{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#The paper noted that beyond the core points of feature engineering and infill\n",
    "#The Automunge library contains several other push-button methods\n",
    "#With the goal to automate the full workflow for tabular data\n",
    "#For the steps between receipt of tidy data\n",
    "#And returned sets suitable for machine learning applicaiton.\n",
    "\n",
    "#Here we'll quickly demonstrate a few more of those pushbutton methods.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Note that for all of the methods demonstrated here\n",
    "#Any data transformation conducted in the automunge(.) function\n",
    "#Will be comparably applied to subsequent test data in the postmunge(.) function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#imports\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from Automunge import Automunger\n",
    "am = Automunger.AutoMunge()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#As a sample data set we'll use a common introductory tabular data set\n",
    "#From the Kaggle competition for \"House Prices Advanced Regression Techniques\"\n",
    "#Available at: \n",
    "#https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data\n",
    "\n",
    "#housing set\n",
    "df_train = pd.read_csv('housing_train.csv')\n",
    "df_test = pd.read_csv('housing_test.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Note this sets includes an intended ID column and Label column\n",
    "#Which will be carved out by passing the associated column headers\n",
    "\n",
    "labels_column = 'SalePrice'\n",
    "ID_columnlist = 'Id'\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1) feature importance evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_______________\n",
      "Begin Feature Importance evaluation\n",
      "\n",
      "_______________\n",
      "Begin Automunge processing\n",
      "\n",
      "evaluating column:  MSSubClass\n",
      "processing column:  MSSubClass\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MSSubClass_nmbr']\n",
      "\n",
      "evaluating column:  MSZoning\n",
      "processing column:  MSZoning\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "evaluating column:  LotFrontage\n",
      "processing column:  LotFrontage\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "evaluating column:  LotArea\n",
      "processing column:  LotArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "evaluating column:  Street\n",
      "processing column:  Street\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "evaluating column:  Alley\n",
      "processing column:  Alley\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "evaluating column:  LotShape\n",
      "processing column:  LotShape\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "evaluating column:  LandContour\n",
      "processing column:  LandContour\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "evaluating column:  Utilities\n",
      "processing column:  Utilities\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "evaluating column:  LotConfig\n",
      "processing column:  LotConfig\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "evaluating column:  LandSlope\n",
      "processing column:  LandSlope\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "evaluating column:  Neighborhood\n",
      "processing column:  Neighborhood\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "evaluating column:  Condition1\n",
      "processing column:  Condition1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "evaluating column:  Condition2\n",
      "processing column:  Condition2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3']\n",
      "\n",
      "evaluating column:  BldgType\n",
      "processing column:  BldgType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "evaluating column:  HouseStyle\n",
      "processing column:  HouseStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3']\n",
      "\n",
      "evaluating column:  OverallQual\n",
      "processing column:  OverallQual\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "evaluating column:  OverallCond\n",
      "processing column:  OverallCond\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "evaluating column:  YearBuilt\n",
      "processing column:  YearBuilt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "evaluating column:  YearRemodAdd\n",
      "processing column:  YearRemodAdd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "evaluating column:  RoofStyle\n",
      "processing column:  RoofStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "evaluating column:  RoofMatl\n",
      "processing column:  RoofMatl\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2']\n",
      "\n",
      "evaluating column:  Exterior1st\n",
      "processing column:  Exterior1st\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "evaluating column:  Exterior2nd\n",
      "processing column:  Exterior2nd\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4']\n",
      "\n",
      "evaluating column:  MasVnrType\n",
      "processing column:  MasVnrType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "evaluating column:  MasVnrArea\n",
      "processing column:  MasVnrArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "evaluating column:  ExterQual\n",
      "processing column:  ExterQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "evaluating column:  ExterCond\n",
      "processing column:  ExterCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n",
      "evaluating column:  Foundation\n",
      "processing column:  Foundation\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "evaluating column:  BsmtQual\n",
      "processing column:  BsmtQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "evaluating column:  BsmtCond\n",
      "processing column:  BsmtCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "evaluating column:  BsmtExposure\n",
      "processing column:  BsmtExposure\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinType1\n",
      "processing column:  BsmtFinType1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF1\n",
      "processing column:  BsmtFinSF1\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFinType2\n",
      "processing column:  BsmtFinType2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF2\n",
      "processing column:  BsmtFinSF2\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "evaluating column:  BsmtUnfSF\n",
      "processing column:  BsmtUnfSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "evaluating column:  TotalBsmtSF\n",
      "processing column:  TotalBsmtSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "evaluating column:  Heating\n",
      "processing column:  Heating\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "evaluating column:  HeatingQC\n",
      "processing column:  HeatingQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "evaluating column:  CentralAir\n",
      "processing column:  CentralAir\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "evaluating column:  Electrical\n",
      "processing column:  Electrical\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "evaluating column:  1stFlrSF\n",
      "processing column:  1stFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  2ndFlrSF\n",
      "processing column:  2ndFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  LowQualFinSF\n",
      "processing column:  LowQualFinSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "evaluating column:  GrLivArea\n",
      "processing column:  GrLivArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFullBath\n",
      "processing column:  BsmtFullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "evaluating column:  BsmtHalfBath\n",
      "processing column:  BsmtHalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n",
      "evaluating column:  FullBath\n",
      "processing column:  FullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "evaluating column:  HalfBath\n",
      "processing column:  HalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0']\n",
      "\n",
      "evaluating column:  BedroomAbvGr\n",
      "processing column:  BedroomAbvGr\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "evaluating column:  KitchenAbvGr\n",
      "processing column:  KitchenAbvGr\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['KitchenAbvGr_1.0', 'KitchenAbvGr_2.0', 'KitchenAbvGr_3.0']\n",
      "\n",
      "evaluating column:  KitchenQual\n",
      "processing column:  KitchenQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "evaluating column:  TotRmsAbvGrd\n",
      "processing column:  TotRmsAbvGrd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "evaluating column:  Functional\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing column:  Functional\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "evaluating column:  Fireplaces\n",
      "processing column:  Fireplaces\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "evaluating column:  FireplaceQu\n",
      "processing column:  FireplaceQu\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "evaluating column:  GarageType\n",
      "processing column:  GarageType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "evaluating column:  GarageYrBlt\n",
      "processing column:  GarageYrBlt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "evaluating column:  GarageFinish\n",
      "processing column:  GarageFinish\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "evaluating column:  GarageCars\n",
      "processing column:  GarageCars\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "evaluating column:  GarageArea\n",
      "processing column:  GarageArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "evaluating column:  GarageQual\n",
      "processing column:  GarageQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "evaluating column:  GarageCond\n",
      "processing column:  GarageCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "evaluating column:  PavedDrive\n",
      "processing column:  PavedDrive\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "evaluating column:  WoodDeckSF\n",
      "processing column:  WoodDeckSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "evaluating column:  OpenPorchSF\n",
      "processing column:  OpenPorchSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "evaluating column:  EnclosedPorch\n",
      "processing column:  EnclosedPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n",
      "evaluating column:  3SsnPorch\n",
      "processing column:  3SsnPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "evaluating column:  ScreenPorch\n",
      "processing column:  ScreenPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "evaluating column:  PoolArea\n",
      "processing column:  PoolArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "evaluating column:  PoolQC\n",
      "processing column:  PoolQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "evaluating column:  Fence\n",
      "processing column:  Fence\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "evaluating column:  MiscFeature\n",
      "processing column:  MiscFeature\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1']\n",
      "\n",
      "evaluating column:  MiscVal\n",
      "processing column:  MiscVal\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "evaluating column:  MoSold\n",
      "processing column:  MoSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "evaluating column:  YrSold\n",
      "processing column:  YrSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "evaluating column:  SaleType\n",
      "processing column:  SaleType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "evaluating column:  SaleCondition\n",
      "processing column:  SaleCondition\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "evaluating label column:  SalePrice\n",
      "processing label column:  SalePrice\n",
      "    root label category:  lbnm\n",
      "\n",
      " returned columns:\n",
      "['SalePrice_exc2']\n",
      "\n",
      "______\n",
      "\n",
      "infill to column:  MSSubClass_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotFrontage_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Street_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Alley_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Utilities_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallQual_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallCond_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearBuilt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearRemodAdd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF1_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF2_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtUnfSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotalBsmtSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  CentralAir_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  1stFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  2ndFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LowQualFinSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GrLivArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BedroomAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_3.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotRmsAbvGrd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fireplaces_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageYrBlt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCars_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  WoodDeckSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OpenPorchSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  EnclosedPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  3SsnPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ScreenPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscVal_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MoSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YrSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "_______________\n",
      "Begin Validation set processing with Postmunge\n",
      "\n",
      "_______________\n",
      "Begin Postmunge processing\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MSSubClass\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MSSubClass_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MSZoning\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotFrontage\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Street\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Alley\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotShape\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LandContour\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Utilities\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotConfig\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LandSlope\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Neighborhood\n",
      "    root category:  1010\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Condition1\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Condition2\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BldgType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HouseStyle\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OverallQual\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OverallCond\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YearBuilt\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YearRemodAdd\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  RoofStyle\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  RoofMatl\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Exterior1st\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Exterior2nd\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MasVnrType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MasVnrArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ExterQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ExterCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Foundation\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtExposure\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinType1\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinSF1\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinType2\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinSF2\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtUnfSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  TotalBsmtSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Heating\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HeatingQC\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  CentralAir\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Electrical\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  1stFlrSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  2ndFlrSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LowQualFinSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GrLivArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFullBath\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtHalfBath\n",
      "    root category:  text\n",
      "\n",
      " returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  FullBath\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HalfBath\n",
      "    root category:  text\n",
      "\n",
      " returned columns:\n",
      "['HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BedroomAbvGr\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  KitchenAbvGr\n",
      "    root category:  text\n",
      "\n",
      " returned columns:\n",
      "['KitchenAbvGr_1.0', 'KitchenAbvGr_2.0', 'KitchenAbvGr_3.0']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  KitchenQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  TotRmsAbvGrd\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Functional\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Fireplaces\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  FireplaceQu\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageYrBlt\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageFinish\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageCars\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PavedDrive\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  WoodDeckSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OpenPorchSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  EnclosedPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  3SsnPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ScreenPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PoolArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PoolQC\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Fence\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MiscFeature\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MiscVal\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MoSold\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YrSold\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  SaleType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  SaleCondition\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing label column:  SalePrice\n",
      "    root label category:  lbnm\n",
      "\n",
      " returned columns:\n",
      "['SalePrice_exc2']\n",
      "\n",
      "______\n",
      "\n",
      "infill to column:  MSSubClass_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotFrontage_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Street_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Alley_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Utilities_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallQual_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallCond_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearBuilt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearRemodAdd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF1_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF2_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtUnfSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotalBsmtSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  CentralAir_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  1stFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  2ndFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LowQualFinSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GrLivArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BedroomAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_3.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotRmsAbvGrd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fireplaces_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageYrBlt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCars_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  WoodDeckSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OpenPorchSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  EnclosedPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  3SsnPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ScreenPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscVal_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MoSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YrSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "_______________\n",
      "Postmunge returned ID column set: \n",
      "['Automunge_index_585688437920']\n",
      "\n",
      "Postmunge returned test column set: \n",
      "['MSSubClass_nmbr', 'MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'LotFrontage_nmbr', 'LotArea_nmbr', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'OverallQual_nmbr', 'OverallCond_nmbr', 'YearBuilt_nmbr', 'YearRemodAdd_nmbr', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'MasVnrArea_nmbr', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinSF1_nmbr', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'BsmtFinSF2_nmbr', 'BsmtUnfSF_nmbr', 'TotalBsmtSF_nmbr', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', '1stFlrSF_nmbr', '2ndFlrSF_nmbr', 'LowQualFinSF_nmbr', 'GrLivArea_nmbr', 'BsmtFullBath_nmbr', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'FullBath_nmbr', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'BedroomAbvGr_nmbr', 'KitchenAbvGr_1.0', 'KitchenAbvGr_2.0', 'KitchenAbvGr_3.0', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'TotRmsAbvGrd_nmbr', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'Fireplaces_nmbr', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageYrBlt_nmbr', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageCars_nmbr', 'GarageArea_nmbr', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'WoodDeckSF_nmbr', 'OpenPorchSF_nmbr', 'EnclosedPorch_nmbr', '3SsnPorch_nmbr', 'ScreenPorch_nmbr', 'PoolArea_nmbr', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscVal_nmbr', 'MoSold_nmbr', 'YrSold_nmbr', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "Postmunge returned label column set: \n",
      "['SalePrice_exc2']\n",
      "\n",
      "_______________\n",
      "Postmunge Complete\n",
      "\n",
      "______\n",
      "\n",
      "versioning serial stamp:\n",
      "_4.88_585688437920_2020-10-01T20:53:01.186182\n",
      "\n",
      "Automunge returned ID column set: \n",
      "['Id', 'Automunge_index_585688437920']\n",
      "\n",
      "Automunge returned train column set: \n",
      "['MSSubClass_nmbr', 'MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'LotFrontage_nmbr', 'LotArea_nmbr', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'OverallQual_nmbr', 'OverallCond_nmbr', 'YearBuilt_nmbr', 'YearRemodAdd_nmbr', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'MasVnrArea_nmbr', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinSF1_nmbr', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'BsmtFinSF2_nmbr', 'BsmtUnfSF_nmbr', 'TotalBsmtSF_nmbr', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', '1stFlrSF_nmbr', '2ndFlrSF_nmbr', 'LowQualFinSF_nmbr', 'GrLivArea_nmbr', 'BsmtFullBath_nmbr', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'FullBath_nmbr', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'BedroomAbvGr_nmbr', 'KitchenAbvGr_1.0', 'KitchenAbvGr_2.0', 'KitchenAbvGr_3.0', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'TotRmsAbvGrd_nmbr', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'Fireplaces_nmbr', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageYrBlt_nmbr', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageCars_nmbr', 'GarageArea_nmbr', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'WoodDeckSF_nmbr', 'OpenPorchSF_nmbr', 'EnclosedPorch_nmbr', '3SsnPorch_nmbr', 'ScreenPorch_nmbr', 'PoolArea_nmbr', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscVal_nmbr', 'MoSold_nmbr', 'YrSold_nmbr', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "Automunge returned label column set: \n",
      "['SalePrice_exc2']\n",
      "\n",
      "_______________\n",
      "Automunge Complete\n",
      "\n",
      "_______________\n",
      "Training feature importance evaluation model\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_______________\n",
      "Evaluating feature importances\n",
      "\n",
      "_______________\n",
      "Feature Importance results:\n",
      "\n",
      "MSSubClass_nmbr\n",
      "metric =  0.0001049598863317458\n",
      "metric2 =  0.0\n",
      "\n",
      "MSZoning_1010_0\n",
      "metric =  0.000330046583585375\n",
      "metric2 =  0.00019887887039093943\n",
      "\n",
      "MSZoning_1010_1\n",
      "metric =  0.000330046583585375\n",
      "metric2 =  0.0002879952720300505\n",
      "\n",
      "MSZoning_1010_2\n",
      "metric =  0.000330046583585375\n",
      "metric2 =  2.2251773507231398e-05\n",
      "\n",
      "LotFrontage_nmbr\n",
      "metric =  0.00018262375347433135\n",
      "metric2 =  0.0\n",
      "\n",
      "LotArea_nmbr\n",
      "metric =  0.0012660517094990054\n",
      "metric2 =  0.0\n",
      "\n",
      "Street_bnry\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "Alley_bnry\n",
      "metric =  7.552530573939897e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "LotShape_1010_0\n",
      "metric =  4.6861404648934624e-05\n",
      "metric2 =  4.6861404648934624e-05\n",
      "\n",
      "LotShape_1010_1\n",
      "metric =  4.6861404648934624e-05\n",
      "metric2 =  1.347146034946789e-05\n",
      "\n",
      "LotShape_1010_2\n",
      "metric =  4.6861404648934624e-05\n",
      "metric2 =  3.128706773558587e-05\n",
      "\n",
      "LandContour_1010_0\n",
      "metric =  4.051659601411739e-05\n",
      "metric2 =  4.051659601411739e-05\n",
      "\n",
      "LandContour_1010_1\n",
      "metric =  4.051659601411739e-05\n",
      "metric2 =  1.3225972559594013e-05\n",
      "\n",
      "LandContour_1010_2\n",
      "metric =  4.051659601411739e-05\n",
      "metric2 =  2.6733886078988967e-05\n",
      "\n",
      "Utilities_bnry\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "LotConfig_1010_0\n",
      "metric =  -4.090879781082357e-05\n",
      "metric2 =  -1.9495314406481334e-05\n",
      "\n",
      "LotConfig_1010_1\n",
      "metric =  -4.090879781082357e-05\n",
      "metric2 =  -3.1255749237568686e-05\n",
      "\n",
      "LotConfig_1010_2\n",
      "metric =  -4.090879781082357e-05\n",
      "metric2 =  -3.265739037328075e-05\n",
      "\n",
      "LandSlope_1010_0\n",
      "metric =  2.327014690273188e-05\n",
      "metric2 =  2.1155584542742467e-05\n",
      "\n",
      "LandSlope_1010_1\n",
      "metric =  2.327014690273188e-05\n",
      "metric2 =  2.1145623599894137e-06\n",
      "\n",
      "Neighborhood_1010_0\n",
      "metric =  8.231481988008049e-05\n",
      "metric2 =  8.856310824878477e-05\n",
      "\n",
      "Neighborhood_1010_1\n",
      "metric =  8.231481988008049e-05\n",
      "metric2 =  9.49084811759926e-05\n",
      "\n",
      "Neighborhood_1010_2\n",
      "metric =  8.231481988008049e-05\n",
      "metric2 =  1.8586237410356254e-05\n",
      "\n",
      "Neighborhood_1010_3\n",
      "metric =  8.231481988008049e-05\n",
      "metric2 =  7.487942790163071e-05\n",
      "\n",
      "Neighborhood_1010_4\n",
      "metric =  8.231481988008049e-05\n",
      "metric2 =  6.406482201060104e-05\n",
      "\n",
      "Condition1_1010_0\n",
      "metric =  -5.06694220547832e-06\n",
      "metric2 =  -5.06694220547832e-06\n",
      "\n",
      "Condition1_1010_1\n",
      "metric =  -5.06694220547832e-06\n",
      "metric2 =  -3.566680462641081e-06\n",
      "\n",
      "Condition1_1010_2\n",
      "metric =  -5.06694220547832e-06\n",
      "metric2 =  -1.457162059737005e-05\n",
      "\n",
      "Condition1_1010_3\n",
      "metric =  -5.06694220547832e-06\n",
      "metric2 =  7.970198680262719e-06\n",
      "\n",
      "Condition2_1010_0\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "Condition2_1010_1\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "Condition2_1010_2\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "Condition2_1010_3\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "BldgType_1010_0\n",
      "metric =  7.10122404257163e-06\n",
      "metric2 =  1.4350074360236498e-05\n",
      "\n",
      "BldgType_1010_1\n",
      "metric =  7.10122404257163e-06\n",
      "metric2 =  -2.850394391296085e-06\n",
      "\n",
      "BldgType_1010_2\n",
      "metric =  7.10122404257163e-06\n",
      "metric2 =  2.648626631129858e-06\n",
      "\n",
      "HouseStyle_1010_0\n",
      "metric =  3.764544738726894e-05\n",
      "metric2 =  3.764544738726894e-05\n",
      "\n",
      "HouseStyle_1010_1\n",
      "metric =  3.764544738726894e-05\n",
      "metric2 =  2.2683825026126314e-05\n",
      "\n",
      "HouseStyle_1010_2\n",
      "metric =  3.764544738726894e-05\n",
      "metric2 =  2.8209199499862336e-05\n",
      "\n",
      "HouseStyle_1010_3\n",
      "metric =  3.764544738726894e-05\n",
      "metric2 =  2.0356771228913217e-05\n",
      "\n",
      "OverallQual_nmbr\n",
      "metric =  0.0533277640570996\n",
      "metric2 =  0.0\n",
      "\n",
      "OverallCond_nmbr\n",
      "metric =  0.001066637760730016\n",
      "metric2 =  0.0\n",
      "\n",
      "YearBuilt_nmbr\n",
      "metric =  0.0013476988546342605\n",
      "metric2 =  0.0\n",
      "\n",
      "YearRemodAdd_nmbr\n",
      "metric =  0.0006226764076778801\n",
      "metric2 =  0.0\n",
      "\n",
      "RoofStyle_1010_0\n",
      "metric =  -0.0001282044533817972\n",
      "metric2 =  -0.0001282044533817972\n",
      "\n",
      "RoofStyle_1010_1\n",
      "metric =  -0.0001282044533817972\n",
      "metric2 =  -2.9601014871483144e-06\n",
      "\n",
      "RoofStyle_1010_2\n",
      "metric =  -0.0001282044533817972\n",
      "metric2 =  -0.0001248924174576116\n",
      "\n",
      "RoofMatl_1010_0\n",
      "metric =  -1.2423497365965375e-05\n",
      "metric2 =  -4.426588060657544e-06\n",
      "\n",
      "RoofMatl_1010_1\n",
      "metric =  -1.2423497365965375e-05\n",
      "metric2 =  -1.2423497365965375e-05\n",
      "\n",
      "RoofMatl_1010_2\n",
      "metric =  -1.2423497365965375e-05\n",
      "metric2 =  -7.996909305307831e-06\n",
      "\n",
      "Exterior1st_1010_0\n",
      "metric =  -2.1278736446084245e-05\n",
      "metric2 =  -1.2465370641256968e-06\n",
      "\n",
      "Exterior1st_1010_1\n",
      "metric =  -2.1278736446084245e-05\n",
      "metric2 =  -2.1304643929576095e-05\n",
      "\n",
      "Exterior1st_1010_2\n",
      "metric =  -2.1278736446084245e-05\n",
      "metric2 =  7.531763098977962e-06\n",
      "\n",
      "Exterior1st_1010_3\n",
      "metric =  -2.1278736446084245e-05\n",
      "metric2 =  -4.172385692646774e-05\n",
      "\n",
      "Exterior2nd_1010_0\n",
      "metric =  9.438608820278027e-05\n",
      "metric2 =  9.438608820278027e-05\n",
      "\n",
      "Exterior2nd_1010_1\n",
      "metric =  9.438608820278027e-05\n",
      "metric2 =  7.63730263111384e-05\n",
      "\n",
      "Exterior2nd_1010_2\n",
      "metric =  9.438608820278027e-05\n",
      "metric2 =  5.9001795314816974e-05\n",
      "\n",
      "Exterior2nd_1010_3\n",
      "metric =  9.438608820278027e-05\n",
      "metric2 =  5.57372734324435e-05\n",
      "\n",
      "Exterior2nd_1010_4\n",
      "metric =  9.438608820278027e-05\n",
      "metric2 =  8.802698008913978e-05\n",
      "\n",
      "MasVnrType_1010_0\n",
      "metric =  -1.05660754468051e-06\n",
      "metric2 =  -1.05660754468051e-06\n",
      "\n",
      "MasVnrType_1010_1\n",
      "metric =  -1.05660754468051e-06\n",
      "metric2 =  1.4386925754505953e-05\n",
      "\n",
      "MasVnrType_1010_2\n",
      "metric =  -1.05660754468051e-06\n",
      "metric2 =  -1.3970554959330528e-05\n",
      "\n",
      "MasVnrArea_nmbr\n",
      "metric =  5.024910566842067e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "ExterQual_1010_0\n",
      "metric =  0.00021120182255363051\n",
      "metric2 =  0.00021120182255363051\n",
      "\n",
      "ExterQual_1010_1\n",
      "metric =  0.00021120182255363051\n",
      "metric2 =  0.00025555281117739526\n",
      "\n",
      "ExterQual_1010_2\n",
      "metric =  0.00021120182255363051\n",
      "metric2 =  -4.574255632350255e-05\n",
      "\n",
      "ExterCond_1010_0\n",
      "metric =  6.037328167562972e-05\n",
      "metric2 =  3.191623815157474e-05\n",
      "\n",
      "ExterCond_1010_1\n",
      "metric =  6.037328167562972e-05\n",
      "metric2 =  4.532666794243578e-05\n",
      "\n",
      "ExterCond_1010_2\n",
      "metric =  6.037328167562972e-05\n",
      "metric2 =  4.300939081003374e-05\n",
      "\n",
      "Foundation_1010_0\n",
      "metric =  -2.200638323812676e-05\n",
      "metric2 =  -2.200638323812676e-05\n",
      "\n",
      "Foundation_1010_1\n",
      "metric =  -2.200638323812676e-05\n",
      "metric2 =  -1.3362165941721571e-05\n",
      "\n",
      "Foundation_1010_2\n",
      "metric =  -2.200638323812676e-05\n",
      "metric2 =  -9.326506878348795e-06\n",
      "\n",
      "BsmtQual_1010_0\n",
      "metric =  5.7710866225857416e-06\n",
      "metric2 =  2.7970267356680623e-06\n",
      "\n",
      "BsmtQual_1010_1\n",
      "metric =  5.7710866225857416e-06\n",
      "metric2 =  -9.033877873876328e-06\n",
      "\n",
      "BsmtQual_1010_2\n",
      "metric =  5.7710866225857416e-06\n",
      "metric2 =  1.9967705456425122e-05\n",
      "\n",
      "BsmtCond_1010_0\n",
      "metric =  4.2126813674991936e-05\n",
      "metric2 =  3.9281956834669174e-05\n",
      "\n",
      "BsmtCond_1010_1\n",
      "metric =  4.2126813674991936e-05\n",
      "metric2 =  6.487452042747144e-05\n",
      "\n",
      "BsmtCond_1010_2\n",
      "metric =  4.2126813674991936e-05\n",
      "metric2 =  -2.279630586721204e-05\n",
      "\n",
      "BsmtExposure_1010_0\n",
      "metric =  0.00011682769648602154\n",
      "metric2 =  0.00011588799221595725\n",
      "\n",
      "BsmtExposure_1010_1\n",
      "metric =  0.00011682769648602154\n",
      "metric2 =  1.69963775966675e-05\n",
      "\n",
      "BsmtExposure_1010_2\n",
      "metric =  0.00011682769648602154\n",
      "metric2 =  0.00010263743682414894\n",
      "\n",
      "BsmtFinType1_1010_0\n",
      "metric =  3.3424947554205886e-06\n",
      "metric2 =  2.091833103912144e-05\n",
      "\n",
      "BsmtFinType1_1010_1\n",
      "metric =  3.3424947554205886e-06\n",
      "metric2 =  -1.777391080048929e-05\n",
      "\n",
      "BsmtFinType1_1010_2\n",
      "metric =  3.3424947554205886e-06\n",
      "metric2 =  -1.351940135285723e-06\n",
      "\n",
      "BsmtFinSF1_nmbr\n",
      "metric =  0.0014190081709891667\n",
      "metric2 =  0.0\n",
      "\n",
      "BsmtFinType2_1010_0\n",
      "metric =  -1.6282466985817479e-06\n",
      "metric2 =  4.181677336290157e-06\n",
      "\n",
      "BsmtFinType2_1010_1\n",
      "metric =  -1.6282466985817479e-06\n",
      "metric2 =  -1.9856698151299312e-06\n",
      "\n",
      "BsmtFinType2_1010_2\n",
      "metric =  -1.6282466985817479e-06\n",
      "metric2 =  -5.399887562429484e-06\n",
      "\n",
      "BsmtFinSF2_nmbr\n",
      "metric =  1.682945023928628e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "BsmtUnfSF_nmbr\n",
      "metric =  -2.3096975468539505e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "TotalBsmtSF_nmbr\n",
      "metric =  0.0031971826920664803\n",
      "metric2 =  0.0\n",
      "\n",
      "Heating_1010_0\n",
      "metric =  4.34102454094365e-06\n",
      "metric2 =  5.31572764639332e-06\n",
      "\n",
      "Heating_1010_1\n",
      "metric =  4.34102454094365e-06\n",
      "metric2 =  4.073606691856746e-06\n",
      "\n",
      "Heating_1010_2\n",
      "metric =  4.34102454094365e-06\n",
      "metric2 =  -7.07285256251744e-07\n",
      "\n",
      "HeatingQC_1010_0\n",
      "metric =  0.0001887021613162787\n",
      "metric2 =  9.07597140120675e-05\n",
      "\n",
      "HeatingQC_1010_1\n",
      "metric =  0.0001887021613162787\n",
      "metric2 =  0.0001855948512328176\n",
      "\n",
      "HeatingQC_1010_2\n",
      "metric =  0.0001887021613162787\n",
      "metric2 =  0.00010138249677571487\n",
      "\n",
      "CentralAir_bnry\n",
      "metric =  0.0007740922098899983\n",
      "metric2 =  0.0\n",
      "\n",
      "Electrical_1010_0\n",
      "metric =  -5.944569537841282e-06\n",
      "metric2 =  -4.589944764155085e-06\n",
      "\n",
      "Electrical_1010_1\n",
      "metric =  -5.944569537841282e-06\n",
      "metric2 =  -5.944569537841282e-06\n",
      "\n",
      "Electrical_1010_2\n",
      "metric =  -5.944569537841282e-06\n",
      "metric2 =  -1.4039887133998619e-06\n",
      "\n",
      "1stFlrSF_nmbr\n",
      "metric =  0.0009422151891113062\n",
      "metric2 =  0.0\n",
      "\n",
      "2ndFlrSF_nmbr\n",
      "metric =  0.0002200864183763418\n",
      "metric2 =  0.0\n",
      "\n",
      "LowQualFinSF_nmbr\n",
      "metric =  3.2494170006946987e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "GrLivArea_nmbr\n",
      "metric =  0.02384184460779981\n",
      "metric2 =  0.0\n",
      "\n",
      "BsmtFullBath_nmbr\n",
      "metric =  2.526741621922124e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "BsmtHalfBath_0.0\n",
      "metric =  1.0748911209779166e-05\n",
      "metric2 =  -8.364830534013379e-06\n",
      "\n",
      "BsmtHalfBath_1.0\n",
      "metric =  1.0748911209779166e-05\n",
      "metric2 =  1.9061875796921868e-05\n",
      "\n",
      "BsmtHalfBath_2.0\n",
      "metric =  1.0748911209779166e-05\n",
      "metric2 =  1.0748911209779166e-05\n",
      "\n",
      "FullBath_nmbr\n",
      "metric =  3.763094838271641e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "HalfBath_0.0\n",
      "metric =  4.175953952856304e-05\n",
      "metric2 =  1.3426711271469216e-05\n",
      "\n",
      "HalfBath_1.0\n",
      "metric =  4.175953952856304e-05\n",
      "metric2 =  2.1182173184364217e-05\n",
      "\n",
      "HalfBath_2.0\n",
      "metric =  4.175953952856304e-05\n",
      "metric2 =  4.168865764464513e-05\n",
      "\n",
      "BedroomAbvGr_nmbr\n",
      "metric =  6.993695533252797e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "KitchenAbvGr_1.0\n",
      "metric =  7.863411522779362e-05\n",
      "metric2 =  1.8314957546894384e-05\n",
      "\n",
      "KitchenAbvGr_2.0\n",
      "metric =  7.863411522779362e-05\n",
      "metric2 =  5.432581739273079e-05\n",
      "\n",
      "KitchenAbvGr_3.0\n",
      "metric =  7.863411522779362e-05\n",
      "metric2 =  7.863411522779362e-05\n",
      "\n",
      "KitchenQual_1010_0\n",
      "metric =  0.000474410920745183\n",
      "metric2 =  0.000474410920745183\n",
      "\n",
      "KitchenQual_1010_1\n",
      "metric =  0.000474410920745183\n",
      "metric2 =  0.0004761975665036333\n",
      "\n",
      "KitchenQual_1010_2\n",
      "metric =  0.000474410920745183\n",
      "metric2 =  -2.3643071500600854e-06\n",
      "\n",
      "TotRmsAbvGrd_nmbr\n",
      "metric =  0.00012489151392380826\n",
      "metric2 =  0.0\n",
      "\n",
      "Functional_1010_0\n",
      "metric =  1.3877868381584335e-05\n",
      "metric2 =  1.1165380274791303e-05\n",
      "\n",
      "Functional_1010_1\n",
      "metric =  1.3877868381584335e-05\n",
      "metric2 =  6.129555751854809e-10\n",
      "\n",
      "Functional_1010_2\n",
      "metric =  1.3877868381584335e-05\n",
      "metric2 =  1.4273266038755672e-05\n",
      "\n",
      "Fireplaces_nmbr\n",
      "metric =  8.028919941682755e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "FireplaceQu_1010_0\n",
      "metric =  0.00021172698623661557\n",
      "metric2 =  0.00021203760951093997\n",
      "\n",
      "FireplaceQu_1010_1\n",
      "metric =  0.00021172698623661557\n",
      "metric2 =  0.0001704539046928355\n",
      "\n",
      "FireplaceQu_1010_2\n",
      "metric =  0.00021172698623661557\n",
      "metric2 =  3.594520656391431e-05\n",
      "\n",
      "GarageType_1010_0\n",
      "metric =  0.0009033022396873758\n",
      "metric2 =  1.4482618867606156e-05\n",
      "\n",
      "GarageType_1010_1\n",
      "metric =  0.0009033022396873758\n",
      "metric2 =  0.0008891292130666084\n",
      "\n",
      "GarageType_1010_2\n",
      "metric =  0.0009033022396873758\n",
      "metric2 =  0.0008996422240962199\n",
      "\n",
      "GarageYrBlt_nmbr\n",
      "metric =  0.00017689505106710524\n",
      "metric2 =  0.0\n",
      "\n",
      "GarageFinish_1010_0\n",
      "metric =  0.0002864671132164487\n",
      "metric2 =  4.0251010409941834e-05\n",
      "\n",
      "GarageFinish_1010_1\n",
      "metric =  0.0002864671132164487\n",
      "metric2 =  0.00024170707077175724\n",
      "\n",
      "GarageCars_nmbr\n",
      "metric =  0.0005461213346517058\n",
      "metric2 =  0.0\n",
      "\n",
      "GarageArea_nmbr\n",
      "metric =  0.0004810069040567244\n",
      "metric2 =  0.0\n",
      "\n",
      "GarageQual_1010_0\n",
      "metric =  -1.6960523519182757e-05\n",
      "metric2 =  -3.17443549333607e-05\n",
      "\n",
      "GarageQual_1010_1\n",
      "metric =  -1.6960523519182757e-05\n",
      "metric2 =  -1.6960523519182757e-05\n",
      "\n",
      "GarageQual_1010_2\n",
      "metric =  -1.6960523519182757e-05\n",
      "metric2 =  1.4869537085959728e-05\n",
      "\n",
      "GarageCond_1010_0\n",
      "metric =  5.436464243846473e-05\n",
      "metric2 =  6.546567882759202e-05\n",
      "\n",
      "GarageCond_1010_1\n",
      "metric =  5.436464243846473e-05\n",
      "metric2 =  5.414468589037824e-05\n",
      "\n",
      "GarageCond_1010_2\n",
      "metric =  5.436464243846473e-05\n",
      "metric2 =  -6.40535746843085e-06\n",
      "\n",
      "PavedDrive_1010_0\n",
      "metric =  -3.9683347299313e-06\n",
      "metric2 =  -7.467115664572255e-06\n",
      "\n",
      "PavedDrive_1010_1\n",
      "metric =  -3.9683347299313e-06\n",
      "metric2 =  1.8861925812352354e-06\n",
      "\n",
      "WoodDeckSF_nmbr\n",
      "metric =  0.00010362867031576961\n",
      "metric2 =  0.0\n",
      "\n",
      "OpenPorchSF_nmbr\n",
      "metric =  9.126854965635367e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "EnclosedPorch_nmbr\n",
      "metric =  2.0489909908771864e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "3SsnPorch_nmbr\n",
      "metric =  -2.533716453645418e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "ScreenPorch_nmbr\n",
      "metric =  9.43347636892522e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "PoolArea_nmbr\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "PoolQC_1010_0\n",
      "metric =  -6.842787137417705e-05\n",
      "metric2 =  -5.83067960213679e-06\n",
      "\n",
      "PoolQC_1010_1\n",
      "metric =  -6.842787137417705e-05\n",
      "metric2 =  -6.284366813658071e-05\n",
      "\n",
      "Fence_1010_0\n",
      "metric =  -5.8404844591519733e-05\n",
      "metric2 =  -1.4411856169571635e-06\n",
      "\n",
      "Fence_1010_1\n",
      "metric =  -5.8404844591519733e-05\n",
      "metric2 =  -6.621786171168154e-05\n",
      "\n",
      "Fence_1010_2\n",
      "metric =  -5.8404844591519733e-05\n",
      "metric2 =  -5.093005917655713e-05\n",
      "\n",
      "MiscFeature_1010_0\n",
      "metric =  -4.294443839758522e-06\n",
      "metric2 =  -4.294443839758522e-06\n",
      "\n",
      "MiscFeature_1010_1\n",
      "metric =  -4.294443839758522e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "MiscVal_nmbr\n",
      "metric =  -7.78179774063581e-07\n",
      "metric2 =  0.0\n",
      "\n",
      "MoSold_nmbr\n",
      "metric =  -1.3359377137867057e-07\n",
      "metric2 =  0.0\n",
      "\n",
      "YrSold_nmbr\n",
      "metric =  -8.439677906768583e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "SaleType_1010_0\n",
      "metric =  -5.487790892788613e-05\n",
      "metric2 =  -2.430793697216771e-05\n",
      "\n",
      "SaleType_1010_1\n",
      "metric =  -5.487790892788613e-05\n",
      "metric2 =  -7.57994641145121e-05\n",
      "\n",
      "SaleType_1010_2\n",
      "metric =  -5.487790892788613e-05\n",
      "metric2 =  -4.487396628594098e-05\n",
      "\n",
      "SaleType_1010_3\n",
      "metric =  -5.487790892788613e-05\n",
      "metric2 =  -5.487790892788613e-05\n",
      "\n",
      "SaleCondition_1010_0\n",
      "metric =  -3.8926371691783146e-05\n",
      "metric2 =  -2.600441916156271e-05\n",
      "\n",
      "SaleCondition_1010_1\n",
      "metric =  -3.8926371691783146e-05\n",
      "metric2 =  -2.865981994637501e-05\n",
      "\n",
      "SaleCondition_1010_2\n",
      "metric =  -3.8926371691783146e-05\n",
      "metric2 =  -2.1185611132845672e-05\n",
      "\n",
      "\n",
      "______________________\n",
      "sorted metric results:\n",
      "\n",
      "OverallQual\n",
      "0.0533277640570996\n",
      "\n",
      "GrLivArea\n",
      "0.02384184460779981\n",
      "\n",
      "TotalBsmtSF\n",
      "0.0031971826920664803\n",
      "\n",
      "BsmtFinSF1\n",
      "0.0014190081709891667\n",
      "\n",
      "YearBuilt\n",
      "0.0013476988546342605\n",
      "\n",
      "LotArea\n",
      "0.0012660517094990054\n",
      "\n",
      "OverallCond\n",
      "0.001066637760730016\n",
      "\n",
      "1stFlrSF\n",
      "0.0009422151891113062\n",
      "\n",
      "GarageType\n",
      "0.0009033022396873758\n",
      "\n",
      "CentralAir\n",
      "0.0007740922098899983\n",
      "\n",
      "YearRemodAdd\n",
      "0.0006226764076778801\n",
      "\n",
      "GarageCars\n",
      "0.0005461213346517058\n",
      "\n",
      "GarageArea\n",
      "0.0004810069040567244\n",
      "\n",
      "KitchenQual\n",
      "0.000474410920745183\n",
      "\n",
      "MSZoning\n",
      "0.000330046583585375\n",
      "\n",
      "GarageFinish\n",
      "0.0002864671132164487\n",
      "\n",
      "2ndFlrSF\n",
      "0.0002200864183763418\n",
      "\n",
      "FireplaceQu\n",
      "0.00021172698623661557\n",
      "\n",
      "ExterQual\n",
      "0.00021120182255363051\n",
      "\n",
      "HeatingQC\n",
      "0.0001887021613162787\n",
      "\n",
      "LotFrontage\n",
      "0.00018262375347433135\n",
      "\n",
      "GarageYrBlt\n",
      "0.00017689505106710524\n",
      "\n",
      "TotRmsAbvGrd\n",
      "0.00012489151392380826\n",
      "\n",
      "BsmtExposure\n",
      "0.00011682769648602154\n",
      "\n",
      "MSSubClass\n",
      "0.0001049598863317458\n",
      "\n",
      "WoodDeckSF\n",
      "0.00010362867031576961\n",
      "\n",
      "Exterior2nd\n",
      "9.438608820278027e-05\n",
      "\n",
      "ScreenPorch\n",
      "9.43347636892522e-05\n",
      "\n",
      "OpenPorchSF\n",
      "9.126854965635367e-05\n",
      "\n",
      "Neighborhood\n",
      "8.231481988008049e-05\n",
      "\n",
      "Fireplaces\n",
      "8.028919941682755e-05\n",
      "\n",
      "KitchenAbvGr\n",
      "7.863411522779362e-05\n",
      "\n",
      "ExterCond\n",
      "6.037328167562972e-05\n",
      "\n",
      "GarageCond\n",
      "5.436464243846473e-05\n",
      "\n",
      "MasVnrArea\n",
      "5.024910566842067e-05\n",
      "\n",
      "LotShape\n",
      "4.6861404648934624e-05\n",
      "\n",
      "BsmtCond\n",
      "4.2126813674991936e-05\n",
      "\n",
      "HalfBath\n",
      "4.175953952856304e-05\n",
      "\n",
      "LandContour\n",
      "4.051659601411739e-05\n",
      "\n",
      "HouseStyle\n",
      "3.764544738726894e-05\n",
      "\n",
      "FullBath\n",
      "3.763094838271641e-05\n",
      "\n",
      "BsmtFullBath\n",
      "2.526741621922124e-05\n",
      "\n",
      "LandSlope\n",
      "2.327014690273188e-05\n",
      "\n",
      "BsmtFinSF2\n",
      "1.682945023928628e-05\n",
      "\n",
      "Functional\n",
      "1.3877868381584335e-05\n",
      "\n",
      "BsmtHalfBath\n",
      "1.0748911209779166e-05\n",
      "\n",
      "Alley\n",
      "7.552530573939897e-06\n",
      "\n",
      "BldgType\n",
      "7.10122404257163e-06\n",
      "\n",
      "BedroomAbvGr\n",
      "6.993695533252797e-06\n",
      "\n",
      "BsmtQual\n",
      "5.7710866225857416e-06\n",
      "\n",
      "Heating\n",
      "4.34102454094365e-06\n",
      "\n",
      "BsmtFinType1\n",
      "3.3424947554205886e-06\n",
      "\n",
      "LowQualFinSF\n",
      "3.2494170006946987e-06\n",
      "\n",
      "EnclosedPorch\n",
      "2.0489909908771864e-06\n",
      "\n",
      "Street\n",
      "0.0\n",
      "\n",
      "Utilities\n",
      "0.0\n",
      "\n",
      "Condition2\n",
      "0.0\n",
      "\n",
      "PoolArea\n",
      "0.0\n",
      "\n",
      "MoSold\n",
      "-1.3359377137867057e-07\n",
      "\n",
      "MiscVal\n",
      "-7.78179774063581e-07\n",
      "\n",
      "MasVnrType\n",
      "-1.05660754468051e-06\n",
      "\n",
      "BsmtFinType2\n",
      "-1.6282466985817479e-06\n",
      "\n",
      "3SsnPorch\n",
      "-2.533716453645418e-06\n",
      "\n",
      "PavedDrive\n",
      "-3.9683347299313e-06\n",
      "\n",
      "MiscFeature\n",
      "-4.294443839758522e-06\n",
      "\n",
      "Condition1\n",
      "-5.06694220547832e-06\n",
      "\n",
      "Electrical\n",
      "-5.944569537841282e-06\n",
      "\n",
      "RoofMatl\n",
      "-1.2423497365965375e-05\n",
      "\n",
      "GarageQual\n",
      "-1.6960523519182757e-05\n",
      "\n",
      "Exterior1st\n",
      "-2.1278736446084245e-05\n",
      "\n",
      "Foundation\n",
      "-2.200638323812676e-05\n",
      "\n",
      "BsmtUnfSF\n",
      "-2.3096975468539505e-05\n",
      "\n",
      "SaleCondition\n",
      "-3.8926371691783146e-05\n",
      "\n",
      "LotConfig\n",
      "-4.090879781082357e-05\n",
      "\n",
      "SaleType\n",
      "-5.487790892788613e-05\n",
      "\n",
      "Fence\n",
      "-5.8404844591519733e-05\n",
      "\n",
      "PoolQC\n",
      "-6.842787137417705e-05\n",
      "\n",
      "YrSold\n",
      "-8.439677906768583e-05\n",
      "\n",
      "RoofStyle\n",
      "-0.0001282044533817972\n",
      "\n",
      "______________________\n",
      "sorted metric2 results:\n",
      "\n",
      "for source column:  MSSubClass\n",
      "MSSubClass_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  MSZoning\n",
      "MSZoning_1010_2\n",
      "2.2251773507231398e-05\n",
      "\n",
      "MSZoning_1010_0\n",
      "0.00019887887039093943\n",
      "\n",
      "MSZoning_1010_1\n",
      "0.0002879952720300505\n",
      "\n",
      "\n",
      "for source column:  LotFrontage\n",
      "LotFrontage_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  LotArea\n",
      "LotArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Street\n",
      "Street_bnry\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Alley\n",
      "Alley_bnry\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  LotShape\n",
      "LotShape_1010_1\n",
      "1.347146034946789e-05\n",
      "\n",
      "LotShape_1010_2\n",
      "3.128706773558587e-05\n",
      "\n",
      "LotShape_1010_0\n",
      "4.6861404648934624e-05\n",
      "\n",
      "\n",
      "for source column:  LandContour\n",
      "LandContour_1010_1\n",
      "1.3225972559594013e-05\n",
      "\n",
      "LandContour_1010_2\n",
      "2.6733886078988967e-05\n",
      "\n",
      "LandContour_1010_0\n",
      "4.051659601411739e-05\n",
      "\n",
      "\n",
      "for source column:  Utilities\n",
      "Utilities_bnry\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  LotConfig\n",
      "LotConfig_1010_2\n",
      "-3.265739037328075e-05\n",
      "\n",
      "LotConfig_1010_1\n",
      "-3.1255749237568686e-05\n",
      "\n",
      "LotConfig_1010_0\n",
      "-1.9495314406481334e-05\n",
      "\n",
      "\n",
      "for source column:  LandSlope\n",
      "LandSlope_1010_1\n",
      "2.1145623599894137e-06\n",
      "\n",
      "LandSlope_1010_0\n",
      "2.1155584542742467e-05\n",
      "\n",
      "\n",
      "for source column:  Neighborhood\n",
      "Neighborhood_1010_2\n",
      "1.8586237410356254e-05\n",
      "\n",
      "Neighborhood_1010_4\n",
      "6.406482201060104e-05\n",
      "\n",
      "Neighborhood_1010_3\n",
      "7.487942790163071e-05\n",
      "\n",
      "Neighborhood_1010_0\n",
      "8.856310824878477e-05\n",
      "\n",
      "Neighborhood_1010_1\n",
      "9.49084811759926e-05\n",
      "\n",
      "\n",
      "for source column:  Condition1\n",
      "Condition1_1010_2\n",
      "-1.457162059737005e-05\n",
      "\n",
      "Condition1_1010_0\n",
      "-5.06694220547832e-06\n",
      "\n",
      "Condition1_1010_1\n",
      "-3.566680462641081e-06\n",
      "\n",
      "Condition1_1010_3\n",
      "7.970198680262719e-06\n",
      "\n",
      "\n",
      "for source column:  Condition2\n",
      "Condition2_1010_0\n",
      "0.0\n",
      "\n",
      "Condition2_1010_1\n",
      "0.0\n",
      "\n",
      "Condition2_1010_2\n",
      "0.0\n",
      "\n",
      "Condition2_1010_3\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  BldgType\n",
      "BldgType_1010_1\n",
      "-2.850394391296085e-06\n",
      "\n",
      "BldgType_1010_2\n",
      "2.648626631129858e-06\n",
      "\n",
      "BldgType_1010_0\n",
      "1.4350074360236498e-05\n",
      "\n",
      "\n",
      "for source column:  HouseStyle\n",
      "HouseStyle_1010_3\n",
      "2.0356771228913217e-05\n",
      "\n",
      "HouseStyle_1010_1\n",
      "2.2683825026126314e-05\n",
      "\n",
      "HouseStyle_1010_2\n",
      "2.8209199499862336e-05\n",
      "\n",
      "HouseStyle_1010_0\n",
      "3.764544738726894e-05\n",
      "\n",
      "\n",
      "for source column:  OverallQual\n",
      "OverallQual_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  OverallCond\n",
      "OverallCond_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  YearBuilt\n",
      "YearBuilt_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  YearRemodAdd\n",
      "YearRemodAdd_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  RoofStyle\n",
      "RoofStyle_1010_0\n",
      "-0.0001282044533817972\n",
      "\n",
      "RoofStyle_1010_2\n",
      "-0.0001248924174576116\n",
      "\n",
      "RoofStyle_1010_1\n",
      "-2.9601014871483144e-06\n",
      "\n",
      "\n",
      "for source column:  RoofMatl\n",
      "RoofMatl_1010_1\n",
      "-1.2423497365965375e-05\n",
      "\n",
      "RoofMatl_1010_2\n",
      "-7.996909305307831e-06\n",
      "\n",
      "RoofMatl_1010_0\n",
      "-4.426588060657544e-06\n",
      "\n",
      "\n",
      "for source column:  Exterior1st\n",
      "Exterior1st_1010_3\n",
      "-4.172385692646774e-05\n",
      "\n",
      "Exterior1st_1010_1\n",
      "-2.1304643929576095e-05\n",
      "\n",
      "Exterior1st_1010_0\n",
      "-1.2465370641256968e-06\n",
      "\n",
      "Exterior1st_1010_2\n",
      "7.531763098977962e-06\n",
      "\n",
      "\n",
      "for source column:  Exterior2nd\n",
      "Exterior2nd_1010_3\n",
      "5.57372734324435e-05\n",
      "\n",
      "Exterior2nd_1010_2\n",
      "5.9001795314816974e-05\n",
      "\n",
      "Exterior2nd_1010_1\n",
      "7.63730263111384e-05\n",
      "\n",
      "Exterior2nd_1010_4\n",
      "8.802698008913978e-05\n",
      "\n",
      "Exterior2nd_1010_0\n",
      "9.438608820278027e-05\n",
      "\n",
      "\n",
      "for source column:  MasVnrType\n",
      "MasVnrType_1010_2\n",
      "-1.3970554959330528e-05\n",
      "\n",
      "MasVnrType_1010_0\n",
      "-1.05660754468051e-06\n",
      "\n",
      "MasVnrType_1010_1\n",
      "1.4386925754505953e-05\n",
      "\n",
      "\n",
      "for source column:  MasVnrArea\n",
      "MasVnrArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  ExterQual\n",
      "ExterQual_1010_2\n",
      "-4.574255632350255e-05\n",
      "\n",
      "ExterQual_1010_0\n",
      "0.00021120182255363051\n",
      "\n",
      "ExterQual_1010_1\n",
      "0.00025555281117739526\n",
      "\n",
      "\n",
      "for source column:  ExterCond\n",
      "ExterCond_1010_0\n",
      "3.191623815157474e-05\n",
      "\n",
      "ExterCond_1010_2\n",
      "4.300939081003374e-05\n",
      "\n",
      "ExterCond_1010_1\n",
      "4.532666794243578e-05\n",
      "\n",
      "\n",
      "for source column:  Foundation\n",
      "Foundation_1010_0\n",
      "-2.200638323812676e-05\n",
      "\n",
      "Foundation_1010_1\n",
      "-1.3362165941721571e-05\n",
      "\n",
      "Foundation_1010_2\n",
      "-9.326506878348795e-06\n",
      "\n",
      "\n",
      "for source column:  BsmtQual\n",
      "BsmtQual_1010_1\n",
      "-9.033877873876328e-06\n",
      "\n",
      "BsmtQual_1010_0\n",
      "2.7970267356680623e-06\n",
      "\n",
      "BsmtQual_1010_2\n",
      "1.9967705456425122e-05\n",
      "\n",
      "\n",
      "for source column:  BsmtCond\n",
      "BsmtCond_1010_2\n",
      "-2.279630586721204e-05\n",
      "\n",
      "BsmtCond_1010_0\n",
      "3.9281956834669174e-05\n",
      "\n",
      "BsmtCond_1010_1\n",
      "6.487452042747144e-05\n",
      "\n",
      "\n",
      "for source column:  BsmtExposure\n",
      "BsmtExposure_1010_1\n",
      "1.69963775966675e-05\n",
      "\n",
      "BsmtExposure_1010_2\n",
      "0.00010263743682414894\n",
      "\n",
      "BsmtExposure_1010_0\n",
      "0.00011588799221595725\n",
      "\n",
      "\n",
      "for source column:  BsmtFinType1\n",
      "BsmtFinType1_1010_1\n",
      "-1.777391080048929e-05\n",
      "\n",
      "BsmtFinType1_1010_2\n",
      "-1.351940135285723e-06\n",
      "\n",
      "BsmtFinType1_1010_0\n",
      "2.091833103912144e-05\n",
      "\n",
      "\n",
      "for source column:  BsmtFinSF1\n",
      "BsmtFinSF1_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  BsmtFinType2\n",
      "BsmtFinType2_1010_2\n",
      "-5.399887562429484e-06\n",
      "\n",
      "BsmtFinType2_1010_1\n",
      "-1.9856698151299312e-06\n",
      "\n",
      "BsmtFinType2_1010_0\n",
      "4.181677336290157e-06\n",
      "\n",
      "\n",
      "for source column:  BsmtFinSF2\n",
      "BsmtFinSF2_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  BsmtUnfSF\n",
      "BsmtUnfSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  TotalBsmtSF\n",
      "TotalBsmtSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Heating\n",
      "Heating_1010_2\n",
      "-7.07285256251744e-07\n",
      "\n",
      "Heating_1010_1\n",
      "4.073606691856746e-06\n",
      "\n",
      "Heating_1010_0\n",
      "5.31572764639332e-06\n",
      "\n",
      "\n",
      "for source column:  HeatingQC\n",
      "HeatingQC_1010_0\n",
      "9.07597140120675e-05\n",
      "\n",
      "HeatingQC_1010_2\n",
      "0.00010138249677571487\n",
      "\n",
      "HeatingQC_1010_1\n",
      "0.0001855948512328176\n",
      "\n",
      "\n",
      "for source column:  CentralAir\n",
      "CentralAir_bnry\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Electrical\n",
      "Electrical_1010_1\n",
      "-5.944569537841282e-06\n",
      "\n",
      "Electrical_1010_0\n",
      "-4.589944764155085e-06\n",
      "\n",
      "Electrical_1010_2\n",
      "-1.4039887133998619e-06\n",
      "\n",
      "\n",
      "for source column:  1stFlrSF\n",
      "1stFlrSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  2ndFlrSF\n",
      "2ndFlrSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  LowQualFinSF\n",
