Data_Analysis_V1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_max_columns = 150"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_train = pd.read_csv(\"dengue_features_train.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_train = pd.read_csv(\"dengue_labels_train.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_train.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>city</th>\n",
       "      <th>year</th>\n",
       "      <th>weekofyear</th>\n",
       "      <th>total_cases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sj</td>\n",
       "      <td>1990</td>\n",
       "      <td>18</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>sj</td>\n",
       "      <td>1990</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>sj</td>\n",
       "      <td>1990</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>sj</td>\n",
       "      <td>1990</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>sj</td>\n",
       "      <td>1990</td>\n",
       "      <td>22</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  city  year  weekofyear  total_cases\n",
       "0   sj  1990          18            4\n",
       "1   sj  1990          19            5\n",
       "2   sj  1990          20            4\n",
       "3   sj  1990          21            3\n",
       "4   sj  1990          22            6"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>city</th>\n",
       "      <th>year</th>\n",
       "      <th>weekofyear</th>\n",
       "      <th>week_start_date</th>\n",
       "      <th>ndvi_ne</th>\n",
       "      <th>ndvi_nw</th>\n",
       "      <th>ndvi_se</th>\n",
       "      <th>ndvi_sw</th>\n",
       "      <th>precipitation_amt_mm</th>\n",
       "      <th>reanalysis_air_temp_k</th>\n",
       "      <th>...</th>\n",
       "      <th>reanalysis_precip_amt_kg_per_m2</th>\n",
       "      <th>reanalysis_relative_humidity_percent</th>\n",
       "      <th>reanalysis_sat_precip_amt_mm</th>\n",
       "      <th>reanalysis_specific_humidity_g_per_kg</th>\n",
       "      <th>reanalysis_tdtr_k</th>\n",
       "      <th>station_avg_temp_c</th>\n",
       "      <th>station_diur_temp_rng_c</th>\n",
       "      <th>station_max_temp_c</th>\n",
       "      <th>station_min_temp_c</th>\n",
       "      <th>station_precip_mm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sj</td>\n",
       "      <td>1990</td>\n",
       "      <td>18</td>\n",
       "      <td>1990-04-30</td>\n",
       "      <td>0.122600</td>\n",
       "      <td>0.103725</td>\n",
       "      <td>0.198483</td>\n",
       "      <td>0.177617</td>\n",
       "      <td>12.42</td>\n",
       "      <td>297.572857</td>\n",
       "      <td>...</td>\n",
       "      <td>32.00</td>\n",
       "      <td>73.365714</td>\n",
       "      <td>12.42</td>\n",
       "      <td>14.012857</td>\n",
       "      <td>2.628571</td>\n",
       "      <td>25.442857</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>29.4</td>\n",
       "      <td>20.0</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>sj</td>\n",
       "      <td>1990</td>\n",
       "      <td>19</td>\n",
       "      <td>1990-05-07</td>\n",
       "      <td>0.169900</td>\n",
       "      <td>0.142175</td>\n",
       "      <td>0.162357</td>\n",
       "      <td>0.155486</td>\n",
       "      <td>22.82</td>\n",
       "      <td>298.211429</td>\n",
       "      <td>...</td>\n",
       "      <td>17.94</td>\n",
       "      <td>77.368571</td>\n",
       "      <td>22.82</td>\n",
       "      <td>15.372857</td>\n",
       "      <td>2.371429</td>\n",
       "      <td>26.714286</td>\n",
       "      <td>6.371429</td>\n",
       "      <td>31.7</td>\n",
       "      <td>22.2</td>\n",
       "      <td>8.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>sj</td>\n",
       "      <td>1990</td>\n",
       "      <td>20</td>\n",
       "      <td>1990-05-14</td>\n",
       "      <td>0.032250</td>\n",
       "      <td>0.172967</td>\n",
       "      <td>0.157200</td>\n",
       "      <td>0.170843</td>\n",
       "      <td>34.54</td>\n",
       "      <td>298.781429</td>\n",
       "      <td>...</td>\n",
       "      <td>26.10</td>\n",
       "      <td>82.052857</td>\n",
       "      <td>34.54</td>\n",
       "      <td>16.848571</td>\n",
       "      <td>2.300000</td>\n",
       "      <td>26.714286</td>\n",
       "      <td>6.485714</td>\n",
       "      <td>32.2</td>\n",
       "      <td>22.8</td>\n",
       "      <td>41.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>sj</td>\n",
       "      <td>1990</td>\n",
       "      <td>21</td>\n",
