mirror of
https://github.com/wassname/rl_2d_walker.js.git
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609 lines
475 KiB
Plaintext
609 lines
475 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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"ExecuteTime": {
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"end_time": "2018-12-08T14:01:13.043250Z",
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"start_time": "2018-12-08T14:01:12.023472Z"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Populating the interactive namespace from numpy and matplotlib\n"
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]
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}
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],
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"source": [
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"%pylab inline\n",
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"import pandas as pd\n",
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"import os\n",
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"import glob"
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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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"ExecuteTime": {
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"end_time": "2018-12-08T14:01:13.051921Z",
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"start_time": "2018-12-08T14:01:13.047031Z"
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}
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},
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"outputs": [],
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"source": [
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"from pylab import rcParams\n",
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"rcParams['figure.figsize'] = 10, 4"
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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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"ExecuteTime": {
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"end_time": "2018-12-08T14:01:13.071373Z",
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"start_time": "2018-12-08T14:01:13.059743Z"
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}
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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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"'../outputs/train_2018-12-08_08-34-55.log'"
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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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"latest_log = sorted(glob.glob('../outputs/*.log'))[-1]\n",
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"latest_log"
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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": null,
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"metadata": {
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"ExecuteTime": {
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"end_time": "2018-12-05T08:47:15.386467Z",
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"start_time": "2018-12-05T08:47:15.373913Z"
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}
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},
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"outputs": [],
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"source": []
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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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"ExecuteTime": {
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"end_time": "2018-12-08T14:01:13.084475Z",
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"start_time": "2018-12-08T14:01:13.074309Z"
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}
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},
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"outputs": [],
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"source": [
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"def parse_log(infile):\n",
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" datas = []\n",
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" data = {}\n",
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" for line in open(infile).readlines():\n",
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" if line.startswith('metric'):\n",
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" _, name, val = line.strip('\\n').split(' ', 2)\n",
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" val = float(val)\n",
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" if name=='episodeSteps':\n",
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" steps=val\n",
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" if len(data): datas.append(data)\n",
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" data = {}\n",
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" data[name] = val\n",
