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@JuYoungAhn
Last active September 30, 2016 08:55
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KIST IMRC Foobot Data
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{
"cells": [
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"\"\"\"\n",
" Name : KIST L1330~L1332 실내 공기질 모니터링 프로젝트\n",
" Date : 2016.9.1 ~ \n",
"\"\"\"\n",
"%matplotlib inline\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as md\n",
"import datetime as dt\n",
"import string"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"foobot = pd.read_csv('/Users/ahn/downloads/foobot/foobot.csv')\n",
"foobot.columns = ['time', 'local_time', 'pm', 'tmp', 'hum', 'co2', 'voc' , 'global']"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" time local_time pm tmp hum co2 voc global \\\n",
"0 1470097219 8/2/16 9:20 17.080017 26.626 66.474 450 125 17.080017 \n",
"1 1470097550 8/2/16 9:25 16.619995 24.865 68.034 455 127 16.905710 \n",
"2 1470097848 8/2/16 9:30 17.540009 24.680 67.149 457 127 17.825724 \n",
"3 1470098144 8/2/16 9:35 18.460022 24.155 67.003 455 127 18.745737 \n",
"4 1470098441 8/2/16 9:40 17.540009 23.862 66.567 453 126 17.682865 \n",
"\n",
" date date2 \n",
"0 2016-08-02 09:20:19 736178.389109 \n",
"1 2016-08-02 09:25:50 736178.392940 \n",
"2 2016-08-02 09:30:48 736178.396389 \n",
"3 2016-08-02 09:35:44 736178.399815 \n",
"4 2016-08-02 09:40:41 736178.403252 \n"
]
},
{
"data": {
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JwnTEEcHmSm6sRx8NLsKsO68dbUz1nsMsCHLs7HzLLeUhzmnWWqtU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\noHatJJtkU1FtKqpdTbJp5WR9U0L2ZVP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"text/plain": [
"<matplotlib.figure.Figure at 0x113d5a450>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" time local_time pm tmp hum co2 \\\n",
"0 1471446000 2016/08/18 00:00:00 15.700012 26.0750 62.529000 762.0 \n",
"1 1471446300 2016/08/18 00:05:00 15.470017 26.0905 62.558502 760.5 \n",
"2 1471446600 2016/08/18 00:10:00 16.160004 26.1360 62.681000 758.0 \n",
"3 1471446900 2016/08/18 00:15:00 15.930008 26.1495 62.654500 760.5 \n",
"4 1471447200 2016/08/18 00:20:00 15.700012 26.1910 62.623000 762.0 \n",
"\n",
" voc global date date2 \n",
"0 211.0 27.985725 2016-08-18 00:00:00 736194.000000 \n",
"1 210.5 27.684301 2016-08-18 00:05:00 736194.003472 \n",
"2 210.0 28.302860 2016-08-18 00:10:00 736194.006944 \n",
"3 210.5 28.144293 2016-08-18 00:15:00 736194.010417 \n",
"4 211.0 27.985725 2016-08-18 00:20:00 736194.013889 \n"
]
},
{
"data": {
"image/png": 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AmUFLC0ydmnvMoEFw2WWwxho4TrejPVF5BwGPAl8jZP/+P0lfq3TFHMeBHj2gZ084+eTc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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117523a50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dates = [dt.datetime.fromtimestamp(ts) for ts in foobot.time]\n",
"datenums=md.date2num(dates)\n",
"\n",
"foobot['date'] = dates\n",
"foobot['date2'] = datenums\n",
"\n",
"print foobot.head()\n",
"\n",
"plt.subplots_adjust(bottom=0.2)\n",
"plt.xticks( rotation=25 )\n",
"ax=plt.gca()\n",
"xfmt = md.DateFormatter('%Y-%m-%d')\n",
"ax.xaxis.set_major_formatter(xfmt)\n",
"plt.plot(foobot['date2'], foobot['voc'])\n",
"plt.title(\"All Datas\")\n",
"plt.xlabel(\"time(s)\")\n",
"plt.ylabel(\"Voc\")\n",
"plt.show()\n",
"\n",
"\n",
"foobot0 = pd.read_csv('/Users/ahn/downloads/foobot/Foobot00.csv')\n",
"foobot0.columns = ['time', 'local_time', 'pm', 'tmp', 'hum', 'co2', 'voc' , 'global']\n",
"dates = [dt.datetime.fromtimestamp(ts) for ts in foobot0.time]\n",
"datenums=md.date2num(dates)\n",
"\n",
"foobot0['date'] = dates\n",
"foobot0['date2'] = datenums\n",
"\n",
"print foobot0.head()\n",
"\n",
"plt.subplots_adjust(bottom=0.2)\n",
"plt.xticks( rotation=25 )\n",
"ax=plt.gca()\n",
"xfmt = md.DateFormatter('%Y-%m-%d')\n",
"ax.xaxis.set_major_formatter(xfmt)\n",
"plt.plot(foobot0['date2'], foobot0['voc'])\n",
"plt.title(\"All Datas\")\n",
"plt.xlabel(\"time(s)\")\n",
"plt.ylabel(\"Voc\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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kNVy/pJ8Ah0RPx5nZs1ktVQNkspvyFVeEM5fHH89e/3+z0L6zYgU88IBfZ1Bs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\nqpJgXAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117a31990>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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U/LzhhqVvPFcpp50Gv/993BZCpFEpyZRJly7RP3DeeTErwP33V7pE9cMdTjoJ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\nzP8HUvYlBNKigZwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x114cb09d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" 급격한 변화가 의심되는 구간 Plot \"\"\"\n",
"# 9월 7일\n",
"start1 = foobot[foobot['local_time'] == '9/7/16 10:04'].index[0]\n",
"end1 = foobot[foobot['local_time'] == '9/7/16 10:04'].index[0] + 36\n",
"\n",
"# 9월 9일\n",
"start2 = foobot[foobot['local_time'] == '9/9/16 9:03'].index[0]\n",
"end2 = foobot[foobot['local_time'] == '9/9/16 9:03'].index[0] + 36\n",
"\n",
"# 9월 7일 plot\n",
"plt.plot(foobot[start1:end1].date, foobot[start1:end1].voc)\n",
"plt.subplots_adjust(bottom=0.2)\n",
"plt.xticks( rotation=25 )\n",
"ax=plt.gca()\n",
"xfmt = md.DateFormatter('%Y-%m-%d %H:%M:%S')\n",
"ax.xaxis.set_major_formatter(xfmt)\n",
"plt.title(\"2016-09-07 10am ~ 1pm\", fontsize=18)\n",
"plt.xlabel(\"time(s)\")\n",
"plt.ylabel(\"Voc(ppb)\")\n",
"plt.show()\n",
"\n",
"# 9월 9일 plot\n",
