dengue-benchmark-statsmodels.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dengue fever is bad. It's real bad. Dengue is a mosquito-borne disease that occurs in tropical and sub-tropical parts of the world. In mild cases, symptoms are similar to the flu: fever, rash and muscle and joint pain. But severe cases are dangerous, and dengue fever can cause severe bleeding, low blood pressure and even death.\n",
    "\n",
    "Because it is carried by mosquitoes, the transmission dynamics of dengue are related to climate variables such as temperature and precipitation. Although the relationship to climate is complex, a growing number of scientists argue that climate change is likely to produce distributional shifts that will have significant public health implications worldwide.\n",
    "\n",
    "We've [launched a competition](https://www.drivendata.org/competitions/44/) to use open data to predict the occurrence of Dengue based on climatological data. Here's a first look at the data and how to get started!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As always, we begin with the sacred `import`'s of data science:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from __future__ import print_function\n",
    "from __future__ import division\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "import statsmodels.api as sm\n",
    "\n",
    "# just for the sake of this blog post!\n",
    "from warnings import filterwarnings\n",
    "filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A Tale of Two Cities\n",
    "\n",
    "![](https://community.drivendata.org/uploads/default/original/1X/4c3a8204d1715b5e2ee24da78abbad1515eccd5f.png)\n",
    "\n",
    "This dataset has two cities in it: San Juan, Puerto Rico (right) and Iquitos, Peru (left). Since we hypothesize that the spread of dengue may follow different patterns between the two, we will divide the dataset, train seperate models for each city, and then join our predictions before making our final submission."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# load the provided data\n",
    "train_features = pd.read_csv('../data-processed/dengue_features_train.csv',\n",
    "                             index_col=[0,1,2])\n",
    "\n",
    "train_labels = pd.read_csv('../data-processed/dengue_labels_train.csv',\n",
    "                           index_col=[0,1,2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Seperate data for San Juan\n",
    "sj_train_features = train_features.loc['sj']\n",
    "sj_train_labels = train_labels.loc['sj']\n",
    "\n",
    "# Separate data for Iquitos\n",
    "iq_train_features = train_features.loc['iq']\n",
    "iq_train_labels = train_labels.loc['iq']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "San Juan\n",
      "features:  (936, 21)\n",
      "labels  :  (936, 1)\n",
      "\n",
      "Iquitos\n",
      "features:  (520, 21)\n",
      "labels  :  (520, 1)\n"
     ]
    }
   ],
   "source": [
    "print('San Juan')\n",
    "print('features: ', sj_train_features.shape)\n",
    "print('labels  : ', sj_train_labels.shape)\n",
    "\n",
    "print('\\nIquitos')\n",
    "print('features: ', iq_train_features.shape)\n",
    "print('labels  : ', iq_train_labels.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The [problem description](https://www.drivendata.org/competitions/44/page/82/) gives a good overview of the available variables, but we'll look at the head of the data here as well:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></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>reanalysis_dew_point_temp_k</th>\n",
       "      <th>reanalysis_max_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",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th>weekofyear</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 rowspan=\"5\" valign=\"top\">1990</th>\n",
       "      <th>18</th>\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>297.742857</td>\n",
       "      <td>292.414286</td>\n",
       "      <td>299.8</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>19</th>\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>298.442857</td>\n",
       "      <td>293.951429</td>\n",
       "      <td>300.9</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>20</th>\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>298.878571</td>\n",
       "      <td>295.434286</td>\n",
       "      <td>300.5</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>21</th>\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>299.228571</td>\n",
       "      <td>295.310000</td>\n",
       "      <td>301.4</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>22</th>\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>299.664286</td>\n",
       "      <td>295.821429</td>\n",
       "      <td>301.9</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 × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                week_start_date   ndvi_ne   ndvi_nw   ndvi_se   ndvi_sw  \\\n",
       "year weekofyear                                                           \n",