      "LowQualFinSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  GrLivArea\n",
      "GrLivArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  BsmtFullBath\n",
      "BsmtFullBath_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  BsmtHalfBath\n",
      "BsmtHalfBath_0.0\n",
      "-8.364830534013379e-06\n",
      "\n",
      "BsmtHalfBath_2.0\n",
      "1.0748911209779166e-05\n",
      "\n",
      "BsmtHalfBath_1.0\n",
      "1.9061875796921868e-05\n",
      "\n",
      "\n",
      "for source column:  FullBath\n",
      "FullBath_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  HalfBath\n",
      "HalfBath_0.0\n",
      "1.3426711271469216e-05\n",
      "\n",
      "HalfBath_1.0\n",
      "2.1182173184364217e-05\n",
      "\n",
      "HalfBath_2.0\n",
      "4.168865764464513e-05\n",
      "\n",
      "\n",
      "for source column:  BedroomAbvGr\n",
      "BedroomAbvGr_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  KitchenAbvGr\n",
      "KitchenAbvGr_1.0\n",
      "1.8314957546894384e-05\n",
      "\n",
      "KitchenAbvGr_2.0\n",
      "5.432581739273079e-05\n",
      "\n",
      "KitchenAbvGr_3.0\n",
      "7.863411522779362e-05\n",
      "\n",
      "\n",
      "for source column:  KitchenQual\n",
      "KitchenQual_1010_2\n",
      "-2.3643071500600854e-06\n",
      "\n",
      "KitchenQual_1010_0\n",
      "0.000474410920745183\n",
      "\n",
      "KitchenQual_1010_1\n",
      "0.0004761975665036333\n",
      "\n",
      "\n",
      "for source column:  TotRmsAbvGrd\n",
      "TotRmsAbvGrd_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Functional\n",
      "Functional_1010_1\n",
      "6.129555751854809e-10\n",
      "\n",
      "Functional_1010_0\n",
      "1.1165380274791303e-05\n",
      "\n",
      "Functional_1010_2\n",
      "1.4273266038755672e-05\n",
      "\n",
      "\n",
      "for source column:  Fireplaces\n",
      "Fireplaces_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  FireplaceQu\n",
      "FireplaceQu_1010_2\n",
      "3.594520656391431e-05\n",
      "\n",
      "FireplaceQu_1010_1\n",
      "0.0001704539046928355\n",
      "\n",
      "FireplaceQu_1010_0\n",
      "0.00021203760951093997\n",
      "\n",
      "\n",
      "for source column:  GarageType\n",
      "GarageType_1010_0\n",
      "1.4482618867606156e-05\n",
      "\n",
      "GarageType_1010_1\n",
      "0.0008891292130666084\n",
      "\n",
      "GarageType_1010_2\n",
      "0.0008996422240962199\n",
      "\n",
      "\n",
      "for source column:  GarageYrBlt\n",
      "GarageYrBlt_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  GarageFinish\n",
      "GarageFinish_1010_0\n",
      "4.0251010409941834e-05\n",
      "\n",
      "GarageFinish_1010_1\n",
      "0.00024170707077175724\n",
      "\n",
      "\n",
      "for source column:  GarageCars\n",
      "GarageCars_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  GarageArea\n",
      "GarageArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  GarageQual\n",
      "GarageQual_1010_0\n",
      "-3.17443549333607e-05\n",
      "\n",
      "GarageQual_1010_1\n",
      "-1.6960523519182757e-05\n",
      "\n",
      "GarageQual_1010_2\n",
      "1.4869537085959728e-05\n",
      "\n",
      "\n",
      "for source column:  GarageCond\n",
      "GarageCond_1010_2\n",
      "-6.40535746843085e-06\n",
      "\n",
      "GarageCond_1010_1\n",
      "5.414468589037824e-05\n",
      "\n",
      "GarageCond_1010_0\n",
      "6.546567882759202e-05\n",
      "\n",
      "\n",
      "for source column:  PavedDrive\n",
      "PavedDrive_1010_0\n",
      "-7.467115664572255e-06\n",
      "\n",
      "PavedDrive_1010_1\n",
      "1.8861925812352354e-06\n",
      "\n",
      "\n",
      "for source column:  WoodDeckSF\n",
      "WoodDeckSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  OpenPorchSF\n",
      "OpenPorchSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  EnclosedPorch\n",
      "EnclosedPorch_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  3SsnPorch\n",
      "3SsnPorch_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  ScreenPorch\n",
      "ScreenPorch_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  PoolArea\n",
      "PoolArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  PoolQC\n",
      "PoolQC_1010_1\n",
      "-6.284366813658071e-05\n",
      "\n",
      "PoolQC_1010_0\n",
      "-5.83067960213679e-06\n",
      "\n",
      "\n",
      "for source column:  Fence\n",
      "Fence_1010_1\n",
      "-6.621786171168154e-05\n",
      "\n",
      "Fence_1010_2\n",
      "-5.093005917655713e-05\n",
      "\n",
      "Fence_1010_0\n",
      "-1.4411856169571635e-06\n",
      "\n",
      "\n",
      "for source column:  MiscFeature\n",
      "MiscFeature_1010_0\n",
      "-4.294443839758522e-06\n",
      "\n",
      "MiscFeature_1010_1\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  MiscVal\n",
      "MiscVal_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  MoSold\n",
      "MoSold_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  YrSold\n",
      "YrSold_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  SaleType\n",
      "SaleType_1010_1\n",
      "-7.57994641145121e-05\n",
      "\n",
      "SaleType_1010_3\n",
      "-5.487790892788613e-05\n",
      "\n",
      "SaleType_1010_2\n",
      "-4.487396628594098e-05\n",
      "\n",
      "SaleType_1010_0\n",
      "-2.430793697216771e-05\n",
      "\n",
      "\n",
      "for source column:  SaleCondition\n",
      "SaleCondition_1010_1\n",
      "-2.865981994637501e-05\n",
      "\n",
      "SaleCondition_1010_0\n",
      "-2.600441916156271e-05\n",
      "\n",
      "SaleCondition_1010_2\n",
      "-2.1185611132845672e-05\n",
      "\n",
      "\n",
      "for source column:  SalePrice\n",
      "\n",
      "_______________\n",
      "Feature Importance evaluation complete\n",
      "\n",
      "_______________\n",
      "Begin Automunge processing\n",
      "\n",
      "evaluating column:  MSSubClass\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing column:  MSSubClass\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MSSubClass_nmbr']\n",
      "\n",
      "evaluating column:  MSZoning\n",
      "processing column:  MSZoning\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "evaluating column:  LotFrontage\n",
      "processing column:  LotFrontage\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "evaluating column:  LotArea\n",
      "processing column:  LotArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "evaluating column:  Street\n",
      "processing column:  Street\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "evaluating column:  Alley\n",
      "processing column:  Alley\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "evaluating column:  LotShape\n",
      "processing column:  LotShape\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "evaluating column:  LandContour\n",
      "processing column:  LandContour\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "evaluating column:  Utilities\n",
      "processing column:  Utilities\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "evaluating column:  LotConfig\n",
      "processing column:  LotConfig\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "evaluating column:  LandSlope\n",
      "processing column:  LandSlope\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "evaluating column:  Neighborhood\n",
      "processing column:  Neighborhood\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "evaluating column:  Condition1\n",
      "processing column:  Condition1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "evaluating column:  Condition2\n",
      "processing column:  Condition2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3']\n",
      "\n",
      "evaluating column:  BldgType\n",
      "processing column:  BldgType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "evaluating column:  HouseStyle\n",
      "processing column:  HouseStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3']\n",
      "\n",
      "evaluating column:  OverallQual\n",
      "processing column:  OverallQual\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "evaluating column:  OverallCond\n",
      "processing column:  OverallCond\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "evaluating column:  YearBuilt\n",
      "processing column:  YearBuilt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "evaluating column:  YearRemodAdd\n",
      "processing column:  YearRemodAdd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "evaluating column:  RoofStyle\n",
      "processing column:  RoofStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "evaluating column:  RoofMatl\n",
      "processing column:  RoofMatl\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3']\n",
      "\n",
      "evaluating column:  Exterior1st\n",
      "processing column:  Exterior1st\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "evaluating column:  Exterior2nd\n",
      "processing column:  Exterior2nd\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4']\n",
      "\n",
      "evaluating column:  MasVnrType\n",
      "processing column:  MasVnrType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "evaluating column:  MasVnrArea\n",
      "processing column:  MasVnrArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "evaluating column:  ExterQual\n",
      "processing column:  ExterQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "evaluating column:  ExterCond\n",
      "processing column:  ExterCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n",
      "evaluating column:  Foundation\n",
      "processing column:  Foundation\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "evaluating column:  BsmtQual\n",
      "processing column:  BsmtQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "evaluating column:  BsmtCond\n",
      "processing column:  BsmtCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "evaluating column:  BsmtExposure\n",
      "processing column:  BsmtExposure\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinType1\n",
      "processing column:  BsmtFinType1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF1\n",
      "processing column:  BsmtFinSF1\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFinType2\n",
      "processing column:  BsmtFinType2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF2\n",
      "processing column:  BsmtFinSF2\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "evaluating column:  BsmtUnfSF\n",
      "processing column:  BsmtUnfSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "evaluating column:  TotalBsmtSF\n",
      "processing column:  TotalBsmtSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "evaluating column:  Heating\n",
      "processing column:  Heating\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "evaluating column:  HeatingQC\n",
      "processing column:  HeatingQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "evaluating column:  CentralAir\n",
      "processing column:  CentralAir\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "evaluating column:  Electrical\n",
      "processing column:  Electrical\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "evaluating column:  1stFlrSF\n",
      "processing column:  1stFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  2ndFlrSF\n",
      "processing column:  2ndFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  LowQualFinSF\n",
      "processing column:  LowQualFinSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "evaluating column:  GrLivArea\n",
      "processing column:  GrLivArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFullBath\n",
      "processing column:  BsmtFullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "evaluating column:  BsmtHalfBath\n",
      "processing column:  BsmtHalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n",
      "evaluating column:  FullBath\n",
      "processing column:  FullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "evaluating column:  HalfBath\n",
      "processing column:  HalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0']\n",
      "\n",
      "evaluating column:  BedroomAbvGr\n",
      "processing column:  BedroomAbvGr\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "evaluating column:  KitchenAbvGr\n",
      "processing column:  KitchenAbvGr\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['KitchenAbvGr_nmbr']\n",
      "\n",
      "evaluating column:  KitchenQual\n",
      "processing column:  KitchenQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "evaluating column:  TotRmsAbvGrd\n",
      "processing column:  TotRmsAbvGrd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "evaluating column:  Functional\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing column:  Functional\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "evaluating column:  Fireplaces\n",
      "processing column:  Fireplaces\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "evaluating column:  FireplaceQu\n",
      "processing column:  FireplaceQu\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "evaluating column:  GarageType\n",
      "processing column:  GarageType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "evaluating column:  GarageYrBlt\n",
      "processing column:  GarageYrBlt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "evaluating column:  GarageFinish\n",
      "processing column:  GarageFinish\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "evaluating column:  GarageCars\n",
      "processing column:  GarageCars\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "evaluating column:  GarageArea\n",
      "processing column:  GarageArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "evaluating column:  GarageQual\n",
      "processing column:  GarageQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "evaluating column:  GarageCond\n",
      "processing column:  GarageCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "evaluating column:  PavedDrive\n",
      "processing column:  PavedDrive\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "evaluating column:  WoodDeckSF\n",
      "processing column:  WoodDeckSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "evaluating column:  OpenPorchSF\n",
      "processing column:  OpenPorchSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "evaluating column:  EnclosedPorch\n",
      "processing column:  EnclosedPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n",
      "evaluating column:  3SsnPorch\n",
      "processing column:  3SsnPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "evaluating column:  ScreenPorch\n",
      "processing column:  ScreenPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "evaluating column:  PoolArea\n",
      "processing column:  PoolArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "evaluating column:  PoolQC\n",
      "processing column:  PoolQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "evaluating column:  Fence\n",
      "processing column:  Fence\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "evaluating column:  MiscFeature\n",
      "processing column:  MiscFeature\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2']\n",
      "\n",
      "evaluating column:  MiscVal\n",
      "processing column:  MiscVal\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "evaluating column:  MoSold\n",
      "processing column:  MoSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "evaluating column:  YrSold\n",
      "processing column:  YrSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "evaluating column:  SaleType\n",
      "processing column:  SaleType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "evaluating column:  SaleCondition\n",
      "processing column:  SaleCondition\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "evaluating label column:  SalePrice\n",
      "processing label column:  SalePrice\n",
      "    root label category:  lbnm\n",
      "\n",
      " returned columns:\n",
      "['SalePrice_exc2']\n",
      "\n",
      "______\n",
      "\n",
      "infill to column:  MSSubClass_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotFrontage_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Street_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Alley_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Utilities_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallQual_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallCond_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearBuilt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearRemodAdd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF1_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF2_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtUnfSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotalBsmtSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  CentralAir_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  1stFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  2ndFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LowQualFinSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GrLivArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BedroomAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotRmsAbvGrd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fireplaces_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageYrBlt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCars_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  WoodDeckSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OpenPorchSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  EnclosedPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  3SsnPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ScreenPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscVal_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MoSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YrSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "______\n",
      "\n",
      "versioning serial stamp:\n",
      "_4.88_620162302911_2020-10-01T20:53:01.176629\n",
      "\n",
      "Automunge returned ID column set: \n",
      "['Id', 'Automunge_index_620162302911']\n",
      "\n",
      "Automunge returned train column set: \n",
      "['MSSubClass_nmbr', 'MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'LotFrontage_nmbr', 'LotArea_nmbr', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'OverallQual_nmbr', 'OverallCond_nmbr', 'YearBuilt_nmbr', 'YearRemodAdd_nmbr', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'MasVnrArea_nmbr', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinSF1_nmbr', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'BsmtFinSF2_nmbr', 'BsmtUnfSF_nmbr', 'TotalBsmtSF_nmbr', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', '1stFlrSF_nmbr', '2ndFlrSF_nmbr', 'LowQualFinSF_nmbr', 'GrLivArea_nmbr', 'BsmtFullBath_nmbr', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'FullBath_nmbr', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'BedroomAbvGr_nmbr', 'KitchenAbvGr_nmbr', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'TotRmsAbvGrd_nmbr', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'Fireplaces_nmbr', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageYrBlt_nmbr', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageCars_nmbr', 'GarageArea_nmbr', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'WoodDeckSF_nmbr', 'OpenPorchSF_nmbr', 'EnclosedPorch_nmbr', '3SsnPorch_nmbr', 'ScreenPorch_nmbr', 'PoolArea_nmbr', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2', 'MiscVal_nmbr', 'MoSold_nmbr', 'YrSold_nmbr', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "Automunge returned label column set: \n",
      "['SalePrice_exc2']\n",
      "\n",
      "_______________\n",
      "Automunge Complete\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Included in the library is an automated feature importance evaluation\n",
    "#Available by activating the featureselection parameter\n",
    "#Just make sure you designate a label column to the labels_column parameter\n",
    "\n",
    "#The results are provided in the printouts\n",
    "\n",
    "#And also returned in the set we call featureimportance\n",
    "\n",
    "\n",
    "train, trainID, labels, \\\n",
    "validation1, validationID1, validationlabels1, \\\n",
    "validation2, validationID2, validationlabels2, \\\n",
    "test, testID, testlabels, \\\n",
    "labelsencoding_dict, finalcolumns_train, finalcolumns_test, \\\n",
    "featureimportance, postprocess_dict \\\n",
    "= am.automunge(df_train, \\\n",
    "               labels_column = labels_column, \\\n",
    "               trainID_column = ID_columnlist, \\\n",
    "               featureselection = True, \\\n",
    "               printstatus = True)\n",
    "\n",
    "\n",
    "#obviously there's a lot of printouts here\n",
    "#So if you want to inspect you can do a 'control-F' search for\n",
    "#\"Feature Importance results:\" or \"sorted metric results:\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_______________\n",
      "Begin Postmunge processing\n",
      "\n",
      "_______________\n",
      "Begin Feature Importance evaluation\n",
      "\n",
      "_______________\n",
      "Begin Postmunge processing\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MSSubClass\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MSSubClass_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MSZoning\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotFrontage\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Street\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Alley\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotShape\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LandContour\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Utilities\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotConfig\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LandSlope\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Neighborhood\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Condition1\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Condition2\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BldgType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HouseStyle\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OverallQual\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OverallCond\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YearBuilt\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YearRemodAdd\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  RoofStyle\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  RoofMatl\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Exterior1st\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Exterior2nd\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MasVnrType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MasVnrArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ExterQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ExterCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Foundation\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtExposure\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinType1\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinSF1\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinType2\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinSF2\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtUnfSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  TotalBsmtSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Heating\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HeatingQC\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  CentralAir\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Electrical\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  1stFlrSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  2ndFlrSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LowQualFinSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GrLivArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFullBath\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtHalfBath\n",
      "    root category:  text\n",
      "\n",
      " returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  FullBath\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HalfBath\n",
      "    root category:  text\n",
      "\n",
      " returned columns:\n",
      "['HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BedroomAbvGr\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  KitchenAbvGr\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['KitchenAbvGr_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  KitchenQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  TotRmsAbvGrd\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Functional\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Fireplaces\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  FireplaceQu\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageYrBlt\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageFinish\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageCars\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageQual\n",
      "    root category:  1010\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PavedDrive\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  WoodDeckSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OpenPorchSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  EnclosedPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  3SsnPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ScreenPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PoolArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PoolQC\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Fence\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MiscFeature\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MiscVal\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MoSold\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YrSold\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  SaleType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  SaleCondition\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing label column:  SalePrice\n",
      "    root label category:  lbnm\n",
      "\n",
      " returned columns:\n",
      "['SalePrice_exc2']\n",
      "\n",
      "______\n",
      "\n",
      "infill to column:  MSSubClass_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotFrontage_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Street_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Alley_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Utilities_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallQual_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallCond_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearBuilt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearRemodAdd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF1_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF2_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtUnfSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotalBsmtSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  CentralAir_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  1stFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  2ndFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LowQualFinSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GrLivArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BedroomAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotRmsAbvGrd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fireplaces_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageYrBlt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCars_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  WoodDeckSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OpenPorchSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  EnclosedPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  3SsnPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ScreenPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscVal_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MoSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YrSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "_______________\n",
      "Postmunge returned ID column set: \n",
      "['Id', 'Automunge_index_620162302911']\n",
      "\n",
      "Postmunge returned test column set: \n",
      "['MSSubClass_nmbr', 'MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'LotFrontage_nmbr', 'LotArea_nmbr', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'OverallQual_nmbr', 'OverallCond_nmbr', 'YearBuilt_nmbr', 'YearRemodAdd_nmbr', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'MasVnrArea_nmbr', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinSF1_nmbr', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'BsmtFinSF2_nmbr', 'BsmtUnfSF_nmbr', 'TotalBsmtSF_nmbr', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', '1stFlrSF_nmbr', '2ndFlrSF_nmbr', 'LowQualFinSF_nmbr', 'GrLivArea_nmbr', 'BsmtFullBath_nmbr', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'FullBath_nmbr', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'BedroomAbvGr_nmbr', 'KitchenAbvGr_nmbr', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'TotRmsAbvGrd_nmbr', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'Fireplaces_nmbr', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageYrBlt_nmbr', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageCars_nmbr', 'GarageArea_nmbr', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'WoodDeckSF_nmbr', 'OpenPorchSF_nmbr', 'EnclosedPorch_nmbr', '3SsnPorch_nmbr', 'ScreenPorch_nmbr', 'PoolArea_nmbr', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2', 'MiscVal_nmbr', 'MoSold_nmbr', 'YrSold_nmbr', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "Postmunge returned label column set: \n",
      "['SalePrice_exc2']\n",
      "\n",
      "_______________\n",
      "Postmunge Complete\n",
      "\n",
      "_______________\n",
      "Training feature importance evaluation model\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_______________\n",
      "Evaluating feature importances\n",
      "\n",
      "_______________\n",
      "Feature Importance results:\n",
      "\n",
      "MSSubClass_nmbr\n",
      "metric =  8.995023123881118e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "MSZoning_1010_0\n",
      "metric =  0.0005897433690975618\n",
      "metric2 =  0.00041067893852264614\n",
      "\n",
      "MSZoning_1010_1\n",
      "metric =  0.0005897433690975618\n",
      "metric2 =  0.000492603681793824\n",
      "\n",
      "MSZoning_1010_2\n",
      "metric =  0.0005897433690975618\n",
      "metric2 =  3.3074456716741807e-06\n",
      "\n",
      "LotFrontage_nmbr\n",
      "metric =  0.00018537900864135093\n",
      "metric2 =  0.0\n",
      "\n",
      "LotArea_nmbr\n",
      "metric =  0.0011095521923225604\n",
      "metric2 =  0.0\n",
      "\n",
      "Street_bnry\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "Alley_bnry\n",
      "metric =  5.3314053071185086e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "LotShape_1010_0\n",
      "metric =  7.295429073361781e-05\n",
      "metric2 =  7.295429073361781e-05\n",
      "\n",
      "LotShape_1010_1\n",
      "metric =  7.295429073361781e-05\n",
      "metric2 =  2.6328992116630978e-05\n",
      "\n",
      "LotShape_1010_2\n",
      "metric =  7.295429073361781e-05\n",
      "metric2 =  4.228462839883651e-05\n",
      "\n",
      "LandContour_1010_0\n",
      "metric =  -6.498831969237173e-07\n",
      "metric2 =  -6.498831969237173e-07\n",
      "\n",
      "LandContour_1010_1\n",
      "metric =  -6.498831969237173e-07\n",
      "metric2 =  -5.906589726323297e-06\n",
      "\n",
      "LandContour_1010_2\n",
      "metric =  -6.498831969237173e-07\n",
      "metric2 =  5.001575990704055e-06\n",
      "\n",
      "Utilities_bnry\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "LotConfig_1010_0\n",
      "metric =  -4.115009868510544e-05\n",
      "metric2 =  -4.866232973466111e-06\n",
      "\n",
      "LotConfig_1010_1\n",
      "metric =  -4.115009868510544e-05\n",
      "metric2 =  -1.9712593075760232e-05\n",
      "\n",
      "LotConfig_1010_2\n",
      "metric =  -4.115009868510544e-05\n",
      "metric2 =  -5.852754688218109e-05\n",
      "\n",
      "LandSlope_1010_0\n",
      "metric =  9.429077772571404e-06\n",
      "metric2 =  9.429077772571404e-06\n",
      "\n",
      "LandSlope_1010_1\n",
      "metric =  9.429077772571404e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "Neighborhood_1010_0\n",
      "metric =  0.0002177066449883247\n",
      "metric2 =  0.0002080957278478568\n",
      "\n",
      "Neighborhood_1010_1\n",
      "metric =  0.0002177066449883247\n",
      "metric2 =  0.00012107737375632865\n",
      "\n",
      "Neighborhood_1010_2\n",
      "metric =  0.0002177066449883247\n",
      "metric2 =  0.00011331534418668188\n",
      "\n",
      "Neighborhood_1010_3\n",
      "metric =  0.0002177066449883247\n",
      "metric2 =  0.00015331495054193844\n",
      "\n",
      "Neighborhood_1010_4\n",
      "metric =  0.0002177066449883247\n",
      "metric2 =  0.0002914555477165903\n",
      "\n",
      "Condition1_1010_0\n",
      "metric =  4.7496605959818083e-05\n",
      "metric2 =  4.7496605959818083e-05\n",
      "\n",
      "Condition1_1010_1\n",
      "metric =  4.7496605959818083e-05\n",
      "metric2 =  5.0420809907358866e-05\n",
      "\n",
      "Condition1_1010_2\n",
      "metric =  4.7496605959818083e-05\n",
      "metric2 =  5.970220341988686e-06\n",
      "\n",
      "Condition1_1010_3\n",
      "metric =  4.7496605959818083e-05\n",
      "metric2 =  4.022604703335375e-05\n",
      "\n",
      "Condition2_1010_0\n",
      "metric =  3.349633661553497e-07\n",
      "metric2 =  3.349633661553497e-07\n",
      "\n",
      "Condition2_1010_1\n",
      "metric =  3.349633661553497e-07\n",
      "metric2 =  3.349633661553497e-07\n",
      "\n",
      "Condition2_1010_2\n",
      "metric =  3.349633661553497e-07\n",
      "metric2 =  0.0\n",
      "\n",
      "Condition2_1010_3\n",
      "metric =  3.349633661553497e-07\n",
      "metric2 =  3.349633661553497e-07\n",
      "\n",
      "BldgType_1010_0\n",
      "metric =  1.4250405682258993e-05\n",
      "metric2 =  6.406942995584863e-06\n",
      "\n",
      "BldgType_1010_1\n",
      "metric =  1.4250405682258993e-05\n",
      "metric2 =  1.4582611029823056e-07\n",
      "\n",
      "BldgType_1010_2\n",
      "metric =  1.4250405682258993e-05\n",
      "metric2 =  2.1817283240799235e-05\n",
      "\n",
      "HouseStyle_1010_0\n",
      "metric =  1.998457909246909e-05\n",
      "metric2 =  1.998457909246909e-05\n",
      "\n",
      "HouseStyle_1010_1\n",
      "metric =  1.998457909246909e-05\n",
      "metric2 =  3.599077440508136e-05\n",
      "\n",
      "HouseStyle_1010_2\n",
      "metric =  1.998457909246909e-05\n",
      "metric2 =  2.0427749453988397e-05\n",
      "\n",
      "HouseStyle_1010_3\n",
      "metric =  1.998457909246909e-05\n",
      "metric2 =  -1.6008782166898605e-05\n",
      "\n",
      "OverallQual_nmbr\n",
      "metric =  0.05033715269034489\n",
      "metric2 =  0.0\n",
      "\n",
      "OverallCond_nmbr\n",
      "metric =  0.001451507267513641\n",
      "metric2 =  0.0\n",
      "\n",
      "YearBuilt_nmbr\n",
      "metric =  0.0012419169592065016\n",
      "metric2 =  0.0\n",
      "\n",
      "YearRemodAdd_nmbr\n",
      "metric =  0.000585424306579263\n",
      "metric2 =  0.0\n",
      "\n",
      "RoofStyle_1010_0\n",
      "metric =  -3.3032632640206394e-05\n",
      "metric2 =  -3.3032632640206394e-05\n",
      "\n",
      "RoofStyle_1010_1\n",
      "metric =  -3.3032632640206394e-05\n",
      "metric2 =  -3.5197787802587754e-05\n",
      "\n",
      "RoofStyle_1010_2\n",
      "metric =  -3.3032632640206394e-05\n",
      "metric2 =  2.424066604000963e-06\n",
      "\n",
      "RoofMatl_1010_0\n",
      "metric =  3.416600032890571e-07\n",
      "metric2 =  3.416600032890571e-07\n",
      "\n",
      "RoofMatl_1010_1\n",
      "metric =  3.416600032890571e-07\n",
      "metric2 =  0.0\n",
      "\n",
      "RoofMatl_1010_2\n",
      "metric =  3.416600032890571e-07\n",
      "metric2 =  3.416600032890571e-07\n",
      "\n",
      "RoofMatl_1010_3\n",
      "metric =  3.416600032890571e-07\n",
      "metric2 =  3.416600032890571e-07\n",
      "\n",
      "Exterior1st_1010_0\n",
      "metric =  2.5120247626575498e-05\n",
      "metric2 =  -7.4285833695508785e-06\n",
      "\n",
      "Exterior1st_1010_1\n",
      "metric =  2.5120247626575498e-05\n",
      "metric2 =  6.567055172557179e-05\n",
      "\n",
      "Exterior1st_1010_2\n",
      "metric =  2.5120247626575498e-05\n",
      "metric2 =  2.7546351284213344e-05\n",
      "\n",
      "Exterior1st_1010_3\n",
      "metric =  2.5120247626575498e-05\n",
      "metric2 =  -1.536529696388733e-05\n",
      "\n",
      "Exterior2nd_1010_0\n",
      "metric =  1.5657751650577367e-05\n",
      "metric2 =  1.5657751650577367e-05\n",
      "\n",
      "Exterior2nd_1010_1\n",
      "metric =  1.5657751650577367e-05\n",
      "metric2 =  -1.429834134236696e-05\n",
      "\n",
      "Exterior2nd_1010_2\n",
      "metric =  1.5657751650577367e-05\n",
      "metric2 =  1.9292986269903167e-05\n",
      "\n",
      "Exterior2nd_1010_3\n",
      "metric =  1.5657751650577367e-05\n",
      "metric2 =  1.473191491208059e-05\n",
      "\n",
      "Exterior2nd_1010_4\n",
      "metric =  1.5657751650577367e-05\n",
      "metric2 =  1.99646608266546e-05\n",
      "\n",
      "MasVnrType_1010_0\n",
      "metric =  4.702104545883934e-05\n",
      "metric2 =  4.702104545883934e-05\n",
      "\n",
      "MasVnrType_1010_1\n",
      "metric =  4.702104545883934e-05\n",
      "metric2 =  9.562279951746966e-06\n",
      "\n",
      "MasVnrType_1010_2\n",
      "metric =  4.702104545883934e-05\n",
      "metric2 =  3.447916210486124e-05\n",
      "\n",
      "MasVnrArea_nmbr\n",
      "metric =  0.0001622588015691706\n",
      "metric2 =  0.0\n",
      "\n",
      "ExterQual_1010_0\n",
      "metric =  0.00023099793195124896\n",
      "metric2 =  0.00023099793195124896\n",
      "\n",
      "ExterQual_1010_1\n",
      "metric =  0.00023099793195124896\n",
      "metric2 =  0.00023926797614393092\n",
      "\n",
      "ExterQual_1010_2\n",
      "metric =  0.00023099793195124896\n",
      "metric2 =  -8.573286864987928e-06\n",
      "\n",
      "ExterCond_1010_0\n",
      "metric =  6.195558603627749e-05\n",
      "metric2 =  5.385069782071206e-05\n",
      "\n",
      "ExterCond_1010_1\n",
      "metric =  6.195558603627749e-05\n",
      "metric2 =  4.3162590988021776e-05\n",
      "\n",
      "ExterCond_1010_2\n",
      "metric =  6.195558603627749e-05\n",
      "metric2 =  2.683799843028467e-05\n",
      "\n",
      "Foundation_1010_0\n",
      "metric =  8.188958907862087e-06\n",
      "metric2 =  8.188958907862087e-06\n",
      "\n",
      "Foundation_1010_1\n",
      "metric =  8.188958907862087e-06\n",
      "metric2 =  2.7389285006340636e-05\n",
      "\n",
      "Foundation_1010_2\n",
      "metric =  8.188958907862087e-06\n",
      "metric2 =  -1.6371105732160274e-05\n",
      "\n",
      "BsmtQual_1010_0\n",
      "metric =  8.216482593204066e-05\n",
      "metric2 =  7.933386192171543e-05\n",
      "\n",
      "BsmtQual_1010_1\n",
      "metric =  8.216482593204066e-05\n",
      "metric2 =  4.087395432628149e-05\n",
      "\n",
      "BsmtQual_1010_2\n",
      "metric =  8.216482593204066e-05\n",
      "metric2 =  4.360238876099931e-05\n",
      "\n",
      "BsmtCond_1010_0\n",
      "metric =  4.722323028782949e-05\n",
      "metric2 =  4.840298280039956e-05\n",
      "\n",
      "BsmtCond_1010_1\n",
      "metric =  4.722323028782949e-05\n",
      "metric2 =  2.5962720579086884e-05\n",
      "\n",
      "BsmtCond_1010_2\n",
      "metric =  4.722323028782949e-05\n",
      "metric2 =  1.2973959225281995e-05\n",
      "\n",
      "BsmtExposure_1010_0\n",
      "metric =  5.391068875348903e-05\n",
      "metric2 =  5.1981552748991966e-05\n",
      "\n",
      "BsmtExposure_1010_1\n",
      "metric =  5.391068875348903e-05\n",
      "metric2 =  -1.5166835758417818e-05\n",
      "\n",
      "BsmtExposure_1010_2\n",
      "metric =  5.391068875348903e-05\n",
      "metric2 =  7.152303336754873e-05\n",
      "\n",
      "BsmtFinType1_1010_0\n",
      "metric =  4.2635981689631564e-05\n",
      "metric2 =  5.2565552182137765e-06\n",
      "\n",
      "BsmtFinType1_1010_1\n",
      "metric =  4.2635981689631564e-05\n",
      "metric2 =  2.737158824805963e-05\n",
      "\n",
      "BsmtFinType1_1010_2\n",
      "metric =  4.2635981689631564e-05\n",
      "metric2 =  4.6866520880040063e-05\n",
      "\n",
      "BsmtFinSF1_nmbr\n",
      "metric =  0.0016212072006093203\n",
      "metric2 =  0.0\n",
      "\n",
      "BsmtFinType2_1010_0\n",
      "metric =  3.0922732442428824e-06\n",
      "metric2 =  3.6024109311139085e-06\n",
      "\n",
      "BsmtFinType2_1010_1\n",
      "metric =  3.0922732442428824e-06\n",
      "metric2 =  -1.1540649547114867e-06\n",
      "\n",
      "BsmtFinType2_1010_2\n",
      "metric =  3.0922732442428824e-06\n",
      "metric2 =  3.659256882060369e-06\n",
      "\n",
      "BsmtFinSF2_nmbr\n",
      "metric =  -1.9019641213202654e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "BsmtUnfSF_nmbr\n",
      "metric =  5.193742837195092e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "TotalBsmtSF_nmbr\n",
      "metric =  0.0038516242991409877\n",
      "metric2 =  0.0\n",
      "\n",
      "Heating_1010_0\n",
      "metric =  -9.344733979954611e-07\n",
      "metric2 =  -9.344733979954611e-07\n",
      "\n",
      "Heating_1010_1\n",
      "metric =  -9.344733979954611e-07\n",
      "metric2 =  -3.6219389698555204e-07\n",
      "\n",
      "Heating_1010_2\n",
      "metric =  -9.344733979954611e-07\n",
      "metric2 =  -5.722795008988868e-07\n",
      "\n",
      "HeatingQC_1010_0\n",
      "metric =  3.896950243864605e-05\n",
      "metric2 =  1.7746798561701915e-05\n",
      "\n",
      "HeatingQC_1010_1\n",
      "metric =  3.896950243864605e-05\n",
      "metric2 =  3.3309475462539595e-05\n",
      "\n",
      "HeatingQC_1010_2\n",
      "metric =  3.896950243864605e-05\n",
      "metric2 =  2.7973783016777e-05\n",
      "\n",
      "CentralAir_bnry\n",
      "metric =  0.0005855805480955434\n",
      "metric2 =  0.0\n",
      "\n",
      "Electrical_1010_0\n",
      "metric =  6.311866521224729e-06\n",
      "metric2 =  1.4344089348528044e-06\n",
      "\n",
      "Electrical_1010_1\n",
      "metric =  6.311866521224729e-06\n",
      "metric2 =  6.311866521224729e-06\n",
      "\n",
      "Electrical_1010_2\n",
      "metric =  6.311866521224729e-06\n",
      "metric2 =  4.845018780508248e-06\n",
      "\n",
      "1stFlrSF_nmbr\n",
      "metric =  0.0009109533771461953\n",
      "metric2 =  0.0\n",
      "\n",
      "2ndFlrSF_nmbr\n",
      "metric =  0.0002929229526595911\n",
      "metric2 =  0.0\n",
      "\n",
      "LowQualFinSF_nmbr\n",
      "metric =  2.3788218846521048e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "GrLivArea_nmbr\n",
      "metric =  0.023846106250740906\n",
      "metric2 =  0.0\n",
      "\n",
      "BsmtFullBath_nmbr\n",
      "metric =  -1.5682228104330065e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "BsmtHalfBath_0.0\n",
      "metric =  -4.641721584874858e-08\n",
      "metric2 =  -6.445533647925217e-07\n",
      "\n",
      "BsmtHalfBath_1.0\n",
      "metric =  -4.641721584874858e-08\n",
      "metric2 =  5.620366846370572e-07\n",
      "\n",
      "BsmtHalfBath_2.0\n",
      "metric =  -4.641721584874858e-08\n",
      "metric2 =  -4.641721584874858e-08\n",
      "\n",
      "FullBath_nmbr\n",
      "metric =  0.0004948228491484796\n",
      "metric2 =  0.0\n",
      "\n",
      "HalfBath_0.0\n",
      "metric =  8.891535856703214e-05\n",
      "metric2 =  2.3453064690870384e-05\n",
      "\n",
      "HalfBath_1.0\n",
      "metric =  8.891535856703214e-05\n",
      "metric2 =  5.5415524125135285e-05\n",
      "\n",
      "HalfBath_2.0\n",
      "metric =  8.891535856703214e-05\n",
      "metric2 =  8.905379722901063e-05\n",
      "\n",
      "BedroomAbvGr_nmbr\n",
      "metric =  5.70103886432527e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "KitchenAbvGr_nmbr\n",
      "metric =  6.012805551813827e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "KitchenQual_1010_0\n",
      "metric =  0.00037051473673721524\n",
      "metric2 =  0.00037051473673721524\n",
      "\n",
      "KitchenQual_1010_1\n",
      "metric =  0.00037051473673721524\n",
      "metric2 =  0.00039856354558365226\n",
      "\n",
      "KitchenQual_1010_2\n",
      "metric =  0.00037051473673721524\n",
      "metric2 =  -3.639698499902089e-05\n",
      "\n",
      "TotRmsAbvGrd_nmbr\n",
      "metric =  0.00013948499379590196\n",
      "metric2 =  0.0\n",
      "\n",
      "Functional_1010_0\n",
      "metric =  4.831412787420497e-05\n",
      "metric2 =  3.123171216390386e-05\n",
      "\n",
      "Functional_1010_1\n",
      "metric =  4.831412787420497e-05\n",
      "metric2 =  3.618922678039205e-05\n",
      "\n",
      "Functional_1010_2\n",
      "metric =  4.831412787420497e-05\n",
      "metric2 =  2.9305490322317773e-05\n",
      "\n",
      "Fireplaces_nmbr\n",
      "metric =  0.00017652118101441072\n",
      "metric2 =  0.0\n",
      "\n",
      "FireplaceQu_1010_0\n",
      "metric =  4.129572208044774e-05\n",
      "metric2 =  5.627227264382029e-05\n",
      "\n",
      "FireplaceQu_1010_1\n",
      "metric =  4.129572208044774e-05\n",
      "metric2 =  8.153469684968329e-05\n",
      "\n",
      "FireplaceQu_1010_2\n",
      "metric =  4.129572208044774e-05\n",
      "metric2 =  -6.375934584679221e-05\n",
      "\n",
      "GarageType_1010_0\n",
      "metric =  0.0006467253269288875\n",
      "metric2 =  1.0135231466201766e-05\n",
      "\n",
      "GarageType_1010_1\n",
      "metric =  0.0006467253269288875\n",
      "metric2 =  0.0006198969857834635\n",
      "\n",
      "GarageType_1010_2\n",
      "metric =  0.0006467253269288875\n",
      "metric2 =  0.0006445814558952989\n",
      "\n",
      "GarageYrBlt_nmbr\n",
      "metric =  0.00035422630013948186\n",
      "metric2 =  0.0\n",
      "\n",
      "GarageFinish_1010_0\n",
      "metric =  0.0002063616065263174\n",
      "metric2 =  6.749944042372391e-05\n",
      "\n",
      "GarageFinish_1010_1\n",
      "metric =  0.0002063616065263174\n",
      "metric2 =  0.00013603923834260012\n",
      "\n",
      "GarageCars_nmbr\n",
      "metric =  0.0006578064142161999\n",
      "metric2 =  0.0\n",
      "\n",
      "GarageArea_nmbr\n",
      "metric =  0.0008641931326860419\n",
      "metric2 =  0.0\n",
      "\n",
      "GarageQual_1010_0\n",
      "metric =  1.2024720312253656e-05\n",
      "metric2 =  1.2415752615124731e-05\n",
      "\n",
      "GarageQual_1010_1\n",
      "metric =  1.2024720312253656e-05\n",
      "metric2 =  1.2024720312253656e-05\n",
      "\n",
      "GarageQual_1010_2\n",
      "metric =  1.2024720312253656e-05\n",
      "metric2 =  -1.8777508579148616e-06\n",
      "\n",
      "GarageCond_1010_0\n",
      "metric =  4.5031965786757056e-05\n",
      "metric2 =  5.2582662639855116e-05\n",
      "\n",
      "GarageCond_1010_1\n",
      "metric =  4.5031965786757056e-05\n",
      "metric2 =  5.039583912314072e-05\n",
      "\n",
      "GarageCond_1010_2\n",
      "metric =  4.5031965786757056e-05\n",
      "metric2 =  -1.3623243526827977e-05\n",
      "\n",
      "PavedDrive_1010_0\n",
      "metric =  -3.931772558751767e-06\n",
      "metric2 =  -5.742569836986178e-06\n",
      "\n",
      "PavedDrive_1010_1\n",
      "metric =  -3.931772558751767e-06\n",
      "metric2 =  1.0084948092181634e-06\n",
      "\n",
      "WoodDeckSF_nmbr\n",
      "metric =  8.347645318318442e-07\n",
      "metric2 =  0.0\n",
      "\n",
      "OpenPorchSF_nmbr\n",
      "metric =  4.6602028898168335e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "EnclosedPorch_nmbr\n",
      "metric =  -7.163291947109851e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "3SsnPorch_nmbr\n",
      "metric =  7.975260109982507e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "ScreenPorch_nmbr\n",
      "metric =  7.359091922953809e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "PoolArea_nmbr\n",
      "metric =  -3.4933701466011158e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "PoolQC_1010_0\n",
      "metric =  -1.8118646210041334e-06\n",
      "metric2 =  -1.8118646210041334e-06\n",
      "\n",
      "PoolQC_1010_1\n",
      "metric =  -1.8118646210041334e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "Fence_1010_0\n",
      "metric =  -1.0765500547904594e-05\n",
      "metric2 =  2.825425361863143e-05\n",
      "\n",
      "Fence_1010_1\n",
      "metric =  -1.0765500547904594e-05\n",
      "metric2 =  -5.817184642986639e-05\n",
      "\n",
      "Fence_1010_2\n",
      "metric =  -1.0765500547904594e-05\n",
      "metric2 =  1.1267146905358238e-05\n",
      "\n",
      "MiscFeature_1010_0\n",
      "metric =  1.9813249347855333e-06\n",
      "metric2 =  3.1524212728006873e-06\n",
      "\n",
      "MiscFeature_1010_1\n",
      "metric =  1.9813249347855333e-06\n",
      "metric2 =  2.1459299126558307e-07\n",
      "\n",
      "MiscFeature_1010_2\n",
      "metric =  1.9813249347855333e-06\n",
      "metric2 =  5.947651120497e-07\n",
      "\n",
      "MiscVal_nmbr\n",
      "metric =  3.844908521455359e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "MoSold_nmbr\n",
      "metric =  2.3708693737356512e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "YrSold_nmbr\n",
      "metric =  1.611574017534867e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "SaleType_1010_0\n",
      "metric =  -3.727274878717601e-05\n",
      "metric2 =  -6.289664730374511e-06\n",
      "\n",
      "SaleType_1010_1\n",
      "metric =  -3.727274878717601e-05\n",
      "metric2 =  -4.554427926550808e-05\n",
      "\n",
      "SaleType_1010_2\n",
      "metric =  -3.727274878717601e-05\n",
      "metric2 =  -4.619025054286574e-05\n",
      "\n",
      "SaleType_1010_3\n",
      "metric =  -3.727274878717601e-05\n",
      "metric2 =  -3.591755910958838e-05\n",
      "\n",
      "SaleCondition_1010_0\n",
      "metric =  5.546058926042541e-05\n",
      "metric2 =  1.4392326517009835e-05\n",
      "\n",
      "SaleCondition_1010_1\n",
      "metric =  5.546058926042541e-05\n",
      "metric2 =  5.5210273600003745e-05\n",
      "\n",
      "SaleCondition_1010_2\n",
      "metric =  5.546058926042541e-05\n",
      "metric2 =  4.094904799345489e-05\n",
      "\n",
      "\n",
      "______________________\n",
      "sorted metric results:\n",
      "\n",
      "OverallQual\n",
      "0.05033715269034489\n",
      "\n",
      "GrLivArea\n",
      "0.023846106250740906\n",
      "\n",
      "TotalBsmtSF\n",
      "0.0038516242991409877\n",
      "\n",
      "BsmtFinSF1\n",
      "0.0016212072006093203\n",
      "\n",
      "OverallCond\n",
      "0.001451507267513641\n",
      "\n",
      "YearBuilt\n",
      "0.0012419169592065016\n",
      "\n",
      "LotArea\n",
      "0.0011095521923225604\n",
      "\n",
      "1stFlrSF\n",
      "0.0009109533771461953\n",
      "\n",
      "GarageArea\n",
      "0.0008641931326860419\n",
      "\n",
      "GarageCars\n",
      "0.0006578064142161999\n",
      "\n",
      "GarageType\n",
      "0.0006467253269288875\n",
      "\n",
      "MSZoning\n",
      "0.0005897433690975618\n",
      "\n",
      "CentralAir\n",
      "0.0005855805480955434\n",
      "\n",
      "YearRemodAdd\n",
      "0.000585424306579263\n",
      "\n",
      "FullBath\n",
      "0.0004948228491484796\n",
      "\n",
      "KitchenQual\n",
      "0.00037051473673721524\n",
      "\n",
      "GarageYrBlt\n",
      "0.00035422630013948186\n",
      "\n",
      "2ndFlrSF\n",
      "0.0002929229526595911\n",
      "\n",
      "ExterQual\n",
      "0.00023099793195124896\n",
      "\n",
      "Neighborhood\n",
      "0.0002177066449883247\n",
      "\n",
      "GarageFinish\n",
      "0.0002063616065263174\n",
      "\n",
      "LotFrontage\n",
      "0.00018537900864135093\n",
      "\n",
      "Fireplaces\n",
      "0.00017652118101441072\n",
      "\n",
      "MasVnrArea\n",
      "0.0001622588015691706\n",
      "\n",
      "TotRmsAbvGrd\n",
      "0.00013948499379590196\n",
      "\n",
      "MSSubClass\n",
      "8.995023123881118e-05\n",
      "\n",
      "HalfBath\n",
      "8.891535856703214e-05\n",
      "\n",
      "BsmtQual\n",
      "8.216482593204066e-05\n",
      "\n",
      "ScreenPorch\n",
      "7.359091922953809e-05\n",
      "\n",
      "LotShape\n",
      "7.295429073361781e-05\n",
      "\n",
      "ExterCond\n",
      "6.195558603627749e-05\n",
      "\n",
      "KitchenAbvGr\n",
      "6.012805551813827e-05\n",
      "\n",
      "SaleCondition\n",
      "5.546058926042541e-05\n",
      "\n",
      "BsmtExposure\n",
      "5.391068875348903e-05\n",
      "\n",
      "BsmtUnfSF\n",
      "5.193742837195092e-05\n",
      "\n",
      "Functional\n",
      "4.831412787420497e-05\n",
      "\n",
      "Condition1\n",
      "4.7496605959818083e-05\n",
      "\n",
      "BsmtCond\n",
      "4.722323028782949e-05\n",
      "\n",
      "MasVnrType\n",
      "4.702104545883934e-05\n",
      "\n",
      "OpenPorchSF\n",
      "4.6602028898168335e-05\n",
      "\n",
      "GarageCond\n",
      "4.5031965786757056e-05\n",
      "\n",
      "BsmtFinType1\n",
      "4.2635981689631564e-05\n",
      "\n",
      "FireplaceQu\n",
      "4.129572208044774e-05\n",
      "\n",
      "HeatingQC\n",
      "3.896950243864605e-05\n",
      "\n",
      "Exterior1st\n",
      "2.5120247626575498e-05\n",
      "\n",
      "LowQualFinSF\n",
      "2.3788218846521048e-05\n",
      "\n",
      "MoSold\n",
      "2.3708693737356512e-05\n",
      "\n",
      "HouseStyle\n",
      "1.998457909246909e-05\n",
      "\n",
      "YrSold\n",
      "1.611574017534867e-05\n",
      "\n",
      "Exterior2nd\n",
      "1.5657751650577367e-05\n",
      "\n",
      "BldgType\n",
      "1.4250405682258993e-05\n",
      "\n",
      "GarageQual\n",
      "1.2024720312253656e-05\n",
      "\n",
      "LandSlope\n",
      "9.429077772571404e-06\n",
      "\n",
      "Foundation\n",
      "8.188958907862087e-06\n",
      "\n",
      "3SsnPorch\n",
      "7.975260109982507e-06\n",
      "\n",
      "Electrical\n",
      "6.311866521224729e-06\n",
      "\n",
      "BedroomAbvGr\n",
      "5.70103886432527e-06\n",
      "\n",
      "Alley\n",
      "5.3314053071185086e-06\n",
      "\n",
      "MiscVal\n",
      "3.844908521455359e-06\n",
      "\n",
      "BsmtFinType2\n",
      "3.0922732442428824e-06\n",
      "\n",
      "MiscFeature\n",
      "1.9813249347855333e-06\n",
      "\n",
      "WoodDeckSF\n",
      "8.347645318318442e-07\n",
      "\n",
      "RoofMatl\n",
      "3.416600032890571e-07\n",
      "\n",
      "Condition2\n",
      "3.349633661553497e-07\n",
      "\n",
      "Street\n",
      "0.0\n",
      "\n",
      "Utilities\n",
      "0.0\n",
      "\n",
      "BsmtHalfBath\n",
      "-4.641721584874858e-08\n",
      "\n",
      "LandContour\n",
      "-6.498831969237173e-07\n",
      "\n",
      "Heating\n",
      "-9.344733979954611e-07\n",
      "\n",
      "PoolQC\n",
      "-1.8118646210041334e-06\n",
      "\n",
      "PoolArea\n",
      "-3.4933701466011158e-06\n",
      "\n",
      "PavedDrive\n",
      "-3.931772558751767e-06\n",
      "\n",
      "Fence\n",
      "-1.0765500547904594e-05\n",
      "\n",
      "BsmtFullBath\n",
      "-1.5682228104330065e-05\n",
      "\n",
      "BsmtFinSF2\n",
      "-1.9019641213202654e-05\n",
      "\n",
      "RoofStyle\n",
      "-3.3032632640206394e-05\n",
      "\n",
      "SaleType\n",
      "-3.727274878717601e-05\n",
      "\n",
      "LotConfig\n",
      "-4.115009868510544e-05\n",
      "\n",
      "EnclosedPorch\n",
      "-7.163291947109851e-05\n",
      "\n",
      "______________________\n",
      "sorted metric2 results:\n",
      "\n",
      "for source column:  MSSubClass\n",
      "MSSubClass_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  MSZoning\n",
      "MSZoning_1010_2\n",
      "3.3074456716741807e-06\n",
      "\n",
      "MSZoning_1010_0\n",
      "0.00041067893852264614\n",
      "\n",
      "MSZoning_1010_1\n",
      "0.000492603681793824\n",
      "\n",
      "\n",
      "for source column:  LotFrontage\n",
      "LotFrontage_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  LotArea\n",
      "LotArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Street\n",
      "Street_bnry\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Alley\n",
      "Alley_bnry\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  LotShape\n",
      "LotShape_1010_1\n",
      "2.6328992116630978e-05\n",
      "\n",
      "LotShape_1010_2\n",
      "4.228462839883651e-05\n",
      "\n",
      "LotShape_1010_0\n",
      "7.295429073361781e-05\n",
      "\n",
      "\n",
      "for source column:  LandContour\n",
      "LandContour_1010_1\n",
      "-5.906589726323297e-06\n",
      "\n",
      "LandContour_1010_0\n",
      "-6.498831969237173e-07\n",
      "\n",
      "LandContour_1010_2\n",
      "5.001575990704055e-06\n",
      "\n",
      "\n",
      "for source column:  Utilities\n",
      "Utilities_bnry\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  LotConfig\n",
      "LotConfig_1010_2\n",
      "-5.852754688218109e-05\n",
      "\n",
      "LotConfig_1010_1\n",
      "-1.9712593075760232e-05\n",
      "\n",
      "LotConfig_1010_0\n",
      "-4.866232973466111e-06\n",
      "\n",
      "\n",
      "for source column:  LandSlope\n",
      "LandSlope_1010_1\n",
      "0.0\n",
      "\n",
      "LandSlope_1010_0\n",
      "9.429077772571404e-06\n",
      "\n",
      "\n",
      "for source column:  Neighborhood\n",
      "Neighborhood_1010_2\n",
      "0.00011331534418668188\n",
      "\n",
      "Neighborhood_1010_1\n",
      "0.00012107737375632865\n",
      "\n",
      "Neighborhood_1010_3\n",
      "0.00015331495054193844\n",
      "\n",
      "Neighborhood_1010_0\n",
      "0.0002080957278478568\n",
      "\n",
      "Neighborhood_1010_4\n",
      "0.0002914555477165903\n",
      "\n",
      "\n",
      "for source column:  Condition1\n",
      "Condition1_1010_2\n",
      "5.970220341988686e-06\n",
      "\n",
      "Condition1_1010_3\n",
      "4.022604703335375e-05\n",
      "\n",
      "Condition1_1010_0\n",
      "4.7496605959818083e-05\n",
      "\n",
      "Condition1_1010_1\n",
      "5.0420809907358866e-05\n",
      "\n",
      "\n",
      "for source column:  Condition2\n",
      "Condition2_1010_2\n",
      "0.0\n",
      "\n",
      "Condition2_1010_0\n",
      "3.349633661553497e-07\n",
      "\n",
      "Condition2_1010_1\n",
      "3.349633661553497e-07\n",
      "\n",
      "Condition2_1010_3\n",
      "3.349633661553497e-07\n",
      "\n",
      "\n",
      "for source column:  BldgType\n",
      "BldgType_1010_1\n",
      "1.4582611029823056e-07\n",
      "\n",
      "BldgType_1010_0\n",
      "6.406942995584863e-06\n",
      "\n",
      "BldgType_1010_2\n",
      "2.1817283240799235e-05\n",
      "\n",
      "\n",
      "for source column:  HouseStyle\n",
      "HouseStyle_1010_3\n",
      "-1.6008782166898605e-05\n",
      "\n",
      "HouseStyle_1010_0\n",
      "1.998457909246909e-05\n",
      "\n",
      "HouseStyle_1010_2\n",
      "2.0427749453988397e-05\n",
      "\n",
      "HouseStyle_1010_1\n",
      "3.599077440508136e-05\n",
      "\n",
      "\n",
      "for source column:  OverallQual\n",
      "OverallQual_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  OverallCond\n",
      "OverallCond_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  YearBuilt\n",
      "YearBuilt_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  YearRemodAdd\n",
