{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Unsupervised modeling\n", "\n", "The goal of this notebook is to identify and extract clusters that can review user's habit and common routine, such as home/school/work clusters" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%reload_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[PosixPath('data/ny.html'),\n", " PosixPath('data/houston_processed.feather'),\n", " PosixPath('data/florida.html'),\n", " PosixPath('data/tx.html'),\n", " PosixPath('data/houston_ready.feather'),\n", " PosixPath('data/houston.html'),\n", " PosixPath('data/location_history.json'),\n", " PosixPath('data/houston_processed_miles_time_diff.feather')]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "from pathlib import Path\n", "import json\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "# from geopy.distance import distance\n", "\n", "PATH = Path('data')\n", "list(PATH.iterdir())\n", "\n", "from IPython.core.interactiveshell import InteractiveShell\n", "InteractiveShell.ast_node_interactivity = \"all\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# from mpl_toolkits.basemap import Basemap\n", "import folium\n", "from folium.plugins import MarkerCluster,FastMarkerCluster\n", "\n", "from sklearn.cluster import KMeans\n", "k=5\n", "\n", "import matplotlib.cm as cmx\n", "import matplotlib.colors as mcolors\n", "# from cycler import cycler\n", "\n", "# def get_cmap(N):\n", "# color_norm = mcolors.Normalize(vmin=0, vmax=N-1)\n", "# return cmx.ScalarMappable(norm=color_norm, cmap='tab10').to_rgba\n", "# num_colr = k\n", "# cmap = get_cmap(num_colr)\n", "# colr_list = [cmap(float(x)) for x in range(num_colr)]\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "df = pd.read_feather(PATH/'houston_ready.feather')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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accuracy30211259
altitude000
headingNaNNaNNaN
velocityNaNNaNNaN
verticalAccuracyNaNNaNNaN
act_conf146NaN100
act_type1UNKNOWNNoneTILTING
act_cont227NaNNaN
act_type2IN_VEHICLENoneNone
extra_intValNaNNaNNaN
extra_nameNoneNoneNone
extra_typeNoneNoneNone
date_time2015-11-30 21:41:32.110000-06:002015-11-30 21:43:05.510000-06:002015-11-30 21:47:40.071000-06:00
year201520152015
month111111
day303030
day_of_week000
hour212121
minute414347
latitude29.689429.689329.6924
longitude-95.2712-95.2712-95.2805
cluster000
mile_diff00.004938730.599316
planeFalseFalseFalse
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" ], "text/plain": [ " 0 \\\n", "accuracy 30 \n", "altitude 0 \n", "heading NaN \n", "velocity NaN \n", "verticalAccuracy NaN \n", "act_conf1 46 \n", "act_type1 UNKNOWN \n", "act_cont2 27 \n", "act_type2 IN_VEHICLE \n", "extra_intVal NaN \n", "extra_name None \n", "extra_type None \n", "date_time 2015-11-30 21:41:32.110000-06:00 \n", "year 2015 \n", "month 11 \n", "day 30 \n", "day_of_week 0 \n", "hour 21 \n", "minute 41 \n", "latitude 29.6894 \n", "longitude -95.2712 \n", "cluster 0 \n", "mile_diff 0 \n", "plane False \n", "\n", " 1 \\\n", "accuracy 21 \n", "altitude 0 \n", "heading NaN \n", "velocity NaN \n", "verticalAccuracy NaN \n", "act_conf1 NaN \n", "act_type1 None \n", "act_cont2 NaN \n", "act_type2 None \n", "extra_intVal NaN \n", "extra_name None \n", "extra_type None \n", "date_time 2015-11-30 21:43:05.510000-06:00 \n", "year 2015 \n", "month 11 \n", "day 30 \n", "day_of_week 0 \n", "hour 21 \n", "minute 43 \n", "latitude 29.6893 \n", "longitude -95.2712 \n", "cluster 0 \n", "mile_diff 0.00493873 \n", "plane False \n", "\n", " 2 \n", "accuracy 1259 \n", "altitude 0 \n", "heading NaN \n", "velocity NaN \n", "verticalAccuracy NaN \n", "act_conf1 100 \n", "act_type1 TILTING \n", "act_cont2 NaN \n", "act_type2 None \n", "extra_intVal NaN \n", "extra_name None \n", "extra_type None \n", "date_time 2015-11-30 21:47:40.071000-06:00 \n", "year 2015 \n", "month 11 \n", "day 30 \n", "day_of_week 0 \n", "hour 21 \n", "minute 47 \n", "latitude 29.6924 \n", "longitude -95.2805 \n", "cluster 0 \n", "mile_diff 0.599316 \n", "plane False " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "(341045, 24)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(3).T\n", "df.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Clustering and plotting cluster" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { 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jYufOZOPG5jxTr5d8+MN2NgIAAGYnPAIYEddemxw40JwBAAAWSngEsArN1mW0dWsyNtacAQAAFqrUWgddw7x6vV7t2wYIYME2bmy6jMbGkoceGnQ1AADAMCql7Ku1zjvAQucRwCqkywgAAFgqC+o8KqVsTnJNklNrrT9QSvnBJO+utV7ddYGJziMAAACApbbUnUe7k/yzJM8lSa317iSXHnt5AAAAAKwECw2PvqfW+sWjrh1a6mIAaHfaaUkpzRkAAGC5LDQ8+ptSyvclqUlSSvnpJN/orCpWhb17kwsuaM7A4j3yyJFnAACA5bDQ8Oi/S/J/JTm7lPL1JO9PcnlnVbEq7N6dPPBAcwYW79RTjzwDAAAshwWFR7XWv6q1vjPJWJKza60/XGt9oNPKWPG2bUs2bWrOU/r9ZMeO5gy8ON/8ZlJrcwYAAFgua+d6sZTygZbrSZJa60c6qIlVYsuW5phpYiLZv7859+ad5w4AAAAM2nydRxsmj16aZWqnTx7vS/JfdFsaK90llzTDfUtJTjmluTY+nmze3JwBAACA4VdqrfPfVMr/m+S/qrV+e/L5hiSfrrX+ZMf1JUl6vV7tW+e04kw2qP2dBfxWAwAAAJZJKWVfrXXedUELHZi9McmzM54/m2TTMdTFiDr55O4+2xwlAAAA6M6cM49m+L+TfLGU8tkkNcl/mcQG7CzYY49199nmKAEAAEB3Frrb2r9K8gtJHk/yRJJfqLX+L10Wxsq3Z0/ywz/cnLtkjhIAAAB0