Data Analysis and Preprocessing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "FXE3iq5Twme-"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.decomposition import PCA\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams[\"figure.figsize\"] = [16,9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "pEMtdH7zxSME"
   },
   "outputs": [],
   "source": [
    "X = pd.read_csv('./data/dengue_features_train.csv')\n",
    "y = pd.read_csv('./data/dengue_labels_train.csv')\n",
    "X_test = pd.read_csv('./data/dengue_features_test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 451
    },
    "colab_type": "code",
    "id": "I7ykCiVaBUJD",
    "outputId": "83a55fc0-7425-472c-bab2-012373d80eab"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "city                                       0\n",
       "year                                       0\n",
       "weekofyear                                 0\n",
       "week_start_date                            0\n",
       "ndvi_ne                                  194\n",
       "ndvi_nw                                   52\n",
       "ndvi_se                                   22\n",
       "ndvi_sw                                   22\n",
       "precipitation_amt_mm                      13\n",
       "reanalysis_air_temp_k                     10\n",
       "reanalysis_avg_temp_k                     10\n",
       "reanalysis_dew_point_temp_k               10\n",
       "reanalysis_max_air_temp_k                 10\n",
       "reanalysis_min_air_temp_k                 10\n",
       "reanalysis_precip_amt_kg_per_m2           10\n",
       "reanalysis_relative_humidity_percent      10\n",
       "reanalysis_sat_precip_amt_mm              13\n",
       "reanalysis_specific_humidity_g_per_kg     10\n",
       "reanalysis_tdtr_k                         10\n",
       "station_avg_temp_c                        43\n",
       "station_diur_temp_rng_c                   43\n",
       "station_max_temp_c                        20\n",
       "station_min_temp_c                        14\n",
       "station_precip_mm                         22\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 451
    },
    "colab_type": "code",
    "id": "1FUeDSCzwVOt",
    "outputId": "5f4738cd-3993-4098-c1ae-f3afa7f714fe"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "city                                      0\n",
       "year                                      0\n",
       "weekofyear                                0\n",
       "week_start_date                           0\n",
       "ndvi_ne                                  43\n",
       "ndvi_nw                                  11\n",
       "ndvi_se                                   1\n",
       "ndvi_sw                                   1\n",
       "precipitation_amt_mm                      2\n",
       "reanalysis_air_temp_k                     2\n",
       "reanalysis_avg_temp_k                     2\n",
       "reanalysis_dew_point_temp_k               2\n",
       "reanalysis_max_air_temp_k                 2\n",
       "reanalysis_min_air_temp_k                 2\n",
       "reanalysis_precip_amt_kg_per_m2           2\n",
       "reanalysis_relative_humidity_percent      2\n",
       "reanalysis_sat_precip_amt_mm              2\n",
       "reanalysis_specific_humidity_g_per_kg     2\n",
       "reanalysis_tdtr_k                         2\n",
       "station_avg_temp_c                       12\n",
       "station_diur_temp_rng_c                  12\n",
       "station_max_temp_c                        3\n",
       "station_min_temp_c                        9\n",
       "station_precip_mm                         5\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "2Jpd6ElgBUDZ"
   },
   "outputs": [],
   "source": [
    "X_sj = X.loc[X['city'] =='sj'].copy()\n",
    "y_sj = y.loc[y['city'] =='sj'].copy()\n",
    "\n",
    "X_iq = X.loc[X['city'] =='iq'].copy()\n",
    "y_iq = y.loc[y['city'] =='iq'].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "NFCM38d4P3hK"
   },
   "outputs": [],
   "source": [
    "X_sj_test = X_test.loc[X_test['city'] == 'sj'].copy()\n",
    "X_iq_test = X_test.loc[X_test['city'] == 'iq'].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "s8UcLpwfjep-",
    "outputId": "7b7a31b3-6310-46d7-d14d-66928c03e625"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(936, 24) (520, 24)\n"
     ]
    }
   ],
   "source": [
    "print(X_sj.shape, X_iq.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "_RQ1kkj2jeml"
   },
   "outputs": [],
   "source": [
    "X_sj.drop(labels=['city', 'week_start_date'], axis=1,inplace=True)\n",
    "X_iq.drop(labels=['city', 'week_start_date'], axis=1,inplace=True)\n",
    "X_sj_test.drop(labels=['city', 'week_start_date'], axis=1,inplace=True)\n",
    "X_iq_test.drop(labels=['city', 'week_start_date'], axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_sj['total_cases'] = y_sj.total_cases\n",
    "X_iq['total_cases'] = y_iq.total_cases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "iXxdfxeIjejF"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'San Juan Variable Correlations')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(X_sj.corr(), cmap='RdBu')\n",
    "plt.title('San Juan Variable Correlations')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "QHnaK2QZjeeh"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Iquitos Variable Correlations')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(X_iq.corr(), cmap='RdBu')\n",
