model-37-predict-lgb-remove_outlier_05.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-37-lgb-remove_outlier_05'"
   ]
  },
  {
   "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 = 5 # 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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       "    }\n",
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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",
       "      <td>18800</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <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",
       "      <td>1</td>\n",
       "      <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",
       "      <td>0</td>\n",
       "      <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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       "      <td>1</td>\n",
       "      <td>7271</td>\n",
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       "      <td>14215011.127100045</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>rQpYpY9nRG7X5mmr</td>\n",
       "      <td>1</td>\n",
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       "      <td>20657</td>\n",
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       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>6880</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>2587</td>\n",
       "      <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: 3000\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",
      "['V_1000', 'VIII_MIN', 'III_50', 'XIV_100', 'V_50', 'XII_10000', 'VIII_50', 'doc_rate', 'III_1000', 'III_MIN', 'XIV_50', 'IX_250', 'II_10000', 'VIII_100', 'building_area', 'I_1000', 'X_5000', 'town_population_density', 'XI_10000', 'V_10000', 'parking_way', 'village_income_median', 'txn_dt', 'I_5000', 'II_250', 'III_500', 'X_50', 'XIV_250', 'XIV_10000', 'XIII_10000', 'XII_10', 'IV_10000', 'lat', 'XI_5000', 'height_r', 'VII_1000', 'VIII_10000', 'jobschool_rate', 'elementary_rate', 'XII_MIN', 'IV_100', 'VII_100', 'XII_50', 'IV_1000', 'XII_5000', 'building_complete_dt', 'V_250', 'parking_price', 'XI_1000', 'IV_250', 'highschool_rate', 'XII_1000', 'town', 'IV_10', 'IX_10000', 'XIII_500', 'VIII_10', 'IX_100', 'XIV_5000', 'II_MIN', 'N_1000', 'village', 'IV_index_500', 'IX_1000', 'city', 'XII_250', 'V_MIN', 'N_50', 'XIII_1000', 'I_MIN', 'txn_floor', 'I_10000', 'X_MIN', 'XII_100', 'XIII_MIN', 'V_5000', 'born_rate', 'XII_500', 'town_population', 'II_1000', 'II_500', 'V_index_50', 'VII_10000', 'IX_500', 'XIV_500', 'X_1000', 'IV_500', 'VII_5000', 'VII_50', 'town_area', 'X_500', 'XI_50', 'IV_MIN', 'VI_MIN', 'building_per_land_area', 'XIII_250', 'XIII_5000', 'III_100', 'XI_MIN', 'VII_250', 'X_10000', 'N_10000', 'building_type', 'III_index_500', 'III_10000', 'XIII_50', 'encoded_latlon', 'X_index_50', 'building_material', 'VII_MIN', 'IV_5000', 'XIII_100', 'VI_5000', 'III_5000', 'XIV_MIN', 'XIII_index_10000', 'VIII_500', 'VI_10000', 'lon', 'death_rate', 'IX_5000', 'VIII_1000', 'XI_500', 'III_10', 'total_floor', 'junior_rate', 'building_use', 'VIII_index_50', 'VIII_5000', 'parking_area', 'VII_500', 'VIII_250', 'II_5000', 'XI_250', 'IX_MIN', 'land_area', 'X_250', 'V_500', 'XIV_1000', 'marriage_rate', 'III_250', 'master_rate', 'bachelor_rate', 'II_100']\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: 0.0184816\n",
      "[4000]\tvalid_0's mape: 0.0121854\n",
      "[6000]\tvalid_0's mape: 0.0108822\n",
      "[8000]\tvalid_0's mape: 0.0103349\n",
      "[10000]\tvalid_0's mape: 0.0100247\n",
      "[12000]\tvalid_0's mape: 0.00982213\n",
      "[14000]\tvalid_0's mape: 0.00967894\n",
      "[16000]\tvalid_0's mape: 0.00957128\n",
      "[18000]\tvalid_0's mape: 0.009487\n",
      "[20000]\tvalid_0's mape: 0.00942026\n",
      "[22000]\tvalid_0's mape: 0.00936585\n",
      "[24000]\tvalid_0's mape: 0.00932112\n",
      "[26000]\tvalid_0's mape: 0.0092829\n",
      "[28000]\tvalid_0's mape: 0.00925026\n",
      "[30000]\tvalid_0's mape: 0.00922225\n",
      "[32000]\tvalid_0's mape: 0.00919863\n",
      "[34000]\tvalid_0's mape: 0.00917714\n",
      "[36000]\tvalid_0's mape: 0.00915802\n",
      "[38000]\tvalid_0's mape: 0.00914131\n",
      "[40000]\tvalid_0's mape: 0.00912632\n",
      "[42000]\tvalid_0's mape: 0.00911283\n",
      "[44000]\tvalid_0's mape: 0.00910063\n",
      "[46000]\tvalid_0's mape: 0.00908947\n",
      "[48000]\tvalid_0's mape: 0.00907942\n",
      "[50000]\tvalid_0's mape: 0.00907015\n",
      "[52000]\tvalid_0's mape: 0.00906167\n",
      "[54000]\tvalid_0's mape: 0.00905381\n",
      "[56000]\tvalid_0's mape: 0.00904642\n",
      "[58000]\tvalid_0's mape: 0.00903974\n",
      "[60000]\tvalid_0's mape: 0.00903357\n",
      "[62000]\tvalid_0's mape: 0.00902785\n",
      "[64000]\tvalid_0's mape: 0.0090223\n",
      "[66000]\tvalid_0's mape: 0.00901718\n",
      "[68000]\tvalid_0's mape: 0.00901269\n",
      "[70000]\tvalid_0's mape: 0.00900817\n",
      "[72000]\tvalid_0's mape: 0.00900434\n",
      "[74000]\tvalid_0's mape: 0.00900084\n",
      "[76000]\tvalid_0's mape: 0.00899743\n",
      "[78000]\tvalid_0's mape: 0.00899419\n",
      "[80000]\tvalid_0's mape: 0.00899102\n",
      "[82000]\tvalid_0's mape: 0.00898831\n",
      "[84000]\tvalid_0's mape: 0.00898564\n",
      "[86000]\tvalid_0's mape: 0.00898325\n",
      "[88000]\tvalid_0's mape: 0.00898081\n",
      "[90000]\tvalid_0's mape: 0.00897853\n",
