model-32-predict-lgb-remove_outlier_01.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Change Log:\n",
    "- v32 - remove building with too large percent error\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": 1,
   "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 *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_name = 'model-32-lgb-remove_outlier_01'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "is_log_target = True\n",
    "is_per_area_target = True\n",
    "rm_outlier = True\n",
    "outlier_pct = 1 # 3, 5\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']\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": 4,
   "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": 5,
   "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": 6,
   "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": 7,
   "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": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .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_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",
       "      <td>e3mMIMR3JJqCaXz1</td>\n",
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       "      <td>6271</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <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>5</td>\n",
       "      <td>1</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",
       "      <td>115</td>\n",
       "      <td>1</td>\n",
       "      <td>15872</td>\n",
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       "      <td>32221</td>\n",
       "      <td>1</td>\n",
       "      <td>40.07357348973039</td>\n",
       "      <td>3321452.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ucIR2NLLsC3T650L</td>\n",
       "      <td>8</td>\n",
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       "      <td>19289</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <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",
       "      <td>24</td>\n",
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       "      <td>2</td>\n",
       "      <td>18325</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>125</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
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       "      <td>rQpYpY9nRG7X5mmr</td>\n",
       "      <td>1</td>\n",
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       "      <td>20657</td>\n",
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       "      <td>2</td>\n",
       "      <td>6880</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
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       "      <td>47</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>7442</td>\n",
       "      <td>1</td>\n",
       "      <td>124.1312362968124</td>\n",
       "      <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": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "N outliers removed: 600\n"
     ]
    }
   ],
   "source": [
    "# Only train on data in this list\n",
    "if rm_outlier:\n",
    "    training_buildings = pd.read_csv('dataset/building_we_care_%d.csv'%outlier_pct)\n",
    "    print('N outliers removed:', len(train) - len(training_buildings))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/skyhuang/.local/lib/python3.6/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",
      "/home/skyhuang/.local/lib/python3.6/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": 11,
   "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": 12,
   "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): 214\n",
      "N feats (after): 144\n",
      "['death_rate', 'II_5000', 'encoded_latlon', 'XIV_100', 'building_per_land_area', 'III_50', 'X_250', 'VII_100', 'VI_10000', 'II_100', 'X_500', 'IV_10', 'VIII_index_50', 'XI_1000', 'XI_5000', 'building_complete_dt', 'town', 'IV_100', 'IX_1000', 'XII_10', 'XI_MIN', 'born_rate', 'V_500', 'XIII_1000', 'VIII_1000', 'XI_250', 'III_index_500', 'I_MIN', 'IV_index_500', 'parking_price', 'II_250', 'XIV_50', 'V_index_50', 'VI_5000', 'II_1000', 'town_area', 'XIII_50', 'III_100', 'VII_250', 'XI_10000', 'XIV_10000', 'VII_500', 'III_250', 'IX_10000', 'XIII_index_10000', 'height_r', 'N_1000', 'II_10000', 'X_10000', 'lat', 'XIII_100', 'VII_MIN', 'VIII_50', 'IV_5000', 'VIII_10000', 'VIII_250', 'building_material', 'jobschool_rate', 'XII_10000', 'XIV_500', 'city', 'IX_MIN', 'X_50', 'parking_way', 'XIII_500', 'XIII_250', 'IV_500', 'building_use', 'X_index_50', 'IX_500', 'III_MIN', 'N_10000', 'marriage_rate', 'doc_rate', 'XII_250', 'village', 'VI_MIN', 'III_500', 'IX_100', 'X_5000', 'IV_1000', 'III_1000', 'V_1000', 'III_10', 'XI_50', 'XIV_5000', 'IX_5000', 'I_1000', 'XII_5000', 'town_population_density', 'town_population', 'XII_MIN', 'XII_50', 'II_500', 'IV_10000', 'V_MIN', 'VII_5000', 'XIII_5000', 'IV_250', 'II_MIN', 'lon', 'XIV_1000', 'V_50', 'VIII_100', 'IV_MIN', 'total_floor', 'junior_rate', 'txn_dt', 'VII_50', 'XIV_MIN', 'master_rate', 'village_income_median', 'bachelor_rate', 'VII_10000', 'VIII_10', 'X_1000', 'V_250', 'III_10000', 'XII_500', 'txn_floor', 'XI_500', 'elementary_rate', 'N_50', 'parking_area', 'X_MIN', 'III_5000', 'XIII_10000', 'VIII_500', 'I_5000', 'V_5000', 'XII_100', 'XIII_MIN', 'land_area', 'highschool_rate', 'XII_1000', 'V_10000', 'I_10000', 'building_type', 'VIII_MIN', 'VIII_5000', 'VII_1000', 'IX_250', 'XIV_250', 'building_area']\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": 13,
   "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": 14,
   "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: 0.0185316\n",
      "[4000]\tvalid_0's mape: 0.012199\n",
      "[6000]\tvalid_0's mape: 0.0108865\n",
      "[8000]\tvalid_0's mape: 0.0103427\n",
      "[10000]\tvalid_0's mape: 0.0100408\n",
      "[12000]\tvalid_0's mape: 0.00984355\n",
      "[14000]\tvalid_0's mape: 0.00969983\n",
      "[16000]\tvalid_0's mape: 0.00959041\n",
      "[18000]\tvalid_0's mape: 0.00950757\n",
      "[20000]\tvalid_0's mape: 0.00944286\n",
      "[22000]\tvalid_0's mape: 0.00939059\n",