       "      <td>1990-05-21</td>\n",
       "      <td>0.128633</td>\n",
       "      <td>0.245067</td>\n",
       "      <td>0.227557</td>\n",
       "      <td>0.235886</td>\n",
       "      <td>15.36</td>\n",
       "      <td>298.987143</td>\n",
       "      <td>...</td>\n",
       "      <td>13.90</td>\n",
       "      <td>80.337143</td>\n",
       "      <td>15.36</td>\n",
       "      <td>16.672857</td>\n",
       "      <td>2.428571</td>\n",
       "      <td>27.471429</td>\n",
       "      <td>6.771429</td>\n",
       "      <td>33.3</td>\n",
       "      <td>23.3</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>sj</td>\n",
       "      <td>1990</td>\n",
       "      <td>22</td>\n",
       "      <td>1990-05-28</td>\n",
       "      <td>0.196200</td>\n",
       "      <td>0.262200</td>\n",
       "      <td>0.251200</td>\n",
       "      <td>0.247340</td>\n",
       "      <td>7.52</td>\n",
       "      <td>299.518571</td>\n",
       "      <td>...</td>\n",
       "      <td>12.20</td>\n",
       "      <td>80.460000</td>\n",
       "      <td>7.52</td>\n",
       "      <td>17.210000</td>\n",
       "      <td>3.014286</td>\n",
       "      <td>28.942857</td>\n",
       "      <td>9.371429</td>\n",
       "      <td>35.0</td>\n",
       "      <td>23.9</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  city  year  weekofyear week_start_date   ndvi_ne   ndvi_nw   ndvi_se  \\\n",
       "0   sj  1990          18      1990-04-30  0.122600  0.103725  0.198483   \n",
       "1   sj  1990          19      1990-05-07  0.169900  0.142175  0.162357   \n",
       "2   sj  1990          20      1990-05-14  0.032250  0.172967  0.157200   \n",
       "3   sj  1990          21      1990-05-21  0.128633  0.245067  0.227557   \n",
       "4   sj  1990          22      1990-05-28  0.196200  0.262200  0.251200   \n",
       "\n",
       "    ndvi_sw  precipitation_amt_mm  reanalysis_air_temp_k  ...  \\\n",
       "0  0.177617                 12.42             297.572857  ...   \n",
       "1  0.155486                 22.82             298.211429  ...   \n",
       "2  0.170843                 34.54             298.781429  ...   \n",
       "3  0.235886                 15.36             298.987143  ...   \n",
       "4  0.247340                  7.52             299.518571  ...   \n",
       "\n",
       "   reanalysis_precip_amt_kg_per_m2  reanalysis_relative_humidity_percent  \\\n",
       "0                            32.00                             73.365714   \n",
       "1                            17.94                             77.368571   \n",
       "2                            26.10                             82.052857   \n",
       "3                            13.90                             80.337143   \n",
       "4                            12.20                             80.460000   \n",
       "\n",
       "   reanalysis_sat_precip_amt_mm  reanalysis_specific_humidity_g_per_kg  \\\n",
       "0                         12.42                              14.012857   \n",
       "1                         22.82                              15.372857   \n",
       "2                         34.54                              16.848571   \n",
       "3                         15.36                              16.672857   \n",
       "4                          7.52                              17.210000   \n",
       "\n",
       "   reanalysis_tdtr_k  station_avg_temp_c  station_diur_temp_rng_c  \\\n",
       "0           2.628571           25.442857                 6.900000   \n",
       "1           2.371429           26.714286                 6.371429   \n",
       "2           2.300000           26.714286                 6.485714   \n",
       "3           2.428571           27.471429                 6.771429   \n",
       "4           3.014286           28.942857                 9.371429   \n",
       "\n",
       "   station_max_temp_c  station_min_temp_c  station_precip_mm  \n",
       "0                29.4                20.0               16.0  \n",
       "1                31.7                22.2                8.6  \n",
       "2                32.2                22.8               41.4  \n",
       "3                33.3                23.3                4.0  \n",
       "4                35.0                23.9                5.8  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.plot(features_train[\"year\"]\"\"] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>weekofyear</th>\n",
       "      <th>ndvi_ne</th>\n",
       "      <th>ndvi_nw</th>\n",
       "      <th>ndvi_se</th>\n",
       "      <th>ndvi_sw</th>\n",