      "[92000]\tvalid_0's mape: 0.00897631\n",
      "[94000]\tvalid_0's mape: 0.00897415\n",
      "[96000]\tvalid_0's mape: 0.00897204\n",
      "[98000]\tvalid_0's mape: 0.00897012\n",
      "[100000]\tvalid_0's mape: 0.00896826\n",
      "[102000]\tvalid_0's mape: 0.00896656\n",
      "[104000]\tvalid_0's mape: 0.00896493\n",
      "[106000]\tvalid_0's mape: 0.00896331\n",
      "[108000]\tvalid_0's mape: 0.00896178\n",
      "[110000]\tvalid_0's mape: 0.0089604\n",
      "[112000]\tvalid_0's mape: 0.00895906\n",
      "[114000]\tvalid_0's mape: 0.00895772\n",
      "[116000]\tvalid_0's mape: 0.00895633\n",
      "[118000]\tvalid_0's mape: 0.00895508\n",
      "[120000]\tvalid_0's mape: 0.00895398\n",
      "[122000]\tvalid_0's mape: 0.00895298\n",
      "[124000]\tvalid_0's mape: 0.00895204\n",
      "[126000]\tvalid_0's mape: 0.00895121\n",
      "[128000]\tvalid_0's mape: 0.00895043\n",
      "[130000]\tvalid_0's mape: 0.0089496\n",
      "[132000]\tvalid_0's mape: 0.00894877\n",
      "[134000]\tvalid_0's mape: 0.00894795\n",
      "[136000]\tvalid_0's mape: 0.00894721\n",
      "[138000]\tvalid_0's mape: 0.00894647\n",
      "[140000]\tvalid_0's mape: 0.00894582\n",
      "[142000]\tvalid_0's mape: 0.00894521\n",
      "[144000]\tvalid_0's mape: 0.00894459\n",
      "[146000]\tvalid_0's mape: 0.00894397\n",
      "[148000]\tvalid_0's mape: 0.00894341\n",
      "[150000]\tvalid_0's mape: 0.00894278\n",
      "[152000]\tvalid_0's mape: 0.0089422\n",
      "[154000]\tvalid_0's mape: 0.00894173\n",
      "[156000]\tvalid_0's mape: 0.0089412\n",
      "[158000]\tvalid_0's mape: 0.0089407\n",
      "[160000]\tvalid_0's mape: 0.00894023\n",
      "[162000]\tvalid_0's mape: 0.00893975\n",
      "[164000]\tvalid_0's mape: 0.00893936\n",
      "[166000]\tvalid_0's mape: 0.00893893\n",
      "[168000]\tvalid_0's mape: 0.00893857\n",
      "[170000]\tvalid_0's mape: 0.00893819\n",
      "[172000]\tvalid_0's mape: 0.00893784\n",
      "[174000]\tvalid_0's mape: 0.00893749\n",
      "[176000]\tvalid_0's mape: 0.00893714\n",
      "[178000]\tvalid_0's mape: 0.0089368\n",
      "[180000]\tvalid_0's mape: 0.00893652\n",
      "[182000]\tvalid_0's mape: 0.00893625\n",
      "[184000]\tvalid_0's mape: 0.00893597\n",
      "[186000]\tvalid_0's mape: 0.00893571\n",
      "[188000]\tvalid_0's mape: 0.00893543\n",
      "[190000]\tvalid_0's mape: 0.00893516\n",
      "[192000]\tvalid_0's mape: 0.00893495\n",
      "[194000]\tvalid_0's mape: 0.00893471\n",
      "[196000]\tvalid_0's mape: 0.00893449\n",
      "[198000]\tvalid_0's mape: 0.00893426\n",
      "[200000]\tvalid_0's mape: 0.00893406\n",
      "[202000]\tvalid_0's mape: 0.00893386\n",
      "[204000]\tvalid_0's mape: 0.00893362\n",
      "[206000]\tvalid_0's mape: 0.00893346\n",
      "[208000]\tvalid_0's mape: 0.00893329\n",
      "[210000]\tvalid_0's mape: 0.0089331\n",
      "[212000]\tvalid_0's mape: 0.00893297\n",
      "[214000]\tvalid_0's mape: 0.00893281\n",
      "[216000]\tvalid_0's mape: 0.00893265\n",
      "Early stopping, best iteration is:\n",
      "[216141]\tvalid_0's mape: 0.00893265\n",
      "(Fold 0) score, mse, mae, mape: 5911.87776, 0.03540, 0.11882, 0.00893.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0186042\n",
      "[4000]\tvalid_0's mape: 0.0122878\n",
      "[6000]\tvalid_0's mape: 0.0109643\n",
      "[8000]\tvalid_0's mape: 0.0104243\n",
      "[10000]\tvalid_0's mape: 0.010114\n",
      "[12000]\tvalid_0's mape: 0.00990816\n",
      "[14000]\tvalid_0's mape: 0.00976066\n",
      "[16000]\tvalid_0's mape: 0.0096454\n",
      "[18000]\tvalid_0's mape: 0.00955543\n",
      "[20000]\tvalid_0's mape: 0.00948519\n",
      "[22000]\tvalid_0's mape: 0.00942898\n",
      "[24000]\tvalid_0's mape: 0.009382\n",
      "[26000]\tvalid_0's mape: 0.00934288\n",
      "[28000]\tvalid_0's mape: 0.00930951\n",
      "[30000]\tvalid_0's mape: 0.00928061\n",
      "[32000]\tvalid_0's mape: 0.0092556\n",
      "[34000]\tvalid_0's mape: 0.00923429\n",
      "[36000]\tvalid_0's mape: 0.0092156\n",
      "[38000]\tvalid_0's mape: 0.00919863\n",
      "[40000]\tvalid_0's mape: 0.00918329\n",
      "[42000]\tvalid_0's mape: 0.0091694\n",
      "[44000]\tvalid_0's mape: 0.00915671\n",
      "[46000]\tvalid_0's mape: 0.0091453\n",
      "[48000]\tvalid_0's mape: 0.0091351\n",
      "[50000]\tvalid_0's mape: 0.00912561\n",
      "[52000]\tvalid_0's mape: 0.00911689\n",
      "[54000]\tvalid_0's mape: 0.00910917\n",
      "[56000]\tvalid_0's mape: 0.00910197\n",
      "[58000]\tvalid_0's mape: 0.00909542\n",
      "[60000]\tvalid_0's mape: 0.00908918\n",
      "[62000]\tvalid_0's mape: 0.00908366\n",
      "[64000]\tvalid_0's mape: 0.0090783\n",
      "[66000]\tvalid_0's mape: 0.00907349\n",
      "[68000]\tvalid_0's mape: 0.0090688\n",
      "[70000]\tvalid_0's mape: 0.00906453\n",
      "[72000]\tvalid_0's mape: 0.00906049\n",
      "[74000]\tvalid_0's mape: 0.00905633\n",
      "[76000]\tvalid_0's mape: 0.00905249\n",
      "[78000]\tvalid_0's mape: 0.00904912\n",
      "[80000]\tvalid_0's mape: 0.00904603\n",
      "[82000]\tvalid_0's mape: 0.00904322\n",
      "[84000]\tvalid_0's mape: 0.00904045\n",
      "[86000]\tvalid_0's mape: 0.00903789\n",
      "[88000]\tvalid_0's mape: 0.0090355\n",
      "[90000]\tvalid_0's mape: 0.00903325\n",
      "[92000]\tvalid_0's mape: 0.00903123\n",
      "[94000]\tvalid_0's mape: 0.00902926\n",
