model-20-predict-lgb-rm-70-lr-0.0008-mix5.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Change Log:\n",
    "- v20 - lower learning rate = 0.0008, add height_r and top_floor index\n",
    "- v16 - change parameters (some from model 05), rm reduce to 68\n",
    "- v14 - change random seed\n",
    "- v10 - remove features based on feature importance results (exp-l04-per-area)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import pickle\n",
    "import itertools\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import lightgbm as lgb\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import KFold\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.metrics import mean_absolute_error\n",
    "from utilities import cal_mape\n",
    "\n",
    "from utilities import cal_score, convert_types, create_dt_feats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_name = 'model-20-lgb-lr-0.0008-mix5'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "is_log_target = True\n",
    "is_per_area_target = True\n",
    "\n",
    "map_target = {\n",
    "    (True, True):   'log_per_area_total_price',\n",
    "    (True, False):  'log_total_price',\n",
    "    (False, True):  'per_area_total_price',\n",
    "    (False, False): 'total_price'\n",
    "}\n",
    "col_target = map_target[(is_log_target, is_per_area_target)]\n",
    "\n",
    "#cols_feats_add = ['encoded_latlon', 'building_per_land_area'] # add feats into model\n",
    "cols_num_add = ['building_per_land_area', 'height_r', 'top_floor']\n",
    "cols_cat_add = ['encoded_latlon']\n",
    "\n",
    "#cols_feats_rm = [] # TODO: implement before using it\n",
    "#['day_in_year_txn_dt', 'day_in_year_building_complete_dt', 'dt_diff_building_complete_dt_txn_dt'] # dt num feats\n",
    "#['dow_txn_dt', 'dow_building_complete_dt', 'month_txn_dt', 'month_building_complete_dt',\n",
    "# 'quarter_txn_dt', 'quarter_building_complete_dt', 'year_txn_dt', 'year_building_complete_dt'] # dt cat feats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def pre_processing(df, cols_num, cols_cat): #, cols_feats\n",
    "    # Convert types\n",
    "    df[cols_num] = df[cols_num].astype('float32')\n",
    "    \n",
    "    # generate target\n",
    "    if 'total_price' in df:\n",
    "        df['total_price'] = df['total_price'].astype('float32')\n",
    "        df['log_total_price'] = np.log1p(df['total_price'])\n",
    "        df['per_area_total_price'] = df['total_price'] / df['building_area']\n",
    "        df['log_per_area_total_price'] = np.log1p(df['per_area_total_price'])\n",
    "        df['target'] = df[col_target]\n",
    "\n",
    "    # generate lat/lon encoded\n",
    "    kmeans = pickle.load(open('./object_kmeans_k6_combined.pkl', 'rb'))\n",
    "    df['encoded_latlon'] = kmeans.predict(df[['lat','lon']])\n",
    "    \n",
    "    # generate dt feats\n",
    "    df = create_dt_feats(df, 'txn_dt')\n",
    "    df = create_dt_feats(df, 'building_complete_dt')\n",
    "    df['dt_diff_building_complete_dt_txn_dt'] = df['txn_dt'] - df['building_complete_dt']\n",
    "    \n",
    "    # generate building to land ratio\n",
    "    df['building_per_land_area'] = df['building_area'] / df['land_area']\n",
    " \n",
    "    #cols_feats = cols_num + cols_cat + cols_feats_add\n",
    "    \n",
    "    # fix town and city\n",
    "    df['town'] = df['city'].astype('str')+'-'+df['town'].astype('str')\n",
    "    df['village'] = df['town'].astype('str')+'-'+df['village'].astype('str')\n",
    "    \n",
    "    # height ratio\n",
    "    df['height_r'] = df['txn_floor'] / df['total_floor']\n",
    "    df['top_floor'] = df['txn_floor'] == df['total_floor']\n",
    "    \n",
    "    return df  #, cols_feats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from feature_engineering import CategoricalColumnsEncoder\n",
    "from feature_engineering import TargetMeanEncoding\n",
    "from feature_engineering import MultiLabelEncoding\n",
    "\n",
    "class FeatureEngineering():\n",
    "    def __init__(self, cols_num, cols_cat, cols_feats, col_target, n_ran_encode=4):\n",
    "        # cols\n",
    "        self.cols_num = cols_num\n",
    "        self.cols_cat = cols_cat\n",
    "        self.cols_feats = cols_feats\n",
    "        self.col_target = col_target\n",
    "        \n",
    "        # Numbers\n",
    "        self.n_ran_encode = n_ran_encode\n",
    "        \n",
    "        # encoders\n",
    "        #self.tar_encoder = TargetMeanEncoding(col_target = self.col_target)\n",
    "        #self.ran_encoder = MultiLabelEncoding(self.n_ran_encode)\n",
    "        self.cat_astyper = CategoricalColumnsEncoder(mode='pandas')\n",
    "        \n",
    "    def fit_transform(self, df):\n",
    "        df = df.copy()\n",
    "    \n",
    "#        encoded1 = self.tar_encoder.fit_transform(df[self.cols_cat], df[self.col_target])\n",
    "#        encoded2 = self.ran_encoder.fit_transform(df[self.cols_cat])\n",
    "        self.cat_astyper.fit_transform(df, self.cols_cat)    \n",
    "        return df\n",
    "#        return pd.concat([df, encoded1, encoded2], axis=1)\n",
    "    \n",
    "    def transform(self, df):\n",
    "        df = df.copy()\n",
    "#        encoded1 = self.tar_encoder.transform(df[self.cols_cat])\n",
    "#        encoded2 = self.ran_encoder.transform(df[self.cols_cat])     # TODO: add generated feats into cols_feats\n",
    "        self.cat_astyper.transform(df)\n",
    "        return df\n",
    "#        return pd.concat([df, encoded1, encoded2], axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def post_processing(y_pred, df):\n",
    "    \"\"\"Args: \n",
    "          y_pred (1d np.array): raw prediction y\n",
    "          df (pd.Dataframe): input feature df\n",
    "       Return: np.array\n",
    "    \"\"\"\n",
    "    y_pred_final = y_pred.copy()\n",
    "    \n",
    "    if is_log_target:\n",
    "        y_pred_final = np.expm1(y_pred_final)\n",
    "        y_pred_final = np.clip(y_pred_final, 0, None)\n",
    "\n",
    "    if is_per_area_target:\n",
    "        y_pred_final = y_pred_final * df['building_area'].values\n",
    "        \n",
    "    return y_pred_final"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols_num = ['txn_dt', 'total_floor', 'building_complete_dt', 'parking_area', 'parking_price', 'txn_floor',\n",
    "            'land_area', 'building_area', 'lat', 'lon', 'village_income_median', 'town_population', 'town_area',\n",
    "            'town_population_density', 'doc_rate', 'master_rate', 'bachelor_rate', 'jobschool_rate',\n",
    "            'highschool_rate', 'junior_rate', 'elementary_rate', 'born_rate', 'death_rate', 'marriage_rate',\n",
    "            'divorce_rate', 'N_50', 'N_500', 'N_1000', 'N_5000', 'N_10000', 'I_10', 'I_50', 'I_100', 'I_250',\n",
    "            'I_500', 'I_1000', 'I_5000', 'I_10000', 'I_MIN', 'II_10', 'II_50', 'II_100', 'II_250', 'II_500',\n",
    "            'II_1000', 'II_5000', 'II_10000', 'II_MIN', 'III_10', 'III_50', 'III_100', 'III_250', 'III_500',\n",
    "            'III_1000', 'III_5000', 'III_10000', 'III_MIN', 'IV_10', 'IV_50', 'IV_100', 'IV_250', 'IV_500',\n",
    "            'IV_1000', 'IV_5000', 'IV_10000', 'IV_MIN', 'V_10', 'V_50', 'V_100', 'V_250', 'V_500', 'V_1000',\n",
    "            'V_5000', 'V_10000', 'V_MIN', 'VI_50', 'VI_100', 'VI_250', 'VI_500', 'VI_1000', 'VI_5000', 'VI_10000',\n",
    "            'VI_MIN', 'VII_10', 'VII_50', 'VII_100', 'VII_250', 'VII_500', 'VII_1000', 'VII_5000', 'VII_10000',\n",
    "            'VII_MIN', 'VIII_10', 'VIII_50', 'VIII_100', 'VIII_250', 'VIII_500', 'VIII_1000', 'VIII_5000',\n",
    "            'VIII_10000', 'VIII_MIN', 'IX_10', 'IX_50', 'IX_100', 'IX_250', 'IX_500', 'IX_1000', 'IX_5000',\n",
    "            'IX_10000', 'IX_MIN', 'X_10', 'X_50', 'X_100', 'X_250', 'X_500', 'X_1000', 'X_5000', 'X_10000', 'X_MIN',\n",
    "            'XI_10', 'XI_50', 'XI_100', 'XI_250', 'XI_500', 'XI_1000', 'XI_5000', 'XI_10000', 'XI_MIN', 'XII_10',\n",
    "            'XII_50', 'XII_100', 'XII_250', 'XII_500', 'XII_1000', 'XII_5000', 'XII_10000', 'XII_MIN', 'XIII_10',\n",
    "            'XIII_50', 'XIII_100', 'XIII_250', 'XIII_500', 'XIII_1000', 'XIII_5000', 'XIII_10000', 'XIII_MIN',\n",
    "            'XIV_10', 'XIV_50', 'XIV_100', 'XIV_250', 'XIV_500', 'XIV_1000', 'XIV_5000', 'XIV_10000', 'XIV_MIN']\n",
    "cols_cat = ['building_material', 'city', 'building_type', 'building_use', 'parking_way', 'town', 'village',\n",
    "            'I_index_50', 'I_index_500', 'I_index_1000', 'II_index_50', 'II_index_500', 'II_index_1000',\n",
    "            'III_index_50', 'III_index_500', 'III_index_1000', 'IV_index_50', 'IV_index_500', 'IV_index_1000',\n",
    "            'IV_index_5000', 'V_index_50', 'V_index_500', 'V_index_1000', 'VI_10', 'VI_index_50', 'VI_index_500',\n",
    "            'VI_index_1000', 'VII_index_50', 'VII_index_500', 'VII_index_1000', 'VIII_index_50', 'VIII_index_500',\n",
    "            'VIII_index_1000', 'IX_index_50', 'IX_index_500', 'IX_index_1000', 'IX_index_5000', 'X_index_50',\n",
    "            'X_index_500', 'X_index_1000', 'XI_index_50', 'XI_index_500', 'XI_index_1000', 'XI_index_5000',\n",
    "            'XI_index_10000', 'XII_index_50', 'XII_index_500', 'XII_index_1000', 'XIII_index_50', 'XIII_index_500',\n",
    "            'XIII_index_1000', 'XIII_index_5000', 'XIII_index_10000', 'XIV_index_50', 'XIV_index_500',\n",
    "            'XIV_index_1000']\n",
    "cols_feats = cols_num + cols_cat\n",
    "\n",
    "# informational cols\n",
    "cols_dt = ['txn_dt', 'building_complete_dt']\n",
    "cols_bin = ['I_index_50', 'I_index_500', 'I_index_1000', 'II_index_50', 'II_index_500', 'II_index_1000',\n",
    "            'III_index_50', 'III_index_500', 'III_index_1000', 'IV_index_50', 'IV_index_500', 'IV_index_1000',\n",
    "            'IV_index_5000', 'V_index_50', 'V_index_500', 'V_index_1000', 'VI_10', 'VI_index_50', 'VI_index_500',\n",
    "            'VI_index_1000', 'VII_index_50', 'VII_index_500', 'VII_index_1000', 'VIII_index_50', 'VIII_index_500',\n",
    "            'VIII_index_1000', 'IX_index_50', 'IX_index_500', 'IX_index_1000', 'IX_index_5000', 'X_index_50',\n",
    "            'X_index_500', 'X_index_1000', 'XI_index_50', 'XI_index_500', 'XI_index_1000', 'XI_index_5000',\n",
    "            'XI_index_10000', 'XII_index_50', 'XII_index_500', 'XII_index_1000', 'XIII_index_50', 'XIII_index_500',\n",
    "            'XIII_index_1000', 'XIII_index_5000', 'XIII_index_10000', 'XIV_index_50', 'XIV_index_500',\n",
    "            'XIV_index_1000']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>building_id</th>\n",
       "      <th>building_material</th>\n",
       "      <th>city</th>\n",
       "      <th>txn_dt</th>\n",
       "      <th>total_floor</th>\n",
       "      <th>building_type</th>\n",
       "      <th>building_use</th>\n",