       "1990 18              1990-04-30  0.122600  0.103725  0.198483  0.177617   \n",
       "     19              1990-05-07  0.169900  0.142175  0.162357  0.155486   \n",
       "     20              1990-05-14  0.032250  0.172967  0.157200  0.170843   \n",
       "     21              1990-05-21  0.128633  0.245067  0.227557  0.235886   \n",
       "     22              1990-05-28  0.196200  0.262200  0.251200  0.247340   \n",
       "\n",
       "                 precipitation_amt_mm  reanalysis_air_temp_k  \\\n",
       "year weekofyear                                                \n",
       "1990 18                         12.42             297.572857   \n",
       "     19                         22.82             298.211429   \n",
       "     20                         34.54             298.781429   \n",
       "     21                         15.36             298.987143   \n",
       "     22                          7.52             299.518571   \n",
       "\n",
       "                 reanalysis_avg_temp_k  reanalysis_dew_point_temp_k  \\\n",
       "year weekofyear                                                       \n",
       "1990 18                     297.742857                   292.414286   \n",
       "     19                     298.442857                   293.951429   \n",
       "     20                     298.878571                   295.434286   \n",
       "     21                     299.228571                   295.310000   \n",
       "     22                     299.664286                   295.821429   \n",
       "\n",
       "                 reanalysis_max_air_temp_k        ...          \\\n",
       "year weekofyear                                   ...           \n",
       "1990 18                              299.8        ...           \n",
       "     19                              300.9        ...           \n",
       "     20                              300.5        ...           \n",
       "     21                              301.4        ...           \n",
       "     22                              301.9        ...           \n",
       "\n",
       "                 reanalysis_precip_amt_kg_per_m2  \\\n",
       "year weekofyear                                    \n",
       "1990 18                                    32.00   \n",
       "     19                                    17.94   \n",
       "     20                                    26.10   \n",
       "     21                                    13.90   \n",
       "     22                                    12.20   \n",
       "\n",
       "                 reanalysis_relative_humidity_percent  \\\n",
       "year weekofyear                                         \n",
       "1990 18                                     73.365714   \n",
       "     19                                     77.368571   \n",
       "     20                                     82.052857   \n",
       "     21                                     80.337143   \n",
       "     22                                     80.460000   \n",
       "\n",
       "                 reanalysis_sat_precip_amt_mm  \\\n",
       "year weekofyear                                 \n",
       "1990 18                                 12.42   \n",
       "     19                                 22.82   \n",
       "     20                                 34.54   \n",
       "     21                                 15.36   \n",
       "     22                                  7.52   \n",
       "\n",
       "                 reanalysis_specific_humidity_g_per_kg  reanalysis_tdtr_k  \\\n",
       "year weekofyear                                                             \n",
       "1990 18                                      14.012857           2.628571   \n",
       "     19                                      15.372857           2.371429   \n",
       "     20                                      16.848571           2.300000   \n",
       "     21                                      16.672857           2.428571   \n",
       "     22                                      17.210000           3.014286   \n",
       "\n",
       "                 station_avg_temp_c  station_diur_temp_rng_c  \\\n",
       "year weekofyear                                                \n",
       "1990 18                   25.442857                 6.900000   \n",
       "     19                   26.714286                 6.371429   \n",
       "     20                   26.714286                 6.485714   \n",
       "     21                   27.471429                 6.771429   \n",
       "     22                   28.942857                 9.371429   \n",
       "\n",
       "                 station_max_temp_c  station_min_temp_c  station_precip_mm  \n",
       "year weekofyear                                                             \n",
       "1990 18                        29.4                20.0               16.0  \n",
       "     19                        31.7                22.2                8.6  \n",