      "[24000]\tvalid_0's mape: 0.00934722\n",
      "[26000]\tvalid_0's mape: 0.00931105\n",
      "[28000]\tvalid_0's mape: 0.00928027\n",
      "[30000]\tvalid_0's mape: 0.00925264\n",
      "[32000]\tvalid_0's mape: 0.00922812\n",
      "[34000]\tvalid_0's mape: 0.00920706\n",
      "[36000]\tvalid_0's mape: 0.00918959\n",
      "[38000]\tvalid_0's mape: 0.00917327\n",
      "[40000]\tvalid_0's mape: 0.00915822\n",
      "[42000]\tvalid_0's mape: 0.0091457\n",
      "[44000]\tvalid_0's mape: 0.0091342\n",
      "[46000]\tvalid_0's mape: 0.00912377\n",
      "[48000]\tvalid_0's mape: 0.00911416\n",
      "[50000]\tvalid_0's mape: 0.00910558\n",
      "[52000]\tvalid_0's mape: 0.0090979\n",
      "[54000]\tvalid_0's mape: 0.00909048\n",
      "[56000]\tvalid_0's mape: 0.00908377\n",
      "[58000]\tvalid_0's mape: 0.00907759\n",
      "[60000]\tvalid_0's mape: 0.00907177\n",
      "[62000]\tvalid_0's mape: 0.00906631\n",
      "[64000]\tvalid_0's mape: 0.00906142\n",
      "[66000]\tvalid_0's mape: 0.00905674\n",
      "[68000]\tvalid_0's mape: 0.00905222\n",
      "[70000]\tvalid_0's mape: 0.00904821\n",
      "[72000]\tvalid_0's mape: 0.00904462\n",
      "[74000]\tvalid_0's mape: 0.00904116\n",
      "[76000]\tvalid_0's mape: 0.00903771\n",
      "[78000]\tvalid_0's mape: 0.00903463\n",
      "[80000]\tvalid_0's mape: 0.00903144\n",
      "[82000]\tvalid_0's mape: 0.00902845\n",
      "[84000]\tvalid_0's mape: 0.00902558\n",
      "[86000]\tvalid_0's mape: 0.00902305\n",
      "[88000]\tvalid_0's mape: 0.00902077\n",
      "[90000]\tvalid_0's mape: 0.0090188\n",
      "[92000]\tvalid_0's mape: 0.00901674\n",
      "[94000]\tvalid_0's mape: 0.00901465\n",
      "[96000]\tvalid_0's mape: 0.00901306\n",
      "[98000]\tvalid_0's mape: 0.0090113\n",
      "[100000]\tvalid_0's mape: 0.00900966\n",
      "[102000]\tvalid_0's mape: 0.00900795\n",
      "[104000]\tvalid_0's mape: 0.00900662\n",
      "[106000]\tvalid_0's mape: 0.00900545\n",
      "[108000]\tvalid_0's mape: 0.00900426\n",
      "[110000]\tvalid_0's mape: 0.00900296\n",
      "[112000]\tvalid_0's mape: 0.00900176\n",
      "[114000]\tvalid_0's mape: 0.00900058\n",
      "[116000]\tvalid_0's mape: 0.00899953\n",
      "[118000]\tvalid_0's mape: 0.00899851\n",
      "[120000]\tvalid_0's mape: 0.00899749\n",
      "[122000]\tvalid_0's mape: 0.00899645\n",
      "[124000]\tvalid_0's mape: 0.00899548\n",
      "[126000]\tvalid_0's mape: 0.0089947\n",
      "[128000]\tvalid_0's mape: 0.00899391\n",
      "[130000]\tvalid_0's mape: 0.00899316\n",
      "[132000]\tvalid_0's mape: 0.00899238\n",
      "[134000]\tvalid_0's mape: 0.00899168\n",
      "[136000]\tvalid_0's mape: 0.008991\n",
      "[138000]\tvalid_0's mape: 0.00899033\n",
      "[140000]\tvalid_0's mape: 0.00898974\n",
      "[142000]\tvalid_0's mape: 0.00898914\n",
      "[144000]\tvalid_0's mape: 0.00898851\n",
      "[146000]\tvalid_0's mape: 0.00898799\n",
      "[148000]\tvalid_0's mape: 0.00898742\n",
      "[150000]\tvalid_0's mape: 0.00898695\n",
      "[152000]\tvalid_0's mape: 0.00898647\n",
      "[154000]\tvalid_0's mape: 0.00898604\n",
      "[156000]\tvalid_0's mape: 0.0089856\n",
      "[158000]\tvalid_0's mape: 0.00898516\n",
      "[160000]\tvalid_0's mape: 0.0089848\n",
      "[162000]\tvalid_0's mape: 0.00898443\n",
      "[164000]\tvalid_0's mape: 0.00898408\n",
      "[166000]\tvalid_0's mape: 0.00898374\n",
      "[168000]\tvalid_0's mape: 0.00898342\n",
      "[170000]\tvalid_0's mape: 0.00898305\n",
      "[172000]\tvalid_0's mape: 0.00898276\n",
      "[174000]\tvalid_0's mape: 0.00898246\n",
      "[176000]\tvalid_0's mape: 0.00898215\n",
      "[178000]\tvalid_0's mape: 0.00898186\n",
      "[180000]\tvalid_0's mape: 0.00898162\n",
      "[182000]\tvalid_0's mape: 0.00898138\n",
      "[184000]\tvalid_0's mape: 0.00898112\n",
      "[186000]\tvalid_0's mape: 0.0089809\n",
      "[188000]\tvalid_0's mape: 0.00898061\n",
      "[190000]\tvalid_0's mape: 0.00898041\n",
      "[192000]\tvalid_0's mape: 0.00898019\n",
      "[194000]\tvalid_0's mape: 0.00897996\n",
      "[196000]\tvalid_0's mape: 0.00897971\n",
      "[198000]\tvalid_0's mape: 0.0089795\n",
      "[200000]\tvalid_0's mape: 0.0089793\n",
      "[202000]\tvalid_0's mape: 0.00897911\n",
      "[204000]\tvalid_0's mape: 0.0089789\n",
      "[206000]\tvalid_0's mape: 0.0089787\n",
      "[208000]\tvalid_0's mape: 0.00897854\n",
      "[210000]\tvalid_0's mape: 0.00897838\n",
      "[212000]\tvalid_0's mape: 0.00897824\n",
      "[214000]\tvalid_0's mape: 0.00897808\n",
      "[216000]\tvalid_0's mape: 0.00897792\n",
      "[218000]\tvalid_0's mape: 0.00897776\n",
      "[220000]\tvalid_0's mape: 0.00897761\n",
      "[222000]\tvalid_0's mape: 0.00897746\n",
      "[224000]\tvalid_0's mape: 0.00897729\n",
      "[226000]\tvalid_0's mape: 0.00897718\n",
      "[228000]\tvalid_0's mape: 0.00897707\n",
      "[230000]\tvalid_0's mape: 0.00897697\n",
      "[232000]\tvalid_0's mape: 0.00897693\n",
      "Early stopping, best iteration is:\n",
      "[231568]\tvalid_0's mape: 0.00897693\n",
      "(Fold 0) score, mse, mae, mape: 5838.87706, 0.03507, 0.11938, 0.00898.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.018672\n",
      "[4000]\tvalid_0's mape: 0.0123247\n",
      "[6000]\tvalid_0's mape: 0.0109997\n",
      "[8000]\tvalid_0's mape: 0.0104636\n",
      "[10000]\tvalid_0's mape: 0.0101607\n",
      "[12000]\tvalid_0's mape: 0.00996319\n",
      "[14000]\tvalid_0's mape: 0.00981739\n",
      "[16000]\tvalid_0's mape: 0.00970325\n",
      "[18000]\tvalid_0's mape: 0.00961486\n",
      "[20000]\tvalid_0's mape: 0.00954595\n",
      "[22000]\tvalid_0's mape: 0.00949006\n",
      "[24000]\tvalid_0's mape: 0.00944349\n",
      "[26000]\tvalid_0's mape: 0.00940373\n",
      "[28000]\tvalid_0's mape: 0.00937012\n",
      "[30000]\tvalid_0's mape: 0.0093407\n",
      "[32000]\tvalid_0's mape: 0.0093144\n",
      "[34000]\tvalid_0's mape: 0.00929208\n",
      "[36000]\tvalid_0's mape: 0.00927163\n",
      "[38000]\tvalid_0's mape: 0.00925376\n",