       "      <th>building_complete_dt</th>\n",
       "      <th>parking_way</th>\n",
       "      <th>parking_area</th>\n",
       "      <th>...</th>\n",
       "      <th>XIV_500</th>\n",
       "      <th>XIV_index_500</th>\n",
       "      <th>XIV_1000</th>\n",
       "      <th>XIV_index_1000</th>\n",
       "      <th>XIV_5000</th>\n",
       "      <th>XIV_index_5000</th>\n",
       "      <th>XIV_10000</th>\n",
       "      <th>XIV_index_10000</th>\n",
       "      <th>XIV_MIN</th>\n",
       "      <th>total_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>...</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>157</td>\n",
       "      <td>1</td>\n",
       "      <td>2483</td>\n",
       "      <td>1</td>\n",
       "      <td>6011</td>\n",
       "      <td>1</td>\n",
       "      <td>34.469802848528126</td>\n",
       "      <td>647603.7704719775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>LgwzgklNvy4QCtq5</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
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       "      <td>7885</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
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       "      <td>40.07357348973039</td>\n",
       "      <td>3321452.0</td>\n",
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       "    <tr>\n",
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       "      <td>6028</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>212</td>\n",
       "      <td>1</td>\n",
       "      <td>15760</td>\n",
       "      <td>1</td>\n",
       "      <td>32228</td>\n",
       "      <td>1</td>\n",
       "      <td>54.46208108983661</td>\n",
       "      <td>9570885.316206373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>jre1pJhcQj91Kdky</td>\n",
       "      <td>8</td>\n",
       "      <td>21</td>\n",
       "      <td>20385</td>\n",
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       "      <td>18325</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>rQpYpY9nRG7X5mmr</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
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       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>762711.9757135696</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 235 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        building_id building_material city txn_dt total_floor building_type  \\\n",
       "0  e3mMIMR3JJqCaXz1                 8   21  18674           4             3   \n",
       "1  LgwzgklNvy4QCtq5                 8    7  18800           5             1   \n",
       "2  ucIR2NLLsC3T650L                 8    7  19289           4             1   \n",
       "3  jre1pJhcQj91Kdky                 8   21  20385          24             0   \n",
       "4  rQpYpY9nRG7X5mmr                 1   21  20657           2             4   \n",
       "\n",
       "  building_use building_complete_dt parking_way parking_area  ... XIV_500  \\\n",
       "0            2                 6271           2          NaN  ...      58   \n",
       "1            2                 7885           2          NaN  ...      28   \n",
       "2            2                 6028           2          NaN  ...      78   \n",
       "3            2                18325           0          NaN  ...      20   \n",
       "4            2                 6880           2          NaN  ...      18   \n",
       "\n",
       "  XIV_index_500 XIV_1000 XIV_index_1000 XIV_5000 XIV_index_5000 XIV_10000  \\\n",
       "0             1      157              1     2483              1      6011   \n",
       "1             1      115              1    15872              1     32221   \n",
       "2             1      212              1    15760              1     32228   \n",
       "3             1      125              1     2568              1      7271   \n",
       "4             1       47              1     2587              1      7442   \n",
       "\n",
       "  XIV_index_10000             XIV_MIN         total_price  \n",
       "0               1  34.469802848528126   647603.7704719775  \n",
       "1               1   40.07357348973039           3321452.0  \n",
       "2               1   54.46208108983661   9570885.316206373  \n",
       "3               1   99.62896580763416  14215011.127100045  \n",
       "4               1   124.1312362968124   762711.9757135696  \n",
       "\n",
       "[5 rows x 235 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>building_id</th>\n",
       "      <th>building_material</th>\n",
       "      <th>city</th>\n",
       "      <th>txn_dt</th>\n",
       "      <th>total_floor</th>\n",
       "      <th>building_type</th>\n",
       "      <th>building_use</th>\n",
       "      <th>building_complete_dt</th>\n",
       "      <th>parking_way</th>\n",
       "      <th>parking_area</th>\n",
       "      <th>...</th>\n",
       "      <th>XIV_250</th>\n",
       "      <th>XIV_500</th>\n",
       "      <th>XIV_index_500</th>\n",
       "      <th>XIV_1000</th>\n",
       "      <th>XIV_index_1000</th>\n",
       "      <th>XIV_5000</th>\n",
       "      <th>XIV_index_5000</th>\n",
       "      <th>XIV_10000</th>\n",
       "      <th>XIV_index_10000</th>\n",
       "      <th>XIV_MIN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>X5gsdTWGS3W7JJQB</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>18634</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1857</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>129</td>\n",
       "      <td>1</td>\n",
       "      <td>3991</td>\n",
       "      <td>1</td>\n",
       "      <td>8409</td>\n",
       "      <td>1</td>\n",
       "      <td>105.4622312795739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BTshNOJyKHnT2YIT</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>20199</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>16011</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>44</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>1950</td>\n",
       "      <td>1</td>\n",
       "      <td>10725</td>\n",
       "      <td>1</td>\n",
       "      <td>100.81980868401074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>dhdymr0lV8N5kZOT</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>19769</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>18294</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>3707</td>\n",
       "      <td>1</td>\n",
       "      <td>19459</td>\n",
       "      <td>1</td>\n",
       "      <td>259.8005430183116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>VEwyGGMcD56w5BOc</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>20479</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>17837</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>6487</td>\n",
       "      <td>1</td>\n",
       "      <td>29400</td>\n",
       "      <td>1</td>\n",
       "      <td>22.941906168328487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>wmUeMoJZfsqaSX9b</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>18164</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>13272</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>1346</td>\n",
       "      <td>1</td>\n",
       "      <td>3280</td>\n",
       "      <td>1</td>\n",
       "      <td>181.21309507601745</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 234 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        building_id building_material city txn_dt total_floor building_type  \\\n",
       "0  X5gsdTWGS3W7JJQB                 1   13  18634           2             4   \n",
       "1  BTshNOJyKHnT2YIT                 8    7  20199          10             3   \n",
       "2  dhdymr0lV8N5kZOT                 8   12  19769           4             4   \n",
       "3  VEwyGGMcD56w5BOc                10    7  20479          19             2   \n",
       "4  wmUeMoJZfsqaSX9b                 8    3  18164          13             0   \n",
       "\n",
       "  building_use building_complete_dt parking_way parking_area  ... XIV_250  \\\n",
       "0            2                 1857           2          NaN  ...       7   \n",
       "1            2                16011           2          NaN  ...      18   \n",
       "2           10                18294           2          NaN  ...       0   \n",
       "3            0                17837           2          NaN  ...      16   \n",
       "4            2                13272           2          NaN  ...       4   \n",
       "\n",
       "  XIV_500 XIV_index_500 XIV_1000 XIV_index_1000 XIV_5000 XIV_index_5000  \\\n",
       "0      21             1      129              1     3991              1   \n",
       "1      44             1       67              1     1950              1   \n",
       "2       3             1       35              1     3707              1   \n",
       "3      60             1      144              1     6487              1   \n",
       "4      18             1       76              1     1346              1   \n",
       "\n",
       "  XIV_10000 XIV_index_10000             XIV_MIN  \n",
       "0      8409               1   105.4622312795739  \n",
       "1     10725               1  100.81980868401074  \n",
       "2     19459               1   259.8005430183116  \n",
       "3     29400               1  22.941906168328487  \n",
       "4      3280               1  181.21309507601745  \n",
       "\n",
       "[5 rows x 234 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train = pd.read_csv('dataset/train.csv', dtype=object)\n",
    "test = pd.read_csv('dataset/test.csv', dtype=object)\n",
    "display(train.head(5))\n",
    "display(test.head(5))\n",
    "\n",
    "id_cv = []\n",
    "for i in range(5):\n",
    "    id_one_fold = pd.read_csv(f'dataset/id_cv{i}.csv', dtype=object)['building_id']\n",
    "    id_cv.append(id_one_fold)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\python36\\lib\\site-packages\\sklearn\\base.py:306: UserWarning: Trying to unpickle estimator KMeans from version 0.20.3 when using version 0.21.2. This might lead to breaking code or invalid results. Use at your own risk.\n",
      "  UserWarning)\n",
      "c:\\python36\\lib\\site-packages\\sklearn\\base.py:306: UserWarning: Trying to unpickle estimator KMeans from version 0.20.3 when using version 0.21.2. This might lead to breaking code or invalid results. Use at your own risk.\n",
      "  UserWarning)\n"
     ]
    }
   ],
   "source": [
    "train = pre_processing(train, cols_num, cols_cat)\n",
    "test = pre_processing(test, cols_num, cols_cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols_num = cols_num + [c for c in cols_num_add if c not in cols_num]\n",
    "cols_cat = cols_cat + [c for c in cols_cat_add if c not in cols_cat]\n",
    "cols_feats = cols_num + cols_cat"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove feats based on shuffle results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 'divorce_rate' 5709.20035 3.333296666667593]\n",