Z6EzjzbOdr3W+tCSVzQLM4/oWr/fdC6Nj+teAgAAYDQsdObRQpet/WGa5WpJcmKS1ya5L8n3H1t5MFwsfQMAAIDZLXTZ2htrrT84eZyV5C1Jbuu2NFg+x7r0zbBuAAAAVruFdh4dodZ6ZynlzUtdDAxKr3dsHUc6lgAAAFjtFtR5VEr5wIzjV0opn0pyoOPaGDGXXJIcf3xzXikWM6xb1xIAAAArwUI7jzbMeHwozQykzyx9OYyyG29MnnuuOa8Ux9qxlOhaAgAAYGVYaHj0F7XWT8+8UEr5x0k+3XI/vGgXX9wERxdfPOhKlsf4+PQObwAAADCsSq11/ptKubPWet5817rS6/Vq39oeSL8/HTjpVgIAAGAxSin7aq3z/nQ5Z+dRKeWnklyc5PRSyv8546WT0ixfA5aRpW4AAAAst/kGZj+cpJ/k6ST7Zhx/kOQnui0NONpiBnQDAADAsZiz86jW+qUkXyqlfLLWqtMIBmwxA7oBAADgWMy3bO13a63/dZI/L6W8YDhSrfUHO6sMAAAAgIGbb7e1X548/4OuCwG6Ycg2AAAAizHnzKNa6zcmH/5SrfXBmUeSX+q+PGCxZg7ZBgAAgBdrvoHZU358lms/tZSFAN0wZBsAAIDFmG/m0eVpOoz+Xinl7hkvbUjyp10WBiwNQ7YBAABYjPlmHn0qyeeS/K9J/qcZ179da32ss6pgEcz4AQAAgKUz38yjv621PlBr/ZnJOUdPJalJ1pdSNi5LhfAimfGzOP1+smNHcwYAAIAFzTwqpfzDUsr9Sf46yS1JHkjTkQRDx4yfxRG+AQAAMNN8y9amXJ3krUn+uNZ6binlR5P8THdlwbEz42dxxsenl/0BAADAQsOj52qt3yqlHFdKOa7WelMp5V93WhkwEMI3AAAAZlrQsrUkT5RS1if5kySfLKX82ySH5npDKeWEUsoXSylfKqV8pZSyc/L6J0sp95VSvlxK+a1SyrrF/SMAg2RGEgAAwOq20PBoPM2w7CuS/D9J/nOSfzjPe55JclGt9U1Jzknyk6WUtyb5ZJKzk7wxyYlJ3nsMdQNDwowkAACA1W1By9Zqrd+Z8XTPAt9TkxycfLpu8qi11hun7imlfDHJGQsrFRhGZiQBAACsbnOGR6WUbyeps72UJgg6aZ73r0myL8nrkvz7WuvtM15bl+Tnkvxyy3u3J9meJBs3bpzra4ABMiMJAABgdZtz2VqtdUOt9aRZjg3zBUeT73++1npOmu6it5RSfmDGy7+Z5E9qrbe2vHdXrbVXa+2NjY29mH8mAAAAAJbIQmceLUqt9YkkNyf5ySQppVyZZCzJB5bj+wEAAAA4Np2FR6WUsVLKyycfn5jknUnuLaW8N8lPJPmZWuvhrr4fFsJOYQAAADC3LjuPvjfJTaWUu5PckeTztdYbknwsyalJvlBKuauU8j93WAPMyU5hAAAAMLcF7bZ2LGqtdyc5d5brnX0nvFh2CgMAAIC5CXIYaXYKAwAAgLkty8BsAAAAAFYm4REAAAAArYRHAAAAALQSHsEs+v1kx47mDAAAAKNMeASzmJhI9u9vzgAAADDKhEcwi/HxZPPm5gwAAACjbO2gC4Bh1Os1B3M75ZTk8ceTk09OHnts0NUAAADQBZ1HwDF7/PEjzwAAAKw+wiPgmJ188pFnAAAAVh/hEbBge/cmF1zQnJNmqVqtlqwBAACsZsIjYEF27kze+97k7ruT3bsHXQ0AAADLxcBsYE79fjIxkezalRw+nDz1VLJt26CrAgAAYLkIj4A5TUwk+/cnr3998sADydatyZYtg64KAACA5SI8AuY0Pt4ESL/6q0mvN+hqAAAAWG7CI2BOvZ7QCAAAYJQZmA0AAABAK+ERLEK/n+zY0ZwBAABgNRIewSJMDZOemBh0JQAAANAN4REswvh4snlzcwYAAIDVyMBsWATDpAEAAFjtdB4BAAAA0Ep4BAAAAEAr4RGMILvEAQAAsFDCI1giKymQsUscAAAACyU8giWykgIZu8QBAACwUHZbgyUyPt4ERyshkLFLHAAAAAslPIIlIpABAABgNbJsDQAAAIBWwiMAAAAAWgmPYJXavj056aTmDAAAAMdKeDSkTjstKaU5w4u1d29y7bXJwYPJddcNuhoAAABWMgOzh9Qjj0yft25tHm/cmPzxHydveENyzz3Jtm3Jli2Dq5HhtXt3cvzxybPPJpdeOuhqAAAAWMlKrXXQNcyr1+vVfr8/6DI6sXdvctll7a+fcELy2tc2jw8eTGpN/vZvk5e9LDnxxOSZZ5Inn0ze//7kyiuXp2aGV7+fTEwka9c2QaOAEQAAgDallH211nn3DbdsbcB2725/7UMfSm69NXn725O3va3pQNq0qekk2bSpuedrX0ueeCL59V9PTjmlWepWSnLhhctQPENnYiLZvz85dKj5vSM4AgAAYLF0Hg3YXJ1Hd9yR9ObI//buTXbsSL75zWTDhuRb35p+rZTk8OGlrZXhN9V5ND4+9+8dAAAAWGjnkfBoCJQy+/WF/qvp95OPfSz57GeTxx6bvv761yf33rv4+hhe/X5yzTXN48svFxgBAACwcJatrSC1Th/HotdLPv7xpvNoz57p6/fdZ5v2Qdq5sxlyvnNnd98xMZF84QvNMTHR3fcAAAAwuoRHq8yWLU3H0ZSZYRLL69prkwMHmnNXxsebeVhvf3vzGAAAAJaa8GiIHL18rZTktNNe/Ofce2+zS1vSbNWu+2gwtm5Nxsaac1d6vSac+vjHLVkDAACgG2YeDZG22Ud79iT33//ihiDv3JlcdVXz+KUvTQ4eXJISAQAAgFXCzKMVbipIeslLkt27m5k2V1zRDEheiCuvTM45p3n8ne8k55678PcCAAAATBEeDZGZg7MPH07uuCP51V9Ntm1Lnnkmue225M1vTo5b4L+13buTdeuax3fdlfzYj3VXOwAAALA6CY+GWK+XfPjDzRDsj350+nqtyd69C3v/z//89PMnn2yCpwsvXOpKAQAAgNVKeLRC9HpHzkR673ub5+ef3/6e7dub7qOZak1uuaV573zHS17ywmunnmr5GwAAAIwS4dEKcvhw8u53J694RfLcc821O++cDnbWrJneWa3fTz7xicV937PPvvDao48mP/7jzRBuu7h1Z+/e5IILFtZhBgAAAF2y29oK0+8nExPJpz+d3Hff7Pds3Jg89NDiv+v442cPkI62bVuya9fiv49pF1yQPPBAsmlTcuutg64GAACA1chua6vU1Byke+9NTj559nsWEhxt23bkgO7ZjmeeOfL5HXckW7cmmzcf+VnXXpvs2GE521Latq0JjrZtG3QlAAAAjDqdR6vEmWcuvNtoz55mCPdSft/3f3/yl3/ZLK2bWlL3+tc3IRcAAAAwfHQejZgHH2y6g8bH57/36quX5vve8Y5m97bzzmuCpGeemQ6OkmZZ3dQ8puOPn3s4d9tsn7PPnr7nuONmH+I9dQybYa4NAAAAFkp4tMpcf/0Ll5915eabk+efT/btSz74wWYZ3bp1s987M1SazWWXJRs2NLvHTQUu55575FynWueewXTiicnLXtbMfJo6n3jiC0OmdeuWfxD1Kacs7/cBAADAUhEerWKnnTZ718uHPrT033XllcljjzXhTq0vnNXTFirNdPBgs3vclC9/+cjQZaqDqc3TTydPPpl89avN+etfb64d7dChJqyaGSidf/789S3G4483nVMAAACw0nT242wp5YRSyhdLKV8qpXyllLJz8vprSym3l1LuL6X8TilljjiAY7VzZ/LII7O/tth5Rwuxa9eR3U9TodLRxx13JGvXNu9Zv75ZAjfljW9M/uiPpu89fPiFQ7zHx6dDmRNOSE46KXnNa5rz6ac31xbizjtf2KG0YcPS/prUqgMJAACAlWdth5/9TJKLaq0HSynrktxWSvlckg8k+Wit9bpSyseSbE1yTYd1jJy5Zuzs2bN8dSxErzf/kra5XH/9i7t/797kn/yT2TuSjnbwYLMU74knXvzw77Z/B48/vvDPAAAAgGHQWedRbRycfLpu8qhJLkrye5PX9yS5pKsaSK666shOneXoOhpmW7YkTz01/euxZ09y6qmz37tmTRMcJc3spdNOa5bNXbLI37FTwdLUssLTTlvc5wEAAECXOp3CUkpZU0q5K8mjST6f5D8neaLWemjylq8lOb3lvdtLKf1SSv/AgQNdlrmq9PtHPr/yysHUsVJs2ZJ885uzL6n7sz9LXv7y6XsfeaTpkpqYmF7atn379Ot79y58d7VSppcVti0v5IV27rSLHQAAwHLrNDyqtT5faz0nyRlJ3pLkDbPd1vLeXbXWXq21NzY21mWZq8o110zPENq4cbC1rHS9XrPMbHy8feD37t3THUSXXba89Y2ia68ddAUAAACjZ1n2f6q1PpHk5iRvTfLyUsrUrKUzkjy8HDWMgr17kxtuSMbGkq1bkwcfHHRFq8P11zcDv7dtm323N51Dy2fr1kFXAAAAMHq63G1trJTy8snHJyZ5Z5J7ktyU5Kcnb7ssyURXNYySSy5pOl++9a2m8+h97xt0RavPrl1H7va2VO64Y+k+a7W78sojlxYCAADQvS53W/veJHtKKWvShFS/W2u9oZTyF0muK6VcneTPk1iIsgj9fjOD54YbmufPP59cfXWz5Irht369f1cAAAAMt87Co1rr3UnOneX6X6WZf8Qi9PvJBz/YdK289rXJ931f8td/nVx8sR3Vlkutix/afPBg0zV2/fVLUxMAAAAstWWZecTS6veTK65odgN75pnkq19NPvnJZi6PEGJul1zSzC265JLm13HHjuT885M1a5rziSc2gdAppzSv7dzZDB5/xSuandW2bk02bFja3b4mJpqlhscd13zmcf5UAgAAMES6XLbGErrwwuSWW6afv/SlzbFuXfJLv2TpU9KEO3v2JCefnLz1rcmddzZhz5VXTi/v+8M/TA4dSm68MXnjG5P9+5v7kulz0uyytn9/8oUvJF//etNldN11yRlnNN1CS+3556cfm+UDAADAMNHjMGBTHSzzdbLMDI6S5OmnkzPPbHb6uvLKbmscJv1+snlzE5rN7B7auzf5xCea7qtHHmnCoQMHprd2n5howqDXvrZ578UXJ+PjzWedd17T7XPeeckJJzT3n3xy89rWrcnppzfPL700edvbmjlFXVqqjqbt25OTTmrOAAAAcKxKXQFtDr1er/b7/UGX0Ymjg4ITTkieeurIa3v3NjupzfSqVyW/8RvLO99oqntnfDz5lV9Jbr01ueCC5Oabp1+7+urp+6d+a+3cmfzmbyZnn5088EDy0EPNUrAtW5qQ5667pj8nacKO//CMNzz8AAAaLElEQVQfkte/vlmed8stTRA0Nta8/tu/3Xz2unXJr/1aEwo9/HDTIfTAA82vTVvn0fj40ndpLVXYkyTnnJP8+Z8vzWeddFLyne80HWpPPrk0nwkAAMDqUUrZV2ud96dky9aGzNNPN0vUfvEXk498pOmIuffeF973h3/44kOQqRDn9NOTc89tPuORR5JTT23mAH3ta833Pf98E+585jNHBi5T3TsTE01wdPhwc06mX5vNtdcm3/pWM9x7Khh76KEjl4xNfU7SLA976qnky19Odu9u3vvoo00o9La3Ja97XRMSTXUPTUwk73pXcv/97eFQr7cylvbdddd0GLXYXPfSS5tfy0svbZ73+8k110wHcZdfvjJ+TQAAABgs4dGAzbZj1y23JLfd1gQ6zz3XDFOeac+e2X/o7/eTbduaUOY972kClz/4g2bJ1Uc/Oh3iPPZYE1I98kjzvqlzMj1756GHjgyLer3poGZ8vAl7pjqPkunXZrN16+ydR1NLxqY6j6ZcemnTeXT22c0/zy23JH/zN03g8b73TS9FmzLoAGSuXdfe8Y4XLjlcLrt2NceUiYlmhtNUEPfqVw/+1w4AAIDhZ9naEDj//COHNU859dTmB/zDh5MPfOCFS9SmlmKddVbTdfPww02w9PzzzY5gTz/dhE9J8sM/nLzzndOdR+edl9xww5GdR1//ehOCtHUe0e7o8Oi885J9++a+ZyGW8o9nv5987GNN59ErX6nzCAAAYNQtdNma8GiA+v3kR3+0ffeuO+5o7zCamGjCooMHm/OrX90Mcr7zziZI+tmffWHn0XLORxo1C5mpNDM8mvnHbr5Q6dRTk29+c/E1AgAAwExmHg2hmTNnkuQ//sfZ7yslee97mxCi32+6ju67r+kievzx5JRTmi6i9eubpV/zzfuhewuZqdSW08617C05clnhIHQ5bBwAAIDhJzxaRlMzZ+6554WvrV+f3HTTdGB0zTXNrKCk6UA6dKg5kmZm0ebNfphfTaaCpdlCpFNPXd5ajnb07KvlcMklzU58F1+cXH/98nwnAAAAsztu0AWMkrVrk7/+69lfO/fcptto797pkOkLX2hee/Obk1e8oll+ljRb2H/4w4Kj1ajWJiyc6bvfTbZvH0w9SRNSToWVy+XGG5tOuxtvXL7vBAAAYHZmHi2juZYmnXBCsm5d8qY3NfOJrrmmuf997xMSjaKppWJXXz19bQX8UV0yOo8AAAC6Z2D2EJorPPqRH0mefDK54gqDrZl29O+Zs85KPvUpgSIAAACLZ2D2CnPLLYOugGG0cWPy0EPTz++/P/n7f7/pVHvPe5JduwZXGwAAAKPBzKNlVOv0AQvx4INNgDTT4cPNHKTdu5MNGwZTF8Ot30927GjOS3EfAAAw2oRHAzIzSBImMZcHH2x+j5x33gtfO3iwWdo2dZx44vLXx/CZuUPeUtw3FwEUAACsfsIjWCH27WtCpD172u95+unlq4fhtdAd8pZiJ72FBlBCJgAAWLkMzIYV6swzj5yHNGUF/JFmFZnaGXB8fO5B7jt2NCHT5s3Jhz+8NJ8JAAAszkIHZus8ghVqajnbHXcMuhJGWa/XhEHzhTwvpsvpxSynu+SS5PjjmzMAANANnUcADJUX03l0/PHJc88l69Ylzz67PPUBAMBqsdDOo7XLUQwALFSvt/DlahdfnNx4Y3MGAAC6ITwCYMW6/vpBVwAAAKufmUcAAAAAtBIeAQAAANBKeAQAAABAK+ERAAAAAK2ERwAAAAC0Eh4BAAAA0Ep4BAAAAEAr4REAAAAArYRHAAAAALQSHgEAAADQSngEAAAAQCvhEQAAAACthEcAAAAAtBIeAQAAANBKeAQAAABAK+ERAAAAAK2ERwAAAAC0Eh4BAABLavv25KSTmjMAK9/aQRcAAACsHqVMP969O/nEJ5Jnnx1YOQAsAZ1HAABAZ557btAVALBYwiMAAKBTl1wy6AoAWAzhEQAAsGRqnT7WTg7JuPHGwdYEwOIIjwAAgE4cOtScn3tO9xHASiY8AgAAOqf7CGDlEh4BAACdWLNm+vFzzyVnnjm4WgA4dsIjAACgE4cONbOPpjz0UHLhhQMrB4BjJDwCAAA6tXHj9ONbbx1cHQAcG+ERAADQqQcfTN7xjuS445ILLhh0NQC8WGsHXQAAALD63XzzoCsA4FjpPAIAAACgVWfhUSnlNaWUm0op95RSvlJK+eXJ6+eUUv6slHJXKaVfSnlLVzUAAAAAsDhdLls7lOSDtdY7SykbkuwrpXw+ya8n2Vlr/Vwp5eLJ5xd2WAcAAAAAx6iz8KjW+o0k35h8/O1Syj1JTk9Sk5w0edvLkjzcVQ0AAAAALM6yDMwupWxKcm6S25O8P8kflVL+9zTL5t7e8p7tSbYnycaZe3sCAAAAsGw6H5hdSlmf5DNJ3l9rfTLJ5UmuqLW+JskVSa6d7X211l211l6ttTc2NtZ1mQAAAADMotPwqJSyLk1w9Mla6+9PXr4sydTjTycxMBsAAABgSHW521pJ01V0T631IzNeejjJOyYfX5Tk/q5qAAAAAGBxupx59ENJfi7Jfyql3DV57Z8n2Zbk35ZS1iZ5OpNzjQAAAGY688zkoYeSjRuTBx8cdDUAo6vL3dZuS1JaXj6/q+8FAABWh4ceOvIMwGB0PjAbAADgWKxff+QZgMHoctkaAADAMbvppmRiIhkfT9auTZ5/PlmzJjl0aNCVAYwW4REAADCUer3mSJrgaOq8Y0cTKE29BkC3LFsDAACG3po104+vuSb5l/9ycLUAjBrhEQAAMPQOHUpqTd70puSpp5Lbb0/6/UFXBTAahEcAAMCK8YEPJK94RfLSlyb/6B8le/cOuiKA1U94BAAArBhbtiS///tNJ9LBg8mHPqQDCaBrwiMAAGBF6fWSq69O1q9PTjut2ZHtwgubuUhnnpls3Jjs3NmESjt2CJcAFkt4BAAArDhTHUg/8RPNzmu33pocPpw89FBy4EBy7bVNqPTZzyYXXdSESQAcm1JrHXQN8+r1erXvfxcAAAAtLrywCZDOOKMZrL11a/KudzXB0be/3dzzjnckzz+fvPOdzbK38fGmiwlgVJVS9tVa5/2bcO1yFAMAANClm2+e/foHP5hcdVXz+NZbk1e/uulKetvbms4k4RHA/IRHAADAqnXllcnXv55cd11y3nlHdh6ddVYzE0kHEsDchEcAAMCqtmtXcxxtx45k/34dSADzMTAbAAAYSePjyebN0x1IxqwCzE54BAAAjKReL/nwh5P775/uQALghYRHAADASJvqQBofH3QlAMPJzCMAAGCkTc07muo8Mv8I4Eg6jwAAgJE3MWHpGkAb4REAADDyDM8GaFdqrYOuYV69Xq/2/e0NAAB07LjjklqTUpLDhwddDUC3Sin7aq3zLtbVeQQAADBp6v+tr4D/xw6wbIRHAAAAk9asac6lWL4GMEV4BAAAMOnQoabr6F/8CwO0AaYIjwAAAI4yPp6sX588/LDuIwDhEQAAwFF6veTVr04OHtR9BCA8AgAAmMX4eLJ5c3MGGGVrB10AAADAMOr1mgNg1Ok8AgAAAKCV8AgAAGAB+v1kxw4DtIHRIzwCAABYgImJZP9+A7SB0SM8AgAAWAADtIFRJTwCAABYgL/4i+Tmm5szwCgRHgEAACzA7t3JAw80Z4BRIjwCAABYgG3bkk2bmjPAKFk76AIAAABWgi1bmgNg1Og8AgAAmEO/n+zY0ZwBRpHwCAAAYA4TE8n+/c0ZYBQJjwAAAOZw1lnJww83Z4BRJDwCAACYw/33J7fdllx2WVLKoKsBWH7CIwAAgDmMjw+6AoDBEh4BAAAA0Ep4BAAAMIdrrkne8IZk69ak1kFXA7D8hEcAAABzOHAgefTR5gwwioRHAAAAcxgbS171quSVrxx0JQCDsXbQBQAAAAyzP/3T5L77ksOHB10JwGDoPAIAAJjDffcdeQYYNcIjAACAOXzP9xx5Bhg1wiMAAIA5fPe7R54BRo3wCAAAoEW/P+gKAAbPwGwAAIAkpUw/rjU55ZTk8cdnfx1glOg8AgAARt7evS+8NjM4uuMOu60Bo6uz8KiU8ppSyk2llHtKKV8ppfzyjNf+h1LKfZPXf72rGgAAABZi9+4jnx/dZfTmNycbNixfPQDDpMtla4eSfLDWemcpZUOSfaWUzyc5Ncl4kh+stT5TSnlVhzUAAADMa9u25Lbb5r7n4MEmVKp1eWoCGBaddR7VWr9Ra71z8vG3k9yT5PQklyf532qtz0y+9mhXNQAAACzEli1NKLRmzaArARg+yzLzqJSyKcm5SW5PsjnJBaWU20spt5RS3rwcNQAAAMzn0KEmRNJdBDCt893WSinrk3wmyftrrU+WUtYmOTnJW5O8OcnvllL+Xq1H/vVcStmeZHuSbNy4sesyAQAA/s7One2vWboGjJpOO49KKevSBEefrLX+/uTlryX5/dr4YpLDSV559Htrrbtqrb1aa29sbKzLMgEAALJ3b3LqqclxxyVXXTXoagCGR5e7rZUk1ya5p9b6kRkvXZ/kosl7Nic5PsnfdFUHAADAQlxxRfLoo7qKAI7W5bK1H0ryc0n+Uynlrslr/zzJbyX5rVLKl5M8m+Syo5esAQAALLfHHpt+bGkawLTOwqNa621JSsvL/21X3wsAALBYhw8359L2Ew3ACOl8YDYAAMBKIzQCmCY8AgAARpqgCGBune62BgAAAMDKJjwCAAAAoJXwCAAA4Ci1Jq9//QuvTR0Ao0R4BAAAMOn446fDoXvvFRgBJMIjAACAv3PZZYOuAGD4CI8AAAAm7do16AoAho/wCAAAAIBWwiMAAGAk7dyZnHrqoKsAGH5rB10AAADAcjv//OTOO4+8VspgagEYdjqPAACAkXL88S8Mju64Izl8eDD1AAw74REAADBSnnvuyOfj40mvN5haAFYCy9YAAICRVeugKwAYfjqPAACAkTJzttHevYOrA2ClEB4BAAAj5d3vnn582WWDqwNgpRAeAQAAI+X66wddAcDKIjwCAABGWr8/6AoAhpvwCAAAGDk/8iPTj9/1rsHVAbASCI8AAICR82/+zfTjRx9N1qxJdu4cXD0Aw0x4BAAAjJxeLznvvOnnhw8n1147uHoAhpnwCAAAGEnnn3/k861bB1MHwLATHgEAACNl797ktNOS3bunr111VXLllQMrCWCorR10AQAAAMtl797k8suT7353+tq2/7+9+4/VszzrAP69SotgClsyuqGTX6siGYYxKBOcw5OJMxIHROeAGM1cUiLuD6duKGEa2ZZoZLJINNsIixlxKdNtAhKnYVGKbPywlF9jQJijOsaPbCNhq4ORNpd/vE/tKT1v23Pa0/c97eeTvDnPe9/3+z7XaXL16XP1vu9nrcIRwK4oHgEAAAe8mZlk/frRcdXo57Jlo6Vq1147sbAAlgTL1gAAgAPahg3bC0dJsnx58va3J3ffrXAEsCcUjwAAgAPS9dcnxx2XnHXWju1XXJHcfPPoiWsA7J5lawAAwAHnyiuTD3842bJl9L4qOfzw5LLL7G8EMF+KRwAAwAFhw4bkQx9K7rsvefLJpHvUvmJFcuaZydVXm20EsBCKRwAAwJJ1xBHJ5s07ty9bNtrbSNEIYO/Z8wgAAFhSZmZGy9Cq5i4cJcnq1cl11yW3365wBLC3zDwCAACm3tFHJ88+u2dj1671FDWAfcnMIwAAYCpdeWVy6KGjGUa7Khyddtpof6NtL4UjgH3LzCMAAGDiTjopeeyxPR9/2mnJvfcuXjwAbGfmEQAAsGhOP337/kQzMzu3bXvtSeFo7drts4sUjgD2HzOPAACABbvgguSWW5IVK0ZPN5u9gXXVqNCzzfr1o7b5eM1rkmee2TexArAwZh4BAADzsmFD8qpXjQpBN92UbN2avPjizk8+m1042p3zz99x36JtL4UjgMlTPAIAAHYweznZzMzOS8zOOCN57rkdP3PYYcnKlTt/z6GHjgpDRx65vX358uSYY5JPfWp7kejGGxf91wJggSxbAwAAxlq/fvdjLC0DOLCZeQQAAMzb7GVmCkcABzYzjwAAgB0ccshoH6NtVqxIXnppcvEAMFmKRwAAwA62bJl0BABME8vWAAAAABhL8QgAAACAsRSPAAAAABhL8QgAAACAsRSPAAAAABhL8QgAAACAsRSPAAAAABhL8QgAAACAsRSPAAAAABhL8QgAAACAsRateFRVx1TVv1fVI1X1cFX97sv631dVXVVHLVYMAAAAAOyd5Yv43VuS/EF3b6yqI5LcW1W3dvdXq+qYJL+Q5H8W8fwAAAAA7KVFm3nU3U9398bh+HtJHkny2qH7o0kuS9KLdX4AAAAA9t5+2fOoqo5P8sYkd1fVeUm+2d0P7I9zAwAAALBwi7lsLUlSVSuTfC7JezNaynZFkrftwecuSXJJkhx77LGLGSIAAAAAYyzqzKOqWpFR4ejT3f35JKuTnJDkgaralOTHkmysqqNf/tnuvra713T3mlWrVi1mmAAAAACMsWgzj6qqknwyySPdfXWSdPdDSV49a8ymJGu6+9uLFQcAAAAAC7eYM4/enOQ3kry1qu4fXucu4vkAAAAA2McWbeZRd9+RpHYz5vjFOj8AAAAAe2+/PG0NAAAAgKVJ8QgAAACAsRSPAAAAABirunvSMexWVX0ryX9POg6YAkcl8XRCmB95A/MjZ2D+5A3Mn7yZDsd196rdDVoSxSNgpKo2dPeaSccBS4m8gfmRMzB/8gbmT94sLZatAQAAADCW4hEAAAAAYykewdJy7aQDgCVI3sD8yBmYP3kD8ydvlhB7HgEAAAAwlplHAAAAAIyleARTrqreUFV3VtVDVfVPVXXk0H58Vb1QVfcPr49POlaYFuPyZui7vKq+VlWPVdUvTjJOmCZVdWpV3TVcUzZU1ZuG9pmqen7W9eZPJh0rTItd5E1V1TXD9ebBqjpt0rHCtKiqz8y6pmyqqvuHdvc3U2z5pAMAduu6JO/r7vVV9e4k70/yx0Pff3X3qZMLDabWnHlTVa9PclGSk5P8aJIvVtWJ3b11grHCtPiLJFd29xeq6tzh/czQ9x/d/csTiwym17i8+aUkPzG8fjrJx4afcNDr7gu3HVfVXyZ5fla3+5spZeYRTL+fTHL7cHxrkl+dYCywVIzLm/OT3NDdP+juJ5J8LcmbJhAfTKNOsm2W3iuSPDXBWGCpGJc35ye5vkfuSvLKqvqRSQQI06qqKsk7k6ybdCzsnuIRTL+vJDlvOP61JMfM6juhqu6rqvVV9Zb9HxpMrXF589ok35g17smhDUjem+SqqvpGko8kuXxW31lV9UBVfaGqTp5MeDCVxuWN6w3s3luSPNvdj89qc38zpSxbgylQVV9McvQcXVckeXeSa4Y9Jm5O8tLQ93SSY7v7O1V1epIbq+rk7v7ufgkaJmyBeVNzjPfYUQ4au8mbn0/ye939uap6Z5JPJjknycYkx3X35mFZzo0ZLcWBg8IC88b1hoParvKmu28aji/OjrOO3N9Mser2dxgsFVV1YpK/6+6dltlU1W0Z7fGyYb8HBlNsdt5U1eVJ0t1/NvT9a5I/7e47JxkjTIOqej7JK7u7h6UEz3f3kXOM25RkTXd/e3/HCNNmXN5U1SeS3Nbd64ZxjyWZ6e6nJxkvTIuqWp7km0lO7+4nx4y5Le5vpoZlazDlqurVw89lST6Q5OPD+1VVdchw/LqM/hf465OKE6bJuLzJaBbSRVX1Q1V1QkZ5c89kooSp81SSnxuO35rk8SSpqqOHm+IMT5JaluQ7E4kQps+ceZPR9eY3h6eunZlRUUnhCLY7J8mjswtH7m+mm2VrMP0urqr3DMefT/K3w/HZST5YVVuSbE3y29393CQChCk0Z95098NV9fdJvppkS5L3eNIa/L+1Sf5q+N/gF5NcMrS/I8mlw/XmhSQXtanrsM24vPnnJOdm9GCG7yf5rcmEB1Prouy8Ubb7mylm2RoAAAAAY1m2BgAAAMBYikcAAAAAjKV4BAAAAMBYikcAAAAAjKV4BAAAAMBYikcAwEGnqjYvwneeV1V/NBxfUFWvX8B33FZVa/Z1bAAAe0PxCABgH+jum7v7z4e3FySZd/EIAGAaKR4BAAetGrmqqr5SVQ9V1YVD+8wwC+izVfVoVX26qmroO3dou6OqrqmqW4b2d1XVX1fVzyQ5L8lVVXV/Va2ePaOoqo6qqk3D8eFVdUNVPVhVn0ly+KzY3lZVd1bVxqr6h6pauX//dAAARpZPOgAAgAn6lSSnJnlDkqOS/GdV3T70vTHJyUmeSvKlJG+uqg1JPpHk7O5+oqrWvfwLu/vLVXVzklu6+7NJMtSd5nJpku939ylVdUqSjcP4o5J8IMk53f2/VfWHSX4/yQf3xS8NADAfikcAwMHsZ5Os6+6tSZ6tqvVJzkjy3ST3dPeTSVJV9yc5PsnmJF/v7ieGz69LcslenP/sJNckSXc/WFUPDu1nZrTs7UtD4enQJHfuxXkAABZM8QgAOJiNnRKU5Aezjrdm9O+mXY3flS3Zvl3AYS/r6zFx3drdFy/wfAAA+4w9jwCAg9ntSS6sqkOqalVGM4Hu2cX4R5O8rqqOH95fOGbc95IcMev9piSnD8fveNn5fz1JquqnkpwytN+V0TK5Hx/6friqTtyD3wcAYJ9TPAIADmb/mOTBJA8k+bckl3X3M+MGd/cLSX4nyb9U1R1Jnk3y/BxDb0jy/qq6r6pWJ/lIkkur6ssZ7a20zceSrByWq12WoXDV3d9K8q4k64a+u5KctDe/KADAQlX3XDOlAQCYS1Wt7O7Nw9PX/ibJ49390UnHBQCwWMw8AgCYn7XDBtoPJ3lFRk9fAwA4YJl5BAAAAMBYZh4BAAAAMJbiEQAAAABjKR4BAAAAMJbiEQAAAABjKR4BAAAAMJbiEQAAAABj/R/ENQs08/wdCQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(20,10))\n", "_=ax.scatter(df.longitude,df.latitude,c='blue',s=3,alpha=0.5)\n", "\n", "_=ax.set_ylabel('latitude')\n", "_=ax.set_xlabel('longitude')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's exclude flight GPS points" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# recalculate miles differences\n", "def haversine_array(lat1, lng1, lat2, lng2):\n", " lat1, lng1, lat2, lng2 = map(np.radians, (lat1, lng1, lat2, lng2))\n", " AVG_EARTH_RADIUS = 6371 # in km\n", " lat = lat2 - lat1\n", " lng = lng2 - lng1\n", " d = np.sin(lat * 0.5) ** 2 + np.cos(lat1) * np.cos(lat2) * np.sin(lng * 0.5) ** 2\n", " h = 2 * AVG_EARTH_RADIUS * np.arcsin(np.sqrt(d))\n", " return h\n", "\n", "lat2 = df.latitude.values.tolist()\n", "long2 = df.longitude.values.tolist()\n", "\n", "lat1 = df.latitude.shift().values.tolist()\n", "lat1[0] = lat2[0]\n", "long1 = df.longitude.shift().values.tolist()\n", "long1[0] = long2[0]\n", "\n", "km_diff = haversine_array(lat1,long1,lat2,long2) \n", "df['mile_diff'] = km_diff * 0.621371 # to miles" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "year month day\n", "2016 4 