      "[40000]\tvalid_0's mape: 0.00923818\n",
      "[42000]\tvalid_0's mape: 0.00922364\n",
      "[44000]\tvalid_0's mape: 0.00921048\n",
      "[46000]\tvalid_0's mape: 0.00919909\n",
      "[48000]\tvalid_0's mape: 0.00918866\n",
      "[50000]\tvalid_0's mape: 0.00917923\n",
      "[52000]\tvalid_0's mape: 0.0091707\n",
      "[54000]\tvalid_0's mape: 0.00916291\n",
      "[56000]\tvalid_0's mape: 0.00915594\n",
      "[58000]\tvalid_0's mape: 0.00914948\n",
      "[60000]\tvalid_0's mape: 0.00914321\n",
      "[62000]\tvalid_0's mape: 0.00913729\n",
      "[64000]\tvalid_0's mape: 0.00913154\n",
      "[66000]\tvalid_0's mape: 0.00912662\n",
      "[68000]\tvalid_0's mape: 0.00912213\n",
      "[70000]\tvalid_0's mape: 0.00911761\n",
      "[72000]\tvalid_0's mape: 0.00911353\n",
      "[74000]\tvalid_0's mape: 0.00910977\n",
      "[76000]\tvalid_0's mape: 0.00910599\n",
      "[78000]\tvalid_0's mape: 0.00910261\n",
      "[80000]\tvalid_0's mape: 0.00909943\n",
      "[82000]\tvalid_0's mape: 0.00909646\n",
      "[84000]\tvalid_0's mape: 0.00909355\n",
      "[86000]\tvalid_0's mape: 0.0090909\n",
      "[88000]\tvalid_0's mape: 0.00908848\n",
      "[90000]\tvalid_0's mape: 0.00908618\n",
      "[92000]\tvalid_0's mape: 0.00908405\n",
      "[94000]\tvalid_0's mape: 0.00908189\n",
      "[96000]\tvalid_0's mape: 0.00907971\n",
      "[98000]\tvalid_0's mape: 0.00907768\n",
      "[100000]\tvalid_0's mape: 0.00907583\n",
      "[102000]\tvalid_0's mape: 0.00907411\n",
      "[104000]\tvalid_0's mape: 0.0090721\n",
      "[106000]\tvalid_0's mape: 0.00907024\n",
      "[108000]\tvalid_0's mape: 0.00906841\n",
      "[110000]\tvalid_0's mape: 0.00906691\n",
      "[112000]\tvalid_0's mape: 0.00906554\n",
      "[114000]\tvalid_0's mape: 0.0090642\n",
      "[116000]\tvalid_0's mape: 0.00906296\n",
      "[118000]\tvalid_0's mape: 0.0090618\n",
      "[120000]\tvalid_0's mape: 0.0090606\n",
      "[122000]\tvalid_0's mape: 0.00905955\n",
      "[124000]\tvalid_0's mape: 0.00905854\n",
      "[126000]\tvalid_0's mape: 0.00905769\n",
      "[128000]\tvalid_0's mape: 0.00905677\n",
      "[130000]\tvalid_0's mape: 0.00905597\n",
      "[132000]\tvalid_0's mape: 0.00905507\n",
      "[134000]\tvalid_0's mape: 0.00905424\n",
      "[136000]\tvalid_0's mape: 0.00905358\n",
      "[138000]\tvalid_0's mape: 0.0090529\n",
      "[140000]\tvalid_0's mape: 0.00905223\n",
      "[142000]\tvalid_0's mape: 0.00905163\n",
      "[144000]\tvalid_0's mape: 0.00905104\n",
      "[146000]\tvalid_0's mape: 0.00905042\n",
      "[148000]\tvalid_0's mape: 0.00904981\n",
      "[150000]\tvalid_0's mape: 0.00904927\n",
      "[152000]\tvalid_0's mape: 0.00904879\n",
      "[154000]\tvalid_0's mape: 0.00904828\n",
      "[156000]\tvalid_0's mape: 0.00904779\n",
      "[158000]\tvalid_0's mape: 0.0090473\n",
      "[160000]\tvalid_0's mape: 0.00904679\n",
      "[162000]\tvalid_0's mape: 0.00904633\n",
      "[164000]\tvalid_0's mape: 0.00904593\n",
      "[166000]\tvalid_0's mape: 0.0090455\n",
      "[168000]\tvalid_0's mape: 0.00904511\n",
      "[170000]\tvalid_0's mape: 0.00904475\n",
      "[172000]\tvalid_0's mape: 0.00904439\n",
      "[174000]\tvalid_0's mape: 0.00904399\n",
      "[176000]\tvalid_0's mape: 0.0090436\n",
      "[178000]\tvalid_0's mape: 0.00904328\n",
      "[180000]\tvalid_0's mape: 0.00904294\n",
      "[182000]\tvalid_0's mape: 0.00904258\n",
      "[184000]\tvalid_0's mape: 0.00904224\n",
      "[186000]\tvalid_0's mape: 0.009042\n",
      "[188000]\tvalid_0's mape: 0.00904175\n",
      "[190000]\tvalid_0's mape: 0.0090415\n",
      "[192000]\tvalid_0's mape: 0.00904122\n",
      "[194000]\tvalid_0's mape: 0.009041\n",
      "[196000]\tvalid_0's mape: 0.0090408\n",
      "[198000]\tvalid_0's mape: 0.00904059\n",
      "[200000]\tvalid_0's mape: 0.00904041\n",
      "[202000]\tvalid_0's mape: 0.00904023\n",
      "[204000]\tvalid_0's mape: 0.00904002\n",
      "[206000]\tvalid_0's mape: 0.00903985\n",
      "[208000]\tvalid_0's mape: 0.00903967\n",
      "[210000]\tvalid_0's mape: 0.00903949\n",
      "[212000]\tvalid_0's mape: 0.00903932\n",
      "[214000]\tvalid_0's mape: 0.00903917\n",
      "[216000]\tvalid_0's mape: 0.00903902\n",
      "[218000]\tvalid_0's mape: 0.00903886\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[220000]\tvalid_0's mape: 0.0090387\n",
      "[222000]\tvalid_0's mape: 0.00903856\n",
      "[224000]\tvalid_0's mape: 0.00903844\n",
      "[226000]\tvalid_0's mape: 0.00903829\n",
      "[228000]\tvalid_0's mape: 0.00903816\n",
      "[230000]\tvalid_0's mape: 0.00903803\n",
      "[232000]\tvalid_0's mape: 0.00903793\n",
      "[234000]\tvalid_0's mape: 0.00903783\n",
      "Early stopping, best iteration is:\n",
      "[234519]\tvalid_0's mape: 0.0090378\n",
      "(Fold 1) score, mse, mae, mape: 6001.87585, 0.03814, 0.12041, 0.00904.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.018449\n",
      "[4000]\tvalid_0's mape: 0.0121736\n",
      "[6000]\tvalid_0's mape: 0.0108976\n",
      "[8000]\tvalid_0's mape: 0.0103883\n",
      "[10000]\tvalid_0's mape: 0.0101009\n",
      "[12000]\tvalid_0's mape: 0.0099141\n",
      "[14000]\tvalid_0's mape: 0.00977738\n",
      "[16000]\tvalid_0's mape: 0.00967166\n",
      "[18000]\tvalid_0's mape: 0.00958988\n",
      "[20000]\tvalid_0's mape: 0.00952555\n",
      "[22000]\tvalid_0's mape: 0.00947398\n",
      "[24000]\tvalid_0's mape: 0.00943088\n",
      "[26000]\tvalid_0's mape: 0.00939456\n",
      "[28000]\tvalid_0's mape: 0.00936376\n",
      "[30000]\tvalid_0's mape: 0.00933635\n",
      "[32000]\tvalid_0's mape: 0.00931215\n",
      "[34000]\tvalid_0's mape: 0.00929079\n",
      "[36000]\tvalid_0's mape: 0.00927163\n",
      "[38000]\tvalid_0's mape: 0.00925494\n",
      "[40000]\tvalid_0's mape: 0.00923984\n",
      "[42000]\tvalid_0's mape: 0.00922599\n",
      "[44000]\tvalid_0's mape: 0.00921364\n",
      "[46000]\tvalid_0's mape: 0.00920259\n",
      "[48000]\tvalid_0's mape: 0.00919223\n",
      "[50000]\tvalid_0's mape: 0.00918282\n",