      " [1 'I_250' 5709.200316666666 3.333263333333889]\n",
      " [2 'XI_100' 5708.200346666667 2.33329333333495]\n",
      " [3 'VI_index_500' 5707.867050000001 1.9999966666682667]\n",
      " [4 'IX_index_50' 5707.86704 1.9999866666676098]\n",
      " [5 'VI_500' 5707.866983333333 1.9999300000008589]\n",
      " [6 'XIV_10' 5707.533710000001 1.666656666668132]\n",
      " [7 'XI_index_500' 5707.200386666666 1.3333333333339397]\n",
      " [8 'VI_index_1000' 5707.200383333334 1.3333300000012969]\n",
      " [9 'V_100' 5707.200373333333 1.33332000000064]\n",
      " [10 'VII_10' 5707.200363333334 1.333310000001802]\n",
      " [11 'X_100' 5707.200336666666 1.3332833333333838]\n",
      " [12 'XII_index_50' 5706.867056666667 1.0000033333344618]\n",
      " [15 'X_index_500' 5706.867050000001 0.9999966666682667]\n",
      " [14 'X_10' 5706.867050000001 0.9999966666682667]\n",
      " [13 'II_10' 5706.867050000001 0.9999966666682667]\n",
      " [16 'II_index_500' 5706.867046666666 0.9999933333338049]\n",
      " [17 'V_index_1000' 5706.867046666666 0.9999933333338049]\n",
      " [18 'XIII_10' 5706.867043333335 0.9999900000020716]\n",
      " [19 'XIV_index_50' 5706.867043333335 0.9999900000020716]\n",
      " [20 'VIII_index_500' 5706.86704 0.9999866666676098]\n",
      " [21 'IX_50' 5706.867016666667 0.9999633333345628]\n",
      " [22 'XI_index_1000' 5706.533726666666 0.6666733333331649]\n",
      " [23 'XI_10' 5706.533719999999 0.6666666666669698]\n",
      " [24 'II_index_1000' 5706.533719999999 0.6666666666669698]\n",
      " [25 'VII_index_500' 5706.533719999999 0.6666666666669698]\n",
      " [26 'X_index_1000' 5706.533719999999 0.6666666666669698]\n",
      " [30 'XIII_index_1000' 5706.533716666668 0.6666633333352365]\n",
      " [31 'XIV_index_500' 5706.533716666668 0.6666633333352365]\n",
      " [27 'VI_100' 5706.533716666668 0.6666633333352365]\n",
      " [29 'IX_index_500' 5706.533716666668 0.6666633333352365]\n",
      " [28 'I_index_1000' 5706.533716666668 0.6666633333352365]\n",
      " [32 'XIII_index_500' 5706.533713333333 0.6666600000007747]\n",
      " [33 'V_10' 5706.533706666666 0.6666533333336702]\n",
      " [34 'VII_index_50' 5706.533706666666 0.6666533333336702]\n",
      " [35 'I_500' 5706.533573333333 0.6665200000006735]\n",
      " [36 'IV_index_50' 5706.200386666666 0.33333333333393966]\n",
      " [37 'V_index_500' 5706.200386666666 0.33333333333393966]\n",
      " [38 'VI_index_50' 5706.200386666666 0.33333333333393966]\n",
      " [39 'XIII_index_5000' 5706.200386666666 0.33333333333393966]\n",
      " [40 'VI_50' 5706.200383333334 0.33333000000129687]\n",
      " [41 'III_index_1000' 5706.200383333334 0.33333000000129687]\n",
      " [44 'I_index_50' 5706.200379999999 0.3333266666668351]\n",
      " [42 'I_50' 5706.200379999999 0.3333266666668351]\n",
      " [43 'IV_50' 5706.200379999999 0.3333266666668351]\n",
      " [45 'III_index_50' 5706.200370000001 0.3333166666689067]\n",
      " [46 'VI_250' 5706.200366666667 0.3333133333344449]\n",
      " [47 'XI_index_50' 5706.200366666667 0.3333133333344449]\n",
      " [48 'VI_1000' 5706.200263333333 0.33321000000069034]\n",
      " [49 'XII_index_500' 5705.867056666667 3.333334461785853e-06]\n",
      " [59 'XIV_index_1000' 5705.8670533333325 0.0]\n",
      " [58 'XIII_index_50' 5705.8670533333325 0.0]\n",
      " [57 'XII_index_1000' 5705.8670533333325 0.0]\n",
      " [55 'IX_index_5000' 5705.8670533333325 0.0]\n",
      " [56 'XI_index_10000' 5705.8670533333325 0.0]\n",
      " [53 'VI_10' 5705.8670533333325 0.0]\n",
      " [54 'VII_index_1000' 5705.8670533333325 0.0]\n",
      " [52 'IV_index_5000' 5705.8670533333325 0.0]\n",
      " [51 'I_10' 5705.8670533333325 0.0]\n",
      " [50 'none' 5705.8670533333325 0.0]\n",
      " [60 'VIII_index_1000' 5705.867050000001 -3.3333317333017476e-06]\n",
      " [61 'XI_index_5000' 5705.867050000001 -3.3333317333017476e-06]\n",
      " [62 'I_index_500' 5705.86704 -1.3333332390175201e-05]\n",
      " [63 'II_index_50' 5705.86704 -1.3333332390175201e-05]\n",
      " [64 'IX_index_1000' 5705.867036666667 -1.666666503297165e-05]\n",
      " [65 'I_100' 5705.86703 -2.3333332137553953e-05]\n",
      " [66 'II_50' 5705.8670133333335 -3.9999998989515007e-05]\n",
      " [67 'N_500' 5705.866976666667 -7.666666533623356e-05]\n",
      " [68 'N_5000' 5705.533719999999 -0.33333333333303017]\n",
      " [69 'IX_10' 5705.533713333333 -0.33333999999922526]\n",
      " [70 'IV_index_1000' 5705.533713333333 -0.33333999999922526]\n",
      " [71 'X_index_50' 5705.533713333333 -0.33333999999922526]\n",
      " [72 'IV_10' 5705.533710000001 -0.33334333333186805]\n",
      " [73 'XIII_index_10000' 5705.533710000001 -0.33334333333186805]\n",
      " [74 'XII_10' 5705.533630000001 -0.33342333333166607]\n",
      " [75 'III_10' 5705.200383333334 -0.6666699999987031]\n",
      " [76 'X_50' 5705.200370000001 -0.6666833333310933]\n",
      " [77 'IV_index_500' 5705.200370000001 -0.6666833333310933]\n",
      " [78 'VIII_index_50' 5705.200363333334 -0.6666899999981979]\n",
      " [79 'XI_50' 5705.20035 -0.666703333332407]\n",
      " [80 'N_10000' 5705.200326666666 -0.6667266666663636]\n",
      " [81 'V_index_50' 5704.867036666667 -1.000016666665033]\n",
      " [82 'X_500' 5704.86689 -1.0001633333322388]\n",
      " [83 'X_250' 5704.866873333333 -1.0001799999990908]\n",
      " [84 'III_index_500' 5704.533719999999 -1.3333333333330302]\n",
      " [85 'XIII_50' 5704.533710000001 -1.333343333331868]\n",
      " [86 'XIII_100' 5704.533710000001 -1.333343333331868]\n",
      " [87 'V_50' 5704.200356666667 -1.6666966666653025]\n",
      " [88 'IX_100' 5704.2002600000005 -1.6667933333319525]\n",
      " [89 'XIV_250' 5704.200026666666 -1.667026666666061]\n",
      " [90 'IV_100' 5703.867026666667 -2.00002666666569]\n",
      " [91 'IV_250' 5703.866953333333 -2.0000999999992928]\n",
      " [92 'III_100' 5703.533653333333 -2.3333999999995285]\n",
      " [93 'XIV_100' 5703.533503333333 -2.333549999999377]\n",
      " [94 'XIII_250' 5703.200316666666 -2.666736666666111]\n",
      " [95 'XI_250' 5703.200193333333 -2.6668599999993603]\n",
      " [96 'VIII_10' 5702.866996666667 -3.0000566666658415]\n",
      " [97 'IX_250' 5702.200013333334 -3.667039999998451]\n",
      " [98 'IV_500' 5701.866936666666 -4.000116666666145]\n",
      " [99 'IX_5000' 5701.533173333333 -4.333879999999226]\n",
      " [100 'XII_100' 5701.2001666666665 -4.66688666666596]\n",
      " [101 'II_100' 5700.866966666667 -5.000086666665084]\n",
      " [102 'N_1000' 5700.866936666666 -5.000116666666145]\n",
      " [103 'born_rate' 5700.86682 -5.0002333333322895]\n",
      " [104 'junior_rate' 5700.5335000000005 -5.33355333333202]\n",
      " [105 'VIII_50' 5700.533383333334 -5.333669999998165]\n",
      " [106 'marriage_rate' 5700.533316666667 -5.333736666665573]\n",
      " [107 'XIV_50' 5699.533613333333 -6.3334399999994275]\n",
      " [108 'VII_50' 5699.533456666667 -6.333596666665471]\n",
      " [109 'IV_1000' 5699.199853333333 -6.667199999999866]\n",
      " [110 'II_250' 5698.53337 -7.333683333332374]\n",
      " [111 'XIII_500' 5698.200293333332 -7.6667600000000675]\n",
      " [112 'III_50' 5698.200069999999 -7.666983333333519]\n",
      " [113 'II_10000' 5698.199886666666 -7.667166666666162]\n",
      " [114 'IV_5000' 5697.866536666667 -8.000516666665135]\n",
      " [115 'XIII_1000' 5697.533463333333 -8.333589999999276]\n",
      " [116 'III_250' 5697.200150000001 -8.666903333331902]\n",
      " [117 'VIII_100' 5696.866476666667 -9.000576666665438]\n",
      " [118 'XII_50' 5696.200313333335 -9.666739999997844]\n",
      " [119 'N_50' 5696.19989 -9.66716333333261]\n",
      " [120 'VIII_5000' 5695.533113333334 -10.33393999999862]\n",
      " [121 'I_1000' 5694.866853333333 -11.000199999999495]\n",
      " [122 'VI_MIN' 5694.866663333334 -11.000389999998333]\n",
      " [123 'XIV_500' 5694.866446666667 -11.00060666666559]\n",
      " [124 'VII_100' 5694.53343 -11.33362333333207]\n",
      " [125 'XI_500' 5693.8668800000005 -12.000173333331986]\n",
      " [126 'IV_10000' 5693.532886666667 -12.334166666665624]\n",
      " [127 'V_MIN' 5692.86606 -13.00099333333219]\n",
      " [128 'death_rate' 5692.5331633333335 -13.333889999998974]\n",
      " [129 'VIII_10000' 5692.199853333333 -13.667199999999866]\n",
      " [130 'XIII_MIN' 5691.533060000001 -14.333993333331819]\n",
      " [131 'V_500' 5690.199906666668 -15.667146666664848]\n",
      " [132 'I_MIN' 5690.19978 -15.66727333333256]\n",
      " [133 'V_250' 5689.200093333333 -16.666959999999563]\n",
      " [134 'IV_MIN' 5689.1995566666665 -16.66749666666601]\n",
      " [135 'III_500' 5688.866743333333 -17.000309999999445]\n",
      " [136 'IX_500' 5688.86639 -17.00066333333234]\n",
      " [137 'XI_5000' 5688.533226666666 -17.333826666666027]\n",
      " [138 'XII_250' 5688.533106666667 -17.333946666665724]\n",
      " [139 'III_1000' 5687.866279999999 -18.0007733333332]\n",
      " [140 'XI_MIN' 5687.532873333334 -18.334179999998923]\n",
      " [141 'X_10000' 5687.532800000001 -18.334253333331617]\n",
      " [142 'II_500' 5686.532996666666 -19.334056666666584]\n",
      " [143 'III_5000' 5684.866556666667 -21.00049666666564]\n",
      " [144 'V_1000' 5683.866256666667 -22.000796666665337]\n",
      " [145 'III_10000' 5683.5324900000005 -22.33456333333197]\n",
      " [146 'VII_MIN' 5683.199209999999 -22.66784333333362]\n",
      " [147 'XII_500' 5683.199173333334 -22.66787999999815]\n",
      " [148 'III_MIN' 5682.532556666666 -23.334496666666382]\n",
      " [149 'VIII_250' 5681.86623 -24.000823333332846]\n",
      " [150 'XIV_1000' 5680.866440000001 -25.000613333331785]\n",
      " [151 'town_area' 5680.533066666667 -25.333986666665623]\n",
      " [152 'XIV_MIN' 5680.19969 -25.667363333332105]\n",
      " [153 'II_MIN' 5677.53274 -28.33431333333283]\n",
      " [154 'XII_5000' 5676.8655733333335 -29.001479999998992]\n",
      " [155 'building_material' 5676.865563333333 -29.00148999999965]\n",
      " [156 'X_1000' 5675.865993333333 -30.001059999999597]\n",
      " [157 'I_5000' 5675.532426666668 -30.334626666664917]\n",
      " [158 'XI_10000' 5675.199393333333 -30.66765999999916]\n",
      " [159 'XII_10000' 5674.865669999999 -31.00138333333325]\n",
      " [160 'elementary_rate' 5674.532066666667 -31.334986666665827]\n",
      " [161 'town_population_density' 5674.199496666667 -31.667556666665405]\n",
      " [162 'IX_MIN' 5673.5324900000005 -32.33456333333197]\n",
      " [163 'XII_MIN' 5672.199463333333 -33.66758999999911]\n",
      " [164 'X_MIN' 5672.199316666666 -33.667736666666315]\n",
      " [165 'VII_250' 5671.865873333333 -34.001179999999295]\n",
      " [166 'XIV_10000' 5669.865906666667 -36.00114666666559]\n",
      " [167 'X_5000' 5669.865403333333 -36.001649999999245]\n",
