cluster_plots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "from sklearn.linear_model import LinearRegression, LogisticRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv('train_cluster_work.csv')\n",
    "weather = pd.read_csv('weather_cluster_work.csv')\n",
    "spray = pd.read_csv('clustered_spray.csv')\n",
    "traps = pd.read_csv('clustered_traps.csv')\n",
    "\n",
    "train.drop(columns='Unnamed: 0',inplace=True)\n",
    "weather.drop(columns='Unnamed: 0',inplace=True)\n",
    "spray.drop(columns='Unnamed: 0',inplace=True)\n",
    "traps.drop(columns='Unnamed: 0',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_1 = spray[spray['cluster'] == 1]\n",
    "cluster_1_2011_0907 = cluster_1[cluster_1.yr == 2011]\n",
    "cluster_1_2013_0905 = cluster_1[(cluster_1.yr == 2013) & (cluster_1.mo == 9)]\n",
    "cluster_1_2013_0717 = cluster_1[(cluster_1.yr == 2013) & (cluster_1.mo == 7)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1120c3940>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vMN/MVif9AHe/1d3nuPt7CNoLnw+3P+Xu73T3dwDfjbZL6xoaHqX/xT2J9+8bGGTeikc5Naba5eQcpxA57pg20vaf6hsYZNHcHjYv+zNWLZ6T+jOHhkf4r2u3KFBIXZmn6ApoZu8GPuPuC8u2bQd63f1XFfZvB7rc/ddmNhv438Acdz9kZr/j7i+b2XEEpY1b3f3Rap/f29vr/f39idMr2Tj1+odSXwCTMoNf3DZx99eovaFSdVJXR+lwldU1azbXPY1ZajdjxP3wz1qpy6yUM7NN7t478Z5Hq7nbqZldTdBO8XvAVjNb7+5Xhu0MH3f3K4ES8IQFA5deAZa4e1SttDSsymoDvjhRgJDiyHKEgfuRO+pqqrU37BsabrrgEIkCw2THcURdZv/2/m0cfH2Ek7s6WHrB6QoaklqqkkTeVJIohlnXP5Tp+Xu6Onjy+vlV98myNJO1NtL3AKkHA/7i3Jl8ftGZOXy65GkyJQlNyyGFk2T1uzzbGyZj3mnTac9pFl2tvy21UJCQwkkyr9LSC06no9TegNTU15M/28PwSL5lIK1lIWkoSEhiUW+irCWpj180t4fbLj2TExs00eBUpLUsJAm1SciE+gYGuemBZxo2X5MBv0gxwd8f3PAQo83zZ1xYPWrcnrLUJiGZibqaNnJCv7TXewWI+tDobalEQUKqaoapLZptRtdGWlXDCG61WUg5VTdJVVl3d43TVTZj6/gBZvUacNYKopHbNz/4TM1zbmlgXvPLZTCdtIa8LsTl1VvjB5jVa8BZK6jHoMKogbv/xT0aY9GCVN0kVelCLBC0E92zcYeqn1qQgoRUpS6mEnGCNippLQoSUtVrBW+0rodVi+fUNOtqKxrcN6TSRItRm8QUFi3dObhv6HDbQqUG4Wr94w8O5zHLUGNdu2Zz084DlYcb7gsG36khuzWod9MUVW0q7SQ6Sm0YrREkWtGJnSVeGx6p+febZBJGKQ71bpKjTHZ8w9AEFw8jqKNWN9TmsmrxnDElgL6BwZq6x+a96p80joJEQZRXDUUXYKi9j3qSmVQnI0qfAkRxdJaCJsY0pYNFc3tYNLcndbBo1ll4JT0FiQK4sW8b92zccfjCW37Z3XtwmOvWBn3d0wSKNtN0Fa3GzOjqPJaDVW4Qrl27mWvXbKars4R7MB4lKg2e2Fmiq6PE/qFhjmkL1t2upKPUztILTs/oW0jRqHdTzvoGBscEiEpGHW564JlU51WAaD0HXh+ZsATpHtyE7D04fHjAYlQajLY58QHCgPef3aNG6xaiIJGzmx98JlHPmkZOsCcSx4Hv/GR33smQBlKQyFHfwGDN8+lMJG7SOwONCZBJUaN1a1GQyNHNDyavQmpLOdVpXOnEUf/2akppM7oFqdG6tajhOkdpShGjDqfdsL7iLKhdHSVeP3Skz3u165yugfGiQYWTmTF1qjPgvLd2550MaSCVJBokWvrz1OsfYu7yDcy5eUPqc8TNgrpvaHhMt8dqjdbRez0xd4M9XR1sX7Eg0TrTU0nUY2fR3B4GPvdnrFo8h56uDowgT5acO3PS81hFvYes7HlSxx8brOcd/V66OkqHt0Wvl5w783Cay88fHRP3+RO9X86BNT/Yqak5WohKEg0wvotrEe5Sl15w+lEjssu7NrbC+Ieom3ClaUmi8QPlvvOT3TX/7rbHLMeadL2OY49p45nlF9b02XD0FC3RtCwwtncTBAEnGpsz5+YNR3WaGB51bnrgGVVbtggFiYz1DQyyeuOOvJNxWHR3GP2Dr3zkOXbtG+LkcRfKnq6OzAfk5W3UgzaIpOs615of1UplSUes1xqcKg2Sm2g9jn1Dwcp01dY1V2+71pE4SJhZO9APDLr7QjP7FHANcBrQ7e6/ijnudiC6jbrF3deE288HVhJUeb0KfMTdX6j5mxRU2vENWbvpkjMOP690txw5763dhQpuWUlzV1zrAMVqQSDLEttk5+9SIBBIV5L4NPAscEL4+klgHfBY3AFmtgB4OzAHOA543MwedvdXgC8C73X3Z83sk8CNwEfSfoGiK8o/mgF/ce7MxFUE67b8MtsETaCRS5Qm/R3VOkAxrv0HGDMFSzVJWoiiKqWoZHjgtUOFX59cii9RkDCzGQSlgVuB6wDcfSB8r9qhbwMed/dDwCEz2wJcCKwl+N+IAs40YFcN6ZcEqk0FHiev4GbAneMmoYP81tqerFK7VZ3CImncmWi/8aWGqV5VKI2TtCSxCvgs8IaU598CLDOzO4BO4Dzgx+F7VwLrzWwIeAU4t9IJzOwq4CqAmTNnpvz4/J3YWUpUn9xmcNwxbRPOvppWLVM659lz5U9Om97wBtGk3YKT3vWPUadC0ES9zSY7669InAm7wJrZQuBld9+U9uTuvgFYD3wP+DrwFHAofPta4M/dfQbwj8AdMee4y9173b23u7v5+mcvu/iMCffp6erg57ct4NlbLqr7aOha7ijzXKJy+68rpzfLZVSTViPVcr0fHvW65OdEVW4qOUhWkoyTmAdcYmbbgXuB+Wa2OukHuPut7j7H3d9DcDP2vJl1A2e5+/fD3dYAf5Iu6c0hyV1x+TQH9b6LrmW0Q57TLsRd7JIE28mYc/MG5i7fwKnXP8S8FY/WtTRVjwv4RKWduJJGmzFm7IQGRklaE/7NuPsN7j7D3WcBHwQedfclSU5uZu1m9sbw+WxgNrAB2AtMM7O3hLu+h6BRfEqa6C44y2kOarn7zXPahbiL3aK5PZmWJvYNDbP3YDAD6uC+Ia5ds5kb+7bV5dz1GJg46tWrAeNKGqMOT14/n1+sWEDnscegdQYlrZpvLMzsajN7CZgBbDWzu8PtvdFzoAQ8YWY/Bu4Clrj7obAh+2PAN8PG7L8Elk7mixTZsovPoL3KreCeA68xd/kGZl3/EKfdsL6BKassz2kX4i52fQODNHJ8nwOrN+6oS4miWlVRmmlSxs/1VT6KP055gFKVlNQi1WA6d3+MsMuru38B+EKFffoJGqVx998Q9HCqdK77gftTpbZJ9b+4h5EqFd9Dw6OHG6yLMNI5z+6vlaaCGD9ivZHqMbK4WiBI0622vANE0jEQI+6cev1DmpRPaqYqyoxFiwo1kzzHdoyvmbmxbxurcwoQUJ+8qBYIaq2IStObKapCE6mFgkTGVj7yXG4XuGY0/m55qo/6TvO3UV7K0kVfGkVzN2WsGf+Zk47tyMq8FY8GPawKMBFtPRrL6/E12mzslCo1jdmoI0053zpUkshYM065vWD27+f6+YP7hnBoaEN1nHrkRbWvkfRiO/7vKO+s0RrqrUNBImN5N0SnDVJ9A4N8c5PWCogkbcSvlsv1aLiu16C8eqk2H5VMLQoSGcuyb38SHzrnlFT7a3qHsZI2XP8iZr0IqB4I0gTxolRdlq87IlOf2iQylldBot2MD51zCp9fdGbV/cYvRpN3yafI4qYKT1JlVCmfe7o6UuV3nlWXPV0dFdcdkalPQSJjjexO2tVRwuxID6HVG3fwnZ/s5ry3dvOdn+wec4