"plt.plot(foobot[start2:end2].date, foobot[start2:end2].voc)\n",
"plt.subplots_adjust(bottom=0.2)\n",
"plt.xticks( rotation=25 )\n",
"ax=plt.gca()\n",
"xfmt = md.DateFormatter('%Y-%m-%d %H:%M:%S')\n",
"ax.xaxis.set_major_formatter(xfmt)\n",
"plt.title(\"2016-09-09 9am ~ 12pm\", fontsize=18)\n",
"plt.xlabel(\"time(s)\")\n",
"plt.ylabel(\"Voc(ppb)\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"800 넘은 횟수 : 40\n"
]
},
{
"data": {
"image/png": 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BaRHxxzw/Frg+Il60lc9vB66OiP0kvRC4HvgbqaDuTtrjmwKcABARp+fnLQJOIx03XBwR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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x118758510>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" 높은 수치가 기록된 데이터 포인트 개수 \"\"\"\n",
"print \"800 넘은 횟수 : \", len(foobot[foobot['voc'] >= 800])\n",
"\n",
"foobot[foobot['voc'] >= 800].to_csv(\"800.csv\")\n",
"\n",
"plt.subplots_adjust(bottom=0.2)\n",
"plt.xticks( rotation=25 )\n",
"ax=plt.gca()\n",
"xfmt = md.DateFormatter('%Y-%m-%d %H:%M:%S')\n",
"ax.xaxis.set_major_formatter(xfmt)\n",
"plt.scatter(foobot[foobot['voc'] >= 800].date2, foobot[foobot['voc'] >= 800].voc)\n",
"\n",
"plt.title(\"All Datas\")\n",
"plt.xlabel(\"time(s)\")\n",
"plt.ylabel(\"Voc\")\n",
"\n",
"def getList(threshold) :\n",
" \"\"\" \n",
" 짧은 시간 동안 큰 변화를 보인 구간 리스트 \n",
" \"\"\"\n",
" index = foobot[foobot['voc'] >= threshold].index\n",
" result = np.zeros((len(index),7))\n",
" \n",
" for i in range(len(index)) : \n",
" result[i,0] = index[i]-3\n",
" result[i,1] = index[i]-2\n",
" result[i,2] = index[i]-1\n",
" result[i,3] = index[i]\n",
" result[i,4] = index[i]+1\n",
" result[i,5] = index[i]+2\n",
" result[i,6] = index[i]+3\n",
"\n",
" return result"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 71. 72. 73. ..., 75. 76. 77.]\n",
" [ 72. 73. 74. ..., 76. 77. 78.]\n",
" [ 616. 617. 618. ..., 620. 621. 622.]\n",
" ..., \n",
" [ 11013. 11014. 11015. ..., 11017. 11018. 11019.]\n",
" [ 11014. 11015. 11016. ..., 11018. 11019. 11020.]\n",
" [ 11015. 11016. 11017. ..., 11019. 11020. 11021.]]\n"
]
},
{
"data": {
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ZZ7XCNcEiNodeBkyoTIBZh5mSvYGnsuUxwAGSukvqDwwAHqpbSY3HHktDGlZc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\nNm9cczpLFgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x118758310>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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zawCcRhgd6DDgADM72cxaJBtZ8ZnZPsCVwOPAScAvzezIeFsaP7/dCO+Lzcxs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\nKCIiqaUiKCIiqaUiKCIiqaUiKCIiqfX/r8/S7xYMvzEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117453f90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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u0wHc/UOgXbJ9DWBqwWunJdtERER+UMWNDjWzju7+XzNbHRgDnAjc7e6rFuzz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\nUhEUEZHMUhEUEZHM+v8ownQdcIlvXgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x118190e50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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dQGBAM/5oruVx00mwRrLRW78o9d906qT9e/b3N6Sa0Ec7PXxP4CZJh0p6ADil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\nQKTzUb0MPAL0lbRHxcPOAD4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"text/plain": [
"<matplotlib.figure.Figure at 0x11672f4d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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IGEWepBX4PlWTrJLuUPxIt9ftC/yE1MNpdyodcdYo+sCXO2COhWPh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\n2paToJmZtS0nQTMza1tOgmZm1rb+PzLDJkqiUgpvAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x118445450>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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5p8C9+R92pZrfxZrA8qSd2GukHV3lOZcA++XlvUi1wluAXYr+PAsZg82A/yE1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\n/X+9ExHE5Wx7bQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x118765c10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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/b97zCmsGTp4MXbpUJjaRrCqsNnHbbdk9H67mUJEl0NKB81ddBQceqAIo9akw\nbOL739dqE2nSkaC02rx5seL8qFHQrduSPaewZuDf/w5bblnZ+ESyLMvDJnQkKLIEWjKX6J13woYb\nqgCKaNhEulQEpSya20v0kku0ZqAIwDLLwC23wKmnwquvph1N/VERlLLYccc4rzFx4uK3HT06Vqff\nd9/KxyWSBxo2kR4VQSmL5jSJXnJJTJTdtm3l4xLJCw2bSIc6xkjZPPkkHHdcnN9YmOnT41vv1Kla\nMkmkqRkz4jx5VoZNqGOMSDMsSZPo5ZfDkUeqAIosSJcuseTS978PH36YdjT1QUeCUlY//jGsuCKc\nc87XH/vsM1hnnTgnuP761Y9NJC9+9COYOROGDUt32ISOBEWaaVED52+8MRbjVQEUWbQLLogWFQ2b\nqDwdCUpZzZsHa68dyyN17z7//ZtuCldcAVrPWGTxXnoJdtst3dUmdCQo0kwL6yX60EMxSbYWzRVZ\nMptvrmET1aAiKGW3oIHzhcHxWZsWSiTLNGyi8tQcKmVXaBIdMSKaQCdNgt69Y1jE0kunHZ1IvqQ5\nbELNoSIt0KbN/B1kLrsMjj9eBVCkJTRsorJ0JCgV8dRTcOyx8Pjj0Rt00qRYOkZEWiaNYRP1cCSo\nIigVMW9ejAns3TuODK+/Pu2IRPLt889hu+1iou0BA6rznvVQBNulHYDUpkIv0UsugRdfTDsakfwr\nrDax224x3jatYRO1RkVQKuaoo2DWLNhqq7QjEakNm28OZ58dwyaeeALat087ovxTc6iISI64wz77\nwNZbw69+Vdn3qofmUBVBEZGcmTEjWliGDavssIl6KIIaIiEikjMaNlE+OhIUEcmpH/0I3n03jggr\noR6OBFUERURy6vPP4fnnYZddKvP6KoI1QkVQRKT56qEI6pygiIjULRVBERGpWyqCIiJSt1QERUSk\nbmWqCJrZNWY2w8zGl9y3opmNNLMpZjbCzJYveWyImb1iZpPMbPd0os6XxsbGtEPIDOWiSLkoUi7q\nS6aKIHAdsEeT+84ERrn7xsDDwBAAM+sO9AO6AXsBfzbTuuWLo3/wIuWiSLkoUi7qS6aKoLs/ATSd\n/+AAYGhyfShwYHJ9f2CYu89x96nAK8B21YhTRERqQ6aK4EJ0dvcZAO7+DtA5uX9N4K2S7d5O7hMR\nEVkimRssb2brAPe5e4/k9gfuvlLJ4++7+8pm9kfgaXe/Jbn/auABd79rAa+ZrQ8pIpITtT5YPg/r\nCc4wsy6oHWxbAAAWXklEQVTuPsPMVgNmJve/DaxVsl3X5L6vqfVfooiItEwWm0MtuRTcCwxMrg