f+0dn2O1LKZFhfDwZgYwkUoLQBYYl0K6GI66UiO99D/GlP4PubuS6YcTJEZg4BRLkhz+EfPTRa0vgFpk7/iov/NUXWXvbXWx7+H+5YvuNZMSEO8GJ+okzbtWw2tqm3WynP9HPQGKA3kSc9dVj99BldWG8yVqRt13K7cUyuP06OfDHj3EyhLSAAR2SQpAUsN+X1CTcYwn+SVpj+AI1A640fig5Mueyb8LhpYkGx+Y8oiV/ck1wxvOulM7NfUl29CXY2Z8kY735xLZpmmSzWTo6Oi6q+M5Sms6wTSvxpcP4Jktf03W9VT8jk8mgaRr1ep2pqSnqSxYNriaB5xF6blxM6uzON1rA8w7h+0fwg8OE4Qy63odhDGLogyQS9y6WGL2yNIswLa2nIWWAHxyLS4m6L+EHRwGJprVhWbdgWzuxrB1o2vlDOEEwQnH+s0RhhbHdO5k7VgKhkWrvwUp1opntyKhA4OXw6hmEOD1yEjJED1ykpiNNEyk05AX0XzPAsDXsjIadieu/JHI6ybxOsqCTyOoXJyy+j/jTP0X7/v+H3Hkz0b/4F6cXPTYaiD/7M7Qf/BC5bVtc9uAc5XbrxTnmR46f/l66Qce6DdiZi8tyu1h8p8Gzf/J5dNPijv/t19Evs4rihZBSMu/Pc6JxgpH6CKecU5xyTjHujONEp0PAAkHezNNpddJhdpA1smSMeD3L5vRmPnT7h+Lt3qmicf3118uvfvWr7Pfhe25EMYJ6JGlIGNAFn0hrbFhhsTgfNS9ivOwzWQ2YrAY0/IieTDzq6M+adKX1ZWekCCFYv379m9pkXyxNq/Klcdpm/WvDMFqTgufDdV1mZ2cpl8tn1MMAzgiDNV1qmzXQ0+k0pmlSq9Va4vN241yicTZRtIDrvoTrvYjn/RQpa4CGaW5dFJCbMYx1LRdnz9vPQuk/IoRFIf/vMM31VGemmNi/l9LkOLXZaZzSwhnH0K0EViqPYWfRjCyy6iBLc0SBA7qGne0mObCR1MAGrEw+dtUVAhlK3FqD6swIbnmOKEoTBVl8L4sMl5yDgtMikovtZwxLw7AFmiHQdBCaQDcFRqOM+Zdfwjp2EO2R98A/OvdoQjz1FOILX4gTK+5+N/LOu2DrFiIkJ3/8DK/ufoIoPGuyXgjahzfQu/0Gujdvv+ICIqVk319/henDB7ntlz9NYWDNFd3/xbalFJTilGF3khl3hjlvjllvlqJfbK1liYj4YO8H+b2Hfw94h4vG1772tSu+32bHlkwmKRQKsRuprlOr1VhYWKBcjhcErUiW0lkIIWhra6O/v3/Fj71cmhOOQRC08vRrtRqGYdDR0UE2mz2nzTfQyu1vTmI262GXy2WCIFjR0czSCoVNmm26GBYW4s77fAkMZyNliO8faQlIXFsaQEPTOtD1Lnz/KLreR1vhd9H1c9c3CX2PenGO+nyRxkKR+nwRp7yAU1rAKZdi5107gRFFyEqFmgyRze8MJBMpUm3teFFIeXoynqM6CzuTI905iJ0dwEj0I2U3TlnglEMCT7Kc9CXdEiTzOlbKJ1mwSLcnSORj8bHTGmLiFOJr/x3x4gsIz6fc08n+njZKIqJHt9nUP4R2331QaMNv1Jk6fJDJQy9TL8Zmhdnefjo3bKZz/Sbyg2tb6xYulePPPcXR7z/O5gffx7o77rmsfa0EkYxohA2EENx2023AO1g0duzYIR977LHL7kia6XSmaZJMJslms6RSqfNe+S+tNFcqlVpx/ZX4m+q6zubNm69IadW3Gs3RSFNUrgaaprF27VpSqdQZWTJhGOL7PkEQtFI/XdclCOKr3HOF9q4UYbSA5+0jDMYIo2nCcAZNK5DL/u9o2ptbzlzUcWZnqO3+AZWD+6ktzNPQBHXbxAgj2q0kbf2DpLffgLthHU6tQn2+SHlinIXxERrz8YI4zTDI96+hbWgdnRs2k+kaJPRFPE8SSOTTzxI9/j2Cjl78Rz6MY2UoHn+F0vg+3MoJ4gVKSYSWQ2gFNLMbO9tLIpfFr72GM3cQz51Fx6RbrCcTtSGqVTRCxNAg2vXbsfraMJMCvzFN8eQR5k++SmVyBCkjhG6QahskWRgikR/AyvajaYlYEJf83lsPBWi6QDcEmgGNhRO89tRf0j60nW3v/VhcunmxSufFrl2JQkkUxPNGyHgOSrfERe/nYnjHz2ns2rVL7t69m9HR0TedkBVC0NvbS8c5YqJXAtd1qVarlMtl6vX6FVkr0RxRNMWhmRfetDF5J9NoNJiammpVJ7uSIz7DMNiyZcuyf7hNUWmmVjbDe82UzSAIGB0dJQiCN61zcM0hJUxPw4kTiFdfQxw5Aq+9hnBdZC6HfOB+5IMPwqKFhVursjB6kvmR48yPnKA8OQ5SYqbSdK7fRDKdwXjxJYyTJwnWrKG2bQtSdmkWAAAQFUlEQVT1SonK1ASB65LI5em74WZ006I2O0+tWKQxP4vfONMVWTN70a3NGPb21oR/PGF/oUqZLpE/RhSMEgWjyHCm9Z7Q2xEigSQA6QMamtGJ0LvQ9C4QWYRIAz5u+TGESGLlPo5Y4mQgNNBNgW7F4TfdbAqNQOgQGzbH1ToDN8JvxI/PRjPATutY6dNzR4mshpWJR11WWsNKaohLrHqoRGPXLvnCCy8QBAFjY2PUarU3XOkJIWhvb6e3t/fqFwgiDlnV63XK5XIrvg/LvwIVQpBMJhkcHLyoOtvvRJqOrEtLxl7OeS2EoLu7m66u85ezvRT+/M//HIBf+qVfiu1cFr2ZmkLjuu6qZaFdFEEA+/ejfe8JePGFOPS0bh3yppuQN90Ew0OxFb2u4zfqzL56hJkjh5h7/Rie0zjjSt7OZEm1d5Du7KZ3+420D69HnGNNilevUZk8hVMu0T68gWSh7ZxNk1ISFUvIv/sW/lM/wcv34t73MHL7dnRTRzPiTt1IaJi2QEqXytQYpfFRSqdGCX0f3TTRTYvQ96hMTeCU31jfQzctbvjQP8dKdcadvxOLQODGIhB6i/eBbImEjGQ8p2PEQmLYAjOpYSa0WFQWv7YMwavHWXJuNcKrxo/l2ddEAqzkooCkNMykdnqf9uJ3TMSvLS3GYyU1brn9HZ5y2xQNiE+aarXKxMQEvu+3JnIHBgaWHUu+Gnie1xKQpcV3mn//5uPmyKK9vf2Ss6HeyUgp8TyParVKpVLBMAxs28ZxHMrl8rLERAjBli1blu0YulyWisb5iKKISqVCsVhsLSRbukDzmmN2FvHkk4if7oWjRxFLRnvSMsEwwWkgFlMEo86O2GtteBjNMDGu5gXRiZNoX/wi4vDheEHtP/2nsPEcRbcugNeoU5uZwqmU8aoV3FqV7s3bKAwOXYVGnxsZSbx61Eq39mqLqdf15vMI34nwXUl0jpHLUtbsTPHIp+J1SUo0liClpFwuMz8/T29vL4lEYpVa90aklK0rS8/zWovumrYFKzESeicShiEzMzPMzcUWIOc694UQZDIZhoaufIewHNE4F83zZXp6ujWZfk1Sr8PBg4ipaWg0wGmA50MqFafQZjLIW3dB9uqmwZ6BlHHm1V/+JZTKcTjt4x+H3BVMqZYSqtV4AWupHLsnd3e/scDUChGFEt+JCJzFe/fM8zxZ0HnXPZfuPbVylUJWmOZit/xlrDy+WgghsCxLhZ1WGF3X6e3tpbOzk9nZWYrFeNI2iqJWanBPTw/t7ReuY7CSNM+XwcFBurq6WvYw19wFXyoFt9560T5PVxUhkPfei7z1VsTXv4749uOIHz2LfOgh5M+9H9rOHea6IEEAL72E9oMfwv79iLNcemUuB5s2ITdvQm7dChs3Ltu25XLRdIGd1rGvkjvL21Y0FIrzYRgGvb29dHd3Uy6XmZubI5VK0d3dfc1no9m2zcaNGxkfH192uE0BpFLIX/xF5P33I77x14hvfRPx+OPIe+6BrVuQfX3Q1xfPxUh5Oq1Y10HTYh+10VHE