      "[52000]\tvalid_0's mape: 0.00917421\n",
      "[54000]\tvalid_0's mape: 0.00916612\n",
      "[56000]\tvalid_0's mape: 0.00915897\n",
      "[58000]\tvalid_0's mape: 0.00915224\n",
      "[60000]\tvalid_0's mape: 0.00914598\n",
      "[62000]\tvalid_0's mape: 0.0091402\n",
      "[64000]\tvalid_0's mape: 0.00913485\n",
      "[66000]\tvalid_0's mape: 0.00912978\n",
      "[68000]\tvalid_0's mape: 0.00912508\n",
      "[70000]\tvalid_0's mape: 0.00912085\n",
      "[72000]\tvalid_0's mape: 0.00911693\n",
      "[74000]\tvalid_0's mape: 0.00911347\n",
      "[76000]\tvalid_0's mape: 0.00911005\n",
      "[78000]\tvalid_0's mape: 0.00910692\n",
      "[80000]\tvalid_0's mape: 0.00910402\n",
      "[82000]\tvalid_0's mape: 0.0091014\n",
      "[84000]\tvalid_0's mape: 0.00909874\n",
      "[86000]\tvalid_0's mape: 0.00909603\n",
      "[88000]\tvalid_0's mape: 0.00909353\n",
      "[90000]\tvalid_0's mape: 0.00909126\n",
      "[92000]\tvalid_0's mape: 0.00908916\n",
      "[94000]\tvalid_0's mape: 0.0090872\n",
      "[96000]\tvalid_0's mape: 0.00908519\n",
      "[98000]\tvalid_0's mape: 0.0090836\n",
      "[100000]\tvalid_0's mape: 0.00908195\n",
      "[102000]\tvalid_0's mape: 0.00908047\n",
      "[104000]\tvalid_0's mape: 0.00907925\n",
      "[106000]\tvalid_0's mape: 0.00907791\n",
      "[108000]\tvalid_0's mape: 0.00907642\n",
      "[110000]\tvalid_0's mape: 0.00907514\n",
      "[112000]\tvalid_0's mape: 0.00907398\n",
      "[114000]\tvalid_0's mape: 0.00907289\n",
      "[116000]\tvalid_0's mape: 0.00907177\n",
      "[118000]\tvalid_0's mape: 0.00907067\n",
      "[120000]\tvalid_0's mape: 0.00906958\n",
      "[122000]\tvalid_0's mape: 0.00906861\n",
      "[124000]\tvalid_0's mape: 0.0090677\n",
      "[126000]\tvalid_0's mape: 0.00906685\n",
      "[128000]\tvalid_0's mape: 0.00906596\n",
      "[130000]\tvalid_0's mape: 0.00906523\n",
      "[132000]\tvalid_0's mape: 0.00906441\n",
      "[134000]\tvalid_0's mape: 0.00906348\n",
      "[136000]\tvalid_0's mape: 0.00906262\n",
      "[138000]\tvalid_0's mape: 0.00906179\n",
      "[140000]\tvalid_0's mape: 0.00906111\n",
      "[142000]\tvalid_0's mape: 0.00906048\n",
      "[144000]\tvalid_0's mape: 0.00905981\n",
      "[146000]\tvalid_0's mape: 0.00905931\n",
      "[148000]\tvalid_0's mape: 0.0090588\n",
      "[150000]\tvalid_0's mape: 0.0090583\n",
      "[152000]\tvalid_0's mape: 0.00905778\n",
      "[154000]\tvalid_0's mape: 0.00905734\n",
      "[156000]\tvalid_0's mape: 0.0090568\n",
      "[158000]\tvalid_0's mape: 0.00905633\n",
      "[160000]\tvalid_0's mape: 0.00905592\n",
      "[162000]\tvalid_0's mape: 0.00905546\n",
      "[164000]\tvalid_0's mape: 0.00905505\n",
      "[166000]\tvalid_0's mape: 0.00905466\n",
      "[168000]\tvalid_0's mape: 0.0090543\n",
      "[170000]\tvalid_0's mape: 0.00905395\n",
      "[172000]\tvalid_0's mape: 0.00905357\n",
      "[174000]\tvalid_0's mape: 0.00905329\n",
      "[176000]\tvalid_0's mape: 0.00905299\n",
      "[178000]\tvalid_0's mape: 0.00905267\n",
      "[180000]\tvalid_0's mape: 0.00905242\n",
      "[182000]\tvalid_0's mape: 0.00905214\n",
      "[184000]\tvalid_0's mape: 0.0090519\n",
      "[186000]\tvalid_0's mape: 0.00905166\n",
      "[188000]\tvalid_0's mape: 0.00905144\n",
      "[190000]\tvalid_0's mape: 0.00905124\n",
      "[192000]\tvalid_0's mape: 0.00905103\n",
      "[194000]\tvalid_0's mape: 0.00905081\n",
      "[196000]\tvalid_0's mape: 0.00905058\n",
      "[198000]\tvalid_0's mape: 0.0090504\n",
      "[200000]\tvalid_0's mape: 0.00905022\n",
      "[202000]\tvalid_0's mape: 0.00905002\n",
      "[204000]\tvalid_0's mape: 0.00904981\n",
      "[206000]\tvalid_0's mape: 0.00904965\n",
      "[208000]\tvalid_0's mape: 0.0090495\n",
      "[210000]\tvalid_0's mape: 0.00904936\n",
      "[212000]\tvalid_0's mape: 0.00904921\n",
      "[214000]\tvalid_0's mape: 0.00904905\n",
      "[216000]\tvalid_0's mape: 0.0090489\n",
      "[218000]\tvalid_0's mape: 0.00904874\n",
      "[220000]\tvalid_0's mape: 0.0090486\n",
      "[222000]\tvalid_0's mape: 0.00904848\n",
      "[224000]\tvalid_0's mape: 0.00904836\n",
      "[226000]\tvalid_0's mape: 0.00904821\n",
      "[228000]\tvalid_0's mape: 0.00904807\n",
      "[230000]\tvalid_0's mape: 0.00904796\n",
      "[232000]\tvalid_0's mape: 0.00904786\n",
      "[234000]\tvalid_0's mape: 0.00904777\n",
      "[236000]\tvalid_0's mape: 0.0090477\n",
      "[238000]\tvalid_0's mape: 0.00904766\n",
      "Early stopping, best iteration is:\n",
      "[238420]\tvalid_0's mape: 0.00904765\n",
      "(Fold 2) score, mse, mae, mape: 5966.87329, 0.03762, 0.12030, 0.00905.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0184989\n",
      "[4000]\tvalid_0's mape: 0.0122469\n",
      "[6000]\tvalid_0's mape: 0.0110237\n",
      "[8000]\tvalid_0's mape: 0.0105287\n",
      "[10000]\tvalid_0's mape: 0.0102455\n",
      "[12000]\tvalid_0's mape: 0.0100533\n",
      "[14000]\tvalid_0's mape: 0.00991405\n",
      "[16000]\tvalid_0's mape: 0.00980465\n",
      "[18000]\tvalid_0's mape: 0.00971866\n",
      "[20000]\tvalid_0's mape: 0.00964957\n",
      "[22000]\tvalid_0's mape: 0.00959357\n",
      "[24000]\tvalid_0's mape: 0.00954599\n",
      "[26000]\tvalid_0's mape: 0.00950583\n",
      "[28000]\tvalid_0's mape: 0.00947089\n",
      "[30000]\tvalid_0's mape: 0.00943997\n",
      "[32000]\tvalid_0's mape: 0.00941258\n",
      "[34000]\tvalid_0's mape: 0.00938814\n",
      "[36000]\tvalid_0's mape: 0.00936668\n",
      "[38000]\tvalid_0's mape: 0.00934704\n",
      "[40000]\tvalid_0's mape: 0.00932973\n",
      "[42000]\tvalid_0's mape: 0.00931374\n",
      "[44000]\tvalid_0's mape: 0.00929931\n",
      "[46000]\tvalid_0's mape: 0.00928655\n",
      "[48000]\tvalid_0's mape: 0.00927492\n",
      "[50000]\tvalid_0's mape: 0.00926432\n",
      "[52000]\tvalid_0's mape: 0.00925469\n",
      "[54000]\tvalid_0's mape: 0.00924573\n",
      "[56000]\tvalid_0's mape: 0.0092375\n",
      "[58000]\tvalid_0's mape: 0.0092298\n",
      "[60000]\tvalid_0's mape: 0.00922243\n",