       "      <th>precipitation_amt_mm</th>\n",
       "      <th>reanalysis_air_temp_k</th>\n",
       "      <th>reanalysis_avg_temp_k</th>\n",
       "      <th>reanalysis_dew_point_temp_k</th>\n",
       "      <th>...</th>\n",
       "      <th>reanalysis_precip_amt_kg_per_m2</th>\n",
       "      <th>reanalysis_relative_humidity_percent</th>\n",
       "      <th>reanalysis_sat_precip_amt_mm</th>\n",
       "      <th>reanalysis_specific_humidity_g_per_kg</th>\n",
       "      <th>reanalysis_tdtr_k</th>\n",
       "      <th>station_avg_temp_c</th>\n",
       "      <th>station_diur_temp_rng_c</th>\n",
       "      <th>station_max_temp_c</th>\n",
       "      <th>station_min_temp_c</th>\n",
       "      <th>station_precip_mm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1456.000000</td>\n",
       "      <td>1456.000000</td>\n",
       "      <td>1262.000000</td>\n",
       "      <td>1404.000000</td>\n",
       "      <td>1434.000000</td>\n",
       "      <td>1434.000000</td>\n",
       "      <td>1443.000000</td>\n",
       "      <td>1446.000000</td>\n",
       "      <td>1446.000000</td>\n",
       "      <td>1446.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1446.000000</td>\n",
       "      <td>1446.000000</td>\n",
       "      <td>1443.000000</td>\n",
       "      <td>1446.000000</td>\n",
       "      <td>1446.000000</td>\n",
       "      <td>1413.000000</td>\n",
       "      <td>1413.000000</td>\n",
       "      <td>1436.000000</td>\n",
       "      <td>1442.000000</td>\n",
       "      <td>1434.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2001.031593</td>\n",
       "      <td>26.503434</td>\n",
       "      <td>0.142294</td>\n",
       "      <td>0.130553</td>\n",
       "      <td>0.203783</td>\n",
       "      <td>0.202305</td>\n",
       "      <td>45.760388</td>\n",
       "      <td>298.701852</td>\n",
       "      <td>299.225578</td>\n",
       "      <td>295.246356</td>\n",
       "      <td>...</td>\n",
       "      <td>40.151819</td>\n",
       "      <td>82.161959</td>\n",
       "      <td>45.760388</td>\n",
       "      <td>16.746427</td>\n",
       "      <td>4.903754</td>\n",
       "      <td>27.185783</td>\n",
       "      <td>8.059328</td>\n",
       "      <td>32.452437</td>\n",
       "      <td>22.102150</td>\n",
       "      <td>39.326360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5.408314</td>\n",
       "      <td>15.019437</td>\n",
       "      <td>0.140531</td>\n",
       "      <td>0.119999</td>\n",
       "      <td>0.073860</td>\n",
       "      <td>0.083903</td>\n",
       "      <td>43.715537</td>\n",
       "      <td>1.362420</td>\n",
       "      <td>1.261715</td>\n",
       "      <td>1.527810</td>\n",
       "      <td>...</td>\n",
       "      <td>43.434399</td>\n",
       "      <td>7.153897</td>\n",
       "      <td>43.715537</td>\n",
       "      <td>1.542494</td>\n",
       "      <td>3.546445</td>\n",
       "      <td>1.292347</td>\n",
       "      <td>2.128568</td>\n",
       "      <td>1.959318</td>\n",
       "      <td>1.574066</td>\n",
       "      <td>47.455314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1990.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.406250</td>\n",
       "      <td>-0.456100</td>\n",
       "      <td>-0.015533</td>\n",
       "      <td>-0.063457</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>294.635714</td>\n",
       "      <td>294.892857</td>\n",
       "      <td>289.642857</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>57.787143</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.715714</td>\n",
       "      <td>1.357143</td>\n",
       "      <td>21.400000</td>\n",
       "      <td>4.528571</td>\n",
       "      <td>26.700000</td>\n",
       "      <td>14.700000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1997.000000</td>\n",
       "      <td>13.750000</td>\n",
       "      <td>0.044950</td>\n",
       "      <td>0.049217</td>\n",
       "      <td>0.155087</td>\n",
       "      <td>0.144209</td>\n",
       "      <td>9.800000</td>\n",
       "      <td>297.658929</td>\n",
       "      <td>298.257143</td>\n",
       "      <td>294.118929</td>\n",
       "      <td>...</td>\n",
       "      <td>13.055000</td>\n",
       "      <td>77.177143</td>\n",
       "      <td>9.800000</td>\n",
       "      <td>15.557143</td>\n",
       "      <td>2.328571</td>\n",
       "      <td>26.300000</td>\n",
       "      <td>6.514286</td>\n",
       "      <td>31.100000</td>\n",
       "      <td>21.100000</td>\n",
       "      <td>8.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2002.000000</td>\n",
