clicks.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"clicks.csv\", dtype={\"source_id\":\"int8\", \"advertiser_id\":\"int8\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "advertiser_id         int8\n",
       "action_id          float64\n",
       "source_id             int8\n",
       "created             object\n",
       "country_code         int64\n",
       "latitude           float64\n",
       "longitude          float64\n",
       "wifi_connection       bool\n",
       "carrier_id         float64\n",
       "trans_id            object\n",
       "os_minor           float64\n",
       "agent_device       float64\n",
       "os_major           float64\n",
       "specs_brand          int64\n",
       "brand              float64\n",
       "timeToClick        float64\n",
       "touchX             float64\n",
       "touchY             float64\n",
       "ref_type             int64\n",
       "ref_hash             int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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       "      <th>timeToClick</th>\n",
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       "      <th>ref_hash</th>\n",
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      "text/plain": [
       "   advertiser_id  action_id  source_id                   created  \\\n",
       "0              2        NaN          4  2019-03-06T22:42:12.755Z   \n",
       "1              0        NaN          0  2019-03-08T10:24:30.641Z   \n",
       "2              0        NaN          0  2019-03-08T15:24:16.069Z   \n",
       "3              2        NaN          3  2019-03-06T03:08:51.543Z   \n",
       "4              2        NaN          3  2019-03-06T03:32:55.570Z   \n",
       "\n",
       "          country_code  latitude  longitude  wifi_connection  carrier_id  \\\n",
       "0  6333597102633388268  1.205689   1.070234            False         1.0   \n",
       "1  6333597102633388268  1.218924   1.071209            False         4.0   \n",
       "2  6333597102633388268  1.205689   1.070234            False         6.0   \n",
       "3  6333597102633388268  1.205689   1.070234            False        45.0   \n",
       "4  6333597102633388268  1.205689   1.070234            False        45.0   \n",
       "\n",
       "                          trans_id      os_minor  agent_device      os_major  \\\n",
       "0  iGgClCM9exiHF4K31g94XmvHEBSLKIY  6.768137e+18           NaN  3.072849e+18   \n",
       "1  MMHTOJ6qKAOeIH_Eywh1KIcCaxtO9oM  3.025219e+18           NaN  1.774085e+18   \n",
       "2  vIrEIdf9izUaWdAri6Ezk7T3nHFvNQU  5.975656e+18           NaN  3.072849e+18   \n",
       "3  YaKxxEAs2UmZhSpRfiCO9Zpa82B_AKM  6.768137e+18           NaN  3.072849e+18   \n",
       "4  X5XTOcYQovkl6yadYdAD7xioVGU9jiY  6.768137e+18           NaN  3.072849e+18   \n",
       "\n",
       "           specs_brand  brand  timeToClick  touchX  touchY  \\\n",
       "0  2733035977666442898    NaN        1.563   0.905   0.078   \n",
       "1   392184377613098015    NaN          NaN     NaN     NaN   \n",
       "2   392184377613098015    NaN          NaN   0.946   0.473   \n",
       "3  2733035977666442898    NaN       19.013   0.035   0.431   \n",
       "4  2733035977666442898    NaN       28.110   0.054   0.423   \n",
       "\n",
       "              ref_type             ref_hash  \n",
       "0  1891515180541284343  1904083516767779093  \n",
       "1  1891515180541284343  3086509764961796666  \n",
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       "3  1891515180541284343  4368617728156436525  \n",
       "4  1891515180541284343  4368617728156436525  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "advertiser_id          0\n",
       "action_id          26351\n",
       "source_id              0\n",
       "created                0\n",
       "country_code           0\n",
       "latitude               0\n",
       "longitude              0\n",
       "wifi_connection        0\n",
       "carrier_id            11\n",
       "trans_id               0\n",
       "os_minor              12\n",
       "agent_device       23108\n",
       "os_major              12\n",
       "specs_brand            0\n",
       "brand              20116\n",
       "timeToClick         3374\n",
