314 linhas
218 KiB
Plaintext
314 linhas
218 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"from scipy import signal, stats\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"from matplotlib.pyplot import *\n",
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"\n",
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"%matplotlib inline"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"# the sampling frequency of ganglion is 200 Hz\n",
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"fs = 200"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>timestamps</th>\n",
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" <th>C1</th>\n",
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" <th>C2</th>\n",
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" <th>C3</th>\n",
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" <th>C4</th>\n",
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" <th>tag</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>1.491954e+09</td>\n",
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" <td>11.126202</td>\n",
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" <td>16.109617</td>\n",
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" <td>11.887271</td>\n",
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" <td>13.461769</td>\n",
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" <td>baseline</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>1.491954e+09</td>\n",
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" <td>13.285994</td>\n",
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" <td>11.640438</td>\n",
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" <td>13.228025</td>\n",
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" <td>12.272481</td>\n",
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" <td>baseline</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>1.491954e+09</td>\n",
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" <td>10.552127</td>\n",
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" <td>13.127048</td>\n",
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" <td>16.128317</td>\n",
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" <td>12.289310</td>\n",
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" <td>baseline</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>1.491954e+09</td>\n",
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" <td>12.311749</td>\n",
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" <td>16.928656</td>\n",
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" <td>14.437882</td>\n",
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" <td>13.244855</td>\n",
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" <td>baseline</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>1.491954e+09</td>\n",
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" <td>12.068656</td>\n",
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" <td>13.413151</td>\n",
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" <td>15.056836</td>\n",
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" <td>15.520584</td>\n",
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" <td>baseline</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" timestamps C1 C2 C3 C4 tag\n",
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"0 1.491954e+09 11.126202 16.109617 11.887271 13.461769 baseline\n",
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"1 1.491954e+09 13.285994 11.640438 13.228025 12.272481 baseline\n",
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"2 1.491954e+09 10.552127 13.127048 16.128317 12.289310 baseline\n",
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"3 1.491954e+09 12.311749 16.928656 14.437882 13.244855 baseline\n",
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"4 1.491954e+09 12.068656 13.413151 15.056836 15.520584 baseline"
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"d = pd.read_csv('data/smell_1491953550.csv')\n",
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"d.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"200.02977421197346"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"## check the sampling rate (should be ~200Hz)\n",
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"diffs = np.diff(d.timestamps)\n",
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"diffs = diffs[diffs < 0.1]\n",
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"1/np.mean(diffs)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"X = np.array(d.ix[:, 1:5])\n",
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"tag = np.array(d.tag)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"freq, y_baseline = signal.welch(X[tag == 'baseline'].T, fs=fs)\n",
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"freq, y_smell = signal.welch(X[tag == 'smell'].T, fs=fs)\n",
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"\n",
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"y_baseline = y_baseline.T\n",
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"y_smell = y_smell.T"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
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"outputs": [
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{
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"data": {
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WYXPMUmafnUhVJy9WDVjCjhee4+nVczB3fJCnT67lPc7hbGvF1jOJfLTuNGPmH8RkLr4h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\nx6Hl9W/CeqOZGVvDmL0jHG8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/r+54FVVVmd5xOq2rtCZryxZinn8Bnw8/xG3oI8We43Rc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\nYII=\n",
|
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"text/plain": [
|
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"<matplotlib.figure.Figure at 0x7f1904276390>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"figure(figsize=(14,4))\n",
|
|
"for i in range(y_baseline.shape[1]):\n",
|
|
" _ = plot(freq, np.log(y_baseline[:, i]), label='Channel {}'.format(i+1))\n",
|
|
"legend()\n",
|
|
"title('Baseline')\n",
|
|
"xlim(0,50)\n",
|
|
"_ = xlabel('Frequency (Hz)')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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/752zYO8CMObo7Wz5hB7QXZISl1Vg4tWlBzmemENSViE5BvMVm3B3siPQ3ZFm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\nbXQsOoUC6w8H4TxvXomDf7mqXC4nX+ZS0iUsDS1p4dKCRo6Niq2oVQR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IeSRj6o7hs4af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\nREREWoT/D2rBlBdnw4LeAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f19042c4748>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"figure(figsize=(14,4))\n",
|
|
"for i in range(y_smell.shape[1]):\n",
|
|
" _ = plot(freq, np.log(y_smell[:, i]), label='Channel {}'.format(i+1))\n",
|
|
"legend()\n",
|
|
"title('During smell')\n",
|
|
"xlim(0,50)\n",
|
|
"_ = xlabel('Frequency (Hz)')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def moving_average(sig, n=5):\n",
|
|
" filt = np.ones(n) / n\n",
|
|
" return np.convolve(sig, filt, 'same')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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llFJOUtSIjbO0bt2aSZMmYbVaC0w+PDw8zr92dXXFYrEAMGLECFasWEFYWBjz589n9erV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SfA0rpQrAoMOpKlz1N28I1IoO1vF+nXsDyzujunX0inhd+qQ7kG0HtrnvssaNR+fvh27ESJKZMp\nMnBgvrYdn6Kh16qrBEUns3N4I2qUVqIHRATfrl0xtLLG4bV808eRjxlwbAANSzVkResVGKgMeBQc\nS9fllzlrt4gKlhoYfjHb/S+4uYDNHpv5s9ufOBbOOLRapxe++/MBe+4EMbxFRSZ3cMo3WWqAuBQN\ndWedYkSLikxsV/Wfz2W/3QD4xPjQ42AP+lfrz8T6+RcOHPrLbKK3baPigf2YVslmuN/J6XBtJcnf\neNL16GcUNS/Kjs47lPz3vxARPll1leDoZM5P/DBnis+ZoFKpbotI5rH+/67zvi6CXF1d5VZuXM0j\nvGBFQ0XFpW3+q62JCN9c+IZzz8/xR+c/qFqkarbr3gu/x4BjA6hjPoSr9xw5+82HlC+aTq5TlB+s\nagalailJ7dnIvcgvRKfDt7sS91nxwIEcO/Z+fOBjilsUZ3Xb1cofwp/AmhZQobli1JePN4YCRwQ2\ndoQoXxh7VwlVyCYanYaWu1vStExT5jSbA/ylaNbzE2w6dOBG37FM3vOQIpYmrOzvkiMvBvQ62NBB\nCfkaff2VEWh8ioa5x5+w9VpgutVUKrA2NaKQhQmOplHMiZuMuSTjVnkJpuXq8nHdMhTNpviITq9j\n8InBPIt5xr5u+3KlQiN6Pcm3bxN75Ajxx0+gi4nBwMYG63ZtsWrajMiVK1F7eVF02LBX3j+pWj2D\nNt7gpn8Um79omNY1+84WRUr4i5NQPvu5ODq9jqnuUznie4TBTl/jdqwcxW3M+HNEYwpZZB7mE6uO\nZfSZ0TyMfMiMxjPoUeU9kn3PhIgVK4hcvgLH69deOX+/r6R4PcWve3dKfD+FIp9nIVEcGwzr2gAC\nX54G2+yFLt8Lv8fg44NpUKoBLcu1JEYdQ6w6llh17KvfY9QxxKbGEqeOQ8j62VnDX8+Qk3rKvoSb\nVVRsamPIy8KGWBpbst15HgYrt5Nw9ixGpUpRfPw4bLp0eWvhkyJCyoMHxOzdR+LlyxiVLIlplcqY\nVq7y18KnchpVw9lHPVlz0ReXhjuJ1gRxrOcxTA3fvGfoEhJIffaMFG/vfxZIXl7ooqPBwAALFxes\n27bBunVrjMv8W0g2A05MVXzQJvq8PUGdC/Pg3C8w5DSUq58vTY7cepuLTyO48F3LNEJPSXfvogkK\nxrZrFzj+PdxcC98+BfMcLhrfMpErVxKxZCmVz5/DuGT2TKlzQmhsCh//7o5OL+wb3YQyhZQNxZfr\nNxA+fz4Vjx7BtGJFYtWx9D7cG53o2N1lN2aG1gRGJTFt3yN8wuO4ZfwlqpqfQJffsujxH2LVsXTc\n25E6dnX4vc3vmZbV64UfDj5i67VABja2Z0bXGlnmHmWX449CGLH1DruGN6ZBhSJw9Du4swkm+YOx\nOePPjedqyFWO9TiWRoU2t6T6++PTpSuFevSg1KwczKVXNFTmJJ8feHVokN5m6RWfSPquvc4PXarz\nRdPsheZmxf8WQQB/fgFex2HcQ8UAswCISYmhx8Ee2Jra8keXP9I8BDLi+0vfc/b5WXZ2OEr7367T\nybkUi3rXSb/wve2wfyS0ngHNJuTj6LMm7vhxgseNp/T8+coNOZv4RCSw8PYcbr08iftn7hjr9bCu\nNcSFwKirbz+eOz8IvAYb2kPrHxRBh2xyMegio8+MZnmr5bQo1wLRavH/rC/qoCD+/GoB6x5E07CC\nYvybY9VD96Vwajr0WAu10iqPPQiKwS8ykUIWJtiaG1PI3JhCFsZYmxm/YeRJtD9s7AyaRGWxncNd\n84C4AD45+AmuJV35vfXvedr5Eo2GxKtXiTtyhPhTp9EnJWFYqBCl583FqvmbMdyxyRp6rrxCeFwK\ne0c1oXLxf/KtWN8OkqJgzM1sL7j1omfW1Vns8d7D4Gqj+POMI1q9sHfUB9kWZEnSJDHh/ATcX7gz\nwWUCg50zlhF9X0i8dp3AQYMou2ol1h9++K6Hkylhv84havt2qly8kL2ThNBHygaGbVkYfAzMM99k\niEyOpPeh3pgYmrCz605sTDKfaOv0OuJT45VF0fOrqA+PQ+PUkdR6A0nVp5KqS0Wr15KqS0WjTqbY\noauU3X0FBHy61qaKFEN14DQG5uYUHT6MIgMGYGCWP0n3BUmKRkfnpZeIw5OUYr8zvdF0Pq2atfqh\niJDi4UH86dMknD6D2tsbANPq1bBu0wbr1m0wdayS8T0k4Iry7/nJhlznaOaIxEjl9Knih9BnW740\neScwmh6/X2FcmyqMa/PmqULi9Rs8HzYMUaux37IZizLGyuZhl8WK8Md7jG/XbhjY2OCwreBOrbxC\n4/lk1RVK2Zqxe8QH2Jobo42IwPvDlqh69yOgxyBWeE7DP+k2FTUTCY8oSUhcyiuxyGVtreh6qZuS\nJ1ovZ4qhGx9tZNHtRaxvt54GpTI/oRURZh/1ZO0lPz51LcuvPWq9+czNJVP2PuDQ/RDu/tAWY0MD\nxYR5a0/ou5uHhUvR92hfRtUZxcjaI/Pc198EfTWWRHd3Kp04nn3fpyg/WFoH2v8KjUehFz19j/Ql\nIjmCwx8fTuNZ9Nmaa3iHJ3Dxuw+xMMm7REFuFkHvX8ZuXgj3hEd7oeGwAlsAARQyK8SsJrN4FvOM\nZXeWZatOTEoMJ/xP0KViF+yLFGFgYwf23QvGOywDfYjan0H17spO1F8ux28L63btMK1alcgVKxBt\n5t4bsUkatl4L4OPf3Wm98AInb1uSrE3G86WnMvbQh9Bt2X9zAQSKv4ZjR7i8RJlcZ5NjfsewMbGh\nUcnG3Hsew75pC0l5+JDZlTqz7kE0Q5pWYNuXDXO+AIp4Cmd/hqqdoWavdIvUKluI7nXK0MLRjjrl\nCuFQzJJCFiZpb8aFHRTVOGML5WTp6oocea3Y29gz3mU8l4Mvs9d7b85ex79QGRtj1bw5pefOpcoV\nd8qtW0fFQwfTLIBAcTLfOKg+JkYGDHa7wcsEtXIh4ik8v6485LK5ABIR5t6Yyx7vPQyq/iUnr9Qg\nNlnDxsH1c6RIaWFswbJWy+jg0IFFtxex6PaiXMvpvy3Ma9cCY+P33jRVNBpiDx3C+sMPsx9KVdIZ\nem9RTkv/6KeEyWXA32GQsamx/NbytywXQACGBoYUMiuEg5EVtc8vooGpHU06LqNl+Za0d2hP10pd\n+bjKx/R26k3/2oPoMG01VY+fpFDL1jjuuY3qwGkK9+lDpZMnKDZ06H9iAQRgZmzIwk/r8DKyHIUN\nK7Hh0Qa0+qzvGSqVCvMaNSj+9ddUPHSQSsePUXzitxiYmhG5bDl+3bvj074DYfPmk3TnTloPmHIN\nFf+2tyWVfXE+aJKUTch8QESYc+wJxaxMGNrszaT1pDt3eT5yJMblymJcpgwhP8xAX8QJilWFB7vy\npf+CQv3sGWpvb2w6prWAyE+qlrRm9QAX/CIT6b36Kv3XXafF+odcs6tK5N79jD28EL+kGxDVBdQO\nNKxYlK9bV2FJnzocHduMrsVClIbKpBUDyoq+1fpS0rIki24vQi+ZyzqrVCq+71SNsa2rsOtWEON3\n3kvX7ygniAgXn0byQaWiygIIwL6p8tz2PsGSO0soYlaEz6vnj4kvQNKtW8SfOkXRoV/mzPjW+y/p\n7r+ksQ1UBkysP5HwpHA2Pd6Upvg37RyJTFCz+WpAfgw7V/zfWgRdmKeELDX+qsC7alqmKb2r9maz\nx2ZuhGSuVw+w/9l+UvWp9K6qKMyMaFEJSxMjfjv9NP0KKpWyC2RZHPYMhdSk/Bx+pqgMDLD7agyp\n/v7EHjqc5rpWp+ecVzijt9+h/uzTTNv/iCS1jqmdqtG0rLJTss99k3Ji4TIInNJXn9JGRxO5ahXa\nyMiCfDl5p/V0UMfB5ewdo0cnJXLK/wy2+no0nXeRkXMPUPHgVp5UrEPTob05+00LpnepjpFhDr9+\nep1yOmhioRzp50doYZEK8MVxKN8YTnwPaz6E5zezXb2PUx8alGzA/FvzeZGQPwZoBmZmWDVtkunN\nt1wRC9Z+7kp4nJqhm2+RotEp8usqQ2UDIRuICL/d+Y3tT7bTz2kAt+834Fl4AqsGuLyKPc8JxobG\nzGk2h16Ovdj4aCM/Xv0RnV6X43beFgbm5phXr/7em6YmXLiALioK2x4f56xixQ/ho1WK58q6Nhka\nbi69u5SboTeZ3mg6TkWcst9+6ENY01LJP+q+QvEYywTjUqUou2QxDn/+SaVjRyk5fRpGRYpkv7/3\nhDrlCjGgkQMhAR8QnBDMcf/jOW7DxMGBokOG4LBDOd0rOXMmJvb2RG3ZQkDffng3b0H4woVIquIN\nhoEhVO2ouNBr1fn8iv5FlB/cXK94jOVSYv/fnPMK54ZfFF+3roKl6T873smPHvN82DCM7IpRfsMG\nSv74I6l+frxc89cpf+AViH53E8SsiDt2HFQqrNu1LfC+PqhUjEWf1iFBrSU+RYOrQ2FMunSjaEoc\njZJO0KJMa+6P+4n9o5vwW+86jGvjSPc6Zahe2gaC7yjS43bZT1/4G1NDU76q+xWPXz7mhP+JLMur\nVIoM9KQOThy8/4Ix2++g1ubuOSAiXPKOJDgmmRZVX3seGptBxQ+56nuS66HXGVpzKJbG2Q/Xz7RP\nvZ6wufMwKlGCIoMG5azy0xNQtAoU/Uclz6WEC23t27Lu4TruR9x/o7irQxFaONqx6oIP8SmafBh9\nzvm/swgK91RkJRsU7CnQ60xwmYC9jT1T3acSn5qx4rde9Ox6uot6xetRpbCSXFbY0oQvmlbg6MNQ\nHgVnsEtpUQQ+XgkvveHktIJ4CRli1bo1ZtWrE75gAcmPHwPwNCyeX4968sGcswzeeBP3Z5H0bVCe\nw1815fi4ZgxtXpGVn32Iqc6OwJCjpNg4QPvZ6bavCQkhoF9/IhYvwb9vP1ID3t8bPSVqQO0+Skx6\n7L8tsBTC4lLYfj2QIW43abx0OWp9MoGBVWlgX4jlwUcxszCny8YlDGtRmYp2Vum2kSVXlkHwLei0\nQDFBzS8KlVcSLD/drDjMr28Lh77O1smXgcqAWU1mISL84P5Dljtl+Und8oVZ3LsOd5/HMHHnbeT+\nDnDskO1Tx1UPVrHx0UZ6OfYi1K8tV55FMbdnLZpVyb2vmKGBIdMbTWdozaHs8d7Drzd+fa9PhMxd\nXUh+9Ah9Ssq7HkqGxOzdh6FdMayaNct55Vq9FDn4xEhY21IJI3mNMwFnXn0GulfO2gPjFY/3K6GX\neq0SblexRbarmjvXyFQ6+7/AhLZVsdLXxlRfmnUP1+Xpe29kZ0fhPr0pv3YNjlfcKb1wARZ16/Jy\n7ToCBnyOJixMKejUBVLjwe9SPr2KDDg3GwyM4MP8sXLQ6YW5x7xwKGpBn9fEb1K8vHg+ZAiGNjbY\nu7lhXLw4Vk2bYNOtK5Fr16K2/CsP6eHufBlHfiMixB07hkX9+hgXfzuRHl1rl+bypFYcGNOUJX3q\n0n5Ye+ItDOjoYcqvzX/KOJwy+DaUrpPr/OrOFTrjWNiRJXeWkKpLzVadkR9WYmbX6px4HMawzbeV\njbpsEh6fwpqLPrRffJHPN9zA1tyYNtXefOZL5TYsNlVTyqxYtkJSs0vcsWOkPHyI3bhxGJhnbNWR\nBnWCYjLvmFYmfWrDqZSwKMHoM6PxjfF949o37RyJSdKw0d0/jyPPHf83FkHqBCVEyMQSPij4U6C/\nsTC2YHbT2UQkRfDr9V8zLHftxTWexz9P80H9slkFbM2NWXjSK+NOKn4IjcfArfVKrtNbQqVSUXrB\nfMTYBJ9+A/h24ira/XaRdZf9qFW2EKv61+P6962Z2a0GzmVsX918zE0M6WQieJgZ8EX8l/ilY7is\n9vXFv28/tOHhlJg2DX1cHP6f9SX54aO39vpyzIdTQPRwYc4bf34UHEv35ZdpOPsM3+97iFdYPA7l\nn2JjXJib3wznZyMfLDwfUGLSxLyZUoY/UcILnboUTEy8SqWEX465oRgM39kCy+sruWlZTOLLWJVh\nYv2JXA+9zh9P/sj/sWVCx5qlmNLRiRSPY6gSI7hi25GwuKwn9Duf7OT3e7/TreuSSQwAACAASURB\nVFI3TGM+Yf+9F3zbzjF9xbkcolKpGFtvLINqDGKn1062eeZPTkFBYOHiChoNyQ8evOuhpIs2IoKE\nCxco1L17jkw+36BCMxh2HmzLwbZecGU5iOAf689U96k4F3VmcoNsTnj1ejj7C+weCCWclXbL1Mvd\nuP7D2FoY8137asSENMcnxofzz8/nS7uG1tbYdu5M2WVLKbN4MWpvb/x69CTx+g3lWWhsCU/SRifk\nGyH34eEuaDRS8VbLB/beCcIrLJ6J7Z1ehTOpfX0J/GIIKjMzym9yw7hUqVflS0yejKGlJSELViPl\nGivGqe/hRor6qTepvr7YdMyZimx+odPrmHxtGu7OBtT2UmOemEFYpjYVQh/k6XtqaGDIBJcJBCcE\ns8sr+yGKg5pUYG7Pmlz0jmDwxpskqjMOHU3V6jn+KETZSP31LLOPPsHK1IjZH9fk0qSWlLB5M2T2\nlKUFHqamjLKpntaXMZfo1WoiFi7CtFo1bLtlX/UVAL8LoEtNdxFU1Lwoq9quwkhlxPDTwwlNDH11\nrVbZQrSrXoK1l3yJTXr7p0H/nUWQXq+EHTw7A9dWwZFvYFM3WFgNfi2j3BgbjVROT94iNe1qMrzW\ncA75HsrwqHTX010UNi1MW/s3j4xtzIwZ0aIS57wiuB2Qya576x+gRE04MFoxjHsLhMenMONuAgPr\nDcPfpDCDDi9jaaEgrk1pzbqBrnRwLpW+MeeD3TQMeUKCgQGeppYM2vhazgaQ/PARAf36I6mp2G/e\nRJH+/bDfvh0Dc3MCBg4k4VIB7/LllsL24DoE7m5Vck9QjEVHb79DSGwKE9tX5cS45hwbV59I/X26\nVOqI0ctIwufPx6JxIwp98knu+9Zp/wqDs8q/MLiMMLWG9r/A8AtQpKLSr1tnZRGWCT2r9KRJmSYs\nvrOYwLj01ekKiqFVU5hd6CARFGLARVsazj5D64Xn+eHAI44/Ck1zY/WP9Wf+rfk0LdMUR8MhrLzg\nR9+G5RndsnK+jmu8y3hal2/NvJvz8m2SmN9Y1KsL8N7mBcUePAQ6HbY98qi4V9gevjihbCKcnErS\nvmGMPzcOYwNjFn24KHuTCHU87OwPF+dB3f5KPl1+nsj+x/jUtRxO1k1RaYuy+v7afD/xtOnQHofd\nuzC0tSXwiy94uWUHUrk1eB1V5gMFwekfFTW2Jnk3WQdFSGLRqafULmtLp5qKclpqYCCBgwaDSkX5\njRsxKVfujTpGRYpQfPIkku/eJSbCUclrC7mfXvPvlLhjR8HAAOt27d5J/6serOJ6yHUc+48EjZa4\nwxnki4U/VibnucgHep0PSn9Aw1INWf1gdaaRP/+md/3yLO5dhxv+UQxYf53Y5DefR4+CY5l58DEN\nZ59mxNY7PHoRy7DmFTk9oQV7RzWhb8Py2JgZv1FHq9eyzGs7lfQGdA31y9Prep3orVvRvHhBie8m\n5lgZmKfHwdRGCa1Ph3LW5VjVdhXxqfGMODWCWPU/EVDj2zoSn6Jl7SXfdOtmB40udwuo93cRlBz9\n147bIFjZFGaXhsU1YWsPOD4JHuyG1EQlDKHVdOizXdmtfwd8WetLaharyU/XfiI86c1FSlhiGOef\nn+ejKh+l+6Ad+IE9xaxMWXAig9wgUFyje65VHsIHRhforlCKRsfK8z60WnCBPXeCaNvcmQrbtmDT\nuBFV3BbDlvUZP+yifOHIN7gWqQ5Ar6aphMamMGTTLZJTdSReu0bgwIEYmJvjsG0rZtWVcqYVK2C/\nYzsm9vY8HzmKmH3vqW9Js2+UZMSzPwHw8xEPAqOSWN63HqNbVqZqSWvOB51HrVPT0aEDoTN/RPR6\nSs2alTfPgCtL4cUd6Lzg7QlMlKypTBq7LoGwx7CqCZyemWFumkql4sfGP2JkYMQ092lvJxdGHQ8n\npqJa1Qw7iaJo7xUcHNuC7zs5UbawBbtvBTFi623q/nSSbssvM/f4Ey4+DeP7y1MxNTSlVdHR/HjQ\nk9ZOxZnVrUa++jqAEir4a7NfqV60Ot9d/E4RC3nPMCxUCNMqVd56XpBap2af9z4GHR/E3BtzUevS\n5nmICDH79mJeuzamFfPBAd3UCnptQlpM4ceQM/jE+DDXdRKlrEplXTfKF9a1VR70HeYqKlNGORQ1\n+T+GoYGKWd1rkRzRHI+oR1wPvZ7vfZhWqoTDrl1Yt25N+Lx5BB9LRhcdroQF5ze+58HnDDT7Nks1\nweyy+ao/IbEpTOqo+MZoXrwgYNAgJDWV8hvWY1oxfWlg2+7dsfygMeF/XkGjNlNOg94jRIT4Y8ex\naNggjYz62+BK8BVW319Nt0rd6NR2JGbVqxOzLwNxnuC/7m2l83Ziq1KpmOAygRh1DBsebchR3e51\nyrCibz0eBsfSb901noUnsP6yHx2XXKLLsstsvx7IB5WLsXFwfdwntWJSB6c3VU//xUGfg/jH+fNV\nsYYYBl7LVPgluyg52quxatECy8bpL2QyRETJ16vUCgyNMyzmVMSJpS2XEhgfyJgzY0jWJgNQrZQN\nXWqVYoO73xub5jnh8cvHuapnOHPmzFxVLGjW/DJh5jC720oSZGEHqNIG6vSFD8ZCm5nQaiq4DIRq\nXcD+A8VITfVu1nSGKkNcSriw48kOvKK86Fyx86sJ1WaPzdwMvckvTX/B1jRtsrWxoQHGhiq2Xg+k\nvkMRyhfJQJHK0k7Zpb+xWjGAzeOuxr8REU48DmXollscfRhKc0c71n7uSo96ZSle1Bqbjh3RvAgh\nevNmtOHhWDVv9o+fhQjc36GoMKHCqv8+DodcxsRYx9iGvVjv7of+4llKLZiBSflylN+8CZOyb4Yd\nGVpaYtOlM8n37xPttgmVsQnmLvXyfWKaJ0wsQaeBW+u5ZujCzPPRjPywEr3r/7OTt+TOErR6LUND\nqxK1bh0lJn6brsJZtgm4AvtHKTvYLb9/uz5LKpUSR113ACRGKDlRD3YrYgrF0hqnWZlYUdyiONs8\nt2FpbEmd4hnIv+cVESX/b0cf8DkL9T6Hz3agKl2b4tZmuNgX4eO6ZRjWvCLNqthRytacFzHJHH0Y\nwkH/HUQZuFMspT/7rhlTvbQt6we5YppPZm3/xtjAmBZlW3DE7whHfI/Q3qE9Via5zAkrIFK8n5J4\n/gJFhwwpcI+aiKQINj7ayJRLUzjqdxQDlQHuL9y58PwCDUo2oJDZP5PPlIcPebl6DcVGjcLcuUb+\nDEClYkdKIBsjrvNVXBIfPT6t7FxmFvrkcw62fAypCdD3D6j5yX/L76wAKWVrjv8La3xSzhIQ50dP\nx4/yvQ8DExOsO3TAwMKC6D8PEh9khmWJFIxq56MimV6vbLgaGsPHq8Aw73K9sUkaRm27Q+NKRfmq\nVRU0YeEEDByIPjaO8hs3YF6tWoZ1VSoV5nXrEr11GxpdcWxMb0GjUfCWPKSyQu3pycs1ayg6bCjm\nNfLpu5lNQhNDGX5qOGWsy7Ck1RKMDY0RjZbYPXuxbtMGo2LF3qxwc51i09F6ep6/t3YWdgTEBbD/\n2X66VeqWo3t55eJW1Cxry+YrAWx09+fi0whKFzJjTMvKLOhVm571ylKhmGWW3kJqnZrx58ZTybYS\n3zgPQ3VvC5SqDcUz/jxlh/CFi0i+c4eyy5flXLAl5D5cXQ5NxmVptVHGugwVbCuwxWMLT6Of0s6h\nHQYqAxxLWLPR3Q+BXOXlHvU7ysGVB0Nmzpy5JkcVReS9/HGpXUNEkyL/Jf7w/EOc3Zxlh+cOERFJ\n1aVKq52tZPip4ZnWS9FopfHs09J9+WXR6/UZF9TrRTZ/LPJTcZHwJ/k27kfBMdJ79RWxn3RY2i26\nIJeeRmTQvV7CFv0mHlWdJHDYcNElJookRIjs6Csyw0ZkQ0eRKD8REZl+ebo02dFEdHqdHJq9Uh5W\nrSYX23YTbXR0pmPRq9US9M234lHVSUJm/SR6rTbfXme+kBInujkV5PqMD6TT4gui1uheXYpOjpY6\nm+rIsjM/i1fDRuL3ae+8jf+lj8gcB5GlLiJJUfkw+Dzi7y6yvKHyb/1HP5HU5DRF9Hq9jD0zVupt\nrifPop/l/xginops6q6MYWVTkcAb2a76IOyJ1NlUV9pvHyztF1+QDosvSkT827nHeEV5ScNtDeWT\ng59IYmriW+kzu8QcOiweVZ0k6eGjAuvjUcQjmXxxstTZXEdqutWUMafHyNUXV0Wv18uF5xekyY4m\n0mBrAznsc/hVnRczZohn7TqijYvLt3HcDbsrdTbXkTGnx4gu5IHIbzVFZtmJ3N2etrBeL3L1d5GZ\nhZXP/UuffBvH/yXC41LEeeEUcXZzlrthdwu0r4Sr18Srbg154uwkscdP5F/DD/co95T0Pge5ZNah\nx+Iw+bB4vIgVTWSkPOvUWZ7UrSdJd7P/HkWsWSMeVZ0kdkhxEe9T+Ta2vBK2YIF4VK8hmqi3+1xK\n1aVK/yP9pcHWBuIb4/vq79roaPF0rikhv/ySttLyhiJbe+XbGJ7HPZe6m+vK9MvTc1X/ht9LmX/8\niTwJyd19ze2Rmzi7Ocv1F9dFtBqRX8uL7B2Rq7b+JsXXVzxqOMuLH2bkroFzc0Rm2CrzwWyy88lO\ncXZzlmmXp72a947feVccpx6VsNi0c4usGHV6lAC3JIdrjXe+2Mnox8XFJcdvwrtGr9fL8FPDxXWL\nq/jG+Mop/1Pi7OYsZwPOZll3x/UAsZ90WCbvefDGxDoNcSEicysoE0CNOk/jjYhPkcl77ovD5MNS\n58cTsvmqv2i0mfT9F1E7dohHteri26WtaH6sJDKrmMjlJSK6fyb8B54dEGc3Z/FcMls8qjrJ2W59\nxPGbPbLukm8mLSvodToJnTNXPKo6yfOxX4su5f1ZDOv1etm6eLLIDBsJunn4jWu7vHaJs5uzeIwa\nIp7ONSXF2zv3HSVFiyxzFZljLxJZAIuJ3KJNFbm4QJkwnPwh3SIRSRHSdEdT6X2ot2h0mvzpV50o\ncnqWyI9FRWaXE7m2+o3PW1ZodBrpc6iPNN3RVCKSsn+jzk8uBV2SWptqyejTo0Wbg7EXNKkhIeJR\n1Uleurnla7sanUaO+x2XAUcHiLObszTY2kB+vf6rBMQGpCkbkhDyqtwM9xmSGB8tT1zrS9DEifk2\nnsikSGm1q5V0+LODxKpjlT8mvhTZ2Fn5PB//XplUiCgbcPtGKX/f/plISv4txP4vsuL8I6mxroH0\n3j+0wPtKPbZQfBtXFI+qThI2f77oNXm8x2hTRRbXFlnROEf3lMxYcc77r+f5fdFGR4tPt+7iWbuO\nJN7I/qaNiIg+NVV8unWTp3UdRbttcJrrqdrUfBlvjsak14t36zYSMOTLt973kttLxNnNWY75Hktz\n7fnX48SrUWPRq1+bF6XEKZPzc7/m6zjm3pgrtTbVkqdRT/O13ayIV8dL0x1NZeiJ175nu78QmVdJ\nRJf13C0jAkePlid164kmIpfPxjUtRda2znG1FXdXiLObsyy+vVhERPwjE6TilCMy40D2NuTUGp3c\nDYyWFecfSu2NDXK1CHp/w+HWrJk5bNiwdz2MHKFSqWhYsiF/ev/JzdCbeEV7oRMdUxtOxSCLUL3q\npWxQa/W4XfHnqs9LPnSye8NP4BWmVlC0Mlz7XUn2q9Qyx+NUa3VsuOzHqK13uB8Uy+AmFVjZ34UG\nFYpkeRQLYF7FHrOka0Rf8CIuwASrcesxbPjZG+GIlsaWsGIzVfffx6ZTR2qsWo5nVCob3P2oWsKa\nKiUy9tRQqVRYNW2CgZUV0Zs2kXzrFtZt2mBg+u5j8LdeD2TWLUMGW12nWPQ9qDfw1RH7oluLqP1E\nTZ39nth9NQab9mlVUrKFTqOEFoY8gH67lJC09wUDQyX8NC4Ebq5VYoBty7xRxMLYgjJWZdjmuQ1j\nA2NcS+bIwDktT47C9t7w9BjU/FQJSarYPEfhr+sfrueQ7yF+bvoztexq5W08uaS8TXkKmxZmi+cW\n4jXxNC3T9J2M498YWlkRu28/otFi0ynvIUax6li2P9nO5EuT2eu9FyOVESNqj2B2s9m0Lt863bBg\nKxMrulTqglavZduTbUQfPUyNOy8pMWVKmtDZ3KDVa/n63NcExAWwpt0aylj99Zk1NldMh1Ni4PpK\nJdekdF3Y2U/J/2n+nSJGYvzfMDN9V9QpV4ztN3wJ1p2lWemWlLDMvcx8VhgWt8c2ZD46u/pE7ztF\n0p27WDVrhoFF9s2N3+DWBkURrvvv6Yb55gQRYf4JLxaf9qZ7ndL83LYCwV8OJfXZM8qu/B3LRo1y\n1J7K0BAzZ2eidvyJLsQH6x5DCFNHv5Lf//n6z2z22Mz+Z/s5GXAS92B37obfxSvKi6CEIF4mvyRZ\nl4yBygBTQ9N8CS9PefSIqPXrKTZ8OGbV8xaClRMeRjxk+pXpdKvUjWG1084NDSwsiNm9G9Nq1TCt\n9JdPjfsS8L+o5I3b5v0+8jc1itZgt9duAuID6Fyxc761mxVrH67lcvBlFrRYQHGLv/KDNSlKzphj\n+1wpGsafP0/k0mUUGzMGq+a5sCFICIcTU8DlC3BokqOqriVciUyOZKvnVmxMbGhu70pobDK7bgbR\nw6VsGkGIlwlq3J+9ZPetIJae8WbGkWvsfubGneTliEEK4fvDcxwOl/fA1//xBnYWdsxoPIMJ5ycA\nMLrOaAyzoU1vYKBickcnnMvYMHH3A7ouu8yq/i7ULZ+OQ7pTZ2Xy7b4UStZSYtSzgYhwyiOMX456\nEvAyiVZOxZnauRqVcuJbE3AF9g3HOjUI+3H9eb7hNv5jplNuVTHMa9dW+tFqMZizku7XhcctytNz\n/nxUhob81rsOYWuv8fXOexS3McXFPvO406KDBmFkZ8eLyVMI6NefcmvXYFyyZPbHms/4RCTwyxEP\nGjmWxqLuD3BgJHjsB+ceRCRF8Nj/BqsOm2JatSpFv/wyd52IwLFJ4HtOMWB0eD8mymlo/4uSK7Fv\nBIy4rBi4vn7ZoT2nA06z6sEqWpRrkTMTyr+J9lfei6fHwc4JBh3J1fvxNPopv9//nfYO7WnvkMuF\naT7Rx6kPAXEBbPXcSnnr8vSt1vedjudvLFxdSLh0GRHJ9UQpUZPIkjtL2P9sP8naZBqWbMj3Db6n\nednm2boHGhsYM85lHK4lXQkbOoqIQiq8i4bSLVejeZNld5dxI/QGPzf5Oe1n0dAYOs1XJK+PfAMr\nGigCKL3coEYODVr/P8XY0IAfPxzGhKunmH5+Gfs//b3gOrMpjUF5V0qVi8a8/WxCf/wRv56fUHbJ\n4lfPoGyjToALc8G+KVTJm+GnXi/MOuyB2xV/PmtQnlltKxA8fDgpT55QdulSrJrkbIL4N+Y1a2LZ\n7UNiDpxn5YqP2F80HEFwLurMsFrDSNIkEZEcQWRyJJ5RnkQmR5KoSUzTjpGBESUtSjLeZTztHHKv\n6BZ37DgYG2PdpnWu28gpKdoUprpPxc7cjkkNJqVbxrJJE4yKFyd27z5s2rVTnh+XFirWD+VztvjM\nikJmhRhScwiL7yzmZuhN6pesn6/tp8fL5JdseryJdvbtqFHstTysym0AlSJMkMNccX1SEmGzfsKk\nciWKDh6Uu4F5n1T+m440dlaoVCqmNpxKdEo0c2/OpYhZEca0asme28EsO+PNoCYO3A6I5k5ADHcC\no/GLVD7XJmZR2JW9hlnFqwhampdpzai6Q6lBzvPTVPIe6s8DuLq6yq1bBaAA85aYdnkaJwNOcuTj\nI9hZ5GxXzDMkjmFbbhEWq+bnj5z5tH65tIVSExWJ8OBbUPsz6DgXzDJ2ub/3PIa5x55w1fclVYpb\nMa1LdVo45mBcWrXixXRlmSI3+/FqKN+IVH9/AocOQxsRQZlFC7Fs0oTgb74h4fQZ7ndxYqXrS873\nvvBqYhWVmErPlVeISUplz8gPsmUcmnjtGkGjx2BgbU35tWswrZK33brcoNHp6bnyCoFRSZwY15wS\nVsawqqnyvoy+zlavncT8OJvWj1Q47NyV+0Tu66vh2HeKRGvbWfn7IvIbv4uwqSs0HAkd56S5HJMS\nw0cHPqKoeVH+6PwHxpmoxryBiKKId242qAwV08JGIzNVnckIjV5DvyP9CEsKY3/3/RQ2S2dT4S2j\n0+sYd34cF4MusqzVMpqXzYNwRj4RvWsXoT/MoOLRoxkqVmVGYFwgY8+OxT/On26VutGvWj+qFsm5\nOzuAJjiYZ23acrldaZbWC+Ojyh/xfcPvMTfKgXHfa5wJPMO4c+Po5diLHxr/kHnhwGvKPa7FJCj1\nbk4M/8t02PwdQfrjbGzzJ/XLOhZcR5cWwZkfYfxjUoLjCPpqLJrgYMzr1cOmUyds2rfDyC4bz7fz\nc+H8bPjyDJTN+Ym16HRoIyJQPw9iy/5rBHj40NxGSw2DRFJ9fNBGRlJm0SJsOuR8gpiiTeFi0EWO\n+h3luu8F5q5OQWeiwuu3kXRw7IqDrUOGdZM0SUQmRxKZHPlqgRSZHMmVF1fweOnBsFrDGF1ndJYR\nKmlerwjPWrfGrIoj5VavyvFryi3zb85ns8dmVrdZzQdlPsiwXPjCRbzcsIEq589hdGqMYqw75maa\naIX8IEWbQpd9XbAzt2N75+0FLuI058Yc/njyB/u676OC7b/u0evagl6j+JblgLB584nasAH7bVux\ncMml2NbOARB0CyZ45Fp4Qq1TM+LUCO5F3GNFqxWcuGXDpqsBr64XszKhXvnC2JeKxV97mBsRZzFU\nGdKtUjcGOw/G3sYeAJVKdVtEcvZFzmn83Nv6+S/mBL2OTq+TyKTIXNePSlBLv7XXxH7SYZm+/6Gk\nppero00VOfOzyMxCIouclcT1f+EVGidDN90U+0mHpd6sk+Lm7petvJ83CHkgsqKREh9/8GuRlPg3\nLmsiIsS35yfiUa26+HTpquQXbNose57uEWc3Z/GJfjOh2D8yQerNOinN5p7NdmJ6sqenPG3aTJ7U\nb5CjxNL8YsGJJ2I/6bAce/jinz8+Oaq8JzfXy/e/dVFi1BcsyH0nT08q/5Y7+uYpvvetcuRb5T3w\nu5Tu5XOB58TZzVmW3F6S/TYvL1ba3NFXJCYoT8P7/e7v4uzmLKf9T+epnfwmMTVReh3sJQ22NpAn\nL/NP5CS3pPj4iEdVJ4natSvHdS8FXZLG2xtL0x1N5dqLa3keS/jy5YpQQ4CfLL2zVGq61ZTu+7pn\nW2hDr9dLRFKE3Am7I3uf7pVG2xpJn0N9RK3NWw7l/8ia+y8CpMaGOtJm0+iC7SjiqXKPuLZaRJTE\n+Ijff3/1/PGoVl38Bw6SqJ07M07ejw8X+aW0IvKSCXqdTlJ8fCTm4CEJX7FCgr//XvwHDhLvtu3E\nw7mm0t9rP15Nmorfp70laPwEiTubdT7w62h1WnEPdpepl6ZKo22NxNnNWVrubClzb8yVRwv6ikdV\nJwn/bV6O2nwdtVYtP7j/IM5uzjLm9BiJV8dnXek1Eu/cEY+qThKzf3+ux5BTboXekppuNWXWlVlZ\nlk3x9RWPqk4SOfuv59LlxQU6tn3e+zLMUcpPguKDpO7mujLDfUb6BS7MU15vXGi220z28BCP6jXk\nxbTcCTyIiJKX/ksZkYNjc9/GX8Sp46TngZ5Sf2t9cQ+8I3OPecqe28/FPzJBboXcklGnR73KLV1w\nc4GEJYalaYNc5AT97yToPUar0zPvhBdrLvrSoEIRfu9Xj2JW6eTFPL8Be4cpx79Nx8GH3/M8Tsvi\n097suxuEpYkRQ5tX5IumFbBKL88oI/Q6Jab23GzFhLbbcnBM/xhdn5RE8PgJJLi7U/rX2dh27Upg\nXCCd93VmeqPpfFr10zfK3w2M5rO116ha0oY/hjbC3CTrcJnUoGACv/gCfWws9jt25GrHOjfcDoii\n16qr9KhXlgW9Xgu3EIENHXge4YfPfkNszAtT59hZDMxykT8Q5gHr20ERBxh8XMn9+i+QmqiciOl1\nMNJdkXH/F1MvT+WI7xGWtlqa9anHoz3w5xdQowf0XJ8nSVjPl570PdKX9hXaM6dZ2pOqd01YYhh9\nj/ZFhYrtnbf/E+P9DhARvJs0xapZM0rPzd57JSJseLSBJXeW4FjYkSWtlvyTa5Pbcej1+LRrj3HZ\nsti7bQTgyosrTLk0hSRNElMbTeWjyh+h0+sITQolMC6Q5/HPCYoPIjBe+f15/PNX/hMAxS2Ks7Xj\n1uz5Af2PPPPpn9/ikXCaufV30LlGAeaMLK8P1iVh4KE3/qz29ibu2DHijhwlNSAAjIyw/KAxNh07\nYd2mNYbWf92jjk2CG2th9PVXuUCi05Hq70/K48ekPH5M8uPHqD080Sf9449mZGeHcZkyGJcpg6pU\nKXY913IxzpienVz5rGuD3N3/gT+f/snyu8t5mfISK2Mr2tq3pVPFTtQvUV8JJ43wIrhfO+JfWFHh\n4KFce2eJCDue7GDezXnY29iztNXSVzvpWRH2669Eb99BlSvu/7yPBUiSJomeB3siCHu77cXCOOu8\nL/8+fdD536dif2tUI91zFUGQXXR6Hb0P9+Z5/PNXOY8FwdTLUznud5wjPY5Q0jKdlICQ+7C6uZLX\nVrdflu2JTod/n8/QvHhBpaNHMLTNOIooU3zPw+bu8NkfUDXv+aQRSREMODaAJE0Smzpu4nn8c9Y9\nXMfd8LsUNi1Mv2r96OPUJ928UsjdSdD/FkH/AQ7cC2bSngcUtjBh9QAXapVNx8hNnaAkp93ZTIi5\nI1/EDcVXVY6BHzgwskUlCltmwxH9bxIj4d52uO0GUT5KTG3n38Ayc1M00evRxcS80pgXEdrsboNL\nCRfmtZiXpvyJx6GM2HqbzjVLseyzutk6Tk4NDMS/z2cYWFjg8MeOtJ4A+UyCWkvHJRcBODq2Gdb/\nStQj5AFnxvem9D2w+MIR++Ercp6AmRABa1spQhdDzxbI0X2BEngNNnQAl0HQdXGay3GpcQw5MQTv\naG+mNppKL8de6bfj7w5bPoIyrjBgX56S0TU6Db2P9CYmJYZ93fdleNN8AzwZKAAAIABJREFU1zyJ\nesLnxz7HwcYBtw5u2XrIFxRBX31FiucTKp8+lWXZJE0SP1z5gRP+J+jo0JEfm/yY63C110m8foPA\ngQMpPW8utt3+yQaKSIpg8qXJ3Ai9QSnLUkQkR6DVa19dNzYwpqx1WcpZl6O8dfk3fi9jVSb7oZj/\nI8/4RAfy0YGuWKpbcOnLxRgbFpC3zemZSl7sxGfKJt2/EBHUnp7EHT1K3NFjaF68QGVsjGXz5ti4\n2GPlNw+tfTdSindPd8GjMjPDzMkJsxo1Xv2YONi/EuhJUGsZuukW1/xe8stHNenbsHyuX8q6h+tY\ncmcJ9UvWp69TX5qVbYapYdoNT+2iZvhseolpzXrYb96cJ1+vGyE3+ObCN+hEx/zm82lSJvOcJdHr\nedayFWbOzpRbsTzX/eaEn6/9zC6vXWxovyHbAjvRswYSuv0GDr9NxrzjwAIeobKZNf78eB5GPmRE\n7RGMrD0yx2GGmXEl+AojTo/g8+qf8239b9MvJAKLqkG5BvDp5izbjNqylbBffqH0ggXYdsmDsMPx\nKXBzPUzyU3wU84GAuAA+P/Y5ceo4tKKllGUpBtYYSI8qPbJ8xvwvHO7/MA+DYuSDX89IlalH5c9b\nz9Ncj01OlQUnnsjo6bMk8ocykjqzmMScW5r9sCqdTuTZWZFdAxUZ4hk2IuvaiTzap/hl5JKJFyZK\ny50tM/Q/+v3cM7GfdFiWn82+nHTSgwfiWaeu+PboKbqEhFyPLTt8u+ueVJh8WG76vUz3euLt2/LI\nyUk296ur+Df9VEKR41Rn0wsmNVlkXVulXtDtfBz5W+bEVOUz451+2FlCaoKMODVCnN2cZeGthaLT\n/+tzGf5E5NdyiidSYvrvdU74W0r1fOD5PLdV0Fx4fkFqbaolX5356p1KZ0du3CgeVZ0kNTTzkIrn\ncc+lx4EeUmtTLdnwcEPm3mY5JPi7SfLExVV0SUlprml1Wln/cL2MPzdeFt1aJLu9dsv1F9flRfyL\n90py/H+IDDw0TmpsqCvLzt8ruE6e31LuOfd2ZFlUr9dL0t27EvrLL/K0Qb00IWyeteuIX+8+EjLr\nJ4nes1eSvbwyld6OSUyV7ssvS8UpR2T/3dyH7Or1ell0a5E4uznL5IuTs7YUuLJCogeUUEJXd+7M\ndb9/8/p3eePDjZl+lxNv3VJC4Q4eynO/2cE92F2c3Zxl7o252a8U4S3a6Xbi6VxdXkxP38KhIEjR\npsi0y9OUMMMzOQ8zTI/E1ET5+erP4uzmLF32dpHo5Mw9FuXAGJHZZZU0iUxIDQmRJ/VcJGDIl3m/\ndy+pK7KlZ97aSIdHkY9k5KmRcuDZAUnVZV8Gnv/5BP3f5mWCWvqsvir2kw7LzIOPJFWrk+RUraw6\n/0xq/3hC7CcdltHbbou/n4/I1k+UB8Tmj0RiX2TcaFyo4vuyuJZSfo69yLHJImGe+TLmvw2x0vMG\nEVEeAl/vuCP/r737jq/5egM4/jlZkpBEBmKP2mJUE1Rrq9FSo2a1qoq29l7VUr/WqLZG1SpqtrVH\nlaK1RxEUsWoTQWTvce89vz9uqBJk34Tn/Xrl5eZ7v+O5cXJzn+855znFR2zSW/1upfi8ETt26DMV\nKuprvXqlf52Ix9hyKkAXH7FJT/k9+TkbicHB+syrr+gdNcvrn44u0Dr0mjmJHOus9TcVtT656skJ\npMmk9eoe5v391mXKa8gyCbFaf+ej9TcVzGscJSPRmKjHHxivvRZ56cE7B+s4Q9J8sIjbWk/1Mq91\nkLTYbnqcuntKV11cVX+y95N0nyurLDuzTHst8tI9tvbQx+4cs0gMMaf8zB9yNm167D4HAw7qV35+\nRb/808t6n/++DL2+ITJSn632YvrGqIts4ULIBe21yEt7TR2oAyMyaZ03o1Hrr8uZ5w4mMRhNOjbB\noCPjEnVodLwOjIjTAWEx+npwtL5y7ZqOmt9Smz5z1re/aK39Pv9SB/yy6qkJz8MCI+J006m7dZnR\nm1P1N+uR8E1G/b+D/9Nei7z0+APjH70xlJyI29o0Nq++2qKuPuftoxPuPDovIrWiE6L1oJ2DtNci\nLz1izwgdm5j8QpW3xv9Pn61SVRsiM/fGo9bm+SGNVjbSLda2eGw8jzCZzAtpTyiibw7q/9ibKZnF\nZDLpn87+pKstrqZbrmv5n8VcU8v3tq9utrqZrryosp50aJKOSUzB6zjzq/mzxOXdT9ztRt+++mzV\najr++vU0x6e11vruBfP1Ds1L33kyUFqSICmRnYO45bZj6Qc1mLD5HAv3X+HvG2HcCovjdkQc9crm\nY1jTcngVThr2U3ylef2DrZ/A7JehxTSo1Nr8nMloLm98bBGc3wImA5SoAw3GQIWWGbomhncBc8+k\n7x1fijk/OlxAKcWkt6pwJSiaQSv+Zk3v2pT3dH7qeZ0aNMDzs8+4PW4ctz8fj+f4zzO0OktgRByj\n1p6icmEXBjR+tBqdNhq5OWQIhrBQpne144fyLcExn7msbo1e5vHmaz4wjzlvPsm89sjD9nxtXp+i\n4af//t/kVLb20Ga2uUrN1tHQ+tESuTZWNoypNYYiTkX49ui3BMYEMuPVibj+3MU8BLPbb+BaIl1h\nxBvjGbNvDB4OHgyvMTxd58pKXSqYx3HPPTGXrlu64uPpQ68qvajpWTPTqw7dY1++HFaOjsQePYrL\nG/8dIqG1ZtnZZXzj+w0lXUoyvcH0ZH+f0yNiyxZ0bCwubaUsdU5X2rU0tQrU46BxPxO2HGNqh5cz\n/iJWVlD+DUzHlzFs+UE2nA7FYEp+eH919Q8z7WZgQwSfGD7gp/iGgILjUPiKPxULRVChoDMVCzpR\nsaALRVwdkl0zLyAslnfmH+JWeBwLunlTp0za1kMymAx8tv8zfr38K+97vc+g6oNS9nvuVAD1QgM8\n+Ycra625M2EiRaZNTVMM9zjaOvJNvW+Yd3IeM/+eyZXwK0xvMP0/c0+00UjEtq3kqVcP6zwZM+zp\nSb468hV3Y++yrPky7G1S+HnkzHrz0hLNv8JFVyN88zYi//gDl5YtMzfYJEopOpfvTOm8pRmyawhv\n//Y2k+tOTlX1zzhDHNOPTWf52eUUzlM4VcMAKVUPrGzNJatLJn/NyD//JHL7H+QbMhi7oslUHU6N\nf343/5uG0tjZicwJyqHWHvNn1NpTeBV2YXjTctQs9Zj5OkEXYW1PCDhmLqXt9gIcWwLh18HRHaq9\nbV5zKJ2LxD2O1pr6K+vzSqFXmFBnwmP3ux0ex5sz95HL1ooNfV7FLYVzmAKnTSN4zlzyDeiPx8cf\nZ1jM7/14hMNXgtnUrw6l8z9apODedWe9YYVX1/58WPXD/+5gMsLfy+HP8eYP+NW6QKPPwKmA+Xm/\ntbD6fajSCdrMSXNpyWznz//B3q+fOlFy69WtjN47Gk+TZpb/DYq3WwrlmqX78t8e/ZYf/X5kTuM5\nTx3jnh3FJMaw5sIaFvktIjA2kCr5qtCrci/qFqmbJcnQ9Q96YLh7l1IbN9zfFmeIY/zB8fx6+Vca\nFWvEl69+aV4MOYNd7fw2xvBwSv22KcsSP5F5/IL86PxbZ+LvNGdFp1HJr3mXDiHRCfy2fjnvXhhI\nb+NQ3F9qg0eeXNhYK2ytFTZWVthaQaUby6l2biqxDp4crTmNGPfK2ForjCbNxbtRnL0VyZmAcK4E\nRXMvh8qTy4bynk5ULORMhYLmLwdba7ovOkJEbCI/vu+Dd4knr3P3OAnGBIbvGc6f1/+k/4v96VG5\nR+ra+4kVsK4XQbn6cHfxOgpPm4pzs/S/dwLsuL6DUXtH4WDjwNQGU3kxv/nm3b25eoWnfotz8/RP\ngH+S3Td203dHX3pW7kn/6v1TdlB8JMysYZ633HMXWllx6bUm2BYrSvEff8zUeJNzK+oWA3YO4FzI\nOfq+aH4tT/s/PnH3BGP2jeFqxFU6luvI4JcGp36O6JJW5oXM+x5+5CljVDSXW7TA2tmZkmtWo2zT\nOU9ycUvzZ5veB9N3ngwkc4KeMzHxhpSN6TQkaL3jS3P55bHOWi9+U+tTa7ROzKRhCg8ZtHOQfm3V\na0/d7/j1UF3mk82649wDyZcET4bJZNI3h4/QZ8qV16Fr1qY3VK211ov2X9HFR2zSSw5cSfb5iB07\n9Jly5fXczlV1x187Pnkcd2yYeb7M5+7mUpJ7p2p99YB5/tD8Jln2f5BlEuO1nlVb669KP3luj8mk\nj6/tpussqKBfXeqdIUPAjt85rqssrqLHHRiX7nNZWpwhTq84t0I3Xd1Uey3y0u02ttNbr2xN2ZCZ\ndLg7a5Y+U76CNoSFaa21vhV1S3f4tYP2WuSl5/w9J9OuH3cpqbTtDz9kyvmFZXTf0kN7LXhZt/ju\nT200ZszcsZh4g56544L2+ux3XWbkeh3zeSEdvaLXozvGhpnLX98rt/+YYboPnvfv66H6p0PX9Kfr\nT+l2s/frSp/9rouP2HT/q9rnW/Up/7A0xx6dEK17bu2pvRZ56WVnlqXtJHGRWn/hqU3r+unL7drr\n8zVq6oTb6R8Wd8+FkAu6+ZrmutqSanrV+VVaa60Dxo7VZ6u9qI3RKZzrmkahsaG6/or6uu2Gtqkr\naX9vTur1Q/c3BX43U58pX0En+KdvmYW0ikmM0SP2jNBei7z0oJ2DdHRC8j+7OEOc/sb3G11lcRX9\n2qrX9MGAg2m/6IHvzT+HZIaV354wQZ8pX0FHH8uA4daxYVp/7qb1tqybd5USyJwg8UTBlzJkzkVq\nLT+zXHst8tL+kU9/M1p3zF8XH7FJf7LuZIrPb4qP19fef1+fqeSlI/ckv15NShiNJn34SrAu+8lm\n/d7CQ8kmmPHXr+tzPjX07sY+uubCF1O8dokOuqj18o7mN6ixzlpPrax11N00x5qtBZwwv0Guev/x\n++z9Vuuxzvra5sH6jbVv6OpLqustV9K+1kJsYqxusbaFbrKqiY5KyPwx61klwZig119Yr1usbaG9\nFnnpN9e9qTde3Pj0CdRpFHXokD5TrryO2LFDXwi5oOv+UlfXXF5T77y+M1Oud8+dr7/RZypWypA5\nDiL7OHzrsPZa5KVLT/pEj93gp0/eCNOGNCZDiQaj/unQNe3zxXZdfMQm3WPxEX3hToR5XuWkElob\nHvidCDih9fRqWo9z1Xr/jDQX9zEaTfpaULTecuqWnr3ror58N+3vLRHxEfrdze/qKour6LX/pPOG\n3eoeWk8spuP+OafPVq2WMZPcHxAWF3Y/WRvyx0B9tlYtfWPgwAw7/+MM2zVMV1tSLXVrp905Y/57\ns/6/a1Ml+PvrM+Ur6MCZMzM4ypQzmUx6kd8iXWVxFd16fWt9Pfy/83D87vrpVutaaa9FXnrs/rHp\nL6gQdDHZeToxp/z0mQoVdcC4DLpB6LfOfJ2rBzLmfBkkLUmQ9bhx4zKjVyrd5s2bN65Xr16WDuPZ\n4uAKDsmU185kuWxysfL8Ssq7lae8W/kn7lu+oDNxiSYW7r+Ke55cVE2uHPhDlLU1eRo1ImrnLsJW\nrCBPnTopWi3cYDThFxDOrycCmL37EmM3nmbpwWvkdbBlcfca5Mn13+5iU1wc13v2JD40hBHt4+j+\n6kAaFmv41OsA5hKuldtBkRpgiIOWM8A1Y+dUZBtOBQAFh+dCvgqQ/6H/85Or4LfB4PUWLi1n8nqp\nNzgWeIwlZ5aQyzoXL+ZPWbn0WEMsp4NO8+f1P5l9YjZ+wX5MbTD10dW0czBrZU15t/J0LNeRF/K+\nwPG7x1n1zyp+u/wb9jb2lM5b2ryGSAaxcXcneMFC8HBjQNQC4o3xLHl9yf1hMZlBGwzcGjUKx5de\nwrVTx0y7jsh6hXIX4kDAAaKs/DhwvDw/H/ZnycGrnPQPIzQmEWd7W1wcbJ/4+661ZvuZO3y8/Bir\nfP0p5+nEjM4v8lG9F3DLnQu0CU78bJ4HkbeYebj3infB2g66rAKvt9I83FgphYujLaXz58G7hBuu\njqlYauIBIXEh9NrWi7MhZ5lcdzItXmiRpvPcZ+sIx5dgU7Ee1qV9CF26FGt3NxwqV07feZPY29jT\nvGRzrK2subB9Da8cieJQi5KUrFIHO+u0/QyeZuvVrcw6MYveVXvTtGQK55loDaveg/gI6PQz2P07\nfMza2ZmYo77EHDqM6zvvWGSIrVKKavmrUTVfVdZfXM/qC6up4FYBz9yezDoxizH7x2BtZc3X9b6m\na6Wu6f/ZOrrByZUQEwJVzGszaoMB/9590NpE0Zkz75d4TzNDAmz/FOLCoNnkdK3ll9E+//zzW+PG\njZuXmmNkTpDIdCZtou6KujQs2pDxr4x/6v5Gk6bnEl/2/HOXJR/UoPYLKVsLKPFOIFc7dUIbEin5\nyy/YFv7vejvxBiMn/cM5fCWEQ1dCOHo1hOgEIwAl3B3xKeFGjZJu1CuXj/xOj07GDBgzhvDVa5je\nOQ/RPuVZ1GxRhn4AfaYYE2F+Ywi/Ab3/gjxJC4Fe3QdL20ARH/NaQDbmN+R4Yzyf7vuULVe30L5s\ne0bXHI2N1b91W+KN8ZwPOc/p4NOcCT7D6eDTXA67jFGb//88HDzoUqELPSr3yPKXmpVM2sTuG7uZ\nd3IefsF+eLl7sbDZwgxZo+eeq53f5kbEdXp3CGfua3OpXah2hp07OVG7d3Pjw48oPH06zk2TX4xZ\n5Fx7/PfQ588+DK8+FifDy+y/GMS+i0HcCo8DoHBeB14t7UHt0u68UtrjPwuCH70WwsTN5/C9Fkqp\nfLkZ3rQ8TSsV+O8H2vgo+KoUVO0IRgOc+AlKNYC35kPuzF1HLiXuRN+h1/Ze3Iy6ydT6U6lTpE76\nT2o0mNeFKVYT3WEpN3p9SMyRI5RcuzbDFxG/NHIo0Vt+p1s/cHJyp9+L/WhTuk2G/u0Lig2izYY2\nFMlThKWvL/3Pe/8TJc2PosU08H7/kafDf/2VgGHDKTLre5wapvCGZSa5EXmDATsHcCnsEkXyFOF6\n5HXefOFNRtQYgbPd04tBpdiWkXD0Rxh+BewcCV60iMBJkzNm7ljUXVj5Llw/CE2+hNp9MybmDCKL\npYpsq/+O/lwMu8jmtptTtH9kXCJtZh0gOCqeDX1epZh7yiYIxl+4wNUu72CTLx/Fly3lRIRm9z9B\nHL4SzPHrYcQbTACULZCHGiXdqFHSnZol3Sjg/OQKNGGrV3NrzKccblacmd7BrH5zdYpX2X5uBZ6F\nufWgzGvQcRncPQ8Lm0AeT/hgq7ln8gEmbeK7498x/9R8Xin8Cg2LNryf9FwMvYhBmxfHdLN3o6J7\nRSq5VzJ/eVQiv2N+S7xCi9Fas/nKZkbtHUXzks2ZVGdSht3p/OuzvuRe/Sc7FnRnwMvDMuScT+I/\nYCAxhw9TZvculF3m3GUWlqO1pv2v7Yk3xrO+1XqsrazRWnMlKJr9F4PYfzGYA5eCiIgz/36X93Ti\nldIe+IfGsPX0HfI55WJg4zJ09C6KzeMWXv2pY1K1KgX1RkC94ZANblDdiLxBz209CY0LZWajmfh4\n+mTcyX8fBUfmQ5/DJBpyc6Xlm9gWK0aJn5anf9J7Ep2YyIVX65C7Th1CRnTlqyNf8ffdvynrWpZh\nPsOoVbBW+q+hNQN2DmD/zf2sarmKUnlLpezA2DCY6QN5i8IHfyTbI2GKj+dqu/YkBgZSctVK7IpZ\ndvRFTGIM4w6M42jgUcbUHEODYg0y/iKXdphvNNYZSmK597n0Zity+/hQZM7s9P2NuHUSfnnbXAyh\n9ffmHtZsRpIgkW0tOb2EKb5T+KPdHxTIXSBFx1wNiqbV9/vxdLZnTe/a5MmVsrtDAbv2E9r3Iy57\nlGCwzwcYbWypVMglKelxw6eEW4qrzwHEnTnD1U6diaxYlA+aXmVErVH3SxqLp9g/HbZ/Bq/9z1wu\n3BAHPf4A18cnkKv/Wc0Xf32BURvJmysvldwr/Zv0eFSigGMBqR6W5IeTPzDj+AwGvzSY970evROa\nWjejbvK/r1sz4JcoCi1agEutzO0FMoSGcqFuPVw7d8Jz9OhMvZawnG1XtzFk9xAm15nM66Vef+R5\no0njdzOcfReDOHApiCNXQ7G1UnxY7wV61CmJo91T3vv/2WYuzd98MpRulEmvInUuh12m57aexBnj\nmNN4DpXzZcxQtftCr8HcOuBSFD7YRsTO/dwcMACPPn3I1y9j7tBH7d3LjZ697vekaK3Zem0rU32n\nEhAdQP0i9RniPYQSLiXSfI1fL/3K6H2jGeo9lPcqvZfyAzcPh8PzoNfO5JegSJJw/TpX2nfANn9+\nSvzyM1a5M7/E99NorTPvb5jRAGs+QJ9ej/+RkkQHQKlNv2FXpPDTj32cMxtg3UfmG5edlj/x521J\nkgSJbOtM8Bk6burIpDqTeKPUG08/IMn+i0F0XXiYBuXyM+/dl5JduwHM83t2/3OXFUdusONcILWv\nH2eU7zLCa9SlwpwZuDimbRysMTycK2+1w5AYT7934ihazIv5TeZjpbLPONhszWSEH5vDjUPmcezv\nb07RG2hAVAAaTaHchSTheQKtNUN3D2X7te3MajyLVwu/muZzJZoS6fZ7N27dvsj3UyLx6NeXfL17\nZ2C0jwpZspQ7EyZQcv067Ms/eb6gyLlM2kTbDW3RaNa1WvfU98+4RCNag4Od5Xtz0iIsLox2v7bD\nYDIwr8k8yrqWzZwLXfgDlrcz35V/az4BI0cRvmkTJX5ajkPVquk+fcDoT4jcto0yB/Zj9UAvbbwx\nnqVnljL/1HziDfF0Kt+Jj6p+hEsulxSdV2tNWHwYNyJv8NH2jyjjWoaFTRemfIjdrRMwrz54d4c3\nvnnq7tEHDnC9R0+cGjWi8PRpqGw0jyVTaE3Egv9x8+ufyV89GvePB0Lt/mCdyqVBTSbYPRl2TzLP\nZ+647N9lPrIhSYJEtmU0GanzSx2almzK2JfHpurYRfuvMO7XM/RtUJqhTcv957lrwdGs9L3B6qP+\n3ImIxyOPHW9VL0J776K4blpF4Fdfkad+fdy6vYdjzdQtPKlNJvx79yFq/z5+6luRbXmusubNNRRx\nKpKq+J97wZfMa1XVH2UeGicyVExiDF23dCUgKoCf3vgpzXdlpx+bzvxT85lSbwplB8zBxt2dYgsX\nZGywD9Bac6VNW7BSlFq7NtOuI7KHLVe2MHzPcL6u9zVNS+TsBRafRGtN/5392XdzH8teX0Yl90qZ\ne8E9U2DHF9B0Akavrlxu1QorWztKrluLlWMq15l5QNS+/dzs3x+n116j0ORJye4TFBvEzOMzWXdx\nHU52Tnxc9WMaFWtEcGwwd2Pvcjf2LkExQQTFBpkfP/CvwWQe/uhg48Calmso6pzCxTtNJvOw6pAr\n0M/3kWHVj3NvboxH/36ZfnPH0oyRkVx+owXWeZ0p2ckZ9c8mKFTdvIh5/gopO0lCtLn35+xGqPo2\ntJx2fw5vdpWWJCiVaaEQaWNtZc2LBV7E93bqE9v3apfg/J1IZu68SFlPJ5pULMAWv1usOHKDvy6H\nYKWgfrn8jG9VlIbl82ObNG5cv98NbTAQvGABUbt2YVe8OHk7dMClbRtsXJ/+xhk87weidu3Cv1dz\n1ttv51PvTyUBSgv3F6DnDktH8cxytHVkRsMZdNrUif47+7P89eU42Tml6hx/3fqLBacW8FaZt2hW\nohm3XzpC+Pr1aIMBZZM5fyZifX2JP3cOz3GpuykicqYmxZsw22U2c0/O5bXirz2zvek/n/uZXTd2\nMcx7WOYnQACvDoGAv2Hbp1h7VqbQpElcf68bd6ZMoeDY1P9uaaORoO+/J2j2HHKVfgGPfv0eu6+H\ngwfjao+jc/nOTPGdwqTDk5h0+NGEyTWXKx6OHuRzyEdJl5Lkc8hHPsd8uDu44+Xulbq/q38vA/8j\n0HpOihMgALf33iP+7FmCZnyHfblyODXKHsMmM8PdadMx3L1Lke9nory84PQ62DwU5tY1z5l7ZeCT\ne4XCrsPPb0PgaXMBhJf7PDsLuj9EeoJElvnR70e+PfotOzvsxMMhdVV7Egwm3pl/iBP+YdjZWBEZ\nZ6C4uyMdvIvyVvUieLo8vrCBKS6OyK1bCV2xkthjx1C2tjg1aULejh1w9PFJtnfoXve5zWv16OJz\nhGr5X2Tua3NlaJbIto7cPkKvbb2oXbg2MxrMSPHQkuDYYNr92g5nO2d+afELDjYORGzezM3BQyix\nahUOlb0yJd4bffoS6+tL6V07sXLIuOp2IvvadHkTo/aOYlr9aTQq/ux9CD0fcp63f3ubmgVr8n2j\n77Pu70VcBMxvZC6N/OFu7sz9mZCFCyk6by556tZN8WkMd+9yc+gwYg4dwqVtWzw/HZPi302tNQcD\nDuIf5Y+Hg8e/iY69O7bWGVOogZgQ+O4lyFfePLQ6lT9fU1wc1955l4TLlymxcgW5SpfOmLiyicQ7\ngdydOpXw9etxfecdPMd88u+TUXfNidCZ9VCwmrlXqEAySfq1g7DiHXOF13YLoUzjrHsB6STD4US2\ndvLuSbps7pLm4RDBUfF8uPQoRVwd6OBTlFol3R87R+hx4i9cIHTlKsI3bMAUEYFdyZLm3qHWre73\nDiXevs2VNm2xdndnYg8XTsdcYl2rdXjm9kx1zEJkpRXnVvDFoS/oUbkHA6oPeOr+Jm2iz599OHzr\nMD+3+Pn+3IXEO4FcrFeP/CNH4N6tW4bHmXDtGpeaNcf9w17kHzgww88vsieDyUDrDa1xsHFgZYuV\nz9RNpZjEGDpu6kh0YjSr31yNm71b1gZw9x/4oSF4lMbUZSNXO7+LITSEUhs3pmjkQ/Rfh7g5dCim\nqCg8P/2UvG+1zYKgU2ltL/BbAx/uSf4DfAok3r7NlXbtscrtSMmVK7F2Sdk8puzMFBtL8MKFBM9f\nAAYDbu91xaNvX6zsk7k5fHod/DYU4sLNvUKvDoR7SerRxfDbEHPhos6/gEeZrH0h6ZSWJOjZ7I8W\n2VIF9wo42DikaUgcgHueXKz+uDbTOr1I7Rc8Up0AAeQqUwbPT0YLjoz8AAAfkUlEQVRTZvcuCk6c\niLWLC4GTJ3OxXn1uDhtO9KHD3BwwEB0fz9EBjTgUfoLhPsMlARI5QodyHWhXth3zT83n9yu/P3X/\npWeWsu/mPob5DPvP5G3bAvmxLVqU2KNHMyXOkCVLwcYG17ffzpTzi+zJxsqGnpV7ci7kHLv9d1s6\nnAw16fAkrkVcY2KdiVmfAAHkKwtt5kDAcaz+GEWhryZjCgvn9mdjedLNbm0yETRnDte7d8fayYkS\nK1dkzwTo3GY4uQLqDElzAgRg6+lJkRnTSQy4xc0hQ9FGYwYG+WTGqGiC55sLWETu2IlOTEzX+bTJ\nRPjGjVxq/jpB380kT926lNr8G/mHDk0+AQKo1Ab6HIIKLWHnF+YexFsnYMsI+LU/lKxjruCawxKg\ntJKeIJGlPtz+IYExgaxrtc7SodwXd/4fwlauJHzjRkyRkQDYThhNp5jp1CpYi+8afvdM3bEUz7ZE\nYyIfbPuAs8FnWdJ8CRXck58IezroNO9seYd6Reoxtf7UR9p4wMhRRO3ZQ5n9+zK0/RvDw7nQoCHO\nT5hwLZ5diaZE3lz3Ji65XPj5jZ+fiffWe0UfelbuSf/q/S0bzI4vzMUS3viW4JMQOOVrCk6aSN7W\nrR/Z1RASQsDwEUTv24dzixYU/HzcvyWk756H3V9BhRbmD86WFBMCs2pB7vzm+aU26V9PLHTlSm5/\nNha3D7pTYFjmrodmjIoidNlyQn78EWN4OFZ58mCKisLazQ3nFm/g0qoV9hUrpup3IebYMe5MnETc\nqVPYV6pEgVEjcfROVSeIufT1b0Mg+q75+1p94LXxqa8il01IT5DI9rwLeHMx7CKhcaGWDuU++3Jl\n8fx0jLl3aMIECkz4krH2v5PLOhdjXx77TPyRFs8PW2tbvq3/LXnt8zJg5wCCY4Mf2ScqIYphe4bh\n4eDB57U/T7aNO/p4YwwJIe7kyQyNL2zVKnRMDG7dUrEmiHhm2FrZ0rNKT04Hn2bfzX2WDifdbkTe\nYPzB8VTNV5WPq31s6XDMVThLvwZbRuDWqBKO3t7c+d8XJPjf/M9uMceOcaVNW2IOH8Zz3DgKTfnK\nnADFRcDWT2B2bfBbDau7w4lfLPRikmwZDjHB5nksGZAAAbh26EDezp0IWbCQ8F83Zcg5H2aMjOTu\nrFlcbNSYu9Om4VCtGiVW/ELZgwcoMmsWjj4+hP38C1ffaseVN1sRvGABiXcCn3jOBP+b+A8axLW3\nu2C4c4eCkyZSYtXK1CdAABVbQe9DUKMXtJkLzSbk2AQorSQJElnK29P8i3rszjELR/IoK0dH8rZt\nw7oyoZy8e5LRNUeTzzGfpcMSItU8HDyY3mA6IXEhDN41mETjv8MutNZ8cegLbkbdZFKdSY9d28Op\nSROsXV0J/ObbJw6nSQ2dmEjIsuU41qyJfYUUlmoVz5yWpVpSKHch5pyYk2FtyxISTYmM3DMShWJy\n3cnYWmVQAYD0sLKGt34AlyKo1e9R8NMhANwaORJtNKK1JnjBQq692xVln4sSv/yMa6eOKK3h759h\npjcc/B6qdYGBflCijrlU8vHllnk9ZzfBqVVQdxgUrJKhp/YcNQoH75e4NWYMsadPZ9h5jeHh3P1u\nJhcbNiJoxnc4vvQSJVatoujcOThUrWouztSwAUWmT6PM3j14jhuLVe7cBE75mosNGnC9R0/Cf92E\nKTb233NGRRH4zbdcfv11onbuwqNPH174fQt5W7dO37pHud3h9SlQtVMGvPKcR5IgkaW83L2wt7bH\n9072HOp4IfQC3//9PY2LNeb1ko+ubC5ETlHRvSLja4/nWOAxJh+ZfH/7xksb+e3yb3xU9SNeKvDS\nY4+3dnLCo19fYg4fJmrnzgyJKWLrNgy3b+P2nvQCPc9srW35oPIHnAw6ycFbBy0dTprNPD6Tk0En\nGVd7HIXzFLZ0OP9ycIVOyyE+Art9IygweiQxvr7cnTkT/959CJwyBafGjSm5ejX2FSuaS2wvbArr\nPwKXouYhZ2/OgLxF4e0VUKo+bOgDx5Zm7euICYFNg8CzsnkuUAZTdnYUmT4dazc3/Pv2wxD8aK95\nahjDwgicPp2LjRoT9P33ONasQcm1ayg66/vHVtm0zpsX106dKPHLz7zw+xbcP+xFwuXLBAwbxoVX\n6xDwyScEL/yRS02bEfzDDzg3b8YLv28hX7++6VoHSpila06QUsoZ+AWoAPgD7bXWtx/aJw8QBtzb\nfk5r/dSaezIn6NnVY2sPIhIiWNlypaVD+Y9YQyxdNnchKCaIda3W4e7gbumQhEi3qUenstBvIZ/W\n+pQanjXosKkDldwrMb/J/KeW0dYGA5dbtQaDgVK/bkTZpX0oitaaq+07YIqMpNSWzc/+qu3iiRKM\nCby+9nUK5SnE4maLc9yw4wMBB/hw+4e0K9su1QuAZ5lTq2HNB2jvHtzcmkjk9u1ga0uB4cNxfacL\nKjYU/hwPRxdBbg9o/DlU7QwP/24mxprLJl/8A1pMA+/3syb+1R+Y56302gWemVOqHyD29Gmuvd0F\n+8peFF+4MNXvc4bQUEIWLSZ02TJM0dE4NWmCR++PsS9fPk3xaJOJmCO+hG/YQOTvv2OKicGhenUK\njByBQ5WM7Q17llhisdShwGmt9etKqf7AeKBXMvtd1Vo/WwXZRZq9VOAlZp+YTURCBM52zpYO574J\nhyZwMfQisxrPkgRIPDP6v9iff0L/YeKhiRR2KoydtR0T60xM0TpCysaG/MOG4v/Rx4T+sgK3ru+m\nOY7YY8eI8/OjwGefSgIksLO244PKHzDh0ASO3D5CjYI1LB1SigXFBjF672hK5y3NcJ/hlg7n8Sq3\ng4DjqIMz8Wz/DdZ585K3Q3scKlWEI/PNRRTiI6HWx1B/JNg/ply0rQN0XA4r34VNA0EbwadH5sZ+\nZqN5TlKDTzI1AQJwqFSJgl9+ScDQodyeOPH+IrPaaMQYEYExLMz8FR6OMSwMU3g4hnvbQsOI2rMH\nHRuLU7OmeHz8MfZlyz7lik+mrKzIXbMGuWvWwPTpGBKuXSNXuXI57kZBTpDeJKgVcK/G6SLgEskn\nQULc5+3pjT6hOX7nOPWK1rN0OACsu7CO9RfX06tKL14t/KqlwxEiw1hbWTO57mS6/NaFqxFXmdFg\nRqpKvuepV4/ctV8m6PvvcWn1ZprX1QhZtBgrF5dkq1SJ51PbMm354eQPzD4xO8ckQSZtYsy+MUQl\nRvFDkx9wsMnmC/02/hxun8Rm92gKfrwVEqNgbj24c8o83+f1KZA/BfPzbO2h4zJY+Z65opjWUKNn\n5sQcHQy/DYaCVeHVQZlzjYe4tHiDuLNnCFmwkOg9ezFGRWGKiDC/zuRYWWHt7Ix13rw4NWqER6+e\n5CqT8WWlrRwc0tyjJJ4uvUlQYeAmgNY6Qillq5Sy11rHPbRfEaXUJSAc+J/WOvvURxZZrrJHZWyt\nbPG945stkqB/Qv9hwqEJ1PCsQe+qvS0djhAZztnOmflN5nMx7CKvFH4lVccqpcg/YgRXWrchaPYc\nCowckerrJ9y4QeQff+Deo4eMYxf35bLORXev7kw+Mpkjt4/g4+lj6ZCeaumZpewP2M+ntT6ljGsO\nWEvF2gba/Qjz6sOilpAQCc5FoP0iqNgaUtO7YJMLOiyBVd1g81AwGcy9SBlt81CIDYOuG/5dyDML\n5B88GGVtQ+LNm1jnzWv+cnHB2jXp3we2WTk5SY/2M+CpSZBSagOQ3NigscDDvz0KeDhtjgXKaq2v\nK6WqAr8rpf7WWl9J5lq9SOpJKlasWArCFzmRvY09lT0qp3nR1IwUnRjNkF1DyGOXh8l1J6doiJAQ\nOVGB3AUokLtAmo61L1eOvO3eImT5clw7d8KuePFUHR+ydClYW+P6Tpc0XV88u+4t7jv35NxsnwSd\nDjrNtGPTaFysMe3Ltrd0OCmX2wM6LoVV70PND6HOYLDLnbZz2diZE6g13eH3kWAyQu2+GRfr6fVw\nei00HJOuRVHTQllbk39w1vQ8iewhJWnsu0CLZL72YC6GUARAKeUCJGit4x88WGtt1FpfT3p8AtgP\nVE3uQlrreVprb621d758Upr4Webt6c3ZkLNEJ0ZbLAatNeMOjON65HW+qvsVHg4eFotFiOwuX//+\nKFtbAr/+JlXHGSMjCV+9BufXm2NbIG1JmHh22dvY877X+xy6dYjjgcctHc5jPbi21rja43Le/IxC\nL8KAv6HRp2lPgO6xsTP3LlVsDds+gf3TMybG6CDzULuC1eAVSUZE5ntqEqS1jtBahyXzlQhsBLol\n7doN2ADmqnFKqSZJjwsmVZFDKfUCUBs4k/EvReQk3gW8MWqjRf/orTi/gt+v/k6/F/tl+zuQQlia\nTb58ePTsQeT27cSkonJn2KrVmGJipCy2eKz2ZdvjZu/G3BNzLR1KsgwmA+MPjudm1E0m15n82LW1\nnivWtvDWAqjUFrZ/BntTd3MkWb8NgfgIaDPnuVu0U1hGegc0fg1UUkrdADoAnyVtLwbMSHpcAfhb\nKXUT2AKM1lr/k87rihyuar6q2Cgbjt45apHrnw46zVdHvqJO4Tp09+pukRiEyGncunXDxtOTO5Mm\no02mp+6vDQZCli3F0ccHh0pZO7RF5ByOto68V+k99gfs5+Tdk5YO5z8uh13m3c3vsuXqFvq92I/q\nBapbOqTsw9oG2v4AldubS23vnpL2c/mthTPrzVXqUlKoQYgMkK4kSGsdrrVurrUuqrV+RWsdkLTd\nT2tdPunxDq11Ka11Ya11Wa31ogyIW+RwjraOVPSoaJF5QeHx4QzZPQQPBw8mvDoBKyWTG4VICSsH\nB/IPGkicnx8RmzY9df/I7dsxBNzCrZv0Aokn61SuE3lz5WXuyezRG2TSJhafXkz7X9vjH+XP1/W+\npkflTC4LnRNZ20CbuVClE+z8Atb0hHObIT4q5eeIumsuhlCoOtQekHmxCvEQ+fQnLMa7gDd+wX7E\nGmKz7Jpaa8bsH8OdmDt8Xe9r8trnzbJrC/EscG7ZEvtKlQj8diqm2Cf/7gYvWoRt8WLkqV8/a4IT\nOZajrSNdK3Zlj/8eTgeftmgsNyJv0H1rd772/ZrahWuzrtU6mpZoatGYsjUra2g9C2r1hvOb4ZfO\n8FVJWNoG/poNwZcef6zW5nLY8ZHQerYMgxNZSpIgYTE+nj4YTAZ239idZddcfHoxu27sYqj3UKrk\nk5WXhUgtZWVFgZEjMNy+TcjixY/dL+b4ceJOnMTt3a4oa6m6KJ6uc/nOONk5WWxukNaaVf+s4q2N\nb3E+5DxfvPIFMxrMkKI5KWFlDc0mwvAr0HUj1OgF4f7mCnLfVYcZ1WHLSLj4JxgeqJ/ltwbOboQG\noyG/rIcjspbSj1sIysK8vb21byom34qcx2Ay0GFTB2ISY9jQegO5rHNl6vWO3TlG963daVisId/U\n+ybnVfcRIhvx79ePqP0HKL31d2ySqebpP2Ag0QcPUmbnDqxyp7MalXhuzD4xm1l/z2JVy1WUd8u6\nD8V3ou8w9uBY9t/cT82CNflf7f9RME/BLLv+MyvkClz8A/7ZClf3giEObB2hVH0o1QB2TQS3UtB9\nq/QCiXRRSh3VWnun5hjpCRIWY2Nlw3Cf4dyMusnSM0sz9VohcSEM2z2MwnkK83ntzyUBEiKd8g8Z\ngk5M5O6MGY88l+B/k8jt23Ht0F4SIJEqXSp0IY9tHmYcm4FJP734Rnpprdl0eRNtNrbh2J1jjK45\nmnmvzZMEKKO4lYQaPeGd1eZeordXQbW34bYfbBkGCdEyDE5YjCRBwqJqFaxFg6IN+OHkDwTFBmXK\nNYwmIyP3jCQsPoxv6n+Dk51TplxHiOeJXYkSuL39NmFr1hJ3/vx/ngtduhSsrHB95x0LRSdyKmc7\nZz6u+jF7b+7ls/2fYTQZM+1aIXEhDN41mFF7R/GCywusarmKzuU7S7GczGLnCGWbwBvfwMCT0PsQ\n9NoJ+cpaOjLxnJLfdGFxQ7yHkGBKYMaxR+8oZ4R5p+Zx8NZBRtccnaXDK4R41nn0/hhrJycCJ0/m\n3tBqY1QUYatX49y0KbaenhaOUOREXSt15eOqH7Ph0gY+O5A5idCf1/+kzYY27PbfzaCXBrGo2SKK\nOxfP8OuIx1DKPAeogJTOF5YjSZCwuOLOxXmnwjusv7ieM8EZu47uwYCDzP57Ni1LtaRtmbYZem4h\nnnfWLi549OlN9IGDRO/ZA0DY6tWYoqNx69bNssGJHK13td70rtabjZc2Mmb/mAxLhBKNiUw8NJGB\nOwdSwLEAK1qsoLtXd6ytpHiHEM8bSYJEttCrSi9c7V2ZfPjfO8rpdTv6NiP3jqSUSynG1Boj84CE\nyASunTphV7w4d76agik+ntAlS3HwfgmHyl6WDk3kcB9X/Zh+L/Zj0+VNjN43GoPJkK7zBcYE0n1r\nd3469xPvVnyX5a8vp4xrmQyKVgiR00gSJLIFJzsn+r7Yl2OBx9h2bVu6zxdvjGfgzoEkGBOY2mAq\njraOGRClEOJhys6O/MOHkXDpEv79+pEYEIDbe7I4qsgYvar0YkD1AWy+spnRe9OeCPne9qXDrx04\nH3qeKXWnMNxnOLbWthkcrRAiJ5EkSGQbbUu3paxrWb71/ZZ4Y/zTD3gMrTVf/vUlp4NP8+WrX1LS\npWQGRimEeFiehg1x9PEhes9ebIsWxalhQ0uHJJ4hPSr3YNBLg9hydQsj9owg0ZSY4mO11iw5vYQe\n23rgZOfET6//RLOSzTIxWiFETiFJkMg2rK2sGeEzgoDoAJacXpLm86z6ZxXrLq6jV5VeNCwmH8aE\nyGxKKfKPHAE2Nrh3f18WRxUZrrtXd4Z6D2XbtW0pToRiEmMYvmc4U3ynUK9IPX564ydKu5bOgmiF\nEDmBFGYX2UqNgjVoWLQhP5z6gdalW5PP8dFFGJ/k78C/mXh4Iq8WfpXeVXtnUpRCiIc5VKpEmZ07\nsPbwsHQo4hn1XqX3UCim+E7BtNvElLpTHjuk7Wr4VQbtGsTl8MsMrD6Q7l7dZV6oEOI/pCdIZDtD\nvYeSaEpk+rHpqTouKDaIIbuGUDB3QSbVmSTVfoTIYjb58skHTZGpulbqysgaI/nz+p8M2T2EROOj\nPUJ/Xv+TTr91Ijg2mDmN5/BB5Q+kXQohHiFJkMh2ijoX5d0K77Lh0gZOB59O0TGJxkSG7BpCZGIk\n0xpMwyWXSyZHKYQQwhK6VOjCqBqj2HljJ4N3DSbBmACYF8aednQaA3cOpKRzSVa0WMHLhV62cLRC\niOxKkiCRLfWq0gs3e7cUl8ye4juFY4HH+Lz255R1ldWnhRDiWfZ2hbcZU3MMu/x3MWjXIG5H3+aj\nPz5igd8C2pVtx6LmiyiYp6ClwxRCZGMyJ0hkS3ns8tDvxX58fvBztl7bSrMSj6/ms/HSRn4+9zNd\nK3alecnmWRilEEIIS+lYviNWVlaMPzie5muaY6WsGF97PG3KtLF0aEKIHEB6gkS21aZ0G8q5luNb\n32+JM8Qlu8+Z4DOMPzieGp41GPTSoCyOUAghhCW1L9ue8bXHU9G9IkteXyIJkBAixSQJEtmWtZU1\nI2qM4Fb0LRafXvzI86FxoQzaOQhXe1em1JuCjZV0bAohxPOmTZk2LH9jOZXcK1k6FCFEDiJJkMjW\nfDx9aFysMQv8FhAYE3h/u8FkYPie4QTFBjGt/jTc7N0sGKUQQgghhMhJJAkS2d5g78EYTIb/lMye\ncXwGf936izG1xlDJQ+7+CSGEEEKIlJMkSGR7RZ2K8m7Fd9l4aSN+QX5svbqVH/1+pEPZDjL+Wwgh\nhBBCpJpKSflhS/D29ta+vr6WDkNkE1EJUbRY1wI3Bzf8I/0p61qWH5v++NjVwoUQQgghxPNBKXVU\na+2dmmOkJ0jkCHns8tC/en8uhF4gt21uvq3/rSRAQgghhBAiTaSclsgxWr3QitvRt6lftD75HfNb\nOhwhhBBCCJFDSRIkcgxrK2t6V+tt6TCEEEIIIUQOJ8PhhBBCCCGEEM8VSYKEEEIIIYQQzxVJgoQQ\nQgghhBDPFUmChBBCCCGEEM8VSYKEEEIIIYQQzxVJgoQQQgghhBDPFUmChBBCCCGEEM8VSYKEEEII\nIYQQzxWltbZ0DMlSSkUC5y0dh3iueABBlg5CPDekvYmsJO1NZCVpbyKrldNaO6XmAJvMiiQDnNda\ne1s6CPH8UEr5SpsTWUXam8hK0t5EVpL2JrKaUso3tcfIcDghhBBCCCHEc0WSICGEEEIIIcRzJTsn\nQfMsHYB47kibE1lJ2pvIStLeRFaS9iayWqrbXLYtjCCEEEIIIYQQmSE79wQJIYQQQgghRIaTJEgI\nIYQQQgjxXMmWSZBSqoFS6rxS6qpS6ktLxyOeLUqpZUqpu0opvwe2OSulNiulriil9iqlPC0Zo3h2\nKKWKKqX+UEr5K6UuKaX6Jm2XNicyhVLKSil1OOlv6DWl1NfKTNqcyDRJ7e4vpdS+pO+lvYlMkfQZ\nzj/p63zStlS3t2yXBCmlFDAfaA+UBhorpWpbNirxjPkBeP2hbUOB01rrksAqYHyWRyWeZeOBosDL\nwEilVEWkzYlMorU2AW9qrUsA5YDaQFOkzYnM9SFw+YHvpb2JzGLUWhdJ+iqXtC3V7S3bJUFANSBE\na31Sa20AlgFtLRyTeIZorXcDoQ9tbgUsSnq8CGiThSGJZ5jW+obWeo82CwTOA4WQNicykdb6dtJD\nK/79Wy9tTmQKpVR+oCPw/QObpb2JrJTq9pYdk6DCwM0Hvr+RtE2IzHS/3WmtIwBbpZS9ZUMSzxql\nVFmgLHAIaXMikymlTgPBwClgK9LmROb5BhgDGB/YJu1NZBZrpdQFpdRppdSHSdtS3d5sMjnItFAP\nfZ8dEzXx7Hm43SlA6seLDKOUyou5i76X1joyaejvf3ZB2pzIQFrrSkntbi1QE3mfE5lAKdUAMGmt\n9ymlaj341MO7Iu1NZAwfrfVVpVRJYGvSDZ9Ut7fsmAT5A0Ue+L4I/+0ZEiIz3Gt3YUopFyBBax1v\n4ZjEMyLpbtQGYLrWekvSZmlzItNprcOUUluBFkibE5mjNub521eBXICrUmoj0t5EJtFaX03690pS\nW/MmDe0tO/aynADclFJVlVK2wDvAegvHJJ59G4FuSY+7Yf7AKkS6KaWsgRXA71rrhQ88JW1OZAql\nVH6lVPGkx3kxj5U/i7Q5kQm01l9qrQsnFeJoA/hqrd9E2pvIBEop16Q5aPfmojXHPOQ31e0t2/UE\naa1NSqmewGrAHliutd5n4bDEM0QptRZzlS4PpZQ/MBb4GvhFKXUDuI65OqEQGaEe8CbwklKqT9K2\nfkibE5knL7BaKeUOGIDlwE+AM9LmRNaR9ziRGQoC65RSeYAEYK7W+k+llC+pbG9KaxmeKYQQQggh\nhHh+ZMfhcEIIIYQQQgiRaSQJEkIIIYQQQjxXJAkSQgghhBBCPFckCRJCCCGEEEI8VyQJEkIIIYQQ\nQjxXJAkSQgjxCKWUjVJKK6X8H/gqZ+m4MpJSqrpSan7S4x5KqTkPPe+nlPJ6wvGzlFI1MztOIYQQ\nGS/brRMkhBAi24jXWhd53JNKKWuttTErA8pgYzCvE5ZWM4CvMK8DJYQQIgeRniAhhBApppTqpJRa\np5T6BViatK2PUspXKfW3UurbB/YdpJQ6q5T6Qym1VCk1MGn7X0qpEkmPPZVSfyc9VkqpL5LOdUIp\nNSRpey2l1B6l1Fyl1Gal1JIHrlFFKbU3aX9fpVS+pO+rPbDPfqVUlYdehwtQQWt9KgWvub5Sal/S\n11GlVASA1vocUFIp5ZbGH6cQQggLkZ4gIYQQj5NLKXU16fFVrXX9pMeVgCpa6zilVG2gHlBTa21U\nSi1SSrUALgI9AW9AA0eAo0+5XmfAQWvtrZSyAX5XSm1Leq480FJrHa6U2qiUqgUcBlYCvbTWe5RS\nuQEDMB/oBgxUSpUFcmmtTz50rRrAw9u6KKWaPfB9IQCt9S7gVQCl1OKka97zN/Ay8NtTXpsQQohs\nRJIgIYQQjxOvtS6RzPadWuu4pMdNgCrAn0opACfMCY8nsElrHQ2glFqbgus1AaoppXYlfe8KlALu\nAEe01uFJ288BJZK2x2ut9wA8cK1VwKdKqWFAd2BRMtcqCNx9aNtyrfVH975RSvk9+KRS6iPAWWs9\n+YHNgSQlS0IIIXIOSYKEEEKkVuwDjxWwSGs96cEdlFI9MPcAJcfAv8Ox7R461ySt9S8PnasWkPjA\nJhP//v165Bpa6xil1HagFdABc29Ucq/B/jHxPUIp5QP0AV556Cl7/vvzEEIIkQPInCAhhBDpsQ3o\nrpTKB/fn+BQC9gEtlVK5lVKOQJsHjrkKlE163PiB7VuBvknD2lBKvZA0d+dxrgF2Sql6Sfs7KaVy\nJT03H3PhgiNa65Bkjj0LlE7JC1RKuQOLgc5a64iHni4L+D16lBBCiOxMeoKEEEKkmdZ6v1JqCrBL\nmcfDRQHdtNZnlFI/AMcAf2D/A4dNBn5QSnUDLj1wrp+UUi8AvklD64KAt55wbZNSqiMwWynlirlH\nphnmIXL3Chj8+JjDTwP5lFK57w2je4IuQD5gTlJcMVrrJkopB6Awj84tEkIIkc0prR83WkEIIYTI\nGEqpoYBBaz0ti65XCNgFlNdamx6zzxAgRGv9uETpadfoAhTTWk9Mc6BCCCEsQobDCSGEeKYopboC\nh4BPHpcAJfke8/yktNKYh9wJIYTIYaQnSAghhBBCCPFckZ4gIYQQQgghxHNFkiAhhBBCCCHEc0WS\nICGEEEIIIcRzRZIgIYQQQgghxHNFkiAhhBBCCCHEc+X/W4kQ68EfqxMAAAAASUVORK5CYII=\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f1904083a90>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"figure(figsize=(14,4))\n",
|
|
"diffs = np.log(y_smell) - np.log(y_baseline)\n",
|
|
"for i in range(diffs.shape[1]):\n",
|
|
" avg = moving_average(diffs[:, i], n=3)\n",
|
|
" _ = plot(freq, avg, label='Channel {}'.format(i+1))\n",
|
|
"title('Difference of\\nDuring smell vs Baseline')\n",
|
|
"xlim(0,50)\n",
|
|
"legend()\n",
|
|
"_ = xlabel('Frequency (Hz)')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.0"
|
|
}
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