       "     20                        32.2                22.8               41.4  \n",
       "     21                        33.3                23.3                4.0  \n",
       "     22                        35.0                23.9                5.8  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sj_train_features.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are _a lot_ of climate variables here, but the first thing that we'll note is that the `week_start_date` is included in the feature set. This makes it easier for competitors to create time based features, but for this first-pass model, we'll drop that column since we shouldn't use it as a feature in our model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Remove `week_start_date` string.\n",
    "sj_train_features.drop('week_start_date', axis=1, inplace=True)\n",
    "iq_train_features.drop('week_start_date', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, let's check to see if we are missing any values in this dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ndvi_ne                                  True\n",
       "ndvi_nw                                  True\n",
       "ndvi_se                                  True\n",
       "ndvi_sw                                  True\n",
       "precipitation_amt_mm                     True\n",
       "reanalysis_air_temp_k                    True\n",
       "reanalysis_avg_temp_k                    True\n",
       "reanalysis_dew_point_temp_k              True\n",
       "reanalysis_max_air_temp_k                True\n",
       "reanalysis_min_air_temp_k                True\n",
       "reanalysis_precip_amt_kg_per_m2          True\n",
       "reanalysis_relative_humidity_percent     True\n",
       "reanalysis_sat_precip_amt_mm             True\n",
       "reanalysis_specific_humidity_g_per_kg    True\n",
       "reanalysis_tdtr_k                        True\n",
       "station_avg_temp_c                       True\n",
       "station_diur_temp_rng_c                  True\n",
       "station_max_temp_c                       True\n",
       "station_min_temp_c                       True\n",
       "station_precip_mm                        True\n",
       "dtype: bool"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Null check\n",
    "pd.isnull(sj_train_features).any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x117d0d898>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117ca3518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(sj_train_features\n",
    "     .ndvi_ne\n",
    "     .plot\n",
    "     .line(lw=0.8))\n",
    "\n",
    "plt.title('Vegetation Index over Time')\n",
    "plt.xlabel('Time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since these are time-series, we can see the gaps where there are `NaN`s by plotting the data. Since we can't build a model without those values, we'll take a simple approach and just fill those values with the most recent value that we saw up to that point. This is probably a good part of the problem to improve your score by getting smarter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sj_train_features.fillna(method='ffill', inplace=True)\n",
    "iq_train_features.fillna(method='ffill', inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Distribution of labels\n",
    "\n",
    "Our target variable, `total_cases` is a non-negative integer, which means we're looking to make some **count predictions**. Standard regression techniques for this type of prediction include\n",
    "\n",
    "1. Poisson regression\n",
    "2. Negative binomial regression\n",
    "\n",
    "Which techniqe will perform better depends on many things, but the choice between Poisson regression and negative binomial regression is pretty straightforward. Poisson regression fits according to the assumption that the mean and variance of the population distributiona are equal. When they aren't, specifically when the variance is much larger than the mean, the negative binomial approach is better. Why? It isn't magic. The negative binomial regression simply lifts the assumption that the population mean and variance are equal, allowing for a larger class of possible models. In fact, from this perspective, the Poisson distribution is but a special case of the negative binomial distribution.\n",
    "\n",
    "Let's see how our labels are distributed!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "San Juan\n",
      "mean:  34.1805555556\n",
      "var : 2640.04543969\n",
      "\n",
      "Iquitos\n",
      "mean:  7.56538461538\n",
      "var : 115.895523937\n"
     ]
    }
   ],
   "source": [
    "print('San Juan')\n",
    "print('mean: ', sj_train_labels.mean()[0])\n",
    "print('var :', sj_train_labels.var()[0])\n",
    "\n",
    "print('\\nIquitos')\n",
    "print('mean: ', iq_train_labels.mean()[0])\n",