      " [168 'parking_area' 5665.866163333333 -40.000889999999345]\n",
      " [169 'IX_10000' 5665.53269 -40.334363333332476]\n",
      " [170 'highschool_rate' 5664.532736666667 -41.33431666666547]\n",
      " [171 'II_5000' 5662.532619999999 -43.334433333333436]\n",
      " [172 'V_5000' 5661.19843 -44.66862333333211]\n",
      " [173 'VIII_MIN' 5660.532049999999 -45.33500333333359]\n",
      " [174 'VIII_500' 5658.531816666667 -47.33523666666588]\n",
      " [175 'VIII_1000' 5657.86419 -48.00286333333224]\n",
      " [176 'I_10000' 5655.531346666667 -50.33570666666583]\n",
      " [177 'building_use' 5652.19898 -53.66807333333236]\n",
      " [178 'XII_1000' 5644.19792 -61.669133333332866]\n",
      " [179 'VI_5000' 5641.86575 -64.00130333333254]\n",
      " [180 'lat' 5637.531133333333 -68.33591999999953]\n",
      " [181 'VII_5000' 5631.530966666666 -74.33608666666623]\n",
      " [182 'VII_500' 5629.531536666666 -76.33551666666608]\n",
      " [183 'town_population' 5626.198586666666 -79.66846666666606]\n",
      " [184 'city' 5624.864426666667 -81.00262666666549]\n",
      " [185 'II_1000' 5618.53164 -87.33541333333233]\n",
      " [186 'IX_1000' 5609.530946666667 -96.33610666666573]\n",
      " [187 'XI_1000' 5600.864693333333 -105.0023599999995]\n",
      " [188 'jobschool_rate' 5577.52952 -128.33753333333243]\n",
      " [189 'bachelor_rate' 5564.530006666667 -141.33704666666563]\n",
      " [190 'XIV_5000' 5544.529993333334 -161.33705999999893]\n",
      " [191 'V_10000' 5527.5279433333335 -178.33910999999898]\n",
      " [192 'VII_1000' 5483.195199999999 -222.67185333333327]\n",
      " [193 'parking_way' 5481.528866666667 -224.33818666666502]\n",
      " [194 'XIII_5000' 5403.193223333333 -302.6738299999997]\n",
      " [195 'lon' 5361.52429 -344.3427633333322]\n",
      " [196 'parking_price' 5360.190783333333 -345.67626999999993]\n",
      " [197 'master_rate' 5210.856313333333 -495.0107399999997]\n",
      " [198 'building_type' 5193.523143333333 -512.3439099999996]\n",
      " [199 'village_income_median' 5009.84994 -696.0171133333324]\n",
      " [200 'total_floor' 4984.18339 -721.6836633333323]\n",
      " [201 'building_area' 4936.506333333334 -769.3607199999988]\n",
      " [202 'doc_rate' 4886.513366666666 -819.3536866666664]\n",
      " [203 'village' 4852.180716666666 -853.6863366666666]\n",
      " [204 'VII_10000' 4688.84273 -1017.0243233333322]\n",
      " [205 'land_area' 4551.80975 -1154.0573033333321]\n",
      " [206 'VI_10000' 4376.823850000001 -1329.0432033333318]\n",
      " [207 'txn_floor' 4149.4685 -1556.3985533333325]\n",
      " [208 'txn_dt' 3962.7975066666663 -1743.0695466666662]\n",
      " [209 'building_complete_dt' 3433.7606266666667 -2272.106426666666]\n",
      " [210 'XIII_10000' 2914.651653333333 -2791.2153999999996]\n",
      " [211 'town' 2516.730063333333 -3189.1369899999995]]\n",
      "70\n",
      "['divorce_rate', 'I_250', 'XI_100', 'VI_index_500', 'IX_index_50', 'VI_500', 'XIV_10', 'XI_index_500', 'VI_index_1000', 'V_100', 'VII_10', 'X_100', 'XII_index_50', 'X_index_500', 'X_10', 'II_10', 'II_index_500', 'V_index_1000', 'XIII_10', 'XIV_index_50', 'VIII_index_500', 'IX_50', 'XI_index_1000', 'XI_10', 'II_index_1000', 'VII_index_500', 'X_index_1000', 'XIII_index_1000', 'XIV_index_500', 'VI_100', 'IX_index_500', 'I_index_1000', 'XIII_index_500', 'V_10', 'VII_index_50', 'I_500', 'IV_index_50', 'V_index_500', 'VI_index_50', 'XIII_index_5000', 'VI_50', 'III_index_1000', 'I_index_50', 'I_50', 'IV_50', 'III_index_50', 'VI_250', 'XI_index_50', 'VI_1000', 'XII_index_500', 'XIV_index_1000', 'XIII_index_50', 'XII_index_1000', 'IX_index_5000', 'XI_index_10000', 'VI_10', 'VII_index_1000', 'IV_index_5000', 'I_10', 'VIII_index_1000', 'XI_index_5000', 'I_index_500', 'II_index_50', 'IX_index_1000', 'I_100', 'II_50', 'N_500', 'N_5000', 'IX_10', 'IV_index_1000']\n",
      "N feats (before): 215\n",
      "N feats (after): 145\n",
      "['XII_250', 'VIII_10', 'X_50', 'VII_MIN', 'X_500', 'V_1000', 'X_5000', 'X_10000', 'VI_MIN', 'master_rate', 'village_income_median', 'VIII_100', 'V_50', 'txn_floor', 'II_10000', 'VII_250', 'IV_MIN', 'XII_10000', 'V_5000', 'XII_100', 'XIV_MIN', 'XII_50', 'XII_1000', 'V_10000', 'XIII_5000', 'VII_1000', 'XI_500', 'building_complete_dt', 'city', 'IV_10', 'VIII_MIN', 'IX_500', 'III_5000', 'lon', 'jobschool_rate', 'IX_5000', 'II_500', 'town_population_density', 'N_1000', 'building_area', 'XIV_250', 'XI_50', 'town', 'V_250', 'elementary_rate', 'XI_1000', 'IV_100', 'II_5000', 'I_1000', 'V_MIN', 'highschool_rate', 'born_rate', 'XIV_500', 'XIII_index_10000', 'village', 'XIII_250', 'XIV_100', 'III_50', 'IX_1000', 'XI_250', 'I_10000', 'XIV_50', 'VII_5000', 'IX_100', 'VI_10000', 'txn_dt', 'parking_price', 'VI_5000', 'IX_250', 'XIV_1000', 'top_floor', 'XI_MIN', 'III_250', 'X_index_50', 'X_MIN', 'VII_100', 'XII_5000', 'town_population', 'XIII_50', 'VIII_500', 'X_250', 'marriage_rate', 'III_1000', 'IV_1000', 'X_1000', 'encoded_latlon', 'II_250', 'building_type', 'VII_10000', 'III_index_500', 'XII_10', 'IV_250', 'XIV_5000', 'N_50', 'XIII_MIN', 'XIII_100', 'town_area', 'XI_5000', 'height_r', 'land_area', 'I_5000', 'VIII_10000', 'VIII_5000', 'IX_MIN', 'XII_500', 'III_10000', 'parking_way', 'IV_5000', 'VIII_50', 'XIII_1000', 'building_use', 'VIII_1000', 'building_material', 'parking_area', 'III_100', 'II_1000', 'death_rate', 'II_MIN', 'I_MIN', 'III_500', 'VIII_index_50', 'IV_index_500', 'N_10000', 'junior_rate', 'III_MIN', 'doc_rate', 'XII_MIN', 'IX_10000', 'XI_10000', 'XIII_500', 'bachelor_rate', 'lat', 'XIV_10000', 'II_100', 'building_per_land_area', 'VII_50', 'total_floor', 'V_500', 'IV_10000', 'IV_500', 'XIII_10000', 'VII_500', 'VIII_250', 'V_index_50', 'III_10']\n"
     ]
    }
   ],
   "source": [
    "# PARS #\n",
    "N_feats_rm = 70\n",
    "# PARS #\n",
    "\n",
    "from vars_03 import score_base_per_area, shuffle_results_per_area\n",
    "\n",
    "feat_imp = pd.DataFrame({'feats': shuffle_results_per_area[:,0],\n",
    "                         'avg':shuffle_results_per_area[:,1]})\n",
    "feat_imp['diff'] = feat_imp['avg'] - score_base_per_area\n",
    "feat_imp = feat_imp.sort_values(by='diff', ascending=False)\n",
    "print(feat_imp.reset_index().values)\n",
    "\n",
    "feats_rm = list(feat_imp.iloc[:(N_feats_rm+1)]['feats'].values)\n",
    "feats_rm.remove('none')\n",
    "print(len(feats_rm))\n",
    "print(feats_rm)\n",
    "\n",
    "print('N feats (before):', len(cols_feats))\n",
    "cols_feats = list(set(cols_feats) - set(feats_rm))\n",
    "print('N feats (after):', len(cols_feats))\n",
    "print(cols_feats)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# params\n",
    "# parameters from model 10: 24, 300, 0.5, 10, 0.1, 0.0\n",
    "# parameters from model 5: 24, 258, 0.4, 6, 0.04, 0.02\n",
    "params = {'task': 'train',\n",
    "          'boosting_type': 'gbdt',\n",
    "          'objective': 'mse',\n",
    "          'metric': 'mape',\n",
    "          'learning_rate': 0.0008, # 0.001\n",
    "          'max_depth': 24,\n",
    "          'num_leaves': 279,           # may reduce in dim-reduction exp\n",
    "          'feature_fraction': 0.45,\n",
    "          'min_data_in_leaf': 8,\n",
    "          'lambda_l1': 0.07,\n",
    "          'lambda_l2': 0.01,\n",
    "          'seed': 444,\n",
    "         }\n",
    "\n",
    "lgb_other_params = {'num_boost_round': 1000000,  # expected to stop 250000\n",
    "                    'verbose_eval': 2000,\n",
    "                    'early_stopping_rounds': 1000,}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### kfold cross-predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0185969\n",
      "[4000]\tvalid_0's mape: 0.0122278\n",
      "[6000]\tvalid_0's mape: 0.0109351\n",
      "[8000]\tvalid_0's mape: 0.010407\n",
      "[10000]\tvalid_0's mape: 0.0101097\n",
      "[12000]\tvalid_0's mape: 0.00990975\n",
      "[14000]\tvalid_0's mape: 0.00976609\n",
      "[16000]\tvalid_0's mape: 0.00965661\n",
      "[18000]\tvalid_0's mape: 0.0095715\n",
      "[20000]\tvalid_0's mape: 0.0095049\n",
      "[22000]\tvalid_0's mape: 0.00945186\n",
      "[24000]\tvalid_0's mape: 0.00940938\n",
      "[26000]\tvalid_0's mape: 0.00937281\n",
      "[28000]\tvalid_0's mape: 0.00934035\n",
      "[30000]\tvalid_0's mape: 0.00931245\n",
      "[32000]\tvalid_0's mape: 0.00928828\n",
      "[34000]\tvalid_0's mape: 0.00926651\n",
      "[36000]\tvalid_0's mape: 0.00924615\n",
      "[38000]\tvalid_0's mape: 0.00922888\n",
      "[40000]\tvalid_0's mape: 0.00921328\n",
      "[42000]\tvalid_0's mape: 0.00920011\n",
      "[44000]\tvalid_0's mape: 0.00918742\n",
      "[46000]\tvalid_0's mape: 0.0091764\n",
      "[48000]\tvalid_0's mape: 0.00916658\n",
      "[50000]\tvalid_0's mape: 0.00915794\n",
      "[52000]\tvalid_0's mape: 0.0091497\n",
      "[54000]\tvalid_0's mape: 0.00914216\n",
      "[56000]\tvalid_0's mape: 0.00913542\n",
      "[58000]\tvalid_0's mape: 0.0091294\n",
      "[60000]\tvalid_0's mape: 0.00912369\n",
      "[62000]\tvalid_0's mape: 0.00911831\n",
      "[64000]\tvalid_0's mape: 0.00911368\n",
      "[66000]\tvalid_0's mape: 0.0091093\n",
      "[68000]\tvalid_0's mape: 0.00910527\n",
      "[70000]\tvalid_0's mape: 0.00910124\n",
      "[72000]\tvalid_0's mape: 0.0090977\n",
      "[74000]\tvalid_0's mape: 0.00909455\n",
      "[76000]\tvalid_0's mape: 0.00909124\n",
      "[78000]\tvalid_0's mape: 0.00908786\n",
      "[80000]\tvalid_0's mape: 0.00908424\n",
      "[82000]\tvalid_0's mape: 0.00908098\n",
      "[84000]\tvalid_0's mape: 0.00907825\n",
      "[86000]\tvalid_0's mape: 0.00907584\n",
      "[88000]\tvalid_0's mape: 0.00907365\n",
      "[90000]\tvalid_0's mape: 0.00907151\n",
      "[92000]\tvalid_0's mape: 0.00906937\n",
      "[94000]\tvalid_0's mape: 0.00906734\n",
      "[96000]\tvalid_0's mape: 0.00906527\n",
      "[98000]\tvalid_0's mape: 0.00906355\n",
      "[100000]\tvalid_0's mape: 0.009062\n",
      "[102000]\tvalid_0's mape: 0.00906062\n",
      "[104000]\tvalid_0's mape: 0.00905915\n",
      "[106000]\tvalid_0's mape: 0.00905788\n",
      "[108000]\tvalid_0's mape: 0.00905672\n",
      "[110000]\tvalid_0's mape: 0.00905563\n",
      "[112000]\tvalid_0's mape: 0.00905453\n",
      "[114000]\tvalid_0's mape: 0.00905354\n",
      "[116000]\tvalid_0's mape: 0.00905277\n",
      "[118000]\tvalid_0's mape: 0.00905193\n",
      "[120000]\tvalid_0's mape: 0.00905098\n",
      "[122000]\tvalid_0's mape: 0.00905002\n",
      "[124000]\tvalid_0's mape: 0.00904911\n",
      "[126000]\tvalid_0's mape: 0.00904827\n",
      "[128000]\tvalid_0's mape: 0.00904736\n",
      "[130000]\tvalid_0's mape: 0.00904635\n",
      "[132000]\tvalid_0's mape: 0.00904549\n",
      "[134000]\tvalid_0's mape: 0.0090446\n",
      "[136000]\tvalid_0's mape: 0.00904392\n",
      "[138000]\tvalid_0's mape: 0.0090431\n",
      "[140000]\tvalid_0's mape: 0.00904239\n",
      "[142000]\tvalid_0's mape: 0.00904174\n",