       "      <td>26.500000</td>\n",
       "      <td>0.128817</td>\n",
       "      <td>0.121429</td>\n",
       "      <td>0.196050</td>\n",
       "      <td>0.189450</td>\n",
       "      <td>38.340000</td>\n",
       "      <td>298.646429</td>\n",
       "      <td>299.289286</td>\n",
       "      <td>295.640714</td>\n",
       "      <td>...</td>\n",
       "      <td>27.245000</td>\n",
       "      <td>80.301429</td>\n",
       "      <td>38.340000</td>\n",
       "      <td>17.087143</td>\n",
       "      <td>2.857143</td>\n",
       "      <td>27.414286</td>\n",
       "      <td>7.300000</td>\n",
       "      <td>32.800000</td>\n",
       "      <td>22.200000</td>\n",
       "      <td>23.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2005.000000</td>\n",
       "      <td>39.250000</td>\n",
       "      <td>0.248483</td>\n",
       "      <td>0.216600</td>\n",
       "      <td>0.248846</td>\n",
       "      <td>0.246982</td>\n",
       "      <td>70.235000</td>\n",
       "      <td>299.833571</td>\n",
       "      <td>300.207143</td>\n",
       "      <td>296.460000</td>\n",
       "      <td>...</td>\n",
       "      <td>52.200000</td>\n",
       "      <td>86.357857</td>\n",
       "      <td>70.235000</td>\n",
       "      <td>17.978214</td>\n",
       "      <td>7.625000</td>\n",
       "      <td>28.157143</td>\n",
       "      <td>9.566667</td>\n",
       "      <td>33.900000</td>\n",
       "      <td>23.300000</td>\n",
       "      <td>53.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2010.000000</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>0.508357</td>\n",
       "      <td>0.454429</td>\n",
       "      <td>0.538314</td>\n",
       "      <td>0.546017</td>\n",
       "      <td>390.600000</td>\n",
       "      <td>302.200000</td>\n",
       "      <td>302.928571</td>\n",
       "      <td>298.450000</td>\n",
       "      <td>...</td>\n",
       "      <td>570.500000</td>\n",
       "      <td>98.610000</td>\n",
       "      <td>390.600000</td>\n",
       "      <td>20.461429</td>\n",
       "      <td>16.028571</td>\n",
       "      <td>30.800000</td>\n",
       "      <td>15.800000</td>\n",
       "      <td>42.200000</td>\n",
       "      <td>25.600000</td>\n",
       "      <td>543.300000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              year   weekofyear      ndvi_ne      ndvi_nw      ndvi_se  \\\n",
       "count  1456.000000  1456.000000  1262.000000  1404.000000  1434.000000   \n",
       "mean   2001.031593    26.503434     0.142294     0.130553     0.203783   \n",
       "std       5.408314    15.019437     0.140531     0.119999     0.073860   \n",
       "min    1990.000000     1.000000    -0.406250    -0.456100    -0.015533   \n",
       "25%    1997.000000    13.750000     0.044950     0.049217     0.155087   \n",
       "50%    2002.000000    26.500000     0.128817     0.121429     0.196050   \n",
       "75%    2005.000000    39.250000     0.248483     0.216600     0.248846   \n",
       "max    2010.000000    53.000000     0.508357     0.454429     0.538314   \n",
       "\n",
       "           ndvi_sw  precipitation_amt_mm  reanalysis_air_temp_k  \\\n",
       "count  1434.000000           1443.000000            1446.000000   \n",
       "mean      0.202305             45.760388             298.701852   \n",
       "std       0.083903             43.715537               1.362420   \n",
       "min      -0.063457              0.000000             294.635714   \n",
       "25%       0.144209              9.800000             297.658929   \n",
       "50%       0.189450             38.340000             298.646429   \n",
       "75%       0.246982             70.235000             299.833571   \n",
       "max       0.546017            390.600000             302.200000   \n",
       "\n",
       "       reanalysis_avg_temp_k  reanalysis_dew_point_temp_k  ...  \\\n",
       "count            1446.000000                  1446.000000  ...   \n",
       "mean              299.225578                   295.246356  ...   \n",
       "std                 1.261715                     1.527810  ...   \n",
       "min               294.892857                   289.642857  ...   \n",
       "25%               298.257143                   294.118929  ...   \n",
       "50%               299.289286                   295.640714  ...   \n",
       "75%               300.207143                   296.460000  ...   \n",
       "max               302.928571                   298.450000  ...   \n",
       "\n",
       "       reanalysis_precip_amt_kg_per_m2  reanalysis_relative_humidity_percent  \\\n",