      "YearRemodAdd_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  RoofStyle\n",
      "RoofStyle_1010_1\n",
      "-3.5197787802587754e-05\n",
      "\n",
      "RoofStyle_1010_0\n",
      "-3.3032632640206394e-05\n",
      "\n",
      "RoofStyle_1010_2\n",
      "2.424066604000963e-06\n",
      "\n",
      "\n",
      "for source column:  RoofMatl\n",
      "RoofMatl_1010_1\n",
      "0.0\n",
      "\n",
      "RoofMatl_1010_0\n",
      "3.416600032890571e-07\n",
      "\n",
      "RoofMatl_1010_2\n",
      "3.416600032890571e-07\n",
      "\n",
      "RoofMatl_1010_3\n",
      "3.416600032890571e-07\n",
      "\n",
      "\n",
      "for source column:  Exterior1st\n",
      "Exterior1st_1010_3\n",
      "-1.536529696388733e-05\n",
      "\n",
      "Exterior1st_1010_0\n",
      "-7.4285833695508785e-06\n",
      "\n",
      "Exterior1st_1010_2\n",
      "2.7546351284213344e-05\n",
      "\n",
      "Exterior1st_1010_1\n",
      "6.567055172557179e-05\n",
      "\n",
      "\n",
      "for source column:  Exterior2nd\n",
      "Exterior2nd_1010_1\n",
      "-1.429834134236696e-05\n",
      "\n",
      "Exterior2nd_1010_3\n",
      "1.473191491208059e-05\n",
      "\n",
      "Exterior2nd_1010_0\n",
      "1.5657751650577367e-05\n",
      "\n",
      "Exterior2nd_1010_2\n",
      "1.9292986269903167e-05\n",
      "\n",
      "Exterior2nd_1010_4\n",
      "1.99646608266546e-05\n",
      "\n",
      "\n",
      "for source column:  MasVnrType\n",
      "MasVnrType_1010_1\n",
      "9.562279951746966e-06\n",
      "\n",
      "MasVnrType_1010_2\n",
      "3.447916210486124e-05\n",
      "\n",
      "MasVnrType_1010_0\n",
      "4.702104545883934e-05\n",
      "\n",
      "\n",
      "for source column:  MasVnrArea\n",
      "MasVnrArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  ExterQual\n",
      "ExterQual_1010_2\n",
      "-8.573286864987928e-06\n",
      "\n",
      "ExterQual_1010_0\n",
      "0.00023099793195124896\n",
      "\n",
      "ExterQual_1010_1\n",
      "0.00023926797614393092\n",
      "\n",
      "\n",
      "for source column:  ExterCond\n",
      "ExterCond_1010_2\n",
      "2.683799843028467e-05\n",
      "\n",
      "ExterCond_1010_1\n",
      "4.3162590988021776e-05\n",
      "\n",
      "ExterCond_1010_0\n",
      "5.385069782071206e-05\n",
      "\n",
      "\n",
      "for source column:  Foundation\n",
      "Foundation_1010_2\n",
      "-1.6371105732160274e-05\n",
      "\n",
      "Foundation_1010_0\n",
      "8.188958907862087e-06\n",
      "\n",
      "Foundation_1010_1\n",
      "2.7389285006340636e-05\n",
      "\n",
      "\n",
      "for source column:  BsmtQual\n",
      "BsmtQual_1010_1\n",
      "4.087395432628149e-05\n",
      "\n",
      "BsmtQual_1010_2\n",
      "4.360238876099931e-05\n",
      "\n",
      "BsmtQual_1010_0\n",
      "7.933386192171543e-05\n",
      "\n",
      "\n",
      "for source column:  BsmtCond\n",
      "BsmtCond_1010_2\n",
      "1.2973959225281995e-05\n",
      "\n",
      "BsmtCond_1010_1\n",
      "2.5962720579086884e-05\n",
      "\n",
      "BsmtCond_1010_0\n",
      "4.840298280039956e-05\n",
      "\n",
      "\n",
      "for source column:  BsmtExposure\n",
      "BsmtExposure_1010_1\n",
      "-1.5166835758417818e-05\n",
      "\n",
      "BsmtExposure_1010_0\n",
      "5.1981552748991966e-05\n",
      "\n",
      "BsmtExposure_1010_2\n",
      "7.152303336754873e-05\n",
      "\n",
      "\n",
      "for source column:  BsmtFinType1\n",
      "BsmtFinType1_1010_0\n",
      "5.2565552182137765e-06\n",
      "\n",
      "BsmtFinType1_1010_1\n",
      "2.737158824805963e-05\n",
      "\n",
      "BsmtFinType1_1010_2\n",
      "4.6866520880040063e-05\n",
      "\n",
      "\n",
      "for source column:  BsmtFinSF1\n",
      "BsmtFinSF1_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  BsmtFinType2\n",
      "BsmtFinType2_1010_1\n",
      "-1.1540649547114867e-06\n",
      "\n",
      "BsmtFinType2_1010_0\n",
      "3.6024109311139085e-06\n",
      "\n",
      "BsmtFinType2_1010_2\n",
      "3.659256882060369e-06\n",
      "\n",
      "\n",
      "for source column:  BsmtFinSF2\n",
      "BsmtFinSF2_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  BsmtUnfSF\n",
      "BsmtUnfSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  TotalBsmtSF\n",
      "TotalBsmtSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Heating\n",
      "Heating_1010_0\n",
      "-9.344733979954611e-07\n",
      "\n",
      "Heating_1010_2\n",
      "-5.722795008988868e-07\n",
      "\n",
      "Heating_1010_1\n",
      "-3.6219389698555204e-07\n",
      "\n",
      "\n",
      "for source column:  HeatingQC\n",
      "HeatingQC_1010_0\n",
      "1.7746798561701915e-05\n",
      "\n",
      "HeatingQC_1010_2\n",
      "2.7973783016777e-05\n",
      "\n",
      "HeatingQC_1010_1\n",
      "3.3309475462539595e-05\n",
      "\n",
      "\n",
      "for source column:  CentralAir\n",
      "CentralAir_bnry\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Electrical\n",
      "Electrical_1010_0\n",
      "1.4344089348528044e-06\n",
      "\n",
      "Electrical_1010_2\n",
      "4.845018780508248e-06\n",
      "\n",
      "Electrical_1010_1\n",
      "6.311866521224729e-06\n",
      "\n",
      "\n",
      "for source column:  1stFlrSF\n",
      "1stFlrSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  2ndFlrSF\n",
      "2ndFlrSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  LowQualFinSF\n",
      "LowQualFinSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  GrLivArea\n",
      "GrLivArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  BsmtFullBath\n",
      "BsmtFullBath_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  BsmtHalfBath\n",
      "BsmtHalfBath_0.0\n",
      "-6.445533647925217e-07\n",
      "\n",
      "BsmtHalfBath_2.0\n",
      "-4.641721584874858e-08\n",
      "\n",
      "BsmtHalfBath_1.0\n",
      "5.620366846370572e-07\n",
      "\n",
      "\n",
      "for source column:  FullBath\n",
      "FullBath_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  HalfBath\n",
      "HalfBath_0.0\n",
      "2.3453064690870384e-05\n",
      "\n",
      "HalfBath_1.0\n",
      "5.5415524125135285e-05\n",
      "\n",
      "HalfBath_2.0\n",
      "8.905379722901063e-05\n",
      "\n",
      "\n",
      "for source column:  BedroomAbvGr\n",
      "BedroomAbvGr_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  KitchenAbvGr\n",
      "KitchenAbvGr_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  KitchenQual\n",
      "KitchenQual_1010_2\n",
      "-3.639698499902089e-05\n",
      "\n",
      "KitchenQual_1010_0\n",
      "0.00037051473673721524\n",
      "\n",
      "KitchenQual_1010_1\n",
      "0.00039856354558365226\n",
      "\n",
      "\n",
      "for source column:  TotRmsAbvGrd\n",
      "TotRmsAbvGrd_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Functional\n",
      "Functional_1010_2\n",
      "2.9305490322317773e-05\n",
      "\n",
      "Functional_1010_0\n",
      "3.123171216390386e-05\n",
      "\n",
      "Functional_1010_1\n",
      "3.618922678039205e-05\n",
      "\n",
      "\n",
      "for source column:  Fireplaces\n",
      "Fireplaces_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  FireplaceQu\n",
      "FireplaceQu_1010_2\n",
      "-6.375934584679221e-05\n",
      "\n",
      "FireplaceQu_1010_0\n",
      "5.627227264382029e-05\n",
      "\n",
      "FireplaceQu_1010_1\n",
      "8.153469684968329e-05\n",
      "\n",
      "\n",
      "for source column:  GarageType\n",
      "GarageType_1010_0\n",
      "1.0135231466201766e-05\n",
      "\n",
      "GarageType_1010_1\n",
      "0.0006198969857834635\n",
      "\n",
      "GarageType_1010_2\n",
      "0.0006445814558952989\n",
      "\n",
      "\n",
      "for source column:  GarageYrBlt\n",
      "GarageYrBlt_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  GarageFinish\n",
      "GarageFinish_1010_0\n",
      "6.749944042372391e-05\n",
      "\n",
      "GarageFinish_1010_1\n",
      "0.00013603923834260012\n",
      "\n",
      "\n",
      "for source column:  GarageCars\n",
      "GarageCars_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  GarageArea\n",
      "GarageArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  GarageQual\n",
      "GarageQual_1010_2\n",
      "-1.8777508579148616e-06\n",
      "\n",
      "GarageQual_1010_1\n",
      "1.2024720312253656e-05\n",
      "\n",
      "GarageQual_1010_0\n",
      "1.2415752615124731e-05\n",
      "\n",
      "\n",
      "for source column:  GarageCond\n",
      "GarageCond_1010_2\n",
      "-1.3623243526827977e-05\n",
      "\n",
      "GarageCond_1010_1\n",
      "5.039583912314072e-05\n",
      "\n",
      "GarageCond_1010_0\n",
      "5.2582662639855116e-05\n",
      "\n",
      "\n",
      "for source column:  PavedDrive\n",
      "PavedDrive_1010_0\n",
      "-5.742569836986178e-06\n",
      "\n",
      "PavedDrive_1010_1\n",
      "1.0084948092181634e-06\n",
      "\n",
      "\n",
      "for source column:  WoodDeckSF\n",
      "WoodDeckSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  OpenPorchSF\n",
      "OpenPorchSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  EnclosedPorch\n",
      "EnclosedPorch_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  3SsnPorch\n",
      "3SsnPorch_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  ScreenPorch\n",
      "ScreenPorch_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  PoolArea\n",
      "PoolArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  PoolQC\n",
      "PoolQC_1010_0\n",
      "-1.8118646210041334e-06\n",
      "\n",
      "PoolQC_1010_1\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Fence\n",
      "Fence_1010_1\n",
      "-5.817184642986639e-05\n",
      "\n",
      "Fence_1010_2\n",
      "1.1267146905358238e-05\n",
      "\n",
      "Fence_1010_0\n",
      "2.825425361863143e-05\n",
      "\n",
      "\n",
      "for source column:  MiscFeature\n",
      "MiscFeature_1010_1\n",
      "2.1459299126558307e-07\n",
      "\n",
      "MiscFeature_1010_2\n",
      "5.947651120497e-07\n",
      "\n",
      "MiscFeature_1010_0\n",
      "3.1524212728006873e-06\n",
      "\n",
      "\n",
      "for source column:  MiscVal\n",
      "MiscVal_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  MoSold\n",
      "MoSold_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  YrSold\n",
      "YrSold_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  SaleType\n",
      "SaleType_1010_2\n",
      "-4.619025054286574e-05\n",
      "\n",
      "SaleType_1010_1\n",
      "-4.554427926550808e-05\n",
      "\n",
      "SaleType_1010_3\n",
      "-3.591755910958838e-05\n",
      "\n",
      "SaleType_1010_0\n",
      "-6.289664730374511e-06\n",
      "\n",
      "\n",
      "for source column:  SaleCondition\n",
      "SaleCondition_1010_0\n",
      "1.4392326517009835e-05\n",
      "\n",
      "SaleCondition_1010_2\n",
      "4.094904799345489e-05\n",
      "\n",
      "SaleCondition_1010_1\n",
      "5.5210273600003745e-05\n",
      "\n",
      "\n",
      "for source column:  SalePrice\n",
      "\n",
      "\n",
      "_______________\n",
      "Feature Importance evaluation complete\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MSSubClass\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['MSSubClass_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MSZoning\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotFrontage\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Street\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Alley\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotShape\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LandContour\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Utilities\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotConfig\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LandSlope\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Neighborhood\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Condition1\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Condition2\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BldgType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HouseStyle\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OverallQual\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OverallCond\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YearBuilt\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YearRemodAdd\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  RoofStyle\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  RoofMatl\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Exterior1st\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Exterior2nd\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MasVnrType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MasVnrArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ExterQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ExterCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Foundation\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtExposure\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinType1\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinSF1\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinType2\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinSF2\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtUnfSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  TotalBsmtSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Heating\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HeatingQC\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  CentralAir\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Electrical\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  1stFlrSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  2ndFlrSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LowQualFinSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GrLivArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFullBath\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtHalfBath\n",
      "    root category:  text\n",
      "\n",
      " returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  FullBath\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HalfBath\n",
      "    root category:  text\n",
      "\n",
      " returned columns:\n",
      "['HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BedroomAbvGr\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  KitchenAbvGr\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['KitchenAbvGr_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  KitchenQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  TotRmsAbvGrd\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Functional\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Fireplaces\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  FireplaceQu\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageYrBlt\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageFinish\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageCars\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PavedDrive\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  WoodDeckSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OpenPorchSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  EnclosedPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  3SsnPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ScreenPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PoolArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PoolQC\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Fence\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MiscFeature\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MiscVal\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MoSold\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YrSold\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  SaleType\n",
      "    root category:  1010\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  SaleCondition\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing label column:  SalePrice\n",
      "    root label category:  lbnm\n",
      "\n",
      " returned columns:\n",
      "['SalePrice_exc2']\n",
      "\n",
      "______\n",
      "\n",
      "infill to column:  MSSubClass_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotFrontage_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Street_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Alley_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Utilities_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallQual_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallCond_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearBuilt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearRemodAdd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF1_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF2_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtUnfSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotalBsmtSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  CentralAir_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  1stFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  2ndFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LowQualFinSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GrLivArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BedroomAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotRmsAbvGrd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fireplaces_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageYrBlt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCars_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  WoodDeckSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OpenPorchSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  EnclosedPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  3SsnPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ScreenPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscVal_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MoSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YrSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "_______________\n",
      "Postmunge returned ID column set: \n",
      "['Id', 'Automunge_index_620162302911']\n",
      "\n",
      "Postmunge returned test column set: \n",
      "['MSSubClass_nmbr', 'MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'LotFrontage_nmbr', 'LotArea_nmbr', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'OverallQual_nmbr', 'OverallCond_nmbr', 'YearBuilt_nmbr', 'YearRemodAdd_nmbr', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'MasVnrArea_nmbr', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinSF1_nmbr', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'BsmtFinSF2_nmbr', 'BsmtUnfSF_nmbr', 'TotalBsmtSF_nmbr', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', '1stFlrSF_nmbr', '2ndFlrSF_nmbr', 'LowQualFinSF_nmbr', 'GrLivArea_nmbr', 'BsmtFullBath_nmbr', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'FullBath_nmbr', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'BedroomAbvGr_nmbr', 'KitchenAbvGr_nmbr', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'TotRmsAbvGrd_nmbr', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'Fireplaces_nmbr', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageYrBlt_nmbr', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageCars_nmbr', 'GarageArea_nmbr', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'WoodDeckSF_nmbr', 'OpenPorchSF_nmbr', 'EnclosedPorch_nmbr', '3SsnPorch_nmbr', 'ScreenPorch_nmbr', 'PoolArea_nmbr', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2', 'MiscVal_nmbr', 'MoSold_nmbr', 'YrSold_nmbr', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "Postmunge returned label column set: \n",
      "['SalePrice_exc2']\n",
      "\n",
      "_______________\n",
      "Postmunge Complete\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Note that a comparable method is also available for \n",
    "#Subsequently passed test data to the postmunge(.) function\n",
    "#With the featureeval parameter\n",
    "\n",
    "#Since the housing test set doesn't include a label columns\n",
    "#We'll pass the train set for demonsrtation\n",
    "#And use the postprocess_dict we populated in the prior cell\n",
    "\n",
    "#Notice this version is faster since we're not incurring the \n",
    "#overhead of the evaluation methods\n",
    "\n",
    "test, testID, testlabels, \\\n",
    "labelsencoding_dict, postreports_dict \\\n",
    "= am.postmunge(postprocess_dict, df_train, \\\n",
    "               labelscolumn = True, \\\n",
    "               testID_column = ID_columnlist, \\\n",
    "               featureeval = True, \\\n",
    "               printstatus = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2) Dimensionality Reduction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_______________\n",
      "Begin Feature Importance evaluation\n",
      "\n",
      "_______________\n",
      "Begin Automunge processing\n",
      "\n",
      "evaluating column:  MSSubClass\n",
      "processing column:  MSSubClass\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MSSubClass_nmbr']\n",
      "\n",
      "evaluating column:  MSZoning\n",
      "processing column:  MSZoning\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "evaluating column:  LotFrontage\n",
      "processing column:  LotFrontage\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "evaluating column:  LotArea\n",
      "processing column:  LotArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "evaluating column:  Street\n",
      "processing column:  Street\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "evaluating column:  Alley\n",
      "processing column:  Alley\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "evaluating column:  LotShape\n",
      "processing column:  LotShape\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "evaluating column:  LandContour\n",
      "processing column:  LandContour\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "evaluating column:  Utilities\n",
      "processing column:  Utilities\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "evaluating column:  LotConfig\n",
      "processing column:  LotConfig\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "evaluating column:  LandSlope\n",
      "processing column:  LandSlope\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "evaluating column:  Neighborhood\n",
      "processing column:  Neighborhood\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "evaluating column:  Condition1\n",
      "processing column:  Condition1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "evaluating column:  Condition2\n",
      "processing column:  Condition2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3']\n",
      "\n",
      "evaluating column:  BldgType\n",
      "processing column:  BldgType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "evaluating column:  HouseStyle\n",
      "processing column:  HouseStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3']\n",
      "\n",
      "evaluating column:  OverallQual\n",
      "processing column:  OverallQual\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "evaluating column:  OverallCond\n",
      "processing column:  OverallCond\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "evaluating column:  YearBuilt\n",
      "processing column:  YearBuilt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "evaluating column:  YearRemodAdd\n",
      "processing column:  YearRemodAdd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "evaluating column:  RoofStyle\n",
      "processing column:  RoofStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "evaluating column:  RoofMatl\n",
      "processing column:  RoofMatl\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2']\n",
      "\n",
      "evaluating column:  Exterior1st\n",
      "processing column:  Exterior1st\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "evaluating column:  Exterior2nd\n",
      "processing column:  Exterior2nd\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4']\n",
      "\n",
      "evaluating column:  MasVnrType\n",
      "processing column:  MasVnrType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "evaluating column:  MasVnrArea\n",
      "processing column:  MasVnrArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "evaluating column:  ExterQual\n",
      "processing column:  ExterQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "evaluating column:  ExterCond\n",
      "processing column:  ExterCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n",
      "evaluating column:  Foundation\n",
      "processing column:  Foundation\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "evaluating column:  BsmtQual\n",
      "processing column:  BsmtQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "evaluating column:  BsmtCond\n",
      "processing column:  BsmtCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "evaluating column:  BsmtExposure\n",
      "processing column:  BsmtExposure\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinType1\n",
      "processing column:  BsmtFinType1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF1\n",
      "processing column:  BsmtFinSF1\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFinType2\n",
      "processing column:  BsmtFinType2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF2\n",
      "processing column:  BsmtFinSF2\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "evaluating column:  BsmtUnfSF\n",
      "processing column:  BsmtUnfSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "evaluating column:  TotalBsmtSF\n",
      "processing column:  TotalBsmtSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "evaluating column:  Heating\n",
      "processing column:  Heating\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "evaluating column:  HeatingQC\n",
      "processing column:  HeatingQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "evaluating column:  CentralAir\n",
      "processing column:  CentralAir\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "evaluating column:  Electrical\n",
      "processing column:  Electrical\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "evaluating column:  1stFlrSF\n",
      "processing column:  1stFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  2ndFlrSF\n",
      "processing column:  2ndFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  LowQualFinSF\n",
      "processing column:  LowQualFinSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "evaluating column:  GrLivArea\n",
      "processing column:  GrLivArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFullBath\n",
      "processing column:  BsmtFullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "evaluating column:  BsmtHalfBath\n",
      "processing column:  BsmtHalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n",
      "evaluating column:  FullBath\n",
      "processing column:  FullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "evaluating column:  HalfBath\n",
      "processing column:  HalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0']\n",
      "\n",
      "evaluating column:  BedroomAbvGr\n",
      "processing column:  BedroomAbvGr\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "evaluating column:  KitchenAbvGr\n",
      "processing column:  KitchenAbvGr\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['KitchenAbvGr_1.0', 'KitchenAbvGr_2.0', 'KitchenAbvGr_3.0']\n",
      "\n",
      "evaluating column:  KitchenQual\n",
      "processing column:  KitchenQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "evaluating column:  TotRmsAbvGrd\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing column:  TotRmsAbvGrd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "evaluating column:  Functional\n",
      "processing column:  Functional\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "evaluating column:  Fireplaces\n",
      "processing column:  Fireplaces\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "evaluating column:  FireplaceQu\n",
      "processing column:  FireplaceQu\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "evaluating column:  GarageType\n",
      "processing column:  GarageType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "evaluating column:  GarageYrBlt\n",
      "processing column:  GarageYrBlt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "evaluating column:  GarageFinish\n",
      "processing column:  GarageFinish\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "evaluating column:  GarageCars\n",
      "processing column:  GarageCars\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "evaluating column:  GarageArea\n",
      "processing column:  GarageArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "evaluating column:  GarageQual\n",
      "processing column:  GarageQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "evaluating column:  GarageCond\n",
      "processing column:  GarageCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "evaluating column:  PavedDrive\n",
      "processing column:  PavedDrive\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "evaluating column:  WoodDeckSF\n",
      "processing column:  WoodDeckSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "evaluating column:  OpenPorchSF\n",
      "processing column:  OpenPorchSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "evaluating column:  EnclosedPorch\n",
      "processing column:  EnclosedPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n",
      "evaluating column:  3SsnPorch\n",
      "processing column:  3SsnPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "evaluating column:  ScreenPorch\n",
      "processing column:  ScreenPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "evaluating column:  PoolArea\n",
      "processing column:  PoolArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "evaluating column:  PoolQC\n",
      "processing column:  PoolQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "evaluating column:  Fence\n",
      "processing column:  Fence\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "evaluating column:  MiscFeature\n",
      "processing column:  MiscFeature\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1']\n",
      "\n",
      "evaluating column:  MiscVal\n",
      "processing column:  MiscVal\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "evaluating column:  MoSold\n",
      "processing column:  MoSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "evaluating column:  YrSold\n",
      "processing column:  YrSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "evaluating column:  SaleType\n",
      "processing column:  SaleType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "evaluating column:  SaleCondition\n",
      "processing column:  SaleCondition\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "evaluating label column:  SalePrice\n",
      "processing label column:  SalePrice\n",
      "    root label category:  lbnm\n",
      "\n",
      " returned columns:\n",
      "['SalePrice_exc2']\n",
      "\n",
      "______\n",
      "\n",
      "infill to column:  MSSubClass_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotFrontage_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Street_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Alley_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Utilities_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallQual_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallCond_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearBuilt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearRemodAdd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF1_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF2_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtUnfSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotalBsmtSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  CentralAir_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  1stFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  2ndFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LowQualFinSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GrLivArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BedroomAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_3.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotRmsAbvGrd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fireplaces_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageYrBlt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCars_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  WoodDeckSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OpenPorchSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  EnclosedPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  3SsnPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ScreenPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscVal_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MoSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YrSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "_______________\n",
      "Begin Validation set processing with Postmunge\n",
      "\n",
      "_______________\n",
      "Begin Postmunge processing\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MSSubClass\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MSSubClass_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MSZoning\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotFrontage\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Street\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Alley\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotShape\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LandContour\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Utilities\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotConfig\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LandSlope\n",
      "    root category:  1010\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Neighborhood\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Condition1\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Condition2\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BldgType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HouseStyle\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OverallQual\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OverallCond\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YearBuilt\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YearRemodAdd\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  RoofStyle\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  RoofMatl\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Exterior1st\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Exterior2nd\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MasVnrType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MasVnrArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ExterQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ExterCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Foundation\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtExposure\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinType1\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinSF1\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinType2\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinSF2\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtUnfSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  TotalBsmtSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Heating\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HeatingQC\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  CentralAir\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Electrical\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  1stFlrSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  2ndFlrSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LowQualFinSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GrLivArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFullBath\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtHalfBath\n",
      "    root category:  text\n",
      "\n",
      " returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  FullBath\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HalfBath\n",
      "    root category:  text\n",
      "\n",
      " returned columns:\n",
      "['HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BedroomAbvGr\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  KitchenAbvGr\n",
      "    root category:  text\n",
      "\n",
      " returned columns:\n",
      "['KitchenAbvGr_1.0', 'KitchenAbvGr_2.0', 'KitchenAbvGr_3.0']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  KitchenQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  TotRmsAbvGrd\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Functional\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Fireplaces\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  FireplaceQu\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageYrBlt\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageFinish\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageCars\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PavedDrive\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  WoodDeckSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OpenPorchSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  EnclosedPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  3SsnPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ScreenPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PoolArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PoolQC\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Fence\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MiscFeature\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MiscVal\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MoSold\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YrSold\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  SaleType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  SaleCondition\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing label column:  SalePrice\n",
      "    root label category:  lbnm\n",
      "\n",
      " returned columns:\n",
      "['SalePrice_exc2']\n",
      "\n",
      "______\n",
      "\n",
      "infill to column:  MSSubClass_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotFrontage_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Street_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Alley_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Utilities_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallQual_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallCond_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearBuilt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearRemodAdd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF1_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF2_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtUnfSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotalBsmtSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  CentralAir_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  1stFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  2ndFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LowQualFinSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GrLivArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BedroomAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_3.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotRmsAbvGrd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fireplaces_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageYrBlt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCars_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  WoodDeckSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OpenPorchSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  EnclosedPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  3SsnPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ScreenPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscVal_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MoSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YrSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "_______________\n",
      "Postmunge returned ID column set: \n",
      "['Automunge_index_259401624127']\n",
      "\n",
      "Postmunge returned test column set: \n",
      "['MSSubClass_nmbr', 'MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'LotFrontage_nmbr', 'LotArea_nmbr', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'OverallQual_nmbr', 'OverallCond_nmbr', 'YearBuilt_nmbr', 'YearRemodAdd_nmbr', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'MasVnrArea_nmbr', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinSF1_nmbr', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'BsmtFinSF2_nmbr', 'BsmtUnfSF_nmbr', 'TotalBsmtSF_nmbr', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', '1stFlrSF_nmbr', '2ndFlrSF_nmbr', 'LowQualFinSF_nmbr', 'GrLivArea_nmbr', 'BsmtFullBath_nmbr', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'FullBath_nmbr', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'BedroomAbvGr_nmbr', 'KitchenAbvGr_1.0', 'KitchenAbvGr_2.0', 'KitchenAbvGr_3.0', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'TotRmsAbvGrd_nmbr', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'Fireplaces_nmbr', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageYrBlt_nmbr', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageCars_nmbr', 'GarageArea_nmbr', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'WoodDeckSF_nmbr', 'OpenPorchSF_nmbr', 'EnclosedPorch_nmbr', '3SsnPorch_nmbr', 'ScreenPorch_nmbr', 'PoolArea_nmbr', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscVal_nmbr', 'MoSold_nmbr', 'YrSold_nmbr', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "Postmunge returned label column set: \n",
      "['SalePrice_exc2']\n",
      "\n",
      "_______________\n",
      "Postmunge Complete\n",
      "\n",
      "______\n",
      "\n",
      "versioning serial stamp:\n",
      "_4.88_259401624127_2020-10-01T20:53:33.135805\n",
      "\n",
      "Automunge returned ID column set: \n",
      "['Id', 'Automunge_index_259401624127']\n",
      "\n",
      "Automunge returned train column set: \n",
      "['MSSubClass_nmbr', 'MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'LotFrontage_nmbr', 'LotArea_nmbr', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'OverallQual_nmbr', 'OverallCond_nmbr', 'YearBuilt_nmbr', 'YearRemodAdd_nmbr', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'MasVnrArea_nmbr', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinSF1_nmbr', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'BsmtFinSF2_nmbr', 'BsmtUnfSF_nmbr', 'TotalBsmtSF_nmbr', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', '1stFlrSF_nmbr', '2ndFlrSF_nmbr', 'LowQualFinSF_nmbr', 'GrLivArea_nmbr', 'BsmtFullBath_nmbr', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'FullBath_nmbr', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'BedroomAbvGr_nmbr', 'KitchenAbvGr_1.0', 'KitchenAbvGr_2.0', 'KitchenAbvGr_3.0', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'TotRmsAbvGrd_nmbr', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'Fireplaces_nmbr', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageYrBlt_nmbr', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageCars_nmbr', 'GarageArea_nmbr', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'WoodDeckSF_nmbr', 'OpenPorchSF_nmbr', 'EnclosedPorch_nmbr', '3SsnPorch_nmbr', 'ScreenPorch_nmbr', 'PoolArea_nmbr', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscVal_nmbr', 'MoSold_nmbr', 'YrSold_nmbr', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "Automunge returned label column set: \n",
      "['SalePrice_exc2']\n",
      "\n",
      "_______________\n",
      "Automunge Complete\n",
      "\n",
      "_______________\n",
      "Training feature importance evaluation model\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_______________\n",
      "Evaluating feature importances\n",
      "\n",
      "_______________\n",
      "Feature Importance results:\n",
      "\n",
      "MSSubClass_nmbr\n",
      "metric =  0.0001049598863317458\n",
      "metric2 =  0.0\n",
      "\n",
      "MSZoning_1010_0\n",
      "metric =  0.000330046583585375\n",
      "metric2 =  0.00019887887039093943\n",
      "\n",
      "MSZoning_1010_1\n",
      "metric =  0.000330046583585375\n",
      "metric2 =  0.0002879952720300505\n",
      "\n",
      "MSZoning_1010_2\n",
      "metric =  0.000330046583585375\n",
      "metric2 =  2.2251773507231398e-05\n",
      "\n",
      "LotFrontage_nmbr\n",
      "metric =  0.00018262375347433135\n",
      "metric2 =  0.0\n",
      "\n",
      "LotArea_nmbr\n",
      "metric =  0.0012660517094990054\n",
      "metric2 =  0.0\n",
      "\n",
      "Street_bnry\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "Alley_bnry\n",
      "metric =  7.552530573939897e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "LotShape_1010_0\n",
      "metric =  4.6861404648934624e-05\n",
      "metric2 =  4.6861404648934624e-05\n",
      "\n",
      "LotShape_1010_1\n",
      "metric =  4.6861404648934624e-05\n",
      "metric2 =  1.347146034946789e-05\n",
      "\n",
      "LotShape_1010_2\n",
      "metric =  4.6861404648934624e-05\n",
      "metric2 =  3.128706773558587e-05\n",
      "\n",
      "LandContour_1010_0\n",
      "metric =  4.051659601411739e-05\n",
      "metric2 =  4.051659601411739e-05\n",
      "\n",
      "LandContour_1010_1\n",
      "metric =  4.051659601411739e-05\n",
      "metric2 =  1.3225972559594013e-05\n",
      "\n",
      "LandContour_1010_2\n",
      "metric =  4.051659601411739e-05\n",
      "metric2 =  2.6733886078988967e-05\n",
      "\n",
      "Utilities_bnry\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "LotConfig_1010_0\n",
      "metric =  -4.090879781082357e-05\n",
      "metric2 =  -1.9495314406481334e-05\n",
      "\n",
      "LotConfig_1010_1\n",
      "metric =  -4.090879781082357e-05\n",
      "metric2 =  -3.1255749237568686e-05\n",
      "\n",
      "LotConfig_1010_2\n",
      "metric =  -4.090879781082357e-05\n",
      "metric2 =  -3.265739037328075e-05\n",
      "\n",
      "LandSlope_1010_0\n",
      "metric =  2.327014690273188e-05\n",
      "metric2 =  2.1155584542742467e-05\n",
      "\n",
      "LandSlope_1010_1\n",
      "metric =  2.327014690273188e-05\n",
      "metric2 =  2.1145623599894137e-06\n",
      "\n",
      "Neighborhood_1010_0\n",
      "metric =  8.231481988008049e-05\n",
      "metric2 =  8.856310824878477e-05\n",
      "\n",
      "Neighborhood_1010_1\n",
      "metric =  8.231481988008049e-05\n",
      "metric2 =  9.49084811759926e-05\n",
      "\n",
      "Neighborhood_1010_2\n",
      "metric =  8.231481988008049e-05\n",
      "metric2 =  1.8586237410356254e-05\n",
      "\n",
      "Neighborhood_1010_3\n",
      "metric =  8.231481988008049e-05\n",
      "metric2 =  7.487942790163071e-05\n",
      "\n",
      "Neighborhood_1010_4\n",
      "metric =  8.231481988008049e-05\n",
      "metric2 =  6.406482201060104e-05\n",
      "\n",
      "Condition1_1010_0\n",
      "metric =  -5.06694220547832e-06\n",
      "metric2 =  -5.06694220547832e-06\n",
      "\n",
      "Condition1_1010_1\n",
      "metric =  -5.06694220547832e-06\n",
      "metric2 =  -3.566680462641081e-06\n",
      "\n",
      "Condition1_1010_2\n",
      "metric =  -5.06694220547832e-06\n",
      "metric2 =  -1.457162059737005e-05\n",
      "\n",
      "Condition1_1010_3\n",
      "metric =  -5.06694220547832e-06\n",
      "metric2 =  7.970198680262719e-06\n",
      "\n",
      "Condition2_1010_0\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "Condition2_1010_1\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "Condition2_1010_2\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "Condition2_1010_3\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "BldgType_1010_0\n",
      "metric =  7.10122404257163e-06\n",
      "metric2 =  1.4350074360236498e-05\n",
      "\n",
      "BldgType_1010_1\n",
      "metric =  7.10122404257163e-06\n",
      "metric2 =  -2.850394391296085e-06\n",
      "\n",
      "BldgType_1010_2\n",
      "metric =  7.10122404257163e-06\n",
      "metric2 =  2.648626631129858e-06\n",
      "\n",
      "HouseStyle_1010_0\n",
      "metric =  3.764544738726894e-05\n",
      "metric2 =  3.764544738726894e-05\n",
      "\n",
      "HouseStyle_1010_1\n",
      "metric =  3.764544738726894e-05\n",
      "metric2 =  2.2683825026126314e-05\n",
      "\n",
      "HouseStyle_1010_2\n",
      "metric =  3.764544738726894e-05\n",
      "metric2 =  2.8209199499862336e-05\n",
      "\n",
      "HouseStyle_1010_3\n",
      "metric =  3.764544738726894e-05\n",
      "metric2 =  2.0356771228913217e-05\n",
      "\n",
      "OverallQual_nmbr\n",
      "metric =  0.0533277640570996\n",
      "metric2 =  0.0\n",
      "\n",
      "OverallCond_nmbr\n",
      "metric =  0.001066637760730016\n",
      "metric2 =  0.0\n",
      "\n",
      "YearBuilt_nmbr\n",
      "metric =  0.0013476988546342605\n",
      "metric2 =  0.0\n",
      "\n",
      "YearRemodAdd_nmbr\n",
      "metric =  0.0006226764076778801\n",
      "metric2 =  0.0\n",
      "\n",
      "RoofStyle_1010_0\n",
      "metric =  -0.0001282044533817972\n",
      "metric2 =  -0.0001282044533817972\n",
      "\n",
      "RoofStyle_1010_1\n",
      "metric =  -0.0001282044533817972\n",
      "metric2 =  -2.9601014871483144e-06\n",
      "\n",
      "RoofStyle_1010_2\n",
      "metric =  -0.0001282044533817972\n",
      "metric2 =  -0.0001248924174576116\n",
      "\n",
      "RoofMatl_1010_0\n",
      "metric =  -1.2423497365965375e-05\n",
      "metric2 =  -4.426588060657544e-06\n",
      "\n",
      "RoofMatl_1010_1\n",
      "metric =  -1.2423497365965375e-05\n",
      "metric2 =  -1.2423497365965375e-05\n",
      "\n",
      "RoofMatl_1010_2\n",
      "metric =  -1.2423497365965375e-05\n",
      "metric2 =  -7.996909305307831e-06\n",
      "\n",
      "Exterior1st_1010_0\n",
      "metric =  -2.1278736446084245e-05\n",
      "metric2 =  -1.2465370641256968e-06\n",
      "\n",
      "Exterior1st_1010_1\n",
      "metric =  -2.1278736446084245e-05\n",
      "metric2 =  -2.1304643929576095e-05\n",
      "\n",
      "Exterior1st_1010_2\n",
      "metric =  -2.1278736446084245e-05\n",
      "metric2 =  7.531763098977962e-06\n",
      "\n",
      "Exterior1st_1010_3\n",
      "metric =  -2.1278736446084245e-05\n",
      "metric2 =  -4.172385692646774e-05\n",
      "\n",
      "Exterior2nd_1010_0\n",
      "metric =  9.438608820278027e-05\n",
      "metric2 =  9.438608820278027e-05\n",
      "\n",
      "Exterior2nd_1010_1\n",
      "metric =  9.438608820278027e-05\n",
      "metric2 =  7.63730263111384e-05\n",
      "\n",
      "Exterior2nd_1010_2\n",
      "metric =  9.438608820278027e-05\n",
      "metric2 =  5.9001795314816974e-05\n",
      "\n",
      "Exterior2nd_1010_3\n",
      "metric =  9.438608820278027e-05\n",
      "metric2 =  5.57372734324435e-05\n",
      "\n",
      "Exterior2nd_1010_4\n",
      "metric =  9.438608820278027e-05\n",
      "metric2 =  8.802698008913978e-05\n",
      "\n",
      "MasVnrType_1010_0\n",
      "metric =  -1.05660754468051e-06\n",
      "metric2 =  -1.05660754468051e-06\n",
      "\n",
      "MasVnrType_1010_1\n",
      "metric =  -1.05660754468051e-06\n",
      "metric2 =  1.4386925754505953e-05\n",
      "\n",
      "MasVnrType_1010_2\n",
      "metric =  -1.05660754468051e-06\n",
      "metric2 =  -1.3970554959330528e-05\n",
      "\n",
      "MasVnrArea_nmbr\n",
      "metric =  5.024910566842067e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "ExterQual_1010_0\n",
      "metric =  0.00021120182255363051\n",
      "metric2 =  0.00021120182255363051\n",
      "\n",
      "ExterQual_1010_1\n",
      "metric =  0.00021120182255363051\n",
      "metric2 =  0.00025555281117739526\n",
      "\n",
      "ExterQual_1010_2\n",
      "metric =  0.00021120182255363051\n",
      "metric2 =  -4.574255632350255e-05\n",
      "\n",
      "ExterCond_1010_0\n",
      "metric =  6.037328167562972e-05\n",
      "metric2 =  3.191623815157474e-05\n",
      "\n",
      "ExterCond_1010_1\n",
      "metric =  6.037328167562972e-05\n",
      "metric2 =  4.532666794243578e-05\n",
      "\n",
      "ExterCond_1010_2\n",
      "metric =  6.037328167562972e-05\n",
      "metric2 =  4.300939081003374e-05\n",
      "\n",
      "Foundation_1010_0\n",
      "metric =  -2.200638323812676e-05\n",
      "metric2 =  -2.200638323812676e-05\n",
      "\n",
      "Foundation_1010_1\n",
      "metric =  -2.200638323812676e-05\n",
      "metric2 =  -1.3362165941721571e-05\n",
      "\n",
      "Foundation_1010_2\n",
      "metric =  -2.200638323812676e-05\n",
      "metric2 =  -9.326506878348795e-06\n",
      "\n",
      "BsmtQual_1010_0\n",
      "metric =  5.7710866225857416e-06\n",
      "metric2 =  2.7970267356680623e-06\n",
      "\n",
      "BsmtQual_1010_1\n",
      "metric =  5.7710866225857416e-06\n",
      "metric2 =  -9.033877873876328e-06\n",
      "\n",
      "BsmtQual_1010_2\n",
      "metric =  5.7710866225857416e-06\n",
      "metric2 =  1.9967705456425122e-05\n",
      "\n",
      "BsmtCond_1010_0\n",
      "metric =  4.2126813674991936e-05\n",
      "metric2 =  3.9281956834669174e-05\n",
      "\n",
      "BsmtCond_1010_1\n",
      "metric =  4.2126813674991936e-05\n",
      "metric2 =  6.487452042747144e-05\n",
      "\n",
      "BsmtCond_1010_2\n",
      "metric =  4.2126813674991936e-05\n",
      "metric2 =  -2.279630586721204e-05\n",
      "\n",
      "BsmtExposure_1010_0\n",
      "metric =  0.00011682769648602154\n",
      "metric2 =  0.00011588799221595725\n",
      "\n",
      "BsmtExposure_1010_1\n",
      "metric =  0.00011682769648602154\n",
      "metric2 =  1.69963775966675e-05\n",
      "\n",
      "BsmtExposure_1010_2\n",
      "metric =  0.00011682769648602154\n",
      "metric2 =  0.00010263743682414894\n",
      "\n",
      "BsmtFinType1_1010_0\n",
      "metric =  3.3424947554205886e-06\n",
      "metric2 =  2.091833103912144e-05\n",
      "\n",
      "BsmtFinType1_1010_1\n",
      "metric =  3.3424947554205886e-06\n",
      "metric2 =  -1.777391080048929e-05\n",
      "\n",
      "BsmtFinType1_1010_2\n",
      "metric =  3.3424947554205886e-06\n",
      "metric2 =  -1.351940135285723e-06\n",
      "\n",
      "BsmtFinSF1_nmbr\n",
      "metric =  0.0014190081709891667\n",
      "metric2 =  0.0\n",
      "\n",
      "BsmtFinType2_1010_0\n",
      "metric =  -1.6282466985817479e-06\n",
      "metric2 =  4.181677336290157e-06\n",
      "\n",
      "BsmtFinType2_1010_1\n",
      "metric =  -1.6282466985817479e-06\n",
      "metric2 =  -1.9856698151299312e-06\n",
      "\n",
      "BsmtFinType2_1010_2\n",
      "metric =  -1.6282466985817479e-06\n",
      "metric2 =  -5.399887562429484e-06\n",
      "\n",
      "BsmtFinSF2_nmbr\n",
      "metric =  1.682945023928628e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "BsmtUnfSF_nmbr\n",
      "metric =  -2.3096975468539505e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "TotalBsmtSF_nmbr\n",
      "metric =  0.0031971826920664803\n",
      "metric2 =  0.0\n",
      "\n",
      "Heating_1010_0\n",
      "metric =  4.34102454094365e-06\n",
      "metric2 =  5.31572764639332e-06\n",
      "\n",
      "Heating_1010_1\n",
      "metric =  4.34102454094365e-06\n",
      "metric2 =  4.073606691856746e-06\n",
      "\n",
      "Heating_1010_2\n",
      "metric =  4.34102454094365e-06\n",
      "metric2 =  -7.07285256251744e-07\n",
      "\n",
      "HeatingQC_1010_0\n",
      "metric =  0.0001887021613162787\n",
      "metric2 =  9.07597140120675e-05\n",
      "\n",
      "HeatingQC_1010_1\n",
      "metric =  0.0001887021613162787\n",
      "metric2 =  0.0001855948512328176\n",
      "\n",
      "HeatingQC_1010_2\n",
      "metric =  0.0001887021613162787\n",
      "metric2 =  0.00010138249677571487\n",
      "\n",
      "CentralAir_bnry\n",
      "metric =  0.0007740922098899983\n",
      "metric2 =  0.0\n",
      "\n",
      "Electrical_1010_0\n",
      "metric =  -5.944569537841282e-06\n",
      "metric2 =  -4.589944764155085e-06\n",
      "\n",
      "Electrical_1010_1\n",
      "metric =  -5.944569537841282e-06\n",
      "metric2 =  -5.944569537841282e-06\n",
      "\n",
      "Electrical_1010_2\n",
      "metric =  -5.944569537841282e-06\n",
      "metric2 =  -1.4039887133998619e-06\n",
      "\n",
      "1stFlrSF_nmbr\n",
      "metric =  0.0009422151891113062\n",
      "metric2 =  0.0\n",
      "\n",
      "2ndFlrSF_nmbr\n",
      "metric =  0.0002200864183763418\n",
      "metric2 =  0.0\n",
      "\n",
      "LowQualFinSF_nmbr\n",
      "metric =  3.2494170006946987e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "GrLivArea_nmbr\n",
      "metric =  0.02384184460779981\n",
      "metric2 =  0.0\n",
      "\n",
      "BsmtFullBath_nmbr\n",
      "metric =  2.526741621922124e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "BsmtHalfBath_0.0\n",
      "metric =  1.0748911209779166e-05\n",
      "metric2 =  -8.364830534013379e-06\n",
      "\n",
      "BsmtHalfBath_1.0\n",
      "metric =  1.0748911209779166e-05\n",
      "metric2 =  1.9061875796921868e-05\n",
      "\n",
      "BsmtHalfBath_2.0\n",
      "metric =  1.0748911209779166e-05\n",
      "metric2 =  1.0748911209779166e-05\n",
      "\n",
      "FullBath_nmbr\n",
      "metric =  3.763094838271641e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "HalfBath_0.0\n",
      "metric =  4.175953952856304e-05\n",
      "metric2 =  1.3426711271469216e-05\n",
      "\n",
      "HalfBath_1.0\n",
      "metric =  4.175953952856304e-05\n",
      "metric2 =  2.1182173184364217e-05\n",
      "\n",
      "HalfBath_2.0\n",
      "metric =  4.175953952856304e-05\n",
      "metric2 =  4.168865764464513e-05\n",
      "\n",
      "BedroomAbvGr_nmbr\n",
      "metric =  6.993695533252797e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "KitchenAbvGr_1.0\n",
      "metric =  7.863411522779362e-05\n",
      "metric2 =  1.8314957546894384e-05\n",
      "\n",
      "KitchenAbvGr_2.0\n",
      "metric =  7.863411522779362e-05\n",
      "metric2 =  5.432581739273079e-05\n",
      "\n",
      "KitchenAbvGr_3.0\n",
      "metric =  7.863411522779362e-05\n",
      "metric2 =  7.863411522779362e-05\n",
      "\n",
      "KitchenQual_1010_0\n",
      "metric =  0.000474410920745183\n",
      "metric2 =  0.000474410920745183\n",
      "\n",
      "KitchenQual_1010_1\n",
      "metric =  0.000474410920745183\n",
      "metric2 =  0.0004761975665036333\n",
      "\n",
      "KitchenQual_1010_2\n",
      "metric =  0.000474410920745183\n",
      "metric2 =  -2.3643071500600854e-06\n",
      "\n",
      "TotRmsAbvGrd_nmbr\n",
      "metric =  0.00012489151392380826\n",
      "metric2 =  0.0\n",
      "\n",
      "Functional_1010_0\n",
      "metric =  1.3877868381584335e-05\n",
      "metric2 =  1.1165380274791303e-05\n",
      "\n",
      "Functional_1010_1\n",
      "metric =  1.3877868381584335e-05\n",
      "metric2 =  6.129555751854809e-10\n",
      "\n",
      "Functional_1010_2\n",
      "metric =  1.3877868381584335e-05\n",
      "metric2 =  1.4273266038755672e-05\n",
      "\n",
      "Fireplaces_nmbr\n",
      "metric =  8.028919941682755e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "FireplaceQu_1010_0\n",
      "metric =  0.00021172698623661557\n",
      "metric2 =  0.00021203760951093997\n",
      "\n",
      "FireplaceQu_1010_1\n",
      "metric =  0.00021172698623661557\n",
      "metric2 =  0.0001704539046928355\n",
      "\n",
      "FireplaceQu_1010_2\n",
      "metric =  0.00021172698623661557\n",
      "metric2 =  3.594520656391431e-05\n",
      "\n",
      "GarageType_1010_0\n",
      "metric =  0.0009033022396873758\n",