8RNxIsBPfoIolWIvr5+5D9nTGxf0yuUQY+Pw6jHE0WNoL74IgNT1eN5n6xbk1m2wdUtchvgtyNs2PKVQXGvMzsbrBa5U9lSxWGRiYuKSMsdM02ylEJ+9VmY11h2tOBMTiG9+C7F7N+Ii54xkKgnX30B0//1w8443tzapVODIUcSRw4jDR+C1VxFefDxZyMPgGuSaNZBKQq0G1RroOvKBB2Db1qsW4lLZU0o0FO9QfN9vLZqs1+t4nndGuO1sAdB1naGhIVKpOE21aTW+NOOs+Vnf91sZac11KG87ggBmZmIRmZgE14076mZnHUXxTUrkwACsXxfPV1xq3Rrfh+PHEUeOwshIXJt+bAw8F1LpeO6nVo3dsDdvJvrgB2DXrks/3nlQoqFEQ/EW4MiRIwBs2bLlqh6nuXredd1Wxl4QBKTTadasWXNJWWFRFFGr1ahUKmeIyNuh/1h1muGwpjC4LuKHuxHf/CZieho5NET0C78At+y8YiOPyxENNaehUKwQzz33HHD1RaNZQMg0TTKZDP39/QRBgK4v39fsbDRNI5vNkl3MfPJ9n7m5OYrF4mWvi3nHs3RkA2DbyPc8jPzZBxHPPov47/8D/XOfQ27eRPTJT8JiqdbVQomGQvEO4EqvOTFNk97eXrq6upifn2dmZqa1Kv5SaIpZMpkkn49NEqvVKvV6fcW9xq4ZdB15993IO+5A7H4S8fWvo/2730V+6IOxTfwV/p8uFyUaCoXiktF1nc7OTjo6OqhUKkxPT7cKf11IQAzDIJlMkkgksCyLdDp9Rhp625J02CAIWh5vEI98mvYsS+dw4NLMJK9pDAP54APId98V28T/zd8iDxyILeQX7VtWtDkrfkSFQvG2QwhBLpcjl8vheV5rcr5Wq7VWtDddD7LZLH19fRdVLKzpjHwu37jmHE7TSLLp9+U4TqtU69uCRAL56U8T3Xgj4k/+BO23fgv5wIPI9713RcVDiYZCobiiNBeuNm17mhb5ruuiadoVN9pcOodzLqSUlEolJiYmzqjl/VZF3nUXctMmxFe+ivjOdxCPPw67diF33owcHIQ1ayBz5VyPz0ZlTykUK0QztHItuhS8EwjDkImJCUql0lteOFoUi4jvfhfxxBOIcqX1ssykIV+AfB7Z1gbDw8gN62HdOsz29lYyhkq5VSgUigtQq9U4depUa33K5bJ0PqXJii+QjCKYm4tXrY+OwvQMolSCUik2lZxZYgH/kY+w9T9ceuU+FZ5SKFaIAwcOAKdz5BWrQzqdZuPGjZTLZSYmJi6peFqzqqdt2+TzeWzbRtM0NE0jCAKq1SrVarVlSHrVRUTToKsLurqQO3cCZxVLrFTiRYWvvY6x9fJSvpVoKBQrRHM0rERj9WkamuZyOVzXpdFoUKvVcBynNe9xtohomkYikWjd0un0eb3KcosuumEYtvZdrVZxHKeVELCiUZ5sFm68EXnjjYjLNEpVoqFQKN6xCCFaItB2qY63b4Ku62QyGTKZDD09PUgpzxCpRqOB53kAZ9i4LH1+raFEQ6FQKFaIc4lUM7tM07SWYNRqNSYmJq7YvMuV5Mq6YCkUCoXiohBCYBhGSzSahcA2btzI2rVrr7nCbGqkoVAoFNcgQgiy2SyZTIa5uTmmpqauiVGHEg2FYoV49NFHV7sJircgQgg6OzspFAqMjY1Rq9VWVTxUeEqhWCFSqVSrjoVCcbEYhsHQ0BDd3d2rGq5SoqFQrBB79+5l7969q90MxVsYIQRdXV0MDw+fMXG+kijRUChWCCUaiitFOp1m8+bNtLe3n3NF+tVkVURDCPFRIcRBIUQkhNh11nu/I4R4VQhxRAjx8Gq0T6FQKK51DMOgr6+PLVu20N7e3hp5nF3z/Yof96ru/fwcAD4M/MnSF4UQ24GPAdcB/cD3hRCbpZThyjdRoVAorn2a4tHX14fv+zQaDer1Oo1GA9d1CYLgilqZrIpoSClfAc41pPoA8DUppQscF0K8CtwGPLeyLVQoFIq3Hk2L+KaNCcSLBxuNBtVqlUqlclF1TM7FtZZyOwD8eMnzscXXFAqFQnEJCCFamXvd3d2Xvb+rJhpCiO8Dved4699KKf/+fB87x2vnTEgWQnwK+BTA2rVrL6mNCsVK8olPfGK1m6BQXDZXTTSklA9ewsfGgDVLng8Cp86z/y8AX4C4nsYlHEuhWFEuNyygUFwLXGspt98EPiaEsIUQ64BNwE9WuU0KxRVhz5497NmzZ7WboVBcFquVcvshIcQYcAfwbSHEdwGklAeB/wEcAr4D/KrKnFK8XTh48CAHDx5c7WYoFJfFamVP/S3wt+d57/eB31/ZFikUCoViOVxr4SmFQqFQXMMo0VAoFArFslGioVAoFIplI66Foh6XixCiAhxZ7XYoFMugE5hd7UYoFItskVJmL+YD19qK8EvliJRy14U3UyhWFyHEC+pcVVwrCCFeuNjPqPCUQqFQKJaNEg2FQqFQLJu3i2h8YbUboFAsE3WuKq4lLvp8fFtMhCsUCoViZXi7jDQUCoVCsQK8JUVDCLFVCPGcEMIVQvz2We+dEELsF0LsvZTMAIXiaiGEeM9iGeNXhRD/erXbo3hnIYT4khBiWghxYMlrnxVCjC/2l3uFEO+74H7eiuEpIUQ3MAR8EJiXUv7BkvdOALuklCoXXnHNIITQgaPAzxKXANgD/IKU8tCqNkzxjkEIcQ9QBb4spbx+8bXPAtWlfeiFeEuONKSU01LKPYC/2m1RKJbJbcCrUsrXpZQe8DXi8sYKxYogpXwKKF7uft6SonEBJPA9IcSLi9X9FIprgQFgdMlzVcpYca3wGSHEy4vhq7YLbfx2FI27pJQ7gfcCv7o4JFMoVptllzJWKFaQ/wpsAHYAE8D/daEPvGVEQwjxq0sma/rPt52U8tTi/TRxzY7bVqqNCsWbsOxSxgrFSiGlnJJShlLKCPhvLKO/fMuIhpTy/5VS7li8nfPHJoRICyGyzcfAQ8CBc22rUKwwe4BNQoh1QggL+BhxeWOFYtUQQvQtefohltFfviUNC4UQvcALQA6IhBC/AWwndhD9WyEExN/tK1LK76xaQxWKRaSUgRDiM8B3AR340mJ5Y4ViRRBCfBW4D+hcLLf9u8B9QogdxKHSE8A/u+B+3ooptwqFQqFYHd4y4SmFQqFQrD5KNBQKhUKxbJRoKBQKhWLZKNFQKBQKxbJRoqFQKBSKZaNEQ6FQKBTLRomGQnEOhBAdSxwIJpfYR1eFEH90BY/z+TezuhFCfEYI8ctX6ngKxeWi1mkoFBfgUuyjl7nfduBxKeXtb7JNCviRlPLmK3lsheJSUSMNheIiEELcJ4T4h8XHnxVC/IUQ4nuLxb8+LIT4z4tFwL4jhDAXt7tFCPHkovPyd5dYN3wE+M6SfX9OCHFo0XH0DwCklHXghBBCeagprgmUaCgUl8cG4P3EtTH+CvihlPIGoAG8f1E4/h/gI1LKW4AvAb+/+Nm7gBehNer4EHCdlPJG4D8sOcYLwN0r8F0UigvylvSeUiiuIf6nlNIXQuwn9pRqjhz2A8PAFuB64IlFTzSd2IIaoA+YWXxcBhzgi0KIbwP/sOQY08DWq/gdFIplo0RDobg8XAApZSSE8OXpScKI+PclgINSyjvO8dkGkFj8fLAYgnqA2AH3M8D9i9slFrdVKFYdFZ5SKK4uR4AuIcQdAEIIUwhx3eJ7rwAbF1/PAHkp5ePAbxAXxWmyGWXxr7hGUKKhUFxFFuuBfwT4T0KIfcBe4M7Ft79NbFUNkAX+QQjxMvAk8JtLdnMX8P0VabBCcQFUyq1CsYoIIZ4Bfk5KuXCe928G/qWU8pMr2zKF4two0VAoVhEhxLuAhpTy5fO8/7PAMSnliRVtmEJxHpRoKBQKhWLZqDkNhUKhUCwbJRoKhUKhWDZKNBQKhUKxbJRoKBQKhWLZKNFQKBQKxbL5/wGbQRqLssUDzgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x=np.arange(Bins)\n",