       "count                      1446.000000                           1446.000000   \n",
       "mean                         40.151819                             82.161959   \n",
       "std                          43.434399                              7.153897   \n",
       "min                           0.000000                             57.787143   \n",
       "25%                          13.055000                             77.177143   \n",
       "50%                          27.245000                             80.301429   \n",
       "75%                          52.200000                             86.357857   \n",
       "max                         570.500000                             98.610000   \n",
       "\n",
       "       reanalysis_sat_precip_amt_mm  reanalysis_specific_humidity_g_per_kg  \\\n",
       "count                   1443.000000                            1446.000000   \n",
       "mean                      45.760388                              16.746427   \n",
       "std                       43.715537                               1.542494   \n",
       "min                        0.000000                              11.715714   \n",
       "25%                        9.800000                              15.557143   \n",
       "50%                       38.340000                              17.087143   \n",
       "75%                       70.235000                              17.978214   \n",
       "max                      390.600000                              20.461429   \n",
       "\n",
       "       reanalysis_tdtr_k  station_avg_temp_c  station_diur_temp_rng_c  \\\n",
       "count        1446.000000         1413.000000              1413.000000   \n",
       "mean            4.903754           27.185783                 8.059328   \n",
       "std             3.546445            1.292347                 2.128568   \n",
       "min             1.357143           21.400000                 4.528571   \n",
       "25%             2.328571           26.300000                 6.514286   \n",
       "50%             2.857143           27.414286                 7.300000   \n",
       "75%             7.625000           28.157143                 9.566667   \n",
       "max            16.028571           30.800000                15.800000   \n",
       "\n",
       "       station_max_temp_c  station_min_temp_c  station_precip_mm  \n",
       "count         1436.000000         1442.000000        1434.000000  \n",
       "mean            32.452437           22.102150          39.326360  \n",
       "std              1.959318            1.574066          47.455314  \n",
       "min             26.700000           14.700000           0.000000  \n",
       "25%             31.100000           21.100000           8.700000  \n",
       "50%             32.800000           22.200000          23.850000  \n",
       "75%             33.900000           23.300000          53.900000  \n",
       "max             42.200000           25.600000         543.300000  \n",
       "\n",
       "[8 rows x 22 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data = pd.merge(features_train, labels_train, on=[\"city\",\"year\",\"weekofyear\"], how=\"left\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "# train_data.to_csv(\"dengue_train_data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['city', 'year', 'weekofyear', 'week_start_date', 'ndvi_ne', 'ndvi_nw',\n",
       "       'ndvi_se', 'ndvi_sw', 'precipitation_amt_mm', 'reanalysis_air_temp_k',\n",
       "       'reanalysis_avg_temp_k', 'reanalysis_dew_point_temp_k',\n",
       "       'reanalysis_max_air_temp_k', 'reanalysis_min_air_temp_k',\n",
       "       'reanalysis_precip_amt_kg_per_m2',\n",
       "       'reanalysis_relative_humidity_percent', 'reanalysis_sat_precip_amt_mm',\n",
       "       'reanalysis_specific_humidity_g_per_kg', 'reanalysis_tdtr_k',\n",
       "       'station_avg_temp_c', 'station_diur_temp_rng_c', 'station_max_temp_c',\n",
       "       'station_min_temp_c', 'station_precip_mm', 'total_cases'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "temp = train_data.groupby(\"year\").agg({\"total_cases\":\"sum\"}).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "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>year</th>\n",
       "      <th>total_cases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1990</td>\n",
       "      <td>866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1991</td>\n",
       "      <td>2801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1992</td>\n",