      "metric2 =  1.4482618867606156e-05\n",
      "\n",
      "GarageType_1010_1\n",
      "metric =  0.0009033022396873758\n",
      "metric2 =  0.0008891292130666084\n",
      "\n",
      "GarageType_1010_2\n",
      "metric =  0.0009033022396873758\n",
      "metric2 =  0.0008996422240962199\n",
      "\n",
      "GarageYrBlt_nmbr\n",
      "metric =  0.00017689505106710524\n",
      "metric2 =  0.0\n",
      "\n",
      "GarageFinish_1010_0\n",
      "metric =  0.0002864671132164487\n",
      "metric2 =  4.0251010409941834e-05\n",
      "\n",
      "GarageFinish_1010_1\n",
      "metric =  0.0002864671132164487\n",
      "metric2 =  0.00024170707077175724\n",
      "\n",
      "GarageCars_nmbr\n",
      "metric =  0.0005461213346517058\n",
      "metric2 =  0.0\n",
      "\n",
      "GarageArea_nmbr\n",
      "metric =  0.0004810069040567244\n",
      "metric2 =  0.0\n",
      "\n",
      "GarageQual_1010_0\n",
      "metric =  -1.6960523519182757e-05\n",
      "metric2 =  -3.17443549333607e-05\n",
      "\n",
      "GarageQual_1010_1\n",
      "metric =  -1.6960523519182757e-05\n",
      "metric2 =  -1.6960523519182757e-05\n",
      "\n",
      "GarageQual_1010_2\n",
      "metric =  -1.6960523519182757e-05\n",
      "metric2 =  1.4869537085959728e-05\n",
      "\n",
      "GarageCond_1010_0\n",
      "metric =  5.436464243846473e-05\n",
      "metric2 =  6.546567882759202e-05\n",
      "\n",
      "GarageCond_1010_1\n",
      "metric =  5.436464243846473e-05\n",
      "metric2 =  5.414468589037824e-05\n",
      "\n",
      "GarageCond_1010_2\n",
      "metric =  5.436464243846473e-05\n",
      "metric2 =  -6.40535746843085e-06\n",
      "\n",
      "PavedDrive_1010_0\n",
      "metric =  -3.9683347299313e-06\n",
      "metric2 =  -7.467115664572255e-06\n",
      "\n",
      "PavedDrive_1010_1\n",
      "metric =  -3.9683347299313e-06\n",
      "metric2 =  1.8861925812352354e-06\n",
      "\n",
      "WoodDeckSF_nmbr\n",
      "metric =  0.00010362867031576961\n",
      "metric2 =  0.0\n",
      "\n",
      "OpenPorchSF_nmbr\n",
      "metric =  9.126854965635367e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "EnclosedPorch_nmbr\n",
      "metric =  2.0489909908771864e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "3SsnPorch_nmbr\n",
      "metric =  -2.533716453645418e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "ScreenPorch_nmbr\n",
      "metric =  9.43347636892522e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "PoolArea_nmbr\n",
      "metric =  0.0\n",
      "metric2 =  0.0\n",
      "\n",
      "PoolQC_1010_0\n",
      "metric =  -6.842787137417705e-05\n",
      "metric2 =  -5.83067960213679e-06\n",
      "\n",
      "PoolQC_1010_1\n",
      "metric =  -6.842787137417705e-05\n",
      "metric2 =  -6.284366813658071e-05\n",
      "\n",
      "Fence_1010_0\n",
      "metric =  -5.8404844591519733e-05\n",
      "metric2 =  -1.4411856169571635e-06\n",
      "\n",
      "Fence_1010_1\n",
      "metric =  -5.8404844591519733e-05\n",
      "metric2 =  -6.621786171168154e-05\n",
      "\n",
      "Fence_1010_2\n",
      "metric =  -5.8404844591519733e-05\n",
      "metric2 =  -5.093005917655713e-05\n",
      "\n",
      "MiscFeature_1010_0\n",
      "metric =  -4.294443839758522e-06\n",
      "metric2 =  -4.294443839758522e-06\n",
      "\n",
      "MiscFeature_1010_1\n",
      "metric =  -4.294443839758522e-06\n",
      "metric2 =  0.0\n",
      "\n",
      "MiscVal_nmbr\n",
      "metric =  -7.78179774063581e-07\n",
      "metric2 =  0.0\n",
      "\n",
      "MoSold_nmbr\n",
      "metric =  -1.3359377137867057e-07\n",
      "metric2 =  0.0\n",
      "\n",
      "YrSold_nmbr\n",
      "metric =  -8.439677906768583e-05\n",
      "metric2 =  0.0\n",
      "\n",
      "SaleType_1010_0\n",
      "metric =  -5.487790892788613e-05\n",
      "metric2 =  -2.430793697216771e-05\n",
      "\n",
      "SaleType_1010_1\n",
      "metric =  -5.487790892788613e-05\n",
      "metric2 =  -7.57994641145121e-05\n",
      "\n",
      "SaleType_1010_2\n",
      "metric =  -5.487790892788613e-05\n",
      "metric2 =  -4.487396628594098e-05\n",
      "\n",
      "SaleType_1010_3\n",
      "metric =  -5.487790892788613e-05\n",
      "metric2 =  -5.487790892788613e-05\n",
      "\n",
      "SaleCondition_1010_0\n",
      "metric =  -3.8926371691783146e-05\n",
      "metric2 =  -2.600441916156271e-05\n",
      "\n",
      "SaleCondition_1010_1\n",
      "metric =  -3.8926371691783146e-05\n",
      "metric2 =  -2.865981994637501e-05\n",
      "\n",
      "SaleCondition_1010_2\n",
      "metric =  -3.8926371691783146e-05\n",
      "metric2 =  -2.1185611132845672e-05\n",
      "\n",
      "\n",
      "______________________\n",
      "sorted metric results:\n",
      "\n",
      "OverallQual\n",
      "0.0533277640570996\n",
      "\n",
      "GrLivArea\n",
      "0.02384184460779981\n",
      "\n",
      "TotalBsmtSF\n",
      "0.0031971826920664803\n",
      "\n",
      "BsmtFinSF1\n",
      "0.0014190081709891667\n",
      "\n",
      "YearBuilt\n",
      "0.0013476988546342605\n",
      "\n",
      "LotArea\n",
      "0.0012660517094990054\n",
      "\n",
      "OverallCond\n",
      "0.001066637760730016\n",
      "\n",
      "1stFlrSF\n",
      "0.0009422151891113062\n",
      "\n",
      "GarageType\n",
      "0.0009033022396873758\n",
      "\n",
      "CentralAir\n",
      "0.0007740922098899983\n",
      "\n",
      "YearRemodAdd\n",
      "0.0006226764076778801\n",
      "\n",
      "GarageCars\n",
      "0.0005461213346517058\n",
      "\n",
      "GarageArea\n",
      "0.0004810069040567244\n",
      "\n",
      "KitchenQual\n",
      "0.000474410920745183\n",
      "\n",
      "MSZoning\n",
      "0.000330046583585375\n",
      "\n",
      "GarageFinish\n",
      "0.0002864671132164487\n",
      "\n",
      "2ndFlrSF\n",
      "0.0002200864183763418\n",
      "\n",
      "FireplaceQu\n",
      "0.00021172698623661557\n",
      "\n",
      "ExterQual\n",
      "0.00021120182255363051\n",
      "\n",
      "HeatingQC\n",
      "0.0001887021613162787\n",
      "\n",
      "LotFrontage\n",
      "0.00018262375347433135\n",
      "\n",
      "GarageYrBlt\n",
      "0.00017689505106710524\n",
      "\n",
      "TotRmsAbvGrd\n",
      "0.00012489151392380826\n",
      "\n",
      "BsmtExposure\n",
      "0.00011682769648602154\n",
      "\n",
      "MSSubClass\n",
      "0.0001049598863317458\n",
      "\n",
      "WoodDeckSF\n",
      "0.00010362867031576961\n",
      "\n",
      "Exterior2nd\n",
      "9.438608820278027e-05\n",
      "\n",
      "ScreenPorch\n",
      "9.43347636892522e-05\n",
      "\n",
      "OpenPorchSF\n",
      "9.126854965635367e-05\n",
      "\n",
      "Neighborhood\n",
      "8.231481988008049e-05\n",
      "\n",
      "Fireplaces\n",
      "8.028919941682755e-05\n",
      "\n",
      "KitchenAbvGr\n",
      "7.863411522779362e-05\n",
      "\n",
      "ExterCond\n",
      "6.037328167562972e-05\n",
      "\n",
      "GarageCond\n",
      "5.436464243846473e-05\n",
      "\n",
      "MasVnrArea\n",
      "5.024910566842067e-05\n",
      "\n",
      "LotShape\n",
      "4.6861404648934624e-05\n",
      "\n",
      "BsmtCond\n",
      "4.2126813674991936e-05\n",
      "\n",
      "HalfBath\n",
      "4.175953952856304e-05\n",
      "\n",
      "LandContour\n",
      "4.051659601411739e-05\n",
      "\n",
      "HouseStyle\n",
      "3.764544738726894e-05\n",
      "\n",
      "FullBath\n",
      "3.763094838271641e-05\n",
      "\n",
      "BsmtFullBath\n",
      "2.526741621922124e-05\n",
      "\n",
      "LandSlope\n",
      "2.327014690273188e-05\n",
      "\n",
      "BsmtFinSF2\n",
      "1.682945023928628e-05\n",
      "\n",
      "Functional\n",
      "1.3877868381584335e-05\n",
      "\n",
      "BsmtHalfBath\n",
      "1.0748911209779166e-05\n",
      "\n",
      "Alley\n",
      "7.552530573939897e-06\n",
      "\n",
      "BldgType\n",
      "7.10122404257163e-06\n",
      "\n",
      "BedroomAbvGr\n",
      "6.993695533252797e-06\n",
      "\n",
      "BsmtQual\n",
      "5.7710866225857416e-06\n",
      "\n",
      "Heating\n",
      "4.34102454094365e-06\n",
      "\n",
      "BsmtFinType1\n",
      "3.3424947554205886e-06\n",
      "\n",
      "LowQualFinSF\n",
      "3.2494170006946987e-06\n",
      "\n",
      "EnclosedPorch\n",
      "2.0489909908771864e-06\n",
      "\n",
      "Street\n",
      "0.0\n",
      "\n",
      "Utilities\n",
      "0.0\n",
      "\n",
      "Condition2\n",
      "0.0\n",
      "\n",
      "PoolArea\n",
      "0.0\n",
      "\n",
      "MoSold\n",
      "-1.3359377137867057e-07\n",
      "\n",
      "MiscVal\n",
      "-7.78179774063581e-07\n",
      "\n",
      "MasVnrType\n",
      "-1.05660754468051e-06\n",
      "\n",
      "BsmtFinType2\n",
      "-1.6282466985817479e-06\n",
      "\n",
      "3SsnPorch\n",
      "-2.533716453645418e-06\n",
      "\n",
      "PavedDrive\n",
      "-3.9683347299313e-06\n",
      "\n",
      "MiscFeature\n",
      "-4.294443839758522e-06\n",
      "\n",
      "Condition1\n",
      "-5.06694220547832e-06\n",
      "\n",
      "Electrical\n",
      "-5.944569537841282e-06\n",
      "\n",
      "RoofMatl\n",
      "-1.2423497365965375e-05\n",
      "\n",
      "GarageQual\n",
      "-1.6960523519182757e-05\n",
      "\n",
      "Exterior1st\n",
      "-2.1278736446084245e-05\n",
      "\n",
      "Foundation\n",
      "-2.200638323812676e-05\n",
      "\n",
      "BsmtUnfSF\n",
      "-2.3096975468539505e-05\n",
      "\n",
      "SaleCondition\n",
      "-3.8926371691783146e-05\n",
      "\n",
      "LotConfig\n",
      "-4.090879781082357e-05\n",
      "\n",
      "SaleType\n",
      "-5.487790892788613e-05\n",
      "\n",
      "Fence\n",
      "-5.8404844591519733e-05\n",
      "\n",
      "PoolQC\n",
      "-6.842787137417705e-05\n",
      "\n",
      "YrSold\n",
      "-8.439677906768583e-05\n",
      "\n",
      "RoofStyle\n",
      "-0.0001282044533817972\n",
      "\n",
      "______________________\n",
      "sorted metric2 results:\n",
      "\n",
      "for source column:  MSSubClass\n",
      "MSSubClass_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  MSZoning\n",
      "MSZoning_1010_2\n",
      "2.2251773507231398e-05\n",
      "\n",
      "MSZoning_1010_0\n",
      "0.00019887887039093943\n",
      "\n",
      "MSZoning_1010_1\n",
      "0.0002879952720300505\n",
      "\n",
      "\n",
      "for source column:  LotFrontage\n",
      "LotFrontage_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  LotArea\n",
      "LotArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Street\n",
      "Street_bnry\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Alley\n",
      "Alley_bnry\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  LotShape\n",
      "LotShape_1010_1\n",
      "1.347146034946789e-05\n",
      "\n",
      "LotShape_1010_2\n",
      "3.128706773558587e-05\n",
      "\n",
      "LotShape_1010_0\n",
      "4.6861404648934624e-05\n",
      "\n",
      "\n",
      "for source column:  LandContour\n",
      "LandContour_1010_1\n",
      "1.3225972559594013e-05\n",
      "\n",
      "LandContour_1010_2\n",
      "2.6733886078988967e-05\n",
      "\n",
      "LandContour_1010_0\n",
      "4.051659601411739e-05\n",
      "\n",
      "\n",
      "for source column:  Utilities\n",
      "Utilities_bnry\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  LotConfig\n",
      "LotConfig_1010_2\n",
      "-3.265739037328075e-05\n",
      "\n",
      "LotConfig_1010_1\n",
      "-3.1255749237568686e-05\n",
      "\n",
      "LotConfig_1010_0\n",
      "-1.9495314406481334e-05\n",
      "\n",
      "\n",
      "for source column:  LandSlope\n",
      "LandSlope_1010_1\n",
      "2.1145623599894137e-06\n",
      "\n",
      "LandSlope_1010_0\n",
      "2.1155584542742467e-05\n",
      "\n",
      "\n",
      "for source column:  Neighborhood\n",
      "Neighborhood_1010_2\n",
      "1.8586237410356254e-05\n",
      "\n",
      "Neighborhood_1010_4\n",
      "6.406482201060104e-05\n",
      "\n",
      "Neighborhood_1010_3\n",
      "7.487942790163071e-05\n",
      "\n",
      "Neighborhood_1010_0\n",
      "8.856310824878477e-05\n",
      "\n",
      "Neighborhood_1010_1\n",
      "9.49084811759926e-05\n",
      "\n",
      "\n",
      "for source column:  Condition1\n",
      "Condition1_1010_2\n",
      "-1.457162059737005e-05\n",
      "\n",
      "Condition1_1010_0\n",
      "-5.06694220547832e-06\n",
      "\n",
      "Condition1_1010_1\n",
      "-3.566680462641081e-06\n",
      "\n",
      "Condition1_1010_3\n",
      "7.970198680262719e-06\n",
      "\n",
      "\n",
      "for source column:  Condition2\n",
      "Condition2_1010_0\n",
      "0.0\n",
      "\n",
      "Condition2_1010_1\n",
      "0.0\n",
      "\n",
      "Condition2_1010_2\n",
      "0.0\n",
      "\n",
      "Condition2_1010_3\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  BldgType\n",
      "BldgType_1010_1\n",
      "-2.850394391296085e-06\n",
      "\n",
      "BldgType_1010_2\n",
      "2.648626631129858e-06\n",
      "\n",
      "BldgType_1010_0\n",
      "1.4350074360236498e-05\n",
      "\n",
      "\n",
      "for source column:  HouseStyle\n",
      "HouseStyle_1010_3\n",
      "2.0356771228913217e-05\n",
      "\n",
      "HouseStyle_1010_1\n",
      "2.2683825026126314e-05\n",
      "\n",
      "HouseStyle_1010_2\n",
      "2.8209199499862336e-05\n",
      "\n",
      "HouseStyle_1010_0\n",
      "3.764544738726894e-05\n",
      "\n",
      "\n",
      "for source column:  OverallQual\n",
      "OverallQual_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  OverallCond\n",
      "OverallCond_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  YearBuilt\n",
      "YearBuilt_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  YearRemodAdd\n",
      "YearRemodAdd_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  RoofStyle\n",
      "RoofStyle_1010_0\n",
      "-0.0001282044533817972\n",
      "\n",
      "RoofStyle_1010_2\n",
      "-0.0001248924174576116\n",
      "\n",
      "RoofStyle_1010_1\n",
      "-2.9601014871483144e-06\n",
      "\n",
      "\n",
      "for source column:  RoofMatl\n",
      "RoofMatl_1010_1\n",
      "-1.2423497365965375e-05\n",
      "\n",
      "RoofMatl_1010_2\n",
      "-7.996909305307831e-06\n",
      "\n",
      "RoofMatl_1010_0\n",
      "-4.426588060657544e-06\n",
      "\n",
      "\n",
      "for source column:  Exterior1st\n",
      "Exterior1st_1010_3\n",
      "-4.172385692646774e-05\n",
      "\n",
      "Exterior1st_1010_1\n",
      "-2.1304643929576095e-05\n",
      "\n",
      "Exterior1st_1010_0\n",
      "-1.2465370641256968e-06\n",
      "\n",
      "Exterior1st_1010_2\n",
      "7.531763098977962e-06\n",
      "\n",
      "\n",
      "for source column:  Exterior2nd\n",
      "Exterior2nd_1010_3\n",
      "5.57372734324435e-05\n",
      "\n",
      "Exterior2nd_1010_2\n",
      "5.9001795314816974e-05\n",
      "\n",
      "Exterior2nd_1010_1\n",
      "7.63730263111384e-05\n",
      "\n",
      "Exterior2nd_1010_4\n",
      "8.802698008913978e-05\n",
      "\n",
      "Exterior2nd_1010_0\n",
      "9.438608820278027e-05\n",
      "\n",
      "\n",
      "for source column:  MasVnrType\n",
      "MasVnrType_1010_2\n",
      "-1.3970554959330528e-05\n",
      "\n",
      "MasVnrType_1010_0\n",
      "-1.05660754468051e-06\n",
      "\n",
      "MasVnrType_1010_1\n",
      "1.4386925754505953e-05\n",
      "\n",
      "\n",
      "for source column:  MasVnrArea\n",
      "MasVnrArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  ExterQual\n",
      "ExterQual_1010_2\n",
      "-4.574255632350255e-05\n",
      "\n",
      "ExterQual_1010_0\n",
      "0.00021120182255363051\n",
      "\n",
      "ExterQual_1010_1\n",
      "0.00025555281117739526\n",
      "\n",
      "\n",
      "for source column:  ExterCond\n",
      "ExterCond_1010_0\n",
      "3.191623815157474e-05\n",
      "\n",
      "ExterCond_1010_2\n",
      "4.300939081003374e-05\n",
      "\n",
      "ExterCond_1010_1\n",
      "4.532666794243578e-05\n",
      "\n",
      "\n",
      "for source column:  Foundation\n",
      "Foundation_1010_0\n",
      "-2.200638323812676e-05\n",
      "\n",
      "Foundation_1010_1\n",
      "-1.3362165941721571e-05\n",
      "\n",
      "Foundation_1010_2\n",
      "-9.326506878348795e-06\n",
      "\n",
      "\n",
      "for source column:  BsmtQual\n",
      "BsmtQual_1010_1\n",
      "-9.033877873876328e-06\n",
      "\n",
      "BsmtQual_1010_0\n",
      "2.7970267356680623e-06\n",
      "\n",
      "BsmtQual_1010_2\n",
      "1.9967705456425122e-05\n",
      "\n",
      "\n",
      "for source column:  BsmtCond\n",
      "BsmtCond_1010_2\n",
      "-2.279630586721204e-05\n",
      "\n",
      "BsmtCond_1010_0\n",
      "3.9281956834669174e-05\n",
      "\n",
      "BsmtCond_1010_1\n",
      "6.487452042747144e-05\n",
      "\n",
      "\n",
      "for source column:  BsmtExposure\n",
      "BsmtExposure_1010_1\n",
      "1.69963775966675e-05\n",
      "\n",
      "BsmtExposure_1010_2\n",
      "0.00010263743682414894\n",
      "\n",
      "BsmtExposure_1010_0\n",
      "0.00011588799221595725\n",
      "\n",
      "\n",
      "for source column:  BsmtFinType1\n",
      "BsmtFinType1_1010_1\n",
      "-1.777391080048929e-05\n",
      "\n",
      "BsmtFinType1_1010_2\n",
      "-1.351940135285723e-06\n",
      "\n",
      "BsmtFinType1_1010_0\n",
      "2.091833103912144e-05\n",
      "\n",
      "\n",
      "for source column:  BsmtFinSF1\n",
      "BsmtFinSF1_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  BsmtFinType2\n",
      "BsmtFinType2_1010_2\n",
      "-5.399887562429484e-06\n",
      "\n",
      "BsmtFinType2_1010_1\n",
      "-1.9856698151299312e-06\n",
      "\n",
      "BsmtFinType2_1010_0\n",
      "4.181677336290157e-06\n",
      "\n",
      "\n",
      "for source column:  BsmtFinSF2\n",
      "BsmtFinSF2_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  BsmtUnfSF\n",
      "BsmtUnfSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  TotalBsmtSF\n",
      "TotalBsmtSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Heating\n",
      "Heating_1010_2\n",
      "-7.07285256251744e-07\n",
      "\n",
      "Heating_1010_1\n",
      "4.073606691856746e-06\n",
      "\n",
      "Heating_1010_0\n",
      "5.31572764639332e-06\n",
      "\n",
      "\n",
      "for source column:  HeatingQC\n",
      "HeatingQC_1010_0\n",
      "9.07597140120675e-05\n",
      "\n",
      "HeatingQC_1010_2\n",
      "0.00010138249677571487\n",
      "\n",
      "HeatingQC_1010_1\n",
      "0.0001855948512328176\n",
      "\n",
      "\n",
      "for source column:  CentralAir\n",
      "CentralAir_bnry\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Electrical\n",
      "Electrical_1010_1\n",
      "-5.944569537841282e-06\n",
      "\n",
      "Electrical_1010_0\n",
      "-4.589944764155085e-06\n",
      "\n",
      "Electrical_1010_2\n",
      "-1.4039887133998619e-06\n",
      "\n",
      "\n",
      "for source column:  1stFlrSF\n",
      "1stFlrSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  2ndFlrSF\n",
      "2ndFlrSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  LowQualFinSF\n",
      "LowQualFinSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  GrLivArea\n",
      "GrLivArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  BsmtFullBath\n",
      "BsmtFullBath_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  BsmtHalfBath\n",
      "BsmtHalfBath_0.0\n",
      "-8.364830534013379e-06\n",
      "\n",
      "BsmtHalfBath_2.0\n",
      "1.0748911209779166e-05\n",
      "\n",
      "BsmtHalfBath_1.0\n",
      "1.9061875796921868e-05\n",
      "\n",
      "\n",
      "for source column:  FullBath\n",
      "FullBath_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  HalfBath\n",
      "HalfBath_0.0\n",
      "1.3426711271469216e-05\n",
      "\n",
      "HalfBath_1.0\n",
      "2.1182173184364217e-05\n",
      "\n",
      "HalfBath_2.0\n",
      "4.168865764464513e-05\n",
      "\n",
      "\n",
      "for source column:  BedroomAbvGr\n",
      "BedroomAbvGr_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  KitchenAbvGr\n",
      "KitchenAbvGr_1.0\n",
      "1.8314957546894384e-05\n",
      "\n",
      "KitchenAbvGr_2.0\n",
      "5.432581739273079e-05\n",
      "\n",
      "KitchenAbvGr_3.0\n",
      "7.863411522779362e-05\n",
      "\n",
      "\n",
      "for source column:  KitchenQual\n",
      "KitchenQual_1010_2\n",
      "-2.3643071500600854e-06\n",
      "\n",
      "KitchenQual_1010_0\n",
      "0.000474410920745183\n",
      "\n",
      "KitchenQual_1010_1\n",
      "0.0004761975665036333\n",
      "\n",
      "\n",
      "for source column:  TotRmsAbvGrd\n",
      "TotRmsAbvGrd_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  Functional\n",
      "Functional_1010_1\n",
      "6.129555751854809e-10\n",
      "\n",
      "Functional_1010_0\n",
      "1.1165380274791303e-05\n",
      "\n",
      "Functional_1010_2\n",
      "1.4273266038755672e-05\n",
      "\n",
      "\n",
      "for source column:  Fireplaces\n",
      "Fireplaces_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  FireplaceQu\n",
      "FireplaceQu_1010_2\n",
      "3.594520656391431e-05\n",
      "\n",
      "FireplaceQu_1010_1\n",
      "0.0001704539046928355\n",
      "\n",
      "FireplaceQu_1010_0\n",
      "0.00021203760951093997\n",
      "\n",
      "\n",
      "for source column:  GarageType\n",
      "GarageType_1010_0\n",
      "1.4482618867606156e-05\n",
      "\n",
      "GarageType_1010_1\n",
      "0.0008891292130666084\n",
      "\n",
      "GarageType_1010_2\n",
      "0.0008996422240962199\n",
      "\n",
      "\n",
      "for source column:  GarageYrBlt\n",
      "GarageYrBlt_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  GarageFinish\n",
      "GarageFinish_1010_0\n",
      "4.0251010409941834e-05\n",
      "\n",
      "GarageFinish_1010_1\n",
      "0.00024170707077175724\n",
      "\n",
      "\n",
      "for source column:  GarageCars\n",
      "GarageCars_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  GarageArea\n",
      "GarageArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  GarageQual\n",
      "GarageQual_1010_0\n",
      "-3.17443549333607e-05\n",
      "\n",
      "GarageQual_1010_1\n",
      "-1.6960523519182757e-05\n",
      "\n",
      "GarageQual_1010_2\n",
      "1.4869537085959728e-05\n",
      "\n",
      "\n",
      "for source column:  GarageCond\n",
      "GarageCond_1010_2\n",
      "-6.40535746843085e-06\n",
      "\n",
      "GarageCond_1010_1\n",
      "5.414468589037824e-05\n",
      "\n",
      "GarageCond_1010_0\n",
      "6.546567882759202e-05\n",
      "\n",
      "\n",
      "for source column:  PavedDrive\n",
      "PavedDrive_1010_0\n",
      "-7.467115664572255e-06\n",
      "\n",
      "PavedDrive_1010_1\n",
      "1.8861925812352354e-06\n",
      "\n",
      "\n",
      "for source column:  WoodDeckSF\n",
      "WoodDeckSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  OpenPorchSF\n",
      "OpenPorchSF_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  EnclosedPorch\n",
      "EnclosedPorch_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  3SsnPorch\n",
      "3SsnPorch_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  ScreenPorch\n",
      "ScreenPorch_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  PoolArea\n",
      "PoolArea_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  PoolQC\n",
      "PoolQC_1010_1\n",
      "-6.284366813658071e-05\n",
      "\n",
      "PoolQC_1010_0\n",
      "-5.83067960213679e-06\n",
      "\n",
      "\n",
      "for source column:  Fence\n",
      "Fence_1010_1\n",
      "-6.621786171168154e-05\n",
      "\n",
      "Fence_1010_2\n",
      "-5.093005917655713e-05\n",
      "\n",
      "Fence_1010_0\n",
      "-1.4411856169571635e-06\n",
      "\n",
      "\n",
      "for source column:  MiscFeature\n",
      "MiscFeature_1010_0\n",
      "-4.294443839758522e-06\n",
      "\n",
      "MiscFeature_1010_1\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  MiscVal\n",
      "MiscVal_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  MoSold\n",
      "MoSold_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  YrSold\n",
      "YrSold_nmbr\n",
      "0.0\n",
      "\n",
      "\n",
      "for source column:  SaleType\n",
      "SaleType_1010_1\n",
      "-7.57994641145121e-05\n",
      "\n",
      "SaleType_1010_3\n",
      "-5.487790892788613e-05\n",
      "\n",
      "SaleType_1010_2\n",
      "-4.487396628594098e-05\n",
      "\n",
      "SaleType_1010_0\n",
      "-2.430793697216771e-05\n",
      "\n",
      "\n",
      "for source column:  SaleCondition\n",
      "SaleCondition_1010_1\n",
      "-2.865981994637501e-05\n",
      "\n",
      "SaleCondition_1010_0\n",
      "-2.600441916156271e-05\n",
      "\n",
      "SaleCondition_1010_2\n",
      "-2.1185611132845672e-05\n",
      "\n",
      "\n",
      "for source column:  SalePrice\n",
      "\n",
      "_______________\n",
      "Feature Importance evaluation complete\n",
      "\n",
      "_______________\n",
      "Begin Automunge processing\n",
      "\n",
      "evaluating column:  MSSubClass\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing column:  MSSubClass\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MSSubClass_nmbr']\n",
      "\n",
      "evaluating column:  MSZoning\n",
      "processing column:  MSZoning\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "evaluating column:  LotFrontage\n",
      "processing column:  LotFrontage\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "evaluating column:  LotArea\n",
      "processing column:  LotArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "evaluating column:  Street\n",
      "processing column:  Street\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "evaluating column:  Alley\n",
      "processing column:  Alley\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "evaluating column:  LotShape\n",
      "processing column:  LotShape\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "evaluating column:  LandContour\n",
      "processing column:  LandContour\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "evaluating column:  Utilities\n",
      "processing column:  Utilities\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "evaluating column:  LotConfig\n",
      "processing column:  LotConfig\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "evaluating column:  LandSlope\n",
      "processing column:  LandSlope\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "evaluating column:  Neighborhood\n",
      "processing column:  Neighborhood\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "evaluating column:  Condition1\n",
      "processing column:  Condition1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "evaluating column:  Condition2\n",
      "processing column:  Condition2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3']\n",
      "\n",
      "evaluating column:  BldgType\n",
      "processing column:  BldgType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "evaluating column:  HouseStyle\n",
      "processing column:  HouseStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3']\n",
      "\n",
      "evaluating column:  OverallQual\n",
      "processing column:  OverallQual\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "evaluating column:  OverallCond\n",
      "processing column:  OverallCond\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "evaluating column:  YearBuilt\n",
      "processing column:  YearBuilt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "evaluating column:  YearRemodAdd\n",
      "processing column:  YearRemodAdd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "evaluating column:  RoofStyle\n",
      "processing column:  RoofStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "evaluating column:  RoofMatl\n",
      "processing column:  RoofMatl\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3']\n",
      "\n",
      "evaluating column:  Exterior1st\n",
      "processing column:  Exterior1st\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "evaluating column:  Exterior2nd\n",
      "processing column:  Exterior2nd\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4']\n",
      "\n",
      "evaluating column:  MasVnrType\n",
      "processing column:  MasVnrType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "evaluating column:  MasVnrArea\n",
      "processing column:  MasVnrArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "evaluating column:  ExterQual\n",
      "processing column:  ExterQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "evaluating column:  ExterCond\n",
      "processing column:  ExterCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n",
      "evaluating column:  Foundation\n",
      "processing column:  Foundation\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "evaluating column:  BsmtQual\n",
      "processing column:  BsmtQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "evaluating column:  BsmtCond\n",
      "processing column:  BsmtCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "evaluating column:  BsmtExposure\n",
      "processing column:  BsmtExposure\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinType1\n",
      "processing column:  BsmtFinType1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF1\n",
      "processing column:  BsmtFinSF1\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFinType2\n",
      "processing column:  BsmtFinType2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF2\n",
      "processing column:  BsmtFinSF2\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "evaluating column:  BsmtUnfSF\n",
      "processing column:  BsmtUnfSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "evaluating column:  TotalBsmtSF\n",
      "processing column:  TotalBsmtSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "evaluating column:  Heating\n",
      "processing column:  Heating\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "evaluating column:  HeatingQC\n",
      "processing column:  HeatingQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "evaluating column:  CentralAir\n",
      "processing column:  CentralAir\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "evaluating column:  Electrical\n",
      "processing column:  Electrical\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "evaluating column:  1stFlrSF\n",
      "processing column:  1stFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  2ndFlrSF\n",
      "processing column:  2ndFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  LowQualFinSF\n",
      "processing column:  LowQualFinSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "evaluating column:  GrLivArea\n",
      "processing column:  GrLivArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFullBath\n",
      "processing column:  BsmtFullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "evaluating column:  BsmtHalfBath\n",
      "processing column:  BsmtHalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n",
      "evaluating column:  FullBath\n",
      "processing column:  FullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "evaluating column:  HalfBath\n",
      "processing column:  HalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0']\n",
      "\n",
      "evaluating column:  BedroomAbvGr\n",
      "processing column:  BedroomAbvGr\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "evaluating column:  KitchenAbvGr\n",
      "processing column:  KitchenAbvGr\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['KitchenAbvGr_nmbr']\n",
      "\n",
      "evaluating column:  KitchenQual\n",
      "processing column:  KitchenQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "evaluating column:  TotRmsAbvGrd\n",
      "processing column:  TotRmsAbvGrd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "evaluating column:  Functional\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing column:  Functional\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "evaluating column:  Fireplaces\n",
      "processing column:  Fireplaces\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "evaluating column:  FireplaceQu\n",
      "processing column:  FireplaceQu\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "evaluating column:  GarageType\n",
      "processing column:  GarageType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "evaluating column:  GarageYrBlt\n",
      "processing column:  GarageYrBlt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "evaluating column:  GarageFinish\n",
      "processing column:  GarageFinish\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "evaluating column:  GarageCars\n",
      "processing column:  GarageCars\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "evaluating column:  GarageArea\n",
      "processing column:  GarageArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "evaluating column:  GarageQual\n",
      "processing column:  GarageQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "evaluating column:  GarageCond\n",
      "processing column:  GarageCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "evaluating column:  PavedDrive\n",
      "processing column:  PavedDrive\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "evaluating column:  WoodDeckSF\n",
      "processing column:  WoodDeckSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "evaluating column:  OpenPorchSF\n",
      "processing column:  OpenPorchSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "evaluating column:  EnclosedPorch\n",
      "processing column:  EnclosedPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n",
      "evaluating column:  3SsnPorch\n",
      "processing column:  3SsnPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "evaluating column:  ScreenPorch\n",
      "processing column:  ScreenPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "evaluating column:  PoolArea\n",
      "processing column:  PoolArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "evaluating column:  PoolQC\n",
      "processing column:  PoolQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "evaluating column:  Fence\n",
      "processing column:  Fence\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "evaluating column:  MiscFeature\n",
      "processing column:  MiscFeature\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2']\n",
      "\n",
      "evaluating column:  MiscVal\n",
      "processing column:  MiscVal\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "evaluating column:  MoSold\n",
      "processing column:  MoSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "evaluating column:  YrSold\n",
      "processing column:  YrSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "evaluating column:  SaleType\n",
      "processing column:  SaleType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "evaluating column:  SaleCondition\n",
      "processing column:  SaleCondition\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "evaluating label column:  SalePrice\n",
      "processing label column:  SalePrice\n",
      "    root label category:  lbnm\n",
      "\n",
      " returned columns:\n",
      "['SalePrice_exc2']\n",
      "\n",
      "______\n",
      "\n",
      "infill to column:  MSSubClass_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotFrontage_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Street_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Alley_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Utilities_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallQual_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallCond_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearBuilt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearRemodAdd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF1_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF2_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtUnfSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotalBsmtSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  CentralAir_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  1stFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  2ndFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LowQualFinSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GrLivArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BedroomAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotRmsAbvGrd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fireplaces_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageYrBlt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCars_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  WoodDeckSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OpenPorchSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  EnclosedPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  3SsnPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ScreenPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscVal_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MoSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YrSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "_______________\n",
      "Begin feature importance dimensionality reduction\n",
      "\n",
      "   method:  pct\n",
      "threshold:  0.9\n",
      "\n",
      "trimmed columns: \n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_3', 'KitchenAbvGr_nmbr', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_2', 'YrSold_nmbr', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "returned columns: \n",
      "['MSSubClass_nmbr', 'MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'LotFrontage_nmbr', 'LotArea_nmbr', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'OverallQual_nmbr', 'OverallCond_nmbr', 'YearBuilt_nmbr', 'YearRemodAdd_nmbr', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'MasVnrArea_nmbr', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinSF1_nmbr', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'BsmtFinSF2_nmbr', 'BsmtUnfSF_nmbr', 'TotalBsmtSF_nmbr', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', '1stFlrSF_nmbr', '2ndFlrSF_nmbr', 'LowQualFinSF_nmbr', 'GrLivArea_nmbr', 'BsmtFullBath_nmbr', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'FullBath_nmbr', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'BedroomAbvGr_nmbr', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'TotRmsAbvGrd_nmbr', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'Fireplaces_nmbr', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageYrBlt_nmbr', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageCars_nmbr', 'GarageArea_nmbr', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'WoodDeckSF_nmbr', 'OpenPorchSF_nmbr', 'EnclosedPorch_nmbr', '3SsnPorch_nmbr', 'ScreenPorch_nmbr', 'PoolArea_nmbr', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscVal_nmbr', 'MoSold_nmbr', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "versioning serial stamp:\n",
      "_4.88_679006990349_2020-10-01T20:53:33.126699\n",
      "\n",
      "Automunge returned ID column set: \n",
      "['Id', 'Automunge_index_679006990349']\n",
      "\n",
      "Automunge returned train column set: \n",
      "['MSSubClass_nmbr', 'MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'LotFrontage_nmbr', 'LotArea_nmbr', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'OverallQual_nmbr', 'OverallCond_nmbr', 'YearBuilt_nmbr', 'YearRemodAdd_nmbr', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'MasVnrArea_nmbr', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinSF1_nmbr', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'BsmtFinSF2_nmbr', 'BsmtUnfSF_nmbr', 'TotalBsmtSF_nmbr', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', '1stFlrSF_nmbr', '2ndFlrSF_nmbr', 'LowQualFinSF_nmbr', 'GrLivArea_nmbr', 'BsmtFullBath_nmbr', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'FullBath_nmbr', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'BedroomAbvGr_nmbr', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'TotRmsAbvGrd_nmbr', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'Fireplaces_nmbr', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageYrBlt_nmbr', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageCars_nmbr', 'GarageArea_nmbr', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'WoodDeckSF_nmbr', 'OpenPorchSF_nmbr', 'EnclosedPorch_nmbr', '3SsnPorch_nmbr', 'ScreenPorch_nmbr', 'PoolArea_nmbr', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscVal_nmbr', 'MoSold_nmbr', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "Automunge returned label column set: \n",
      "['SalePrice_exc2']\n",
      "\n",
      "_______________\n",
      "Automunge Complete\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#When applying feature importance in an automunge(.) call\n",
    "#The results of the report can be used to perform \n",
    "#A kind of dimensionality reduction\n",
    "#Where columns below some threshold are trimmed\n",
    "\n",
    "#We can either designate a percent of columns to retain\n",
    "#with the featurepct = # and featuremethod = 'pct'\n",
    "\n",
    "#Or alternatively we can designate a minimum metric score for retention \n",
    "#with featuremetric = # and featuremethod = 'metric'\n",
    "\n",
    "#In the prior examples dimensionality reduction was not performed\n",
    "#Since featuremethod = 'default' by default\n",
    "\n",
    "#Here we'll demonstrate retaining the top 90% of columns\n",
    "#Based on the evlauated feature importance metric\n",
    "\n",
    "train, trainID, labels, \\\n",
    "validation1, validationID1, validationlabels1, \\\n",
    "validation2, validationID2, validationlabels2, \\\n",
    "test, testID, testlabels, \\\n",
    "labelsencoding_dict, finalcolumns_train, finalcolumns_test, \\\n",
    "featureimportance, postprocess_dict \\\n",
    "= am.automunge(df_train, \\\n",
    "               labels_column = labels_column, \\\n",
    "               trainID_column = ID_columnlist, \\\n",
    "               featureselection = True, \\\n",
    "               featurepct = 0.9, \\\n",
    "               featuremethod = 'pct', \\\n",
    "               printstatus = True)\n",
    "\n",
    "#If you want to inspect the results in printouts\n",
    "#Try a control-F for \"Begin feature importance dimensionality reduction\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1460, 148)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#The shape of the returned train set is:\n",
    "train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_______________\n",
      "Begin Automunge processing\n",
      "\n",
      "evaluating column:  MSSubClass\n",
      "processing column:  MSSubClass\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MSSubClass_nmbr']\n",
      "\n",
      "evaluating column:  MSZoning\n",
      "processing column:  MSZoning\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "evaluating column:  LotFrontage\n",
      "processing column:  LotFrontage\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "evaluating column:  LotArea\n",
      "processing column:  LotArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "evaluating column:  Street\n",
      "processing column:  Street\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "evaluating column:  Alley\n",
      "processing column:  Alley\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "evaluating column:  LotShape\n",
      "processing column:  LotShape\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "evaluating column:  LandContour\n",
      "processing column:  LandContour\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "evaluating column:  Utilities\n",
      "processing column:  Utilities\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "evaluating column:  LotConfig\n",
      "processing column:  LotConfig\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "evaluating column:  LandSlope\n",
      "processing column:  LandSlope\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "evaluating column:  Neighborhood\n",
      "processing column:  Neighborhood\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "evaluating column:  Condition1\n",
      "processing column:  Condition1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "evaluating column:  Condition2\n",
      "processing column:  Condition2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3']\n",
      "\n",
      "evaluating column:  BldgType\n",
      "processing column:  BldgType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "evaluating column:  HouseStyle\n",
      "processing column:  HouseStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3']\n",
      "\n",
      "evaluating column:  OverallQual\n",
      "processing column:  OverallQual\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "evaluating column:  OverallCond\n",
      "processing column:  OverallCond\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "evaluating column:  YearBuilt\n",
      "processing column:  YearBuilt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "evaluating column:  YearRemodAdd\n",
      "processing column:  YearRemodAdd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "evaluating column:  RoofStyle\n",
      "processing column:  RoofStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "evaluating column:  RoofMatl\n",
      "processing column:  RoofMatl\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3']\n",
      "\n",
      "evaluating column:  Exterior1st\n",
      "processing column:  Exterior1st\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "evaluating column:  Exterior2nd\n",
      "processing column:  Exterior2nd\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4']\n",
      "\n",
      "evaluating column:  MasVnrType\n",
      "processing column:  MasVnrType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "evaluating column:  MasVnrArea\n",
      "processing column:  MasVnrArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "evaluating column:  ExterQual\n",
      "processing column:  ExterQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "evaluating column:  ExterCond\n",
      "processing column:  ExterCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n",
      "evaluating column:  Foundation\n",
      "processing column:  Foundation\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "evaluating column:  BsmtQual\n",
      "processing column:  BsmtQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "evaluating column:  BsmtCond\n",
      "processing column:  BsmtCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "evaluating column:  BsmtExposure\n",
      "processing column:  BsmtExposure\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinType1\n",
      "processing column:  BsmtFinType1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF1\n",
      "processing column:  BsmtFinSF1\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFinType2\n",
      "processing column:  BsmtFinType2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF2\n",
      "processing column:  BsmtFinSF2\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "evaluating column:  BsmtUnfSF\n",
      "processing column:  BsmtUnfSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "evaluating column:  TotalBsmtSF\n",
      "processing column:  TotalBsmtSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "evaluating column:  Heating\n",
      "processing column:  Heating\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "evaluating column:  HeatingQC\n",
      "processing column:  HeatingQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "evaluating column:  CentralAir\n",
      "processing column:  CentralAir\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "evaluating column:  Electrical\n",
      "processing column:  Electrical\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "evaluating column:  1stFlrSF\n",
      "processing column:  1stFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  2ndFlrSF\n",
      "processing column:  2ndFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  LowQualFinSF\n",
      "processing column:  LowQualFinSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "evaluating column:  GrLivArea\n",
      "processing column:  GrLivArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFullBath\n",
      "processing column:  BsmtFullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "evaluating column:  BsmtHalfBath\n",
      "processing column:  BsmtHalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n",
      "evaluating column:  FullBath\n",
      "processing column:  FullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "evaluating column:  HalfBath\n",
      "processing column:  HalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0']\n",
      "\n",
      "evaluating column:  BedroomAbvGr\n",
      "processing column:  BedroomAbvGr\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "evaluating column:  KitchenAbvGr\n",
      "processing column:  KitchenAbvGr\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['KitchenAbvGr_nmbr']\n",
      "\n",
      "evaluating column:  KitchenQual\n",
      "processing column:  KitchenQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "evaluating column:  TotRmsAbvGrd\n",
      "processing column:  TotRmsAbvGrd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "evaluating column:  Functional\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing column:  Functional\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "evaluating column:  Fireplaces\n",
      "processing column:  Fireplaces\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "evaluating column:  FireplaceQu\n",
      "processing column:  FireplaceQu\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "evaluating column:  GarageType\n",
      "processing column:  GarageType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "evaluating column:  GarageYrBlt\n",
      "processing column:  GarageYrBlt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "evaluating column:  GarageFinish\n",
      "processing column:  GarageFinish\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "evaluating column:  GarageCars\n",
      "processing column:  GarageCars\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "evaluating column:  GarageArea\n",
      "processing column:  GarageArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "evaluating column:  GarageQual\n",
      "processing column:  GarageQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "evaluating column:  GarageCond\n",
      "processing column:  GarageCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "evaluating column:  PavedDrive\n",
      "processing column:  PavedDrive\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "evaluating column:  WoodDeckSF\n",
      "processing column:  WoodDeckSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "evaluating column:  OpenPorchSF\n",
      "processing column:  OpenPorchSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "evaluating column:  EnclosedPorch\n",
      "processing column:  EnclosedPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n",
      "evaluating column:  3SsnPorch\n",
      "processing column:  3SsnPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "evaluating column:  ScreenPorch\n",
      "processing column:  ScreenPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "evaluating column:  PoolArea\n",
      "processing column:  PoolArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "evaluating column:  PoolQC\n",
      "processing column:  PoolQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "evaluating column:  Fence\n",
      "processing column:  Fence\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "evaluating column:  MiscFeature\n",
      "processing column:  MiscFeature\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2']\n",
      "\n",
      "evaluating column:  MiscVal\n",
      "processing column:  MiscVal\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "evaluating column:  MoSold\n",
      "processing column:  MoSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "evaluating column:  YrSold\n",
      "processing column:  YrSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "evaluating column:  SaleType\n",
      "processing column:  SaleType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "evaluating column:  SaleCondition\n",
      "processing column:  SaleCondition\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "evaluating label column:  SalePrice\n",
      "processing label column:  SalePrice\n",
      "    root label category:  lbnm\n",
      "\n",
      " returned columns:\n",
      "['SalePrice_exc2']\n",
      "\n",
      "______\n",
      "\n",
      "infill to column:  MSSubClass_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotFrontage_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Street_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Alley_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Utilities_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallQual_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallCond_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearBuilt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearRemodAdd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF1_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF2_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtUnfSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotalBsmtSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  CentralAir_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  1stFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  2ndFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LowQualFinSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GrLivArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BedroomAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotRmsAbvGrd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fireplaces_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageYrBlt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCars_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  WoodDeckSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OpenPorchSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  EnclosedPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  3SsnPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ScreenPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscVal_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MoSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YrSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "_______________\n",
      "Applying PCA dimensionality reduction\n",
      "\n",
      "Before PCA train set column count:\n",
      "167\n",
      "\n",
      "columns excluded from PCA: \n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PCA model applied: \n",
      "SparsePCA\n",
      "\n",
      "returned PCA columns: \n",
      "['PCAcol0', 'PCAcol1', 'PCAcol2', 'PCAcol3', 'PCAcol4']\n",
      "\n",
      "After PCA train set column count:\n",
      "138\n",
      "\n",
      "______\n",
      "\n",
      "versioning serial stamp:\n",
      "_4.88_547017774951_2020-10-01T20:54:00.589417\n",
      "\n",
      "Automunge returned ID column set: \n",
      "['Id', 'Automunge_index_547017774951']\n",
      "\n",
      "Automunge returned train column set: \n",
      "['PCAcol0', 'PCAcol1', 'PCAcol2', 'PCAcol3', 'PCAcol4', 'MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "Automunge returned label column set: \n",
      "['SalePrice_exc2']\n",
      "\n",
      "_______________\n",
      "Automunge Complete\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Another kind of dimensionality reduction is available by PCA\n",
    "#(Principle Component Analysis)\n",
    "#Which is built on top of the SciKit Learn PCA library\n",
    "\n",
    "#The default PCA is kernel PCA for all-positive sets\n",
    "#(Such as may be prepared by applying mnmx \n",
    "#as the default numerical encoding)\n",
    "#Or otherwise the default PCA is sparse PCA\n",
    "\n",
    "#Here we demonsrate performing a PCA model to consolidate numeric sets\n",
    "#To 5 returned columns\n",
    "\n",
    "#We'll also exclude from PCA any boolean or ordinal encoded columns\n",
    "#As is an option in the ML_cmnd parameter\n",
    "\n",
    "#Note that if there are any other columns we want to exclude from PCA\n",
    "#We can designate as a list of column headers to the PCAexcl parameter\n",
    "\n",
    "train, trainID, labels, \\\n",
    "validation1, validationID1, validationlabels1, \\\n",
    "validation2, validationID2, validationlabels2, \\\n",
    "test, testID, testlabels, \\\n",
    "labelsencoding_dict, finalcolumns_train, finalcolumns_test, \\\n",
    "featureimportance, postprocess_dict \\\n",
    "= am.automunge(df_train, \\\n",
    "               labels_column = labels_column, \\\n",
    "               trainID_column = ID_columnlist, \\\n",
    "               PCAn_components = 5, \\\n",
    "               ML_cmnd = {'PCA_cmnd':{'bool_ordl_PCAexcl':True}}, \\\n",
    "               printstatus = True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1460, 138)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#The shape of the returned train set is:\n",
    "train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_______________\n",
      "Begin Automunge processing\n",
      "\n",
      "evaluating column:  MSSubClass\n",
      "processing column:  MSSubClass\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MSSubClass_nmbr']\n",
      "\n",
      "evaluating column:  MSZoning\n",
      "processing column:  MSZoning\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "evaluating column:  LotFrontage\n",
      "processing column:  LotFrontage\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "evaluating column:  LotArea\n",
      "processing column:  LotArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "evaluating column:  Street\n",
      "processing column:  Street\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "evaluating column:  Alley\n",
      "processing column:  Alley\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "evaluating column:  LotShape\n",
      "processing column:  LotShape\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "evaluating column:  LandContour\n",
      "processing column:  LandContour\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "evaluating column:  Utilities\n",
      "processing column:  Utilities\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "evaluating column:  LotConfig\n",
      "processing column:  LotConfig\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "evaluating column:  LandSlope\n",
      "processing column:  LandSlope\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "evaluating column:  Neighborhood\n",
      "processing column:  Neighborhood\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "evaluating column:  Condition1\n",
      "processing column:  Condition1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "evaluating column:  Condition2\n",
      "processing column:  Condition2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3']\n",
      "\n",
      "evaluating column:  BldgType\n",
      "processing column:  BldgType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "evaluating column:  HouseStyle\n",
      "processing column:  HouseStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3']\n",
      "\n",
      "evaluating column:  OverallQual\n",
      "processing column:  OverallQual\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "evaluating column:  OverallCond\n",
      "processing column:  OverallCond\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "evaluating column:  YearBuilt\n",
      "processing column:  YearBuilt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "evaluating column:  YearRemodAdd\n",