      "[96000]\tvalid_0's mape: 0.00902704\n",
      "[98000]\tvalid_0's mape: 0.00902486\n",
      "[100000]\tvalid_0's mape: 0.00902322\n",
      "[102000]\tvalid_0's mape: 0.00902169\n",
      "[104000]\tvalid_0's mape: 0.0090202\n",
      "[106000]\tvalid_0's mape: 0.0090188\n",
      "[108000]\tvalid_0's mape: 0.00901747\n",
      "[110000]\tvalid_0's mape: 0.00901607\n",
      "[112000]\tvalid_0's mape: 0.00901475\n",
      "[114000]\tvalid_0's mape: 0.0090136\n",
      "[116000]\tvalid_0's mape: 0.00901247\n",
      "[118000]\tvalid_0's mape: 0.0090115\n",
      "[120000]\tvalid_0's mape: 0.00901052\n",
      "[122000]\tvalid_0's mape: 0.00900975\n",
      "[124000]\tvalid_0's mape: 0.00900898\n",
      "[126000]\tvalid_0's mape: 0.00900817\n",
      "[128000]\tvalid_0's mape: 0.00900732\n",
      "[130000]\tvalid_0's mape: 0.00900645\n",
      "[132000]\tvalid_0's mape: 0.00900569\n",
      "[134000]\tvalid_0's mape: 0.00900496\n",
      "[136000]\tvalid_0's mape: 0.00900422\n",
      "[138000]\tvalid_0's mape: 0.00900348\n",
      "[140000]\tvalid_0's mape: 0.00900282\n",
      "[142000]\tvalid_0's mape: 0.00900226\n",
      "[144000]\tvalid_0's mape: 0.00900157\n",
      "[146000]\tvalid_0's mape: 0.0090009\n",
      "[148000]\tvalid_0's mape: 0.00900034\n",
      "[150000]\tvalid_0's mape: 0.00899983\n",
      "[152000]\tvalid_0's mape: 0.00899928\n",
      "[154000]\tvalid_0's mape: 0.00899885\n",
      "[156000]\tvalid_0's mape: 0.0089984\n",
      "[158000]\tvalid_0's mape: 0.00899795\n",
      "[160000]\tvalid_0's mape: 0.00899753\n",
      "[162000]\tvalid_0's mape: 0.00899712\n",
      "[164000]\tvalid_0's mape: 0.00899671\n",
      "[166000]\tvalid_0's mape: 0.00899634\n",
      "[168000]\tvalid_0's mape: 0.008996\n",
      "[170000]\tvalid_0's mape: 0.00899571\n",
      "[172000]\tvalid_0's mape: 0.00899532\n",
      "[174000]\tvalid_0's mape: 0.00899493\n",
      "[176000]\tvalid_0's mape: 0.00899463\n",
      "[178000]\tvalid_0's mape: 0.00899435\n",
      "[180000]\tvalid_0's mape: 0.00899409\n",
      "[182000]\tvalid_0's mape: 0.00899386\n",
      "[184000]\tvalid_0's mape: 0.00899359\n",
      "[186000]\tvalid_0's mape: 0.00899339\n",
      "[188000]\tvalid_0's mape: 0.00899318\n",
      "[190000]\tvalid_0's mape: 0.00899297\n",
      "[192000]\tvalid_0's mape: 0.00899276\n",
      "[194000]\tvalid_0's mape: 0.00899256\n",
      "[196000]\tvalid_0's mape: 0.00899237\n",
      "[198000]\tvalid_0's mape: 0.00899218\n",
      "[200000]\tvalid_0's mape: 0.00899198\n",
      "[202000]\tvalid_0's mape: 0.00899181\n",
      "[204000]\tvalid_0's mape: 0.00899162\n",
      "[206000]\tvalid_0's mape: 0.00899143\n",
      "[208000]\tvalid_0's mape: 0.00899126\n",
      "[210000]\tvalid_0's mape: 0.00899108\n",
      "[212000]\tvalid_0's mape: 0.00899092\n",
      "[214000]\tvalid_0's mape: 0.00899075\n",
      "[216000]\tvalid_0's mape: 0.00899063\n",
      "[218000]\tvalid_0's mape: 0.00899052\n",
      "Early stopping, best iteration is:\n",
      "[217770]\tvalid_0's mape: 0.00899052\n",
      "(Fold 1) score, mse, mae, mape: 6032.87671, 0.03842, 0.11985, 0.00899.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0184055\n",
      "[4000]\tvalid_0's mape: 0.0121506\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[6000]\tvalid_0's mape: 0.0108729\n",
      "[8000]\tvalid_0's mape: 0.0103527\n",
      "[10000]\tvalid_0's mape: 0.0100633\n",
      "[12000]\tvalid_0's mape: 0.00987323\n",
      "[14000]\tvalid_0's mape: 0.00973555\n",
      "[16000]\tvalid_0's mape: 0.00962893\n",
      "[18000]\tvalid_0's mape: 0.00954481\n",
      "[20000]\tvalid_0's mape: 0.00947836\n",
      "[22000]\tvalid_0's mape: 0.00942505\n",
      "[24000]\tvalid_0's mape: 0.00938167\n",
      "[26000]\tvalid_0's mape: 0.00934516\n",
      "[28000]\tvalid_0's mape: 0.00931376\n",
      "[30000]\tvalid_0's mape: 0.00928669\n",
      "[32000]\tvalid_0's mape: 0.00926348\n",
      "[34000]\tvalid_0's mape: 0.00924331\n",
      "[36000]\tvalid_0's mape: 0.0092253\n",
      "[38000]\tvalid_0's mape: 0.00920892\n",
      "[40000]\tvalid_0's mape: 0.00919375\n",
      "[42000]\tvalid_0's mape: 0.00918023\n",
      "[44000]\tvalid_0's mape: 0.00916798\n",
      "[46000]\tvalid_0's mape: 0.00915702\n",
      "[48000]\tvalid_0's mape: 0.00914665\n",
      "[50000]\tvalid_0's mape: 0.00913762\n",
      "[52000]\tvalid_0's mape: 0.00912905\n",
      "[54000]\tvalid_0's mape: 0.00912132\n",
      "[56000]\tvalid_0's mape: 0.00911413\n",
      "[58000]\tvalid_0's mape: 0.00910751\n",
      "[60000]\tvalid_0's mape: 0.00910148\n",
      "[62000]\tvalid_0's mape: 0.00909599\n",
      "[64000]\tvalid_0's mape: 0.00909093\n",
      "[66000]\tvalid_0's mape: 0.00908615\n",
      "[68000]\tvalid_0's mape: 0.00908185\n",
      "[70000]\tvalid_0's mape: 0.00907788\n",
      "[72000]\tvalid_0's mape: 0.00907401\n",
      "[74000]\tvalid_0's mape: 0.00907044\n",
      "[76000]\tvalid_0's mape: 0.00906735\n",
      "[78000]\tvalid_0's mape: 0.00906437\n",
      "[80000]\tvalid_0's mape: 0.00906151\n",
      "[82000]\tvalid_0's mape: 0.00905886\n",
      "[84000]\tvalid_0's mape: 0.00905615\n",
      "[86000]\tvalid_0's mape: 0.00905368\n",
      "[88000]\tvalid_0's mape: 0.00905131\n",
      "[90000]\tvalid_0's mape: 0.00904915\n",
      "[92000]\tvalid_0's mape: 0.00904686\n",
      "[94000]\tvalid_0's mape: 0.00904437\n",