       "touchX              3340\n",
       "touchY              3340\n",
       "ref_type               0\n",
       "ref_hash               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>touchX</th>\n",
       "      <th>touchY</th>\n",
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      ],
      "text/plain": [
       "   touchX  touchY\n",
       "0   0.905   0.078\n",
       "1     NaN     NaN\n",
       "2   0.946   0.473\n",
       "3   0.035   0.431\n",
       "4   0.054   0.423"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clicksPosition = df[[\"touchX\", \"touchY\"]]\n",
    "clicksPosition.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "clicksPosition = clicksPosition.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import gaussian_kde\n",
    "xPosition = clicksPosition[\"touchX\"].values\n",
    "yPosition = clicksPosition[\"touchY\"].values\n",
    "\n",
    "xy = np.vstack([xPosition,yPosition])\n",
    "z = gaussian_kde(xy)(xy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Densidad de clicks en la pantalla.\n",
    "### No tiene sentido que la resolución de la pantalla me de en teoría de 16/1 cuando suelen ser de 16/9 ( ÉSTO YA LO PREGUNTÉ, ESTOY ESPERANDO RESPUESTA )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 72x1195.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(xPosition.max(), yPosition.max()))\n",
    "plt.title(\"Cantidad de clicks en la pantalla\")\n",
    "ax.scatter(xPosition, yPosition, c=z, cmap=\"inferno\", s=10, edgecolor=\"\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6333597102633388268    26351\n",
       "Name: country_code, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"country_code\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ploteo del tiempo que tardan el clickear ( PREGUNTAR POR QUÉ HAY TIEMPOS DE 17000 SEGUNDOS )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "time = df[\"timeToClick\"].values\n",
    "time = time[~np.isnan(time)]\n",
    "plt.plot(time, \".\", markersize=0.3);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saqué la media para ver en dónde se ubicaba y sigue siendo alta ( 200 segundos aprox. )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x12cfd8940>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SldhTeRBMNfGWYTYOZunU4LQBoDgvJ6Xxql3oUw+zdpbpsUQJBwO5NmtYTU4RO1pjD2c2CXd9tg1m6dbg0hGvtgv9tgvnq3Y8RdC3s2zpA0o4GNCm+voKimVgU4xHrxXrB9dwZZUN0+hwZGOeoqEdO6+YOmiCIVuUJCUcDBhnDtEqK5bKzIaKzgRaGcZalmowU8x0sklJUsLBgHHmEK2yov0eryaQzYIk2bxlU8NXKLKVbOkfSjgYMBvAolVWpN/jGRCzaUppJFV5y5aGn26ysQ4VqWGm1K0SDiakegCLNb5s1qyzOW/ZRjYLeUVyZKJuM9WOlHDIMrJ58M3mvGUTqRKkSrhMDvGU82QrSZlUNJRwUKSNmTy4pUIwPNug9imkm0QG38lUkjI5Y1fCQZEW4ul0agA0R4pM52D6MxXMpZnKmxIOirQQa6dT9nlzcm1WtYltklBlbI4SDoq0EUunmwqaG2RmdpPtZTITmMlKS8LCQQixXAixR/cZEkLcLYS4VwjRrgvfqLvnHiFEkxDiiBDiOl34hmBYkxDiO8k+lGJqke2DYKZmNzN5YMoGMjmrzYa6T1g4SCmPSCnXSinXAhcCo8DzwZ//r/ablPJVACHESuAOYBWwAfgvIYRVCGEF/hO4HlgJfCF4bcZIpGKyoTIV6SETsxtlbss8mZrVZkvdp8qsdA1wXErZEuGam4EnpJQuKWUz0ARcHPw0SSlPSCndwBPBazNCIhWTLZWZbUyn8pjsAWKqmNumO5ko/2yp+1QJhzuAx3X/f10IsU8I8TshxKxgWC3QqrumLRgWLjwjJFIx2VKZ2YTL65s2R0Zn6hlUe5q5ZEPdJy0chBB24Cbg6WDQL4HFwFqgA/hpsmno0rpLCNEghGjo7u5OVbQTSKRisqEysw0hM52D5JnpdmfFzCUVM4frgV1Syi4AKWWXlNInpfQDvyZgNgJoB+br7psXDAsXPgEp5QNSynopZX1VVVUKsp4Yqei007nju7y+0DsFprrQnOl2Z8VZZpqCkArh8AV0JiUhRI3ut88CjcHvm4A7hBC5QohFwFJgO7ADWCqEWBSchdwRvDYrSUWnnc4dX/9sU10waMxku7MiQKbOVMrkOCGkTHzuL4QoBE4B50gpB4NhfyBgUpLASeBvpJQdwd++C3wJ8AJ3SylfC4ZvBP4dsAK/k1L+c7S06+vrZUNDQ8J5T4ZUDHzTafA0Mp2fTZHdpLPtZaJdpyNNIcROKWV91OuSEQ6ZJJPCQaGIlckaUJRAPqtpqxlXZGIVDmqHtEKRJhJdFj0Z6UxHssUUN13qQQkHRdoYdnoynYWMEu9gleggb3y17Uwm02WQTkE92UJHCQdFWhh2erhv0wElICZhv4z2atuZXtbZQLpmL5mYHSrhoEgLxXk5/OCmVRTn5WQ6KwkxlTa+aTMH/bvPFZlDX4epqo9MmMyUcFCkjaksGLLBhh9P+sV5OVlhb59JRKufVLejya5bJRyyCK0RTdaglOnBL1uJ510U6SLb31A204mlfuLR9rOxLyrhkCVojW3Y6ZkUrTVbtONsJdMvKcqWlTeKiWjLhmOpn1gFQzb2RbXPIYvQGt1UXxs/VdbcJ5vPqfCcUyGPU4lY9lIkUuaTWU9qn0MSZNoZOVmNJNmBMVy4pgVlmyakJxXaWrYPutmqkU5los0YklmOnG0o4WBAdajoRCojrfMAWV2OM8FsMxOeMZVEUnj0v0Uqz+lU5ko4GEimcrN1IEw14cpIW2efa7NOiU4Sz+a0VJNonNNBI81Gwik8Lq+PZxta43o3yXQpcyUcTEhUMGSzppxqzASDcdPbdOgk6ajXROOcaW0sXUSa8RrbrHb0/G0XTv3j5+NFOaRTyEx3/vU6XFQU5WY6GyknHfWaaJxm9830dhcP6T6cz1gX2Vg3yiGdAbKtEUwmLq+PzYe6pqVWm4p6NZZLonGaCQY1m4iddJo7jXUx1etGzRxSyLDTM2V3BaeCbNSSsoHJ1lYV5kxGOamZg2IC6qC5mTdzisdBmU7nfKriney3nE0mqdDiY