8A\n7im5/zAz62Bm6wIbAM9WK0gREcm/TB0JmtktQAOwspm9CZwD/A643cyOBqYRPUJx94lmNhyYCHwJ\nnKAJQkVEpDkyd05QRESkWrLYHFr3zKxLYVKAeh/7aGYbmtn2yfV6z8VKZvaNtONIW2kO9DdhHUuu\n13suWrTfVBHMmGTmm9eI8ZHUaxOvma2SNI//g2gir+dcdDezu4G/A38qnTWpnpjZ+mb2EHCnmZ0L\ndf03sY2ZDQNuNrOzoX5zAa3bb6oIZs+GxMw4a5vZN6Fuv+FtC/wb2NDdzy/cWW+5MLMOwG+AJ919\nJ2Ar4LvJY3WTCzNrA5xM/G8cAuxpZieZ2bLpRlZ9ZvZt4ArgSeBE4Bgz6588Vq/79BbvN+s1YZlg\nZjua2TJN7l6a6ADUEdgB6uMbnpn1TuaJLfxNfhd41d3dzBrMbBuom1wcYmaF4T+rA58TOzyAh4B3\noPZzYWbfMrNOAO4+D1gXmODus4AziC9KPVMMsWqaHP3PAA539z+6+7+B80i+GCV5qmnl3m9mqndo\nvTCzo4hvcF8A483sMXe/NTnX0RX4AzEtXNdkZ/i+u3+WXsSVY2YDgOOBucAYorfvFcBTQLekSXTV\nZNuRwI3JzEE1ycx6AMOBy4AfEwXwJeC0ZL7cbxB5WQ643d2/SC3YCjGznYA/Ag6MNrOn3f1m4m+j\nI4C7P2pmewHbmNkL7v5xehFXjpkdClwN3GRmp7r758C/3P0LM7NkR78scRREyX01p1L7TR0JVpmZ\nbQn0AY51917AaGBfM1vO3T8Flie+0bwGHAX8DeieVryVlOzwewD/5+47Ezu5HsnDHwBrA2+7e19i\nuMzqwM5pxFpFXwKPAn3MbDV3n+nuvwGeI+bKXQu4CtgN2CzFOMuupPlqU+Dv7t4TuBs428xWAKYD\nm5QcJTcSR4Nf1GLTsJl1BtYBLiX+F74JUPLFp7D/7kkcHdZs60Al95sqglVQ+g/q7mOBC919THLX\nDOB/wGwzWx/oBNxBHAl8BIwCXqxuxNXh7uPd/RR3H21mbYFvE0c9EDu4z0iOAt39KeLb3tw0Yq2i\nPYCfEkXvZPjq7+dz4FUAd7+HKICdUoqxIkp24NsC45L7/gk8A5wN3Eb8DfRMHnuQmDR/tVrc+bv7\nTOBWd/858D6x029f8vjcpFBuXTJ95IrpRFtZldxvqghWSNK1//dm1jE5r1VaCMeV3O5ATBL+P3d/\nDZgFPO/u6wGnEt9wdqz6BygjM1vHzNYoud2myePfBIYRudjUzK4C/gv8CVjFzA42sz7AKiTnw/Iq\nycUqJbfbJD8Lfw9tidmPhgAHJJ97ZeLLwDZmtnly30fAu1UNvozMbD0z277wuZscyc0gmRQjcRbQ\nn/jMDwODzGxvM/sOUSCbrjyTK0mv12MXcjT77+TntcSR0FpNHt8ZeMDMDjSz54D/q2CoFWdma5UW\n8tJ9RcX2m+6uS5kvwC+B8cROfGWgbXJ/V+JbKxQnKrgMOHEhr7MssFHan6cVedgSuIlo5rwDOK3k\nsa9yUfisyc92wF3Aj5LbuxBt/Y3Anml/plbkYnliR/Zv4PbC50seWwvoQkwX+Gui6WsbosjNJYri\nZkRnkNHEt9xc5iL5vV8HTAFGAL8ueWwdYLkkVx8lO7nCY3cChyXXDySOCp8Gdk/7M7UiF1sQX/6e\nAX5CfAFqU5Kn1Zpsf3vTfQVx7nRe8v+1d9qfqRW56AHckuwrhjX5/6jofjP1D19Ll+SPeBXghsJO\nvcnjFwFbldzulGy7anJ9/5LH2qT9eVqZi+WIXmunJbe3BP7bJBdbLuS5FxR2eMntDml/njLkowG4\nN7m+DfAYsGty+3ygZ3L9VuLE/5PAr4CXm7xO17Q/SyvzcARwU+GzAG8C7Uv+JrZNrl8L/LnkeRcD\n3yq5/bX/r7xcKH4pvhqYvJBtvvr/KNm+T1IoNgYGJPcdAmyT9mdqZT5WTX6/ZyS3ewHvLigXye2y\n7jdTT0DeL8TgzCOATsntVYDniSOaPYHTge0W8tyNiDURLyR6Rv4W6Jj2Z2pFLg4GTgBWTW4vXfLY\n0cQR3SrJbWvy3KWIji+/Ir7hr5f252llLnYDrim5vRMx+ftSye2fJb/vLk2etx3QUHJ7dOntvF1K\n85D8T/yAOGoxolv/X4B1F/C81ZPtLiQ6hoxf0HZ5ugCHJZ934+T25sDjxGmp3kBfYI3kMVvA81cG\nPiHODw7N+b6iH3BM8n9vwBZNHn8E6L2Q55Z1v6lzgi1kZnuZ2YvAccBewGVmtmHy8OPAX4mu/0sD\nvzezwxbwMvsAKxDt2Xu7+xDP4VCI5PzMaOKPen3gj2a2sbv/z8w6mtnpwC+II+XbzGxlT/6aSxwE\nPEh0gT/I3V+v5mcop6STz2HAUUkPWIgd2GRiUC9Ek+8awCalz3X3Z929saQDRIO7N1Y+6vJrmgd3\nn0N8QXyFaAI8n+j8dJeZzTfez93/A/wQeJ04Mt7D3d+oZvzlkoxzHQ98n+j1OgXA3V8C/kPkYAjR\nvX+EmXVu+v9hZqsTTYDDgU3dfUBO9xUdzew+Yr+5I/GloLuXnO8zsw2ILwaPL+Q8aXn3m2l/I8jr\nBRgMHJhc70I04fUHliGaAV+ieJ5rEPB74tvtSsT4r2WS699I+7OUIRf9gJ2T652Aayg25RiwUsm2\nNwA/KcnbyclzOgHLpP1ZypCLwjmdM4lpzm5Obq9DDG04hGLz1jXAD5PrqwEn0eTIMK+XBeThppLH\nVgXuLLl9HnAu0dlhVeBHNDkfludL8nu9BVguud225LEewMElt28Cfpxc75LkYuXk/6hd2p+lDLno\nmvzdt0tu/wwYkVwv3LdTkq/C35AlfxcV2W/qSLCZkm+3EOduHgRw9xnETu5dj8GsTxDnOr6dbDuJ\naMr5D/Ap8Jq7f+7uH3iMccmlQi7cfbi7P2FmSxE7tJ6AF3rGAh+VfKN7jGjyg+jV97q7z0oun1f7\nM5Sbu88zs67EGKUBwE4Wi0JPA14Gtga2TzZ/jjg/CDEuclryt5R7C8hDr6Q7P8QR8OslLSfPEufK\nZxO9gqd6DUyIULKveASYCvQ3s58Cl5pZXzNbwWOY0F0lvSAfZf7/j6nu/r6HOVX9AGVU8vnWIc5r\nzwFw918BW5W0FAB8D3gg+RvaKdmH/JcK7TdVBBfBzDY2s/7J4Tlm1tbd5wK4+7sezX1tk19wR2Kg\nM8RsJ9cCZ5jZkUSb9bjk+V+4+30pfJxWWVQuShxO9FT7M3As0QQK0fHBLWa/GEAcDeLus2slF002\n+Rj4n7u/Twzavc7Mfkj0aJwJXGQxU85xyX25zEUL83ACMb5rdeB4M+tH9Hp9yMza5DEPsNh9xQTi\nPN6JxBeA8ZT8f5iZJTv8wv/H0OR5ucuFhS5m9htLpjosfD4Ad38S2NDMSie9uIZoDsZiJqSexKwv\nDwKXmNlaFc1F2ofHWbwAaxLnbF4gei1NA9YseewASk7EEoN7Ry/gdfYkCuABaX+mCufiq+ENJc/r\nBowleoluAdxLdInfK+3PVMFcHEh8sdyZaPrcgjj3NRs4u+R1BhJTwx2cxufIQh6IZsDziXNc+6X9\nmSqYi4OT62tQ0tkr+f94Nvn/WD95jZF5/v8o+Wz7E1/2TiXp2Z18/kOS62cC/yzZfnPgfmJow/rA\ne8ADQJ9qxKu5QxdsZWIJn2s9ZmVYj+j5+MfksQ4+/4nYHsD1AGZ2CvCKu9/rMaPFg1WNvPyWJBef\nAPj8zTXrAI+5+8dm9iYx7mdalWMvtyXJxTwze4Po+diTOOdxBHG+CwB3v57k7yWnWpOHpSBmCzKz\niZ7jJr7E4nLRDsBjoutS6wFPJf8fEOcB36xe2BW1PVHQOxFNu08Q5/QKLQXnEytf7O3uDxDjYl9y\n908sJgrv5UnnoWpQEQSSJsuZSdECmOTu45PH+hGDmd9IDuvHE80ZpfYk2rWPIb7dDatS6GXXmlwk\n5wQ3I3p67kcc7eDuH5LDWT1akYt3ibFbryTbTge+lzT35W6W/wrkoa27z81jAWzl/0cbojfwEUQP\nx8L/x8dE03GuNM1FSRPwG8QUf92I/cET7j6OOCXUJvmCdDawX3KaYBNiGAzuPr3qHyTtQ+c0L0Qv\no8KMC/eRjGErebwb0QHmJ8nPX1HSg5Fo8ukATCB6t+W2Z18ZctEWaJ88diE57t1Xhly0X9D1vF2U\nh7Lmoi1x0HEN0ZO8lv8//kkc8X8buJyY9m7zkscLs74sS0x2vXqqnyfthKb8y/wGMS1X5+SXuVeT\nx0vPcW1IfKvrnNz+P+B7yfVc/4OXKReHJ9fbViPejOein/JQO3koUy5q/v+DGMrQgZjsfGuig88s\nonfsCsk2P0n+LjKzz6zr3qEe3Wxf8Jit/XHgICtZvNJLmms8mnTeJcZzAdzjyczt7v4lOVeGXNya\nPJb7VR7KkIvhykPt5AH0/1FqYbnwqHIrEueBbydycC7RW74wPKbwd5GZfWbNF0Ez28jMrjCzk5KT\n1vPxYgeXa4hvcFuZWbvkud8ws2XN7Htm1kisVTU5eV7uZjRRLoqUi6A8FCkXRS3MxVIe41xPAHq4\n+6nE0JiPgcK4wNeq8wmWXM0WQTNrZ2Y/IxblfJNYkPI6M+uwgG3beIxlegrYp+Rb3efEnJf9idnu\nf+AxoDdXlIsi5SIoD0XKRVErc/EFgLs/5u6fJo+/6u7nZ/mLQOEEZc0o9FAys6WJE7PjPel6bGZj\ngYHuPjbpveXJ/YUeS22JGU1eI375BxCDfXM5k4lyUaRcBOWhSLkoKmMu1iHGA+ZmrcuaORI0swFm\nNhLYFcDd/0d0zX3Tous+RPPECsnjX1X/5Be5DLHiww5Er6fj3P3DPP5RKxdFykVQHoqUi6IK5SI3\nBRBqZJygme1ITEzcCdjCzMZ7zLf3EYC7f2Exb2EPYhaTBelIzFjf1WOOz1xSLoqUi6A8FCkXRcpF\nqInmUDPrQnTF3Zpol7/S3Z9uss1xxBIkg5PbuRy4vDjKRZFyEZSHIuWiSLkIuWoOLTk8x2y+daZm\nuvun7v44sTZXT4uJWLHiumxrAI9YrO11N7HSeW4pF0XKRVAeipSLIuVi0XLRHGqx5MpPgZXM7El3\nv6BJ27SXfEMZQUzg2g14xt2/TH7xPyKWq5kCDHP3F6v/SVpPuShSLoLyUKRcFCkXSybzRdBiReUb\niIU5bwUeNbOx7j7SzNp5sYty4Zf7EDGX55pm1glYHvgEuJFY1fmh6n6C8lEuipSLoDwUKRdFykUz\neAamrWl6AdYvub4XcHHJ7YuBjZpsP5Bk+ZLk9g+IHk2fAOek/XmUC+VCeVAulItsXlIPoMkvpS+x\n+vZjxIKTKxCzkN8N/IlYoeEdYlLWnkBX4B5iqY5NiHOcPYkFLK9r+kvP00W5UC6UB+VCuahC/tIO\noMkv8wJidfJliW8ufwaWBpYhDu1PSbb7efIL7gBs2OQ1VgBWSvuzKBfKhfKgXCgX2b+kHkDJL6EN\nsSTRRsnt9YErgR8mty+jZPkRYvXhtZPrRsks7nm/KBfKhfKgXCgX1blUfYiEmXUxs82a3FfoofQo\nMfcewFtEj6XdktvbAb3NrK2Z7ZM8VhjU6Z7PBTqVi4RyEZSHIuWiSLmonKoVQTPrbGZXAc8D25hZ\nx8JjXhx8eRewtZkt6zH57BTgYzNbmTjk75s8/xTgVo8VmXNHuShSLoLyUKRcFCkXlVfNIRK9gaXc\nfS0oDtq0ZOLWZJsXgP8Ag4FfAzOANYkvLXeZ2QiiLXthU/jkhXJRpFwE5aFIuShSLiqsYkXQzFZ0\n9w/NrA3QFtiGaKvGzLYH/m1m0wu/SDM7mJiA9VLgHjN7kZiU9UtgLny1mGPufpHKRZFyEZSHIuWi\nSLmovrLPHWpmhwNnAE8DJ5X8su4Fxieb7QG8BLzn7qeb2XPEN5mz3X2cme1FDNzsDJzp7tPKGmSV\nKBdFykVQHoqUiyLlIkVe3p5KSwN/IcamXAL0LXmsD3GY/uPk9kbAc8C2QMcFvFabcsZW7YtyoVwo\nD8qFcpH9S6s6xpjZsmb2f2a2k5kt7bEW1VnAL4lvKH0K27r7P4GPibEsuPu/gEeArdz9MwttSrbP\n1UzlykWRchGUhyLloki5yJYWF0Ez246YiWAHYvqd8wE81qOaCYwBVjSzXiVP+ymwr5mtY9Fdd3ti\nzjo85PIXqFwUKRdBeShSLoqUiwxqzmEj0Lbk+kHAecn1lYCngCNLHl+dmKHgvCav8T3gWqAROCjt\nQ+GWXpQL5UJ5UC6Ui/xflvSXuDNwC3AuySStwK8omWSVWKF4cpPn7Q78nujhtBPFjjjLpv3BW5ww\n5UK5UB6UC+WiZi6LbA41s3ZmdhFxsvZBYEXgt2b2DWAkcGRhW3e/A3Az273kJWYS41yeAY4n5qzD\n3T9Z1PtmkXJRpFwE5aFIuShSLnJmCb7N9AW6JteXBx4HNkluvwz0L9n2LOCXyfVlgNeBocB6aVf7\nclyUC+VCeVAulIvauizJYPnH3f1/SS+m/5rZLGA1Yt2pXwCnmFmju08HVgZGAbj752bWw91nLcF7\n5IVyUaRcBOWhSLkoUi5yolmD5c1sfWAY0MeT+efM7DfEydx1iBO9A9x9XAVizRTloki5CMpDkXJR\npFxkW3OL4GBiJeIzmty/JXGoP6zM8WWWclGkXATloUi5KFIusm2JxgmaWdvk6hrAeDM7wMzuM7Od\nANx9bL38IpWLIuUiKA9FykWRcpEPS3wkaGbLAdOJnksvAle6+6gKxpZZykWRchGUhyLloki5yL7m\nrCLhxEzld7qW5FAuipSLoDwUKRdFykXGlX0VCRERkbyo2sryIiIiWaMiKCIidUtFUERE6paKoIiI\n1C0VQRERqVsqgiIiUrdUBEVayMyWN7MfJtdXN7PhZXztk82s/yIe38fMflGu9xOpVxonKNJCZvZN\n4D5337zMr9uWmF1kK3eft4jtXgB6ufv/yvn+IvVER4IiLfdbYD0ze9HMhpvZSwBmNsDM7jazkWb2\nupmdaGb/l2z3lJmtkGy3npn9w8yeM7NHzWyj5HV3A14oFEAzG2xmE8xsrJndUvL+jcC+1fu4IrVH\nRVCk5c4EXnP3rYHTiCmyCjYFDgS2A34NzEq2G01xZfErgZPcfdvk+Vck9/cCXih5rTOALd19S2Kl\n8YIXgF3K+olE6kxz5g4VkSX3iLt/BnxmZh8Bf0/ufwnY3My+AewE3G5mljzWPvm5OjCx5LXGAbeY\n2d+Av5XcP5NYoUBEWkhFUKQyvii57iW35xH/d22AD5Ojw6Y+B5Yuub0PsCuwP3CWmW2WNJUunWwr\nIi2k5lCRlvsEWDa5bovasCl3/wR4w8wOKdxnZj2Sq5OADZL7DFjb3R8lml+XAzol220EvNzi6EVE\nRVCkpdz9A+BJMxsPXMD85wTn23Qh9/cHBiUdXl4mjvQA/gF8K7neFrjJzMYR5wAvdfePk8d6A/e3\n8mOI1DUNkRDJIDO7Ezjd3V9byOOdgZvdvW91IxOpLSqCIhlkZhsCXdz9iYU83hOY7e7jqxuZSG1R\nERQRkbqlc4IiIlK3VARFRKRuqQiKiEjdUhEUEZG6pSIoIiJ16/8BfDCS0S95ULsAAAAASUVORK5C\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117a31a90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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kOCycXT66jXQJqcix6NTnppNgnZDUHTgZuDciNgTWBHbNHivUNzxJXYBDSTME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\nGrvrMjgW5RyLxHEocSxKHAs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"text/plain": [
"<matplotlib.figure.Figure at 0x113476890>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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DACStDewL9AEGAhdLUgXLWpP8BS9xLEocixLHoliqKglGxF+BfzfbvTswPNse\nDuyRbe8GjIyIuRExHZgGbFKJcpqZWX2oqiT4BbpFxAyAiHgT6JbtXxF4pey417J9ZmZm80URkXcZ\nPkfSKsDtEdE3u/9ORCxT9vjbEbGspIuARyJiRLb/MuCuiLhlHq9ZXW/SzKxGRERdX2bqkHcB5sMM\nSd0jYoakHsDMbP9rwEplx/XM9v2Pev8jmpnZwqnG5lBltyZjgIOz7YOA0WX795PUUdKqwBrAY5Uq\npJmZ1b6qqglKGgE0AMtK+icwFPg1cKOkQ4F/kHqEEhFTJI0CpgAfA0dFtbXtmplZVau6a4JmZmaV\nUo3NoYUnafGy7UJfz5TUuWy76LHo3jRZRJFjIamXpE2z7cLGAUDSMuXniyJb2POmk2AVkbS6pHuA\nmyUNAyhqE6+kjSSNBK6TdCoUNxYA2YxIL5LGzRYyFpKWyy6Z/Jl02aSQcYA0WYikW4E7gN+Xz6RV\nNC09bzoJVglJ7YDjSLPi7A3sKOkYSV3yLVnlSfoWcAkwHjgaOFzSoOyxon5me5E+GytL+joUshbU\nH3gd6BURZzftLFocJHUEzgTGR8QAoB/wneyxosWixefNop5QqoKkrSQtARARnwKrAs9FxPvAyaQv\n/cY5FrFimv2SnQHsHxEXRcTrwOlkX/IsTnVN0maSFmu2e1FSx7DOwDeg/mtBkrbO5g5uOk99B/h7\nRISkBkkbQf3HAUDS3pKahoStAHxI+pEIcA/wJhQmFq163qyq3qFFIWkAcBEQwKOSHomI60g9XTsD\nRMRfJA0ENpL0ZETMyq/EbUfSPsBlwLWSfhIRHwIvRMQcScq+1F1Iv/Qo21d3JB1CqvnOASZJejAi\nrs+udfQEziVNF9gzOyG+HREf5FfitiHpIOAHwCfA06TvxSXAw0CfrEl0+ezYccA12WxSdUlSX2AU\ncCFwPCkBTgZ+ms2hvDgpLksCN0bEnNwK24ba6rzpmmAFlTVVrAPcEREbA7cCp0paGngVWKvsF18j\n6VfNnHps5pDUDVgFuABYGfg6QNmXuOnzuTGpdli3v3QlbQBsCxwREZsDjwK7SFoyIv4LLEWqCb4I\nHALcBqydV3nbSnbC7wucEBFbkE5wfbOH3yF9Tl6LiO1IQ6hWALbIo6wV9DHwF2BbST0iYmZEnAk8\nTpo/eSXgT8A2wLo5lrNNtPV500mwgspO4P2Bidm++4AJwKnADaRf/Btnj91NmhS8Rz2e/CNiJnB9\nRPwCeJsnpYckAAAToklEQVR00l+k7PFPskS5Ydn0eF3zKW3biohngN9ExNPZrhnAbOAjSasDSwA3\nkWoD7wL3Ak/lUda2FBGTIuLHEfGopPbAt0i1Hkgntw/IaoER8TDp+/JJHmVtC19w0t4B+Bkp6R1X\ndtyHwN8BImI0KQEuUZmSVk5bnzedBNuIpNUkbdr0oW724Z5BNug/cwowiHRyux84TNJOkr5N+kM3\nX1mjpmS9t474gi/469m/V5BqQis1e3wL4C5Je0h6HDihDYva5iStVJ7Iyzv6RMTEshh1JE0ePzsi\nXgTeB56IiNWAn5BqhptVsOitStLKXxSH7P7XgZGkOKwj6U/Ae8DvgeUk7SVpW2A5suthtUppyMfv\nJHXOrnc2P2e0J82INQTYPXvfy5J+DGwkab1s37vAWzm8hVYjaQ1J3yy73/bnzYjwrRVvpF8kVwJT\ngbHAGWWPrQIsSTqBvUs6yTU9djOwX7a9B+nXzSPA9nm/pxbEYn3SiWwCcCLpy9yuLE49mh1/I3B0\ns30XAZ+SakE75f2eWhCLvsAIUvPeSODYZp+ZHtl20wQWFzaPRdnxXYDeeb+nhYzDitn34wXSD58j\nyh5bqfwzAXTJ/u0A3NIUM2BL0vXRRmDHvN9TC+PxS2ASKbkvC7Qv+0x0J00heQapGXgjUpL7hJQU\n1yV1BHmU1DJQ07HI3vcU4G5g3bJ9K7fleTP3N11vN+AA4NpsuyfwT2CR7P5vgf7Z9hXAxWXPOw/Y\nqux+l7zfSwti0PRFvgz42xcc81tgg2bHb5slijWBg7J9ewMb5f2eWhiP5bO/78nZ/c2Bt+YVi+z+\nEsDV2fOWAHYre6xd3u+nhbEYROrIQvZ3vhfYPLt/NtDvC553TtPJLrvfMe/30sI4KEt6V8/ru559\nJjbKtq8ndZYaD/wKeLbZsT3zfj8tjUXT+yDV6M4AjmwWizY7b3ratBaStA1wQEQcJqkDcCiwPbAP\nqeq+NXB2RLzc7HkrkGo5L5OafLYGdm9+XC2RtB9pEPN5ETFV0nrAxcBW2a0DqSvz6/Pq5SlpWWA6\n8BFpEPAPo0Z7P0ral/Tr9RrS++kbERPLHn8A+GVEPDCP5/YG7iPVGL9F+mV8ei3GIotDF1IHjv9K\nGgLMJX1G5kq6j9TMdUxEvNPsuZ2AZUg9Zrclfc9equw7aD2SNgOejojZ2f1lSa1F3yD9nfsCjRHx\nWLPnbQJ0jojG7P6jwOCm+7VI0u6kH3i3Rer4haTlgZ+TOrp0Ay6NiGnNntfq501fE2yB7ML9fsAh\nkvpGxFzgCdIq9xNIv2w/AG6R9LlxKxHxBvBD4CXSr7wdajUBZmO2JgHfI/XemgoQEZOBN0gxGELq\n3j9WUrd5JMAVSE2Ao4B1IuKgGj3pd5Z0O/B90jW7/wPWjrLrfZLWIH33HvqC66Q7A0uTrgPuFBFD\nai0WzeIwAPiD0lqhLwK9gYGSvgb8i1QrWn0eL7Mn6QdAZ2DPWk2AkjbMvh/j+fx13KVIvT7/SBoS\nsijwu+zH5Gci4rGIaCzrNNZQqwlQ0kBJT5E+FwOBi7IffZASWtN134+Bz8aCNmmT82beVeFavVG6\ntjWYVGu5tuyx5YGby+6fDgwj/XJZHjiWZtfDavkGHENqxlwyu9++7LG+wF5l968Fjs+2u2exWJZ0\nIuyQ93tphVj0BC5vei+kX7Zjs+2mfQOyeDV9hpR9Lo4HFiPVfhbP+720chx+AdySbR9IupbzKCnR\njaLU/N2D1ANyiey2WN7vpRVisSWpdeh00qo4S2T7lyVdE5xM6frnYcDvSEM/umbfj+55v4dWjMWP\ngD2y7e6kisIR2f1vkpbNW4H042A28LOyz0WbnDc9WH4hRcSnknqSxmodBDyR1XBmAl8DXpLUK1J1\n/jHg8Ij4SNJ7wPSog8G9ktpHxCfAA6T3PCgbt/M1SaOBxyNiEmngd7tIszv8hfSLD1LvrekR8XZ2\nf26F30KrKXt/q5Cu0cwFiIhfSZqZtRRMyg7/LnBX9hkaEBEPZ5+LFyNNFvBhPu+i5b4kDr+U9FYW\nh6sl3R8Rr2bP6UU6yUEaC/hSpNk/alpZLJ6OiPclvQAMJ10LfTIi3pb0V1KHl2+Rxr49D+wcEW9k\nzcHTI2JGXu+htZSdK64H/gMQaaH0r5NNhEGKwR6kXp+Pky4lNA2PeYc2Om+6OfRLSFpH0neyZNfU\n/FluFjA7O4nfBlwp6SjSL5gVgB9k10ROBu7JvhQfRcTtFXwbrWJescg+1ETEc6RxfkeTkuEk4Ajg\ntOxYZSf8fUg/GIZnz6vVWKysNHbvs6792cmOiBgP9JJUPoD7clJzMEqzemxMmvXlbuB8SSvVYiwW\nIg6Xkca7AbyWPe97pGaxkdnzai4O8JWxeD/7dzppnNseyqb9ItWGrwBOlnQgcBYwMft+zamjWDSd\nK96KiNmS2mePdab04/dGUtPwuhHxXVL/gK9LWrxNPxd5V4+r8UZqnjoy+yNcQuq22yt7rBupCacd\naQzbn0hDASaQOkCcmh3Xl1TVHwXsmvd7asNYfDvb/hqwWtnz+pBqwEuSrvfcAowDBub9nloQi6VJ\nXbD/Dfy+WYx6AHtn9wcD95U9vh5wJ6mDyOqk62B3Advm/Z5yisPiwCKkoRLjqe1hQF8Vi91JnVqa\n9vcj1XxWb/Y6A0kJcPe831MFY9EfePRLXm+ZSpTbzaHzEBEhaSfSJM6PSPolcKyks0jXKTpFqtm8\nTJrUd2PStZ8DgE7Za0ySNCWy5qBaNR+x6JAd93qzp64GPBwRs7K+H8dHxD8rWfY20DSX5RhgY0lb\nRcRfshgtRxoHCenHz+GSdoqIu0jjnCZHxH+UJgrfPLLOQzWqJXGYFKXegD+OZj1Ca9BXxaJjZJ2a\nshaRpyVNBA7IOrq8FBFXRsSfSUtE1bL5jkWmL3AVgKQTgWkRcXtTM3KlPhtuDgUkHShpx7L77Unj\n+1bJdl1E+vW6NfByRIzM9r9FGsvTLyLuJH3pF2lqNq3FBLgQsbih7Nh2SuucnUEa6/M8QETMqsUE\n2DwWwH+B35Bm7X+bdA0DgIh4NiJuyE50QZrOadesh+T5pG7fRMSrtZYAWzkOr5UdW3MJcCFicWPZ\n/aYe0X1JzcKrkQb816SWxCKzI/ATSU+QBv8/lR1b2ZViKlHdrNYbqRde04wktwPLZfs7kfVaIuul\nR+qZdDbQtez5i8xruxZvrRCL9qRa4eWkgc012/v1i2LR7JidgEspDeJtV/ZY0/jbLqTJrlfI+z05\nDrnHomnCjF1IA7yL/P1oR+op/xyp13yuvV+LXhOcQ7pm19QzrX9WFZ9D+gOtTerJBWlQ646ksVtI\nOgHYs6zW93ElC94GWhKLE4F9I9V8j4yIk6K2e7/+TyyaHpA+G9c3mTRn5Q5Q+vUq6XhgH0mLRMR/\nIjV1vVGxkrcux6GkpbH4drbvjog4oeDfj/0i4iPSLEnDIufer4VJgpKWUdkKBQCRrk08GWlYw0Ok\nDi9Ni7veSfqls3N27AukmS1WzR4fHRGjIuv1VEvaIBa3RcT12WM1FY/5jUV2LY/IfspGxCukKb+6\nS/qJpEOzpzd9LmrqR5HjUNJGsRhJDWqjWIzIjqmKz0bdJ0FJqyjNQP8UsH7ZLxUAonSh9nKgV3ZM\nx0jDHi4HeksaqTTjwyukmQqIGpy9wrEoWYhY9FOaFg9JHbPHtiWN+TuC0tinmpr1x3EocSxKihSL\nIvQOPYrUZbdvpJ6K7UgrE38ma/Z7W9LDpIGqjQARMUXSsaTZHq6MiLEVLntrcyxKWhKLj5TmOdwG\n+F6kno+1ynEocSxKChOLuptAW2WDuJUGdg+PiG2z+6uRZh34tNlz2kUa8tAeeJA0v+EqpOtcNTtb\ng2NR0sqx+E6tXtNxHEoci5Iix6JumkMlHSRpHGn+OSB1R88eO1DSDaSZGc6VtHn5c7M/5GLASaQZ\n3T8Fvl+rJ33HoqSNYlEzX/AmjkOJY1HiWNRJElRaomRv0uDt9ZWWKGmaomosaXmja0jjVv4FHCip\ne7OX6Uy6xtUzIg6OiL9VqvytybEocSwSx6HEsShxLJK6SIKkP8J+pDk61yct1UJEzCJN87UuaRHT\nuaSejotS6vlIduzbEXFD1HY3bnAsyjkWieNQ4liUOBbUWBJUmlW9abu8t9LMiPhvRDxEWrtuY6XV\nDAAeJq3p9oPsfi/S4N3PLdZYaxyLEscicRxKHIsSx+LL1UQSlNRL0pXAKEknweemICIiIuu9BKka\nvz6wVvbYO8BQICSNBX4M/F/2nHktaFrVHIsSxyJxHEocixLHYj5FFUzD82U30pJEj5DWmFqNND5t\n++yxDmXHNfV0XQy4GNiL1Na9Sra/E7By3u/HsXAsHAfHwrGonltV1gSVrUWV2YC03MYZkQZl30Ra\n1ofIJqiWdDBpKR8iLUr6DHAmabLew7L9c6I2J3F2LDKOReI4lDgWJY7FQso7C5ffgO2AZ0ljTk4j\nrU+1LmnF5d+T1qd7E/gD2cKkwGjgr6RqfLts/9uktcp65/2eHAvHwnFwLByL6r3lXoBmf8xzgP1J\nF2DPI1XPFyVV1a8Gfpwd94vsD9yRbIHXstdYmgotxuhYOBaOg2OR982xaGH88i5A2R+hHWm1gt7Z\n/dVJS3H8MLt/IWXLj5DGraycbYuydu5avzkWjoXj4Fg4FpW5VfyaoKTuktZttq9dpCl5/gIMyna/\nQuqxtE12fxNga0ntJe2cPfYupF5OUZsL2DoWGccicRxKHIsSx6LtVCwJSuqmNCv5E8BGkjo3PRal\nOeluATaU1CXSelNTgVnZTAbnkNq+nyB1170+0qDOmuNYlDgWieNQ4liUOBZtr5KrSGwNdIqIlaA0\naFNlE7cCTwJvAD8CziCtWbci6UfLLdl4lV4R8UwFy90WHIsSxyJxHEocixLHoo21WRKU1DUi/p0N\nxmwPbERqq0bSpsDrkl6N0szle5EmYL0AGC3pKdKkrB8Dn8BniznW3B/SsShxLBLHocSxKHEsKq/V\nl1KStD9pLrpHgGPK/lhjgEnZYTsAk4F/RcRJkh4n/ZI5NSImShoI7Ah0AwZHxD9atZAV4liUOBaJ\n41DiWJQ4FjmK1u2ptChpvrnfA+cD25U9ti2pmn58dr838DjQH+g8j9dq15plq/TNsXAsHAfHwrGo\n/luLOsZI6iLpBEkDJC0aEbNJ0/T8kvQLZdumYyPiPmAWaSwLEfEC8ADQLyI+UNKu7PjPLeBY7RyL\nEscicRxKHIsSx6K6LHQSlLQJaSaCbwAHA2fDZ0trzASeBrrq8wsx/gzYRdIqSt11NwXuyZ4XtfoH\ndCxKHIvEcShxLEociyq0INVGoH3Z9p7A6dn2MqSlNw4se3wF0gwFpzd7je+SVipuBPbMuyq8sDfH\nwrFwHBwLx6L2b/P7R9wCGAEMA1bP9v0KGFp2zN7A35o9b3vgd6QeTgModcTpkvcbX+iAORaOhePg\nWDgWdXP70uZQSR0k/ZZ0sfZuoCtwlqTFgXHAgU3HRsRNpLWnti97iZmkcS4TSIszdsyO/c+X/b/V\nyLEocSwSx6HEsShxLGrMfPya2Q7omW0vBTwErJXdfxYYVHbsKcAvs+3FgJeA4cBqeWf71rg5Fo6F\n4+BYOBb1dZufwfIPRcTsrBfTe5LeB3oAfyMt2/FjSY0R8SqwLHAvpPWpJPWNiPfn4/+oFY5FiWOR\nOA4ljkWJY1EjFmiwvNKijSOBbSObf07SmaSLuauQLvQeFBET26CsVcWxKHEsEsehxLEocSyq24Im\nwR8BK0bEyc32b0Cq6o9s5fJVLceixLFIHIcSx6LEsahu8zVOUFL7bPNrwCRJu0u6XdIAgIh4pih/\nSMeixLFIHIcSx6LEsagN810TlLQk8Cqp59JTwKURcW8blq1qORYljkXiOJQ4FiWORfVbkFUkgjRT\n+c3hJTkcixLHInEcShyLEseiyrX6KhJmZma1omIry5uZmVUbJ0EzMyssJ0EzMyssJ0EzMyssJ0Ez\nMyssJ0EzMyssJ0GzhSRpKUk/zLZXkDSqFV/7OEmDvuTxnSWd1lr/n1lReZyg2UKS9HXg9ohYr5Vf\ntz1pdpF+EfHplxz3JLB5RMxuzf/frEhcEzRbeGcBq0l6StIoSZMBJB0k6VZJ4yS9JOloSSdkxz0s\naensuNUk/VnS45L+Iql39rrbAE82JUBJP5L0nKRnJI0o+/8bgV0q93bN6o+ToNnCGwy8GBEbAj8l\nTZHVZB1gD2AT4Azg/ey4RymtLH4pcExE9M+ef0m2f3PgybLXOhnYICI2IK003uRJYMtWfUdmBbMg\nc4ea2fx7ICI+AD6Q9C5wR7Z/MrCepMWBAcCNkpQ9tkj27wrAlLLXmgiMkHQbcFvZ/pmkFQrMbCE5\nCZq1jTll21F2/1PS964d8O+sdtjch8CiZfd3Br4J7AacImndrKl00exYM1tIbg41W3j/Abpk2/qy\nA5uLiP8AL0vau2mfpL7Z5vPAGtk+AStHxF9Iza9LAktkx/UGnl3o0puZk6DZwoqId4DxkiYB5/D5\na4KfO/QL9g8CDss6vDxLqukB/BnYKttuD1wraSLpGuAFETEre2xr4M4Wvg2zQvMQCbMqJOlm4KSI\nePELHu8GXBcR21W2ZGb1xUnQrApJ6gV0j4i/fsHjGwMfRcSkypbMrL44CZqZWWH5mqCZmRWWk6CZ\nmRWWk6CZmRWWk6CZmRWWk6CZmRXW/wO1QhGm5XhSDAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x118a2cad0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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5YpHZH/i20gLhm5CWACOyeYD1osJx2Jhs6buow/7w5YmFpBWUrn13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\nP7i+JmbNPRDEAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x118859e50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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eeAN690612U5FG65l1qDcJ2g1pUsXOOII+MtfYPp0+NrX4JZbYOON4ZBD4Oqr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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1195bd190>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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0/J7Zui+p9T+imZm1TEV1h0bETyJi7YhYDxgM3BcRhwK3A4dlmw0BbsuWxwGD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\nuShwLhLnocC5KHAuqLLu0Ob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"text/plain": [
"<matplotlib.figure.Figure at 0x113519e10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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ImplZYbkImplZYbkImplZYbkImplZYbkImplZYbkImplZYbkImplZYbkImplZ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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1164fdf10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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1ijVFBwxIO5LKVY5F0IFHzOwFMzs+2dbB3WcBuPuHQF0ZWA14L++1M5NtVeeb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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117838710>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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WttsOBg5MzVtmC2LmTDj00HQ0eOaZsOee9TfBeiOcE3QRtLrUsonzwQdhww1T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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113519890>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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BTgBGAROAW4Cji07rhgKXApOAyRExphL1t8q6/36YPh0OOCDvmlS3DTeEzz6D557LuyZm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\nBID1ciwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x104514f90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mat = getList(400)\n",
"\n",
"print mat\n",
"\n",
"variation = 300 # 변화값 임계치\n",
"\n",
"# 20분간 300 이상의 변화를 보인 구간\n",
"for i in range(len(mat)) : \n",
" if (foobot.ix[int(mat[i][3])].voc - foobot.ix[int(mat[i][0])].voc >= variation) or (foobot.ix[int(mat[i][3])].voc - foobot.ix[int(mat[i][1])].voc >= variation) or (foobot.ix[int(mat[i][3])].voc - foobot.ix[int(mat[i][2])].voc >= variation): \n",
" plt.subplots_adjust(bottom=0.2)\n",
" plt.xticks( rotation=25 )\n",
" ax=plt.gca()\n",
" xfmt = md.DateFormatter('%Y-%m-%d %H:%M:%S')\n",
" ax.xaxis.set_major_formatter(xfmt)\n",
" plt.plot(foobot[int(mat[i][0]):int(mat[i][6])+1].date2, foobot[int(mat[i][0]):int(mat[i][6])+1].voc)\n",
" plt.xlabel(\"time(s)\")\n",
" plt.ylabel(\"Voc\")\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def getWindow(data) : \n",
" \"\"\"\n",
" 데이터를 받아 윈도우들을 반환한다.\n",
" \"\"\"\n",
" # window_size=7로 고정\n",
" window_size = 7\n",
" index = data.index\n",
" result = np.ones((len(index),window_size))\n",
" \n",
" for i in range(len(index)) : \n",
" result[i,0] = index[i]-3\n",
" result[i,1] = index[i]-2\n",
" result[i,2] = index[i]-1\n",
" result[i,3] = index[i]\n",
" result[i,4] = index[i]+1\n",
" result[i,5] = index[i]+2\n",
" result[i,6] = index[i]+3\n",
" \n",
" result_df = []\n",
" for i in range(window_size/2,len(index)-window_size/2) : \n",
" result_df.append(foobot[int(result[i][0]):int(result[i][window_size-1])+1])\n",
" \n",
" return result_df\n",
"\n",
"mat = getWindow(foobot) "
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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D3rnZUYQS03Fx/mTgSmCku3dIWe8Dd29vZlcC7u6FMX0JMNvdV1bZr0pYIiK1lPQSVlq7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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113d32ed0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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8DfAzoE8qPxWYUbL+tHQsrwMqS8pnAc+SPVj5r5vbd9NXLs8jk/QR4MmI2L9J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\nig8YwwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113cd53d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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8mpktN7M7zaxnuKwfsDapTG24TEREpFHm7pl9A7MD3f0vZtYbWAxMA14HPnR3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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11638c6d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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ZHDtkf/yZKB01oV8Aj7j7YOBg4G/A5cDj7j4IeBKYDmBmQ4CJRPNdnAjMNLOM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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1163bdd90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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kT0naLd3fGNgceDAingf+Axgpqezf/Jvl7Ae8A9wSEf8E7gQehvJ/u5I0StLh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\nMjOzXHKBMjOzXHKBMjOzXHKBMjOzXPr/SRFEEgEL1YEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1167d39d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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EPEHW7Lgz0DutdwDwx22O3qwDc7IySyLiTaBR0nzgm2x4zWqDVTdR\n/vfAhanjxB/Jak4ADwPHpukuwE8k/Z7sGtV3IuLttOw44Ffb+WuYdUjuum5WBpLuA66OiJc3sXxP\n4M6IOLG8kZlVBycrszKQtD+wV0Q8uYnlnwBWR8T88kZmVh2crMzMLPd8zcrMzHLPycrMzHLPycrM\nzHLPycrMzHLPycrMzHLv/wPFNrzwsC453wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11752af90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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QQw+N7t27R+/evWPVqlWxbt26kBQDBw6Mk046KYYOHRpz5syJXC4XY8eO3WH9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\ncvoU+AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1175803d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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rXXwV0D1v9W7ptPrbLKo30czM9k5Bm+Mkdajt+SapI3A68FJ6VISkfYDrgX9O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\ngSPSaQIOj4gnSJr/OgP7pcs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"text/plain": [
"<matplotlib.figure.Figure at 0x1176ccfd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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KFwG9Je0BnADcU3eTPqBt+vdAYEnOvl4Cpki6H7g/p/xd4KBCvQGz\ncuCkZZafz3KeR87yJrK/oy8A/516Xw19Auyes3wG8FVgBPAjSUenocPdU10z2woPD5p97iOgU3qu\nbVVsKCI+Av4m6e/qyiT1SU9rgMNSmYCDI+IJsuHIvYA9U73DgcU73HqzVsBJyyyJiNXAXEkLgV+w\n+TGtzapupfw7wJg0wWIxWU8K4CHga+n5bsAfJL1EdgzrNxHxYVp3MvDnnXwbZmXNU97NmoGkPwLj\nIuK1razfD5gcEV9v3paZlRYnLbNmIKknsH9E/GUr648D1kXEwuZtmVlpcdIyM7OS4WNaZmZWMpy0\nzMysZDhpmZlZyXDSMjOzkuGkZWZmJeP/Alku7vRJxO/EAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11780bbd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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MrHcQtI9eYGZ7ufu3UZcrUczsEDP7HfAC0C/q8iRD2C7+OXB2tv2ACI9fMTDf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\nREQioyQkIiKR+f/mNuljWDcrgQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1177f5890>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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5FPBvwNbAHyTdHBH/nVcfAVwFHAUMUrpF57WIeLMCcZaeO+dKui+fOxfl9cuB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\nZoXkBGVmZoX0/wEaWxaRQyyIVwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117978e50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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Mnz+fs88+G4AXXniBz3zmM03bfOc738lMtroTMxsP/Mvdn+7oM8gnBaGUevnl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\nu/tozjbtHpvAZwm3cS4GDk4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"text/plain": [
"<matplotlib.figure.Figure at 0x117978590>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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V17nmVVpamiatrdsvW/aya15mzYQTlzU5ZWVl1DSIY7J852bPnl3j9slyM8s6Jy5rckaN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\nxYnLzMwyxYnLzMw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g+B3/7sl6/AXTEIlrKclwzj0j4lVJTwN9gc9FxExJf0wPLpL6kXS6\nitKH5CrXxe5W/Rx/FuPPcuyO3/G39PgLpiGucW0iaVc9LZ3/X5LBA3so6dhxD0mnSHoIEMktmkQj\ndTxZB46/cLIcOzj+QnP8LVRDJK71wGJguKTOEbGBZJCyTukBPggYBfwuIj7bBC8aOv7CyXLs4PgL\nzfG3ULuduNJqahnJt4fJ6eL2bO3S/9WIuDoifrq775UPjr9wshw7OP5Cc/wtV4N1sivpIOC/gT4k\nI61+NSL+t0F23ggcf+FkOXZw/IXm+FueBu0dXlJboHNE/LXBdtqIHH/hZDl2cPyF5vhbloIOa2Jm\nZlZfhe4d3szMrF6cuMzMLFOcuMzMLFOcuMzMLFOcuMzMLFOcuMzMLFOcuMxSkjpKujSdPljSrAbc\n9zcknbuD9WdIurah3s+sOfNzXGYpST1J+oXr38D7bU3SJ92gHXWQKulZ4LiI+KAh39+suXGNy2yr\n64FekhZLmiVpGYCk8yU9IKlM0iuSvi7pW2m5P0raLy3XS9JcSc9IelxS73S/JwPPViYtSf8qabmk\n5yT9Kuf9y0nGYDKzHXDiMttqIvCXiBgMfAfIbY44GhgHDAWuA95Pyz0FnJeWuRW4LCKGpNtPT5cf\nBzybs6+rgYERMRD4Ws7yZ4ETGvQ3MmuGGmIgSbOWYH5EbAI2SXoXKE2XLwP6S9oL+BRwjySl69qm\nPw8GXszZ1/PAryTNBmbnLH8L+ES+fgGz5sKJy6xu/p4zHTnzH5P8H7UC1qW1sOo2A3vmzJ8BjAA+\nDfy7pH5pM+KeaVkz2wE3FZpttQHYJ53WjgpWlw4C+H+SPle5TNKAdLIC+GS6TMChEfE4SdPkvsDe\nabnewAu7HL1ZC+HEZZaKiHeABZKWAlPZ9hrXNkVrWX4ucGF608ULJDUqgLnAiel0a+BuSc+TXNO6\nMSLeS9edBPx+N38Ns2bPt8ObNQJJ9wFXRcRfall/EFASESMbNzKz7HHiMmsEko4AukTEk7WsPxb4\nR0QsbdzIzLLHicvMzDLF17jMzCxTnLjMzCxTnLjMzCxTnLjMzCxTnLjMzCxT/j/qVYYPzyUGAAAA\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117967710>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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6aHr16kVpaSn1Bx9XV1ezY8cOzjzzTAA6duzIYYcdtsu5IuIPEfEiUH/0cgCH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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1178008d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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REzIj1A7OO+887rrrd6SG0mbNupFLLrmkRcdIDtFZIoJhGNFhRihNZIsRAthv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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113cbd410>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" 높은 값이 오래 지속된 구간 Plot \"\"\"\n",
"threshold = 600 # 임계값\n",
"prev_mat = mat[0] # 이전 window를 저장하는 temp 변수\n",
"\n",
"count = 0\n",
"count2 = 0\n",
"# threshold 이상 지속된 구간\n",
"for i in range(len(mat)) :\n",
" flag = True # 지속되었는지 나타내는 flag\n",
" start_ix = 0\n",
" end_ix = 0\n",
" for j in range(len(mat[i])) :\n",
" if (int(mat[i][j:j+1].voc) < threshold) : \n",
" flag = False # 하나라도 threshold 미만이면 False\n",
" \n",
" # 지속되었을 경우\n",
" if(flag) :\n",
" plt.subplots_adjust(bottom=0.2)\n",
" plt.xticks( rotation=25 )\n",
" ax=plt.gca()\n",
" xfmt = md.DateFormatter('%m-%d %H:%M')\n",
" ax.xaxis.set_major_formatter(xfmt)\n",
" plt.xlabel(\"time(s)\")\n",
" plt.ylabel(\"Voc\")\n",
"\n",
" # 지속이 끊겼을 경우 그래프를 화면에 나타냄\n",
" if (int(prev_mat[1:2].time) != int(mat[i][0:1].time)) and count != 0 : \n",