      "[144000]\tvalid_0's mape: 0.00904118\n",
      "[146000]\tvalid_0's mape: 0.00904052\n",
      "[148000]\tvalid_0's mape: 0.00903988\n",
      "[150000]\tvalid_0's mape: 0.00903931\n",
      "[152000]\tvalid_0's mape: 0.00903879\n",
      "[154000]\tvalid_0's mape: 0.00903828\n",
      "[156000]\tvalid_0's mape: 0.00903783\n",
      "[158000]\tvalid_0's mape: 0.0090374\n",
      "[160000]\tvalid_0's mape: 0.00903705\n",
      "[162000]\tvalid_0's mape: 0.00903666\n",
      "[164000]\tvalid_0's mape: 0.00903627\n",
      "[166000]\tvalid_0's mape: 0.00903588\n",
      "[168000]\tvalid_0's mape: 0.00903553\n",
      "[170000]\tvalid_0's mape: 0.00903515\n",
      "[172000]\tvalid_0's mape: 0.00903482\n",
      "[174000]\tvalid_0's mape: 0.00903453\n",
      "[176000]\tvalid_0's mape: 0.00903423\n",
      "[178000]\tvalid_0's mape: 0.00903393\n",
      "[180000]\tvalid_0's mape: 0.00903364\n",
      "[182000]\tvalid_0's mape: 0.00903338\n",
      "[184000]\tvalid_0's mape: 0.00903317\n",
      "[186000]\tvalid_0's mape: 0.00903293\n",
      "[188000]\tvalid_0's mape: 0.00903271\n",
      "[190000]\tvalid_0's mape: 0.00903248\n",
      "[192000]\tvalid_0's mape: 0.00903223\n",
      "[194000]\tvalid_0's mape: 0.00903197\n",
      "[196000]\tvalid_0's mape: 0.00903173\n",
      "[198000]\tvalid_0's mape: 0.00903151\n",
      "[200000]\tvalid_0's mape: 0.00903128\n",
      "[202000]\tvalid_0's mape: 0.00903107\n",
      "[204000]\tvalid_0's mape: 0.0090309\n",
      "[206000]\tvalid_0's mape: 0.00903071\n",
      "[208000]\tvalid_0's mape: 0.00903052\n",
      "[210000]\tvalid_0's mape: 0.00903034\n",
      "[212000]\tvalid_0's mape: 0.00903018\n",
      "[214000]\tvalid_0's mape: 0.00903003\n",
      "[216000]\tvalid_0's mape: 0.00902988\n",
      "[218000]\tvalid_0's mape: 0.00902972\n",
      "[220000]\tvalid_0's mape: 0.00902957\n",
      "[222000]\tvalid_0's mape: 0.00902938\n",
      "[224000]\tvalid_0's mape: 0.00902928\n",
      "[226000]\tvalid_0's mape: 0.00902917\n",
      "[228000]\tvalid_0's mape: 0.00902903\n",
      "[230000]\tvalid_0's mape: 0.00902889\n",
      "[232000]\tvalid_0's mape: 0.00902882\n",
      "Early stopping, best iteration is:\n",
      "[232276]\tvalid_0's mape: 0.00902881\n",
      "(Fold 0) score, mse, mae, mape: 5857.87643, 0.03525, 0.12009, 0.00903.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0187695\n",
      "[4000]\tvalid_0's mape: 0.0123811\n",
      "[6000]\tvalid_0's mape: 0.0110671\n",
      "[8000]\tvalid_0's mape: 0.0105439\n",
      "[10000]\tvalid_0's mape: 0.0102505\n",
      "[12000]\tvalid_0's mape: 0.010052\n",
      "[14000]\tvalid_0's mape: 0.00990669\n",
      "[16000]\tvalid_0's mape: 0.00979349\n",
      "[18000]\tvalid_0's mape: 0.00970525\n",
      "[20000]\tvalid_0's mape: 0.00963625\n",
      "[22000]\tvalid_0's mape: 0.00958173\n",
      "[24000]\tvalid_0's mape: 0.00953506\n",
      "[26000]\tvalid_0's mape: 0.00949503\n",
      "[28000]\tvalid_0's mape: 0.0094595\n",
      "[30000]\tvalid_0's mape: 0.00942915\n",
      "[32000]\tvalid_0's mape: 0.00940291\n",
      "[34000]\tvalid_0's mape: 0.00937974\n",
      "[36000]\tvalid_0's mape: 0.00935877\n",
      "[38000]\tvalid_0's mape: 0.00934017\n",
      "[40000]\tvalid_0's mape: 0.009324\n",
      "[42000]\tvalid_0's mape: 0.00930908\n",
      "[44000]\tvalid_0's mape: 0.00929579\n",
      "[46000]\tvalid_0's mape: 0.00928366\n",
      "[48000]\tvalid_0's mape: 0.0092727\n",
      "[50000]\tvalid_0's mape: 0.00926281\n",
      "[52000]\tvalid_0's mape: 0.00925342\n",
      "[54000]\tvalid_0's mape: 0.00924473\n",
      "[56000]\tvalid_0's mape: 0.00923684\n",
      "[58000]\tvalid_0's mape: 0.00922978\n",
      "[60000]\tvalid_0's mape: 0.00922323\n",
      "[62000]\tvalid_0's mape: 0.00921729\n",
      "[64000]\tvalid_0's mape: 0.00921165\n",
      "[66000]\tvalid_0's mape: 0.00920643\n",
      "[68000]\tvalid_0's mape: 0.00920172\n",
      "[70000]\tvalid_0's mape: 0.00919705\n",
      "[72000]\tvalid_0's mape: 0.00919286\n",
      "[74000]\tvalid_0's mape: 0.00918899\n",
      "[76000]\tvalid_0's mape: 0.00918548\n",
      "[78000]\tvalid_0's mape: 0.00918205\n",
      "[80000]\tvalid_0's mape: 0.00917873\n",
      "[82000]\tvalid_0's mape: 0.00917562\n",
      "[84000]\tvalid_0's mape: 0.00917263\n",
      "[86000]\tvalid_0's mape: 0.00916988\n",
      "[88000]\tvalid_0's mape: 0.00916736\n",
      "[90000]\tvalid_0's mape: 0.00916501\n",
      "[92000]\tvalid_0's mape: 0.00916263\n",
      "[94000]\tvalid_0's mape: 0.00916036\n",
      "[96000]\tvalid_0's mape: 0.00915832\n",
      "[98000]\tvalid_0's mape: 0.0091563\n",
      "[100000]\tvalid_0's mape: 0.00915452\n",
      "[102000]\tvalid_0's mape: 0.0091528\n",
      "[104000]\tvalid_0's mape: 0.00915107\n",
      "[106000]\tvalid_0's mape: 0.00914935\n",
      "[108000]\tvalid_0's mape: 0.00914791\n",
      "[110000]\tvalid_0's mape: 0.0091465\n",
      "[112000]\tvalid_0's mape: 0.00914497\n",
      "[114000]\tvalid_0's mape: 0.00914354\n",
      "[116000]\tvalid_0's mape: 0.00914225\n",
      "[118000]\tvalid_0's mape: 0.00914097\n",
      "[120000]\tvalid_0's mape: 0.00913983\n",
      "[122000]\tvalid_0's mape: 0.00913858\n",
      "[124000]\tvalid_0's mape: 0.00913745\n",
      "[126000]\tvalid_0's mape: 0.00913651\n",
      "[128000]\tvalid_0's mape: 0.00913554\n",
      "[130000]\tvalid_0's mape: 0.00913459\n",
      "[132000]\tvalid_0's mape: 0.00913374\n",
      "[134000]\tvalid_0's mape: 0.00913291\n",
      "[136000]\tvalid_0's mape: 0.00913217\n",
      "[138000]\tvalid_0's mape: 0.00913148\n",
      "[140000]\tvalid_0's mape: 0.00913076\n",
      "[142000]\tvalid_0's mape: 0.00913006\n",
      "[144000]\tvalid_0's mape: 0.00912952\n",
      "[146000]\tvalid_0's mape: 0.00912889\n",
      "[148000]\tvalid_0's mape: 0.00912833\n",
      "[150000]\tvalid_0's mape: 0.00912771\n",
      "[152000]\tvalid_0's mape: 0.00912717\n",
      "[154000]\tvalid_0's mape: 0.00912664\n",
      "[156000]\tvalid_0's mape: 0.00912609\n",
      "[158000]\tvalid_0's mape: 0.00912554\n",
      "[160000]\tvalid_0's mape: 0.00912499\n",
      "[162000]\tvalid_0's mape: 0.00912454\n",
      "[164000]\tvalid_0's mape: 0.00912414\n",
      "[166000]\tvalid_0's mape: 0.00912374\n",
      "[168000]\tvalid_0's mape: 0.00912337\n",
      "[170000]\tvalid_0's mape: 0.00912297\n",
      "[172000]\tvalid_0's mape: 0.0091226\n",
      "[174000]\tvalid_0's mape: 0.00912222\n",
      "[176000]\tvalid_0's mape: 0.00912188\n",
      "[178000]\tvalid_0's mape: 0.00912155\n",
      "[180000]\tvalid_0's mape: 0.00912123\n",
      "[182000]\tvalid_0's mape: 0.00912093\n",
      "[184000]\tvalid_0's mape: 0.00912061\n",
      "[186000]\tvalid_0's mape: 0.00912032\n",
      "[188000]\tvalid_0's mape: 0.00912001\n",
      "[190000]\tvalid_0's mape: 0.00911972\n",
      "[192000]\tvalid_0's mape: 0.00911946\n",
      "[194000]\tvalid_0's mape: 0.00911922\n",
      "[196000]\tvalid_0's mape: 0.00911897\n",
      "[198000]\tvalid_0's mape: 0.00911873\n",
      "[200000]\tvalid_0's mape: 0.00911849\n",
      "[202000]\tvalid_0's mape: 0.00911829\n",
      "[204000]\tvalid_0's mape: 0.00911809\n",
      "[206000]\tvalid_0's mape: 0.00911792\n",
      "[208000]\tvalid_0's mape: 0.00911772\n",
      "[210000]\tvalid_0's mape: 0.00911753\n",
      "[212000]\tvalid_0's mape: 0.00911735\n",
      "[214000]\tvalid_0's mape: 0.00911717\n",
      "[216000]\tvalid_0's mape: 0.00911702\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[218000]\tvalid_0's mape: 0.00911684\n",
      "[220000]\tvalid_0's mape: 0.00911665\n",
      "[222000]\tvalid_0's mape: 0.00911649\n",
      "[224000]\tvalid_0's mape: 0.00911634\n",
      "[226000]\tvalid_0's mape: 0.00911621\n",
      "[228000]\tvalid_0's mape: 0.00911606\n",
      "[230000]\tvalid_0's mape: 0.00911592\n",
      "[232000]\tvalid_0's mape: 0.00911578\n",
      "[234000]\tvalid_0's mape: 0.00911564\n",
      "[236000]\tvalid_0's mape: 0.00911552\n",
      "Early stopping, best iteration is:\n",
      "[235917]\tvalid_0's mape: 0.00911552\n",
      "(Fold 1) score, mse, mae, mape: 5951.87436, 0.03827, 0.12143, 0.00911.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0184881\n",
      "[4000]\tvalid_0's mape: 0.0121945\n",
      "[6000]\tvalid_0's mape: 0.0109371\n",
      "[8000]\tvalid_0's mape: 0.0104419\n",
      "[10000]\tvalid_0's mape: 0.0101634\n",
      "[12000]\tvalid_0's mape: 0.00998053\n",
      "[14000]\tvalid_0's mape: 0.00984464\n",
      "[16000]\tvalid_0's mape: 0.00973865\n",
      "[18000]\tvalid_0's mape: 0.00965704\n",
      "[20000]\tvalid_0's mape: 0.00959355\n",
      "[22000]\tvalid_0's mape: 0.00954252\n",
      "[24000]\tvalid_0's mape: 0.00949926\n",
      "[26000]\tvalid_0's mape: 0.00946366\n",
      "[28000]\tvalid_0's mape: 0.00943261\n",
      "[30000]\tvalid_0's mape: 0.00940562\n",
      "[32000]\tvalid_0's mape: 0.00938213\n",
      "[34000]\tvalid_0's mape: 0.00935984\n",
      "[36000]\tvalid_0's mape: 0.00934019\n",
      "[38000]\tvalid_0's mape: 0.0093222\n",
      "[40000]\tvalid_0's mape: 0.00930616\n",
      "[42000]\tvalid_0's mape: 0.00929187\n",
      "[44000]\tvalid_0's mape: 0.00927892\n",
      "[46000]\tvalid_0's mape: 0.00926694\n",
      "[48000]\tvalid_0's mape: 0.00925592\n",
      "[50000]\tvalid_0's mape: 0.00924542\n",
      "[52000]\tvalid_0's mape: 0.00923601\n",
      "[54000]\tvalid_0's mape: 0.00922737\n",
      "[56000]\tvalid_0's mape: 0.00921947\n",
      "[58000]\tvalid_0's mape: 0.00921248\n",
      "[60000]\tvalid_0's mape: 0.00920574\n",
      "[62000]\tvalid_0's mape: 0.00919995\n",
      "[64000]\tvalid_0's mape: 0.00919416\n",
      "[66000]\tvalid_0's mape: 0.00918885\n",
      "[68000]\tvalid_0's mape: 0.00918427\n",
      "[70000]\tvalid_0's mape: 0.00917973\n",
      "[72000]\tvalid_0's mape: 0.00917553\n",
      "[74000]\tvalid_0's mape: 0.00917173\n",
      "[76000]\tvalid_0's mape: 0.00916815\n",
      "[78000]\tvalid_0's mape: 0.00916477\n",
      "[80000]\tvalid_0's mape: 0.00916158\n",
      "[82000]\tvalid_0's mape: 0.00915859\n",
      "[84000]\tvalid_0's mape: 0.00915594\n",
      "[86000]\tvalid_0's mape: 0.00915348\n",
      "[88000]\tvalid_0's mape: 0.009151\n",
      "[90000]\tvalid_0's mape: 0.00914871\n",
      "[92000]\tvalid_0's mape: 0.00914661\n",
      "[94000]\tvalid_0's mape: 0.00914465\n",
      "[96000]\tvalid_0's mape: 0.00914273\n",
      "[98000]\tvalid_0's mape: 0.00914085\n",
      "[100000]\tvalid_0's mape: 0.00913903\n",
      "[102000]\tvalid_0's mape: 0.00913731\n",
      "[104000]\tvalid_0's mape: 0.00913576\n",
      "[106000]\tvalid_0's mape: 0.0091343\n",
      "[108000]\tvalid_0's mape: 0.00913288\n",
      "[110000]\tvalid_0's mape: 0.00913162\n",
      "[112000]\tvalid_0's mape: 0.00913013\n",
      "[114000]\tvalid_0's mape: 0.00912881\n",
      "[116000]\tvalid_0's mape: 0.00912765\n",
      "[118000]\tvalid_0's mape: 0.00912656\n",
      "[120000]\tvalid_0's mape: 0.00912526\n",
      "[122000]\tvalid_0's mape: 0.00912405\n",
      "[124000]\tvalid_0's mape: 0.00912294\n",
      "[126000]\tvalid_0's mape: 0.00912177\n",
      "[128000]\tvalid_0's mape: 0.00912075\n",
      "[130000]\tvalid_0's mape: 0.00911994\n",
      "[132000]\tvalid_0's mape: 0.00911916\n",
      "[134000]\tvalid_0's mape: 0.00911833\n",
      "[136000]\tvalid_0's mape: 0.0091176\n",
      "[138000]\tvalid_0's mape: 0.0091169\n",
      "[140000]\tvalid_0's mape: 0.00911629\n",
      "[142000]\tvalid_0's mape: 0.00911571\n",
      "[144000]\tvalid_0's mape: 0.00911508\n",
      "[146000]\tvalid_0's mape: 0.0091145\n",
      "[148000]\tvalid_0's mape: 0.00911399\n",
      "[150000]\tvalid_0's mape: 0.00911347\n",
      "[152000]\tvalid_0's mape: 0.00911304\n",
      "[154000]\tvalid_0's mape: 0.00911252\n",
      "[156000]\tvalid_0's mape: 0.00911205\n",
      "[158000]\tvalid_0's mape: 0.00911163\n",
      "[160000]\tvalid_0's mape: 0.00911124\n",
      "[162000]\tvalid_0's mape: 0.00911081\n",
      "[164000]\tvalid_0's mape: 0.00911044\n",
      "[166000]\tvalid_0's mape: 0.00911007\n",
      "[168000]\tvalid_0's mape: 0.00910974\n",
      "[170000]\tvalid_0's mape: 0.00910941\n",
      "[172000]\tvalid_0's mape: 0.00910904\n",
      "[174000]\tvalid_0's mape: 0.00910872\n",
      "[176000]\tvalid_0's mape: 0.00910843\n",
      "[178000]\tvalid_0's mape: 0.00910813\n",
      "[180000]\tvalid_0's mape: 0.00910783\n",
      "[182000]\tvalid_0's mape: 0.00910758\n",
      "[184000]\tvalid_0's mape: 0.00910731\n",
      "[186000]\tvalid_0's mape: 0.00910706\n",
      "[188000]\tvalid_0's mape: 0.00910686\n",
      "[190000]\tvalid_0's mape: 0.00910667\n",
      "[192000]\tvalid_0's mape: 0.00910651\n",
      "[194000]\tvalid_0's mape: 0.00910636\n",
      "[196000]\tvalid_0's mape: 0.00910621\n",
      "[198000]\tvalid_0's mape: 0.00910601\n",
      "[200000]\tvalid_0's mape: 0.00910581\n",
      "[202000]\tvalid_0's mape: 0.00910564\n",
      "[204000]\tvalid_0's mape: 0.00910549\n",
      "[206000]\tvalid_0's mape: 0.00910529\n",
      "[208000]\tvalid_0's mape: 0.00910513\n",
      "[210000]\tvalid_0's mape: 0.00910497\n",
      "[212000]\tvalid_0's mape: 0.00910479\n",
      "[214000]\tvalid_0's mape: 0.00910461\n",
      "[216000]\tvalid_0's mape: 0.00910447\n",
      "[218000]\tvalid_0's mape: 0.00910432\n",
      "[220000]\tvalid_0's mape: 0.00910422\n",
      "[222000]\tvalid_0's mape: 0.00910407\n",
      "[224000]\tvalid_0's mape: 0.00910393\n",
      "[226000]\tvalid_0's mape: 0.00910381\n",
      "[228000]\tvalid_0's mape: 0.00910369\n",
      "[230000]\tvalid_0's mape: 0.00910359\n",
      "[232000]\tvalid_0's mape: 0.0091035\n",
      "[234000]\tvalid_0's mape: 0.00910339\n",
      "[236000]\tvalid_0's mape: 0.00910331\n",
      "Early stopping, best iteration is:\n",
      "[236542]\tvalid_0's mape: 0.00910329\n",
      "(Fold 2) score, mse, mae, mape: 5958.87219, 0.03790, 0.12104, 0.00910.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0185719\n",
      "[4000]\tvalid_0's mape: 0.0122824\n",
      "[6000]\tvalid_0's mape: 0.01108\n",
      "[8000]\tvalid_0's mape: 0.0105894\n",
      "[10000]\tvalid_0's mape: 0.0103113\n",
      "[12000]\tvalid_0's mape: 0.0101219\n",
      "[14000]\tvalid_0's mape: 0.0099778\n",
      "[16000]\tvalid_0's mape: 0.00986517\n",
      "[18000]\tvalid_0's mape: 0.00977812\n",
      "[20000]\tvalid_0's mape: 0.0097109\n",
      "[22000]\tvalid_0's mape: 0.00965314\n",
      "[24000]\tvalid_0's mape: 0.00960549\n",
      "[26000]\tvalid_0's mape: 0.00956501\n",
      "[28000]\tvalid_0's mape: 0.00952964\n",
      "[30000]\tvalid_0's mape: 0.00949844\n",
      "[32000]\tvalid_0's mape: 0.00947005\n",
      "[34000]\tvalid_0's mape: 0.00944525\n",
      "[36000]\tvalid_0's mape: 0.00942275\n",
      "[38000]\tvalid_0's mape: 0.00940288\n",
      "[40000]\tvalid_0's mape: 0.00938514\n",
      "[42000]\tvalid_0's mape: 0.00936897\n",
      "[44000]\tvalid_0's mape: 0.00935446\n",
      "[46000]\tvalid_0's mape: 0.00934087\n",
      "[48000]\tvalid_0's mape: 0.00932887\n",
      "[50000]\tvalid_0's mape: 0.00931795\n",
      "[52000]\tvalid_0's mape: 0.00930762\n",
      "[54000]\tvalid_0's mape: 0.0092983\n",
      "[56000]\tvalid_0's mape: 0.00928979\n",
      "[58000]\tvalid_0's mape: 0.00928189\n",
      "[60000]\tvalid_0's mape: 0.00927425\n",
      "[62000]\tvalid_0's mape: 0.00926728\n",
      "[64000]\tvalid_0's mape: 0.00926062\n",
      "[66000]\tvalid_0's mape: 0.00925439\n",
      "[68000]\tvalid_0's mape: 0.00924864\n",
      "[70000]\tvalid_0's mape: 0.00924337\n",
      "[72000]\tvalid_0's mape: 0.00923855\n",
      "[74000]\tvalid_0's mape: 0.00923379\n",
      "[76000]\tvalid_0's mape: 0.00922936\n",
      "[78000]\tvalid_0's mape: 0.0092252\n",
      "[80000]\tvalid_0's mape: 0.00922137\n",
      "[82000]\tvalid_0's mape: 0.00921769\n",
      "[84000]\tvalid_0's mape: 0.00921418\n",
      "[86000]\tvalid_0's mape: 0.00921103\n",
      "[88000]\tvalid_0's mape: 0.00920785\n",
      "[90000]\tvalid_0's mape: 0.00920498\n",
      "[92000]\tvalid_0's mape: 0.00920233\n",
      "[94000]\tvalid_0's mape: 0.00919982\n",
      "[96000]\tvalid_0's mape: 0.00919727\n",
      "[98000]\tvalid_0's mape: 0.00919499\n",
      "[100000]\tvalid_0's mape: 0.0091928\n",
      "[102000]\tvalid_0's mape: 0.00919079\n",
      "[104000]\tvalid_0's mape: 0.00918893\n",
      "[106000]\tvalid_0's mape: 0.0091872\n",
      "[108000]\tvalid_0's mape: 0.00918567\n",
      "[110000]\tvalid_0's mape: 0.00918419\n",
      "[112000]\tvalid_0's mape: 0.00918278\n",
      "[114000]\tvalid_0's mape: 0.00918135\n",
      "[116000]\tvalid_0's mape: 0.00918013\n",
      "[118000]\tvalid_0's mape: 0.00917883\n",
      "[120000]\tvalid_0's mape: 0.00917767\n",
      "[122000]\tvalid_0's mape: 0.00917643\n",
      "[124000]\tvalid_0's mape: 0.00917521\n",
      "[126000]\tvalid_0's mape: 0.00917423\n",
      "[128000]\tvalid_0's mape: 0.00917321\n",
      "[130000]\tvalid_0's mape: 0.0091723\n",
      "[132000]\tvalid_0's mape: 0.00917145\n",
      "[134000]\tvalid_0's mape: 0.00917065\n",
      "[136000]\tvalid_0's mape: 0.00916973\n",
      "[138000]\tvalid_0's mape: 0.00916884\n",
      "[140000]\tvalid_0's mape: 0.00916793\n",
      "[142000]\tvalid_0's mape: 0.00916703\n",
      "[144000]\tvalid_0's mape: 0.00916627\n",
      "[146000]\tvalid_0's mape: 0.00916559\n",
      "[148000]\tvalid_0's mape: 0.00916491\n",
      "[150000]\tvalid_0's mape: 0.00916421\n",
      "[152000]\tvalid_0's mape: 0.0091636\n",
      "[154000]\tvalid_0's mape: 0.00916308\n",
      "[156000]\tvalid_0's mape: 0.00916251\n",
      "[158000]\tvalid_0's mape: 0.00916202\n",
      "[160000]\tvalid_0's mape: 0.00916155\n",
      "[162000]\tvalid_0's mape: 0.00916114\n",
      "[164000]\tvalid_0's mape: 0.00916073\n",
      "[166000]\tvalid_0's mape: 0.00916033\n",
      "[168000]\tvalid_0's mape: 0.00915994\n",
      "[170000]\tvalid_0's mape: 0.00915961\n",
      "[172000]\tvalid_0's mape: 0.00915926\n",
      "[174000]\tvalid_0's mape: 0.00915896\n",
      "[176000]\tvalid_0's mape: 0.00915862\n",
      "[178000]\tvalid_0's mape: 0.00915828\n",
      "[180000]\tvalid_0's mape: 0.00915797\n",
      "[182000]\tvalid_0's mape: 0.00915767\n",
      "[184000]\tvalid_0's mape: 0.00915739\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[186000]\tvalid_0's mape: 0.00915713\n",
      "[188000]\tvalid_0's mape: 0.00915687\n",
      "[190000]\tvalid_0's mape: 0.00915664\n",
      "[192000]\tvalid_0's mape: 0.00915641\n",
      "[194000]\tvalid_0's mape: 0.00915616\n",
      "[196000]\tvalid_0's mape: 0.00915587\n",
      "[198000]\tvalid_0's mape: 0.00915566\n",
      "[200000]\tvalid_0's mape: 0.00915546\n",
      "[202000]\tvalid_0's mape: 0.00915524\n",
      "[204000]\tvalid_0's mape: 0.00915506\n",
      "[206000]\tvalid_0's mape: 0.00915491\n",
      "[208000]\tvalid_0's mape: 0.00915472\n",
      "[210000]\tvalid_0's mape: 0.00915451\n",
      "[212000]\tvalid_0's mape: 0.00915431\n",
      "[214000]\tvalid_0's mape: 0.00915416\n",
      "[216000]\tvalid_0's mape: 0.00915398\n",
      "[218000]\tvalid_0's mape: 0.00915381\n",
      "[220000]\tvalid_0's mape: 0.00915364\n",
      "[222000]\tvalid_0's mape: 0.00915349\n",
      "[224000]\tvalid_0's mape: 0.00915337\n",
      "[226000]\tvalid_0's mape: 0.00915325\n",
      "[228000]\tvalid_0's mape: 0.00915314\n",
      "[230000]\tvalid_0's mape: 0.00915303\n",
      "[232000]\tvalid_0's mape: 0.00915289\n",
      "[234000]\tvalid_0's mape: 0.00915285\n",
      "Early stopping, best iteration is:\n",
      "[233325]\tvalid_0's mape: 0.00915285\n",
      "(Fold 3) score, mse, mae, mape: 5881.87470, 0.03704, 0.12185, 0.00915.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.018861\n",
      "[4000]\tvalid_0's mape: 0.0123289\n",
      "[6000]\tvalid_0's mape: 0.0109776\n",
      "[8000]\tvalid_0's mape: 0.0104515\n",
      "[10000]\tvalid_0's mape: 0.0101579\n",
      "[12000]\tvalid_0's mape: 0.00996558\n",
      "[14000]\tvalid_0's mape: 0.0098212\n",
      "[16000]\tvalid_0's mape: 0.00971187\n",
      "[18000]\tvalid_0's mape: 0.00962797\n",
      "[20000]\tvalid_0's mape: 0.00956049\n",
      "[22000]\tvalid_0's mape: 0.00950555\n",
      "[24000]\tvalid_0's mape: 0.00945958\n",
      "[26000]\tvalid_0's mape: 0.00942086\n",
      "[28000]\tvalid_0's mape: 0.00938803\n",
      "[30000]\tvalid_0's mape: 0.00935876\n",
      "[32000]\tvalid_0's mape: 0.00933358\n",
      "[34000]\tvalid_0's mape: 0.00931147\n",
      "[36000]\tvalid_0's mape: 0.00929155\n",
      "[38000]\tvalid_0's mape: 0.00927424\n",
      "[40000]\tvalid_0's mape: 0.00925881\n",
      "[42000]\tvalid_0's mape: 0.00924499\n",
      "[44000]\tvalid_0's mape: 0.00923211\n",
      "[46000]\tvalid_0's mape: 0.00922044\n",
      "[48000]\tvalid_0's mape: 0.00921005\n",
      "[50000]\tvalid_0's mape: 0.00920008\n",
      "[52000]\tvalid_0's mape: 0.00919136\n",
      "[54000]\tvalid_0's mape: 0.00918317\n",
      "[56000]\tvalid_0's mape: 0.00917548\n",
      "[58000]\tvalid_0's mape: 0.0091688\n",
      "[60000]\tvalid_0's mape: 0.00916282\n",
      "[62000]\tvalid_0's mape: 0.00915719\n",
      "[64000]\tvalid_0's mape: 0.00915228\n",
      "[66000]\tvalid_0's mape: 0.00914749\n",
      "[68000]\tvalid_0's mape: 0.00914297\n",
      "[70000]\tvalid_0's mape: 0.00913849\n",
      "[72000]\tvalid_0's mape: 0.00913443\n",
      "[74000]\tvalid_0's mape: 0.00913061\n",
      "[76000]\tvalid_0's mape: 0.00912708\n",
      "[78000]\tvalid_0's mape: 0.00912388\n",
      "[80000]\tvalid_0's mape: 0.00912093\n",
      "[82000]\tvalid_0's mape: 0.00911811\n",
      "[84000]\tvalid_0's mape: 0.0091153\n",
      "[86000]\tvalid_0's mape: 0.00911275\n",
      "[88000]\tvalid_0's mape: 0.00911036\n",
      "[90000]\tvalid_0's mape: 0.00910818\n",
      "[92000]\tvalid_0's mape: 0.00910604\n",
