05_dataset_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pprint import pprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>id</th>\n",
       "      <th>nome</th>\n",
       "      <th>ano_registo</th>\n",
       "      <th>type</th>\n",
       "      <th>n_reg</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>score_global</th>\n",
       "      <th>score_location</th>\n",
       "      <th>score_price/quality</th>\n",
       "      <th>data_levan</th>\n",
       "      <th>nearest_metro</th>\n",
       "      <th>nearest_bus</th>\n",
       "      <th>nearest_tur_point</th>\n",
       "      <th>POI_closer_than_1000</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>metro apartment</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>Apartamento</td>\n",
       "      <td>35375/AL</td>\n",
       "      <td>41.152554</td>\n",
       "      <td>-8.610274</td>\n",
       "      <td>6.9</td>\n",
       "      <td>8.4</td>\n",
       "      <td>6.2</td>\n",
       "      <td>1.488758e+12</td>\n",
       "      <td>78.587973</td>\n",
       "      <td>38.058922</td>\n",
       "      <td>272.813299</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>be happy flat</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>Apartamento</td>\n",
       "      <td>23120/AL</td>\n",
       "      <td>41.154861</td>\n",
       "      <td>-8.610286</td>\n",
       "      <td>9.2</td>\n",
       "      <td>9.3</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.488758e+12</td>\n",
       "      <td>283.877729</td>\n",
       "      <td>66.832204</td>\n",
       "      <td>523.688312</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>camões apartment</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>Apartamento</td>\n",
       "      <td>28842/AL</td>\n",
       "      <td>41.155397</td>\n",
       "      <td>-8.610221</td>\n",
       "      <td>9.4</td>\n",
       "      <td>9.1</td>\n",
       "      <td>9.6</td>\n",
       "      <td>1.488758e+12</td>\n",
       "      <td>230.698904</td>\n",
       "      <td>100.771066</td>\n",
       "      <td>583.297994</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9</td>\n",
       "      <td>estudio 312</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>Apartamento</td>\n",
       "      <td>35922/AL</td>\n",
       "      <td>41.158680</td>\n",
       "      <td>-8.597245</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.488758e+12</td>\n",
       "      <td>662.910408</td>\n",
       "      <td>79.433694</td>\n",
       "      <td>1501.107361</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13</td>\n",
       "      <td>the nature mezzanine</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>Apartamento</td>\n",
       "      <td>30839/AL</td>\n",
       "      <td>41.149781</td>\n",
       "      <td>-8.601978</td>\n",
       "      <td>9.5</td>\n",
       "      <td>9.1</td>\n",
       "      <td>9.2</td>\n",
       "      <td>1.488758e+12</td>\n",
       "      <td>299.687528</td>\n",
       "      <td>84.189898</td>\n",
       "      <td>674.653218</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id                  nome  ano_registo         type     n_reg        lat  \\\n",
       "0   1       metro apartment       2016.0  Apartamento  35375/AL  41.152554   \n",
       "1   2         be happy flat       2016.0  Apartamento  23120/AL  41.154861   \n",
       "2   3      camões apartment       2016.0  Apartamento  28842/AL  41.155397   \n",
       "3   9           estudio 312       2016.0  Apartamento  35922/AL  41.158680   \n",
       "4  13  the nature mezzanine       2016.0  Apartamento  30839/AL  41.149781   \n",
       "\n",
       "        lon  score_global  score_location  score_price/quality    data_levan  \\\n",
       "0 -8.610274           6.9             8.4                  6.2  1.488758e+12   \n",
       "1 -8.610286           9.2             9.3                  9.0  1.488758e+12   \n",
       "2 -8.610221           9.4             9.1                  9.6  1.488758e+12   \n",
       "3 -8.597245           NaN             NaN                  NaN  1.488758e+12   \n",
       "4 -8.601978           9.5             9.1                  9.2  1.488758e+12   \n",
       "\n",
       "   nearest_metro  nearest_bus  nearest_tur_point  POI_closer_than_1000  \n",