" end_ix = prev_mat[6:7].index.values\n",
" plt.annotate(foobot[int(end_ix):int(end_ix)+1].local_time.values[0], xy=(foobot.ix[end_ix].date2, foobot.ix[end_ix].voc))\n",
" plt.show()\n",
" count2 = 0\n",
" \n",
" # 지속되고 있는 와중에는 계속 scatter\n",
" plt.scatter(mat[i].date2, mat[i].voc) \n",
" \n",
" if(count2 == 0) : \n",
" start_ix = mat[i][0:1].index.values\n",
" plt.annotate(foobot[int(start_ix):int(start_ix)+1].local_time.values[0], xy=(foobot.ix[start_ix].date2, foobot.ix[start_ix].voc)) \n",
" prev_mat = mat[i]\n",
" count = count+1\n",
" count2 = count2+1\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# foobot['time'] = [time.split(' ')[1] for time in foobot['local_time']]\n",
"# print foobot['time']"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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u5d6MK5IkNZphWRcgSZIkSZLUDF7kRSYwgSEDfA5zPONZ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SdByklAYamMa0eG9D6zjIyIh64aCxoZE5ZXPY1Bp++Geq8I4pUhQlonV+OHky/6+7m393dR15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wdXXx3YxZnWOq8Ja9c6W1mDNMpRUc7r1bhxzuuKz0XKImFlLfznP86g5rhxzvtl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\ntmaBrhw+0QXO7MULgIXGm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"text/plain": [
"<matplotlib.figure.Figure at 0x118786b50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\"\"\" \n",
" 각각의 날짜들에 대해 0시부터 24시까지 Plot\n",
" YYYY-MM-DD 값을 모두 같게 변경함 \n",
" same_data라는 변수를 만들고 이 변수에 YYYY-MM-DD 값을 모두 통일 시켜 넣은 후 Plot을 함\n",
"\"\"\"\n",
"foobot['same_date'] = foobot['date']\n",
"foobot['same_date'] = [string.replace(str(date), '2016-08-03', '2016-08-02') for date in foobot['same_date']]\n",
"foobot['same_date'] = [string.replace(str(date), '2016-08-04', '2016-08-02') for date in foobot['same_date']]\n",
"foobot['same_date'] = [string.replace(str(date), '2016-08-05', '2016-08-02') for date in foobot['same_date']]\n",
"foobot['same_date'] = [string.replace(str(date), '2016-08-06', '2016-08-02') for date in foobot['same_date']]\n",
"foobot['same_date'] = [string.replace(str(date), '2016-08-07', '2016-08-02') for date in foobot['same_date']]\n",
"foobot['same_date'] = [string.replace(str(date), '2016-08-08', '2016-08-02') for date in foobot['same_date']]\n",
"foobot['same_date'] = [string.replace(str(date), '2016-08-09', '2016-08-02') for date in foobot['same_date']]\n",
"foobot['same_date'] = [dt.datetime.strptime(same_date, '%Y-%m-%d %H:%M:%S') for same_date in foobot['same_date']]\n",
"\n",
"# 8월 2일\n",
"start1 = foobot[foobot['local_time'] == '8/2/16 9:20'].index[0]\n",
"end1 = foobot[foobot['local_time'] == '8/2/16 23:55'].index[0]\n",
"\n",
"# 8월 3일\n",
"start2 = foobot[foobot['local_time'] == '8/3/16 0:00'].index[0]\n",
"end2 = foobot[foobot['local_time'] == '8/3/16 23:57'].index[0]\n",
"\n",
"# 8월 4일\n",
"start3 = foobot[foobot['local_time'] == '8/4/16 0:02'].index[0]\n",
"end3 = foobot[foobot['local_time'] == '8/4/16 23:58'].index[0]\n",
"\n",
"# 8월 5일\n",
"start4 = foobot[foobot['local_time'] == '8/5/16 0:03'].index[0]\n",
"end4 = foobot[foobot['local_time'] == '8/5/16 23:59'].index[0]\n",
"\n",
"# 8월 6일\n",
"start5 = foobot[foobot['local_time'] == '8/6/16 0:04'].index[0]\n",
"end5 = foobot[foobot['local_time'] == '8/6/16 23:55'].index[0]\n",
"\n",
"# 8월 7일\n",
"start6 = foobot[foobot['local_time'] == '8/7/16 0:00'].index[0]\n",
"end6 = foobot[foobot['local_time'] == '8/7/16 23:55'].index[0]\n",
"\n",
"# 8월 8일\n",
"start7 = foobot[foobot['local_time'] == '8/8/16 0:05'].index[0]\n",
"end7 = foobot[foobot['local_time'] == '8/8/16 23:59'].index[0]\n",
"\n",
"# 8월 9일\n",
"start8 = foobot[foobot['local_time'] == '8/9/16 0:04'].index[0]\n",
"end8 = foobot[foobot['local_time'] == '8/9/16 23:58'].index[0]\n",
"\n",
"font = {'family' : 'normal',\n",
" 'weight' : 'normal',\n",
" 'size' : 26}\n",
"\n",
"plt.rc('font', **font)\n",
"\n",
"plt.figure(figsize=(25,15))\n",
"plt.plot(foobot[start1:end1].same_date, foobot[start1:end1].voc, label=\"8/2\")\n",
"plt.plot(foobot[start2:end2].same_date, foobot[start2:end2].voc, label=\"8/3\")\n",
"plt.plot(foobot[start3:end3].same_date, foobot[start3:end3].voc, label=\"8/4\")\n",
"plt.plot(foobot[start4:end4].same_date, foobot[start4:end4].voc, label=\"8/5\")\n",
"plt.plot(foobot[start5:end5].same_date, foobot[start5:end5].voc, label=\"8/6\")\n",
"plt.plot(foobot[start6:end6].same_date, foobot[start6:end6].voc, label=\"8/7\")\n",
"plt.plot(foobot[start7:end7].same_date, foobot[start7:end7].voc, label=\"8/8\")\n",
"plt.plot(foobot[start8:end8].same_date, foobot[start8:end8].voc, label=\"8/9\", color=\"lime\")\n",
"\n",
"# Y 라인 긋기\n",
"plt.axhline(y=300, linewidth=2.5, color = 'black')\n",
"plt.axhline(y=400, linewidth=2.5, color = 'red')\n",
"\n",
"leg = plt.legend(loc='upper center', bbox_to_anchor=(0.5, -0.10), fancybox=True, shadow=True, ncol=10, fontsize=30)\n",
"for legobj in leg.legendHandles:\n",
" legobj.set_linewidth(5.0)\n",
" \n",
"# Date Format\n",
"ax=plt.gca()\n",
"xfmt = md.DateFormatter('%H:%M')\n",
"ax.xaxis.set_major_formatter(xfmt) \n",
"\n",
"plt.title(\"8/2 ~ 8/9\", fontsize=50)\n",
"plt.xlabel(\"time(s)\", fontsize=30)\n",
"plt.ylabel(\"Voc(ppb)\", fontsize=30)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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kSZIkSZK6xJBekiRJkiRJkqQuMaSXJEmSJEmSJKlLDOklSZIkSZIkSeoSQ3pJ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\nEdbcbE91DxoEs2btf
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