    "print('var :', iq_train_labels.var()[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's looking like a negative-binomial sort of day in these parts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x117cff550>]], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118161be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sj_train_labels.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x11ace9208>]], dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11acf1668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iq_train_labels.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `variance  >>  mean` suggests `total_cases` can be described by a negative binomial distribution, so we'll use a negative binomial regression below."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Which inputs strongly correlate with `total_cases`?\n",
    "\n",
    "Our next step in this process will be to select a subset of features to include in our regression. Our primary purpose here is to get a better understanding of the problem domain rather than eke out the last possible bit of predictive accuracy. The first thing we will do is to add the `total_cases` to our dataframe, and then look at the correlation of that variable with the climate variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sj_train_features['total_cases'] = sj_train_labels.total_cases\n",
    "iq_train_features['total_cases'] = iq_train_labels.total_cases"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute the data correlation matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# compute the correlations\n",
    "sj_correlations = sj_train_features.corr()\n",
    "iq_correlations = iq_train_features.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x11adac940>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117926940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot san juan\n",
    "sj_corr_heat = sns.heatmap(sj_correlations)\n",
    "plt.title('San Juan Variable Correlations')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x11b360400>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ace91d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot iquitos\n",
    "iq_corr_heat = sns.heatmap(iq_correlations)\n",
    "plt.title('Iquitos Variable Correlations')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Many of the temperature data are strongly correlated, which is expected. But the `total_cases` variable doesn't have many obvious strong correlations.\n",
    "\n",
    "Interestingly, `total_cases` seems to only have weak correlations with other variables. Many of the climate variables are much more strongly correlated. Interestingly, the vegetation index also only has weak correlation with other variables. These correlations may give us some hints as to how to improve our model that we'll talk about later in this post. For now, let's take a `sorted` look at `total_cases` correlations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11b5f0978>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b6406d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# San Juan\n",
    "(sj_correlations\n",
    "     .total_cases\n",
    "     .drop('total_cases') # don't compare with myself\n",
    "     .sort_values(ascending=False)\n",
    "     .plot\n",
    "     .barh())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11b6c2d68>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b330198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Iquitos\n",
    "(iq_correlations\n",
    "     .total_cases\n",
    "     .drop('total_cases') # don't compare with myself\n",
    "     .sort_values(ascending=False)\n",
    "     .plot\n",
    "     .barh())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A few observations\n",
    "\n",
    "#### The wetter the better\n",
    "* The correlation strengths differ for each city, but it looks like `reanalysis_specific_humidity_g_per_kg` and `reanalysis_dew_point_temp_k` are the most strongly correlated with `total_cases`. This makes sense: we know mosquitos thrive _wet_ climates, the wetter the better!\n",
    "\n",
    "#### Hot and heavy\n",
    "* As we all know, \"cold and humid\" is not a thing. So it's not surprising that as minimum temperatures, maximum temperatures, and average temperatures rise, the `total_cases` of dengue fever tend to rise as well.\n",
    "\n",
    "#### Sometimes it rains, so what\n",
    "* Interestingly, the `precipitation` measurements bear little to no correlation to `total_cases`, despite strong correlations to the `humidity` measurements, as evident by the heatmaps above.\n",
    "\n",
    "### This is just a first pass\n",
    "\n",
    "Precisely _none_ of these correlations are very strong. Of course, that doesn't mean that some **feature engineering wizardry** can't put us in a better place **(`standing_water` estimate, anyone?)**. Also, it's always useful to keep in mind that **life isn't linear**, but out-of-the-box correlation measurement is – or at least, it measures linear dependence.\n",
    "\n",
    "Nevertheless, for this benchmark we'll focus on the linear __wetness__ trend we see above, and reduce our inputs to \n",
    "\n",
    "#### A few good variables\n",
    "\n",
    "* `reanalysis_specific_humidity_g_per_kg`\n",