7nXzGcxVVHCIUWk+qC5qToVnSnEO9hk++q3yTSBZMLckqyANsvzdO+jSjiYkOgLV4yCIZnlilPRVjnV8psM6T5/KVobSHVZT+bS40wtc04mPWOep2ofjQclHAwkUunhtIpEG89U2CNgZCZ0FiPpPH8pUhtIlxY7me1tKrVtDX2ep2IfjZekHdJCiJPAMOADvFLKeiFEOfAksBA4CXxeStkvhBDAz4CNwCjwF1LKXcF47gS+F4z2h1LKhyKlm06HdKrORslGZ1Q6mWnPGwuTcX5Vuh3e2cRMbGOpfubJdkhfJaVcq0vwO8BmKeVSYHPwf4DrgaXBz13AL4OZLQd+AFwCXAz8QAgxK0V5ixt9p4v3nmhhiqlFshp5Op3QWt5mghYL2TU7naw8ZPKZ02VWuhnQNP+HgFt04Q/LANuAMiFEDXAd8JaUsk9K2Q+8BWxIU95iIt5KyYYGm0myqeOmikw8UyymIu2sH33eprtggOwRgpPZLjL5zKkQDhJ4UwixUwhxVzCsWkrZEfzeCVQHv9cCrbp724Jh4cIzRrwv6ojn7JXpiP7APY2pXh6T3TH1g06ks35e3N0OkBUD5WSTDc872e0iU8+cCuFwhZRyHQGT0deEEJ/Q/ygDTo2U7LQTQtwlhGgQQjR0d3enIsqIxFMpQoLD6Q37eywD5VQfTIHQC4umy0wiHbujI6ENOpHO+tFfo0g/4c5imu4kLRyklO3Bv2eA5wn4DLqC5iKCf88EL28H5utunxcMCxduTOsBKWW9lLK+qqoq2aynjFybletW1/CjVw+ZboKLZaDM9sE01g1A2ovuYWZqtkZirVf9jEBD71cwhitSR6S6maw3M2YjSQkHIUShEKJY+w6sBxqBTcCdwcvuBF4Mft8EfFEEuBQYDJqf3gDWCyFmBR3R64NhU4aKotywm+BimYZmiz3VjHgEV3FeDtefVzMpmu1kOgUTJdZ6Nbsu2xUGPVMhj2ZEKmOX18dr+ztC7XmmkezMoRr4UAixF9gOvCKlfB34MfBpIcQx4Nrg/wCvAieAJuDXwFcBpJR9wP8CdgQ/9wfDMoL+4Kx4iLQ7OpbGlakGGO054/W/vLa/I+2DRToHzlTtV9GIdaNcJBNSNjPZG/ZSSaQy1n6bqeelqYP3DGgNXTOPZLJzTtZBYaleI6/lO90HEaa6fLRBzFge6ayH6bJHIVwZZfr5pvK+iHTlXR28lyB6bSHeBp3KZa+TZVIIZ85INs7JOIgw1YIh3CqgdA4uU2V2EI1w+c/k86WrD03GTCgbTIpKOJigNeR4BUMsy1ljrfTJPutGI5oNNlZSfRBhOtE0tHhXAaWq405GHWdykMmU4Eu0D8W6cCTZPhKJbFAalHAwIZEKdnv9iBgsdPFUeiYaRrj8JaLJhBMM2WSD1j9XvMrAZJ5imuz9mdZCM0UigiFSWen386TyPLVwaWWSGetzSKWNVO+nmAqacqJEG0CNv5tdP+z0pN2XE89Ar3cGJyIgpopPaCrb3qMR67PF2n6TiW8qlLPyOUTAKOH1kj6R6ZzeTxGv1jCVtLloHSvaKxLTuTQwUrrR8hzvfRqTZfKL1h5j3YMyHYl3H0mkFVXxziDDrXCaLsz4mYNRM0tG8ser5WV6JUciRCqfcDMHfXg6NKtk6jDdeUs3Zm1opr2uNtUzh2wlVflTM4co6J3O+kFFO/4h0TjjGeizwekUD7HYY43/G+9Jx7MayzHeWZ/Z93SQ6CzROPvSY3z2mfi62mQ0fePv2TqTz4TfaMYKBz36QUXb35CIeSjbNY9kiVWYRTPTpaOBp7PcI5ki4okj0iqXWO8zGyD0z16cl8M9G1fMqJlDqshmx30mFEklHAwkur/hie0tcZ/MmukVL4mkG4tgMD5TrEtlEyHdZRcuv/H6NvSrXJ5tiG3JM0w8aC8W/8PmQ10RZxux5Hc6EK9Qz/aZ/GTnSwkHExKphByLhZvOj9+RHck5m8oBNJZld6lIz2imi/R7skyGcA1XR/HMoox5lCJympFMcZFmYHohpPejxFPPmVZYUhm3mYk4XtPoTEYJhxSQa7Pyufr5cU/ltdU74bT6VHVSs4EslkEkXqIJH33a4e6Jh8nQ9CLVUax7VfTr4gFuu3B+xHtjnSGEWx2WTD1PlvacbiEUzkQcz/OZCd+ZxIxdraSRaT9BPKt/MpmXWO41nknl9vojCkz9ShuYeKZRtpCqekjVqhqz6+Jx+Ge6zU9mPhJNw7gKLNb9OVNh9ZtarRQD6TKtxEM0DXKyMBto4kHTyLQju4Gojv147enpQq99m5GqPMWyGiYejdo4G9C+x3pfpkllPlJdd0bzaCz7c2JZPDCVmJHCwczZp4VP9QpNhFQ1an1Hgthe9jOZS0nN0NumY1lNlKzZLZxzWyOaz8aMeJ3d041422w85ar9NR7dHc2fFqtpMJuZccIhmrMvUe012qCSzaRSgzfGFQ+ZKD99xw93Zo5GsspDuGW9Zqu74k1Li1OKwDlfU5VkZq2xmtTirUOjeSiSxSFWZWcqKKIz0udgZgtMxlbo8vp4tqEVKaI7G5NhMm2YiaSVCp/FZJmWEvX1pKMOwsWZSFq9DhebD3VFLMdstYWnug2kolzD5UkvDCJdE6t/YjJRPocIGCvEaFJI5Iydz9XP57YL58edl3imwolsooo3HWNa6bxHz2T6HKL5mtLpB4pn1VO8JgmXN7DHIdry6MnUWOPtR6k6YjvSc0Yqm3jypF8dlsgrXsOt2os1b+lmRgoHPXpnEyTeQHNtVtxef1w233idj5rZI92b7RIpAzP/TTxMphalL0uI7yXy6fA5pCoeM9u4kUwL4WgkIhgilUW8M4RowiScv9LoI0qlqStTJqgZLxy0SrTbLAmd66/h8vp4aU87zjjsvfE2YO26WN4bkUw6+rTiTQdia8xGrT2RmUqyaI7oWE+KzZbZUaR4Yol7snwS4TTqVBBukDb+lkxejelF8leG8x3FmrbW/uKdvaSThIWDEGK+EOIdIcRBIcQBIcTfBcPvFUK0CyH2BD8bdffcI4RoEkIcEUJcpwvfEAxrEkJ8J7lHih+jIzZRrffGtbXk2eIr0kRmKJ+rT59fIxUYNXMNrVzNOlKqtLx48qjNFo3v4YgUb7KdNFX1ZuYzi4XJPpgvXlNLLMQ7SEeLyyyvZunBxPqPJKRiRbNeGGewxrxNumlJSpnQB6gB1gW/FwNHgZXAvcDfm1y/EtgL5AKLgOOANfg5DpwD2IPXrIyW/oUXXijTgdPjlY9sa5ZDY+6Yr39ye4t0eryh/8NhFme46yPFEy/GPCYTT6JpDo255SPbmsf97/R4E85bKp7loQ+Py799bKd8cMuJcfVnlp9UlWG0PCV6n5a3WOLoGXamPA+xkqr49fGY1VWsccRap2bXpLJNGMcPLW5tzEhlWkCDjGGMT3jmIKXskFLuCn4fBg4BE9XFs9wMPCGldEkpm4Em4OLgp0lKeUJK6QaeCF6bMXxeP5v2BkwO0aS1ccYRTnMw09jCaTnG8GQd0KmYlibjt9BMbl6fH7fXH/r/mZ2tAKazjFjiT4Zcm5XbL1nAP3/2PO64uG6c7disrNI9tU+mzvUztVjMea8fSP+RLZHymsp4EjXnhHMkR0vPSDJtwizP+r/64z8yYVpKic9BCLEQuAD4OBj0dSHEPiHE74QQs4JhtUCr7ra2YFi48IygDRo3nV8bGsBiERAury/itcV5OfzgplXYdWanWAaiZFYO6QVRvCtfjCTi4NM39M/Vz+fWdfNDG+RuXFs7btnvZDncjGVSnJdjWv5GxSDcYJoI4ezKertzpM1yZiYho2k0Yvour2l4On0E6cTMXxRNQMbqXwwXj2YCSpRodQwTT4ieMj4HDSFEEfAscLeUcgj4JbAYWAt0AD9NNg1dWncJIRqEEA3d3d2pinYcWoMpzssJLU+N1cnn8/ojOvv0Tm+NcHHrwxNxJl9/Xg2b9ib/+sRweTJDG7TCaXNaY3d7/SEhof2WjL021mt6Ha6Y7O3DTg/fe24/T2w/FXJEPtvQOk74a2HxDp69DpdpeWuO8XBaolamxmcwW6UcHtM1AAAgAElEQVQTCbfXz572obDtVH+/NgBm64uDtDowtvNIq8/i0cIjDeBmixgSme2ZlXciTu20EIvtKdwHyAHeAL4V5veFQGPw+z3APbrf3gAuC37e0IWPuy7cJ9U+B739Ox7fgJQB+/lDHx6Xv3m/aZxd3ez+WHwT+nsStTM6PV756NbIeQn3fyIMjbnlt5/cHfIlhPPZRCrjeImlfPTpPbm9JWRvN9qsjf8/uOW4HBpzj7P56vOs+abiKbuhMbe8+/FdE2z+Wl1FKxO9v0b/bLHUp/4evY8lUlpaeaXb15II+n5krDujzzCaPykSkdqx8f9Iccda3qnoF9EgRp9DMoJBAA8D/24Ir9F9/yYBPwPAKsY7pE8QcEbbgt8XcdYhvSpa+qkUDvqK1QYRY4OLJDQe3dosH9xyIjQwGjHGGY8DMZbBPZ57zZ4v3jjC0TPslENjbvno1uaIQjKSMzFe4nEmmjn7tPoz5ldrC3qBZ9Yu4s3rbz84bjqwxCJoIiktkQZA/XOEiydcfvV/s4VIA7FeKTJb8BBPfzPrp5H6bKTwWPpcsr/HymQIhysACewD9gQ/G4E/APuD4ZsMwuK7BFYmHQGu14VvJLDa6Tjw3VjST5VwMGs0Zt+1QS+WAc/4m1Gw6BvuQx+aDxbh4oo0Iwj3bBqaYEh0JVa0a3/73rGQ1haunMyE5GRoS0b0GnG4+jObLej/xku4uouUBw1tgDdbaRTLAKifMSXafpK9LpVEStMoFMzKN1y/N1MA9LOoSIpPpHymQgma7NVKSZmVMvlJhXAIV+DhNMxI2rDeBGH2u/bXOEu5+4ldEwagcHnSTA+xapnGpaSJDMSxNkbtWcINXvrvRq12ss0WsQilcDNIpydgcjIbzGPR/Mzu0Zu9ImmokUw8kcrYOFDq208s2m60gXgy6y8eoablfWjMLR/ccjz03MYyN1PcjGjKYTjFJ1w+UrlMe8rMHDL9SfXMQf+/vkKNGqbZ/Q99eFx+5eEd8huP7YxqazfGc7p/dMI94dLRN+5Iz2Ic/LR7Y0knGcKZPcKZ1CLdl25iGfDMhPbp/lH5zcd3ydP9o1GfyyzOSEJFr+FqpkrjIB5L3Yczk2nEunbeqMyEI1XtKBbhGm2GZCznQDkeD/mQjGlFMvnqr4ul/5k9SzzXmqWfDpRwSAJ9J9XPHMIxNOaWv3n/mDzdPxo1XuN9X32kIaJQiXS/PiySRmhmEkt1I9Q0tFjynYp8xHN9InGH0x6f3N4iT3Y7TGcesc4cwj2vXpPV11mke4y/6zcXmmE2GEYjXh9FItfG2g7CKUDG3/RhkQSyWV6MSpVReEczy8XTps2ujaduEiFW4TDjz1YKh367vNkSVD12mwWb1cLbR7oiLmczLkuz2yysqS3h+zeuivo6TbP7jfsZ9Gcu6TcJbdrbznWraybEZbacL9ENd09+3ML3X2w0faG7cbmf/iiARJaxxrphzHgejvaJJW59vNpf7S13Hzf3TjhyQ3uWSPFqexHCrct/aU8716yo5rX9HdhtlnHHpISrK307dTi93LfpAG6v33SJpbYE85oV1VE3bWr0OlxR3+inz0usS4vNlmzG83Io4yYxbVnrsNMzLg6tzPVtLtrxG/rnFfLsWVTadVJEfr54N9eZvd/d5fXxyNbmqHtt0kosEiQbP6mcOURbBRJJK9ZfH6+k15Y2mmmgsZor9JpgOM1SW2art7san1P7bjbDiAWzMjLGp/2fCj+DmWkk3IxEy1u0VVTaX+OsMZZVStHi1M9Aw9m5zcwWZtdHSsPo84nke4pWB5Gc4JHyYvwe7dpEMDP7aOajcHVhNLVqRJoBxlr/seQ1nt96hp3y5l98MG4hgXJIT7JwMC5XNDPHmNksU0W4Ne9mJqJwDSNagwnnTDM2OLNpdKSOEcsAoO+sWvz6fMTj4DPmW9/RzfJq5nOJNnAYzTPRzDT6+yMN6sa4zUxGsSgA0colWjkZyyVaXPG0+VgVmmQJF3+0xRpmipRxma9ZWon46swUA2NeIpXT0Jhb/va9YxPalBIOGZg5GAdlrSGd7h+VPcNOU61bI1xHiqUzh1uZFK2jx0u4AcFMOJndZ8xvpKW9+nuNwsY4SH7j0Z2hPSLxPk80waUfCIwdzYh+xnC6f1R++8nd8nT/qPzGYztD9R8pj/r7w+UxkhDWro8Uf6yYlYnWvrXlmGbtS/89nD0/Uprx+jLiuc4sj5H6YqR7jHkN95yacqOf0YUT5pGULuMqs55h5ziF1OwZzDbypUroxiocZrTPQbPh2W2W0Pk/t104P3S8w5VLq/jJ64d5cU87t66bz03nT7Qjalveex0ufvBCY8QjJMxshmYvyNHbSPX36G2s4TA76kA7msG4PX/Y6eFHrx6acN6Q/nd9evpjrl/a047HL02PYXB5faF7N6w6e16Q/qC9XJsVu83CuoVlrF85h+d2jT+aIhp2myWsrVb7rv3ucHrZ3zGMw+kNxW9Mw+318+LudhxOLz998wjfXr+cojwbvuAz7jo5wFM7TkXMm3bEhlae4c7GybVZJ7w1MN6jtCP5WcLZ0z1+P880tEx454jZuWBGe360YzSMtvNYD79Lxk9hliejb0F7Lu3YEq296s8u03xHZmnkWCzcdP7ZQw21e7X/zfxaer/SsNPD6wc6xp2btflQF/dsXDHhXC99ukISOodNi9/t9U/u4XuxSJBs/CQ7czAzJRjDpZTyaMeQfOjD42E1Vb0t+TfvH4uohURbMmf8X5vJ6O3EkbSGnmFn2H0T2koqM21Vf73RJh1u5mCcBeiv0fJtXAb80IfjZ19a2g99eDykoceiHRk173BlbHx+7Xk0U2G4OteblH71zlHp9Hhlz7BT/ub9Y+M0SLP0o5mAjGYm/ewq2jJoMxOV8Tp9vox57Bl2yq890iB/837TuGtjMXMlssopEvHEE25mFalPavl/dGvzuJmg1gbDmXXMntss3Ow645hi1tbMnscsL9HKPxmIceYgAtdOPeqLi2XDhRcmFYdfSixC4PVLbJazSxC0/z0+P0c6hykvsjOnJA8Aixi/VEG71uuX9DhcCKCqOHfCdfr09H99fonVIsaF66/X0vT6JX0jbsoL7VgEE673S0n3sAu/lFSX5I2Lx+Pzc7J3lEWVhaHn6h/1UFlkxy+hpXeEBRWFWAR0D7uoKMrFZpkYf7g8mpUJECoXrWyNz6OlC+D1+RlyeqkssofiMStD/bOalbM+DWMdaXn1+Pz0jbjH3a9/Dq9f0utw4fH5GfP4WVhRAEBL7ygLKgoC9Ry8drZJHoztSV8Pp/pGqSsvoH/UQ3lh4Fl7HYFn0fJtVtZa/c8qyAnda2yzvQ4XABVFuVgEnBlyIcTZ9uiXkq4hJ5VFuQgh6HW4kATOwdHqPFwZ6svILyU9Dve4PMTSLoz3VxbZw9axPh9aWn0jE+8J1/60PqKVW2l+DjlWQfewi7ICOwOjgfr3S8aVoz5vfkmozPXtxfj8+nvOxkPoN7Oy1Nr/vFkFtPWPhvqfsT/r24XH5yfHmryxR7z33k4pZX2062a0WUmr6L4Rd6gStf+1ilg+p5g5hsFWwy8DHVLrmJVFuWEFg/6eHoc7JBgOdw7TNeQKNuizDUNr9FoebRbBrIIceh0uuoddQWHkDg3EFiGoKs6lqnhiXoUQaEqANkCV5ucE44cFFYXjOoj2VZ8fLc/RCFzrCpWLvmz1+bIIqCsvCAokJ239Y8wqCEzvff7I6WnPGq6cNSGp5cesfgNC1lww9I24Kcq1MTDmobYsn74RN30jbhZUFCCEwOHyMavAjlnqxvT04f2jHurKC8ixWoKDXGDwqSgKDABaffY4Au1PXwYWAeWFdlPBoKVZUZRLRVFuMH0QQhMUZ68VCHpH3PQ6AkrA7OJAmzUKs2jlrw3WWlvVX2/WXoxhsQiGwPWBa20WYXqPUVBofVJrAzZLIK+DYwHzU0VRLgOjWr6Z0Da0vMF4wSANaZYX2ul1uEJtR5+37mHXuN/MntNmEdSVF2C1iAmCQevTgTwRag+n+kbH/ZZ2YpleZOMnVcdnaH/1Uz29eSaS2Uebtmqb4KI5FI3TdW2ar99tqzfLaOYM/bEZxpU+xtUo4Y98OBEy4ZzuH51g9jGWifG7mclHb97Rf/Qro4wfzcSjOfq0qbcW/6/eOSrvfmLXhA2F4Rx3RowmEi1Mn6/A6rMTE6bz+vx9+8ndsrF1YNyz68tSCwtX1+HCjeaUcOYGoykw3Gozs+/hFh9o92sHJEYiVpOd3jRl9pxmzx+reSoeU4repKPlx8wkpP2mtX99uNkqQf3zGZ89nGnTzARl/O70BBZJaEfO6BdpaMvbjc+RqtWSKId0ZIzOJ/1Z+W6vn/NqikNOSuMZ8PrNR5+rDzgWd57sn+CwDLfJR4vj9QMd3HfzamrK8sc5mj5XH3B+u71+fvjyQRzuQDxenz/kPIezm7LM3gOgOcc0J/Ct6+YBsLttELvNgs/rH+co0/Krfdc7r4edHn74ykFTh5i2SUhzxmr51zYOOpxenm1o5YntpwC4ZkU1P3r1EF6f5Kbza0Obvew2C26vn8OdDr76ySV8cKzb1LFoVn/GTV43rj3rMNQc426vHykCTr4b1tQipOS5Xa0TnunmC2opL7Lz7fXL+f1HzbT0jPCjVw/R53CHnILrV87hR68eGueMj+Qg1vPE9pZxZWt0qGv1es2Kan765hGGnR7cXj8ef+DthFqcRiexvg717UEL09p2U6eD+zcdiOpcN9u4aOYMDdRtS+idCnrnabh4I73ISv/d6NCPRK7NGtpA6Pb6eX5nK997fv84R7S+3169vHpcHeoXpOjT09rwS3vaQ+/30K43XqulpS8/l9fHE9tbJjiuHU4vVpuVf7juXCqKckMbE+02C+fNK8Vus+Bwevn+C408t6uNYacn4kbZtBCLBMnGT6pmDkYtq2fYOe7dDEaHrf5ejaExt7zrwe3y/73XFHamYbzPbCmo0aHl9ASWVWpao9kJrlqejfFo2vhv3zs2wemp14S167V7tGuMM5KHPjw+btmrUSs3c5brNTR93JrWrqXTM+yUf/vozlDezJbxaYsCjGWpLzMtTWOZGLU/TSvXv39DH67lSdPotDCtLh7cEph9GTV9vVaqL0d9+t8Mvs/BOLMxq1PtOuNMLFw9GetGX3aPbGuWja0D8qb/eF/+9M1DoaPDw2m4+rBI2rvZzCGaozhSXuNZrm1sg/p7tdmpvp1p+dQvmDB7bn270drAyW5HxA2iQ2MTNwxq6emPx9HPDn71ztFQPrR79TNprc2l0hktpZo5xITb6w8d+aBJ+qI8G1abhc9fVBda1vr9FxrpdbjGaah6jcHtDfgnxtyecZpIuLd5adrsjWsnLsW8+YLakMYE8MGxbm5cG9CwrbpXjGoa47DTww9fPsgT20+FHJIAYx4fL+xuZUfLQEBrCr4a0u31c9fDDfQ53OO0N007dTi9obdc2W2W0LN+5vza0LJXTZMfdnp4entLSHPUnlHDbrOEluRpM6zX9ndww5q52G2WceloZtmiPFtohqRHCkzfbKctG3xpT3voqIeOgTG+/NAO+hxuXF5faGaj5fHKpVW8ebADm1WEltrm2qxcubSKn755hEsWVfDDVw6GlsvWlOVz/Xk1vH2ki6vOrQbg1f0BTVKrS22J73O7WkPvytaWQ0NAA7XbLHz3hpVsPtSF2+vnmZ2t497spmmXHQNj/PVDO3h2Z+u4GY+2LFeKQD1qM4xwy5u1MKvNwoZVNexs6WX9iipyrQKr5ezyXS1t7fgJ/VEjkY5Z0fcDfd2E0/jNjg0x9iOtLmM9rkMrvz6HO9R3hp0e/vX1w6xfGXgbot1mCaVtt1m4bnUNt104n6I824TZy7DTEyqHZxtaef1AB5csquAXbx/jutVnl6Nqv2vloL0GWItTK0+318+6BWWh9qy9EfH+W1ZzW30dN51fS0VRLvdsXMHL+9p5blcb162u4Y3GQNv54Fh3KP+TzYwUDvqGd0FwCqfh9vpD5g6ANxo7WFFTzDMNLRNMAtp0ffOhLv7kkjrePtLN49snTtf17yPWzmrSGrIxX8Yzb7Tr9NNY/Zp4u83C/besDpk6NKGRYxFsPC+QVueAk/0dw7i9gUH3P/5kXchsow2umlDTTE3agPrI1pO4vD4qinL5wU2BM6AcTi8+b0CQ7G0f4oY1taF1+0ZTx41ra9m0tz103s81K6p5ed/pkDlHK2f9+VI+g0nC7fVzx8ULQs+vn6L3OlzYbRY8fj8v72vn+vNqKMqzcd2q2by0tz0kuK5bXRMy1f3k9cN4fZIb1tTy+oGOUP28daCDezauYE5ZHudWF44z4UHg3ctvH+li/coabFYLILHbLFyzojr0HDkWC7eumz/ONKQNehBwiGrP7XR7Kcqzhd4t/mxDKw9+eJw3D3bww5vPozDPht1mCe2v6XW4+NGrh7hicRWv7e8Itb1rVlSH2o9eAdGEvjYQSiFYv7KWo10j3LCmNmSWfGlPwHTi8ft5blcrD354gie2t4zbs6Gn1+Ga8NpUYfCTGpUis9d5ar9pfUQz6Y55vON+M6IXWhVFuXx7/XJ+8sbh0D4Wu83CqtrikHKiKTzDTg+PbG3mu8/vx+H0Ttg74PIGzrfS9oFo5t0tTd3cs3EFFUW5oWd5bldraJ+PVt52m4UnP27hka3NIWXr9QMd3LrurPlJ/0w/fPkgz+1qw+X1UZRnC5ZhoE2NeQJtTa90xPI++1Qy44SDpvW29Izw2v4OPhsc1DRt4LvP7eexbSd5ZmcrfQ43V51bzY3n17K3bZgRly80GLi9fh7Z2sz9Lx1gVU0p//jsPr53/UqK7ONt9i09I3z/hUYe2RqIU2uUWpoaw05PqDPqO7f2W8fAWOhaTUtxOL0hW/4Hx7r59vrlQGAw9cqAFv6tTy/ne5v2c/c1y0IHsxXl2ULvcnZ5fTy2rZl7Nx3gU8uqQ4P8/ZsOcPmSKva1DYYEh6aVaX6QNw92sLKmmKI8W0j7NmqydpsFl8vLUztOcaxzmFf2trPlWA9PNwTK4pGtzdzz7D6e3BHQwrUNa1qa2qChdXytnOCs/8Lt9XPruvmhZ39tfwc3rZ1PY/sQ61cGhMKLu1pDWuQ/bDiXP7tsYWCTm9fP49tP4XB62d02GIrj4GlHqHxcXh/P72xFisBM44Nj3dy6bj53XLwg5Bd6aEszADeuPSv0tYHLbrMEbdYtocHW7fWzr20oNANwe/1ct7qG/e3DDI55+M2WE2xYFRgYtIFt86Eu/vbqpWxp6uaaFdUhwfBGYwdPbG8JtQVNodDqQsPn9fHvm4+yfE6gzrS8ePx+Xtjdyq3r5vOpZdUc6XRww5pabjq/lqeDQkKrT01Aadq3Vu/6QwKNPoRw9ny91l6cl8M9G1dgt1nY2zYU8vGYKVp6f402sJ5XU8zL+07T0jMSvFLw+oEOLl9SNU6A+rx+WvtHQwLb+C7z61bXIOVZ/05A8ZAU5dlC1123uoY7Ll7ArevmhQSs5r8a8/jYfSrQjm5dF3hmrT1obVebzd5/y2ruuLguVIa3X7KA9StrcDi92KxWNqyqCbUNITHdhJtOZpxwABgZdXP3U7tDU37NYepwelk1t5gcm5WLF1Rw1x928KWHPubphhbcHh97Tw3Q53Dzw5cP8tSOU3h9kpU1xcwpy2NpVREHO4e4bnUNfQ53yKTwi7ePhQajm86vZfOhrpBmrjWUYacnoLG4AwOgZmq5ZkU1fQ4333x8N5/7rw956KOTIS3X4fTylUca2Hq8F7fXz5VLqwKa77P7ePijE+xs6ecPW09SlGfj+hWzsdss/PTNI/zZJQtCzt/vv9hIn8PN/rZhxlxe/iXodO5zuEEEhMsa3cxK68Tfu2ElZfk53LCmlvwca2ggd3l9vNHYERKeWieQArY29fKlB7ezZHZAoxt2unl5Xzten5/a8nxe2d/B4x+38PK+dr73mZWhDqUNGi/va+eRrc08taMFp9uL2+sPTce1a70+yesHAuVeXmRn1dxi3jzYGRI4Vy8P5OvHrx3C4fTicHq5LKiFu71+7r5mGW80BgaL8+vKxu2a9vglNquFojxb6Pk0E8E/bDiXwx3DdA442bT37MyppWeEn7xxmD6HO3Qq7uMfnx3E1y0oAwID7v94ai8AK2qKKM3P4XufWUlFUe44U+OVS6vY0tTNmMcXMjXYbRZuXFsbFI4ylC9NmFx/XmCwcXv9/PHFC1hXV0auTXCqZ5Tvv9DI0w2tfGpZNXvbhnA4vfzsv4/yd9cuw26zBNpGx/C4Xe6bD3Xx7fXLQ3nTBm99GzDuHDY6zfVomrHWdgDOnVMc0prNTkzV7zYOaPFtXL+mltMDI/zpb7fROeAkPyfQh3/x9jGuXFrFy/vaeWxbMzdeMJ+6WQVs2tMWmsHr43+jsQOvzx/aFQ3gdJ899eDRjwIKodbHtTa+K2i+zbEI1i2YBRCaMWt9/OntgbbbOeDkrocbcHv94xz3DqeXu/6wg79+eAe9Iy5e3heYGb+0px0pRFgnf7qw3nvvvZOaYKp44IEH7r3rrrvivs9msbB6fhkbVtWQb7fy9PYWPrm8msb2fp7b1U5Rvg0p/bQPjPHZtfM42D5ISX4uFcU2hp0+Pr1qDpeeU8Gq2lIOtQ+Ql5vD3NJ8Pm7u4fP1dWzafYp/39zEnZctorzIzpraMqpKAuvYC+w25pTmYbUIfv/hccbcXs6dU8qbBzq5bHElp/pH2d82yJGuId49coantp/i3aM9SH/ArHN7/QLebDzN9uYeWvvHuKN+AW6Ph6ZuB49vb+Xz9XWMut2MeSW3XTCf//f+cdweH36guWeEG9fUctfD2xjzSBZWFOJwuVlaXcLGNTWsnT+LZ3e3cdGCcr7z3D7+aeNKfH5Ja98Iy+aUhKbmdRWBtdnL55RgtQj2tw9wsGOYJbOLsFoEO5r72HK8l6e2n+L0wCjHux3ctHYely2u5Krls7n/lYP83dVL+aCplxvOq+Vg5xBvH+7m0yur+cLFCzh4epBza0oZc/vwBdd0220W9rb045Pg90vcPj/Hux3MyrfzzuEu5pbls2l3Gx6f5Orl1fz0rSPUluZzqn+UMY+Xlt4RblpTywdN3VQX5/HekW7ODI9x/8uNNHWP8K1rl/P24U6e293O7JI8akryae0d4egZBxuC9t8Rl5cb1tTS3jfGfS828vC2k1y5pIp8uxWrRbC4soj/89YREHCkY4iyfDt/99Quzp1TzCv7OmjtH+XmtfN4blc7FYV2qoryWFxVzGuNp9ne3Mt/H+yifsEs3jvaw23r5lNVkovPH9gLow32P3z5ILesnUdL3wg7W3o40jnMY9tbOTPkZPmcErY393Csy0FNaT6vH+hg/co5jLl93Pn7bWw/0ccfLa5kaXUxhzoG+cXbTXzz2uU09zg41jVMZZGd6uJ8+kadnOxx8MA7J3h6Vxv/eN0KFlQWhjT1OaV5vHvkDHUVBbi9fl7ee5qiXBv//PJBrlhaSYHdxpLqInJtVmwWC3NK83hxTxuHO4dZVFkYEl4ub+CY90OdQzS2D7KwoojDncMsririhd3tfOmKcygrsE/ou3UVBSFlwGaxsLCykMbWfrY197Bpdwe3XDCPK5dVUVWUx882H+Wrn1pCeZGdHc09vHGgm/Ur53DF0ipe3t/BpedUAPD87jaWzykm12alsiiXF/d2cPmSSl7b38Hs4jx+vrmJK5ZUYbdZOHB6kIrCHFr6Rrn63Gry7VYe29bMrMIcVteWcaTLwR8H/WsH2wfZ3z7IvrZ+DpweZHfrILOL8+gcdvKFiwKzzh+9eoiLF5VjtQjsNguXLqpE+n0cbB+iuiSfo11D3HB+Lcuqi/nhywc5f15Z0quW7rvvvo577733gWjXTd0d0vX1sqGhIeH7XV4fD31wnBf2dTCvrAApYemcQt4+fIa6sgJ8Psn+9j7OjPqxAhWFOVy3qoZ55bnsax9mQWUBLT2jfPWTS/jlu02MujwIBFarwO3xkZ+Xg9cn6RgaY+PqOZQW2rlicRU/fvUQS+YU8vsPT1CUZ+eLly3kk0tn88AHx/nWp5ezpambixZWcOdvt3JuTRmr5xVjtQj2nuynY8RNdUEuXaMuLltUyfaTvcwty+N/rF/B3U/upLa0gNqKAp7e3kL9gkqsFsGFC8vY3dJPjs3KX16+iD/59TbqKvKwWS18avlstjX3cd8Nq9nV0suw20tZQS71deW8d6SDR7a38dkL5lFeaKPx9DB3X7OM/z7Uwe5TgyybU0Sh3UbfqIfjZxxctHAWG8+byz1P7+WjE73ML89nUVUh6+pmIZG81tjF1edW8cbBTpZUFvPlKxfzTy/sw+X1YbNauPn8Wm6/qI57nt2H9EvahsZYMKuAy5ZU8qlls3n3aBdOtxefH/a1BdJ/90gP166cTa7Vgs8vOdAxzLq6MnpHnDzyUQtVpbnYrBZqCvPoHHExv6yQ3BwLi2cXcdWy2dz+wEf86SUL6Rp24vdLLlgwi6uWzebbT+/mOxtWcLJ3hMuXBGaXf/PIDkrzbBxoGyQ3x4LFIrigroK180vZ1TJA6+AobreXM0MuCuxWlteUYhVQmGenusTOc7va2fT1KynKs/Ho1hP8+oNmassL2HheDSMuLw9/cJLS4hw2rJzLrtZ+rl1RRWGuDZvVEjKZ/eGjZva3D7G0upD3jvbyb7edz4jLy28+PME5VQU8vaOVZdUlFOTaWDqniIpCOw6nh+d2t7FgViECC7k5Fr521VLufmoXdWWFnBocwYKgujCX3a19zC7J56qV1Ty+9STVZXmcO6eMf9xwLluaAgsjntvVxvqVc3htXztWm4VPLdP8Kj7+9fNrKc7LGTebeH5nK2MeH7fV1/HK3nZ2tw1y/82rsdssPLH9FDesmRuaQfr88Nd3O64AABUySURBVIVLFtDncI8TSPq/L+4OvPNCM2W6vD5+9e5RXm/soqYkj3++9Xw27WljZ8sAXq+fHJuF5XOLybUKLl88m99vaWbl3GKuWDKbbc3dgMDr8/MXV5wTMklesqiCOWV59DncFOXZON7l4HdbmlldW4LXL/nMeXN5vfE0BzqG+durlvKNJ3ZSWZjLRYtmcaB9mH/6zEreONDBVcur2Xq8G49f8vmL6kJjT+eAk288uZN+h5tls0v45LlVjLg85Nos7G0dZMmcYt493M23P72MRz8+Rf2icq5bOYeX97VxuGOYe28+L7RxMhGEEDHtkLZFu2CyEEJsAH4GWIHfSCl/nK60NLOMR/q56txq7FbJ/lOD5NoszC3O4++uXY7H5+ftwx28eqCTi+sq2XK8k6caTvFnly6kuiSP5xtaWTGnlP945xiLZhdypG2IlsFRrlpeTeegky9euoDtJ3u4QJQhpZ+rl1dz36YDtA6M8p2NK7hpzTzcXj+vNLbz98/uobY4j/8+1MnnL6qjc8DJyrmlLKsp4kD7EKtqS7Dl2CgvkNisgvI8G681tvOZ8wOarN1mYeN5c9jZPMiHTd1UFuchkSyvLeHTK2vY1TLAuXOLeb/pDPULS1k1bxYv7W7lyGkHq6pL+frjDSyuLOHChaX0OMb4xTvHWDm3mNqyPJq6hvmXz63h2hVent3dilVI6iryeGFPG1cvr+alPe3ctHY+Lo+Pl/a2c/GSCm6tr6Wp20Fj6xAQ2PE5p8hOXo6NjatrEELw5qHTVOXb6XA4+acNKzjSFfAztA+N8slls5HAsjlF1NeV862n9nD/Tat581Andmtgx3dejo3LFpcDsKtlgDXzS/iH6849u7hAgtVqYczto6V7lLklBfzl5QupnVXA3U/u5qpls7n8nEqK8q184eJluL1+yovsvLavHYfLzf/36E5+fOt5/OmvP+Iza2txe7w09oywal4ZFyyYhUUK8nMtONwePD4/cwpzsRbnU12cS9eQk10n+7h0cSXfvHYZP3oloPGdPfStjh3N/aycX0auVbCvc5jbL1mAX0g+OtHDJ5fN5kD7MEuqi8nNEfzho2Zyc6xYLeDx+ci1WfjEsgp+9MpBDp8Z4pZ188i1WVg2uwSv309dZQHvHu7mF19Yxyt7W3E4fSysLGbL8S4WlBfzSmM7QkrOmV2EHz8rawNtdElNCa/ub8dqERTkWrlkURWFeVZ+/NohllYX0udws725D6fby962IdbOL+Xdo4FD5F7adxqH00ufwx0yffn8Eq/Pz6GOIW5a6+f2Sxbw2QvPmkacbg9FeTb+6Jwq3j/Wxa5TA3h8Pt48dIZ/+9xaPjrRw63r5vHSnnauOreamrJ8VtWU8v0XGrlw4SxuXltLa+8ohztGqCnJY/W8UtxeP1uO9mC1WVgxr4TDrYM8vf0URQU57G8bYn55IVub+nhh72lqS/K4YEEZhzocdA44+bi5lyuXBhS4mln5fHism7JcG4NuH1csrqR3xMV/H+pkT0s/Fy6cxblzinnzYDtOj4fdp0Zwen0MjLr53nP7ONw1yAt7TvMvt5zH9pY+TvWMUldZwGPbTrK7dZBPLqvmcPsAXQ43Zfk2Hni3idsuXoDXD3k2K399xUK+9kgD9hwLXq+fZ3ac4tOraxh1+nim4RR/ccU5afc/ZIVZSQhhBV4HrgN+BPz8vvvue//ee+/tDndPomYll9fHgx8e5zfvHefjU/2c6HYwr7yQAx1DVJfm896RM7yxv42ndp3mbz6xBIsFTp5xUGi30e9w0TE8wqHOYT57wXz+4vJFDLvcHO5wsHB2Iftb++gYdPKFi+fzP1/Yh9sruHxJBY9tb2XDqhpG3V6qSnI50eOgsWOQp3a08FFTD3XlhSwMmmXybVbu+sMOyvPttPSPcrRzEIvFyu0XzeeZHS380fLZ9A0HOtXq2lLyc628tKeNP7/0HAZcbvqGXZw8M4IXP3tb+mlsG+Rg5yBVRfm8tLuV3lEvS6uL8Xr9tPWPsLdtgPtvPo+3j56hd9jN7tYB8mxWnG4f7xztpbwoh08tm809z+zhxd0dtA+MMDji4UDHCBI/g6MeOofHGBjx0Nnv5GS3g99tacHj93PG4aR2ViH7W/qxWi3k2q0MjHhpbB3gzQOdlBZaGfX4eGXfaY53B4SCT/opyBEU5ufw1sEz7G/t53ufWcW/vXaQl/e1s3ROKV+8dCFHOgd4cfdp3G4