3-taxigps_data_geo_processing_en.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial, you will learn how to use Python's geopandas package to create spatial grids, map the OD data of taxis in to grids and draw gis maps all using python\n",
    "\n",
    "<div class=\"alert alert-info\"><h2>The data provided：</h2><p>\n",
    "    GIS shapefile：<br>\n",
    "    1.Administrative division of Shenzhen<br>\n",
    "    <br>\n",
    "    Data：<br>\n",
    "    1.Taxi OD data<br></p></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[document of geopandas package](http://geopandas.org/index.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read shp file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[What is shapefile(shp)](https://en.wikipedia.org/wiki/Shapefile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T07:34:45.079872Z",
     "start_time": "2020-02-28T07:34:44.957165Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x187a50303c8>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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n3aYKHnpj+Dz88aCk0EHpON+HXz1nKhL466YK2p0jP8Ga9BquWJzLAxfPQa/u+MNC3fEHaOPRZl7fG/m1teHOthgsX4k/L9PSrRwOskJYa4+L+T94k6QEPVajjjvPLeYvH5Vz7Wn5XLYoN0Qtjryt5a38fMPH0W7GuC3Ot9M5SsAey6/f9W/qZ6/Ly4s7anjwsnnjPpcSOpM68Esp+ef+Br75j51ReVzXxviqxq3lvrvAlm4Xy4qSaXe6KGvy1Wkdj363l8bOPho7+7jj7760T19fNW3E/U/OmRSLMpNMfP8zs9hV1c5z26uj3ZyApFgMQxaPhcvcnES+saqYJQWqslusmJSB/1hTN3/bXMH63bVUtUYu5e3JSstbmZ2VyL7a6BVi8dfmYy0sKXCMO+iPpKGjj9+/fxSzQcc1yz/p+312axV/31LBqpkZCAFfOr0Qkz72ZgXNyU5iTnYSB+o6eH5HdVz1909Js4QlDcVwzpuTGZHzKP6ZVIG/vqOXh944yPPbq/HESDdLvzt+Cp5sr2hlcb49pHeJ3352FwA6jWDtvEzsZgNlTd388JV9tDtdbClrxWbS0efyUtHSw5dXFsZkUfhXdtbGVdAHX+UuvVacUoQn1PbVdKjaDjFmUgR+r1fyl43lPPTGQbr6Ymsu8eHGbqZnWPm4Prg+9EjwSthe0YbNqKMzxNfR7ZW09bj46Egzdz+9c0gN485eNz//p68f/bZzQpdMLJSuX1GA3ayPyJTgUNlV1Y5Rp8HlCe/Nh1dCbxzd4EwGE354vaGzl+v/sJn7X9obc0H/uHia5SABuyU8xTqu/f0mbv/b9lEL139t3bawnDtY6YkmbjxzCt+Io8I1s7MT6Y5AUrhzZ2UwPcMW9vMo/oufiDMOW8tbWfuLD/jgcFO0mzKqeOkimJ1lI9lsCFtVqOo255gznY41deONkW664XxqRlq0m+C3hAiNmZw1PfAC80p4TdjA7/VKvvvcbpq6Yj8/TDwsZV+Sb2d/XScdvdFdbbwwz443Rr8pq1p7+P374y/aE2nN3f0km8NbajEz0cQFc9XAbqyZsIH/1d21HIzx0oHJZgPLCpMpi/G0tSUFDrZWtCFl9NcebC5r4d5nd7OvJrZmQtW0Obnpz1t5dXdttJvit8MNXeQmh2/Adc3sDF75xhmk20xhO4cyPhMy8Hu8kv/9Z+wvqpmWbmVz2fhq+UaCzaRjRoaN0vLYWl387LYqfvVO+LKpjsdj7x1lfxxMyz1FGL/Hv33+jHEVdFHCb0IG/hd3VHOkMfbTwB5u6IrZWqc2o5ZUqzFmn5o2HWsmltKNdMfoxIGxeKSkpCD06cLPnZVBigr6MWvCBX63xxs3FaNcHk9MBv6sJCMmg45jMZxDvamrnz9/VE55czcNnb089t6RqA769owyEymW7a3poLS8NaRpyQ1aDQ9/fkHc1Z6YTCbcPP7ntlVTHuN95sd19nlYUuBgV1Vb2BfRAH5nksyxm2Oue2c497+0lzyHLzvkkcZuTHot168ojEpbcu0JUTlvqFS2hu4z0+/xcuOfSvnbTafF5I2NMsHu+PvdXh55Oz7u9o/bWt5KTpiDxtJCB/NzklicN3qulCmpFpYWOuIi6AOY9Rq6+z0nuvX+88W9bDrazOGGTl7fU0vvwF14R68r7Gs44j3A1bT1kh7CjKmbj7XE1UD3ZDOh7vgPN3RFNfdOIOxmPVPTrLQ7XUFnvhzNlFQLu6ra6HP7bvXn5SSSYNCx+djQQeXidCuNXX0cjeHunZOlJ5pOmRF165NbkUBbj4vvrp3JTWdOYd3GCn7+z49ZMyuDH14yJ2R9z+09Lr74x82kWAwcqIvNsRB/mA1aZmbaQp6w7a+byrl4QfaJ/9/S3U+iSacKscSACRX446myk1dKatud1LT1BvQ6jfAtgR9LSYEDjRBsLW9hcC/S7mrfzJOkBB05djNWkw6Xx4tWCA6F8Qso1HQa6B0mYdzxQjAA/7X+AH/fXEl9Ry/9bi+v7q7lnvOmhyTwf3CoidvWbR13fdpoKUwx4zAb0GoEUvqehg41dIUlS2d3n4c//vsY7x5sRKcRfNzQye2fKuZzS/NCfi4lMPETKf1gNcXPr1OUYjlR6i4Q+clm+txeXB4vJp2WHEcCB+o6KUwxs7OqHZ1GsCjfPmaBl3anm3an70tAAI44G4hbXJB8ylPLcAY/wSzKt58omxisJz48FndBH6Cn30NZc/hTMQPsrm5n90nv8e+/sIfZ2YkxmWhvMhnzmUsIkSeEeEcIsV8IsVcIccfA9oeEEAeEELuEEM8LIU6pPC2EmCGE2DHovw4hxJ3h+EXAN+88xtO3n9DudPm9ZL4o1czSQgfLinyLvWrbe2nq6qeqzVcHNtGkY2dVO3OyE3F7A89hPzPLRkuE0vMGy6TTMCPDyv5xLODaXtHG//3Lv8IhY/nVtYtJSgjvqtdQshp1TE2z0Brlv3O/xxv2MS1lbP50trmBe6SUs4DTgK8JIWYDG4C5Usr5wMfAfSe/UEp5UEq5UEq5EFgC9ADPh6z1J9FrNeSHcSViKJU19zAj08aC3LHvfFIsRraUtQ57h+uRUDkwrrG3poM52Ta2BzA4q9P4vjDjweJ8O71uLwfru8adHXR+zin3J+Ni1GnJjpMAtjjfTo49gSON3bhiIM9RRUt8zLqbyMYM/FLKWinltoF/dwL7gRwp5ZtSyuOfvo3AWPXzVgNHpJTlwTR4LKGcjxxu/W6vXx8Cl8f/4id7azoD+nC7vVDb1suSAkdMz0xZVuQIST/0j17dx6NvHQromg6nraefiub4GAjfXd1Odwzlg7rr6R38v1f2cfdTO3h+e1VMLcSbLAK61RNCFAKLgE0n/egG4KkxXn4V8LdRjn0zcDNAfn7+SLuNacXUVP65v2Hcr4+kvTUdzMiwDRmQPNmSAjtby8PbJ9vv9qIRvu6A0QpmR1dovpQO1HVyoK6TojQLF87PHvsFI/jXx40RSWkcCi6PxB3kF10oHW3s5mijL5ndc9ur+UdpFRfMzWR6ho3TpqREuXWTg9/zqoQQVuBZ4E4pZceg7d/D1x20bpTXGoCLgX+MtI+U8jEpZYmUsiQtbfypbT8zLysu+vkNWsH83KQRUyIUp1tJStDT7gz/nVqqzUi/2xvDQR+6el3otaH7wz76VnC5ftbOy8Koi59pibGcpfbDI83854t7+dYzO+M29UW88eudK4TQ4wv666SUzw3a/kXgQuBaOfrz2qeBbVLK+mAa64/MJBNLC5PDfZqg5SWbT8zf12vFkG4WnUaQlKBHKwQOs55Ua3hn3CToteysCnyGUSTtq+1kXk4SuhB1R7U5+4O6C35rf33I6w+Hw5Q0CzaTjjhoKpUtTl7dpRZ9RcKYXT3CN0XkcWC/lPLhQdsvAO4FzpZSjtVRfTWjdPOE2kXzs/ya6hdNRxq7SbEYfP9ZjeyqaiPXnkCOI4Hmrr4Tq2dbysI/C6M/HqICUNXqZH5uEuXNPUEXCW/s7OOHr+zj7jXTsZv9/2L966YKWrr7+Ohoc1Dnj4QEg5a2bhcOsz5upp6qEo2R4U8f/0rgOmC3EGLHwLbvAo8ARmDDwPTBjVLKW4UQ2cDvpZRrAYQQZmANcEuoGz+ST8/L4v6X9vq10Cmamrv7cfZrTszKqWpzUtUW+ZXHJkNkKjEFy6TXhmyhkVfCnz8q5+WdNXx9VTEXzc8iPXHsvPEGnYZH3j4cc1+WSQl6pqVbEfhyMvW5vdS391Lf2Ue8TKKZmmbhcyVqcVckiFgcUS8pKZGlpaVBHeNLf9zMuwcbQ9SiiW1aujWsaSNCJZxF6Rfk2fn55xYwJW30WWFujxe3V3L9HzZH/alSpxHotAKPVzIjw8aeGCtO4y+DVkNhqpkHL5sXF920sUoIsVVKWeLPvvEzOhWga5cXRLsJMS/DZmRhnp3aKDxljEcoB3dPtrOyjQsf/YDtFaOvgdBqBM9srYp60AeYk5OIlBKzQRu3QV+vFfz88wt5866zVdCPoPhYuTMOn5qRRlaSidr2wHLhTCYFqZaYCGD+2lvTyfzcJHaFaSA62WJgUf7oGUy//8Ie1m2qCMv5x5Kg1zInO5HqNiepVgM7K33Xoc8dH/33gy0vSuayRTksK0oe8ylLCb0JG/h1Wg1XLc3n53FQgjEa8pIT2Bbl9MsJeg25yWaMWg0Wo47uPjc9/R6Meg37a4ef5uoOY92CqlYnde29ZCad2tff7/by7Wd28sKOmrCdfzgWg5a5OUmUNXVT3/nJoH+839Ck2YxctWz863WU4EzYrh6Aq5blxfRq1Giqa+8lNYT518djTnYS7T0ujjR2s+lYC3tqOjja1H0ij/5wZBiLxM7LSRoxJ/363bURD/oAc3KS2HSshfrO2J2HPx6H/Bir6e5zB7yqt8/tUWsB/DBh7/gBMhJNrJmVwet766LdlJjj8kikV6LV+AYHo0GjETQME9CONfUwM9N2So57o06QaApdYrQUi4HbzpmKUafhF28d5o7VxWhGuFGIVhnB2vb4GH8J1MH6Tl7aWTMkX/9gf/jgGD98ZR9JCXpuOXsKMzJsGHQaMhJNTM+wDdn3LxvL2V7Ryt7qDo41dZNg0FKY4svZZdBpmJ2VyH1rZ2HyMyniZDChAz/AFUtyVeAfQX1nH8uK/EtvHCoZNiO5yWa0GjFqV5NJr0WvESfyDk1Lt9Dr8rIphG09b04mXzq9kAN1nfz+iyXMyU4cdr+Gzl4aO/v8Ll0ZKovy7WwPQ578WPG953cPCfxuj/dEDeDH3z8K+LLY/uz1g0Net3JaCr/5whJsJj2t3f388OW9Q0qX9ju9QxYkbilr5Z2Djdx69lSuWa66l2ASBP5lhckR/8DGk0g/Ftd39lGYahkzgO+obGNZkYPNx1qxGrTUtvWGPDdOoknHT147wPrdtfzy2sW8tb+e9EQTiwcN8Eopuf7xzRGvsDUt3Tqhgz7AtcvzOdzQxb8PN7FhXz2HG7qo6xh77OLfh5v51H//i6uX5XGkscuvetUVLT088NJeFuQlMSc79LUA2nr6OdbUTWKCnjSbEZtRF3B69Eia8IE/yaxnbnbSKQUhFB9LhKuWGXWCej8+3ABHGrpZUuCgu88dlsD7yq5aqtucmPQaTDot33pmF3kOM8/ctgKzwXddjid1i7RYWyAWassKk/nte0f5zb+Ojuv1TV19PPp2YPmWjHoNOk1ohjVdHi/bylt59+NG/nWwkX21Q6fTJui1ZNlNLMpzcMXiHFZMTYmpL4IJH/gBPrc0TwX+YdhMuogX5tAKcUqd3JE0d/cHnZphNNUD6xc0QrBuUzl9bi8NnX1oBj6gfW4PD766P2znH01Ldz+JCTo6IpCkL5KWFDhwe71sLov8NOKMRBMmvYadlW3UtDmpbvOVPq1pc+L2ShJNOqwmHTaTDptJj8Wo4/iQT2evm+pWJ1WtPVS3OalsceIcZRKC0+UZyELazbPbqlgzO4P//uyCmCneM2FX7g7W2eti2YNvjfqHmix0Gl8O/gS9hnk59qh8AGNdriOBBbl29td1cLQxOjn39VrBymmp7KvpGHYAPJ4sK3RwPGXu1vLWqE0miLYvnV7IAxfPCdvxA1m5Oynu+G0mPZ+el8lz26qj3ZSImZOdSIJBS3lzD0WpFlq6+/B4JVKC3WzAZtLx/qGmiLbJatTS5/IiNCKmuzKqWp1UtUZvNk1hihkp4d2DjVgMWvKTzXFZtWpaugWH2cDmMeo/TxbPbavi/otmx0SXz6QI/ABXLsmdNIF/Ya6dHVWfDAw2nnzH2NyDSa9BI4hoIrtZWYm0O11xkRcoWpbkO9hf206Py/fF2N3vYW6SKa4Cv1EnmJOd5OsHn+AD1IHo6HXT0euOie6eCb2Aa7DTilLIdcRHjdRgLM63c7Rp7MDa6/KSNcwK1XDaUtbKx/VdFKZaInreeNLR6zoR9I/bUtbC8qJkDDFQ+GW09Qxzsm1MTbPQ55Zsq2hjd3XHpO3WGY5OI7DESCbc6L+TIkSjEXzp9MJoNyMiOvzIvb600EF1W+SX/WuEb4BXOVW6zUj5MHV8vRI2HWthSqqF/GRzFFrms7wome4+9yk3DEsLHSzIS+JgXRdHojRM3GQtAAAgAElEQVQmEg/m5yah08ZGyI2NVkTIF04rGHFJ/kRgMWhP5PYfy47KNjISjdiMkb0DSUzQUxYnRcojLSPRSP8oc9IP1HVS0dITleBvMWhx9nvwSonHK7GbP+muqG5zsrOyHbe6ux/VFUtyo92EEyZV4Dfptdy+alq0mxEWCwbuJk7pzx+ByyOp7+gjyWygpNDB7KxEZmclsrwomSUFjhCVNj+VBsH8XHuYjh7f/H0Ci8bNS3e/h45eF1JCQ2cfnb1uilLNLM63q+4cP8zPTeLzMVRkZtIM7h73uaV5/OZfR0/M4Z4I5uckcaCuc1w1YEeawbI43x6WgTkhfFP6lFP1u73MzrKxb4TMpMcdbezCYtCGfCXzSIw6QZ9b0tPvIdueQEVLDx6v5FhTD8eIn0HnaPrRpXNjppsHJtkdP4BRp+WO1cXRbkZoDZTaC6VtFW0syQ/tnXl2konz52aG9JgTSVefm321nSwrGr0gSUuPi8LUU7t7ClPM4+oGmpudyJICByWFw9ciWJDnwGLQ0tjVF1ezi2LFFYtzY+4pd9IFfoDLF+ecyN43EejClHraIyXWEI4BZDsSeG5bVciON1FtPtbCkoLRA4VBO/TvYtBpkFJS0dIz5hfHyfQ6DVvLWyktayXHbsJ00uyhhg5fnqQYXOsZ8xL0Wr59wYxoN+MUkzLw67Qa7ls7K9rNCJnqVifWMOTc2VvTgdPlZU524oh3g4HYVdnGrKzhM2AqQ/W5Rn6CW5RnZ3vl0G64hXl2ylt8XXY7K1tZVpTM/Nwklhcls3TQ36443UphiplF+XampllItxmHJIOrbe9lRqaNjEHjCOF4b00WN51ZREZiZKdN+2PS/kXPn5PJZ+Zl8eru2mg3JWj1nX1kJ5noCnGmzeNZD/fWdKDXCqamWYKartfvkWiAGZk2DkYh8Vm8KEq1cKRx5LUYdR296DSCpAQ9HilJStBTOij1Rp9bnpJqO8+RgEmvpaq1B6fLS1lzDwk6gTVh6Lx8r4SdVe0IAVNSLTgsBvbXxmc932hLsRi48awp0W7GsCZt4Ad44OI5/PtIE209rmg3JSjBBmR/uDxyYPAx8ZRMhAERgiTTpH7bnbAgN4m2HhedvW4cFj0OiwGBr/D7aNM6a9t7ybUn0N3vJt9hpqffPeYK7OGm+TrdktwEPW09/aekNpYSjjZ1Q5OaejseQsD/XrUwpIWDQmlSfwLTbEbuv2g2dz21M9pNGTcBdPdFZnZHZauTRJMLk05D7zgHk7eWt4ak2ygScuwJpNkM1HX0IaVEr9WQmWjiUEMX7c7x3yzkJSeQlZQw5K68pacfAvjyrhqYldbaE1zWWa+UfuWzVwLzjVXFnFmcFu1mjGhS9vEPdunCHM6ZEbt/oLFIIMUaubKAHb1u0hKDm0de0dwT8wvprEYdbT397Khsp669l/qOPqpanQPFzuWI1brGMjXNQmtXf0Srno0mlpPlxatVM9P5RozPHJz0gV8IwX9dNi+uB7Bcnsh+eDODHKxq6OwbdjpiLChOt1JS4CDbbhpxnny7001law+pAX7h5iebaejsoytC8+/9Ea1awhORXiv45nnT+d31JWjDNNMuVCZ94AfItifwnU/PjHYzxi3S2f52VbWTnxxcwrtY614w6TUszLNzqKGL0nJfMrnRdDjdTAkw2VxmoolOP/IoRcqCvKQhtWmV8ZuVlchLXz+Dr68qjvmgD34EfiFEnhDiHSHEfiHEXiHEHQPbHxJCHBBC7BJCPC+EGHbisRDCLoR4ZmDf/UKIFaH+JULhmmX5LA9w/nMsSLUaIr6ops/tpbmrnwV5469daoihVYw6jSDVamRHZWArlU+eUjmWHlfsBH0Yfcqo4r+bziziha+dHldTlf3p33AD90gptwkhbMBWIcQGYANwn5TSLYT4KXAfcO8wr/8F8LqU8kohhAGIyWd8jUbw0yvmc8Ev3qM3Tj4QkZjNM5Lufg/HGrspKXSgEbD5WGBpGLxjrAbKS06gz+UNa/Wp6RlWjDotCQbtuPrcZ2UmotMKdFoNu6raRn3fJOi1uNyx9ZQjpWRpoQMp4UhjF8UZNr+ug1YjOGd6GksKHczPsZNsMeCVEq+UdDjd7K1p571DjWw82jLh8/j812XzuGZ5frSbEbAxA7+UshaoHfh3pxBiP5AjpXxz0G4bgStPfq0QIhE4C/jSwOv7gcgWeQ1AYaqFe9bM4MH10amzGih9lO+aO3rdlA5UV8qwGakPIEhvKWtlUZ6d8pYeWgbV1U2zGclPNrO1vBWN8OUM0moETpeHmjYnLd3BT71NtxlJTNCP2Z0zll2D6jjPy0lEr9XQ5nQNW65xeqaVnZWx1a1y8KTff6wOijSbketPK+BzS/NGXZR0RnEqt5w9ldbufl7ZXcvv3js6IVM9XL0sPy6DPgQ4nVMIUQgsAjad9KMbgKeGeckUoBH4oxBiAbAVuENKeconQwhxM3AzQH5+9C7ml1cW8squmrjo+zxQ1xn8vPoQGU8CKpfHi8WgJceeSF1HH42dfVgM2hNJ3LySIYniClPM9Lq89AQxOJpjT6Df7Q15FbDd1b6/wYLc4bu/Do6ReC0WjDRFNTPRxK1nT+GqZfmY9P6n8HBYDFx3WgFXL83j2W1V/Pi1A3G/Zua4Rfl2Hrh4drSbMW5+f1qFEFbgWeBOKWXHoO3fw9cdtG6Yl+mAxcD/SSkXAd3Ad4Y7vpTyMSlliZSyJC0tetMrdVoN//3ZBaTF+HTD4ww6DQkBfBjDJdse+EyfPTUdVLY62V3dQUGyecwpkmXNPRRnWEm2jH8wO8tuorErfN1Hx5q7T3nvLMqzj3vdQyQdqOscksNqVlYi/3XZPP717XP40sqigIL+YDqths8vzeefd5/NZ+Znhaq5UWMz6fjVNYsx6qL/uRsvv+74hRB6fEF/nZTyuUHbvwhcCKyWcthO2yqgSkp5/AnhGUYI/LGkOMPGK7efwW1Pbo3pmqFWgxYpJSa9BqcrulMEt5S1km4zjqtP3mHW0+50cciPu/Cdle0k6DUsyPXNSHGY9RRn2Oh1eTDptdS0DZ9men5uEj39bvZWh/dJrsPpZlG+9URdhAS9NuSZU8MlO8nEOTPSKEixsHJaKsXp1pAWBk+1Gvnl1YuYnZXIQ28cDNlxI+3+i+aQbY/vMq5jBn7h+8s/DuyXUj48aPsF+AZzz5ZSDtuBJ6WsE0JUCiFmSCkPAquBfaFpenhlJJr4+80r+MHLe1m3qSLazRme8PUzx0LWxEAGmjUCFuU7qO/oparVid1s8CvoH+d0eTna1E2a1UhjV9+QAcmkBB059gQ6nP3Myk6ips2JSadhX007kYq/2yvasJv1tPW4mJeTxOay6C7WWpCbxLfOn8mc7EQSDFo6e900dfWd6DIz6jRk2xMiMqdfCMHXPjWN7j43v373SNjPF2rLipK5YnFOtJsRNH/u+FcC1wG7hRA7BrZ9F3gEMAIbBu4KNkopbxVCZAO/l1KuHdj3dmDdwIyeo8CXQ/kLhJNBp+HBy+axINfO91/YQ3+EF0qNpavPw/zcJHbFwHhEqtV4SuDXawVTUq0YdBp2D9xpz8i0Ud/Re6If32bUjmvec2evm05OnR7Z7nTT7vRtj+bqWJtRR0GKmdLy6Ab9hXl2/nrTcsyGTz7qJr026l2Z31hdzBt76+KuRu/tq6aF9CkoWvyZ1fMBww/4rx9h/xpg7aD/vwMoGW8DY8HnluYxPdPGbU9upbY98gXKR7Orqp1lhclRvavUawVGnYalhQ5ae1wkm/Ucaeymq8/FwXrfoOa0dCsOs56efveQAb7OPg8Otxe9VsTcoq7x0uBbVBftWTwXzMnkZ5+dPyToxwqTXstnS/L4yWsHot2UgMRaQZXxir13RIxamGfn5dvP4GvrtrEpRvKsHOclcgEzQa9lfm4STpcHKSUGnZZjjd28d6hp1NeNNoumoqWHzEQTGg3U+Fl3NpZ5GXudQjgJAQ9eOo+rl+XF9N3p/JzxLwCMllhaeBiMifFbREiq1ciTNy7nhpVF0W7KCQ6znp0BriAdL7NBS0FKApuOtbCrqp3d1R1sLW/1ZZYMUl1HL/aEiZE3ZlGePeg1AsG45aypXLM8P6aDPsC83CTiILvBEKGueREtKvAHSK/V8J8XzeZ/P78Qkz66l883tdEQsS6SdJuRA3XhC2j7ajsoTreG7fjhYjVoWVaUzMxMG9l2E9sr23BHacVqqtXAbedMjcq5A2Uz6Zk9ziyn0bJhX320mxASKvCP06WLcnjm1tOxm6NTaGFZoYND9V0RHRyLRDBr7eknKUHH0kIHy4qSmZYeWCK0SMtLTsBuMbD5WAsH6jqj2lWl1Qh+duX8iCftC8aKKSnRbkJAfvHWxzhjKLvqeKnAH4S5OUk8/sWlEb/zX1aUzOaywHLjhIIjAl9yTV39dPV52FLWyuZjLRxt7D6lL3hGho3cGJlH7fUS9QH/2VmJPHjZXN795jmsmpkR1bYEKt7aW9/Rxy/eOhTtZgRNBf4gLSlw8P3PRG7ptmWcCcVCIVJdSoMTe3klVLX1sKwomSUFDjKTTBys78QaI+Ubq9ucLMmP3EwPjeBEv7jFoOX2VdN46esruXZ5AXnJMZn/cFSnTUnmjGmp0W5GQB5770jMFNIZr9j49MS5yxfn8P0X9kTkXG5v9NYSmA3RWaLe0u0a5oMWO1M/DzeEtrvNoNMwI8PGrCwbs7MSmZGZSK4jgTSbEZPet1q73+PFoNXE/ADuWITwdU99/rGPqGw5dcV1LPJKuOUvpfz95hXMyLRFuznjogJ/CDR0hC/3y8miOdd9cBbN6At9wLvtnKn8dVMFOfYErCad33d109KtIVlHcdGCbG45awozMm2jZl4VQsR1npiTZdsTeP6rK7n/pb28uqs22s3xS2uPi4t++QF3r5nOLWdNibsvYBX4Q+BPH5VF5Dw2o5ap6baAC4YEa3aWDZtJj9srKWuOjfS6oc7z/pl5Wdx7wUw+My+LvGQzZoOWxs4+Uq1Gbv/bNt7YO/xsDt/UzeAyb2YkGnnw0nmcOzu++rtDKdVq5FfXLOYz82r5zrO76IihSmUj6Xd7+clrB9hd3c79F80m3RZcSdJIUoE/SH1uD89srQr7eaalW2h3uiMe9AGsRn3MLVoLVZ3hdJuRwlQL9w+k2J07aCD5eCKuNbMzqW3vpSDFQltPPzVtTs6bk8m0NCurZqYj8S1C02kEVqOOH726n9p2JzMybDy3vXrU818wJ5OfxtlMnHBaOy+LhXl2vviHzQHlb4qmV3fV8s6BBi5blMPnSvKYn5sU808AYvikmtFVUlIiS0tLo90Mv+ysbOOSX/07rOdYkJvEgbrOqGV5XJhnj8oXzmiK060hCQz+VlCSUgb8YfZ6Jd95bhdPlw5/Y3D7qmncde50NPG2iikCWrr7uf4Pm9hTHf1aE4HKsSewZnYGp01JZnG+gzSbMSJfBEKIrVJKv9LjqDv+IJWHubLQ8iJfHp5ofT+nWg3sqY6toA+g0wb/QVpS4ODSRdl+7TueD65GI/jZlQs4d1YGX1237cQ6CINOw8+umM+li+I/y2O4JFsM/PWm0/jyH7ecSOgXL6rbnDzxYRlPfFgG+NKcZCQaSbYYsBh12Ew6Ll6Qw3mzM6L2pa+mcwaouatvyCBnQ8fwc7j1WoF+nMHJatCyrDCZ/GQzm45FL+iDb4l6DD4Ujiuj58l6+j2UR2DM4rw5mSe6jVKtBv5202kq6Psh0aTnzzcsY2FefCdGc7o8lDX3sK2ijfcPNbF+dx23PrmVe/6xM2ptUoE/QClW45C85Vbj0IemJQUO/uezC9h1//l8+J3VAaW/TUrQsbwoGYRgc1lLTNQp1Ws1xGLSTM04ZvUsyLNjG/T3uvmsImZlRSZlwLycJD67JJf1d5zJkgJHRM45EViMOh7/YglFqbG9gns8nt9ezfaK6DzNqK6eIF20IJvWHhe9Lg8Xzs+iOOOTeb0JBi2XL87ht/86OuoxUq0GpqRa2FXdHnODqN4o5ZwZi789L0sLHdywsgijXsOqmRm4PF62DKRXOHt6engbOcivrl0csXNNNClWI3++YRmX/frfNHXF0pTi4P3lo3IW5Uf+RkAN7oZZaVkLV/7mo2F/lpVkJMdhZmdlW0znok+xGGiOgTn8Bq3mRDGcsQac771gJl84LR+zQReSbiEl+t4+UM8NT0yMuHCczaRj6/fXYNAF3/kSyOCu6uoJs0X5DlJOKmmXl5zAkgI79R19lJa1xnTQn5lpC8mbMlg/u2I++354PvesmY4QYDfrWTM7g6lpFr553vQT+yVbDNx17nRuO2cqNpNeBf0JZNXMDD4zL/6LtQ/W2evm7QORz/ipunrCTKsRrJmdwd+3VDI1zYLVpGNnZXtcLE+3m/W0dvdTP44C6qFsw/WnFfC5pXkA3L66mJvOmoJR90m6gtKBVbN6reCdb56j5sRPYNevKODV3fGxutdfj759mHNnZaCLYJEXFfgj4Jpl+eypbmdPTXzNSU5K0Edk1stwhIB/3n02U9NOzc9v0g9NVzAj08a9F8zkzOJUFfQnuGVFySFbwxEr9tZ08MSHZdx45pSInTP6z/CTwLzcpJjoIw9UdauTEEyXHxcp4VfvHKaqdewvHptJz23nTB2y6laZmIQQXL44N9rNCLmfb/iYthBUsvOXCvwRIIRg1czIzSAJhaQEPYsjmG54OM9tq2bV//wr5lYNK9G1fEpytJsQct39nhMLviJBBf4Q8nolDZ3DL+g6d1Z8JeBKsxnZXNYa9Tn8Oo04ZXBcmdz0mokZtiJZ1nFiXsEo+enrBzj/5+9xeJj+x0gtFAqVUGe/HEuiScfifDtfOr2Q/IGCIokmHY9dVxKXBUaU8KkfYbV8vDtQ10mvKzJlHdXgbgilWA209ri48NH3WTsvi+9cMJP0RF+q1qau6M2MGY9IBf4EvZbvXziLq5fmn8hbctNZU3hqSyXXLMsnMyl+Ut0qkXEwyDTYscrjldR3+LLAhpsK/CF04xlTcHkkD71xkOe2VbN+dy2/umYxq2dlxNQUtOkZVq5bUUhmookUq4EUiwGjTotEIiV4pcTrlXilL/2xyyNxe33/6/J4cXskfW4PvS4vvS4PvW4PFS09/O69owT6ffHkjctPSWGQY0/g7jXTR3iFMtl9cKgp2k0Im0jdcI0Z+IUQecCfgUzACzwmpfyFEOIh4CKgHzgCfFlKecoonBCiDOgEPIDb35Vl8UijEXztU9NINOn4jxf30uvycqihi7Onp/FsBHL2++OWs6bw7QtmhmVh04wMG3c/7X/iqcX5dpW3RgmIxyvZGqX8NpGQYvE/t1cw/LnjdwP3SCm3CSFswFYhxAZgA3CflNIthPgpcB9w7wjH+JSUcuJ+TQ94blsVSwocXLeikNnZiTz+wTHmZCey6VgLDVFcBHXcqpnp3Ld2VtiOf/ni3BMZRY80dlHV4qS6zUlNu3PYDJ/HM1Yqir9q2pz0R6kuRbjZTDoSEyLTCTPmWaSUtUDtwL87hRD7gRwp5ZuDdtsIXBmeJsaHX71zmIfeOEiKxcAfvrSUJQXJLCnwTTt75K1DUW6dzy1nhX+BSElhMiWFQ6fb9bo8bK9oY3d1G89tq+ZgfSenT03hLtWdowToWFNoC9vHkksX5kSscldAXy9CiEJgEbDppB/dADw1wssk8KYQQgK/lVI+FmAb40JxuhWDTkNzdz9XPbaRX1+7mE8NzN2vaYt+egaLQRu1bhWTXsuKqSmsmJrCzWdNxe3xRnR5ujJxlDVPzMBv0mu4KRZX7gohrMCzwJ1Syo5B27+Hrzto3QgvXSmlXAx8GviaEOKsEY5/sxCiVAhR2tjY6PcvECvOm5PJX29cjsOsx+ny8NagxEs9/ZGZojWaxQWOmAm2sdIOJf5UxkCNinD47tpZ5KdEbtqyX59AIYQeX9BfJ6V8btD2LwIXAtfKEfI7SylrBv63AXgeWDbCfo9JKUuklCVpaWmB/RYxoqQwmee/upLrVxTwvbWzT2wvTj8130yklRRMvNWOijIRnDEtlS8sL4joOccM/MLX6fQ4sF9K+fCg7RfgG8y9WEo57NewEMIyMCCMEMICnAfsCUXDY1VhqoUfXjKXBMMnicSmZ9pGeUX4aTWCyxerUn9K/JuRGV8LIcfiMOv52ZXzI1571587/pXAdcAqIcSOgf/WAr8EbMCGgW2/ARBCZAsh1g+8NgP4QAixE9gMvCqlfD30v0ZsmxnlwH/Zohy1+lWZEE6bQHl6rEYdv7u+JCqz2/yZ1fMBDFvgdP0w24537awd+PdRYEEwDZwI8hxmEvRanBFajj2YxaDl2+fPiPh5FSUcch1mspJM1LbHd9qGhXl2HrlqUUT79QdTK3cjQKMRTM+wsrOqPeLnvmvN9BNpIxRlIlhS4OCVXbGzEt5fdrOetfOyuHRhDiUFjoh37wymAn+ETM+wRTzwr5qZzg0riyJ6TkUJt5I4CvxWo45VM9O5ZGE2ZxanxUQZU1CBP2JOn5bCPyKYtuErZxRx36dnRvWuQlHCYUmMz1DLSjJx7qwM1szO4LQpKTET7AdTgT9CPj03i/tf3EtHrzus57EadfzwkjkTskqRogDMyrJhNmhjYn0M+FItnDYlhTOmpbJyWgpT06wRW4E7XirwR4hJr+XyxblhrbLzqRlpPHjZPJUDR5nQdFoNC/PsfHikOaLntZl02Iw6jHotBSlmlhYms3JaKnOzE+NuUaIK/BF09bL8sAR+h1nP/RfN4ZKF2TF/p6EoobCkwBGRwD8nO5HbzpnKGdNSsZsnTiW4+PqainMzMm2cNzu0JRg/Mz+LDXefzaWLIpfgSVGibXUESpnmJ5t58ivLuXB+9oQK+qACf8R98/wZ6EIw4JpuM/Lb65bwq2sWk2qNTA5vRYkVC/PsLMhNCus5fnrFfBwTtN6zCvwRNj3Dxv98Lrg1bZ8vyWPD3Wdz/pzMELVKUeLPneeGL6330kIHK6amhO340ab6+KPgkoU5tHb388DL+wJ63fzcJP7jwtksLYzt6WyKEgmfmpnOp2ak8c7B0GfzvSuMXyqxQN3xR8mXVhZxx+piv/bNSDTyP59dwAtfXamCvqIM8sNL5mI360N6zHNnZXD6tNSQHjPWqMAfRXeeW8z1K0ZOx2rSa7hjdTHvfPMcrliSqxZjKcpJ8pLNPHr1IkL10Ui2GPiPC8NXnjRWqMAfRUIIHrhoDt86f8Ypq/ty7Am88LWV3LVmOmaD6pFTlJGcWZzGzz+/EJspuM+Jw6znL19ZRkGKJUQti11ihPopUVVSUiJLS0uj3YyIau7q49Xdteyr6SAzycSXVxaRlBDaR1hFmcjqO3r53XtHeX57Nc3d/X6/zmrUcdmiHO5aM53kOJ7FI4TYKqUs8WtfFfgVRZlI3B4vW8tbeetAA5uOtbCvph2XR6LXCpItBlIsRgpSzBSlWpiTncSqmelDCifFq0ACv+pDUBRlQtFpNSyfksLyKb7pmL0uD/0eLzajTi1yHKACv6IoE5pJr8Wkj/87+lBSg7uKoiiTjAr8iqIok4wK/IqiKJOMCvwneXJjOXc/vYOe/vAWTFEURYkWFfgHkVLyy7cP89y2ajYebaa5q48fr9/POwcbot00RVGUkJnUs3pcHi9f+VMpm442c96cTFIsBuo6egH4yp9K0QiBxyv5y8Zynr5lBXNzwpsGVlEUJRIm9R2/0+Vhy7EW+txeXt5ZM6Q6lpTg8foWt/X0e7jn6Z3E4mI3RVGUQE3qwJ9o0vPGnWfx/y6Zw5nFo2fjO1jfyb7ajgi1TFEUJXwmdeAHyE8xc92KQv7yleW8+81z+MJp+WhHSPX3g5f20e/2RriFiqIooTVm4BdC5Akh3hFC7BdC7BVC3DGw/SEhxAEhxC4hxPNCCPsox9AKIbYLIV4JZeNDrTDVwo8unTfi3f/mshbu+cdOvF7V5aMoSvzy547fDdwjpZwFnAZ8TQgxG9gAzJVSzgc+Bu4b5Rh3APuDbWykfOv8GeTYE4b92cs7azjc2BXhFimKooTOmIFfSlkrpdw28O9OfAE8R0r5ppTy+GT3jUDucK8XQuQCnwF+H5omh9+c7CTevOss7jp3OgUp5lN+3tmr5vgrihK/AprOKYQoBBYBm0760Q3AUyO87H+BbwO2MY59M3AzQH5+fiDNCguLUccd5xbzjdXT+Li+i/cPNbKlrIUUq5E52YnRbp6iKMq4+R34hRBW4FngTillx6Dt38PXHbRumNdcCDRIKbcKIc4Z7fhSyseAx8CXj9/fdoWbEIIZmTZmZNq48cwp0W6OoihK0PwK/EIIPb6gv05K+dyg7V8ELgRWy+Enua8ELhZCrAVMQKIQ4kkp5ReCb7qiKIoyHv7M6hHA48B+KeXDg7ZfANwLXCyl7BnutVLK+6SUuVLKQuAq4G0V9BVFUaLLn1k9K4HrgFVCiB0D/60Ffomv337DwLbfAAghsoUQ68PXZEVRFCUYY3b1SCk/AIZb0TRscJdS1gBrh9n+LvBuYM1TFEVRQm3Sr9xVFEWZbFTgVxRFmWRU4FcURZlkRCymGhZCNALlUW5GKtAU5TbEInVdTqWuyanUNRleOK9LgZQyzZ8dYzLwxwIhRKmUsiTa7Yg16rqcSl2TU6lrMrxYuS6qq0dRFGWSUYFfURRlklGBf2SPRbsBMUpdl1Opa3IqdU2GFxPXRfXxK4qiTDLqjl9RFGWSmRSBXwjxByFEgxBiz6Btnx0oJekVQpQM2r5sUE6inUKIy0Y45mohxLaB/T4QQkyLxO8SSoFcl0E/zxdCdAkhvjnCMYuEEJuEEIeEEE8JIQzh/B1CLUzXZJ0Q4qAQYs/A8fXh/B1CLRzXZNB+jwoh4rKkXZjeK0II8aAQ4uOBcrffCEfbJ0XgB54ALjhp2x7gcixBLGkAAANVSURBVOC9YbaXSCkXDrzmt0KI4XIa/R9w7cB+fwW+H9IWR8YT+H9djvs58Noox/wp8HMpZTHQCnwlyDZG2hOE/pqsA2YC84AE4MbgmhhxTxD6a8JAYByxVncceILQX5cvAXnAzIFyt38PronDC6gCV7ySUr43UD1s8Lb94Cu0ctL2wSmmTcBIgyASOF6KKwmoCUFTIyqQ6zKw7VLgKNA93PEGUnivAq4Z2PQn4AF8X5JxIdTXZOD16wftv5kRypTGqnBcEyGEFngI33tl2KfqWBeO6wLcBlwjpfQOHK8hRM0dYrLc8QdECLFcCLEX2A3cOqi28GA3AuuFEFX40lb/JJJtjDQhhAVf/YUfjLJbCtA26HpVATnhblu0+HlNBu+vx/deeT2c7YqmAK7J14GXpJS14W9V9AVwXaYCnxdClAohXhNCFIejPSrwD0NKuUlKOQdYCtwnhDANs9tdwFopZS7wR+DhYfaZSH6ArwtntP7Y4dJ3T+RpY/5ck8F+DbwnpXw/jG2KtjGviRAiG/gs8GjEWhV9/r5XjEDvwOre3wF/CEdjJkVXz3hJKfcLIbqBuUDp8e1CiDRggZTyeNH5p5jAd3EDlgNXCiF+hq9f1iuE6JVS/nLQPk2AXQihG7jrzyUOu8AC4M81AUAIcT+QBtwS4TZGmj/XZBEwDTg80CViFkIcllLG3QSJAPj7XqnCV+YW4Hl8N5UhpwL/SYQQRUCllNIthCgAZgBlJ+3WCiQJIaZLKT8G1gD7I9vSyJJSnnn830KIB4Cuk9+0UkophHgHuBLfoNQXgRcj2c5I8ueaDPzsRuB8fLWpvZFrYeT5+T55FcgctF/XBA/6fr9XgBfwjZP9ATgb+Dgc7ZkUXT1CiL8BHwEzhBBVQoivCCEuG+ifXwG8KoR4Y2D3M4CdQogd+L5xvyqlbBo4znohRPbA3exNwLNCiJ34+m2/FenfK1gBXpfRjrN+4PEdfP2YdwshDuPr8388XO0PhzBdk98AGcBHwjf99z/D9guEQZiuSdwL03X5CXCFEGI38GPCNANMrdxVFEWZZCbFHb+iKIryCRX4FUVRJhkV+BVFUSYZFfgVRVEmGRX4FUVRJhkV+BVFUSYZFfgVRVEmGRX4FUVRJpn/DwjK6mSXcIcUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Import