    "* `reanalysis_dew_point_temp_k`\n",
    "* `station_avg_temp_c`\n",
    "* `station_min_temp_c`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A mosquito model\n",
    "\n",
    "Now that we've explored this data, it's time to start modeling. Our first step will be to build a function that does all of the preprocessing we've done above from start to finish. This will make our lives easier, since it needs to be applied to the test set and the traning set before we make our predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def preprocess_data(data_path, labels_path=None):\n",
    "    # load data and set index to city, year, weekofyear\n",
    "    df = pd.read_csv(data_path, index_col=[0, 1, 2])\n",
    "    \n",
    "    # select features we want\n",
    "    features = ['reanalysis_specific_humidity_g_per_kg', \n",
    "                 'reanalysis_dew_point_temp_k', \n",
    "                 'station_avg_temp_c', \n",
    "                 'station_min_temp_c']\n",
    "    df = df[features]\n",
    "    \n",
    "    # fill missing values\n",
    "    df.fillna(method='ffill', inplace=True)\n",
    "\n",
    "    # add labels to dataframe\n",
    "    if labels_path:\n",
    "        labels = pd.read_csv(labels_path, index_col=[0, 1, 2])\n",
    "        df = df.join(labels)\n",
    "    \n",
    "    # separate san juan and iquitos\n",
    "    sj = df.loc['sj']\n",
    "    iq = df.loc['iq']\n",
    "    \n",
    "    return sj, iq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sj_train, iq_train = preprocess_data('../data-processed/dengue_features_train.csv',\n",
    "                                    labels_path=\"../data-processed/dengue_labels_train.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can take a look at the smaller dataset and see that it's ready to start modelling:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reanalysis_specific_humidity_g_per_kg</th>\n",
       "      <th>reanalysis_dew_point_temp_k</th>\n",
       "      <th>station_avg_temp_c</th>\n",
       "      <th>station_min_temp_c</th>\n",
       "      <th>total_cases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>936.000000</td>\n",
       "      <td>936.000000</td>\n",
       "      <td>936.000000</td>\n",
       "      <td>936.000000</td>\n",
       "      <td>936.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>16.547535</td>\n",
       "      <td>295.104736</td>\n",
       "      <td>26.999191</td>\n",
       "      <td>22.594017</td>\n",
       "      <td>34.180556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.560663</td>\n",
       "      <td>1.570075</td>\n",
       "      <td>1.415079</td>\n",
       "      <td>1.506281</td>\n",
       "      <td>51.381372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>11.715714</td>\n",
       "      <td>289.642857</td>\n",
       "      <td>22.842857</td>\n",
       "      <td>17.800000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>15.233571</td>\n",
       "      <td>293.843929</td>\n",
       "      <td>25.842857</td>\n",
       "      <td>21.700000</td>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>16.835000</td>\n",
       "      <td>295.451429</td>\n",
       "      <td>27.214286</td>\n",
       "      <td>22.800000</td>\n",
       "      <td>19.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>17.854286</td>\n",
       "      <td>296.415714</td>\n",
       "      <td>28.175000</td>\n",
       "      <td>23.900000</td>\n",
       "      <td>37.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>19.440000</td>\n",
       "      <td>297.795714</td>\n",
       "      <td>30.071429</td>\n",
       "      <td>25.600000</td>\n",
       "      <td>461.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       reanalysis_specific_humidity_g_per_kg  reanalysis_dew_point_temp_k  \\\n",
       "count                             936.000000                   936.000000   \n",
       "mean                               16.547535                   295.104736   \n",
       "std                                 1.560663                     1.570075   \n",
       "min                                11.715714                   289.642857   \n",
       "25%                                15.233571                   293.843929   \n",
       "50%                                16.835000                   295.451429   \n",
       "75%                                17.854286                   296.415714   \n",
       "max                                19.440000                   297.795714   \n",
       "\n",
       "       station_avg_temp_c  station_min_temp_c  total_cases  \n",
       "count          936.000000          936.000000   936.000000  \n",
       "mean            26.999191           22.594017    34.180556  \n",
       "std              1.415079            1.506281    51.381372  \n",
       "min             22.842857           17.800000     0.000000  \n",
       "25%             25.842857           21.700000     9.000000  \n",
       "50%             27.214286           22.800000    19.000000  \n",