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"\n",
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" df = pd.DataFrame(datas)\n",
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" df = df.set_index('steps')\n",
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" return df"
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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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"ExecuteTime": {
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"end_time": "2018-12-08T14:01:13.141441Z",
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"start_time": "2018-12-08T14:01:13.086973Z"
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}
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},
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"outputs": [],
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"source": [
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"df = parse_log(latest_log)"
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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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"ExecuteTime": {
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"end_time": "2018-12-08T14:01:13.424728Z",
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"start_time": "2018-12-08T14:01:13.144119Z"
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},
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"scrolled": true
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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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"<matplotlib.axes._subplots.AxesSubplot at 0x7f516f97a518>"
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]
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},
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"execution_count": 6,
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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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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f516fc25c18>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df['reward'].plot(style='.', title='reward')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2018-12-08T14:01:13.705024Z",
|
|
"start_time": "2018-12-08T14:01:13.428611Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x7f516fa66198>"
|
|
]
|
|
},
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f516fc53eb8>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[['head_height','center_y','mean_foot_height']].plot(style='.', ylim=[-2,2])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2018-12-08T14:01:13.938521Z",
|
|
"start_time": "2018-12-08T14:01:13.707513Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x7f516f972390>"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f516fbec048>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[['center_x']].plot(style='.')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2018-12-08T14:01:14.271133Z",
|
|
"start_time": "2018-12-08T14:01:13.941096Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f516fb6deb8>"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f516fb6d588>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df['ActorLoss'].plot(style='.')\n",
|
|
"df['CriticLoss'].plot(style='.', secondary_y=True, ax=plt.gca())\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2018-12-08T14:01:14.482924Z",
|
|
"start_time": "2018-12-08T14:01:14.273830Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x7f516fb1b160>"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f516faa7ac8>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df[['head_height_reward']].plot(style='.')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2018-12-08T14:01:18.120808Z",
|
|
"start_time": "2018-12-08T14:01:14.485530Z"
|
|
},
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f516fabdb00>"
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]
|
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f516a0dfc18>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f516a0fb4a8>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f516a090160>"
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]
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f5169ffd748>"
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]
|
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},
|
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"metadata": {},