necessary packages\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "#Package for drawing\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#geopandas\n",
    "import geopandas\n",
    "\n",
    "#shapely\n",
    "from shapely.geometry import Point,Polygon,shape\n",
    "\n",
    "#read shapefile\n",
    "shp = r'shapefile/sz.shp'\n",
    "sz = geopandas.GeoDataFrame.from_file(shp,encoding = 'utf-8')\n",
    "\n",
    "#Let's plot to see what it looks like\n",
    "sz.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: Sometimes when you use sz.plot() it only show something like  \n",
    "<matplotlib.axes._subplots.AxesSubplot at 0x187a50303c8>  \n",
    "and without any figures  \n",
    "Don't worry, run it again then it will show\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T07:36:56.953235Z",
     "start_time": "2020-02-28T07:36:56.946252Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "geopandas.geodataframe.GeoDataFrame"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(sz)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The format of **GeoDataFrame** is a datatable similar to pandas DataFrame, but with a column of geometry store the gis information of each row"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T07:36:58.043435Z",
     "start_time": "2020-02-28T07:36:57.986620Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>centroid_x</th>\n",
       "      <th>centroid_y</th>\n",
       "      <th>qh</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>114.143157</td>\n",
       "      <td>22.577605</td>\n",
       "      <td>罗湖</td>\n",
       "      <td>POLYGON ((114.1000602929242 22.53430897679428,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>114.041535</td>\n",
       "      <td>22.546180</td>\n",
       "      <td>福田</td>\n",
       "      <td>POLYGON ((113.9857776734216 22.51347874380918,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>114.270206</td>\n",
       "      <td>22.596432</td>\n",
       "      <td>盐田</td>\n",
       "      <td>POLYGON ((114.2277234382435 22.54290309518655,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>113.851387</td>\n",
       "      <td>22.679120</td>\n",
       "      <td>宝安</td>\n",
       "      <td>(POLYGON ((113.8183120835192 22.54676277098278...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>113.926290</td>\n",
       "      <td>22.766157</td>\n",
       "      <td>光明</td>\n",
       "      <td>POLYGON ((113.9858717771833 22.80304400420075,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   centroid_x  centroid_y  qh  \\\n",
       "0  114.143157   22.577605  罗湖   \n",
       "1  114.041535   22.546180  福田   \n",
       "2  114.270206   22.596432  盐田   \n",
       "3  113.851387   22.679120  宝安   \n",
       "4  113.926290   22.766157  光明   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((114.1000602929242 22.53430897679428,...  \n",
       "1  POLYGON ((113.9857776734216 22.51347874380918,...  \n",
       "2  POLYGON ((114.2277234382435 22.54290309518655,...  \n",
       "3  (POLYGON ((113.8183120835192 22.54676277098278...  \n",
       "4  POLYGON ((113.9858717771833 22.80304400420075,...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sz.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The gis information in every row of geometry column is the **POLYGON** in shapely package, let's get one out to see what it looks like"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T07:37:00.331163Z",
     "start_time": "2020-02-28T07:37:00.306231Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x187a5030c88>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# geometry of the first row\n",
    "sz['geometry'].iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T07:37:02.574891Z",
     "start_time": "2020-02-28T07:37:02.567945Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "shapely.geometry.polygon.Polygon"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(sz['geometry'].iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T07:37:45.939460Z",
     "start_time": "2020-02-28T07:37:45.795842Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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113.81928462284964,22.547806529307834 L 113.81949318261992,22.547800922734538 L 113.81960548518062,22.547781135810588 L 113.81973584276803,22.547659390112226 L 113.81978799713215,22.547434504173225 L 113.81976995986837,22.54726048228298 L 113.81972685116627,22.5471514085781 L 113.81966669474359,22.547073300577363 L 113.81947518672497,22.546982945835655 L 113.81831208351925,22.546762770982777 z\" /></g></g></svg>"
      ],
      "text/plain": [
       "<shapely.geometry.multipolygon.MultiPolygon at 0x187a4ebdbe0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#With the method unary_union, all records of a geopandas can be merged into a single Polygon\n",
    "sz.unary_union"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generate spatial grids"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, I want to use a method that can generate spatial grids shapefile, and also can easily calculate the corresponding grid number from longitude and latitude of the GPS data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Principle of Gridding\n",
    "<img src=\"resource/grid_en.png\" style=\"width:500px\">\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T08:22:29.723409Z",
     "start_time": "2020-02-28T08:22:29.714431Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(51.0,\n",
       " 12.0,\n",
       " 113.99800701150498,\n",
       " 22.499547959873865,\n",
       " 0.004872614089207591,\n",
       " 0.004496605206422906)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Code for gridding\n",
    "import math\n",
    "#Define a test lon and lat\n",
    "testlon = 114\n",
    "testlat = 22.5\n",
    "\n",
    "#Define the scope\n",
    "lon1 = 113.75194\n",
    "lon2 = 114.624187\n",
    "lat1 = 22.447837\n",
    "lat2 = 22.864748\n",
    "\n",
    "latStart = min(lat1, lat2);\n",
    "lonStart = min(lon1, lon2);\n",
    "\n",
    "#Define the size of grid(m)\n",
    "accuracy = 500;\n",
    "\n",
    "#Calculate the length of latitude and longitude of the grids: ▲Lon and ▲Lat\n",
    "deltaLon = accuracy * 360 / (2 * math.pi * 6371004 * math.cos((lat1 + lat2) * math.pi / 360));\n",
    "deltaLat = accuracy * 360 / (2 * math.pi * 6371004);\n",
    "\n",
    "#Calculate the loncol and latcol number of the grid\n",
    "LONCOL=divmod(float(testlon) - (lonStart - deltaLon / 2) , deltaLon)[0]\n",
    "LATCOL=divmod(float(testlat) - (latStart - deltaLat / 2) , deltaLat)[0]\n",
    "\n",
    "#Calculate the coordinate of the grid center\n",
    "HBLON = LONCOL*deltaLon + (lonStart - deltaLon / 2)\n",
    "HBLAT = LATCOL*deltaLat + (latStart - deltaLat / 2)\n",
    "\n",
    "#print the result\n",
    "LONCOL,LATCOL,HBLON,HBLAT,deltaLon,deltaLat"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "generate spatial grids GeoDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T08:22:31.246323Z",
     "start_time": "2020-02-28T08:22:31.239342Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"113.9953757998968 22.497104752707088 0.005262423216350953 0.004886414333554967\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,44.99909591974773)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.00010524846432701906\" opacity=\"0.6\" d=\"M 114.00044331854959,22.497299657270656 L 114.00044331854959,22.501796262477075 L 113.99557070446038,22.501796262477075 L 113.99557070446038,22.497299657270656 L 114.00044331854959,22.497299657270656 z\" /></g></svg>"
      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x187a512bac8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from shapely.geometry import Point,Polygon,shape\n",