       "      <td>2371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1993</td>\n",
       "      <td>1156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1994</td>\n",
       "      <td>6533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1995</td>\n",
       "      <td>1333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1996</td>\n",
       "      <td>855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1997</td>\n",
       "      <td>1454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1998</td>\n",
       "      <td>4595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1999</td>\n",
       "      <td>1633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2000</td>\n",
       "      <td>496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2001</td>\n",
       "      <td>1477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2002</td>\n",
       "      <td>1156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2003</td>\n",
       "      <td>1063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2004</td>\n",
       "      <td>1248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2005</td>\n",
       "      <td>2116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2006</td>\n",
       "      <td>986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2007</td>\n",
       "      <td>2334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2008</td>\n",
       "      <td>907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2009</td>\n",
       "      <td>324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2010</td>\n",
       "      <td>223</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    year  total_cases\n",
       "0   1990          866\n",
       "1   1991         2801\n",
       "2   1992         2371\n",
       "3   1993         1156\n",
       "4   1994         6533\n",
       "5   1995         1333\n",
       "6   1996          855\n",
       "7   1997         1454\n",
       "8   1998         4595\n",
       "9   1999         1633\n",
       "10  2000          496\n",
       "11  2001         1477\n",
       "12  2002         1156\n",
       "13  2003         1063\n",
       "14  2004         1248\n",
       "15  2005         2116\n",
       "16  2006          986\n",
       "17  2007         2334\n",
       "18  2008          907\n",
       "19  2009          324\n",
       "20  2010          223"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x24884338cf8>]"
      ]
     },
     "execution_count": 98,
     "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": [
    "plt.plot(temp[\"year\"],temp[\"total_cases\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_test = pd.read_csv(\"dengue_features_test.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "416"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(features_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "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>city</th>\n",
       "      <th>weekofyear</th>\n",
       "      <th>week_start_date</th>\n",
       "      <th>ndvi_ne</th>\n",
       "      <th>ndvi_nw</th>\n",
       "      <th>ndvi_se</th>\n",
       "      <th>ndvi_sw</th>\n",
       "      <th>precipitation_amt_mm</th>\n",
       "      <th>reanalysis_air_temp_k</th>\n",
       "      <th>reanalysis_avg_temp_k</th>\n",
       "      <th>...</th>\n",
       "      <th>reanalysis_precip_amt_kg_per_m2</th>\n",
       "      <th>reanalysis_relative_humidity_percent</th>\n",
       "      <th>reanalysis_sat_precip_amt_mm</th>\n",
       "      <th>reanalysis_specific_humidity_g_per_kg</th>\n",
       "      <th>reanalysis_tdtr_k</th>\n",
       "      <th>station_avg_temp_c</th>\n",
       "      <th>station_diur_temp_rng_c</th>\n",
       "      <th>station_max_temp_c</th>\n",
       "      <th>station_min_temp_c</th>\n",
       "      <th>station_precip_mm</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>42</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>...</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "      <td>72</td>\n",
       "      <td>75</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>...</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>94</td>\n",
       "      <td>102</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>...</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>104</td>\n",
       "      <td>97</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>94</td>\n",
       "      <td>103</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>...</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>103</td>\n",