       "0      78.587973    38.058922         272.813299                     8  \n",
       "1     283.877729    66.832204         523.688312                     7  \n",
       "2     230.698904   100.771066         583.297994                     7  \n",
       "3     662.910408    79.433694        1501.107361                     2  \n",
       "4     299.687528    84.189898         674.653218                     5  "
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"dataset_com_features.csv\")\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    },
    {
     "data": {
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       "\n",
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       "    }\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>ano_registo</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>score_global</th>\n",
       "      <th>score_location</th>\n",
       "      <th>score_price/quality</th>\n",
       "      <th>nearest_metro</th>\n",
       "      <th>nearest_bus</th>\n",
       "      <th>nearest_tur_point</th>\n",
       "      <th>POI_closer_than_1000</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>41.152554</td>\n",
       "      <td>-8.610274</td>\n",
       "      <td>6.9</td>\n",
       "      <td>8.4</td>\n",
       "      <td>6.2</td>\n",
       "      <td>78.587973</td>\n",
       "      <td>38.058922</td>\n",
       "      <td>272.813299</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>41.154861</td>\n",
       "      <td>-8.610286</td>\n",
       "      <td>9.2</td>\n",
       "      <td>9.3</td>\n",
       "      <td>9.0</td>\n",
       "      <td>283.877729</td>\n",
       "      <td>66.832204</td>\n",
       "      <td>523.688312</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>41.155397</td>\n",
       "      <td>-8.610221</td>\n",
       "      <td>9.4</td>\n",
       "      <td>9.1</td>\n",
       "      <td>9.6</td>\n",
       "      <td>230.698904</td>\n",
       "      <td>100.771066</td>\n",
       "      <td>583.297994</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>41.149781</td>\n",
       "      <td>-8.601978</td>\n",
       "      <td>9.5</td>\n",
       "      <td>9.1</td>\n",
       "      <td>9.2</td>\n",
       "      <td>299.687528</td>\n",
       "      <td>84.189898</td>\n",
       "      <td>674.653218</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>41.153079</td>\n",
       "      <td>-8.602565</td>\n",
       "      <td>9.4</td>\n",
       "      <td>8.6</td>\n",
       "      <td>9.4</td>\n",
       "      <td>479.658753</td>\n",
       "      <td>22.864727</td>\n",
       "      <td>790.129253</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ano_registo        lat       lon  score_global  score_location  \\\n",
       "0       2016.0  41.152554 -8.610274           6.9             8.4   \n",
       "1       2016.0  41.154861 -8.610286           9.2             9.3   \n",
       "2       2016.0  41.155397 -8.610221           9.4             9.1   \n",
       "4       2016.0  41.149781 -8.601978           9.5             9.1   \n",
       "5       2016.0  41.153079 -8.602565           9.4             8.6   \n",
       "\n",
       "   score_price/quality  nearest_metro  nearest_bus  nearest_tur_point  \\\n",
       "0                  6.2      78.587973    38.058922         272.813299   \n",
       "1                  9.0     283.877729    66.832204         523.688312   \n",
       "2                  9.6     230.698904   100.771066         583.297994   \n",
       "4                  9.2     299.687528    84.189898         674.653218   \n",
       "5                  9.4     479.658753    22.864727         790.129253   \n",
       "\n",
       "   POI_closer_than_1000  \n",
       "0                     8  \n",
       "1                     7  \n",
       "2                     7  \n",
       "4                     5  \n",
       "5                     5  "
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cl = df[[\"ano_registo\", \"lat\", \"lon\", \"score_global\", \"score_location\", \"score_price/quality\", \"nearest_metro\", \"nearest_bus\", \"nearest_tur_point\", \"POI_closer_than_1000\"]]\n",
    "df_cl.dropna(inplace=True)\n",
    "df_cl.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans = KMeans(n_clusters=4, random_state=0, algorithm=\"full\").fit(df_cl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 0 0 ... 0 0 0]\n"