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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ak5+U5FyAqroVuBS4Dfgs8NbHClySJEmPV3Oa6eqCM12SJGlUdDXTJUmSpJYMXZIkSR0wdEmSJHXA0CVJktQBQ5ckSVIHDF2SJEkdMHRJkiR1wNAlSZLUAUOXJElSBwxdkiRJHTB0SZIkdcDQJUmS1AFDlyRJUgcMXZIkSR0wdEmSJHXA0CVJktSBWUNXkt2TXJ/k5iS3JnlP074iyY1JvpLkoiTLZhi/Lcm65nXZQl+AJEnSKJg2KE2xFVhRVQ8m2QX4UpIrgIuAl1TV7UnOBU4FPjTN+Ieq6siFK1mSJGn0zDrTVX0PNpu7NK9twH9U1e1N+5XAK3dMiZIkSaOv1ZquJDsnWQfcSz9gXQ8sS9JruvwCcOAMw3dPMpHk2iSvmOH4pzd9JjZv3jzHS5AkSVr8WoWuqtrWPCIcB44Cng2sBM5Lcj3wAP3Zr+kcXFU94LXA+UmePs3xV1VVr6p6Y2Nj87kOSZKkRW1On16sqvuBNcBxVXVNVb2oqo4CrgZun2HMpubPO4B/Ap67XRVLkiSNoDafXhxLsnfzfg/gZcBXkzyladsNeCdwwTRj92n2k2Rf4GjgtoUrX5IkaTS0mel6KrAmyS3ADcCVVbUa+O0k64FbgH+oqqsAkvSSXNiMfSYwkeRm+jNkf1JVhi5JkrTkpKqGXcOj9Hq9mpiYGHYZkiRJs0qytlm7Piu/kV6SJKkDhi5JkqQOGLokSZI6YOiSJEnqgKFLkiSpA4YuSZKkDhi6JEmSOmDokiRJ6oChS5IkqQOGLkmSpA4YuiRJkjpg6JIkSeqAoUuSJKkDhi5JkqQOGLokSZI6MGvoSrJ7kuuT3Jzk1iTvadpXJLkxyVeSXJRk2QzjT03y9eZ16kJfgCRJ0ihoM9O1FVhRVT8JHAkcl+SFwEXAyqo6ArgL+E+BKsmTgXOA5wNHAeck2WehipckSRoVs4au6nuw2dyleW0D/qOqbm/arwReOc3wY4Erq2pLVd3X9Dtu+8uWJEkaLa3WdCXZOck64F76wel6YFmSXtPlF4ADpxl6AHD3wPbGpm3q8U9PMpFkYvPmzXOpX5IkaSS0Cl1Vta2qjgTG6T8mfDawEjgvyfXAA/Rnv+alqlZVVa+qemNjY/M9jCRJ0qI1p08vVtX9wBrguKq6pqpeVFVHAVcDt08zZBOPngEbb9okSZKWlDafXhxLsnfzfg/gZcBXkzyladsNeCdwwTTDrwCOSbJPs4D+mKZNkiRpSWkz0/VUYE2SW4Ab6C+MXw38dpL1wC3AP1TVVQBJekkuBKiqLcB7m3E3AOc2bZIkSUtKqmrYNTxKr9eriYmJYZchSZI0qyRrq6o3e0+/kV6SJKkThi5JkqQOGLokSZI6YOiSJEnqgKFLkiSpA4YuSZKkDhi6JEmSOmDokiRJ6oChS5IkqQOGLkmSpA4YuiRJkjpg6JIkSeqAoUuSJKkDhi5JkqQOGLokSZI6YOiSJEnqwKyhK8nuSa5PcnOSW5O8p2l/SZIbk6xL8qUkh04zdnmSh5o+65JcsCMuQpIkabFb1qLPVmBFVT2YZBfgS0k+A3wQOLmq1if5FeBs4LRpxn+jqo5csIolSZJG0Kyhq6oKeLDZ3KV5VfPas2nfC7hnRxQoSZL0eNBmposkOwNrgUOB91fVdUneBHw6yUPA94CfmWH4IUluavqcXVVfnOb4pwOnAxx00EFzvwpJkqRFrtVC+qra1jwiHAeOSnIE8BvA8VU1DnwE+Mtphn4LOKiqngucCVycZM+pnapqVVX1qqo3NjY232uRJElatOb06cWquh9YA7wc+Mmquq7Z9QnghdP031pV32nerwW+ARy+XRVLkiSNoDafXhxLsnfzfg/gZcB6YK8kkwFqsm26sTs3758GHAbcsUC1S5IkjYw2a7qeClzUhKedgEuranWSNwOfSvIIcB/wSwBJTgJ6VfUu4GeBc5P8AHgEOKOqtuyIC5EkSVrM0v9w4uLR6/VqYmJi2GVIkiTNKsnaquq16es30kuSJHXA0CVJktQBQ5ckSVIHDF2SJEkdMHRJkiR1wNAlSZLUAUOXJElSBwxdkiRJHTB0SZIkdcDQJUmS1AFDlyRJUgcMXZIkSR0wdEmSJHXA0CVJktQBQ5ckSVIHDF2SJEkdmDV0Jdk9yfVJbk5ya5L3NO0vSXJjknVJvpTk0BnGn5VkQ5KvJTl2oS9AkiRpFCxr0WcrsKKqHkyyC/ClJJ8BPgicXFXrk/wKcDZw2uDAJM8CVgLPBvYHPpfk8KratpAXIUmStNjNOtNVfQ82m7s0r2peezbtewH3TDP8ZOCSqtpaVd8ENgBHbXfVkiRJI6bNTBdJdgbWAocC76+q65K8Cfh0koeA7wE/M83QA4BrB7Y3Nm1Tj386cDrAQQcdNKcLkCRJGgWtFtJX1baqOhIYB45KcgTwG8DxVTUOfAT4y/kWUVWrqqpXVb2xsbH5HkaSJGnRmtOnF6vqfmAN8HLgJ6vqumbXJ4AXTjNkE3DgwPZ40yZJkrSktPn04liSvZv3ewAvA9YDeyU5vOk22TbVZcDKJLslOQQ4DLh+QSqXJEkaIW3WdD0VuKhZ17UTcGlVrU7yZuBTSR4B7gN+CSDJSUCvqt5VVbcmuRS4DXgYeKufXJQkSUtRqmrYNTxKr9eriYmJYZchSZI0qyRrq6rXpq/fSC9JktQBQ5ckSVIHDF2SJEkdMHRJkiR1YNEtpE+yGbhr2HWoE/sC3x52EeqM93vp8F4vLUv9fh9cVa2+2X3RhS4tHUkm2n7iQ6PP+710eK+XFu93ez5elCRJ6oChS5IkqQOGLg3TqmEXoE55v5cO7/XS4v1uyTVdkiRJHXCmS5IkqQOGLkmSpA4YurTDJTkuydeSbEjyO9PsPzPJbUluSfL5JAcPo04tjNnu90C/VyapJH7UfES1uddJXtX8fN+a5OKua9TCafFv+UFJ1iS5qfn3/Phh1LmYuaZLO1SSnYHbgZcBG4EbgNdU1W0DfX4euK6qvp/kLcCLq+rVQylY26XN/W76PQm4HNgVeFtVTXRdq7ZPy5/tw4BLgRVVdV+Sp1TVvUMpWNul5f1eBdxUVR9M8izg01W1fBj1LlbOdGlHOwrYUFV3VNV/AJcAJw92qKo1VfX9ZvNaYLzjGrVwZr3fjfcC7wP+vcvitKDa3Os3A++vqvsADFwjrc39LmDP5v1ewD0d1jcSDF3a0Q4A7h7Y3ti0zeSNwGd2aEXakWa930meBxxYVZd3WZgWXJuf7cOBw5N8Ocm1SY7rrDottDb3+93A65JsBD4N/Go3pY2OZcMuQJqU5HVAD/i5YdeiHSPJTsBfAqcNuRR1YxlwGPBi+jPYVyd5TlXdP9SqtKO8BvhoVf1FkhcA/zvJEVX1yLALWyyc6dKOtgk4cGB7vGl7lCQvBX4POKmqtnZUmxbebPf7ScARwD8luRP4GeAyF9OPpDY/2xuBy6rqB1X1Tfprgg7rqD4trDb3+4301/BRVdcAu9P/ZdhqGLq0o90AHJbkkCS7AiuBywY7JHku8L/oBy7XfIy2x7zfVfXdqtq3qpY3C2yvpX/fXUg/emb92Qb+nv4sF0n2pf+48Y4ui9SCaXO//wV4CUCSZ9IPXZs7rXKRM3Rph6qqh4G3AVcA64FLq+rWJOcmOanp9mfAE4FPJlmXZOoPskZEy/utx4GW9/oK4DtJbgPWAL9dVd8ZTsXaHi3v928Cb05yM/Bx4LTyKxIexa+MkCRJ6oAzXZIkSR0wdEmSJHXA0CVJktQBQ5ckSVIHDF2SJGlJSvLhJPcm+UqLvuc1n7Bfl+T2JHP+kl9Dl6THjSS/nuRHhl2HpJHxUaDVr6eqqt+oqiOr6kjgfwD/Z64nM3RJejz5dcDQJamVqroa2DLYluTpST6bZG2SLyZ5xjRDX0P/u8jmxNAlaSQleUKSy5PcnOQrSc4B9gfWJFnT9DkmyTVJbkzyySRPbNrvTPKnSf45yfVJDm3af7E51s1Jrh7e1UkaolXAr1bVTwG/BXxgcGeSg4FDgKvmemB/4bWkUXUccE9VnQCQZC/gDcDPV9W3m187czbw0qr6tyTvBM4Ezm3Gf7eqnpPkvwHnAycC7wKOrapNSfbu+oIkDVfzH7MX0v8NKZPNu03pthL426raNtfjG7okjap/Bv4iyfuA1VX1xYF/JKH/y7SfBXy5ad8VuGZg/8cH/jyvef9l4KNJLmUe6zUkjbydgPubdVszWQm8dT4HN3RJGklVdXuS5wHHA3+Q5PNTugS4sqpeM9Mhpr6vqjOSPB84AVib5Kf8XYHS0lFV30vyzSS/WFWfTP9/bD9RVTcDNOu79uHR/4FrzTVdkkZSkv2B71fVx+j/0vTnAQ8AT2q6XAscPbBe6wlJDh84xKsH/rym6fP0qrquqt4FbAYO3PFXImlYknyc/s//jyfZmOSNwCnAG5tf3H0rcPLAkJXAJfP9Rd7OdEkaVc8B/izJI8APgLcALwA+m+Seqvr5JKcBH08yuSbjbOD25v0+SW4BttL/JBLN8Q6jP0v2eeDmbi5F0jA8xkz4tF8jUVXv3p7zZZ5hTZJGVpI7gV5VfXvYtUhaOny8KEmS1AFnuiRJkjrgTJckSVIHDF2SJEkdMHRJkiR1wNAlSZLUAUOXJElSB/4/rYzQ8WAtt98AAAAASUVORK5CYII=\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f5169fdb908>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f516fa43860>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f516a06af28>"
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]
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},
|
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"metadata": {},
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f516a0ca630>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f516a070518>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f5169f2f630>"
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]
|
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},
|
|
"metadata": {},
|
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"output_type": "display_data"
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},
|