GKfpY3gLZigDj+2Ha6Oo9NdJceVyKItldrTL52zeaj8jltyaAVfz+SP1U3ZayRd3/R1BIw9kK0euOOwxek8auStfpl59b3nZl4ltxq64JD9bysRz7n2aMo6kwwuG+IG+7bpjWuW4iCRMZ091dcHaU2rl2zmbnLNyTaP266kkZNY1KUHkVDwyOFakSXbClIZEy9QIpraHgUp/r60Z2lI/8icT2d8pjGJO9xCkVpRJfsKUhkbOkFp1Nqb76xEhI4rtR++Hlc+1Kj2p3K/4ryLlXoL7p1KEhkbNHcHlZedtaYrrDRP9iJnaXDUy1EbRcqeRTLvoQjzxuxvKrD4bUu8r5IF6TmSxpAvZsaYNHcnlRdBpt1PeekSm1Q51VaM1O02VOjhmNdpKVRVJKQhmuWAFHUQWMa7CiNpCBRQJXWVJBAR6mdeadNT1TdUmq3YOwIR6r2jKBKb8m5M8cs61mp2u+2S88cUwLMe/S8SB5U3VRAN11yBtes2Zx3MnLT09VRceBfT9lo30ojmKPBhPsODmcyMnjZxa39e5HWpCBRQIvm9tD/4p6Gr8Z2YmcJd9g/NMy0sgvuRM/3Hhw+6kJd61TjXR2lRIPb0rbz1ENev5fxOkrtqnKShlGQKKjPLzqT3jdNZ+Ujz7Fr3xBdnSUOvHaI10fqe3kqtRsrLzur7hfcvoFBln5jC8Mp0ltqszFrJuQlKqVE+R4Fzui5E6ygl8c4STMwNVtLAylIFFilu+Ub+7bx9e/vHDOS+8QKF7IkffdP7Cyx7OIzMrkjj84ZVQklsfID9Q9WaY1fO7q8RFT+PK+B9O5wsFla/mVKMG+iaSN6e3u9v78/72RISqde/1Cie9/tVabbbpR5Kx7VaOIE2gx+flv+vy9Jxsw2uXtvLceqd5NkrnluQwiWTZUJ5T3iWxpHQUIKIe8RxJGiDZ4rqmZclldqoyAhmUsyGV1RbkyXXnA6HWXzNUllmt24dSQOEmbWbmYDZrYufP0pM3vBzNzMTqpy3O1m9nT4WFy2/Qkz2xw+dplZ3+S+ihRVkqqJosxZtWhuD+8/u6finbLunY9QXrSONCWJTwPPlr1+EvhT4MW4A8xsAfB2YA5wDrDUzE4AcPd3uvscd58DPAXclzLt0iQmCgAGhZn+om9gkG9uGqx4p6x75yOUF60jUZAwsxnAAuDuaJu7D7j79gkOfRvwuLsfcvcDwBbgwnHnfgMwH1BJYoqqVoVjwF+cOzP3rq+RlY88p4FqImWSliRWAZ8F0nbQ3gJcZGadYZXUecAp4/Z5H/Btd38l5bmlSSya28Ntl555uERRPj/SnYvn8PlFZ+aZvDHUuykZzWPVOiYcTGdmC4GX3X2Tmb07zcndfYOZ/Tvge8BugmqlQ+N2+xBlJZQKn38VcBXAzJkz03y8FEge02jU4uRw3iiJV2o3ll2c/8h4aYwkJYl5wCVmth24F5hvZquTfoC73xq2PbyHoHbh+eg9M3sj8A4gdgEFd7/L3Xvdvbe7uzFrCUvrUu+msTpK7WNmzO3p6shkGhcprglLEu5+A3ADQFiS+Iy7L0lycjNrB7rc/ddmNhuYDZSvOv8BYJ27/yZtwkWyMH46kUoTFybZFk2AODwyyoHXgzaOaL6nzlIbQ4dGcQ/umjqPbefg6yMVJ0yMfrbZ2F5i0evx+xlHGpWPbTeGR33M5xx4faTqrLnRd9+1byiTmXSl+dQ8d5OZXU3QTvF7wFYzW+/uV5pZL/Bxd78SKAFPWFAH/QqwxN3Lq5s+CKyoOfUiGWiWqrGstPJ3l6Np7iYRkSlOczeJiEgmFCRERCSWgoSIiMRSkBARkVgKEiIiEktBQkREYilIiIhILAUJERGJpSAhIiKxFCRERCSWgoSIiMRSkBARkVgKEiIiEktBQkREYilIiIhILAUJERGJpSAhIiKxFCRERCSWgoSIiMRSkBARkVgKEiIiEktBQkREYilIiIhILAUJERGJlThImFm7mQ2Y2brw9afM7AUzczM7qcpxt5vZ0+Fjcdl2M7NbzeynZvasmV09ua8iIiL1dkyKfT8NPAucEL5+ElgHPBZ3gJktAN4OzAGOAx43s4fd/RXgI8ApwFvdfdTMfid16kVEJFOJShJmNgNYANwdbXP3AXffPsGhbwMed/dD7n4A2AJcGL73CWC5u4+G53s5ZdpFRCRjSaubVgGfBUZTnn8LcJGZdYZVUucRlB4ATgMWm1m/mT1sZm9OeW4REcnYhEHCzBYCL7v7prQnd/cNwHrge8DXgaeAQ+HbxwG/cfde4MvAV2M+/6owkPTv3r07bRJERGQSkpQk5gGXmNl24F5gvpmtTvoB7n6ru89x9/cABjwfvvUS8M3w+f3A7Jjj73L3Xnfv7e7uTvqxIiJSBxMGCXe/wd1nuPss4IPAo+6+JMnJwx5RbwyfzyYIBBvCt/uA+eHzdwE/TZl2ERHJWM3jJMzsajN7CZgBbDWzu8PtvdFzoAQ8YWY/Bu4Clrh7VN20Ani/mW0DbgOurDUtIiKSDXP3vNOQWG9vr/f39+edDBGRpmJmm8L239Q04lpERGIpSIiISCwFCRERiaUgISIisRQkREQkloKEiIjEUpCYlPx/AAAEkElEQVQQEZFYChIiIhJLQUJERGIpSIiISCwFCRERiaUgISIisRQkREQkloKEiIjEUpAQEZFYChIiIhJLQUJERGI11cp0ZrYbeDHvdIROAn6VdyIKTPkzMeVRdcqfiSXNoze5e3ctH9BUQaJIzKy/1uUAW4HyZ2LKo+qUPxNrRB6puklERGIpSIiISCwFidrdlXcCCk75MzHlUXXKn4llnkdqkxARkVgqSYiISCwFiXHMbI6ZbTSzzWbWb2bvCLcvDbdtNrOnzWzEzKZXOP58M/tRuN//MbM/HPf+ZWbmZtaUvTayyh8zu87MfmxmW83s22b2pkZ/t3rJMI+OM7M1ZvaCmX3fzGY19pvVRx3y54my/XaZWV+4fZqZPWhmW8zsGTP7j43+bvWQVf6E77073P6MmT2eKEHurkfZA9gAXBQ+/3PgsQr7XAw8GnP8T4E/Cp9/EvinsvfeAHwX2Aj05v1di5Q/wHlAZ/j8E8CavL9rAfPok8CXwucfbNY8mmz+jNvvm8Bfhc//G3B7+Lwb2AMcm/f3LVD+dAE/BmaGr38nSXpUkjiaAyeEz6cBuyrs8yHg6zUcfwvwd8BvJp/M3GSSP+7+HXc/GG7fCMyoS2rzkdXf0HuBr4XPvwGcb2Y26dQ23mTzBwAzewMwH4julB14Q5gnv00QJA7VI8ENllX+fBi4z913ALj7y8lSU4DIWaQH8EfADmAnMEgwUrH8/U6CP77pMce/E/g18BJB1D4h3D4X+Gb4/DGatySRSf6M2+fvgRvz/q5FyyPgaWBG2X4/A07K+/s2On/K9vsr4Btlr98AfAf4JfAqsCDv71qw/FkF/I/w+rOJsIQxYXryzpCcfgn/Fv7DjX+8F/gC8P5wv8uBfxt37GLgwSrnvg84J3y+FLiboO3nMWBWuL3QQaLR+TPu/SUEJYnj8s6HouUR8EyFIPHGvPOi0flTtt/D0XnC15cBdwIG/CHwCyrchBThkVP+/H34v3U8wXQezwNvmfA8eWdW0R7Afo50DTbglXHv3w98OObYbuBnZa9nEtwJTiOYX2V7+PgNQRGysIGikflT9vpPgWdJWFda1EdWeQQ8Avz78Pkx4d+U5f19G5k/Zfu8kaC09Vtl2x4C3ln2+lHgHXl/3wLlz/XATWWvvwJ8YKL0qE3iaLuAd4XP5xNEWyDoPRG+9y8xx+4FppnZW8LX7wGedff97n6Su89y91kE0fwSd+/P4gtkrO75Ex47F/ifBPmSrK60uDLJI+AB4Irw+WUEDZdex3Q3ymTyJ/IBYJ27l7fv7QDOD8/zu8DpwM/rlOZGyip//gV4p5kdY2adwDkc+duKl3fULNoD+A8E9XVbgO8DZ5e99xHg3grHrAdODp+/D9gWHv8Y8AcV9n+MJixFZJk/BMXv/wtsDh8P5P1dC5hHvwX8M/AC8INKf1vN8Jhs/oSvHwMuHLfPyQQ9g7YRVN0syfu7Fil/wu1LCWo3ngauSZIejbgWEZFYqm4SEZFYChIiIhJLQUJERGIpSIiISCwFCRERiaUgISIisRQkREQkloKEiIjE+v+o/xBns3TiCQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(cluster_1_2011_0907.Longitude,cluster_1_2011_0907.Latitude)\n",
    "plt.scatter(cluster_1_2013_0717.Longitude,cluster_1_2013_0717.Latitude)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_3_2013_0829 = spray[spray.cluster == 3]\n",