     ]
    }
   ],
   "source": [
    "print(kmeans.labels_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n",
      "[2016.4986175115207, 41.147828893737355, -8.610424602541919, 8.618341013824885, 9.392811059907833, 8.783963133640553, 286.2327421939127, 77.50895532275389, 334.76293091601616, 7.109677419354862]\n",
      "[2016.9468085106382, 41.1637046101301, -8.612354544528579, 8.51063829787234, 8.312765957446809, 8.861702127659575, 628.2231082629077, 111.86699500217746, 2592.723854827029, 0.48936170212764907]\n",
      "[2015.952380952381, 41.154740154525264, -8.673146184129417, 8.733333333333333, 9.257142857142856, 8.885714285714286, 3268.2343217415546, 80.02803074837125, 5152.369603921578, 1.4285714285714288]\n",
      "[2016.6144927536232, 41.154289048573176, -8.609252238155133, 8.112463768115942, 8.45855072463768, 8.687536231884058, 469.2477990736245, 74.95451856247281, 1159.8781261110414, 3.260869565217403]\n"
     ]
    }
   ],
   "source": [
    "centroids = kmeans.cluster_centers_\n",
    "print(len(centroids))\n",
    "for c in centroids.tolist():\n",
    "    print(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 364
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(centroids[:, 6], centroids[:, 9], marker='x', s=169, linewidths=3, color='b', zorder=10)\n",
    "plt.xtitle(\"\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ideal clusters =  2 with a gain of 317103233.5394616\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 730
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Nc = range(1,10)\n",
    "kmeans = [KMeans(n_clusters=i, random_state=0) for i in Nc]\n",
    "score = [kmeans[i].fit(df_cl).score(df_cl) for i in range(len(kmeans))]\n",
    "\n",
    "# calculate best k\n",
    "var, start = [], score[0]\n",
    "for s in score[1:]: var.append(abs(start-s)); start = s\n",
    "var=var[1:]\n",
    "print(\"ideal clusters = \", 2 + var.index(max(var)), \"with a gain of\", max(var))\n",
    "\n",
    "# plot curve\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(Nc,score)\n",
    "plt.xlabel('Number of Clusters')\n",
    "plt.ylabel('Score')\n",
    "plt.title('Elbow Curve')\n",
    "# plt.show()\n",
    "plt.savefig(\"pics/elbow.png\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Heatmaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import gmplot\n",
    "from statistics import mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_polygons(coordinates, gmap=None):\n",
    "    lon, lat = tuple(map(list,zip(*coordinates)))\n",
    "    gmap = gmplot.GoogleMapPlotter(min(lat), mean(lon), 16) if not gmap else gmap\n",
    "    gmap.apikey = \"AIzaSyA2B83Ome4_S-EXUe5zLTrkaGeZv-Ndft4\"\n",
    "    gmap.scatter(lat, lon, '#FF0000', size = 25, marker = False) \n",
    "#     gmap.polygon(lat, lon, color = 'cornflowerblue')\n",
    "    return gmap\n",
    "\n",
    "def display_plot(gmap, filename=\"temp.html\"):\n",
    "    gmap.draw(filename)\n",
    "    os.system(filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "gmap = create_polygons(list(zip(df.lon, df.lat)))\n",
    "display_plot(gmap)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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>ano_registo</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>score_location</th>\n",
       "      <th>nearest_metro</th>\n",
       "      <th>nearest_bus</th>\n",
       "      <th>nearest_tur_point</th>\n",
       "      <th>POI_closer_than_1000</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>41.152554</td>\n",
       "      <td>-8.610274</td>\n",
       "      <td>8.4</td>\n",
       "      <td>78.587973</td>\n",
       "      <td>38.058922</td>\n",
       "      <td>272.813299</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>41.154861</td>\n",
       "      <td>-8.610286</td>\n",
       "      <td>9.3</td>\n",
       "      <td>283.877729</td>\n",
       "      <td>66.832204</td>\n",
       "      <td>523.688312</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>41.155397</td>\n",
       "      <td>-8.610221</td>\n",
       "      <td>9.1</td>\n",
       "      <td>230.698904</td>\n",
       "      <td>100.771066</td>\n",
       "      <td>583.297994</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>41.158680</td>\n",
       "      <td>-8.597245</td>\n",