      "[62000]\tvalid_0's mape: 0.00921603\n",
      "[64000]\tvalid_0's mape: 0.00920988\n",
      "[66000]\tvalid_0's mape: 0.00920419\n",
      "[68000]\tvalid_0's mape: 0.00919896\n",
      "[70000]\tvalid_0's mape: 0.00919409\n",
      "[72000]\tvalid_0's mape: 0.00918949\n",
      "[74000]\tvalid_0's mape: 0.009185\n",
      "[76000]\tvalid_0's mape: 0.00918098\n",
      "[78000]\tvalid_0's mape: 0.00917715\n",
      "[80000]\tvalid_0's mape: 0.009173\n",
      "[82000]\tvalid_0's mape: 0.0091695\n",
      "[84000]\tvalid_0's mape: 0.00916628\n",
      "[86000]\tvalid_0's mape: 0.00916329\n",
      "[88000]\tvalid_0's mape: 0.00916046\n",
      "[90000]\tvalid_0's mape: 0.0091578\n",
      "[92000]\tvalid_0's mape: 0.00915539\n",
      "[94000]\tvalid_0's mape: 0.00915294\n",
      "[96000]\tvalid_0's mape: 0.00915061\n",
      "[98000]\tvalid_0's mape: 0.00914835\n",
      "[100000]\tvalid_0's mape: 0.00914633\n",
      "[102000]\tvalid_0's mape: 0.00914428\n",
      "[104000]\tvalid_0's mape: 0.00914241\n",
      "[106000]\tvalid_0's mape: 0.0091407\n",
      "[108000]\tvalid_0's mape: 0.00913901\n",
      "[110000]\tvalid_0's mape: 0.00913735\n",
      "[112000]\tvalid_0's mape: 0.00913575\n",
      "[114000]\tvalid_0's mape: 0.00913428\n",
      "[116000]\tvalid_0's mape: 0.00913303\n",
      "[118000]\tvalid_0's mape: 0.00913179\n",
      "[120000]\tvalid_0's mape: 0.00913065\n",
      "[122000]\tvalid_0's mape: 0.0091296\n",
      "[124000]\tvalid_0's mape: 0.00912856\n",
      "[126000]\tvalid_0's mape: 0.0091275\n",
      "[128000]\tvalid_0's mape: 0.00912646\n",
      "[130000]\tvalid_0's mape: 0.0091254\n",
      "[132000]\tvalid_0's mape: 0.00912448\n",
      "[134000]\tvalid_0's mape: 0.00912371\n",
      "[136000]\tvalid_0's mape: 0.00912296\n",
      "[138000]\tvalid_0's mape: 0.00912224\n",
      "[140000]\tvalid_0's mape: 0.00912153\n",
      "[142000]\tvalid_0's mape: 0.00912085\n",
      "[144000]\tvalid_0's mape: 0.00912014\n",
      "[146000]\tvalid_0's mape: 0.00911948\n",
      "[148000]\tvalid_0's mape: 0.00911888\n",
      "[150000]\tvalid_0's mape: 0.00911827\n",
      "[152000]\tvalid_0's mape: 0.00911772\n",
      "[154000]\tvalid_0's mape: 0.00911716\n",
      "[156000]\tvalid_0's mape: 0.00911664\n",
      "[158000]\tvalid_0's mape: 0.00911612\n",
      "[160000]\tvalid_0's mape: 0.00911563\n",
      "[162000]\tvalid_0's mape: 0.00911517\n",
      "[164000]\tvalid_0's mape: 0.00911469\n",
      "[166000]\tvalid_0's mape: 0.00911428\n",
      "[168000]\tvalid_0's mape: 0.00911387\n",
      "[170000]\tvalid_0's mape: 0.00911346\n",
      "[172000]\tvalid_0's mape: 0.00911302\n",
      "[174000]\tvalid_0's mape: 0.00911265\n",
      "[176000]\tvalid_0's mape: 0.00911231\n",
      "[178000]\tvalid_0's mape: 0.00911196\n",
      "[180000]\tvalid_0's mape: 0.00911166\n",
      "[182000]\tvalid_0's mape: 0.00911135\n",
      "[184000]\tvalid_0's mape: 0.00911106\n",
      "[186000]\tvalid_0's mape: 0.00911074\n",
      "[188000]\tvalid_0's mape: 0.00911044\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[190000]\tvalid_0's mape: 0.00911014\n",
      "[192000]\tvalid_0's mape: 0.00910986\n",
      "[194000]\tvalid_0's mape: 0.00910956\n",
      "[196000]\tvalid_0's mape: 0.00910932\n",
      "[198000]\tvalid_0's mape: 0.00910907\n",
      "[200000]\tvalid_0's mape: 0.00910886\n",
      "[202000]\tvalid_0's mape: 0.00910862\n",
      "[204000]\tvalid_0's mape: 0.00910841\n",
      "[206000]\tvalid_0's mape: 0.00910822\n",
      "[208000]\tvalid_0's mape: 0.00910799\n",
      "[210000]\tvalid_0's mape: 0.00910782\n",
      "[212000]\tvalid_0's mape: 0.00910764\n",
      "[214000]\tvalid_0's mape: 0.00910743\n",
      "[216000]\tvalid_0's mape: 0.00910724\n",
      "[218000]\tvalid_0's mape: 0.00910706\n",
      "[220000]\tvalid_0's mape: 0.00910689\n",
      "[222000]\tvalid_0's mape: 0.00910674\n",
      "[224000]\tvalid_0's mape: 0.00910659\n",
      "[226000]\tvalid_0's mape: 0.00910644\n",
      "[228000]\tvalid_0's mape: 0.00910631\n",
      "[230000]\tvalid_0's mape: 0.00910625\n",
      "Early stopping, best iteration is:\n",
      "[229150]\tvalid_0's mape: 0.00910625\n",
      "(Fold 3) score, mse, mae, mape: 5932.87530, 0.03727, 0.12122, 0.00911.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0188436\n",
      "[4000]\tvalid_0's mape: 0.0123402\n",
      "[6000]\tvalid_0's mape: 0.0109703\n",
      "[8000]\tvalid_0's mape: 0.0104234\n",
      "[10000]\tvalid_0's mape: 0.0101157\n",
      "[12000]\tvalid_0's mape: 0.00991523\n",
      "[14000]\tvalid_0's mape: 0.00977098\n",
      "[16000]\tvalid_0's mape: 0.00966214\n",
      "[18000]\tvalid_0's mape: 0.00957742\n",
      "[20000]\tvalid_0's mape: 0.00950954\n",
      "[22000]\tvalid_0's mape: 0.00945445\n",
      "[24000]\tvalid_0's mape: 0.00940805\n",
      "[26000]\tvalid_0's mape: 0.00936922\n",
      "[28000]\tvalid_0's mape: 0.00933575\n",
      "[30000]\tvalid_0's mape: 0.0093066\n",
      "[32000]\tvalid_0's mape: 0.00928056\n",
      "[34000]\tvalid_0's mape: 0.00925766\n",
      "[36000]\tvalid_0's mape: 0.00923724\n",
      "[38000]\tvalid_0's mape: 0.00921943\n",
      "[40000]\tvalid_0's mape: 0.00920308\n",
      "[42000]\tvalid_0's mape: 0.00918873\n",
      "[44000]\tvalid_0's mape: 0.00917596\n",
      "[46000]\tvalid_0's mape: 0.00916429\n",
      "[48000]\tvalid_0's mape: 0.00915356\n",
      "[50000]\tvalid_0's mape: 0.00914412\n",
      "[52000]\tvalid_0's mape: 0.00913541\n",
      "[54000]\tvalid_0's mape: 0.00912729\n",
      "[56000]\tvalid_0's mape: 0.00911995\n",
      "[58000]\tvalid_0's mape: 0.00911287\n",
      "[60000]\tvalid_0's mape: 0.00910655\n",
      "[62000]\tvalid_0's mape: 0.00910101\n",
      "[64000]\tvalid_0's mape: 0.0090958\n",
      "[66000]\tvalid_0's mape: 0.00909106\n",
      "[68000]\tvalid_0's mape: 0.00908667\n",
      "[70000]\tvalid_0's mape: 0.00908252\n",
      "[72000]\tvalid_0's mape: 0.00907874\n",
      "[74000]\tvalid_0's mape: 0.009075\n",
      "[76000]\tvalid_0's mape: 0.00907183\n",
      "[78000]\tvalid_0's mape: 0.00906851\n",
      "[80000]\tvalid_0's mape: 0.00906552\n",
      "[82000]\tvalid_0's mape: 0.00906276\n",
      "[84000]\tvalid_0's mape: 0.00905991\n",
      "[86000]\tvalid_0's mape: 0.00905761\n",
      "[88000]\tvalid_0's mape: 0.00905535\n",
      "[90000]\tvalid_0's mape: 0.00905315\n",
      "[92000]\tvalid_0's mape: 0.00905097\n",
      "[94000]\tvalid_0's mape: 0.00904876\n",
      "[96000]\tvalid_0's mape: 0.00904656\n",
      "[98000]\tvalid_0's mape: 0.00904456\n",
      "[100000]\tvalid_0's mape: 0.00904315\n",
      "[102000]\tvalid_0's mape: 0.00904166\n",
      "[104000]\tvalid_0's mape: 0.00904027\n",
      "[106000]\tvalid_0's mape: 0.00903895\n",
      "[108000]\tvalid_0's mape: 0.00903758\n",
      "[110000]\tvalid_0's mape: 0.00903643\n",
      "[112000]\tvalid_0's mape: 0.00903536\n",
      "[114000]\tvalid_0's mape: 0.00903433\n",
      "[116000]\tvalid_0's mape: 0.00903341\n",
      "[118000]\tvalid_0's mape: 0.00903247\n",
      "[120000]\tvalid_0's mape: 0.00903159\n",
      "[122000]\tvalid_0's mape: 0.00903074\n",
      "[124000]\tvalid_0's mape: 0.00902992\n",
      "[126000]\tvalid_0's mape: 0.00902922\n",
      "[128000]\tvalid_0's mape: 0.00902844\n",
      "[130000]\tvalid_0's mape: 0.00902765\n",
      "[132000]\tvalid_0's mape: 0.00902689\n",
      "[134000]\tvalid_0's mape: 0.00902621\n",
      "[136000]\tvalid_0's mape: 0.00902556\n",
      "[138000]\tvalid_0's mape: 0.00902494\n",
      "[140000]\tvalid_0's mape: 0.00902437\n",
      "[142000]\tvalid_0's mape: 0.00902385\n",
      "[144000]\tvalid_0's mape: 0.00902338\n",
      "[146000]\tvalid_0's mape: 0.00902294\n",
      "[148000]\tvalid_0's mape: 0.00902255\n",
      "[150000]\tvalid_0's mape: 0.00902216\n",
      "[152000]\tvalid_0's mape: 0.00902171\n",
      "[154000]\tvalid_0's mape: 0.0090213\n",
      "[156000]\tvalid_0's mape: 0.00902091\n",
      "[158000]\tvalid_0's mape: 0.0090205\n",
      "[160000]\tvalid_0's mape: 0.00902009\n",
      "[162000]\tvalid_0's mape: 0.00901967\n",
      "[164000]\tvalid_0's mape: 0.00901933\n",
      "[166000]\tvalid_0's mape: 0.00901901\n",
      "[168000]\tvalid_0's mape: 0.00901871\n",
      "[170000]\tvalid_0's mape: 0.00901845\n",
      "[172000]\tvalid_0's mape: 0.00901817\n",
      "[174000]\tvalid_0's mape: 0.00901789\n",
      "[176000]\tvalid_0's mape: 0.00901762\n",
      "[178000]\tvalid_0's mape: 0.00901736\n",
      "[180000]\tvalid_0's mape: 0.00901711\n",
      "[182000]\tvalid_0's mape: 0.00901687\n",
      "[184000]\tvalid_0's mape: 0.00901661\n",
      "[186000]\tvalid_0's mape: 0.00901637\n",
      "[188000]\tvalid_0's mape: 0.00901618\n",
      "[190000]\tvalid_0's mape: 0.009016\n",
      "[192000]\tvalid_0's mape: 0.00901583\n",
      "[194000]\tvalid_0's mape: 0.00901566\n",
      "[196000]\tvalid_0's mape: 0.00901547\n",
      "[198000]\tvalid_0's mape: 0.00901528\n",
      "[200000]\tvalid_0's mape: 0.00901512\n",
      "[202000]\tvalid_0's mape: 0.00901499\n",
      "[204000]\tvalid_0's mape: 0.00901488\n",
      "[206000]\tvalid_0's mape: 0.00901477\n",
      "[208000]\tvalid_0's mape: 0.00901459\n",
      "[210000]\tvalid_0's mape: 0.00901446\n",
      "[212000]\tvalid_0's mape: 0.00901435\n",
      "[214000]\tvalid_0's mape: 0.00901424\n",
      "[216000]\tvalid_0's mape: 0.00901413\n",
      "[218000]\tvalid_0's mape: 0.00901401\n",
      "[220000]\tvalid_0's mape: 0.00901389\n",
      "[222000]\tvalid_0's mape: 0.00901378\n",
      "[224000]\tvalid_0's mape: 0.00901365\n",
      "[226000]\tvalid_0's mape: 0.00901357\n",
      "[228000]\tvalid_0's mape: 0.00901349\n",
      "[230000]\tvalid_0's mape: 0.00901339\n",
      "[232000]\tvalid_0's mape: 0.00901332\n",
      "[234000]\tvalid_0's mape: 0.00901325\n",
      "[236000]\tvalid_0's mape: 0.00901318\n",
      "[238000]\tvalid_0's mape: 0.00901314\n",
      "Early stopping, best iteration is:\n",
      "[237200]\tvalid_0's mape: 0.00901314\n",
      "(Fold 4) score, mse, mae, mape: 5911.87403, 0.03699, 0.11993, 0.00901.\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",
    "    if rm_outlier:\n",
    "        df_train = df_train.merge(training_buildings, on='building_id', how='inner').reset_index()\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": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total run time: 36573.65719676018\n"
     ]
    }
   ],
   "source": [
    "print('Total run time:', time.time() - t0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kfold cv score (mean, stdev): 5930.475105749096 55.07241957563482\n"
     ]
    }
   ],
   "source": [
    "print('Kfold cv score (mean, stdev):', np.mean(scores), np.std(scores)) # 5868.87314"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>15.041725</td>\n",
       "      <td>15.170723</td>\n",
       "      <td>15.135237</td>\n",
       "      <td>15.181718</td>\n",
       "      <td>15.023611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BTshNOJyKHnT2YIT</td>\n",
       "      <td>13.131851</td>\n",
       "      <td>13.108947</td>\n",
       "      <td>13.133849</td>\n",
       "      <td>13.138181</td>\n",
       "      <td>13.131373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>dhdymr0lV8N5kZOT</td>\n",
       "      <td>13.630425</td>\n",
       "      <td>13.690867</td>\n",
       "      <td>13.684205</td>\n",
       "      <td>13.683278</td>\n",
       "      <td>13.682681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>VEwyGGMcD56w5BOc</td>\n",
       "      <td>14.802965</td>\n",
       "      <td>14.810842</td>\n",
       "      <td>14.766201</td>\n",
       "      <td>14.820378</td>\n",
       "      <td>14.775772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>wmUeMoJZfsqaSX9b</td>\n",
       "      <td>12.152171</td>\n",
       "      <td>12.113840</td>\n",
       "      <td>12.086606</td>\n",
       "      <td>12.168652</td>\n",
       "      <td>12.196942</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  15.041725  15.170723  15.135237  15.181718  15.023611\n",