      "processing column:  YearRemodAdd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "evaluating column:  RoofStyle\n",
      "processing column:  RoofStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "evaluating column:  RoofMatl\n",
      "processing column:  RoofMatl\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3']\n",
      "\n",
      "evaluating column:  Exterior1st\n",
      "processing column:  Exterior1st\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "evaluating column:  Exterior2nd\n",
      "processing column:  Exterior2nd\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4']\n",
      "\n",
      "evaluating column:  MasVnrType\n",
      "processing column:  MasVnrType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "evaluating column:  MasVnrArea\n",
      "processing column:  MasVnrArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "evaluating column:  ExterQual\n",
      "processing column:  ExterQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "evaluating column:  ExterCond\n",
      "processing column:  ExterCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n",
      "evaluating column:  Foundation\n",
      "processing column:  Foundation\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "evaluating column:  BsmtQual\n",
      "processing column:  BsmtQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "evaluating column:  BsmtCond\n",
      "processing column:  BsmtCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "evaluating column:  BsmtExposure\n",
      "processing column:  BsmtExposure\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinType1\n",
      "processing column:  BsmtFinType1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF1\n",
      "processing column:  BsmtFinSF1\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFinType2\n",
      "processing column:  BsmtFinType2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF2\n",
      "processing column:  BsmtFinSF2\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "evaluating column:  BsmtUnfSF\n",
      "processing column:  BsmtUnfSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "evaluating column:  TotalBsmtSF\n",
      "processing column:  TotalBsmtSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "evaluating column:  Heating\n",
      "processing column:  Heating\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "evaluating column:  HeatingQC\n",
      "processing column:  HeatingQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "evaluating column:  CentralAir\n",
      "processing column:  CentralAir\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "evaluating column:  Electrical\n",
      "processing column:  Electrical\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "evaluating column:  1stFlrSF\n",
      "processing column:  1stFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  2ndFlrSF\n",
      "processing column:  2ndFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  LowQualFinSF\n",
      "processing column:  LowQualFinSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "evaluating column:  GrLivArea\n",
      "processing column:  GrLivArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFullBath\n",
      "processing column:  BsmtFullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "evaluating column:  BsmtHalfBath\n",
      "processing column:  BsmtHalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n",
      "evaluating column:  FullBath\n",
      "processing column:  FullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "evaluating column:  HalfBath\n",
      "processing column:  HalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0']\n",
      "\n",
      "evaluating column:  BedroomAbvGr\n",
      "processing column:  BedroomAbvGr\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "evaluating column:  KitchenAbvGr\n",
      "processing column:  KitchenAbvGr\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['KitchenAbvGr_nmbr']\n",
      "\n",
      "evaluating column:  KitchenQual\n",
      "processing column:  KitchenQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "evaluating column:  TotRmsAbvGrd\n",
      "processing column:  TotRmsAbvGrd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "evaluating column:  Functional\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing column:  Functional\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "evaluating column:  Fireplaces\n",
      "processing column:  Fireplaces\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "evaluating column:  FireplaceQu\n",
      "processing column:  FireplaceQu\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "evaluating column:  GarageType\n",
      "processing column:  GarageType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "evaluating column:  GarageYrBlt\n",
      "processing column:  GarageYrBlt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "evaluating column:  GarageFinish\n",
      "processing column:  GarageFinish\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "evaluating column:  GarageCars\n",
      "processing column:  GarageCars\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "evaluating column:  GarageArea\n",
      "processing column:  GarageArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "evaluating column:  GarageQual\n",
      "processing column:  GarageQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "evaluating column:  GarageCond\n",
      "processing column:  GarageCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "evaluating column:  PavedDrive\n",
      "processing column:  PavedDrive\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "evaluating column:  WoodDeckSF\n",
      "processing column:  WoodDeckSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "evaluating column:  OpenPorchSF\n",
      "processing column:  OpenPorchSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "evaluating column:  EnclosedPorch\n",
      "processing column:  EnclosedPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n",
      "evaluating column:  3SsnPorch\n",
      "processing column:  3SsnPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "evaluating column:  ScreenPorch\n",
      "processing column:  ScreenPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "evaluating column:  PoolArea\n",
      "processing column:  PoolArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "evaluating column:  PoolQC\n",
      "processing column:  PoolQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "evaluating column:  Fence\n",
      "processing column:  Fence\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "evaluating column:  MiscFeature\n",
      "processing column:  MiscFeature\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2']\n",
      "\n",
      "evaluating column:  MiscVal\n",
      "processing column:  MiscVal\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "evaluating column:  MoSold\n",
      "processing column:  MoSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "evaluating column:  YrSold\n",
      "processing column:  YrSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "evaluating column:  SaleType\n",
      "processing column:  SaleType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "evaluating column:  SaleCondition\n",
      "processing column:  SaleCondition\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "evaluating label column:  SalePrice\n",
      "processing label column:  SalePrice\n",
      "    root label category:  lbnm\n",
      "\n",
      " returned columns:\n",
      "['SalePrice_exc2']\n",
      "\n",
      "______\n",
      "\n",
      "infill to column:  MSSubClass_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotFrontage_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Street_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Alley_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Utilities_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallQual_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallCond_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearBuilt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearRemodAdd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF1_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF2_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtUnfSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotalBsmtSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  CentralAir_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  1stFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  2ndFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LowQualFinSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GrLivArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BedroomAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotRmsAbvGrd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fireplaces_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageYrBlt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCars_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  WoodDeckSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OpenPorchSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  EnclosedPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  3SsnPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ScreenPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscVal_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MoSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YrSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "_______________\n",
      "Applying PCA dimensionality reduction\n",
      "\n",
      "Before PCA train set column count:\n",
      "167\n",
      "\n",
      "columns excluded from PCA: \n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2', 'MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PCA model applied: \n",
      "SparsePCA\n",
      "\n",
      "returned PCA columns: \n",
      "['PCAcol0', 'PCAcol1', 'PCAcol2', 'PCAcol3', 'PCAcol4']\n",
      "\n",
      "After PCA train set column count:\n",
      "138\n",
      "\n",
      "_______________\n",
      "Begin Binary dimensionality reduction\n",
      "\n",
      "Before Binary train set column count = \n",
      "138\n",
      "\n",
      "Consolidating boolean columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "Boolean column count = \n",
      "133\n",
      "\n",
      "Returned Binary columns:\n",
      "['Binary_1010_0', 'Binary_1010_1', 'Binary_1010_2', 'Binary_1010_3', 'Binary_1010_4', 'Binary_1010_5', 'Binary_1010_6', 'Binary_1010_7', 'Binary_1010_8', 'Binary_1010_9', 'Binary_1010_10']\n",
      "\n",
      "Returned Binary column count = \n",
      "11\n",
      "\n",
      "After Binary train set column count = \n",
      "16\n",
      "\n",
      "______\n",
      "\n",
      "versioning serial stamp:\n",
      "_4.88_915369314880_2020-10-01T20:54:17.849421\n",
      "\n",
      "Automunge returned ID column set: \n",
      "['Id', 'Automunge_index_915369314880']\n",
      "\n",
      "Automunge returned train column set: \n",
      "['PCAcol0', 'PCAcol1', 'PCAcol2', 'PCAcol3', 'PCAcol4', 'Binary_1010_0', 'Binary_1010_1', 'Binary_1010_2', 'Binary_1010_3', 'Binary_1010_4', 'Binary_1010_5', 'Binary_1010_6', 'Binary_1010_7', 'Binary_1010_8', 'Binary_1010_9', 'Binary_1010_10']\n",
      "\n",
      "Automunge returned label column set: \n",
      "['SalePrice_exc2']\n",
      "\n",
      "_______________\n",
      "Automunge Complete\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Another option for dimensionality reduction is available \n",
    "#with the Binary transform\n",
    "#Which collectively applies a binary transform \n",
    "#to the set of boolean encoded columns\n",
    "\n",
    "#Here we'll demonstrate a binary transform for boolean encoded columns\n",
    "#In conjunction with a PCA transform for numerically encoded columns\n",
    "#Such as to achieve a significant reduction in the set\n",
    "\n",
    "#We'll use the Binary parameter\n",
    "#And for esoteric reasons is good practice to apply excl_suffix = True\n",
    "\n",
    "train, trainID, labels, \\\n",
    "validation1, validationID1, validationlabels1, \\\n",
    "validation2, validationID2, validationlabels2, \\\n",
    "test, testID, testlabels, \\\n",
    "labelsencoding_dict, finalcolumns_train, finalcolumns_test, \\\n",
    "featureimportance, postprocess_dict \\\n",
    "= am.automunge(df_train, \\\n",
    "               labels_column = labels_column, \\\n",
    "               trainID_column = ID_columnlist, \\\n",
    "               PCAn_components = 5, \\\n",
    "               ML_cmnd = {'PCA_cmnd':{'bool_ordl_PCAexcl':True}}, \\\n",
    "               Binary = True, \\\n",
    "               excl_suffix = True, \\\n",
    "               printstatus = True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1460, 16)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#The shape of the returned train set is:\n",
    "train.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3) Preparation for Oversampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_______________\n",
      "Begin Automunge processing\n",
      "\n",
      "evaluating column:  MSSubClass\n",
      "processing column:  MSSubClass\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MSSubClass_nmbr']\n",
      "\n",
      "evaluating column:  MSZoning\n",
      "processing column:  MSZoning\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "evaluating column:  LotFrontage\n",
      "processing column:  LotFrontage\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "evaluating column:  LotArea\n",
      "processing column:  LotArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "evaluating column:  Street\n",
      "processing column:  Street\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "evaluating column:  Alley\n",
      "processing column:  Alley\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "evaluating column:  LotShape\n",
      "processing column:  LotShape\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "evaluating column:  LandContour\n",
      "processing column:  LandContour\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "evaluating column:  Utilities\n",
      "processing column:  Utilities\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "evaluating column:  LotConfig\n",
      "processing column:  LotConfig\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "evaluating column:  LandSlope\n",
      "processing column:  LandSlope\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "evaluating column:  Neighborhood\n",
      "processing column:  Neighborhood\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "evaluating column:  Condition1\n",
      "processing column:  Condition1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "evaluating column:  Condition2\n",
      "processing column:  Condition2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3']\n",
      "\n",
      "evaluating column:  BldgType\n",
      "processing column:  BldgType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "evaluating column:  HouseStyle\n",
      "processing column:  HouseStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3']\n",
      "\n",
      "evaluating column:  OverallQual\n",
      "processing column:  OverallQual\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "evaluating column:  OverallCond\n",
      "processing column:  OverallCond\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "evaluating column:  YearBuilt\n",
      "processing column:  YearBuilt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "evaluating column:  YearRemodAdd\n",
      "processing column:  YearRemodAdd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "evaluating column:  RoofStyle\n",
      "processing column:  RoofStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "evaluating column:  RoofMatl\n",
      "processing column:  RoofMatl\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3']\n",
      "\n",
      "evaluating column:  Exterior1st\n",
      "processing column:  Exterior1st\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "evaluating column:  Exterior2nd\n",
      "processing column:  Exterior2nd\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4']\n",
      "\n",
      "evaluating column:  MasVnrType\n",
      "processing column:  MasVnrType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "evaluating column:  MasVnrArea\n",
      "processing column:  MasVnrArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "evaluating column:  ExterQual\n",
      "processing column:  ExterQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "evaluating column:  ExterCond\n",
      "processing column:  ExterCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n",
      "evaluating column:  Foundation\n",
      "processing column:  Foundation\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "evaluating column:  BsmtQual\n",
      "processing column:  BsmtQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "evaluating column:  BsmtCond\n",
      "processing column:  BsmtCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "evaluating column:  BsmtExposure\n",
      "processing column:  BsmtExposure\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinType1\n",
      "processing column:  BsmtFinType1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF1\n",
      "processing column:  BsmtFinSF1\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFinType2\n",
      "processing column:  BsmtFinType2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF2\n",
      "processing column:  BsmtFinSF2\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "evaluating column:  BsmtUnfSF\n",
      "processing column:  BsmtUnfSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "evaluating column:  TotalBsmtSF\n",
      "processing column:  TotalBsmtSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "evaluating column:  Heating\n",
      "processing column:  Heating\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "evaluating column:  HeatingQC\n",
      "processing column:  HeatingQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "evaluating column:  CentralAir\n",
      "processing column:  CentralAir\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "evaluating column:  Electrical\n",
      "processing column:  Electrical\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "evaluating column:  1stFlrSF\n",
      "processing column:  1stFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  2ndFlrSF\n",
      "processing column:  2ndFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  LowQualFinSF\n",
      "processing column:  LowQualFinSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "evaluating column:  GrLivArea\n",
      "processing column:  GrLivArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFullBath\n",
      "processing column:  BsmtFullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "evaluating column:  BsmtHalfBath\n",
      "processing column:  BsmtHalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n",
      "evaluating column:  FullBath\n",
      "processing column:  FullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "evaluating column:  HalfBath\n",
      "processing column:  HalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0']\n",
      "\n",
      "evaluating column:  BedroomAbvGr\n",
      "processing column:  BedroomAbvGr\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "evaluating column:  KitchenAbvGr\n",
      "processing column:  KitchenAbvGr\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['KitchenAbvGr_nmbr']\n",
      "\n",
      "evaluating column:  KitchenQual\n",
      "processing column:  KitchenQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "evaluating column:  TotRmsAbvGrd\n",
      "processing column:  TotRmsAbvGrd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "evaluating column:  Functional\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing column:  Functional\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "evaluating column:  Fireplaces\n",
      "processing column:  Fireplaces\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "evaluating column:  FireplaceQu\n",
      "processing column:  FireplaceQu\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "evaluating column:  GarageType\n",
      "processing column:  GarageType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "evaluating column:  GarageYrBlt\n",
      "processing column:  GarageYrBlt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "evaluating column:  GarageFinish\n",
      "processing column:  GarageFinish\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "evaluating column:  GarageCars\n",
      "processing column:  GarageCars\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "evaluating column:  GarageArea\n",
      "processing column:  GarageArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "evaluating column:  GarageQual\n",
      "processing column:  GarageQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "evaluating column:  GarageCond\n",
      "processing column:  GarageCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "evaluating column:  PavedDrive\n",
      "processing column:  PavedDrive\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "evaluating column:  WoodDeckSF\n",
      "processing column:  WoodDeckSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "evaluating column:  OpenPorchSF\n",
      "processing column:  OpenPorchSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "evaluating column:  EnclosedPorch\n",
      "processing column:  EnclosedPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n",
      "evaluating column:  3SsnPorch\n",
      "processing column:  3SsnPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "evaluating column:  ScreenPorch\n",
      "processing column:  ScreenPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "evaluating column:  PoolArea\n",
      "processing column:  PoolArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "evaluating column:  PoolQC\n",
      "processing column:  PoolQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "evaluating column:  Fence\n",
      "processing column:  Fence\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "evaluating column:  MiscFeature\n",
      "processing column:  MiscFeature\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2']\n",
      "\n",
      "evaluating column:  MiscVal\n",
      "processing column:  MiscVal\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "evaluating column:  MoSold\n",
      "processing column:  MoSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "evaluating column:  YrSold\n",
      "processing column:  YrSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "evaluating column:  SaleType\n",
      "processing column:  SaleType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "evaluating column:  SaleCondition\n",
      "processing column:  SaleCondition\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "evaluating label column:  SalePrice\n",
      "processing label column:  SalePrice\n",
      "    root label category:  exc4\n",
      "\n",
      " returned columns:\n",
      "['SalePrice_exc2', 'SalePrice_exc2_10^4', 'SalePrice_exc2_10^5']\n",
      "\n",
      "______\n",
      "\n",
      "infill to column:  MSSubClass_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotFrontage_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Street_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Alley_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Utilities_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallQual_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallCond_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearBuilt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearRemodAdd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF1_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF2_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtUnfSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotalBsmtSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  CentralAir_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  1stFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  2ndFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LowQualFinSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GrLivArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BedroomAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotRmsAbvGrd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fireplaces_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageYrBlt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCars_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  WoodDeckSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OpenPorchSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  EnclosedPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  3SsnPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ScreenPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscVal_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MoSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YrSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "_______________\n",
      "Begin label rebalancing\n",
      "\n",
      "Before rebalancing train set row count = \n",
      "1460\n",
      "\n",
      "\n",
      "After rebalancing train set row count = \n",
      "2714\n",
      "\n",
      "______\n",
      "\n",
      "versioning serial stamp:\n",
      "_4.88_940629842856_2020-10-01T20:54:35.682553\n",
      "\n",
      "Automunge returned ID column set: \n",
      "['Id', 'Automunge_index_940629842856']\n",
      "\n",
      "Automunge returned train column set: \n",
      "['MSSubClass_nmbr', 'MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'LotFrontage_nmbr', 'LotArea_nmbr', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'OverallQual_nmbr', 'OverallCond_nmbr', 'YearBuilt_nmbr', 'YearRemodAdd_nmbr', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'MasVnrArea_nmbr', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinSF1_nmbr', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'BsmtFinSF2_nmbr', 'BsmtUnfSF_nmbr', 'TotalBsmtSF_nmbr', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', '1stFlrSF_nmbr', '2ndFlrSF_nmbr', 'LowQualFinSF_nmbr', 'GrLivArea_nmbr', 'BsmtFullBath_nmbr', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'FullBath_nmbr', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'BedroomAbvGr_nmbr', 'KitchenAbvGr_nmbr', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'TotRmsAbvGrd_nmbr', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'Fireplaces_nmbr', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageYrBlt_nmbr', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageCars_nmbr', 'GarageArea_nmbr', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'WoodDeckSF_nmbr', 'OpenPorchSF_nmbr', 'EnclosedPorch_nmbr', '3SsnPorch_nmbr', 'ScreenPorch_nmbr', 'PoolArea_nmbr', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2', 'MiscVal_nmbr', 'MoSold_nmbr', 'YrSold_nmbr', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "Automunge returned label column set: \n",
      "['SalePrice_exc2', 'SalePrice_exc2_10^4', 'SalePrice_exc2_10^5']\n",
      "\n",
      "_______________\n",
      "Automunge Complete\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#The preparation for oversampling method\n",
    "#Evaluates distribution of label classes to \n",
    "#Basically duplicate in the set rows \n",
    "#corresponding to underrepresented labels\n",
    "#By passing TrainLabelFreqLevel = True\n",
    "#To (approximately) levelize the distribution of labels\n",
    "\n",
    "#The method evaluates distribution based on categoric encodings\n",
    "#But for cases of numeric labels, such as in this housing data set\n",
    "#The method also works by aggregating bins from the distribution\n",
    "#Such as standard deviation bins or bins based on powers of ten\n",
    "#Available simply by assigning a numeric label set in assigncat\n",
    "#To exc3 for standard deviation bins or exc4 for powers of ten\n",
    "#Where the bins supplement the returned pass-through numeric sets\n",
    "\n",
    "#Let's demonstrate\n",
    "\n",
    "train, trainID, labels, \\\n",
    "validation1, validationID1, validationlabels1, \\\n",
    "validation2, validationID2, validationlabels2, \\\n",
    "test, testID, testlabels, \\\n",
    "labelsencoding_dict, finalcolumns_train, finalcolumns_test, \\\n",
    "featureimportance, postprocess_dict \\\n",
    "= am.automunge(df_train, \\\n",
    "               labels_column = labels_column, \\\n",
    "               trainID_column = ID_columnlist, \\\n",
    "               assigncat = {'exc4':labels_column}, \\\n",
    "               TrainLabelFreqLevel = True, \\\n",
    "               printstatus = True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2714, 167)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#The shape of the returned train set is:\n",
    "train.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4) Data Distribution Drift"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_______________\n",
      "Begin Postmunge processing\n",
      "\n",
      "_______________\n",
      "Preparing Drift Report:\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  MSSubClass\n",
      "\n",
      "original returned columns:\n",
      "['MSSubClass_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['MSSubClass_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  MSSubClass_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 56.897260273972606, 'std': 42.30057099381035, 'max': 190.0, 'min': 20.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 57.37834132967786, 'std': 42.74687961871836, 'max': 190, 'min': 20, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  MSZoning\n",
      "\n",
      "original returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  MSZoning_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'C (all)': '000', 'FV': '001', 'RH': '010', 'RL': '011', 'RM': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'C (all)': 0.00684931506849315, 'FV': 0.04452054794520548, 'RH': 0.010958904109589041, 'RL': 0.7883561643835616, 'RM': 0.14931506849315068, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'C (all)': '000', 'FV': '001', 'RH': '010', 'RL': '011', 'RM': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'C (all)': 0.01028101439342015, 'FV': 0.05071967100753941, 'RH': 0.006854009595613434, 'RL': 0.7635366689513365, 'RM': 0.1658670322138451, 'zzzinfill': 0.0027416038382453737}}\n",
      "\n",
      "___\n",
      "derived column:  MSZoning_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'C (all)': '000', 'FV': '001', 'RH': '010', 'RL': '011', 'RM': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'C (all)': 0.00684931506849315, 'FV': 0.04452054794520548, 'RH': 0.010958904109589041, 'RL': 0.7883561643835616, 'RM': 0.14931506849315068, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'C (all)': '000', 'FV': '001', 'RH': '010', 'RL': '011', 'RM': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'C (all)': 0.01028101439342015, 'FV': 0.05071967100753941, 'RH': 0.006854009595613434, 'RL': 0.7635366689513365, 'RM': 0.1658670322138451, 'zzzinfill': 0.0027416038382453737}}\n",
      "\n",
      "___\n",
      "derived column:  MSZoning_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'C (all)': '000', 'FV': '001', 'RH': '010', 'RL': '011', 'RM': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'C (all)': 0.00684931506849315, 'FV': 0.04452054794520548, 'RH': 0.010958904109589041, 'RL': 0.7883561643835616, 'RM': 0.14931506849315068, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'C (all)': '000', 'FV': '001', 'RH': '010', 'RL': '011', 'RM': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'C (all)': 0.01028101439342015, 'FV': 0.05071967100753941, 'RH': 0.006854009595613434, 'RL': 0.7635366689513365, 'RM': 0.1658670322138451, 'zzzinfill': 0.0027416038382453737}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  LotFrontage\n",
      "\n",
      "original returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  LotFrontage_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 70.04995836802665, 'std': 22.02402268870694, 'max': 313.0, 'min': 21.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 68.58035714285714, 'std': 20.56122785671847, 'max': 200.0, 'min': 21.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  LotArea\n",
      "\n",
      "original returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  LotArea_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 10516.828082191782, 'std': 9981.264932379147, 'max': 215245.0, 'min': 1300.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 9819.161069225496, 'std': 4955.517326926445, 'max': 56600, 'min': 1470, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  Street\n",
      "\n",
      "original returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "new returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "___\n",
      "derived column:  Street_bnry\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'missing': 'Pave', 1: 'Pave', 0: 'Grvl', 'extravalues': [], 'oneratio': 0.9958904109589041, 'zeroratio': 0.00410958904109589}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'missing': 'Pave', 1: 'Pave', 0: 'Grvl', 'extravalues': [], 'oneratio': 0.995887594242632, 'zeroratio': 0.00411240575736806}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  Alley\n",
      "\n",
      "original returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "new returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "___\n",
      "derived column:  Alley_bnry\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'missing': 'Grvl', 1: 'Grvl', 0: 'Pave', 'extravalues': [], 'oneratio': 0.9719178082191781, 'zeroratio': 0.028082191780821917}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'missing': 'Grvl', 1: 'Grvl', 0: 'Pave', 'extravalues': [], 'oneratio': 0.9746401644962303, 'zeroratio': 0.025359835503769704}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  LotShape\n",
      "\n",
      "original returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  LotShape_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'IR1': '000', 'IR2': '001', 'IR3': '010', 'Reg': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'IR1': 0.3315068493150685, 'IR2': 0.028082191780821917, 'IR3': 0.00684931506849315, 'Reg': 0.6335616438356164, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'IR1': '000', 'IR2': '001', 'IR3': '010', 'Reg': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'IR1': 0.3317340644276902, 'IR2': 0.023989033584647018, 'IR3': 0.00411240575736806, 'Reg': 0.6401644962302947, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  LotShape_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'IR1': '000', 'IR2': '001', 'IR3': '010', 'Reg': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'IR1': 0.3315068493150685, 'IR2': 0.028082191780821917, 'IR3': 0.00684931506849315, 'Reg': 0.6335616438356164, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'IR1': '000', 'IR2': '001', 'IR3': '010', 'Reg': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'IR1': 0.3317340644276902, 'IR2': 0.023989033584647018, 'IR3': 0.00411240575736806, 'Reg': 0.6401644962302947, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  LotShape_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'IR1': '000', 'IR2': '001', 'IR3': '010', 'Reg': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'IR1': 0.3315068493150685, 'IR2': 0.028082191780821917, 'IR3': 0.00684931506849315, 'Reg': 0.6335616438356164, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'IR1': '000', 'IR2': '001', 'IR3': '010', 'Reg': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'IR1': 0.3317340644276902, 'IR2': 0.023989033584647018, 'IR3': 0.00411240575736806, 'Reg': 0.6401644962302947, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  LandContour\n",
      "\n",
      "original returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  LandContour_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Bnk': '000', 'HLS': '001', 'Low': '010', 'Lvl': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Bnk': 0.04315068493150685, 'HLS': 0.03424657534246575, 'Low': 0.024657534246575342, 'Lvl': 0.897945205479452, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Bnk': '000', 'HLS': '001', 'Low': '010', 'Lvl': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Bnk': 0.037011651816312545, 'HLS': 0.047978067169294036, 'Low': 0.01644962302947224, 'Lvl': 0.8985606579849211, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  LandContour_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Bnk': '000', 'HLS': '001', 'Low': '010', 'Lvl': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Bnk': 0.04315068493150685, 'HLS': 0.03424657534246575, 'Low': 0.024657534246575342, 'Lvl': 0.897945205479452, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Bnk': '000', 'HLS': '001', 'Low': '010', 'Lvl': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Bnk': 0.037011651816312545, 'HLS': 0.047978067169294036, 'Low': 0.01644962302947224, 'Lvl': 0.8985606579849211, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  LandContour_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Bnk': '000', 'HLS': '001', 'Low': '010', 'Lvl': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Bnk': 0.04315068493150685, 'HLS': 0.03424657534246575, 'Low': 0.024657534246575342, 'Lvl': 0.897945205479452, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Bnk': '000', 'HLS': '001', 'Low': '010', 'Lvl': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Bnk': 0.037011651816312545, 'HLS': 0.047978067169294036, 'Low': 0.01644962302947224, 'Lvl': 0.8985606579849211, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  Utilities\n",
      "\n",
      "original returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "new returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "___\n",
      "derived column:  Utilities_bnry\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'missing': 'AllPub', 1: 'AllPub', 0: 'NoSeWa', 'extravalues': [], 'oneratio': 0.9993150684931507, 'zeroratio': 0.0006849315068493151}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'missing': 'zzzinfill', 1: 'AllPub', 0: 'zzzinfill', 'extravalues': [], 'oneratio': 0.9986291980808774, 'zeroratio': 0.0013708019191226869}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  LotConfig\n",
      "\n",
      "original returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  LotConfig_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Corner': '000', 'CulDSac': '001', 'FR2': '010', 'FR3': '011', 'Inside': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Corner': 0.18013698630136987, 'CulDSac': 0.06438356164383562, 'FR2': 0.03219178082191781, 'FR3': 0.0027397260273972603, 'Inside': 0.7205479452054795, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Corner': '000', 'CulDSac': '001', 'FR2': '010', 'FR3': '011', 'Inside': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Corner': 0.16997943797121315, 'CulDSac': 0.05620287868403016, 'FR2': 0.02604523646333105, 'FR3': 0.006854009595613434, 'Inside': 0.7409184372858122, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  LotConfig_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Corner': '000', 'CulDSac': '001', 'FR2': '010', 'FR3': '011', 'Inside': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Corner': 0.18013698630136987, 'CulDSac': 0.06438356164383562, 'FR2': 0.03219178082191781, 'FR3': 0.0027397260273972603, 'Inside': 0.7205479452054795, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Corner': '000', 'CulDSac': '001', 'FR2': '010', 'FR3': '011', 'Inside': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Corner': 0.16997943797121315, 'CulDSac': 0.05620287868403016, 'FR2': 0.02604523646333105, 'FR3': 0.006854009595613434, 'Inside': 0.7409184372858122, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  LotConfig_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Corner': '000', 'CulDSac': '001', 'FR2': '010', 'FR3': '011', 'Inside': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Corner': 0.18013698630136987, 'CulDSac': 0.06438356164383562, 'FR2': 0.03219178082191781, 'FR3': 0.0027397260273972603, 'Inside': 0.7205479452054795, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Corner': '000', 'CulDSac': '001', 'FR2': '010', 'FR3': '011', 'Inside': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Corner': 0.16997943797121315, 'CulDSac': 0.05620287868403016, 'FR2': 0.02604523646333105, 'FR3': 0.006854009595613434, 'Inside': 0.7409184372858122, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  LandSlope\n",
      "\n",
      "original returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "new returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "___\n",
      "derived column:  LandSlope_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Gtl': '00', 'Mod': '01', 'Sev': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'Gtl': 0.9465753424657535, 'Mod': 0.04452054794520548, 'Sev': 0.008904109589041096, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Gtl': '00', 'Mod': '01', 'Sev': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'Gtl': 0.9568197395476353, 'Mod': 0.0411240575736806, 'Sev': 0.00205620287868403, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  LandSlope_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Gtl': '00', 'Mod': '01', 'Sev': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'Gtl': 0.9465753424657535, 'Mod': 0.04452054794520548, 'Sev': 0.008904109589041096, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Gtl': '00', 'Mod': '01', 'Sev': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'Gtl': 0.9568197395476353, 'Mod': 0.0411240575736806, 'Sev': 0.00205620287868403, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  Neighborhood\n",
      "\n",
      "original returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "new returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "___\n",
      "derived column:  Neighborhood_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Blmngtn': '00000', 'Blueste': '00001', 'BrDale': '00010', 'BrkSide': '00011', 'ClearCr': '00100', 'CollgCr': '00101', 'Crawfor': '00110', 'Edwards': '00111', 'Gilbert': '01000', 'IDOTRR': '01001', 'MeadowV': '01010', 'Mitchel': '01011', 'NAmes': '01100', 'NPkVill': '01101', 'NWAmes': '01110', 'NoRidge': '01111', 'NridgHt': '10000', 'OldTown': '10001', 'SWISU': '10010', 'Sawyer': '10011', 'SawyerW': '10100', 'Somerst': '10101', 'StoneBr': '10110', 'Timber': '10111', 'Veenker': '11000', 'zzzinfill': '11001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'Blmngtn': 0.011643835616438357, 'Blueste': 0.0013698630136986301, 'BrDale': 0.010958904109589041, 'BrkSide': 0.03972602739726028, 'ClearCr': 0.019178082191780823, 'CollgCr': 0.10273972602739725, 'Crawfor': 0.03493150684931507, 'Edwards': 0.0684931506849315, 'Gilbert': 0.05410958904109589, 'IDOTRR': 0.025342465753424658, 'MeadowV': 0.011643835616438357, 'Mitchel': 0.03356164383561644, 'NAmes': 0.1541095890410959, 'NPkVill': 0.0061643835616438354, 'NWAmes': 0.05, 'NoRidge': 0.028082191780821917, 'NridgHt': 0.05273972602739726, 'OldTown': 0.0773972602739726, 'SWISU': 0.017123287671232876, 'Sawyer': 0.050684931506849315, 'SawyerW': 0.04041095890410959, 'Somerst': 0.0589041095890411, 'StoneBr': 0.017123287671232876, 'Timber': 0.026027397260273973, 'Veenker': 0.007534246575342466, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Blmngtn': '00000', 'Blueste': '00001', 'BrDale': '00010', 'BrkSide': '00011', 'ClearCr': '00100', 'CollgCr': '00101', 'Crawfor': '00110', 'Edwards': '00111', 'Gilbert': '01000', 'IDOTRR': '01001', 'MeadowV': '01010', 'Mitchel': '01011', 'NAmes': '01100', 'NPkVill': '01101', 'NWAmes': '01110', 'NoRidge': '01111', 'NridgHt': '10000', 'OldTown': '10001', 'SWISU': '10010', 'Sawyer': '10011', 'SawyerW': '10100', 'Somerst': '10101', 'StoneBr': '10110', 'Timber': '10111', 'Veenker': '11000', 'zzzinfill': '11001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'Blmngtn': 0.0075394105551747775, 'Blueste': 0.0054832076764907475, 'BrDale': 0.009595613433858808, 'BrkSide': 0.03427004797806717, 'ClearCr': 0.010966415352981495, 'CollgCr': 0.08019191226867718, 'Crawfor': 0.03564084989718986, 'Edwards': 0.06442769019876628, 'Gilbert': 0.05894448252227553, 'IDOTRR': 0.03838245373543523, 'MeadowV': 0.013708019191226868, 'Mitchel': 0.04455106237148732, 'NAmes': 0.14941740918437285, 'NPkVill': 0.009595613433858808, 'NWAmes': 0.039753255654557916, 'NoRidge': 0.0205620287868403, 'NridgHt': 0.06100068540095956, 'OldTown': 0.08636052090472926, 'SWISU': 0.015764222069910898, 'Sawyer': 0.05277587388622344, 'SawyerW': 0.045236463331048665, 'Somerst': 0.06579849211788896, 'StoneBr': 0.01782042494859493, 'Timber': 0.023303632625085675, 'Veenker': 0.008910212474297465, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Neighborhood_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Blmngtn': '00000', 'Blueste': '00001', 'BrDale': '00010', 'BrkSide': '00011', 'ClearCr': '00100', 'CollgCr': '00101', 'Crawfor': '00110', 'Edwards': '00111', 'Gilbert': '01000', 'IDOTRR': '01001', 'MeadowV': '01010', 'Mitchel': '01011', 'NAmes': '01100', 'NPkVill': '01101', 'NWAmes': '01110', 'NoRidge': '01111', 'NridgHt': '10000', 'OldTown': '10001', 'SWISU': '10010', 'Sawyer': '10011', 'SawyerW': '10100', 'Somerst': '10101', 'StoneBr': '10110', 'Timber': '10111', 'Veenker': '11000', 'zzzinfill': '11001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'Blmngtn': 0.011643835616438357, 'Blueste': 0.0013698630136986301, 'BrDale': 0.010958904109589041, 'BrkSide': 0.03972602739726028, 'ClearCr': 0.019178082191780823, 'CollgCr': 0.10273972602739725, 'Crawfor': 0.03493150684931507, 'Edwards': 0.0684931506849315, 'Gilbert': 0.05410958904109589, 'IDOTRR': 0.025342465753424658, 'MeadowV': 0.011643835616438357, 'Mitchel': 0.03356164383561644, 'NAmes': 0.1541095890410959, 'NPkVill': 0.0061643835616438354, 'NWAmes': 0.05, 'NoRidge': 0.028082191780821917, 'NridgHt': 0.05273972602739726, 'OldTown': 0.0773972602739726, 'SWISU': 0.017123287671232876, 'Sawyer': 0.050684931506849315, 'SawyerW': 0.04041095890410959, 'Somerst': 0.0589041095890411, 'StoneBr': 0.017123287671232876, 'Timber': 0.026027397260273973, 'Veenker': 0.007534246575342466, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Blmngtn': '00000', 'Blueste': '00001', 'BrDale': '00010', 'BrkSide': '00011', 'ClearCr': '00100', 'CollgCr': '00101', 'Crawfor': '00110', 'Edwards': '00111', 'Gilbert': '01000', 'IDOTRR': '01001', 'MeadowV': '01010', 'Mitchel': '01011', 'NAmes': '01100', 'NPkVill': '01101', 'NWAmes': '01110', 'NoRidge': '01111', 'NridgHt': '10000', 'OldTown': '10001', 'SWISU': '10010', 'Sawyer': '10011', 'SawyerW': '10100', 'Somerst': '10101', 'StoneBr': '10110', 'Timber': '10111', 'Veenker': '11000', 'zzzinfill': '11001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'Blmngtn': 0.0075394105551747775, 'Blueste': 0.0054832076764907475, 'BrDale': 0.009595613433858808, 'BrkSide': 0.03427004797806717, 'ClearCr': 0.010966415352981495, 'CollgCr': 0.08019191226867718, 'Crawfor': 0.03564084989718986, 'Edwards': 0.06442769019876628, 'Gilbert': 0.05894448252227553, 'IDOTRR': 0.03838245373543523, 'MeadowV': 0.013708019191226868, 'Mitchel': 0.04455106237148732, 'NAmes': 0.14941740918437285, 'NPkVill': 0.009595613433858808, 'NWAmes': 0.039753255654557916, 'NoRidge': 0.0205620287868403, 'NridgHt': 0.06100068540095956, 'OldTown': 0.08636052090472926, 'SWISU': 0.015764222069910898, 'Sawyer': 0.05277587388622344, 'SawyerW': 0.045236463331048665, 'Somerst': 0.06579849211788896, 'StoneBr': 0.01782042494859493, 'Timber': 0.023303632625085675, 'Veenker': 0.008910212474297465, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Neighborhood_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Blmngtn': '00000', 'Blueste': '00001', 'BrDale': '00010', 'BrkSide': '00011', 'ClearCr': '00100', 'CollgCr': '00101', 'Crawfor': '00110', 'Edwards': '00111', 'Gilbert': '01000', 'IDOTRR': '01001', 'MeadowV': '01010', 'Mitchel': '01011', 'NAmes': '01100', 'NPkVill': '01101', 'NWAmes': '01110', 'NoRidge': '01111', 'NridgHt': '10000', 'OldTown': '10001', 'SWISU': '10010', 'Sawyer': '10011', 'SawyerW': '10100', 'Somerst': '10101', 'StoneBr': '10110', 'Timber': '10111', 'Veenker': '11000', 'zzzinfill': '11001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'Blmngtn': 0.011643835616438357, 'Blueste': 0.0013698630136986301, 'BrDale': 0.010958904109589041, 'BrkSide': 0.03972602739726028, 'ClearCr': 0.019178082191780823, 'CollgCr': 0.10273972602739725, 'Crawfor': 0.03493150684931507, 'Edwards': 0.0684931506849315, 'Gilbert': 0.05410958904109589, 'IDOTRR': 0.025342465753424658, 'MeadowV': 0.011643835616438357, 'Mitchel': 0.03356164383561644, 'NAmes': 0.1541095890410959, 'NPkVill': 0.0061643835616438354, 'NWAmes': 0.05, 'NoRidge': 0.028082191780821917, 'NridgHt': 0.05273972602739726, 'OldTown': 0.0773972602739726, 'SWISU': 0.017123287671232876, 'Sawyer': 0.050684931506849315, 'SawyerW': 0.04041095890410959, 'Somerst': 0.0589041095890411, 'StoneBr': 0.017123287671232876, 'Timber': 0.026027397260273973, 'Veenker': 0.007534246575342466, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Blmngtn': '00000', 'Blueste': '00001', 'BrDale': '00010', 'BrkSide': '00011', 'ClearCr': '00100', 'CollgCr': '00101', 'Crawfor': '00110', 'Edwards': '00111', 'Gilbert': '01000', 'IDOTRR': '01001', 'MeadowV': '01010', 'Mitchel': '01011', 'NAmes': '01100', 'NPkVill': '01101', 'NWAmes': '01110', 'NoRidge': '01111', 'NridgHt': '10000', 'OldTown': '10001', 'SWISU': '10010', 'Sawyer': '10011', 'SawyerW': '10100', 'Somerst': '10101', 'StoneBr': '10110', 'Timber': '10111', 'Veenker': '11000', 'zzzinfill': '11001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'Blmngtn': 0.0075394105551747775, 'Blueste': 0.0054832076764907475, 'BrDale': 0.009595613433858808, 'BrkSide': 0.03427004797806717, 'ClearCr': 0.010966415352981495, 'CollgCr': 0.08019191226867718, 'Crawfor': 0.03564084989718986, 'Edwards': 0.06442769019876628, 'Gilbert': 0.05894448252227553, 'IDOTRR': 0.03838245373543523, 'MeadowV': 0.013708019191226868, 'Mitchel': 0.04455106237148732, 'NAmes': 0.14941740918437285, 'NPkVill': 0.009595613433858808, 'NWAmes': 0.039753255654557916, 'NoRidge': 0.0205620287868403, 'NridgHt': 0.06100068540095956, 'OldTown': 0.08636052090472926, 'SWISU': 0.015764222069910898, 'Sawyer': 0.05277587388622344, 'SawyerW': 0.045236463331048665, 'Somerst': 0.06579849211788896, 'StoneBr': 0.01782042494859493, 'Timber': 0.023303632625085675, 'Veenker': 0.008910212474297465, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Neighborhood_1010_3\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Blmngtn': '00000', 'Blueste': '00001', 'BrDale': '00010', 'BrkSide': '00011', 'ClearCr': '00100', 'CollgCr': '00101', 'Crawfor': '00110', 'Edwards': '00111', 'Gilbert': '01000', 'IDOTRR': '01001', 'MeadowV': '01010', 'Mitchel': '01011', 'NAmes': '01100', 'NPkVill': '01101', 'NWAmes': '01110', 'NoRidge': '01111', 'NridgHt': '10000', 'OldTown': '10001', 'SWISU': '10010', 'Sawyer': '10011', 'SawyerW': '10100', 'Somerst': '10101', 'StoneBr': '10110', 'Timber': '10111', 'Veenker': '11000', 'zzzinfill': '11001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'Blmngtn': 0.011643835616438357, 'Blueste': 0.0013698630136986301, 'BrDale': 0.010958904109589041, 'BrkSide': 0.03972602739726028, 'ClearCr': 0.019178082191780823, 'CollgCr': 0.10273972602739725, 'Crawfor': 0.03493150684931507, 'Edwards': 0.0684931506849315, 'Gilbert': 0.05410958904109589, 'IDOTRR': 0.025342465753424658, 'MeadowV': 0.011643835616438357, 'Mitchel': 0.03356164383561644, 'NAmes': 0.1541095890410959, 'NPkVill': 0.0061643835616438354, 'NWAmes': 0.05, 'NoRidge': 0.028082191780821917, 'NridgHt': 0.05273972602739726, 'OldTown': 0.0773972602739726, 'SWISU': 0.017123287671232876, 'Sawyer': 0.050684931506849315, 'SawyerW': 0.04041095890410959, 'Somerst': 0.0589041095890411, 'StoneBr': 0.017123287671232876, 'Timber': 0.026027397260273973, 'Veenker': 0.007534246575342466, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Blmngtn': '00000', 'Blueste': '00001', 'BrDale': '00010', 'BrkSide': '00011', 'ClearCr': '00100', 'CollgCr': '00101', 'Crawfor': '00110', 'Edwards': '00111', 'Gilbert': '01000', 'IDOTRR': '01001', 'MeadowV': '01010', 'Mitchel': '01011', 'NAmes': '01100', 'NPkVill': '01101', 'NWAmes': '01110', 'NoRidge': '01111', 'NridgHt': '10000', 'OldTown': '10001', 'SWISU': '10010', 'Sawyer': '10011', 'SawyerW': '10100', 'Somerst': '10101', 'StoneBr': '10110', 'Timber': '10111', 'Veenker': '11000', 'zzzinfill': '11001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'Blmngtn': 0.0075394105551747775, 'Blueste': 0.0054832076764907475, 'BrDale': 0.009595613433858808, 'BrkSide': 0.03427004797806717, 'ClearCr': 0.010966415352981495, 'CollgCr': 0.08019191226867718, 'Crawfor': 0.03564084989718986, 'Edwards': 0.06442769019876628, 'Gilbert': 0.05894448252227553, 'IDOTRR': 0.03838245373543523, 'MeadowV': 0.013708019191226868, 'Mitchel': 0.04455106237148732, 'NAmes': 0.14941740918437285, 'NPkVill': 0.009595613433858808, 'NWAmes': 0.039753255654557916, 'NoRidge': 0.0205620287868403, 'NridgHt': 0.06100068540095956, 'OldTown': 0.08636052090472926, 'SWISU': 0.015764222069910898, 'Sawyer': 0.05277587388622344, 'SawyerW': 0.045236463331048665, 'Somerst': 0.06579849211788896, 'StoneBr': 0.01782042494859493, 'Timber': 0.023303632625085675, 'Veenker': 0.008910212474297465, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Neighborhood_1010_4\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Blmngtn': '00000', 'Blueste': '00001', 'BrDale': '00010', 'BrkSide': '00011', 'ClearCr': '00100', 'CollgCr': '00101', 'Crawfor': '00110', 'Edwards': '00111', 'Gilbert': '01000', 'IDOTRR': '01001', 'MeadowV': '01010', 'Mitchel': '01011', 'NAmes': '01100', 'NPkVill': '01101', 'NWAmes': '01110', 'NoRidge': '01111', 'NridgHt': '10000', 'OldTown': '10001', 'SWISU': '10010', 'Sawyer': '10011', 'SawyerW': '10100', 'Somerst': '10101', 'StoneBr': '10110', 'Timber': '10111', 'Veenker': '11000', 'zzzinfill': '11001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'Blmngtn': 0.011643835616438357, 'Blueste': 0.0013698630136986301, 'BrDale': 0.010958904109589041, 'BrkSide': 0.03972602739726028, 'ClearCr': 0.019178082191780823, 'CollgCr': 0.10273972602739725, 'Crawfor': 0.03493150684931507, 'Edwards': 0.0684931506849315, 'Gilbert': 0.05410958904109589, 'IDOTRR': 0.025342465753424658, 'MeadowV': 0.011643835616438357, 'Mitchel': 0.03356164383561644, 'NAmes': 0.1541095890410959, 'NPkVill': 0.0061643835616438354, 'NWAmes': 0.05, 'NoRidge': 0.028082191780821917, 'NridgHt': 0.05273972602739726, 'OldTown': 0.0773972602739726, 'SWISU': 0.017123287671232876, 'Sawyer': 0.050684931506849315, 'SawyerW': 0.04041095890410959, 'Somerst': 0.0589041095890411, 'StoneBr': 0.017123287671232876, 'Timber': 0.026027397260273973, 'Veenker': 0.007534246575342466, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Blmngtn': '00000', 'Blueste': '00001', 'BrDale': '00010', 'BrkSide': '00011', 'ClearCr': '00100', 'CollgCr': '00101', 'Crawfor': '00110', 'Edwards': '00111', 'Gilbert': '01000', 'IDOTRR': '01001', 'MeadowV': '01010', 'Mitchel': '01011', 'NAmes': '01100', 'NPkVill': '01101', 'NWAmes': '01110', 'NoRidge': '01111', 'NridgHt': '10000', 'OldTown': '10001', 'SWISU': '10010', 'Sawyer': '10011', 'SawyerW': '10100', 'Somerst': '10101', 'StoneBr': '10110', 'Timber': '10111', 'Veenker': '11000', 'zzzinfill': '11001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'Blmngtn': 0.0075394105551747775, 'Blueste': 0.0054832076764907475, 'BrDale': 0.009595613433858808, 'BrkSide': 0.03427004797806717, 'ClearCr': 0.010966415352981495, 'CollgCr': 0.08019191226867718, 'Crawfor': 0.03564084989718986, 'Edwards': 0.06442769019876628, 'Gilbert': 0.05894448252227553, 'IDOTRR': 0.03838245373543523, 'MeadowV': 0.013708019191226868, 'Mitchel': 0.04455106237148732, 'NAmes': 0.14941740918437285, 'NPkVill': 0.009595613433858808, 'NWAmes': 0.039753255654557916, 'NoRidge': 0.0205620287868403, 'NridgHt': 0.06100068540095956, 'OldTown': 0.08636052090472926, 'SWISU': 0.015764222069910898, 'Sawyer': 0.05277587388622344, 'SawyerW': 0.045236463331048665, 'Somerst': 0.06579849211788896, 'StoneBr': 0.01782042494859493, 'Timber': 0.023303632625085675, 'Veenker': 0.008910212474297465, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  Condition1\n",
      "\n",
      "original returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "new returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "___\n",
      "derived column:  Condition1_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '0000', 'Feedr': '0001', 'Norm': '0010', 'PosA': '0011', 'PosN': '0100', 'RRAe': '0101', 'RRAn': '0110', 'RRNe': '0111', 'RRNn': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'Artery': 0.03287671232876712, 'Feedr': 0.05547945205479452, 'Norm': 0.863013698630137, 'PosA': 0.005479452054794521, 'PosN': 0.013013698630136987, 'RRAe': 0.007534246575342466, 'RRAn': 0.01780821917808219, 'RRNe': 0.0013698630136986301, 'RRNn': 0.003424657534246575, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '0000', 'Feedr': '0001', 'Norm': '0010', 'PosA': '0011', 'PosN': '0100', 'RRAe': '0101', 'RRAn': '0110', 'RRNe': '0111', 'RRNn': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'Artery': 0.03015764222069911, 'Feedr': 0.0568882796435915, 'Norm': 0.8574366004112406, 'PosA': 0.00822481151473612, 'PosN': 0.013708019191226868, 'RRAe': 0.011651816312542838, 'RRAn': 0.01644962302947224, 'RRNe': 0.0027416038382453737, 'RRNn': 0.0027416038382453737, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Condition1_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '0000', 'Feedr': '0001', 'Norm': '0010', 'PosA': '0011', 'PosN': '0100', 'RRAe': '0101', 'RRAn': '0110', 'RRNe': '0111', 'RRNn': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'Artery': 0.03287671232876712, 'Feedr': 0.05547945205479452, 'Norm': 0.863013698630137, 'PosA': 0.005479452054794521, 'PosN': 0.013013698630136987, 'RRAe': 0.007534246575342466, 'RRAn': 0.01780821917808219, 'RRNe': 0.0013698630136986301, 'RRNn': 0.003424657534246575, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '0000', 'Feedr': '0001', 'Norm': '0010', 'PosA': '0011', 'PosN': '0100', 'RRAe': '0101', 'RRAn': '0110', 'RRNe': '0111', 'RRNn': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'Artery': 0.03015764222069911, 'Feedr': 0.0568882796435915, 'Norm': 0.8574366004112406, 'PosA': 0.00822481151473612, 'PosN': 0.013708019191226868, 'RRAe': 0.011651816312542838, 'RRAn': 0.01644962302947224, 'RRNe': 0.0027416038382453737, 'RRNn': 0.0027416038382453737, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Condition1_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '0000', 'Feedr': '0001', 'Norm': '0010', 'PosA': '0011', 'PosN': '0100', 'RRAe': '0101', 'RRAn': '0110', 'RRNe': '0111', 'RRNn': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'Artery': 0.03287671232876712, 'Feedr': 0.05547945205479452, 'Norm': 0.863013698630137, 'PosA': 0.005479452054794521, 'PosN': 0.013013698630136987, 'RRAe': 0.007534246575342466, 'RRAn': 0.01780821917808219, 'RRNe': 0.0013698630136986301, 'RRNn': 0.003424657534246575, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '0000', 'Feedr': '0001', 'Norm': '0010', 'PosA': '0011', 'PosN': '0100', 'RRAe': '0101', 'RRAn': '0110', 'RRNe': '0111', 'RRNn': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'Artery': 0.03015764222069911, 'Feedr': 0.0568882796435915, 'Norm': 0.8574366004112406, 'PosA': 0.00822481151473612, 'PosN': 0.013708019191226868, 'RRAe': 0.011651816312542838, 'RRAn': 0.01644962302947224, 'RRNe': 0.0027416038382453737, 'RRNn': 0.0027416038382453737, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Condition1_1010_3\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '0000', 'Feedr': '0001', 'Norm': '0010', 'PosA': '0011', 'PosN': '0100', 'RRAe': '0101', 'RRAn': '0110', 'RRNe': '0111', 'RRNn': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'Artery': 0.03287671232876712, 'Feedr': 0.05547945205479452, 'Norm': 0.863013698630137, 'PosA': 0.005479452054794521, 'PosN': 0.013013698630136987, 'RRAe': 0.007534246575342466, 'RRAn': 0.01780821917808219, 'RRNe': 0.0013698630136986301, 'RRNn': 0.003424657534246575, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '0000', 'Feedr': '0001', 'Norm': '0010', 'PosA': '0011', 'PosN': '0100', 'RRAe': '0101', 'RRAn': '0110', 'RRNe': '0111', 'RRNn': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'Artery': 0.03015764222069911, 'Feedr': 0.0568882796435915, 'Norm': 0.8574366004112406, 'PosA': 0.00822481151473612, 'PosN': 0.013708019191226868, 'RRAe': 0.011651816312542838, 'RRAn': 0.01644962302947224, 'RRNe': 0.0027416038382453737, 'RRNn': 0.0027416038382453737, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  Condition2\n",