      "[96000]\tvalid_0's mape: 0.00904226\n",
      "[98000]\tvalid_0's mape: 0.00904039\n",
      "[100000]\tvalid_0's mape: 0.00903864\n",
      "[102000]\tvalid_0's mape: 0.00903705\n",
      "[104000]\tvalid_0's mape: 0.00903538\n",
      "[106000]\tvalid_0's mape: 0.00903397\n",
      "[108000]\tvalid_0's mape: 0.00903277\n",
      "[110000]\tvalid_0's mape: 0.00903164\n",
      "[112000]\tvalid_0's mape: 0.00903055\n",
      "[114000]\tvalid_0's mape: 0.00902952\n",
      "[116000]\tvalid_0's mape: 0.00902866\n",
      "[118000]\tvalid_0's mape: 0.00902781\n",
      "[120000]\tvalid_0's mape: 0.00902693\n",
      "[122000]\tvalid_0's mape: 0.00902589\n",
      "[124000]\tvalid_0's mape: 0.00902498\n",
      "[126000]\tvalid_0's mape: 0.00902411\n",
      "[128000]\tvalid_0's mape: 0.0090233\n",
      "[130000]\tvalid_0's mape: 0.00902256\n",
      "[132000]\tvalid_0's mape: 0.0090218\n",
      "[134000]\tvalid_0's mape: 0.00902111\n",
      "[136000]\tvalid_0's mape: 0.00902041\n",
      "[138000]\tvalid_0's mape: 0.00901979\n",
      "[140000]\tvalid_0's mape: 0.00901922\n",
      "[142000]\tvalid_0's mape: 0.00901867\n",
      "[144000]\tvalid_0's mape: 0.0090181\n",
      "[146000]\tvalid_0's mape: 0.00901754\n",
      "[148000]\tvalid_0's mape: 0.00901705\n",
      "[150000]\tvalid_0's mape: 0.00901658\n",
      "[152000]\tvalid_0's mape: 0.00901612\n",
      "[154000]\tvalid_0's mape: 0.00901568\n",
      "[156000]\tvalid_0's mape: 0.00901523\n",
      "[158000]\tvalid_0's mape: 0.00901473\n",
      "[160000]\tvalid_0's mape: 0.00901433\n",
      "[162000]\tvalid_0's mape: 0.00901393\n",
      "[164000]\tvalid_0's mape: 0.00901359\n",
      "[166000]\tvalid_0's mape: 0.00901322\n",
      "[168000]\tvalid_0's mape: 0.0090129\n",
      "[170000]\tvalid_0's mape: 0.00901261\n",
      "[172000]\tvalid_0's mape: 0.00901233\n",
      "[174000]\tvalid_0's mape: 0.00901207\n",
      "[176000]\tvalid_0's mape: 0.00901171\n",
      "[178000]\tvalid_0's mape: 0.00901137\n",
      "[180000]\tvalid_0's mape: 0.00901109\n",
      "[182000]\tvalid_0's mape: 0.00901072\n",
      "[184000]\tvalid_0's mape: 0.00901044\n",
      "[186000]\tvalid_0's mape: 0.00901019\n",
      "[188000]\tvalid_0's mape: 0.00900998\n",
      "[190000]\tvalid_0's mape: 0.00900975\n",
      "[192000]\tvalid_0's mape: 0.00900955\n",
      "[194000]\tvalid_0's mape: 0.00900935\n",
      "[196000]\tvalid_0's mape: 0.00900911\n",
      "[198000]\tvalid_0's mape: 0.00900894\n",
      "[200000]\tvalid_0's mape: 0.00900878\n",
      "[202000]\tvalid_0's mape: 0.00900861\n",
      "[204000]\tvalid_0's mape: 0.00900846\n",
      "[206000]\tvalid_0's mape: 0.0090083\n",
      "[208000]\tvalid_0's mape: 0.00900817\n",
      "[210000]\tvalid_0's mape: 0.00900803\n",
      "[212000]\tvalid_0's mape: 0.00900787\n",
      "[214000]\tvalid_0's mape: 0.00900774\n",
      "[216000]\tvalid_0's mape: 0.00900761\n",
      "[218000]\tvalid_0's mape: 0.0090075\n",
      "[220000]\tvalid_0's mape: 0.00900741\n",
      "[222000]\tvalid_0's mape: 0.00900733\n",
      "[224000]\tvalid_0's mape: 0.00900725\n",
      "Early stopping, best iteration is:\n",
      "[224389]\tvalid_0's mape: 0.00900724\n",
      "(Fold 2) score, mse, mae, mape: 6010.87398, 0.03811, 0.11979, 0.00901.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0184589\n",
      "[4000]\tvalid_0's mape: 0.0122433\n",
      "[6000]\tvalid_0's mape: 0.0110192\n",
      "[8000]\tvalid_0's mape: 0.0105131\n",
      "[10000]\tvalid_0's mape: 0.0102248\n",
      "[12000]\tvalid_0's mape: 0.0100296\n",
      "[14000]\tvalid_0's mape: 0.0098864\n",
      "[16000]\tvalid_0's mape: 0.00977676\n",
      "[18000]\tvalid_0's mape: 0.00968884\n",
      "[20000]\tvalid_0's mape: 0.00961799\n",
      "[22000]\tvalid_0's mape: 0.0095606\n",
      "[24000]\tvalid_0's mape: 0.0095129\n",
      "[26000]\tvalid_0's mape: 0.0094723\n",
      "[28000]\tvalid_0's mape: 0.00943772\n",
      "[30000]\tvalid_0's mape: 0.00940744\n",
      "[32000]\tvalid_0's mape: 0.00938097\n",
      "[34000]\tvalid_0's mape: 0.00935762\n",
      "[36000]\tvalid_0's mape: 0.00933683\n",
      "[38000]\tvalid_0's mape: 0.0093183\n",
      "[40000]\tvalid_0's mape: 0.00930161\n",
      "[42000]\tvalid_0's mape: 0.00928647\n",
      "[44000]\tvalid_0's mape: 0.00927274\n",
      "[46000]\tvalid_0's mape: 0.00926005\n",
      "[48000]\tvalid_0's mape: 0.00924848\n",
      "[50000]\tvalid_0's mape: 0.00923789\n",
      "[52000]\tvalid_0's mape: 0.00922831\n",
      "[54000]\tvalid_0's mape: 0.00921997\n",
      "[56000]\tvalid_0's mape: 0.0092117\n",
      "[58000]\tvalid_0's mape: 0.0092042\n",
      "[60000]\tvalid_0's mape: 0.00919712\n",
      "[62000]\tvalid_0's mape: 0.0091907\n",
      "[64000]\tvalid_0's mape: 0.0091846\n",
      "[66000]\tvalid_0's mape: 0.00917906\n",
      "[68000]\tvalid_0's mape: 0.00917375\n",
      "[70000]\tvalid_0's mape: 0.00916897\n",
      "[72000]\tvalid_0's mape: 0.00916436\n",
      "[74000]\tvalid_0's mape: 0.00916033\n",
      "[76000]\tvalid_0's mape: 0.00915643\n",
      "[78000]\tvalid_0's mape: 0.00915286\n",
      "[80000]\tvalid_0's mape: 0.00914941\n",
      "[82000]\tvalid_0's mape: 0.00914609\n",
      "[84000]\tvalid_0's mape: 0.00914302\n",
      "[86000]\tvalid_0's mape: 0.00914005\n",
      "[88000]\tvalid_0's mape: 0.00913731\n",
      "[90000]\tvalid_0's mape: 0.00913469\n",