18 19.314191\n", " 5 31 162.667397\n", " 6 3 708.936381\n", " 10 13 236.593397\n", " 12 21 26.120457\n", " 22 938.012779\n", " 24 139.839309\n", " 26 25.258437\n", " 29 95.911094\n", "2017 1 3 139.469908\n", "Name: mile_diff, dtype: float64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df.mile_diff>12].groupby(['year','month','day']).mile_diff.mean()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "df['plane'] = df.mile_diff>12" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# df.to_feather(PATH/'houston_ready.feather')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "df_ground = df[~df.plane].copy().reset_index(drop=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Apply kmeans clustering" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k=5\n", "kmeans = KMeans(n_clusters=k,random_state=42).fit(df_ground[['latitude','longitude']])\n", "df_ground['cluster']= kmeans.predict(df_ground[['latitude','longitude']])\n", "\n", "fig,ax = plt.subplots(figsize=(20,10))\n", "_=ax.scatter(df_ground.longitude,df_ground.latitude,c=df_ground.cluster,cmap='tab10',s=3,alpha=1)\n", "\n", "_=ax.set_ylabel('latitude')\n", "_=ax.set_xlabel('longitude')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look like we still have some residuals of flight GPS left. We did get rid most of flight GPS to Florida (bottom right) and around Dallas (above dense Houston points).\n", "\n", "K-means did a good job on separate travelling points (outside of Houston). Let's plot each of them" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axes = plt.subplots(nrows=k,figsize=(15,8*k));\n", "for i in range(k):\n", " _=axes[i].scatter(df_ground[df_ground.cluster==i].longitude,df_ground[df_ground.cluster==i].latitude, c=colr_list[i],s=3,alpha=1)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After few k, k=5 seems to fit best as kmeans recognizes all the major states and cities I visited. Let's take a look at few of them" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Mapping GPS point with Folium" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## cluster 1: Florida" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(8830, 24)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_flo = df_ground[df_ground.cluster==1].reset_index(drop=True)\n", "df_flo.shape" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "\n", "callback = \"\"\"\\\n", "function (row) {\n", " var icon, marker;\n", " icon = L.AwesomeMarkers.icon({\n", " icon: \"map-marker\", markerColor: \"red\"});\n", " marker = L.marker(new L.LatLng(row[0], row[1]));\n", " marker.setIcon(icon);\n", " return marker;\n", "};\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "FLORIDA=[26.492328,-80.497977]\n", "\n", " \n", "m_flo = folium.Map(location=FLORIDA,tiles='cartodbpositron',zoom_start=7)\n", "\n", "FastMarkerCluster(data=list(zip(df_flo.latitude.values,df_flo.longitude.values)),\n", " callback = callback).add_to(m_flo)\n", "\n", "# for lat,long in zip(df_flo.latitude.values,df_flo.longitude.values): \n", "# _=folium.CircleMarker([lat,long], radius=1,\n", "# color='#0080bb', fill_color='#0080bb').add_to(m_flo);\n", "\n", "folium.LayerControl().add_to(m_flo)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# m_flo.save(str(PATH/'florida.html'))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m_flo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## cluster 2: NY" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3165, 24)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_ny = df_ground[df_ground.cluster==2].reset_index(drop=True)\n", "df_ny.shape" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NY=[40.735954,-73.993896]\n", "\n", " \n", "m_ny = folium.Map(location=NY,tiles='cartodbpositron',zoom_start=10)\n", "\n", "FastMarkerCluster(data=list(zip(df_ny.latitude.values,df_ny.longitude.values)),\n", " callback = callback).add_to(m_ny)\n", "\n", "# for lat,long in zip(df_ny.latitude.values,df_ny.longitude.values): \n", "# _=folium.CircleMarker([lat,long], radius=1,\n", "# color='#0080bb', fill_color='#0080bb').add_to(m_ny);\n", "\n", "\n", "folium.LayerControl().add_to(m_ny)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# m_ny.save(str(PATH/'ny.html'))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m_ny" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cluster 3: Austin + San Antonio + Dallas" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(7395, 24)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_tx = df_ground[df_ground.cluster==3].reset_index(drop=True)\n", "df_tx.shape" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "TX=[30.265253, -97.714187]\n", "\n", " \n", "m_tx = folium.Map(location=TX,tiles='cartodbpositron',zoom_start=7)\n", "\n", "FastMarkerCluster(data=list(zip(df_tx.latitude.values,df_tx.longitude.values)),\n", " callback = callback).add_to(m_tx)\n", "\n", "# for lat,long in zip(df_tx.latitude.values,df_tx.longitude.values): \n", "# _=folium.CircleMarker([lat,long], radius=1,\n", "# color='#0080bb', fill_color='#0080bb').add_to(m_tx);\n", "\n", "\n", "folium.LayerControl().add_to(m_tx)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# m_tx.save(str(PATH/'tx.html'))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m_tx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cluster 