    "Polygon([(HBLON+deltaLon/2,HBLAT-deltaLat/2),\n",
    "        (HBLON+deltaLon/2,HBLAT+deltaLat/2),\n",
    "        (HBLON-deltaLon/2,HBLAT+deltaLat/2),\n",
    "        (HBLON-deltaLon/2,HBLAT-deltaLat/2)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T08:49:27.014515Z",
     "start_time": "2020-02-28T08:49:23.512983Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x187a721e588>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAADCCAYAAABOpalGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAADUFJREFUeJzt3W2MpeVdx/Hvzy6U8tCuKWPNstBFW3kQedCxpaI2glXcErTaxlokKEWsooWKhiJG2hdGlIZGSyxiofhixUaWVRMW3H1BgiRlm2Fdnhy6IkK77ipL0srDptENf1+ce+Nx9szOOTvnzOxyfT/JZO+57uu65n9fOfnNPdfcZzZVhSSpHd+23AVIkpaWwS9JjTH4JakxBr8kNcbgl6TGGPyS1BiDX5IaY/BLUmMMfklqzIrlLmCQ448/vtasWbPcZUjSYePRRx99saqmhul7SAb/mjVrmJmZWe4yJOmwkeT5Yfu61SNJjTH4JakxBr8kNcbgl6TGGPyS1JhD8qmexVjzyfuWuwRJOijP3fT+Jfk63vFLUmMMfklqjMEvSY0x+CWpMQa/JDXG4Jekxhj8ktQYg1+SGmPwS1JjDH5JaozBL0mNMfglqTEGvyQ1xuCXpMYY/JLUGINfkhpj8EtSYxYM/iQnJnkwyWySp5Jc3bXfnOTpJI8n2ZBk5TzjP9GNezLJ3UmOGvdFSJKGN8wd/17g2qo6DTgXuCrJ6cBm4IyqOhPYDlw/d2CSE4CPA9NVdQbwBuDD4ypekjS6BYO/qnZV1dbu+GVgFjihqjZV1d6u2yPA6nmmWAG8KckK4Ghg5+LLliQdrJH2+JOsAc4Btsw5dTlw/9z+VfXvwGeArwG7gP+qqk0HU6gkaTyGDv4kxwLrgWuq6qW+9hvobQetGzDm24GfBk4GVgHHJPnFeea/MslMkpndu3ePdhWSpKENFfxJjqAX+uuq6t6+9suAi4BLqqoGDP1x4N+qandV/Q9wL/BDg75GVd1eVdNVNT01NTXqdUiShjTMUz0B7gBmq+qWvvYLgeuAi6tqzzzDvwacm+Tobp4L6P2OQJK0TIa54z8PuBQ4P8m27mMtcCtwHLC5a7sNIMmqJBsBqmoLcA+wFXii+3q3T+A6JElDWrFQh6p6GMiAUxvn6b8TWNv3+Y3AjQdboCRpvHznriQ1xuCXpMYY/JLUGINfkhpj8EtSYwx+SWqMwS9JjTH4JakxBr8kNcbgl6TGGPyS1BiDX5IaY/BLUmMMfklqjMEvSY0x+CWpMQa/JDXG4Jekxhj8ktQYg1+SGmPwS1JjDH5JaozBL0mNMfglqTEGvyQ1xuCXpMYsGPxJTkzyYJLZJE8lubprvznJ00keT7IhycoBY09Jsq3v46Uk10ziQiRJwxnmjn8vcG1VnQacC1yV5HRgM3BGVZ0JbAeunzuwqr5aVWdX1dnADwB7gA1jq16SNLIFg7+qdlXV1u74ZWAWOKGqNlXV3q7bI8DqBaa6APjXqnp+MQVLkhZnpD3+JGuAc4Atc05dDty/wPAPA3cfYO4rk8wkmdm9e/coZUmSRjB08Cc5FlgPXFNVL/W130BvO2jdAcYeCVwM/M18farq9qqarqrpqampYcuSJI1oxTCdkhxBL/TXVdW9fe2XARcBF1RVHWCKnwK2VtV/LqZYSdLiLRj8SQLcAcxW1S197RcC1wHvrao9C0zzCxxgm0eStHSG2eo5D7gUOL/vscy1wK3AccDmru02gCSrkmzcNzjJ0cD7gHsHzC1JWmIL3vFX1cNABpzaOKCNqtoJrO37fA/w1oMtUJI0Xr5zV5IaY/BLUmMMfklqjMEvSY0x+CWpMQa/JDXG4Jekxhj8ktQYg1+SGmPwS1JjDH5JaozBL0mNMfglqTEGvyQ1xuCXpMYY/JLUGINfkhpj8EtSYwx+SWqMwS9JjTH4JakxBr8kNcbgl6TGGPyS1BiDX5IaY/BLUmMWDP4kJyZ5MMlskqeSXN2135zk6SSPJ9mQZOU841cmuafrO5vkPeO+CEnS8Ia5498LXFtVpwHnAlclOR3YDJxRVWcC24Hr5xn/J8ADVXUqcBYwu/iyJUkHa8Hgr6pdVbW1O36ZXnCfUFWbqmpv1+0RYPXcsUneDPwocEc3/r+r6pvjKl6SNLqR9viTrAHOAbbMOXU5cP+AId8F7Aa+mOSfknwhyTHzzH1lkpkkM7t37x6lLEnSCIYO/iTHAuuBa6rqpb72G+htB60bMGwF8P3A56vqHOBV4JOD5q+q26tquqqmp6amRrgESdIohgr+JEfQC/11VXVvX/tlwEXAJVVVA4buAHZU1b6fEO6h941AkrRMhnmqJ/T26Ger6pa+9guB64CLq2rPoLFV9R/A15Oc0jVdAPzzoquWJB20FUP0OQ+4FHgiybau7XeBPwXeCGzufW/gkar6WJJVwBeqam3X9zeBdUmOBJ4FfnmcFyBJGs2CwV9VDwMZcGrjPP13Amv7Pt8GTB9sgZKk8fKdu5LUGINfkhpj8EtSYwx+SWqMwS9JjTH4JakxBr8kNcbgl6TGGPyS1BiDX5IaY/BLUmMMfklqjMEvSY0x+CWpMQa/JDXG4Jekxhj8ktQYg1+SGmPwS1JjDH5JaozBL0mNMfglqTEGvyQ1xuCXpMYY/JLUmAWDP8mJSR5MMpvkqSRXd+03J3k6yeNJNiRZOc/455I8kWRbkplxX4AkaTTD3PHvBa6tqtOAc4GrkpwObAbOqKozge3A9QeY48eq6uyqml50xZKkRVkw+KtqV1Vt7Y5fBmaBE6pqU1Xt7bo9AqyeXJmSpHEZaY8/yRrgHGDLnFOXA/fPM6yATUkeTXLlqAVKksZrxbAdkxwLrAeuqaqX+tpvoLcdtG6eoedV1c4k3wFsTvJ0VT00YP4rgSsBTjrppBEuQZI0iqHu+JMcQS/011XVvX3tlwEXAZdUVQ0aW1U7u39fADYA75qn3+1VNV1V01NTU6NdhSRpaMM81RPgDmC2qm7pa78QuA64uKr2zDP2mCTH7TsGfgJ4chyFS5IOzjB3/OcBlwLnd49kbkuyFrgVOI7e9s22JLcBJFmVZGM39m3Aw0keA74C3FdVD4z/MiRJw1pwj7+qHgYy4NTGAW37tnbWdsfPAmctpkBJ0nj5zl1JaozBL0mNMfglqTEGvyQ1xuCXpMYY/JLUGINfkhpj8EtSYwx+SWqMwS9JjTH4JakxBr8kNcbgl6TGGPyS1BiDX5IaM/T/uXu4eO6m9y93CZJ0SPOOX5IaY/BLUmMMfklqjMEvSY0x+CWpMQa/JDUmVbXcNewnyW7g+WUu43jgxWWu4VDkuuzPNdmfazLYJNfl7VU1NUzHQzL4DwVJZqpqernrONS4LvtzTfbnmgx2qKyLWz2S1BiDX5IaY/DP7/blLuAQ5brszzXZn2sy2CGxLu7xS1JjvOOXpMY0EfxJ7kzyQpIn+9o+lOSpJK8lme5rf1eSbd3HY0k+MM+cFyTZ2vV7OMk7luJaxmWUNek7f1KSV5L89jxznpxkS5J/SfKlJEdO8homYULrsi7JV5M82c1/xCSvYdwmsSZ9/T6X5JVJ1D1pE3qtJMkfJNmeZDbJxydRexPBD9wFXDin7UngZ4GHBrRPV9XZ3Zg/TzLoz1d/Hrik6/dXwO+NteLJu4vh12SfzwL3H2DOPwI+W1XvBL4BfHSRNS6Huxj/uqwDTgW+D3gTcMXiSlxydzH+NaELxpWLLW4Z3cX41+WXgBOBU6vqNOCvF1fiYK+7v8c/SFU9lGTNnLZZgCRz++7p+/QoYL5fghTw5u74LcDOMZS6ZEZZk67tZ4BngVcHzZfeoPOBj3RNfwl8it43yMPGuNelG7+xr/9XgNXjqXZpTGJNkrwBuJne62XgT9WHukmsC/BrwEeq6rVuvhfGVO7/08od/0iSvDvJU8ATwMeqau+AblcAG5PsAC4FblrKGpdSkmOA64BPH6DbW4Fv9q3VDuCESde2nIZcl/7+R9B7rTwwybqW0whr8hvA31fVrslXtfxGWJfvBn4+yUyS+5O8cxL1GPwDVNWWqvpe4AeB65McNaDbJ4C1VbUa+CJwy1LWuMQ+TW8L50B7sfvf4sz/09LrxTDr0u/PgIeq6h8nWNNyW3BNkqwCPgR8bsmqWn7DvlbeCHyre3fvXwB3TqKYJrZ6DlZVzSZ5FTgDmNnXnmQKOKuqtnRNX+J1fBcHvBv4YJI/prcn+1qSb1XVrX19XgRWJlnR3fWv5jDb/joIw6wLAEluBKaAX13iGpfaMGtyDvAO4JluS+ToJM9U1WH1gMSIhn2t7ADWd8cb6N1Ujp3BP0eSk4GvV9XeJG8HTgGem9PtG8BbknxPVW0H3gfMLm2lS6eqfmTfcZJPAa/MfcFWVSV5EPggvV9IXQb83VLWudSGWZfu3BXATwIX7Nu7fb0a8rVyH/Cdff1eeZ2H/tCvFeBv6f2u7E7gvcD2SdTTxFZPkruBLwOnJNmR5KNJPtDtz78HuC/JP3Tdfxh4LMk2et9xf72qXuzm2ZhkVXdH+yvA+iSP0du3/Z2lvq7FGHFNDjTPxu5Hd+jtYf5Wkmfo7fnfMan6J2VC63Ib8Dbgy+k9/vv7E7uACZjQmhz2JrQuNwE/l+QJ4A+Z0BNgvnNXkhrTxB2/JOn/GPyS1BiDX5IaY/BLUmMMfklqjMEvSY0x+CWpMQa/JDXmfwEfrQUNIwbVVAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import geopandas\n",
    "from shapely.geometry import Point,Polygon,shape\n",
    "\n",
    "\n",
    "#define an empty GeoDataFrame\n",
    "data = geopandas.GeoDataFrame()\n",
    "\n",
    "#define empty lists，It's going to add something into it in every iteration\n",
    "LONCOL = []\n",
    "LATCOL = []\n",
    "geometry = []\n",
    "HBLON1 = []\n",
    "HBLAT1 = []\n",
    "\n",
    "#Calculate how many grids to generate in total\n",
    "#lonsnum grids for lon direstion\n",
    "lonsnum = int((lon2-lon1)/deltaLon)+1\n",
    "#latsnum grids for lat direstion\n",
    "latsnum = int((lat2-lat1)/deltaLat)+1\n",
    "\n",
    "for i in range(lonsnum):\n",
    "    for j in range(latsnum):\n",
    "\n",
    "        HBLON = i*deltaLon + (lonStart - deltaLon / 2)\n",
    "        HBLAT = j*deltaLat + (latStart - deltaLat / 2)\n",
    "        #add things into lists\n",
    "        LONCOL.append(i)\n",
    "        LATCOL.append(j)\n",
    "        HBLON1.append(HBLON)\n",
    "        HBLAT1.append(HBLAT)\n",
    "        \n",
    "        #Generate grid Polygon\n",
    "        #Here we use the surrounding grids to calculate the position of the three vertices of the grid\n",
    "        #otherwise the generated grid will have small cracks due to the problem of decimal value and cannot be covered perfectly\n",
    "        HBLON_1 = (i+1)*deltaLon + (lonStart - deltaLon / 2)\n",
    "        HBLAT_1 = (j+1)*deltaLat + (latStart - deltaLat / 2)\n",
    "        \n",
    "        #Add grid Polygon into list\n",
    "        geometry.append(Polygon([\n",
    "        (HBLON-deltaLon/2,HBLAT-deltaLat/2),\n",
    "        (HBLON_1-deltaLon/2,HBLAT-deltaLat/2),\n",
    "        (HBLON_1-deltaLon/2,HBLAT_1-deltaLat/2),\n",
    "        (HBLON-deltaLon/2,HBLAT_1-deltaLat/2)]))\n",
    "        \n",
    "#Assign lists as the columns of the GeoDataFrame\n",
    "data['LONCOL'] = LONCOL\n",
    "data['LATCOL'] = LATCOL\n",
    "data['HBLON'] = HBLON1\n",
    "data['HBLAT'] = HBLAT1\n",
    "data['geometry'] = geometry\n",
    "\n",
    "data.plot()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: if seaborn (another drawing package) is opened, even if the data is the same, the drawing may be different. I suggest not to use seaborn here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T08:49:30.434570Z",
     "start_time": "2020-02-28T08:49:30.421647Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LONCOL</th>\n",
       "      <th>LATCOL</th>\n",
       "      <th>HBLON</th>\n",
       "      <th>HBLAT</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113.749504</td>\n",
       "      <td>22.445589</td>\n",
       "      <td>POLYGON ((113.7470673859108 22.44334039479358,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>113.749504</td>\n",
       "      <td>22.450085</td>\n",
       "      <td>POLYGON ((113.7470673859108 22.447837, 113.751...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>113.749504</td>\n",
       "      <td>22.454582</td>\n",
       "      <td>POLYGON ((113.7470673859108 22.45233360520643,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>113.749504</td>\n",
       "      <td>22.459079</td>\n",
       "      <td>POLYGON ((113.7470673859108 22.45683021041285,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>113.749504</td>\n",
       "      <td>22.463575</td>\n",
       "      <td>POLYGON ((113.7470673859108 22.46132681561927,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   LONCOL  LATCOL       HBLON      HBLAT  \\\n",
       "0       0       0  113.749504  22.445589   \n",
       "1       0       1  113.749504  22.450085   \n",
       "2       0       2  113.749504  22.454582   \n",
       "3       0       3  113.749504  22.459079   \n",
       "4       0       4  113.749504  22.463575   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((113.7470673859108 22.44334039479358,...  \n",