      "[94000]\tvalid_0's mape: 0.00910409\n",
      "[96000]\tvalid_0's mape: 0.00910219\n",
      "[98000]\tvalid_0's mape: 0.00910037\n",
      "[100000]\tvalid_0's mape: 0.00909852\n",
      "[102000]\tvalid_0's mape: 0.00909643\n",
      "[104000]\tvalid_0's mape: 0.00909467\n",
      "[106000]\tvalid_0's mape: 0.00909315\n",
      "[108000]\tvalid_0's mape: 0.00909182\n",
      "[110000]\tvalid_0's mape: 0.00909049\n",
      "[112000]\tvalid_0's mape: 0.00908938\n",
      "[114000]\tvalid_0's mape: 0.00908844\n",
      "[116000]\tvalid_0's mape: 0.00908748\n",
      "[118000]\tvalid_0's mape: 0.00908656\n",
      "[120000]\tvalid_0's mape: 0.0090858\n",
      "[122000]\tvalid_0's mape: 0.00908507\n",
      "[124000]\tvalid_0's mape: 0.00908441\n",
      "[126000]\tvalid_0's mape: 0.0090837\n",
      "[128000]\tvalid_0's mape: 0.00908305\n",
      "[130000]\tvalid_0's mape: 0.00908239\n",
      "[132000]\tvalid_0's mape: 0.00908168\n",
      "[134000]\tvalid_0's mape: 0.00908102\n",
      "[136000]\tvalid_0's mape: 0.00908033\n",
      "[138000]\tvalid_0's mape: 0.00907974\n",
      "[140000]\tvalid_0's mape: 0.00907918\n",
      "[142000]\tvalid_0's mape: 0.00907876\n",
      "[144000]\tvalid_0's mape: 0.00907837\n",
      "[146000]\tvalid_0's mape: 0.00907797\n",
      "[148000]\tvalid_0's mape: 0.00907756\n",
      "[150000]\tvalid_0's mape: 0.00907702\n",
      "[152000]\tvalid_0's mape: 0.00907659\n",
      "[154000]\tvalid_0's mape: 0.0090762\n",
      "[156000]\tvalid_0's mape: 0.00907583\n",
      "[158000]\tvalid_0's mape: 0.0090755\n",
      "[160000]\tvalid_0's mape: 0.00907519\n",
      "[162000]\tvalid_0's mape: 0.00907488\n",
      "[164000]\tvalid_0's mape: 0.00907454\n",
      "[166000]\tvalid_0's mape: 0.00907425\n",
      "[168000]\tvalid_0's mape: 0.00907394\n",
      "[170000]\tvalid_0's mape: 0.00907365\n",
      "[172000]\tvalid_0's mape: 0.00907336\n",
      "[174000]\tvalid_0's mape: 0.0090731\n",
      "[176000]\tvalid_0's mape: 0.00907284\n",
      "[178000]\tvalid_0's mape: 0.00907259\n",
      "[180000]\tvalid_0's mape: 0.00907236\n",
      "[182000]\tvalid_0's mape: 0.00907211\n",
      "[184000]\tvalid_0's mape: 0.00907185\n",
      "[186000]\tvalid_0's mape: 0.00907164\n",
      "[188000]\tvalid_0's mape: 0.00907142\n",
      "[190000]\tvalid_0's mape: 0.00907123\n",
      "[192000]\tvalid_0's mape: 0.00907102\n",
      "[194000]\tvalid_0's mape: 0.00907085\n",
      "[196000]\tvalid_0's mape: 0.00907066\n",
      "[198000]\tvalid_0's mape: 0.00907047\n",
      "[200000]\tvalid_0's mape: 0.00907033\n",
      "[202000]\tvalid_0's mape: 0.00907016\n",
      "[204000]\tvalid_0's mape: 0.00907003\n",
      "[206000]\tvalid_0's mape: 0.00906988\n",
      "[208000]\tvalid_0's mape: 0.00906971\n",
      "[210000]\tvalid_0's mape: 0.00906955\n",
      "[212000]\tvalid_0's mape: 0.00906941\n",
      "[214000]\tvalid_0's mape: 0.00906929\n",
      "[216000]\tvalid_0's mape: 0.00906915\n",
      "[218000]\tvalid_0's mape: 0.00906903\n",
      "[220000]\tvalid_0's mape: 0.0090689\n",
      "[222000]\tvalid_0's mape: 0.0090688\n",
      "[224000]\tvalid_0's mape: 0.00906868\n",
      "[226000]\tvalid_0's mape: 0.00906859\n",
      "[228000]\tvalid_0's mape: 0.0090685\n",
      "[230000]\tvalid_0's mape: 0.00906841\n",
      "[232000]\tvalid_0's mape: 0.00906833\n",
      "Early stopping, best iteration is:\n",
      "[232470]\tvalid_0's mape: 0.00906832\n",
      "(Fold 4) score, mse, mae, mape: 5897.87252, 0.03700, 0.12064, 0.00907.\n"
     ]
    }
   ],
   "source": [
    "t0 = time.time()\n",
    "\n",
    "predicts_val = []\n",
    "predicts_test = test[['building_id']].copy()\n",
    "best_iterations = []\n",
    "scores = []\n",
    "for i, id_fold in enumerate(id_cv):\n",
    "    #id_fold = id_fold['building_id']\n",
    "    # split train, val\n",
    "    df_train = train.loc[~train['building_id'].isin(id_fold)].copy()\n",
    "    df_val = train.loc[train['building_id'].isin(id_fold)].copy()\n",
    "    df_test = test.copy()\n",
    "    \n",
    "    # feat eng\n",
    "    feat_eng = FeatureEngineering(cols_num, cols_cat, cols_feats, col_target)\n",
    "    df_train = feat_eng.fit_transform(df_train)\n",
    "    df_val = feat_eng.transform(df_val)\n",
    "    df_test = feat_eng.transform(df_test)\n",
    "\n",
    "    # Construct lgb dataset\n",
    "    lgb_train = lgb.Dataset(df_train[cols_feats], df_train[col_target]).construct()\n",
    "    lgb_val = lgb.Dataset(df_val[cols_feats], df_val[col_target], reference=lgb_train).construct()\n",
    "        \n",
    "    # train model    \n",
    "    model = lgb.train(params, lgb_train, valid_sets=lgb_val, **lgb_other_params, keep_training_booster=True)\n",
    "    best_iterations.append(model.best_iteration)\n",
    "\n",
    "    # Predict on val set\n",
    "    y_pred = model.predict(df_val[cols_feats])\n",
    "    mse = mean_squared_error(df_val[col_target], y_pred)\n",
    "    mae = mean_absolute_error(df_val[col_target], y_pred)\n",
    "    mape = cal_mape(df_val[col_target], y_pred)\n",
    "    \n",
    "    y_pred_final = post_processing(y_pred, df_val)\n",
    "    score = cal_score(df_val['total_price'], y_pred_final)\n",
    "    scores.append(score)\n",
    "\n",
    "    print('(Fold %d) score, mse, mae, mape: %.5f, %.5f, %.5f, %.5f.' % (i, score, mse, mae, mape))\n",
    "    predicts_val.append(pd.DataFrame({'building_id': df_val['building_id'],\n",
    "                                      'total_price': df_val['total_price'],\n",
    "                                      'total_price_predict': y_pred_final}))\n",
    "\n",
    "    # Predict on test set\n",
    "    y_pred_test = model.predict(df_test[cols_feats])\n",
    "    predicts_test['target_{}'.format(i)] = y_pred_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total run time: 45231.57209777832\n"
     ]
    }
   ],
   "source": [
    "print('Total run time:', time.time() - t0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kfold cv score (mean, stdev): 5909.674040155209 39.48771031573927\n"
     ]
    }
   ],
   "source": [
    "print('Kfold cv score (mean, stdev):', np.mean(scores), np.std(scores)) # 5868.87314"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>building_id</th>\n",
       "      <th>target_0</th>\n",
       "      <th>target_1</th>\n",
       "      <th>target_2</th>\n",
       "      <th>target_3</th>\n",
       "      <th>target_4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>X5gsdTWGS3W7JJQB</td>\n",
       "      <td>15.173031</td>\n",
       "      <td>15.267871</td>\n",
       "      <td>15.305138</td>\n",
       "      <td>15.240130</td>\n",
       "      <td>15.138890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BTshNOJyKHnT2YIT</td>\n",
       "      <td>13.134860</td>\n",
       "      <td>13.119562</td>\n",
       "      <td>13.136998</td>\n",
       "      <td>13.144927</td>\n",
       "      <td>13.137759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>dhdymr0lV8N5kZOT</td>\n",
       "      <td>13.654084</td>\n",
       "      <td>13.701807</td>\n",
       "      <td>13.700441</td>\n",
       "      <td>13.673776</td>\n",
       "      <td>13.683114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>VEwyGGMcD56w5BOc</td>\n",
       "      <td>14.806898</td>\n",
       "      <td>14.799435</td>\n",
       "      <td>14.759527</td>\n",
       "      <td>14.812009</td>\n",
       "      <td>14.777619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>wmUeMoJZfsqaSX9b</td>\n",
       "      <td>12.148459</td>\n",
       "      <td>12.154317</td>\n",
       "      <td>12.077296</td>\n",
       "      <td>12.181987</td>\n",
       "      <td>12.220497</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        building_id   target_0   target_1   target_2   target_3   target_4\n",
       "0  X5gsdTWGS3W7JJQB  15.173031  15.267871  15.305138  15.240130  15.138890\n",
       "1  BTshNOJyKHnT2YIT  13.134860  13.119562  13.136998  13.144927  13.137759\n",
       "2  dhdymr0lV8N5kZOT  13.654084  13.701807  13.700441  13.673776  13.683114\n",
       "3  VEwyGGMcD56w5BOc  14.806898  14.799435  14.759527  14.812009  14.777619\n",
       "4  wmUeMoJZfsqaSX9b  12.148459  12.154317  12.077296  12.181987  12.220497"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predicts_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.concat(predicts_val, axis=0).to_csv('output/'+model_name+'-cv.csv', index=False)\n",
    "\n",
    "predicts_test['target_mean'] = \\\n",
    "    predicts_test[['target_'+str(i) for i in range(len(id_cv))]].mean(axis=1)\n",
    "predicts_test['total_price'] = post_processing(predicts_test['target_mean'].values, df_test)\n",
    "predicts_test[['building_id', 'total_price']].to_csv('output/'+model_name+'-test-kfold.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best iterations: [232276, 235917, 236542, 233325, 232470]\n",
      "Mean best iterations: 234106\n"
     ]
    }
   ],
   "source": [
    "print('Best iterations:', best_iterations)\n",
    "print('Mean best iterations:', int(np.mean(best_iterations)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### One-fold test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'num_boost_round': 280927, 'verbose_eval': 2000}"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lgb_other_params_one = {'num_boost_round': int(np.mean(best_iterations)*1.2),\n",
    "                        'verbose_eval': 2000,}\n",
    "lgb_other_params_one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'boosting_type': 'gbdt',\n",
       " 'feature_fraction': 0.45,\n",
       " 'lambda_l1': 0.07,\n",
       " 'lambda_l2': 0.01,\n",
       " 'learning_rate': 0.0008,\n",
       " 'max_depth': 24,\n",
       " 'metric': 'mape',\n",
       " 'min_data_in_leaf': 8,\n",
       " 'num_leaves': 279,\n",
       " 'objective': 'mse',\n",
       " 'seed': 444,\n",
       " 'task': 'train'}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2000]\ttraining's mape: 0.0176897\n",
      "[4000]\ttraining's mape: 0.0103924\n",
      "[6000]\ttraining's mape: 0.00846828\n",
      "[8000]\ttraining's mape: 0.00745658\n",
      "[10000]\ttraining's mape: 0.00675059\n",
      "[12000]\ttraining's mape: 0.00619735\n",
      "[14000]\ttraining's mape: 0.00573745\n",
      "[16000]\ttraining's mape: 0.00534837\n",
      "[18000]\ttraining's mape: 0.0050159\n",
      "[20000]\ttraining's mape: 0.00472983\n",
      "[22000]\ttraining's mape: 0.00447344\n",
      "[24000]\ttraining's mape: 0.00424508\n",
      "[26000]\ttraining's mape: 0.00403856\n",
      "[28000]\ttraining's mape: 0.00385084\n",
      "[30000]\ttraining's mape: 0.00367595\n",
      "[32000]\ttraining's mape: 0.00351361\n",
      "[34000]\ttraining's mape: 0.00336212\n",
      "[36000]\ttraining's mape: 0.00321807\n",
      "[38000]\ttraining's mape: 0.00308562\n",
      "[40000]\ttraining's mape: 0.00296114\n",