      "\n",
      "original returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3']\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2']\n",
      "\n",
      "___\n",
      "original derived column not in new returned column:  Condition2_1010_3\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '0000', 'Feedr': '0001', 'Norm': '0010', 'PosA': '0011', 'PosN': '0100', 'RRAe': '0101', 'RRAn': '0110', 'RRNn': '0111', 'zzzinfill': '1000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'Artery': 0.0013698630136986301, 'Feedr': 0.00410958904109589, 'Norm': 0.9897260273972602, 'PosA': 0.0006849315068493151, 'PosN': 0.0013698630136986301, 'RRAe': 0.0006849315068493151, 'RRAn': 0.0006849315068493151, 'RRNn': 0.0013698630136986301, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Condition2_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '0000', 'Feedr': '0001', 'Norm': '0010', 'PosA': '0011', 'PosN': '0100', 'RRAe': '0101', 'RRAn': '0110', 'RRNn': '0111', 'zzzinfill': '1000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'Artery': 0.0013698630136986301, 'Feedr': 0.00410958904109589, 'Norm': 0.9897260273972602, 'PosA': 0.0006849315068493151, 'PosN': 0.0013698630136986301, 'RRAe': 0.0006849315068493151, 'RRAn': 0.0006849315068493151, 'RRNn': 0.0013698630136986301, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '000', 'Feedr': '001', 'Norm': '010', 'PosA': '011', 'PosN': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Artery': 0.00205620287868403, 'Feedr': 0.004797806716929404, 'Norm': 0.9897189856065799, 'PosA': 0.00205620287868403, 'PosN': 0.0013708019191226869, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Condition2_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '0000', 'Feedr': '0001', 'Norm': '0010', 'PosA': '0011', 'PosN': '0100', 'RRAe': '0101', 'RRAn': '0110', 'RRNn': '0111', 'zzzinfill': '1000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'Artery': 0.0013698630136986301, 'Feedr': 0.00410958904109589, 'Norm': 0.9897260273972602, 'PosA': 0.0006849315068493151, 'PosN': 0.0013698630136986301, 'RRAe': 0.0006849315068493151, 'RRAn': 0.0006849315068493151, 'RRNn': 0.0013698630136986301, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '000', 'Feedr': '001', 'Norm': '010', 'PosA': '011', 'PosN': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Artery': 0.00205620287868403, 'Feedr': 0.004797806716929404, 'Norm': 0.9897189856065799, 'PosA': 0.00205620287868403, 'PosN': 0.0013708019191226869, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Condition2_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '0000', 'Feedr': '0001', 'Norm': '0010', 'PosA': '0011', 'PosN': '0100', 'RRAe': '0101', 'RRAn': '0110', 'RRNn': '0111', 'zzzinfill': '1000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'Artery': 0.0013698630136986301, 'Feedr': 0.00410958904109589, 'Norm': 0.9897260273972602, 'PosA': 0.0006849315068493151, 'PosN': 0.0013698630136986301, 'RRAe': 0.0006849315068493151, 'RRAn': 0.0006849315068493151, 'RRNn': 0.0013698630136986301, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Artery': '000', 'Feedr': '001', 'Norm': '010', 'PosA': '011', 'PosN': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Artery': 0.00205620287868403, 'Feedr': 0.004797806716929404, 'Norm': 0.9897189856065799, 'PosA': 0.00205620287868403, 'PosN': 0.0013708019191226869, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  BldgType\n",
      "\n",
      "original returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  BldgType_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'1Fam': '000', '2fmCon': '001', 'Duplex': '010', 'Twnhs': '011', 'TwnhsE': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'1Fam': 0.8356164383561644, '2fmCon': 0.021232876712328767, 'Duplex': 0.03561643835616438, 'Twnhs': 0.02945205479452055, 'TwnhsE': 0.07808219178082192, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'1Fam': '000', '2fmCon': '001', 'Duplex': '010', 'Twnhs': '011', 'TwnhsE': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'1Fam': 0.8259081562714188, '2fmCon': 0.021247429746401644, 'Duplex': 0.03906785469499657, 'Twnhs': 0.0363262508567512, 'TwnhsE': 0.0774503084304318, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  BldgType_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'1Fam': '000', '2fmCon': '001', 'Duplex': '010', 'Twnhs': '011', 'TwnhsE': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'1Fam': 0.8356164383561644, '2fmCon': 0.021232876712328767, 'Duplex': 0.03561643835616438, 'Twnhs': 0.02945205479452055, 'TwnhsE': 0.07808219178082192, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'1Fam': '000', '2fmCon': '001', 'Duplex': '010', 'Twnhs': '011', 'TwnhsE': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'1Fam': 0.8259081562714188, '2fmCon': 0.021247429746401644, 'Duplex': 0.03906785469499657, 'Twnhs': 0.0363262508567512, 'TwnhsE': 0.0774503084304318, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  BldgType_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'1Fam': '000', '2fmCon': '001', 'Duplex': '010', 'Twnhs': '011', 'TwnhsE': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'1Fam': 0.8356164383561644, '2fmCon': 0.021232876712328767, 'Duplex': 0.03561643835616438, 'Twnhs': 0.02945205479452055, 'TwnhsE': 0.07808219178082192, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'1Fam': '000', '2fmCon': '001', 'Duplex': '010', 'Twnhs': '011', 'TwnhsE': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'1Fam': 0.8259081562714188, '2fmCon': 0.021247429746401644, 'Duplex': 0.03906785469499657, 'Twnhs': 0.0363262508567512, 'TwnhsE': 0.0774503084304318, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  HouseStyle\n",
      "\n",
      "original returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3']\n",
      "\n",
      "new returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2']\n",
      "\n",
      "___\n",
      "original derived column not in new returned column:  HouseStyle_1010_3\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'1.5Fin': '0000', '1.5Unf': '0001', '1Story': '0010', '2.5Fin': '0011', '2.5Unf': '0100', '2Story': '0101', 'SFoyer': '0110', 'SLvl': '0111', 'zzzinfill': '1000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'1.5Fin': 0.10547945205479452, '1.5Unf': 0.009589041095890411, '1Story': 0.49726027397260275, '2.5Fin': 0.005479452054794521, '2.5Unf': 0.007534246575342466, '2Story': 0.3047945205479452, 'SFoyer': 0.025342465753424658, 'SLvl': 0.04452054794520548, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  HouseStyle_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'1.5Fin': '0000', '1.5Unf': '0001', '1Story': '0010', '2.5Fin': '0011', '2.5Unf': '0100', '2Story': '0101', 'SFoyer': '0110', 'SLvl': '0111', 'zzzinfill': '1000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'1.5Fin': 0.10547945205479452, '1.5Unf': 0.009589041095890411, '1Story': 0.49726027397260275, '2.5Fin': 0.005479452054794521, '2.5Unf': 0.007534246575342466, '2Story': 0.3047945205479452, 'SFoyer': 0.025342465753424658, 'SLvl': 0.04452054794520548, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'1.5Fin': '000', '1.5Unf': '001', '1Story': '010', '2.5Unf': '011', '2Story': '100', 'SFoyer': '101', 'SLvl': '110', 'zzzinfill': '111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'1.5Fin': 0.10966415352981494, '1.5Unf': 0.003427004797806717, '1Story': 0.5106237148732008, '2.5Unf': 0.008910212474297465, '2Story': 0.29266620973269364, 'SFoyer': 0.031528444139821796, 'SLvl': 0.04318026045236463, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  HouseStyle_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'1.5Fin': '0000', '1.5Unf': '0001', '1Story': '0010', '2.5Fin': '0011', '2.5Unf': '0100', '2Story': '0101', 'SFoyer': '0110', 'SLvl': '0111', 'zzzinfill': '1000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'1.5Fin': 0.10547945205479452, '1.5Unf': 0.009589041095890411, '1Story': 0.49726027397260275, '2.5Fin': 0.005479452054794521, '2.5Unf': 0.007534246575342466, '2Story': 0.3047945205479452, 'SFoyer': 0.025342465753424658, 'SLvl': 0.04452054794520548, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'1.5Fin': '000', '1.5Unf': '001', '1Story': '010', '2.5Unf': '011', '2Story': '100', 'SFoyer': '101', 'SLvl': '110', 'zzzinfill': '111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'1.5Fin': 0.10966415352981494, '1.5Unf': 0.003427004797806717, '1Story': 0.5106237148732008, '2.5Unf': 0.008910212474297465, '2Story': 0.29266620973269364, 'SFoyer': 0.031528444139821796, 'SLvl': 0.04318026045236463, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  HouseStyle_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'1.5Fin': '0000', '1.5Unf': '0001', '1Story': '0010', '2.5Fin': '0011', '2.5Unf': '0100', '2Story': '0101', 'SFoyer': '0110', 'SLvl': '0111', 'zzzinfill': '1000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'1.5Fin': 0.10547945205479452, '1.5Unf': 0.009589041095890411, '1Story': 0.49726027397260275, '2.5Fin': 0.005479452054794521, '2.5Unf': 0.007534246575342466, '2Story': 0.3047945205479452, 'SFoyer': 0.025342465753424658, 'SLvl': 0.04452054794520548, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'1.5Fin': '000', '1.5Unf': '001', '1Story': '010', '2.5Unf': '011', '2Story': '100', 'SFoyer': '101', 'SLvl': '110', 'zzzinfill': '111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'1.5Fin': 0.10966415352981494, '1.5Unf': 0.003427004797806717, '1Story': 0.5106237148732008, '2.5Unf': 0.008910212474297465, '2Story': 0.29266620973269364, 'SFoyer': 0.031528444139821796, 'SLvl': 0.04318026045236463, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  OverallQual\n",
      "\n",
      "original returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  OverallQual_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 6.0993150684931505, 'std': 1.3829965467415923, 'max': 10.0, 'min': 1.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 6.078821110349555, 'std': 1.4368116404730251, 'max': 10, 'min': 1, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  OverallCond\n",
      "\n",
      "original returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  OverallCond_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 5.575342465753424, 'std': 1.1127993367127367, 'max': 9.0, 'min': 1.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 5.5538039753255655, 'std': 1.11373960328922, 'max': 9, 'min': 1, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  YearBuilt\n",
      "\n",
      "original returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  YearBuilt_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 1971.267808219178, 'std': 30.20290404252528, 'max': 2010.0, 'min': 1872.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 1971.357779300891, 'std': 30.390070837205343, 'max': 2010, 'min': 1879, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  YearRemodAdd\n",
      "\n",
      "original returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  YearRemodAdd_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 1984.8657534246574, 'std': 20.645406807709378, 'max': 2010.0, 'min': 1950.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 1983.6627827278958, 'std': 21.13046690817053, 'max': 2010, 'min': 1950, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  RoofStyle\n",
      "\n",
      "original returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  RoofStyle_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Flat': '000', 'Gable': '001', 'Gambrel': '010', 'Hip': '011', 'Mansard': '100', 'Shed': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Flat': 0.008904109589041096, 'Gable': 0.7815068493150685, 'Gambrel': 0.007534246575342466, 'Hip': 0.1958904109589041, 'Mansard': 0.004794520547945206, 'Shed': 0.0013698630136986301, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Flat': '000', 'Gable': '001', 'Gambrel': '010', 'Hip': '011', 'Mansard': '100', 'Shed': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Flat': 0.004797806716929404, 'Gable': 0.8012337217272104, 'Gambrel': 0.0075394105551747775, 'Hip': 0.181631254283756, 'Mansard': 0.0027416038382453737, 'Shed': 0.00205620287868403, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  RoofStyle_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Flat': '000', 'Gable': '001', 'Gambrel': '010', 'Hip': '011', 'Mansard': '100', 'Shed': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Flat': 0.008904109589041096, 'Gable': 0.7815068493150685, 'Gambrel': 0.007534246575342466, 'Hip': 0.1958904109589041, 'Mansard': 0.004794520547945206, 'Shed': 0.0013698630136986301, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Flat': '000', 'Gable': '001', 'Gambrel': '010', 'Hip': '011', 'Mansard': '100', 'Shed': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Flat': 0.004797806716929404, 'Gable': 0.8012337217272104, 'Gambrel': 0.0075394105551747775, 'Hip': 0.181631254283756, 'Mansard': 0.0027416038382453737, 'Shed': 0.00205620287868403, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  RoofStyle_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Flat': '000', 'Gable': '001', 'Gambrel': '010', 'Hip': '011', 'Mansard': '100', 'Shed': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Flat': 0.008904109589041096, 'Gable': 0.7815068493150685, 'Gambrel': 0.007534246575342466, 'Hip': 0.1958904109589041, 'Mansard': 0.004794520547945206, 'Shed': 0.0013698630136986301, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Flat': '000', 'Gable': '001', 'Gambrel': '010', 'Hip': '011', 'Mansard': '100', 'Shed': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Flat': 0.004797806716929404, 'Gable': 0.8012337217272104, 'Gambrel': 0.0075394105551747775, 'Hip': 0.181631254283756, 'Mansard': 0.0027416038382453737, 'Shed': 0.00205620287868403, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  RoofMatl\n",
      "\n",
      "original returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3']\n",
      "\n",
      "new returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2']\n",
      "\n",
      "___\n",
      "original derived column not in new returned column:  RoofMatl_1010_3\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ClyTile': '0000', 'CompShg': '0001', 'Membran': '0010', 'Metal': '0011', 'Roll': '0100', 'Tar&Grv': '0101', 'WdShake': '0110', 'WdShngl': '0111', 'zzzinfill': '1000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'ClyTile': 0.0006849315068493151, 'CompShg': 0.9821917808219178, 'Membran': 0.0006849315068493151, 'Metal': 0.0006849315068493151, 'Roll': 0.0006849315068493151, 'Tar&Grv': 0.007534246575342466, 'WdShake': 0.003424657534246575, 'WdShngl': 0.00410958904109589, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  RoofMatl_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ClyTile': '0000', 'CompShg': '0001', 'Membran': '0010', 'Metal': '0011', 'Roll': '0100', 'Tar&Grv': '0101', 'WdShake': '0110', 'WdShngl': '0111', 'zzzinfill': '1000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'ClyTile': 0.0006849315068493151, 'CompShg': 0.9821917808219178, 'Membran': 0.0006849315068493151, 'Metal': 0.0006849315068493151, 'Roll': 0.0006849315068493151, 'Tar&Grv': 0.007534246575342466, 'WdShake': 0.003424657534246575, 'WdShngl': 0.00410958904109589, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'CompShg': '000', 'Tar&Grv': '001', 'WdShake': '010', 'WdShngl': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'CompShg': 0.9883481836874571, 'Tar&Grv': 0.00822481151473612, 'WdShake': 0.0027416038382453737, 'WdShngl': 0.0006854009595613434, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  RoofMatl_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ClyTile': '0000', 'CompShg': '0001', 'Membran': '0010', 'Metal': '0011', 'Roll': '0100', 'Tar&Grv': '0101', 'WdShake': '0110', 'WdShngl': '0111', 'zzzinfill': '1000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'ClyTile': 0.0006849315068493151, 'CompShg': 0.9821917808219178, 'Membran': 0.0006849315068493151, 'Metal': 0.0006849315068493151, 'Roll': 0.0006849315068493151, 'Tar&Grv': 0.007534246575342466, 'WdShake': 0.003424657534246575, 'WdShngl': 0.00410958904109589, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'CompShg': '000', 'Tar&Grv': '001', 'WdShake': '010', 'WdShngl': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'CompShg': 0.9883481836874571, 'Tar&Grv': 0.00822481151473612, 'WdShake': 0.0027416038382453737, 'WdShngl': 0.0006854009595613434, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  RoofMatl_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ClyTile': '0000', 'CompShg': '0001', 'Membran': '0010', 'Metal': '0011', 'Roll': '0100', 'Tar&Grv': '0101', 'WdShake': '0110', 'WdShngl': '0111', 'zzzinfill': '1000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'ClyTile': 0.0006849315068493151, 'CompShg': 0.9821917808219178, 'Membran': 0.0006849315068493151, 'Metal': 0.0006849315068493151, 'Roll': 0.0006849315068493151, 'Tar&Grv': 0.007534246575342466, 'WdShake': 0.003424657534246575, 'WdShngl': 0.00410958904109589, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'CompShg': '000', 'Tar&Grv': '001', 'WdShake': '010', 'WdShngl': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'CompShg': 0.9883481836874571, 'Tar&Grv': 0.00822481151473612, 'WdShake': 0.0027416038382453737, 'WdShngl': 0.0006854009595613434, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  Exterior1st\n",
      "\n",
      "original returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "new returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "___\n",
      "derived column:  Exterior1st_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '0000', 'AsphShn': '0001', 'BrkComm': '0010', 'BrkFace': '0011', 'CBlock': '0100', 'CemntBd': '0101', 'HdBoard': '0110', 'ImStucc': '0111', 'MetalSd': '1000', 'Plywood': '1001', 'Stone': '1010', 'Stucco': '1011', 'VinylSd': '1100', 'Wd Sdng': '1101', 'WdShing': '1110', 'zzzinfill': '1111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'AsbShng': 0.0136986301369863, 'AsphShn': 0.0006849315068493151, 'BrkComm': 0.0013698630136986301, 'BrkFace': 0.03424657534246575, 'CBlock': 0.0006849315068493151, 'CemntBd': 0.04178082191780822, 'HdBoard': 0.15205479452054796, 'ImStucc': 0.0006849315068493151, 'MetalSd': 0.1506849315068493, 'Plywood': 0.07397260273972603, 'Stone': 0.0013698630136986301, 'Stucco': 0.017123287671232876, 'VinylSd': 0.3527397260273973, 'Wd Sdng': 0.1410958904109589, 'WdShing': 0.01780821917808219, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '0000', 'AsphShn': '0001', 'BrkComm': '0010', 'BrkFace': '0011', 'CBlock': '0100', 'CemntBd': '0101', 'HdBoard': '0110', 'MetalSd': '0111', 'Plywood': '1000', 'Stucco': '1001', 'VinylSd': '1010', 'Wd Sdng': '1011', 'WdShing': '1100', 'zzzinfill': '1101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'AsbShng': 0.01644962302947224, 'AsphShn': 0.0006854009595613434, 'BrkComm': 0.0027416038382453737, 'BrkFace': 0.025359835503769704, 'CBlock': 0.0006854009595613434, 'CemntBd': 0.04455106237148732, 'HdBoard': 0.15078821110349555, 'MetalSd': 0.157642220699109, 'Plywood': 0.0774503084304318, 'Stucco': 0.01233721727210418, 'VinylSd': 0.34955448937628514, 'Wd Sdng': 0.1405071967100754, 'WdShing': 0.0205620287868403, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "___\n",
      "derived column:  Exterior1st_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '0000', 'AsphShn': '0001', 'BrkComm': '0010', 'BrkFace': '0011', 'CBlock': '0100', 'CemntBd': '0101', 'HdBoard': '0110', 'ImStucc': '0111', 'MetalSd': '1000', 'Plywood': '1001', 'Stone': '1010', 'Stucco': '1011', 'VinylSd': '1100', 'Wd Sdng': '1101', 'WdShing': '1110', 'zzzinfill': '1111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'AsbShng': 0.0136986301369863, 'AsphShn': 0.0006849315068493151, 'BrkComm': 0.0013698630136986301, 'BrkFace': 0.03424657534246575, 'CBlock': 0.0006849315068493151, 'CemntBd': 0.04178082191780822, 'HdBoard': 0.15205479452054796, 'ImStucc': 0.0006849315068493151, 'MetalSd': 0.1506849315068493, 'Plywood': 0.07397260273972603, 'Stone': 0.0013698630136986301, 'Stucco': 0.017123287671232876, 'VinylSd': 0.3527397260273973, 'Wd Sdng': 0.1410958904109589, 'WdShing': 0.01780821917808219, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '0000', 'AsphShn': '0001', 'BrkComm': '0010', 'BrkFace': '0011', 'CBlock': '0100', 'CemntBd': '0101', 'HdBoard': '0110', 'MetalSd': '0111', 'Plywood': '1000', 'Stucco': '1001', 'VinylSd': '1010', 'Wd Sdng': '1011', 'WdShing': '1100', 'zzzinfill': '1101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'AsbShng': 0.01644962302947224, 'AsphShn': 0.0006854009595613434, 'BrkComm': 0.0027416038382453737, 'BrkFace': 0.025359835503769704, 'CBlock': 0.0006854009595613434, 'CemntBd': 0.04455106237148732, 'HdBoard': 0.15078821110349555, 'MetalSd': 0.157642220699109, 'Plywood': 0.0774503084304318, 'Stucco': 0.01233721727210418, 'VinylSd': 0.34955448937628514, 'Wd Sdng': 0.1405071967100754, 'WdShing': 0.0205620287868403, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "___\n",
      "derived column:  Exterior1st_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '0000', 'AsphShn': '0001', 'BrkComm': '0010', 'BrkFace': '0011', 'CBlock': '0100', 'CemntBd': '0101', 'HdBoard': '0110', 'ImStucc': '0111', 'MetalSd': '1000', 'Plywood': '1001', 'Stone': '1010', 'Stucco': '1011', 'VinylSd': '1100', 'Wd Sdng': '1101', 'WdShing': '1110', 'zzzinfill': '1111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'AsbShng': 0.0136986301369863, 'AsphShn': 0.0006849315068493151, 'BrkComm': 0.0013698630136986301, 'BrkFace': 0.03424657534246575, 'CBlock': 0.0006849315068493151, 'CemntBd': 0.04178082191780822, 'HdBoard': 0.15205479452054796, 'ImStucc': 0.0006849315068493151, 'MetalSd': 0.1506849315068493, 'Plywood': 0.07397260273972603, 'Stone': 0.0013698630136986301, 'Stucco': 0.017123287671232876, 'VinylSd': 0.3527397260273973, 'Wd Sdng': 0.1410958904109589, 'WdShing': 0.01780821917808219, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '0000', 'AsphShn': '0001', 'BrkComm': '0010', 'BrkFace': '0011', 'CBlock': '0100', 'CemntBd': '0101', 'HdBoard': '0110', 'MetalSd': '0111', 'Plywood': '1000', 'Stucco': '1001', 'VinylSd': '1010', 'Wd Sdng': '1011', 'WdShing': '1100', 'zzzinfill': '1101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'AsbShng': 0.01644962302947224, 'AsphShn': 0.0006854009595613434, 'BrkComm': 0.0027416038382453737, 'BrkFace': 0.025359835503769704, 'CBlock': 0.0006854009595613434, 'CemntBd': 0.04455106237148732, 'HdBoard': 0.15078821110349555, 'MetalSd': 0.157642220699109, 'Plywood': 0.0774503084304318, 'Stucco': 0.01233721727210418, 'VinylSd': 0.34955448937628514, 'Wd Sdng': 0.1405071967100754, 'WdShing': 0.0205620287868403, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "___\n",
      "derived column:  Exterior1st_1010_3\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '0000', 'AsphShn': '0001', 'BrkComm': '0010', 'BrkFace': '0011', 'CBlock': '0100', 'CemntBd': '0101', 'HdBoard': '0110', 'ImStucc': '0111', 'MetalSd': '1000', 'Plywood': '1001', 'Stone': '1010', 'Stucco': '1011', 'VinylSd': '1100', 'Wd Sdng': '1101', 'WdShing': '1110', 'zzzinfill': '1111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'AsbShng': 0.0136986301369863, 'AsphShn': 0.0006849315068493151, 'BrkComm': 0.0013698630136986301, 'BrkFace': 0.03424657534246575, 'CBlock': 0.0006849315068493151, 'CemntBd': 0.04178082191780822, 'HdBoard': 0.15205479452054796, 'ImStucc': 0.0006849315068493151, 'MetalSd': 0.1506849315068493, 'Plywood': 0.07397260273972603, 'Stone': 0.0013698630136986301, 'Stucco': 0.017123287671232876, 'VinylSd': 0.3527397260273973, 'Wd Sdng': 0.1410958904109589, 'WdShing': 0.01780821917808219, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '0000', 'AsphShn': '0001', 'BrkComm': '0010', 'BrkFace': '0011', 'CBlock': '0100', 'CemntBd': '0101', 'HdBoard': '0110', 'MetalSd': '0111', 'Plywood': '1000', 'Stucco': '1001', 'VinylSd': '1010', 'Wd Sdng': '1011', 'WdShing': '1100', 'zzzinfill': '1101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'AsbShng': 0.01644962302947224, 'AsphShn': 0.0006854009595613434, 'BrkComm': 0.0027416038382453737, 'BrkFace': 0.025359835503769704, 'CBlock': 0.0006854009595613434, 'CemntBd': 0.04455106237148732, 'HdBoard': 0.15078821110349555, 'MetalSd': 0.157642220699109, 'Plywood': 0.0774503084304318, 'Stucco': 0.01233721727210418, 'VinylSd': 0.34955448937628514, 'Wd Sdng': 0.1405071967100754, 'WdShing': 0.0205620287868403, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  Exterior2nd\n",
      "\n",
      "original returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4']\n",
      "\n",
      "new returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3']\n",
      "\n",
      "___\n",
      "original derived column not in new returned column:  Exterior2nd_1010_4\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '00000', 'AsphShn': '00001', 'Brk Cmn': '00010', 'BrkFace': '00011', 'CBlock': '00100', 'CmentBd': '00101', 'HdBoard': '00110', 'ImStucc': '00111', 'MetalSd': '01000', 'Other': '01001', 'Plywood': '01010', 'Stone': '01011', 'Stucco': '01100', 'VinylSd': '01101', 'Wd Sdng': '01110', 'Wd Shng': '01111', 'zzzinfill': '10000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'AsbShng': 0.0136986301369863, 'AsphShn': 0.002054794520547945, 'Brk Cmn': 0.004794520547945206, 'BrkFace': 0.017123287671232876, 'CBlock': 0.0006849315068493151, 'CmentBd': 0.0410958904109589, 'HdBoard': 0.14178082191780822, 'ImStucc': 0.00684931506849315, 'MetalSd': 0.14657534246575343, 'Other': 0.0006849315068493151, 'Plywood': 0.09726027397260274, 'Stone': 0.003424657534246575, 'Stucco': 0.01780821917808219, 'VinylSd': 0.3452054794520548, 'Wd Sdng': 0.13493150684931507, 'Wd Shng': 0.026027397260273973, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Exterior2nd_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '00000', 'AsphShn': '00001', 'Brk Cmn': '00010', 'BrkFace': '00011', 'CBlock': '00100', 'CmentBd': '00101', 'HdBoard': '00110', 'ImStucc': '00111', 'MetalSd': '01000', 'Other': '01001', 'Plywood': '01010', 'Stone': '01011', 'Stucco': '01100', 'VinylSd': '01101', 'Wd Sdng': '01110', 'Wd Shng': '01111', 'zzzinfill': '10000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'AsbShng': 0.0136986301369863, 'AsphShn': 0.002054794520547945, 'Brk Cmn': 0.004794520547945206, 'BrkFace': 0.017123287671232876, 'CBlock': 0.0006849315068493151, 'CmentBd': 0.0410958904109589, 'HdBoard': 0.14178082191780822, 'ImStucc': 0.00684931506849315, 'MetalSd': 0.14657534246575343, 'Other': 0.0006849315068493151, 'Plywood': 0.09726027397260274, 'Stone': 0.003424657534246575, 'Stucco': 0.01780821917808219, 'VinylSd': 0.3452054794520548, 'Wd Sdng': 0.13493150684931507, 'Wd Shng': 0.026027397260273973, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '0000', 'AsphShn': '0001', 'Brk Cmn': '0010', 'BrkFace': '0011', 'CBlock': '0100', 'CmentBd': '0101', 'HdBoard': '0110', 'ImStucc': '0111', 'MetalSd': '1000', 'Plywood': '1001', 'Stone': '1010', 'Stucco': '1011', 'VinylSd': '1100', 'Wd Sdng': '1101', 'Wd Shng': '1110', 'zzzinfill': '1111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'AsbShng': 0.01233721727210418, 'AsphShn': 0.0006854009595613434, 'Brk Cmn': 0.01028101439342015, 'BrkFace': 0.015078821110349555, 'CBlock': 0.0013708019191226869, 'CmentBd': 0.045236463331048665, 'HdBoard': 0.13639479095270735, 'ImStucc': 0.003427004797806717, 'MetalSd': 0.15969842357779301, 'Plywood': 0.08773132282385196, 'Stone': 0.0006854009595613434, 'Stucco': 0.01439342015078821, 'VinylSd': 0.34955448937628514, 'Wd Sdng': 0.13296778615490062, 'Wd Shng': 0.029472241261137764, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "___\n",
      "derived column:  Exterior2nd_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '00000', 'AsphShn': '00001', 'Brk Cmn': '00010', 'BrkFace': '00011', 'CBlock': '00100', 'CmentBd': '00101', 'HdBoard': '00110', 'ImStucc': '00111', 'MetalSd': '01000', 'Other': '01001', 'Plywood': '01010', 'Stone': '01011', 'Stucco': '01100', 'VinylSd': '01101', 'Wd Sdng': '01110', 'Wd Shng': '01111', 'zzzinfill': '10000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'AsbShng': 0.0136986301369863, 'AsphShn': 0.002054794520547945, 'Brk Cmn': 0.004794520547945206, 'BrkFace': 0.017123287671232876, 'CBlock': 0.0006849315068493151, 'CmentBd': 0.0410958904109589, 'HdBoard': 0.14178082191780822, 'ImStucc': 0.00684931506849315, 'MetalSd': 0.14657534246575343, 'Other': 0.0006849315068493151, 'Plywood': 0.09726027397260274, 'Stone': 0.003424657534246575, 'Stucco': 0.01780821917808219, 'VinylSd': 0.3452054794520548, 'Wd Sdng': 0.13493150684931507, 'Wd Shng': 0.026027397260273973, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '0000', 'AsphShn': '0001', 'Brk Cmn': '0010', 'BrkFace': '0011', 'CBlock': '0100', 'CmentBd': '0101', 'HdBoard': '0110', 'ImStucc': '0111', 'MetalSd': '1000', 'Plywood': '1001', 'Stone': '1010', 'Stucco': '1011', 'VinylSd': '1100', 'Wd Sdng': '1101', 'Wd Shng': '1110', 'zzzinfill': '1111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'AsbShng': 0.01233721727210418, 'AsphShn': 0.0006854009595613434, 'Brk Cmn': 0.01028101439342015, 'BrkFace': 0.015078821110349555, 'CBlock': 0.0013708019191226869, 'CmentBd': 0.045236463331048665, 'HdBoard': 0.13639479095270735, 'ImStucc': 0.003427004797806717, 'MetalSd': 0.15969842357779301, 'Plywood': 0.08773132282385196, 'Stone': 0.0006854009595613434, 'Stucco': 0.01439342015078821, 'VinylSd': 0.34955448937628514, 'Wd Sdng': 0.13296778615490062, 'Wd Shng': 0.029472241261137764, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "___\n",
      "derived column:  Exterior2nd_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '00000', 'AsphShn': '00001', 'Brk Cmn': '00010', 'BrkFace': '00011', 'CBlock': '00100', 'CmentBd': '00101', 'HdBoard': '00110', 'ImStucc': '00111', 'MetalSd': '01000', 'Other': '01001', 'Plywood': '01010', 'Stone': '01011', 'Stucco': '01100', 'VinylSd': '01101', 'Wd Sdng': '01110', 'Wd Shng': '01111', 'zzzinfill': '10000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'AsbShng': 0.0136986301369863, 'AsphShn': 0.002054794520547945, 'Brk Cmn': 0.004794520547945206, 'BrkFace': 0.017123287671232876, 'CBlock': 0.0006849315068493151, 'CmentBd': 0.0410958904109589, 'HdBoard': 0.14178082191780822, 'ImStucc': 0.00684931506849315, 'MetalSd': 0.14657534246575343, 'Other': 0.0006849315068493151, 'Plywood': 0.09726027397260274, 'Stone': 0.003424657534246575, 'Stucco': 0.01780821917808219, 'VinylSd': 0.3452054794520548, 'Wd Sdng': 0.13493150684931507, 'Wd Shng': 0.026027397260273973, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '0000', 'AsphShn': '0001', 'Brk Cmn': '0010', 'BrkFace': '0011', 'CBlock': '0100', 'CmentBd': '0101', 'HdBoard': '0110', 'ImStucc': '0111', 'MetalSd': '1000', 'Plywood': '1001', 'Stone': '1010', 'Stucco': '1011', 'VinylSd': '1100', 'Wd Sdng': '1101', 'Wd Shng': '1110', 'zzzinfill': '1111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'AsbShng': 0.01233721727210418, 'AsphShn': 0.0006854009595613434, 'Brk Cmn': 0.01028101439342015, 'BrkFace': 0.015078821110349555, 'CBlock': 0.0013708019191226869, 'CmentBd': 0.045236463331048665, 'HdBoard': 0.13639479095270735, 'ImStucc': 0.003427004797806717, 'MetalSd': 0.15969842357779301, 'Plywood': 0.08773132282385196, 'Stone': 0.0006854009595613434, 'Stucco': 0.01439342015078821, 'VinylSd': 0.34955448937628514, 'Wd Sdng': 0.13296778615490062, 'Wd Shng': 0.029472241261137764, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "___\n",
      "derived column:  Exterior2nd_1010_3\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '00000', 'AsphShn': '00001', 'Brk Cmn': '00010', 'BrkFace': '00011', 'CBlock': '00100', 'CmentBd': '00101', 'HdBoard': '00110', 'ImStucc': '00111', 'MetalSd': '01000', 'Other': '01001', 'Plywood': '01010', 'Stone': '01011', 'Stucco': '01100', 'VinylSd': '01101', 'Wd Sdng': '01110', 'Wd Shng': '01111', 'zzzinfill': '10000'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 5, '_1010_activations_dict': {'AsbShng': 0.0136986301369863, 'AsphShn': 0.002054794520547945, 'Brk Cmn': 0.004794520547945206, 'BrkFace': 0.017123287671232876, 'CBlock': 0.0006849315068493151, 'CmentBd': 0.0410958904109589, 'HdBoard': 0.14178082191780822, 'ImStucc': 0.00684931506849315, 'MetalSd': 0.14657534246575343, 'Other': 0.0006849315068493151, 'Plywood': 0.09726027397260274, 'Stone': 0.003424657534246575, 'Stucco': 0.01780821917808219, 'VinylSd': 0.3452054794520548, 'Wd Sdng': 0.13493150684931507, 'Wd Shng': 0.026027397260273973, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'AsbShng': '0000', 'AsphShn': '0001', 'Brk Cmn': '0010', 'BrkFace': '0011', 'CBlock': '0100', 'CmentBd': '0101', 'HdBoard': '0110', 'ImStucc': '0111', 'MetalSd': '1000', 'Plywood': '1001', 'Stone': '1010', 'Stucco': '1011', 'VinylSd': '1100', 'Wd Sdng': '1101', 'Wd Shng': '1110', 'zzzinfill': '1111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'AsbShng': 0.01233721727210418, 'AsphShn': 0.0006854009595613434, 'Brk Cmn': 0.01028101439342015, 'BrkFace': 0.015078821110349555, 'CBlock': 0.0013708019191226869, 'CmentBd': 0.045236463331048665, 'HdBoard': 0.13639479095270735, 'ImStucc': 0.003427004797806717, 'MetalSd': 0.15969842357779301, 'Plywood': 0.08773132282385196, 'Stone': 0.0006854009595613434, 'Stucco': 0.01439342015078821, 'VinylSd': 0.34955448937628514, 'Wd Sdng': 0.13296778615490062, 'Wd Shng': 0.029472241261137764, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  MasVnrType\n",
      "\n",
      "original returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  MasVnrType_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'BrkCmn': '000', 'BrkFace': '001', 'None': '010', 'Stone': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'BrkCmn': 0.010273972602739725, 'BrkFace': 0.3047945205479452, 'None': 0.5917808219178082, 'Stone': 0.08767123287671233, 'zzzinfill': 0.005479452054794521}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'BrkCmn': '000', 'BrkFace': '001', 'None': '010', 'Stone': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'BrkCmn': 0.006854009595613434, 'BrkFace': 0.297464016449623, 'None': 0.6017820424948594, 'Stone': 0.08293351610692255, 'zzzinfill': 0.010966415352981495}}\n",
      "\n",
      "___\n",
      "derived column:  MasVnrType_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'BrkCmn': '000', 'BrkFace': '001', 'None': '010', 'Stone': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'BrkCmn': 0.010273972602739725, 'BrkFace': 0.3047945205479452, 'None': 0.5917808219178082, 'Stone': 0.08767123287671233, 'zzzinfill': 0.005479452054794521}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'BrkCmn': '000', 'BrkFace': '001', 'None': '010', 'Stone': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'BrkCmn': 0.006854009595613434, 'BrkFace': 0.297464016449623, 'None': 0.6017820424948594, 'Stone': 0.08293351610692255, 'zzzinfill': 0.010966415352981495}}\n",
      "\n",
      "___\n",
      "derived column:  MasVnrType_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'BrkCmn': '000', 'BrkFace': '001', 'None': '010', 'Stone': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'BrkCmn': 0.010273972602739725, 'BrkFace': 0.3047945205479452, 'None': 0.5917808219178082, 'Stone': 0.08767123287671233, 'zzzinfill': 0.005479452054794521}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'BrkCmn': '000', 'BrkFace': '001', 'None': '010', 'Stone': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'BrkCmn': 0.006854009595613434, 'BrkFace': 0.297464016449623, 'None': 0.6017820424948594, 'Stone': 0.08293351610692255, 'zzzinfill': 0.010966415352981495}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  MasVnrArea\n",
      "\n",
      "original returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  MasVnrArea_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 103.68526170798899, 'std': 180.56911242597369, 'max': 1600.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 100.70914127423822, 'std': 176.70982437239414, 'max': 1290.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  ExterQual\n",
      "\n",
      "original returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  ExterQual_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.03561643835616438, 'Fa': 0.009589041095890411, 'Gd': 0.33424657534246577, 'TA': 0.6205479452054794, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.03769705277587389, 'Fa': 0.01439342015078821, 'Gd': 0.3365318711446196, 'TA': 0.6113776559287183, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  ExterQual_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.03561643835616438, 'Fa': 0.009589041095890411, 'Gd': 0.33424657534246577, 'TA': 0.6205479452054794, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.03769705277587389, 'Fa': 0.01439342015078821, 'Gd': 0.3365318711446196, 'TA': 0.6113776559287183, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  ExterQual_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.03561643835616438, 'Fa': 0.009589041095890411, 'Gd': 0.33424657534246577, 'TA': 0.6205479452054794, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.03769705277587389, 'Fa': 0.01439342015078821, 'Gd': 0.3365318711446196, 'TA': 0.6113776559287183, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  ExterCond\n",
      "\n",
      "original returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  ExterCond_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.002054794520547945, 'Fa': 0.019178082191780823, 'Gd': 0.1, 'Po': 0.0006849315068493151, 'TA': 0.8780821917808219, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.00616860863605209, 'Fa': 0.026730637422892393, 'Gd': 0.10486634681288554, 'Po': 0.0013708019191226869, 'TA': 0.8608636052090473, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  ExterCond_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.002054794520547945, 'Fa': 0.019178082191780823, 'Gd': 0.1, 'Po': 0.0006849315068493151, 'TA': 0.8780821917808219, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.00616860863605209, 'Fa': 0.026730637422892393, 'Gd': 0.10486634681288554, 'Po': 0.0013708019191226869, 'TA': 0.8608636052090473, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  ExterCond_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.002054794520547945, 'Fa': 0.019178082191780823, 'Gd': 0.1, 'Po': 0.0006849315068493151, 'TA': 0.8780821917808219, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.00616860863605209, 'Fa': 0.026730637422892393, 'Gd': 0.10486634681288554, 'Po': 0.0013708019191226869, 'TA': 0.8608636052090473, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  Foundation\n",
      "\n",
      "original returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  Foundation_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'BrkTil': '000', 'CBlock': '001', 'PConc': '010', 'Slab': '011', 'Stone': '100', 'Wood': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'BrkTil': 0.1, 'CBlock': 0.43424657534246575, 'PConc': 0.44315068493150683, 'Slab': 0.01643835616438356, 'Stone': 0.00410958904109589, 'Wood': 0.002054794520547945, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'BrkTil': '000', 'CBlock': '001', 'PConc': '010', 'Slab': '011', 'Stone': '100', 'Wood': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'BrkTil': 0.11309115832762166, 'CBlock': 0.4119259766963674, 'PConc': 0.453050034270048, 'Slab': 0.017135023989033583, 'Stone': 0.003427004797806717, 'Wood': 0.0013708019191226869, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Foundation_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'BrkTil': '000', 'CBlock': '001', 'PConc': '010', 'Slab': '011', 'Stone': '100', 'Wood': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'BrkTil': 0.1, 'CBlock': 0.43424657534246575, 'PConc': 0.44315068493150683, 'Slab': 0.01643835616438356, 'Stone': 0.00410958904109589, 'Wood': 0.002054794520547945, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'BrkTil': '000', 'CBlock': '001', 'PConc': '010', 'Slab': '011', 'Stone': '100', 'Wood': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'BrkTil': 0.11309115832762166, 'CBlock': 0.4119259766963674, 'PConc': 0.453050034270048, 'Slab': 0.017135023989033583, 'Stone': 0.003427004797806717, 'Wood': 0.0013708019191226869, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Foundation_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'BrkTil': '000', 'CBlock': '001', 'PConc': '010', 'Slab': '011', 'Stone': '100', 'Wood': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'BrkTil': 0.1, 'CBlock': 0.43424657534246575, 'PConc': 0.44315068493150683, 'Slab': 0.01643835616438356, 'Stone': 0.00410958904109589, 'Wood': 0.002054794520547945, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'BrkTil': '000', 'CBlock': '001', 'PConc': '010', 'Slab': '011', 'Stone': '100', 'Wood': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'BrkTil': 0.11309115832762166, 'CBlock': 0.4119259766963674, 'PConc': 0.453050034270048, 'Slab': 0.017135023989033583, 'Stone': 0.003427004797806717, 'Wood': 0.0013708019191226869, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  BsmtQual\n",
      "\n",
      "original returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  BsmtQual_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.08287671232876713, 'Fa': 0.023972602739726026, 'Gd': 0.4232876712328767, 'TA': 0.44452054794520546, 'zzzinfill': 0.025342465753424658}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.09389993145990404, 'Fa': 0.0363262508567512, 'Gd': 0.40507196710075394, 'TA': 0.4345442083618917, 'zzzinfill': 0.03015764222069911}}\n",
      "\n",
      "___\n",
      "derived column:  BsmtQual_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.08287671232876713, 'Fa': 0.023972602739726026, 'Gd': 0.4232876712328767, 'TA': 0.44452054794520546, 'zzzinfill': 0.025342465753424658}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.09389993145990404, 'Fa': 0.0363262508567512, 'Gd': 0.40507196710075394, 'TA': 0.4345442083618917, 'zzzinfill': 0.03015764222069911}}\n",
      "\n",
      "___\n",
      "derived column:  BsmtQual_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.08287671232876713, 'Fa': 0.023972602739726026, 'Gd': 0.4232876712328767, 'TA': 0.44452054794520546, 'zzzinfill': 0.025342465753424658}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.09389993145990404, 'Fa': 0.0363262508567512, 'Gd': 0.40507196710075394, 'TA': 0.4345442083618917, 'zzzinfill': 0.03015764222069911}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  BsmtCond\n",
      "\n",
      "original returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  BsmtCond_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Fa': '000', 'Gd': '001', 'Po': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Fa': 0.030821917808219176, 'Gd': 0.04452054794520548, 'Po': 0.0013698630136986301, 'TA': 0.897945205479452, 'zzzinfill': 0.025342465753424658}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Fa': '000', 'Gd': '001', 'Po': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Fa': 0.04043865661411926, 'Gd': 0.03906785469499657, 'Po': 0.00205620287868403, 'TA': 0.8875942426319396, 'zzzinfill': 0.030843043180260453}}\n",
      "\n",
      "___\n",
      "derived column:  BsmtCond_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Fa': '000', 'Gd': '001', 'Po': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Fa': 0.030821917808219176, 'Gd': 0.04452054794520548, 'Po': 0.0013698630136986301, 'TA': 0.897945205479452, 'zzzinfill': 0.025342465753424658}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Fa': '000', 'Gd': '001', 'Po': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Fa': 0.04043865661411926, 'Gd': 0.03906785469499657, 'Po': 0.00205620287868403, 'TA': 0.8875942426319396, 'zzzinfill': 0.030843043180260453}}\n",
      "\n",
      "___\n",
      "derived column:  BsmtCond_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Fa': '000', 'Gd': '001', 'Po': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Fa': 0.030821917808219176, 'Gd': 0.04452054794520548, 'Po': 0.0013698630136986301, 'TA': 0.897945205479452, 'zzzinfill': 0.025342465753424658}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Fa': '000', 'Gd': '001', 'Po': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Fa': 0.04043865661411926, 'Gd': 0.03906785469499657, 'Po': 0.00205620287868403, 'TA': 0.8875942426319396, 'zzzinfill': 0.030843043180260453}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  BsmtExposure\n",
      "\n",
      "original returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  BsmtExposure_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Av': '000', 'Gd': '001', 'Mn': '010', 'No': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Av': 0.15136986301369862, 'Gd': 0.09178082191780822, 'Mn': 0.07808219178082192, 'No': 0.6527397260273973, 'zzzinfill': 0.026027397260273973}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Av': '000', 'Gd': '001', 'Mn': '010', 'No': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Av': 0.13502398903358465, 'Gd': 0.09732693625771076, 'Mn': 0.08567511994516792, 'No': 0.6518163125428376, 'zzzinfill': 0.03015764222069911}}\n",
      "\n",
      "___\n",
      "derived column:  BsmtExposure_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Av': '000', 'Gd': '001', 'Mn': '010', 'No': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Av': 0.15136986301369862, 'Gd': 0.09178082191780822, 'Mn': 0.07808219178082192, 'No': 0.6527397260273973, 'zzzinfill': 0.026027397260273973}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Av': '000', 'Gd': '001', 'Mn': '010', 'No': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Av': 0.13502398903358465, 'Gd': 0.09732693625771076, 'Mn': 0.08567511994516792, 'No': 0.6518163125428376, 'zzzinfill': 0.03015764222069911}}\n",
      "\n",
      "___\n",
      "derived column:  BsmtExposure_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Av': '000', 'Gd': '001', 'Mn': '010', 'No': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Av': 0.15136986301369862, 'Gd': 0.09178082191780822, 'Mn': 0.07808219178082192, 'No': 0.6527397260273973, 'zzzinfill': 0.026027397260273973}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Av': '000', 'Gd': '001', 'Mn': '010', 'No': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Av': 0.13502398903358465, 'Gd': 0.09732693625771076, 'Mn': 0.08567511994516792, 'No': 0.6518163125428376, 'zzzinfill': 0.03015764222069911}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  BsmtFinType1\n",
      "\n",
      "original returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  BsmtFinType1_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ALQ': '000', 'BLQ': '001', 'GLQ': '010', 'LwQ': '011', 'Rec': '100', 'Unf': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'ALQ': 0.1506849315068493, 'BLQ': 0.10136986301369863, 'GLQ': 0.2863013698630137, 'LwQ': 0.050684931506849315, 'Rec': 0.0910958904109589, 'Unf': 0.2945205479452055, 'zzzinfill': 0.025342465753424658}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ALQ': '000', 'BLQ': '001', 'GLQ': '010', 'LwQ': '011', 'Rec': '100', 'Unf': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'ALQ': 0.14324880054832076, 'BLQ': 0.08293351610692255, 'GLQ': 0.295407813570939, 'LwQ': 0.05483207676490747, 'Rec': 0.10623714873200822, 'Unf': 0.28855380397532554, 'zzzinfill': 0.02878684030157642}}\n",
      "\n",
      "___\n",
      "derived column:  BsmtFinType1_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ALQ': '000', 'BLQ': '001', 'GLQ': '010', 'LwQ': '011', 'Rec': '100', 'Unf': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'ALQ': 0.1506849315068493, 'BLQ': 0.10136986301369863, 'GLQ': 0.2863013698630137, 'LwQ': 0.050684931506849315, 'Rec': 0.0910958904109589, 'Unf': 0.2945205479452055, 'zzzinfill': 0.025342465753424658}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ALQ': '000', 'BLQ': '001', 'GLQ': '010', 'LwQ': '011', 'Rec': '100', 'Unf': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'ALQ': 0.14324880054832076, 'BLQ': 0.08293351610692255, 'GLQ': 0.295407813570939, 'LwQ': 0.05483207676490747, 'Rec': 0.10623714873200822, 'Unf': 0.28855380397532554, 'zzzinfill': 0.02878684030157642}}\n",
      "\n",
      "___\n",
      "derived column:  BsmtFinType1_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ALQ': '000', 'BLQ': '001', 'GLQ': '010', 'LwQ': '011', 'Rec': '100', 'Unf': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'ALQ': 0.1506849315068493, 'BLQ': 0.10136986301369863, 'GLQ': 0.2863013698630137, 'LwQ': 0.050684931506849315, 'Rec': 0.0910958904109589, 'Unf': 0.2945205479452055, 'zzzinfill': 0.025342465753424658}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ALQ': '000', 'BLQ': '001', 'GLQ': '010', 'LwQ': '011', 'Rec': '100', 'Unf': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'ALQ': 0.14324880054832076, 'BLQ': 0.08293351610692255, 'GLQ': 0.295407813570939, 'LwQ': 0.05483207676490747, 'Rec': 0.10623714873200822, 'Unf': 0.28855380397532554, 'zzzinfill': 0.02878684030157642}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  BsmtFinSF1\n",
      "\n",
      "original returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  BsmtFinSF1_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 443.6397260273973, 'std': 456.09809084092456, 'max': 5644.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 439.2037037037037, 'std': 455.11188761326935, 'max': 4010.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  BsmtFinType2\n",
      "\n",
      "original returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  BsmtFinType2_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ALQ': '000', 'BLQ': '001', 'GLQ': '010', 'LwQ': '011', 'Rec': '100', 'Unf': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'ALQ': 0.013013698630136987, 'BLQ': 0.022602739726027398, 'GLQ': 0.009589041095890411, 'LwQ': 0.031506849315068496, 'Rec': 0.036986301369863014, 'Unf': 0.8602739726027397, 'zzzinfill': 0.026027397260273973}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ALQ': '000', 'BLQ': '001', 'GLQ': '010', 'LwQ': '011', 'Rec': '100', 'Unf': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'ALQ': 0.022618231665524333, 'BLQ': 0.023989033584647018, 'GLQ': 0.013708019191226868, 'LwQ': 0.02810143934201508, 'Rec': 0.03495544893762851, 'Unf': 0.8478409869773817, 'zzzinfill': 0.02878684030157642}}\n",
      "\n",
      "___\n",
      "derived column:  BsmtFinType2_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ALQ': '000', 'BLQ': '001', 'GLQ': '010', 'LwQ': '011', 'Rec': '100', 'Unf': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'ALQ': 0.013013698630136987, 'BLQ': 0.022602739726027398, 'GLQ': 0.009589041095890411, 'LwQ': 0.031506849315068496, 'Rec': 0.036986301369863014, 'Unf': 0.8602739726027397, 'zzzinfill': 0.026027397260273973}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ALQ': '000', 'BLQ': '001', 'GLQ': '010', 'LwQ': '011', 'Rec': '100', 'Unf': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'ALQ': 0.022618231665524333, 'BLQ': 0.023989033584647018, 'GLQ': 0.013708019191226868, 'LwQ': 0.02810143934201508, 'Rec': 0.03495544893762851, 'Unf': 0.8478409869773817, 'zzzinfill': 0.02878684030157642}}\n",
      "\n",
      "___\n",
      "derived column:  BsmtFinType2_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ALQ': '000', 'BLQ': '001', 'GLQ': '010', 'LwQ': '011', 'Rec': '100', 'Unf': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'ALQ': 0.013013698630136987, 'BLQ': 0.022602739726027398, 'GLQ': 0.009589041095890411, 'LwQ': 0.031506849315068496, 'Rec': 0.036986301369863014, 'Unf': 0.8602739726027397, 'zzzinfill': 0.026027397260273973}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'ALQ': '000', 'BLQ': '001', 'GLQ': '010', 'LwQ': '011', 'Rec': '100', 'Unf': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'ALQ': 0.022618231665524333, 'BLQ': 0.023989033584647018, 'GLQ': 0.013708019191226868, 'LwQ': 0.02810143934201508, 'Rec': 0.03495544893762851, 'Unf': 0.8478409869773817, 'zzzinfill': 0.02878684030157642}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  BsmtFinSF2\n",
      "\n",
      "original returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  BsmtFinSF2_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 46.54931506849315, 'std': 161.31927280654057, 'max': 1474.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 52.61934156378601, 'std': 176.69330052860468, 'max': 1526.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  BsmtUnfSF\n",
      "\n",
      "original returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  BsmtUnfSF_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 567.2404109589041, 'std': 441.8669552924342, 'max': 2336.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 554.2949245541838, 'std': 437.1105079348695, 'max': 2140.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  TotalBsmtSF\n",
      "\n",
      "original returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  TotalBsmtSF_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 1057.4294520547944, 'std': 438.7053244594705, 'max': 6110.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 1046.1179698216736, 'std': 442.7467124418272, 'max': 5095.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  Heating\n",
      "\n",
      "original returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  Heating_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Floor': '000', 'GasA': '001', 'GasW': '010', 'Grav': '011', 'OthW': '100', 'Wall': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Floor': 0.0006849315068493151, 'GasA': 0.9780821917808219, 'GasW': 0.012328767123287671, 'Grav': 0.004794520547945206, 'OthW': 0.0013698630136986301, 'Wall': 0.0027397260273972603, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'GasA': '000', 'GasW': '001', 'Grav': '010', 'Wall': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'GasA': 0.9910897875257025, 'GasW': 0.00616860863605209, 'Grav': 0.0013708019191226869, 'Wall': 0.0013708019191226869, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Heating_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Floor': '000', 'GasA': '001', 'GasW': '010', 'Grav': '011', 'OthW': '100', 'Wall': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Floor': 0.0006849315068493151, 'GasA': 0.9780821917808219, 'GasW': 0.012328767123287671, 'Grav': 0.004794520547945206, 'OthW': 0.0013698630136986301, 'Wall': 0.0027397260273972603, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'GasA': '000', 'GasW': '001', 'Grav': '010', 'Wall': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'GasA': 0.9910897875257025, 'GasW': 0.00616860863605209, 'Grav': 0.0013708019191226869, 'Wall': 0.0013708019191226869, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Heating_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Floor': '000', 'GasA': '001', 'GasW': '010', 'Grav': '011', 'OthW': '100', 'Wall': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Floor': 0.0006849315068493151, 'GasA': 0.9780821917808219, 'GasW': 0.012328767123287671, 'Grav': 0.004794520547945206, 'OthW': 0.0013698630136986301, 'Wall': 0.0027397260273972603, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'GasA': '000', 'GasW': '001', 'Grav': '010', 'Wall': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'GasA': 0.9910897875257025, 'GasW': 0.00616860863605209, 'Grav': 0.0013708019191226869, 'Wall': 0.0013708019191226869, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  HeatingQC\n",
      "\n",
      "original returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  HeatingQC_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.5075342465753425, 'Fa': 0.03356164383561644, 'Gd': 0.16506849315068492, 'Po': 0.0006849315068493151, 'TA': 0.29315068493150687, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.5154215215901302, 'Fa': 0.029472241261137764, 'Gd': 0.15969842357779301, 'Po': 0.0013708019191226869, 'TA': 0.29403701165181634, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  HeatingQC_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.5075342465753425, 'Fa': 0.03356164383561644, 'Gd': 0.16506849315068492, 'Po': 0.0006849315068493151, 'TA': 0.29315068493150687, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.5154215215901302, 'Fa': 0.029472241261137764, 'Gd': 0.15969842357779301, 'Po': 0.0013708019191226869, 'TA': 0.29403701165181634, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  HeatingQC_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.5075342465753425, 'Fa': 0.03356164383561644, 'Gd': 0.16506849315068492, 'Po': 0.0006849315068493151, 'TA': 0.29315068493150687, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.5154215215901302, 'Fa': 0.029472241261137764, 'Gd': 0.15969842357779301, 'Po': 0.0013708019191226869, 'TA': 0.29403701165181634, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  CentralAir\n",
      "\n",
      "original returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "new returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "___\n",
      "derived column:  CentralAir_bnry\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'missing': 'Y', 1: 'Y', 0: 'N', 'extravalues': [], 'oneratio': 0.934931506849315, 'zeroratio': 0.06506849315068493}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'missing': 'Y', 1: 'Y', 0: 'N', 'extravalues': [], 'oneratio': 0.9307745030843043, 'zeroratio': 0.06922549691569568}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  Electrical\n",
      "\n",
      "original returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  Electrical_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'FuseA': '000', 'FuseF': '001', 'FuseP': '010', 'Mix': '011', 'SBrkr': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'FuseA': 0.06438356164383562, 'FuseF': 0.018493150684931507, 'FuseP': 0.002054794520547945, 'Mix': 0.0006849315068493151, 'SBrkr': 0.9136986301369863, 'zzzinfill': 0.0006849315068493151}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'FuseA': '000', 'FuseF': '001', 'FuseP': '010', 'SBrkr': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'FuseA': 0.06442769019876628, 'FuseF': 0.015764222069910898, 'FuseP': 0.003427004797806717, 'SBrkr': 0.9163810829335161, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Electrical_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'FuseA': '000', 'FuseF': '001', 'FuseP': '010', 'Mix': '011', 'SBrkr': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'FuseA': 0.06438356164383562, 'FuseF': 0.018493150684931507, 'FuseP': 0.002054794520547945, 'Mix': 0.0006849315068493151, 'SBrkr': 0.9136986301369863, 'zzzinfill': 0.0006849315068493151}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'FuseA': '000', 'FuseF': '001', 'FuseP': '010', 'SBrkr': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'FuseA': 0.06442769019876628, 'FuseF': 0.015764222069910898, 'FuseP': 0.003427004797806717, 'SBrkr': 0.9163810829335161, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  Electrical_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'FuseA': '000', 'FuseF': '001', 'FuseP': '010', 'Mix': '011', 'SBrkr': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'FuseA': 0.06438356164383562, 'FuseF': 0.018493150684931507, 'FuseP': 0.002054794520547945, 'Mix': 0.0006849315068493151, 'SBrkr': 0.9136986301369863, 'zzzinfill': 0.0006849315068493151}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'FuseA': '000', 'FuseF': '001', 'FuseP': '010', 'SBrkr': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'FuseA': 0.06442769019876628, 'FuseF': 0.015764222069910898, 'FuseP': 0.003427004797806717, 'SBrkr': 0.9163810829335161, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  1stFlrSF\n",