4: Maryland" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(549, 24)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_md = df_ground[df_ground.cluster==4].reset_index(drop=True)\n", "df_md.shape" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "MD=[39.084967, -77.152883]\n", "\n", " \n", "m_md = folium.Map(location=MD,tiles='cartodbpositron',zoom_start=10)\n", "\n", "FastMarkerCluster(data=list(zip(df_md.latitude.values,df_md.longitude.values)),\n", " callback = callback).add_to(m_md)\n", "\n", "# for lat,long in zip(df_tx.latitude.values,df_tx.longitude.values): \n", "# _=folium.CircleMarker([lat,long], radius=1,\n", "# color='#0080bb', fill_color='#0080bb').add_to(m_tx);\n", "\n", "\n", "folium.LayerControl().add_to(m_md)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m_md" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Main target: hometown Houston" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(321048, 24)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_h = df_ground[df_ground.cluster==0].reset_index(drop=True)\n", "df_h.shape" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# plot fewer data points for folium\n", "n=50000\n", "idxs = np.random.permutation(len(df_h))[:n]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "H=[29.766672, -95.339652]\n", "\n", " \n", "m_h = folium.Map(location=H,tiles='cartodbpositron',zoom_start=10)\n", "\n", "FastMarkerCluster(data=list(zip(df_h.loc[idxs,:].latitude.values,df_h.loc[idxs,:].longitude.values)),\n", " callback = callback).add_to(m_h)\n", "\n", "# for lat,long in zip(df_h.latitude.values,df_h.longitude.values): \n", "# _=folium.CircleMarker([lat,long], radius=1,\n", "# color='#0080bb', fill_color='#0080bb').add_to(m_h);\n", "\n", "\n", "folium.LayerControl().add_to(m_h)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# m_h.save(str(PATH/'houston.html'))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m_h" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Houston clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cleaning up\n", "\n", "We will use kmeans to identify small cluster (traveling points and flight points) and exclude them" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(321048, 24)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_h = df_ground[(df_ground.cluster==0)].reset_index(drop=True)\n", "df_h.shape" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "k=10\n", "kmeans = KMeans(n_clusters=k,random_state=42).fit(df_h[['latitude','longitude']])\n", "df_h['cluster']= kmeans.predict(df_h[['latitude','longitude']])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2, 3, 6, 7, 8], dtype=int64)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# drop cluster with < 500 points\n", "temp = df_h.groupby('cluster').size()\n", "drop_cluster = temp[temp<500].index.values\n", "drop_cluster" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "df_lrg_cluster = df_h[~df_h.cluster.isin(drop_cluster)].reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 195, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#before dropping small clusters\n", "fig,ax = plt.subplots(figsize=(20,10))\n", "_=ax.scatter(df_h.longitude,df_h.latitude,c=df_h.cluster,cmap='tab10',s=3,alpha=0.7)\n", "\n", "_=ax.set_ylabel('latitude')\n", "_=ax.set_xlabel('longitude')" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#after drop\n", "fig,ax = plt.subplots(figsize=(20,10))\n", "_=ax.scatter(df_lrg_cluster.longitude,df_lrg_cluster.latitude,c=df_lrg_cluster.cluster,cmap='tab10',s=3,alpha=0.7)\n", "\n", "_=ax.set_ylabel('latitude')\n", "_=ax.set_xlabel('longitude')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks much better now" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Excluding driving points (or at least less-traveled driving paths )\n", "\n", "Driving paths can be annoying. Removing them will create gap between clusters thus make kmeans run more effectively. We will use speed and distance differences to identify driving points" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "date_shift = df_lrg_cluster.date_time.shift()\n", "date_shift.loc[0] = df_lrg_cluster.date_time.loc[0]\n", "\n", "df_lrg_cluster['sec_diff']=(df_lrg_cluster.date_time - date_shift).astype('timedelta64[s]')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "df_lrg_cluster['speed'] =(df_lrg_cluster.mile_diff / df_lrg_cluster.sec_diff) * 3600 # to mph" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 3.024320e+05\n", "mean inf\n", "std NaN\n", "min 0.000000e+00\n", "25% 0.000000e+00\n", "50% 0.000000e+00\n", "75% 2.241693e-01\n", "max inf\n", "Name: speed, dtype: float64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_lrg_cluster.speed.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Odd GPS points" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(17959, 26)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "temp = df_lrg_cluster[df_lrg_cluster.speed.isnull()] # both mile diff and second diff is 0\n", "temp.shape\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(385, 26)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "temp2=df_lrg_cluster[df_lrg_cluster.speed == np.inf] # mile diff !