      "[92000]\tvalid_0's mape: 0.00913232\n",
      "[94000]\tvalid_0's mape: 0.00913014\n",
      "[96000]\tvalid_0's mape: 0.00912784\n",
      "[98000]\tvalid_0's mape: 0.00912559\n",
      "[100000]\tvalid_0's mape: 0.00912359\n",
      "[102000]\tvalid_0's mape: 0.0091216\n",
      "[104000]\tvalid_0's mape: 0.0091198\n",
      "[106000]\tvalid_0's mape: 0.0091181\n",
      "[108000]\tvalid_0's mape: 0.00911641\n",
      "[110000]\tvalid_0's mape: 0.00911479\n",
      "[112000]\tvalid_0's mape: 0.00911337\n",
      "[114000]\tvalid_0's mape: 0.00911196\n",
      "[116000]\tvalid_0's mape: 0.00911055\n",
      "[118000]\tvalid_0's mape: 0.00910931\n",
      "[120000]\tvalid_0's mape: 0.00910817\n",
      "[122000]\tvalid_0's mape: 0.00910717\n",
      "[124000]\tvalid_0's mape: 0.00910623\n",
      "[126000]\tvalid_0's mape: 0.0091053\n",
      "[128000]\tvalid_0's mape: 0.0091043\n",
      "[130000]\tvalid_0's mape: 0.0091033\n",
      "[132000]\tvalid_0's mape: 0.00910244\n",
      "[134000]\tvalid_0's mape: 0.00910155\n",
      "[136000]\tvalid_0's mape: 0.00910073\n",
      "[138000]\tvalid_0's mape: 0.00909993\n",
      "[140000]\tvalid_0's mape: 0.00909912\n",
      "[142000]\tvalid_0's mape: 0.00909843\n",
      "[144000]\tvalid_0's mape: 0.0090977\n",
      "[146000]\tvalid_0's mape: 0.00909699\n",
      "[148000]\tvalid_0's mape: 0.00909629\n",
      "[150000]\tvalid_0's mape: 0.00909566\n",
      "[152000]\tvalid_0's mape: 0.00909506\n",
      "[154000]\tvalid_0's mape: 0.00909454\n",
      "[156000]\tvalid_0's mape: 0.00909396\n",
      "[158000]\tvalid_0's mape: 0.00909344\n",
      "[160000]\tvalid_0's mape: 0.00909292\n",
      "[162000]\tvalid_0's mape: 0.00909243\n",
      "[164000]\tvalid_0's mape: 0.00909201\n",
      "[166000]\tvalid_0's mape: 0.00909157\n",
      "[168000]\tvalid_0's mape: 0.00909116\n",
      "[170000]\tvalid_0's mape: 0.0090907\n",
      "[172000]\tvalid_0's mape: 0.00909027\n",
      "[174000]\tvalid_0's mape: 0.00908989\n",
      "[176000]\tvalid_0's mape: 0.00908949\n",
      "[178000]\tvalid_0's mape: 0.00908915\n",
      "[180000]\tvalid_0's mape: 0.00908882\n",
      "[182000]\tvalid_0's mape: 0.00908853\n",
      "[184000]\tvalid_0's mape: 0.00908823\n",
      "[186000]\tvalid_0's mape: 0.00908794\n",
      "[188000]\tvalid_0's mape: 0.00908763\n",
      "[190000]\tvalid_0's mape: 0.00908736\n",
      "[192000]\tvalid_0's mape: 0.00908708\n",
      "[194000]\tvalid_0's mape: 0.00908684\n",
      "[196000]\tvalid_0's mape: 0.00908659\n",
      "[198000]\tvalid_0's mape: 0.00908638\n",
      "[200000]\tvalid_0's mape: 0.00908615\n",
      "[202000]\tvalid_0's mape: 0.00908594\n",
      "[204000]\tvalid_0's mape: 0.00908572\n",
      "[206000]\tvalid_0's mape: 0.00908552\n",
      "[208000]\tvalid_0's mape: 0.00908531\n",
      "[210000]\tvalid_0's mape: 0.00908513\n",
      "[212000]\tvalid_0's mape: 0.00908496\n",
      "[214000]\tvalid_0's mape: 0.00908478\n",
      "[216000]\tvalid_0's mape: 0.00908465\n",
      "[218000]\tvalid_0's mape: 0.00908455\n",
      "Early stopping, best iteration is:\n",
      "[217457]\tvalid_0's mape: 0.00908455\n",
      "(Fold 3) score, mse, mae, mape: 5965.87582, 0.03808, 0.12098, 0.00908.\n",
      "Training until validation scores don't improve for 1000 rounds.\n",
      "[2000]\tvalid_0's mape: 0.0187897\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4000]\tvalid_0's mape: 0.0123018\n",
      "[6000]\tvalid_0's mape: 0.0109418\n",
      "[8000]\tvalid_0's mape: 0.0103923\n",
      "[10000]\tvalid_0's mape: 0.010082\n",
      "[12000]\tvalid_0's mape: 0.00987409\n",
      "[14000]\tvalid_0's mape: 0.00972731\n",
      "[16000]\tvalid_0's mape: 0.00961447\n",
      "[18000]\tvalid_0's mape: 0.00952721\n",
      "[20000]\tvalid_0's mape: 0.0094582\n",
      "[22000]\tvalid_0's mape: 0.00940207\n",
      "[24000]\tvalid_0's mape: 0.00935449\n",
      "[26000]\tvalid_0's mape: 0.00931488\n",
      "[28000]\tvalid_0's mape: 0.00928069\n",
      "[30000]\tvalid_0's mape: 0.00925105\n",
      "[32000]\tvalid_0's mape: 0.00922549\n",
      "[34000]\tvalid_0's mape: 0.0092033\n",
      "[36000]\tvalid_0's mape: 0.00918374\n",
      "[38000]\tvalid_0's mape: 0.00916585\n",
      "[40000]\tvalid_0's mape: 0.00914996\n",
      "[42000]\tvalid_0's mape: 0.00913547\n",
      "[44000]\tvalid_0's mape: 0.00912244\n",
      "[46000]\tvalid_0's mape: 0.00911067\n",
      "[48000]\tvalid_0's mape: 0.00909987\n",
      "[50000]\tvalid_0's mape: 0.00909055\n",
      "[52000]\tvalid_0's mape: 0.00908161\n",
      "[54000]\tvalid_0's mape: 0.00907345\n",
      "[56000]\tvalid_0's mape: 0.00906618\n",
      "[58000]\tvalid_0's mape: 0.00905941\n",
      "[60000]\tvalid_0's mape: 0.0090532\n",
      "[62000]\tvalid_0's mape: 0.00904741\n",
      "[64000]\tvalid_0's mape: 0.00904219\n",
      "[66000]\tvalid_0's mape: 0.00903757\n",
      "[68000]\tvalid_0's mape: 0.00903326\n",
      "[70000]\tvalid_0's mape: 0.00902905\n",
      "[72000]\tvalid_0's mape: 0.00902514\n",
      "[74000]\tvalid_0's mape: 0.00902163\n",
      "[76000]\tvalid_0's mape: 0.00901826\n",
      "[78000]\tvalid_0's mape: 0.00901509\n",
      "[80000]\tvalid_0's mape: 0.0090124\n",
      "[82000]\tvalid_0's mape: 0.00900971\n",
      "[84000]\tvalid_0's mape: 0.00900721\n",
      "[86000]\tvalid_0's mape: 0.00900492\n",
      "[88000]\tvalid_0's mape: 0.00900261\n",