       "1  POLYGON ((113.7470673859108 22.447837, 113.751...  \n",
       "2  POLYGON ((113.7470673859108 22.45233360520643,...  \n",
       "3  POLYGON ((113.7470673859108 22.45683021041285,...  \n",
       "4  POLYGON ((113.7470673859108 22.46132681561927,...  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "obtain the intersection of the grids generated and Shenzhen administrative division:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T08:49:35.418020Z",
     "start_time": "2020-02-28T08:49:31.565104Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x187a725e710>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = data[data.intersects(sz.unary_union)]\n",
    "grid.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-18T05:57:38.244052Z",
     "start_time": "2020-01-18T05:57:37.104763Z"
    }
   },
   "outputs": [],
   "source": [
    "#save grids\n",
    "grid.to_file(r'shapefile\\grid',encoding = 'utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Map GPS data to grid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tip: we have gridded testlon and testlat in the previous step, so how to grid all OD data of taxis? (please do not use loop, the efficiency is very low)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">In the last tutorial, we have extracted od from the original GPS data of taxis and saved it in  \n",
    "data-sample/TaxiOD.csv\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T08:49:14.221770Z",
     "start_time": "2020-02-28T08:49:13.479239Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VehicleNum</th>\n",
       "      <th>Stime</th>\n",
       "      <th>SLng</th>\n",
       "      <th>SLat</th>\n",
       "      <th>ELng</th>\n",
       "      <th>ELat</th>\n",
       "      <th>Etime</th>\n",
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       "      <td>22223</td>\n",
       "      <td>00:11:33</td>\n",
       "      <td>114.227150</td>\n",
       "      <td>22.554167</td>\n",
       "      <td>114.229218</td>\n",
       "      <td>22.560217</td>\n",
       "      <td>00:15:19</td>\n",
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       "      <td>114.255798</td>\n",
       "      <td>22.590967</td>\n",
       "      <td>00:29:06</td>\n",
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       "      <td>22.563650</td>\n",
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       "      <td>22.566668</td>\n",
       "      <td>00:54:42</td>\n",
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       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>22223</td>\n",
       "      <td>01:01:14</td>\n",
       "      <td>114.135414</td>\n",
       "      <td>22.575933</td>\n",
       "      <td>114.166748</td>\n",
       "      <td>22.608267</td>\n",
       "      <td>01:08:17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   VehicleNum     Stime        SLng       SLat        ELng       ELat  \\\n",
       "0       22223  00:03:23  114.167465  22.562468  114.225235  22.552750   \n",
       "1       22223  00:11:33  114.227150  22.554167  114.229218  22.560217   \n",
       "2       22223  00:17:13  114.231354  22.562166  114.255798  22.590967   \n",
       "3       22223  00:36:45  114.240196  22.563650  114.119965  22.566668   \n",
       "4       22223  01:01:14  114.135414  22.575933  114.166748  22.608267   \n",
       "\n",
       "      Etime  \n",
       "0  00:10:48  \n",
       "1  00:15:19  \n",
       "2  00:29:06  \n",
       "3  00:54:42  \n",
       "4  01:08:17  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "TaxiOD = pd.read_csv(r'data-sample/TaxiOD.csv')\n",
    "TaxiOD.columns = ['VehicleNum', 'Stime', 'SLng', 'SLat', \n",
    "       'ELng', 'ELat','Etime']\n",
    "TaxiOD.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-18T06:06:36.102941Z",
     "start_time": "2020-01-18T06:06:36.078013Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>VehicleNum</th>\n",
       "      <th>Stime</th>\n",
       "      <th>SLng</th>\n",
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       "      <th>ELng</th>\n",
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       "      <th>Etime</th>\n",
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       "      <td>114.227150</td>\n",
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       "      <td>00:15:19</td>\n",
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       "      <td>22223</td>\n",
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       "      <td>00:29:06</td>\n",
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       "      <td>22.575933</td>\n",
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      ],
      "text/plain": [
       "   VehicleNum     Stime        SLng       SLat        ELng       ELat  \\\n",
       "0       22223  00:03:23  114.167465  22.562468  114.225235  22.552750   \n",
       "1       22223  00:11:33  114.227150  22.554167  114.229218  22.560217   \n",
       "2       22223  00:17:13  114.231354  22.562166  114.255798  22.590967   \n",
       "3       22223  00:36:45  114.240196  22.563650  114.119965  22.566668   \n",
       "4       22223  01:01:14  114.135414  22.575933  114.166748  22.608267   \n",
       "\n",
       "      Etime  \n",
       "0  00:10:48  \n",
       "1  00:15:19  \n",
       "2  00:29:06  \n",
       "3  00:54:42  \n",
       "4  01:08:17  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "###########################You need to write code here#############################\n",
    "#Calculate the Loncol and Latcol of the starting point\n",
    "#TaxiOD['SLONCOL'] = \n",
    "#TaxiOD['SLATCOL'] = \n",
    "\n",
    "#Calculate the Hblon and Hblat of the starting point\n",
    "#TaxiOD['SHBLON'] = \n",
    "#TaxiOD['SHBLAT'] = \n",
    "\n",
    "#Calculate the Loncol and Latcol of the ending point\n",
    "#TaxiOD['ELONCOL'] = \n",
    "#TaxiOD['ELATCOL'] = \n",
    "\n",
    "#Calculate the Hblon and Hblat of the ending point\n",
    "#TaxiOD['EHBLON'] = \n",
    "#TaxiOD['EHBLAT'] = \n",
    "\n",
    "#Filter out od with start and end points in the same grid\n",
    "#Filter out the grids that are not in the research scope\n",
    "\n",
    "\n",
    "###################################################################################\n",
    "\n",
    "TaxiOD.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T08:49:43.292039Z",
     "start_time": "2020-02-28T08:49:42.971933Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VehicleNum</th>\n",
       "      <th>Stime</th>\n",
       "      <th>SLng</th>\n",
       "      <th>SLat</th>\n",
       "      <th>ELng</th>\n",
       "      <th>ELat</th>\n",
       "      <th>Etime</th>\n",
       "      <th>SLONCOL</th>\n",
       "      <th>SLATCOL</th>\n",
       "      <th>SHBLON</th>\n",
       "      <th>SHBLAT</th>\n",
       "      <th>ELONCOL</th>\n",
       "      <th>ELATCOL</th>\n",
       "      <th>EHBLON</th>\n",
       "      <th>EHBLAT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>22223</td>\n",
       "      <td>00:03:23</td>\n",
       "      <td>114.167465</td>\n",
       "      <td>22.562468</td>\n",
       "      <td>114.225235</td>\n",
       "      <td>22.552750</td>\n",
       "      <td>00:10:48</td>\n",
       "      <td>85</td>\n",
       "      <td>25</td>\n",
       "      <td>114.163676</td>\n",
       "      <td>22.558004</td>\n",
       "      <td>97</td>\n",
       "      <td>23</td>\n",
       "      <td>114.222147</td>\n",
       "      <td>22.549011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>22223</td>\n",
       "      <td>00:11:33</td>\n",
       "      <td>114.227150</td>\n",
       "      <td>22.554167</td>\n",
       "      <td>114.229218</td>\n",
       "      <td>22.560217</td>\n",
       "      <td>00:15:19</td>\n",
       "      <td>98</td>\n",
       "      <td>24</td>\n",
       "      <td>114.227020</td>\n",
       "      <td>22.553507</td>\n",
       "      <td>98</td>\n",
       "      <td>25</td>\n",
       "      <td>114.227020</td>\n",
       "      <td>22.558004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>22223</td>\n",
       "      <td>00:17:13</td>\n",
       "      <td>114.231354</td>\n",
       "      <td>22.562166</td>\n",
       "      <td>114.255798</td>\n",
       "      <td>22.590967</td>\n",
       "      <td>00:29:06</td>\n",
       "      <td>98</td>\n",
       "      <td>25</td>\n",
       "      <td>114.227020</td>\n",
       "      <td>22.558004</td>\n",
       "      <td>103</td>\n",
       "      <td>32</td>\n",
       "      <td>114.251383</td>\n",
       "      <td>22.589480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>22223</td>\n",
       "      <td>00:36:45</td>\n",
       "      <td>114.240196</td>\n",
       "      <td>22.563650</td>\n",
       "      <td>114.119965</td>\n",
       "      <td>22.566668</td>\n",
       "      <td>00:54:42</td>\n",
       "      <td>100</td>\n",
       "      <td>26</td>\n",
       "      <td>114.236765</td>\n",
       "      <td>22.562500</td>\n",
       "      <td>76</td>\n",
       "      <td>26</td>\n",
       "      <td>114.119822</td>\n",
       "      <td>22.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>22223</td>\n",
       "      <td>01:01:14</td>\n",
       "      <td>114.135414</td>\n",
       "      <td>22.575933</td>\n",
       "      <td>114.166748</td>\n",
       "      <td>22.608267</td>\n",
       "      <td>01:08:17</td>\n",
       "      <td>79</td>\n",
       "      <td>28</td>\n",
       "      <td>114.134440</td>\n",
       "      <td>22.571494</td>\n",
       "      <td>85</td>\n",
       "      <td>36</td>\n",
       "      <td>114.163676</td>\n",
       "      <td>22.607466</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   VehicleNum     Stime        SLng       SLat        ELng       ELat  \\\n",
       "0       22223  00:03:23  114.167465  22.562468  114.225235  22.552750   \n",
       "1       22223  00:11:33  114.227150  22.554167  114.229218  22.560217   \n",
       "2       22223  00:17:13  114.231354  22.562166  114.255798  22.590967   \n",
       "3       22223  00:36:45  114.240196  22.563650  114.119965  22.566668   \n",
       "4       22223  01:01:14  114.135414  22.575933  114.166748  22.608267   \n",
       "\n",
       "      Etime  SLONCOL  SLATCOL      SHBLON     SHBLAT  ELONCOL  ELATCOL  \\\n",
       "0  00:10:48       85       25  114.163676  22.558004       97       23   \n",
       "1  00:15:19       98       24  114.227020  22.553507       98       25   \n",
       "2  00:29:06       98       25  114.227020  22.558004      103       32   \n",
       "3  00:54:42      100       26  114.236765  22.562500       76       26   \n",
       "4  01:08:17       79       28  114.134440  22.571494       85       36   \n",
       "\n",
       "       EHBLON     EHBLAT  \n",
       "0  114.222147  22.549011  \n",
       "1  114.227020  22.558004  \n",
       "2  114.251383  22.589480  \n",
       "3  114.119822  22.562500  \n",
       "4  114.163676  22.607466  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###############################     Answer    ##################################\n",
    "\n",
    "TaxiOD = TaxiOD[-TaxiOD['ELng'].isnull()].copy()\n",
    "TaxiOD['SLONCOL'] = ((TaxiOD['SLng'] - (lonStart - deltaLon / 2))/deltaLon).astype('int')\n",
    "TaxiOD['SLATCOL'] = ((TaxiOD['SLat'] - (latStart - deltaLat / 2))/deltaLat).astype('int')\n",
    "TaxiOD['SHBLON'] = TaxiOD['SLONCOL']*deltaLon + (lonStart - deltaLon / 2)\n",
    "TaxiOD['SHBLAT'] = TaxiOD['SLATCOL']*deltaLat + (latStart - deltaLat / 2)\n",
    "TaxiOD['ELONCOL'] = ((TaxiOD['ELng'] - (lonStart - deltaLon / 2))/deltaLon).astype('int')\n",
    "TaxiOD['ELATCOL'] = ((TaxiOD['ELat'] - (latStart - deltaLat / 2))/deltaLat).astype('int')\n",
    "TaxiOD['EHBLON'] = TaxiOD['ELONCOL']*deltaLon + (lonStart - deltaLon / 2)\n",
    "TaxiOD['EHBLAT'] = TaxiOD['ELATCOL']*deltaLat + (latStart - deltaLat / 2)\n",
    "#Filter out od with start and end points in the same grid\n",
    "TaxiOD = TaxiOD[-((TaxiOD['SLONCOL']==TaxiOD['ELONCOL'])&(TaxiOD['SLATCOL']==TaxiOD['ELATCOL']))]\n",
    "#Filter out the grids that are not in the research scope\n",
    "TaxiOD = TaxiOD[(TaxiOD['SLONCOL']>=0) & (TaxiOD['SLATCOL']>=0) &(TaxiOD['ELONCOL']>=0) & (TaxiOD['ELATCOL']>=0)&\n",
    "(TaxiOD['SLONCOL']<=lonsnum) & (TaxiOD['SLATCOL']<=latsnum) &(TaxiOD['ELONCOL']<=lonsnum) & (TaxiOD['ELATCOL']<=latsnum)]\n",
    "###################################################################################\n",
    "TaxiOD.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Aggregate grid OD (All day, Peak hours)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note：here we need to use the method **df.groupby** from pandas DataFrame, if you don't know that, please <a href=\"http://pandas.pydata.org/pandas-docs/stable/\">check pandas document</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T08:51:01.633987Z",
     "start_time": "2020-02-28T08:51:01.586078Z"
    }
   },
   "outputs": [],
   "source": [
    "#Aggregate grid OD\n",
    "###########################You need to write code here#############################\n",
    "#Tips：use df.groupby().count()\n",
    "#after groupby, columns will become index\n",
    "#so we use df.reset_index(), to change index into columns\n",
    "\n",
    "###################################################################################\n",
    "\n",
    "#sort OD accroding to VehicleNum\n",
    "OD = OD.sort_values(by = 'VehicleNum',ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T08:49:51.860525Z",
     "start_time": "2020-02-28T08:49:51.688349Z"
    }
   },
   "outputs": [],
   "source": [
    "###############################     Answer    ##################################\n",
    "\n",
    "#If we don't specify a column, it will count every column, \n",
    "#so here I only take one column to aggregate. For example['VehicleNum']\n",
    "OD= TaxiOD.groupby(['SLONCOL','SLATCOL','ELONCOL','ELATCOL'])['VehicleNum'].count().reset_index()\n",
    "\n",
    "###################################################################################\n",
    "#sort OD accroding to VehicleNum\n",
    "OD = OD.sort_values(by = 'VehicleNum',ascending = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot the OD"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## plot the top 20 OD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T08:51:04.540021Z",
     "start_time": "2020-02-28T08:51:04.526064Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Take the top 20 OD\n",
    "Topod = OD.iloc[:20].copy()\n",
    "\n",
    "#Calculate the longitude and latitude of the starting grid center\n",
    "Topod['SHBLON'] = Topod['SLONCOL'] * deltaLon + (lonStart - deltaLon / 2)\n",
    "Topod['SHBLAT'] = Topod['SLATCOL'] * deltaLat + (latStart - deltaLat / 2)\n",
    "\n",
    "#Calculate the longitude and latitude of the ending grid center\n",
    "Topod['EHBLON'] = Topod['ELONCOL'] * deltaLon + (lonStart - deltaLon / 2)\n",
    "Topod['EHBLAT'] = Topod['ELATCOL'] * deltaLat + (latStart - deltaLat / 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T08:51:18.586122Z",
     "start_time": "2020-02-28T08:51:18.581136Z"
    }
   },
   "outputs": [],
   "source": [
    "#Import drawing package\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T08:50:29.416276Z",
     "start_time": "2020-02-28T08:50:27.225110Z"
    }
   },
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 2500x2000 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#generate figure\n",
    "fig     = plt.figure(1,(10,8),dpi = 250)    \n",
    "#add a subplot\n",
    "ax      = plt.subplot(111)\n",
    "#tell python we are going to plot in this subplot\n",
    "plt.sca(ax)\n",
    "\n",
    "#plot the grids on the ax\n",
    "grid.plot(ax =ax,edgecolor = (0,0,0,0.8),facecolor = (0,0,0,0),linewidths=0.2)\n",
    "\n",
    "#Transform the merged administrative division into a geodataframe, and draw it on ax\n",
    "SZ_all = geopandas.GeoDataFrame()\n",
    "SZ_all['geometry'] = [sz.unary_union]\n",
    "SZ_all.plot(ax = ax,edgecolor = (0,0,0,1),facecolor = (0,0,0,0),linewidths=0.5)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Let's plot OD\n",
    "fig     = plt.figure(1,(10,8),dpi = 250)    \n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "grid.plot(ax =ax,edgecolor = (0,0,0,0.8),facecolor = (0,0,0,0),linewidths=0.2)\n",
    "SZ_all.plot(ax = ax,edgecolor = (0,0,0,1),facecolor = (0,0,0,0),linewidths=0.5)\n",
    "\n",
    "\n",
    "\n",
    "for i in range(len(Topod)):\n",
    "###########################You need to write code here#############################\n",
    "    #First obtain the longitude and latitude of OD\n",
    "    #And use plt.plot to plot OD\n",
    "    \n",
    "\n",
    "##################################################################################\n",
    "#不显示坐标轴\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T08:51:24.611060Z",
     "start_time": "2020-02-28T08:51:22.168209Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x2000 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "###############################     Answer   ##################################\n",
    "fig     = plt.figure(1,(10,8),dpi = 250)    \n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "\n",
    "grid.plot(ax =ax,edgecolor = (0,0,0,0.8),facecolor = (0,0,0,0),linewidths=0.2)\n",
    "SZ_all.plot(ax = ax,edgecolor = (0,0,0,1),facecolor = (0,0,0,0),linewidths=0.5)\n",
    "\n",
    "for i in range(len(Topod)):\n",
    "\n",
    "    \n",
    "    plt.plot([Topod['SHBLON'].iloc[i],Topod['EHBLON'].iloc[i]],[Topod['SHBLAT'].iloc[i],Topod['EHBLAT'].iloc[i]])\n",
    "\n",
    "\n",
    "#don't show axis\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()\n",