       "1  BTshNOJyKHnT2YIT  13.131851  13.108947  13.133849  13.138181  13.131373\n",
       "2  dhdymr0lV8N5kZOT  13.630425  13.690867  13.684205  13.683278  13.682681\n",
       "3  VEwyGGMcD56w5BOc  14.802965  14.810842  14.766201  14.820378  14.775772\n",
       "4  wmUeMoJZfsqaSX9b  12.152171  12.113840  12.086606  12.168652  12.196942"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predicts_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best iterations: [231568, 234519, 238420, 229150, 237200]\n",
      "Mean best iterations: 234171\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": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'num_boost_round': 281005, 'verbose_eval': 2000}"
      ]
     },
     "execution_count": 20,
     "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": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'task': 'train',\n",
       " 'boosting_type': 'gbdt',\n",
       " 'objective': 'mse',\n",
       " 'metric': 'mape',\n",
       " 'learning_rate': 0.0008,\n",
       " 'max_depth': 24,\n",
       " 'num_leaves': 279,\n",
       " 'feature_fraction': 0.45,\n",
       " 'min_data_in_leaf': 8,\n",
       " 'lambda_l1': 0.07,\n",
       " 'lambda_l2': 0.01,\n",
       " 'seed': 444}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2000]\ttraining's mape: 0.0171549\n",
      "[4000]\ttraining's mape: 0.00989243\n",
      "[6000]\ttraining's mape: 0.00800101\n",
      "[8000]\ttraining's mape: 0.00701703\n",
      "[10000]\ttraining's mape: 0.00633784\n",
      "[12000]\ttraining's mape: 0.00581001\n",
      "[14000]\ttraining's mape: 0.00537584\n",
      "[16000]\ttraining's mape: 0.00500808\n",
      "[18000]\ttraining's mape: 0.00469354\n",
      "[20000]\ttraining's mape: 0.00442194\n",
      "[22000]\ttraining's mape: 0.00418299\n",
      "[24000]\ttraining's mape: 0.00396863\n",
      "[26000]\ttraining's mape: 0.00377443\n",
      "[28000]\ttraining's mape: 0.0035958\n",
      "[30000]\ttraining's mape: 0.00343079\n",
      "[32000]\ttraining's mape: 0.00327824\n",
      "[34000]\ttraining's mape: 0.00313501\n",
      "[36000]\ttraining's mape: 0.00300299\n",
      "[38000]\ttraining's mape: 0.0028792\n",
      "[40000]\ttraining's mape: 0.0027631\n",
      "[42000]\ttraining's mape: 0.0026547\n",
      "[44000]\ttraining's mape: 0.00255356\n",
      "[46000]\ttraining's mape: 0.00245584\n",
      "[48000]\ttraining's mape: 0.00236431\n",
      "[50000]\ttraining's mape: 0.00227923\n",
      "[52000]\ttraining's mape: 0.00219885\n",
      "[54000]\ttraining's mape: 0.00212258\n",
      "[56000]\ttraining's mape: 0.00205038\n",
      "[58000]\ttraining's mape: 0.00198028\n",
      "[60000]\ttraining's mape: 0.00191309\n",
      "[62000]\ttraining's mape: 0.00184997\n",
      "[64000]\ttraining's mape: 0.00178834\n",
      "[66000]\ttraining's mape: 0.00172951\n",
      "[68000]\ttraining's mape: 0.00167512\n",
      "[70000]\ttraining's mape: 0.00162356\n",
      "[72000]\ttraining's mape: 0.00157385\n",
      "[74000]\ttraining's mape: 0.00152597\n",
      "[76000]\ttraining's mape: 0.00147986\n",
      "[78000]\ttraining's mape: 0.00143596\n",
      "[80000]\ttraining's mape: 0.00139303\n",
      "[82000]\ttraining's mape: 0.00135329\n",
      "[84000]\ttraining's mape: 0.00131468\n",
      "[86000]\ttraining's mape: 0.001277\n",
      "[88000]\ttraining's mape: 0.00124094\n",
      "[90000]\ttraining's mape: 0.00120614\n",
      "[92000]\ttraining's mape: 0.0011732\n",
      "[94000]\ttraining's mape: 0.0011409\n",
      "[96000]\ttraining's mape: 0.00110912\n",
      "[98000]\ttraining's mape: 0.00107813\n",
      "[100000]\ttraining's mape: 0.00104998\n",
      "[102000]\ttraining's mape: 0.00102329\n",
      "[104000]\ttraining's mape: 0.000996887\n",
      "[106000]\ttraining's mape: 0.000970622\n",
      "[108000]\ttraining's mape: 0.000944398\n",
      "[110000]\ttraining's mape: 0.000919634\n",
      "[112000]\ttraining's mape: 0.000896156\n",
      "[114000]\ttraining's mape: 0.000873631\n",
      "[116000]\ttraining's mape: 0.000852695\n",
      "[118000]\ttraining's mape: 0.000832197\n",
      "[120000]\ttraining's mape: 0.000813014\n",
      "[122000]\ttraining's mape: 0.0007937\n",
      "[124000]\ttraining's mape: 0.000774802\n",
      "[126000]\ttraining's mape: 0.000756795\n",
      "[128000]\ttraining's mape: 0.000739091\n",
      "[130000]\ttraining's mape: 0.000722653\n",
      "[132000]\ttraining's mape: 0.000707011\n",
      "[134000]\ttraining's mape: 0.000691554\n",
      "[136000]\ttraining's mape: 0.000676472\n",
      "[138000]\ttraining's mape: 0.000662139\n",
      "[140000]\ttraining's mape: 0.000648371\n",
      "[142000]\ttraining's mape: 0.00063464\n",
      "[144000]\ttraining's mape: 0.00062161\n",
      "[146000]\ttraining's mape: 0.00060889\n",
      "[148000]\ttraining's mape: 0.000596325\n",
      "[150000]\ttraining's mape: 0.000583602\n",
      "[152000]\ttraining's mape: 0.000571916\n",
      "[154000]\ttraining's mape: 0.000560339\n",
      "[156000]\ttraining's mape: 0.000548656\n",
      "[158000]\ttraining's mape: 0.000537318\n",
      "[160000]\ttraining's mape: 0.00052648\n",
      "[162000]\ttraining's mape: 0.000516021\n",
      "[164000]\ttraining's mape: 0.000505815\n",
      "[166000]\ttraining's mape: 0.000496072\n",
      "[168000]\ttraining's mape: 0.000486733\n",
      "[170000]\ttraining's mape: 0.000477739\n",
      "[172000]\ttraining's mape: 0.000469266\n",
      "[174000]\ttraining's mape: 0.000460855\n",
      "[176000]\ttraining's mape: 0.000452466\n",
      "[178000]\ttraining's mape: 0.000444306\n",
      "[180000]\ttraining's mape: 0.00043656\n",
      "[182000]\ttraining's mape: 0.000428872\n",
      "[184000]\ttraining's mape: 0.000421414\n",
      "[186000]\ttraining's mape: 0.000414229\n",
      "[188000]\ttraining's mape: 0.000407256\n",
      "[190000]\ttraining's mape: 0.000400606\n",
      "[192000]\ttraining's mape: 0.000394085\n",
      "[194000]\ttraining's mape: 0.000387735\n",
      "[196000]\ttraining's mape: 0.000381403\n",