"y=inhibitedmw\n",
"err = inhibitedsem\n",
"fig, ax = plt.subplots()\n",
"for i in range(len(y)):\n",
" ax.plot(x, y.iloc[i,:], label = y.index[i])\n",
" ax.fill_between(x, y.iloc[i,:]-err.iloc[i,:], y.iloc[i,:]+err.iloc[i,:], color='lightgrey')\n",
"ax.set_xlabel('Time(s)')\n",
"ax.set_ylabel('z-score')\n",
"ax.set_xticks([0,int((Bins/2)+1),Bins])\n",
"ax.set_xticklabels([-TimeRange,'0',TimeRange])\n",
"ax.set_xlim(0, Bins)\n",
"ax.axvline(int((Bins/2)+1), color = 'grey', ls = '--')\n",
"ax.legend(loc = 2, framealpha = 0, fontsize = 'xx-small')\n",
"len(inhibitedmw)"
]
},
{
"cell_type": "code",
"execution_count": 392,
"id": "b6da649c",
"metadata": {},
"outputs": [],
"source": [
"for i in range(200):\n",
" U, p = stats.mannwhitneyu(after.iloc[i,:], before.iloc[i,:])\n",
" labels = np.concatenate((np.ones(after.iloc[i,:].shape), np.zeros(before.iloc[i,:].shape)))\n",
" data = np.concatenate((after.iloc[i,:], before.iloc[i,:]))\n",
" A = auROC(labels, data)\n",
" auROC(labels, data)\n",
"\n",
" fpr = dict()\n",
" tpr = dict()\n",
" roc_auc = dict()\n",
" fpr, tpr, _ = ms.roc_curve(labels, data)\n"
]
},
{
"cell_type": "code",
"execution_count": 393,
"id": "7b561f53",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"lw = 2\n",
"plt.plot(\n",
" fpr,\n",
" tpr,\n",
" color=\"darkorange\",\n",
" lw=lw,\n",
" label=\"ROC curve (area = %0.2f)\" ,\n",
")\n",
"plt.plot([0, 1], [0, 1], color=\"navy\", lw=lw, linestyle=\"--\")\n",
"plt.xlim([0.0, 1.0])\n",
"plt.ylim([0.0, 1.05])\n",
"plt.xlabel(\"False Positive Rate\")\n",
"plt.ylabel(\"True Positive Rate\")\n",
"plt.title(\"Receiver operating characteristic example\")\n",
"plt.legend(loc=\"lower right\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3c6f82a0",
"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": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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