    "##################################################################################"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot all the OD"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot more OD. At this time, we use the linewidth, color and transparency of OD to display the volume of OD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T09:50:04.382910Z",
     "start_time": "2020-02-28T09:50:04.357945Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SLONCOL</th>\n",
       "      <th>SLATCOL</th>\n",
       "      <th>ELONCOL</th>\n",
       "      <th>ELATCOL</th>\n",
       "      <th>VehicleNum</th>\n",
       "      <th>SHBLON</th>\n",
       "      <th>SHBLAT</th>\n",
       "      <th>EHBLON</th>\n",
       "      <th>EHBLAT</th>\n",
       "      <th>linewidth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>41465</td>\n",
       "      <td>37</td>\n",
       "      <td>17</td>\n",
       "      <td>34</td>\n",
       "      <td>21</td>\n",
       "      <td>11</td>\n",
       "      <td>113.929790</td>\n",
       "      <td>22.522031</td>\n",
       "      <td>113.915173</td>\n",
       "      <td>22.540017</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>93970</td>\n",
       "      <td>59</td>\n",
       "      <td>27</td>\n",
       "      <td>61</td>\n",
       "      <td>20</td>\n",
       "      <td>11</td>\n",
       "      <td>114.036988</td>\n",
       "      <td>22.566997</td>\n",
       "      <td>114.046733</td>\n",
       "      <td>22.535521</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>149728</td>\n",
       "      <td>74</td>\n",
       "      <td>20</td>\n",
       "      <td>76</td>\n",
       "      <td>27</td>\n",
       "      <td>11</td>\n",
       "      <td>114.110077</td>\n",
       "      <td>22.535521</td>\n",
       "      <td>114.119822</td>\n",
       "      <td>22.566997</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38433</td>\n",
       "      <td>36</td>\n",
       "      <td>18</td>\n",
       "      <td>37</td>\n",
       "      <td>18</td>\n",
       "      <td>11</td>\n",
       "      <td>113.924918</td>\n",
       "      <td>22.526528</td>\n",
       "      <td>113.929790</td>\n",
       "      <td>22.526528</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>138355</td>\n",
       "      <td>71</td>\n",
       "      <td>23</td>\n",
       "      <td>68</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>114.095459</td>\n",
       "      <td>22.549011</td>\n",
       "      <td>114.080841</td>\n",
       "      <td>22.549011</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        SLONCOL  SLATCOL  ELONCOL  ELATCOL  VehicleNum      SHBLON     SHBLAT  \\\n",
       "41465        37       17       34       21          11  113.929790  22.522031   \n",
       "93970        59       27       61       20          11  114.036988  22.566997   \n",
       "149728       74       20       76       27          11  114.110077  22.535521   \n",
       "38433        36       18       37       18          11  113.924918  22.526528   \n",
       "138355       71       23       68       23          11  114.095459  22.549011   \n",
       "\n",
       "            EHBLON     EHBLAT  linewidth  \n",
       "41465   113.915173  22.540017        0.1  \n",
       "93970   114.046733  22.535521        0.1  \n",
       "149728  114.119822  22.566997        0.1  \n",
       "38433   113.929790  22.526528        0.1  \n",
       "138355  114.080841  22.549011        0.1  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "OD1 = OD[OD['VehicleNum']>10].copy()\n",
    "\n",
    "#Here we sort the OD from small to large\n",
    "#because we want to plot small OD first so that it will be in the bottom\n",
    "OD1 = OD1.sort_values(by = 'VehicleNum')\n",
    "\n",
    "OD1['SHBLON'] = OD1['SLONCOL'] * deltaLon + (lonStart - deltaLon / 2)\n",
    "OD1['SHBLAT'] = OD1['SLATCOL'] * deltaLat + (latStart - deltaLat / 2)\n",
    "OD1['EHBLON'] = OD1['ELONCOL'] * deltaLon + (lonStart - deltaLon / 2)\n",
    "OD1['EHBLAT'] = OD1['ELATCOL'] * deltaLat + (latStart - deltaLat / 2)\n",
    "\n",
    "#Divided OD into five groups, and generate a column with a value of 0-1 \n",
    "#The values of each group are the same, which is used to represent the linewidth of OD\n",
    "#named linewidth\n",
    "\n",
    "step = 5\n",
    "OD1['linewidth'] = (np.array(range(len(OD1)))*step/len(OD1)).astype('int')/step+0.1\n",
    "OD1.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-18T06:28:25.521751Z",
     "start_time": "2020-01-18T06:28:00.142570Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "绘制OD用时 31.63205885887146 秒\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x2000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig     = plt.figure(1,(10,8),dpi = 250)    \n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "grid.plot(ax = ax,edgecolor = (0,0,0,0.8),facecolor = (0,0,0,0),linewidths=0.2)\n",
    "SZ_all.plot(ax = ax,edgecolor = (0,0,0,1),facecolor = (0,0,0,0),linewidths=0.5)\n",
    "\n",
    "#set the colormap\n",
    "import matplotlib\n",
    "vmax = OD['VehicleNum'].max()\n",
    "#Generate a normalized tool by setting the maximum and minimum value of OD. \n",
    "#Its function is to  normalize count into the range of 0-1\n",
    "#by this code: norm(count)\n",
    "\n",
    "norm = mpl.colors.Normalize(vmin=0,vmax=vmax)\n",
    "#set the color of colormap\n",
    "cmapname = 'autumn_r'\n",
    "#cmap is a tool to get color using cmap(a), which a is a value in 0-1\n",
    "cmap = matplotlib.cm.get_cmap(cmapname)\n",
    "\n",
    "#plot OD\n",
    "import time\n",
    "timeflag = time.time()\n",
    "for i in range(len(OD1)):\n",
    "    ###########################You need to write code here#############################\n",
    "    #set the alpha and color and linewidth in plt.plot \n",
    "    \n",
    "    \n",
    "    ###################################################################################\n",
    "\n",
    "print('time use:',time.time()-timeflag,'s')\n",
    "    \n",
    "\n",
    "plt.axis('off')    \n",
    "\n",
    "#here we want a colorbar for the OD plot, but want we have plotted are lines\n",
    "#lines don't have colorbar, so we have to think in another way\n",
    "#plt.imshow is a thing that with a colorbar\n",
    "#so here, I plot a imshow in a place that we can't see and then add the colorbar\n",
    "\n",
    "plt.imshow([[0,vmax]], cmap=cmap)\n",
    "#set the size and the location of colorbar\n",
    "cax = plt.axes([0.08, 0.4, 0.02, 0.3])\n",
    "plt.colorbar(cax=cax)\n",
    "\n",
    "#and we have to set the figure back to shenzhen, otherwise it will show the imshow\n",
    "\n",
    "ax.set_xlim(113.6,114.8)\n",
    "ax.set_ylim(22.4,22.9)\n",
    "\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A faster way to plot OD"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we use the way above to plot OD, the rendering speed is a little bit slow, it takes 31s to draw 5319 OD.\n",
    "However, if the DataFrame is changed into a GeoDataFrame and then drawn with its own plot function, it will be much faster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T09:50:21.074274Z",
     "start_time": "2020-02-28T09:50:20.857822Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SLONCOL</th>\n",
       "      <th>SLATCOL</th>\n",
       "      <th>ELONCOL</th>\n",
       "      <th>ELATCOL</th>\n",
       "      <th>VehicleNum</th>\n",
       "      <th>SHBLON</th>\n",
       "      <th>SHBLAT</th>\n",
       "      <th>EHBLON</th>\n",
       "      <th>EHBLAT</th>\n",
       "      <th>linewidth</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>41465</td>\n",
       "      <td>37</td>\n",
       "      <td>17</td>\n",
       "      <td>34</td>\n",
       "      <td>21</td>\n",
       "      <td>11</td>\n",
       "      <td>113.929790</td>\n",
       "      <td>22.522031</td>\n",
       "      <td>113.915173</td>\n",
       "      <td>22.540017</td>\n",
       "      <td>0.1</td>\n",
       "      <td>LINESTRING (113.9297904142561 22.5220309859059...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>93970</td>\n",
       "      <td>59</td>\n",
       "      <td>27</td>\n",
       "      <td>61</td>\n",
       "      <td>20</td>\n",
       "      <td>11</td>\n",
       "      <td>114.036988</td>\n",
       "      <td>22.566997</td>\n",
       "      <td>114.046733</td>\n",
       "      <td>22.535521</td>\n",
       "      <td>0.1</td>\n",
       "      <td>LINESTRING (114.0369879242186 22.5669970379702...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>149728</td>\n",
       "      <td>74</td>\n",
       "      <td>20</td>\n",
       "      <td>76</td>\n",
       "      <td>27</td>\n",
       "      <td>11</td>\n",
       "      <td>114.110077</td>\n",
       "      <td>22.535521</td>\n",
       "      <td>114.119822</td>\n",
       "      <td>22.566997</td>\n",
       "      <td>0.1</td>\n",
       "      <td>LINESTRING (114.1100771355568 22.5355208015252...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38433</td>\n",
       "      <td>36</td>\n",