      "[198000]\ttraining's mape: 0.000375377\n",
      "[200000]\ttraining's mape: 0.000369418\n",
      "[202000]\ttraining's mape: 0.000363504\n",
      "[204000]\ttraining's mape: 0.000357771\n",
      "[206000]\ttraining's mape: 0.000352202\n",
      "[208000]\ttraining's mape: 0.000346828\n",
      "[210000]\ttraining's mape: 0.000341675\n",
      "[212000]\ttraining's mape: 0.000336709\n",
      "[214000]\ttraining's mape: 0.000331743\n",
      "[216000]\ttraining's mape: 0.000326894\n",
      "[218000]\ttraining's mape: 0.000322133\n",
      "[220000]\ttraining's mape: 0.00031746\n",
      "[222000]\ttraining's mape: 0.000312959\n",
      "[224000]\ttraining's mape: 0.000308494\n",
      "[226000]\ttraining's mape: 0.000304254\n",
      "[228000]\ttraining's mape: 0.000300101\n",
      "[230000]\ttraining's mape: 0.000296087\n",
      "[232000]\ttraining's mape: 0.000292142\n",
      "[234000]\ttraining's mape: 0.0002883\n",
      "[236000]\ttraining's mape: 0.00028466\n",
      "[238000]\ttraining's mape: 0.00028096\n",
      "[240000]\ttraining's mape: 0.000277216\n",
      "[242000]\ttraining's mape: 0.000273746\n",
      "[244000]\ttraining's mape: 0.000270404\n",
      "[246000]\ttraining's mape: 0.000267114\n",
      "[248000]\ttraining's mape: 0.000263775\n",
      "[250000]\ttraining's mape: 0.000260637\n",
      "[252000]\ttraining's mape: 0.000257604\n",
      "[254000]\ttraining's mape: 0.000254535\n",
      "[256000]\ttraining's mape: 0.000251486\n",
      "[258000]\ttraining's mape: 0.00024862\n",
      "[260000]\ttraining's mape: 0.000245794\n",
      "[262000]\ttraining's mape: 0.000242943\n",
      "[264000]\ttraining's mape: 0.000240142\n",
      "[266000]\ttraining's mape: 0.000237423\n",
      "[268000]\ttraining's mape: 0.000234916\n",
      "[270000]\ttraining's mape: 0.000232317\n",
      "[272000]\ttraining's mape: 0.000229718\n",
      "[274000]\ttraining's mape: 0.000227327\n",
      "[276000]\ttraining's mape: 0.000224959\n",
      "[278000]\ttraining's mape: 0.000222744\n",
      "[280000]\ttraining's mape: 0.000220476\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>1.301152e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BTshNOJyKHnT2YIT</td>\n",
       "      <td>3.894991e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>dhdymr0lV8N5kZOT</td>\n",
       "      <td>1.080365e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>VEwyGGMcD56w5BOc</td>\n",
       "      <td>6.041281e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>wmUeMoJZfsqaSX9b</td>\n",
       "      <td>1.088976e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>EtBjGAHmHCe9t7TZ</td>\n",
       "      <td>2.635241e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>hPNH34vmaZtvBtqc</td>\n",
       "      <td>1.211302e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>wXjeI38bYDMJJwZC</td>\n",
       "      <td>6.295874e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>fxZSGX6aPAFKU8W4</td>\n",
       "      <td>1.669060e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ewr0Fx6ign87OwaV</td>\n",
       "      <td>4.068844e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>gHKurnEP4AowzsLg</td>\n",
       "      <td>8.911590e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>PmLfTgY2FElLrTl0</td>\n",
       "      <td>5.396828e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>eM2NppIOwzW0o8iy</td>\n",
       "      <td>9.673921e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>dxxwNun97NH4WTrZ</td>\n",
       "      <td>2.863639e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>jykBfhh3vdeFUi3H</td>\n",
       "      <td>3.976977e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NlXbvdFfmJZf3L18</td>\n",
       "      <td>2.167887e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>D7jaFWHCzSqLBwdt</td>\n",
       "      <td>9.854841e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>L10dBBdqGmemweSl</td>\n",
       "      <td>5.884655e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>OgB0AdiPKlElakKN</td>\n",
       "      <td>1.078354e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>StiWNN1GQrpPBOYt</td>\n",
       "      <td>2.603969e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         building_id   total_price\n",
       "0   X5gsdTWGS3W7JJQB  1.301152e+07\n",
       "1   BTshNOJyKHnT2YIT  3.894991e+06\n",
       "2   dhdymr0lV8N5kZOT  1.080365e+07\n",
       "3   VEwyGGMcD56w5BOc  6.041281e+06\n",
       "4   wmUeMoJZfsqaSX9b  1.088976e+06\n",
       "5   EtBjGAHmHCe9t7TZ  2.635241e+06\n",
       "6   hPNH34vmaZtvBtqc  1.211302e+07\n",
       "7   wXjeI38bYDMJJwZC  6.295874e+06\n",
       "8   fxZSGX6aPAFKU8W4  1.669060e+06\n",
       "9   ewr0Fx6ign87OwaV  4.068844e+06\n",
       "10  gHKurnEP4AowzsLg  8.911590e+05\n",
       "11  PmLfTgY2FElLrTl0  5.396828e+06\n",
       "12  eM2NppIOwzW0o8iy  9.673921e+06\n",
       "13  dxxwNun97NH4WTrZ  2.863639e+06\n",
       "14  jykBfhh3vdeFUi3H  3.976977e+06\n",
       "15  NlXbvdFfmJZf3L18  2.167887e+07\n",
       "16  D7jaFWHCzSqLBwdt  9.854841e+05\n",
       "17  L10dBBdqGmemweSl  5.884655e+06\n",
       "18  OgB0AdiPKlElakKN  1.078354e+06\n",
       "19  StiWNN1GQrpPBOYt  2.603969e+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",
    "if rm_outlier:\n",
    "    df_train = df_train.merge(training_buildings, on='building_id', how='inner').reset_index()\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": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test_pred.to_csv('output/'+model_name+'-test-one.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total run time: 8602.929888248444\n"
     ]
    }
   ],
   "source": [
    "print('Total run time:', t11 - t10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x2160 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x2160 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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": "3.6.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "178.766px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}