      "\n",
      "original returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  1stFlrSF_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 1162.626712328767, 'std': 386.5877380410738, 'max': 4692.0, 'min': 334.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 1156.534612748458, 'std': 398.16581959237925, 'max': 5095, 'min': 407, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  2ndFlrSF\n",
      "\n",
      "original returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  2ndFlrSF_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 346.99246575342465, 'std': 436.5284358862591, 'max': 2065.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 325.96778615490064, 'std': 420.6102264691013, 'max': 1862, 'min': 0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  LowQualFinSF\n",
      "\n",
      "original returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  LowQualFinSF_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 5.844520547945206, 'std': 48.623081433519125, 'max': 572.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 3.5435229609321452, 'std': 44.04325086437502, 'max': 1064, 'min': 0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  GrLivArea\n",
      "\n",
      "original returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  GrLivArea_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 1515.463698630137, 'std': 525.4803834232027, 'max': 5642.0, 'min': 334.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 1486.0459218642907, 'std': 485.5660986532532, 'max': 5095, 'min': 407, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  BsmtFullBath\n",
      "\n",
      "original returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  BsmtFullBath_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 0.42534246575342466, 'std': 0.5189106060897992, 'max': 3.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 0.4344543582704187, 'std': 0.5302834550232118, 'max': 3.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  BsmtHalfBath\n",
      "\n",
      "original returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n",
      "___\n",
      "derived column:  BsmtHalfBath_0.0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'textlabelsdict_text': {'BsmtHalfBath_0.0': '0.0', 'BsmtHalfBath_1.0': '1.0', 'BsmtHalfBath_2.0': '2.0'}, 'BsmtHalfBath_0.0_ratio': 0.9438356164383561}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'textlabelsdict_text': {'BsmtHalfBath_0.0': '0.0', 'BsmtHalfBath_1.0': '1.0', 'BsmtHalfBath_2.0': '2.0'}, 'BsmtHalfBath_0.0_ratio': 0.9348869088416724}\n",
      "\n",
      "___\n",
      "derived column:  BsmtHalfBath_1.0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'textlabelsdict_text': {'BsmtHalfBath_0.0': '0.0', 'BsmtHalfBath_1.0': '1.0', 'BsmtHalfBath_2.0': '2.0'}, 'BsmtHalfBath_1.0_ratio': 0.0547945205479452}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'textlabelsdict_text': {'BsmtHalfBath_0.0': '0.0', 'BsmtHalfBath_1.0': '1.0', 'BsmtHalfBath_2.0': '2.0'}, 'BsmtHalfBath_1.0_ratio': 0.06237148732008225}\n",
      "\n",
      "___\n",
      "derived column:  BsmtHalfBath_2.0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'textlabelsdict_text': {'BsmtHalfBath_0.0': '0.0', 'BsmtHalfBath_1.0': '1.0', 'BsmtHalfBath_2.0': '2.0'}, 'BsmtHalfBath_2.0_ratio': 0.0013698630136986301}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'textlabelsdict_text': {'BsmtHalfBath_0.0': '0.0', 'BsmtHalfBath_1.0': '1.0', 'BsmtHalfBath_2.0': '2.0'}, 'BsmtHalfBath_2.0_ratio': 0.0013708019191226869}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  FullBath\n",
      "\n",
      "original returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  FullBath_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 1.5650684931506849, 'std': 0.5509158012954318, 'max': 3.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 1.570938999314599, 'std': 0.5551898880356576, 'max': 4, 'min': 0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  HalfBath\n",
      "\n",
      "original returned columns:\n",
      "['HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0']\n",
      "\n",
      "new returned columns:\n",
      "['HalfBath_0', 'HalfBath_1', 'HalfBath_2']\n",
      "\n",
      "___\n",
      "original derived column not in new returned column:  HalfBath_0.0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'textlabelsdict_text': {'HalfBath_0.0': '0.0', 'HalfBath_1.0': '1.0', 'HalfBath_2.0': '2.0'}, 'HalfBath_0.0_ratio': 0.6253424657534247}\n",
      "\n",
      "___\n",
      "original derived column not in new returned column:  HalfBath_1.0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'textlabelsdict_text': {'HalfBath_0.0': '0.0', 'HalfBath_1.0': '1.0', 'HalfBath_2.0': '2.0'}, 'HalfBath_1.0_ratio': 0.3664383561643836}\n",
      "\n",
      "___\n",
      "original derived column not in new returned column:  HalfBath_2.0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'textlabelsdict_text': {'HalfBath_0.0': '0.0', 'HalfBath_1.0': '1.0', 'HalfBath_2.0': '2.0'}, 'HalfBath_2.0_ratio': 0.00821917808219178}\n",
      "\n",
      "___\n",
      "derived column:  HalfBath_0\n",
      "\n",
      "new derived column not in original returned columns:  HalfBath_0\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'textlabelsdict_text': {'HalfBath_0': '0', 'HalfBath_1': '1', 'HalfBath_2': '2'}, 'HalfBath_0_ratio': 0.6312542837559972}\n",
      "\n",
      "___\n",
      "derived column:  HalfBath_1\n",
      "\n",
      "new derived column not in original returned columns:  HalfBath_1\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'textlabelsdict_text': {'HalfBath_0': '0', 'HalfBath_1': '1', 'HalfBath_2': '2'}, 'HalfBath_1_ratio': 0.3598355037697053}\n",
      "\n",
      "___\n",
      "derived column:  HalfBath_2\n",
      "\n",
      "new derived column not in original returned columns:  HalfBath_2\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'textlabelsdict_text': {'HalfBath_0': '0', 'HalfBath_1': '1', 'HalfBath_2': '2'}, 'HalfBath_2_ratio': 0.008910212474297465}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  BedroomAbvGr\n",
      "\n",
      "original returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  BedroomAbvGr_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 2.8664383561643834, 'std': 0.8157780441442212, 'max': 8.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 2.8540095956134337, 'std': 0.8297883627354481, 'max': 6, 'min': 0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  KitchenAbvGr\n",
      "\n",
      "original returned columns:\n",
      "['KitchenAbvGr_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['KitchenAbvGr_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  KitchenAbvGr_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 1.0465753424657533, 'std': 0.22033819838402977, 'max': 3.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 1.0424948594928032, 'std': 0.20847167211325218, 'max': 2, 'min': 0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  KitchenQual\n",
      "\n",
      "original returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  KitchenQual_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.0684931506849315, 'Fa': 0.02671232876712329, 'Gd': 0.40136986301369865, 'TA': 0.5034246575342466, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.07196710075394105, 'Fa': 0.021247429746401644, 'Gd': 0.387251542152159, 'TA': 0.518848526387937, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "___\n",
      "derived column:  KitchenQual_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.0684931506849315, 'Fa': 0.02671232876712329, 'Gd': 0.40136986301369865, 'TA': 0.5034246575342466, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.07196710075394105, 'Fa': 0.021247429746401644, 'Gd': 0.387251542152159, 'TA': 0.518848526387937, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "___\n",
      "derived column:  KitchenQual_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.0684931506849315, 'Fa': 0.02671232876712329, 'Gd': 0.40136986301369865, 'TA': 0.5034246575342466, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.07196710075394105, 'Fa': 0.021247429746401644, 'Gd': 0.387251542152159, 'TA': 0.518848526387937, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  TotRmsAbvGrd\n",
      "\n",
      "original returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  TotRmsAbvGrd_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 6.517808219178082, 'std': 1.6253932905840638, 'max': 14.0, 'min': 2.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 6.385195339273475, 'std': 1.5088945751925347, 'max': 15, 'min': 3, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  Functional\n",
      "\n",
      "original returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  Functional_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Maj1': '000', 'Maj2': '001', 'Min1': '010', 'Min2': '011', 'Mod': '100', 'Sev': '101', 'Typ': '110', 'zzzinfill': '111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Maj1': 0.009589041095890411, 'Maj2': 0.003424657534246575, 'Min1': 0.021232876712328767, 'Min2': 0.023287671232876714, 'Mod': 0.010273972602739725, 'Sev': 0.0006849315068493151, 'Typ': 0.9315068493150684, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Maj1': '000', 'Maj2': '001', 'Min1': '010', 'Min2': '011', 'Mod': '100', 'Sev': '101', 'Typ': '110', 'zzzinfill': '111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Maj1': 0.003427004797806717, 'Maj2': 0.0027416038382453737, 'Min1': 0.023303632625085675, 'Min2': 0.02467443454420836, 'Mod': 0.013708019191226868, 'Sev': 0.0006854009595613434, 'Typ': 0.9300891021247429, 'zzzinfill': 0.0013708019191226869}}\n",
      "\n",
      "___\n",
      "derived column:  Functional_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Maj1': '000', 'Maj2': '001', 'Min1': '010', 'Min2': '011', 'Mod': '100', 'Sev': '101', 'Typ': '110', 'zzzinfill': '111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Maj1': 0.009589041095890411, 'Maj2': 0.003424657534246575, 'Min1': 0.021232876712328767, 'Min2': 0.023287671232876714, 'Mod': 0.010273972602739725, 'Sev': 0.0006849315068493151, 'Typ': 0.9315068493150684, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Maj1': '000', 'Maj2': '001', 'Min1': '010', 'Min2': '011', 'Mod': '100', 'Sev': '101', 'Typ': '110', 'zzzinfill': '111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Maj1': 0.003427004797806717, 'Maj2': 0.0027416038382453737, 'Min1': 0.023303632625085675, 'Min2': 0.02467443454420836, 'Mod': 0.013708019191226868, 'Sev': 0.0006854009595613434, 'Typ': 0.9300891021247429, 'zzzinfill': 0.0013708019191226869}}\n",
      "\n",
      "___\n",
      "derived column:  Functional_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Maj1': '000', 'Maj2': '001', 'Min1': '010', 'Min2': '011', 'Mod': '100', 'Sev': '101', 'Typ': '110', 'zzzinfill': '111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Maj1': 0.009589041095890411, 'Maj2': 0.003424657534246575, 'Min1': 0.021232876712328767, 'Min2': 0.023287671232876714, 'Mod': 0.010273972602739725, 'Sev': 0.0006849315068493151, 'Typ': 0.9315068493150684, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Maj1': '000', 'Maj2': '001', 'Min1': '010', 'Min2': '011', 'Mod': '100', 'Sev': '101', 'Typ': '110', 'zzzinfill': '111'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Maj1': 0.003427004797806717, 'Maj2': 0.0027416038382453737, 'Min1': 0.023303632625085675, 'Min2': 0.02467443454420836, 'Mod': 0.013708019191226868, 'Sev': 0.0006854009595613434, 'Typ': 0.9300891021247429, 'zzzinfill': 0.0013708019191226869}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  Fireplaces\n",
      "\n",
      "original returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  Fireplaces_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 0.613013698630137, 'std': 0.6446663863122343, 'max': 3.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 0.5812200137080192, 'std': 0.6474204530720034, 'max': 4, 'min': 0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  FireplaceQu\n",
      "\n",
      "original returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  FireplaceQu_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.01643835616438356, 'Fa': 0.022602739726027398, 'Gd': 0.2602739726027397, 'Po': 0.0136986301369863, 'TA': 0.21438356164383562, 'zzzinfill': 0.4726027397260274}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.013022618231665525, 'Fa': 0.02810143934201508, 'Gd': 0.249485949280329, 'Po': 0.01782042494859493, 'TA': 0.1912268677176148, 'zzzinfill': 0.5003427004797807}}\n",
      "\n",
      "___\n",
      "derived column:  FireplaceQu_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.01643835616438356, 'Fa': 0.022602739726027398, 'Gd': 0.2602739726027397, 'Po': 0.0136986301369863, 'TA': 0.21438356164383562, 'zzzinfill': 0.4726027397260274}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.013022618231665525, 'Fa': 0.02810143934201508, 'Gd': 0.249485949280329, 'Po': 0.01782042494859493, 'TA': 0.1912268677176148, 'zzzinfill': 0.5003427004797807}}\n",
      "\n",
      "___\n",
      "derived column:  FireplaceQu_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.01643835616438356, 'Fa': 0.022602739726027398, 'Gd': 0.2602739726027397, 'Po': 0.0136986301369863, 'TA': 0.21438356164383562, 'zzzinfill': 0.4726027397260274}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.013022618231665525, 'Fa': 0.02810143934201508, 'Gd': 0.249485949280329, 'Po': 0.01782042494859493, 'TA': 0.1912268677176148, 'zzzinfill': 0.5003427004797807}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  GarageType\n",
      "\n",
      "original returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  GarageType_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'2Types': '000', 'Attchd': '001', 'Basment': '010', 'BuiltIn': '011', 'CarPort': '100', 'Detchd': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'2Types': 0.00410958904109589, 'Attchd': 0.5958904109589042, 'Basment': 0.013013698630136987, 'BuiltIn': 0.06027397260273973, 'CarPort': 0.0061643835616438354, 'Detchd': 0.2650684931506849, 'zzzinfill': 0.05547945205479452}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'2Types': '000', 'Attchd': '001', 'Basment': '010', 'BuiltIn': '011', 'CarPort': '100', 'Detchd': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'2Types': 0.011651816312542838, 'Attchd': 0.5846470185058259, 'Basment': 0.011651816312542838, 'BuiltIn': 0.06716929403701165, 'CarPort': 0.00411240575736806, 'Detchd': 0.2686771761480466, 'zzzinfill': 0.0520904729266621}}\n",
      "\n",
      "___\n",
      "derived column:  GarageType_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'2Types': '000', 'Attchd': '001', 'Basment': '010', 'BuiltIn': '011', 'CarPort': '100', 'Detchd': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'2Types': 0.00410958904109589, 'Attchd': 0.5958904109589042, 'Basment': 0.013013698630136987, 'BuiltIn': 0.06027397260273973, 'CarPort': 0.0061643835616438354, 'Detchd': 0.2650684931506849, 'zzzinfill': 0.05547945205479452}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'2Types': '000', 'Attchd': '001', 'Basment': '010', 'BuiltIn': '011', 'CarPort': '100', 'Detchd': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'2Types': 0.011651816312542838, 'Attchd': 0.5846470185058259, 'Basment': 0.011651816312542838, 'BuiltIn': 0.06716929403701165, 'CarPort': 0.00411240575736806, 'Detchd': 0.2686771761480466, 'zzzinfill': 0.0520904729266621}}\n",
      "\n",
      "___\n",
      "derived column:  GarageType_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'2Types': '000', 'Attchd': '001', 'Basment': '010', 'BuiltIn': '011', 'CarPort': '100', 'Detchd': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'2Types': 0.00410958904109589, 'Attchd': 0.5958904109589042, 'Basment': 0.013013698630136987, 'BuiltIn': 0.06027397260273973, 'CarPort': 0.0061643835616438354, 'Detchd': 0.2650684931506849, 'zzzinfill': 0.05547945205479452}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'2Types': '000', 'Attchd': '001', 'Basment': '010', 'BuiltIn': '011', 'CarPort': '100', 'Detchd': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'2Types': 0.011651816312542838, 'Attchd': 0.5846470185058259, 'Basment': 0.011651816312542838, 'BuiltIn': 0.06716929403701165, 'CarPort': 0.00411240575736806, 'Detchd': 0.2686771761480466, 'zzzinfill': 0.0520904729266621}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  GarageYrBlt\n",
      "\n",
      "original returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  GarageYrBlt_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 1978.5061638868744, 'std': 23.994583259057606, 'max': 2010.0, 'min': 1900.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 1977.7212165097756, 'std': 25.714450581225318, 'max': 2207.0, 'min': 1895.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  GarageFinish\n",
      "\n",
      "original returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "new returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "___\n",
      "derived column:  GarageFinish_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Fin': '00', 'RFn': '01', 'Unf': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'Fin': 0.2410958904109589, 'RFn': 0.28904109589041094, 'Unf': 0.4143835616438356, 'zzzinfill': 0.05547945205479452}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Fin': '00', 'RFn': '01', 'Unf': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'Fin': 0.25154215215901304, 'RFn': 0.26662097326936257, 'Unf': 0.4283755997258396, 'zzzinfill': 0.053461274845784786}}\n",
      "\n",
      "___\n",
      "derived column:  GarageFinish_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Fin': '00', 'RFn': '01', 'Unf': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'Fin': 0.2410958904109589, 'RFn': 0.28904109589041094, 'Unf': 0.4143835616438356, 'zzzinfill': 0.05547945205479452}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Fin': '00', 'RFn': '01', 'Unf': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'Fin': 0.25154215215901304, 'RFn': 0.26662097326936257, 'Unf': 0.4283755997258396, 'zzzinfill': 0.053461274845784786}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  GarageCars\n",
      "\n",
      "original returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  GarageCars_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 1.7671232876712328, 'std': 0.7473150101111115, 'max': 4.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 1.7661179698216736, 'std': 0.775678926349496, 'max': 5.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  GarageArea\n",
      "\n",
      "original returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  GarageArea_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 472.9801369863014, 'std': 213.80484145338076, 'max': 1418.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 472.76886145404666, 'std': 216.9741646804028, 'max': 1488.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  GarageQual\n",
      "\n",
      "original returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  GarageQual_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.002054794520547945, 'Fa': 0.03287671232876712, 'Gd': 0.009589041095890411, 'Po': 0.002054794520547945, 'TA': 0.897945205479452, 'zzzinfill': 0.05547945205479452}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Fa': '000', 'Gd': '001', 'Po': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Fa': 0.0520904729266621, 'Gd': 0.006854009595613434, 'Po': 0.0013708019191226869, 'TA': 0.886223440712817, 'zzzinfill': 0.053461274845784786}}\n",
      "\n",
      "___\n",
      "derived column:  GarageQual_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.002054794520547945, 'Fa': 0.03287671232876712, 'Gd': 0.009589041095890411, 'Po': 0.002054794520547945, 'TA': 0.897945205479452, 'zzzinfill': 0.05547945205479452}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Fa': '000', 'Gd': '001', 'Po': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Fa': 0.0520904729266621, 'Gd': 0.006854009595613434, 'Po': 0.0013708019191226869, 'TA': 0.886223440712817, 'zzzinfill': 0.053461274845784786}}\n",
      "\n",
      "___\n",
      "derived column:  GarageQual_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.002054794520547945, 'Fa': 0.03287671232876712, 'Gd': 0.009589041095890411, 'Po': 0.002054794520547945, 'TA': 0.897945205479452, 'zzzinfill': 0.05547945205479452}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Fa': '000', 'Gd': '001', 'Po': '010', 'TA': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Fa': 0.0520904729266621, 'Gd': 0.006854009595613434, 'Po': 0.0013708019191226869, 'TA': 0.886223440712817, 'zzzinfill': 0.053461274845784786}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  GarageCond\n",
      "\n",
      "original returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  GarageCond_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.0013698630136986301, 'Fa': 0.023972602739726026, 'Gd': 0.0061643835616438354, 'Po': 0.004794520547945206, 'TA': 0.9082191780821918, 'zzzinfill': 0.05547945205479452}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.0006854009595613434, 'Fa': 0.026730637422892393, 'Gd': 0.00411240575736806, 'Po': 0.004797806716929404, 'TA': 0.910212474297464, 'zzzinfill': 0.053461274845784786}}\n",
      "\n",
      "___\n",
      "derived column:  GarageCond_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.0013698630136986301, 'Fa': 0.023972602739726026, 'Gd': 0.0061643835616438354, 'Po': 0.004794520547945206, 'TA': 0.9082191780821918, 'zzzinfill': 0.05547945205479452}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.0006854009595613434, 'Fa': 0.026730637422892393, 'Gd': 0.00411240575736806, 'Po': 0.004797806716929404, 'TA': 0.910212474297464, 'zzzinfill': 0.053461274845784786}}\n",
      "\n",
      "___\n",
      "derived column:  GarageCond_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.0013698630136986301, 'Fa': 0.023972602739726026, 'Gd': 0.0061643835616438354, 'Po': 0.004794520547945206, 'TA': 0.9082191780821918, 'zzzinfill': 0.05547945205479452}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '000', 'Fa': '001', 'Gd': '010', 'Po': '011', 'TA': '100', 'zzzinfill': '101'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Ex': 0.0006854009595613434, 'Fa': 0.026730637422892393, 'Gd': 0.00411240575736806, 'Po': 0.004797806716929404, 'TA': 0.910212474297464, 'zzzinfill': 0.053461274845784786}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  PavedDrive\n",
      "\n",
      "original returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "new returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "___\n",
      "derived column:  PavedDrive_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'N': '00', 'P': '01', 'Y': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'N': 0.06164383561643835, 'P': 0.02054794520547945, 'Y': 0.9178082191780822, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'N': '00', 'P': '01', 'Y': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'N': 0.08636052090472926, 'P': 0.02193283070596299, 'Y': 0.8917066483893078, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  PavedDrive_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'N': '00', 'P': '01', 'Y': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'N': 0.06164383561643835, 'P': 0.02054794520547945, 'Y': 0.9178082191780822, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'N': '00', 'P': '01', 'Y': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'N': 0.08636052090472926, 'P': 0.02193283070596299, 'Y': 0.8917066483893078, 'zzzinfill': 0.0}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  WoodDeckSF\n",
      "\n",
      "original returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  WoodDeckSF_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 94.2445205479452, 'std': 125.33879435172359, 'max': 857.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 93.17477724468814, 'std': 127.74488151907566, 'max': 1424, 'min': 0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  OpenPorchSF\n",
      "\n",
      "original returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  OpenPorchSF_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 46.66027397260274, 'std': 66.25602767664974, 'max': 547.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 48.3139136394791, 'std': 68.88336411315372, 'max': 742, 'min': 0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  EnclosedPorch\n",
      "\n",
      "original returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  EnclosedPorch_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 21.954109589041096, 'std': 61.11914860172879, 'max': 552.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 24.24331734064428, 'std': 67.22776541956941, 'max': 1012, 'min': 0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  3SsnPorch\n",
      "\n",
      "original returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  3SsnPorch_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 3.4095890410958902, 'std': 29.317330556782203, 'max': 508.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 1.794379712131597, 'std': 20.207841751496133, 'max': 360, 'min': 0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  ScreenPorch\n",
      "\n",
      "original returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  ScreenPorch_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 15.060958904109588, 'std': 55.757415281874486, 'max': 480.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 17.064427690198766, 'std': 56.609762906910944, 'max': 576, 'min': 0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  PoolArea\n",
      "\n",
      "original returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  PoolArea_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 2.758904109589041, 'std': 40.17730694453043, 'max': 738.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 1.7443454420836189, 'std': 30.49164630534227, 'max': 800, 'min': 0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  PoolQC\n",
      "\n",
      "original returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "new returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "___\n",
      "derived column:  PoolQC_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '00', 'Fa': '01', 'Gd': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'Ex': 0.0013698630136986301, 'Fa': 0.0013698630136986301, 'Gd': 0.002054794520547945, 'zzzinfill': 0.9952054794520548}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '00', 'Gd': '01', 'zzzinfill': '10'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'Ex': 0.0013708019191226869, 'Gd': 0.0006854009595613434, 'zzzinfill': 0.997943797121316}}\n",
      "\n",
      "___\n",
      "derived column:  PoolQC_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '00', 'Fa': '01', 'Gd': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'Ex': 0.0013698630136986301, 'Fa': 0.0013698630136986301, 'Gd': 0.002054794520547945, 'zzzinfill': 0.9952054794520548}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Ex': '00', 'Gd': '01', 'zzzinfill': '10'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'Ex': 0.0013708019191226869, 'Gd': 0.0006854009595613434, 'zzzinfill': 0.997943797121316}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  Fence\n",
      "\n",
      "original returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  Fence_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'GdPrv': '000', 'GdWo': '001', 'MnPrv': '010', 'MnWw': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'GdPrv': 0.04041095890410959, 'GdWo': 0.036986301369863014, 'MnPrv': 0.10753424657534247, 'MnWw': 0.007534246575342466, 'zzzinfill': 0.8075342465753425}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'GdPrv': '000', 'GdWo': '001', 'MnPrv': '010', 'MnWw': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'GdPrv': 0.04043865661411926, 'GdWo': 0.039753255654557916, 'MnPrv': 0.11788896504455106, 'MnWw': 0.0006854009595613434, 'zzzinfill': 0.8012337217272104}}\n",
      "\n",
      "___\n",
      "derived column:  Fence_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'GdPrv': '000', 'GdWo': '001', 'MnPrv': '010', 'MnWw': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'GdPrv': 0.04041095890410959, 'GdWo': 0.036986301369863014, 'MnPrv': 0.10753424657534247, 'MnWw': 0.007534246575342466, 'zzzinfill': 0.8075342465753425}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'GdPrv': '000', 'GdWo': '001', 'MnPrv': '010', 'MnWw': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'GdPrv': 0.04043865661411926, 'GdWo': 0.039753255654557916, 'MnPrv': 0.11788896504455106, 'MnWw': 0.0006854009595613434, 'zzzinfill': 0.8012337217272104}}\n",
      "\n",
      "___\n",
      "derived column:  Fence_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'GdPrv': '000', 'GdWo': '001', 'MnPrv': '010', 'MnWw': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'GdPrv': 0.04041095890410959, 'GdWo': 0.036986301369863014, 'MnPrv': 0.10753424657534247, 'MnWw': 0.007534246575342466, 'zzzinfill': 0.8075342465753425}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'GdPrv': '000', 'GdWo': '001', 'MnPrv': '010', 'MnWw': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'GdPrv': 0.04043865661411926, 'GdWo': 0.039753255654557916, 'MnPrv': 0.11788896504455106, 'MnWw': 0.0006854009595613434, 'zzzinfill': 0.8012337217272104}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  MiscFeature\n",
      "\n",
      "original returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1']\n",
      "\n",
      "___\n",
      "original derived column not in new returned column:  MiscFeature_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Gar2': '000', 'Othr': '001', 'Shed': '010', 'TenC': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Gar2': 0.0013698630136986301, 'Othr': 0.0013698630136986301, 'Shed': 0.03356164383561644, 'TenC': 0.0006849315068493151, 'zzzinfill': 0.963013698630137}}\n",
      "\n",
      "___\n",
      "derived column:  MiscFeature_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Gar2': '000', 'Othr': '001', 'Shed': '010', 'TenC': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Gar2': 0.0013698630136986301, 'Othr': 0.0013698630136986301, 'Shed': 0.03356164383561644, 'TenC': 0.0006849315068493151, 'zzzinfill': 0.963013698630137}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Gar2': '00', 'Othr': '01', 'Shed': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'Gar2': 0.00205620287868403, 'Othr': 0.0013708019191226869, 'Shed': 0.031528444139821796, 'zzzinfill': 0.9650445510623715}}\n",
      "\n",
      "___\n",
      "derived column:  MiscFeature_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Gar2': '000', 'Othr': '001', 'Shed': '010', 'TenC': '011', 'zzzinfill': '100'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Gar2': 0.0013698630136986301, 'Othr': 0.0013698630136986301, 'Shed': 0.03356164383561644, 'TenC': 0.0006849315068493151, 'zzzinfill': 0.963013698630137}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Gar2': '00', 'Othr': '01', 'Shed': '10', 'zzzinfill': '11'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 2, '_1010_activations_dict': {'Gar2': 0.00205620287868403, 'Othr': 0.0013708019191226869, 'Shed': 0.031528444139821796, 'zzzinfill': 0.9650445510623715}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  MiscVal\n",
      "\n",
      "original returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  MiscVal_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 43.489041095890414, 'std': 496.1230244579311, 'max': 15500.0, 'min': 0.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 58.16792323509253, 'std': 630.806977589709, 'max': 17000, 'min': 0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  MoSold\n",
      "\n",
      "original returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  MoSold_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 6.321917808219178, 'std': 2.7036262083595197, 'max': 12.0, 'min': 1.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 6.104180945853324, 'std': 2.722431901250801, 'max': 12, 'min': 1, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  YrSold\n",
      "\n",
      "original returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "new returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "___\n",
      "derived column:  YrSold_nmbr\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'mean': 2007.8157534246575, 'std': 1.32809512055211, 'max': 2010.0, 'min': 2006.0, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'mean': 2007.7697052775875, 'std': 1.3017401493802516, 'max': 2010, 'min': 2006, 'offset': 0, 'multiplier': 1, 'cap': False, 'floor': False, 'adjinfill': False}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  SaleType\n",
      "\n",
      "original returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "new returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "___\n",
      "derived column:  SaleType_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'COD': '0000', 'CWD': '0001', 'Con': '0010', 'ConLD': '0011', 'ConLI': '0100', 'ConLw': '0101', 'New': '0110', 'Oth': '0111', 'WD': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'COD': 0.02945205479452055, 'CWD': 0.0027397260273972603, 'Con': 0.0013698630136986301, 'ConLD': 0.0061643835616438354, 'ConLI': 0.003424657534246575, 'ConLw': 0.003424657534246575, 'New': 0.08356164383561644, 'Oth': 0.002054794520547945, 'WD': 0.8678082191780822, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'COD': '0000', 'CWD': '0001', 'Con': '0010', 'ConLD': '0011', 'ConLI': '0100', 'ConLw': '0101', 'New': '0110', 'Oth': '0111', 'WD': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'COD': 0.03015764222069911, 'CWD': 0.0054832076764907475, 'Con': 0.00205620287868403, 'ConLD': 0.011651816312542838, 'ConLI': 0.0027416038382453737, 'ConLw': 0.00205620287868403, 'New': 0.08019191226867718, 'Oth': 0.0027416038382453737, 'WD': 0.86223440712817, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "___\n",
      "derived column:  SaleType_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'COD': '0000', 'CWD': '0001', 'Con': '0010', 'ConLD': '0011', 'ConLI': '0100', 'ConLw': '0101', 'New': '0110', 'Oth': '0111', 'WD': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'COD': 0.02945205479452055, 'CWD': 0.0027397260273972603, 'Con': 0.0013698630136986301, 'ConLD': 0.0061643835616438354, 'ConLI': 0.003424657534246575, 'ConLw': 0.003424657534246575, 'New': 0.08356164383561644, 'Oth': 0.002054794520547945, 'WD': 0.8678082191780822, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'COD': '0000', 'CWD': '0001', 'Con': '0010', 'ConLD': '0011', 'ConLI': '0100', 'ConLw': '0101', 'New': '0110', 'Oth': '0111', 'WD': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'COD': 0.03015764222069911, 'CWD': 0.0054832076764907475, 'Con': 0.00205620287868403, 'ConLD': 0.011651816312542838, 'ConLI': 0.0027416038382453737, 'ConLw': 0.00205620287868403, 'New': 0.08019191226867718, 'Oth': 0.0027416038382453737, 'WD': 0.86223440712817, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "___\n",
      "derived column:  SaleType_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'COD': '0000', 'CWD': '0001', 'Con': '0010', 'ConLD': '0011', 'ConLI': '0100', 'ConLw': '0101', 'New': '0110', 'Oth': '0111', 'WD': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'COD': 0.02945205479452055, 'CWD': 0.0027397260273972603, 'Con': 0.0013698630136986301, 'ConLD': 0.0061643835616438354, 'ConLI': 0.003424657534246575, 'ConLw': 0.003424657534246575, 'New': 0.08356164383561644, 'Oth': 0.002054794520547945, 'WD': 0.8678082191780822, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'COD': '0000', 'CWD': '0001', 'Con': '0010', 'ConLD': '0011', 'ConLI': '0100', 'ConLw': '0101', 'New': '0110', 'Oth': '0111', 'WD': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'COD': 0.03015764222069911, 'CWD': 0.0054832076764907475, 'Con': 0.00205620287868403, 'ConLD': 0.011651816312542838, 'ConLI': 0.0027416038382453737, 'ConLw': 0.00205620287868403, 'New': 0.08019191226867718, 'Oth': 0.0027416038382453737, 'WD': 0.86223440712817, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "___\n",
      "derived column:  SaleType_1010_3\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'COD': '0000', 'CWD': '0001', 'Con': '0010', 'ConLD': '0011', 'ConLI': '0100', 'ConLw': '0101', 'New': '0110', 'Oth': '0111', 'WD': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'COD': 0.02945205479452055, 'CWD': 0.0027397260273972603, 'Con': 0.0013698630136986301, 'ConLD': 0.0061643835616438354, 'ConLI': 0.003424657534246575, 'ConLw': 0.003424657534246575, 'New': 0.08356164383561644, 'Oth': 0.002054794520547945, 'WD': 0.8678082191780822, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'COD': '0000', 'CWD': '0001', 'Con': '0010', 'ConLD': '0011', 'ConLI': '0100', 'ConLw': '0101', 'New': '0110', 'Oth': '0111', 'WD': '1000', 'zzzinfill': '1001'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 4, '_1010_activations_dict': {'COD': 0.03015764222069911, 'CWD': 0.0054832076764907475, 'Con': 0.00205620287868403, 'ConLD': 0.011651816312542838, 'ConLI': 0.0027416038382453737, 'ConLw': 0.00205620287868403, 'New': 0.08019191226867718, 'Oth': 0.0027416038382453737, 'WD': 0.86223440712817, 'zzzinfill': 0.0006854009595613434}}\n",
      "\n",
      "______\n",
      "Preparing drift report for columns derived from:  SaleCondition\n",
      "\n",
      "original returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "new returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "___\n",
      "derived column:  SaleCondition_1010_0\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Abnorml': '000', 'AdjLand': '001', 'Alloca': '010', 'Family': '011', 'Normal': '100', 'Partial': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Abnorml': 0.06917808219178082, 'AdjLand': 0.0027397260273972603, 'Alloca': 0.00821917808219178, 'Family': 0.0136986301369863, 'Normal': 0.8205479452054795, 'Partial': 0.08561643835616438, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Abnorml': '000', 'AdjLand': '001', 'Alloca': '010', 'Family': '011', 'Normal': '100', 'Partial': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Abnorml': 0.06100068540095956, 'AdjLand': 0.0054832076764907475, 'Alloca': 0.00822481151473612, 'Family': 0.01782042494859493, 'Normal': 0.8252227553118574, 'Partial': 0.0822481151473612, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  SaleCondition_1010_1\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Abnorml': '000', 'AdjLand': '001', 'Alloca': '010', 'Family': '011', 'Normal': '100', 'Partial': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Abnorml': 0.06917808219178082, 'AdjLand': 0.0027397260273972603, 'Alloca': 0.00821917808219178, 'Family': 0.0136986301369863, 'Normal': 0.8205479452054795, 'Partial': 0.08561643835616438, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Abnorml': '000', 'AdjLand': '001', 'Alloca': '010', 'Family': '011', 'Normal': '100', 'Partial': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Abnorml': 0.06100068540095956, 'AdjLand': 0.0054832076764907475, 'Alloca': 0.00822481151473612, 'Family': 0.01782042494859493, 'Normal': 0.8252227553118574, 'Partial': 0.0822481151473612, 'zzzinfill': 0.0}}\n",
      "\n",
      "___\n",
      "derived column:  SaleCondition_1010_2\n",
      "\n",
      "original automunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Abnorml': '000', 'AdjLand': '001', 'Alloca': '010', 'Family': '011', 'Normal': '100', 'Partial': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Abnorml': 0.06917808219178082, 'AdjLand': 0.0027397260273972603, 'Alloca': 0.00821917808219178, 'Family': 0.0136986301369863, 'Normal': 0.8205479452054795, 'Partial': 0.08561643835616438, 'zzzinfill': 0.0}}\n",
      "\n",
      "new postmunge normalization parameters:\n",
      "{'_1010_binary_encoding_dict': {'Abnorml': '000', 'AdjLand': '001', 'Alloca': '010', 'Family': '011', 'Normal': '100', 'Partial': '101', 'zzzinfill': '110'}, '_1010_overlap_replace': {}, '_1010_binary_column_count': 3, '_1010_activations_dict': {'Abnorml': 0.06100068540095956, 'AdjLand': 0.0054832076764907475, 'Alloca': 0.00822481151473612, 'Family': 0.01782042494859493, 'Normal': 0.8252227553118574, 'Partial': 0.0822481151473612, 'zzzinfill': 0.0}}\n",
      "\n",
      "\n",
      "_______________\n",
      "Drift Report Complete\n",
      "\n",
      "_______________\n",
      "Preparing Source Column Drift Report:\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  MSSubClass\n",
      "\n",
      "original drift stats:\n",
      "{'max': 190.0, 'quantile_99': 190.0, 'quantile_90': 120.0, 'quantile_66': 60.0, 'median': 50.0, 'quantile_33': 20.0, 'quantile_10': 20.0, 'quantile_01': 20.0, 'min': 20.0, 'mean': 56.897260273972606, 'std': 42.30057099381035, 'MAD': 31.282745355601453, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 190, 'quantile_99': 190.0, 'quantile_90': 120.0, 'quantile_66': 60.0, 'median': 50.0, 'quantile_33': 20.0, 'quantile_10': 20.0, 'quantile_01': 20.0, 'min': 20, 'mean': 57.37834132967786, 'std': 42.74687961871836, 'MAD': 32.04530880860025, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  MSZoning\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['RL', 'RM', 'C (all)', 'FV', 'RH'], dtype=object), 'nunique': 5, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['RH', 'RL', 'RM', 'FV', 'C (all)', nan], dtype=object), 'nunique': 5, 'nanratio': 0.0027416038382453737}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  LotFrontage\n",
      "\n",
      "original drift stats:\n",
      "{'max': 313.0, 'quantile_99': 141.0, 'quantile_90': 96.0, 'quantile_66': 76.0, 'median': 69.0, 'quantile_33': 60.0, 'quantile_10': 44.0, 'quantile_01': 21.0, 'min': 21.0, 'mean': 70.04995836802665, 'std': 24.284751774483183, 'MAD': 16.761901856695957, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.1773972602739726}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 200.0, 'quantile_99': 130.69000000000005, 'quantile_90': 94.0, 'quantile_66': 75.0, 'median': 67.0, 'quantile_33': 60.0, 'quantile_10': 43.0, 'quantile_01': 21.0, 'min': 21.0, 'mean': 68.58035714285714, 'std': 22.376841280775103, 'MAD': 16.47985273654914, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.15558601782042494}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  LotArea\n",
      "\n",
      "original drift stats:\n",
      "{'max': 215245.0, 'quantile_99': 37567.64000000022, 'quantile_90': 14381.70000000001, 'quantile_66': 10666.88, 'median': 9478.5, 'quantile_33': 8336.880000000001, 'quantile_10': 5000.0, 'quantile_01': 1680.0, 'min': 1300.0, 'mean': 10516.828082191782, 'std': 9981.264932379147, 'MAD': 3758.813814974661, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 56600, 'quantile_99': 26210.340000000026, 'quantile_90': 14259.0, 'quantile_66': 10573.279999999999, 'median': 9399.0, 'quantile_33': 8094.0, 'quantile_10': 4793.0, 'quantile_01': 1680.0, 'min': 1470, 'mean': 9819.161069225496, 'std': 4955.517326926446, 'MAD': 3112.121131348477, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  Street\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Pave', 'Grvl'], dtype=object), 'nunique': 2, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['Pave', 'Grvl'], dtype=object), 'nunique': 2, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  Alley\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array([nan, 'Grvl', 'Pave'], dtype=object), 'nunique': 2, 'nanratio': 0.9376712328767123}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array([nan, 'Pave', 'Grvl'], dtype=object), 'nunique': 2, 'nanratio': 0.9266620973269363}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  LotShape\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Reg', 'IR1', 'IR2', 'IR3'], dtype=object), 'nunique': 4, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['Reg', 'IR1', 'IR2', 'IR3'], dtype=object), 'nunique': 4, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  LandContour\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Lvl', 'Bnk', 'Low', 'HLS'], dtype=object), 'nunique': 4, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['Lvl', 'HLS', 'Bnk', 'Low'], dtype=object), 'nunique': 4, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  Utilities\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['AllPub', 'NoSeWa'], dtype=object), 'nunique': 2, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['AllPub', nan], dtype=object), 'nunique': 1, 'nanratio': 0.0013708019191226869}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  LotConfig\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Inside', 'FR2', 'Corner', 'CulDSac', 'FR3'], dtype=object), 'nunique': 5, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['Inside', 'Corner', 'FR2', 'CulDSac', 'FR3'], dtype=object), 'nunique': 5, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  LandSlope\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Gtl', 'Mod', 'Sev'], dtype=object), 'nunique': 3, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['Gtl', 'Mod', 'Sev'], dtype=object), 'nunique': 3, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  Neighborhood\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['CollgCr', 'Veenker', 'Crawfor', 'NoRidge', 'Mitchel', 'Somerst',\n",
      "       'NWAmes', 'OldTown', 'BrkSide', 'Sawyer', 'NridgHt', 'NAmes',\n",
      "       'SawyerW', 'IDOTRR', 'MeadowV', 'Edwards', 'Timber', 'Gilbert',\n",
      "       'StoneBr', 'ClearCr', 'NPkVill', 'Blmngtn', 'BrDale', 'SWISU',\n",
      "       'Blueste'], dtype=object), 'nunique': 25, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['NAmes', 'Gilbert', 'StoneBr', 'BrDale', 'NPkVill', 'NridgHt',\n",
      "       'Blmngtn', 'NoRidge', 'Somerst', 'SawyerW', 'Sawyer', 'NWAmes',\n",
      "       'OldTown', 'BrkSide', 'ClearCr', 'SWISU', 'Edwards', 'CollgCr',\n",
      "       'Crawfor', 'Blueste', 'IDOTRR', 'Mitchel', 'Timber', 'MeadowV',\n",
      "       'Veenker'], dtype=object), 'nunique': 25, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  Condition1\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Norm', 'Feedr', 'PosN', 'Artery', 'RRAe', 'RRNn', 'RRAn', 'PosA',\n",
      "       'RRNe'], dtype=object), 'nunique': 9, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['Feedr', 'Norm', 'PosN', 'RRNe', 'Artery', 'RRNn', 'PosA', 'RRAn',\n",
      "       'RRAe'], dtype=object), 'nunique': 9, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  Condition2\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Norm', 'Artery', 'RRNn', 'Feedr', 'PosN', 'PosA', 'RRAn', 'RRAe'],\n",
      "      dtype=object), 'nunique': 8, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['Norm', 'Feedr', 'PosA', 'PosN', 'Artery'], dtype=object), 'nunique': 5, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  BldgType\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['1Fam', '2fmCon', 'Duplex', 'TwnhsE', 'Twnhs'], dtype=object), 'nunique': 5, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['1Fam', 'TwnhsE', 'Twnhs', 'Duplex', '2fmCon'], dtype=object), 'nunique': 5, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  HouseStyle\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['2Story', '1Story', '1.5Fin', '1.5Unf', 'SFoyer', 'SLvl', '2.5Unf',\n",
      "       '2.5Fin'], dtype=object), 'nunique': 8, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['1Story', '2Story', 'SLvl', '1.5Fin', 'SFoyer', '2.5Unf', '1.5Unf'],\n",
      "      dtype=object), 'nunique': 7, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  OverallQual\n",
      "\n",
      "original drift stats:\n",
      "{'max': 10.0, 'quantile_99': 10.0, 'quantile_90': 8.0, 'quantile_66': 7.0, 'median': 6.0, 'quantile_33': 5.0, 'quantile_10': 5.0, 'quantile_01': 3.0, 'min': 1.0, 'mean': 6.0993150684931505, 'std': 1.3829965467415923, 'MAD': 1.098048414336643, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 10, 'quantile_99': 9.0, 'quantile_90': 8.0, 'quantile_66': 7.0, 'median': 6.0, 'quantile_33': 5.0, 'quantile_10': 5.0, 'quantile_01': 3.0, 'min': 1, 'mean': 6.078821110349555, 'std': 1.4368116404730251, 'MAD': 1.1392284705881168, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  OverallCond\n",
      "\n",
      "original drift stats:\n",
      "{'max': 9.0, 'quantile_99': 9.0, 'quantile_90': 7.0, 'quantile_66': 6.0, 'median': 5.0, 'quantile_33': 5.0, 'quantile_10': 5.0, 'quantile_01': 3.0, 'min': 1.0, 'mean': 5.575342465753424, 'std': 1.1127993367127367, 'MAD': 0.8890223306436533, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 9, 'quantile_99': 9.0, 'quantile_90': 7.0, 'quantile_66': 6.0, 'median': 5.0, 'quantile_33': 5.0, 'quantile_10': 5.0, 'quantile_01': 3.0, 'min': 1, 'mean': 5.5538039753255655, 'std': 1.1137396032892215, 'MAD': 0.8685932744267445, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  YearBuilt\n",
      "\n",
      "original drift stats:\n",
      "{'max': 2010.0, 'quantile_99': 2009.0, 'quantile_90': 2006.0, 'quantile_66': 1994.0, 'median': 1973.0, 'quantile_33': 1959.0, 'quantile_10': 1924.9, 'quantile_01': 1899.18, 'min': 1872.0, 'mean': 1971.267808219178, 'std': 30.202904042525265, 'MAD': 25.067222743479086, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new drift stats:\n",
      "{'max': 2010, 'quantile_99': 2008.0, 'quantile_90': 2006.0, 'quantile_66': 1994.2800000000002, 'median': 1973.0, 'quantile_33': 1959.0, 'quantile_10': 1924.0, 'quantile_01': 1900.0, 'min': 1879, 'mean': 1971.357779300891, 'std': 30.39007083720533, 'MAD': 25.42546487707635, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  YearRemodAdd\n",
      "\n",
      "original drift stats:\n",
      "{'max': 2010.0, 'quantile_99': 2009.0, 'quantile_90': 2006.0, 'quantile_66': 2000.94, 'median': 1994.0, 'quantile_33': 1973.47, 'quantile_10': 1950.0, 'quantile_01': 1950.0, 'min': 1950.0, 'mean': 1984.8657534246574, 'std': 20.645406807709396, 'MAD': 18.62315256145624, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 2010, 'quantile_99': 2009.0, 'quantile_90': 2007.0, 'quantile_66': 2000.0, 'median': 1992.0, 'quantile_33': 1971.0, 'quantile_10': 1950.0, 'quantile_01': 1950.0, 'min': 1950, 'mean': 1983.6627827278958, 'std': 21.130466908170522, 'MAD': 19.272320277204543, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  RoofStyle\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Gable', 'Hip', 'Gambrel', 'Mansard', 'Flat', 'Shed'], dtype=object), 'nunique': 6, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['Gable', 'Hip', 'Gambrel', 'Flat', 'Mansard', 'Shed'], dtype=object), 'nunique': 6, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  RoofMatl\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['CompShg', 'WdShngl', 'Metal', 'WdShake', 'Membran', 'Tar&Grv',\n",
      "       'Roll', 'ClyTile'], dtype=object), 'nunique': 8, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['CompShg', 'Tar&Grv', 'WdShake', 'WdShngl'], dtype=object), 'nunique': 4, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  Exterior1st\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['VinylSd', 'MetalSd', 'Wd Sdng', 'HdBoard', 'BrkFace', 'WdShing',\n",
      "       'CemntBd', 'Plywood', 'AsbShng', 'Stucco', 'BrkComm', 'AsphShn',\n",
      "       'Stone', 'ImStucc', 'CBlock'], dtype=object), 'nunique': 15, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['VinylSd', 'Wd Sdng', 'HdBoard', 'Plywood', 'MetalSd', 'CemntBd',\n",
      "       'WdShing', 'BrkFace', 'AsbShng', 'BrkComm', 'Stucco', 'AsphShn',\n",
      "       nan, 'CBlock'], dtype=object), 'nunique': 13, 'nanratio': 0.0006854009595613434}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  Exterior2nd\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['VinylSd', 'MetalSd', 'Wd Shng', 'HdBoard', 'Plywood', 'Wd Sdng',\n",
      "       'CmentBd', 'BrkFace', 'Stucco', 'AsbShng', 'Brk Cmn', 'ImStucc',\n",
      "       'AsphShn', 'Stone', 'Other', 'CBlock'], dtype=object), 'nunique': 16, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['VinylSd', 'Wd Sdng', 'HdBoard', 'Plywood', 'MetalSd', 'Brk Cmn',\n",
      "       'CmentBd', 'ImStucc', 'Wd Shng', 'AsbShng', 'Stucco', 'CBlock',\n",
      "       'BrkFace', 'AsphShn', nan, 'Stone'], dtype=object), 'nunique': 15, 'nanratio': 0.0006854009595613434}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  MasVnrType\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['BrkFace', 'None', 'Stone', 'BrkCmn', nan], dtype=object), 'nunique': 4, 'nanratio': 0.005479452054794521}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['None', 'BrkFace', 'Stone', 'BrkCmn', nan], dtype=object), 'nunique': 4, 'nanratio': 0.010966415352981495}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  MasVnrArea\n",
      "\n",
      "original drift stats:\n",
      "{'max': 1600.0, 'quantile_99': 791.9200000000001, 'quantile_90': 335.0, 'quantile_66': 87.32000000000016, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 103.68526170798899, 'std': 181.06620658721818, 'MAD': 129.78183506742766, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.005479452054794521}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 1290.0, 'quantile_99': 736.2799999999997, 'quantile_90': 310.0, 'quantile_66': 77.51999999999998, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 100.70914127423822, 'std': 177.62590010361578, 'MAD': 128.83212605796612, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.01028101439342015}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  ExterQual\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Gd', 'TA', 'Ex', 'Fa'], dtype=object), 'nunique': 4, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['TA', 'Gd', 'Ex', 'Fa'], dtype=object), 'nunique': 4, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  ExterCond\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['TA', 'Gd', 'Fa', 'Po', 'Ex'], dtype=object), 'nunique': 5, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['TA', 'Gd', 'Fa', 'Po', 'Ex'], dtype=object), 'nunique': 5, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  Foundation\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['PConc', 'CBlock', 'BrkTil', 'Wood', 'Slab', 'Stone'], dtype=object), 'nunique': 6, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['CBlock', 'PConc', 'BrkTil', 'Stone', 'Slab', 'Wood'], dtype=object), 'nunique': 6, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  BsmtQual\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Gd', 'TA', 'Ex', nan, 'Fa'], dtype=object), 'nunique': 4, 'nanratio': 0.025342465753424658}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['TA', 'Gd', 'Ex', 'Fa', nan], dtype=object), 'nunique': 4, 'nanratio': 0.03015764222069911}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  BsmtCond\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['TA', 'Gd', nan, 'Fa', 'Po'], dtype=object), 'nunique': 4, 'nanratio': 0.025342465753424658}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['TA', 'Po', 'Fa', 'Gd', nan], dtype=object), 'nunique': 4, 'nanratio': 0.030843043180260453}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  BsmtExposure\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['No', 'Gd', 'Mn', 'Av', nan], dtype=object), 'nunique': 4, 'nanratio': 0.026027397260273973}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['No', 'Gd', 'Mn', 'Av', nan], dtype=object), 'nunique': 4, 'nanratio': 0.03015764222069911}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  BsmtFinType1\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['GLQ', 'ALQ', 'Unf', 'Rec', 'BLQ', nan, 'LwQ'], dtype=object), 'nunique': 6, 'nanratio': 0.025342465753424658}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['Rec', 'ALQ', 'GLQ', 'Unf', 'BLQ', 'LwQ', nan], dtype=object), 'nunique': 6, 'nanratio': 0.02878684030157642}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  BsmtFinSF1\n",
      "\n",
      "original drift stats:\n",
      "{'max': 5644.0, 'quantile_99': 1572.41, 'quantile_90': 1065.5000000000007, 'quantile_66': 604.0, 'median': 383.5, 'quantile_33': 21.88000000000011, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 443.6397260273973, 'std': 456.09809084092456, 'MAD': 367.3696734847057, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 4010.0, 'quantile_99': 1682.8600000000001, 'quantile_90': 1039.7999999999997, 'quantile_66': 600.0, 'median': 350.5, 'quantile_33': 24.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 439.2037037037037, 'std': 455.2680419797148, 'MAD': 374.3728344256469, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0006854009595613434}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  BsmtFinType2\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Unf', 'BLQ', nan, 'ALQ', 'Rec', 'LwQ', 'GLQ'], dtype=object), 'nunique': 6, 'nanratio': 0.026027397260273973}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['LwQ', 'Unf', 'Rec', 'BLQ', 'GLQ', 'ALQ', nan], dtype=object), 'nunique': 6, 'nanratio': 0.02878684030157642}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  BsmtFinSF2\n",
      "\n",
      "original drift stats:\n",
      "{'max': 1474.0, 'quantile_99': 830.3800000000015, 'quantile_90': 117.20000000000027, 'quantile_66': 0.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 46.54931506849315, 'std': 161.31927280654057, 'MAD': 82.53501407393458, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 1526.0, 'quantile_99': 896.5900000000008, 'quantile_90': 139.79999999999973, 'quantile_66': 0.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 52.61934156378601, 'std': 176.7539261267272, 'MAD': 92.44868668393859, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0006854009595613434}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  BsmtUnfSF\n",
      "\n",
      "original drift stats:\n",
      "{'max': 2336.0, 'quantile_99': 1797.0500000000004, 'quantile_90': 1232.0, 'quantile_66': 690.94, 'median': 477.5, 'quantile_33': 304.47, 'quantile_10': 74.9, 'quantile_01': 0.0, 'min': 0.0, 'mean': 567.2404109589041, 'std': 441.8669552924342, 'MAD': 353.28161568774516, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 2140.0, 'quantile_99': 1731.4400000000005, 'quantile_90': 1195.8999999999999, 'quantile_66': 661.62, 'median': 460.0, 'quantile_33': 292.0, 'quantile_10': 48.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 554.2949245541838, 'std': 437.2604858112795, 'MAD': 349.69794389217213, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0006854009595613434}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  TotalBsmtSF\n",
      "\n",
      "original drift stats:\n",