       "      <td>18</td>\n",
       "      <td>37</td>\n",
       "      <td>18</td>\n",
       "      <td>11</td>\n",
       "      <td>113.924918</td>\n",
       "      <td>22.526528</td>\n",
       "      <td>113.929790</td>\n",
       "      <td>22.526528</td>\n",
       "      <td>0.1</td>\n",
       "      <td>LINESTRING (113.9249178001669 22.5265275911124...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>138355</td>\n",
       "      <td>71</td>\n",
       "      <td>23</td>\n",
       "      <td>68</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>114.095459</td>\n",
       "      <td>22.549011</td>\n",
       "      <td>114.080841</td>\n",
       "      <td>22.549011</td>\n",
       "      <td>0.1</td>\n",
       "      <td>LINESTRING (114.0954592932891 22.5490106171445...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        SLONCOL  SLATCOL  ELONCOL  ELATCOL  VehicleNum      SHBLON     SHBLAT  \\\n",
       "41465        37       17       34       21          11  113.929790  22.522031   \n",
       "93970        59       27       61       20          11  114.036988  22.566997   \n",
       "149728       74       20       76       27          11  114.110077  22.535521   \n",
       "38433        36       18       37       18          11  113.924918  22.526528   \n",
       "138355       71       23       68       23          11  114.095459  22.549011   \n",
       "\n",
       "            EHBLON     EHBLAT  linewidth  \\\n",
       "41465   113.915173  22.540017        0.1   \n",
       "93970   114.046733  22.535521        0.1   \n",
       "149728  114.119822  22.566997        0.1   \n",
       "38433   113.929790  22.526528        0.1   \n",
       "138355  114.080841  22.549011        0.1   \n",
       "\n",
       "                                                 geometry  \n",
       "41465   LINESTRING (113.9297904142561 22.5220309859059...  \n",
       "93970   LINESTRING (114.0369879242186 22.5669970379702...  \n",
       "149728  LINESTRING (114.1100771355568 22.5355208015252...  \n",
       "38433   LINESTRING (113.9249178001669 22.5265275911124...  \n",
       "138355  LINESTRING (114.0954592932891 22.5490106171445...  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#generate geometry\n",
    "###########################You need to write code here#############################\n",
    "#changed into a GeoDataFrame\n",
    "#generate geometry for each row\n",
    "\n",
    "\n",
    "###################################################################################\n",
    "\n",
    "OD1.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#generate geometry\n",
    "###############################     Answer   ##################################\n",
    "\n",
    "from shapely.geometry import LineString\n",
    "OD1['geometry'] = OD1.apply(lambda r:LineString([[r['SHBLON'],r['SHBLAT']],[r['EHBLON'],r['EHBLAT']]]),axis = 1)\n",
    "OD1 = geopandas.GeoDataFrame(OD1)\n",
    "###################################################################################\n",
    "\n",
    "OD1.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T09:50:41.401875Z",
     "start_time": "2020-02-28T09:50:38.780890Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.7782769203186035 s to plot the grids and shenzhen shape\n",
      " 0.23633337020874023 s to plot OD\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x2000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig     = plt.figure(1,(10,8),dpi = 250)    \n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "\n",
    "#time it\n",
    "import time\n",
    "timeflag = time.time()\n",
    "\n",
    "grid.plot(ax = ax,edgecolor = (0,0,0,0.8),facecolor = (0,0,0,0),linewidths=0.2)\n",
    "SZ_all.plot(ax = ax,edgecolor = (0,0,0,1),facecolor = (0,0,0,0),linewidths=0.5)\n",
    "print(time.time()-timeflag,'s to plot the grids and shenzhen shape')\n",
    "\n",
    "\n",
    "#set colormap\n",
    "import matplotlib\n",
    "vmax = OD['VehicleNum'].max()\n",
    "cmapname = 'autumn_r'\n",
    "cmap = matplotlib.cm.get_cmap(cmapname)\n",
    "\n",
    "timeflag = time.time()\n",
    "#plot OD\n",
    "OD1.plot(ax = ax,column = 'VehicleNum',vmax = vmax,vmin = 0,cmap = cmap,linewidth = OD1['linewidth'])\n",
    "print('',time.time()-timeflag,'s to plot OD')\n",
    "\n",
    "plt.axis('off')    \n",
    "plt.imshow([[0,vmax]], cmap=cmap)\n",
    "cax = plt.axes([0.08, 0.4, 0.02, 0.3])\n",
    "plt.colorbar(cax=cax)\n",
    "ax.set_xlim(113.6,114.8)\n",
    "ax.set_ylim(22.4,22.9)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "GeoDataFrame only need 0.23s！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot the grid plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the distribution of start points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-28T09:55:01.051441Z",
     "start_time": "2020-02-28T09:55:01.009587Z"
    }
   },
   "outputs": [],
   "source": [
    "#Aggregate\n",
    "Odistribution = OD.groupby(['SLONCOL','SLATCOL'])['VehicleNum'].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-18T06:32:46.141023Z",
     "start_time": "2020-01-18T06:32:46.126066Z"
    }
   },
   "outputs": [],
   "source": [
    "#Merge the aggregated result with the GeoDataFrame\n",
    "gridtoplot = pd.merge(grid,Odistribution.rename(columns = {'SLONCOL':'LONCOL','SLATCOL':'LATCOL'}),on = ['LONCOL','LATCOL'])\n",
    "gridtoplot = gridtoplot.rename(columns = {'VehicleNum':'count'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-18T06:36:08.505538Z",
     "start_time": "2020-01-18T06:36:07.495247Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x2000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig     = plt.figure(1,(10,8),dpi = 250)    \n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "\n",
    "\n",
    "import matplotlib\n",
    "vmax = gridtoplot['count'].max()\n",
    "norm = mpl.colors.Normalize(vmin=0,vmax=vmax)\n",
    "cmapname = 'autumn_r'\n",
    "cmap = matplotlib.cm.get_cmap(cmapname)\n",
    "\n",
    "\n",
    "#Plot the gridtoplot\n",
    "#Tip：Use gridtoplot.plot\n",
    "#Set the parameter column = 'count'，which means that you are going to plot \n",
    "#according to the column 'count', and set cmap = cmap, which is its colormap\n",
    "###########################You need to write code here#############################\n",
    "#gridtoplot.plot(...)\n",
    "\n",
    "\n",
    "###################################################################################\n",
    "\n",
    "#plot the shape of Shenzhen\n",
    "SZ_all.plot(ax = ax,edgecolor = (0,0,0,1),facecolor = (0,0,0,0),linewidths=0.5)\n",
    "\n",
    "\n",
    "\n",
    "plt.axis('off')    \n",
    "\n",
    "#plot the fake colorbar\n",
    "plt.imshow([[0,vmax]], cmap=cmap)\n",
    "cax = plt.axes([0.08, 0.4, 0.02, 0.3])\n",
    "plt.colorbar(cax=cax)\n",
    "\n",
    "ax.set_xlim(113.6,114.8)\n",
    "ax.set_ylim(22.4,22.9)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Homework"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the tutorial above. We learn about how to plot OD.\n",
    "But when our teacher ask us to plot 800 figures, how can we iteratively generate figures?\n",
    "Here, let's try to write a for loop to plot the OD flow in every hour and save them as .png file. \n",
    "\n",
    "\n",
    "(Tip: use **plt.title()** to set the name of the figure, and use **plt.savefig(path)** to save the figure. remember to clear the drawing board after finish each plot.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# One more thing: Plot the road network"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Although the picture above is perfect, even Xiao Xu,who is very familiar with Shenzhen map, can't recognize where the red place is and where the yellow place is.\n",
    "\n",
    "\n",
    "\n",
    "So it is better to add the road network to the map as the background"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OpenStreetMap（OSM） is an open source map service. We can download the latest map shp file of China from the website below(OSM in Japan don't have shapefile on this website, but only with the .osm.pbf file, which can transfer into shp by some tool):\n",
    "\n",
    "<a href=\"http://download.geofabrik.de/asia.html\">http://download.geofabrik.de/asia.html</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's extract and plot the road network  using geopandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well, after the training above, map processing should not be difficult. Now our goal is:\n",
    "\n",
    ">1.Download the map shp  \n",
    "    2.Read by geopandas  \n",
    "    3.Filter out the road network of Shenzhen  \n",
    "    4.Add one more layer on the top of the map, with light colour  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tip：Using the method **geodataframe.to_file(path,encoding = 'utf-8')**, you can export it into a shp file."
   ]
  }
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