=0 but sec diff is 0\n", "temp2.shape" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(20,10))\n", "\n", "# plot odd GPS points\n", "_=ax.scatter(temp.longitude,temp.latitude,c='green',s=3,alpha=0.3)\n", "_=ax.scatter(temp2.longitude,temp2.latitude,c='red',s=3,alpha=0.7)\n", "_=ax.set_ylabel('latitude')\n", "_=ax.set_xlabel('longitude')\n", "_=ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lots of these odd GPS points resemble driving paths. We will remove them all" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "df_lrg_cluster.loc[df_lrg_cluster.speed == np.inf,'speed']=99 # treat as large speed (to be dropped)\n", "df_lrg_cluster.loc[df_lrg_cluster.speed.isnull(),'speed']=99" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 320391.000000\n", "mean 9.762048\n", "std 43.404268\n", "min 0.000000\n", "25% 0.000000\n", "50% 0.002112\n", "75% 0.423353\n", "max 5858.795390\n", "Name: speed, dtype: float64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_lrg_cluster.speed.describe()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "walk_spd=3.0 # in mph. Anything more than this speed will be considered as driving\n", "max_dist=0.3 # limit distance between 2 GPS points. Any 2 points that exceed this will be considered as driving" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(270413, 26)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# drop driving gps points\n", "df_walking =df_lrg_cluster[(df_lrg_cluster.speed <= walk_spd) & (df_lrg_cluster.mile_diff <= max_dist)].copy().reset_index(drop=True) \n", "df_walking.shape" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# clean up some outlier points\n", "df_walking = df_walking[(df_walking.latitude < 30.2) & (df_walking.longitude > -95.7)].reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(20,10))\n", "_=ax.scatter(df_walking.longitude,df_walking.latitude,c=df_walking.cluster,cmap='tab10',s=3,alpha=0.7)\n", "\n", "_=ax.set_ylabel('latitude')\n", "_=ax.set_xlabel('longitude')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Re-cluster Houston area" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "k=20\n", "kmeans =KMeans(n_clusters=k,random_state=42,n_init=20).fit(df_walking[['latitude','longitude']])\n", "df_walking['cluster']= kmeans.predict(df_walking[['latitude','longitude']])" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(20,10))\n", "_=ax.scatter(df_walking.longitude,df_walking.latitude,c=df_walking.cluster,cmap='tab20',s=3,alpha=0.7)\n", "\n", "_=ax.set_ylabel('latitude')\n", "_=ax.set_xlabel('longitude')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After some experiments with different k, few clusters still keep it shape. I decide to go with high k (20) so model can pick out common driving paths as well." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Top 6 clusters" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [], "source": [ "temp = df_walking.groupby('cluster').size()" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "cluster\n", "1 179550\n", "0 32275\n", "5 27338\n", "9 10017\n", "15 4215\n", "4 3679\n", "dtype: int64" ] }, "execution_count": 154, "metadata": {}, "output_type": "execute_result" } ], "source": [ "temp.nlargest(n=6)" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [], "source": [ "idx_maxes=temp.nlargest(n=6).index.values" ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(20,10))\n", "for i,i_max in enumerate(idx_maxes): \n", " _=ax.scatter(df_walking[df_walking.cluster==i_max].longitude,\n", " df_walking[df_walking.cluster==i_max].latitude,cmap='tab10',s=3,alpha=0.7,label=f'{i+1}')\n", "_=ax.set_ylabel('latitude')\n", "_=ax.set_xlabel('longitude')\n", "_=ax.legend(markerscale=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I can see my house area, my intern place, school and the usual supermarket + eat-out restaurants. The model also highlight my most-traveled roads from home to school. \n", "\n", "K-means did a good job on clustering both of my 'home' locations (the top two biggest clusters). One thing to notice is that the second biggest cluster (orange) is my other house I moved in at the end of my time in Texas. Even though I lived there for only 2 months, Google collects as much data from that place as my 'school' area (green) where I spent roughly 3 years attending college." ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# H=[29.756397, -95.366300]\n", " \n", "# m_h = folium.Map(location=H,tiles='cartodbpositron',zoom_start=15)\n", "\n", "# FastMarkerCluster(data=list(zip(df_walking[df_walking.cluster==idx_maxes[-1]].latitude.values,\n", "# df_walking[df_walking.cluster==idx_maxes[-1]].longitude.values)),\n", "# callback = callback).add_to(m_h)\n", "\n", "# # for lat,long in zip(df_walking[df_walking.cluster==idx_maxes[3]].latitude.values,\n", "# # df_walking[df_walking.cluster==idx_maxes[3]].longitude.values): \n", "# # _=folium.CircleMarker([lat,long], radius=1,\n", "# # color='#0080bb', fill_color='#0080bb').add_to(m_h);\n", "\n", "\n", "# folium.LayerControl().add_to(m_h)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# m_h" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Identify common habit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Weekday vs Weekend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I will remove the 2nd home (the second biggest clusters) as I only lived there for a short amount of time" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1, 5, 9, 15, 4], dtype=int64)" ] }, "execution_count": 157, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.delete(idx_maxes,1)" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(224799, 26)" ] }, "execution_count": 158, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_lrg_cluster = df_walking[df_walking.cluster.isin(np.delete(idx_maxes,1))].copy().reset_index(drop=True)\n", "df_lrg_cluster.shape" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [], "source": [ "# weekend\n", "df_lrg_cluster['is_weekend'] = ~df_lrg_cluster.day_of_week.isin(np.arange(0,5))" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# weekday vs weekend\n", "\n", "wd = df_lrg_cluster[~df_lrg_cluster.is_weekend]\n", "we = df_lrg_cluster[df_lrg_cluster.is_weekend]\n", "fig,axes = plt.subplots(ncols=2,figsize=(20,10),sharex=True,sharey=True)\n", "_=axes[0].scatter(wd.longitude,\n", " wd.latitude,c=wd.cluster,cmap='tab20',s=3,alpha=0.4,label='Weekday')\n", "_=axes[1].scatter(we.longitude,\n", " we.latitude,c=we.cluster,cmap='tab20',s=3,alpha=0.4,label='Weekend')\n", "_=axes[0].set_ylabel('latitude')\n", "_=axes[0].set_xlabel('longitude')\n", "_=axes[0].legend()\n", "_=axes[1].set_ylabel('latitude')\n", "_=axes[1].set_xlabel('longitude')\n", "_=axes[1].legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From here you can easily identify a Work cluster (it completely disappears in Weekend). That was where I did my 9-to-5 internship (during Summer). It's harder but you can still (kinda) identify school cluster as it reduces its size (I still went there in the weekend sometimes to work and study). There are 3 majors path from work to school, and you can see two of them faded in the weekend. These 2 paths are bus path and they had limited hours in the weekend. I mostly carpooled in the weekend, which results in the driving path not fading that much.\n", "\n", "Bottom right cluster is probably the hardest to recognize. This is my supermarket/restaurants area and I came there more in the weekend to grab food (a bit denser and wider in the weekend graph)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Day vs Night" ] }, { "cell_type": "code", "execution_count": 196, "metadata": {}, "outputs": [], "source": [ "# day-night\n", "df_lrg_cluster['is_night'] = ~df_lrg_cluster.hour.isin(np.arange(9,20)) #day is from 9 am to 7:59 pm" ] }, { "cell_type": "code", "execution_count": 197, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# weekday day vs night\n", "wd_day = df_lrg_cluster[(~df_lrg_cluster.is_weekend) & (~df_lrg_cluster.is_night)]\n", "wd_night = df_lrg_cluster[(~df_lrg_cluster.is_weekend) & (df_lrg_cluster.is_night)]\n", "\n", "fig,axes = plt.subplots(ncols=2,figsize=(20,10),sharex=True,sharey=True)\n", "_=axes[0].scatter(wd_day.longitude,\n", " wd_day.latitude,c=wd_day.cluster,cmap='tab20',s=3,alpha=0.4,label='Weekday-Day')\n", "_=axes[1].scatter(wd_night.longitude,\n", " wd_night.latitude,c=wd_night.cluster,cmap='tab20',s=3,alpha=0.4,label='Weekday-Night')\n", "_=axes[0].set_ylabel('latitude')\n", "_=axes[0].set_xlabel('longitude')\n", "_=axes[0].legend()\n", "_=axes[1].set_ylabel('latitude')\n", "_=axes[1].set_xlabel('longitude')\n", "_=axes[1].legend()" ] }, { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# weekend day vs night\n", "we_day = df_lrg_cluster[(df_lrg_cluster.is_weekend) & (~df_lrg_cluster.is_night)]\n", "we_night = df_lrg_cluster[(df_lrg_cluster.is_weekend) & (df_lrg_cluster.is_night)]\n", "\n", "fig,axes = plt.subplots(ncols=2,figsize=(20,10),sharex=True,sharey=True)\n", "_=axes[0].scatter(we_day.longitude,\n", " we_day.latitude,c=we_day.cluster,cmap='tab20',s=3,alpha=0.4,label='Weekend-Day')\n", "_=axes[1].scatter(we_night.longitude,\n", " we_night.latitude,c=we_night.cluster,cmap='tab20',s=3,alpha=0.4,label='Weekend-Night')\n", "_=axes[0].set_ylabel('latitude')\n", "_=axes[0].set_xlabel('longitude')\n", "_=axes[0].legend()\n", "_=axes[1].set_ylabel('latitude')\n", "_=axes[1].set_xlabel('longitude')\n", "_=axes[1].legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can observe the similar pattern: work and school clusters are bigger at day and smaller at night. One interesting thing is in the supermarket/eat-out area, it has more variety in the night, especially in the weekend.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are really curious, you can do a day-by-day analysis to see more patterns of my Houston life. I am not sure whether I can do anything else with this dataset so I will stop here. Let me know if you have any suggestions on this dataset, and feel free to use your own dataset for this analysis," ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }