309 linhas
109 KiB
Plaintext
309 linhas
109 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 7,
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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\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": 8,
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"metadata": {
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"collapsed": false
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},
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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>Unnamed: 1</th>\n",
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" <th>Unnamed: 2</th>\n",
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" <th>Unnamed: 3</th>\n",
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" <th>Unnamed: 4</th>\n",
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" <th>Marker</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>1.489530e+09</td>\n",
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" <td>47.429</td>\n",
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" <td>-265.123</td>\n",
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" <td>7.141</td>\n",
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" <td>13.396</td>\n",
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" <td>0</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>1.489530e+09</td>\n",
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" <td>371.733</td>\n",
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" <td>145.523</td>\n",
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" <td>9.855</td>\n",
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" <td>6.313</td>\n",
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" <td>0</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>1.489530e+09</td>\n",
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" <td>324.449</td>\n",
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" <td>-208.499</td>\n",
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" <td>24.210</td>\n",
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" <td>30.101</td>\n",
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" <td>0</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>1.489530e+09</td>\n",
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" <td>290.334</td>\n",
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" <td>-349.269</td>\n",
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" <td>14.543</td>\n",
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" <td>18.365</td>\n",
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" <td>0</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>1.489530e+09</td>\n",
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" <td>409.108</td>\n",
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" <td>31.926</td>\n",
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" <td>-0.342</td>\n",
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" <td>3.121</td>\n",
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" <td>0</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 Unnamed: 1 Unnamed: 2 Unnamed: 3 Unnamed: 4 Marker\n",
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"0 1.489530e+09 47.429 -265.123 7.141 13.396 0\n",
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"1 1.489530e+09 371.733 145.523 9.855 6.313 0\n",
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"2 1.489530e+09 324.449 -208.499 24.210 30.101 0\n",
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"3 1.489530e+09 290.334 -349.269 14.543 18.365 0\n",
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"4 1.489530e+09 409.108 31.926 -0.342 3.121 0"
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]
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},
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"execution_count": 8,
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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/data_test.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": 9,
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"metadata": {
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"collapsed": false
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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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"sig = X[:, 1]"
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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": 10,
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"metadata": {
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"collapsed": false
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},
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"outputs": [],
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"source": [
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"b, a = signal.butter(2, (0.5/100.0, 10/100), btype='bandpass')\n",
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"# b, a = signal.butter(1, 4/100.0, btype='low')\n",
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"ecg = signal.filtfilt(b, a, sig)"
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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": false
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},
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"outputs": [
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{
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"ename": "NameError",
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"evalue": "name 'plot' is not defined",
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"output_type": "error",
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"traceback": [
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
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"\u001b[0;32m<ipython-input-6-ee007de21b0e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mecg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
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"\u001b[0;31mNameError\u001b[0m: name 'plot' is not defined"
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]
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}
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],
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"source": [
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"plot(ecg)"
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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": 154,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(0, 0.2)"
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]
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},
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"execution_count": 154,
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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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"data": {
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"image/png": 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|
|
"<matplotlib.figure.Figure at 0x7efe4c4f0518>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fftfreq, fft = signal.welch(sig_f, fs=200, nperseg=10000)\n",
|
|
"plt.plot(fftfreq, fft)\n",
|
|
"plt.xlim(0,0.2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 168,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"158.96951852357108"
|
|
]
|
|
},
|
|
"execution_count": 168,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.std(sig_f)*4"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 124,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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6dzBJeTPDupJaHSotg9XW1QX56LXtfH0iJiBCiwRc+shrH7k5YhTM6pRjjvTK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\no0aNzjm1jb5Ro0aNzjn9fxnRSf3qFrvMAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7efe4c8576d8>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"_ = plt.specgram(sig, Fs=200.0)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 59,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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s75yUlHuhmDz/FmGs3eg5FEZfUFBQsOXYCEbvQcxd2ip6XLeW3UCxrL/fMlbJ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\n+oKCgoItR5noCwoKCrYc/z/YzRWqLcQ3yQAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7efe4d68a1d0>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"_ = plt.specgram(sig_f, Fs=200.0, NFFT=256, noverlap=128)"
|
|
]
|
|
},
|
|
{
|
|
"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",
|
|
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