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Created October 9, 2016 17:23
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UrLab Sleep Cycle
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import pandas as pd\n",
"\n",
"# Fetching CSV data\n",
"activity = pd.read_csv(\"https://haxelion.eu/files/nickactivity.csv\", header=None)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Building the sleepcycles by summing same hour activity\n",
"sleepcycles = []\n",
"for h in range(0,24):\n",
" sleepcycles.append(activity.iloc[4 + h::25, 1:].sum())\n",
"sleepcycles = pd.concat(sleepcycles, axis=1).transpose()\n",
"# Norm the data to have comparable fractions instead of a message count\n",
"sleepcycles = sleepcycles.div(sleepcycles.sum(axis=0), axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Est-ce que 9 prend plus de temps pour manger que 3 ? :D"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f88df6565d0>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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SQL3xrFqllBljYpRjYOaTT+DXXy9MVjRjyjABurLBWlyECwNCBpCY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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f88def0cc90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sleepcycles.loc[:,[3,9]].plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"6 dort-il plus longtemps que 1 ? :D"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f88dee5a610>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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CkmZBoegb2pfF2xebHY7V1u5by6LkRbwe9brdKv+V5Z+9/0mvJr0YuXhkqWsFtNb859f/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\nuxYuv9y3r6nLMSulvFGWsdPTgUdEZKiIRAJvY6c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xHbMe0Al4y0McR7EzJpRSSinlvS9L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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f88dee6ce50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sleepcycles.loc[:,[1,6]].plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Est-ce que 2, 3, 11, 14 et 18 aurait la même activité journalière ?"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f88dec9c510>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ElohKNzRhZs+ezcmTJ8nIyADgu+++I90zxW3ixIlERUVx+PBhPvnkEwA2btwI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W2b6IoNVmR17SjFglggFJVO6KEHSCgJSUgyKaROZu7vj3cCKZOQiZBCzud55gmZ977v3MkwyZlb\nztm0Ce66q8IdrqkG5syh5P0SLN0tbs8TormqS4BQ7vZ+tzNj/QyejHuS1fesrrYToqoVSSsIs4TV\nWpL9TLx8vc7KYuHWHf3ZHlhy6lqWrnV4L2uNs3M3yi6bgP3pf3BB5gU8lvkY9hOnA4otu7dx89Kb\n6tQHjyZMtNZ2YDMwqvw+13qCUcDaGk5bV7G9yxjX/WCsRegH9K9wSwWmA+M86Z81xkpxUjHO0rpl\n2hKiKSpxOsmw2yttf+wV0Quzd/VfOqmpxq3SosWFC42k9NdeS0lKiWx/FC2al/Li1TGvsvboWr7e\n+/UZ269IXsHl0ZfjpRo/jZDHOxwAlMJr8