       "      <td>NaN</td>\n",
       "      <td>662.910408</td>\n",
       "      <td>79.433694</td>\n",
       "      <td>1501.107361</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>41.149781</td>\n",
       "      <td>-8.601978</td>\n",
       "      <td>9.1</td>\n",
       "      <td>299.687528</td>\n",
       "      <td>84.189898</td>\n",
       "      <td>674.653218</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ano_registo        lat       lon  score_location  nearest_metro  \\\n",
       "0       2016.0  41.152554 -8.610274             8.4      78.587973   \n",
       "1       2016.0  41.154861 -8.610286             9.3     283.877729   \n",
       "2       2016.0  41.155397 -8.610221             9.1     230.698904   \n",
       "3       2016.0  41.158680 -8.597245             NaN     662.910408   \n",
       "4       2016.0  41.149781 -8.601978             9.1     299.687528   \n",
       "\n",
       "   nearest_bus  nearest_tur_point  POI_closer_than_1000  \n",
       "0    38.058922         272.813299                     8  \n",
       "1    66.832204         523.688312                     7  \n",
       "2   100.771066         583.297994                     7  \n",
       "3    79.433694        1501.107361                     2  \n",
       "4    84.189898         674.653218                     5  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_r = df[[\"ano_registo\", \"lat\", \"lon\", \"score_location\", \"nearest_metro\", \"nearest_bus\", \"nearest_tur_point\", \"POI_closer_than_1000\"]]\n",
    "# df_r.dropna(inplace=True)\n",
    "df_r.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_r = df_r.dropna()\n",
    "df_x, df_y = df_r.drop(\"score_location\", axis=1), df_r['score_location']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "reg = LinearRegression().fit(df_x, df_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[False  True  True False False False  True]\n",
      "[2 1 1 3 5 4 1]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Index(['ano_registo', 'lat', 'lon', 'nearest_metro', 'nearest_bus',\n",
       "       'nearest_tur_point', 'POI_closer_than_1000'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.feature_selection import RFE\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "rfe = RFE(reg, 3)\n",
    "rfe = rfe.fit(df_x, df_y)\n",
    "# summarize the selection of the attributes\n",
    "print(rfe.support_)\n",
    "print(rfe.ranking_)\n",
    "df_x.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 7 artists>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 415,
       "width": 831
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.feature_selection import f_regression\n",
    "import math\n",
    "\n",
    "F, pval = f_regression(df_x,df_y)\n",
    "\n",
    "features = [\"ano_registo\", \"lat\", \"lon\", \"nearest_metro\", \"nearest_bus\", \"nearest_tur_point\", \"POI_closer_than_1000\"]\n",
    "logs = [math.log(x) for x in pval]\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (14,7)\n",
    "plt.bar(x=range(0,len(pval)),height=logs, tick_label=features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.         0.15270162 0.00700847 0.02327941 0.00148136 0.81552913\n",
      " 0.        ]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeRegressor\n",
    "model = DecisionTreeRegressor(min_samples_leaf=0.075)\n",
    "model.fit(df_x, df_y)\n",
    "# display the relative importance of each attribute\n",
    "print(model.feature_importances_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.externals.six import StringIO  \n",
    "from IPython.display import Image  \n",
    "from sklearn.tree import export_graphviz\n",
    "import pydotplus\n",
    "dot_data = StringIO()\n",
    "\n",
    "features = [\"ano_registo\", \"lat\", \"lon\", \"nearest_metro\", \"nearest_bus\", \"nearest_tur_point\", \"POI_closer_than_1000\"]\n",
    "export_graphviz(model, out_file=dot_data,  \n",
    "                filled=True, rounded=True,\n",
    "                special_characters=True,\n",
    "               feature_names=features)\n",
    "\n",
    "graph = pydotplus.graph_from_dot_data(dot_data.getvalue())  \n",
    "Image(graph.create_png())"
   ]
  },
  {
   "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": "3.7.2"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}