       "      <td>104</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      city  weekofyear  week_start_date  ndvi_ne  ndvi_nw  ndvi_se  ndvi_sw  \\\n",
       "year                                                                          \n",
       "2008    35          35               35       29       31       35       35   \n",
       "2009    52          52               52       42       51       52       52   \n",
       "2010    78          78               78       72       75       77       77   \n",
       "2011   104         104              104       94      102      104      104   \n",
       "2012   104         104              104       94      103      104      104   \n",
       "2013    43          43               43       42       43       43       43   \n",
       "\n",
       "      precipitation_amt_mm  reanalysis_air_temp_k  reanalysis_avg_temp_k  ...  \\\n",
       "year                                                                      ...   \n",
       "2008                    35                     35                     35  ...   \n",
       "2009                    51                     51                     51  ...   \n",
       "2010                    77                     77                     77  ...   \n",
       "2011                   104                    104                    104  ...   \n",
       "2012                   104                    104                    104  ...   \n",
       "2013                    43                     43                     43  ...   \n",
       "\n",
       "      reanalysis_precip_amt_kg_per_m2  reanalysis_relative_humidity_percent  \\\n",
       "year                                                                          \n",
       "2008                               35                                    35   \n",
       "2009                               51                                    51   \n",
       "2010                               77                                    77   \n",
       "2011                              104                                   104   \n",
       "2012                              104                                   104   \n",
       "2013                               43                                    43   \n",
       "\n",
       "      reanalysis_sat_precip_amt_mm  reanalysis_specific_humidity_g_per_kg  \\\n",
       "year                                                                        \n",
       "2008                            35                                     35   \n",
       "2009                            51                                     51   \n",
       "2010                            77                                     77   \n",
       "2011                           104                                    104   \n",
       "2012                           104                                    104   \n",
       "2013                            43                                     43   \n",
       "\n",
       "      reanalysis_tdtr_k  station_avg_temp_c  station_diur_temp_rng_c  \\\n",
       "year                                                                   \n",
       "2008                 35                  35                       35   \n",
       "2009                 51                  51                       51   \n",
       "2010                 77                  77                       77   \n",
       "2011                104                  96                       96   \n",
       "2012                104                 102                      102   \n",
       "2013                 43                  43                       43   \n",
       "\n",
       "      station_max_temp_c  station_min_temp_c  station_precip_mm  \n",
       "year                                                             \n",
       "2008                  35                  35                 35  \n",
       "2009                  51                  51                 51  \n",
       "2010                  77                  77                 76  \n",
       "2011                 104                  97                103  \n",
       "2012                 103                 104                103  \n",
       "2013                  43                  43                 43  \n",
       "\n",
       "[6 rows x 23 columns]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_test.groupby(\"year\").count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x24885e07a58>"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,7))\n",
    "sns.heatmap(train_data.corr(), annot=True)"
   ]
  }
 ],
 "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
}