/Tq+PnmEPbx/s5NEdLew43sfAmJeOvjG2Nvdw8eJKdp3q4dFtp/jsBfO4+txq/uemRr5xzVL+9fVDvHGwg99vaebYGQd/eslCXF4/7f0jfNzcT2lBDh6PHykkXQNuLBaJ3wf7OgYYdHh471An3Q4XVcV5rFlQxuFOB3+0eDaDbg+fWF7F3NJ8frH5CF6/nyd2nOKF3a3sbO7jyJkhOgdd3F5fx+8/OsHhjgGOdA3h9PiwSYHD7WHLsTOc6B3hePco1aW5XLSgglcaO1hYWYTVImntH6My305dZQGDY246B8doODlAfo6NS86Zxdr5s5hfXsSh9iFGPD5K8nK4/aL5PLilGY/fx6n+MfpHXIyOefjgWA8ra0pZWVPKJ5ZWcaB9gLcO93CkY5CSfBsfHuvmcMcwa+aVUL+gAqfXy2fOq+Vk7wiz8nN5tqGV3310nEc+buHPL13I8Z5h9rYOUlqYQ3GBndf2d7CoItDGf/BCIyvmlPCzzceYW5rH3z7ewDevXQECPrWsmmGXl1f2naZ9YIw1tWXsau3nP985zoJZ+Xz9sQZyc6zk2y08sqWZn20+xgV15QyMuNjTNsC2pl4+PtmPX/oZcftYUVvCX14emBUU5dl4aVcLXUOjVJfmU5hr5/b6BYy43TzV0MptwRla++AoL+5qY3VtGdtP9vGJZbN592gHe0720Tfspao4j7/55BJOdA8hpWBozEd+noX9rcMU2i0Mu72MOj3Mm1XA83ta2dvay28/OElb3yitA06GxjycGRilrrKQpjMDPL2rE5fHz+q5pdRV5rP1WA+Pbm2hqjhwvtPXrl7C87tasUhB69AoTo/k2pXVCQuHKWVWEkJcBtwrpbwu+P89AFLKH4W7J1Gz0rDTwzf+0MDWE31Ul+TgcHlYPKeMhRWFHO8eZOcpBwCfPKecln4HA6NuxtxQWiAYHZNYrVBVnsvauYEBZ1ZhHrlWC8V5OVSX5vLUx60IC8wtz2d0eIwOJ9SV2fmjJVUU5dl4Ydcp3F7JsBskgd/KCqzsOz1GkQ2sInCeyqXnzOato2eYV5ZDZXEep7odjHgkly+spKGlhxEvfOPqRTy78xRDTh/zqgoZdrgZGPMyv6KIOYV2drT0UpyXg/R76RmRlBXAmAdsFnA4oShPUFdVzLLZxXg8kpf2ncYL5AsYk1CaC14/XL+qllf2t1NTnkN7j4c5ZXlYrZLTfS4+sbSSU0OjnO4Z5YKFFZTm5fD6/k7cQJkdcqww4oHqshyaewKOvXxg0dxCWrpH+dLlC/jgWDd72kdYWGZHSkl5SR59Q2O0DHqxAj+5bTU/faWRrjEosEJ5kY3aimI+s7qa5/a009g6zIp5RbSccVBTUcCY08c1q2o40DaA9PtZXF3CvtZejnWN8cf1dRQX2nh5dwsX1lWzad9pyvOhewyWzcnDboGhUR+9gx5Ggl3jmqWVfHSih4sXlPNxSx8b18ylfWAU6fOz+9QQ5QVQUpDPbevmsqt1mKOdA6yYO4uKwlxae4c53uMgPxeGRzx0jUDdrFyWzi6h4WQ3NRUFHDw9SkkOeH0wv6oAKeBk5yiVBVBTVUJVfj4fNXXh8sHSuYUU22yMST97Tg2zqCyXgkIbh9pHqCmxcf68SkoKbRztGKB/zI3PK7Hbc/jyFQt5cFszJzrGcAFluRbKS630Dnoozcuhc9CD3QpWKwwF26YN+NSSKgbdTjoHndTMKqCyMI83DnSRb4UV80tZUFbEO4c7qKsqorlriFE31Fbk4vf6KC7KY3jURY41h3V15by0t43lc4sZcfm47JwKnm9oxekFD/DLP1lLZVEe//TCHs4MODl3bhl2IWgdHEH6JKWFOQyNeOgd8TDmBasF7AJmz7LTN+zBLyWzCnOpKs1j0OmircvJqAyYISTgB3KC3yHQBzacV8P+tgFWzS3jlf0dzJ+Vy6jHy8rqMoryrbx3tJu///RSXtrXwcneUUryc+gbdiIsVi5bXMWY20NlSR6v72nHI6Fudj49A2Pk2Sz0j/lZMDufM/0ucmyCkVEfDj989RML+K/3W4BA3hZU5nKix0W+BarL7Fx6ThWv7G7HA3zzmsW829SL9ENFoZ3ywjzeOdrJgvIifvXF+oR9D7GalbJFONwGbJBS/nXw/z8HLpFSfj3cPckIh/X/+006xqJfGw+1RWCzQstgauNVKBQKI698/QpWzStN6N5YhcOUWsoqhLhLCNEghGjo7g5rcYrI/3n9YMoFA0C7QwkGhUIxOXztkQ/Tnka2OKTbAf2rseYFw8YhpXwAeAACM4dEEvrBLecD8PahNnw+yM0NHGf9/7d3L7FxXWUAx//ffc3L4zjOo01DBGkpi6wgVCiLqguQ0jYsAhKLiEUrQEJCVIIFi6BuugUJFggEEiJSixDlLbooKgEVsWraUvUVqjZum1KiNEmb2M7YM/f5sTjHzpCJE8d1PHbm+0lXc+bMvXfu991z58ycuXNHRMhz5baJMT5x6yZe+M85iqritnab2TSlGbuPcO+cn6HdSJhLM6oK4jigLCvu2DJJpcp7nQ5pUSw+n1tvRVVBVUEUudtWI6IZxzTjmHcvzNKouV2R5gWxH0tsxjGdLCMQoawqdm3axLszMzTimEqVtCgIg4Cyqhbyw1it5i9VHFCpMp/nNOOY7a0WJ6en2dpscrbTYaLRYDZNUVUaccxcmtGqJWRlSRKGBCJEQUAny5ieKRkfD0jCkKKqSLOSLWMNZno92rUa83lOWVU04phunrOt1SIK3PydLOOD+XnatRpJGDJeq5GVJe/Pz5OEIfUoolcUTNTrnDgzTasZusuZlxVxFJIXJd0uTIxHVKpkebl4qQ0RUIVaHDHfK4j6WnNRQJK4fSMCY/55L84VxDE0azFREDDutz8KAubznF5RUI8itrdazKYpURBwbm6Oba0WSRgym7pLlGSlOyNnIdfzWUY9jqlHEUVV0SsKyqqiLJV6EjGWJMymKeO1Ghe6Xdp+e+bTnI9vneR8t8tko8F0r0dWlovb9vYH09SSkKIsSaKIQIReniMixGHIRL3O2U6HyWZzcbmsLOnmOXnuhkHDMEBV2dZq0SsKbt+6ialz02RlST2KmJ7vMd6o0fPttihLbm23ycqSTpaR5gUikKZu2Alcbns91+6iCMJQ6PXc82UZ1OtQlm4fVRXkObTbAd1uRVm6urExV58kwuysUqu5+zu21HnvfG9xHy8cM+55XV1ZQhBAHIX+fxsqkjCkl+eM1WpEQcBYkjDd61FUlcvT3BzNOF68DP70XOrXL5SlUhRundvHm5yZmScMoZ5EJGG4mKtOljGWJHSyDIBut6Ldcvv3QrdLI47/bz+oKm1/TM52U4oC4hh2TWyik7nLhdf9fj01fZEggE2NOvXItffZNCXNC1q1hF5REIg7G/Ifhz+/kpe/67JehpUi4A3gc7hO4Tngy6p6fKllPuyprMYYM4o21KmsqlqIyEPAU7jvaY5crWMwxhhzY62LzgFAVZ8Enhz2dhhjjNlgX0gbY4xZG9Y5GGOMGWCdgzHGmAHWORhjjBlgnYMxxpgB6+J3DishIueAd1a4+Fbg/VXcnI3K8nCJ5cKxPDg3cx4+qqrbrjXThu0cPgwReX45PwK52VkeLrFcOJYHx/Jgw0rGGGOuwDoHY4wxA0a1c7jmH12MCMvDJZYLx/LgjHweRvI7B2OMMVc3qp8cjDHGXMXIdQ4icp+IvC4iUyJyeNjbcyOIyEkReUVEXhSR533dpIgcFZET/nazrxcR+ZHPx8sisrdvPQ/6+U+IyIPDime5ROSIiJwVkVf76lYtbhH5tM/rlF9W1jbC5VkiD4+IyCnfJl4UkQN9j33Xx/S6iNzbV3/FY0VEdovIMV//GxFJ1i665RORXSLytIj8W0SOi8i3fP3ItYkVUdWRmXCXA38TuB1IgJeAPcPerhsQ50lg62V13wcO+/Jh4Hu+fAD4CyDAPuCYr58E3vK3m31587Bju0bc9wB7gVdvRNzAs35e8cveP+yYryMPjwDfucK8e/xxUAN2++MjvNqxAvwWOOTLPwO+MeyYl8jDDmCvL7dx/xmzZxTbxEqmUfvk8BlgSlXfUtUMeBw4OORtWisHgUd9+VHgC331j6nzDDAhIjuAe4GjqnpeVS8AR4H71nqjr4eq/hM4f1n1qsTtHxtX1WfUvSo81reudWWJPCzlIPC4qqaq+jYwhTtOrnis+HfGnwV+75fvz+m6oqqnVfUFX74IvAbsZATbxEqMWuewE3i37/5/fd3NRoG/isi/ROTrvu4WVT3ty+8Bt/jyUjm5WXK1WnHv