      "[90000]\tvalid_0's mape: 0.00900041\n",
      "[92000]\tvalid_0's mape: 0.00899832\n",
      "[94000]\tvalid_0's mape: 0.00899641\n",
      "[96000]\tvalid_0's mape: 0.0089946\n",
      "[98000]\tvalid_0's mape: 0.00899291\n",
      "[100000]\tvalid_0's mape: 0.0089912\n",
      "[102000]\tvalid_0's mape: 0.00898972\n",
      "[104000]\tvalid_0's mape: 0.00898819\n",
      "[106000]\tvalid_0's mape: 0.00898689\n",
      "[108000]\tvalid_0's mape: 0.00898556\n",
      "[110000]\tvalid_0's mape: 0.00898429\n",
      "[112000]\tvalid_0's mape: 0.00898307\n",
      "[114000]\tvalid_0's mape: 0.00898204\n",
      "[116000]\tvalid_0's mape: 0.00898112\n",
      "[118000]\tvalid_0's mape: 0.00898015\n",
      "[120000]\tvalid_0's mape: 0.00897928\n",
      "[122000]\tvalid_0's mape: 0.00897851\n",
      "[124000]\tvalid_0's mape: 0.00897775\n",
      "[126000]\tvalid_0's mape: 0.00897694\n",
      "[128000]\tvalid_0's mape: 0.00897619\n",
      "[130000]\tvalid_0's mape: 0.00897556\n",
      "[132000]\tvalid_0's mape: 0.00897479\n",
      "[134000]\tvalid_0's mape: 0.00897412\n",
      "[136000]\tvalid_0's mape: 0.0089735\n",
      "[138000]\tvalid_0's mape: 0.00897299\n",
      "[140000]\tvalid_0's mape: 0.0089724\n",
      "[142000]\tvalid_0's mape: 0.00897182\n",
      "[144000]\tvalid_0's mape: 0.0089713\n",
      "[146000]\tvalid_0's mape: 0.00897086\n",
      "[148000]\tvalid_0's mape: 0.00897043\n",
      "[150000]\tvalid_0's mape: 0.00897004\n",
      "[152000]\tvalid_0's mape: 0.00896963\n",
      "[154000]\tvalid_0's mape: 0.00896914\n",
      "[156000]\tvalid_0's mape: 0.00896873\n",
      "[158000]\tvalid_0's mape: 0.00896837\n",
      "[160000]\tvalid_0's mape: 0.00896794\n",
      "[162000]\tvalid_0's mape: 0.00896757\n",
      "[164000]\tvalid_0's mape: 0.00896717\n",
      "[166000]\tvalid_0's mape: 0.00896683\n",
      "[168000]\tvalid_0's mape: 0.00896651\n",
      "[170000]\tvalid_0's mape: 0.00896623\n",
      "[172000]\tvalid_0's mape: 0.00896593\n",
      "[174000]\tvalid_0's mape: 0.00896568\n",
      "[176000]\tvalid_0's mape: 0.00896545\n",
      "[178000]\tvalid_0's mape: 0.0089652\n",
      "[180000]\tvalid_0's mape: 0.00896498\n",
      "[182000]\tvalid_0's mape: 0.00896477\n",
      "[184000]\tvalid_0's mape: 0.00896457\n",
      "[186000]\tvalid_0's mape: 0.00896436\n",
      "[188000]\tvalid_0's mape: 0.00896416\n",
      "[190000]\tvalid_0's mape: 0.00896395\n",
      "[192000]\tvalid_0's mape: 0.00896377\n",
      "[194000]\tvalid_0's mape: 0.0089636\n",
      "[196000]\tvalid_0's mape: 0.00896344\n",
      "[198000]\tvalid_0's mape: 0.00896324\n",
      "[200000]\tvalid_0's mape: 0.00896308\n",
      "[202000]\tvalid_0's mape: 0.00896291\n",
      "[204000]\tvalid_0's mape: 0.00896275\n",
      "[206000]\tvalid_0's mape: 0.0089626\n",
      "[208000]\tvalid_0's mape: 0.00896247\n",
      "[210000]\tvalid_0's mape: 0.00896233\n",
      "[212000]\tvalid_0's mape: 0.0089622\n",
      "[214000]\tvalid_0's mape: 0.00896208\n",
      "[216000]\tvalid_0's mape: 0.00896198\n",
      "[218000]\tvalid_0's mape: 0.00896191\n",
      "Early stopping, best iteration is:\n",
      "[218209]\tvalid_0's mape: 0.0089619\n",
      "(Fold 4) score, mse, mae, mape: 5979.87492, 0.03718, 0.11928, 0.00896.\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": "markdown",
   "metadata": {},
   "source": [
    "56s per 2000 - ETA (all include one): 10.7 hours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total run time: 32475.889654159546\n"
     ]
    }
   ],
   "source": [
    "print('Total run time:', time.time() - t0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kfold cv score (mean, stdev): 5980.275836437795 41.4461513641148 [5911.877755053645, 6032.876713994299, 6010.873975801711, 5965.875815868573, 5979.874921470745]\n"
     ]
    }
   ],
   "source": [
    "print('Kfold cv score (mean, stdev, all):', np.mean(scores), np.std(scores), 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>15.074247</td>\n",
       "      <td>15.133102</td>\n",
       "      <td>15.143486</td>\n",
       "      <td>15.166287</td>\n",
       "      <td>15.048027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BTshNOJyKHnT2YIT</td>\n",
       "      <td>13.138593</td>\n",
       "      <td>13.109259</td>\n",
       "      <td>13.130007</td>\n",
       "      <td>13.140813</td>\n",
       "      <td>13.123163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>dhdymr0lV8N5kZOT</td>\n",
       "      <td>13.640228</td>\n",
       "      <td>13.664765</td>\n",
       "      <td>13.630696</td>\n",
       "      <td>13.655998</td>\n",
       "      <td>13.649048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>VEwyGGMcD56w5BOc</td>\n",
       "      <td>14.834300</td>\n",
       "      <td>14.817571</td>\n",
       "      <td>14.784579</td>\n",
       "      <td>14.819456</td>\n",
       "      <td>14.774462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>wmUeMoJZfsqaSX9b</td>\n",
       "      <td>12.161653</td>\n",
       "      <td>12.110343</td>\n",
       "      <td>12.083941</td>\n",
       "      <td>12.177179</td>\n",
       "      <td>12.172449</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  15.074247  15.133102  15.143486  15.166287  15.048027\n",
       "1  BTshNOJyKHnT2YIT  13.138593  13.109259  13.130007  13.140813  13.123163\n",