      "[42000]\ttraining's mape: 0.00284475\n",
      "[44000]\ttraining's mape: 0.00273375\n",
      "[46000]\ttraining's mape: 0.00263039\n",
      "[48000]\ttraining's mape: 0.0025319\n",
      "[50000]\ttraining's mape: 0.00244058\n",
      "[52000]\ttraining's mape: 0.0023534\n",
      "[54000]\ttraining's mape: 0.00227069\n",
      "[56000]\ttraining's mape: 0.00219169\n",
      "[58000]\ttraining's mape: 0.0021155\n",
      "[60000]\ttraining's mape: 0.00204359\n",
      "[62000]\ttraining's mape: 0.00197437\n",
      "[64000]\ttraining's mape: 0.00190985\n",
      "[66000]\ttraining's mape: 0.00184779\n",
      "[68000]\ttraining's mape: 0.0017878\n",
      "[70000]\ttraining's mape: 0.00173161\n",
      "[72000]\ttraining's mape: 0.00167851\n",
      "[74000]\ttraining's mape: 0.00162699\n",
      "[76000]\ttraining's mape: 0.00157676\n",
      "[78000]\ttraining's mape: 0.00152802\n",
      "[80000]\ttraining's mape: 0.0014811\n",
      "[82000]\ttraining's mape: 0.00143529\n",
      "[84000]\ttraining's mape: 0.00139271\n",
      "[86000]\ttraining's mape: 0.0013527\n",
      "[88000]\ttraining's mape: 0.00131512\n",
      "[90000]\ttraining's mape: 0.00127799\n",
      "[92000]\ttraining's mape: 0.00124236\n",
      "[94000]\ttraining's mape: 0.00120765\n",
      "[96000]\ttraining's mape: 0.0011742\n",
      "[98000]\ttraining's mape: 0.00114171\n",
      "[100000]\ttraining's mape: 0.00111113\n",
      "[102000]\ttraining's mape: 0.00108209\n",
      "[104000]\ttraining's mape: 0.0010539\n",
      "[106000]\ttraining's mape: 0.00102687\n",
      "[108000]\ttraining's mape: 0.00100086\n",
      "[110000]\ttraining's mape: 0.000975415\n",
      "[112000]\ttraining's mape: 0.00095124\n",
      "[114000]\ttraining's mape: 0.000928237\n",
      "[116000]\ttraining's mape: 0.000905662\n",
      "[118000]\ttraining's mape: 0.000883788\n",
      "[120000]\ttraining's mape: 0.000862552\n",
      "[122000]\ttraining's mape: 0.000842037\n",
      "[124000]\ttraining's mape: 0.000823034\n",
      "[126000]\ttraining's mape: 0.000804566\n",
      "[128000]\ttraining's mape: 0.00078584\n",
      "[130000]\ttraining's mape: 0.000767581\n",
      "[132000]\ttraining's mape: 0.000750453\n",
      "[134000]\ttraining's mape: 0.000733448\n",
      "[136000]\ttraining's mape: 0.000717261\n",
      "[138000]\ttraining's mape: 0.000701235\n",
      "[140000]\ttraining's mape: 0.000685599\n",
      "[142000]\ttraining's mape: 0.000671258\n",
      "[144000]\ttraining's mape: 0.000656997\n",
      "[146000]\ttraining's mape: 0.000642773\n",
      "[148000]\ttraining's mape: 0.000629417\n",
      "[150000]\ttraining's mape: 0.00061644\n",
      "[152000]\ttraining's mape: 0.000603834\n",
      "[154000]\ttraining's mape: 0.000591812\n",
      "[156000]\ttraining's mape: 0.00057976\n",
      "[158000]\ttraining's mape: 0.000567623\n",
      "[160000]\ttraining's mape: 0.000556178\n",
      "[162000]\ttraining's mape: 0.00054485\n",
      "[164000]\ttraining's mape: 0.00053374\n",
      "[166000]\ttraining's mape: 0.000523219\n",
      "[168000]\ttraining's mape: 0.0005134\n",
      "[170000]\ttraining's mape: 0.000503736\n",
      "[172000]\ttraining's mape: 0.000494245\n",
      "[174000]\ttraining's mape: 0.000485196\n",
      "[176000]\ttraining's mape: 0.000476481\n",
      "[178000]\ttraining's mape: 0.000467965\n",
      "[180000]\ttraining's mape: 0.000459678\n",
      "[182000]\ttraining's mape: 0.000451477\n",
      "[184000]\ttraining's mape: 0.000443629\n",
      "[186000]\ttraining's mape: 0.000435638\n",
      "[188000]\ttraining's mape: 0.0004278\n",
      "[190000]\ttraining's mape: 0.0004204\n",
      "[192000]\ttraining's mape: 0.000413179\n",
      "[194000]\ttraining's mape: 0.000406396\n",
      "[196000]\ttraining's mape: 0.000399533\n",
      "[198000]\ttraining's mape: 0.000393247\n",
      "[200000]\ttraining's mape: 0.000386858\n",
      "[202000]\ttraining's mape: 0.000380499\n",
      "[204000]\ttraining's mape: 0.000374445\n",
      "[206000]\ttraining's mape: 0.000368566\n",
      "[208000]\ttraining's mape: 0.000362776\n",
      "[210000]\ttraining's mape: 0.000357238\n",
      "[212000]\ttraining's mape: 0.000351957\n",
      "[214000]\ttraining's mape: 0.000346721\n",
      "[216000]\ttraining's mape: 0.000341555\n",
      "[218000]\ttraining's mape: 0.000336601\n",
      "[220000]\ttraining's mape: 0.000331582\n",
      "[222000]\ttraining's mape: 0.000326865\n",
      "[224000]\ttraining's mape: 0.000322161\n",
      "[226000]\ttraining's mape: 0.000317744\n",
      "[228000]\ttraining's mape: 0.00031329\n",
      "[230000]\ttraining's mape: 0.000309009\n",
      "[232000]\ttraining's mape: 0.000304688\n",
      "[234000]\ttraining's mape: 0.000300659\n",
      "[236000]\ttraining's mape: 0.000296659\n",
      "[238000]\ttraining's mape: 0.000292841\n",
      "[240000]\ttraining's mape: 0.000289195\n",
      "[242000]\ttraining's mape: 0.000285454\n",
      "[244000]\ttraining's mape: 0.000281854\n",
      "[246000]\ttraining's mape: 0.000278292\n",
      "[248000]\ttraining's mape: 0.000274783\n",
      "[250000]\ttraining's mape: 0.000271499\n",
      "[252000]\ttraining's mape: 0.000268146\n",
      "[254000]\ttraining's mape: 0.000265021\n",
      "[256000]\ttraining's mape: 0.000261935\n",
      "[258000]\ttraining's mape: 0.000258848\n",
      "[260000]\ttraining's mape: 0.00025586\n",
      "[262000]\ttraining's mape: 0.000252949\n",
      "[264000]\ttraining's mape: 0.000250145\n",
      "[266000]\ttraining's mape: 0.000247317\n",
      "[268000]\ttraining's mape: 0.000244514\n",
      "[270000]\ttraining's mape: 0.000241742\n",
      "[272000]\ttraining's mape: 0.000239024\n",
      "[274000]\ttraining's mape: 0.000236434\n",
      "[276000]\ttraining's mape: 0.000233884\n",
      "[278000]\ttraining's mape: 0.000231378\n",
      "[280000]\ttraining's mape: 0.000229045\n"
     ]
    },
    {
     "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>building_id</th>\n",
       "      <th>total_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>X5gsdTWGS3W7JJQB</td>\n",
       "      <td>1.478805e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BTshNOJyKHnT2YIT</td>\n",
       "      <td>3.918591e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>dhdymr0lV8N5kZOT</td>\n",
       "      <td>1.069408e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>VEwyGGMcD56w5BOc</td>\n",
       "      <td>6.033528e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>wmUeMoJZfsqaSX9b</td>\n",
       "      <td>1.089268e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>EtBjGAHmHCe9t7TZ</td>\n",
       "      <td>2.693742e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>hPNH34vmaZtvBtqc</td>\n",
       "      <td>1.217927e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>wXjeI38bYDMJJwZC</td>\n",
       "      <td>6.314936e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>fxZSGX6aPAFKU8W4</td>\n",
       "      <td>1.673649e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ewr0Fx6ign87OwaV</td>\n",
       "      <td>4.104413e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>gHKurnEP4AowzsLg</td>\n",
       "      <td>8.910894e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>PmLfTgY2FElLrTl0</td>\n",
       "      <td>5.317939e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>eM2NppIOwzW0o8iy</td>\n",
       "      <td>9.877123e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>dxxwNun97NH4WTrZ</td>\n",
       "      <td>3.040597e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>jykBfhh3vdeFUi3H</td>\n",
       "      <td>3.971219e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NlXbvdFfmJZf3L18</td>\n",
       "      <td>2.165513e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>D7jaFWHCzSqLBwdt</td>\n",
       "      <td>9.867873e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>L10dBBdqGmemweSl</td>\n",
       "      <td>6.223023e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>OgB0AdiPKlElakKN</td>\n",
       "      <td>1.102142e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>StiWNN1GQrpPBOYt</td>\n",
       "      <td>2.599215e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         building_id   total_price\n",
       "0   X5gsdTWGS3W7JJQB  1.478805e+07\n",
       "1   BTshNOJyKHnT2YIT  3.918591e+06\n",
       "2   dhdymr0lV8N5kZOT  1.069408e+07\n",
       "3   VEwyGGMcD56w5BOc  6.033528e+06\n",
       "4   wmUeMoJZfsqaSX9b  1.089268e+06\n",
       "5   EtBjGAHmHCe9t7TZ  2.693742e+06\n",
       "6   hPNH34vmaZtvBtqc  1.217927e+07\n",
       "7   wXjeI38bYDMJJwZC  6.314936e+06\n",
       "8   fxZSGX6aPAFKU8W4  1.673649e+06\n",
       "9   ewr0Fx6ign87OwaV  4.104413e+06\n",
       "10  gHKurnEP4AowzsLg  8.910894e+05\n",
       "11  PmLfTgY2FElLrTl0  5.317939e+06\n",
       "12  eM2NppIOwzW0o8iy  9.877123e+06\n",
       "13  dxxwNun97NH4WTrZ  3.040597e+06\n",
       "14  jykBfhh3vdeFUi3H  3.971219e+06\n",
       "15  NlXbvdFfmJZf3L18  2.165513e+07\n",
       "16  D7jaFWHCzSqLBwdt  9.867873e+05\n",
       "17  L10dBBdqGmemweSl  6.223023e+06\n",
       "18  OgB0AdiPKlElakKN  1.102142e+06\n",
       "19  StiWNN1GQrpPBOYt  2.599215e+06"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t10 = time.time()\n",
    "\n",
    "df_train = train.copy()\n",
    "df_test = test.copy()\n",
    "\n",
    "# feat eng\n",
    "feat_eng = FeatureEngineering(cols_num, cols_cat, cols_feats, col_target)\n",
    "df_train = feat_eng.fit_transform(df_train)\n",
    "df_test = feat_eng.transform(df_test)\n",
    "\n",
    "# Construct lgb dataset\n",
    "lgb_train = lgb.Dataset(df_train[cols_feats], df_train[col_target]).construct()\n",
    "\n",
    "# train model    \n",
    "model = lgb.train(params, lgb_train, valid_sets=lgb_train, **lgb_other_params_one, keep_training_booster=True)\n",
    "\n",
    "y_pred = model.predict(df_test[cols_feats])\n",
    "y_pred_final = post_processing(y_pred, df_test)\n",
    "\n",
    "df_test_pred = pd.DataFrame({'building_id': df_test['building_id'], \n",
    "                             'total_price': y_pred_final})\n",
    "\n",
    "t11 = time.time()\n",
    "\n",
    "display(df_test_pred.head(20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test_pred.to_csv('output/'+model_name+'-test-one.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total run time: 10939.463701248169\n"
     ]
    }
   ],
   "source": [
    "print('Total run time:', t11 - t10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc2023c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lgb.plot_importance(model, figsize=(12, 30), height=0.5) # 050, 051, 052\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e12550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lgb.plot_importance(model, figsize=(12, 30), height=0.5, importance_type='gain') # 050, 051, 052\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
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