       "75%             28.175000           23.900000    37.000000  \n",
       "max             30.071429           25.600000   461.000000  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sj_train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reanalysis_specific_humidity_g_per_kg</th>\n",
       "      <th>reanalysis_dew_point_temp_k</th>\n",
       "      <th>station_avg_temp_c</th>\n",
       "      <th>station_min_temp_c</th>\n",
       "      <th>total_cases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>520.000000</td>\n",
       "      <td>520.000000</td>\n",
       "      <td>520.000000</td>\n",
       "      <td>520.000000</td>\n",
       "      <td>520.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>17.102019</td>\n",
       "      <td>295.498723</td>\n",
       "      <td>27.506331</td>\n",
       "      <td>21.210385</td>\n",
       "      <td>7.565385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.443048</td>\n",
       "      <td>1.414360</td>\n",
       "      <td>0.908973</td>\n",
       "      <td>1.257734</td>\n",
       "      <td>10.765478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>12.111429</td>\n",
       "      <td>290.088571</td>\n",
       "      <td>21.400000</td>\n",
       "      <td>14.700000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>16.121429</td>\n",
       "      <td>294.596429</td>\n",
       "      <td>26.957500</td>\n",
       "      <td>20.600000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>17.428571</td>\n",
       "      <td>295.852143</td>\n",
       "      <td>27.587500</td>\n",
       "      <td>21.400000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>18.180357</td>\n",
       "      <td>296.557143</td>\n",
       "      <td>28.075000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>20.461429</td>\n",
       "      <td>298.450000</td>\n",
       "      <td>30.800000</td>\n",
       "      <td>24.200000</td>\n",
       "      <td>116.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       reanalysis_specific_humidity_g_per_kg  reanalysis_dew_point_temp_k  \\\n",
       "count                             520.000000                   520.000000   \n",
       "mean                               17.102019                   295.498723   \n",
       "std                                 1.443048                     1.414360   \n",
       "min                                12.111429                   290.088571   \n",
       "25%                                16.121429                   294.596429   \n",
       "50%                                17.428571                   295.852143   \n",
       "75%                                18.180357                   296.557143   \n",
       "max                                20.461429                   298.450000   \n",
       "\n",
       "       station_avg_temp_c  station_min_temp_c  total_cases  \n",
       "count          520.000000          520.000000   520.000000  \n",
       "mean            27.506331           21.210385     7.565385  \n",
       "std              0.908973            1.257734    10.765478  \n",
       "min             21.400000           14.700000     0.000000  \n",
       "25%             26.957500           20.600000     1.000000  \n",
       "50%             27.587500           21.400000     5.000000  \n",
       "75%             28.075000           22.000000     9.000000  \n",
       "max             30.800000           24.200000   116.000000  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iq_train.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Split it up!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since this is a timeseries model, we'll use a strict-future holdout set when we are splitting our train set and our test set. We'll keep around three quarters of the original data for training and use the rest to test. We'll do this separately for our San Juan model and for our Iquitos model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sj_train_subtrain = sj_train.head(800)\n",
    "sj_train_subtest = sj_train.tail(sj_train.shape[0] - 800)\n",
    "\n",
    "iq_train_subtrain = iq_train.head(400)\n",
    "iq_train_subtest = iq_train.tail(iq_train.shape[0] - 400)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training time\n",
    "\n",
    "This is where we start getting down to business. As we noted above, we'll train a NegativeBinomial model, which is often used for count data where the mean and the variance are very different. In this function we have three steps. The first is to specify the functional form "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "best alpha =  1e-08\n",
      "best score =  22.0808823529\n",
      "best alpha =  1e-08\n",
      "best score =  6.46666666667\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.tools import eval_measures\n",
    "import statsmodels.formula.api as smf\n",
    "\n",
    "def get_best_model(train, test):\n",
    "    # Step 1: specify the form of the model\n",
    "    model_formula = \"total_cases ~ 1 + \" \\\n",