       "2  dhdymr0lV8N5kZOT  13.640228  13.664765  13.630696  13.655998  13.649048\n",
       "3  VEwyGGMcD56w5BOc  14.834300  14.817571  14.784579  14.819456  14.774462\n",
       "4  wmUeMoJZfsqaSX9b  12.161653  12.110343  12.083941  12.177179  12.172449"
      ]
     },
     "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: [216141, 217770, 224389, 217457, 218209]\n",
      "Mean best iterations: 218793\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': 262551, '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": [
       "{'boosting_type': 'gbdt',\n",
       " 'feature_fraction': 0.45,\n",
       " 'lambda_l1': 0.07,\n",
       " 'lambda_l2': 0.01,\n",
       " 'learning_rate': 0.0008,\n",
       " 'max_depth': 24,\n",
       " 'metric': 'mape',\n",
       " 'min_data_in_leaf': 8,\n",
       " 'num_leaves': 279,\n",
       " 'objective': 'mse',\n",
       " 'seed': 444,\n",
       " 'task': 'train'}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2000]\ttraining's mape: 0.0163262\n",
      "[4000]\ttraining's mape: 0.00898466\n",
      "[6000]\ttraining's mape: 0.00715936\n",
      "[8000]\ttraining's mape: 0.00623667\n",
      "[10000]\ttraining's mape: 0.0056063\n",
      "[12000]\ttraining's mape: 0.00512002\n",
      "[14000]\ttraining's mape: 0.00472313\n",
      "[16000]\ttraining's mape: 0.00438727\n",
      "[18000]\ttraining's mape: 0.00410108\n",
      "[20000]\ttraining's mape: 0.00385484\n",
      "[22000]\ttraining's mape: 0.00363781\n",
      "[24000]\ttraining's mape: 0.00344549\n",
      "[26000]\ttraining's mape: 0.00327256\n",
      "[28000]\ttraining's mape: 0.00311368\n",
      "[30000]\ttraining's mape: 0.00296755\n",
      "[32000]\ttraining's mape: 0.00283398\n",
      "[34000]\ttraining's mape: 0.00270975\n",
      "[36000]\ttraining's mape: 0.00259378\n",
      "[38000]\ttraining's mape: 0.00248561\n",
      "[40000]\ttraining's mape: 0.00238419\n",
      "[42000]\ttraining's mape: 0.00228898\n",
      "[44000]\ttraining's mape: 0.00219935\n",
      "[46000]\ttraining's mape: 0.00211597\n",
      "[48000]\ttraining's mape: 0.00203744\n",
      "[50000]\ttraining's mape: 0.00196349\n",
      "[52000]\ttraining's mape: 0.00189299\n",
      "[54000]\ttraining's mape: 0.00182433\n",
      "[56000]\ttraining's mape: 0.00176141\n",
      "[58000]\ttraining's mape: 0.00170141\n",
      "[60000]\ttraining's mape: 0.00164371\n",
      "[62000]\ttraining's mape: 0.00158905\n",
      "[64000]\ttraining's mape: 0.00153649\n",
      "[66000]\ttraining's mape: 0.00148732\n",
      "[68000]\ttraining's mape: 0.00143815\n",
      "[70000]\ttraining's mape: 0.00139256\n",
      "[72000]\ttraining's mape: 0.00134952\n",
      "[74000]\ttraining's mape: 0.00130928\n",
      "[76000]\ttraining's mape: 0.00127038\n",
      "[78000]\ttraining's mape: 0.00123315\n",
      "[80000]\ttraining's mape: 0.00119728\n",
      "[82000]\ttraining's mape: 0.00116262\n",
      "[84000]\ttraining's mape: 0.00112924\n",
      "[86000]\ttraining's mape: 0.00109733\n",
      "[88000]\ttraining's mape: 0.00106663\n",
      "[90000]\ttraining's mape: 0.00103698\n",
      "[92000]\ttraining's mape: 0.00100849\n",
      "[94000]\ttraining's mape: 0.000980859\n",
      "[96000]\ttraining's mape: 0.000954423\n",
      "[98000]\ttraining's mape: 0.000929366\n",
      "[100000]\ttraining's mape: 0.00090528\n",
      "[102000]\ttraining's mape: 0.000881847\n",
      "[104000]\ttraining's mape: 0.000859808\n",
      "[106000]\ttraining's mape: 0.000838912\n",
      "[108000]\ttraining's mape: 0.000818635\n",
      "[110000]\ttraining's mape: 0.000798049\n",
      "[112000]\ttraining's mape: 0.000778417\n",
      "[114000]\ttraining's mape: 0.000759579\n",
      "[116000]\ttraining's mape: 0.000740364\n",
      "[118000]\ttraining's mape: 0.000721745\n",
      "[120000]\ttraining's mape: 0.000704065\n",
      "[122000]\ttraining's mape: 0.000687402\n",
      "[124000]\ttraining's mape: 0.000671097\n",
      "[126000]\ttraining's mape: 0.000655979\n",
      "[128000]\ttraining's mape: 0.000641031\n",
      "[130000]\ttraining's mape: 0.000626446\n",
      "[132000]\ttraining's mape: 0.000612326\n",
      "[134000]\ttraining's mape: 0.000598631\n",
      "[136000]\ttraining's mape: 0.000585317\n",
      "[138000]\ttraining's mape: 0.000572587\n",
      "[140000]\ttraining's mape: 0.000560569\n",
      "[142000]\ttraining's mape: 0.000549179\n",
      "[144000]\ttraining's mape: 0.000538019\n",
      "[146000]\ttraining's mape: 0.000527566\n",
      "[148000]\ttraining's mape: 0.00051712\n",
      "[150000]\ttraining's mape: 0.000507039\n",
      "[152000]\ttraining's mape: 0.000496777\n",
      "[154000]\ttraining's mape: 0.000486847\n",
      "[156000]\ttraining's mape: 0.000477408\n",
      "[158000]\ttraining's mape: 0.000468424\n",
      "[160000]\ttraining's mape: 0.000459825\n",
      "[162000]\ttraining's mape: 0.000451296\n",
      "[164000]\ttraining's mape: 0.000443\n",
      "[166000]\ttraining's mape: 0.000435079\n",
      "[168000]\ttraining's mape: 0.000427599\n",
      "[170000]\ttraining's mape: 0.000420192\n",
      "[172000]\ttraining's mape: 0.000412894\n",
      "[174000]\ttraining's mape: 0.0004057\n",
      "[176000]\ttraining's mape: 0.000398601\n",
      "[178000]\ttraining's mape: 0.000391887\n",
      "[180000]\ttraining's mape: 0.000385289\n",
      "[182000]\ttraining's mape: 0.000378958\n",