      "{'max': 6110.0, 'quantile_99': 2155.05, 'quantile_90': 1602.2000000000003, 'quantile_66': 1155.88, 'median': 991.5, 'quantile_33': 859.47, 'quantile_10': 636.9, 'quantile_01': 0.0, 'min': 0.0, 'mean': 1057.4294520547944, 'std': 438.7053244594705, 'MAD': 321.2843732407569, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 5095.0, 'quantile_99': 2203.4400000000005, 'quantile_90': 1615.6, 'quantile_66': 1161.24, 'median': 988.0, 'quantile_33': 857.62, 'quantile_10': 563.8000000000001, 'quantile_01': 0.0, 'min': 0.0, 'mean': 1046.1179698216736, 'std': 442.8986241678422, 'MAD': 332.85842454759785, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0006854009595613434}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  Heating\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['GasA', 'GasW', 'Grav', 'Wall', 'OthW', 'Floor'], dtype=object), 'nunique': 6, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['GasA', 'GasW', 'Grav', 'Wall'], dtype=object), 'nunique': 4, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  HeatingQC\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Ex', 'Gd', 'TA', 'Fa', 'Po'], dtype=object), 'nunique': 5, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['TA', 'Gd', 'Ex', 'Fa', 'Po'], dtype=object), 'nunique': 5, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  CentralAir\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Y', 'N'], dtype=object), 'nunique': 2, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['Y', 'N'], dtype=object), 'nunique': 2, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  Electrical\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['SBrkr', 'FuseF', 'FuseA', 'FuseP', 'Mix', nan], dtype=object), 'nunique': 5, 'nanratio': 0.0006849315068493151}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['SBrkr', 'FuseA', 'FuseF', 'FuseP'], dtype=object), 'nunique': 4, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  1stFlrSF\n",
      "\n",
      "original drift stats:\n",
      "{'max': 4692.0, 'quantile_99': 2219.4600000000005, 'quantile_90': 1680.0, 'quantile_66': 1258.0, 'median': 1087.0, 'quantile_33': 945.8800000000001, 'quantile_10': 756.9, 'quantile_01': 520.0, 'min': 334.0, 'mean': 1162.626712328767, 'std': 386.5877380410738, 'MAD': 300.5763088759602, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 5095, 'quantile_99': 2363.26, 'quantile_90': 1671.0, 'quantile_66': 1254.5600000000002, 'median': 1079.0, 'quantile_33': 936.0, 'quantile_10': 738.0, 'quantile_01': 510.12, 'min': 407, 'mean': 1156.534612748458, 'std': 398.16581959237925, 'MAD': 306.29584235496236, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  2ndFlrSF\n",
      "\n",
      "original drift stats:\n",
      "{'max': 2065.0, 'quantile_99': 1418.920000000001, 'quantile_90': 954.2000000000003, 'quantile_66': 591.94, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 346.99246575342465, 'std': 436.5284358862591, 'MAD': 396.4775492587708, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 1862, 'quantile_99': 1379.9400000000005, 'quantile_90': 908.4000000000001, 'quantile_66': 546.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0, 'mean': 325.96778615490064, 'std': 420.61022646910124, 'MAD': 376.8655585313144, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  LowQualFinSF\n",
      "\n",
      "original drift stats:\n",
      "{'max': 572.0, 'quantile_99': 360.0, 'quantile_90': 0.0, 'quantile_66': 0.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 5.844520547945206, 'std': 48.623081433519125, 'MAD': 11.480880090073532, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 1064, 'quantile_99': 0.0, 'quantile_90': 0.0, 'quantile_66': 0.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0, 'mean': 3.5435229609321452, 'std': 44.04325086437502, 'MAD': 7.019041368809992, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  GrLivArea\n",
      "\n",
      "original drift stats:\n",
      "{'max': 5642.0, 'quantile_99': 3123.4800000000023, 'quantile_90': 2158.3, 'quantile_66': 1660.0, 'median': 1464.0, 'quantile_33': 1236.0, 'quantile_10': 912.0, 'quantile_01': 692.1800000000001, 'min': 334.0, 'mean': 1515.463698630137, 'std': 525.4803834232027, 'MAD': 397.3249380746874, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 5095, 'quantile_99': 2798.42, 'quantile_90': 2134.4000000000005, 'quantile_66': 1611.2800000000002, 'median': 1432.0, 'quantile_33': 1222.14, 'quantile_10': 936.0, 'quantile_01': 672.0, 'min': 407, 'mean': 1486.0459218642907, 'std': 485.5660986532532, 'MAD': 371.2060717411388, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  BsmtFullBath\n",
      "\n",
      "original drift stats:\n",
      "{'max': 3.0, 'quantile_99': 2.0, 'quantile_90': 1.0, 'quantile_66': 1.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 0.42534246575342466, 'std': 0.5189106060897992, 'MAD': 0.4987577406642878, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 3.0, 'quantile_99': 2.0, 'quantile_90': 1.0, 'quantile_66': 1.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 0.4344543582704187, 'std': 0.5306475357080688, 'MAD': 0.5063167469754083, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0013708019191226869}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  BsmtHalfBath\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array([0., 1., 2.]), 'nunique': 3, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array([ 0.,  1., nan,  2.]), 'nunique': 3, 'nanratio': 0.0013708019191226869}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  FullBath\n",
      "\n",
      "original drift stats:\n",
      "{'max': 3.0, 'quantile_99': 3.0, 'quantile_90': 2.0, 'quantile_66': 2.0, 'median': 2.0, 'quantile_33': 1.0, 'quantile_10': 1.0, 'quantile_01': 1.0, 'min': 0.0, 'mean': 1.5650684931506849, 'std': 0.5509158012954318, 'MAD': 0.5224385438168518, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 4, 'quantile_99': 3.0, 'quantile_90': 2.0, 'quantile_66': 2.0, 'median': 2.0, 'quantile_33': 1.0, 'quantile_10': 1.0, 'quantile_01': 1.0, 'min': 0, 'mean': 1.570938999314599, 'std': 0.5551898880356576, 'MAD': 0.5222229164445032, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  HalfBath\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array([1., 0., 2.]), 'nunique': 3, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array([0, 1, 2]), 'nunique': 3, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  BedroomAbvGr\n",
      "\n",
      "original drift stats:\n",
      "{'max': 8.0, 'quantile_99': 5.0, 'quantile_90': 4.0, 'quantile_66': 3.0, 'median': 3.0, 'quantile_33': 3.0, 'quantile_10': 2.0, 'quantile_01': 1.0, 'min': 0.0, 'mean': 2.8664383561643834, 'std': 0.8157780441442212, 'MAD': 0.576308875961715, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 6, 'quantile_99': 5.0, 'quantile_90': 4.0, 'quantile_66': 3.0, 'median': 3.0, 'quantile_33': 3.0, 'quantile_10': 2.0, 'quantile_01': 1.0, 'min': 0, 'mean': 2.8540095956134337, 'std': 0.8297883627354481, 'MAD': 0.5920633481484544, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  KitchenAbvGr\n",
      "\n",
      "original drift stats:\n",
      "{'max': 3.0, 'quantile_99': 2.0, 'quantile_90': 1.0, 'quantile_66': 1.0, 'median': 1.0, 'quantile_33': 1.0, 'quantile_10': 1.0, 'quantile_01': 1.0, 'min': 0.0, 'mean': 1.0465753424657533, 'std': 0.22033819838402977, 'MAD': 0.09024582473259668, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 2, 'quantile_99': 2.0, 'quantile_90': 1.0, 'quantile_66': 1.0, 'median': 1.0, 'quantile_33': 1.0, 'quantile_10': 1.0, 'quantile_01': 1.0, 'min': 0, 'mean': 1.0424948594928032, 'std': 0.20847167211325218, 'MAD': 0.08400319258733582, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  KitchenQual\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Gd', 'TA', 'Ex', 'Fa'], dtype=object), 'nunique': 4, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['TA', 'Gd', 'Ex', 'Fa', nan], dtype=object), 'nunique': 4, 'nanratio': 0.0006854009595613434}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  TotRmsAbvGrd\n",
      "\n",
      "original drift stats:\n",
      "{'max': 14.0, 'quantile_99': 11.0, 'quantile_90': 9.0, 'quantile_66': 7.0, 'median': 6.0, 'quantile_33': 6.0, 'quantile_10': 5.0, 'quantile_01': 3.0, 'min': 2.0, 'mean': 6.517808219178082, 'std': 1.625393290584064, 'MAD': 1.279594670669918, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 15, 'quantile_99': 11.0, 'quantile_90': 8.0, 'quantile_66': 7.0, 'median': 6.0, 'quantile_33': 6.0, 'quantile_10': 5.0, 'quantile_01': 4.0, 'min': 3, 'mean': 6.385195339273475, 'std': 1.508894575192535, 'MAD': 1.179043736473425, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  Functional\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Typ', 'Min1', 'Maj1', 'Min2', 'Mod', 'Maj2', 'Sev'], dtype=object), 'nunique': 7, 'nanratio': 0.0}\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new drift stats:\n",
      "{'unique': array(['Typ', 'Min2', 'Min1', 'Mod', 'Maj1', 'Sev', 'Maj2', nan],\n",
      "      dtype=object), 'nunique': 7, 'nanratio': 0.0013708019191226869}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  Fireplaces\n",
      "\n",
      "original drift stats:\n",
      "{'max': 3.0, 'quantile_99': 2.0, 'quantile_90': 1.0, 'quantile_66': 1.0, 'median': 1.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 0.613013698630137, 'std': 0.6446663863122344, 'MAD': 0.5794239069243766, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 4, 'quantile_99': 2.0, 'quantile_90': 1.0, 'quantile_66': 1.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0, 'mean': 0.5812200137080192, 'std': 0.6474204530720032, 'MAD': 0.5816183824631325, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  FireplaceQu\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array([nan, 'TA', 'Gd', 'Fa', 'Ex', 'Po'], dtype=object), 'nunique': 5, 'nanratio': 0.4726027397260274}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array([nan, 'TA', 'Gd', 'Po', 'Fa', 'Ex'], dtype=object), 'nunique': 5, 'nanratio': 0.5003427004797807}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  GarageType\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Attchd', 'Detchd', 'BuiltIn', 'CarPort', nan, 'Basment', '2Types'],\n",
      "      dtype=object), 'nunique': 6, 'nanratio': 0.05547945205479452}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['Attchd', 'Detchd', 'BuiltIn', nan, 'Basment', '2Types', 'CarPort'],\n",
      "      dtype=object), 'nunique': 6, 'nanratio': 0.0520904729266621}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  GarageYrBlt\n",
      "\n",
      "original drift stats:\n",
      "{'max': 2010.0, 'quantile_99': 2009.0, 'quantile_90': 2006.0, 'quantile_66': 1997.0, 'median': 1980.0, 'quantile_33': 1967.0, 'quantile_10': 1945.0, 'quantile_01': 1916.0, 'min': 1900.0, 'mean': 1978.5061638868744, 'std': 24.689724768590214, 'MAD': 20.91317761869881, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.05547945205479452}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 2207.0, 'quantile_99': 2008.0, 'quantile_90': 2006.0, 'quantile_66': 1997.0, 'median': 1979.0, 'quantile_33': 1966.0, 'quantile_10': 1940.0, 'quantile_01': 1914.0, 'min': 1895.0, 'mean': 1977.7212165097756, 'std': 26.431174889801248, 'MAD': 21.84713298982099, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.053461274845784786}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  GarageFinish\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['RFn', 'Unf', 'Fin', nan], dtype=object), 'nunique': 3, 'nanratio': 0.05547945205479452}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['Unf', 'Fin', 'RFn', nan], dtype=object), 'nunique': 3, 'nanratio': 0.053461274845784786}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  GarageCars\n",
      "\n",
      "original drift stats:\n",
      "{'max': 4.0, 'quantile_99': 3.0, 'quantile_90': 3.0, 'quantile_66': 2.0, 'median': 2.0, 'quantile_33': 2.0, 'quantile_10': 1.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 1.7671232876712328, 'std': 0.7473150101111116, 'MAD': 0.5838431225370669, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 5.0, 'quantile_99': 3.0, 'quantile_90': 3.0, 'quantile_66': 2.0, 'median': 2.0, 'quantile_33': 1.0, 'quantile_10': 1.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 1.7661179698216736, 'std': 0.7759450711253323, 'MAD': 0.6118449649161376, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0006854009595613434}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  GarageArea\n",
      "\n",
      "original drift stats:\n",
      "{'max': 1418.0, 'quantile_99': 1002.7900000000016, 'quantile_90': 757.1000000000001, 'quantile_66': 539.0, 'median': 480.0, 'quantile_33': 400.0, 'quantile_10': 240.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 472.9801369863014, 'std': 213.80484145338076, 'MAD': 160.01906455244895, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 1488.0, 'quantile_99': 1040.43, 'quantile_90': 758.0, 'quantile_66': 530.0, 'median': 480.0, 'quantile_33': 392.0, 'quantile_10': 240.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 472.76886145404666, 'std': 217.0486111278432, 'MAD': 162.68424716948837, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0006854009595613434}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  GarageQual\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['TA', 'Fa', 'Gd', nan, 'Ex', 'Po'], dtype=object), 'nunique': 5, 'nanratio': 0.05547945205479452}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['TA', nan, 'Fa', 'Gd', 'Po'], dtype=object), 'nunique': 4, 'nanratio': 0.053461274845784786}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  GarageCond\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['TA', 'Fa', nan, 'Gd', 'Po', 'Ex'], dtype=object), 'nunique': 5, 'nanratio': 0.05547945205479452}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['TA', nan, 'Fa', 'Gd', 'Po', 'Ex'], dtype=object), 'nunique': 5, 'nanratio': 0.053461274845784786}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  PavedDrive\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Y', 'N', 'P'], dtype=object), 'nunique': 3, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['Y', 'N', 'P'], dtype=object), 'nunique': 3, 'nanratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  WoodDeckSF\n",
      "\n",
      "original drift stats:\n",
      "{'max': 857.0, 'quantile_99': 505.4600000000005, 'quantile_90': 262.0, 'quantile_66': 135.94000000000005, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 94.2445205479452, 'std': 125.33879435172359, 'MAD': 101.99579470820042, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 1424, 'quantile_99': 492.52000000000044, 'quantile_90': 256.0, 'quantile_66': 135.2800000000001, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0, 'mean': 93.17477724468814, 'std': 127.74488151907717, 'MAD': 101.48665112339499, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  OpenPorchSF\n",
      "\n",
      "original drift stats:\n",
      "{'max': 547.0, 'quantile_99': 285.82000000000016, 'quantile_90': 130.0, 'quantile_66': 48.0, 'median': 25.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 46.66027397260274, 'std': 66.25602767664974, 'MAD': 47.67807843873129, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 742, 'quantile_99': 276.84000000000015, 'quantile_90': 132.20000000000005, 'quantile_66': 50.0, 'median': 28.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0, 'mean': 48.3139136394791, 'std': 68.88336411315372, 'MAD': 48.8122438261066, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  EnclosedPorch\n",
      "\n",
      "original drift stats:\n",
      "{'max': 552.0, 'quantile_99': 261.0500000000004, 'quantile_90': 112.0, 'quantile_66': 0.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 21.954109589041096, 'std': 61.11914860172879, 'MAD': 37.65952523925613, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 1012, 'quantile_99': 264.4200000000001, 'quantile_90': 112.0, 'quantile_66': 0.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0, 'mean': 24.24331734064428, 'std': 67.2277654195694, 'MAD': 40.172918347089336, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  3SsnPorch\n",
      "\n",
      "original drift stats:\n",
      "{'max': 508.0, 'quantile_99': 168.0, 'quantile_90': 0.0, 'quantile_66': 0.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 3.4095890410958902, 'std': 29.317330556782203, 'MAD': 6.707082004128452, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 360, 'quantile_99': 0.0, 'quantile_90': 0.0, 'quantile_66': 0.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0, 'mean': 1.794379712131597, 'std': 20.207841751496133, 'MAD': 3.556782815273839, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  ScreenPorch\n",
      "\n",
      "original drift stats:\n",
      "{'max': 480.0, 'quantile_99': 268.0500000000004, 'quantile_90': 0.0, 'quantile_66': 0.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 15.060958904109588, 'std': 55.757415281874486, 'MAD': 27.7286695440045, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 576, 'quantile_99': 255.0, 'quantile_90': 0.0, 'quantile_66': 0.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0, 'mean': 17.064427690198766, 'std': 56.60976290691096, 'MAD': 30.853982348694366, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  PoolArea\n",
      "\n",
      "original drift stats:\n",
      "{'max': 738.0, 'quantile_99': 0.0, 'quantile_90': 0.0, 'quantile_66': 0.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 2.758904109589041, 'std': 40.17730694453043, 'MAD': 5.491352974291557, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 800, 'quantile_99': 0.0, 'quantile_90': 0.0, 'quantile_66': 0.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0, 'mean': 1.7443454420836189, 'std': 30.49164630534227, 'MAD': 3.474343971689506, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  PoolQC\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array([nan, 'Ex', 'Fa', 'Gd'], dtype=object), 'nunique': 3, 'nanratio': 0.9952054794520548}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array([nan, 'Ex', 'Gd'], dtype=object), 'nunique': 2, 'nanratio': 0.997943797121316}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  Fence\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array([nan, 'MnPrv', 'GdWo', 'GdPrv', 'MnWw'], dtype=object), 'nunique': 4, 'nanratio': 0.8075342465753425}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['MnPrv', nan, 'GdPrv', 'GdWo', 'MnWw'], dtype=object), 'nunique': 4, 'nanratio': 0.8012337217272104}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  MiscFeature\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array([nan, 'Shed', 'Gar2', 'Othr', 'TenC'], dtype=object), 'nunique': 4, 'nanratio': 0.963013698630137}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array([nan, 'Gar2', 'Shed', 'Othr'], dtype=object), 'nunique': 3, 'nanratio': 0.9650445510623715}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  MiscVal\n",
      "\n",
      "original drift stats:\n",
      "{'max': 15500.0, 'quantile_99': 700.0, 'quantile_90': 0.0, 'quantile_66': 0.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0.0, 'mean': 43.489041095890414, 'std': 496.1230244579311, 'MAD': 83.88023268906001, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 17000, 'quantile_99': 1326.0000000000218, 'quantile_90': 0.0, 'quantile_66': 0.0, 'median': 0.0, 'quantile_33': 0.0, 'quantile_10': 0.0, 'quantile_01': 0.0, 'min': 0, 'mean': 58.16792323509253, 'std': 630.806977589709, 'MAD': 112.26927472928178, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  MoSold\n",
      "\n",
      "original drift stats:\n",
      "{'max': 12.0, 'quantile_99': 12.0, 'quantile_90': 10.0, 'quantile_66': 7.0, 'median': 6.0, 'quantile_33': 5.0, 'quantile_10': 3.0, 'quantile_01': 1.0, 'min': 1.0, 'mean': 6.321917808219178, 'std': 2.7036262083595197, 'MAD': 2.1425220491649433, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 12, 'quantile_99': 12.0, 'quantile_90': 10.0, 'quantile_66': 7.0, 'median': 6.0, 'quantile_33': 5.0, 'quantile_10': 3.0, 'quantile_01': 1.0, 'min': 1, 'mean': 6.104180945853324, 'std': 2.7224319012508014, 'MAD': 2.16100016864904, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  YrSold\n",
      "\n",
      "original drift stats:\n",
      "{'max': 2010.0, 'quantile_99': 2010.0, 'quantile_90': 2010.0, 'quantile_66': 2009.0, 'median': 2008.0, 'quantile_33': 2007.0, 'quantile_10': 2006.0, 'quantile_01': 2006.0, 'min': 2006.0, 'mean': 2007.8157534246575, 'std': 1.328095120552104, 'MAD': 1.1486704822668474, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'max': 2010, 'quantile_99': 2010.0, 'quantile_90': 2010.0, 'quantile_66': 2008.0, 'median': 2008.0, 'quantile_33': 2007.0, 'quantile_10': 2006.0, 'quantile_01': 2006.0, 'min': 2006, 'mean': 2007.7697052775875, 'std': 1.3017401493802205, 'MAD': 1.1229103844117467, 'skew': nan, 'shapiro_W': nan, 'shapiro_p': nan, 'nan_ratio': 0.0}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  SaleType\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['WD', 'New', 'COD', 'ConLD', 'ConLI', 'CWD', 'ConLw', 'Con', 'Oth'],\n",
      "      dtype=object), 'nunique': 9, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['WD', 'COD', 'New', 'ConLD', 'Oth', 'Con', 'ConLw', 'ConLI', 'CWD',\n",
      "       nan], dtype=object), 'nunique': 9, 'nanratio': 0.0006854009595613434}\n",
      "\n",
      "______\n",
      "Preparing source column drift report for column:  SaleCondition\n",
      "\n",
      "original drift stats:\n",
      "{'unique': array(['Normal', 'Abnorml', 'Partial', 'AdjLand', 'Alloca', 'Family'],\n",
      "      dtype=object), 'nunique': 6, 'nanratio': 0.0}\n",
      "\n",
      "new drift stats:\n",
      "{'unique': array(['Normal', 'Partial', 'Abnorml', 'Family', 'Alloca', 'AdjLand'],\n",
      "      dtype=object), 'nunique': 6, 'nanratio': 0.0}\n",
      "\n",
      "_______________\n",
      "Source Column Drift Report Complete\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#When automunge(.) is performed, distribution properties of the train set\n",
    "#Are collected and saved in the postprocess_dict by default\n",
    "\n",
    "#Such that if we later want to compare distribution properties \n",
    "#Of subsequent test sets\n",
    "#Against the original train set used to train a model\n",
    "#We can simply extract the corresponding properties \n",
    "#And generate report in the postmunge(.) function\n",
    "\n",
    "#Such a drift report can be performed \n",
    "#In conjunction with postmunge processing\n",
    "#Or it can be performed independantly such as to just generate a report\n",
    "\n",
    "#Let's demonstrate with the housing test set\n",
    "#Here we'll just generate a report\n",
    "#In addition to the printouts\n",
    "#The results are also returned in the object we call postreports_dict\n",
    "\n",
    "#Note that drift stats are seperately collected and reported\n",
    "#For the source columns as fed to the function\n",
    "#As well as each intermediate and returned column \n",
    "#As generated by transformations\n",
    "\n",
    "\n",
    "test, testID, testlabels, \\\n",
    "labelsencoding_dict, postreports_dict \\\n",
    "= am.postmunge(postprocess_dict, df_test, \\\n",
    "               labelscolumn = False, \\\n",
    "               testID_column = ID_columnlist, \\\n",
    "               driftreport = 'report_full', \\\n",
    "               printstatus = True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5) Processing subsequent data with postmunge(.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_______________\n",
      "Begin Postmunge processing\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MSSubClass\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MSSubClass_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MSZoning\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotFrontage\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Street\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Alley\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotShape\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LandContour\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Utilities\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LotConfig\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LandSlope\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Neighborhood\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Condition1\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Condition2\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BldgType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HouseStyle\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OverallQual\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OverallCond\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YearBuilt\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YearRemodAdd\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  RoofStyle\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  RoofMatl\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Exterior1st\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Exterior2nd\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MasVnrType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MasVnrArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ExterQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ExterCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Foundation\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtExposure\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinType1\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinSF1\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinType2\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFinSF2\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtUnfSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  TotalBsmtSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Heating\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HeatingQC\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  CentralAir\n",
      "    root category:  bnry\n",
      "\n",
      " returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Electrical\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  1stFlrSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  2ndFlrSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  LowQualFinSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GrLivArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtFullBath\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BsmtHalfBath\n",
      "    root category:  text\n",
      "\n",
      " returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  FullBath\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  HalfBath\n",
      "    root category:  text\n",
      "\n",
      " returned columns:\n",
      "['HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  BedroomAbvGr\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  KitchenAbvGr\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['KitchenAbvGr_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  KitchenQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  TotRmsAbvGrd\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Functional\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Fireplaces\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  FireplaceQu\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageYrBlt\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageFinish\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageCars\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageArea\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageQual\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  GarageCond\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PavedDrive\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  WoodDeckSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  OpenPorchSF\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  EnclosedPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  3SsnPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  ScreenPorch\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PoolArea\n",
      "    root category:  nmbr\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  PoolQC\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  Fence\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MiscFeature\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MiscVal\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  MoSold\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  YrSold\n",
      "    root category:  nmbr\n",
      "\n",
      " returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  SaleType\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "______\n",
      "\n",
      "processing column:  SaleCondition\n",
      "    root category:  1010\n",
      "\n",
      " returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "infill to column:  MSSubClass_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotFrontage_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Street_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Alley_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotShape_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandContour_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Utilities_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition1_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Condition2_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BldgType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallQual_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OverallCond_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearBuilt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YearRemodAdd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_4\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MasVnrArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Foundation_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF1_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFinSF2_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtUnfSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotalBsmtSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Heating_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  CentralAir_bnry\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Electrical_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  1stFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  2ndFlrSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  LowQualFinSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GrLivArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtFullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FullBath_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_0.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_1.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  HalfBath_2.0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  BedroomAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  TotRmsAbvGrd_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Functional_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fireplaces_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageYrBlt_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCars_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  WoodDeckSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  OpenPorchSF_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  EnclosedPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  3SsnPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  ScreenPorch_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolArea_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  Fence_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MiscVal_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  MoSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  YrSold_nmbr\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleType_1010_3\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_0\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_1\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_2\n",
      "     infill type: stdrdinfill\n",
      "\n",
      "_______________\n",
      "Postmunge returned ID column set: \n",
      "['Id', 'Automunge_index_940629842856']\n",
      "\n",
      "Postmunge returned test column set: \n",
      "['MSSubClass_nmbr', 'MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'LotFrontage_nmbr', 'LotArea_nmbr', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'OverallQual_nmbr', 'OverallCond_nmbr', 'YearBuilt_nmbr', 'YearRemodAdd_nmbr', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'MasVnrArea_nmbr', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinSF1_nmbr', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'BsmtFinSF2_nmbr', 'BsmtUnfSF_nmbr', 'TotalBsmtSF_nmbr', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', '1stFlrSF_nmbr', '2ndFlrSF_nmbr', 'LowQualFinSF_nmbr', 'GrLivArea_nmbr', 'BsmtFullBath_nmbr', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'FullBath_nmbr', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'BedroomAbvGr_nmbr', 'KitchenAbvGr_nmbr', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'TotRmsAbvGrd_nmbr', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'Fireplaces_nmbr', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageYrBlt_nmbr', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageCars_nmbr', 'GarageArea_nmbr', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'WoodDeckSF_nmbr', 'OpenPorchSF_nmbr', 'EnclosedPorch_nmbr', '3SsnPorch_nmbr', 'ScreenPorch_nmbr', 'PoolArea_nmbr', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2', 'MiscVal_nmbr', 'MoSold_nmbr', 'YrSold_nmbr', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "_______________\n",
      "Postmunge Complete\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#I mean all of these push-button stuff is great\n",
    "#But the real value of the platform is just how easy it is\n",
    "#To not only initially prepare data for training\n",
    "#But then consistently and efficiently process \n",
    "#Streams of data for inference\n",
    "\n",
    "#All we have to do is pass the postprocess_dict dictionary\n",
    "#That was populated during the corresponding automunge(.) call\n",
    "#And subsequent test sets are consistently prepared\n",
    "\n",
    "test, testID, testlabels, \\\n",
    "labelsencoding_dict, postreports_dict \\\n",
    "= am.postmunge(postprocess_dict, df_test, \\\n",
    "               labelscolumn = False, \\\n",
    "               testID_column = ID_columnlist, \\\n",
    "               printstatus = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Voila"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6) One more thing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_______________\n",
      "Begin Automunge processing\n",
      "\n",
      "evaluating column:  MSSubClass\n",
      "processing column:  MSSubClass\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MSSubClass_nmbr']\n",
      "\n",
      "evaluating column:  MSZoning\n",
      "processing column:  MSZoning\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2']\n",
      "\n",
      "evaluating column:  LotFrontage\n",
      "processing column:  LotFrontage\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotFrontage_nmbr']\n",
      "\n",
      "evaluating column:  LotArea\n",
      "processing column:  LotArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LotArea_nmbr']\n",
      "\n",
      "evaluating column:  Street\n",
      "processing column:  Street\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Street_bnry']\n",
      "\n",
      "evaluating column:  Alley\n",
      "processing column:  Alley\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Alley_bnry']\n",
      "\n",
      "evaluating column:  LotShape\n",
      "processing column:  LotShape\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2']\n",
      "\n",
      "evaluating column:  LandContour\n",
      "processing column:  LandContour\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2']\n",
      "\n",
      "evaluating column:  Utilities\n",
      "processing column:  Utilities\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['Utilities_bnry']\n",
      "\n",
      "evaluating column:  LotConfig\n",
      "processing column:  LotConfig\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2']\n",
      "\n",
      "evaluating column:  LandSlope\n",
      "processing column:  LandSlope\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['LandSlope_1010_0', 'LandSlope_1010_1']\n",
      "\n",
      "evaluating column:  Neighborhood\n",
      "processing column:  Neighborhood\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4']\n",
      "\n",
      "evaluating column:  Condition1\n",
      "processing column:  Condition1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3']\n",
      "\n",
      "evaluating column:  Condition2\n",
      "processing column:  Condition2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3']\n",
      "\n",
      "evaluating column:  BldgType\n",
      "processing column:  BldgType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2']\n",
      "\n",
      "evaluating column:  HouseStyle\n",
      "processing column:  HouseStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3']\n",
      "\n",
      "evaluating column:  OverallQual\n",
      "processing column:  OverallQual\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallQual_nmbr']\n",
      "\n",
      "evaluating column:  OverallCond\n",
      "processing column:  OverallCond\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OverallCond_nmbr']\n",
      "\n",
      "evaluating column:  YearBuilt\n",
      "processing column:  YearBuilt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearBuilt_nmbr']\n",
      "\n",
      "evaluating column:  YearRemodAdd\n",
      "processing column:  YearRemodAdd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YearRemodAdd_nmbr']\n",
      "\n",
      "evaluating column:  RoofStyle\n",
      "processing column:  RoofStyle\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2']\n",
      "\n",
      "evaluating column:  RoofMatl\n",
      "processing column:  RoofMatl\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3']\n",
      "\n",
      "evaluating column:  Exterior1st\n",
      "processing column:  Exterior1st\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3']\n",
      "\n",
      "evaluating column:  Exterior2nd\n",
      "processing column:  Exterior2nd\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4']\n",
      "\n",
      "evaluating column:  MasVnrType\n",
      "processing column:  MasVnrType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2']\n",
      "\n",
      "evaluating column:  MasVnrArea\n",
      "processing column:  MasVnrArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MasVnrArea_nmbr']\n",
      "\n",
      "evaluating column:  ExterQual\n",
      "processing column:  ExterQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2']\n",
      "\n",
      "evaluating column:  ExterCond\n",
      "processing column:  ExterCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2']\n",
      "\n",
      "evaluating column:  Foundation\n",
      "processing column:  Foundation\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2']\n",
      "\n",
      "evaluating column:  BsmtQual\n",
      "processing column:  BsmtQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2']\n",
      "\n",
      "evaluating column:  BsmtCond\n",
      "processing column:  BsmtCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2']\n",
      "\n",
      "evaluating column:  BsmtExposure\n",
      "processing column:  BsmtExposure\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinType1\n",
      "processing column:  BsmtFinType1\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF1\n",
      "processing column:  BsmtFinSF1\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF1_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFinType2\n",
      "processing column:  BsmtFinType2\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2']\n",
      "\n",
      "evaluating column:  BsmtFinSF2\n",
      "processing column:  BsmtFinSF2\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFinSF2_nmbr']\n",
      "\n",
      "evaluating column:  BsmtUnfSF\n",
      "processing column:  BsmtUnfSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtUnfSF_nmbr']\n",
      "\n",
      "evaluating column:  TotalBsmtSF\n",
      "processing column:  TotalBsmtSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotalBsmtSF_nmbr']\n",
      "\n",
      "evaluating column:  Heating\n",
      "processing column:  Heating\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2']\n",
      "\n",
      "evaluating column:  HeatingQC\n",
      "processing column:  HeatingQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2']\n",
      "\n",
      "evaluating column:  CentralAir\n",
      "processing column:  CentralAir\n",
      "    root category:  bnry\n",
      " returned columns:\n",
      "['CentralAir_bnry']\n",
      "\n",
      "evaluating column:  Electrical\n",
      "processing column:  Electrical\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2']\n",
      "\n",
      "evaluating column:  1stFlrSF\n",
      "processing column:  1stFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['1stFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  2ndFlrSF\n",
      "processing column:  2ndFlrSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['2ndFlrSF_nmbr']\n",
      "\n",
      "evaluating column:  LowQualFinSF\n",
      "processing column:  LowQualFinSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['LowQualFinSF_nmbr']\n",
      "\n",
      "evaluating column:  GrLivArea\n",
      "processing column:  GrLivArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GrLivArea_nmbr']\n",
      "\n",
      "evaluating column:  BsmtFullBath\n",
      "processing column:  BsmtFullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BsmtFullBath_nmbr']\n",
      "\n",
      "evaluating column:  BsmtHalfBath\n",
      "processing column:  BsmtHalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0']\n",
      "\n",
      "evaluating column:  FullBath\n",
      "processing column:  FullBath\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['FullBath_nmbr']\n",
      "\n",
      "evaluating column:  HalfBath\n",
      "processing column:  HalfBath\n",
      "    root category:  text\n",
      " returned columns:\n",
      "['HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0']\n",
      "\n",
      "evaluating column:  BedroomAbvGr\n",
      "processing column:  BedroomAbvGr\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['BedroomAbvGr_nmbr']\n",
      "\n",
      "evaluating column:  KitchenAbvGr\n",
      "processing column:  KitchenAbvGr\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['KitchenAbvGr_nmbr']\n",
      "\n",
      "evaluating column:  KitchenQual\n",
      "processing column:  KitchenQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2']\n",
      "\n",
      "evaluating column:  TotRmsAbvGrd\n",
      "processing column:  TotRmsAbvGrd\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['TotRmsAbvGrd_nmbr']\n",
      "\n",
      "evaluating column:  Functional\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing column:  Functional\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2']\n",
      "\n",
      "evaluating column:  Fireplaces\n",
      "processing column:  Fireplaces\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['Fireplaces_nmbr']\n",
      "\n",
      "evaluating column:  FireplaceQu\n",
      "processing column:  FireplaceQu\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2']\n",
      "\n",
      "evaluating column:  GarageType\n",
      "processing column:  GarageType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2']\n",
      "\n",
      "evaluating column:  GarageYrBlt\n",
      "processing column:  GarageYrBlt\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageYrBlt_nmbr']\n",
      "\n",
      "evaluating column:  GarageFinish\n",
      "processing column:  GarageFinish\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageFinish_1010_0', 'GarageFinish_1010_1']\n",
      "\n",
      "evaluating column:  GarageCars\n",
      "processing column:  GarageCars\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageCars_nmbr']\n",
      "\n",
      "evaluating column:  GarageArea\n",
      "processing column:  GarageArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['GarageArea_nmbr']\n",
      "\n",
      "evaluating column:  GarageQual\n",
      "processing column:  GarageQual\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2']\n",
      "\n",
      "evaluating column:  GarageCond\n",
      "processing column:  GarageCond\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2']\n",
      "\n",
      "evaluating column:  PavedDrive\n",
      "processing column:  PavedDrive\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PavedDrive_1010_0', 'PavedDrive_1010_1']\n",
      "\n",
      "evaluating column:  WoodDeckSF\n",
      "processing column:  WoodDeckSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['WoodDeckSF_nmbr']\n",
      "\n",
      "evaluating column:  OpenPorchSF\n",
      "processing column:  OpenPorchSF\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['OpenPorchSF_nmbr']\n",
      "\n",
      "evaluating column:  EnclosedPorch\n",
      "processing column:  EnclosedPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['EnclosedPorch_nmbr']\n",
      "\n",
      "evaluating column:  3SsnPorch\n",
      "processing column:  3SsnPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['3SsnPorch_nmbr']\n",
      "\n",
      "evaluating column:  ScreenPorch\n",
      "processing column:  ScreenPorch\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['ScreenPorch_nmbr']\n",
      "\n",
      "evaluating column:  PoolArea\n",
      "processing column:  PoolArea\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['PoolArea_nmbr']\n",
      "\n",
      "evaluating column:  PoolQC\n",
      "processing column:  PoolQC\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['PoolQC_1010_0', 'PoolQC_1010_1']\n",
      "\n",
      "evaluating column:  Fence\n",
      "processing column:  Fence\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2']\n",
      "\n",
      "evaluating column:  MiscFeature\n",
      "processing column:  MiscFeature\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2']\n",
      "\n",
      "evaluating column:  MiscVal\n",
      "processing column:  MiscVal\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MiscVal_nmbr']\n",
      "\n",
      "evaluating column:  MoSold\n",
      "processing column:  MoSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['MoSold_nmbr']\n",
      "\n",
      "evaluating column:  YrSold\n",
      "processing column:  YrSold\n",
      "    root category:  nmbr\n",
      " returned columns:\n",
      "['YrSold_nmbr']\n",
      "\n",
      "evaluating column:  SaleType\n",
      "processing column:  SaleType\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3']\n",
      "\n",
      "evaluating column:  SaleCondition\n",
      "processing column:  SaleCondition\n",
      "    root category:  1010\n",
      " returned columns:\n",
      "['SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "______\n",
      "\n",
      "evaluating label column:  SalePrice\n",
      "processing label column:  SalePrice\n",
      "    root label category:  lbnm\n",
      "\n",
      " returned columns:\n",
      "['SalePrice_exc2']\n",
      "\n",
      "______\n",
      "\n",
      "infill to column:  MSSubClass_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  MSZoning_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  LotFrontage_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  LotArea_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Street_bnry\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Alley_bnry\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  LotShape_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  LotShape_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  LotShape_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  LandContour_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  LandContour_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  LandContour_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Utilities_bnry\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  LotConfig_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  LandSlope_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_3\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Neighborhood_1010_4\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Condition1_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Condition1_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Condition1_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Condition1_1010_3\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Condition2_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Condition2_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Condition2_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Condition2_1010_3\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BldgType_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BldgType_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BldgType_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  HouseStyle_1010_3\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  OverallQual_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  OverallCond_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  YearBuilt_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  YearRemodAdd_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  RoofStyle_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  RoofMatl_1010_3\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Exterior1st_1010_3\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_3\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Exterior2nd_1010_4\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  MasVnrType_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  MasVnrArea_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  ExterQual_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  ExterCond_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Foundation_1010_0\n",
      "     infill type: MLinfill\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "infill to column:  Foundation_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Foundation_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtQual_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtCond_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtExposure_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtFinType1_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtFinSF1_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtFinType2_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtFinSF2_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtUnfSF_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  TotalBsmtSF_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Heating_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Heating_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Heating_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  HeatingQC_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  CentralAir_bnry\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Electrical_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Electrical_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Electrical_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  1stFlrSF_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  2ndFlrSF_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  LowQualFinSF_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GrLivArea_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtFullBath_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_0.0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_1.0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BsmtHalfBath_2.0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  FullBath_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  HalfBath_0.0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  HalfBath_1.0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  HalfBath_2.0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  BedroomAbvGr_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  KitchenAbvGr_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  KitchenQual_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  TotRmsAbvGrd_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Functional_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Functional_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Functional_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Fireplaces_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  FireplaceQu_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GarageType_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GarageType_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GarageType_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GarageYrBlt_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GarageFinish_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GarageCars_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GarageArea_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GarageQual_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  GarageCond_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  PavedDrive_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  WoodDeckSF_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  OpenPorchSF_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  EnclosedPorch_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  3SsnPorch_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  ScreenPorch_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  PoolArea_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  PoolQC_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Fence_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Fence_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  Fence_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  MiscFeature_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  MiscVal_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  MoSold_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  YrSold_nmbr\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  SaleType_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  SaleType_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  SaleType_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  SaleType_1010_3\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_0\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_1\n",
      "     infill type: MLinfill\n",
      "\n",
      "infill to column:  SaleCondition_1010_2\n",
      "     infill type: MLinfill\n",
      "\n",
      "______\n",
      "\n",
      "versioning serial stamp:\n",
      "_4.88_229272926105_2020-10-01T20:54:49.838905\n",
      "\n",
      "Automunge returned ID column set: \n",
      "['Id', 'Automunge_index_229272926105']\n",
      "\n",
      "Automunge returned train column set: \n",
      "['MSSubClass_nmbr', 'MSZoning_1010_0', 'MSZoning_1010_1', 'MSZoning_1010_2', 'LotFrontage_nmbr', 'LotArea_nmbr', 'Street_bnry', 'Alley_bnry', 'LotShape_1010_0', 'LotShape_1010_1', 'LotShape_1010_2', 'LandContour_1010_0', 'LandContour_1010_1', 'LandContour_1010_2', 'Utilities_bnry', 'LotConfig_1010_0', 'LotConfig_1010_1', 'LotConfig_1010_2', 'LandSlope_1010_0', 'LandSlope_1010_1', 'Neighborhood_1010_0', 'Neighborhood_1010_1', 'Neighborhood_1010_2', 'Neighborhood_1010_3', 'Neighborhood_1010_4', 'Condition1_1010_0', 'Condition1_1010_1', 'Condition1_1010_2', 'Condition1_1010_3', 'Condition2_1010_0', 'Condition2_1010_1', 'Condition2_1010_2', 'Condition2_1010_3', 'BldgType_1010_0', 'BldgType_1010_1', 'BldgType_1010_2', 'HouseStyle_1010_0', 'HouseStyle_1010_1', 'HouseStyle_1010_2', 'HouseStyle_1010_3', 'OverallQual_nmbr', 'OverallCond_nmbr', 'YearBuilt_nmbr', 'YearRemodAdd_nmbr', 'RoofStyle_1010_0', 'RoofStyle_1010_1', 'RoofStyle_1010_2', 'RoofMatl_1010_0', 'RoofMatl_1010_1', 'RoofMatl_1010_2', 'RoofMatl_1010_3', 'Exterior1st_1010_0', 'Exterior1st_1010_1', 'Exterior1st_1010_2', 'Exterior1st_1010_3', 'Exterior2nd_1010_0', 'Exterior2nd_1010_1', 'Exterior2nd_1010_2', 'Exterior2nd_1010_3', 'Exterior2nd_1010_4', 'MasVnrType_1010_0', 'MasVnrType_1010_1', 'MasVnrType_1010_2', 'MasVnrArea_nmbr', 'ExterQual_1010_0', 'ExterQual_1010_1', 'ExterQual_1010_2', 'ExterCond_1010_0', 'ExterCond_1010_1', 'ExterCond_1010_2', 'Foundation_1010_0', 'Foundation_1010_1', 'Foundation_1010_2', 'BsmtQual_1010_0', 'BsmtQual_1010_1', 'BsmtQual_1010_2', 'BsmtCond_1010_0', 'BsmtCond_1010_1', 'BsmtCond_1010_2', 'BsmtExposure_1010_0', 'BsmtExposure_1010_1', 'BsmtExposure_1010_2', 'BsmtFinType1_1010_0', 'BsmtFinType1_1010_1', 'BsmtFinType1_1010_2', 'BsmtFinSF1_nmbr', 'BsmtFinType2_1010_0', 'BsmtFinType2_1010_1', 'BsmtFinType2_1010_2', 'BsmtFinSF2_nmbr', 'BsmtUnfSF_nmbr', 'TotalBsmtSF_nmbr', 'Heating_1010_0', 'Heating_1010_1', 'Heating_1010_2', 'HeatingQC_1010_0', 'HeatingQC_1010_1', 'HeatingQC_1010_2', 'CentralAir_bnry', 'Electrical_1010_0', 'Electrical_1010_1', 'Electrical_1010_2', '1stFlrSF_nmbr', '2ndFlrSF_nmbr', 'LowQualFinSF_nmbr', 'GrLivArea_nmbr', 'BsmtFullBath_nmbr', 'BsmtHalfBath_0.0', 'BsmtHalfBath_1.0', 'BsmtHalfBath_2.0', 'FullBath_nmbr', 'HalfBath_0.0', 'HalfBath_1.0', 'HalfBath_2.0', 'BedroomAbvGr_nmbr', 'KitchenAbvGr_nmbr', 'KitchenQual_1010_0', 'KitchenQual_1010_1', 'KitchenQual_1010_2', 'TotRmsAbvGrd_nmbr', 'Functional_1010_0', 'Functional_1010_1', 'Functional_1010_2', 'Fireplaces_nmbr', 'FireplaceQu_1010_0', 'FireplaceQu_1010_1', 'FireplaceQu_1010_2', 'GarageType_1010_0', 'GarageType_1010_1', 'GarageType_1010_2', 'GarageYrBlt_nmbr', 'GarageFinish_1010_0', 'GarageFinish_1010_1', 'GarageCars_nmbr', 'GarageArea_nmbr', 'GarageQual_1010_0', 'GarageQual_1010_1', 'GarageQual_1010_2', 'GarageCond_1010_0', 'GarageCond_1010_1', 'GarageCond_1010_2', 'PavedDrive_1010_0', 'PavedDrive_1010_1', 'WoodDeckSF_nmbr', 'OpenPorchSF_nmbr', 'EnclosedPorch_nmbr', '3SsnPorch_nmbr', 'ScreenPorch_nmbr', 'PoolArea_nmbr', 'PoolQC_1010_0', 'PoolQC_1010_1', 'Fence_1010_0', 'Fence_1010_1', 'Fence_1010_2', 'MiscFeature_1010_0', 'MiscFeature_1010_1', 'MiscFeature_1010_2', 'MiscVal_nmbr', 'MoSold_nmbr', 'YrSold_nmbr', 'SaleType_1010_0', 'SaleType_1010_1', 'SaleType_1010_2', 'SaleType_1010_3', 'SaleCondition_1010_0', 'SaleCondition_1010_1', 'SaleCondition_1010_2']\n",
      "\n",
      "Automunge returned label column set: \n",
      "['SalePrice_exc2']\n",
      "\n",
      "_______________\n",
      "Automunge Complete\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Oh almost forgot to demonstrate ML infill\n",
    "#Which basically trains a model for each returned column or set of columns\n",
    "#For automated predictions to missing data infill\n",
    "\n",
    "#Note that this method can be applied even when a train set does not require infill\n",
    "#As a precaution against imperfections in subsequent data streams\n",
    "\n",
    "#The method is currently built on top of SciKit Learn random forest implementations\n",
    "#And parameters can be passed to the functions by the ML_cmnd parameter if desired\n",
    "#Such as shown here we'll increase the n_estimators from default of 100\n",
    "#Which is a tradeoff between training time and accuracy\n",
    "\n",
    "#We can apply ML infill globally with the MLinfill parameter\n",
    "#Or designate to specific source or derived columns with the assigninfill parameter\n",
    "\n",
    "train, trainID, labels, \\\n",
    "validation1, validationID1, validationlabels1, \\\n",
    "validation2, validationID2, validationlabels2, \\\n",
    "test, testID, testlabels, \\\n",
    "labelsencoding_dict, finalcolumns_train, finalcolumns_test, \\\n",
    "featureimportance, postprocess_dict \\\n",
    "= am.automunge(df_train, \\\n",
    "               labels_column = labels_column, \\\n",
    "               trainID_column = ID_columnlist, \\\n",
    "               MLinfill = True, \\\n",
    "               ML_cmnd = {'MLinfill_cmnd':{'RandomForestClassifier':{'n_estimators':1000}, \\\n",
    "                                           'RandomForestRegressor':{'n_estimators':1000}}}, \\\n",
    "               printstatus = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#God bless"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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