    "                    \"reanalysis_specific_humidity_g_per_kg + \" \\\n",
    "                    \"reanalysis_dew_point_temp_k + \" \\\n",
    "                    \"station_min_temp_c + \" \\\n",
    "                    \"station_avg_temp_c\"\n",
    "    \n",
    "    grid = 10 ** np.arange(-8, -3, dtype=np.float64)\n",
    "                    \n",
    "    best_alpha = []\n",
    "    best_score = 1000\n",
    "        \n",
    "    # Step 2: Find the best hyper parameter, alpha\n",
    "    for alpha in grid:\n",
    "        model = smf.glm(formula=model_formula,\n",
    "                        data=train,\n",
    "                        family=sm.families.NegativeBinomial(alpha=alpha))\n",
    "\n",
    "        results = model.fit()\n",
    "        predictions = results.predict(test).astype(int)\n",
    "        score = eval_measures.meanabs(predictions, test.total_cases)\n",
    "\n",
    "        if score < best_score:\n",
    "            best_alpha = alpha\n",
    "            best_score = score\n",
    "\n",
    "    print('best alpha = ', best_alpha)\n",
    "    print('best score = ', best_score)\n",
    "            \n",
    "    # Step 3: refit on entire dataset\n",
    "    full_dataset = pd.concat([train, test])\n",
    "    model = smf.glm(formula=model_formula,\n",
    "                    data=full_dataset,\n",
    "                    family=sm.families.NegativeBinomial(alpha=best_alpha))\n",
    "\n",
    "    fitted_model = model.fit()\n",
    "    return fitted_model\n",
    "    \n",
    "sj_best_model = get_best_model(sj_train_subtrain, sj_train_subtest)\n",
    "iq_best_model = get_best_model(iq_train_subtrain, iq_train_subtest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11c526940>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11bd05be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figs, axes = plt.subplots(nrows=2, ncols=1)\n",
    "\n",
    "# plot sj\n",
    "sj_train['fitted'] = sj_best_model.fittedvalues\n",
    "sj_train.fitted.plot(ax=axes[0], label=\"Predictions\")\n",
    "sj_train.total_cases.plot(ax=axes[0], label=\"Actual\")\n",
    "\n",
    "# plot iq\n",
    "iq_train['fitted'] = iq_best_model.fittedvalues\n",
    "iq_train.fitted.plot(ax=axes[1], label=\"Predictions\")\n",
    "iq_train.total_cases.plot(ax=axes[1], label=\"Actual\")\n",
    "\n",
    "plt.suptitle(\"Dengue Predicted Cases vs. Actual Cases\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reflecting on our performance\n",
    "\n",
    "These graphs can actually tell us a lot about where our model is going wrong and give us some good hints about where investments will improve the model performance. For example, we see that our model in blue does track the seasonality of Dengue cases. However, the timing of the seasonality of our predictions has a mismatch with the actual results. One potential reason for this is that our features don't look far enough into the past--that is to say, we are asking to predict cases at the same time as we are measuring percipitation. Because dengue is misquito born, and the misquito lifecycle depends on water, we need to take both the life of a misquito and the time between infection and symptoms into account when modeling dengue. This is a critical avenue to explore when improving this model.\n",
    "\n",
    "The other important error is that our predictions are relatively consistent--we miss the spikes that are large outbreaks. One reason is that we don't take into account the contagiousness of dengue. A possible way to account for this is to build a model that progressively predicts a new value while taking into account the previous prediction. By training on the dengue outbreaks and then using the predicted number of patients in the week before, we can start to model this time dependence that the current model misses.\n",
    "\n",
    "So, we know we're not going to win this thing, but let's submit the model anyway!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sj_test, iq_test = preprocess_data('../data-processed/dengue_features_test.csv')\n",
    "\n",
    "sj_predictions = sj_best_model.predict(sj_test).astype(int)\n",
    "iq_predictions = iq_best_model.predict(iq_test).astype(int)\n",
    "\n",
    "submission = pd.read_csv(\"../data-processed/submission_format.csv\",\n",
    "                         index_col=[0, 1, 2])\n",
    "\n",
    "submission.total_cases = np.concatenate([sj_predictions, iq_predictions])\n",
    "submission.to_csv(\"../data-processed/benchmark.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://community.drivendata.org/uploads/default/original/1X/7af03e4997e8487057a77f9022691b9e9cb525f7.png)\n",
    "\n",
    "Alright, it's a start! To build your own model you can grab this notebook [from our benchmarks repo](https://github.com/drivendata/benchmarks).\n",
    "\n",
    "Good luck, and enjoy!"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3.10.7 64-bit",
   "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": "3.10.7"
  },
  "vscode": {
   "interpreter": {
    "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}