    "plt.title('Iquitos Variable Correlations')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "YspZ_aA-jea3"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'San Juan Variables Correlation with target variable (total_cases)')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_sj.corr().abs().total_cases.drop('total_cases').sort_values().plot.barh(color='darkblue')\n",
    "plt.title('San Juan Variables Correlation with target variable (total_cases)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "EGHRAxlXjeXO"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Iquitos Variables Correlation with target variable (total_cases)')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_iq.corr().abs().total_cases.drop('total_cases').sort_values().plot.barh(color='darkblue')\n",
    "plt.title('Iquitos Variables Correlation with target variable (total_cases)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "9lsaahctjeTN"
   },
   "outputs": [],
   "source": [
    "X_sj_medianf = X_sj.fillna(X_sj.median())\n",
    "X_iq_medianf = X_iq.fillna(X_iq.median())\n",
    "X_sj_test_medianf = X_sj_test.fillna(X_sj_test.median())\n",
    "X_iq_test_medianf = X_iq_test.fillna(X_iq_test.median())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_sj_medianf.drop('total_cases', axis=1, inplace=True)\n",
    "X_iq_medianf.drop('total_cases', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "5S5Kb_z8jeMR"
   },
   "outputs": [],
   "source": [
    "pca = PCA()\n",
    "pca.fit(X_sj_medianf)\n",
    "X_sj_pca = pca.transform(X_sj_medianf)\n",
    "X_sj_pca_test = pca.transform(X_sj_test_medianf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'San Juan PCA')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.cumsum(pca.explained_variance_ratio_))\n",
    "plt.xlabel('number of PCA components')\n",
    "plt.ylabel('cumulative explained variance');\n",
    "plt.title('San Juan PCA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "6bvLsZ4XjeE6"
   },
   "outputs": [],
   "source": [
    "pca = PCA()\n",
    "pca.fit(X_iq_medianf)\n",
    "X_iq_pca = pca.transform(X_iq_medianf)\n",
    "X_iq_pca_test = pca.transform(X_iq_test_medianf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "hHyganv_BT-l"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Iquitos PCA')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.cumsum(pca.explained_variance_ratio_))\n",
    "plt.xlabel('number of PCA components')\n",
    "plt.ylabel('cumulative explained variance');\n",
    "plt.title('Iquitos PCA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "xDqrytgCBT7N"
   },
   "outputs": [],
   "source": [
    "sj_size = int(X_sj.shape[0] * 0.8)\n",
    "iq_size = int(X_iq.shape[0] * 0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_sj.fillna(X_sj.median(), inplace=True)\n",
    "X_iq.fillna(X_sj.median(), inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "7qRFM4gFBT2n"
   },
   "outputs": [],
   "source": [
    "train_sj = X_sj.head(sj_size).copy()\n",
    "test_sj = X_sj.tail(X_sj.shape[0] - sj_size).copy()\n",
    "\n",
    "train_iq = X_iq.head(iq_size).copy()\n",
    "test_iq = X_iq.tail(X_iq.shape[0] - iq_size).copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 434
    },
    "colab_type": "code",
    "id": "fclhScZPXkzm",
    "outputId": "8116e04b-2eb7-4c8b-9687-7f3e2784bca8"
   },
   "outputs": [],
   "source": [
    "train_sj.to_csv('./data/train_sj.csv', index=False)\n",
    "test_sj.to_csv('./data/test_sj.csv', index=False)\n",
    "train_iq.to_csv('./data/train_iq.csv', index=False)\n",
    "test_sj.to_csv('./data/test_iq.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "4dnzE2SlXkv9"
   },
   "outputs": [],
   "source": [
    "X_sj_test.fillna(X_sj.median(), inplace=True)\n",
    "X_iq_test.fillna(X_sj.median(), inplace=True)\n",
    "X_sj_test.to_csv('./data/X_sj_test.csv', index=False)\n",
    "X_iq_test.to_csv('./data/X_iq_test.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "mHO71tcfXkrJ",
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "ys2Y4ICyXklw"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "ohZK5GanXkdl"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "NfdOf-aOXkVh"
   },
   "outputs": [],
   "source": []
  },
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "sV7ulAWcBTnI"
   },
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   "source": []
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   "execution_count": null,
   "metadata": {
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    "id": "4c3Xvn-u84EK"
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   "metadata": {
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     "height": 733
    },
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    "id": "_H4qtGLn839M",
    "outputId": "e463845e-89dc-4863-96cb-8f129ac6a3ed"
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   "execution_count": null,
   "metadata": {
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    "colab_type": "code",
    "id": "n7en8qAN83vf",
    "outputId": "1c8fac5f-f3cf-4d70-b5ba-30a505ac503e"
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   "execution_count": null,
   "metadata": {
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    "colab_type": "code",
    "id": "OJtOrec883rR",
    "outputId": "03ec5eaa-d3fb-4a5a-f6ed-eeb105f4c3ac"
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   "metadata": {
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    "id": "f5Jn1CA983mi",
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    "id": "_YHsUt0RdV7e",
    "outputId": "09f2f1b1-7fa8-4024-d0d2-32416d58f783"
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   "metadata": {
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   "metadata": {
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