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{
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"data": {
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"image/png": 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\n",
|
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f5169f13748>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f5169e5e278>"
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]
|
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},
|
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"metadata": {},
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f5169e42c50>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f5169ded4a8>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f5169d6b358>"
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]
|
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},
|
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"metadata": {},
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f5169d589b0>"
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]
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},
|
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f5169cb9a20>"
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]
|
|
},
|
|
"metadata": {},
|
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"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f5169c74d30>"
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]
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},
|
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"metadata": {},
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7f5169c2f358>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"for col in df.columns:\n",
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" df[col].plot(style='.', title=col)\n",
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" plt.show()"
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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": null,
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"metadata": {},
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"outputs": [],
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"source": []
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},
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{
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},
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{
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"cell_type": "code",
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"source": []
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},
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{
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"cell_type": "code",
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"metadata": {},
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"source": []
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "jupyter3.6",
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"language": "python",
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"name": "jupyter3.6"
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},
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"language_info": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.6.0"
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},
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"toc": {
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"colors": {
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"hover_highlight": "#DAA520",
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"navigate_num": "#000000",
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"navigate_text": "#333333",
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"running_highlight": "#FF0000",
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"selected_highlight": "#FFD700",
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"sidebar_border": "#EEEEEE",
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"wrapper_background": "#FFFFFF"
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},
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"moveMenuLeft": true,
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"nav_menu": {
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"height": "12px",
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"width": "252px"
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"navigate_menu": true,
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"number_sections": true,
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"sideBar": false,
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"threshold": 4,
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"toc_cell": false,
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"toc_section_display": "block",
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"toc_window_display": true,
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"widenNotebook": false
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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