      "[184000]\ttraining's mape: 0.000372672\n",
      "[186000]\ttraining's mape: 0.000366642\n",
      "[188000]\ttraining's mape: 0.000360773\n",
      "[190000]\ttraining's mape: 0.00035497\n",
      "[192000]\ttraining's mape: 0.000349367\n",
      "[194000]\ttraining's mape: 0.000343888\n",
      "[196000]\ttraining's mape: 0.000338603\n",
      "[198000]\ttraining's mape: 0.000333489\n",
      "[200000]\ttraining's mape: 0.000328364\n",
      "[202000]\ttraining's mape: 0.000323526\n",
      "[204000]\ttraining's mape: 0.000318669\n",
      "[206000]\ttraining's mape: 0.000313948\n",
      "[208000]\ttraining's mape: 0.000309527\n",
      "[210000]\ttraining's mape: 0.000305032\n",
      "[212000]\ttraining's mape: 0.000300697\n",
      "[214000]\ttraining's mape: 0.000296321\n",
      "[216000]\ttraining's mape: 0.000292121\n",
      "[218000]\ttraining's mape: 0.000288093\n",
      "[220000]\ttraining's mape: 0.000284182\n",
      "[222000]\ttraining's mape: 0.000280443\n",
      "[224000]\ttraining's mape: 0.000276713\n",
      "[226000]\ttraining's mape: 0.000273194\n",
      "[228000]\ttraining's mape: 0.000269683\n",
      "[230000]\ttraining's mape: 0.000266202\n",
      "[232000]\ttraining's mape: 0.000262813\n",
      "[234000]\ttraining's mape: 0.000259581\n",
      "[236000]\ttraining's mape: 0.000256358\n",
      "[238000]\ttraining's mape: 0.000253267\n",
      "[240000]\ttraining's mape: 0.000250145\n",
      "[242000]\ttraining's mape: 0.000247136\n",
      "[244000]\ttraining's mape: 0.000244213\n",
      "[246000]\ttraining's mape: 0.000241389\n",
      "[248000]\ttraining's mape: 0.000238581\n",
      "[250000]\ttraining's mape: 0.000235855\n",
      "[252000]\ttraining's mape: 0.000233155\n",
      "[254000]\ttraining's mape: 0.000230593\n",
      "[256000]\ttraining's mape: 0.000228139\n",
      "[258000]\ttraining's mape: 0.000225653\n",
      "[260000]\ttraining's mape: 0.000223209\n",
      "[262000]\ttraining's mape: 0.000220864\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>1.304845e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BTshNOJyKHnT2YIT</td>\n",
       "      <td>3.897545e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>dhdymr0lV8N5kZOT</td>\n",
       "      <td>1.035078e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>VEwyGGMcD56w5BOc</td>\n",
       "      <td>6.120593e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>wmUeMoJZfsqaSX9b</td>\n",
       "      <td>1.098338e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>EtBjGAHmHCe9t7TZ</td>\n",
       "      <td>2.770409e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>hPNH34vmaZtvBtqc</td>\n",
       "      <td>1.217128e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>wXjeI38bYDMJJwZC</td>\n",
       "      <td>6.243565e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>fxZSGX6aPAFKU8W4</td>\n",
       "      <td>1.675178e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ewr0Fx6ign87OwaV</td>\n",
       "      <td>4.116785e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>gHKurnEP4AowzsLg</td>\n",
       "      <td>8.919696e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>PmLfTgY2FElLrTl0</td>\n",
       "      <td>5.598751e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>eM2NppIOwzW0o8iy</td>\n",
       "      <td>9.895885e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>dxxwNun97NH4WTrZ</td>\n",
       "      <td>2.762438e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>jykBfhh3vdeFUi3H</td>\n",
       "      <td>3.923153e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NlXbvdFfmJZf3L18</td>\n",
       "      <td>2.211222e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>D7jaFWHCzSqLBwdt</td>\n",
       "      <td>9.867148e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>L10dBBdqGmemweSl</td>\n",
       "      <td>4.872613e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>OgB0AdiPKlElakKN</td>\n",
       "      <td>1.102689e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>StiWNN1GQrpPBOYt</td>\n",
       "      <td>2.590933e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         building_id   total_price\n",
       "0   X5gsdTWGS3W7JJQB  1.304845e+07\n",
       "1   BTshNOJyKHnT2YIT  3.897545e+06\n",
       "2   dhdymr0lV8N5kZOT  1.035078e+07\n",
       "3   VEwyGGMcD56w5BOc  6.120593e+06\n",
       "4   wmUeMoJZfsqaSX9b  1.098338e+06\n",
       "5   EtBjGAHmHCe9t7TZ  2.770409e+06\n",
       "6   hPNH34vmaZtvBtqc  1.217128e+07\n",
       "7   wXjeI38bYDMJJwZC  6.243565e+06\n",
       "8   fxZSGX6aPAFKU8W4  1.675178e+06\n",
       "9   ewr0Fx6ign87OwaV  4.116785e+06\n",
       "10  gHKurnEP4AowzsLg  8.919696e+05\n",
       "11  PmLfTgY2FElLrTl0  5.598751e+06\n",
       "12  eM2NppIOwzW0o8iy  9.895885e+06\n",
       "13  dxxwNun97NH4WTrZ  2.762438e+06\n",
       "14  jykBfhh3vdeFUi3H  3.923153e+06\n",
       "15  NlXbvdFfmJZf3L18  2.211222e+07\n",
       "16  D7jaFWHCzSqLBwdt  9.867148e+05\n",
       "17  L10dBBdqGmemweSl  4.872613e+06\n",
       "18  OgB0AdiPKlElakKN  1.102689e+06\n",
       "19  StiWNN1GQrpPBOYt  2.590933e+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: 7026.407899856567\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": {},
     "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": {},
     "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
}