g34/jgX/x5mQi4NodX1rWj7QFs6/aUT3WZ0o9s/a17w\nWVV9fgqvA/crpe5USvUE3gWswIdG/9THSqmKkzlvAlcqpR5XSsUopV7AWPz4DoDW2qa13l3xBtiB\nNK21R7U4LT0s4ISigzIHK5qvY1VyJNSWjrm8xG2lIME11aBDwyhNLZXpBtHije4ymvHdxvPMsmew\nO2qeBigoLWDDsQ2MjK7b1sdzrV47HMDY5XDiBPzyy2/ug8dBgtZ6HvAE8BKwFWMUYJzWunzPR3sq\nLErUWq8DpgD3A9uA64FrXMFAjQ/jab/AGEkAJPOiaNYq5khwaicJGQm1rkeIioJ27Vx3HD8Oq1bB\nTTdhz7Sjy7SMJAgBTB89nYO2g8zePLvGNmuOrsHutNd7PcLZ1ttqxeZJDYdygwZB586nEiv9FvUa\nT9Faz9JaR2utLVrrEVrrTRWOjdRa31ul/UKtdU9X+35a6yVnuH4XrbXHqbJ8o3wxBZgkV4Jo1sqz\nLbY3m0myJXGy9GStIwmVFi1WnGo4alxHggQhoG9kX+654B5e+PkFcotz3bZZmbSSSP9IekX0cnu8\nocW6ajh4lJ4ZTidW+uorKPM47VAljT/pchYppbDEWKQapGjWjpaUEOrtjb/JVGs6Zq2NRYvVphrG\njIGwMHLX5KJ8Ff59pEy0EAAvXfESRWVF/Gv1v9weX5G8gis6X3HGxY0NpYufH2alPF+XAMaUQ2Ym\n/Pzzb+rDeRUkgJF5UXIliOasYo6E7enbaWVt5TYdc1ISZGdXCBJSU2H1auMTBGCLsxF8UTAmq6mh\nui5Ek9Y2sC1PjHiCNza8wdHco5WO5Rbnsil1U5NZjwDg7eVFjKc1HMoNHAhduvzmKYfzL0iIscpI\ngmjWjhYXV9rZ0C+yn9tPNtUWLS5caFR4uvZanHYnOT/nEDpGso8KUdFTFz5FkDmI51Y+V+n+VUdW\n4dTOJrMeoVz54kWPnaUph/MuSLD0sGDPsGPP+W2JLIRoLEdLSk4XdkrfXuuixehoiCgvrVY+1RAa\nSt6GPBwnHRIkCFFFoDmQFy9/kU+2f8K2tG2n7l+ZtJIOQR3oGtq1EXtXXaxrG2S9KhxPnmwUd1m5\nst6Pf94FCbLDQTR35dMN+SX5HLIdqnXR4qlRhJQUWLOm0lSDd6g3gQNqzm0vREt138D7iImI4am4\np0798W1q6xHK1XuHA8CAAdC162+acjjvgoTy7HKyw0E0RwUOB7ayMjqYzSRkuNIxR1UfSXA4YPPm\nCkWdyqcarjHqptnibISOCkWZmtYvPCGaAm8vb6aPns6yQ8tYcnAJWYVZbE/b3qTWI5Sr9w4HqDzl\nYK/f6Pp5FyR4B3rj29ZXRhJEs3QqR4LZfCods7vtWHv3QkFBhZGEefNg7FgIDaUst4y8jXky1SBE\nLSb0mMBlnS7jqbinWJG0Ao1ucusRwNjh4FvfHQ5gTDlkZ9d7yuG8CxLA2OEgIwmiOSrPkdDBz4/t\nadvpGdHTbTrm+HjjQ8KgQVSfalhpAwcSJAhRC6UUr419jZ0ZO3ky7km6hnalY3DHxu5WNd5eXvSs\n7w4HgAsuMErE1nPK4bwMEiRXgmiuKiZS2pGxo8b1CJs2QUwMBAUBCxaAj8/pqYZlNvy6+mHpLIWd\nhKjN4LaDmdJnCkdyjzCyc9ObaijXx9+fX3JyKHY4PD+5fMrh66/rNeVwXgYJ1h5WivYXoZ31yu4s\nRKM5WlJCax8ffJSx/bG2nQ2VphrGjYOQEMC1HmG0jCIIURf/GPUPAnwDuLr71Y3dlRo92aEDycXF\nPH7wYP0uUD7lsGKFx6een0FCjBVnkZOSlJLG7ooQHinPkZCck1xjOubSUti2zRUkHDsGa9eemmoo\nPlJM0f4iwsaENXDPhWieokOiSX8ynUkxkxq7KzUaEBjIm92785/UVD5PT/f8Av37Q/fu9ZpyOC+D\nBEsP2eEgmqfyHAnb07YDuB1JSEgwAoUhQzCmGnx9YZLxC84WZwMvCBkZ0pDdFqJZs/pYm9zWx6ru\nb9OG21q35v59+9hTj/LR9Z1yOC+DBL/OfihvJTscRLNTniNhR/oOIqwRbtMxx8cbux3796faVEN2\nXDaBgwPxCfVp4J4LIc4lpRTv9uhBRz8/bty1iwJP1ydMngw2Gyxf7tFp52WQ4OXthV9XPxlJEM2K\n1vp0kJBhrEeoKR1znz5gyTwK69admmrQTk3OcknFLMT5KsDbmwWxsSQXF/PQ/v2eZWHs1w969PB4\nyqF5Bwm1/ICsMVYZSRDNSm5ZGScdDjqYzWxP217rzgZ3Uw0nt5/EnmmXRYtCnMd6+/vzXkwMn6Sn\n89/jx+t+Yj2nHJp3kHDoUI2HJFeCaG7Ktz+Gm5wctB10GyQUFsKuXa4gYd48GD8egoMBYz2Cl9WL\n4BHBDdltIUQDuy0ykgfatOHRxES25OfX/cTJkyEnBzZurPMpzTtIWL++xkOWGAvFycU4S5wN2CEh\n6q88SDiZlwS4X7S4dauRkvnC9keM//+TJ586ZouzEXJZCF7m5v22FkKc2RvduhHr789Nu3aRU9eR\ngb59jQQrcXF1fpzm/dtk3boaD1l7WEFD0QGZchDNw+b8fLyA41kJmJSJXq2qp2OOjwc/P+i5cwGY\nzTBxIgCOIgc5q2Q9ghAthZ/JxPzYWLLsdu7Zt69u6xPKpxw8SNHcvIOELVvAleu+qvJqkJJ5UTQH\nn6al8XxyMg+1bcvODCMds5+3X7V28fFGllXTQtdUQ1AQALlrctElWoIEIVqQLhYLH/XqxTeZmcw4\ndqxuJ02eDCdP1vkxmneQUFJi5Kx3w6e1D6Ygk6xLEE3eZ+np3LV3L/dGRfFW9+7sSK85HXN8PIyN\nOQwbNlSbavCN8sU/1r+hui2EaAKuiYjgyQ4dePrQIdbm5p75hD59IDq6ztdv3kFCWBgsXer2kFJK\ndjiIJm9uejp37tnDXVFRvBcTA+ga0zHn5EBiIkwsrTzVAKdTMTf1hDBCiLPvH507MzwoiMm7dnGi\ntLT2xkrB6NF1vnbzDhKGD68xSAAj86KMJIim6suMDG7fs4c7IiOZExODl1IczjlMfmm+25GEzZuN\nr7G75sGVV0JgIAClJ0o5ufWkTDUI0UL5eHnxRe/elGrN7Xv24DjT+oSr616nonkHCSNGGEnsa8hl\nLSMJoqman5HBbbt3c1tkJO/37InJNQKwPd2Vjjmq+khCfDz0CUjGsmNjpamGnBU5AJIfQYgWrJ3Z\nzOe9ehFns/H3w4drb9yx7iWxm3eQMGyY8bWG7RzWHlbsmXbs2Z6XxxTiXFl44gRTdu/mltat+V+F\nAAGMyo/hlnDaBLSpdl58PEyNdE01TJhw6v7suGyssVbMbc0N0n8hRNM0OiyM56OjeSE5mbjs7LNy\nzWYdJBQH+xtLvWuYcrDEuAo9yQ4H0UR8feIEt+zezeTWrfmwSoAAxkhC/6ia0zFfXTAPrrrq1FSD\n1lpKQwshTnmuUydGh4Zy2549pJT89krIzTpIiDsYB2PHGkGCmzkYa3djG2TRPplyEI3v28xMJu/e\nzQ0REXzcsyfeXtXffjvSd9CvdfX1COnp4HU0mQ5p8ZWmGooSiyg5UiKloYUQAJiU4rNevfBVipt3\n7cLu/G0JBZt1kDBv1zwjSEhPN+rnVmHyN2Fub5aRBNHovsvM5KZdu7guIoJPe/VyGyCcLD3JweyD\nNa5HuIn5OM1+laYabHE2lI8i+DJJxSyEMLTy9WVebCwb8vP5c1LSb7pWsw4Sdp/YzaZoM1gsNU85\nyA4H0cgWZ2Zyw65dTAoP57MaAgSAnRk70Wi3Oxs2bYJbveehrr4KAgJO3W9bZiNoRBDeAd7nrP9C\niObnwuBgXunShdeOHuXbzMx6X6dZBwlRAVHM3Pk+XHZZjUGC7HAQjemHrCxu2LWLCeHhzO3dG58a\nAgSAjSkbMSkTvVv1rnbsyC9JDCjbhKow1eAsc2JbIesRhBDuTWvfnusiIrhrzx4OFdXv72CzDhJu\n7H0jX+z8goLLL4JffwU3PwRLDwtFiUVopwd1t4U4C37KyuL6nTu5MiyML84QIDi1k1nxs5gYM7Fa\nOmatITp+PnZvv0r7m/Pj83HkOSQ/ghDCLaUUH8TEEO7jw027dlHscHh8jWYdJFzb81qc2sm8djlG\niuZVq6q1scZYcRY7KTn621d5ClFXS7OzuXbnTsaGhTEvNhbfWgIEgG/3fsu+rH08fdHT1Y4dOQJX\nFcwjc+jVlaca4myYgk0EDg486/0XQpwfQnx8WBAby66CAqYdPOjx+c06SAi1hDI5djJ/y/oK3bat\n2ykHaw9XoSdZlyAayLLsbK7ZuZPRoaHMr0OAoLXmlTWvcGmnSxnefni147sXH2Iwm7HcNbnS/bY4\nG6EjQ/HybtZvYyHEOTYgMJC3unfn3dRUPqsh+WBNmvVvF61h6pCpHMpJImV4b1iypFobv2g/lI+S\nHQ6iQSy32Zi4cycjQ0JY2KcP5jMECACrjqxiQ8oGt6MIAHr+fIqUhZDbTk81lOWXkbc+T6YahBB1\n8vs2bbg9MpL79+3zaH1Csw4SFi+GYe2GMSBqAJ+3zYKdOyE1tVIbZVJYulkkV4I451babExMSODy\nkBAWxsbWKUAAeGXNK/Rp3Ycru13p9ni3LfPY2uZq8D9d4THnlxx0mZZFi0KIOlFK8W6PHkT7+fGU\nB9MOzTpIeO01OH5cMXXIVF61bEUr5TZFszXGKiMJ4pz6JSeHCQkJXBIczNexsfiZTHU6LyE9gR8S\nf+BPF/7JbZZFZ+JBeuRvIf2y6lMN5k5mLN0sZ6X/Qojzn7/JxILYWNLOVCmygmYdJPj6wkMPwS19\nplAWHkJKt0i36xIkV4I4l37NyeGqHTu4MDiYb/r0qXOAADB97XQ6Bnfklj63uD2e9e58CrEQPOWq\nSvfb4myEjQmT0tBCCI/08vfn/zp1qnP7Zh0kPPssLFoE3y6wcs8F9zC/fS46Lg6qpKG0xlgpOVKC\no8jz7R9C1Ga1K0AYHhTEt336YPEgQDicc5i5CXN5fPjj+Jh83LYxLZzHYiYw8JLTUw3Fx4op3FMo\n6xGEEPUyPjy8zm2bdZAwcqSRxv7RR+Gm6If4tmMR6sQJ2L69UjtLDwtoKDog6xLE2bM+N5crExIY\nGhTEd337YvUgQACYsX4GwX7B3DfwPvcNDhwg7PBWVkVNJiTk9N05y3NAQcjIEPfnCSHEWdKsgwSA\nd94BLy94/bnuBFw2mkKzV7UpB2uMq9CTZF4UZ4nWmocSE+lttdYrQMgqzGLOljlMHTIVf19/943m\nz6fIy0r+JZWnGrLjsgkYEIBvhG99uy+EEHXS7IOEVq2MQGHBAojVj7Cio5O87xZWauMT4YN3iLes\nSxBnzbq8PLadPMlLnTvj72GAADAzfiZaax4d+miNbfSX8/ieCfQfYT19n9bYltlkqkEI0SDqFSQo\npaYqpZKUUkVKqfVKqSFnaH+TUmqPq/12pdSVFY55K6VeUUrtUEqdVEqlKKU+Ukq1qWt/Jk+G666D\nD56dwMbeoVg2bIaCgoqPjyXGIjscxFnzTkoK3S0WxoR6/se60F7I2xvf5t4B99LKv5X7RomJqO3b\nmOuczJAK766ChALs6XYpDS2EaBAeBwlKqZuBfwPPAwOA7cASpVREDe1HAJ8DcyVEpnQAACAASURB\nVIALgG+Ab5RS5VVsrK77X3Rd7zogBvi27n2CWbPAWWZiu/9d+JQ5yY/7vlIbaw+r5EoQZ8XxkhLm\nnzjB1Hbt8KrH7oL/bf0ftiIbT4x4ouZG8+dj97WyRF3JgAGn77Yts+Hl50XQRUH16LkQQnimPiMJ\n04DZWuuPtdZ7gQeBQuDeGtr/AfhRa/261nqf1vp5YAvwCIDWOk9rPU5rvVBrnai13ug6Nkgp1b6u\nnYqKgjffhEXfPMORYNj/xcxKxyVXgjhb5hw/jlkp7oqM9PjcMmcZr617jcmxk+kc2rnmhvPmsa39\nRLr0sVbMoYQtzkbwpcGY/Dyf4hBCCE95FCQopXyAQcDy8vu01hpYBoyo4bQRruMVLamlPUAIoIEc\nT/p3221w9RWRLIvoStDP63Dq01shLT0slGWXUZpZ9yQSQlRldzp5NzWVO6KiCPFxv22xNvN3zSc5\nJ5mnLnyq5kb798P27XypK081OEuc5PySI1kWhRANxtORhAjABFStEJEORNVwTpQn7ZVSZuBfwOda\n65OedE4pmD0bVhbdTfd0O6tWf37qmOxwEGfD15mZHC8tZWrbth6fW17IaWzXsQxoM6DmhvPno/39\nmX3kSgYPPn137tpcnEVOWbQohGgwZ2t3g8L45P+b2iulvIH5rmMP16cj7drB2D89hBNYNeu1U/eX\np6+VHQ7it3gnJYXLQ0LoU6Fkc10tPbiU7enbayzkdMq8eWRdOJGTDkulkQRbnA2fVj4E9PP8sYUQ\noj68PWyfCTiAqpOxrak+WlAurS7tKwQIHYCRdRlFmDZtGsHBwZXumzJlCrc/NoWEl6PplrCdHUeS\n6dcxGpPVhLmjWUYSRL1tP3mSVbm5LIiNrdf509dOZ3DbwVwRfUXNjfbtgx072HjfC/j6Qr9+pw/Z\nltkIHR2K8pJUzEKIupk7dy5z586tdF9ubm6dz/coSNBa25VSm4FRwCIAZSSPHwW8VcNp69wcH+O6\nH9c1ygOELsAVWmtbXfozY8YMBg4c6PZY21sm0+79Vxkz4z9smfEKYOxwkJEEUV8zU1Jo5+vLNR6k\nNC23KXUTK5JWMO/GebXXW5g/HwIC+KpwPP37G/VJAOzZdvI35dP2Ic+nOYQQLdeUKVOYMmVKpfu2\nbNnCoEGD6nR+faYbXgfuV0rdqZTqCbyLsY3xQwCl1MdKqX9UaP8mcKVS6nGlVIxS6gWMxY/vuNqb\ngIXAQOB2wEcpFem6eb4yzCXi5gmEF2u8smbz/ZISAMmVIOrNZrfzaXo6D7Zti3cdS0BX9MqaV+gW\n1o3re11fe8N582DiRNZurTLVsMIGGlm0KIRoUB7/ttNazwOeAF4CtgL9gHFa6xOuJu2psChRa70O\nmALcD2wDrgeu0VrvrtB+guvrNiAVOO76WtsOiNoNH47D38rYlFzuemU++fmuXAkHitAOT5ZPCAH/\nS0ujTGt+X48Fi4lZiSzcvZAnRzyJyauWrYt790JCAkUTJ7N3L9XWI1hiLPh18KtH74UQon7qtXBR\naz1Lax2ttbZorUdorTdVODZSa31vlfYLtdY9Xe37aa2XVDh2WGttqnLzcn39td7PzMcH06jR3HQ0\nBFu3WTzzjLHDQZdoio8U1/uyouVxas3MlBQmt2pFpK/n9RL+ve7ftPJvxV0X3FXLgziNsqbBwcSH\njUPr6kGCZFkUQjS0Zl+7oVZjx9I/6STWiHXM+morO7Jlh4Pw3E/Z2RwqLuaRdu08PjftZBofbvuQ\nPwz7A37etYwC/PnP8O238MknbNhhwd8fevY0DhUdKqI4qVi2PgohGtx5HyR4lZVxQ0Y4URNncd9f\n/FBmJTschEfeSUlhUEAAw4I8T4X81oa38DH58NDgh2pu9OGH8Mor8NprMHEimzbBwIFQXjfKFmcD\nE4RcLqWhhRAN6/wOErp1g+hoHrZ1J6fjZxzLziE3wCIjCaLODhQW8mN2No+0a1f7rgQ38krymBU/\niwcGPUCopYZRgF9/hfvvh/vug2nTAIiPrzzVkB2XTdCwILyDPN2xLIQQv835HSQoBePGMXDHCRy6\njPHPfMS2LCvHN8pIgqibWamphHt7c3Pr1h6f+97m9yi0FzJt+DT3DQ4cMMqXXnwxzJwJSpGZCUlJ\np4ME7dDkrMiRqQYhRKM4v4MEgLFj8T5wkAcixrHbfxaOthaythVSJHGCOIMCh4MPjh/nvjZtsJg8\nK6hU6ihlxvoZ3N7vdtoFuVnLYLPBhAkQHg4LFpxKiLDJtQS4PEjI35xPma1MFi0KIRrF+R8kjBwJ\nXl48lteLxOxEYm9PIqyshBf/7Gjsnokm7rP0dPIdDh6sx7bHz3Z8Rmp+qvtCTnY7TJ4MGRmweDGE\nnQ4A4uMhNBS6dDG+ty2zYQo0ETg0sL5PQwgh6u38DxJCQmDYMLptSqJv676s9F8IwMI3i9iwoZH7\nJposrTXvpKQwMTycaIvFo3Od2sn0tdOZFDOJXq16Vb0wPPoo/PwzLFwIPXpUOhwfD4MHGzNlYCxa\nDLk8BC+f8/+tKoRoelrGb56xY1HLlvHIwIf4ovALAC7tXMi990JJSSP3TTRJq3JzSSgoqNe2x+/2\nfcfezL3uCzm99ZZRqvQ//4ErKtdw0LryokVHgYPcNbmyHkEI0WhaTJBATg6323viDHFSGljKA1cV\nkpgIL73U2J0TTdE7KSnEWCyMCvX8D/T0tdO5uOPFXNjhwsoHvv8eHn8cnnzS2M1QRWoqpKWdDhJy\nfs1B27UECUKIRtMygoShQyEoCOvK1dzV/y6SwpKw2k7yf/9nbE/fvLmxOyiakpSSEr7OzGRqPbY9\nrj6ymrVH1/KnC/9U+UBCAtxyi7FY8V//cnvu+vXG1/IgwbbMhrm9GWuM1dOnIIQQZ0XLCBK8vWHU\nKFi6lIcGP0RSSBKp21N55hno2xfuvRdKSxu7k6KpeC81FT8vL+6Kijpz4ypeWfMKvVv15uoeV5++\nMz0dJk6Erl3hs89OZ0mqYN8+eOQRI0Aon+GwxdkIHRPqcaAihBBnS8sIEsCYcli3jl7mdvh298Vx\nyIG3t+aDD2D3bvjnPxu7g6IpKHU6mZ2ayp2RkQR5e5a8aGfGThbvX8yfLvwTXsr11iouhmuvNRa/\nfPcdBARUO+/AAWMTTliYsdkBoCSthIKEAqn6KIRoVC0rSHA4YOVKhlw0BEuhhW27tjFgADzzDPzt\nb7B2bWN3UjS2hSdOkG63M7UeCxZfXfsq7YPaM6Wvq3a71sYw1bZtsGgRdOhQ7ZykJCNACAyE5cuh\nPGeTbZkNkNLQQojG1XKChC5djOHeJUu4dOSlACz4fgEAzz0HF15ojAjv2dOYnRSN7Z2UFEaGhNDb\n39+j847mHuXzhM95fPjj+JpclSJffhnmzoWPP66cZ9nl8GFjg4OfH6xYARVnN2xxNvz7++Pb2vOq\nk0IIcba0nCABYNw4WLqUgO4BaKXZvWE3OcU5mM1GAb62bWH8eGOVuWh5tuTnszYvr17bHmesn0GA\nbwD3DXTtWvjiC3j+eWOI6qabqrU/dswYQTCZjAChYr4mrTW2ZVIaWgjR+FpWkDB2LBw8iCk1Gd+O\nvkSdiOLj7R8DRs6lH380RojHj4ecnEbuq2hwM1NS6GA2MzE83KPzsouyeW/ze0wdMpVAc6CxTeHu\nu+H2240S0FWkphojCA6HESC0b1/5eOGeQkpTS2XroxCi0bWsIOGKK4yPbnFxBMQEMLRkKLPiZ6G1\nBoxf1j/9ZHzKu+46SbTUkmTZ7XyekcFDbdvi7VW3t4V2arRDMyt+Fg7t4LFhj8GRI8ZCxUGDYM6c\n06kTXdLSjBGEkhJYuRI6dap+XVucDeWrCL44+Gw8NSGEqLeWFSQEBcGIEbB0KdYYK51tndmXtY8V\nSStONend21iEvn493HEHOJ2N2F/RYD44fhyn1tzXpk2d2mut2XndTlZHrMY5zclzhc8Rnu9rLGyx\nWODrr43FBhVkZBgBQn6+MYLQubP7a2fHZRN8cTAmq2dFpYQQ4mxrWUECGFMOy5dj6WpGHVb0DevL\nzPiZlZpcdJGx3mzhQpg2zZiCEOcvh9bMSk3lltataeVbt4WCqf9JJWtRFplXZNL+WHsu+sdFrGkX\nT8LuKaT9fgF278pTBZmZMHq0Ufxx5Uro1s39dZ2lTnJ+ltLQQoimoWUGCXl5WPURtF3zWPvH+Hbf\ntxzLO1ap2bXXwqxZRqr9V19tpL6KBvFDVhbJxcV1XrBYsLeAg08cpM1DbXjy8idZMnMJQ+9ZTrT+\nAHv3oez9Sz5rWq9h2+htpMxMIX1nCWPGGDmVVq6sVtOpkrwNeTgLnLJoUQjRJLS8IGHwYAgJwZq8\nCoDxpvH4+/gze9Psak0feAD++ld4+mn45JOG7qhoKO+kpDA0MJAhQUFnbOssdbLntj2YO5nZds82\nDtkOMT2pO9b//Y2Ob13EwN0jGZE6gu7vdEeZFIl/PMCevut4eOdmFt96mI6qsNbr2+JseId5EzCg\netIlIYRoaC0vSDCZYPRozBsW4+XnhT6kubP/nczZModSR/XczC+8YNTiufdeWLKk4bsrzq19hYUs\ntdnqnDwp+cVkCnYU4POWD1NXTuWZ4iF0+vMrMHWqkVcZMLcx0+7BdkTP688L/S7kTf+e9L7MTNF7\nh9nYcyMbe2/k0F8Okbcp79Si2XK2OBuho0JRXpKKWQjR+FpekABG6eiN67F08aVofxFTh0wlqyiL\ne769B4fTUampUkZV3/Hj4YYbYNOmRuqzOCdmpaQQ4ePD5Fatztg2Z3UOR/51BMtTFsZtH8elxZH8\n/d39xmrEN96o1DY/H668ErYf8uH/fo3iomV9uCjzIvp804fAoYGkvpvKliFbWN9pPYmPJWJbacOe\nZSdvY56sRxBCNBmeJac/X4wZA04n1uA8Cvf5cUGrC/js+s+YsnAKZpOZ/0767+nc+xj1ob780qgR\nddVVRvrmmhaeieYjv6yMD9PSmNquHX5uii5VVJZXxt479uIz2IdrQq6hj27N/A8L8WrTFubNM/6T\nuJw8afw/2bULli2DgQON+00WExHXRBBxTQTOMie5v+aS+XUmJ746QcrbKXhZvMCJBAlCiCajZQYJ\n0dHQoweWokTyjgYCMDl2MqWOUu78+k7MJjOzrp5Vqfqe1Wpsjbz4YmNUYc0aiIys+SG0Q6NMMmTc\nlH2ans5Jh4MHK6Y7rEHiY4mUZJbw2JTH6OAbxtLP/DAVZcOKlRB8Op9BYaGxC3L7dli61G02ZgC8\nvL0IHRlK6MhQur3VjfxN+WR+nYmz2Ikl2nK2nqIQQvwmLTNIABg3DuvnayjJisVR4MDkb+L2frdT\nUlbCfd/dh9nbzIxxMyoFChERRrKlESPg6qvh55/dFvUjY14G+x/cT9iVYcS8F4PJX/a7NzVaa95J\nSeGaiAg6VslnUFXGggzSP0pn9i2zcbQpZdWSTvjsWQ2//moEnC5FRTBpEsTHG+tXhg+vW1+UUgQN\nCSJoyJkXTgohRENqmWsSAMaOxZK1DYDCxNMrzn838HfMvGomb254k2eXP1ttYVl0tBEoJCYaaxRK\nK6x1LMsvY8/de9h9824ChwaS+W0mWy7cQtHBooZ4RsIDP+fksLuw8IzbHktSSth7/1429tvIlhGb\n2ZAwHPNPy2D+/NPzCBgVoa+7zpiK+v57I9eGEEI0dy03SLj8cqze6QAU7av8R/zhIQ/z+tjXeWXN\nK7z4y4vVTu3f30iot3KlsfNBa8hdn8umCzaRuTCTnh/2pN+P/Ri4fiDOQiebB28m66esBnlaom7e\nSUmhl9XKFSEhNbbRTs3WO7aS5cjis1s+Y2PuZPznfGisZL3yylPtSkrgxhvhl19g8WK47LIGeAJC\nCNEAWu50Q0AAPhf1xWddIYX7q+9dnzZiGiWOEp5d/ixmk5lnL3m20vGRI43cCbfeorkk6TDd1yUT\nODiQ/kv7Y+lqzCkH9AlgYPxA9t6xl4SrEuj8cmc6PttRtrc1siPFxXyTmcnb3btXmk6qateruyhe\nWcwHD37A8sj7Cf7dI/CXv8Dvf3+qjd0ON99sLFBctMj4fyGEEOeLlhskgDHlsCqZwj1uquwAz1z8\nDMVlxfx5xZ/x8/Zj2ohplY5PGlbEt533YlmdS9rYTly6uBNePpUHZ3xCfOjzbR+SX0om6bkk8uLz\n6PVxL7yDWvaPvjHNTk3F32TijlpWniZtTOL4c8dZeclK5ky4nYjr7zSKebz88qk2djtMmWJUD/3m\nGyOZpxBCnE9a7nQDwNixWJ2HKdp6osYmz1/2PE9f9DSPL32cmRtP13hIn5vOpv6bCHcWs3HKBdwa\n15kFX7v/cSovRecXOtPnuz7krMxh89DNFOwpOOtPR5xZidPJnOPHuTsqikBv94FaalYqq69fTXp4\nOg+8dBlRtz8Il1wC//3vqaqOe/YYu1wWLYIFCyrNPgghxHmjZX+cHTAAi/VdTiSVobV2O/SslOKf\no/5JSVkJj/z4CNYiK8P/O5z0T9NpPaU13Wd1Z1iQD7u8jA+arVoZFandiZgQwaBNg9h53U62DN1C\nz4970uq6MyfxEWfP/IwMTtjtPFzDtseMggxm3jKTK9KuoMOXfnS66zbo0MGo9uXrS24uvPgivP02\ndOxoLFIcM6aBn4QQQjSQlj2SYDJhHRCBo8Qbe4a9xmZKKV4f9zrP+T+H37V+HP/6OD0/6Unvz3vj\nE+KDlxd88IGxYO3aa4098jWxdrcycP1Awq4MY9f1uzj050Noh5SZbCjvpKQwJjSUnv7+1Y5lFmby\n4HMPMmr5KMKe9Cfm74+BwwE//IAzMJj334fu3eG99+Cll4xkSRIgCCHOZy07SACs42IBKIxPq7GN\ns8xJ8ovJjHp6FKZIE3f8/g5+HfBrpTa+Ppqv3jjCvRGLiLv4RQomTIbnn4edO6vVmvYO8Kb3l73p\nMr0LR145wo6rdmDPqjlIEWdHfF4eG/Lz3dZpyC7KZuK7E7n1w1sxD/dlwLaX4eBB+OEH1h5pz9Ch\nxk6WceNg3z549lk4Q3oFIYRo9lp8kGCZchngpHCx+4//RUlFbLt0G4dfPkz0X6O5fsf1jLrwMv72\nnylsmv5HePJJI19zRAQBsZ2Ycega7i18m90r0nDOeAP69oXevY1ykgkJpwIGpRQdn+pIvyX9yN+c\nz+bBm8nflt+Az7xlKXU6eeXIETqazUwID690zFZkY8wnY7jqk6to5WzFoE7zUcvjyHzvK+54td+p\nnAdr1hg7WupYC0oIIZq9Zr0m4asTJ9iXnk6gyUSgt7fxtfzm7Y3Vy6vWLW4AXt064uezkaK1GdWO\npX2aRuLD+/EJ0AyYlkxw6ly4eCsfJSSgip3AmxS2j8Q65EL44x/hggtgwACyCtsx8VJFfmYJf704\njnsC5tPqrbdQL78MMTFw003GrW9fwkaHMXjzYHZev5OtF24lZk4MkbfVku9ZeMTudPJxejp/O3yY\nw8XFzO7RA1OF/xO5xbmM+3Qc7X9uzyXbLqHnjXvx++ItFt/0Ebf8bhRWK8yZA/fcYxQQFUKIlkRV\nzSjYHCilBgKbmT0bevSosZ0XEFAhaKgaRJQfGz5pDz752QzdMIbIhATs6xJI/F8QGYe7E8lSuvMm\n3t6lxoiAKxAo69eXO5P+zVfHV7D41sWM7jK60mPn5cFHH8E778D+/TC0fwl/u3wZI7PmY/ruG8jN\nNfruChgc3WPZ/3Ai6R+l0+4P7ej6atdq2ylF3ZU5nXziCg4OFRdzY6tWPN+pE30q5NHOK8lj3Kfj\nyDyQyZxZc2jVq4DeGyYwI+xlns57jkcfNQaAasm3JIQQzc6WLVsYNGgQwCCt9Zba2jbrICF+0yZ6\n9u9PvsNx+lZW5vb7k7W0uX56IX02wu/ft/P4B/GMX9gTpf3pMWo7kZMjYMAAI0CoMgldUlbCtV9e\nyy/Jv/DT7T9xaadLq/XV6TQK/bz9NvzwA4SHw0O/K+Wx3sto9fN8Y4N9Tg50746+8SZSmcSBV4sJ\nujCI2Hmx+Eb6NtBP9fxQ5nTyeUYGLyUnc7C4mOsjIng+Opp+VYpsnCw9yfhPx7MzbSeLvl+E2uNg\niO16PuFGFox5jzfeVPTq1UhPQgghzqEWEyRs3ryZgRXy59dXyttHSfzjAY7daKftAl92xsLG6SHc\nPzyaS4KDa52yKLIXMWHuBDambGTp7UsZ0WFEjW0PHICZM42dEAUFxk6IPzxUysUly1ELXAGDzUZu\nu3HsypkGVj9iv72A4BHBNV5TGBxaMzc9nZcOHyaxqIhrwsN5ITqaCwIDq7UtKC3g6s+vZsvxLXyd\n8wOm6WV05zkOWALJ/WQRE6/34QyzVEII0WxJkOCh7GXZ7BizA0zQ4flO/Hq3mdeOH2N3YSFDAgN5\nqkMHrouIwNvL/fB/QWkBV352JdvTt7P8zuUMbju41sfLzzcWwL39NuzdC/36waOPwq03lmJdvwLm\nz6dk4c/syp1GPjF0H7+ftn8fYYxmnDx5+pafX/l7T49pDVFRxq1Nm9P/rvp9RATU8Nwbm0NrvnSN\nHOwrKmKiKzgY6CY4ACi0FzJx7kQ2HNvAswU/MewfZUTwPVFtlhOy/Rf8Wrk/TwghzhcSJHjIUeAg\n8Q+JtLmvDcHDjU/tWmt+ys7mtaNHWZGTQ2c/P6a1b8+9bdrg72YFW35JPmM/Hcu+zH2svGsl/aP6\nn/FxtTZy/r/9tlEYKDTU2Gb38MPQqa0d55IVHPhTMql7YmjDYrrxFiZq2Srp7Q2BgUb96rrctIb0\ndDh+HNLSTt9ycipf12SCyEj3AUSFf89dtYopd9/tyY++3pxaM//ECV5MTmZPYSFXh4XxQnQ0g4Nq\nLrdcXFbMpLmTWJW8hq6//MCTy8308DrI4DbP4xu/yngu55m5c+cyZcqUxu6GqEJel6anJb0m5zxI\nUEpNBZ4EooDtwKNa6/ha2t8EvAREA/uBZ7TWP1Zp8xJwHxACrAEe0lofqOF6ZzVIOJPN+fn8++hR\n5mVkEOTtzcNt2/JIu3ZEmc2V2uUU5zDq41EcyT3Cz3f9TGzr2Do/xqFDxlTE++8bH/QnTYLHHoPL\nL4e0D46x/6FEvHw0wb0cBF9gImSoH4FDgvAKqxAU+PpyVsbJi4qM4CEtrXoAUfV7++mgZRKwqEeP\nU4s7T32tpUaCp5xas9AVHOwqLGR8WBgvRkcztIbgILsomw3HNrD+2AYW7vyOvZm7cXzyPS+dbMel\nmUcZFPAEARu+4HxdgDBp0iQWLVrU2N0QVcjr0vS0pNfEkyDB4y2QSqmbgX8D9wMbgWnAEqVUD611\nppv2I4DPgaeB74FbgW+UUgO01rtdbZ4GHgHuApKAv7mu2UtrXeppH8+2QYGBfN67N//s0oU3jx3j\nzZQUXj16lDsiI3miQwd6ubL3hfiFsPT2pYz8eCSjPh7FXy/7K70ietEzoidRAVG1rm3o0gX+/W8j\nk9+nn8JbbxkVBfv0gUceac8N60I5+eMJclflcuTLPJLeL0WZswgaaif4EgfBl0DwiGC8g2t+SZ1O\n4296WZnx1ccH3CQeBIsFoqONW22cTrDZTgcMTzxhpJ3cutWoepTvyvsQFVU5aBgwwHjCHkxhOLXm\nm8xMXkhOJqGggLGhocyJiWFEcDBaQ2YmHDpsZ3XiDjYc28Cu3PUcca4n3zfRuEBhOBwbRvDO13nn\nmr60f2MHXUz/JWDx2+dtgCCEEL+VxyMJSqn1wAat9R9c3yvgKPCW1nq6m/ZfAFat9aQK960Dtmqt\nH3Z9nwq8qrWe4fo+CEgH7tJaz3NzzQYdSajKZrfz3vHjvHnsGMdLS5kQHs6THTpwqWuRY0ZBBjfM\nu4F1R9fh0A4AgsxBxITH0DOi56lbTHgM3cK6YfY2V3sMrWHlSmMqYtEiCAqCwYONP/COUicReQV0\nzMklOj+HLidzCXLYcQJHfALY6xPMLq9gElQwJxzmU0GBu5faaoXWrU/fIiNr/nd4eO25AipF4k4n\nJCUZAcO2bae/pqYaxwMDoX//yqMOsbFQZXRGa83nRzJ5+Ugy+xwF9CwIYdiezrAzmMT0YxwqXU+m\n33rKIjdA203gUwwOb3yzBxBePIxo7+H0DR1O33Zd6NhRcWFfO/v7L8eav4v+n7VD3XpLff4LNBst\n6dNRcyKvS9PTkl6TczaSoJTyAQYB/yi/T2utlVLLgJqW9Y/AGHmoaAlwjeuaXTCmLZZXuGaeUmqD\n69xqQUJjC/Xx4emOHZnWvj1zMzJ47ehRLt+2jSGBgTzZoQPXR0Sw6p5VlDpKOWQ7xN7MvezL3Mfe\nrL3szdzLd/u/I6fYmPf3Ul50Ce1iBA7hPYmJOB1IjBwZwciRkJwMs2cbUxLe3uDj44W3dyDF3oEc\n9GnPYZMm5GQREcdzCUvJ5bKjWYzPTgGgJMKPwq4hlMQEU9ozGNpa8PFVeHsbgUNGxulberqRFLL8\n30VFlZ+3UsYaxvKgoVVrTURrO6GtCwmOKCI5pYjZn6WD3YIuteKwd6WkpCsl/jdSOhRK+oOPLYPW\nqduIOr6Vdse20WF7HG3emYnTS2HzD2JPeH8SQi5gT1BvdrTuzuZx3hR2c+