    "cluster_7_2013_0717 = spray[spray.cluster == 7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_3_traps = list(traps[traps.cluster == 3].Trap)\n",
    "cluster_7_traps = list(traps[traps.cluster == 7].Trap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_3 = train.copy()\n",
    "train_7 = train.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "for ind,row in train_3.iterrows():\n",
    "    if not row.Trap in cluster_3_traps:\n",
    "        train_3.drop(index=ind,inplace=True)\n",
    "for ind,row in train_7.iterrows():\n",
    "    if not row.Trap in cluster_7_traps:\n",
    "        train_7.drop(index=ind,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_3_august = train_3[train_3.mo == 8]\n",
    "train_3_2013 = train_3[train_3.yr == 2013]\n",
    "train_3_2011 = train_3[train_3.yr == 2011]\n",
    "train_3_2009 = train_3[train_3.yr == 2009]\n",
    "train_3_2007 = train_3[train_3.yr == 2007]\n",
    "\n",
    "\n",
    "\n",
    "train_7_2013 = train_7[train_7.yr == 2013]\n",
    "train_7_2011 = train_7[train_7.yr == 2011]\n",
    "train_7_2009 = train_7[train_7.yr == 2009]\n",
    "train_7_2007 = train_7[train_7.yr == 2007]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Cluster 3 Mosquito Numbers')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,12))\n",
    "plt.scatter(train_3_2007.Datetime,train_3_2007.NumMosquitos)\n",
    "plt.scatter(train_3_2009.Datetime,train_3_2009.NumMosquitos)\n",
    "plt.scatter(train_3_2011.Datetime,train_3_2011.NumMosquitos)\n",
    "plt.scatter(train_3_2013.Datetime,train_3_2013.NumMosquitos)\n",
    "plt.plot(weather_2013.Datetime,weather_2013.Tavg)\n",
    "plt.xticks(rotation=90);\n",
    "plt.ylabel('Number of mosquitos');\n",
    "plt.title('Cluster 3 Mosquito Numbers')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,12))\n",
    "plt.scatter(train_7_2007.Datetime,train_7_2007.NumMosquitos)\n",
    "plt.scatter(train_7_2009.Datetime,train_7_2009.NumMosquitos)\n",
    "plt.scatter(train_7_2011.Datetime,train_7_2011.NumMosquitos)\n",
    "plt.scatter(train_7_2013.Datetime,train_7_2013.NumMosquitos)\n",
    "plt.xticks(rotation=90);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(15,12))\n",
    "plt.scatter(weather.Datetime,weather.Tavg)\n",
    "plt.xticks(rotation=90);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}