9OXL6zeSh/xwyZGFoRSuPw9bgGlVLS6rX9dE5GPAp4BjWJtYllHrHEbF3aq6F7gf+KaI3NP/oH+XM3KnqY1q3N5PgTuATwKngR8Md3PWjoiMAX8Avq2qs/2PjXibuKpR6xxOAbv67n/E191UVPWUvz0L/Ak3RHDGfwzG3571sy+Vk5slV6sV9ylfvrx+Q1DVM6paqmoF/BzXJuD68/ABbrgluqx+XRKRGNcx/EpV/+irrU0sw6h1Ds8Bd/qzLRLgEPDEkLdpVYlIS0TaC2VgP/AqLs6FsyweBP7sy08AD/gzNfYBM/4j91PAfhHZ7Icg9vu6jWZV4vaPzYrIPj/u/kDfuta9hRdD74u4NgEuD4dEpCYiu4E7cV+yXvFY8e+0nwa+5Jfvz+m64vfTL4DXVPWHfQ9Zm1iOYX8jvtYT7oyEN3BnYjw87O25AfHdjjuz5CXg+EKMuLHivwMngL8Bk75egJ/4fLwC3NW3rq/ivqCcAr4y7NiWEfuvcUMmOW7892urGTdwF+5F9U3gx/gfka63aYk8/NLH+TLuRXBH3/wP+5hep+9sm6WOFd/GnvX5+R1QG3bMS+ThbtyQ0cvAi346MIptYiWT/ULaGGPMgFEbVjLGGLMM1jkYY4wZYJ2DMcaYAdY5GGOMGWCdgzHGmAHWORhjjBlgnYMxxpgB1jkYY4wZ8D/Awjxq5zN6kgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "timeStd = np.std(time)\n",
    "filterTime = time[np.where(time < np.mean(time) + timeStd)]\n",
    "plt.plot(time, \".\", markersize=0.3)\n",
    "plt.axhline(y=max(filterTime), color=\"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1203.858"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(filterTime)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17616.188000000002"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.017"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"timeToClick\"].min()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ploteo de los segundos que tardan en hacer clicks en escala logarítmica."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure\n",
    "fig, ax = plt.subplots(figsize=(20,10))\n",
    "\n",
    "# Data\n",
    "N = 400\n",
    "m = max(time)/N\n",
    "cantidad_time = []\n",
    "for n in range(N):\n",
    "    temp_var = time[np.where(time > n*m)]\n",
    "    temp_var = temp_var[np.where(temp_var < (n + 1)*m)]\n",
    "    cantidad_time.append(len(temp_var))\n",
    "\n",
    "# Axes\n",
    "ax.set_xticks(np.arange(0,N,10))\n",
    "ax.set_xlim([-1,N])\n",
    "\n",
    "# Plot\n",
    "plt.plot(cantidad_time, \"--.k\")\n",
    "plt.yscale(\"log\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Podemos ver cómo los datos a partir del 60 se va todo a la mierda."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "advertiserID = pd.DataFrame(df[\"advertiser_id\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "advertiserID[\"cantidad\"] = 1\n",
    "advertiser_plot = advertiserID.groupby(\"advertiser_id\").agg({\"cantidad\":\"count\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "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>cantidad</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>advertiser_id</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>26263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               cantidad\n",
       "advertiser_id          \n",
       "0                    70\n",
       "1                     2\n",
       "2                    12\n",
       "3                 26263\n",
       "5                     1\n",
       "7                     2\n",
       "8                     1"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "advertiser_plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Advertiser ID = Internal id for the advertiser, Jampp's client paying for the ad\n",
    "### No sé si tiene sentido éste ploteo porque son la mayoría del número 3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "advertiser_plot.plot(kind=\"bar\", figsize=(18,10));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "latitude = df[\"latitude\"].values\n",
    "longitude = df[\"longitude\"].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "lat_long = np.vstack([latitude,longitude])\n",
    "z = gaussian_kde(lat_long)(lat_long)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dónde se producen la mayor cantidad de clicks por longitud y latitud\n",
    "### Tampoco sé si tiene sentido porque tiene una TL de por medio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 891.26x781.458 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 10\n",
    "fig, ax = plt.subplots(figsize=(n*latitude.max(), n*longitude.max()))\n",
    "plt.title(\"Longitud y latitud\")\n",
    "ax.scatter(latitude, longitude, c=z, cmap=\"inferno\", s=10, edgecolor=\"\");"
   ]
  },
  {
   "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": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}