C91Q/vH8rYV7iU5O4b\ncLRZj72zEXCEqo70ChzO0Lb/4IoewxjVewD+Zku1101rze4hP+HMh55/Np33AYIQQvxWnk43RAAm\njE/5FaUDMTWcE1VD+yjXvyMBfYY2VfkB7Nmz58w9Psf6Ah96ebHO6eTj/fu5efNm2pjN3Nq6NT0s\n5X+oQghlGCOChzEiGHRXY6Fj2sk00k6mkX4yjeSjaazfs5bMwu9AOwHw9w0gKiCKSP8oorpGEdA7\nAIUxZVHmuhW7HsGGMU9TztemCNznQ9B+b4L2+2DdYEKhKA1ykh9TRl4POyfb27FrO3aHnbLgMoIC\ny7B2sdPeUYbdWUapo4wSexn2MjuljjLKHGWU6TLKtJ0UbeeoswzSNLjK6JyWXAAABdNJREFUXqSm\n7eDfi+8BLx9QZvAyA36g/FBefuBlRnn5QpQPtPMBr2Fo00Xg5Y12O/WQyBVxR5n04lp6HDsKgAMo\nizfhMIdj8muPt18AJqs/mJ3gtxnMO4k3+xkjEn5+4Gc2/m32o2BfMSmbw+gyPIHd198NW2oNoM8L\nubm5bGkBz7O5kdel6WlJr0mFv51nrkCjta7zDWgDOIFhVe6fDqyt4ZwS4OYq9z0MpLr+PQLjd39k\nlTbzgM9ruOatGIGF3OQmN7nJTW5yq9/t1jP93fd0JCET1x/0Kve3pvpIQLm0M7RPA5SrTXqVNltr\nuOYS4DYgmdMfpoUQQghxZn4Yuw2XnKmhR0GC1tqulNoMjAIWwamFi6OAt2o4bZ2b42Nc96O1TlJK\npbna7HBdMwgYBsysoR9ZGDsmhBBCCOG5tXVpVJ8qkK8DH7mChfItkFbgQwCl1MfAMa31n13t3wR+\nUUo9jrEFcgrG4sffV7jmG8BzSqkDGKMDLwPHgG/r0T8hhBBCnAUeBwla63lKqQiM5EiRwDZgnNb6\nhKtJe4w1deXt1ymlpgB/d90SgWvKcyS42kxXSlmB2RjJlFYBVzaFHAlCCCFES9Us0zILIYQQ4txr\nmlV7hBBCCNHoJEgQQgghhFvNMkhQSk1VSiUppYqUUuuVUkMau08tlVLqeaWUs8pt95nPFGeLUuoS\npdQipVSK6+c/yU2bl5RSqUqpQqVUnFKqW2P0taU402uilPqfm/fND43V35ZAKfWsUmqjUipPKZWu\nlPpaKdWjShuzUmqmUipTKZWvlFqglGrdWH1uCppdkFChwNTzwACMKpRLXIspRePYibGINcp1u7hx\nu9Pi+GMsIJ6KkSClkgoF1B4AhgIFGO8Z34bsZAtT62vi8iOV3zcto05x47kEeBtje/1owAdYqpSq\nmMP9DeBq4AbgUqAtsLCB+9mkNLuFi54WmBLnllLqeYzdKg1faUtUo5RyAtdqrRdVuM+jAmri7Krh\nNfkfEKy1vr7xetayuT5YZgCXaq1Xu94XJ4BbtNZfu9rEAHuA4VrrjY3X28bTrEYSKhSYqlgMSgO1\nFZgS515317DqQaXUp0qpDo3dIWFQSnXGTQE1oLyAmmg8l7uGvfcqpWYppcIau0MtTAjGKE+26/tB\nGGkBKr5X9gFHaMHvlWYVJFB7gamaikGJc2s9cDcwDngQ6Az8qpTyb8xOiVOiMH4RynumafkRuBMY\nCfwJuAz4wTUyKs4x18/5DWB1hZw9UUCpK4iuqEW/V+qTcbEpUtQ87yfOIa11xdzfO5VSG4HDwGTg\nf43TK1EH8p5pRFWmeXYppRKAg8DlwMpG6VTLMgvoTd3WT7Xo90pzG0moT4Ep0YC01rnAfkBWzzcN\nFQuoVSTvmSZEa52E8ftN3jfnmFLqHeAq4HKtdWqFQ2mAr2ttQkUt+r3SrIIErbUdKC8wBVQqMFWn\nYhXi3FJKBQBdgeON3Rdx6o9PeQE1oFIBNXnPNBFKqfZAOPK+OadcAcI1wBVa6yNVDm/GKClQ8b3S\nA+iIqyBhS9QcpxtqLTAlGpZS6lXgO4wphnbAixhvtLmN2a+WxLX+oxvGiAFAF6VUfyBba30UKaDW\n4Gp7TVy35zG21qW52r2CMQJ3xtK9on6UUrMwtplOAgqUUuWja7la62KtdZ5S6n3gdaWUDcjHqF68\npqXubIBmuAUSQCn1MMZin/ICU49qrTc1bq9aJqXUXIz9x+EY24dWA39xfYIVDUApdRnGPHbVN/NH\nWut7XW1eAO7ndAG1qVrrAw3Zz5akttcEeBj4BrgA4/VIxQgO/lqhUJ44y1xbUd39wbtHa/2xq40Z\neA0jmDADP2G8VzIarKNNTLMMEoQQQghx7jWrNQlCCCGEaDgSJAghhBDCLQkShBBCCOGWBAlCCCGE\ncEuCBCGEEEK4JUGCEEIIIdySIEEIIYQQbkmQIIQQQgi3JEgQQgghhFsSJAghhBDCLQkShBBCCOHW\n/wM+kM2VOOoNgQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f88decaf550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sleepcycles.loc[:,[2,3,11,14,18]].plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python2",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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